From a9ee16e88b47b26c5813181808d9b32fb9ac9440 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pawe=C5=82=20Sk=C3=B3rzewski?= Date: Fri, 19 Mar 2021 10:09:10 +0100 Subject: [PATCH] =?UTF-8?q?Usuni=C4=99cie=20starych=20katalog=C3=B3w?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- w2/bias2.png | Bin 125272 -> 0 bytes w2/curves.jpg | Bin 96290 -> 0 bytes w2/data_company.csv | 97 - w2/data_flats.tsv | 1675 --- w2/data_flats_with_outliers.tsv | 4186 ------ w2/ex2data2.txt | 118 - w2/fit.png | Bin 141779 -> 0 bytes w2/iris.csv | 151 - w2/learning-curves.png | Bin 6018 -> 0 bytes w2/polynomial_logistic.tsv | 100 - w2/zumz182.zip | Bin 1631157 -> 0 bytes w2/zumz182a.ipynb | 23080 ----------------------------- w2/zumz182a.pdf | Bin 719072 -> 0 bytes w2/zumz182b.ipynb | 1921 --- w2/zumz182b.pdf | Bin 196038 -> 0 bytes w3/bayes_nasty.tsv | 100 - w3/create_bayes_nasty.py | 26 - w3/iris.csv | 151 - w3/tennis.tsv | 15 - w3/zumz183.zip | Bin 718809 -> 0 bytes w3/zumz3a.ipynb | 1204 -- w3/zumz3a.pdf | Bin 366017 -> 0 bytes w3/zumz3b.ipynb | 847 -- w3/zumz3b.pdf | Bin 52469 -> 0 bytes w4/classification.tsv | 20 - w4/create_polynomial_logistic.py | 26 - w4/data.tsv | 50 - w4/iris.csv | 151 - w4/zumz184.zip | Bin 522955 -> 0 bytes w4/zumz4a.ipynb | 816 - w4/zumz4a.pdf | Bin 159963 -> 0 bytes w4/zumz4b.ipynb | 1202 -- w4/zumz4b.pdf | Bin 149647 -> 0 bytes w5/ad0.png | Bin 25113 -> 0 bytes w5/ad1.png | Bin 35568 -> 0 bytes w5/ad2.png | Bin 57091 -> 0 bytes w5/exp1.png | Bin 27700 -> 0 bytes w5/exp2.png | Bin 75326 -> 0 bytes w5/exp3.png | Bin 51432 -> 0 bytes w5/iris.csv | 151 - w5/multireglog.png | Bin 57638 -> 0 bytes w5/nn1.png | Bin 85282 -> 0 bytes w5/nn2.png | Bin 87144 -> 0 bytes w5/nn3.png | Bin 86587 -> 0 bytes w5/perceptron.png | Bin 121613 -> 0 bytes w5/reglin.png | Bin 165242 -> 0 bytes w5/reglog.png | Bin 143531 -> 0 bytes w5/zumz185.zip | Bin 1130512 -> 0 bytes w5/zumz5.ipynb | 2634 ---- w5/zumz5.pdf | Bin 58649 -> 0 bytes 50 files changed, 38721 deletions(-) delete mode 100644 w2/bias2.png delete mode 100644 w2/curves.jpg delete mode 100644 w2/data_company.csv delete mode 100644 w2/data_flats.tsv delete mode 100644 w2/data_flats_with_outliers.tsv delete mode 100644 w2/ex2data2.txt delete mode 100644 w2/fit.png delete mode 100644 w2/iris.csv delete mode 100644 w2/learning-curves.png delete mode 100644 w2/polynomial_logistic.tsv delete mode 100644 w2/zumz182.zip delete mode 100644 w2/zumz182a.ipynb delete mode 100644 w2/zumz182a.pdf delete mode 100644 w2/zumz182b.ipynb delete mode 100644 w2/zumz182b.pdf delete mode 100644 w3/bayes_nasty.tsv delete mode 100644 w3/create_bayes_nasty.py delete mode 100644 w3/iris.csv delete mode 100644 w3/tennis.tsv delete mode 100644 w3/zumz183.zip delete mode 100644 w3/zumz3a.ipynb delete mode 100644 w3/zumz3a.pdf delete mode 100644 w3/zumz3b.ipynb delete mode 100644 w3/zumz3b.pdf delete mode 100644 w4/classification.tsv delete mode 100644 w4/create_polynomial_logistic.py delete mode 100644 w4/data.tsv delete mode 100644 w4/iris.csv delete mode 100644 w4/zumz184.zip delete mode 100644 w4/zumz4a.ipynb delete mode 100644 w4/zumz4a.pdf delete mode 100644 w4/zumz4b.ipynb delete mode 100644 w4/zumz4b.pdf delete mode 100644 w5/ad0.png delete mode 100644 w5/ad1.png delete mode 100644 w5/ad2.png delete mode 100644 w5/exp1.png delete mode 100644 w5/exp2.png delete mode 100644 w5/exp3.png delete mode 100644 w5/iris.csv delete mode 100644 w5/multireglog.png delete mode 100644 w5/nn1.png delete mode 100644 w5/nn2.png delete mode 100644 w5/nn3.png delete mode 100644 w5/perceptron.png delete mode 100644 w5/reglin.png delete mode 100644 w5/reglog.png delete mode 100644 w5/zumz185.zip delete mode 100644 w5/zumz5.ipynb delete mode 100644 w5/zumz5.pdf diff --git a/w2/bias2.png b/w2/bias2.png deleted file mode 100644 index abe9a1161114a2029775866f9d184d85e757726b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 125272 zcmc$_cT`i`(>IO{6-5myNWT&~0zyJ>(gF!hLX&>!1PDk8z1*wxPN<Kp_-2 zZctF%xV|W^CMgstZr=Ep{%vpmOSfR-CPd-#Cr;lB_6zU04IZ{E3e>kidj%DewHa81W6gL4kZUJsw zwNtSC3-#vBTmJ(7zv$lG`*$dB-ln?sZ@=3U3X1DFZ{4_tdguNf03{v8jhnY_-=VyF z?>>O$=}RH1XKeD%fx_Arf77yq6kO>P;g$(6=sCbTZXa@pR_?i#1O`qn9uWy8Wv`Fu z#MHd%FC(IoD!O_GcBtek61Nyc-`d8bW>oy0XGl^?{_OATIq9##{NDjxtDn-ZUSz-yiFq{uWjM_^zVe6N;csy-+$kE26UTc2Z0sfmQ_2? zzbbw}Uy&&u-n!-n+yYR@QT+V%FYo`qbeChb`~O`8te+?z(Vj&3YF4fNcI|M>(x@{p zP*r|}Gbof0W;YC-NEB%L%8bwgC-0|csKum*M@Jw)3xtWL&aK9IryVzPag$vA(lOBm z3{!qIkNY7K?#!m-W$g7bfMeDDuuB4Al-s)lX;G0vJ}5T@a;R2&_LOh*F&lGBG~b z$_q}#8}Ko_@6wk#;QIBQbKtY%b9y4z3j@V+HYt?na0=LN>xbY+SuN5QbCWVqP2c03DcxNx7O{8Q^bbXUcs=MvP0#~u+GRwPunQkC z8(SeEe)P(*gqh?RpJlAG>SUn9zY+_~F3485bg!zq{BUd_E52ZTA?^r-8MS^=tp_(2 zMaiB=JkBr7sy4ILi65z8Pt8zhm;jy73?~9u9YBmfDd~ca9&=?(7N5NAHPN?S~bLt-2EL7Ed89C5$8SU~4mj0ofG%M&Sps zcRYf?h7W66yjmO!EjuLoX*S_EN3eNK32 z3d?T$###xYB$;h7Sf{0x61E$L1u>UceWTKGZOLrhx;OH}diMk@G80b#;!SyHrFZ>V zZxzfn2idDg&Fr|AQ;!X@H*HCDyT0E%(*X{zfvhvcbl!% z!4~Kftoa>dOF==a`ac$uTkXfI^Vm1P^A@`1h56j(BweZ!`ubM$ZF(WMw%f&hn&U;t737HyfV)I!$megYQTp zM*>=V*tWC+&)|(&O^fs2JotL*>s}%rTQ}4o=Azofm+epQdjreWbNb@jP_+-`Imn$tpp=+@P3WG3-A2z;!tr{+6tE3KM?0I+xiTu~(Kz z$1%&4=RBi7wOE&CaHquBGLKTerdpxrahK7gAr1=H`Y21ysj?6}+FUbDx3$vnupHs{ zVxdmIBcPWcS;ndHZkn5BCOS_zhMNpaNl6~D8%Zi1&VOmjJO4LH2D@2YwKUxDrgWBR zK9Sq&d5^mpnvaxGLwmaV?cRJPb4|MIA=$VXtO6UUMzZLAQ?mYPl&7|NrirYK_SrvQ z{$*@mE;eM&F+;(WI>YXr%IRNpad&@!XCB)fr1oL|g`laVOw&P59MDS5?;X7y;2&7F z9$fQP5#*yNZUnvgvPbjv{D5c(SE3rPOIJWi7;Jb&aV^|@ zE2Pz>46XfxUY{Z5gi{s9Rg{vTK`*PhAHkfox_YkS3KUH3_pkGNO^fV`6I(0(A(mx| zqUv}QgL+e}<=SSH-(wR{YbrvIDHF@xBtk%`t=L~F59faTv521z1+K^`0Ds`W4UupZS%!&ZB5@5#fD*c z&{pQrnZ!lQY@Sj(pNvg#4@6-7{8>%|{MF(2u2sQvx;TMy#jZ=YRs zTv4pvQF40Gd^e{nD7v*IPVuZYZuDH3O)j|guVFi)MFXv6Rf&GeD8t+Og5fQv&~_gK zB0TxkkASz0 z+3Sy5Z1=+^W7|{_No8Fo#)CD%Irl~Ai^9YGn_cXJR67GnrtTbOBxBp>^$8or5zQ~H zQ^-*)Sg2PrgO4zjLmC?!pz<8SaIT-7+35&s%@(R15=fu%*e8krx0P(A3p-jb9&EII z8lYQ6r~WmEXy~plY*bP*9$Ts_dsl5UZivgjPN5kkm4Qt){MCVZa7&@&dXu@kaoGci6i zFVy;rl9Kb2LIArEmA#ima>z%Cn#nZ*F$RG`yz0_JcZ6p4dhdHQV6_7Scn;3OAuYJo z5{Ak#PT8k5uiukVBl)YEJ3^q=0{7&O{QlO0=B2~M>fM>Q?fM6OPCt|2rd{^qh*b>3 zbB&O)2=xT%Y#&=i=R_9(O&z;x>l{JYirK592AMU1nhpuGXT0y4JN?TT-{t**O3Ys^vTr0t}e)FBB3^>!p*h zi6D*(H?v(O<=y!tOy-x({FP*pC@#jWTL}0wx1uV|;U*S~WQJH^XZ;gq!_?rHwUKH8 zDr%U=nYM$A4sN|#*>>?~hNF4~@@&6!)89#}YB2ri@Kq(ClVx=` znWr7fCYLy}E2v#-q`{jdUjWI4ThubVf;?%r-^jyJi=x?aJZ$@H*K~dxF-A5UCcVhe z5^QL;`zhs@OkBr5D|G=d&77>V-oqTVO;g;U{*RjKe;aV4xWb9+l3;gOuzuktg3Y^eaEfyt6ds?9zl}llJ{)MocCmGqrOV%M-(6TT8$hN>CB{ zgijX|j5jWqI@bFIVnS=_e6T}EfjpO7}HDL-xTr3*`VNeANjN0;&&ZScUj zqw*^X9sVQ92<=mE(0oqd1FTfeA@Yi1o%`3&WzwkJBq+pNwQFP3^onALRZY^n#LfUB z%_nM+qCO}=wp-MJA zk9r7O%e0#7r^uo;W0tv7T%ksYw|Y*kW~n;jXleu8);up7g_BV_4P?>!2;8+aIxHca zeZ-Q195zXF#;B5P>hJRS>i3l@HuYiry}_!yJ}w;Wwa;8LbvPYB$KHa|0+L6Sgji2p zS;-Ye?uGHCvgV85-x-odGEn7mj|Wl#&T5Dbzribt`{xeq?d9PDNV#A{QCCODzY(Fl$fp$D{iw*@j~l|1mQP2PV%WU=b~u@%8{ zyxu%h0$)Lnr1W65zr^v(ds_H&{r=P#Yzu|cR0JypPKMfbKReaG`_F3!w|6xTabqRP z;=yDnKGEtd4>00z07B4Md;c~sbzkmcM373o-z;xpjc>s9Sr90D#2l0!NUA(*4)81ySO z7K}(=ZisvnZxU~a1dWAOrdA_!yA-pMJ?gPvq((bEy|{A)S~ibW-TRitsV6D9j4iQH zL)OrHm)W#k4X;yLV#dLPd5pdn;mig?qDPc}@7fIA`KQ^^Ty0HDW2m1tj1*nV)8eVg&;Y$nj(+Sf)@`}4&(_3{1+yly_ZL#?yWR3(v3C)_bn zD;92@H>NpZ1nywi{<-|}&sU2Ar6ux{Et^H-D7|3kJ_k(xT;Qb=fk#!F@5?TX?UU-I;!-h7dlXOtYR;j3=9=Z+xTj+Gvi&M!V?HQ1-1 z)cEUvQ-%L$f3VI#nF19`Tc^P&XWp$}A5X5Crk|QeRSt(qIS+3luzOq(Ti}1XOl8vN!m#{VxeLu`m(3&pUw?h86xUd(l;y>Df2|0_8RBI*hPQd+VnzlCG0AZotI7n3D}Z?ClbS#Elg$ZqwJ?@XufC1gGY@qZiqgZ_av*X10YgFAt1r>pZsPH zv^ICTtE(YWO+_29kHNT^M5pC*SlesU-Ca}UgD1c`MAHY|$3ZfI??RJC($|c}qT4%# z7EhKvOGO|5B&jvvhD|Gii4s|xlOX;Ha1Hl?_)!R==w2PhhWVjpEoDtDKhsAeKWX=vO@Npl_hCN4 zkDN}f^y~7UleCphm^PJO(RVDI4aaOUOZqy^?aSaEJXZA8ss!i6KA$Qu^q`&fo2b$# zcKQf%QzGU!(aZ!mH{_m833WOP=BGbuAVAR`WhThj#)gSN8U7RQH6^1+abKp7f=3ek zRm-QhMCm>(oX4%EvRm7%@wB_U0-O;uekaF;kbvkh$H~X3E;e0ChAwdOn)<{3QPU<= zA>ZF;#mGDzXp*hKQG^hXX2SeOd}62zL){{mmV#DnPF)2;QR%^0&FE1H?dBgiQ}OkJ zotlW-c}B4edfP~LG{jM)%>)gT^ZDwywNUy>s$hezus38<@9Xg(#<{1ZJZy`veuX++ zPp4Q`NwfET|InNP)LY;|wpOgJ{}D6+s1;r34$K+Lme1)-F~K2(e|7gQLF6k2%JPgl zNdVT%n#}VS!2MwY!g1gz4YPXr^Kqcv-1obcsrea^waP81Rdl{a+O(wL$|DIq`6F6w zHZL8?PwF&r!2}lxrbN=O6gTf*W6M%YS|8^>GP7#=qQ0E!bUeET>5tSRlu0UJ^<=}; z6e3b|_xgO=1oA*2omhUA9&E+*KihY{_$+5rk{hyzt-gw$UxFH$CEe^~mh5&IO5*nmO%{oRHche~5Vqnb$k}j!~6;u^;XetQq0Nm{_@XFwAW6+p5C+ zRN0Rt`@i?KkCBOy;}s%y(@&quai^S1cer4FWAh}=7U(FRz6m3P6XKFP!-u6cm7`3&0S;SwU66(qap78tD%b9W`NrpmFi8^?mNjxb zfu_fF6dlom7IEP`=#DQ{w}SU3BK<=1STHJXxr;1eioP})`#CMuHfcye!`_ne7cg3c zp$Xt7!@@h7v8S{ddGYc~j;3n*Q1noz`!T_8^UDDv6i|TV$@#u_4B0klEL#{QcixA_?q~% zA~yIjJc)RIpFN>?=+K{7nc;Df*B|f+sfVn^tBE!{k22$iw`xD*Om(5^>P6yvE~@?$ zz_3XPN=8)%~= zc&Sq>HyIBRI23(+nau1IM>;Vt3F^krw~m zMmfIabXtsY?e=#X!EK}+6g52lh~YWi!r?T~da)NN(IrKu%(D>f z$p!!5;V1P|lCSGTp||d3?w6{q!s+If?a{Yw6}?F*K+=NfaDVf{qzKGu z_@hXE{s9g3?YYT>S1|_xg|C2?@J+r9#nH$N@Cx|S$2u4zjuuupaU#}E%+@=y+BWC; z{A4^i?61t6G*0&&Y6A>2Bpn98Z8in0KVEBx8iVok$}js?MV40-pF~!Bt|*T1Z?7m4 z#bxad<3HBvM~RsQnVuXuP(#&oOokoJwYq9QZ(8&`yQ0X~FQi`jwqX6VJp=q06 zWNia7*{-*WQ+%U978DtPw=ohU7Nxr%z-XzpV;ffl?668j*w zTsCFZU0bJ6NJePJ9&01;6wUw^k5$WlmbjZtC#!n#5arOX!4vn;f3Z(BeeI{rve0UH zT*)NGjl}o=V-5WOC4;zNUC`s$hsUhnZtN8{9IlM4yO3q7kO3ZV9qc}QX6^vIN9tQ- zhQ=E24+j*lC!7d+8@sW;UUeO@?zd!TAHkuITt0a5PM+zAPWk2Cb!25WNb?D9C>k(z z#iV@Uu4nV*>r>m{J1u|7D_G}BUL}t!OvZgn!>vu;APLZaHWbAh03S&_D!IXg*%#se zsFu}|C*qmpVBdcNe(@KtSx4+d)mm(Sp~Ee)_UQT0{B{k`_?8L!z2W5IjG;R#Cc8mC zX$8>(V4&vrVLR{b>}py3Xn0Mbj2(S=w6FK8W;Yj&8qY}AP5rzy6pzEybI)19>Cy-A zq7MBs`1@hoP%03wfqjb2u%;}MU~*#k(0yZb^%fT*PF2iIr7sN^b+aP9%0}}%CiY$2 z#KqG>HBJ&udco;iRXBrF^7n5akpdi43eP@5J(;P_WX{Yt4?N!Vyvuu_T2}!xWdAke zwW+o$QJE__gQtAagK)bb#s0CsHdho_9bBo74y+i z+J)_iukbPQ0%^iWXpzq7*zk8)(g*fL{46Inwb%BOm|$1>6-A+ao~~4^os`9Ew_r8> z!(!#W=YfBANvy=4*ThWRhC#tN$q?>3xCU1jB~VSW;X97mt}uJG*)m-RPnJB9?b3x* zu=~fojPk(Z8g*2E{Iio>nCSML9A@h`RXhW0u^nF%Y(k1oV141EWN0EnmZTIK0m)+r z6rFS@r|XFHsuxR#Er6%G*Dbm%dyNG?r6fYrndH$K+U~PZVPQFT|ByX^_%v(?4Ds}9 zdAzs~^dMFm;iu@Nt?@UfKo>>tWc}M0Dhua@hFG$1Ez0_=S3_TM8^@{g1G$I? zFdWB)eqa8eWi+LYVp?r?u=i7+1BLIUUB?iH>hb3??+Oju)lZZA?2LH@G``X+%ruqN_qo0%v7v6TJ{>Tx}f`c3FQ2;JMbK{PWW8><|Y0yBkeXy)n#9EX*C-95izO(kzIc>;3^ zG6QN-)?xs|#L`KXWc0o0gt3x(cG1x?M<;!E#sINnHOVC_(2Mnhpf?nH|8vcFcZaLT z_h#IO{e@?_P&ez>%zF*`lj4Ir#a0_J75?(_71~@k5?4CS?brPH}lel24y)3n^a~B zUE|VJi&V8*wgI%2(3A*(oigfnO*UeL9@ox8#X%F^9~~VXoF_Hg$Dlft`0|2TQFz&j zzfg*PBMV#A+-NhIumEm5STCsRe-YC#*I+E)u!}~+Ir?qu7agJpE_DlG68MwVD zd3}~N(P3%n4ww*6Tg&T@F`++xY)&b83F=Y0^$*XYIFx(nPk_vS^(7wc)23aoHa$zr?`bQSe^I=mpm_XrH&#_TzlkmZ|j5sL@phO!T;-Md^}F(pbzKCUc?QQ>p1NuV}I=aj;?0ABdx!X!KtTr}6}%<0&| z^>mTDcB0d7f6t~BzWatLwc-zsKd!Zzo4NOY=`=T$l|TRM=Kr|4u|g4;{l=SbPS*R{ zEDESHy~*-wBm`GSod{9WjgA6<`RY53ekB-%kFRZ&nVjhCJb|*YT~U0dwGDc53Sm#+ z`Vv&Ce%7>NnNgSWQ{u6D_SVGMGCbgND1I60$p=u!Mh3uuE3mQH-Vx;?#PYpn2*VyY ze5Ar?FkpJ}{hlFV*w+|&=B?H7&GY7XUqZxjcuO2WBnq zPuIaFnb$4HM3b#eC&M;~mE@3oFnWLYN#8@!LKf8MK8}#!<^YmYU<1mk^mA1ilpAFy z9^EUopXAc=#LD++$7WAK^X-qMLg`#xBb4&koTgNoy1+Xlwa>l;u1szdO3D~ol0?5% z{P5m%Gi`BaYJYc_Bz_ORP%_iqYcvUy1qw%N)+B17QHOy$q>lc6NI|BpOSDo@u^n^M zrKU4Wf+=*kWvV$qI^YNPBgF>tX5b=Yt^?4Qj~HfS{GPY?^Y5-^nwW=Q5%;)Q5dw6t zDy9>eh6=m%6tsQ!27hI`@{2mxm801fA$BWV10@7gmC3y~$CGM8K;iU|n}3A~7*f9) zfjjIzT+r}H3e?R$i>2||SAd%ZD>gaGJvH}PR-I71XSp6ytkL83?zykX&BB+9HB*Le z7Lt7eJod1pVDwnFE*ivky?yrmZ5lMIlc)*mc@Za#!b%U?NV0a0EEDFl-B%fvd@TXE z#ZAUP{pPi+!Fjczm?{CBAeFXcacSe7P@uLIM=kXu?&WT6Kn^b(TTtHgn6s!xQ?=ov zJmeXi{QfiQkC<2MlTaTu3X@n3B`*%sofip|Z2EaH)_``NN6%37{(?1=G4%eXrc6b3 zSldEJW)-AhWcBm;vSV6Y1=~uNhHIEnMdeHFS$SvevQ?TV0R`!x#9p-u^s07I;(V5u zpD}srn{$=hAfF3#B0Iu=s>WKf{lV8t=bWzGmtlI;-AFbIU?q2i*}i`j5v>6O3WI)$ zNO%wts@YEMc0cJ)JTeKSikjtiw{|=F-JOGtQ?Y@DxPKa4I$f4b&eD*R3Zrq~)GEf; z1|ZS6(t3p_MC>De6Mt?kUW4xFH)(t1_;1dEV+VdwM%@~``m z32PB;Mb-?Al?n9o(BHKdpVxZeM!@9|yawvGEgGDzTbyddctx>^$|2uvS_n{r)Cthx z2l^wdCth6u^<4$3!qU~s5^!}6#?GR-JZg4m!xtCTUDZbfNUjyxb(b=xNc*WR$*6ER zc07YOw$LIkHiez{X&DoG=Wt3y+@vHV6<+@j%gA8*`#W5A>K}vPubZo>8dd7bRtcy5 zyr5UT$h|C@8>Q0i2ZYEETzgq7pN|DIbEK7Me(ew zw*lWe9kQQSUhQn`5#Dm3TP{uZ9UHNgV4Gz}a7fO@_fmKEII~a5Gs$c?rC#tFk)y9D zj{n=?FF2ELeCb&27VwXdr_(>kNg^L@mSbD)_>1y!9eS{rarW7Ew=u7l0Ab#x##~qJ z{XilR3Sb`!K+2kNrn`zqblUpaf>KOG=Ew%k^WsbGD*l>m^hP^}QSLISAKr};U2I?N z&;k08!d7N(3+;*#!MPyyE=vH9)9d`-`AyZFx@yqGP&H_la*gcfsq%CXlkRp5XlyN^ zn09Xy~Z$4e3&P`j5}fNasFhXihIh0ahw;6@e~RrnX9Fx6S^!% z4Jx7QpK}bybmedEY}GW4Yl4@65}P~QdnZ2iPJ)|RD>^T2x;;fsJg!tiCir>dk0p;;tx$_c`aExo6e9V8|K`+tGLG3BcGST*^Py9BCUS4g@aB zK8))g{EjzcX=vW0?@ICYJ#P@n)|%l`Dd2i4>t_d;r9Wzj{mGb&kaLd~^+{Eu>my+z z=bgq^MBdG8>g1{#Nk&AdyX69fm&2|PL#_o$yd`lSI~H3{Xs#V&Ow1NBNU}5rb7ph@ zMiY2eQ9LjpxHF3RwzKSN0{w6FEDs02Z4w8J-{VYb^1=F3#DM$)Q+?4C(OMTF_PlhO zEkmVh&E5K}4aXzs*Eh36ADoxN4gM6KV)xVh$NXHvfqOZh6`Y0il;~7n=!8w*xy+){ zlO5^&kv)7GXgFdiiVk%AoV1Pr=jK+!rx#i~EOShiVky%T)f~o>GHpRJJAm=u$5o`L z4j0GmKJjQ|cG}PR-$sT}WJI@k5G!Qlj-PFS0;$rZgTvJ&Bl{*#_XZCXW{Rppj{V?B z|2`?w0QD;QrG0w+MJ{H*h=%46fi;rGPXQU*c&JotPu+yN1MyXoKSu{4xl90@x9@}F zXFBIZ81TFT__*ZQEJ#5LEoRPu>*XcNW&ik68>PM_q0KC<4dU%xQ=j0c_^Dt?iO^$V z(91&RjQyTEeY976rSOu(w^-lmooV=SV4Tb(mSNONjA1%+4Z}X<cprzUEB8a|Q@wU5!2C1_|UEw<~{*4jao1 z*1M*v>+}(E(w9DQ?)*k)0=$ll9kp@evuiy^C_G~3@I1rzxCU|HYf>;kgCAA3Pheg+ z??Kikf%KHuSV|+`#)=_rZb6Pucv~pxJOCVXnP4}Zu^{-3LcRVx? zx=L=F3;ht4`&KRGw^<$g8L1ziRx90LN2=}O#|iLOyp9;pFia(j!jYZ8lLASIi7dJH zdV5lL>nfcK)MnI5CzE7*8_d@-hw=m6#r41r94usbg__C@ADzS2uQ+i*5o<7Pulg*^& z-JIB@anww#7xpAf8$Tg`c1F-Kly!S)-~d0?EsJgX-2z(XV_Mp?jX9_6Gv=GfF`S7Y z%>g2*YnG#dXS4wEyAi1M6?nXrp1x@Bq;ewA&dEclAv85n{39BVZl`OKdA`*y~wWh%im&O7L(R zz@ImkZW4q%3#y4`uhy$p|CS)P*S!VM7d{(>sNDw>;zC&UhaYrJcgOIOJp_F(raJwX z+)udRw){quUtJeZdvgr=NC_8O*xM#gMmz~eyCa9{Q?4;M&-f1gEVD}o!U5-Ox54R* zp6KnOP4R^VLK|lyyRw?YdVp;Uj<9ZT(Y9F@VBjuea;7x-#;Vt>(8XyYv|3b_Ct=ov z`Nc`EUs8`2JsLWOK@l^kgkdzhrpskYFr;)si8w(s%SB3`6pm#T-^GwQ{NSTaq|$a< ztAn3C^|`XrR}}V_shrt93+j`a&T_U}S$UEy_%dU?-rLK#X0`g22SH7`Yl+My*4c;z4KN2@hS#z>ff?caON0< ze7~ls;l2KFGp?X&i2l+{CVynN<5$sr%L$@gw{=S0U{R(;Vp0(6XvRRz_v6#imtzSM zmRN)zY5?GvO__1z+YWvK)*A(OHOxP6O4C`{VHIW{iriPB?Jsz%GUop@c+D72Ln!G% zz%+;fSRbB%fy~m5YRtKe)KD-d5S+2>!fKXXk5t3X2%kJ&^<|BvjQ3)h@*`7BNdBs>s>!d2 zmcs0mUFUWAp?PZZk~)YSJX__wXAtra6q194_*tPcQZy2)hBKC%w0j?|SYMD>Bw5t9 zWBre1ZlR@q5lCMxFhSe88yiVX07!K4!1a|(k#!*+`6CFvvFZQ`qMdlAR%&rA0ls65 z%+3zHqM!}@b+WT}@BNu^4b&nO z$X=hV7gC39?X}r2%f7OsS>dM0`Y=~!+cR}P$hTh(av*bW_g7Ym*&_~w$mgF5eiSsU z=Eq0aD_C_~JTS~aHYH!XkoRqq>w@{jYb-fEBUWYQNCfagjcsMq_3CWBIC9>LRoeow ze&;~mZ`7xsZqyW5dKjSWJ5$e1lkvCT#BhG%ARJfLLg1;r7uC%Cm4nfFKYu6(0Y=B? zKF4F843DO3a%3TCWB#IeQum*&hW{`^E|N`Hcz!`H=lrJCYgu?R4*ACn<9p|CV@0p= zjYq^Caq0P`*J{lKbYWn zG5mgL;q}<^p-$iU@|I%`gL~P#R`pIJJel-hxfPMJ*Ld);ff8A)`ZuOwM@ep z5}dwcLYR5wa;eq8U^EB6%EFjGUZn?viRK{)l+@-=p!b`=J=&zSCMBcGNy{$kvtKKRR6$xj-DX`4SSm zqg->LTym3dQ+SRkVC>l%*5?3h?=uub;3+_B{+?rmH0-=P4D54I>hxb`Jn8Q*3~TBv zt3S##Vv{Zq?Xqw4F@|2J8(#;q`upx1vu@PQD|!iXZ6=CZn+2u3!(Q*y>@|YSxuDCn zv__b|t;1MLri-x^jitIJ3fWJ1p2|;tWEv(7g01ghfgeJCsjqE z&q&PQw7=MIssdHwWnZQw0&(F|DX(@?Yeyv}Eehr5O4Q&uLJ4Y(dU8ARDtxWy{6_?)Ygbl^x9E~ zJj|-Dc|VY@S%0`ilKrsPDPLET?5jrfD<*e{Ks{c#zC%TvSBs=1VYC>&kxcIaVS$Z! zgpPHH>yAhbTP5QX*L0doTbJlX<+1cdO!jjkhg0Ge#o)g=!dfrRf@0QDP=|HeX)>Mj zdU6!(ux`zxSdSD0ovqF7E5@UvsQ4nGNgjs_;CVD0X6OaiNPqTke2CSikavwy#oNd> z_&~n4{L?1==;X;Mk!rVSj;aK#TgwLa9GU77AfO`=y6&<>I;S3MlZ4a`i8D1ROUGJz z=eL7P>5xt_kv>>?U*7185<{@^U@FppXG56e;1l|mNb`7_9wmt9oG62Y(6d7MN+K3o z=?X<>5~Jr^*hEvLnKV35d{RarA*>Wqj&j`Neq~@30dyl1=RSES86=%@v9{DN@i18% z-&e$->nukv{A}*eg!C~bDh*Qk*4IL(xl{-4@3b!=kjxQu>Gj+JqvHe%gZ zqe1LteOVdE-m}rTX_-`>3v3=dv_u4-6l)G=!KIn*(WeyC=_;C26KT5goBMG}Gu@!Whd0ZNn*Vrq#EAE)(gt!v$nAx*SsFT%XLaISqWE zZybEqgVfHjrB9@ixF>63*!cCWwZ=X}4+K$lk*%S*=-nXI<;y%G8nzcJ(o`DBl%}OG z$YcO7e7n?%Sf=d@Pd}wesw)@^&QM#`u7j-twGt#fV$7cECytTQ_B$CI)k!+A8Gw+i zVP>0VOJ86fw=dt!eQ$G+Y&z7O5OF9xl}-Ssp@O>+E1PwWvQRbOmz^-x^TwBVx~30| zRKCz*SzqpzY(Ddo_KnPSVEHx0`X=QLY&~~c1XN;18&FBFsb`-o!m2~E{QPrF)n-`& zr8L3QIpu0cn%s>IE1*6N$nQDyr{x;%iK=CYw*47v zj{bg;sMBlEo;Tc3Sx=pheT9jn=d#@MSf|h$#lKtQ#tJE={-e=MA!=hc0 zql`k3QcXD%(e?XQ#PHOL1BYbk=}Z)lqjti}{JJ`qGP_?Hu%RuXx`6n@uS4n3zkMBV znb%W$#pZ#Y_P2VEvZP?-6y=@5CkjN@0&jt_lvUOdNrw|Qx!~8SbliUGfkR^kV>Zhd zKN;9+jY`cn;h3<1cl{Yi)iS~t50E5pinSU#w87XICM?Ea!`xz`rC2}c9SGFii)dFj zW){ml*o|pGO*`~E+OHwD0idV!>jbOmF`I@Ib`XCOGC=8q1)co?^&2w3wo zJg$Hp6$o^Bl}aYVnp3vN_#KTBlod5q#h!&o?sq+@ecJwR1gh?}AmFW=pNoA%sFHn+*T{gd{Z88%Xz52o>F%rX!M~B=P=&Y3|B%N9 zd~Zzw#T?|z$Vc%FoZa0IzhnQ7*x5KP>*CX7M+^HZg~ zl0V9{hK<#GD304Uhn@+0+k9@DgOG~vF`p4zg#S%dcxMd>VPlDVNfbR3$WKarlKX2o zR}L-=61dxKR^pVIuyIAP9emLjg@1Gw6XnS^SDDu`i)+9&^YaOZI`bv2>O7LW)8!4~ zc-aA6sz6FOPxIoE&u8kd>Q+1&Vl&5~C+y9yS|Ez=R|P(>yRVqPA04mSE|?soO&1*K zs!n?3#!?`N@M53fQ$QmMI2A8~(RzpXyQWi482ot(-yN(9h{p7!_Qmx(f)6E8r0mM3 zD+=(o9ChAQCz7F|rb*K(-xo4*G-$)?yh%)vo^DkC=CK_wYyZ5_BKRwV)hUxBaOS$I0BH1nrVzgI$^ybW z?dC*m+7IiQi)#b)XBvk(p{`vqa|?er?^g28l$`Xcn1&~3=4Y8c;VF0i?qbfRI{Y9% z9$KiN4mT0ag8DNr!n6!=O68$3tTr7~ToXUO&0xTVH7%mO;?AR?7o^0EwSYE1)4_cy zQ4jn>94XSdFgp~O9+UJskv;z#j=QnM6*i=je(IZ;sUt)x9pst?&^wkeB^G9FMsx*3 zyoO334I#btwIY5RFRm!Kt_v(GERCxw(ku6f52%z~i=##s=)SA|ITb$)PcC!9)v7nB zesgAc7(Q&ZetX1v0;`oR{Wy)kzr@4gC$Y_0M!5u%7U~`9zgTE&*M)~ae9TYR5mQjr#3X3#~F#b31-ZhyC{PYmnwtG?|$9hax>Q!?=;@BM0Ro5vS?#7~2T?eYX)rKh!(TJ7LAaY0N=I z&ISsLx-QOHUDJCMBb>)jCK^Y-ns8s4MyHfR6EtGNst{eT#j*a+3H~sk^{CGWxP1yc zoxe^|W@1%`9sC9Wm^fqQNKd!>w}uP?K?Wx+rte8XHB}~?6VXY^%O{AK%N{&c^+c_} z|6=Yv!av|;Rmf;XTbNKtwb5JE3Okd}lRnpCBeK&MPYc6PGYwd%gsb)Kh}b{lr(Z?a7}-Kz>o zaOO-;N3FStU;sef`BXzquVq*%@8$FZa!pr0(Hf;<0i_uY6>EK;o}W>DS#gSVW7WE+ zfi(qr=B)=wo|Y4nV-fpV#k2}DCND4bogR5R%ca*8om8k7jXUT|CZ7zt=BmVLW3%zd z8D{p~p{uGjg4gWsxoQd}_qdodqA4$?U3|FTD>LR;A;IanBqTq7ab!|mF;@q@W5DJW zn?694fZxX6h48cO)QuSOImfZVXEt{VE?@fXX!SNm44Sn$&n91i7po3BiKb(zN-*Ks zCWmz_rgi!8>D&Rr>D?Q?IOobaWxLEFU#c0|Z@<;sQGxD`05ZkKiavz%hK)CJF5i=a+`rrz`@Hd&A ztaK}^+tWe5@3@%ip2O_lWUWgLIM%MSzsVl&@CHxy;1JT$sSCgY0|$B4E{Gj4n@gJR zcR_Sh-R4NFUYS-fi2f#$jlhbVMrbd=o$s1eU}M-Yz(H(R%8RIF&oIvFeC^zGq~2xs zo4qgz{!0H|lvgson#YFxIt=qZN@)- z=kxSLqpwc0hU6i1IlDO>?iW7%#%J9CPpMZ1Q`JbYS_YW zIb+(-B0KZJ6X26g5GzNZ%8gUu?R&OyxYezMx8ITD=8egm721WRJX`Ud_AeSK6B3TT zhxjbB88Y$q+>Z)jCyjG-*XvH6Z10#RGiOs1#dsu>L(JlsLm4LyVJ+)&1PtdYSUk5* zNqJ=?PN$63s@!cZC~VK9)tRZwtus&9e}b`WxzCM|JR4X(qwe!UZ!v4f99GzGBTLQj zb<;E0903{JfwbPhD%R9l%<3=4WT0KGM#e`57JWiO5?zg3(~0g7ZP$y${}OlyC*(^uX^c~fswCr zJKSsx$_-K@4lG^-iwR7cx%3HSbEw#2NC>&R4w?z_nT zydjH*%5`4g+6kyjGU$o3hU>BdBNTz8q!5JqyKEg9zB1qiu-XA)uX2B!%ZQ#MiZMIy zN{oe9FQRKaw+B1sPwOK^)@;9DKc0vBF11WMofof5I1C%us4KY#-2RA<3$Y&7E!uRs zi0P^mGBbh|&lpTNrR^~bu7+;7$u;}wq-Yj_@}#`-O(?M-;4+^N6)uGa#?Hx0@v}EB zRxPaP>hloZF{aAX-3vBpAoi{_N{GFl<(48=51a;{FH>?Qh}0{UA9(3$HsOaE{3*Ef zT9RjtQ762bMff6*Zik06AvDi=-)36s3L6=G2zaB68$tEZt${Kb@3GSpdFcJG^@jze7#_00EYhR$k;QhbJ& zT0j?{s1dn)^|qH4F0Z~_!|cZ^j)QS??zXd&KWr$UW`4k8ZFi9QCxe=N%)z8^mZ|F2 z_zKx|#{bgd>HqSjn@Z-PWMoYAb7W++m~u93oN|8Zz*b07JCKO&u#-DjfqC9y*N zOLBQbibnj$;m)mJ|Ce9?*VET7$jJ6j1SS96Fw7iP>6J((p7_5)zED>a-fi?$k5Ar3&nFp?X3hU z?>HFa0aE=*B?c9*w?lvZobIOElXk)wCns%D%=UUI5ot?On@M4OPx23GQWinteGo*7 zpJSFQIW#^WYMn&SD@ptE^4{f3Z}TzDBtb;))1`D?F26W~>?y-1N1OHtIKcDavYzeu zgN6VV+mu-lFWhC;ueo0MA3Vk9)#@~tGi(&=7Q5C-aPv+qH#tZ!DRR)v5Q(l1U}Ht?STEJ6 zYTmMWa-t$4BPYGUYNct?f6m!ZBwusnq^Q`D02fq6Adv$vQUd}gG0DboDJ(CkJbZwa z*j1o<{dKTK#3PcemdrB@yNPWu&wk%|kF(ix{b8gzWCW5x!zuUOkUGx{4^UC$17#O1eF{ zj$}sOi0Axjp9%4anTL!1woq=VK7cLFf>%>?a9?EHCaDUbM#yPP^<_Sj7~GN-R(aZb zh*x*`ur~09CSn?(B2%)n6~2)Q9M|s%adNb97L(kliBfES?Nv{$)wI0ItcJRk%wpHH zc?QhGk^_Mv%P}F0YE6InpC1bwYjJXASo*FvofYVwp=f1DCb1jw!Zasdefw%&yFkE= z8(mE2>WrGYmBVDT>o~?XaRX(%9eSGD9T9=j&|Jr)@qw7a@5?HtsT=-r+l%l4qYKMM zr3G;1bnCn;zC@5|`fSo!OC|p+{(Z z^^n)d)>^Rm$FbernaAIbnYlLIa^E{aM22%9F%E{M{K1v_)>(X}_G3?c)A3ZI5Tm?# z5XO3%zI~})r^^qw4QaW(dtMonO<>7$hknesTtIXG>srF!Dp&-I_P8W^`e0BfcSfdYXgt& zkK#B7oH}z1I0V(_?A(U+162r(n-E$VWg&59__>j_{l$eojR{tL2#GM6R1c7a(xKH8NS-ya*aiSR(jiAv&qa z7+x?yj3IW#-_0~@|LOWjc`&0UCO^G7-yP_V_jF~NKJyXnYR;;xzhi_pFD{n5v!Dmj z{8irTX0~W&dUIK{VXy|xxc2oDWYiVk8ZigT)@Z8nJP{3mn|cOcp#v^=DRhlpT5H%Q z=abW5YNE*|^5VaZHw~NJZ1Tz(4`zgF0VaRw!-}7oe zON)65X}q4yA#OL8KZ0)~!D#JJVNEs8dFe;BVcw;?&NyY{iCc!L-@*xbLBG$j@Vg!@ zu2swAX>ZH2X~sktD6nF^t%Q&gVv$?C`nxsSg-)c*HhRbpztd=-4Y1ypn{aIQ8r@Rou+sX$A zKeP_9>yJ@ED)5)y#@?V^^2fF;=;gvY^d~$uC&w}>bTnR3E;cl(5TZXkyK`cA3sL@u z|8jJRm7@}vyIKW^f3*8v3}rAGc;8(|x!^Lny_PSjkEcSD=vv)hXOG?Z<=bi@|Ik{# ze@H+GMFc%h%&SAmuE}$;S3OGXiS9Q+kaJ|;6(r{{ze}oz@Xddnt^Y@5uC@8@|GOKK zZh13s)^p8@Z_R#ivKcsAgJ|$W6?-eusj zh_Y@so%2oNY>{Tl8evTdooxBaNkPW5UK3%yi{{(KoLXYJpvWXf+`MGER);w4aKj@UOaAGCP9WOAdXGKhK?~{ z(Y)5zM?WXvkhZViANTxsI?elkR|o&2-h$GSSFe1D<^jdU2vL*gD@=Cw0A8s$YCKU* zdR#Gm@ynm2{9eGS8yhEuyyt!jv{q{6LZgY8k5IRud~3mYJI7-u@KwElOe}-E23E-s zDX(0)`CtjQ!V|-fPy#DP^bR1e{rGlMzP!1uO2b*K3Kup_{nHRIWX{H6R%_i2R%WGx z8up0sg@=Gw8TC{;U$KiZV8Eb+>{`X2*Sd}49S8%K8JZ1SL*sDQpOxb(`Ew%CXe3QA zHw#xJm@5*_Zm7U;eAL6;!;T`^mD%vcVl=4m$!&A~;l~S6?@Zh?Y^D?WgVW~<%S%(B zN2JTyL8+#S4^2~w)VvJ-^WJ;|yL|syxJwGYu=90)IO5UBo4|UPB%0JY%R)jH2Wo6# zC&9C!CG@cB(4T7Re^iD3`RLldwY#6_XJxHTo%)X(sD*XC{j=8Q6$D^CY(A34h!WOHuec94_42~oU)u0vp- zeVAS@IAZFPe`@p?hNJiUZ1z}H=6+=jhGlZBtUpCS{8yh3tui_+#7q;TXXY8fWw6Kh4-pf@M$ zGUI-gCF@+r#5ji3L|Y6$h6ydM+U7>e$&!&x3g&rqq@QAjlZHCPS9O@|tzWF4sH_V)ij8{a5f*{+Im!DR41TT@3VRB!whg-&WjmJL3R z4$3_02h(l@=CjR41xCM0+#0L+Gm~oF=bKT-E}hR(_?lp&TUr=Lf8^$%iwt92@1amM z1zr6VQXo$7i>CR0zJfRF#oT7H9qNOw0h3cH0bc@4`Rfy^hIz)C ztDc_osmSLt&%4vwZQ{q)JYK;}y}7OO2AjQER@tX_M(2sTwrdkDCWFS&#g#4~NEg3@i0s9DQZ}JQhQRFa3m_w0RcvU7Qyi z&~EtCT17b9c{Z-Ro$I)@*1YI2m6?RzC^k8B-AJst>c;A3SjVd#0#SdiW7=l;NB^MF zh-O)$GwU=zLYDTlE1Qb8|F_EINH3IHH zMC^y7gI2KOH6xtzGnbuKXWo-Dst!xex)&NQBozP7M>9|m3@G&C+HJ3Z{27V%xgDxW zMv#y0_WXY4n?K}raVLNM3G#@m7J3`BTZ@oojh6;aZg4qxCC&X!CP9>3?^zRid5wgl z4JbGB9&D%qRB-uVvRP})1X?ssg#CnKGBh6CK?e zN!C-xZ*-wdxCFUtre=P1_T+7;igPggy4DnY0>q`dOoRxbc_MnP4|wbX;&9o7S4CNY z_JKVGgqVd*elL$(CP(o^R*t>E&-rv1>V5yh5&Q`I<6?UaGvX@ns&-C@U^HjWP_Rr zWqsFYK?_ORtn^`y6A}`PlM8&~nTB{mL@L`z#8(kHx?;vE1(ftXH{KJBDnMtffMyJ? zZp1=UgM%4+gU+>}j|g5r=DemRA61xqEgxXhlpXRu)X_cc<}MLB>3`m;7=V&Lh|mha zS#u|*>M4(8f7bnS9Wod0#+aG1smCk;v+ZzZ-<07H#~tj-+59L9ombiWY?%!rc_R#_q<0Vq)*~&#rs=bA$nQLBv^UAsd28Ck zEV(&BDZ$-5g%g;d@hKLo&zRn+YJt3*SPlb$f@o=Q_CJE`n`njgqRP$aY>aa!XPwa2 zvL{{7dIHFElm%-4!KDq9lsCVlS<{?}xK1dp*fTTGKlI9WlHA%AGa6=K^E6F+GmF5shHV0W<>BqnPm!FOB}^fhVmrt+w=Fx*47%D zKfvM7rw!v_$`H&&saZPIBNfv6Zp%H>IW}mJMY(K#j|4pI@ngo9ZVb~4Z@$~j;U&3- zRO%`iOd|f=E>qqlds@{PfEmaD9w>KQ0BYiM&#dO&i4Dn3kem^nFkT%JbMLdOt9z$O zMLi1{=^pMN!*fQnTsL6w?}eZQpZ9kG=aQ#L_AJ*@b)vwLklcf*q!kX*HKMJ()R!97 zR_nR1lDd)RcVqWL4@oRJ5r30Kn7_S#&!F(?OYxnq=^Ce}trx(t67~I5L-*f5@^V>O zKOY$EGq!YRQ5ATJ6KrS;PKTG}bA?n!&rTErszijENI&tu`Tb3R!==)tXPz1A+6;gZVrmTT99;8*P)bILm3#rJ(4xmx{J zpJogxsPNX!(&`KT41?>bMD^VM0gZ@?V?T0tm7AzeR9a}o)g<_QXFJP4inba{FEja1 zco+rHra49}L5Eb7OwWL1jyG>^<;hKW{Y^Fr=u*bxFoloqedL33OxL`l*C+rQfl+-=l$xxdFIZWKC}$;ViX+)bvS>dhAZutwMx)0o8%MdjHJ%F z`o-+g$19|G7^vPG`b5HY-r31SKd^gxgsum7aAp*aH}Ex6_z#l{?e93CY(~-V9feA)!zK?5+b0IjtWM#Ydp(5AN~~OIxgDP? zq$_wcbpcmvJg4x(bG97fx}PkKT4boz7G2HH7R&wPoAOfOq_~ITRb^cDlKuvYL0)ZE z99FEwaQEa{>Q>F*dg=~_1Z(*Qv~2qaH+aJIxOsbA%M_#FZ5|7pri0F8oCZo-0y;DE}U$ zz{`RoluR-C$tt4^33a(_%qXh8s0ggob-K)2){YdqltafFuN?d#AF|Q+>!P=qZgC8K zL$4~Aa{o{(_n4WApbp_k@Il8+WDmYV#jER>zhMT;o$pDroG&IQllg#z8Br`YDmETxsI>y&@r(p~4;MgTqg0cSSL4_XkS;a8Oeh6f=&@LQJ2ys(BquPs&}1 zSyfi~8hk#Y)FCFitIDS7!P7oTJ?wHFfjB@@#fq_A`=$>lVskwhnqxjfXZK!vQFeq? zA$U87tXRxd^tO=mMWQN>*v;8TPmGGU+!yDQm-t}|00;b{34O+e z5m0U8h$0OBAwd(l=iEhL1<(qw?0Mf(7I8&&%Rg#IuOff>8fd>qEi$W=hsl9>iI5n^ z=yZ=nr2v)5K#w_hPZ>iqblAd}SwXy0dQk36&8b(I1)-THv$9}LjK*>D_$Fv|UpaI$ z0`2=QvAE=Kvd^4P+F-C0*KJf;Gh82`@zkn8!$cEzLzlO<+oGs$Q}<1I0zI7h-j@q& z(e|jVJf0ZR$bLhpNcTs}@}=|K#fSRB)c#S-4lB#17E8C`M!-+|CFVfZ8Mkml#h~uD z%_|XuG3r<|&;cO{`uWX+r4sT_g_6#9ruDXbM{BV|onJz$$Wo%C}R6*1QV$c#_@#;#!OFe207b1&CKj)F@; zqr=a!(7MeVG-^LCwpv{M<;0hm`AJhnBRKc9*AzOK@4!sm&nq7f(;fG5`z`L_@eCFq zM04)RrKF-v*n~0HdMy;#x2Ks8qLIJd+1H!mH*Iayu~6qN+s2>$H$~C(jk?o|ys$*1 zS|2%pjSYc20qN9Mcg1daip;ie;NO`6if4j;LYhYhQH^KpkNZZ}Klj%z$v9 zN{|;)LmDMMfw#j^;v_h6VzV&)?X=yVl-Mf$_lHkc9W_kPxJEhmO@X8Q1N-y)`B_>V z);a7zZve&nI~d~_Xn*H41KiuLjeK+=0pxct*LQzBso}ZkYKB%q+K!FH>XS4lq4|+1@Z600Klau z6#v0M@XwF#s1IKRw;R9h)@SM~RL@ne+JWl^=oae}`z#V!GoNSyOcJbLR3!d#5XI=`U&a*auj&6MG*O<9_cQ4P-Tk%M{B zWH|BYwR~iOc8&;0u?8onF+l2-SBu5I|4_k`aNQHTgT6qNSa?c(N#rX9L+ zB=`&H{e=W}mYaKn<6`gE7dc(b&<81w)zq8R!$l`~$63D=eQsCR6pWZuP5cvg8M$Be z*@-&An}hN0Jb;5HIz)Uc-1If8^B}d1+dT0zU2p#Bqzt_0A|H8XqrPr24R} za&K@eZ_K{ixt2f>y z&E2UYRH`ur0>(za=+fPenx2+CZ)j7r{jx46i!U-~8?hg6*Uo`HT+C_@p^NBgh#%|D z@C=AqSrX7(Oue<^)VH1*;C0<>yJR4Ci~rJ5T6tp`4jx#sW~=qkueY64lRlkc_^>@4 z`Q^7WY*J`KeN*(TYh^myVEjO$&0EQb1MxKCcU{%Binp}Duv-1G(*{2G157<%v9%3< zP@>t{yQgi^HeITo94hO=>7?i*`+D|05x5qGmZ3tHT0R+>=JdMjpiVyJo2iD^BL)FZ z)0mYa*ZkqWlZT=Pzxzj}VHb~_Y3ePZ@gQTF(8PKI2!#H`K}M#v|?`BObF#IiIXN7-mp$10YWZenkQG`7fNDD9aO#UV*VG3pVwsBRp@*0NX#)-!i& zfY`;8VPa4JEdLy=7y33BzD>qC)K~KXYj#hey5@<^Pw!s~%((;c=?n9$4UL~7wRG64 z^g{a>#4kyKjk+5^!|&EMV~M4m1goQfFl*6#4)G)s#t3^)5JZZhusM3l?EJu1)}rva zh2qd_gI@)6xY7YFr5R4AWD=FU2-+|^;ezylivfvna*~LENNh`uFDC-cI*kl1(~FJA zTaeHDGe$5`IeA5~wjB?>Vy5ZXx8zIf>=FLC^fL*6)q$a=DR|CxipM+ zrG!0?WiHZKiHoF3S$)Aqe;XdZmjkWgJ zOmssbtU9wkiu4rm=>w&R7P7dH^gSbx=JeGs0aeE&?+%{;w8CCaudz~Ks@1#K2!4>T zmvot`gJw)T{^*9NA}Eiw-;d9{JAySW>9}EeRa6yQ<9y*%@UF5MTbsA(k3`$S)@EIU zvJDdc5c?Fe&MYmc_X}7yN$V`+ZtW;OV2tRo$tfbn5~F3wAsPMbbA@H4M)d%U4Xhnn z&<<5nQd0gI5sv%+w95;pI4RxuDMO+wBQ8` zcN?H-Mts55yp@Vb74<%$kOExamk^Fk8J8H{OW6~wiL;3W=N+NZ-F{ssVrH%Pd_wMU zyTLV}98ALEag(ip{1ZkvQiQeZ01s zWI|WL#6m2ur>L=_fs&){4AD917$YZ;-Gw1{lJ%;YtO;E673un1E^84pe7xteS~8B( z-Mv>lo~>RyamZM2$uFK;7{GNU?g+d2qvK~iNKyq37jDcveikA^V%$mZo<{kaT)V(v zJZA)qr{E+{hUO%!&ZsBDzkfbsLF?7+Eh_PmR(gTF`20w-GU6AhCb`;)s%8C+h0#;S z{N?D7l->HhdC!t3a6FroTHtI711?rT&>aSCNqfZuP2s7R$k2_svN++=Q26Zlo3mk< zwpPM<79#bshoOh*TfE+7Q5BwAAUpII*Q~^=+kxyUonWz}=}qo5G4b-ah+gl%$v7Q( zkwvL!5*He@;W)rkFG;&!vOPW|ftx|ibD? zx@$8k^+L;HWMJaNY>?Hxp(uo5p%($*^oV@SDmfdM_XTaJ2(=fjhVNi&NU~Av&#r%) zTWQH(I1=9m|wQTV%I zxV<_m&z~}Tj$8?!oVJ}@m^@D1`cclzja$u-dD_ivIb}uChEV%pvW=dcjqQHsf7;P+ z9H2NOT<1`Nij1&C#yQt6Bs7%7I%gXgs(i$_*Wa*77~VjOm*>srIOUm4P%`>r&msC+ zulCyCS6-D$&nwpP9(l`)s9kDMBat~m)xHm3R;rt${=1!GI$0a8 z-irHYz;WP>Oio!-Y9{PWxFLyTJdZZ~rM-i53}9z3CadS{_PGDLexBdztoNj~->TDE zx~*-!`)Xms4;KQaIPR`OU0GrQilOsP2qHU=)*i&kONvP_rT**a|1`4wCD#eEI^8J6#B zeuP-x4-J|`J#n3Q?fy8bMf|&Fjjrl-Nf9VAkfm5s3FUbtXac<3pur1~sJqYnCBt`- zxqUyxC;Wk0%56smhx`Qt1R}G`c(SNw@xp(Cv;$4xiH;xz1N#VdNJi+IH&6^e?vRvf zV418~{5BYG`K&1_Hq);H)KAF&oetu7b5H*!M_dK}WF}4SatPlO#Rfvx#RYyyUi)z+ z+5p4p&YEv3KHqW6wdf&5wL1r-0EAF7l^*-ekP;$zzxk!D_CM@RTh=JvHMY=7bbxgmW^C~w5XH+l|jSN_AG1f_iECH84RwQ)K8PRxfG z=IUG4(-lC9l$0XykBt}&@TGMsBs30yq^#82`^{?To_iBGd(Hw zfyrB?DPe_TDGwHH^JlyvPKCXB)byF4?!RlS| zBB37{u*B2GVTQu!dfiX&b4A>jI1b^ec0DcvBd5a?w(~j&i21k!P#<7YoNYBItaefK zyXa6Y4zu<*nFH8V3`^C>sbrS32oj?iB|OYuPK%kArmD0*mVT5acr}o+(vffJul4GU z*uB^!fr32%8!)3*aIUtDrP+aTeNyfR)fEAAem}vyTqG8Dnk4&& zL%VPT=trHl{_%MWcT#`!NS3hpB#!0f49fK3fV+?Fq>J@jIRd)zI!Z_1z;c)l)+ zS6ci^1#6riWeU=CKJHwi+l&DL*xA@Yo()sJGKo%--Kf-TBL12cVWnANrL#y-teZNe zkC(gOP`9u!x_KsjgaSIJQ&2w(RqI7A$FxnEykz`%>bYyZOG_068Z^MngT!lO)N2Ip z9@xz=yQL$Gl3K#zL-?$2FLG{#g4kb?dyFL}_?52W7G?|bJWUzH2yz!bq(vroK4~^b zQU9hCZE#bMn#XP*V|Wl8nJqKw|5#&=Lw|c&i_{%HfyC6I!10wUiK?3_Z$z$5zBsk& zW(@9r_(*)JS`rM?%6;p}q>W{<0ob&YqNt9`3| zm@Hk+hJ9JjOI?%*M)5#(`Pg?jC(PK4XrizbpnYo<({r{LOdJ2Gfd6{hckL7nafNe` z{;Y5$nC;pkm!7vyI$DG@N#rrkdH(ApaW|sH%EU)r8~w}AKl1h1aB%r2Ok95d^IyF6 z&f3+j#VKBrA&VEBbyb3tcUFZo1$Eo9w0IXqf|x3hZpoMRzRef`z=GI4E6~J8BfYt{ zq>Yg@sN3`I!N!Rz=B4A%H?~T7hnm#K1&Ivra15V>H6`1;7ox%sC{r|R5m8>5bBqFX ziEZMYY8!&&G<)^dSgU)RTYvR3 zHFP@bZUAS0RVm=Lu2|bV z8U5lcjzVE}UO`%{dv=FwQqBIcH11%l47UE3M1FE&Q_Mf+Wkoo(N>wNDQ723qw-m!S zwnwoV9;rFHuc4`0?Xig*X#j z7@By^ zN2p#Nr{^X`Pc%*n^Ga>i;PAhYK0?owQjm!)W06YYLSN(pEdn}TRIENXM<;$7Vzb1) z8;>%#pDvzB@;c}KqHf)r_>mJt60&78qUUTwMtr3^zT{j&jBJ1Q0gvWrV|_A*?Nb~K z`3@+x9UR3;kC}XtsuW)Q;eE8B0o@O)pbtWf^%%RW-G}!K;OWOs4M#K4 zL`gR}x_G@9?Md!$k>W8HZ6A4-iqcdOHH;i}B(`@8<+cQmW2_uipPl1{(r9MZv0MQK zOVU@$_%0wJr+r&GQXso$GZxFCHSoDofp)LSX5fhEG@6a?l{EOD7W1&Xsu^)KB*Ik{SapTWeR(EYZcXmq$%oTw zy#pYL$ce&nY14^D-3`?2a_e;mCUnKKDj+5I&)%`T)cCx@rRap1!$1;;bt#roVy4C< zS4~1r$GtNDIYzW#)rvv0IK`pbE2^7mx zfSww^*!kg*El2+(bn+FHF7Hf?n(7>*Vi=)ab&&h=}OHz?%Mfmg$_qdO`4@ae#Ezqdvg; zaC|a4x}64YQYK)l6pG=ng_GRg>;T3w4r_UP6Rwh>i_)qb(wfH}BwAppIi&x1_#7aA z&o%;I_?vQ-`*(I=5$jCXPN%t~Dw4R0mO|vw5 zfrPpKxaZd&paHY9e2t>EVxo-MI19S}+GD_Ws&+9)fF)clBH60TzJ5P3WpHqCNVTt! z^fEZu!;diWx=L~SR<%QMUs|6lg}TtA-$q)5A&y1{#vzVJd?B>~UN$xmH7WhI^8P=v z)SX3<=dc)*$g=n*IpH~SiChT`jsyW8tby4?2`~!9kK>dLs!5*GgUNCZ(uNXaw3;f8B=|cB3=;1 zfwH$QA`qzER{1gHd)*+n$=i$WeTNJ^u0!418F!3CeVHjnQUX^84lVG)K<@1F)Q>&d z@=RGwr);%-yhIAYWc)950+Sfbv8FuZh3TjHTB_B1w#(z=&}``{q$_dEva81FE=^xm z;D=iv1wsBDOdgUe_1tGc1HWinHO(d0ZLBsV#S&ir8{sfB$=Ub1awgwonlD`~e)|)9 zlr9mL5-}KgyWpXJ3dJD|u>5ULij{4uF08ZI`gfKWenWhR;zpH&erjG~6$_K?*gqPE zIXQ>Yb+gX%a3#MT`7--Ky)U^gZl->VrAI z?GxUcGe>1%$NFI&HwqZJ(!Rz>?YZWks1+O7v6^n~fEK7UR7^6G z;#JIB^|Vq)F3Ie^P>T)i&~Ia5>XKrJfLW@N7LNuEFkF6rx!aZdDwjlQVKsGf;x#iF zAR2dZYU9IsRX}!Y?z%>W#Q5|tb{curU)0^gmsxhi&2wmL?GI3yyl{rAO5yQ9CX@KS zQ%(tFNGY~V0MhV?B$@d)+4%gM_sqxttg^QOK@NYD-P>9Hh({gzxjQ^6>g*ibmZ1v% z;al!Gp8gXZLWyLD5-_}S;Gcar{j<1W;Hqy4#|O9!uZ+?s#V#6fo5yGX2Vb^e)~8g< z^upsbig~d@wB>!fhh=CdasSq*q@6tsCwE(^<{h2ybngLX^Qrpv!|VJX4Tn7=z_tUG z%Tfz@mPL^C1I=I++oVCLe#c=G8ja-zup7^9NQdGlY^Dc93~P?QI8b;FgzOsiXcMTi zHhNd}PJ(3Iw2dzXWJ6PQ4teVArJ;{|ZfkTAh&Ay~PkPAxuKoSBEs`Q>{on_P)a_M@>r7xdHEoJo!3KIOcY8y!6;8% zU+|)Wzw{J7fiY_VZ2%blu?+#$A1k|?tlZ~foul4W=f%=%;tUttS@j5ks~2joh!2|S zSs5z^K8X#DyY(h^vS945h#|Nx$7*V}%RJ(4v3UsGyjC6`zbz$p-7U_sCC}y3qubXf8b8dKt{b3& z1R_CCqdp`G3%>5DpJe#%F38bnX^2S6OdeAC_&T^HAEV;Qk@vjC=I8GOQaFXRHHkO5 z^8G(Mz`x1eec~RYY|9L>V>BO5Wp2vKGoK82UL;li4F90;U^SK(AJC3I0@6@1jc;2Bufv@`@U9_ddeiEYIG`8TEcUs<_( z!ArHJj53qA#@~EY|G>Zu<<_%#mTWB43^7We4x+ub_dav4c?#Fw9fsROw7(!oq+Pnw zCJ@VkS(kV%-k{CL$*nsq+ZhOTJ&M@ook_a5>cWSNCDnltOSZ9~g!i@Y6?FnIS8=Pw zn9_InyXVVW&u2F8UFzQqQ>u_?ondF^yyLvf{pqz>O1u6*X{ym58_}8NqicHaiFLKw zQ}?7)O`CYrpI>(64`6!)Oj0=&c!ipV!XJIxefiI#+!!y!FY5o4hZHH;svA8o#ZqTE zCeM}@Mkjvc_)Usa?d|=|@c1Gk`RD>fKr`7ih0Ss~a{zXQ-#;6Dc5nk*@aA6vj z#(yG}UW#?a3)~OiK3_=<^XzzNoYa@gpI@;jb&s`;vsH*zGoDCOM8N${B}TbgJ1c7? zM_QCLI+0AZ$&T zXTD6y=Ro|9P@;gmkDCfi1klfJJX2WXV8RcdF<*XcnIJGEV*{R5ha30h_lVUxjHbsqMX@&nUW0VwMN)A*j0;Bj@8iFNO*8kw5l=gwWPaT z5F#dhl%IIUP87sswSQ!=RVZUJpEdcm`vIW+NQC#oXAI-BsVQv{^bpeUhm9@8knK`P z_!^gnNIB=ch-ZyU0nH7*9nKv8w6LAD6r+n?i2Dh3x^?aAUTCtJvh%B-v5%VRQ9wMk z@dg;F5}-+ah(RIHMo<6k{og2EHLZx=xA~wyz>xeWZ4B=0h{oT~S89JUNXZxXt zq%{h=@L%A$0@Jj(elu*<@O8dNpN>Ak4f5SNc{e;loHHqB1O%+1eBkBG6eh4SX91>@ znw7orZNR7FawqfAs)cGNhY;ww8S9hUd<)dxC|jK!0Tu!VNXAcdQZqi;Fsg0yD0%OR z*|SIx6BFJvAUyG1kzJ=0e4^I(=p-Lstzo(kha(g?R?1?fbnRhWfs%ktb{6|Ft~28j z9rbbG(nKazw%qD~kfs;5Hx-eUEm)kA5kef&z& z)l0P(`F-2{t5?aaJUwpoby|=`9aSZg1EMLJU(epNa5ydT;7BL>51FKl6{A%e8-s31 zQ-D&Qs*u`ogRb!RHyb$QvjKUE`(c-E7NSdmt2mW6TdZHndfrVSMGF%9g8IEaAMA8H z1>%WYg7=5Zmly2MAF~QL0;+G@fcO@_i-oHNP;gcW_6M&v9YIbwIX!B6NLpKLO=N$u zohtP{{=k=(9Wy2NB-&bdEkmiUEbRZG>_5YrTG}vB7#k`@rAt=`AYD3A73sYrp-Bq_ z2+~3?Dx&m~03jf~gpQPi4ubSv0tlh^B1rGx$$sB&@BMz~oa;L0tRJlTL*|(^vu4)J zbC=SsKu$y^l|)WVXp^GiZ`gdGEmG`!MD_>busPyL+DT~_`pd{d612!3F}9YWxfywo z?yeJWdbRk6fPkDjsTw`hk@XJNDwaBC{9{sqSj}w@1kT}_EoK|tRklx;>4WRU;XfZZ z6%__mhz_k8HP63yK3;d zkMmio!=z#LBR^PnoaSuQzc4aG(2~*|cmP`m8*j*)KkDsp+6SR1%WmJYdIBh+-8uUp zA`L_2@l=9Ly^X|M?MgF4-E1s8@YYBS``a?FcKbDgH*|8H(sg6u7EbVG!;JsD6gPFJ zD+Z@&qyodiVv6p-a^95r6>8o76&=Sph=WN$g+9>3S*2YwUXzoz$(#=G>`X55s{)Wf z;B#CR{6m%W2fQosXaH=Cd@4(1m$j%=eqyZC(-h&oa`u20%KPJJSD{row8ER<-a88* zLBD63ljiD$H6Io0ixJDrl#!m;4FTnzs>IXPbn#k1mX)rl01tlZQN<^ZLaJ?ndfZ~r z5cPbEL=~M)D%IC~h9#4NKs-GgnkAOS+vbLwArg6lO%E}3GbeF>dCLUoVRFI0wb%H- zXx2?8#r?|m{PW$f=Y30)2-U$_!6^~u&)MBVVp(|o>U2332fZR*SR{81VR-q#JkYTA zus1HvR5mx8G9s{-Z|2SRm3fWIXyccATVm0ivm- zAuDM~H?jWtZ7y9yGcQaq#_(MWR6ryizF|xT7@OWWRgP?}`QNGMzvUZS1F7T*q?@14 zqB^60IJln78b2j{5&_qZ54;x|+Sm78D8QU%mPrDz zcRK&4-02>*0MDfDZF#(8cNpgmEeUBxp+^Z8jWe4`yZE^D6U8VgF*wrC1$>Bp23x2! zs8hLnvCklvT~T_kJFhP?Oe0sR{J%ry?-tz{M&Hl>MUhKlq&q+t(-ZF}GnT`O981PF z;cV;%)s(doq&8~=)s)$I?G`wNc3DImE!=sBWLxMRELY|)b;K6TvxFE)#&imlWY_XN zM0{K#Yjgpsf?%-F?o{ZV)B;8z7@>sW+Sf!KBve}KgeKq;TntPsb@dgxF+V^7-4B9v zstS}&?vq6=io7afE}Cj~!mT~ko-K4@L`Saz3dE)&mY8SWF&stHM8qv>0kjMZkv)3 zyq_FO+y`b_i~xIPWMugBq*rkC>Y{aTk83ZA49MLq0OsQBOX;j}8GaJ=PU=NM9u7=l zv6TVP5GYG6vI44Gu~)R};FJaqIXGCUqkWq?`BO7d2{jVjT>yq-=q6W6gUi@ z!Kd&lAGbS2CiP;j!fb%ra4j^?l!2gxOq*|jbe?wld^{l3ZT{AHf(ARryz@EW_Bw^O44+7|C&tlnO z7JYd<%WRO0s}~$3y=iJ)P2X=5_@>PnDX&an(?0!zyfSfZhIqXtM(S_Y(eke`=IA$c zd0#_1jA=OLZA)0+(PWZZn-R4qChEZLY~Jj^sYndq;GzsuSG*z@>kiEOcX2JBN{EEQ zfq-tLNKtCjp>65K+Y*Q|cy*>h8wZ-Ei(gMIj3i%6AIqz-k7FK8FLIT-JiCE>>4?4p z>||r4LW~aYCbMmFQ!2{TKIRvksB=7AB_692fhz2|n3BJVH@he2&4*5Bm9+PQHVQcU zF63L$={jNv-(-mO4}Wn}5YVsxm~3M~4*QV?s4#CF*N|5cPVQ!uf64j%uR(u@G9XaY5jfrXjcYw%x)k^S6fvZ&+W!k=h`+^$66b~ z<)}JqpqTiMxl_wWWx-{%JF`75qej4&fMBsqO?0da6J_|lX?q>&%jTSRNz~4j(IU~- zRrUmj_X`Q6Okh)lvmUY1UE?}7>qJ||e)WH?v~3YJl&wJ`TsGvki<%tu4%?8mqCcTy z0R@ku6fw0zB7**x0Enn44}0UNFnfs)IM4uLJE1z)?HQ$zlKyDcsVMWDw3FnbJXP&0 zZ7v$=`E}QJXrU-rSMR&-dk)6Zqk&Yv4MRfZx@XKUZRnk|Stfg_gA3L@gWco=oo%2` z`ugwd)<7$kuS>9T=>UJ7|MbIOeewV9x^)VQk1J5>WXiiKJnN-jD@pSf7oBWc{?s(sT!mfeI>w_i;!rEkL`Y5CGfiEar-$3c zS{wpnNc=q&Xwu*_ny{;rD>coAa>(ytz%@W22^1w+X zgXCA-DyptKB<`KPw%cncy%&1MqU}Z6;w6HIVuUDsvoxVn4?~n0Tr`ROz#twNYz?LZ zG@pgW%vb@s6_*nbsw%|uiD2PK)^JSeK;1}}aKH9%6Ti`SwAhXNDIoAH&ebB*6Na}F z)r|!OsjIWdP%brUkR^|pjh{=n9nW4^{;U&7e>31Cah{qW)V~v7_7p^)n)RYm{Z!WD z^BgSr4g(;Lv5EK-YkptsM+MDWUh7*uJ3`= z&?T^qnqg|dPa}Dvu?JcGeGLNIqSBN6zJytv^P$kE5@y6Z=Tp7Q(|5V%|{f-+rW2}e)2sSc$}i^ zofv|DC(drJRPDUEk5nkpW7q^A$8=_%$-!*Ex|H%cyj*|f!9yio{(W*2foq4|Dc+9s z%)f;!zeDSFl;~Qq*k=&h_y{+(Zh5+qq4cU{TJ}l08j%9jqe&N-K>3Yv_Xix`4w|@X zc1v}tafLW9Gja{~dQBgx+|x2lUaHc30GA9&L)@yZ~KJego}amv3B*jhr8ot>bD>XZ7sF*>T-+UvM6AnCKEkuD4sYLj&A5M3+St zmbE*0XHeyNv{nM~w|}GmZ|POa@QTTWK&|CA8A>helx953wyu5d%}4)Qr=P=@V{1jr zaGwhC67m`jjZR%fRTdhmem8BNUe8Rg83Rww!#aHqkUpx{B^GPH4H#c4(m4g>a^h1k zWcOr2#8$P1UxO385Ir7WCi7Q&3Wm#hUTotDfp7HJH1d^IwR%+(_i5O$=g&q)Lyq5@ zcz>bz`Iwa&S7S|S;-s^kVi-k-kjqolx*tRPx%-~htX(Ufz{&29+y_ZM|KDc7(I<6m z^|?jk@Z40XC9rX@cD0{;kroARUxg@g_zwY&E+>W))$+<;aq(2db?MWQcyvl>e~SqlxFsa5JL9g#hR3km9W^?u^#g4Xc&GmRVggiLHOw5+=N2LpIoKT?wF$H|>NptNZs{0WBf=XFwY54>y5(1G4+pR$( z6SFye{~HY?>tZtEMg1D0ZDSC^G}ncaB^lZ<*LE#7t=OzxUEP2L|GrZw_7_*Wc8JmY zc0mN)q#^=$ZF>mrz)%No6r=58-kTxW2 z1TUsZ8?co0??bv#nyUL$^36`RqhnnxEclBED?3%xS30F1bTMu@k@@JAIByjRGgot$ zQ#s}ScG`kgdg{l`#>sCweQ_gW2f0oKwA@*2lsT|%5?I+&5FL|E) z8`%GI=?2~Ji2S09N9!fitRHjI_jA+u9w$vO2;%Y*s`>Ik*f4)Y;z*nMMe3a51P*U^ zZ~WTAbCaS}`m#t&?GHhzv4r$DGS%F;bUm&{?)4pIpS#EUPNT7j`sO8dw#zZ!iHTK{ z-M>{u4s!HP8hUw!y25zeb*jNlmG*uf0iPU7DMdI}j|GsXKZgm15 z*S`ds)uN>n`n$=V#dQ}dkaJ$6O$+J*$iRD}Ey<}qqpE5jWni1em(O%!tr~~KZZvuf z6Hbj>!?u%70<#5|wmw9bhy}8P`)L4IZke6GGCEW^K@L}0v0(oD9>bHK%edr@A%ial z1qRNwUgJhhc~p8lw!VuJg<`zQm+A23$?!>JZqkMfKD~-p^jtU5TlacqZC&R0+hkM0 zMCU9~NY}ZVIvQBHVNOGh`v@2MRne-#IQwvmQL7Cl2{xYkyEXr(`>pmiHf)MBAU=VH zP|-9l%5KdG;_*u%1?8xvq0jYchR1xY!b@r~S=}8<%~Kr-Ki5*Rl`)CIf;k0ZP0785 z5h`Lk7lKSto?%LL&nmWyU{TbWn)nq=_>>|$cig68QG*-Y#uJ$s0_cnSOH9+|t+XH4 zL6w_Ax@wmpRriC+*QI*MbfqG_9E$Q)MZ7`u4F1?Lr+|xLooN<;QQav{P+H3=BTW<8n8s-g&}-WD*Ir6jA}K) z!6x7C2-|BYz;58_O4A3Y49iwQ5UGbC3W%+leu_qOearW5W*#=q(}vW^JD8ED&`OC> zvy!sq0aXIJ<;WE-Z*yh=P{4~H4#Z}9@ZX-LG?4?3+kbN}I?fpjA}wM+9&!-9j(V<% zg6k>T4&M3x^V$Cd6?P&tL2dgXcKZsAIZdE8&!~`BP==fMz87zzcVy$E|@j!##u#bhb5@yYFcf2HU2hrZ#1kc9PkOu6j@qP1I9ZnNFkrZ zd^|(0{r|0j|FrMMh9N#^+pZEs!6%JC ziqb7SoJVrE3Bw1A)*1Y|EN z_GR>k8GPp#RhC92DbdMC zGPMf%LgRg11NZ>27GcZ|Cm z5s6q7kX=Jz8MfcFONmD&V|Ge5rZ$EK1jbCMs&x5q#$SqbCbjNI={qKJJXhEUsDck^ zP@fPVzP|i7CXeYkWbu`(b=aBV1gKL36{`(u%6`DtQ?IpI2Yb$#xdmV1RIn2~gE@q?UP{JFVlK>#tp4HQId&$9F( z3jG2KHpUC!FRi4vlyFk#qFRLxKks-T8VNr@yFKNrge(1Ky?`r&rh@o9`3Z%`&$8TX z4_w@fF3u>1^LsH{3|i7E{01~H;JW8I?NeIiOUpc!gj>ET?Cgdyw|^PNFm+jR zq(;-afO7M%wBnA+opr#}?Ki0!-;F*Fxk;k9)EY(xd#y7ir}7MPAAfQH2n~&BA-gwP zCVN){yai6`{49`O+Ap#tVX9OSbMNb!=H9;JiQhwe>h{Umy-L@xje$VLnw=?kG>28* zss@YjJx-S?waVA1$ua4wQS?y=qAKhrk5|%+9JDp2jux#1dmk{Hxa4E$sHBr99TY?bjbn(op8 zl~u^t?yKs;Sn$fdoT$*@q^9FR3*O^%nzq?WvuyhF+KijK@}}?OE_DvigvbdOaEseB z7>|=*+b?Z9?aZTIbCUj~{z{Q-5=-i9g*-LGHD9Jx-#`TLBokg( zDvQu=<&mV`r}U4qu_H?5?4}zgB4k0Qez&gWtv$O{_Lg=S8x%NE1-%wTgB>h(tE;0` zQ|xvffo0DL9;5$#)A5)h!+s=a^m~%$)_~Y@Q~QGf%$niWgME2$6jeym20~Wm(_=X1 zZX3cZy*ig$`-LjM#z}gqYMM^NGA%P-S5d<|#reT*KqjR*#k!)yd_y$<)We!BFQ$m? zeul{eF{=qEeIlgKooc=3e4IrsQLEoCW}VW0AXhQ)Uh1Vny`zafJ=Y}47*q11M!!d% z&{8iGFO>6{?v*GG%wGe8v0M|pc=S)WH%b{4?wEXc1{+`@T@@*)8SWXrVF9RcL?Q2l zKL*B$Mqh9BwJs+|+je`Aq^d@2J@Rq)>DRYqV9e{$yfrFx2{Ju$t9-k}^o5k`1B)@O zYGHnF4}BPY%|>ktj2c3Fx(wQ;2EV4W_fn(QjNfB059dWH$g?jORJ?}gF!L!VEzm?S z{VwT5>~Ff9?tLf8|0lBlYvFlQlZRep_05s(?mVZogKxMZK_n&pN4g+j#+b284fOFQ zE2~;@9UfOv2Xpu<7ZBn3X1>qH)SshGNJ7{5e|@KQC0ROa;fJju;wfu(4kh_c*j=T;q2eH9mn0N5Tdz5F|Dd`ci^8KvyEWH-Y@dr?xJ&Px<%R+)`o z){6w!hQ~0&R~%_BNW2%uh6;1WPlET=S?|tn_D|_dn|}@5@g5W{cQPB*Ti`YEqF2&N zT529qbEb4>kyYS_&40JZ_`8z7?$1}}eKYdbE9H?&`slmKs=tavoz5MYmU7RoD&`3|ag~KqjJncqmT7mGs4EFiP991E)*%JMD_dNPSSuUWN|J3re2FDKN=|8bNY<232 zKaCzp=fr0xD@_I^7XHdk!gV7r@rS2UNmp&0je)?fla<=H5Nj0hApY`0L19%muWBWu zY3Xd0bw+9lR%=HnI^YxFbjRx}0Lclsh1x!mPpyl_aQoFQk0)LWeY4XqVdU1f$++N- z#(i#A-Pn*N{Dpdi0m|GP!6_=5Vx~TKbQ-iKc`<_z$V}b{QR22oAoZ$Yba1)%6WIbu zuS7ozU9GsJX(+8Ig6x+2JTv}@{yzoA2ZXub*wnP)hq=T&I$yi6y{^fJIN8~nA{-@5O6Eav7&YUHdM7G#_aq~xUXuIf7C!j?`k zBA&KF@cA$eRUsLzkEhxRC8ke_biBU*r?wm7JAN6b$!DY17?El>uAg0)T#X0>xrI(l zoFLj_2iKV}s;}DeLMdkkQi8ywhRBAD=1X;VjI3c;4;X;+Bd$^U^K&YYdy*>S%wj zwt*9-#2KQ;w?_-VgE@)wj~gQCT9~xYJ^V%p)$8^D%uR`RoE~o zklQM9cxVeC?muU<{)ElPIjSC&Wu%7N^-r#5V{RVC#0%soFyA|;YnapTc&xQkN$2k1 z7_%V}oe4~ z=)3HzSrlrCbZC34sGnWigFfV0LWz!b5}d`#5n7-FFyDQ&#K(?gz$2JuSN_`kDy`cH z(VT$Smm7khr9${B_EYg5nx9^0mIR9icTe%RAz3bm?=Mk=Ippxsuv!-y(kV0?R&>8M-ws}d#D!5-#b;yf-){yq9Zv+s{+qc5o}X_4x5@wZ@RABZpb?sJ*I^^%Um-?b0$Gj7p57_c`k}dr+ z-6p0Xqk78_;i)O1*NvmwUXh*Xz)j3R@~RC3ewpm9V73YnK%0Asf4y z{9JvvW4d|%+5t13XaAf-4_ELbd9*y$CKY@a`G9d;dcGg4|fwi>e;I-FsX(O^#q(zdOeDTkzzq)iNcTpA!4facBB^D|u zy0OyfUX&ggEGYaY%a6p_RxyXrinSVa44*u#g+BGZkfqgKA6xmLjCQk`<`=;Y%w{xc z{`ep~5}+ZR({x6sTyqE=w5YPyxL^btkl?moOd}odlMPncd-We#Bb)K-wm&Rn+_u0m?-_)yNnyD zBs;Jloa~=a%zs{*>Lv=qoQ@WqQM|ArZW5j{K?9ES4NExl^KfWj#41?pzRSobytD`~ z20Mruoq@Z4MQ_VNnBQPTxC_kQRlDdo9$7_BkVhXJEUG21*uBP|?C$6tYv!nGSv&$aDu|MzUb4Q9dElw;R&g; z>52Tp@WpE=H8K~$J~CjX?Z97iZitt`yYo0rVl=zRq~qY2HRyh5RCbSyEStD}l(|D6 z5 z6T%8#)@}nSDs*-^-koF!==Ai+5MJsv7W11RA2F=dc`CE3)DqC%joh`s=N_Wc$kLfe zz-{u1#ft(Ir@uebQ3#cW9tlB{i8Ia5ubH<6>yK$Im^&?24_NtfCZdZ5w({^l~g|*tj|l;6x$>{ zxB}}wDwQ!M{+oA#Ut2}S*|Y5Flt$9zu``1>eKqRAbmL#*r9^7Q&vS)a0{O(1otmj) z@88uj#qSMyVhW9AOP01dN6b2Y9@*^)Ug1OlE56ot7p2d;tM4luumQT9o~Y0>Y)s9M zex4K`K?J2lo6{snzX?rd4CFV(ez?q!s%(2x$N z_Gsa>=zuBkT`!-3;iimYK31`AQs_D?zpu%<-@pQl`3Nu4=jDB5N`l^dp`1NfZ>i$n zoPn#j4~e_xVtGQ7fA6N}@8s4|7CoJ5IM_7A5=Y9cei;$5^SC;forQQ@Juwpo_+dQ( z*VVUOYT4&z@t88K%ah@nNT%7qmv`PyFO1wMvj1 zM-`)|aX4#~lfw_P&azS8TEGhr9BOCZ7$Wn@0VRPLw_WawfSpBL{vFiq-iE+*vO?+7 z%0xPO1zABu89Zl6_~U7U_Ip_Rqlg`$INGe`#ut=Bmu&J8+Tp)w%ZIl3MeTj6DS8ay zeE7u*8~NUfw-HLPT3E#&il*VSloj0Tj89H50LyrPT?SokFt0ahqV{QHUzrbJk%pf` zoFSY8vDN0^Yg_j^3tfK*8CR3%)$;D!ZOTu#kp=08nrHkS8=mZZ2dxc^JdW5Y99{cO znJNz6zr*=CK$XpRA+dnVFFmd>t%WrP=|eO0;aKYx9E)xnWOo|$kKAHW>fRwd%J%lA-FNWR8kQl zwe=}Jr&cHbl!d?HyU+VDcg6E5tqdE^$Mj0aXk39*0%O3#sU$Q>PWa}=iaS9#jPp=~~N?P$@s*x$U%L>F-!8`+=0Heul^%cm!2ABJWwQ$g;ngKnOX zA1_Nf52MQ!GFMEE{2Qa)OJDftm1`R1ik-I$D#69wLL-in9=d^{A>1)2@~=(v@QQ89t5F zPipdeo+Z>xzt4b&1QPFvJR6BGP@vu!^Ml~>ugLXIq}qWUStdq_&tu;$^z~Y*J2>qZ zC94m=(z_>95C#K5>hH9!0MI4!@$iO44V1H5wYxMF>n^&}Q77ZwM!Bx*n)Y=QOH&ZP z^wCMD1P_yD!+DLJT(uEXSlKl7yHk63FlWwdPi$lun8P`ND|J! zuZ((8O?Ek1Fy6nY)&1~^E~~{k#hMBps1vO45ZRt-t6X(CY1zSlU#}uE!$@mKgv-&X z=;OZ1evmimd;E}GEF-QP`vy@>*!G{+22%pnIY0)R3Ha2QuyTLS_*Q96B>>MxqfL%H zWqEp4U%F+)3`EmUoz*@WUatz(>?<5|(2Z^LcEza_bf&t3{@OE$&_#BIhB`WsNJVYm zUj`K=bd9AL$s3|=5SpkO%^&H>cAZ{71`r{Y3J|QfR)|#2zCTa1;XN&OD`NO_qu-6- z4LglV+U?r3?pQ}84cSmp&-?nV8NYUk`CL8HEEE0shD5_(xsq;vQ2560EMA*q>yvy=2xH*lURB)IHcIw%aQI-TRQbtvOL8iR$-`&A8cnw&j~n z`P4cP<*$7uRdg)qh5ooI>3-!n%m^^kWkK8*M!^qnr$y`+ zapGw0TXr)#w5EGOb&4#ZqS6X6oSIH|XDonqWPa8@TD>bJFS{So*X=#jx zt&QwcmGGnB5qxnX1$+_~vSi^ZZsw_SwQZB+Ul4n?=tKzgNY6PXkjgx*)Mq7(=jrNT zdU|UGQ>jOLywk>~G6oJ;k1J;HDKrtob=AHZ()FvQKVopfrLFPTg)Pyz?i4X`>6(xR za6Gf8s?c@3RKInD!bUF^Po!y7wEsi!A(mM9?@8+tK|mn&@FNQ=vq<37m?m-Ea@%2I z?o-{z9o#;v%GZFWP+I(&wkre)I%Ss$J!mXX=9jXR`GER`Rx95@eSNzz!3!EacNVtE z#d415%lbr3Z#gA?l-cyvkS~*R@eLn0st7LN4Oo--oCQ^B;GSUY7l~JdjJAY=q@G13 zN7a;1I#(#$#zXPuG3NScUd7xJ2PuA)CN%Fga1VZd(<(NV&{1AF2Zx{2UX)})^enY6BJE1 zSYioUQg`5xJ7?)E2za&>i3urShXEM@xwoh8-=BwTI0Syjt}0fr>IhfnpYsWnvILn< z9lc{_UwSLa zbu~kXDCjvtYk%U^&&*|r(UkGK_%KLjH+ zOJ*2%v(j=JENL$Gl!eZBoO!rx+%15xQRU(@-FW|kcDlq;ybMtM zQ%`G(u?>na(*!R=xFN&`S|rM7P&1&B8jsL7Sf9mg2e{kv%KoMkoVR~Js%u-(dZ&BBk zig@yPjHyR=8w`$fPlHd+f<{DZ#YS+=42HHlckhxJ)2h*$9GMJs=2}s2@(p~&0Aatk zit;NqtvMIvMtXG3DOwY&kg=F%nWo770lS>F>MioT$c|_<$TPaBCaEXj7|@%_4XRkf zd*Mz6U52((Y=Z&K4ZV1<^QFPdKLiMjM8{;>pl8K#X+4)v)mD83Q8gc}Yib>Yu9OI} zj(*V7z)4uw8Z9|P1eDA_qlJ=p-)HGcsd5@FHXApNi`+>aWSLAVr^?YUz}yicVUg?Z z7#^8x)Hv74?O7LcRpE5aT}K|Q>b)DlZ?egWmT(Qe+5 z7>d01>UXKd2btq^Wlk~gm~CH@fVQY=gMTYw>|-$(uY*E*N<6=(ex?tv&MEk4KOH5x zA!bB5Hq??|XBf=h0Ekj7FSlCmi|lhOvTv+pvUv6xsGls~`E{_vZJ*#q%Gs=K z9)s{QhA=MKLUUgWPz<9ge2vCZkfd z<#{ICCK-^MbEbA+_KI`xHT%7IGZnE%mJ>8_&{xfOR*W*hbDXA0Uz84!&Uy~CM4!9c zYWC~~) z$t_{)^im_DWC~OKh~?7Y`Y)@r3PumE0))oK z=isxiL!oZp@l9vxH`~79VDW<2_xli&f;qupIlYj=oZ}A_U1zJcq8V-ZyMOLWu`b2PmwKkkNex>ZK!M+FdG*6`x5kLA!V zEQGF`ONjM#M9C-Hdi+~vu7~FBe`mk<+0udHwz6BbRrhPtz_{;#qPda{c2oLdRhwy5 zUAu)*7S>ndi=RD*`HJ^;>O69-H#=$AI`U6SNNY=4eQc_qG$}&5LKh=iN)SU^T!Oox z$=zGr@Bit@4`TCR@x(7EGtZa&Uhoho&AVn`0U|``odJUcM58oNenFZc@=AuB=4awb z*$-Fu*-_w!PFNC${+oep!_YZ~BUO~xVeoB>7+-GxKvs@*M}a=9VuS#-Z-Mj#-$925 z*Yv1}o6ThsNy7&1)iOFiX735D{y(+frowPM9`w-g0?#lTktbX=ewk_zv(~{ z-yD$-DuN1z^7kDC8}^RWg;56AIZ4rtsobI{N2jwe?rK`t=7}HFF{>2MoTC4&?@+PA zX7`7{*EQ?%v+0cQ#kGcK8Htq5)|kUZ8H8#vc#I9*%A& zaV0~fEJVk*`f2ViD8l$-o7x@{Bp|P{&-OvwwVJKTX14hdTKB0U!@||vItwp>#{kz& z{(rlTfYIxjElEI#z>yuVZBbA9I}^hz>27r43?8~ACHg2$ADw?iynBSlA;SfqmKHfr zV0Zoy=&o3JZR4Per1bTy)lNXlv_fcSqBUR;S($#7L#NjiYAMCJOpDw*a;AAvI2EAg zrO`?3yxKK*6MU|~w>+4qx>Ap6+VgAYnvs#>k_2ltDDwkAW`xQ>dYxaIl+WV3Ab;@+ zS-*{#Sbo-4c@1Wnhs7g4;yJY}PZ*VMgV*kYzc9XR1NyYPK0d0wJjnhMiB2?cAC!L_Y~ z2Kl=@y1IE0(JyqPo~gzgztueBc2-wQKI()xI*QID^rCSOLPJkCzZaLFwYPhaHE3xg z+m9+W(-Dp41-r+N!+E@$hMqU@3`t_T5IzrGD~MtxCsE! z8Ve^cfj+JmbhEKJ#P;ac4A2&Rs`FRMpq>?4aE7m5sl|^i_EY&jC9yBY`$iw`ZQiPu<#JNefRk5iVamq#!7r*>_=)SDa!$i{5V8V`&4@0+W<57!SVTazF zIy;ZK)fH1^lXci-fr0YqK$i1IgH;v|Sk$&sfGx3UXeo(>NyhB)RuBKr9+UyAgyY_F zQ^p)$&?B1X4+Q&bHzpc0RU0`8?a0eCtenit%yA{~F#Ny_b$cs8og+LG0(JjV_>)-s zSkj9s8)ynOcs8i!6R+}12Dc51?-?q+-!TM|_ot<~+f5t0J^ueC>qT%kJdB$a&lgsj z@4B|`BCrk+-w@KGQ_P&EZc5qnCsstb&ybhWHHs#oh$J@2@83Qs!Q|4tQGwepeoH!(xNuTwi`as)MH08?*O^0Mq$_8{0LsGjn^6 z$CR8hF;2a@)Vp%ZbyS8to);pB{%hl3?|-(`HA|Kguc)^F8XNI4^Og6CT(*Mk5B@0; zT27-rOnE&NNb;Odp02R9`8c$4~;QWPH?#YYV=k91VE-J zZ|8jol;Pf|1D<4Bzt880Ni`cY)5fQO{GIJihNTNx$~PXSX3^_p1)^8=DpBfLx(le> z{J6(pUf~|%Wju*WCFn*!8SR;j)CaQ5rUh_PxSOE>qg{vHKwxT<(@BcE<^isU>Fu3C zrk8T_e~;t8?j-cJ?JnB^n4`O{c)8gRpPakz%eGVcsPZ4h4#+voDy#@q9p_L6&kqur zhV7j&zF3q!{qAO>G1RPxsTqx;sUE_7v&~1rPs9u5ZTYXsBeks`K@NLZ*SYUi%rQP| z6CF{DsVQ*nu=u;q8+R5Lxlg8E^-NgF2!0bTdWTch2@)+hLTyR~QLuOYAz-1&2o}~l z@3;icK?mO)M?VKMuNERil&-(g{EI$+*rA@kYh5d-w*kqEb%b_OwQ9ro)cXd9LO(tH zh2N-I^u6H+I9q!^?R1V(TcIoQUT%s`=*;*YeWo%}RXuAa7mkb0tV}IeuJX(n4d4o+BB|IR$K;iep3{$j zi(c&7pzKq-P@&0!h187VXLpXRX1x5AFKW0G^8#h7?yUav^EXMmzG_S7 z6yuqhvN?3hr6Xt82&-l$E#|Fdb2$=h%$T2Cvb}5b+P9FMki*Nauc3iK0zUsnM-bVV z3EVKLf9`NIbE4C&Pu@IeZdJ)H=5oH^Tgkl=Co!;zbW?hENhq0b;Lfz?aOe3a$8F)d zJW+{(o_E-J9g3wLi7VllYXPt4J#=86j8NDon6AS9{M~f_-f(6FpU@fCE?Xv#2)&T(&{PTq?DwEdq(-YQ)El_}ry z)9QD>(Nmh?@qlufYT1GSw#f+E&WW{^T}+^o13BR}g3%B=*{q!alnTKd)Lh~52j+R$ zFTm)Hpj(i!xNE|<;$|PpNgW1og|mZ`v_BAmYdyt%>464@(Fy8EBZ~mI3Nw4+D9sEk z{-DK2aH;5nQ*=yTkyV@xc;I`*_GuUB4ogq2+{fM^TM{&B-jKp6xvsqA_y6|9k%Rs^ zm9O7ncn)<=dwkC%oc1`(9*U+RlEag+|B@-W^1-`ld=TX_{Y86A7E&&ev$cD8gv@(c zF$JsC8{YOUvenBIUC8gl+Rntvm%aY$OXF!kD8D8t`}lFl5wBAAl^%`eg9=BHPh#tb zH9I|@N5ikng?171{4f6-0bY*xcnia^pMc@Z_!Y0TBP~X1nzla2uz${3Rx^0*dXMs6 z=Tvzl()UfbD^2HvrSqPL=^eyvw{o{b{QnSe);rI0pLNzpkGafLT_(5>PB03}dNi}a zBKB#qD)kgyFX&}97TS^fZw78kUEj9-Ly&LyPsLBB@q}2(>tT>*PC)tysrVFBQ#SW! zzDm^K`6*3oFz=6TKXoHXd%=ZmO1-ZZ%tG7+`+Px9{%3+9Aou~S=t`dGjIS}!VBSdV z>*iwzpd7Fl>1>kkx;e;(CmqBn&v>OAS6YRj9lCH;e zmC{_L*(K0oE+St0hG)~Snm14YT59Z0$<_Z5+<=_1%%GZW)YXBG(*BYdr3Hm0_`Ec6 zOOXBOtk7}eH^%Y=VxpZpSq!NkogeRyv|HBZOTfU=3fM1z3JgoHoCaZnOX!vn5#N1< zWk@j13XgjV50Ro_n^?Q(GN$O;C|`_8cCXrAZbg~GQ?L;0S=?n;R~KGS;DJSD(t7bA zZ>=487h$~|dV29b=F`FVmJ1ljbQ={wv_gW*b7VaXzrbuOt(tf=yXmJ@hjzvPwq>Sh z%%PjzMoewH9z0^Mn5f-ZsE?YOwA=<81*vgTw<~^40Uck_glTNW?lYZ)2R)wzNzPPZ zel(CvhMvSkDI(|qRa@H-?=oPU`jxCPaIagr;Skx`{H`A}|Mw{SpZg7ooeecJJBJzN z?~dC+PZ4@y{0+k@ur=m%<*d(K6C%Y&2U$)(Y&slkR;;N_ADJi}Mr}HM?rL5jSoEAM zs&s)&yx$rgoKFdXfbU%s=P2j|bqKvdV07w|8ZdFA3FeYBV7o`!^T=xfD;5F7vJ)~; zF7xl|ZxDj<2_401ysTLXkyq>XV1&St)%_rqq`uzJ%0C1@jBXx0GSKe%ahwQtH?+ax znLtVpf5-($9u%BBl^$HQWn9`jc|?r;`{xMmYGT>B!&09!?tKC^X$bikA4$;TH&m|# z7i$>?_c?A4ej_wOCSrnH-5k~FsU*#(%yJDrHxq{+v8Z8Zr+SwI$YRUpv#6CPqQf1? zJWpp30+4OjZmt0M*X0+9&x3*%Yz^+JWzFYSWS{zuY=L2k6rHc7ieh5mq+kAy;iG`V zSW08IRFR*8g+2p)-Z@n|=biQNDCdm2@@Ip;Pe8h+0kaBU@};(;gxf!rroLLGk1EtC zw;N6`7-z4s-K`q&!NVt~Tz74ffC%?q6t=l6>sqbg1fd@aY}+~k>FMc zZpFP=fD)v|-Cf_C_nhywGtM3N8#jOU+IwVV&pG$nD{IX)pXcGDHL=DW-6YuoB?**i z)-WyI(6P0js-EfTBq zT2+xNu4KfVHRMvMh8x!(h84HwjX5|!Jo}LM?T?_~yh>WV;@c*DN9AM;jm`_N_xiaa zDa3W}rh+2Te>r1a7}ZS}U#l-v9Y*W0oRIBkJ_`hCT&d)0`n7+=!pQ&p1UKbeD2HLQuY6hB*&n1{~(>Y{f~>vzZy`Ds=BxiondHEh~^KBjBcBO6Oyrrc-iH@Jr? z*#9{8SLcoGU@8sXf2+(q{Flm%*`52a$dv328QUwi6n!5aN#ia7w?f=0cjb-_SOGil zp|MQCRj>=y5r#asEA*Hzxf<56LL=e|^VwXzQ^`KaA~sN1Z^t9y>u2>Qw_pN`g%k6p zcpxQ2{y%=c*lDT?cyA@Fc-mEP@FZSUvP9MeV=g(qSBR988zI6sGg7f@&Yk9w6pI-0 zX9D0A*~Rhl+mV(?%4ZrnH(03TMXo(!8lDNb1%?83<{$`$yT%UqGazvQMC@=hI53}> zpP_L@r6-QkZAT}GoAyzQ{dg>xnPv2xJBONYXg_*r;4d&0pHV%Jm9|l6CE2{Xj5>CHk!td7=4oGq;qzhb<)UW^{N&sKq~ z0gPi5R5k0?=ezj`iF7HBnPp|LeZ_zM;Rn+u<{!{bPmQj(t?Gl>)%)Az@vtO^k)1tV z%P480k1>Bf`B&AHK78BkOH>HCy^*7javx65hYY~Gib`Y&l(>8V^ft-LM$mi z+JTyYfiR&c%tPan;}r#hU)TNS+plf%>&Q&n1>w_)f&~-H=*GpeRUUfG@W{>6f$4XX z$J~x@l1z>|;~qMvIM(;8AT~`jPZ(P8Icxu?khuab9;263m+Od`DNL7xUeE4Qm0tk;f@5IfusJwb&WTBLu z^7UNv&P-NfoLATuYBkG{qw8_dWw8~QctM5`QCie=wUDkGLjq*hp11bY&_2O%qZHcb zv1OIeeW8-gJkTzm_)ws4bF+$n5kmTxh`8l5)BbAg7--Xv3D-!I`5bR;4~b(na!uW+ z1IVnwM`sgLjhFRCxOn$B8ik7iGq9rm0H7n6a5p(5A~HI7)-IQqrxELBs!Vb(u>z3^6qZ7({{`qX3fHQ7S;87?!q`mnXdfrO2``S z2~Kvq^mrpcAOwuqNKlT54or46+*aGH6kZFr75R!fbph3s5=6T5!x|jMGBm*JP$T$(DrJJ4mQiHRQo_d-}rdfeiuIJxmR|^OSZI)`t zItw27s1P3`pkQ*iZUU~AIx!aiU4m!hRiSM?d@mDRwMW(jFQ}=ir1Rd2(TF{aOODN> zV)WVdQVKj`1CHu)1V>gtAYje(EFBSR)20?{eal_Z{8>J6CoL}ROOfxP>gCX?ywN&< zm7S8FF6hFYN7sRBR*myoV1i-7$k<)b{c%ywj1 zyR~+k>aStv&P3rDgEqv`>X;nZbMQl-x7x1}TNIpdLK$s_^IB>!4Fq-d>n10JENX#! zif7_ywH_YBe#A}nf|Q%(Rj7^b%{)s(XkDc)8=9{BzB=L=8CQYUsD*daZL5@YM~eX- zv}E^6nE6S`ZT)f2+qkpVH~!NBR$gy8c+l>3uE@wuq6B}J26%Ec6SDm#%s2wX<4qF1 zPtg5xA35gcN zTx5=wgy;8jn;#h-LNqo%r?4DTE5h68w%M_;lmPXdel!+@EdJ-Pi0;lJo&l@U+k{vNg@Dzu>Vr9%3=Jdg4x*-L7 zTCYL3uIsSPZ#XXx$s(UGOjz|T%d2n$0UQp>=+gY1Gk|^|!e#>clryC)a>(^OINa26 zn_3gll%~3zJ%sTK!*&>E?p+LpE>O)JW1g@U#5Iu#Y5N(+sgX0SEC3heum(3WFw0_V9l zWorEyX{4mPPoy|1Aa5tB^fWIBTV$|XW`b04#02s|lqmR{F<4Fr79Ym=>yywQofKOK zNOKa(D|XCgE#6J4>)7B%r&l&yOzk1PY+R_BXg+bq%Qj#V^Gi3LEa`Q(kR&x7X1_Pt z95;?CP1W)$)s;#~CGP;F7|2&^S_%ztjbvSerj}j{b>x2^oSatV(W0%_(;^C6rFYD0 z-cZY^ji}@E`|H*?{-_9ZKfBeUhRL?+uY8>!p{U&g5@Z(wtcRU-5`is@c@&MZ@TPbp zA`vd31*bRsje=VG*<eCjzv+J44Y=fGxspvVw z!3b+~4gk0`;m9#m*-am9e1~)^^fOg&iro6d3KVR#WsLW#$+9 zFbN34vW5Q}y7DUhduCilCVqml^{>=6-HGF`@x2-GO>@OtIoNV%e+#zg_74<)!P*{B zYvo-9*{$c&{Foe<>p!dC?s6$G3I%1l7QIPPzuxq!kG)|wIe#3DB81Iomww(>f&D+oC{ ziAi{rNxx+*J*%wJx)d1Uls;BtyHNYnIB_BOP-teFmw5`&9M+du(Xyw-4bAdk5m-7x$IQ_e?53q`m#=-c(gsr?%eP z$lp;%+>~X-236;lx=}VRm^ZE2d727gpQYnAjMuaFhql)E9=S09D71zVJa6-@m7 zbLVfh-`Ki?+s1vqByIJamYd;XP_eNZuE%3b;|eC~Xx4i3L(oGedGoW+&3Es_8#-yz z4NJY~av+ginR2$2{4vwv& zzYFKp;6HzeanS76>2>wsSF2JEB2J=&E`;Aqg-M}C{cchGl9F~T_2|%1Kz;BG_~5`s7eg zYrZ|C8iUO=y?bLmxiGn=i5A%Qm9U7MdThax#p?mazzmT^3DowVWlMuZ;-IHfPba%f zI+8DgvN+t#rmBh5@`kpD&HD5bbH^DwTuoSC1T3ZKO~3C-U0-LzgC!3P=AN~<{f2Y$ z>BueOD9>x18kl4o8RN)({5s}!ir7@F28Z(lFgTaFeyKVdwG=f{ACG}S1)lfX5)+f? zFkLcIzg=!fQSY5;;LxqKI#DT6N_s@!pWcfq+y*HrMI42!t2@>Xl-CT~?g2GQk?i2e zyih9Np=lkk<&KFjKW)=lmv}+v!O)|(8BJ-8UZ(q}!a9u(hgC$`b?5KBqOa5U#uLgf zjE^MIqWhcL)zQD<2y0MF%(bmoZ(Sp+9%_X<9t&M_8%$HMt}WxyVb@Rcj( z-*Eisx1-Nrr^=fuss5Nw*@LmUa$8%G$|QS6#tN=mkCeKzfHzQE=gtqtfmM28Bo;<% z9sX;e&vBFm%Ty#&>~*?Sqj8F7Cf9STo|im4T2*#X*C^Dby@2hT*=!lHxLpU0p&a<3 znwUy1DNoKsZcfb)``XvT2^d}OH}|X4?lAI|6`N|6x4&> zlry_#Al3XJI%jG%;|?_OHyq3>%xj*g?U|*OFZ1n*$CSa;o#-E+7>BQd+;GX(7gRuc zW-J@T&tS1eN)e!x0#7ve5qE+3cT3`Fn=Xer%Xz}%?5T~>s=a}sQa0lG$&E4X(Zt!O zPMEyVFjCJ+p4Zg}$U|i=|COX&EzW3@G#%?X7RgpOV`DY&WUCANz!{JHRZSq~W^guK zVN77zezvHl=nW@KyZG`WH+4x{0cyG=uW^c!I-;Z|4JND5OLEbVctw1*VWpv)_>~qOd((f@ar-b|u0Uvv1jFo-*-^(*J-K(q)_d`II%-XPtj>HL zUqwG@o{D8#v3vYn^C10iIUP-S03qz{+*%y&-`c-iyQ zREYnPkOe~)kC$&y11zd3Q<=Yh&{3YQPh{oZr{rJimzzO^7E9E@)V>A=Y&ypwLg;L8 zRxMNjX=tUNqnhG&FWeVmZLcCE=!6lZHf1#xUx>x>N7z&e5v*v<+enQCnkj+mKp0(; zX+0HAMs<5*NpXj@P5Q+$=y&-S!PqHR5vjt zSg_pZZiy=G4sTOUaqQ4E6T@yN!%bueizBX|R9tqR{BeUj69pPyCOCFSp`TM?$dx#; z^y8mFG9~%7U`^~EJeKS7Qw7d5+7N4vJvn6jNpX`|eez0*qePG9U64I`sUMWTS@lq& zS*@>5rtDe&&?|;}Lz(zz)WOqUeV430NHC-8ZN zQL?r+$qDNuwM}KA(@=FmotskW#bTP}({mqT=VBkSaPHH?Feiga@)olw?jC_cZ|8kF zLLsWB=2@5UKw@HFSjf9+m@t8NC7B;sL2h zBtMjJkvMgVB0<#*(aPST-=_Hu=hV=eT7x>b7J;yxtdAFxm%?7&PK5C_B++5$VdXF33p7=K=Q`G*1j*It57))aS(@rCkuiWnNF14)- zN%_!S9|!Xn)wGPOtHV`zZ0`x0Ty#)Ek?iJEtf}F7)Nl(x6VvmnB#nfTdq>3QLNxvk z7c@ue)y)KFQe z77+if^76l&#KC!5$+zYwFBX!FefT-W)}H)sP3MI+#EQpXl6+dn7_Cst)~x$ zMZO=OF2jg>%vzCEO7QTOAb=3MNYuCD73*uB}CrGvUFi z5vMFzB`n@={~>UFXSjCfAxpO1_xc@Z(F+K=C#paHJG?^1;RlShhDI-Xgab&Kblt%K z3uQlU9JI7h`Ci5;z7M5J>;o5RV=SJHF%+q$DyU^u%+tdGkeXOyCZz%Z4}q8d<}!8t zc3ZVACJ|I$d;Un%O~Vzz6}~U2Ts_u4-Uo*pl?XqML|!jHJ3HF9G#P-H&!<}2nb5e% z*{0cH(2A%qX58ih_n0ZA=heoo4}iWe#s7*G-ldE3?)4xwY?S~rFyxjX+f`+pmAotPzP?Nr~-;|Y%EVEZT<%f+0?pY6q2{iaojp`Lvbvo0TaANy2e#4n~{~Hcq^{e!6IJHn|ZSj%zBT3)^^zv~-ENc>LWTB2lZ zK`5|foW*GSq4o2W#>RO!72MT_>l;|rD)NP0OJPe14)3uFBev0?*B=d$K$&4q=PjgD zW>-9d>F|bR9w;S&l*JM`0svC?zCnMTpI^7`bG2UGm~crTlDF6NJQhjEa<@cFxbH%w z?Ni@I2p2_2;%;VDvgdr$j~1shlzQbSPN(!xW`Mn?RtFRkZ~QP6$j|Ue08*YiQU9pd zX2k$6xBB6Bh`i>s|8h}ZVT&67^;$1{A?5vdQJxJFReK9V1Im~mUGkvSC0uz~zYv|R zfdLr&CzO%RT|TMkoln6rVIeTNWkAo^q{bbK4;(6H*f?6!*uYLJ;6}bAbgVQ>pVLuP zUbg4LB$av>mEr6><+H@&+AT$=0M*Z3Gr5$~|gTK&_u z=5@uvv9Ar&4KcoU!GtRudlc|ekpXE z4L^Uh0Pqt$=a*OFg9nbpvf6(J^4<~j!%Dth$elrJxwssf^*-YJa5kC=cYQ2 z`m9D_2+{y}U-ZTOA!8U}qVY4a;D>`h`oZpw(?f|C>n4@fhA3C4CMed$-Q^Q0S~lzW z^{6+}N}3(3Rm%tf&^G?%&40Fr{Fl1wkKS6=6Rji!FOA!>E*Lyr+VaT@m<-L=?--3emvT!#KB*k8+TgWGF(@WATnl1Ov@ZUL1YE`{zDoKt^anVRlQ7-!CNd}_s{5>T_MFW$= zrlidLI_^IT0(9o3mv0xPJ{R@5pk0KumW<3TMNE=wJn+eulJdc4z{paT$Bo!8dQ-;; zP4|ooGaFpI>m`M;&ce$|Q|uHSoUAG}jhX8x#~JRmdh_)dz563#FM=1ucu~T)N3Iuh zsdL?GfhDilwv!LN5h%U(hiqTI!+>XSSaU4pQ4&>(V0JpWsqhCpeXBIcET&^Li^1Y7 zNM+z@SNU~Z61!>=X-v_u8fx*Hk7j=LDGi*A+f>X828P408MGvS4-%a~! z76I}*l-#tc<2Zu2HP&*nWR+s75hppV{LIBY5$M+ay}bIbep8b^Uq8dd3@=S*h@mLx ztYp$raw{TCJ9}A#0+wny)qjnx?;9Y* zY-)hj*%cTSB?oJrKqLnfKUVcmUUH<2aFDmZ-+oY4Lr8mUu$PCBT$cU#8fgd66NHoz1J4924zPmL6ILJ0hKYCj^fFtVzDM^Ht#-NsP6)8On1EPeT0xPe z3qQh2frvA~EM-T?f?HHv{>=JP$lI5HSSvvTt4Yz|sm79P2C>NXQu=gBe8a6s*qy!w z4V<|+90@k7J2x&&Zl9FRlk}U(KbVnjB@ppz=$_na7Kmr*mQ9Rim`Hnt<&f0n;AG-a z?CD2G@6!75EGXNh^F_K5tZ)gDwOh}iCg16>kK@)SCD69b1ErJb2V&*re;-BxOjO4m zqHdg98gW+j3gcDF8g)lsoi!1v?V{=B>kW(@K9f)`|-B@Or<@S*ULl;TBA=;Ne{D4OinTp zV;Ab!iD#umyiMNP@#S?kBeD*R(O+S@V2*j%)konfj&JbrM$s<^P`7#!5qQigOj^*62#RQ+a z#)PkZck1L!O;=%iHk!@06q8gu2n0pME=J$C#hlt*CII8pI#Z9?+-f{F@VN(V%i?#{ zG)X&*H9$c(ssx%D5LCk5QbGd~Pii@Xzqxgr`=^qW@zY(o?%bJY=X5G)$!-eDAIk8d zf;>(Om~wonL}oRk8`?G@7@a#X5X7H5@W^c4P3^=e^=kue7;UtTOqRwI6ft*Kc13(| z=l(|3Q8L<3kbP){ae!cnWjLOd{=CUd5qc_hiXZWZgorr?pV-w#m?Gs(a`UGYfAP zJbvo?q&sV3FYJt|=$cXUxNfyG{9hO|%_i{XFzZ!6tT|rLD+MiAuuZ?#%sQOb>tB&n zDLl@-X%tX_uJotljg^VWZnwbmZEL1o;~Zb=n0VpaotGM@xv)z!PY)j4j{MWITipgH zv$ywaILUp+<-@^9t#=JXd8(;xh9(+BUxpV|8H~t-uyPo{GXOtBsfy&xsZh6PHge6B zPbU{NdZJM(5^>90i88GJVJnJ32oq|Hc9#=wp&R^{%@76e8d4t;T;&a}Pnv<{lCL0#vH ztEY6oIk#1cEmkpiLI)>wPin3D!2`%7YOA>X)${V;KoOLyVHN6@-5M!gZw<7@>oi!Q zu`s-Bxi}KM4BqivoGF-$wOoGw47>3)nMJ(1&23SdQoS>C8h@{z3o|?sbcDr26g&?n zW^X7BhWjqswl2lb;(ngGX(MHol{ar~%sDPvlKZn_9_!fyCLe38zyLWpKc<0f+%VDw zYI_O|*Fg{)G%2ILB(rL-B<#I^U>&fR<IM!Ku{e{>vr1Ssns@}4a>=JuYeti zhP}8Gb}$oWz&6-dVps+bQ=S7)BikBaC6!0FyfNA(O(uHie!7vI%G(I}yh_}pdx3j1 zR$E_EU^xjr@YtO2J%--@9`C=${vYj0i?Vd>AD0EXmx1jIJS=FAm)#yCz%yN>j{Z`< z)}*g2f+yd$w)F9|uUg#m;EpcA@wtSr=_uzBPlz?&%iZbI5@L*ZC-SbXy#1L5K!3GW ztiKnwM0vrD3Z1st)>zscqBFQ49!D)aU(M6q*4GJ-dVXFD@u3;r9CYzkveh(sRiLn1 zivWj8c6`SFqeLHTp-V(V2%oQKmsYWOvJKQ_(AwaQ7EzT`Wx(^ru6^jenGEOmD-qXZ8}*U2G#BR%ffW5;La&3~ zH;#w8kVY2he!92hDK}|7@q?`(uKo$Sg%(>XAB)(_k^%yyey0`weYTu*w$*Fyu!KsW zcEF9x#Byq3DQB9^o_Y78ZuCdLD-~``nhyjhcTK8*UJW$b$GLEcQ=RB~9#Y~O%k=?x zNUnTi&lu+`G{RrByp+S}&wYBhRGdJqnB z6hnrh#zJ|Z-1yt=$n9nrCCZx;+8bv-X?Pmm|IDD0$fwn@kAFk|(4x40hF?9o9v@jD zNC{UQ7-%QAQnTU8qhC%C+^pqMjE-}m)(L?Lzg3b?=8h&d^B!GOkDCu31%b7m^`yDQ zQ68PrZdQKyTPW_CAE}MDemEFxxmP>#p}=)vB&g{NE!C8mQI_VzY@r|(;Zo>AeWXiRM-cU4 zE(ho=Zszl1aC$bsl3C#4Uc{d;hCl5VoMu>txirF8dKo_j9jEc3+e%T`D|9tx>QRGSg2-BT6`H(3fv&G1vCs>3guh@1temR zos&3J3OWu9U-IYU8AD*UvwGcQ5n-&(NY?PAec1bHY5r;Jd9HB%@I9Iw=BBr?fr#w_ z>08I#9D=R`op1iM3+E2~hPCoruD6Lsm3d8yrnMAuc}Au+Qc0rs_wpMvSK<*YfP+U1 zO8Ee=avc-HgXy}TnqCw$j~%2?w$K}$(c(~8d!Sg`i@H0h~G& zzSPLvzW~dzsr3}BXQ5lkR;sZDN$4J(@25tJ-CZHs1nBBgX-|i!Q)$QjTN6N`^~3RV z>z%$nAs=A|Q|q=A<1Z78j9Q$P@~NSG7J#f}9)V2@h@RRm6M&{?GV-w6HSc7nkyG!( zl-^3<_(SKa?~MXgZfMOED5{E{r$NETa*$51aZlDKKngAuKg~MCwYKY?2G|Jx4d-T6 zIYz1Ueeom(lI*!;?7}szrpBks;rLRje1Xy@RvN5OFn;kc`~_LKZ0UDy2nlkZWslI{Ggn z3#!fP@kuui9+=fvb2>A;|ZLUBOx5g5ZL*n0)TcYF4UA4j#b&tWBwLb;* z`YwE#t4J8*v-P|)RjadBb2=H2D#D9t&me96V?^u$Q#D)RzLK1`3hpZTRcAz=itO3e z&zFp64BE2amuQIxa^rrzH_fl2DHhHeG`1~7uj5;qJANs=+8oCo z?GM&tQsaVkB>s5!H%I5Np2XBv`@NO5@AS=?_ z&fy1VX=WF-7mK80DbB#C3=Z(4fYQ8xB zIL0SLK93N469Ud%Kg$}*modHna2vPkbi3mzypo>A)+^5-D3|MNH!!ftLw&Yj+9^%? zhE31^(^C(rM{&lw6YdJC*Nk!BY4~e%d3d#fB7oB zFPlbll}5A9*0aZOI-f^UYdlknNJ#RjJO&MC2^6>7VW2bL4iK8^(Q!P8;^`tQ=Jm*s zY-qVVQ^5_1JY2fa4>PAmNK2%!dS89hd-g0~THi&PWfi19HGBM)fd2V(-8B8!j-C7B z2#==v6g;D2)W~=KT5fEc^DRrK^^^7c&$_MKE$s}1$>{Vuj0IzJL`F6JKJMK3#v5SOec$^F1Mr}!>r}YkaHt?njD-(6HnGN@T_OP zASb86(XB2>mZ7262$7R6L4&TS5~m%%{H+Gs-*Cvp4a0kdW}8H%1?tptGuc`%+?{Kg z_!JG%%Ll}InZpbz26_Y$@2Ocx4`ZW>X+xdNVq^Bwwv>tC#DJBza!Mw}PY zc4?%-!Nmo}5BbS+rZpka0)F3Hzr3)xh>i};Gvh+dQ##5mxy}$)xH9A|KlMzU{QkbS zN;GcXTl4Z0ivmQzld+BokgKl0@?7AUn7xjTkdr4TSy}((olZOu2@s?h(nw6vhvZ;Rd?>>V$sayK$Z)gygU2s-*w6JQd^NF4!KDG!OR$w2D`aJ& z-bJn`ImdG))5+|l$U~}h1fHDpC8h)PL}uy2RK}_|i;o>rKoa(MZsRBe*t)l{}l?exMy*C8L6lm-IJK z=&aj#C0m>QB18VY0YMDu=Au8Z7f{Hb_pWK$SGUX2v?_IeOk~|bpBA@j=pLP zQtpfr=lE;2W|wHxxXD$AC|!Wdn`Mtk-Rh04?_sCsr4>j9BkbzA{DB|CrL?}s_|D{k zYC4B-S4L@pLi;H>PSet~EqfDCYGFVW)H`K!0Z%XV- z6^8c)TlcZ>XeaU{xa>Ea>t0xu|Ng1*k86oRUabbdRUb;4x~mUHrk&Ox5^Fsy3k-t) zh~XaZZ7*3-)OVgYlesu;BhhWC?X}J3tqh8n^_x*F96J5^h(&aWJJ)-C`WJgm?$(>? zqN7|JE7?#3QNlj01~x41_5CsM5Rm@YYTn&DY)~D~>x!eVZ^ebq$GOQHTngGP1moTz z`~6F=q7ihvIB7zu(lKIIyd5U|=A?411iUc5O_?GhCwK9rG%l@;0pls`CB zq6R=F@s{sG?bL;Xx-%+Y9dVtj^gqhAMlCWeAyhuy@T$VtdUH~MB{WH-sqW-Y|K53V za0uOYoV*MhLZBvb74aE6czo;?CSA2I3a(>@0)?M!T##Mt`S#5neIMaUdE?LN)se7* z@BGzkdY3ozHf*R?`Kp3kM?HSl`08YE2X?C0upNvXO1b#WL*fkcgJE1 zn*^&|e|yvUr4y;nuDQZ-piKU7mZqKI%|m}lZwCl`X?`;G@_*$u4vt7l z*FI{0xj?;nw+K#16|NAtg=x|&;CQa^i55jQ<1tBYh9!by;#beOD|;t=;2c2-S$#5j z=xWuNIek)6rsSGwSghuRtQ`+o<^%trb)S(*;Ld4B|O^b8XLH+oejLg>uCh0WzK%^cV}c4@|f# zYZNGVaO>j#5`Z?$$?y%^47JKJOk&v$`AT@s)~Ct|Je1{Ar(+r?S0HO25&1}2El<0$>A7~|v(JbB+9KGGFfT0#sW8*DulFvM5&?&VT<$Sbj5m(J!-Jeg zTSD=#sz+z6s-k7e-rH=O$4jAc`8@=#zD6wb26egDGNa!+TJAnMr$NH%5$Y7W%;+qk z8GFvp{}&Jc^YX1oL0I7oSC)#jL2@FRb|OsWt4*8mQVBE2S1AvRvwt?wP*z{5WTh|& z;!zGq@U$mY3OygIeqOq=HRb)XdRrfwURTvOtG*L#3dl&hLTB?cBk`EP=o}=oMHbUX zR6_{B^?)kii>*vCK99?N+^MQZK4aQcCBmciDad&Wb3?>lp0<%mg*O5MP=UjPjX*>6NrO?SCAG$ub?2k>wLz@>FWNhBfhu)Uuek*tUR z>DK@D{1(5hWDQw%>GbPxXUu6t(H*|GBvHuFgHA#k)tbD7bj;axqk{Xor&t|m)bj9G zx7u{OV@eIT@ga(%44+d-6kU>uUs_}bzkt+4FdxY2Wr_JRD`1~NZup{EubFup*_c`A zuDweAi@9I52N{ZuoG$o!XQ&k)mPp4)RP&(4SOEp@r^R}C`P@OEnnM6UDG+|i1)@=W z^Wj+&yRCZi9*;E=w%Jg{nPP2Lw{hxi7r(x?HBBj+lf=T>A1s@wMY_yf8@A4*7ybn? z1F16l@c(w4ue8VolDADVuUGoTg+FFqpS+VrLX-y_soLk>bHUUNktjKxY=!H;qKXcX z5@7-m&0FhGunP;P3K*B@U+~8`kA8pU{c{K(TX`Q zv69;nnTcOb1yrj0AwZHhfeC?F=CvA=D2Q=TXY4*jHd9_p)k&HOc`Tuz#?(Xtq7!yMFt8e6c`Rv-g~6)g_>Hc*}C-A)qJs&pt5r$2KWsp zxlrePo*znke?EvphS@?MF36olL_zZ2puL$+FAKV;J3$B@8KW(GBd37>Yh%-}PBZd&7`_i%IfQ}J_u6vl8kuo5GChKMN{W!*H|7MrnZI%rDvI>2fGK*W>o z{lr8!SlxOfKHJ%{iStE;Eh2$QMzg;LyU?8|QbrkSJz(d-pBpyph@od$&Xw=$Ub=EM z2jm~O>^9$|NM1ac&TSjK!W=`wk}=N#K@XgL(}4FbScT5ZPDK7L9I>fLUhf#xciK0 zEFeHnX~I>oV0~9Y2>xpE@<7R)sJ7J83k{8NpvxJJZUeHaQXUhtm<7D~i)Hw~#m~8T zKVO*vxdoHvgVJ-3Jij!FkFwCV9vh?0k|O9u9eCF+)M9xfne?LD6o~&sgrsfA1a^z2{~Kpn5#2@E^)VA z^wFpg()rNhQNg#&&3XN}Ysmt{`m0Ml2^61BI?g?py#ey{5E@=zrN!TF!lvxG@lf8h z)}RFYNrThy?q@TH*p$5!=`hp`b)s zfRPXJ^K12ybz5GOj|{X8f?pKLmd2@c66zzoodRS%udHlwBPuC03{DHlg# zGlA@poUh>)^4MJ-re7~9qJAW2PH!9*SQ^Hbc{)?Eyw=N|^)zW_E#8JU1bf$RvmEMZ z(SiRbkF28vLs(D~-eR??bc>XR=3e-zCdtnh&qpjOGpbk;F2%-zVv4SE?rXJc36Zr$ z^6>3b;pY#-0sO_^{t>Z%oZte+Rm)LhSvLAyfDHsd-DcXCkCIVETY;$GK0JNEg0#QF z2yg_;DKM52xrLC0lo(EPU#TF52s@b?U{h+VzfL}65k8oJ1_@feiC;a$fv#;<;mJuk5b2e~s6 z&}YpS7P-coSR0Cmn9CosX40GW5gPtj2_uZ^YrKqmNEIGTf~_N9kyR62HojH6YMAp6 z|Ns9^_*{!n=E!aPMK%Yb!g3_ZVWtR@BN!S%?@JnNKs}Q4toO(F{l(f*c&UWbx4vh0 z3`-!NTqVo3!2+VOS_P>xq`mKpYmC?@C28R|&^QBi=VpJ#`R9E+)L7|C7Rm#_9KtPa zq${@!@$EEDwJHR#+`?X@HEuU18vt&-B zgRa~=XuI0U@~#?;i#@#P^)-~Zs4b34$s%F#clhz>s9y*{`5j}9X$^;_N4!6)YbO`S zH?^hX%hPj!8?zia6xnYIi}!^{NDSb5XNcYdB>kOZYcKKNaFmI1KQ-|DJg3I19)Z*L zObnPd*evIb)z_hpQohzVj|f!9X7PAP;|SfpLk?-s!zfIUJ>J9^qkU4m%i}}4F*RHR zEsT8h=N5Q|6OVe`9XO<=0ysYWGy2D?%AeFiw$2Yy%!8?g={zR!*kR27uAU1YV!iX@ z7X1dkk0HvQrSmFvjDPX~;Z=_m#%*gyPuhAG*MyJ9<`Q$n&)gK13h_;CJo4VQV_sNq z0iEO~Jn!`-_O_TZe_Mxc{S8NwE}VKJTf%rLm%YFB{OFdA1;Okm)TxO|ALTUr@bgR8 zTTVPRj#^ZoC|hvN(rYwjq5p@y_l|0++t!D%VMPT63{s>7r3LAT6r}`0fJo?}DV;zN zkY0V2UL_D9RHcWi^p4Vd38986O+xRT_lxJ=d){--z4!Z_@%{OYU&eqj_a=<7=G<%T zJ@=Z=d>-jLesR$(6L4E`>S<|&-QO82zc9)--H|MGu7Z8+d zEkhX#k7l1aL?~J}ozPf^*N`}!N2FiWI6p_T^AzNL6o4J%nq9$0;htJ8pTUJBqX42A zHF%!@+0pF5S@`E~(5#n8Nvj^#EcUMhtW=`tSuSPhkKY<(^q;RqU$MoR4hw2BsjZvG zlM-S(2WTg=W!x0xv|B1m1f?fIA(2C4Y=ZpZjd}^6)Tl)Z6`BKx)|ZLa|J8}i{NkU3 z{=Xkxx@p7zwugP?xECSOJ9-oAFvw5I$mf7uA*>gF9#iy;^6aZ?72_gMcWM{Rg8#dTls zNzJcR#K@(}*6xO^u_MkKCt67mv~}l~iPD3hDp3s84rnV1;AqR$90%-(I;5reaoj>o zR6rbj5djZrr&_s628Hk9SGrK@xuqMDaW%cK2Ut^R8>`{P5G*~1iS=9Alk#7hCq!?X z1Wu#kbQa#9D3yD~nP97i#6Y7E1@;taN}{(^1~omW&kNfJm#?TyBSYV3i&?MZ(r+bZ z-w3W&Ngj}h&kMnST28$ji`<>(4eLJL%xXu24RUlU={2kEhD6GaO|vHUtfqzWY+}Ii zp+(MUPT%TT;Sy2InHDv`tDW*+15Snz@{qMeqSzW7hS>&Z<$S6KZ9AT3g1(Xke9*Ho@S9B1Hth;3{NqavjsUF`mw#s^K0+lD|z+dx}2I<5K6DF}aqxh{h)Od-YOxM8-SK&%( zXvVj&hC0tG%9MN4{rlSory-uqdZi*)UIe=-y496m`B zs*2N&3Zd1`DD{=*eCgg>FVoF`@qmK*O6D5FYL83TG2f((hSj@Ih1mNih2y#S1$Cn%mH8}Yo}{mKjw;wz_c0Sv9gAFjzRzE2tgXsc z+Q#UDBn)SyN7e+=mdq>yO`=G0Ke|KPx2NHl&-(P0uiY7Hymu9>CwT?W(S+j^Hup{8~xs|A$r ztOp`X7#qH&LGD260$to}kE1JM#e~kw7`q$35-#zK98mTv6m=LJPdDFRPc7Rx0>$>R zv=zR*W$nEYTq^o(g(uKKQu9v=+j_PyhE!U2whurXGM^TH>5HvBx7&0&t9+WC-<>7t0w-F*uFKy0!BPK{ZI|WqHQKIAIIX5Rb$k6}N^C7?gZXSE&OWn`3i{e~>nwk$~Iw$sYcm(|s>1PBOgE30WE^ zPpqnT@HXl!%wBHv?G$bCSCtW#n z3^weayZQdD^+0iHB$bj%?Oy44m}rKgcM0lnqg+`oNN@(9k@}IHpYcJ|yW!>1V1?QLSwND+lP2P*XyleEUZp+<3TR2-eJi1>K7?u(0;q^c@j55^7u>T^q&98!r~ zluE@tl$C0Poi#5Q$skRj3!527OPefTkbOS2bn;V<<2wxI?cwfm`aiIizjlAuhKOX`Ic%Uz{soy(oqhl)=L?i{RWm{{T&{j>Z0942dPR1RD;5g+mZht|E|ACL zd9IdG(zdnoNsg}U8)Y9aZ<5VhURw*rzBUCC|EkFC9@()KB-AMgS7ZN%mcjeBg-{km z@O0`8_)?*9;_B*A1jIMvVUX!FriQXzDz{uRLEat5$L^;AQZiOuZ}ZB)y$LAWzJ!#e z%v(S6`E?WQc-A59=6{zUl| zTA4;(-hi6^3&n@Hs`Ev?aHEY(sz^a0>g3IYDf>F>ShUH`ud*f)>63<#S6-1| z03*9rnXZA=VXo!c%Lx0E;^Kvg?{Z?6rK)AC5_9D)4>~HeUsonKCnFkGYvFunJAc<$HcYzuhvZRD7&)227KkQujWS1dt2EGmp|bjPTO3 z?9tZCfy&~`6_PQYq~n5NBeVKB2^%Hy^A>RTJeyoDu5ewUrC zBeUAsWxB8Yx_C?K`rA~k3sGz?w=Kf-12cZkF#m*L={h=WG10&kM@EaIC(*WKK=X5auJdI1OX$ba4IEO_aH+~ z2jBD#MBen!bA4bdc-Q7CN)=|}LcM7CLxzFLB&2V;yVJ7}yLEo>>*C=B&}%AEc`kua zZtWIrsC{qf`ifLNMf&swL)o?M18Ndu$iSy7vD2PY<=!YySrG4^6zS~Bq8)K$?Ks$(>9L3W^!R(@ z8Sj~`vLA!XyZgx|%`4~9YflczQ}Okq^z;*`w%E1oDTG)9yV!n2o@$l#J*HC{TU@Ks zpA^A&W>;Lj!nEbXDoPY;JX_v&hqRJ)JZY@?NwPVDfl23=3tt$0f8@Ne7V<5j#-pu2 zB6BmH&o^Ahu3PPNTta$BrPDEWh3#nb10Wmrym~Dq7Rw)(qym^!85ieF+(i_cG2~s{ zQPB_#hmc?#X0wTFJRd=yX&1Bi(le>(5kN0e_AAl4aG1jl@oBZ8yTqMabs9_`7M5@D z|0?xonc;&6{w^CfXgfYj!ZRFBoJM4cycz_d&BKp$~9t$Bwc6{zs>j%J}n6 z37SE}8FzGpnU-Lyn!Eh`Dh`Xxt;~BXVHCmYcx^l)ZRbbvIPH&33zNzV6wK2nHKdZg zWQX;P+INbdygI%*RlGcYl*oR>StXv7;3Elea@b+&yKQ@~%!Q*;Ms20qGBT<#?iNOH zxeKEwCfNbySER$PIDF9Qiz!cK>!x7T$~GT6JP#NuGeJ0Y0!5$Mw@5@^sO%Oyw?Rd5 zG_W!L#VbZuN>I(Ax^C5`6~z>eqv9RaNt=Q}x-0qI`a0ik*}Y7!9y{k!XZZ_dvFZS`T|@+qGtmiLEC1U$F!1bnSMAq{uBV^(i8t+nfBKFOd07VOENYIbxva zVl<@T;o$uRV&A#HVd3Zc!H_po3(vp`^NF^{F=pmFtmF1mr^kR=ev7B;85xEW?(KG1 zptg})#l&a6rlp81i)Y=6i6Zt89j9uBba8@3`bHxrYJbrLoe&aJ zK6Q^SdN~X$IdekPyhinFN7ymK%fGdjijC2 zz~(7ujA4o^PKjQWaa-LhNX(|%Buz^~-D}r6OncN*Imb;Q@YL)*>?usJ>`CYcW$62g ziiD1Fl|uQ}n(k!@TtG%0tH2wJn+p6oyb>i@UL0r3X&So=ynVA4vMTLCJx~b6=!4q~ ztqr_h=~jaqrzm&)Is+|2&EQ?WW@v>pz_|NIYl_P@VC;`UN&A|ixg@7kIV zw0gAa9Q`32nksVPT*?Ion5(y{lyC6Jd?oR7WD~{!)LVUw6giZ1Lxr=)T>Z&cL?(5S z%A+NkD^jDSRXa6h0IS`FAQkj{y}{u^IRV(3zqVch(CcXzE2U!ix$Ij~QJ__#-;k@` zcUn5f?~=(7>Q7w^-cjt-R3r%*MTxritA+EB+K1^LodFx>pHJn?p9YIKcZHaed72{3 zQdBXiSNhBn+2{HxS->R3{t!Ndd6Z~s;P|BIFcMRC^~o9%ka6C%`VxdI!OAR)D#=`( zac8&f=@wB+PprJX<|;)Of3znR=`^UUT68_Nt|V7NO%*+G%%BaCmiAFNr{IvJ{RSF( zaHHhdP!Ugi@mFPRnu}If)bL)%vx8c1hr+Z9wErRh6J@s}du|fd#g8^{>}TSAai?Db zQG?9)uXUJbg|7d812Fy`_>Ya=m#!lpqs}gqdY^X?v_E}28)4lRG*nBs{fb@aE0QnA z$MsttWSR+CQM^wcb)5dus>M{kw~{1$#u~kNrH+zh*k&v03tHgLvAb96RpnIcXe=%A|=mz%Bz*i>SVKCbB$VrPTe;S}4l(RBChSPA!n)Va9HMAlwW zpW2Q?@Ue*^4yIKR&LSTR5*NeLq=Q^(S*tjIq~?VcC=55AFO*xWdxa^2)*j~>-gnm7 z_Zcy?7)x)JF1I(bc3z1Xa0V_j3#|wxLf>wPk`>F2$sCz}??3SJt^IrhZA|s6up4xC zRUNS%>Esh##XZ}_L>aiwJJ|42m;b<0=Z}AatWiht^(qX>6{;5|2$R8}=!JWSpwEq1?@ZY|98C8H9NjIr24yXO~?tWF`9+gx| zdhxIAj%rlyz}E4a%iB@EP7kzqx}dXHMtxDGfBdWCm?6>RUFVP`i%HdmPARPI_su=E zlE>-QOO$3^d~qP@ttb|#Y9>^N`C79|?-w!oNu19{I^v3=ia4|J$8NC}T96UFq zDWD8=B}m^Y(e{vCcxPUH=D$VZKTn9CgiKTvG2H6XUi;jH8|0=QZazkVxs6Sr%Aoti zaB@u#LXJED@L-wU=k71d+xW+_;(-K+ygb5qNYHwKm=Ud z;P5Hn0cF|L$I5^XzNBiE&{U0ay+0Oy!Rg@qtIpTzRLk7ByXm4&vYQGrLL-PMKYgFv5he96|0Eq-Manm(1EqMkvJ$`e8E8l-`>?`rl&q*ZB)U zd%lHCe7}SM{CuQzehrj|NjEVY{3+c91%F9@SS#KWRRbKHufNZ6xD-88C72?jQ9Zfh zuow~$;F90c|L(Sx|DLO=qh==CKwF29@Img5{^ne>Ss`n&_nIn1#>2-|Asn^@E4-Hj z=lu-(c}u1C$e7d{bN)2Zoode{M=Ec3hAN0@JKy}Mj(8I?EB27TG2rc#Hsf2_W2D5* zgcwbF#;&(3*MgOG@@(U6ldftv9mUZi?=TGPa8kDm=Vc8SDRA8nS)em9js#wvYmEM7 zW@ZhC`2!)sIYI61F8?mt?q4JOx8n;dJ&80}sLIxwNFHoq zA*G+TRKe?M_r=3V=Q6h{TlDoYjB=(jTrZM_OdTq|62aTS_vJSV6H84Eh#&4zu1k{o z+?AqGVy0@6DKb>4!QD)3g!7U_to_ zs4CljR!$~{V5P8Fc6oE@AlZ8}^%j;S3k%B*Z2anr|1nJec=A!5I?6NlskR|*WzcdZ zAl1}tEW&f>D8!P#%-XD!qes~edf6;qBNF2TeVaX}zQ^DhA;JIRf+%XIDu87qlldD` z=q({%GS9qP-BFFD23n$50i?fdVI|1#7M3n3I{&#^QyIqL&+-y(qBbFCo9mO8CyY|H z?s~*ShvaUy9eKULZ7Ngt($P{SS5)3y^ipktrawBoK3$j$02@rHpY+6NIkP)!?}q0Y z*eAWoS-Bxd>#oaR(~T@O^3c%Dkg)LCyD&I&$`CV6SpKA4*F36pLJFYvjF?|sZ(RO$-H~0XCy@Y#^$3&`7#C`Jy%7M}+cX67zX4*doxnf3h zOeDb%A;9uP)MW_jI)s`=iHzV2dhf*d#QLgQ0&|noDODD)DXgrZ+PB$Z_A_C(Ei5RG z6WY1p$f9$lD*}*n$hP!>jW^*xLuR2c-=^J+O{ZQW3IOP@n^iLrU$~eB6%3F_ze zMJ5f{qa>>yPHV*d=$&n*44XKO@z*^knoBp<=k(v{3a<0IJ3u7@zLah$f$m8*Bv(EO z_l`wggK<0iZN}jhcXp}5DcZ(O2-eEKIhMDSqg2}DWN$b_$_;-$j=hpC` zV7~In*Z(@jC@3y%dk2^o{|$3i84V53C+pLm0st(yI|K@wCQ;N-j#Qnas=l7SP}3U$ zq+qX$8vb-SIn-knwu9!9JQdE3yfXJWI9nWIFCT3^Zu~OQ-+ISB-VH$IJblkM!gD8BaX=@)wAL@y)zZ}l0d z%H&ebNvqB%?;kKmJdbU9#14`plPl^3TnS6fvnAeqak;HRZC*Q~^4Czex5sFSL#uTg z{@zWlpUNkh8w5Q``a8u%C*1dv&S;?LI_{G z%l?ebX{;zS%e2@pA(k|p&L#^-3yA=tsHw4$PBt2^=uwmPqFF15hmB&I#};wlFt5`s ziTj~IRqo@wa}(LRRyuXT8`;-G81CvaKS5~ zvWPEf^kw1l^5k+ed5s^AmP@6EtyXJ4Z!2$R;G+zLA*q<7RKj9So5JuAs?za$WS9nd z-PO!-H8&BN*9l;nt zltn!G1*s`1$Yr>INn`Uy3&X3bNtCgCU}F;~OoD|Ag3k2dakO4DdcRwvezy~EmA z$6gyDqbs@X@H4N;f9py0trIf*bx?c%4-pnNu8x@AkZ-DOL^wi3G_1>^2%P00Lz@+5g5LW?rMCq$ zQJV+`5K))OKOB&k)b{e^CJ4Fxzoz{K9y`UV`zR*G&#xx{Z}>S#S2?)U9b7=~H`-W@ zAXFMIkLobuj&c+iKJ(iv z_n=4#R|8SjjG@a!4Fe@Mjx1S-mpck+7e96rrfX6Z;9D;vCe_%3^%ZH7@0#YxEa7P7 zXPFV_%?WPf0y9 z0LgmPUN@Z5cb#0ugS{)qJP9KI%d8>H`lHyIMiNg=II8D$SLL^b7G4rVz+lUxN|o(% zmzgw?eZ3r3N!;+gMq>y|U%#mEB^K*YjY=8aQQ40<1ro+lpyz6HA+SLbHO!yYDAb(5 z(%jXq!=Q#x!GA})TUA<6d7&q9krA$ml|1$xa!t^$k zDChf8pFfTZ?&W9!=8C$%Zuxn&$f#~vKN7XQiv*<$bYDWEecC@W2LGdj|8MqdruMxdnfo~gLNlQj9)#|*>COkEbWtWm+2cx221D%8vsmTA~%N3E|P zO7cNC&>cYSfAO%1p=yF2EOEE|#>!B{mo?%uP^q14R!`hyPA|yq%;+8mjz;qExO}Ls z?>!)ivi|3~Le+lBGi_obDtD|b!|fxcOa$%{NVP4asFw~VC7o~@(-;Cd!Yb!OqfQ=M z_c)OB%rz!pE@UN}ppE95tCw4m-RY%@D@<);kAZ47OI-o}9^T)1lNxf?q?Y&Nc8A@2 zhf&eD1_0BpneZPN z=!LNkCxI~Kr0WoM?^Z?9({poT*URyMph|27_^@|z1+vANXV&N_=XIRGyms(VriGjR zLLAo+x3|$HEeXv+5_Smzx*iG`LFF&aLfQ^gtNlG!!R z55^|m%w_L7dPt^wJKnr_e&MF6)cz*0!BejBBzShE4eGj^nW#Q%{-oLI#z%jWeO_2x zwUSjsC+`@@oo!xUljlRA^MJ{Oc8dj2IrW)e-3_nn5O*xqlPcx@Qa~m|a92=>{ldok zf1Ia(xJnNi=?z-E_OEsEUlX&OE;p1+TlBn`+IcT(jqXq^Q8>Cuwk1F)_xGL`Yyej2-JRj)A zFq%<1)sYy?Hh}_Of+A9@{-pTf7qctd=DL%)fIb_3M1V+U)OV6a-&M=U63W&7aeRNb zMJ6jz-N%s3leCC{JoSke)i=vhuUD%Rxj+2;InO&Px?fvCuFqD77tPgEp)2?Pa zX=+$@M*lh&RpN)5pQtL~(i*gxwUIJ;wMjPaKWK<1WCgL9?a6N|OoMVPkZ*0*va6#}R~}Wzz!(TWs}M?SH&nH; z##!Kk0d89re}R~W+Xgzpt*O@XWULWFr2|4Hyc3kZ73M*IE>m1w5Ut&c7!oykSXxjj;VOG^0>ndb|6Q4ccnn#P3@HqpT2TPV2ER#UD3N=#lP}mYy@`_$~qGR zm!y}jW%cQ8XItMyR9d{;w#A~g&g{q9KRNeQDNKjHt1J0Jb$brsqSiMeF_tLmFQFff z=OsNxP?0jt_kEuH5@w+iHr6dcs01CM?%0q2NimUjkY==NcnwvimT7$K*ML(>y!cWQ zHjs}L@{2xulq(UD5p9OaR4JLC5_xo}&Q&TEExJZ5d1!T&f$*lW($dJCZYO!SP@_}l zYMW+tZpb`gCr?NS<(Ckn`V?%9;`FsfIv{VbW{PLwv*GfEsX;+UY%<@^P5&#yR2gR` z8uj9h!1c~7QG$k0E(?QjP4}+E#}oZTB;0y($`t-na4dnf#k#Zj^Tre^Sa7Sav(xl5feb1r#)@`#=FL&EXW7#T@8|Z~a7*%;$a%M8p z@Hk~KKovJ0>m#34y|)+mr3s~}H?-qG8A4=CeL5xD(OezS9y|xvv@m33*6v9t#SbT% zGOo#zWLv%wIh_Bb=tGU%PC@d+m!az%1j}tUcA=x|Om#^jTsh9(e3gqUM;}fe*Vb5= z93&K@=A+28&~s0#Jm4C?pa^{Wo(wzN8^hr8uzNH=DrYm7m zWQgtvUA5EU@Z;G2QlSy^fKOMfL8^UXVFE4qWh&HG-|0rC7F1^<^3v6f1V579cw>70y{Le6|Pa>LhM zF!K$;T8qBHyY)6D@(Mbn>ls&x9`))oH)6QbO!;>4^sXU;#5 zYnL?Thn}t<4rGb@4n-V)A~kS?TnN6^X->l~8TSxzT?ug~CMU9=T(1kb)1z;;HkVV` zWhwG29iTJmz?tfcv1pcWras>7KwWod`IX~$AVk)*h!97Rjvw{`Dqyt2ypy4)3G+u? z*|=W!<6j!FCvQb9Nz+{HrxeDIM9!UHRvJnMx#7+~ne_G5YflPH#C}PQZbJvIITtR7 zpSp?gRte3VTRfM(JFNo|10JzlMy`K!vM%AQ*~BC#EH{7!1iUtpfpD22pfDK(omW6v z56yhU_lddonFCUtA(c{@IbsLm5Qo*{0zD$rW2w}VH{Ah%JFowKTl{US!NPiB>Gn~pJ9A6-gY!^~ zgZ~IkmED9>Ik&KK^Hq;AEG?PiLgM2|IH%&l*&GHp_*xrR%tedz6in+fx9toCra4q3 zsxxT%XBv@N+XR1eTZjx~SeNX3jC?2`t>dhny3|7pa4rzh21+0;i1}QGWBUoiMa38{ zi&MA|$m96hghPu{K>Le-a^c@Oa3hQNu&Pzh0=Yn%7GBi!Q>F&vGH>+D*7>w2BIc|X zXKw)nowKu_M8;_%*DO;e5lhOjMzk^n9MJ%5lnDLO8s_RvDydh_)s1x-XD}_~2I&y$ zw1_SuvNGI;RVY>|=iEl}&Tq6sxN3F>ATi5II_r?uC&eBtf?vN~CcG7xb3JQ(-}$x_ zcPO=_^F2O}=;0DJP{n<(0vj0~L`?d&#ig2m@}o^6b;u`q*EDEpiBHWuMC*&KhDK8v zL;3{QlDH6*R~RkEAz64QGYg-Ydi96f10iGmwC{uA2WogwtUz9suX>z5lgqGBMmrla z=Ev6gy?iD1Qt&2L8!VmpMfw!uvk^xvRzdz7s~YEy zaY{nJ{QNVHpxd+^nGlC`c2HEJlV?d*pwl~tKPk9NZ9O?pI*JXsXl<*a7n2?5l6e;Y zq^ND5PtQ4%{=#?2FL@mD&y7Y`jXFltA1u~@EX2FT*8`o2dzYPHUnZQgESf*1R-q&@ zKx6DRi>0waJ}c4;CQej?U|N}`-^Z=0bA75$DNomV;TY?pnJEKxP$ca-vyh4Q`Qq4L z&s=05jM&nw5Ihr7O8hj_nUY*WD}Umo6vx=CR9@H;h4#SFI-NmV(}mAudwAFp`s@x~ zpDHLN2-mIZZ7=hb^0-11-Fj$B2Xh4{VeK{$`sp!(o&8cZt~hy$>Sc zy5->sn`$q!3`H}W?q=X^oUj~of)8aVjXkuZ*_A(~0a?lH_ta5QF8zN^mIn>G$FG`? zX9iVgGxJBF2MJfEAqI*Dvezd44*Ui9$Xz%){J@G=zIfZJ`6^Z!+m+nzJRe;hZT~%Y zbyDxRJ5I#T=xueTvw>!lqHy(&p^<@|rXvKWxaCTNRDWEFrVASB-Ow&;NoSmlILK=j zenvwd?p7|;!kI9D>s$yF*^Q25&{!CGtpw-zTJ#FT^f!ysw}Q z2j{s9NLJ2ivXAY~>3bAAn4|u8=4d(eU#|Rz#ppcXNZeN~Q?Feo5s)bE=qt-*%3&kH z z9pEDG#PL@K@=~yd6ZUXgg+q+v6^e(A{?R)TufEhU=gAgj9hHQ18x;*;iQ>m3lBCnp8BzIMbdW z8!SI4tvW)Z@MAk*a-+s&Z6w_3QaJL}tiih?$x!#+V|}g#o{w|6hFS`aNcSNuw!BkS znKPbUxI9{>v`oD0^3@Dm7XAI#+w}d)6BHLVe1To zu}vr!?hwtmvDRStewCqzIS;_Emjr>&9X+OWDR#fxT>k``)r#rLSsmKp?L}; zT5kkw^Eyo?;-24C^X`3^)n|-(u7ntB;!ox5zyggyU&ku%P$r=k@hfUH=(PD5j3e0C z{lVYp7cS7*SUNp#o$8*RpdznR@~iK40komEWFSF%?+;o7`i2pX3Uc2uyNYJ2bKjMj zVZ6burThXXYcf~!H@$b70A=9CON9^bhj=JW=V+U|{p5X8@S9VwyOyI8CYggz(S$<` z9yZ!#86fVD$A)iuO`o8&%&P#Lvmw6o@k?cLKzcG)<+SY~T(vp%66dcGs}+43bIlcY z1XkI?jlh^egYh+_M#qcJvOHcdRbna5E{+yrLqMy&a@vWH?~fM0P-74r50tH@an}Le zX^i49-1dmmZXeNT)2htn=h=^_kyg|Q7D?sIC?neT9Vq=%;r&vU#hT3PHDz5#0iQ1d zv{fGZ_{caMy$CBV%-P`wAD8pv{^F&^!A7)?QhVDw3WhBlN-s~U!Lq^Ewjn1yTff78 zIyLLGLRvv>7`udnWOX4TRJjIs+HSz_m(e58A7;$z9@(9Q?`Z4VKqLy9%O)-)ZfP;hhlQs5rz%&zM61d+J@}}HpvRxr3m~@Was<4TPbnwFaI}}P zC9l%SD$%bp*#p@n!SY@ihtlHeT#^}0{O^Zr5buYFJ1}nA!xe9D48Ox~&$9uAo^f8B zuI6Qf2lI&;Tc-&n->>30*}hrTC#BGtXl5(jTEE(zZmA*2EMC1lG){%Q_l}D;SH8JD zTu`DbMq)6C+*)krMaE(+zWDp?h4RY8N4eODnPb&T;UfbacN7Ain5#RY!D$_3H!=sP zqWp{>+~VlpXe^8da%D3@0M55|DS+OYWp%DLkJaE-SUfrbWZ6=djk+~}%0Xik3KS02 z;50_hX+FuHAYnhYe)Dx6(Y_clnkh&bOY|Q-`9^FPj~`)6;&sKvCV&88#E5%N`r*@2 zjF#a7$@WKr=1Q{AxLd8w`VJMZ;t=*R7N6fGPKI(tNxHOV13KYCovebzR z>MqS@@m@f`8ds_k;Zpo9qR`##d68|}QfOMUfLndn@FRCXE0oYO@{nn~>ut2=6ZoGL zr2IWFVij3j%Y(v7eBFdwOVh zc%3TP!bipBANIa4+*%niKC0g91(t(HnHRKrh8`3&cpJmhV?w04Gm0WCRX43&9MQh& zcaMaGfccfn%13;C&RuZ@iLFz_#23i$R|GZnpbB=FL;bvp@5`kug(jIFXvmdLUD?nT zrn$yL&g5=}i~VHaN#FIy_f3ktawupTHP1}O-^qOTqD zW8)o;FA$?IuN|0bzSgxP*y)e|LTeO*UR9fU4!NwPSXgAw*B5FkkwlyX74Z?UA#ho) z-~VutF3ilKs{KVt5Qw^cnmYM*6|_Ua@RPt9x)VDL;QUr(h+DgkvEfV?Cjlx{?%oL! z32-|m6lUor|1GvRM%kj&}3bDkxJ&jb zFtAA5*tUQ6>34}j`tHiESEE_eJ%>iyf%b?B1-@MW+uttq>Z8fbx-!!6 zG--IolVAv(EEy*#2qOHKzn6mR@@w?j$I851z53^do?u93Alo<5|#0iNre*;aV6`3qnRX<1LLVb z5k)NJk)HYkseeD~kp`Fjc%a%x+G08N_}>gMvd|wuE(n=rG3aVN1%;GsmWGC=mi7H% zWz#5p<3coWQUju%^T}o|8p04`W|V|InIsq2vs_DLax^#APOCY^2lrkc(nV!UJ=0sxe8mM3sXxhEhvupnGc6ZS&4eG_1~_J> zPCy_)a$`65-@N(l(La86^MpOLS|FIWI?E2(FOvc7J6}{H;`Bb@@z(k_vOygXb--`T zUljJi@bIheM~Nmjojy5EP`lv`CXl9Ol^AG7*G4m#?j`SWN+EGseLMEv7T=-QZj_^W zqniN=dx!pR92`X!g3$aOS@0#?%<61#+2ddCM4?Nw_$7b zl1HJL&2b&S6_ejn1niv^t&TWb#H>Y@OR#DSWg5{K)owiFbHzO$7kcJrA5>U(w?> zMx145n4~lNdx5Fkr?j)#ycNm^T`qeS^LS(d4YYu&_M@V6iA*u+R)>{NuC`xJ?Wef% z7kyZUxxpS^d5^bnX{(Q>TQfftf{ zU)ow!1Sef1#pKO7=U`eehkASlbaIOF>XDa4joMI79KJ)@i0*X+iA)1rY$q^2Dh~B= zK+U|jjKzrdQ*@_bx~Q3tyA@eI@+R+JV|>lmUN&U)yF!*?o2zb6WDsp$BH!j>D=VU0 zRd^kYYJA^$Z;J=#OH-}XohaKK)EyKlg@e3gh)HAP=d|2rSQsdfIay8gpLiHE6_K8Nz4w2O_n)oPDf8?x4gPYnwgvfN zLe_sdQ|eljd2ylOIh^GnLSzNjs&3@S99_ob$dzZEt<@}P=~Zh{^zLP90N38_TSV9> zijaDF{8bsh`9}cqPYPw-Q2lZH8sVCxoRlNfWK4?!+G?(j7B8qFh*gi;mF&XF<>+)M zft0$?&z3CCVCG%b9d%BudDRE?i#-xL56jm>LMJj^flQE>pC{ZdM#W=a%!4!Vu z$G+=Pmf@Ch_x?G5x~Xt*!;+K{x!~9va)D{L^KneZ+64$heS2x#-7on zN;(&`aC?q74iv24#63^G|5?u0#If|BiHZdDwJ0Il?h8Cb> z;M!)>lJrbm&aI8{7k&mlbiO=i^E+n&uyB}3zNb+2^jm-V`WFIgr{@Hv$&7NGdYOZf z0hsWhcGEJAqxxD&v1aCUJm#Ir=;B{5sgF-{5=`-#gQIcMDV34co!YyKbQl~4K%GDZ z5n>mVVT{7MZC)a$2!DMTojdGa@jvwNPIpmf(_Ge4vTMc-BB}8^G;`I_a^d3s)R|WB z`_{r(@>X$FxSRFGOx>{^1A+aHcCF>28G|Y|RhWu1sq~{$!FVd?JW+K7vy{=}J({f8 zfv)kYoC_Q*zVP9Ix_=?G5*)|l;aSW57LHWbcYY394eT^0I*%^e_^ZFM7KCdOQ|@H6 z6UNDSn7mJb{>!*hqtc>eqvbTMx||29gYUpkirR~J_yAlSiO%tsgBw8*hc3ZH4rzam z;1ZF_7)RBRe6mwu{V>$vr)^QW%#}YWUWm!_Jces)f(TrAXd2dQ@a9Lu+h0EjK1S$q z1ZPM7w3bf=;{C<`c)X#P!{_#j%Y%iuaz%%CQe{Z$=WTtSshHUpO{lN40)kF~nrQhE zDzMKlKkDcJYcU$IA;v=0*XBfIQZMtl=~_gPR@kzRUtH1iUZ^1n%#%^oCIV>tk@@aE z#<5vrzPpDTt`dIj9mAyO?GAj3M0wezawAQghKP`bB~jMNRt zY0GU9auE{`Rn|`?vbuI25Ec$4};Q~BF{k1EkrdEud#i zMnF({7(#{;h7cHDN%u3k?{If$kN#enu|0_=lw7&33PcSxKXlANp*8!noXt1*V*W1{ z65f;AO%9FkCGadmp;6x+?hX4@3ATyM06{~F1gJZ=upd#7OZ!(FW}y^LwhJ925a+g# z^)9uw#4UYl`=1zpM^teg5m_OSy+c3Ennl_5C(~JmeqFl$A3RTcoOXMgbq*P~5xCJJ z(nBlGxj5oU>)s6u=&EX4gFt=b#VhNyR3 z^j?T{)Lg`{yzzrlATW7pFuIY7OG2;$L``IYEC|t`fMipUgWO5K)zTbO%%Qtv0OmbI zpq=~jBtQWUuRzv<2pQ`(k)^en_Dz7S8tS2i~opGpD~`5hc`7Z#z$Y zMFM0H@&<(^7S*q6%1yqf~Ezaxe-PoqX9iY;VICFfXbCq!a&- z<6TQEEK_mkKjRf%uXkn2%`#LnQ(Z5g($2=uzNAq2_CW!6r5g02I}jl<^@~*+IxaAZ zMV=QV$=R@=e~iChKi?%9_lj@xmg+ii@n(C&BQVe7c?H}V;vFl%&;N!X0vnP3z4!5@dd1?Cf;wV`#N`MIr*Z4{fq-LE~yxuJD7-z5%zr~maN)H!35 zd2@Zz^GAXNh@0>rxc34e>=F1Kl5d;QJBtk;W}e)+D~4* z48GdP&Z_gREVv-)#UmIOaP?G|<1B0f-r8hncQeqWl?`y^IAfwd$I%^x;e`$R^~bLF znBqNj#-jGZe^atd!xep%+<@!{_K>5R_57v0$Gf-O-&3$=g>NZ~2zHEKd1({O|Ks4W`{c9(^;aT}$AyRQ6b?0&4$qS++Ozj6=I-77!+Y%%( z!^Kdx04po*|CsE5mbf_&ui0L&DaUVoLBS^Tv(mF!Ra_orj@g ztOuE6c9C4HBvdkK9`oUgCeU~9Y%cTP=1=WalvFCC?6wuJxp`e|34toH}um8vo8RLH%(#c^^ttx+5(bdsl;h)CGR$ z+3FfnD(QUzcU+b(?0^|6S5R74`hbU8siC%W{L|0Wt07fnX(P>&A^Y?OG|xc-x)x(0 z9;N*7Xz%Eif$vrq6y{Gqdxy?$wg_CWJ4uYz*ArJP@`Av)*p`0_C(HF^J09Oqgfo z0&*y8Wv=I!!Go%CfBSc>?!9?t=J4W0u~`Id+WQh6wnC(zapJ1Ph<9o6D%;U|G*xOs zE~oOkIvY+>zE%*FnDOKP*ES1iJ$lon2PDu>dCWh5o_w=Wtf7}^T*-!^O4w!s#UDq| z6sP32G9M_;oe6BP6eYmiac}t6EqjXu>z^MR>1?C;HU?}(BW0f$mF09abd)NB)~y_G zlX0UoprhVWxT&s_^cExc{&qy57>_1vBJLYOE3%^!p-`^6r@c+`Q zCC1FHafo_S`O&v=c!x3(saE=SO_y~7Mpa9^=Pw=9dJFsJ@8sg$+xP!~tDbM77jAI6 zhqs;%@{b(kR_5PafZ%`dT)~GoZ}k|obJvW2_#o}p|KK$xu#yEU%4~cc=d;2l2>CFO*vo;LOYm zH|OweH8yDu8bJ+Zis~N>`KQIKEBYGNI$|14*YCJ-uW}FDjo%YFsp3oXyYoBmsX{(O zQnwC_+O;aD8@nzW3MB*?=-y4(GivK29JN)djam!C%7bCCroS>P7K;~zZxKc*E@q0) z#&^J*hga*oO2pydysn%PMl{=tJT1&u`nQ~qvg9EDn0iJ;bap~Z^2N!*)~~nZR=j)L zeNJX8QoYKNNI|R1SMAKLl2`g?<6z% zrp>kKNEF7I7;nFK(Z|I~`Yu}#q*Vfiex|nw_RUSzp>0ppi(S|988fV?=TBN}I#dM@ z%`>6_tldNMlX|J)fyfHI{lP9@cKe{5I*Z1m$MHhdT!P#g&S3kDhOL147uv}}oq_8q zo-7GTsT+$UIKMuARnKt8qXkYnGeHIe?bw|ZQ+0R)Yb-#&Tg&WNWl@sf~smDf3 z1IUZ$G&VCf56ZnH#EAvMeuc{CGxdA1tY&;jwa#H~ZMv#o*D)(M+v8 zE1>GAB+VDUhu^tUG&x5As;32epkXWE17pc7!$kKf%P0f(9FC^WW=i2mFJtwcNhT*c z{?L>&hh`tcnn@qE0uReTl{yW{{^64FRov zN2*G-G(Z(OUZChvtM!>3m3mZAtH$vbop0*is%T zF+SlyW8#G$n{gO$&bIUUadxB6YX^BmhW4R;f<2iSLgjlLGfUjl{y-R8&QgCp41dEI ze(R9s@aip&hbi~6s;@*O^ABEWB=@tB;269IO8;i7+xM~j(%m;}lM5qv{@@w(O6<&Z zkjca2!ltQ{6#1**#|QvxLDK=FcL?9aI8%erYY!VeKZ8E1o3lnk_p7W%T{kL*6B(wf zptZkE-g#oXshQCDY^{=gBdGwTw3Q|RRk)*mo$@p^M@8ZB^?^)^!!!0?pET7`7pUUK*Gv2Lf5rwf2xva zsD_U+*VDJVQT3O4f?B~9(#rX5b=OrYUyas>zhU6^O_Wyt zjO4gr_1-S1C!o<=V5M`mPO&CPt(W zQrsX(Pi$Q6Q}(ArvSku_17VNyJA&e3-hOq-FWQ<%?KtLam(*V0ESrYDcU+t!mK#w= zQ*T5>S1J~XSFW2D4tarq8vD3{%vK1w(-SA!+b-I;{jOEQ%6j2&gm_mi&dH+DwCdfq z4dlzYN*RDDV#1S|Rd^b=fmez!LDq=A@Kz$#^|w5yR1g`&Pz9cdR%TU&xNb!<(gEb% zz)_4g!FTH-#v$Rb`!N!KLm&$k-F_nxX>caHmT8EUOqoeUc zH9;($U2+x*3JPz8u(e->XN(qeu;*jKYZhZj$d>8B$~e_7!2NEhunkvFyx0&&qEJFu z`n?bg%#5@*yhOnuw&anH#0v+#h*RnB=8Lu$wBFL5Bf*TkFP+87R10$+ple(f zQ+q?91@*C`*|M3$XxcpC*y8jD-?oT!F&5c73%LW<5Y_KL0Xr(Vd#cyT8dOXF+*47p z;-69{SSxE~kBsVKaXPbG2qT&STXxAJ} z!<4w|Z?q|Qge=1F^~VMi%XC!g30ewJHNyf+?Ycd#`tg>nX^33Fh6Vo(_KSXl2dA_H zu`wjtiv1mhU!tgFr%S!pRL5vBcVe-oT3%N^yKt}aC~9L!q5#VEWf)-o2k)apV4bZd zB6CQU$H6T{?XyBYKOnaiXMjy+P{S(hf9r~C9wz&E*wmqq=T_D9%+e>+p!q7fQ&qZEJ)8pYU z`)hno_|O{pNVLtE1^!#NETuX->`YR$+CpKKIoYrMGwEj`{i|I>|6Y9Kx_fg;13O3o zj~JC%q=?@rju5v{z+Qx(RN1^0RR3adb;k1gjFM@r`*cduFuYVH1@xBdb^V(ZEnhYt zk~|3_kDkjXrhpT7J3SQJ@Aq1pk7%lC!eXTskpMj(5FJu0S9Mc≈2RjOCO5+~2|B zu|}>}i|PzTO-$%A>utE|%7X$fge^M4{EfCv3#xuZPV&v@lQY+MOm#(MWT^^)grGS- z*1417dTSLg#)Y~Z1WzD9SvhCp8{Q`S8vn3f;AJV}s}9H4q*i^_yDjh}E0E> zXf@6K%iKemC4jP0bPH1YQ`4KjF{so>+rPG5vlz{u5Rs2(f4<@qz^b*S9=cYv0(G{` z_neXbH7|UU8B&5Gr7O`eO`^3s#!(_TBx5|~kdebFCORl*? zPspB9S5ea0@)XV}3~fP^k9_7$ov9Me@@ntYPw3Q$(={JYIuEjMT}9TB(-HpTHa_-6 zkeBQrezYu>`~i{{`nh6-u&#WifFnWtt2A=ZNPhfR=K*zKa$shz_+q#Ko0m8MvI|nJ z1iVPV-K!p8jIv*z#DCBDRS_2k0| zay(elA2;Feqa~{QIISyar{8_(beH7zCbaO*%wqejf`Z2_#H14IRPyrG11w&#DqsQ& zLME*`BVt?l-O9}`6>96lf?6_;`hz$()eWqYa!WvU?6C|xQcEM%wEg?GKfaenihqz8 zBji&>>rkNB%~q`o@(X)nWk0N&lQ$8gG->it35cP19Fzcnh^P@@#9AMn3Dvv+t$&}4 zrWWM14%re?l2rmYCgif>FhaNk!QoF&QjZ3=A53&z*o;l>5*azCN+C2H9?}=uiT=SW zM1SiPjWZ4d#;*5IiMpvWA%#`_w__;|s`S*!xp7+eT!Z|c6aeiwrMx}0d*H0yAWSa3w!bW=I1)y3lzX@nuV{HL7a)1Lw z4$3DA>m51fDy>=LQc{@imF`+FWi#|NrdT-Tvf<>FGPrnXN>JJ(zsUwC{8KO~97krM zfQ`cczf6SpoS1bV(YWt=FW3DKo-VqwF-xUq)J)QGi0ehsTKBNEw7ldd(&8-)$x?en zdG^`enPuM4&I+#Yl(uzEoHpH2UCXhjNU;263$)A7S0&j>W^ksQpg7lyfAsgm!Mjst zZs#e}Gv2iHi&9y99VSm;&XygO>6IMUI^kGze#Ontd?_h3chPxq=KHvsZtME3Fo$Iz|?eCmVcQEq_(N-iUt36>(zB7MQ#gY$E>C7 zC_B+_)_#ru&!3 z$B&%V`fdzh0n<*XT$LoYpd>C$Un@?7BO)Rqr1P9=hoSOkUA1IRJpC}evq0n+mYw5R z`*37)WW*6}JU`OUzD@SvCUlbFSv^_T|Wz+XQUo9C`om%O7sfvQy zdXeUiY-(GxU|)zB^Qw0zShj)!4|4zU5Gv@5*4_fweVOI9EYY$w_AV*p{ZLCE|Jkm# z;xe)o0qz&vu|su7quP-1jNR-B@lrY)eu6CQQ2{B}aXdOUGLjzRp|h5Z#=Sqi8;R3K zJ2JF@j~uNx-U7;s<4Pa)#2vOIWBp>PhOO5wfhY=?U03F@S~=9i<*OyFv$>{DkDMAn z|9)>A+F;XFPQm|a@KU?TaLLiGphT~noQFdS+@Q^DrrJT=D>1bL(A%Fke!9AJesv-$ zTrc-iJh!PzI=0CCRx#{W=t++A*id}Y8+Py5IK{Qa@+tj>i^~*tOlR~uy;c&VoU>N` zJ1q1YW?{6HG>&PhxA*$~*P_!`CkA_&-w&~qEkkNf1tzpi>0%zZSoZ@} zeku1*7e6LW6Oz~4i2<_0J^4sd=+PKdQ@W+CoS9#IR9uP6dVUek=)mIRD!p_WMZ<~C z534DfNr^76o{sBvv4yryG~L3o38&Ol01h$l(jE%&C!Ep@ejeV>5w`v~cL+f3D&E5T7ZA@+XE(+EF7fj;c|ym zW|m}Zjv?1kvDsL=c6AA|%-7bn>WaDL;JjY-_Tt3TNoIttIxV;#M`e4BXJ-)rem!T8B12(jS(F7CRO;oeP*R^n4%+oCy$GpF zKqW`OdWy-q`b19!XA2(#Nr3DUOF%(Z8Hj>?fOw^=0Z%`c#D zeS^}f`#(A^4b@w~gXiL^-Mwyx$Lxk%|c9n|GCn@>)DhoCgRa5i7t zp{~_t)I@UI)yqRZ_2+nuAO1~ac&@~6j1?nZ%5TTjXWX-&6y|~(A9<4)xWmuxpd(1? zSRJ=Bs$7X3S$(;J0(LrL{71PYbC_;s@XQ`tF0|dKp)7~Do9vFfe?@4k!JB6h&7$!B znO9f8B3=?;s`v&Y%Z^rMLE^d$1e1_`|2jG*{-PU_z8{XdUX5WV_-DO2atE^xy! z9#3F6c4>DJ+pH1ui=0ctU#qT8eaXUyXzHzpRoFGoGFp4eeC!Ioo-~dU|AW_cd8{T6 z%s*UT!vD9>#={e;Zz#EK z(?Dv70e|+!GN`v`^+kquy(^&L!3&ONMeD~>i)5RoN#-q$9CM7-dqE^Gu`2-}RpqsZ zv)6}oTD#xE?6Kbdix-&>5lot~X#8tYsp22yBM7%4V%4QF8CtMRl@ z{v0^@_zfoGj=#6F6lqAYRRLUo5@W3N>fKy(YX{CyXZ9ilHp?qE7bB+{EApPTrVYzSneBSxwVKXsJbt zM@@Fr#ek$@ECc8GP&X`bU)9r4nA;R#5R2&Sj9mLot(6BMajAjV${}J@lkZ4FN}er+ zT*}*Tzl-*sfK^#qohgb;#e$ZI7H-E69^u=TC5UP&lPNLl?X&!+PLFk4-t3t`)Dp(V zWR@9IzpUGMjE1;D$hvm~ib~MNs*HCJ1CcJPm-cQdBRz`!8nLlySEwRU&OtZ5)`@!A z%h?a3`y;=sv(_<}s-ep1?ofUQBw1ZXHOIgtLS;kKYMv!gWSs+}^j0#dX1ny{TYqY7 z<%?_8T}`86i2L@Y>!i{1Ha+qrNH!KBsSHpl7E)qc(VqS=5X6Z|O;ZNhQ#Ht`+_N91 zC$Dn_y2#B8yK|K=VZVW0T*toqaU->`hBS18S`(6Cz02?xCS27YEZ*CcKR*`=!8)B? z^7eN54Lnl$oGK`PyTo>_d#s4fFyI3QY+#+@Y{tD@R|2S6LJday=j3mi^ zm2Ok_V5Nl?U+5NY?mjp2cJNE5lkd@C35c7H)%JuqJs-h|^$A)O+>!!QnA+5s*w)tVfe7Jr?UTGH*ryH_#ADim6h`_o*T<8I}KGk;CI@?ck~L_<}j z^ydz~TZa=RQ}SxV?aQ7p6>)>|($V8P@4IwvXu31?B1HX5sf&<#FSV;RRerzf+0Ji(x{@#`ek{t5V_uBD z1N)mZp6cv-d?9e1te0L4Ex#=ECLd*&eM>3X6GW$p(Z=NxrW}| z+AJa;;7VkTJ-iskoKWn4JQQ#lHIC^_QSLQkUgVCZ?@?AQJSH@J)vBBSxB?XozhY$Z z79UFpUo`I})`E@91VDQcH9^-1TI%#pL-tdr@wxwUUc628U3!&rQms=2D?c=SiST;; zW0gMK4c~X1VG`gf9UDIIwpQ%s(@8A9Ie6x%%yulU3kNTO9~t)=}Sdb zq7qYX*s?Wl%pP9Kk?#)n!33{m%kpcjDk zX?JKKbM!IZ)|-F3e;y8C=>CIO{R@{4U61V=aW*sS&X$kS&xs!bD@40 z4)xdet&8X@YCbqq&woN8Avh5K&_!5Xa@|vv@YBxXTB4Gz5(o+DqBN`n2#;`(dim4^ zzh|cybhLmeb*CvtCt-G7Xtu#uGP~%p$i0PB7R&{o2ZSj0+MaSk{+VdG)HY{TWTy4e&F17%p6XZeHooXVTtaPNTpvuyJ^lBJ_mV*$e)%OELo z2ykq;y5a~HdiiKXcVelpQs~l0{M2dv%m%AfopRW-p7%Z2|1k7@|Bt^@_`Kwk0?5HMI<-MQGNA5U*|}U0T%O*f>ll$HKW(vxSY*C-ZbGE zefZnR|Htobn;BJ$nc=z^kgq!7l=(HzZwr*|Ib9J|cQWb~ohM{rYeZBx8koO=06_}E z4~1g!wrTuONmZ1AV8v`Fa+LfZJWS0Z-$Q1UuL&jnl)irr&86V?MC9}4;hbN(H|1%c z{s!QVF7x6}AsSq-Kb)vKIpKgm$r^Xo)MnZ-gzOclIbP4!73 zrQL>}_6@sj*-T8z>hns~hiU={iv|fdle+VxAN5e=k#$Fhq%fEGxbYR`Ljd@WF?TOk zYLSSWNz<&WU{WhJDA-kFMFjS466rjfe_2_eLB$azp^}2=2>=Ev+;06|*2B#?p;a6m z#alo=iSKqtvtT4lE1{7dVoCZx$G-v~61P{+wEANQktxY9B4kGYmG>dWSpwooc82 z&*5(@Ksg@MYj%ykTkUbwKDphlaw+Til|HdbRW%3vtc*a5RoDRYQ!D=C757e|*&5+J zbEx~`9>Tjj)G&udv?H)`_Hn;4Hfb^Px3Da9+c>;Z0>yT#!CsGIMd^1ge*edY4gM~) zVbxk?{nCQ9Q?lwpRaxQ@ zRx!)T7>EMe+Cj3E*vB!kcGLoI2<28w{WM%HJ8?7>pmMSt!%eIgK87JSqWBJa+ez$`S6%us6twJMc>{ zjN3)JSSfO8w>SaH-rCSnhd-X5M*kM%JX(Z6vEQKX(=h^fAv~$@!h4{7I}dkUzMQtRU^LNjA~Y8bVmiE0<)w74W0yFBlN{L zv8li`G(Fz2{;EZMU-@MiJ?}+gNM1tq1 zEo=)x(TlI;Q2~7L2MBqlKX?&FrbLs2#yJv6wzHJV`)q7FsG=giQ?3krwEq4THNV%t zEks>^qb^a7tkn6Ir%CVhsI(1CsHxbJX5VR^Pjp62kuCkB_k93?y;%Sy653d)_Av6v zEX-+9yv+tIXOQxnBMRp?dpLh23Uda9Fz6qe`CWzB~inQ zC&9<$x05r!+KN5ugKGl)9!$LGiu-9}JdniD458~-qADgzX-QGhn~NCY}~Vy*8y;#c^7<-FC}^a@5A;J+e^I7 zjh<42WG_|ywD(n;{exv-rp?bg!adF()i__L#HuPlT}g>?1gu;+1%qS8w)~on+PvAJ zQDyTH5>_{Sb1sdmkauqFxu!!-=}Nv+g3z( zG+oZ~>#aKzI>WV6OF*_66UVhXPP1^~oBOjd^Ef=fo*Y0Kz@ZF!3;XoHbNe=F{m5Gd z%>?qJ%(n4@T`6z+1g$*pb@Nxf1f(z_W^*4a9f>=i-NcWalM=x@ah5Ir`ylS;4)I2_ z)~lx~N1d)kq6&J7JinZ2k>vPh3hU|;cqwZFGUI9D68$`_pgPi4I>GIN8s>H8;$B@( zCbns+n1>-(&oH+x&Fk(;3?CV|94gh_(yZIuW=4M>6IpJ4keQ_f@N=@v>!3~$o_w} zjQ1h)XT71+StR36selnp6R1O*BaljsfOO{%U_GN@uQ83h^-$H%3~S4$L!2uNjo1qtaxwcOV=j{;TD2!JTQ*0F%IZ4;*6kri&;PEC=V?g! zXy05KP&KPza_v*4r)&G2S7f1>&CsWhqZqqz8ep>iK@0$-Ez)~PZkXW@4$Lpi9z<^ zQukI}1HECimTU$7wj9% zIrCIEKoWP?W$mI9Q;_mQnI!eWJmJtys16vlL_U~!f1Wq4ATr%761%oVW8iXf;YXh- zw%9?7H`=cDyY`N^?T&q@+j#?GGW7#Wm29gg9opvhXyGlRBv$95X7Sqq1h#~zdr&!7 zYd4f4alhp~H>q_R$$+E6gYR=-os8;RFV`?Ow!S>yCp-lO|4|jP$Q8>G=1~SESXfwi z9oCjeMsA%gAycF&2D!$h!glIfbB#m-Dbf=q9;^HI7b9i)3Q9gQu;ef&M_*Q}_1zw8Kvk8mi3`fE9R1p7lSakc&&*}RUu2L9 z?o4C*ZTu)qUYL}ZC=8N_LJV=PGwr;XaY97`_yX%lt9|31q7sDCJVgDqL=$J!7QYQS zKctq3nix$~{x)eP<`(D!H-97s3FabHZfepv-w>3M^a{KaU~~NX?o$7<@#OmsO5s&) zcfv-7TUxtR5n~1ACQLNJB3Re^AJXJqSNe!wF)nB{cEKELnLjc^4Q6shZv7l>S0AP4 z3TC*q+C^fk8)Oj;^wpkZUEfX>XPHI0}+Dp>rSww_Dykxt8-pFFLK_HXYz z&%~BYUIz`@IF0<9#iOfu{cqcCe*itiFyOYtm1dz;KaI~X;Hw7$V4=W$O|T%*dTA6W5) zs%zOqxId9U+=%M^vbaw%QVAX0y0nK|VF%*r;lMzQ82{kfFwgUtK-iwL(kJJ?q2YK2 zRYgZdlcxH~XN!~KTx&692hMrZa@KrTKsNv6#=GR%$Nn7NyS7|^@YH$v&GnKmhHyOj zLRIy*vG05zNN*smR`>b6KK);NiRk7kc%xeg#*p!A9p*Pjk-E_SL0DI};8kcmKTHVh z-qEQq-gbJVeOztOoQAY=I69#e4Y4^f1|klVAv);>N*Rm zqGu1c_GGv}L20JS5D*jQ9f!17_g#wDV~2MdwcZn zCV>lwQw7hDyP&O1mz~D{w)#(oM)~T{&rTlqN&t;`=>)JfMIdLR^v1cmXNijG7Rx%Z z&u+SCIpwNZULsPJsZb zKX72Bvkc+JmV!8(#4oKb!-I%;xZnxR&<$&erOI_IXHsL4Lz`Auu4xf-7OFG6mDH$I zEawcTkuq9M#ma(1c+d<<3HH&H*%XdVvui)QFwDW>BP4fHoV1~poE6jFU#_{4=ze7* zFvMtUEOUa|006tYIsayxA*b+nh!CU20`Pbl&}0)??+ocq>tSsaSuEh2vE=y$3nnJg zd#QY$6&Pml?+YjRe4YC+KFXf9GIp1^fqBGqNkXK>FR19@XL}WBk#9HtoA}$W3Gx&Y znOs#J#D}O^u5DQ|ANEeJ2%neu+OGD!U#&|T#p)Y`gu2VgXrvu_tDb%^<9Ot(9Mu}q z2`?6tL*RTfk|H8{hY(^*KI%30p?kcELX~-jg+iN9o>U7xOk>T+GSkP#ji44n>Jd;O zCa=CjfQ4i6rG@2OcrGVP)&l^6&519sA(h}aWnQYGzSQj;=kb*=H?xY(UN_sL&2KSE zsoMZTCVk9eNio)?GY*P~iBq(iwBL9_u?n_XeL$5&vF>d+x(F7Jsp4GvWg5WgE0mt0 zs7O#JFW-bf%m`(%47Xb!d>yj2!cJU42)yg{h!Ba_jH+4ajhiI>E0!N=mnh4A`BqOXC0n&rU!1LSGtfaj z3jGaJDX+jiYf?=KjL=ARrPngxTxRchM7fbw>Bx}ov8`xMGO2zadN+Yma!-Cu`VDSY zpBTj?UKlrLe&1nJi4^%N(cyAWeaBhlm1Yg!k%x3|(Ax8o?Ea%uF!fe{L`uzw;=9;w zq2_DW0VK&HCoPUaG&6_4@$cfmlaBHY^1s6{c=hoFM^+bV1MhU36)gq497Ljat9g^j z-sjTgj1u$Q1XA4$P9C`%XnZ^^v61foaWTWRCzpNh!N52<(1kK0KS|g;k7gP9jbCqL z zo^sf6cksui^kN5tlm|(xKHnun@T`x+Zi!}FyVy41+BIQt+Z_5i-{*67-O1buG));@ zAs-IRKlP!bM3HJCD2S-gX|Z z3oEM$$Ev_BloBq|oyh<*2e2%b{=tM-RNOLt3YWR-EoA-8V^utsJ0?+CR+J7!;%i8( zHuejtJ@*$wMpZy93oE9SPKr!s!#fKkVJoQrZez-vQ(0W8&zttdO2nrV`@y<-#3^b?CjDI4GAIx9hd^Q2P$x8Chm`65*SY9upu6|Mew zEUZDh$Z9xbW`DNl=lpRrLAOm+p`lv}Q@DOUzW{AJMQ=?-3OluDE(s32qTPj){D46G z9!9uIGUn60UeB9Ov|R7Mt9OFWW;dL|n_`aDuy&e_v0_Q{do1}Nx65sWt{597p;=p0!QQEl8Bs(kEN0YAlV=dRX^y2Ti^apQ&v53Kj#{Jn9RoDfM`dTDbW8xHCQkpW#=$M=~r2y5o zKv1Q`B%AM`*fd&paUi0>C-^AAm`PeHXEkSHW6ILty`UT6$*?%GUwA4=#<|QGz3}Rz zHbeR`7ZM;BEKzRkGrIBKiG&_dVY9|t#ZjjcU1Vl7n7KlwZWoDn1OH%NPJPi>ssOFG zFK0}`l^#6Ak*iClR|~ z_sm~{((A1$hC3;HpdumaFY|8A=cj(m#IQ0CA5Xv)xa?1=^gUAfxLavoM34{kTbF9Sc zhumIaw(GGfwi~}czc+A8>{9StA*Oi7q7Yia5d zby1aNUPF(7amc>pkP#55?pcbsQsqNdQzAW>UnJwbd{pf=KIGQGUoFtmi=zIfhVr5` zoj%EFR@5mGjUUFkWpHM1m>~uNw)db6(AP>*aSPDACDrYd#jjzHblL`lgTmM0y7YVH zGhBv$@JN}|TbGAtq<(1(sVghx6yWsTKqLLkrg*m>hHevXTk47KkLH$2{Cuiq!=G+y zo}aq!s+NS-2dVN3?P@+!6u`-=18P?@C8O@CgG;@osPDBZh6!C4*K-9~DHN&}DrOC{ zVG1qjy3~=U?|!lb8_4?FN+rb@a`MR>uYSIURkZvPDSBT7sY3fnKDv$ZTl^`n# ze7bdlm<)M;HuFx>rkVEV2r^o0R`~AZL53a9_7ENH2@@qO^BzoHBB&AZgwf+ac&dGA zV;0oJ>$js>NlScRn^kp1n}cTfIQ`r`x;E;U`)OYv1I~IjpESjdbKo6w3e}ktq)-RR z=P3pgK7C+HD;5zCeL18Q_jMpJmK0|nBPVA-LU|`^BOh>vlO5M7$u9w#)xd;{-Ycug zQE_S7zuZtynl-^t@dU^CffgPn7y&aMb{>e~9a*_}P#jaR-i{j%qIjsY*bb~9+X$^< ziHj31?gL8QZ(^lNxkyQg_V~MM`~)E7q~c3Gp2R{!#P(tfT{xhavxS9Ups~k&8gMDM zHg>=orbt5O%;E6`rr9St{D2n(qFPClJzPu7(~N%AaxMgCZSkZ$8{6rbIV?=?EAX8t zeDPx4GwjTM`j@RI`^wO_xVduHCchTt81)*2KOkF5#qR#!?(y!u84`g_XhCM&;h}m3QFP4{THR$khH@sIzeLNk_Gk^Za$%4k#@Mt_Y@# zsgBKI6!BL-ncq`1>2y?Y8T)8z3WPgrx8? z-Rs)=eO;)s(f74p9jT7IG`#Kl@Pt>@F-=D_egY#z zx|8oC3yBCHJOy+=qxxdH4rHB6PjhI1fEaY+rCl^c;`rDs%qsOW2kkM3g^ISzb`yrb zV7Eyy$Mp$Y;w2QCxZ+l`yf4#pzeUV~*W}mKiEEDc8!pvln_-(lfUi6?62F!>_WGKe znfHy7yKxmy%*e3{?sH8RQ0Zd}>yoI&RnluuH5em6-!~JHpK$56|+Yj3$6qZWfET_65(eb@5={@d)2(oZ#$^jDz`qnDi#qIJ3yJ6q{ z;FWEXhV%z838iEaa{uB`CdHZkkWk*0KcIi}_ch~Oz7iz6)AVpo5<+n0i0FXJhz8h_ z^t)RTLhzhx39D!ddYWMc;b`ap3>2%8{B_p#{Ar$4X+A_L<{)7!SiQxyCYK5)jmPkS ziBo1t|JY%h=pD~Vf-_Ge>-_3QB^jL4V!hTcD=*0?_~xOt8lu083XXqB$@`|6N7B$_ z^ZL5j{QIbk8Om68FpDoz&p=-Mg;ETPd+c{IytE=?#*X+o5nM!0#ZuqxhT@sgNu9Q zlnG?AD!zb^HfoVdvbNh*nN!u&UJ^WU7&)w3x$~4eF~Pt$wR+ykE%E=Sy6=u^>f6@E zhKQh26hQ&$9i$^wI!Op6H0eqY5PFfW(z}E}q_>0?0!j^CkY1z(5JFLkbdV+;U(UJX zoZmU`-f`c3@4uHn*lTZ+G3H!*?X}mM^PAsi%bP(p<;|O-2Bf#*_Zf9`pL}c#*9k+# z5ov!_RP3xxDs6~$I+kqZIa>Zzj;j&lWe0tTP@ntC;zJ2Lsl&k!I`7x%E}auMCyBR( z#+8{~GOC+f;5j-EZkHq_c(o>G771~_h%9oIfN2h612|(+fV{icoD$f3XEY2>g zxsJReAZ+28QA&np7R;Oo+C|%B!rbT_E1(7=edf^|RjfwZ5F>)`JFZ(?KlniLx!ivr zG|XYW?$8m&9Pxw7F9IdqS?*>Ww}|NFp(Pa+76p3={)|Ky@paxjdIw}$W#^B;{%yAK zvSmYdkrck1HA(s^q0c?G7e7Snj>KWUSyi_^gQoQ4}RGT3qLwap%0AL&WKUyd@lO*ALE#Wcu2bS zsX~IEQtU6`2WOQZ)=yaR@vKR10lF1Bn1kZ|?}Ov0|8;06`Ec7n*N1o+zv zp2$D=%X;0V70oC(>$Cs6W~i{A6b(WU(KH#-LtzKLrXt@*Yw;sQHL^XC?|~IRA0vwDYspb+YcNNoCnPv%~T$8i42*yq!Q19gQrZZ+MTE=-(~^OxeLQ8`=F zIpuq!zSVS_Ki6LQ8#mVEfK!4gi<_w&tRZs~~ zI;9PNg0IF!&rb=@HtJBWJLc53IQ86@N$g<#f>Tfb49|YM_xlg$@ z%9aRV3(ug6JabrhfYPJ7wQl88;nt6)S%`z2>Ff|0IMi1l}LBII^r#T&%{pnrl4 zSfcJhLZ#pyft~9J9}fs%F}d4oTwtk+E%BmHa(33f>I614vl;DJALvO?Q{lu1Qsblc z7=ylM2ZZS2Rp->DgNM?x%z;BQQ8@`*yIry?6vw#4*$vlydsn7!$2;4ut*`f3r$cmS zLiPpR|BzH=Gkp5Z9CDVu&YXB@SlfDFAY6@I=1`BWAuXWe1i?_h#@pXX(zP+9X#4R9 zDTs=)vYw>9A5Z*rMNs(LbYv8SAQ^*!324Im%iu746asqqeITy>{O&e`Tb5Mfa^i_n zrb@_Nt&rJc3ExJ>=o+*#iE95D)+9BPAl;wsI$~$WzS}ZWNApuwrCTKEumMabJc8Gv zVRr;12Nr5~5E8a+>n}br5vB?NhQArw-=CI{Co~iiQsMxb zpq~P5K8)hH5X}LXEFn7Wezh^23p3BBl!=g)NSpovIg}ot0O+bMpujPQR zC7?1hmqK!K*;NBeZ%Oc%A87tL2b}H&ac+tqbYW@!`n3Ip(KRP)?I}eAP4yRelP$iz z3i3>?DuaR=h9U;j0fr2{1TlQXtpkB<%6T8bWHF%y0wfvp`PactRD5m6zV8;JKd_-8 zWo)rV!2Dcxk>*$#$e=R2;tLMl>4a*Fyh!1KrR#U%F8O-hvXmY=%!;^A+f*J;K^>I_ zZ`*2hLJ)Pg>L}F;=6;T3)NK7BY2;Wm?8oJI#yhN#2Vod)%(_kxU1fU7v@>Do2-W`!y{d;TEU5{R?;28}}%0`U4hGX0pd4Ka22 zu}bL#v{}M6T5+>2M?u!q$zi)FFVQhI12u5V&%lM3GTF_*G`Kv0awy+CPwolf1B~hk zeyU~c4qq5*PSFjKhQ1+fl(BKf=y3KTQ#+_B88)H}3XR3n1&F&!dl*HHa^AttZjOHIG*Z|^oYqkyKys3lp%1Hohn`OeLJwZ$eMP&U@QSZ~YfaJ3Yu`9_>SxU@L zh%+5bBlYOW(MwyBS}sV<;y!t#pwqKawu12twzI&e4hbvTa#gTOR;x zArLKIyjxIRWEpgHiwt^8P#?{GPAtDAYD7{7z^a(kmP}S#>)tl9HEcz?avI8xvD*&^ z-2}cG14CM-m=j9iw_q%R)V&A+w1>)b0j$*bfV-d%cLv9@g+jmO8cQqzosW%_=Nh^;0V&^vj#D@nq`0=~jL z%sr9~j60`#wq)K;GMKr(7!qg@F)j4E)~h$pQF5ytzSmby-gXu)FN40+Enf4`v)@~P zN*7cC({=85%(5rwAE*>Ta>eiD+;6SyCuVr2Z~tOP#qK?R^Oq4MByYu6bGBXQi~!P& zFE6IklGrBQww9ls`^s%qptv{p_kVf{9xL=%T8YnR+?+LzgvpHVciEsUzNMP+Cs~7F zjG%bkd|5q82i83&sa5zp*8TqQa}wj{(h}+W;nJ!Bi}5`+}S zyEKjpYg`qm{w1ggVwQ8wiy zW!Mla2uY2uFgcH5GGnue*iWOe^1@|~vX!?Od)s9Pmj*`<>j5eRu)%L{QI8ERnA}7q zV6%oyxDoLW)BcO2lyhkC)VJF1GMj-&57mNUfm7>4hH*pBW{NK{eU#l6CM^IUq(I^O z)yMM>e&amRTnsSgC@1YYA4lm`NAc+k*~^Al8zpxUJ{pAW4@M0oYg9^`%#1gCAoA*3 zwE&+>TlJccK!%!ChDQF_)LT$dmpaJZT4YLMOhX6`2}4D-EZj@|>Z3YUT9)$uD1Y$x z`3LX7zWjn$eR6=uGOpIg2|4vBVmi*Qz8tmOpxS3}sKtKl*5gca{cXkI&6VaaqPCbw z4;Q^~mC*}{Yu++@Be|gWgN{cSmVJqm%2`(SDor4S5W~)g?etJn394f#-2y?recX!i zPPR4uSVHTs!kIT(qW`VLN>*x+sPriy@$PRa4{8AW-xj*ho|8~z<7(%7Cz)~`8pF3{ z19Zz|kJKby&S;czbPQMCpewn)Ed4P;1MdhVi!b2;;IhMtmPV(lNNz5*XG`4kfWX~` z&D$0C;0igU!6*eC;tjZRWhXsnx&2dNe3KR3>wOFVB8~c&{%3=AN`P@*+wP%+8SAC< zd#%^6#OeDt{C+F6nNV<)VF^4gypPsc7c}L|ZVEmT{yn}Ac~Tp-P32FIB%;**{zcS~!9HBlL9vrS-Zv7N+|_ z0;%CygeSiHo|xG5tO!Xp)@Jb{ZQu}S z`hH9Cm5V13j7+PsP2Vz=(=oQnvsxsiUS|Mf zq>o%FcIf(E>Xhe@x-M1f@IX}4c_@(`K}YY{GkxoHJ=Sg{`XWT_Q;qOuDQu+_Ydh&3 zl;j#1N?Yzf&09yAtXisSl_RMAWscQzcJOz`YvMkW+bvaX;q<}$moXKmSbKpdPOaeM zKO_LUacQih^`@tV6!DotTDxE4iM7)k86q|<+5jr(6@QDm`4hC=`X*0LVF`u@u)FJo)|3wpxZ*( zltUh_0D^FOMJB3y$jr%2Sy$^nDmX=ko%t3l=kc>uuto|~$2otWI?Dv(-Q+4j?gbC4 zp27vGA=u-;0BP5=Ah%QvG2PiWf5pO=h9-Xs(Y4r3%~{jPU5Hc&__@bd=PRmIX5gQ)7H^<+kdt6gaK4foXq8o-OWKzf`s~ z?U1-ktf6{)6p~wASn^?Rk&jDMpz_yphKV=-W8~{SXrwq;7ID1n>i6rp1o^c+D`k;1 z&8Q)ct_e8gLFf`feJL)kStB_2A11JD%^Wm-;5n4h^8(-3xuXSZgGp~3aGw_){KV^~ zmx|Fvv)e7iGrD~Gp@!5ry^V#6%{;mG2r8tHOE&TMu0E7`=R%8zWi%kt-lrA_ZrWZT zt!3e&tA0fQm{hhlT0__Gke=O1S=w~`BGy|~Z^Do_zdsqx|H+NTul;M`$2yuszQhuN z{N;!~jnh|61wi&{__5|Flvga+Q+N(j*2XxOi+S?=d>2>|R4U8zOe0Da(+~tWd(^{I=#l&1-fpbpb?NYEbcv1^&uUnVJ6LP=A?vPHO zwycTMRvm83Ew7pGnZi!+#Y%GWcTSMr>%#NP#bBfGAjfa0PvG3qS8V9wBx6Mu%A%iv z?6JLjL~)UUftMH65@#p}uDf`KMxmRoW|&}nLNjtt^I)HMv8=wgxMv`0jJ_Pr5`kk? z@{_*>vK0I9mrHlmn#~HP51!S@bwcbI<+JYh>iyKP1UZXLgF)_U!C?S4Q3YHW-=`aQ z>e9;iYZ`9sUiryqlF?xi^@F_j9k=+rr5<~;OL&b5^J5P`Y%G0N6F zerEkm8<_TNne{sPusJXk6tYmJPYd63uDXd!N%PZg;;>{f{}Bkb{cfi2^!?l&d?XV* zRQF?~I7z#==7A`WZNBJ94)AvJNe<_=>c5O8whkSu8(=GsVddO{oi--a!~) zDo}{N`nsB$jqP!w1IhCMnsLV$oU;QNMsuE79wmhXNLI?K9iX@j=SXS#IxUo3bkEMg z{eZcIJpt53u0WNvpzi8?_n(sH+f(wB7Zj&@au2* zBsDc9^%*_axR&3>t{wvQ%k8L@bVlwxv)@>NO}d0${*$N_^^zw8$#bg!j%cnnR4iNo$dAL^7M3MP`CDE0c|r7$z1*!%$5nKvqG` z?iWKQ5$&fhzuX^Gwl|B^t}8q9$@b(;sV~1UG2I>2U|pJZw}S#7DKcb2;E1HOBrK;%S`pL~(ve(ZFp(ZRHwCz2%J5hAHMd()sd*Y|K1L21AJSlqV8u zfA#mjwyv4^ua=J=*-caj6$*PBD!D(9@n`%}nvt5mi>A>;XzOiB%m6OxW)$VvLfJsD zUqFu9+VSK%g=cFg zXo_+?hy~OZj|epSr!i5GQDwxF(n{Q_EvTFZaKp&7uOraJ1(*d{R8&CjKmC!8@EfSL z%leoyo4qGC@0&a2Gt)Qws-w7`d-sFsS8BgQT{uNli=B<7FrlmUs0lM(BVh6+K;=cv z%@Ii*x)=@{uDr6|zMvEh6Ha`lI9)1Y?|r{O+Al3;_g2|o*Qz&#B88k3lwghu!m1K` zqlq@=qzhJJqT0OJ%YebG)ET zv>0v-TNW?KLgcmodldDhLhaz7i$(3`?Uq5@D}xeojrjgT{k2N?In;dyz*A@9P6~A= z2PDCx2I3OokE15C`ir(8o9-T8`x}^QFjJY>J2dWQmgdFw#NAfwY%8F z1$uZDm^2d?OtGfvS`&g9-rZ4oD*}ScF}9Pg{qm7a@7B=A+HPv@OCQS_<90pFY8N2o z6p0BGabNx;aQ)Bj`gomgzoj;yf0Y zVKL+2QA}c%&+>#_;I?O|ybTZ0Sea>w=lDXE7>!23>L*|C*WJu6T-6U_CjO#{su-u& zrwwUQG0UD0csbpmQ89kVoGC)l^r@I{q*7)>&`cBgdNeRNPs?fZ^SgvwJhm;**o!dj zrb@hj4FTe2hGmBhGZ0-QAg=f&9j4$nnAVP)jgMxLSc8Ad;%=}k;qFgX*7*jRm!ya% zvvk6=zp>hSh{JZ)+4N?F4j46C2a*kx8HGOxHqI~*0!YFYGgA%>Bi$S^>m4*DVBd!{zivUR`P+1!m$o=8N;9d;WZv$^wncfNk|h~_Wb7{1Q?D&g8kyN)7Oq!vCw zO^xKpC-r43U~_z1ruByNf^ca$z%3EcbUO{rXWT!Qnl#azKu$BebNroLx8JEx4@2bb z344?^P}8Rg1{M`MmSiyYKx%3td$<&u0TMB)R)ZxHbq(}{F&1qp{51b5Dsa=nfA8ap z=?l*3OoPYQ-td8cHI&BwmgMlO;Bg;kKm8CBh`wbs$cfgVw1zbo2Z(an#yRQCL@YHH ztZ6@k3mfbJ9fuvyh*;gR zELBdM19cOlJ9whBcm-O`99$i$5H{_VMLF?iP3oG?v4X+Fa%6_rR`TjmIL64e{DxgD zcNSFrY_P0lOp7a#?}Y<@;bsBkpv-sA@7ZyCaB24EF6e zjkZT8N9eDHL1U=G_)9S}ObP>dOcBkgq9xGswxoHqG9k~SSy}0k)ELxg4)98y>9k)Y zX|DPcMy)(W`fN!pdMtKftJAft0Ul&iPKc)%s{1-E<*P_5-P}#ytk>d^wYmoEHTK`M z^sn;hlczXMwX^H6NuzTSxr=58EKQUfzFLJf*4g=v-uxlq{DO)xO9Du5n>yH??cEME1<-M# z>5o}i_j@L{M+d-@oR})6Jzo_g1LcMsL)p*JAX0OTJd(rwq7>n+Rb$e6IE&!D*AjG%4DcGJzYl?`ySe#h=UK-yy^NcR{u|$jG{VH ze2*PH$!1Lg`VZLgTNz#9tSQD(b}Hzndz7RozQphjqCi&VUJ3^@(I8I@X^}G7TT5yfQP6p{Y>-Km-c*AXMyU6W8QmIk9Vt1x$uQlj; zzzwq-I<+pRK+ezZHYywBOQV~6U9k4*S#U~1rHW!RC9lX#jGsvy>eL{X~3pZCz4v;`1h*3?ASUlx61)^T0n6<*YCs=hO0t#m^B4GVh-y7of?luM6 zrdmm;<3k~)yS;w*4w|#XuM|wVn#;&K#Wcsg;y7%1Vak3aD8s6lmL6ZIvzA%{odRU-)q0n4P@;MJumc z){nL;wT@x9ww6Vb55!PhB}6ylg!4)ddPRvh(SE$Q#MQuFbD3eg8sbLr&nH^$_Pd4L zX)mZG$B1dPW|6YPY?^!^qOzY7S(-|OdvhG8MQuEF-KZm#ZJ3M`exO=zclIsnVy?gK z0pUotdmu4^deiC%BL7;DazWwqjpCaHJ=}-dR;1!uwr-+ zCz^_+oo3w>wL^*;ahTW|LBXU4MR^WQVut6`nyi?&MS4BbY4`*+@CABv5#}BIqx@NH z4vk<2+Kx{j3sZN&(i3@=`5wBRfO4?vrPMR(B_SkxQ;0aOfQSJmQUF%w{@W9G7lI+u zhLymb#M5JiS-vFHEd$|eEVU*|V4w-U;ue64J}u`RE5i{Xg3{7s%X#)um*q!h{va1o ziJs9}L2J%zDAbEkG8068;9*^2Du8*XE0R*1FMrRPFssfr-#{3m1t*Jjd-fLfHkK5Z zt&8jxVis!nzvi!prJS%27JF!-xq6d9%Nk-b_>7!~)*!k&*6B>_U4{ex;`J~H+Zeak z2k4LDq!-Q^P!y7=3rLs4wSVQ?^MCW85IKG177Je~2>n$+??s|cP;jE-v>#Bg98)XBf2iNNIzc|xH$2f|pbMcn zO@X$&7XKt64OsAe$HAW^!m6z;K{ok&{kV$FVMU5?Hog||4XI!90#T9Yd6=fD-tA*d zTB!%8&QS%u2`OVy?-oGy0#}{#41cos5yNiMiwvZ89Y>lbv&60Li<05LZ*>b~-EaL>!>nr3UKnAi+)rxeziV<)DrSeZvZ40%c&X^>Z_qt~;{ z@Ku`ou0J-}-YHTK#NYT5$y!T7LakO_KAHWDKqU(Vq@!w80`=$b0iH)N9XTO1*;oJ;g31c&_Ob0YUtj)Hz}bbFJn znKOPyPkvhmwM3Zthyc**NbRZm!3)-rc%hJ+|+yow<0f3_rMoyJrDKoRZd;* z$QNPrNHNi-$^oPyKUXP5gE)I;bRXg(0Ym;iZRv$w`yYSj3(Jx3);iue9b|3QQi*85 ziEvTj&8iptL_tv^CfdF95AUr0Z?aht&3ZLjbq7+GKp11itz7|J=3{4?Y{X&kH1PJQ z?6Z#G3$R1%2)Fp2eQ$B_Ze4wI_23^8nX~fM+gz`V@|iUULSc~1hRtqj%OS+^Exj`D zpnO{x4?u`CFzL;=hZK5+&2Fn_FAhAgYXJ}+*sp1mZ3Tw;3Xy~2-ajNhi9_C@dlrv@ z+C6=r|6}xBi)wbo@I5jWag~ksgA|Ls*4Rihz~W6}>BBBIyvNv4tu#*`1Q9>&XMfLk=pCpq-s--2IiINv79cPnWO3bSx9Gw=GdHPIKz% z|Iz-8Hxori`=MVuyh~j$je+2q4OwsqdH_={$fB6!T#5^D)ZZ?Pe<5lR!oOrvx?v;^ zwln7yAADW!fKX9^+GGH6f*M0T=+9nYnYFrWYm&5jZowJ5=Bz_CCERP_>IGe^>P9#4 z8!__w`=#IGwaV}{IVtoXc3%ERNB;fqwTh+lWUC)Do@V{eq?Z%b>I6zPW3oK30zm>Q zQD5vf%8M@-fSTuiXOS-%7A9eKpBg!9^0x%yc(qg6x)a-Qhk72*y?SY+jODaz9=R)g zm9M55`W1+-J?BPDXXtnm6c-!!4g3s$&t>R7*i84f7gSVzblWuLdJyc>%a3dI_iz`J zh4rU|Ob<1+X}FCR1Mm+C6PhzkD^HJ2w;2D^N;#5|LN%6{b}nR40`MqN=Md+{zf&PI z{qu$NFW&qgnv~F4yWgFsb0KWqkZ+?}dF7QCT((SXR%a86Nwf<>YS5~sqh(()J2+7>c9|)g$ysd)$g|h{G9sg_-_Y)~H{wnZ(KfvkT1@niUDPDw< zSe|^=L<3p0Y_%3?$Mb)8;QDweW3JEm1X$6RGAp@;ffN#hiopn$8a9&uenqnP|9%h6rcuChR%#J9>A9)d3t3z@G{a9Ik&Sl8u znfa^4DtpYZyg#$JM}%^cKLhB^1Wq29g|dpC9K?PjQG_-Hp#$s>9lIWmj1PzK=s(I{ zdXp^FNo``B^oQh{2$L#Ot|0P~^dJcR^X{puO?m?{pUB?5Wbyp!ZCl40Hf-b!$MhKy z(=|w68^UPuY-5!0fn^N1+ae@PWQ08~?t?R4OLm1Fpy=MqNglN(i=}nEyem^{Olmj+n5R)w5 z&tHkFp{xUJ7vxg}xc-nhFV~hA&3s27Fa_V2rkzE)CZ=zdITYPB*bW@=y-!HrOR+pi z7Me~n?Wd{UOBYdz(ng)8AsN5ktv&;> zV{d;yFZ!Dp+|%CAPqu2rJ<~sS*=AG+|Cm%9=$nX_UA8(86+(z31j0PPno0=!LB%lC z2unHGei*&C0xG}V@s|_C*3FpF6x3)n5l2F*zG~e=0&I9crQkHEKN+Ga;`1I`Y(ypP z%DP(Bh$lw|oR^~XQv2p~gSNdXtO5k>&J|C)Vvb_*w(np>f#y*mlMd6-B)UYEI_lgh zdal#LAA3S?uG}C}WCf3?Df}UsN&Rl(-y_%h>C`W(5E9V35=8&x_&oGre_FS$CvW2E zo%e!tG#et}uV-|oEq|$`f>lD&Vuwi-BU6J4>MaeslEmt0FQk{2{J(@*CXyxg?DDBk z>$iXk8<7VguS8laF^&YB9!qhVy7t@#8j<^9u^!q~lh-%d(mgE`(g93Ti?dkyS38Qoh0uiL6){a9{M*3!AD=w!YB+cnc64Lx zQ2mNsF*O5pQdeRYx8}5^51TG9%k+=qitX2~E?A0d;*QraBBnTgx?Q=wHD6xVZ)Ha( zQ9DzMW@2)y%PS$U9&P=Go)|_=F{=Vu6T4f`JPNPlhje*(b*Yl1G#W@rXKuP~isLNk zT_4*-{v6&o0Q8nxpTAY~tTL)D9sK3|HENfb2SgwaC3|VYRMgwx`k9aNnmeil6$W-C zhGr#b`Fth1U-osiEV9)o^?iKwOYcd=JCNS%#pZj*@&(JcSVdv~$_Dh`b-;RkhN#t` zj8)%H*dTIHe!2!$d^^JwJI=IfC(3h@GYAwF0qVesv<5(knw?5;c5cn>h-z%)M%s>! zF?Ej9w9lq!l0g|h^9N;7Hgy=PUay=-4WR76W`ei*d#;6#`sMj}^Y)88$3@eJr)Ya< z_P6YqRE9Qhyce*^Qaja!{7iMRs_jsi;sgM%mp2vFe}CaM66N8t@BcQ>g$+aC%v1cF zYO6f&^&?^|P)PWN5j!G{zlCNasq)oH@PeP*e4~iR9Pt^E>-}%HQ~qV z&TbI{q|FSdtz9shvuJRVzCS5`l`*R%(EDL4fP3)#UiqnCpn%aDuL!HZC`!c%2ud}y zQ$rxH8$M4vVk9JtOxotDHDH~(3>5|puUC~=Ie$`7r@@{qujB;=&pm4LYGyP;14K{W z6q2ZA1h^RcEpEj;ai82H^{$Mkx%d7W}+fS78L2g${Z zy`IZ=-3PyJ(qS7t2=Dd0E{cFLXYr+r+U5^xMxSe|1 zbJB)iElr0kwLaPf4nw{h@eMT?qg4HK-BO)F`lKKfE|>Cf0guo9wG>>I0Qc z`&jsL5hTUUCeY2sKKb*1-*coilM*cl%XPKvTKf1K!+YjA+<7JwSo%c&GP9Z+Zs7K} zw2380#0+8!KwFmq58r!Agg&?@IxRy@cnM$VvOV!vW9vjhfgv&X)766HkIb`^SL4E% zIo*5B$LYP89VU_$JXHc9e@Hm$Umn(#&!GG;x(1}uA)s|luTd%FP!NBG1RwY6IQn(WAi( zx;|4&{it{#^wHh_-cOP%3NF{`?C#I7J${~NsmCiZyXXWy1wCHse>KVD2KrhAUf4Ag9Nu#Gpqa4N*;ym++@m7Y;n|j>};C>9XM;Qf|~-8I5-Pf zRmgKlvzKhW&>#iOA{JGC^6*H{-}JLd&zBU)0 zNt+YuO`3wbpm<~Rgkdbve`>Q%5dr_R8miF**=a>#6O+lDr z6eU)`s>@+UJw6)x_02T~sF0x)mnn`lvUpa?lEMfUvmvM1lo-C6NVjFx<1~&W7_}FU zFC`AaMMQh8Ef}gsU0xGnWhQ+^2ojyajcVo1JLzF#vywmT)@_>VO;EKK^rf}tKnS%N zKroPDV07ECCjh_dGBP~KZ2mhz(PJ}zHlZ-b#zbEtAf@lnJCH-nFrSW3v)zrDb3l$? z6o>+nKG?+jI}ymX*1{h5pG2tCkJ$rNB?hY;u)gb)ss{5EdOx08(v)M>RP4KN32`0& zW@MUcK=v}Y*H$!JSjC9Phm2c4wPyYH zb?7IOaV=Z>Ybj;1nrs1ducl42&U_zM7jRG!E1yIivuS1!fpEhdBL4$aqsO0Yx}|;8 z_J=OM*11QVzqR-_I$LnF&8IpU4iMSDlirQc%i~H0nmC1ue2*Js599p!?<42`;p_^n zBgVmDysS;sn8-Ov_wkNb5NBzPMf?px!cjC;dgJ|4*UkBL-JFeEg6m+lDlS^U;@dA7 zJrf_xRf^VpUpq^Gz1~B^c;wG`kmeZN(TKPFs#t>QP^Ax4XVOioRfFqg0ay9(-p-8? zpCoeKFO+FlC}1j$0;L%9`{eh(fL+Y&`xf@0%6BH z)yRiIDe(6Tn)O6^qwjx1W%UGHv!IsvJW)R9Y0)U*hL06AF7eg|jQKz_I160e?0XB7 zb=IHhce)RO>>ObrBSE2e-+eNlwHV$<&%2BLA;Ep+!goL1mxI$ z?97v^{7K{x4X)fC4SXCjJw#rsMWx^Hrt zh3_pP6Mxne4<(S{SXuc?|BD{_PnWKBs-z^L0c>o)Y(j*|R?PEV0~JzA(;KI63bnWU zJt%B_-N4T?j6aMIz*)S`y3)EUnb;eEx8k7V717paQ+6xZZ>i3T5?12NjwNYDYd2!z!?`+?UK9?DLsWKuO?+G;PgZ(JW|X zRmH#RY}9sW{g7{TcQL^%klRX|KbI&XJMh_AMU(o# z=4Hv?fRU{C^I}X?RXU_eA|Il^vR%vn+XDI(T0mCD6^fs`6v6-zxCO5 z0xn`*T9Kem*WX;Vtsb%b8Q0}Ar-1HLu4&l#sRpj@u#&IN1G2IOsesvXc$a$OWbQPJ zZ-x0BwBNBk|H5jvR)uEGu$!tjY&>+zFWrgY`Sn34deX3fRdg{7nSAcmnzC!CG>z2t zNjPjsj*p%mpeH>^mM=p2JL^C03lb^RRNv7J2y!%dmG4@rlKl?a*|6Y$vXr%BVll>a z`Y6ZIU+eob_}7A$^?LLkjG^93yjDeDKdzR)mLPH+Hc@lpl251OMwK!-E&!6%4X>vfYyc`gOu}>EL$!*s z90yk|GP>^QZHF#9FCOSH!pL#1#N(=( zeLV%LoQ*cB9XIAqiotSY!4F&tLH#MEAlo157+XA=g`)$$(pEMoI3=w&&Ut?#`+A+X zKvCmI%meJ;y}7sC1c_NFR5x#e$@#o?--QE)y}62FE^)J?fB0`V_5b_95{5q{#m*UiYr&-#i`8ni zJN)a+ZaG7$osFwll^BwdNATu5Uxry4b*EEFck`;EIensD z!tE(NO=<)4sQeS$7K38Gmlsta$ZepfUY_ijNKio|i1dvjSibNaad~BKJiU$s&-HCR zia*rFkiAX}7vI){kM%>e+YUHXhX(YNDI8;61@3MDsTUlPAVb@qdl_5#B?bi&2Bf;( zk0pg$(kMf6D`|8$!F0EnTVV6J@_@FWoYNfVI-jh5nEF|Lp@B@+S6Mn_vn)v~$@BH< z<^pHRb_Zim@YHE)+l6DfQ*Z&)5KR@LJcHj9qdz~5O~i$OyyE*m`FWPWqCH~yYku^8 zOC_>V&Z2hdO5cA0+P1GOrTAS5c=IlK>#oD}6sy+jvF-d_Yhpn4q0^I>4H$CkosA=# z7RzsT&oK7WqEjXtiUFxj4pjGtfEidF$Lhn}%VkbYwSm^B55C>9OKk2MG3XjxHI1{< zr~5;aU_rH*^IIA!yd&h7RcNAZQpeQ()1vi`${YKOuvPMx*CQ?GtL#CZm^I4wT|$GrH_aAB-M z0gJl4F7AK<2X*v?LC^fi-J;^$`6?xMCRv!*E|ouey|oz-N{F{dOTvB@CT@u>O-euM z5*50>aotIAFOd1V&~2sus!v<>48tF>yta3eZnZ>tm5Pxrs=ZS1U~q`$5&9hEk;}ft z?cACt$7`Yb;p^w(rOfnw)aGUd(h-Am+G(*!0agr4l%@7H*rL<@6EhxnkG z59{#Jc-W7!LZo1Zoa&yPLXf&(dh%}Hv}vro)T0|D441Cn0)9{)OH~)oS`K`t#51qP z6t9CCbN!oS&6fVm(bc~}Lr8%A+IRa|UYDY}gqpLb2a_06`Bwec$KcvS^%=*G5D_Wr z-V%Q#dNv42Qhn!M({N-y;mG9VhQSKUa1uUyIQ zrRO8Ptg0(qPg|kpsMzJRTE>X`5k6@&Q_sqy%yL`Q4~u%;kM7D(R(rp_|HV^mJf}qX z4@qAgq#9G%8p-%gW933E#O?Odb()Lc0wLD4@WW@H1Yt!i%(cEWGx*ps_}OsOwn)L* zu?QRU=V4j3K%5WRhz1+hLcj#v%UHvZvf+j(#BcK?j~vB%ZJE3~G;BZmES)=-a( z3XJ(Xql9!UFZzb+xgMveon_jcHQ-#g!+In80l4cEHFXG&QJLZ0Ge+Hq77j(ZU-QCko>_0m~ZYwGHj7bcels6exURa^D7T)@`<>Y{}PQ|Sz(+4h~Dh7@fdNc5x4{8@m9 zhr-{RadlRB@&@mart#oel)_nnskVd|$Q|anLBPn(Awt|ei2TD>dk3c9wfTG2+z(ti zA9R`$v)NPEYj7I*{?yKr9eapEguEpxPLgf6wtgk;tucOJI5X|p=bwf%@zd?y3~`dX z^Ok<^1X!j8a(>!Hr(E@8_MK02ClVq8CcI_tlMG?^5S-~XPxc&mpT7q(;l%2m zMxDq*MwnUK^M+R^207)f&J=VOeU6%vq^5Yd22Itmh*qLj0kED$y?MUzS!UHKUUpqn zuQoN+IW3r}%B{dsb5^S|xUAJA=}?$SD0zgMxCiTv>qli}|NcWVlJ&A;z%$g^Xa~t& zs6T@YY4Prl(a+!CxhY`@Ni$BP%6XZt&945r_-{|+O|)A6sKB=yfLus{QcO4&+!e_v zAdw7-cN76?M8)CJ+?V^J3LlQ1|KB~j|ATM4)p5#nAHh${&mJTi$Y(z*(PIedp4~-t zi;)P&TdSH#;WBrO4$|UQgeJ>vBejSnjWwDd4oruc!lsPev+i4|Fjw$&9keT4ko3Q~ zR-oh6U$|jfbYQKWDkoF4c@|zmnXM41tRjOTdkRgWBF&;K-mJ}jWE&Ap1_-`xK^FY| ze_-N&|CMWR>xErJn#}a-f~E5e3|p&9Q&^CLmK_txjDpy_3pyk7XZNwJRwpjZJAEH{ z%9($cgwkt}SQ(1l&2uQ_Vq2}Fk;s?VAaskhi(Gcyw9AF|Ya7-v7d&JdC_K2xajRJn u?f$jq9O*^EjBprP5cx3jLK&Rf03i_BHbC2~LW-wv{(JlWfBWyBss9D$8`Mw$ diff --git a/w2/curves.jpg b/w2/curves.jpg deleted file mode 100644 index 6d8d874b340db79bd8484f7fb45503491fc98acf..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 96290 zcmeFZcU%)s_b=tjL)D2s@Bn`i+Mi zu*`=$Q8Dp-1cJJ@}8NdX~1 zL`dkWw2+9juqeB*l(e`g7y#J;iX^h1^^r&bkVO7_xnvtj6n})D?lXeN5i*M3WIOU# z`N_`yDL)zOU*!jN@td4v+~j|hed^B7;s6!!x-av=mGpNVs_auqSm4A#TPzec05Z}N zKywfStRL>@B#i)1fD=cL9;G^Zf{N+{-SK0`>F8-soS>yYcltE_>C@-vP8=M+U4BOX z=b4Q9_;G3)>XS4yC(qE((45&n(VY32h3>y8fb4=Knl0_1dL6m(>yF|gT3 zN%ds%pp=Kn4h~S@{euEDkVA)$P#&c^b{sT=zbBFbEjFP=Uu^61T(eF;A4bghVT zT1~n=4pY>nhq#Naavj+hfRbDMb2lhN3WK$hzJv$#`yV3wX9;-z6oE7hoS-5KaeQMf+&v+C)E%GkMY=EwMSu?9>F;N2> z(B9uy(p^RZQW5iaB35F12g07*EPW&V{A-K6m}%u=r+Ac4pO1^}9HXQAyKY3>WYZ&*!N%RhZ9S7}j*)1QiMZF3wVnRd51h5enPoS_ zaK6mTUAr*bbv+XB*(Zt3Aik;tq1{r{kVh?mm@QS#op}ZsT}I3}k$@ac-6EBuGU4({ zxvyVYSJ)Ypt3ILPs#+YWCiG`A4DpIr+=t4xn3&Dw=g%)Q$*OH>!wA$C$r}Qj0;VsS zOqe)7KEIY2qGqnwo+5!R+KxK*K2rEo&#AqH_`F?>3B!z?MG|lru(^m zLEJj{$E+j=GbQb91E!{2122DhmsX372?C}dc=N%=iKw9%`=%zx90uWz$YQTM+hto7 z1NrT^B_gc9Zn?{cE%|mpUS%*{uZUtRuBc%e>$DqGNJW@k^v&Hxq>upRU9q>=B%`)& zTr4&#mp^0}Gy0tkzkI(cAw~Y%mLUl^R}!=73vDZksgf~v6yTS*y2QuTnYFeIml&Ki zFWI|70>1iq7^V{(#%C+z$b3EH%Vm@0U-!%A<&l7u7q}!?#;jUqV)UE6i60E|nfm=^ zqXrP`-nPU$OC^@h(3DXxNHw0tYYs;YB~~qbcQSc=Pcx%BBfNXQDeJA&*0ESsuX#QJ z`FO%Y?&!q*U4$lTMJ}xJ(9snQBz@c&u{`gHPe&KdtKG5?ike#?pr+(WUpMt*HXXTN zBm_Rju(F<4g3C!cE;u@tSCryow`8+coSVIjFyhtS1fOV!{U)Ccg=GJ5PUsc7U9&caQS?-8V)x}uA=Hv=bhF`h z4bJ9!7u;j)9yE$l>SbW2&4l)hT;O?(=;%h>*i#bV#{2cPKX&?T*%%2B?>8j+Z>~T=ET4Oe{y04ENW~%Hrcpix#t9y6%SUZE4WG;ZB{<_nJ=nOLvjTZ;PXkcX_0VPdRV^d03zj~n&NrWdGN0;Dr`}pa~uhHr>c=yF?pLgq%n+ZN}Jm6 zCBm&`Y_GI#B$${`us-sAW}CR_i5PJx*Saxp?Bz2gcAPEu)a=nnADW@EFD{tc5czfY zWJ;+o^fm9iuC}JWR^40v!I?hT@mUaRwcCo7akRV7g|;myOJdt#OD6##xb*YeTxnmp zle>z|SO@nmj3^^kI*5*Y7YmfH&uz%SueRIw!(A!e&2{&#o9}A0`4STew(B7lMbd^z z1Vl;cfPI_-XViJ;xZDRa}{CJ)vD;B7x3u*alg+pcNh zTCua*kuTX{s+{tsZ@D-&X1}4i(-^eEWPQF*Lu1pWWCQNo?|<%r|BV@&O@m#%{z)4_jjusx zh%@JAzAVYn`WI@G-KEkE+xKG-S zgbY(k|HwG{tZ9t(UTg+M*>@8Y!pMSGcVna1`il)Wx5CAn^`BFKYP9T-@c^>h!V;Ee zGjTr~HM5W%f(t;h7HEdlZXu+c%Vkfik#8JbE#%)s>tG7b{wQR-mHnf4DwsOo=8C!r zzQCO}!v?ajxkLgE8;DEn#h8}#idPSm+_$ZIyDnUY71$yHa$|M%3fh7bPFDjLS%NYg z!O0v|*@P;c*keBia*pym!HQ8v9J8am@_T^ATB~GaiKv69Fy*IY>~ytbWMzi9ZV_R# zBw${?`^t0f6)n&PftpurGwAJZ1gU4)$DRZTZfbmbjP}tjY##0>KJTx9_)E$omWkm# zB;b)jH3K2I2epzXzk?0QP_u^DW$xC0Wo`_ntoqVB%;qcGV^OrUD?1;}YQSH~Ta zt9VX{+SB39AJx5m!tmITh&}sR-vs9>?8|bAfn~(DmO7E@aP`Zl$maB6p9-xWW@7gj zW_|aq>B4{?#u5QY(H%A?I0GW1qxK~H!@Y|bw=4t=q$uBmjaDaQDYhe ztiGCIny+_OK_ZX@*cGWqf0lRWxH1wRK>|$i^b!ck0NGZB z0U;IZ!AZG(#|_N^Nw2StWrSI7zT#$D8K%sj(>&TmBYSbOC~(l!IF8L;V%_C8%8nFe zJ6m2}9ca`q3?PicvGKFGgm7} z(oyAh4>U3J0954<-KkcK@OMnBD<9el63!3nvM$8mtQm4a`_seO6^7{ELf2mVy+o0E zH%9$Vn3=ki2Sv(X7{TJMK3?*2a(~z8z7tY#v+&jPM3z}UR}5O3ej`# zc$}JD!Z#{iiO#xvp-5t)APKN4AOYQ30S#yppcO>|iVQ)+)XT*277a>DS}+<61-|!s zu(g5?aInbWSvTQC^QdeQXJ>g4MXn^E2Yd=H>XU$7ebH*UD<)=(@5;-PRiz9c0!s+B z2=54shb}=TTGbs#h58?%yIHZsflPlS3mTq#_QS*Og$wl$m-SO{{^h(c=Fdfn$;L=& zK_2qEyDhN?X0nIsCWO9_YHB3`gE=H%BioFlvs2%d4Hw5lU2JY1+54T9tALXN@-!cj z0n0Mj`!ck+$LOUWCVBR*^%6fV#O%oAt^{6|$0=)~WgN^OQn6@;*w{hf=@G<;+v6`o zCi$CMIqIPnt0X`zf`5|r?ya~uw+dR{<6aIDCq1#dq8NWc(}|irwmA|osb}KONhwk+ z8~4mT7@0>sxSWFBs0EAN7B}4zkl*z~?S-Jga?n z#LdT}Gv_5PIoG$VMW7|p@r>NJf9EBy9G~ZY0-QwI*0vG->y`=IIsc;hcw^L1(#O+Zwk0k9v3P;sD+LML%Yj^(c-`5x8ctOYH^M#v$x(v#bis#1M#}?KCd0 z$lGlA!}_8grG_OU5R39dI2XKa3MQbaasCBz(Ro8Y7B9a|Tj(E3?BT&6iuP>K!?ymu zwQMQ#K72^!by>j~iCy`0ylvW+MZZ7&`mX9_TpMaA@m{su*cP(PH^nw@VJ~|3ZmO?8 zZPDT`VpscE=U`oe!Sb-F1a(*OMW($|vZ(e&B4lVwo-iPIRFz9!SG%ICzy(`#6BfV9 zHYuys4co)ch5pbB)7{ij-@lNCNZ4~H|3ttPWx#T*x%BA zVrk^RVQSYmwhnyh!qU(V(qSFr($)1?~*yIiaMxU%J)-4UAJ;!aZQhP#371r3cg+BmjC3 z?n8fLKK7G&pR%8#>TJsnUjARVp91dYq^D%02Uhi)a`%=0cZ!C)E%a}cBbH7cdX~0- zqtQU1U_Pj~hpM}Zp2lq}7|dzEz@xvD|He#Z2XpgLaI&}kT~o9_8?W*^8O%v(4Yjd^ zJ9&UXDo?1J$G>4W_?`TB_TyHziZCab+h3GR_p|&P%6}w)SpZF#%f7CuJYe^=;2!SK zzZ%XlC(w}og?hpY<^dYiztE3^U2OM1*$?i*Gy4@CnCj0b+ll??seSX_SI!Ya$ z@o|JmS@X!t9lIufP!vB{48M)NlLyqzogL~9k-ey>b8$b}TN+GphI&}CdpkS1xJ!G> z@*HH42E+SgK_2!477s^R9wUuA>>eOc>1gl4E+TMMK!jgZl#kuU4P4{p1#@#`7Zwob z0gH6AwvpDkdF!_V!I&)1Zw>SE@)Gb86@a<3ld1e@b#f8WC%=E80X!rvaUJaD+ZwX}$^h!9jr zN|fK)Qq+cDSlAlEe^o+CoZm_kA}TH{3K0?&5#u?={(HME?`vrM`x<}m0cU4HuvT{V zYal^GL;5BR0(XYGc&Of#`>8Q&7zC{L{_pFWr7fkzBq0z8bYB4Ie-Pl>e*gZxFtAyI z`zriPyTG>oq=9M$6)gBir|paL|Ni(@$v@KZFLnJ=*FVz0KVtr6UBA@zk2LU)n15N< zFLnJR4g4eKU)J?YUH?b}|A_gQb^TJ;KhnTIV*X`aztr`QH1Lm@|NmMSi0}N43PD{! zD98)Md`REPud6C5THMjmx}|zs=>WhY7gD%+Lx~(*H0bQ&;ijW}gWbs3gq^YzT)(*Q z^9>%B5cm5EckbNY54-$a=(QjG{QyC*t^S{D-g@}=%lbXxzq}rU+;`hwn??ZtBGw>e z1A<=rV3?zq$9<4aw(lu^#>(*^T(}>0)6-D|>Gfck#`b5pcRy_PGd#T?b^{v$@@(w$ z+a83;_tCU7RzJhc`(Y1ojU9Le6k+!t9IQG69n7Vq*cA?(&~+cUdqADt*;QR2Ft_`# z-`5%bly5&5K=+ezUt^cRj8`uoQ2#HU_WR*yaqHR#`XxKt_9yMniXd<|&);HX z|1SP#8Sl;kfL0o~sE+U_P3$G;PtOP9nh}4}xWPrDCj|kZ?%iK}*{_3j{`6)4=_&qS zoyq?^DE>J9l5^j4oBWT2|2A;o%TD%`Y=eRfbpHO+mt7w8WlsjhJVFloWB+kb9zAmS z5EaES(98cgNIpUV*8fK$m_$KIew2&~IClIbKu$&hdb3mPOGJKz3Qh*DrK3B1>c|Dk z(-(oG!ePkFb4NJbM=dN^1 zQWsOXs3)U@=B%&hFvvhs?`s_OcNMs!niOK)HQz~IpE^pBa@xp~aS<`!;yXBTY# zzW4nhio=Hv9XfL4urnw!9q4_3SojEV@w9?ArHJJj*P}NcalE0|d2e-Al&XmHQ|ivOn{zKW5Z_p|8C%BI1&Z7Ee_`v=csvZ|Vg=686d)l3|GLSnP4TZS>a ze|MLkn3|}@-Nh}{4%Ffc;L8CEW4?bOcqkFg5JDv2l|1cXnu+n9w)E{KmWIhd>kS42 z$g2(P-h{aUfc~UhHpkibJU!2oRXTR(a`IaA0Q&c6ds6bRM#Hz{E9r~ z#S?sQTVah)$y*@hRm!*rPBLPLL#b@<%P7q4j*`90HPh!*+rE?^Y2Ub2S8}JkdL`H0 z(OE5#J~Y~Qm3h1`Yt$4${VsEaDKeH<7G1&J3dzd(@yT|cJt6&=S^otLwXB{!XGnNs z%ehAgt5((Fnf~D)N#3z4eIZv<(vxT+&!_O)eNKPE8hqA}{{htAbF2GCcYQwOwf5KI z!1o_HDNVYbY8;iCSHvo-RpU_brP}2&-vVFU-G%YJfoj?sN1x9AG5w+1P;~_wgPePt zTkGScgDua;V^6%ro4Qz+y#A`C%k0*yMQ#1|q6FN)+JKW>2~?_wiQHvEUK=5VXfYAoX997yJ}cuClaB*{Z3O|xF`tgU!xwKnHE%@9&*0(sjZ#Cjf6bO{oc9G z_8FEK|8#AnAOP5M4(OT7d-{Cm!Rl0@Z}X|w$lA~5d)gAv(B=K?I@UX5byI9v2y#99WbS{b@EuK1nEQL)tsL0~a2yB^)fY90%P z=^N@SnGA<8YUm!dPJ30@jTF7fA-&%xRuZt5YjToIYZ(u4Gx+Vv0T#&WLY1iR1+O~V zn!=rTo?}Da?FA*pD|)yFgS&~8FEN^}QnKiaS`T9%3`7K9>r zwq8w7pje1EJV=0t(^#B77tQLZIUKb$KG*2XSeeDybd4$9&*lbVX?^dBmh|4YCt}B} zO_O-Q-qm2CT6dfz0WD5T3*godOm!L?whxvxUNY*rEYccm+4PK8`B9&VxD|9Q-c$bY z+uUrkn`Nz&Y7GWy_WtBIMnUtO`-=a~M*qcV|CfZhAP-pE?Fkn@?9RX{c?INqVWrkH z8Ql`~-NoTC8d#ntjYpNZgj*-l8BNYz7Md^5_;i%rF5_J<=hNs5XTc8XdcKSd zV;v$lURuyHg{PW>{4S&w+@_@-44eY{#%VLJZJ z`N#7HpiSob>Q1B3{y4>6W7&vtbFCUz&~2Z_GXPmI0($T{+1TOTWD7#$#H&zUeYfO! zw9hVwyL`7#%gk3hE!wSgy7WD{c(nKoD$8*}d>0i4xW%6(-DF6k5?7HO)n{O@aU++ETs=~;dqS18}+6=b|mZf@Qx z(erM*(;Lte5#9wpX_8v){T479$W`6^02RObB~(Z)hhps&QSU4-f&S%MR86%ZPwe|q zd?-D#9=;5PCXck%iO`08q2m3Po-V4ZkJddKRwxRZ!kpI^LdJGarL+hlJX(`DzgU1) zyRCHBr{IHK4TFPLpPu&%f7RrI{JaU(2pP99Uf#*Abt+!^l+3+!axE?JxmV?f*il+V z|FG#Tm|$b9LFd%;*ju?31h&pr*Z6$%ilAW=dBd+zKf`w1)L{EvsBU#jVK1NCwc9KT zI#giw-v4Pd`PbnkY8)SyV(Tb+zdOZo3qlqmT1<6{PRz>Bqj+HVf~T{fy0Z z5`^jW8;_rhuXlZ^qoS|+_2C;s2W=%KRf^=7t86<@{O<1{4|{SHRM05eZ`F;RYN*}i zD7i$_f!&KSSBE$0PM4?oC74BspU5^)%cjiEcrmEbRrQs8G_TVS)gIDi)Y0W)zn50} z<>s97$vcGW58m=o9(j+xUZ;)|jM$mH%ToU1{WwQKsQuNIB@T}7hpCp1-8ViC+#lAI zz9!dbuEO%yVfH{V2-4U8JQ(*^S#;#gQm)f%Pbuk_`-o;b?sldW>y?&P(MCjH&cfx} z*e@h2Wi{w3X{d8CXttl}E~PRI4{`{J)aGJdDa0Y`R^1cj-F9Wmn@h{;+CEZvr>Zo5 zxSo`HzQM@B<V%Z3?v{7 zsp@>prFc|!A$A-4=%c45ChvV1ays7~wS{OV)-P3xygjAoa=Y)=%E#x(yNtJ=8}SNX z-s)~L^8ftdO%w!XD-mj0u2HMiI?pL+@QFWaQAwq_PSyJ~gLNV#sEt=at9nKnBwpa2SvcnWBV^*Wb5+(_L~rGG&th0^vQ}om#$&V zf7D=?-G-bB9t1;~0#+tJsJrsEoqBPDnCw}eMpk5E5R;)_W4<=AQ=AUFfCN2-dE0B` zB$(s<`Hz?&qT(&j(0iQJYiD8c%}iczEc2MlCwn0@V3jm_6uVO}rXcnPjrFr(uRkKW zGEEWqxe70Tp;wnj2Hz{d6(VSpEELQxJc|9uep>N!6&vsFqkh-5f}L_R#9+RJ6ysaA zoi@$tyHpID%u>hEGmR5HpxbR8D+YAR6$vJ`g5zJ3PsL{Ecy$O~2Bx)Z{D}ly-*g^~ zS-=!|59j8QTNOuK-IZE1s>JkMV3nwI@Se_1Qrk`mlI~5(w0UtmGl$*$I^euy@I2Kn z#U9di`HotDsaR7%Jk6Ea-l5}aEA{J2$yQ0l0|t>CSIi88>5~drA0gkOwr(eK$gdvq zT;3)D?ee4Y$j%CBuRL&n1JHwdEo+YT6Y-A4xf-PCC_-8|F5Hd4JUr50bGWq5i;yua z>#rK#1c&@cM_Wp-lMR*1C>}1?N!EGuJEU1c8VH)d&1A>)7 z4txC#x4@?W><%C!c`o(?cY+-6o79Ccadn`;nAqI+Bv^h zxAK!KxGYw9auytOa-cpT+10}ZNFynX17SN7;C9jKje;CrM0A9Ov!6i0!mHw;L4p!nQ~T33CKoT8&lCQg<2B)w>gs2AM`T1; zQ7N52a=gqPl%C~}Y`SLae-OPX3r^%Dwu0@k9r>RTLYrgY-V*NKdEky3$0UdG+A@ki zm`#fdrj#3V`xwx#-j2n=P`(A!rQk^H-(FGP?+a5O15t4iiu6}7>{E~+J(S%e_a8H9Ri%+k@zQCcjR+gSFtJp;?2UO!;j3Uab zfwJj#!EG$IooQP1?ND2P^w?^Tw6dE0066W25Kz8oCdtmkCwuCTmpUJz+Dc$3H0x{w ze4>RdWXwa_cUr5yBm48>UO`xDJt2H(%&QI;rQ1-9m#(3I`AO%F-lwNcJxga!HQbEl zrWo_hD*)U5FGJ~nLCEcB+Ci^UPDZU45n&UHeS{E92e{9IiYeueR~?!qrYg&G0+%K+ zpuDubj(sZbY0~w~ul-V@0=K-h#R51%$smsJn6E5*BSaBTRGL9?oipqCP5bFzD1;3fo~Go zn;qN}Bjy(Cv^xm|?~kWfM!p-aKg6)bCNgslZ7ZWKC2_it>Q<gbdz(6u3XRybN+FBH@-aVO$&llb*`dj>a;MlHy_nOk%z(jROFYJ3aeMN#YckjwJn1)WE2 z(zCMD!?T3n=xKkYT^r6;USx@m5PN$Z;?olA*7cbW;Tp^e-k}`g=J6|0(~|AT>7gK^ zX_Y|wC_W=OyT;LLt6f?7j%C>07u#+VEM5WVj?E13PZgIf6ALil+<3ZtjGAVs6Rq)v zD6GI4s=@S$18fAQwC)NnpR#}`h2Un1i0t&cvE3e@GKWkse_mYYL74bt>xD4eY%s)& zocAxO-bG|cJQ<7cHGiNBzOz$uKA_4GJ&(9{PVM}~l#pAQZ`j6sGtGIb0%Tx_K#Mj} zCmcfyUw%*O2&!Y<8YjmzEqIsUJ+cwUkXI}d5}qN6R3gMIEr*yQFVL_#6XX~9$I516 zAGqBfY$ckw46W)=k6xtK~`hb6c@L7(^YCR5; z=PNs3Vv0Xsx@%GC+3Pz{Sp7pL$M(BzR!eFPLQt=8av>!oNeM43SdBA1;rnmiT;@x} z_20bz0?oO<-8uEZ;TqK6K#&^udI}XfZ9fl<3_VY{@!ljMcp0N@wXSkZsX+HQ1-2^o zW{_bJzuQwTgVNsXpL@UQea{GHjj4P9dHjGqxIX?)gxb^IkEa;4KlZxnJ~G+Vo}IB+ z*Ewp0xRg_=a}%*Rw=ux)_+)^c*PXgTMNq}ae{6-P@N}J^K1XYl*rb~Pm zgqU}91P3R$jZ74L%Rn@J&9}#8({8l3M7@w^674ZGZse!Z40C;=w!FlETgs*q(kpKb zS0bpUh@rKjG{Y#XF3v2thT280O*pMeY9A?redq1h5MTMABlc=(%p)U_CatDsY?vj; z5pSN@I377-GQ6E#oz`VR*~oEyX>s*(MrW{ok{lEvPEID@B2oXymDqvMSV3?Q`A|q# z^d@SQ1Q58`aM}k_KSzL4BPQvK*sJ4EF?G*R;@`)mKak*btY^*FqYF9~p# zOK6_f=0urOY};wM&mA}D7EQHYVL9h~ZFZ?_X1-#0Dd4NWz!+zCaXY?cSc{5kDf~u$ z#!n_DG?f*T2o}QIUMoVRsq}vRswzqfe6_P@nA~#A7uw%*QR*NkGJS&o;JJ zdM)-^(8P{;X`L&a$7D;hp-Cr;NY7~+7IArItWi?q%y!F@>`3*9bh@g(WwxEkokX{? z@COtAC84kn5A|WXZWSR$gMPAK@HejVoh^jGJh?GMz6HMK)nBV~ncSVp7yUBKX4v`hIZddG@7y z7m=s6UuC9+gqF`F81LN~R9VdM2H7rgc(e}>uT3C<6qo?d4 zTDp&$$nFZX`7rn%U!trU9XMv{&RsviM4m-)-{)o@#W965Rh(OqFOF!6h_aS*;N;=q zdw+W~A$9%hOUa>H;qfu~H4b~j<+`v%mWm-$MTQR*85V|1)OluQ+ZgkyftnDM1MI|^ zu%|b83wPR_icV3!GTKl-eN9A}!?(bLAH3}`XVsZrwM{L!O8Fe)%fG^&$DdQy&D5Lhl_byb4l}ey5?;TOYD$S$Er*S#QM^tTkcXS4~Tb^(nckr49MYViH6B zb3}$>k@7|QydCXXnT!z*MMbJCLXNthGzX$awJY&3*V3`pT3>h-5j$$shaFDuhJ`CD zPVSN?J!K<*zl5P1^G~fFT+WzbbC5)iF_o}rIrKRm4+%K?>gA;2L*Cpo2%DntoE*1d z{^~df=g0}|Z^`5B6)R|O<+AZ=jWX8xs~AY-X_#ubezP34+qkxh1Mu!shDA2<#}%z? ziSh}vlXtfrzuV=%^k6JCl!hB>xT_h;YMhlfa>}Fm&cPJ?BtbCPg0{X}e6DXSMc)I{ ze%Wl}{Z>kv`QLhPAJ295P}QD#b5>>AK$Qbd^Xk>HV(CKOmKG<4Z%8oJ@^M&XY@{@= zgM*LHCCf7_-3ljMbs98t-rswbAZ`>!uSx#!3=Kax`lrWY%Yt(o)n9}}TfHeVJ|W9u zb87HKIwO)xvv-s7@SFEW4uzY?QpMbKi$zpIzC`Q~kLem&gcQ6kPt9%!ayq!fzh_M{ zWmmpz7hfeY^R<0L(hMuGijAM>Id8une=$JYFB%PXi_598s~!-!mrEw>t?Ewy_Kk+w z+Q}B;!kGEJ#;JbkL8ZedLocp1zka6kk)t5YyI!~1lA6+*EsqT z!5kNcBnwIFlsgrjqiZ=KeE6a@6N6^UG2NJJm#!D@D@(l@`?4&q5n31%UmMsuS@K;W zzTSFOjDEZAYXn5~mdWGn1QWB@5f|@_Tl*_qmsbGQmTR<^Rwm5<-0$w-$l$<7NZOZg ziEK|ByUH2pq+X^sSeYcmioQhO{`%hTLf7dt40kC({3XS?J+xTDW5*{xrKCI`guUs5 zFC=7+#QD+%CQ9B_4>ymBIRSKb4W$Rj_5TtCoDV`dI=@I$ zH?ZECq2w^agly_>zwn2u=Q^Acx5r$bj)*t|kX@q%8?W5Fm=_m2vdN?_T3X&=>d+Ue z@BA)-lHQ^Mqa3Ygl0vPoDj;n+OSY$-XoMQrpYF>jJ#YB(0(qQ9l8uIuQ4HPiJmgiv zHETV(dUmyQbEkyW-r65MdhzJVOJ#ZcnreLfq*YZaB~A3JGN+y>qxbDn?c2|pySi0V z%&)nj8FLP?3*Dim0AFOxF!otF7knJ5y?L{K6ow_FUz!cNp39=xz*{UAbw>$($O2@# z9c});bZg88#!=x}H}-K_Qv81NlG>sG15;@3=y~?EBZ`vxiW-M@Oujuq@?kk6B~bgC zpV<;<8m$~=mY5nEF_aH(G*o!o_`Sr}moB1lYR#i#t;gEV&M|W~Ej2$Q%)mNU%$P3v zwZcA(t2^TCj1CvQf+cXYR%RuojGmIH+ z?mu`u9DBeAkGOsNmD`&-vJgT(j@AWcrtF6hl>;YFHWg*AWo-4HD9x#`0=iYNY%b6K zQd5|v%G=PI?8}SUo5q)Pq+g>@hZYZ|^N-Y4B*H(0`r=Nz@6A?S&c4pee_@BugO%q! zU-mgahk6Ih`CB+#hMu@F>H--%O|#ufQpgx=Gp^=$CXWW z>9s$2l+1%uVZ-HZje!TAoomgDE~o`L+?YoU>M5d4{R2KFMH=t-9K-$z?$s{$aQxJw zi3#7Afgm$ImW7JL%qL5v8Jqh+TH& zt>+k;l4mwvRN0)gxRrtH5oeh0#tOkW^c><1`zEh=p46&L^rpEp{jx>QVAy$fqV{7% zDY|@+_Uyeu;#jZr$HNXEgWd{yJ<&TQas~WgQDZ2Be_Gbu!PM7R!S4$_+9!amVmmUS zMW{)k51U6Grt6}@u2S4NZTv952`Xe{7HLW=H{N0`Y=l{iBu~$dEzh8`FjPIU866VR z!tEnnRaACLjGyl&`hte~C)Syl#WR?7=aHplC&vCQBf9CQG3M_*@0eU%7;co{QWvzp zm_nJ!;8|8$G$wiF3UvdF&$99jN4)+Uo0rVlYMI}psm@Ry`zR84t7(2@cqw%EUv3vz zE3_z@*+5Gwwji~^vT$&>t=#nT>&#bSflM#Zx~j$&7N+{5oMOFiJqkaBsZ8@;3{%;E z0^K$}94X=seeU09vPg-7a9+f;gHQj1lw zSXgdh=kX7297l8%_J^Meu#|uM*|qyrMXB@@%iy*^V!?!|4zkQkuCD`@S2dt7HR>VL zDODoTp-lgL)HH*>!aCC|&69%iZHIPGpT6>G#Y27C9EG-b{0FMd@&D$%>hJdZyNUdZ zN^ac4E9Xl}>`s_lR#f!&wr>d<^eX zj|+VCXVx2wKV1{KaG6u5elp?_d!Q@$U`!2gFW$vDEt`k-A-<-F2hjfI9h;7o(#B-i0Y(sKK-17&Kq>BIf*+Ruk%XYKF z7qLu}{TUXY6S-JdSMTgc+#NI`%t#k_IiFy~o!2c{8$ps$D^3?~V>^W4>5uKFZf4_+ z{h+1$AEwOzqmutc>(J2{=12~htw^O4%dMGKi0gSqg3V}ZPTKqIPV38;xe}1HTBc^r z%Bpg=lEt4|zkT+#cI43_%Cn}XaJb^i2z6C~;QL48SLq`dZS}dV3 zv?(bb_43dE;yQM!6_)V*>W@metr3UUv2_u4fd$5}A9@b=E{S%T&7oq(EJq*2lpk@3 z676N_c?CJ*n1Sb|{T7$Nm{wO5nDGAc98O%gtSc)|lqc`Kev!~bg&erwwwIg*if`#; zXVLnGM!I=9!CM!@dZ*;D@u%i~vc0Aacaz@5^He;(oM^u9{z5L5Q zI9g={zsfeo#x*^cA;X>$M&H7X&i7yYS160r^Y>@1rYr@aR>m!5C*3cBXpQ3cy45mX z<#3yx@`fMPP@GPUJ(Whk5&(c$Z4;Fm8P>WO0y}oML zlP|+ZEpGQH(zpl?zms)D9SL75_uuw?vcptfC+Kl^WCtEMG!iwPKfVxO`*=yVwb0Sc zm?ftY_v&KYw*TF4N%^gi`$fy@id z5$2)oa=sZT^P#%iWHHK;Q|D&j1=cxe`t9`IFO9n&6VEe;K;&z6sy{#u$>Es4;6jJ_ zmUP2%KhV0|M&!ZonJ)wEjtqy$xJvK!BgyBw<#hsyM3l_gQI9@bdYx{(Ca4GDtDKzy>u^+F_VM_7X48pW8 z^Uo)&_o&Kg?eR=Y>R&Srq>sD(I7sal-E}gnHYhe=b z!bpq1VKnw_>Epe8%9m#z&9%~VDCih)0ixt}c;9rqFL6eFo=_L`7k$qq9(zk)8ogYp(Ywt})^4U&G5zIfc1PqYE}t?~okl;4HNQR| z5lw!bb@r}STwK1C=Vur1;-bLVqXbrY>J}l#M^F@vXoO~9JyYz&!o6VVkIxh z){aUZPtejyI8;%DW@)89UQn;{TtQX*>3jM+R6ux_O3s*k+e-&bKQg=SO7pEU{VU3x zHB$l4ty7KP>0V2^{!ne@F#o)T_BGm!N;&`8Wow>j(=`NlG(|k;=(t{fpYK*j~~mc~bO;$)-u8I!E1+BO66eS}sjioG*_x(w`Q%P;pV zJ2{6>Imv%KjYUn!`}!f8B*Wzw)7OcQ=a)z2-4b_URXAc(u6$?LT9SC4;;kXhbmT?* z%N;kQdBW7h@`T=JtEqD9#mqJL>;7{os0q%dLhpdzG^fMUqbc@pr9qXLDS zSYm^1Bqn)|R2xaa&TzIigdrUvCi0{C5eh=xXceWjk$qFqh}GyIPl?%CfT zNqB8#lRTD^=}Te16m!MVG0TDJV-c198#NyA%MQo4#C2dvD^8XKtOnCpxSz{K=tB^Z z0Zlt>YZ(k06~dzWdVUd0FZX!N7soOBQQg;^k{CSVB zlGEO*K%-{tzp|JP;&Z69R+fKAHrCCg4>_AZ1=n$SvbC@wbrgq9Ur&4aT#u2?<=&l> zTGJQX&=)xq;$J26#b1XET&H8APWT+41M7U5c+NMfIKXkyB4|W?2IcA(jZLUa8DV41 z05|52dhMszU~PYi$PY&=Y`7fH_vH=u(VN|RjdWXPnTV|)Pz}v!>FTMk&d_D6#;GzZ zuWRj;@vJTG$kutf5bKxk61V3GozfPQ2s6)F4?;k}93jzRa~9$WL&x$mBRxI1mFYv8 z;f+&ypS%v=68X^e)hhcXpRl2Bw~n658E}T-X@}>S9zZWAqL_V{YGpDq@atY$gt|JI zSNYbm`9SxWe>a`Lx8d3^z2I9fg+`^&l&h^zYesnx?fqEZ?d0a(V;G043k!rz?JEV< zxSKL5Bp{}s`Gi*!+e0nMj(Iug6w#RQ^vi~={~~|N3c>@9_~QI*q{j+Y+pHS3U9wgp z+V9J7xi$(qyH&4OIbG1cWQ;Qq(lF`LtthpugV$@g9mtCOD-|$nSL{foV|w?C$CB-mLU(Xk?p#L3JARn(H8_J`>_C5&*6ajFu5C4-h4=E~8$@ zsZTPvb^B>%?$EByq5@?7;Nuqj7|FAkxZ+}e!vQ>H>XuWyf8G5NHo6brNBU|Kg~L0n zatt0z1~aHMI=i#MmvUQoZWD5r*xs7646BaQ8?#K+?1Ep|(3;=y-7er7A+l#Xm;1Lz zUB*ZE5Mz}Ah2xbUG&~2gIwmD0R~GZQ#4I3ZAq;x<*yG7yml(u=M*YVUzJHl?{Z7cU zl<0IK)MA!rp@eb7kluD+IZ+?MxBvp=-@QtfXv3IHrkLa7Uy#K0R`4bL{M+-#mP!nTs)Lck^>#}HrlW{c&cDn5UxWzboo?kNh; zb2<}x`sq^U%Fv089hSJzA=A1*VP+)fV0D{bVZ*(!2LW~98(f82K*!F=I@=Fi(^Ay- zkF`Jt!mS0ZKwq{gO_92z)of7DaYd9&NlkTZT-BB2an!_Rd(L55@iNbGb(R+<8kOL( z!m`tS>Su2Vp5U!p7}J*BvOB9=uTeFn_4ND*6dr5tsT!Pl9)A~#WO)X@8<*op5Ry%UY7QTWZAo7P$&EJnQ}AD(z& zm!S$3d-roIPOH%x99GT*9P*>-gaqjNJz2n(^vY<-4v&n`jYj)V498DJFZkWWhtxQ0 zMSoJZ2pR5O>(lMlZ*$$AWE(4j!Ixeqo(+(wvG7=VREmIr3W$P$N>c(vML?uWm)>gt1rkai3JQV( z(wl&a^j-r5h!hDO=_MqgBP9t5LJ|q_yV>LHJ@)hN{eI`{bN=jc#`zm%jeD&%+coDk z=Q7pmsa#)kZ_)#SEq45QT>W={e8Sb_Ssfl(5$ynL-2H;BcYi z=nSwcynKqkzyrG4E%;{LibfGSP9fXP)mtyGx6U$nc`(z+hx<7vd!{awFUHZ|@m9&5 zszn7I7MeNbTi)mdthV-jS8rQ}G1=7W1I_99&6b1L}DpZXWn*CVgM@on|-{6>%92i?}LJHZ@f&*HJa9Sx?~-KUh>!NR;`c0J70%x?jP8n2}Z1 zRBt6r!o@djqr|Q^R`R<9>n|eJh26a)v5N}PVb#*IX3STQ`j`EYfID`%vO`(iAn=@) zQ`fn+o+F@VE;Bl!XI*(WH=_9SwUvYuZtj1SH09ndI$#JFpgfZ68a=KJR~+$lFcmdw zIrF~rj|V9qMgF)~#P&0P03t{o_g?a=x_vGF{W1S{l@rFAhteb;huypSA|6w`48N7NBjqSmH+qh{K?D&K`3p};14?|sK^f15u8p#Syucd)8&d2yLb}~0NHAqX zR`PC^fakc4o!X@Tc*806>0%=1OpIY%+tPF6?+{+t`>v>C^0|_y?{-U_r;uQBW*XNsetF)carJv5`f1iH6{LRXSV7LGde+z3%>I?@!o{C9JzE_(!sCv8ALpA% z6Kn5~)NbU=vitL$fvn6qO*UTD98ySo-L!oo)~d#{iO}qSDs@Eb;sXK6qNH!?(k1uU z-d{6YdU5JLv96%rG?Q5sT!A9(S|WcA8Us3;;j3)=pt}FTo8FBZU(f63vL%R{t~^wx zq)+L5V1OrVPRrv|r0!aHdS5{ChuZD&2*gK>s&aRge=LBLR4*lRJ=5gVJ1m#+uyX7s zg3!I+i(XEd4IwN`J*YD?Zp~h@w$^}`x3occPwEICR^JNKi zWX@m$&|>qTP?$p0M{9$$aFRm1Mcvv_?cXN|*uj<<0kQg(M3Esa%1n%IVy$!nMI ztsZLL6MWq7;;8%fB!WYyHOKp^hM(QCJ+i1*gNL}yrJVr}?E?E{+wFZLb946%L9cjw z!@b zPTFs_JsLF>@WoRH+$pQS{=D?!KKCW+pJ08BC85wO4N8hzB7CvRXQig-a`n&mK6_2m zcbcdO{=G`>bedH6YaUlp)Ja~!)L_qK*Q&ej?ghWu6e*=nJ(5@Y186bL8?@)sWMssu zjR&o$(J-e?3{%Tl-ykwpHc%wyMiwjv#FxNRZ#2XKjHCl*!7vV2StTy($dyYPm z6`Bgr+!r1aqvrNbLVwzS)j#5j(XctBm!8*V=LX|`kSf`5z3R>nne?aP;Q6t@8=bN~ zn1qTi7>4s6pL_4Oz;gnSMU#`h9(&z7)e>|lu2o=SO$>MLi1`<_@70evj|)60cu+GQ zHnw&w+sZ+TD1}woXdJ4UQEvTCJ12Vln9vHi^^mVxUK3)(TYV16gHrqVU3nUxCO zj_`1LOfA&=spIvUz|ev2Qw7h7gQcW*U3^|0Yh^EIlLurQXLZ4(2QB_CTZ}^PVl^N; zIQ(W4y&Uzu`K(9sXHG& z?CdlM7EGgEIK8>sryG@aP4dI;YCWo67C)}w6*AeB$?QU>lC6KU-6BO`e#Y(*_^~DK zKK$D!(a;K~o!T+K%tcSrk%jF{Lth7qTwQ#VS}cA)1SNCfVswbe=k6Y#M+Sfk{kVt* zr{L5{M2?u2MT*7J)dhMW)`s_&1(=fSwp{<4?Ww0Ae!9^nE;w2z*BERw>3OC-obIfG zK5kP*8MUV-C4Q5<8BA(exi|_qC7nn?6PFqhlmrBS2&{; zGNX%%szw6ci3*yRT9~3=#eCOyR$N^A<~)%ZxN1MpqBL#kyxjE!^78a~ zjR4cZ!QOB84sPpOBtsD~2a(LrDDv7Dhc`+T&J`a}J9c?ioR%h1sSEe^LzSH`|TD7VozRFzZHa58k65 zoyOzJ%q2<^8(AI4e1qAAsR>wmd2r4)DIYk zzL&r->%GD;j^TwsX7w zETHMm*|U7=DQpChkp0$N*p9{yr|6{%q9TbXDdC!|JSvovN?>c@=n z&xWZ={>MUbDA3&+A75MXq6Nzsqx4_eivuR&=3$RsXgD3zYTt@=gO}AN2$yKm+h=E| zTgM3ep#_X6CTyJ}7Q2$k^Y-i5{mC@loX@zQW@X>%PFt#LN0{C~wW=3JSEd=YH%a;e zT2M@3RK?Ba@Uz@@xykFe4rYgnl;fVu$0lzlvfvQCh9Vxhl4{B94ll0?B(}Wlu=klF z#y5-7*Qlwb&&H*rFe}uRi;&PO)!8P|5A%-#2fzK!6}PQYx!6|*7kivNZf4~+xXpYjMz(fieGNi3$8@U((%j$E^bc4JZdRu$ zAc&tdjM+gxCBHG~@*L23ke1zU%38bQn(L)5;;Gn<_0ySSoMz2O#-i(t{fy}YnOu$) z`dX#iw<|t!0D5%jH``rAinlhLx`}w(5;q~(sSx(5w~vrXD7{jF`OL!q?8;{L=wh`nTZ3-!Jw-|sc+c3-szx|3$c^M znVzG>@z5e1_zWy%epBTO0cA?hR%y+-Yo-wE%=az=EXMg$PXEapzry%5Ae)grL+Cr- zP{6oP*u^;QqN+0F#T2ep z!3&BmK;hrE-ZIw2@R2i{Y6p7rD|aTyh=`Q5K#AatER zPMKUOCzTTrH$uUl%IOmfN{fQmTBpM<+0CV?pq8d0RS@_yLZhLcC4NESynggfhM}aI z_{e|+7*LlK<#1*d&5NTRX5$UN!U&)G&Gu*Ye#xY=)A;@*knXbZNBeK$Xm8fa%AwNc zWbLcMb=Nk;6;*Cke9O z@=Q56>_U7CNDt;nTXpb06{F*1Vye&t%P01sCY%+H%?+528IRpOYuGtLFItE=5-kEq zgX=%m-45c2QT4fk{_#0qKa{Vq)|*+mJMWTJPD)s4FxBID(=%dSDd{Jg5eY)A`MG6| z@$+M?YEO_nyWxIseR4c!?Pk0ZP7lw;+r>{l#aw?P41FBq9;Ys0P!5kfPbNRl^wY>AS=k@S{$gzdRpGe5c89u8k0&yOaQ#p0 znqZxpSI4pE!j~Rf#Z_nJch0XBU1W_mbq~Mi6MaP?3k3?3R%;-8?c2ykRR8QG>G&l& z&6eNwPq~vG?jC$c?mqbXT6tJRuE1QH#DRYc$I0JSM(-xtg(oUkatUcUK5A;bc+wgl zttE4Z{#Bgs%OgkLAG>U9m2+p3@Dm|4EbH|37s6zhApr{_)iQGt#ifc>rI-80@1Km<0ra z8HmO19k;+`fdMSFRKKz*Ri9vfT|xc42buJ}*OaI{EO6A)r`6EQ$yku1Id5C_s3qh` z*ImDo;0pg5B;bAi#)5l9Zv8qHVpaDXwNV4BAKoa74}0n|=q*5NyouFtpHHZ-&Jj>& zSamc=JfpvRKE5Qr5GE|!Es|lRhPufPWD^z$`RC5km5P1gGK=jvJKh0cpBdl^b5WM@Z2XIYK=KUzO|^Kile>olpjcfCA+ zeVte5O;crqy!@3pfXTCw`j2P*?_>Klv}DS+xo3elR(wU{I_z#9(5D=3rIZ$6>?wDe z{gsl_Po-#GHW!giy7PEiT@ zSMBOu_c|L?g-8Sc%kL3e!acTgn(}OCG)1=94pI!%>gtFmyk>ut ze&MnWJaV?}$N^CY{qI-&SDC)5`*XS@pu#F^x?aOpWjZnF>bJX_W_anE&%GMqsZgn@ zy^2Lhy~99%62$t_o`KQA71jeD;9?$o|Bux)V~Sd!5qqC1dNx~z!f<9xlet-bz3b*L zdJUG{C@27H7gt*3crA(KW;o>z5SingV|7W@ZW$Q?(;~*U8V47{`d@-n|Nde&{*j${ zVEJ7kOcWwz(hDQeGvkCtcWEi4DC>xnqdOqlQ(`chCTNX&wn zOD8lj$FLi@AaBlb&OkV~ZbUtw_G?{i&xF2_W>mNAHF3L`g?NYJf}#j%pxl@F@1$EKf;O{1-GLh(b$K|l zBoi_)(a`b@Ffh2Ua9GDc6J^^NmIpylDSe|mmPvnDzCJ_QJJX0ux7t>s_rDggJ|7+S zxO>^j@31B?gy5qG94KSztsJinb#Or^?TB)iJE>UgBE07IY!=BqJ$LW*u(&4x;;9(zjuEt#{~kguGVdqC-%u(CFi%>r0^-I z!{_HXqK`#pEMsks@2>VnY@A-z`aX>>U5hQwY^90ywPcN&Gx7W~DdqkCN=ai$!Csb4 z4yOKmuiR@i&WU7i;Mmav1;8$4Avw&ZR&7sRI^*a#KhoP15s&z@CQFa%;kI*3!P%?z z$F#*z3zYl3&&~v6-IB*vGj7AGZ*0H7AfhMVIU?`}QsuPZ>!PB(6t_`;iEw_IXIqXW zP(|&i3_U-s7{P@@nFW`CLveVn#3U7U8xyJ!9a22+&BFZE3tFD3A)zZ4GC0PthK-nKSl zl&V?+WF))}FYf(Bn9(W*bf*|0lni8n-TF%%nx!_qbjtzU~m?^Z}@FgB(;0nR{_7;675pY{=@U86gJUr&rP{4ioDR zp>e43;U~#6A#IdJnJHXF)ov&uF1QV;ILhBj4K@``;?*%%{BX(rDc>U(8(9pXcugD` zzuEdTi&d^MLs_07<1+#R4XoQR>pA*f)1LIa_3T>Bn?8WaC!Ms1btaxc&7ydgu6RGj z4WakEZ4Gv%&R@EfT<%Zy`&p@<_Bk1_l=5Is6nPcagU&|WmLJe_{@IG5zuu}? z*7Yb5o30Hpx5y&0eiRJ&>3+jaWwlr|uOoHN2vzv(v4fgzdw#Q>EBM$w>5O;D^~;Mm zB+|Np10!yGc0l#|^p@4OD#TCW0tsm0J#Y)i^so7h$N-4VE1a>yGh#@3=8Hrfs~6>@ zi{%qNMkD7ko!Mk)zMA>X1`d^n2jwj8wqZzviS&+I z6?qaNT^TvMBdhF%T9q-SI$NdQ>GL}#HpWp(S%Wx4+EfDot;P!4r+ z6P*1kk&r_CCA2(EAuLUHD3?*eL2zWwLf0naSruiUh+5ly?F?EB@z**1FxaAK>%su~ zLs9=g_E1^1-Mh@zW&ckHMM^{El)LkX-=^A>Z(E z_#C+)cBfcWhN4tfNN)Ak?MY0H9fK{QMO__zr|}|mtQ<4GsHNR24)mgaNp(diWY27H zL=rB5S0z+<$b)?hQ)*&Wkgx-sy3v0I5#o3C@aJEvhZ6{QvuXGiq52vb$0~s}y}FNi zokNuo=2btj(PdXtid@@X0GmBo^qVbHsQ1$(qFMizBN{p)OPq2=0%x-?=JZ?yfY*T+3L$Q!{J;X=-p+kUID2QtTaZ5)ga%U4cJl z*&{A1;CYq>RSQFH;h`)Sh8L3lY09dxF337A7slQ(l!{edvi=@@SANpiDHP;XEHZ13 z&m}k)er;5I<5o@I{BX;lG#;G?shu|^Q@vVgv3mk7t@a@ILEk7 zDFIRXo-?Hxc9e<$|B2Cjym#z6sS=+&&L4>k`o*5#Gfy3Hd_QzwgtIPwNi5n;Sa1W! zN&3hN5ZKAWz}*<&G+^8lq4wI|c3n^^*OX14VTFnu^r*_t+F%9=hl|0=@+xOiuPuo` z&)leQf^jrltKpCFplr=mU)QraeZ}z2+EOZz<<+C|pwMaF{a&wF?)$^TA?Oi-XOxmf zWAA>%TaezO$@*GG8KFVt{$dcn{i=MNKRIh2XG5@R`LLlx3RYs6)n`d5@G1-3{FLt* zHYP$^#08h=(9gD3Dw{I%R4(m$AxOGY8*#u>@*@^xh27!f5@*<5{f^;gd4-Q$dMRpv zStLBBz$yV-H*V9hjbJ4BM|MiZvb?gs0cxK`Z^Nd?z99(2Y-M`?obGb^6~3s@6SG~j z8`?ID6<$*Geq1)(3VLh5uy^ugO8=J->9MJNen{8)?kFiN$tq@Kfp#8s4Pk7~F8HlV3bWrUX@iM!jf+Sgy<=YoSL9T zp2n)0F*}hSyG%ca`c@0scVlJdk38(d?`K^31vLMcX@>GL$&BM$;Q*;ga)wb6kJEdL z2l#`4A1d4sY$UagtP$Iirhl{X1Ys*cC9O4C<7lMR40dl+G>gTa@tFT`U6uB;SM#5%NOG?BxLa%G+i~mokm+N7t|vm;uv>OQCYKI1^?t9%rsM zIh_xy( z=^OY4mNSAc)Ifg(&Q08>Sf!THhtugeYRTfH;~Yg-;n?s1^XVW-Nzg@k9MtDDHaTp# zx*?j|O)QOoy4kTlr)H=BcNhFP#&u{G><+)mM4wSy?FGgGm6zrV6~!byhGugHbnW z!=-WyiZ+1TO=bROW4P}q41|nM^VbxfZ>Du&aG=rZ8ju;pD)mLT7x7bl4aGS(CE@sL z&w5yNN_3!o%xYmA23SvVU2jE#Ik3)>hwHIymGiJ*!P^4HEh;WMzuDSDd+2S|zodnu z6NBcf5yH0-Tnb>g0qu+_!f|`g6fx;tYS}m=iPnkr7Q9y63l4A*l+IdNDUH|31W_O#qw9jqHp}X zL#IwXmhaOtFjpcy^o#ERH__A-QH*3ruU;}Xn2|r}8I*)kU|xlRsK!k_61^y|=%M6b z;aluBn2dyTY8SD+{#}xRZ*mSFXS)0p0@BgH*)E_n^#Xsh)g0a$;%aSmhX*lI-!THG z%&f~u;8=hW5?-l@l%z;Mhn^YjU4=TYZ;<-Bon-v2;wSdB0`y0TxDJ)2*b}LbyEi@s zczp+Gu)6zt%)wA&fLWS+XCMqJTu3=J?XIgA?tag$_CET z2K^8DioZcM{C|e-evjhF%T_Qq2Nf9_N$-mc?+5m0i$Rf<&jl>fv8WSqwc8E*`>OS~ zjV+$Q^(>Y|BI4kazuEYr&k9Ou7(B&%3;q{7tG6Sz9YM-pC$$O;F~5K_C50fE+Dh5| zMD7uK9nu$MVzs6hS5Po3hxHcOPkfn?do;dBLsU&6AtKgnKHgwn{YfkEaV<|Dhns3@ z8QB)*$;obw@wqp28XK*+PN*K$zMrOHaHdQODQ~N`51f@S5bHdpA=+KgL>y=cFlsI< zVAeh}2iSiVLRR{f)#~v6q$+bBkrE-m(Pv%SCd%Fmj^nide7a;icX8$V^`$`wyi5MI zO&=Dk$8k@z-4t^wIr&Pq$bCs2NzU8B75*Ls_E7hqk=uXJv6Z1ZKLwvvTYv*cG<8zj z98cZy%5K3ov~gM#R4CNTD?mF*Efvxd#)+TLt2m`L)OBwjk12}vRu_C-R zletRn)E%N18Ba0Jd=ZFxzv0;;X16FmaE4NbHP@{nN~X>PM5pae=!w4h*e9xP=+to} zzE3}DF*#}+A_k<6_NrP%5V9A~>`pUqYfRiI!gEt6? zdYQ5S&pxxHXt2iw3p)Hse(+oBGaU_c%Ie{n7!8ogY52sP;TWTggZ6h2aNGHncReuwea0WEYXhM7Q1>W9n{_V}*F1q0bbR&~nV} zTkmZOPSE$>4BSWEqzevAr%U!#K2IboanrcWiO#w3V%N~2PiW0neDo0qw)r*B;oTRRTM)qdA-Pq<%r#T1d?}Snw*|d{*+zcn3*aW^84mK;f$Db1hThapTKp0{~IC@XlGL zP#un98wm+OWh)fA*u>w0N-b2(EoE6c)5N;UN@fI1aj23)AGu&(S6Vi9Ln+lBQm`J| z-{n9ZHyZvX=pqr35l$>}cXQb@N^Y5KN^JqBT-~%vqzEaGB5s0Az2J@XKvp7;3qW!% z73JvGM!PTUjYYRoW(3Bow*$+{j?GVl$kInet&X0N7L5YgYx|#b5WH5@=?%z9@|MP& z{2KlB6yZj2W)(}*%O;_vYMTemyEjIaV7@4P=U* zir0w2JlfWImzy8UQ(T&8r3y$&CRzHW^1LzC0>Lb&TTs_juJ5`8dY+D(w7FCnjLMa# zb?Y{4ngw;;_{Q;c_o@WM2^rDWO%xoRHq&V{j*G3j%@xr6`p+=&rsJo?S8>5b7QPJk zVLJsE>K1+)9dFe#jVhV5-X!lcY*2g7U%X?8giO?up1IflOB6M@*DlJvnJxI zfyFz_Vv*y=kGWx|{FU@aJKrf!Hu2VTw3p@9s%XL&8HX}w6TK~AgF21F!KQ&b`4&fY z^un=eDybXF9TPH(3%zRZGYY^uEzc~X&Baa3uD9axa<>l`23Pn!fTmIdHpL|yM-jXz z{uL4#01wMp%0^|q33HwN_O4X+Oh9aVuYFU_vk?+LbzKF^;L>bZe;)FBti`d(%fK}AqdJC@J1$W!5NZXIO-?BjivLDi|YRGQOZ1I}oI#H1h zrV3_&pMIKEb>H-udgFFd>*-g?2>&aFD#eLHu{~vgSV$833rdiXW7~Ai?eGdH-Zzj0 z5NI!pPdB#N-R@R zUEQYEkIwK{9DQ9dtYutZU1yd=y{ed>oVR`8Ml($rp77Q+JeofF=7;o(f>jN2NFDCc z1~{m5dxrDp*-TOtTJL21U_tZYn+z}4YJEDc%xyew=fb9 zSX&N9#C6gHojk70{*oTKoeJM!hxi|Zp=t8KP&^c>1j=IlAjk9OBw9=ec5SZhonLf5 z@4G`9#>Pb9WrzFfM88gcAA>XriSj9H8xB+eaO<5I)h^u2UyaL}efikRSNP~RcqbkV zssy@c>S>0amh$Jh2*JPEoK(m6hB!1S>luZc!y~AI5?jlw8r~P<%Sw4l60dr29AwZ{ zRX~hD=1Y8tFV!S$1r10XIHi zPY>n$YUa(|GKjpO@f-dHuIjX+2L{Q;$d5fw2x`ed0lyTRDnZ zfqEMNLq3LS45Cx%IjIIrkEsw;Wl*@cU8p=nFuJ^dlm@e$@V^Qirqwv=CU!D#8OhR< zm~4F9q*sNJI($Zaov(6Kw*4{>Fl}}p#H>(xv||naq9~}h0-7=B2uEK;T7Mt#&(Va0 zR<`X-!d9R*7N%|S8&dH^=_Gy!7$yyurB<6Mq@ii7bsxFKIK>iAclB6bdeOHGCNs5 zhKE~Gc@*%4#OKKleyD?ZO~&}n6flz&Gv;)q^EjR}#W?CiA@mQxz!t|(gL@+HPAVUt z+}EsT*^)fDX>>F-v8Gj<$wPXon=vEy3?BNMO)EY0YcH8pzNvKDda1OXw%dn43(bbU z6(1M+DlUF)-QG+`W;8d)pA-p4P^pYV&A$jsWzyX?E9dd3juw^s^YYy65GdlY1Ni%~ zPC8C?Je^Dq?eU6PD}`?0&5D)sLWvG4Yu(FKb8+JM{Q?0)5kK)tAg>(H@4&EtB5ZeA z%Vh7&oEtw>9`4@A;ogf}P;V<~fopNEnjV!Y3E_IqdTC4Oli zExV9WpL#q>@^1b|j$8gfa+M6fKwoSLy#hB`BgB9R4GU!V*rb^|t&KDLVOhTK*4Ng9 z_S_8G!lv$6#!hvT1P0WkOuZrQC)^c3yeK*ypK-O&^|Q-0z>}1Fb+Qby*06WP39+~= z=2w`D1CytmG$XjAe1A$=sE(G?U3>~EQ#(i8^fs_>HCsg{J6pfCx2NgcHXJsMsmCTn z{`odGqQ&0$J>XGrEr`TOPnSxtoT9KZd~3GFZHv6h;RH+d*|jm6`^90myqC(`%zE%- zK-!+j)abrQS||x@niR|S&)F=%#-(d}m3rQNbb0g&V7R?hWDwH*1!}Y*OXgd=)xv)6 z6u-orh6R(SU+w-xt#UAuCdY2EE3Xl%4|P(xeHz!~gk_wHQMNR?y^!Lb_E)F#(>R+b zV2giJYl?ART$G~r`l!b1w6qq$N?Y6Tww{BJl5~eyKEQ0(?ZYAPhiiirmO~4rR-wGRoWAiA zA6Pay$Gad{@ zIAqYPyU5*R`{vJwHoYt~!(3y;ueR#pmOq#EZab;hil~K-ad5Q7oAr8%_&n%(jqWWo zbEE>C&ls5J!>N}b2@!SwxzN57wR%~Rl0d&d(?CG>e|P!tmik0QwqZK!YqE~ zeOsXYfD}o7*J9TcEXIh1Pce{9^>|-TqNNmO!#m9C5cfit$vhQQ;QEt<@ZFX6hpKUL z`Q7ZhI)W3xw8RQ?7$JcnhV|CfSH2rPAOp#gqJskDe~JYEIad5VhBI9u+tPRpnTib6 zX@cM`){8}*5;#3$fhyXaaj;O3G7Ytrhgyi%&qW@KCTACFCo5_S{1G-j7{+$|JqLh+ zJkCxRZRHk+@<nhOEm^M>C(<#{|F<;r)nmK{*^vf*h@{5rbm1`Ns4 zEw-;6kmyP;I8z6-1-%;fB1TEKhfb|C&oJ6ZWyGpbGvYI zHF0G?^hjMT*Uu`=U(HERB#IT|H?Q|v_NXvU6H_)^B^y(|b;9(clTWFcJc{a56{o3> zi@gzve{y`u3(~j(3hD5|Z<>r|)~_8geSad!RQQS3anHKuKHPbu4_qSghE**!;%wACZUo&hn+$}@<=|v;YM@cH*N(Y_HRA1%ecZ@V`G$)e+`O+QEVvH{`f|BB`Wj1l8);y$^dYHQH_mhbL|9re1( zaq8$Ds<9Wxf_cMKZ|zk7HGex`qxdX`NswN_uSL5Z^^VUaU7N9W(|f-5kc*+J(kVle z`oxx!s4wkyZW1!->$9;Q(uR7mpJS}^%RjqErE$kkM*;9WZwUQgPQCndh5O&o(f`9g zLH{1dm8_gLA%CJ5Q00*ouoPH@!j916T{RO7f!{gT{>kcY`BuS9x@P@^_j$0Zqt8A} z!0C+JC4ZKjsb-9P?e@c0-K`rq{kVI(IYFK)Qv&nN=y`eGwN|UsMX$Wt864vPPU)LT z1fyu5x>S$N6YfavW^SKE30ut@IhNTEipIFZubRgnsQ~U{Fey>XKvT;=SvJX6Pw&*I zLH}@bZFL`CbJ9rj4T{ox5SRUzBH^$D%EFg}eH#PJ9{(A@-}3`qf6^f|(&*ZH`D8zY zBi%-#28Dq@%zxa(qGYOlS_meYnYZ+w(r2b?>Vk#c#!Qy3|FCq=a+|q;R}Oj+oJJE{ z-Y@VWK;+|!vqeqf^I9vPHZ` z@t@WCuqFwX9lS7OC08S^vY=^XdGJY>-NE+h{me;5uX0Z{Yz5azDyzu)81Ipw(gD)ektkktchf#gk&74?5WBjCg)133>N^iMjtYHwJ z<#m8#yWy^8`}Oww-mkZ-->d#1^`~&yp9gjzbpP*E{U3Gk62@yv!Mu>sa&XBqkjXrg zv$6TK@1nV6pN(hsT#v@_tegB`FM~Xjc|0gKkDH?J;8t9mW>tISR0mM(c&fm$eH@?` z40*_;Zg4E$pUjM$%W2arDY?ntw@UUk(0je9v+*trn%}EB&Pm@bN#rqBI+}cacX48A zK1mGcT)8}R3-E>Ah#P?9*lZOr+$v~fk2w$2lRh_iyyH|8Ld z8KTM;`fs*Y*qQasxcL1^6tsSN8Z7Wj!NUX^=kv~MxyNu=3;5UJwny&r_`Y`i9#Ow> zE{K4dm84RB#EJZv@sP=;>H`=5Zyc%L6L_8_viV$a&SG5fj?`K&x;)R$%&wM|szn(B8|C0~B-n|sDtCuv}Ks&4Gj@I!AUn^hj*p3PM5z@s+d zE>??8s6zDoV=K4p4br=cwb+<^LNJ!$WLqp>>I)S$S)9hn#96Q7GLZuH$a*1=LFGnO z68636xWh_zjLGMg)nscMe-iS;m3`Y5E85S$UAYn8b1@5*WE%U>)_540 z7JB5bkRLC;hKX}Ly>wH&y*MDYEco;kLZDR|D)tC2iw(B=)d&K!PX*$$x)ywd1t$E{ zPq!q3QlXo(UQWf$oT&B^`X=Mivv!cCb~UHdWntT91uTao!IPQi4f)yUlTgbhc|}wg z`Hqk2V&GGor-X66G^HSAzAVsZyX2vz_r;=N#ly+?eqtwH0qh!G{qH>Gj%b~?D5@%F}?n)TEnMJ{_I3!rguVH!3 zK9zS(be$YE{u<}ZRs^7KAUm0i?v+}kLkK(Q9zDhjQtu|s)$_(F2H^!lgeH`53eks% zx${ZMET+mZxhTQx3rVW1%Yg53u~_=L%a=p_1#N8wb3>x<^2$ zRa()Fe*YX!XL;mYLutW{>{`{J&MqFFWsOY=^-sM}o%Z#ECMED)?v*b4YR379Z$x6A zandI&J$*zx;K%h_{@IjZ==6O+m{4t+0qpQR$R!+HKuawQ~f%g@J-vR9qRZ(u*w#COAb=5|R`QFT!3 zd<#HwvpD*)jR=>LfDk{(i+K@exm8lRUVWXb8Vh(Q#m}R9!tndzGqYy6?9V&Q5CJ8R zi~1dW8hqD`*-iq+V{H=1E&VOH`Zq;9uulgCi2rUsOz=g&xqd0TxH!PA$n8_Y=luN7 z4hgTo3O9SjbF$N5Hg+eG+ zsBa|v8HtFJS|E{=ta3!sRemypXUBD#P#twOe{Tryeuf$<~4J8xKwras$FkVGa6^+&))#_ilLZ}5zM}8B=#O>2QmXwm{OHEPgw47yxDbBkcyR75s>32_o@ExyQ+_Q}2Y!OS z!9-VQwV6|e3Sb=Hyh^)v1T9)zX$nC^<+> z(w;+FkKj=fVuGpy@$Jrw5rIWlx(x$eJwBf>$&bi48;CM}Vnw#a(&(OxttK4aK8X*1 z_%&(r7K)F_78WCm6Tg0cLAyomnjHAcOtn!WO42L0A>z?sx^Rk&e)pK{n0VQ{62W7y zB!B&8t5e*lbEB!5S^-ZzZG}6MtuT|Ix~=55#`|~zNWIj+OQ#}POJZcXit9$n4NsMK zrC&<^Ffk)R`7>tg3DAT$&H*`^<>`M7fB(g$6l7CR=C|HLde;#&6tRO_nqMX#R%Iwb ze)I;!^*aEQn(A=8{!fJlgc-gN#EQgsqhM2k#)5V41OerS>w6Xpux`&wDVctLXg}g^ z1nN+7xbVYc+C=STr&FAa46_XC*CHhkn(SDA_6F_tkojzmZWX;i7)VHRR*v-FtX zLWLaXHinWzv{~YJwns-?bK79qU-S9wd;BMz4BxDeJk{|VOO`uyHs;39+e3iRaRGtZ zfJ)GrO8U^~Z?;4A)~=(#WyLrC2-c`uTN4)$cWd$}f360_UunFO%WFDI;&$>9`CO;6&F9R8#n&Ge9Opi91%aS`l%3z<|Zc4XFwgRs~Ev*%+CU99UwS3 zC)Qp6&G=Ex_XHbp(1yEz>ne_M=X$fzUQYF=*$bQOwqCQHRf&P(x5u3?t=xg%I(i@2 zSQ^t@k8W`FCwU;MnPoYKkR+wiaXLvZn`d&?XQUZp;#6Fa1u^8+;d{f46T zQ|jV53vuc9)9bwrArWUk5RKgE3^ zZbIEkK546K-Kw2+p!&6ch-Qo^ri6w=nFma7)U$6cC-QdXANUxg(abBjCv!6aTn2xJS3V9S-?~4Wp)HT0)3IZ3@bqPIK8woD9-HO%>r79Ir2wWXm70&j97 zg`z)x?$S3bj}E#Ra)Z;zN99 z$bk^y(kff=D-R1|RkcY6?7HBJV(+6L-TwT`^#Dg9yJ`Mo-f@6$@)lPh5JBXU|52Qv=LpZKe-^A&5-B>`svtow(Y=p*T z!_xw%PYcLGB-Mb9+j z3EQIM6)|#2Pv}T_E^qg98PCgYOz)?GdQWcS_&#V8(tWc2T0{NZIW6Z>Gy zqD`nD9*T5zxQWXf#l5Yp4g>~?MJD=qmMU|v%>-I1tGoEweHtVNQZHCO^mon=7!{36 zeE6{J;f*720b5##6WZ=;xkcSc#S8$GS5BM*x>7zD6u13kwG;6emLaZ4V;l?6uw&xo zC-{$QQiFx3Q7*Z(l!eli`0Kf)Z?6}K-8t%<9e5H9TyoNgsJ35H)r4-c+_Ta4WaC?^ zyOc4bQumsni+oF4BGqASa`NvXz&sV;N)NJM|0HVj6h44j2=p&QS9r{tSKkjDy$+1C z9+*j&tV%5W96w*t)$;WCt?5#~s-CmjDJLaPaV0HfsRZyCPs}BeQOX53A^Z^oK^&u& z5A{dil&f-NRGv~QmWhqJn`l?P5)H zi77`;qeZJh2<2Ij0+&H8jC&1hF8(g-81*AI@IGu);_iozD=Hf&l3WZ8E!OH(AWAnX-O?qXA~AFg9V#6&lyoTwNOwzjH$x-R-8l?M z4H84wP@aeP?DxIC_k7>pXPY)|S6OGA?A zEWKw|05v;(jJ4tLRDP~b7d6bRWyMXTz5tZ1Micrq(^Q936nOOw0nYDFcePGTXF7JN zA{+OJST%!&fI%u2unM^CX;nK*Q3BEj4BE((4pIlHi~ub7^P7CK0EEf^JTvp}TUq?S z`5nbdNTthBH)pgnL^SV9!S{9d{xu~)OzU*ba|znw^T@Mu=0FuDjEu@8oReGo8Ng>I zT=9t;c|=7zl5|*HHd!Dyt2vV{$*wi7dS^Y?1Fub52d71RcD$2RU$Hdsq}z4c8&bDm zqml~z9PiFXH`UNcdDRS7EWWeq?kl+KW;sgUJy8KV1k?nQ8cp*@95@+RU zgK7_(yHK+kOKK`LV-yHVy?@MRCrSQk9IOGB-y(ecwv6|nGLw}DL&h~Z@q}7&mJ=PG z2oo$mu`-^dt0cdbgoR0;5{UgZy|Ds2J?h>Y4z)E7qxIBxa3Rf@+Q2f{MK7-;&YR-y zK*mq%V62pxFOpb^K0a;__!%6i4$=w^E1krZj89JWcX2``8St!jPXa4-r;XL*UhDfK z$VytVB~)Ov1Ct#lK|ao|aZF=U{1JHXQg!A_u2xnDd(lOaxz%g#vq5cGa6J5-QQ4Q8 z+;1~<@Sb#PFqlGE%JPfCvZ*cSc16FgUlj=P%xiH9bwm9O+>0}|~p zyq)>n4~%ik#@-|+2Z-&>p`q2bvu{4*^D2M+ni*7Bhyhl zdTv3s8YRWCvu!!F-BATtihTglO{C_!tBgVa0D!;85N60csVR?)v)BX86%ATBOk4a_NZhep@HW)R;2KST^uRZM?s!W3 zdNPg$*~`zlhw{?`k-Y#o8H)xW;lCp%t$lJsU;|9b$G0uo-3N>x0MA#B^9_Le#WX{S zBCqTgo3UW@7Yz`^6jcg1w9`9#fS)M!{`!KbWJ+FM&pmFACiPeu*>ulWrREgJaVzCE z?&6`M*{Wxn{QaubWM8RS%DzRE;~FlptCE0?hU^VY;iph7q-ekOF+Auv%oFuqf&JKwY)fA zBTK<~u=A9cxt)m+rU{%@HR`Rs`7;FG7AGPPq~}km&ukb1VjaA zWI}>S@@2*Fo&D?)rH94kgE)oMLLVX@(na=!V3*T9{zD0S^Nj!hps7?B4{5KhYG^1= z7iQ0t_Nq$9*TN4uc4WDmokz8V!}+H+De3i|!fY>tht-s@IC^IiSX?#ARn^s1C#K(G z^2St`vH)5i|jH2Cym z^7S1Gg3|JGnkxKpwJ~+$ry-m{anaq9fJjM`6FBCZobc<#&ZC7{PnwEKiVIKhWLsc% zYBZIEL~urapXupccSc6|QY{jbM7BgsnlGWKTKR1)Rv=s7=LAgjR;m*o6z#N?=o(~3 zY~J@ZG9yYmH)4$GS*ZO%&y30^?g8-YcY-Io@FBoXJ&6si6kD=lg?_T?96QAX`59uF zwCt+o7e=a9KQl3oP4*Qlym-^u%<8z4S`Fyl+n`u3hjipS@$}bBa}bqFdlRwynh-J= z_teOhpV(gR<8GCg%0(qquaryaR0$hnRu_ceu}>RMDWch}*HgWT*mA~gKLqNDR(umS z*NuHDf<=?N&Y9dUJ-hALiBX|HhzhkvIym`ZUj_ zthz0hyRDG%$joiTMxio!-F!!Mtx_ON$$F$sSF$#%V1A5E*j(QJ1<>9tBr86Xo)Wq) z*Vt-3laoSsoy0j9kH}T?q=X;XlvbojhAz0ui}KdZmmX(jqE(Zpsmk}!!k_t!S=5-R z$a$^tZ9f7xqG4#>r!?8-T|p&bH81$+%vz7ATB|-cze^R|DRIYE+`y0PGW)+o;P8{>3$_39=+h65<@&r1AP;1P}YiN_+7 zm*l0|ZlSgFX_d8X%J_(T6_#%ruFqmC1^_vqP++v;~}LzkWqM9K9o;b zae_T_is(3Gxay~vF)Rwd{4hKDu{bVl?$xsUl2^BQQ2OVNV`}?#ZfJLMeR6bt2-0{)1Z4?M!ob|=Ky08Ug))64ee#2B`cU&Hu8dQ5fHzeSdC-D6wfT+DHZR^dx z7 zvk?{rv6bj_!>ro>7s012ZO8`cjqrpmpl#OTFEc7!IHu7d?=1}@#Ob)Xa@AITW3(xh zsPM*+Q6kTVy0M&CZJiLz+Qb2Og4Irr16Sh6ld|22fKUPOgY3g=pU2Yrvy7l1TOs*% zJC7*T=Hjk+uTpGtEUn3fLnExjc+fDiuouZ{R$BZ6MQ$B4bVTZ6=JJj>%DJG(!qOP1 zG5T-r*i8ok6R|R{wGcIX&ruyU*xz(W##VB7X7+-|!pM?a8(6Adb^E=4+t}HMI7$yN zJ7)Ey!-jtgY)1b)^(a$f&<~fDc}^FJxlrTbX36 z;)Y{l>LSiU)55l~3(Wdf_jHxjr^JblaL|phD(fzc~VBh4xw9C zDF3Cp!9K3SPRdgqRjZ(<+BwYR`C-i8c%%uyQ`|+**bV&fjHo~TbDIUQ|3nb1mu>)V zzI(}Q{(EO|X>G$rccYbcYcsd7WQtI|A@$t>)BXW4YNPzjOq+l!DW^2hBrBWwX+fdP z^2m90n&VD&0h%i4>^OXjCbAxP^m4|_b7!Gud+`(E^?~7%7Z2>(#@R!c6{)c!4>R3X ziuNYuq4L(&^(|RIhn_Y&r7~hg%$@aYIOuu`@TT5>AA~^wFv7>@NaOr1M8HdT`zo_; zv4Ocm>FP>Ox_aE=sP|0zPHP^~JPP!tPjpc^X7s@wAb}f}Jd zsLZ^`vFikAFy{H;w;a83!r=#N(OExGP|GH0?he|b)a6hX9G%?jv`o5Qh?>vwQA z9+ljEQ_n;p_gLnxkAKPQ^(pc2=Cukh*^k2p&H=j9o;#!43iZ+{8KCupj}4LHmo37<=tvKn!H>?ya@sY{ zP}*m5Ep9yZCqLahFGlsdKjErWyVIDOFz05M0SlXoZwt@4tbfr|Zi=)DQz9G%YDQT= z#Ik<)0Ofhy(1?kKdcP3d;5R&^J1cliDB|P#DeL=X(MF#Q6~`2selnK3Tkeq?<>W2D zs)+HfT?8;+wG+RBl|lT#y_>3BeA@ESBmNqa(%$5C&zorwp)#FD!w*%26dg*SGgQZwRBBFQ zX|IQ@^1YZfCFozePgilPD~`5UhB<~M>VXvac<-`B191$vkat_|dDvVVh*Et0WfPjr z#eaSGft0TE&OmYGnh0h!EM}j@#ChF#C(fUIu($po>b6|DteaK|7MrqK=34;jQicPe z@P-i>vA3)1SzU?%EgXykl_E>^IDBh)Mr9e>ZOBy4lww(q@W!^UEXE_jS1QV|h zYd)xD(w<>-_*WMa)3QAP*+zAEI6_U zT&;Q=e!%G`d~|(+f^tFHV0GS7a((RkA%Y=1SQBq)K7{#*{z;<#jb;UG_aG;R zuP=qrk_d!Ab=IP1$pqrzoTuM(qm+(p@fV>%c=d^sA)jA%ez$VvwDCq^;ZdG7 z(jnRAUP3>rp&K9Ij8c_IvT&O-_R2u`-&ISko=Oyl~OFWAwJ1OhG zF@mcOX?|mPT`K{XMECyxO8#VqCU5Tos)Hxa!!k!E{C%P}p=iDtPd~Y8pxXf%F>06< zF|GG*;XCsjHdInmfkcNLEJ)EwK&=S2GWV-MGFdz83WS!WKwyX%ITq$F=Y zul5;p#AvjDaqX^!pK72ULnTzTQa7q zEL>_1f3_6<;HUDHkgb=s+>1Q5WrohfU02ihWW8T32BOJe>mAo8*`rdsF*%&tksCWd z^0j76&Kt|)d*#%yWQVaRYjByvWL>Q+3Y(`J)V*1Dk(&PKtI3Nph!ewDK0xXuwNh3| zl!(3au$aGpL=jxlNJBn0GFbQGBUrT;9K8iu6Q!&XOq#HW6#Y2N7Jfg@&~c~a=JEY^ zsujm1yie`|V%cawgk5=Rx;T@JY5bn`lwo&4q=*^x1>Wd@8T`4>>Y(1E#G`ynMP>ZW zmnxA*)>yq5K-?)NUfwp0UfjzRg~x6geCczd>Ev8(g;jwQ6vxrHM0`%8yEJKK!9|wx zE#Egb<-a_h-d+eRiemI>rGKeYxH3ugrvF(oi4t%}dw>C`Ytf_b&ali`&nLhPCjYLc zqqO1jN(U-5qt?8WkBCiftDv+bKQgCuz>K?wZIWmfyVtCwv@jBxs!i`?1Pu1||5;8x z+-<&?O=h(=VruX%*}5R85D3$ET37%SFj3oxoR>$3N*t(d$~rp+5y*%4U+c9da|@H@ znN8ilF3t~`B6ket*h46d+-vXK*vnHhv20KqlM*AJ7Z1{RA~(oKYTRP3^47#a zNXWs-`n-Wdu-WQW!~FcbTEhVf>=P_^zW~HxLWf=P0N*mUkl4?4Y6b#K+;GgbpD^qM zd)c_L*_R>_F=uY_So}uJY-1Bj^bF7aG*ZLD5@er#!Jx_v)V{J_=xEA<9p0Vncb5#{ zv&nKmGA#q+-t|xDSlPbB(Hp%Y0$V;Yzh$C4fJrc-mLkBRi$LeO&%27pCtI!snwHdL z$sbm8VGv359h*62IKRZ?0;4cNV+BhLeF0 zZYSY3Hs!_@4;&XsD@BJn)6avvfvf~I3wO;)2edSnI!S>{8>wzV6j!lthp~C9R5o2H zP$u>|B2`p(?El#L690b`w9@5PX}X81&_Yv_DcW;0eVbSHVpcX#YfmTzy^8O=yMqHt zzJ}k%2C7h%npxvSAQW7hLoNJO#+#ynBCDM4Vy6>!NW5?XU85j#?>;F4GpoK+yj^lQJ|*k#^C>q&3@PT;wxX3J!RfRnULPUm@ z2&b)!&>ww6D1*(>AF}lmA)3l}(>1buv3=jLD!)>L?Yb+jIX6H~NQ&s!LVSeAg|keR z`zVx&aO!bbvVDM$5Hu$oLHn|}y@CN(-CRY;i$ z07bVOmg&ENzH8JG4L)d37bE-_wui<&(5)y>F`0yO#P=E|^vfET_OBvAk9e#hdTh7l zbAKV~d$YJkjqGP1H7>w|blB{e`s-l{oinVY3> zz^bZ+F8)9%&!s*(y23?jEhS9uh66NELD-TwkGmqf$^Dcu z0JJ&2`)_`34|=Jqc_MW?6i0q%iC|ojiy2p$@M_hu zN>`^jQ^9hiX#wWI8(dDZi{yIufV&8o_4VBLXnzY7KOyPBRK*4+{YnR^&Zt*>OAN=d z_+e1p(>tzKa|%UsTPfoo7e!|l*8<|5dWcObV44E%#X0%45i%t0pFtU^7G$zgN&y;t zDoP(9mo1aCa2qHTcQ$rWdq9jKDww^A$5usk&6)ZQ9UyS)(@Q6Q~8LWWl8mu=B*6logQ$#5Nn($6V(PK_N=!MhOfcw;8 zwe@3&uKr+qlZI_owZ?ul9G^F2s7;b(z_Kg%6FHVyRg3S{zr=QbrR?9+a0vhnb&`r1 zt`xa-dtJUct2odsq{(pq{=wmDB_aOFj5|-`!C5hsr_9#VH6?e(J(+7-kbM?&;x`5n z!o_V)Z-{K8U@h0*OeGIMdk;%CDE)urY!(x*T&phbCF&8TB(gvhQ}ve)@X9_6ICZIE z(h16bbLuM|ywoJR3a;C*dahMCNIL~?))rGWG4ck)zj$38dqx#|{c>^=biC>nAjvm2 zl2ZF^WBT5_s|uu;UD6bIY<@|Z?d$a`)b4^3So1o5qo_vHb0y9K=^yyvp`p;DQZ&#i2rsQ z=QyugDX+XQ(-7#E4%_I4zGw|LH*Rt)+s}2Z^#snOIh!nVs2VlpujbLFFA+pQ>t`gY zTJ?>u+Uvmn<*KtLF9)pXZe)4Ao3M2lD`#LyZtsT!m-C)DH`zijQfR)R5^Rm$+4Z`F4b)Ht7(q*fIx&VA#~i5Y^hraGMj&O zF#qx8{qt-5?JWN>6E~#(Kfoo*xr0yrbpk{4pwKUMMdkH!S7AwK%wt&s4T1qL(*G zD$nTMy$WP|4OO_wT&+>vJR({5V{mt!1KmN4axTbN$dx)Nv8i`c5Xt`2;qFC~jjwf0 zrEX&)J@LutnZ{nghaXHvcYcMk<`Cz8!a2%1fs6|L?@!4H~0* zT|aGl5^sIPY2kSCeZEq2^27U1pm$hRIpe`Iv6e5Pv0T8y$}&Y}nSsmxQkD1XL#BH` z^{98jxWs6GlBVeal%I!a6Vy=Mg8TGxx4bu-&05*MG*^q4kcM}OE^UCg0rK;Z}A!5mE>@znrMI$r=l3oo~7-G{bldhZSu z-cT@I)BsBTC-s4EOqWrW%Rm?fmxNq&$J#H;{X}`l$0rk`#$1y}2dWw)Q);p$M3U_K zyd{)hzZYdamJDx@qjZp_<4!kEk$Go-|M{0E$op*@^%+6S%@~!iJkN*;dMusr zbR=9caPdc4$i?`w#^^S6Vw$@$bSI+IiNlC*zlwx&9|W_}bBtR7_p3YRu9TJ1SVVNA z6uQ;asGrL`Ebne8{_?mYT`fk)?J$nr<|M9(0P@gw(DH#1ot?N{U~k*~j$av~O)@_| zDLuCb!m82{t9NI$ilZT*q0zZy$7&!NT} zZ8SpFd>JPuX%mh#*;6uFJDvWa2p^D4yEgW|?*!q`nOp5KWIvc*IYIap?9YT;-;UNp zUw(We?EJN7hd6M~S`#1$9$k9vUT2`?#@#Vn-DusHF7OH)d2Gg@qB#vOssi5?W*4Yd zjcTeTt1nk21XV}HwfJWk6=oFs%P_o+;#UERx$b`}=Ki@z`7b5^3arpU-u!)rVJW^o zXS#dsC5uSTLnaitlzu4CV6#-e8k*U(hP-83uNISmTCyZC^FQkOF+LOv0f{QGo9K~i zuV&@OS^;y?%Hr|P2eCyP)C2vO>*%G~Czq|)CZ3TX&vrPv!9m>cBLi`vkcTIDKg)7T zO>K00ukHOv~=oA zncH~*1{hHoWWQh@pJr3wv%V0=T|H>SBiPneJK*29p<7{B11#Xpc4MP_p7I{9?RzsR~!|e5o$wd(!)T1Djt9J19?2>svC1!cao~zFn!T=&M&SP5v2N%emsZT zR$J$1%?C0SJ>F3i4Y#{dFQXgs+F^!%p}t|b{b~}{6MRv>E?lFxgIA;%36ChQEle^q zlD17h5`}D2QO|yV&yN(-*~ouE`pt_x$U4VULzAAJgFA{v*p>CbacodKqSz(lu6B-7 zlr()plxMHI2EwKamFzTbdB9gw{Q#egDm$Xsl1Q#+wWE0vU-`Qvn)s;Us>#X4~GTobsMRuMs3$lN$&&=?nSuGdeP>gXvO}pXu~-t z89hXOQYf^)j@6#`Y$2)7m4&RZh(E!;7jKr>nP| z{AfNvFGJZ4H0_u9B|j{k5^2abBsIw%^TiJ1vWrY~KE@%8@V07p*sW=TRUJ4@R-wYJ zs!+&p$2-`z2&q)(zRt* z;DJ@`w!4mg%c2DZoyNF9UMRF8OFCN`2m7Fh*7d=iPwHe!@$TU~pU-ABCq)(EjkX@~ zbGqH4uott4Nd*{lZL`zlkN4bTp>5IfPO{9l5#IR8!z#BEgTDJP=_9fI<5SOfU>Dxi z+y{nq$*BHsY^AwA%uwQ6)>ESrv@XLLzHeJ-w;Zz~f}T7CNitPjG+V==Te}La;tpr< zlQ7Uc+t0eBhZ=QOF%3!P0pnf9A%XCArAGq7x19Frz#(zNz9_vGJX??aVz|CS+&m(> zstO?)-v6^gWb2uJFv30F{`h(}ddJ+~?M|1qLPafYkHEs95=Eeeg>j+Fz+n2K^|}?R z(ebp@Gb<9=h(xt)S%Kb%9Y}{EmzTTdHx0==L`2+e*E>I|k_*n6s;(<3K)(S}>165h zlZ(YV;**#0^*Yco$(OZU*|oJ()2Fm@XE-J;_4QogSak0*wNcN3$}<8owm^xiHS4b$4B0xJm|E$^=k6g=;)6kb^i3!S#Q=xO-{*? z#tWB^NKC6^0dLcj)RFHKV>S&TU02_sxNCt0rEs+T)Pvf!N7M>62}PMM%X=DpdM{qu z4+IU26qs>dz=vSv?iK@p)byE-_JKIhJY47dhTFJ-r09h89*E6QF_OYn`@RBqA{hH+ zP_g{Gl|)b9Rd!%b!%J;#(QaqA`TH8HZc+W@wgv?mYI{w+E{NWf> z*8oOjDg&Aoe(?p0IG)sJlxP*U`LHWr+h0}~;Hc3(C$eN_&(A7N?u=ODjSt`NgorDGC4v^f7l)O1yL)#$hcAhvZH;RK z3|DB|)~2leX(pO$7hv4Ll;DGR<>B=}Zo}{n<2j(il4-#s_a?j$Uut!~ zr0Fbczcd6I`8`LQ`&ZrM)#uGU;#(R0XMexj`&sWN4pfWdDTgzYH2orL2E%Pfu+EmaGos7<22AJeq&csjo8B=ZnMLkS zoK}}r7fGIrDPAzZajI`A33#WR>8 zYwPJc_@*p3`o{w2FADFbl#_HuGQL7yOCM=015AVm^1Q!_3w#!OG2!{yr)Sz|eJ&-Z zvamJ8dOl2&DJR5ukHFaI!rG6mpG{3=m@&QX4W`Fz#oz!1duMFU3Vesp@{MD7M>w>Me7}#OJ2b=&C%)4^*%7qkpnx z?-v+0$gs{a`JUkrS^>@FS}u&}qkK2wBZ)_T+d@ZuteL_Zf0tmp(YUG2GGf=1Xg`va zJMbh{3;WJZ#x`ifRXj{3zqQlKL8qQm|Zru#))?uu633>2&PsB2+W8M&K!$(Hy*Aont}OOb{38oz&xT(NxC3D<}GjqcQ9u(ut6t7cY#eT)I8&AB7n|B^|sSR_0&A(HWjnb8C{xK1^&)5nl zb}Wz8eElX}-d|tw!MV$Y)<~(+L0Zd&M%%X2X-~W^xZ~RurE{FS$@0ctNiAZsWYOMl zD1B+>$1)YmD-!&P5*g#`^RuNHwBq*m6$(^!E>T&L5-(X>;IsgkQY{O~pUSB%l{5R5 zb)pdYaA)?gffW`jzSRs_%WbuOO;+r{`(r<|5}UJ;@I^bJ?t~JwcigGF!h#5}etiBC z#4xA9NyX= z^aUM@fzf`uj~vgV$cT91^-&LVv|>mj$P1#!TgfkYOko`a4Xpe=;h`7qbxv`v`(!V3 zte`AZivb-=wWWq6Q~;<@Qcm7-uOv@5_Gg{!CR#- z$*i5G>ibm7SVfyzQ|8=nE{#}(!bR?Y1@yog5Xm{2fuT8w?7Mi`tCE**&-uVn3zRyjY}0@@iI^g{)AH}8sox1GkCif|{0 ziT651W4E5;N9t7@w^E2t zVgrzQe^l~yX3T@so*%S)v#YAZq&|xF70jL zdjh&l0$>tNi*PFc{#nq`0|4nf0#d(TTGKs2Pu#_w1*^H!WGnDkDxFQ;K-3#E@*_Xx zY*5BG-#z~g+K`R#Xe!45gs134qi@;Xl}$bDWC@|`UIT2}vN;Nvx^Q>hv4CkH;YZ0F z3eAR}=IfJK8qV|W94j@)zgNhHzNC*D09gQ7u!*w3sM(%`7OD$wWmX{;DzZeNRum^ni_kwS*BamG4tWp(q%6;ldHb<`o&VdE65;UFsr~7z2 zB&SAa>!+9&-cEqKdi)#vdg+QYVEOcnoL3DN?yRhIzAO!3-mT~(k~HZH_@)P5S>t&crs0Wr zlZR5#z6Z_td5YVyvuaASH!zNZw_bX%liGBqaM12~X`f!u>)bMYhK5sw7ZfnrS$*qC zIsQ898Z?h3#dCjiBe`!><42Y1XiNlHT`JPt(+v+mlZKZ8@wr@A`Uh(C_1@n|hNxDi z+%JAIDgrYuuJ_D61{MTM;twSR#MG*4#d~){9d)%-P?s%xgMgs0s-lkh1c@`Y?z95c z7{~8c%J7_SSi~!}d{(%H2m~v^icVsPL0$7=tDt7MLgv^}x zfit(Ms}_ayAoNP_A=ok9dAu3EAi%W%^GfBoOBr1!Tc^o zf?wIualg2$PWe(R+_sD;KcC!JT5p4fA94}bHZWgp+EDZPlC|-%9WQ?QUGr(o?k}g< z`?A1td9I@q{!Pih5tR9fIG%TPd>V;jGqQS@4?a2yUd9PLQ^1AXedAM0l3ScnnpFT| z-u$(>v1+~+BxxK;T6Fut4UCzLuRhPK6JHYbY;9;!zSNt87uB``)J1vvMZ2Bk(fz<>t4ox1Z2 zbqc%SEW99jpit-JbOh(~b`BaavUFsoRqa-j)R$JFXaj>(D8cHETp*nNZZ;?|^*NIF zUrxMYUBC7S+~5pKQD_tyUKKZic;x~5qqkPhkMOO&HKsmftbQdAy>jbNW z`)0aC%T(mnld^E+KDBgu%CxNXD9njkZxNkmr=J&hVwHR~(6#g2hd)l?NrAH`(}S^~ zhdj2JfxqtU7>13VcAd_(ZrpPPPaZkV=J?XQev}NoP4AkCjODr*nHeIvb{MrT8e0;;!|z{)EMHn)6es@=PkA+ zf-GSrjC94Hbd2f4+c2gq$uPl{&^Ot3nV<5%rUTP=w{{HQ%8b&6-tGeamX7fb<1Pl~ zr%ilkSE|*>ewmIaPyyX)lp=^Ra4W6R(cs?~Dcu~xpTXd-*2V8}cc$GzkD8amb-eru#i=VXydjo5gN2H-w zx*VuQ!%jD8i=A(A4+ih<_DOv0oWu?SwQSR?Ke`4)8wIbC7v$n~g+aC6HF<|qZRDL; zdJBXHlM?tZgDJsy&S0GHm{w_JKs3y`sXh(x&g8MM$GlmCEI-o<^$VPND#N(3RK|F zEAC%`n)rvtLpNK*oJ@g?s8;X9Xas(5aVN?;6j-#^-5c47EDC(F8a&ElZv6DI^CMt> zv_soKYMK(}m6rZ1u_lSPsGC{k>f0wP5b1=dX2AUon4-lj`V0d9qU78slH?sM6Nwyh ziK>+3lDzJF_b|H@^hnnBr-x_gd8FGv9^EFpBQCLGP!&Z~R!)ymC1DLA-x1NoK6q49 z1>CU*R+&;Aih8Xkr*}><|X9xh@kSk$a^KO@j=~-abI?JSuDM{#d*?M-f0wS{Bt2g+Ox1CnZo={ z!tAfOfSKb6`oAhv7FJw;pczaChGM?+)HaNKfN}PuCFtkw8M$#T!DPp4*LDoL23Eg} zE*ApE{2pX?XW;DXfg!V&zXHv(V#Z!;?7uVu)@so2U!cL4{^;g8xHNM5uz3iw(}{qa z(ZQ2frVn;!Cn5U#W-D~yd;MX>i!S@33is?!Iz@%li}Q=48mTMqO2;)kxuc#6%!xyk zl(6U?kBznC^6~LONj8}$NDjk-AL^7o*jCNl%g3~ ztsV5+YPCVm&d)crP^gtV)lq%h6(#0xm?8Gm6B>fQ1QD&2!2Tp>YRp=ZhkQv3T368$ zGQgB#@j+L_Hf~ORrmIesdoBZ$GV)aPO(h$TMxr07T*s|3W#$%ll`01%Q54`7A~3!< zhx(P<_d`Kk8X{O)REC2$`E5l)uBbgnqgnw|% z29lQ3t;_!L;UM|}vBd{JLO@jHO(9{ua-uOlcOig(Y`b;NCr_v4{+Gvs5{9o?6@8tAn5N0!QX`9vkW{3G^%+z6Ws`|99 zmj~11?_sG!C57R@4y|5Q^Vqm*$f8ZejIGiO#bEsKXec(os#9+Tsxf@<`mlB4 zQM8r_47~ze1ppHq@+enxegWuMo2&g*$$lAy0^!jGMP0?w2ave`=quIAPUdHc4>~6R zIt*|*#ROK;b}b^g#(4GN`@>ExvPp3nwl}i}K1}6T$>SFbbT-Sn1XWJa3hbr}!y|)) z!4wO!vcE%aTp|Kp=c=Fx8Ahqtc@JX-Ew0ro&siFFr2X{|J8P@YaKk~v)%8Py#f!Y(B(emk0qiew0VwB`s}P|W*lYpk-N++uhl?|i#I-8 zKEMPx%^J`C?oWap#eP7eiGBj8z^ipU0$erLg?54=kzBa`9*<9*`L;xuB=s31{j!TTzKQ zGk$HCB&?i(mP}Gn=fK@{lDl&XH-lKYD(_Vh-LmmoJ*e#-{MOntHs5PE=pO8(tD6xg zlbOM={FC#9cuT(Ls8qHH>qDhj8%jy=5RcwLye>k!6VjWkdYv;l5PZi$Ugn{drJ;a; zg3i~>JD)^?Caos%-dbZr7Y9ybJ;jvlPKc!`Kz{A30vwVDM!r@-p0jbV-b{s}YyNS7>Mu9st9dd$`Z>pW_B8YD>=)7Us z9=K}Lj@j8l7(mkC&9J#GPxBtOb-OIiBk#PL_)OM;%Tm~X0le@A+E)ezw9 zl?;Hl=w_~&1ej|sZ}VOryoCM6SVT46ln#HJYyMjp``g=;==^+#1U|bqr~2U;0^--l zF`I1LsV#P!{fD_3sWwl(YiUj3n=ApbTltNfAjHOXb}@a5<4HYvgI zWab9g>h9}xCVoxt<0iW)u}9&25xMzA@W#dWYb+sI0@I=aAz4wa1cGte_%B9fv@-jd zG-F)jAO{q1s;K4!@sE#--rtXlY^%w%FbRA=ny~)tiSJf zHhPE*ip|{)jnwjwUYQ=0Ct}NNC^B+Royv<#CX#D#z$H!)z|Xd?0fAVIgB*kDK>%Xg zy{z+2cGkI^?cd=H*Ke$JFeLC!AW@Z|r*XLyMUjcMJC10qe2|DlAT%S3Wz8EoOSTAu z5?Gmhhn3{mY=m9t@(OR9V-bJWfPed6{)xK(35Ng6f0(rJenEq5+-F5Q0gK+lCg)wl zzVD{&(PnRQ23-k+K&}oR)>JtTS?o=a;sysh7j_!iJ9fNHWQ)wna>9wIKJ@zxT(Tk$ z@$ZYsdzZ^Rf##H%|pYJJo+Ktc01N_?x&yG!^LIdJ$VW+@mSNWf~5cvOnD zT1*vnzutW|&}0Cayc-*4<&EO$8R!PORCxc;rTVA`WFdO~+P$5`2Afh_*Ou=h_H3WG z0b21BZ@_!UQmNEb>2B0~E!0(&vgKFLr1Y{SIRWoPdR)9>Akp(=Jf~X7McQHnTFs_z z{yIi{dZ9h<*S7xaQJkn~keM?%j*6vmuXXlk2L0|?$Z5Q2b@+UkJ%Ziov)kx3syxkb z8mdxti@rlSpMlkUVv}GvgZ|8@G@FeMMV+%%5?t?GdpHNzqzOT!1jh-Ltk*wOpF&o} zCaKT{d4#=jD@@?3?kC+F{V_WB2CB+OHxI6`7htiU+8q$N9;}jnblNav(vVtw(ASl~ zu{}^xBJ$x)1#@3IW4hssi_b$Z$1ClJ*>@X{#t*IsZGO(ePqJUogXoPy!8%d}(>(sM zzcC0R?!DoxFnje^D*5-{{y&q=zy8D@F4Q{%x!X2j`lxbNx1{hE3xPb9lSfm98?smZ z5>?FZ25BNSl`gYx=u>}?j;}?_wrupNq=gt2*MESs{hf*3%9# zu8mr8_ysJFVH%e<3yWme_D8KM$FOtbjYpY-JKMGWzkqqSgoWWYlk@3Hr^h9W_12E2 z5;Tb&(3I|w5=*!G!7gBX4a~7q#mKI%2`YlC1Oj~pmXT$4sw&gjjf|~WSgiQ?rv?c^ z@Kq(`$cx{5KEuEa2Oyr(P0i4}xR=m+;pqSHHwH1FC%y*!k`@8vSMudXt^S{Tt?r68 zGnyN@jeD)Ru|BMH(C>V-P*6B?mU6}CC2nDMiiPdU#3d3;8xWO7uOO#Q>OvbMQ-o8= zD)hu(tRJRUFAZDhuk3ud)5b~~l|dGO^&y)w=#wRrOu_AD!d+>nV9R;awO{Ou?oXoe z2URHQewL~iDFYwCpi}>B;4>WP&BVXkms**Rm~eLxoxa#LgR+GiI5Vn4`z)9Rl)xvc z3qgr6>f!#P=aRZO&r4Z?SbA)5O$hg8d8>HMwfio6?{T9BKSsPHDew7^N^-W8Xi-2h z{gq|G@^xE27G?5a?fhbm=(4V8%gUV++`+~m(dHkwO8J*mBKq2wRdH_>`bunrMqqzS zAU9X2u=DyuYhTgI`r)Gvi05D(t1}JABYo2~o*igitSu@{iothUGUwI9j>lDmh) z^AQvvR(P)%b>;gfc(khhAm!f}wxYoLAL{h~!P{F$#nmrs!X$)1kO=Ms5AG0XB!uAZ z?k-KEP4FZH2<~pd-5VMw1PkukGz8a%;1DFU-fE6A$wd)qtjkP;e7P%W)FF&7o`tm!wuO6tMD z?gxivhLG$JHQv@C+3^x<0sxY73i~{=>cvSz($u(RO41~F?@lA1{N0v2=`77i+>$8v zBWnro`?jn{^+2cXIc%~bb_A!*O{Oa`_OHZ$>VLOF{=@J5k1sqDf9sdD!xc{Dn0oju zo~pUl$Fj1<(E&Br$p=eyU~$mb&+T2a-?aH*dzzFkSKL1?rD>?KoSFw+2fUiWAGFy( zZpfDO?c&}ZRQDuhZx9fI3&bzqWA1Z)wq<=1VLKw9vNR9X{Zv)IHYc-bels$l&02m} zWk?sV8FDu4s*PO@yoPd$D~#K(0j#%JgEk;dqNlq@f6$UMHl}BxDZ{F-BKCwrm}@c12;p5ZSu7IaZSUOdZ<|5OZe4{*SYuzPDGpWAETtwyDSRYIm!w zEbAzb+~@tGeWC9|kA8A|C-ESJ<`@x-z-V;UEDDE5^kGRU^TES*G03Ai%`Qg>nQs^+ zYss4a7i`SocueVpf}2y1%hCPet&0@n8S{Iw@%5rYgmFsCMn$(Xb?;J~PA>(pA1Ggp zby~JIw@Cl(+$=w@)*wkgRZwu~UE3v}_a&E4$5JDwuAP6SoI+Qiivi0~G4A75M~epH zkDdV)!TO8oTF>|Dy_!3w4#cMqD4Z9DDOaibTPKIfx4{ih1Ugon)M8V-92S+2!2+M2 z?~~6NPM0zfID?IA>vtG?!D8*75w8bMh_3aIuPCjFnWCMFG;;S&^vUc?%s;WPmG2es zDzjj0xI-Ck5}{EEHuD@NLzat`6$gvDi3L0ba#nE>^0ZoLBv8hzFXfc+K3}}DZv3`D zO-Gk^Yg-rRw9$<5-X^*)-sRFq@+AXkmWYswl^YEh(OW2%7W+4%{NL(xfq&+fjy5rW z*!^B7X>S>G)P|toh-OH1`xK&;AYk=3L7W`CslH6E>Ay}+bkB{{Hj$cBl{e1+fTfu(krezZH-44m-U$C$yrw86b2q0PxXX# zJuGy11>EyhK+V$siwNOAL^uyB=$P8Mm!Id>&YsE6{$1gsm~Fdjf`t&Uu!d9wueb5k zgTQ^gqR%Qf8=W5?BmPMu`}8T@5JAD03cxz%G+Ax|-QQH%lc-^9Uy|!LNAlu|w=zz_ zHi6!OY@KnS!A5)N414chUG=e0(<$GGaYG$G2-F=mpkNXI*2FS7D?iMCuBE2>lj*4L z8uKXSovCWz^Q9c}dt-2E23cnZ)opyAkbzeSa!jMI(p2_C&({5DLX90A!vN)cN_v5& zeR5H9irQc4cl}>A?SGl{?cg7c#T%m^+nUW?#Qa!Z+aFDuC*2Gb+&(a#3P)%W5#)ss zlEQvyNo!{eDVJcC?5t;(+0beTGCTwDgW9s~b-!Qx^=WM7KCtm5>(>!zK10J{FcVnN z36xJFWxPu6Sy101f2pRzDrW(6{z1EOspRC3g0uJ0&Hhs|ES_1tB6n1_}o6XUTmW9Nufweagm)Wu^O21~4Gh zcXKUq|7Uqi`G~5QX>zeO$i4UD*kPKBUiwmjue+mKm8$F3MnQ0)k`3|4!jC{#yi+dy z+dUj=xeN8q!^&ExjG~ha>zRGTn-eUKgr01Ryu8=(`I>MHBC?(R6hV(Iyc@gu6)3Dm zvHbIwC1Z(D2o@A=fd2!J+*HK#r=@sJT?J?oU&YhSqVXiyt52 z4PW<_Wt68+>Tj0qzf-65aeX^nPUl++Mo|wVBshG{J$;*z3r{dEP&~g@J5rOr*24ew? zYpeP%-tlJ~A$whNPBU=7bd|NhPeUf|_%q zD)a8Y&r$ysxjeA_K8Chi?inwrAIJT^=iJIC)b}rqIVfYjZiKEU2hq#xry#r)B9*N% zOjwKE)?TJZ=g^i;Mi=RA#*qmL+W*1vg?e2ZX8=je^<+pzvbPK9V}J7>MR?S0{+@Y_qrn3Exjbh90Gc?UC5 zhAZ2@kDeGJ{O~EBQ2@;jy~v@e$$ZD*p|kpy(3XELbG@-44Z@3$7c<#ta)sM9aixodWk)EEq~wF&pMOxNto zXMn|2jafk-cOQ&&%C`Ef_=2gwEjD93lWcC3+30p|?=<@S7*9T}OJ{DqOsn+qF1?FC z@Gq+XDE>ECLnm};bKa@-(?Lkr?&9%}eQ>SZld>h>OV6K;0oa+W$(G`#E_3U($NG}u zrI_ddme3kN()`NH+02^r4Q@Ft@LOzh1%c50f$Q}LVr(ic`Wgua|g7)HG6}q-f}$A$?R7H zv278rW&mUwp1}a&7FF0JQ(nFq>VQG>Z6yYgoAqR3$*;Pi9ud2%riO;*_mA|^0$S1l@eMq$>Hj;4^&q+kFs-wh zCu;D2CR+z*x~MKG>|b?&n>hG@3!}n)R_X_A9c_BL3^kLC2pvxRGi8KI;zWI>SLXRL zxvuL}^qO-JcF>y+^Q2F2=kVjeRECPfTikt;#PU&c?2<$!ld_pHa5p1Agd^mzVRYMi z=motz@8b7LFIufRN-Rbzy*BqkKU-XSow>qLH6O()AzcHMNIKs60wSkTDBG7yyXlg1 zYYC8Wd8BV}Wxtj|0^{Z%WD)F}$~7=!vCHQwNQPRBzEMPNvp_`i>qa2MekZ*Rkb){wJn?CYB)E)-?U%TRTthue^|VyLBz$ zDmPdC$ZcjOLnvxVaQB<1js!T9=?*o>E@;Up$!IgZug`auL?!~CkV5lN2(#4xpA2-9 zSOTycyhZ%Yt;GDO!_Hx5D=nm+i@tuv#Y z{=2MAg@#Bzx?fvsjv{?AJY2-eE9Gv!2fhs$qrzYED2~WKXiorMAFgNCd2DlU2<&>e zK;8qkJ}(R0@=r^T|M_#0lz5La8C`DIZ4+Ekx^OtVw9_5$Vj4bRX&hyKKVf!qCUBN? z+?#|*E3wHNFh4ogXdu!v=Id8gJ9#_AntP$!Zg8jz0FsW0W`CxQZ|~i9bg{n$y{*7v z{bmp0enS7!LwQ)xw{f+8dGWvyK7Kfy|2^aF52B#Q`ShQ#YcME?9)uZv9QQibt+{`5 z)c!Fc|5|8j{G7}Az`s|!{_@d0ZacMm6^Pc({?(qnFHMExWR+8!p{k3twyS(xIQby? z=XlInO?Am3p&Jw`GHlpab@H(0howaYIg8x`{O=BiQo5^VWXh72BJ3M?V`)NEjapkH zvHB35lhmdB$00sw@5afKe=T?7d>C{ng6)j@zBpt5kDrQsYzBz|Wp>V6-~U&xw;nPx9}zE59VFMMNRp>dl4pv)@MUx1yA z`Bd@5RNn_QUAY1TKz2FNZF7hCmrc# zZK+!?gsap2=iTheUH?i#weQ?w#x)mxy}dtTIa8yQIT!nYQMM%6i_NDS@$w9R{jS`g ze`e&8o%Ya6Baf=NjQ1DN{XUcup&JK3{w%CsXJfyhCX^z$XQE#{am1RLX+TvGw_a#Y z`J?!EqwO)HQq;v5)7{9;w2q-$`okI9xTeqH40sH6Gz?MtrJ4#4eaPLI;hEcqCO0IU zKwV1ges56!lNy8E>jC~MomUp7y$n@f#2hEtnp)r-D>+egmxgQI7rxA;U z<)KThmk`~Fw`Yc)Z~@f_f%=lnR{x*HU$n+3LzsBxbIcF@HV{W{7bDSwQ<+DN9eS}> zDRGFG(Z2IkS_RY~4MVNmHc@XX(^-r@|nr!yU?18P(2hSb;PmVN zi%=P?ZQP+KKWp^YlzQ=e1$C3+D}Ckvnypc^5O8jwK>l)q(OqTzvO58TTU z;C-BSy^OK+)WQ5|l`yv|_>>Kk_;6XP)zQ!D@}3Xk?7t3&mZ>rd(05Bo#a9KP)+%rq z+=YN?c(79>>hbP^uavt*0q@!+_1rgG*Sbu<)C7*lrbP0w`LSz7wkf10*}1BSS`NH3 zd^rFzOy&cY{g-mP1u*?JOUiYt-A$Gnj*iG#pPP)p0_ir5}Cb#0K5G zf>W@SKgpI3*J4%RkwpvF*0YvddnPBO+(CtKZbvvXB++IIzMW`}md0h#@*J#L!#Z78 zkB)%!W;b7hCOt9`=3aB|;DFP;k($*0-R#L>_1V?d7Ui}$9m*<#mPcB(V9HGsWN}Cq zOT9;3p^mgtymn6v#Qe|zah+geI7D^o6@KaTeiM2&?nlsTA$ey+xRJ8+(k7HKEjN31& z&7GFYRZ>wC_3ll`-k|dMWKBFR?u}Y)BK}G-_CXD~bH}LQRP+N$_@N+0WrbI(^?@!i z*g({YN}1cOAUuX=bG+CQ**J1ID%NkiMB7s1vm4K>E2Z?DOr8kykt?-7M|Ta+}Woa2!C3tCi?!+yp$*gMF?3P&hcoUiU z!PxcndD3E!Xl<-)lZonkOQiRzFiq^W#lBDW>}l81;q(=;p^K(Gx+-0q*q|%%_$Nd9 z9t|u4SileE`Wt`dCX+RH>+D{LxAi($P)R)R51KnW8v!FsxomOf_OJ@Oq%U>p#dvPw zE_Kc51(dJJ9ifu|nkN+%)l=?F9nsR+w7=M7&?cB6ySN~4De~haVG(V>9MV@-rP2x~ zQu>T07Fq4zvH^^1a|oZhEof|~p?*H^X0JG5$0p0r;sKFb#3l(`Ycat>+ z(xqR%@oa!h8k|JUbfvG6YSTG}vX&RES!t)+CBB-%jptX8r)BjaYL9Ap@UIWRzjKG_ zpQ&Ynjr)_`fVQjE<(usdusCP^*T%odH?QUrKD~yKwK`+ln8gL*%WO_K7Qh$uSqz#H z`vk(!(i2`r;?w{qdp6rp!p=hw(Ri4D5Mq)L$f9bkd6 z%M1>P4M}1KRvqoI8}MwHI^tO?JhjQ*JfECaAB-VG!+Z2s8l&=8fd4l;6#l_R|8^no z!K3F`bUoCPn0r{aK|qww3!BTq5}_{v?SoEmN_Y?nWv8v(WQqB}++fWml?rAN{6d$J z0iWq;32Bb23RgMq=jZrYou?qgq))ESCJZrGe5$-4Sb1W6=^)Qxlcc9esG_s1VZZ$A zR%C7Hs(<8o@u+BgIh#6HOHF@VMsWXBrT zZ%4D0v`z+OUt>;+HBVDmxA$_TJ>8y!OlHsWro4y$@g8Jb6GoUu9`{yMduWSMvqo z;6@djc`hd~W0qxO+tj+js8QKhE>b2kvgp|OXROKS`KJf&({cYf8vmz}Z_)%jp=cVi z)X>Unq;fWd+8CUOxY`;cjrLJ+W?)!&`Q-GW`BzkK!Z4&E_dg(^y?!N#_E~ zkIm6S?=^24=hGxyT>;)wLRZJ*zPM|uLVv8%D%s5q|CbJ4^zq)}o4xOp4W47Cr(>e&>udVo7dnB~O^Izm=1TWY z+83@eetQUB66eTJ)%y4IQQm6Wu;R+)^VglsznT_{ zC}zJLd_(*N4DLK3C+pXs6IFuPY+Sxl*S=TPxhrW-kc0I8By>yulD?wpA=`P9~@A@t0F%EaZj2Ele&t8D(%7xh<@brvmzVYOq*^r~e zRCE>+n@bTkat6&5v?lL9n=WeKs&O=h@daZF^i;$IdhN`@nu>Lr#L@ZN#sbab{ z5|h?DzUZ7*{NW?Ja|~r%awU3xS)2j+3pG1CA4pR3dWvu_dGG#${!Xld(LBoP zQQsU%T`)YDLY}-qPU}`dB;y)$0Tk^xPmtxElMPid+)yQ3|6M*5?7d;PyT;M*8RKx< zv!w6K^tFUy^w9p}!@JNg2vCMA{WBS0$5 zT*@f3KdVW9}&FXopjRMsVrIT*9lBi#;+OM`d3wTT>r(z&8;>+qp|s>v@CRD? z*(}|;EKtL4qpdzlRAvm3IN2`$wfBvBIh&1^L1eNSjvZPcFhM#bfW}2%%fLGM0TfJ)>b+JUlZgtFNxAvWk3O&l;;rJqS0xw3(kI z^U9iCo)vzAZSDD{2Rjz$g~nqahUMmjlxyeLOj~$+vx6*pWn=|%-OpLyrqC7O#)^c^ z0K+aV&sy#3y{WSg1F8>xbJUgHMEi$z2yX2f;X)|m`#H^BuF0EuY85F})VHvzUceFx z7Bg(QoeU?HnI_r{jS2$E!r%Ez?7|XM$I6^;r-qEWsCrt7|Df4=Q%aD9*lkQ~BMYNr z?d+7^|-3c$u!a z>0hkhzs97BvG|wnn*Q_0|7T`V>N>{n>%pzg$-cyg6{-%dgQFz>nUkUNn-sUhtl~vv zzV6f=s9s$B;5Br4cI74^;IK`GK%%*P#nr|aohIaK|5|CU;)vEsTP=g7DWK1IbK42D zt4N$gTt`eJjs!Y7lT6jlxS$@oP@s(^TH>Y8hr{-f_F6+W`0oXmhHJaVzRTY2S}lrx z`)wDB6tcwr4g7R;cA{Kk&wK&^{0@7-U}yZWX{|VRLYT*|$*H#~6L?~xj)XiM10t4D zXe12tf3e0A|Nq35zl%IIg#x1P%9@nV3#H$LIWWt`*<_jF)>KTEg(kkOdK^}+-`A`s){e!xmDN<8j2o@1Hbh8+Z^PO(5CQcz zTdyc61&B(1Xega#(aWLL9hxl(mqXH@2y&W)+z(04cDxQTo4F;Q?vobN!*`A0qqakO z&pBom>A)R z>4m!+xX@=FXVFX3N*M)q^@3r}F7Vh>$@sE7`l^W0JQk@Y#n;-9PQ-$fMCau^b>E{% z{<3vL=`4N-jrY)-T%6S?<{ms zB07g*r<|>YqNQcMA%P5+h|EDbqs2ANsE-&snMIk?9i4JN<9oqjq1udQcj-s;xI=^x z?*ZlaDg@Ip#J%8Q7bUUUdk57p$IX(bl{M~xY^NG>fMkimvK?AoKVAJ-QJg~0LcfMr z)lx~)$^s0^>bmL}>{wc&Gx+_u3dWya+A~;7vmc-}Z)EtsPPQ|P91<;yd&>9)O&6V+ z(sewKl&LAs0v?>L*`-Cyl*a$C7+nmby%mrfFRGazZuG_MfOE*WGv87?`M8ft%Un)7 zC{mhI)`Cq;tg#e?L>Z8hPtGW+;$6)Jh<&==&uOfBgQ$dDa=_i%lGjYJN!crbE>(U0 z zRiQLLX7$NE|C@y7h*a-Zi?$^%74^2wo1(Z$tiyCNCY~LQgf>?Y)@aeo@2C<&0TDgw z_A$!ZA)}OGK|`B~(OJVfMcp_x!0Xx5K+{8nu9g zxAWYkEK(gU`uBIZD#jTZ>62eUZH+BtRN@`5^P~2~%FMc8A@NYP^E#cnhAcTx+=rC8 zD9&vdODRLuTNvpx6Bh|3KKp`SA#G*Pi;hN$K90!p-(G}Q8MJO> z%UqNLdRMxcebzjEa~YpI2*OBumZ}<5l^vcuuXq_=S{DDL=#uaJ(fR*P>HRxpg}KAZ}eyWdO^pWMflb$5PsaFUq9AsdN#%{AtBiG!eyr^CS!~7; zwzc9wK4hFeTtcJx6yd%JYW#ww4!nOoH`Q&@CcXSJJ^-t0+w(X{}GC zZ?Q;=W(}LfzBM!>o1Mjq>>G!^{Coj(tDItFbY<%!M91e)C&QCu*5N;swH7#sw+MP= zY_mw$E~x@4drq~YnuY8AMfQ&--#upuCed(l5}dRm9!03Cs(hIe z4WEJY9pbz7)AOC;f*g>Gd;>oXpHvwKKdc}g!2J>zo1|&OyvB zt&WiR<#>BJP04#fS{n*da2%BOojwyc{T2yyK*z9}k}h>ir7tATydKqE3J&zQnHutU z>}XGf%UdZA8qjLY$$Za2pbb`%889k^h)=dtntsUIOgto4LF6WE+>c*NGyNMeB6#Uyseb=#DfF2U=*i z^xz=7EPmlHU2f?gr&G9hA~{F{GBC(P%EGIqs=?kN;1jVuzL8(f7qJ60AzK7sZ|Xvk z^;Y<=HEr6^U6H(f@&@c`9h!r{>72hqil%>N7lyVjd&hDXj?%L*PT78jK-LI-BPzv( zy(Icakd62H1536~45Luu-}aE_#HP+u=Xm70?f$q(Fs1aKqh*wa4K*1KW(-hk@;qK& z#{}rvtGTpm+RTNt>P?KyvTLyu5Y#Vy`PkX@lu3^pH1-}v6}XV!pZXz-b#`4TXQ;r*J?;+UYZG9;bsP(2?trLZlNJ(56r$vhNLX>Nz9Q z7{g${SE8oQCs1N#E{f9~(IyK2U4g{}+E#tv42rw7-n;{pusba59t}BKTY7r2$@ByZ zgwsEt*8YG;muVAJDikLcyB+8P4HJ%WN^q#(EXc}pY`yzFI!F}vww{AI%^J))sPZMf zp;uW}QMB=3IjyP`yfSBquTZ&}+%;k40>Y^;W14SxF|8}F!q|7%ADtj1h+h^SuTQP_ z*)4u|y=kTdtLhRUKwUO!J5Q=PS|L-2g4l(X1e-mhN{w}V(k#MSs}X$<2cl_oLDBXh zia@bHXgb$Z>Dt~lI4R+4H(>1!87(|{4oN#54=8q7Z=yZegMU&oFs5B<0jN40arPcm z<{zinTf+m0L#Y_KWId5G%uRYqCV8m&(ewqE8!R2Yw+F>_Fd(H8z93YU3jZA>fYoqxFh!)Se&;FN~j*f~Xr z%cK5^cL|nUBKfEQdRQdzRu)@J=felIXWd5<%{R=iz@lk@HSra*%^Sws7$9Sdp&h?F0fBGJM=UNXRtQ_!ihut>6AG>Rq1asO-#yoi+J(cN zMGSoGj^F?GLDe^N3maEW6ZEsmv#V>9B}=0*#c0)bBHa0F5P{m4IC4yHJ=u@>^271y zN(Kj%em!oWWJ#q@ue=`IW3v~Qg4V%Xbu3@Dgl)<@D${F-w5UzTvntDCTkn^-1v2m; zr4t5jKOp?|(+`~#4jszC?c)o|y~N{4{-!I246wST!wsVyo6B{@z6@QGLy?1mH-m=F zM7d(CQClzd6npD=L;2B@iq8$Uzm^`%KS&SOZ=#ZwW3Wlu9Z7a}jId01wt>|r1gJj$ zTyOiU0Go|eQw+QHmq>IHgO>&jQ$%R<{u;&EowxtA>&pD3IG3+MZ@5VMQs-vzMpk$l zh6*b(2(z;~7)fY7o&RWPWF#w37G{upRd>U(&|G)vwxsFUv57Z2Xi;z#PsdM{2Rn|N z*ZQTdlpQ7iqJ(sXt1#qNkem*V3rn1B>W~FpSMyc=&-)|5+7b`Q8IPL9HMIDs95^lN}?j1A|$LRWF(exw0R>Kgc|N@Rl_F z`L`(XhJMxQ29KoLCp%@Odp{vl0_+ph?^d!I!m^&xtfS67T}w%cu5Aln?Y^9$2r*T2 zoQ{F+A^$siiU_I`ftjv48hRliX-IoDlA<#onDXpLO|)LB3?egR!3U@*;qv8HnS5)T zmz6z7ekP_k{2ZSv(@3E462V|i~G zB7^#8L%#~WcC%`m@Ek%!W#0*|G^6SU7&Q9gemJrR5NKQLNX^R)W;2g|rf>O!_VXN! zX|wK|(;gsw(K#SKuxKdt{-C3_dU?L`BMjQ9w|;pq<_hZOX@o*dz)`J{IiB0c>Xi)F z*t4Z6s0U#WS%hTG2O!kz)JN^77_;k5y@YY!t@QHc-sLMrhT*@Q9a_{6L-k_H364Rm zBA^leTjKU@NTBN|`4zc#$ZJ&3P?1jbYfH&Bk&F6T%VM;rLH@0`O}tcwvd6zWzuqfA z0!mlfDJBwbUCWn~3^C1)uDp)4N182=#~N0R9ozX%G6ZgxaKb=W<=8^THxSl!SKWLn+sDuWgQFNQz^21v}U%nG!u7n$cKt)wp z`K8VT$}jn;li+O%w6s_Ar?0K;#gh_mHkW1xhWui3ja2FNsM*=&{tla)I1w}d!SVLmp;U>`ik%mi<;5tZ4b%;H&ENtbwqM6B0s;mWuPy>jI3YLr z4HwHpi-fz9(S>;>OP=*wT3XXOv)YQUW?sE}hl#-CP=qZX8aA%CiXEPM)RzBHr&Eh_ z7!RYg_<;8=UXhPnYy81@M$)wmIK~ADADQz_aNWY031djhk0yH2UEUr2I*(in&q+Tm zYksow4W`V>e0gs5-+>QcbY*27;2i$$;(u$~nOR9$VSyy0wi4kF<)CS0%2&$YYV64* zh3M}(8w;~ZNwlU|xyqkop6S2woV%_svEC{Iz%_du`^>d={YsJ zQDnKMl%zqrWjw!{*dT+8V5t}=l@SDW&2;Y)YwJb@iYll}!;PWNi&(~ljL z#Ur4A?X%%L)54~3S2CZZrxrHoI?09a$EQB-0AQ6MtN9gpJJVayZLy#3STxS_oDj0zFang|B31i!f0ID`y}3o3Tmf*T92gEZh2@Rt2rKG*TBDLNj_DQ&AA zL0D5_czWYLLmo7Wka(sz#}zrYOtM%WV3v@Sw|rP7)YB?BMoCOE`8ic0WN?zP_6vp| z@l)MV*dDWWe{aGe!DQ$iZ^nm@MB!%xhfl?Kt7ST8Z3R&6AP;nA!v1n z@roIT^;+@x>nuOu-HY&G$v%QrpI67W!+U*oJ3|l2LM)N7tmLYqvJuokB;wrB9?(Zl6pyddP zeOg|AL7U>1t{1ORWBmL}ZdyUCuDSu29aD#~?H>51wH4=qX&Mr#+VVTR4z~iPMM||E zk4VGKR-{gxK9x?PLAGV#}K1sGUnz`CHX^-dcdHkF)AE3KVAvt}ClL?N8o-QWW} zY85?L9qhZ@^zxqnr^blRHlibLy~g8ux57}?3P6>nTnsgWkkT~8`m!2q6t33(=F}wA z7ny==>`vj*wOH})cHO#Yyd(B?q)=qY{HRJuR>l0jtAv)nmN4I=5p~~iFxs7hL)?E9 zH8S-+{dGBkm~sO&dve5@?+EnG-YP<<*=~RHJ2^wt?D#vsY{hu~7z<9{O=_2|H0aFc znA_n64%ST100azXPe`6B2rJgH^FRy0I0TAiU;E*H`vamm)Z5JbzS`EqDJQ(7LE zq+hWq)VL9%7GSH=BlBWqw1HjOy5G~_4uIek;yhb!&%y(9Iz;d^d(G-RxfIt)5Ot6? zW@x4)qJFM1)upO6K6OPb{4$awM-A@)k#a2xrYvPUorv6UMy34aXqQYbS8$61o4q{b=hhCAo1VTCN~?wXrrVd679tCG^GU>7I@CGp4%1 z17)3%Ec%wYwXy!HuR~o;K1Zd%Jnm9r&DbM~9F*;l^ZWd=kELaw4n>hNih_9BAebAC z7?QLc{|WUEZ>fbqN8zU@R6|L^OoMYCk=*)cFgP|Tk%KCq{3~`~yl3xQtizKX+0l+0 z-_Ap(70$6y(LZQSCQem@Bj8etMn*l}*=3Aq>e&a0c6qT_x#+n!OF7euf0z9JonIB) zbeZ=<(U034>n)Aorkto-+u6Gj#<*HmWmmD}Iz|gqBa%srr6?!Ziu2KA55xrcpBvFe zuMx)cZG7Xt3&}6QbnwX0@Cx`|x_7v=-(EZ~=B;yeZM|@l@Z4Q*pOzKfF9KxATE{>DyNOzu8rvd z86|AmS8~+SeqVB_jcLWjZxybNjt%e@@7b2RG{ zB@`Z>)kz?RO;|CJv*17S_j2iB!4jm_-n`c%ajZd=JJly~5@mkU`D&i_X|i~=&@nqg z*f!qVG(qQD*w$Y0U9&YWhCM0Io44bj8UqIjETSsMaW?5+f;l*gj9)m|)#1tOZ)V}khN-8%(zFCLX~FfPLao8=qgOA^ z23AS)IC7q8IUKx=d^|ZLOqa!usBF%jGK*hvL4qN|u?*?fzYIwANBlTk%Udz1a?cv% z9({Nwi792>nJRVExthatVcSy{&_Zgk8`z#j(+)DockA#b&$P4;Y{}Snl#+oFp$*yu zu3_Xo@YrXFu?7*g{f797Tf-KELxNVo44dZ`LGQv8DCb&f#J^lSL)@cRfywgdLBSEs za}LHPu4;1GP~Hbp>6ey-)lc)i0t5Zv`vKnu%tg9?7C}0GALh`6m-HRoHJo6U3EHUA z8*9rk4UUTsECbEbY_IxQE3R~8%B@S#T6T%4_uG!z=HQ3V9wP?0{NWe|3Mp!R^7Kul z8@c2vY(~danyJDmS&fyGir{=isSrmAYf=^$c+Ent9GwtmUa-~@T}3~Yo6*pkFED+l z7;~`jTcR06!}A&;pRkvm)Adtm%+i9jzP9)BxB=Z+Nsxw7xzRQ*zR|&8K<9@EEnUXV zYot(EV`Z7xK%?PMSaf)ob2-DHVYEP5EI^*bl$7k;c&}_PK=t6z&3#~PqlKV9lI|wT#=^WlOCJ^ z7Ep%D#7HQ=WeJ~d!>KgM7DD3-*)O*nu_dcG^f z=5FOTMYUhl)uP9b`?V6)YM4Cz>J$KKvcK<3;1;a#we7GZd!LdnhoX6zt+J^trQilhur%CgV?vVLh9zv5$J>f73MDbxIm$Yd0yT`>3c0d1%> zjv0?xhi8!wrEmXcXx~v35rsucCn&?hQ}kxoD#MZKY*;qzUa$$8r<6Y-`sK&K+Xd1` z!QsIt)%7FWX^l@!96gsW?ZD}39*+DoMd_s%TDqtm+0N4#wv&2;VjhT#K5RAoeN?fU zfdf6|<6MK^XRvwyg=w+eIW`2+cfpt0%hSGSSVzLlT!@&r+OA6xzEK(h($vi|_!yHP zipNNqS6b-t9BaNK_Q^%nkoO{-qw}&ddL6eFOnO!J^Xn7icMW#@<9n4XN@uOkD;LTL z$GgkM!^TrEp@ogECg~HkjdnYJwY^fp+-iM6TThP_OYKTblZ!e1qrvSWhn~EJj8jMF zaCrWk$a6*2pust%=^u40oR4Ek-N!ohk3iyUU4nPBi(ZBHlqFl)FrC-e=lf61=Dl=Z zpnQ>q!=H8Hlqo~9VKPiP;wjZhy}i1(;z~)6Jb&Y>*7*#2lpp_Cv9O^j~Rw8viFrgefotad60{etGT7(N?WNKFp@6@wpt#h^X&IR76=}ndIp+=Xh z_IkUjBuZ}F8yxs5jUt}uqFQj*ER^x51Wp_DDMzU@NE>ooZ!l8BL?J)mbSA#rL)i)x zW(^z4m%hmxO+`rO1T2{S{X#)9W29i!U_!Z~OR*#u#J{a!yS{~@)1}$hJbap#*}XX) zowMC^p50}5(r#)Q4a1X*eD$*Gav9=((2o@6tY1cYC7fF22H8O3J`^k^gwx(D3zPaS z+mfk1R*uT!)nemfoRJO_+zhZ<5{@zV-`Y=v@rw5-ACjD$Q#CyuK-z~9&83-Ux>?xBUc$D@!8axfn9Qi>#c7S-g?O%Iy{utHS zQ@&~-U4QsIEVTwhx@VRCO_`#Dc@}@6Dlpo()Ja>@ENU#IFqts0rPX!!Buxw4$+wcmujW2wml%R?x#eGGAkqTLWzMR-xjd`V+yX?L`w z{8;i_rbfYtXtYvF;1M?7yX=*NjhtOl?HHE@LdA@#>PlSfA!nM_Q?V=PBBwchg)rCTZW!2C5M7DmAo>q z5TB{|#a<1=zEd-h?Wp@kjX43)b*YOpRma{MrZ3ZpCYr~en0vsxt5B&&>+nzt(O&)1 z;IyP+0q#F~gg9^dLbiK6Nc@?G82__HBf#B&-w)E^Uh8}D5-^CF%;YN*#DfZ zsD!@!Ri6p%^g6n3NrBAY5|KNz7dGYemOF|huknw|0L=$4gESn~`spCl{a^$; zphw4W`gnVo2})ZjM9RU@Bcl6u$5(iR_wlrT!|u!Q2TIje-=JVsU8*)@P+0#(L59Cw zPHpWCZ?=<|_-ft$$mBt0v`$`H=^iP4WpC)WLRh8%0m#*p>(T-16&|8fch-`{V zHmqTkyddAGQoE$LL>6{#(?E0lYVGtfIu8+w{JM;Cv7(FxjBl*54dwANKaS^TUr#OG z0i8yn&Ko(l^z%X(Sw>6uXKn3q`Pe^uG+b&w^pq3hln{RH5)-&kl{`}UhD<^PQJt8! z{yxIfSC)JP0$FGsWI`#Z&k}cW&k2(}Z=@L0c;}kztxvRGKV8mvrTwJ26Ttz@xOhcG z^-Up1Ef$@O)o>h{8lw3pzv5S1Ov>vDSn4pVcYQ_U+~|Y~J0>;<%-OYFs3u)T4GP6Y zZJsO-@PC}ID=+YJ?Uw5$^5|>N7hs5IcCLa)c%4t4FH3n}JQfk`TRlDp^@E-58@F!D zoa75^s}fw+etyiW91>u@HjieI|6Iji;`kuoa`45`QjxIAQL2|-Y&Rj;3*utd4#812 z8Y2%EZ3)yW`>>d*hOYAA=9%!oP}`b!-&pcRSf(<6gsr<1C%bO%+&kivdTlzq-?XWT ztVIRki8&g60gL{^vBR4#pnMpdBLEtm9@635eb7GFVWC%Q8=uFVmpiIE7SlhSk{FUq z8n@ujfQYebi$aAA{oq?hf?G#VyN-S6a0SiTHwi}fu0@6hYih`675lE006%_>m5fA|(B0{7F2qE-{ z2uSY)2uXy{2?-&RLP$6-_s-mzJ?ERbXYM)Q%sq3ye=?KF%3AAv*R$5Mp7#4Or`JJD zgG}=6YKF6Pa!%pvSuIh;(2v0+CCR0$WhUjnMKjwZ|HPVxQvRVQd7KwEa2802RVDf~Tv-^|xCkIx#v_5a~U_Y?4I^J>xz$7xu%uQ8R za!+`ty(`b|<+ks_x5!M#sjfTZiP1-qw{i8O^q_k$CJs)=I&J#BLDAl-ZO2Y8s~wx; zts`1GZ*{lpC6T+;0wkEU8k4wK&GNoWDrcS@xWO(fwLc;wopogIS>5&ugnj3TEvL_y zl2d_5R<*ghqCxiD9R0O_K;Nu=U$>;%+jlx?Cm!wxwu#oNu)edsme^iux?P=Nk2tHd z^&R!#xczZZNv!SOO&VCqbgBSIT}-=QtP}rUov?$xMdeoa8OF!S=jU;|CAQuVxSo_{ z2haIy{zUBK1MVyC@H_}<TLXUeGRj5?h>Y4jC;vNP%$@v+3H9l!-swiNOyqu0wz2x*XF4;d>+~(VQ zpIINW|KfHd&BX2c$14&RA=^V(6Y5Qw+0=7fDZ90xIloHU?jHMzEK2(EqKZsXw^3}X z;yF@J)7!>7U*_F&3*$0mF57P!^bO|P5SB4#7PX-+c!msumvsErgHM{0zvq9^k>9fz zme?wkXR%b%lNqY&K=ts^rx&SFTkQ59-V=}exKKk(NofQp)Ql3#^s=)mnz^)8vp+o4 zk5*&a{A#uCltoHda^JUk%~wqSY{ccrpWTxux@mXmlu0RK<%b-)LmOMk(vu5-o`0_9 zH2Bi`PvyAUZ4gh)m0OLAQAY#p$4@R0m&deaWAY13ZeF>w-}=(&g|F_6%{_r|z8uYqqY{wAw!$8U2}Tdof=%k%+8l>T<{8-F|^26-ixn3VyZNa=5JGt-2t&JbZKM z^F8Kgu6;W4+oof>bs*5a*sz8EQ!T_87bH7VwcmnN6GaHnNU!j<9Zbr|9t)2l@21P{ zk-qyt4KQO(WFrmKB$OirqaXilpHWU@?g4q;nW~X=UCnYg=r64HKAGwCxc{aX`%w8% z6-LhC@m!qqlsqmuq69|Jj!X3Vk~!`5ZLUZoxOi0M%lt-zj~eK$1#_YH3cW31y@Gag zFprIFg5I)2K9_Va$RF34?iye;ji$P!+bU_f{0Z^oCS1eHOD%qm4tH%eRy3*kI7Xk5 zXGnp+pG|+$leu`+K;qD6&+$IV1E60D3KX;SAJk(r%sbXAhUXqrUJwjcJ6vTid+p%| zMq0h!;y>#uIMA1YAKMMH9)zA2g6Vel)D-oT*I`k3-G!ijW^Y2=3tbaVQVq{<`n6Y- z(Ce@i{;h#VNT495cO)9E(d;)0(lcJNMbLxI8!O7@^U~%;ps~#dxf@gylSO zQzAXRxFYZP;Fm_Z^TBE5{Z`4c<5@XM?85?UqC%ks0T`s^1>$c{;e%ZlsWOTmGuD=99N7 zJqEp$P!7=>K5CZ97o6x75r#}-T8*4vj#4(gTL@pUe)snLIn5-&j~W%o^PHUA_mTP@ zFN~BWl&w}p$-WhG3qHX`^#KwYl;;wEIUl^0<`y|o7Oikm^Pu3Dc{|y&65%jA*3zkU zpvKKUzr~}+#6r*H_JuE5^hoPCodv1Ty8tv)raH>Do89Og_9vyzZcY6VH&{GEk*~tn z9PxOkBYbhZ!GT&uB9{+KaiijPoEvbTUV z&MfqYHK|vhWde1So~4~-vp098s=1>b=y|b+4K{x6=^Pfe)N4gq^e|&%`VT5lnJ>Q} zN;_6ORB-3W2exWm#W50*#oHtN7?4qOE^yZPdeHknc}0yjHwo@_;tTtsd;$onq%^qd?LvuA&v@;z%Sn7UwiTWhpoO+ zl+f{6Ztg*Q%Sz~>JJ`Epbv3NekJYl>D(w}uA%XL0O3#vu0^h&NP1`xJbHL`w9N?+0 zZK~VV+aZ^()vtIZa3OQYkju@2tSom64e5ccK|3E9Y*|?Q%9TFlOR(~bdoFlhw%iYo zXPyKj{iI@@SF?+?w+2?Beh%o=UR@zu`N_Eh^}^rH<-^3k+o#r+@q5l~bw{6Z2-36Y zYN}~ej~y?J_fmg4WB;c8nD^lwKin@}OWXO&%%Fp86QU&&Py@{pCf z1Olx0BEPVCQpxqZPxMvLQ>h~xS!HJcjGv(OzJI?&UX-;e0*R9?2Fw?El?Wv|>TMi@ zl`m08F_@|I7iC}K=+UXoElfGjJKXEYAoos%(E{<(V4sntCG_4~vrn9(_UFEnEP)|_ zDtCSWYUbWLD2&H~i`0p6Xwf|&tBph)?_39Eq=-1QI^wT-u`X&QWg`f@4vNwiBcQzQ z2%z4wPsj&M#{bRvAeN&EMo=^ZA%J{k&Z1-1K~4Z%P!Q{1z5naY{7Yv3wVVE1oCGJe zF`P}}2lDaw3*>zz#PN%%2AneFb**fvs){(Kpn)ClzgW}|o$n%jajZ*9ouJIF(mh04 zxuW40wYpKZWM{}0Sa2Ezm%>Vi?T9<-W#P0b!3UQ9>L3$7)tDl18lq`eqw!_Zoy94t zctgV#aedExD(-EKk;D~^0gjo5QC#Lht9~?qrTqwS{&)(aQH?$*oaH)50#$<=`5}}* zF#xrcE011-G7Lun-xY1b5JHEz!SPCLncD*2@d}~bZ z;sQB$W%BEb%c9GoFF%>Xyo$U4B!iQ_#!tyEaRgx%mXCs(NuAuNA4SxYd5rFN@^dME zt%4oHI^O)R9rh0Juv&|gl#i{gC{>x0x~ETC5&e04)sp~C=vfbxSg#NKPhXS2$;SHN zKlgR?K}vWUWED4f#+0SGbkNnl5n+13r7Ifo`!y5Y9^k7S^X?^Y*7vtHIC9l(2M7Qz zbe(@1azPMEya9iu1y?uRR$WU5&41A#ftEL%l8*m%zBZ1f2At}Yq zh#_BJ&rWmAcJRY+tT$*ug2S_k0zA?xoEZ&VU=S$*r|CI<&PbfhF}TSjK`4zKKv9q1Y^jm;$LU z@T3l#iRFFWrq2q6UWU|4?8rbcxkY783;4eQ4zNArzls|cEzo_k`=$Z>@ELM=DgiC_%a9P+ra z6E8xR4!s>#FlzxYY_EQ}BBPRrJmm?ycAbYlT6q~p@DI4{bKc+9YKm~UBTC-XdLj=i znY-o9St0;{B71@8?X71yRk68L+o7dH>Q-2A{=$5;em!lmO)gh38j5@nlwruD9I{Lh z`W%%sjLQ9t`QoMgU?L>-*bg^5pVVH{%>Xx5pmCQ}6#CSXGwtEpBY|e0OY74G$4PX_ zLl@L=jgS8&-08QOxup-&ldMRsYG4U#<0~3H_FZ|V*88usP38*$sHtn|`vj3;hZZGA z8-5u(uT}F|M7@}R#cEYbMfJjc#8CT~9{R!J*t@;*okj@_bhcASZu`y*yj7}n^oLgM z;fr5-$8|*jET=a|uqHFmFs*Gk+j$2uO(qYwF@{hNJj*oRzdpH7>UHj0+=+MXQxEsq z^w9k)S4~`xqfr0`>dwkn#NDrnWe zFkwxd0_+SU;7s)|FNIMLNxccjvfYa-x|#*rm8-ID(+EJzxjnSDSkv>IK)R}Ub8D+O z&$5SI7{82sz%MPgECP&g$0E*QdO(jQr&!WB5OQwN9_>*bK7`+m%% zIcSo+^k^Nv%PTTVJFJJ5 z0MUOW?nr6D4cZyZ>k;#%%&n(98wR=EJfSZtJKuLui)Dbad4+z2+9%#5b5-IOB(hfZ zV!}hzi>D=&!*Ts3X z;YB=tRt2ml?P)&khG}A62?{WBasK1s%had9mEyJb5A-|ep?XDF;ngL9HkIPi8yfIn z3cQ0*7M@yrR_LU?&GmG|bhi8xOsj2^Lt4S-97C_ZG@Wa^S10>E2!Y2yKMWh>qj0Od zyWFmMfl-ehvQSUO*OP~KVXbw;e0>o;v~&mW9-F&7HKeEKJkFnvRMXpP4Wqc?6)-3 z8|yG@^c3_`)3TZOusGxIq|A=f_*quBB41JXZ zeEerUBB=GDf3D)}v7vzo#>mrFPVu(fBRjXYp1SV=0!5e_0^&G?769%79q5#R-6*&c zc4=V@69!{82=;RI;aOMD>RzO^$}?QLi_!kYCs^y#E#HTG6F8D{-WrTS}lw`P723E zOLLYq2Fm+kJ7cH)UmT=ln<^c$Dtl}RtR@*uCz`jel@rI+DxE^$Zg%cGa7QTBs`p;)wKlHhNMWj+4|{UrF{N0Hdo8Tw2s+^b_WeiyX720O^nQ+N&2;t zEOpfDH0`V9b34ExWvc#O9ye$ppC-P?XO;mJsg1b%1a!N^RE>}6APq%?UP& ziZ#%zCAgAegf%vGM;V0{*P(j|Q_0JYX*-o$CG_{S1p$-W%wXmYJ8u_UMSXjKOFxB0 zOb?BREl%KVg-jgR+SCh@ipgQu#uS_75Y z_3I!532YU?_^Uo)1Xk2kuS@Vj@|q~3<(NCLYko#L8C2+gE%h*8SU2sxiI(`piB{$r z-_YZ-njU5^wgB8+eFIs>H-1nTDEoEe2KYG6K0)D{5*4yZ`+z-9p<^EY3azq))~MN@ zqqHPomSAS%zK^7zl4p}Xhwg(se#Nc3PERlQk5B#%ODmW>7kF`X1cJg z4Y#5xKny7iDCLOIrAX?)XG-XWAk??&kgoKHiyx@x3YJpWcFcuiG=5cu?D*sz7PmL| zW{?v-NmG9=@Xh%PfKHqJOYEB-Dvb{%3+Vl@LV3xt?|$l&mIGBERt)#aZ#yoZ(KVqL zSz8jQqyH>0kbT2`+F$rcChky%t7G0@&61BnKo_^=@k^LVj34T_TBX>zN}-|?K`=s4 zPn9Bv^zusgYlNcdDc@s>?Cz2ZLJ*^vozrA}V^X({*F4oR{-8xF^QKvCCd^3jyh-d4 z;O1V7M762KjG%uw<0B-ekz5tg2RTSbxUigH++3}$3HN6JXK|`I_a0)BT5~v4y9)-3 zx>D*Hbu3^o!RS?j^3iDJsLcBl@E|4@IT2w~h)Ch|iha^gsh{j2*JTaYL6+dCmFC~d zQeLIMN!;CPVm7PF-~yN2Mf?UqKBh;%@I! zk9PS?yr2b8`eNUt`_Oqvw~+SA2+Lp04hAt&lu@pIa&Z_RO3%gBLxBj{DC1W%jIY0~IA-_Ws&4J^;lcP(tw9GP3}vufDqNII-6{NHaPZiFKwU z4Ya=lC1`=^&Qd4)1g}W%uQzE{8RYblg=J+ore0UOq0Wfrtlj;wD zi2~O_UFuT@j8@Rsd4vXq83uSNyDuoTF#zZf+6Y|jQLsg}izO9u8VR#>9=t6no-dAS z@z6@348D)Xf9fW=?@jwu^yvk1!(2J|KlaNfuQjZKI5op(L`N1QVyG`p3( z3)qCoL%cclDJgaVW|g;T1f^O%Es-kfSWqa-iQh9ul+cUBu9_RXWHLztqn9m{T;{@X zy3gk7dZBF99B)g2+I0Km9lXM&RHtxKHO93lS4V29A0KfT(cJ-!6-rHQ^^9nUra`3< zDc|I}0L)|0U}Bn8*sGKv^Wk8fg$OgoVoMdFP#ArXW6i2MXM4~Z|M^r~c`My;ffD|k z*WORMW{&gI(wf%&-;ySA)u%paPS>JPzr_vVR90QDg9ldYv$E1LQGk zH~YSb1@I9i@z+oVmNKhsz(C8cB_8 zR#jopc;Fs&70M)y-qt|;A(I)m)KpJ^>JAp9UxfNlOA$>1yzX{6PR)<`c23V;z(Y{)Jl8 z<`+SEQNk$Em{6VmLBwOD0Ts+ZNv{e31zjgD0B&SvM@1yDbX@=1cK)ff7`_EDYGb(g z^Xni~ zmb9U=Ax!lp;=~HEnOI5uYS_rsMz*1*HR{-D0oI{NG0CzvFA)=A* z8p%a{6Vn*_A!G+~I7VO?e}aXHp>cra&jlEq7Z%|Bl1GrZTq2*~BjyCR#5-__ar`15 zfXLHp)gNe;&l1CvL`Dv4ctb=#f(s3F(*h2eLxjojsI&zj7|la^xobIFbtwC2H4jr{ zF#r)ua!&=$!onq`zE*4xYZ66af95poIJ|G&(#U znG(@|TUkX}iL=*TBSHRh*|RM#DQ~s`J673vRZ-0K^Fd{!S=~!*Qmj~F4TReLlX??1 zj-tW^VW>Yi{CXOb=;InIN8XT+SCASo)kL586;%)Zc0ve0wFE%zpIQP}E16!qGi<#o_!^`8(5jaVZ}Nffq<>4qG8th5MO zj|SQUh)f;c(D*XIDJeCz&xVK#O^Y-z-QIm+;JvTH(1?y-TDKd9UtRS3X zw0K7H!ri&_-Tv=CjA;&PzxaIPl2>;%&psw*9b}9ib3{Ew1weW+OQrxGB6JB@UtU0y z`WQc=U-T8VWodzg;cCni4**io??+t+T_)bfL8?)+3;cU!kXeqfPBbdq6}%zR7x-|2 zK|Rf3Occ*m$Ho9w;QaONqJuyIxG~RN_*^9Jw-l|2H;brZ-t3^*Tr?{Ni>J#0t6Q5F z2Au;|sCc_b26%SOLD5$rFbHnw0w#z=^?{cpPOiemV#}Ya>c2$k8`6aWTK^4@>pz}r M^?!oe#PyMX1A9{B@Bjb+ diff --git a/w2/data_company.csv b/w2/data_company.csv deleted file mode 100644 index 0f88ccb..0000000 --- a/w2/data_company.csv +++ /dev/null @@ -1,97 +0,0 @@ -6.1101,17.592 -5.5277,9.1302 -8.5186,13.662 -7.0032,11.854 -5.8598,6.8233 -8.3829,11.886 -7.4764,4.3483 -8.5781,12 -6.4862,6.5987 -5.0546,3.8166 -5.7107,3.2522 -14.164,15.505 -5.734,3.1551 -8.4084,7.2258 -5.6407,0.71618 -5.3794,3.5129 -6.3654,5.3048 -5.1301,0.56077 -6.4296,3.6518 -7.0708,5.3893 -6.1891,3.1386 -20.27,21.767 -5.4901,4.263 -6.3261,5.1875 -5.5649,3.0825 -18.945,22.638 -12.828,13.501 -10.957,7.0467 -13.176,14.692 -22.203,24.147 -5.2524,-1.22 -6.5894,5.9966 -9.2482,12.134 -5.8918,1.8495 -8.2111,6.5426 -7.9334,4.5623 -8.0959,4.1164 -5.6063,3.3928 -12.836,10.117 -6.3534,5.4974 -5.4069,0.55657 -6.8825,3.9115 -11.708,5.3854 -5.7737,2.4406 -7.8247,6.7318 -7.0931,1.0463 -5.0702,5.1337 -5.8014,1.844 -11.7,8.0043 -5.5416,1.0179 -7.5402,6.7504 -5.3077,1.8396 -7.4239,4.2885 -7.6031,4.9981 -6.3328,1.4233 -6.3589,-1.4211 -6.2742,2.4756 -5.6397,4.6042 -9.3102,3.9624 -9.4536,5.4141 -8.8254,5.1694 -5.1793,-0.74279 -21.279,17.929 -14.908,12.054 -18.959,17.054 -7.2182,4.8852 -8.2951,5.7442 -10.236,7.7754 -5.4994,1.0173 -20.341,20.992 -10.136,6.6799 -7.3345,4.0259 -6.0062,1.2784 -7.2259,3.3411 -5.0269,-2.6807 -6.5479,0.29678 -7.5386,3.8845 -5.0365,5.7014 -10.274,6.7526 -5.1077,2.0576 -5.7292,0.47953 -5.1884,0.20421 -6.3557,0.67861 -9.7687,7.5435 -6.5159,5.3436 -8.5172,4.2415 -9.1802,6.7981 -6.002,0.92695 -5.5204,0.152 -5.0594,2.8214 -5.7077,1.8451 -7.6366,4.2959 -5.8707,7.2029 -5.3054,1.9869 -8.2934,0.14454 -13.394,9.0551 -5.4369,0.61705 diff --git a/w2/data_flats.tsv b/w2/data_flats.tsv deleted file mode 100644 index 151a3c8..0000000 --- a/w2/data_flats.tsv +++ /dev/null @@ -1,1675 +0,0 @@ -price isNew rooms floor location sqrMetres -476118.0 False 3 1 Centrum 78 -459531.0 False 3 2 Sołacz 62 -411557.0 False 3 0 Sołacz 15 -496416.0 False 4 0 Sołacz 14 -406032.0 False 3 0 Sołacz 15 -450026.0 False 3 1 Naramowice 80 -571229.15 False 2 4 Wilda 39 -325000.0 False 3 1 Grunwald 54 -268229.0 False 2 1 Grunwald 90 -604836.0 False 4 5 Grunwald 40 -232050.0 False 3 0 Nowe 41 -399406.0 False 3 2 Wilda 89 -305739.0 False 2 2 Grunwald 53 -531976.68 False 4 1 Wilda 38 -288465.0 True 2 1 Starołęka 77 -305000.0 True 3 3 Winogrady 47 -410000.0 True 2 5 Rataje 30 -305000.0 True 3 3 Winogrady 48 -289000.0 True 2 2 Zawady 48 -419000.0 True 2 0 Rataje 56 -193000.0 True 2 5 Malta 37 -270000.0 True 3 4 Rataje 48 -360000.0 True 3 2 Rataje 20 -240000.0 True 2 10 Rataje 36 -299000.0 True 2 4 Nowe 47 -298000.0 True 2 4 Wilda 45 -289000.0 True 2 2 Komandoria 48 -300000.0 True 2 1 Podolany 45 -177000.0 True 2 2 Dębiec 25 -404000.0 True 3 2 Rataje 70 -335000.0 True 3 7 Rataje 63 -305000.0 True 3 3 Winogrady 60 -254900.0 True 2 14 Winogrady 80 -348000.0 True 3 9 Rataje 65 -320000.0 True 3 4 Winogrady 50 -284000.0 True 3 4 Rataje 48 -188000.0 True 2 2 Dębiec 61 -477000.0 True 4 3 Piątkowo 70 -390000.0 True 3 2 Podolany 68 -439000.0 True 3 3 Piątkowo 70 -263000.0 True 2 1 Rataje 44 -435000.0 True 2 0 Świerczewo 60 -610000.0 True 3 6 Centrum 77 -714000.0 True 3 2 Malta 84 -295000.0 True 2 2 Naramowice 58 -270000.0 True 3 10 Nowe 48 -259000.0 True 2 0 Rataje 38 -350000.0 True 3 0 Jeżyce 90 -295000.0 True 2 2 Grunwald 60 -338000.0 True 3 1 Jeżyce 37 -420000.0 True 4 3 Jeżyce 78 -565000.0 True 4 0 Sołacz 90 -355000.0 True 2 3 Nowe 90 -330000.0 True 2 4 Chwaliszewo 56 -299000.0 True 2 16 Rataje 49 -270000.0 True 2 2 Sołacz 49 -329000.0 True 3 3 Jeżyce 45 -405000.0 True 3 2 Rataje 70 -270000.0 True 2 2 Winogrady 49 -235000.0 True 2 6 Winogrady 38 -270000.0 True 2 2 Sołacz 49 -365000.0 True 3 2 Jeżyce 50 -325000.0 True 3 1 Nowe 90 -340000.0 True 3 16 Rataje 80 -329000.0 True 3 2 Rataje 59 -429000.0 True 3 4 Dębiec 60 -349000.0 True 3 3 Rataje 63 -329000.0 True 4 4 Nowe 20 -249000.0 True 2 2 Grunwald 46 -260000.0 True 2 0 Rataje 40 -275000.0 True 2 9 Rataje 38 -263000.0 True 2 1 Rataje 44 -269000.0 True 2 9 Rataje 49 -450000.0 True 3 11 Jeżyce 50 -299000.0 True 3 2 Łazarz 80 -330000.0 True 4 2 Rataje 62 -289000.0 True 3 3 Rataje 48 -750000.0 True 4 0 Naramowice 133 -635000.0 True 4 3 Grunwald 70 -279000.0 True 2 1 Naramowice 60 -399900.0 False 3 1 Grunwald 34 -255000.0 True 2 1 Winogrady 38 -239000.0 True 2 1 Grunwald 36 -229000.0 True 2 2 Wilda 50 -348000.0 True 3 9 Rataje 65 -384000.0 True 4 0 Grunwald 60 -232034.0 True 2 1 Starołęka 86 -270000.0 True 3 4 Rataje 48 -350000.0 False 5 1 Komorniki 97 -240000.0 True 2 16 Rataje 36 -619000.0 True 4 0 Jeżyce 99 -295000.0 True 3 4 Grunwald 45 -349000.0 True 3 1 Grunwald 57 -279000.0 True 3 0 Winogrady 48 -269000.0 True 3 3 Winogrady 48 -250000.0 True 2 6 Winogrady 42 -270000.0 True 2 4 Jeżyce 43 -285383.0 False 5 4 Winogrady 37 -348750.0 False 2 3 Stare 47 -240157.0 False 2 0 Winogrady 37 -285678.0 False 2 2 Winogrady 42 -272800.0 False 2 5 Winogrady 44 -267702.0 False 2 2 Grunwald 45 -327584.0 False 3 3 Grunwald 21 -235000.0 False 2 3 Winogrady 38 -286445.0 False 2 2 Winogrady 49 -156085.0 False 2 2 Starołęka 30 -282000.0 False 3 3 Winogrady 57 -365000.0 True 4 4 Grunwald 64 -519000.0 True 3 1 Rataje 50 -779000.0 True 3 2 Stare 113 -499000.0 True 4 2 Wilda 120 -255000.0 True 3 0 Grunwald 53 -270000.0 True 3 4 Rataje 48 -257000.0 True 2 5 Rataje 49 -499000.0 True 2 2 Stare 43 -399000.0 True 3 1 Nowe 62 -149000.0 True 3 5 Nowe 56 -435000.0 True 3 5 Wilda 70 -400000.0 False 4 0 Grunwald 81 -389000.0 True 3 3 Stare 49 -299000.0 True 3 6 Jeżyce 70 -325000.0 True 3 3 Łazarz 62 -399000.0 True 3 1 Grunwald 65 -279000.0 True 2 1 Naramowice 60 -334117.0 False 3 2 Grunwald 63 -364620.0 False 3 2 Grunwald 80 -529900.0 True 4 1 Podolany 103 -369000.0 True 4 3 Grunwald 74 -329000.0 True 2 2 Jeżyce 45 -320000.0 True 3 4 Winogrady 54 -275000.0 True 2 13 Rataje 80 -295120.0 False 2 1 Winogrady 60 -374000.0 True 3 4 Wilczak 30 -288000.0 True 3 4 Winogrady 30 -340000.0 True 3 1 Grunwald 70 -329000.0 True 3 3 Piątkowo 60 -290000.0 True 2 6 Sołacz 49 -229000.0 True 4 3 Wilda 54 -339000.0 True 3 1 Grunwald 65 -288000.0 True 3 4 Winogrady 30 -280000.0 True 3 1 Jeżyce 58 -295000.0 True 2 2 Naramowice 50 -264250.0 False 2 2 Jeżyce 29 -308039.0 False 2 0 Winogrady 21 -285200.0 False 2 1 Winogrady 46 -346624.0 False 3 1 Ogrody 54 -313566.0 False 3 1 Jeżyce 51 -290970.0 False 2 0 Winogrady 60 -304000.0 False 3 5 Winogrady 29 -225316.0 False 2 0 Starołęka 33 -186600.0 False 2 2 Starołęka 62 -336474.0 False 3 4 Winogrady 27 -299513.0 False 2 1 Starołęka 85 -257000.0 False 3 1 Winogrady 76 -244071.0 False 2 2 Starołęka 52 -291838.0 False 2 0 Starołęka 55 -322276.0 False 2 3 Winogrady 98 -280860.0 False 2 1 Winogrady 30 -297600.0 False 2 3 Winogrady 50 -349668.0 False 2 1 Garbary 44 -321656.0 False 2 1 Winogrady 88 -302176.0 False 2 2 Malta 45 -199000.0 True 2 1 Grunwald 33 -363000.0 True 3 2 Grunwald 77 -375000.0 True 3 4 Winogrady 65 -287000.0 True 2 10 Winogrady 47 -230000.0 True 2 1 Dębiec 37 -365000.0 True 3 2 Rataje 65 -389000.0 True 3 1 Naramowice 20 -325000.0 True 2 2 Grunwald 35 -391729.0 False 3 2 Winogrady 21 -479000.0 True 3 3 Grunwald 23 -249000.0 True 2 10 Grunwald 42 -286000.0 True 2 5 Centrum 49 -313000.0 True 2 4 Piątkowo 49 -409000.0 True 3 1 Rataje 62 -255000.0 True 2 1 Nowe 49 -270000.0 True 3 4 Jeżyce 50 -699000.0 True 2 1 Grunwald 68 -330000.0 True 2 3 Wilda 53 -335000.0 True 3 16 Rataje 80 -488000.0 True 3 3 Grunwald 70 -339000.0 True 3 1 Jeżyce 65 -410000.0 True 3 5 Grunwald 81 -269000.0 True 2 4 Naramowice 43 -710000.0 True 5 7 Grunwald 91 -359600.0 False 3 5 Grunwald 58 -249441.0 False 2 2 Jeżyce 50 -440000.0 True 4 1 Grunwald 95 -389000.0 True 3 2 Jeżyce 50 -590000.0 True 4 3 Rataje 90 -706655.0 False 3 2 Nowe 45 -269000.0 True 2 6 Rataje 70 -240000.0 True 2 16 Rataje 36 -310000.0 True 2 2 Centrum 53 -240000.0 False 3 0 Nowe 64 -230000.0 True 2 0 Grunwald 52 -770000.0 True 4 1 Centrum 142 -249000.0 True 2 4 Rataje 44 -350000.0 True 2 1 Rataje 54 -313000.0 True 2 4 Piątkowo 49 -310000.0 True 2 2 Śródka 72 -569000.0 True 4 0 Wilda 50 -460000.0 True 4 2 Bonin 87 -485000.0 True 2 2 Centrum 55 -286000.0 True 2 5 Centrum 80 -364000.0 True 3 1 Grunwald 62 -299000.0 True 3 3 Wilda 66 -365000.0 True 2 5 Wilda 30 -237000.0 True 2 10 Grunwald 38 -425000.0 True 4 6 Rataje 85 -332160.0 True 2 1 Grunwald 60 -230000.0 True 2 1 Dębiec 37 -249000.0 True 2 10 Grunwald 42 -270000.0 True 3 4 Rataje 48 -350000.0 True 2 4 Jeżyce 56 -309000.0 True 2 3 Grunwald 56 -283500.0 True 2 0 Stare 50 -177595.0 False 2 0 Nowe 29 -339000.0 True 2 2 Centrum 53 -399000.0 True 3 1 Grunwald 65 -329000.0 True 3 3 Piątkowo 60 -706655.0 False 3 2 Nowe 45 -289000.0 True 2 2 Jeżyce 42 -389000.0 True 3 0 Wilda 67 -375000.0 True 3 4 Wilda 40 -319000.0 True 3 2 Wilda 66 -310000.0 True 3 0 Grunwald 60 -252000.0 True 2 12 Winogrady 47 -249147.0 False 2 4 Zawady 71 -649000.0 True 4 0 Winogrady 80 -204000.0 True 2 0 Grunwald 37 -389000.0 True 3 4 Rataje 84 -369000.0 True 3 0 Grunwald 87 -300000.0 True 2 1 Naramowice 52 -470000.0 True 4 2 Sołacz 87 -326000.0 True 2 1 Winogrady 39 -655000.0 True 3 4 Stare 60 -348000.0 True 3 9 Rataje 65 -399000.0 True 3 1 Bonin 68 -390000.0 True 3 2 Podolany 68 -265000.0 True 2 0 Centrum 40 -279999.0 True 3 4 Winogrady 54 -280000.0 True 3 9 Jeżyce 49 -419000.0 True 2 0 Malta 56 -249000.0 True 2 4 Grunwald 38 -259000.0 True 2 3 Żegrze 49 -270000.0 True 2 0 Jeżyce 20 -349000.0 True 3 2 Grunwald 39 -349000.0 True 2 3 Piątkowo 60 -548000.0 True 3 1 Grunwald 84 -249000.0 True 2 10 Grunwald 43 -549000.0 True 3 2 Dąbrowskiego 106 -290000.0 True 2 6 Piątkowo 49 -442827.0 False 4 2 Starołęka 14 -530000.0 True 3 0 Grunwald 63 -279000.0 True 3 1 Plewiska 50 -410000.0 True 2 5 Rataje 50 -396000.0 True 3 1 Wilda 50 -279000.0 True 2 1 Stare 60 -399000.0 True 3 4 Piątkowo 16 -329000.0 True 2 2 Jeżyce 45 -270000.0 True 3 10 Grunwald 52 -360000.0 True 2 0 Centrum 57 -255000.0 True 3 2 Grunwald 20 -395000.0 True 3 1 Grunwald 100 -139000.0 True 2 0 Grunwald 49 -320000.0 True 3 4 Winogrady 50 -899000.0 True 4 0 Stare 100 -237000.0 True 2 2 Dębiec 44 -425000.0 True 3 1 Rataje 70 -315000.0 True 2 0 Winogrady 53 -485000.0 True 2 2 Centrum 55 -365000.0 True 3 1 Żegrze 88 -345000.0 True 3 1 Winogrady 17 -319000.0 True 3 3 Rataje 50 -265000.0 True 2 0 Dębiec 50 -978000.0 True 4 5 Centrum 106 -489000.0 True 2 5 Centrum 53 -382280.0 True 3 3 Centrum 80 -267900.0 True 2 6 Winogrady 30 -259000.0 True 2 3 Łazarz 47 -280000.0 True 2 4 Rataje 63 -250000.0 True 4 1 Wilda 31 -340000.0 True 2 2 Naramowice 16 -160000.0 True 2 0 Podolany 27 -390000.0 True 2 0 Centrum 60 -469000.0 True 2 1 Winogrady 30 -429000.0 True 3 4 Dębiec 50 -270000.0 True 2 2 Naramowice 52 -330000.0 True 3 0 Jeżyce 78 -279000.0 True 2 1 Stare 60 -289000.0 True 2 6 Jeżyce 49 -449000.0 True 4 1 Górczyn 90 -499000.0 True 4 4 Stare 85 -270000.0 True 2 16 Rataje 49 -295000.0 True 2 0 Stare 44 -210000.0 True 2 2 Dębiec 40 -519000.0 True 3 1 Rataje 50 -490000.0 True 4 0 Naramowice 40 -300000.0 True 2 1 Stare 23 -325000.0 True 3 4 Jeżyce 30 -238000.0 True 2 13 Rataje 49 -329000.0 True 3 1 Piątkowo 63 -270000.0 True 2 0 Piątkowo 43 -395000.0 True 3 0 Grunwald 70 -330000.0 True 2 1 Jeżyce 50 -439000.0 True 4 2 Grunwald 89 -259500.0 True 2 0 Grunwald 55 -355000.0 True 2 4 Jeżyce 56 -282000.0 True 2 1 Jeżyce 38 -335000.0 True 2 2 Górczyn 52 -375000.0 True 2 1 Grunwald 51 -399000.0 True 3 4 Stare 70 -474000.0 False 4 0 Plewiska 30 -309000.0 True 2 0 Grunwald 55 -379000.0 True 3 0 Rataje 57 -399000.0 True 3 1 Nowe 62 -570000.0 True 3 5 Grunwald 60 -105000.0 True 2 3 Nowe 50 -296000.0 True 3 6 Dębiec 63 -326000.0 True 2 1 Winiary 39 -1725000.0 True 3 0 Stare 136 -350550.0 True 3 4 Stare 50 -252000.0 True 2 12 Winogrady 47 -368000.0 True 2 2 Wilda 67 -549000.0 True 3 3 Grunwald 60 -409000.0 True 3 1 Rataje 90 -362000.0 True 2 1 Centrum 50 -250000.0 True 3 2 Nowe 80 -399900.0 True 4 2 Nowe 66 -429000.0 True 3 4 Wilda 60 -370000.0 True 2 0 Górczyn 65 -274000.0 True 2 1 Górczyn 13 -239000.0 True 2 3 Piątkowo 59 -259000.0 True 2 2 Rataje 90 -246330.0 True 2 0 Wilda 55 -289000.0 True 3 4 Winogrady 48 -100000.0 True 3 4 Stare 70 -270000.0 True 2 2 Sołacz 60 -430000.0 True 2 3 Grunwald 70 -355000.0 True 2 0 Podolany 93 -287000.0 True 2 11 Winogrady 47 -1200000.0 False 5 0 Starołęka 193 -305000.0 True 3 3 Winogrady 48 -329000.0 True 3 3 Piątkowo 60 -315000.0 True 3 0 Piątkowo 63 -267705.0 True 2 2 Grunwald 45 -247707.0 True 2 1 Jeżyce 50 -388750.0 True 4 5 Winogrady 65 -371931.0 True 4 4 Jeżyce 57 -232408.0 True 2 0 Stare 38 -247708.0 True 2 1 Jeżyce 50 -242731.0 True 2 0 Jeżyce 50 -247710.0 True 2 1 Jeżyce 50 -339200.0 True 3 1 Jeżyce 53 -349100.0 True 4 0 Rataje 85 -296277.0 True 3 1 Stare 49 -333694.0 True 3 1 Jeżyce 68 -250000.0 True 2 0 Naramowice 40 -200000.0 True 2 0 Rataje 30 -470000.0 True 4 2 Sołacz 87 -370000.0 True 4 4 Piątkowo 76 -315000.0 True 3 0 Piątkowo 60 -287000.0 True 2 10 Winogrady 80 -230000.0 True 2 3 Nowe 47 -900000.0 True 3 3 Centrum 120 -399000.0 True 3 4 Piątkowo 16 -250000.0 True 2 6 Sołacz 71 -318000.0 True 2 4 Piątkowo 20 -269000.0 True 2 9 Rataje 49 -239592.0 True 2 5 Grunwald 59 -307881.0 True 3 0 Grunwald 16 -319055.0 True 3 3 Grunwald 21 -267702.0 True 2 2 Grunwald 22 -299000.0 True 3 2 Dębiec 70 -435000.0 True 3 0 Stare 25 -690000.0 True 2 0 Grunwald 60 -204450.0 True 2 1 Nowe 33 -228144.0 True 3 2 Nowe 56 -285383.0 True 2 1 Winogrady 37 -391729.0 True 3 2 Winogrady 21 -330000.0 True 3 0 Jeżyce 78 -269984.0 True 3 4 Winogrady 76 -344141.0 True 2 8 Winogrady 47 -318384.0 True 3 6 Jeżyce 24 -249641.0 True 2 0 Jeżyce 54 -177000.0 True 2 2 Dębiec 33 -325000.0 True 2 2 Jeżyce 56 -429000.0 True 3 4 Rataje 70 -380000.0 True 3 3 Dolna 67 -448995.0 True 2 3 Jeżyce 66 -350000.0 True 2 3 Jeżyce 70 -269000.0 True 2 2 Dolna 38 -620000.0 True 3 1 Grunwald 96 -275000.0 True 2 0 Łazarz 52 -440000.0 True 2 0 Centrum 40 -505877.0 False 2 5 Centrum 22 -886860.0 False 3 5 Centrum 80 -502136.0 False 2 5 Centrum 77 -798966.0 False 2 5 Centrum 33 -561663.0 False 3 4 Centrum 69 -396248.0 False 2 4 Centrum 77 -368019.0 False 2 4 Centrum 18 -542141.0 False 3 4 Centrum 53 -698508.0 False 4 4 Centrum 59 -394787.0 False 2 4 Centrum 71 -597184.0 False 3 4 Centrum 61 -354177.0 False 2 3 Centrum 25 -353537.0 False 2 3 Centrum 17 -509468.0 False 3 3 Centrum 53 -652026.0 False 4 3 Centrum 89 -353457.0 False 2 3 Centrum 16 -356818.0 False 2 3 Centrum 58 -496573.0 False 3 2 Centrum 78 -349668.0 False 2 2 Centrum 15 -481903.0 False 3 2 Centrum 53 -309978.0 False 2 2 Centrum 16 -389528.0 False 2 2 Centrum 87 -341776.0 False 2 2 Centrum 14 -374216.0 False 2 2 Centrum 71 -534523.0 False 3 2 Centrum 62 -377418.0 False 2 1 Centrum 87 -330255.0 False 2 1 Centrum 14 -505032.0 False 3 1 Centrum 62 -375000.0 True 4 0 Grunwald 67 -375000.0 True 5 0 Grunwald 67 -363000.0 True 3 2 Grunwald 73 -495000.0 True 3 1 Grunwald 40 -270000.0 True 3 1 Starołęka 30 -365000.0 True 2 2 Grunwald 51 -450000.0 True 4 1 Grunwald 113 -190520.0 True 2 3 Nowe 30 -228492.0 True 2 1 Nowe 93 -169620.0 True 2 1 Nowe 55 -145000.0 True 2 1 Nowe 54 -270000.0 True 3 4 Rataje 48 -370000.0 True 4 4 Piątkowo 76 -289000.0 True 3 3 Grunwald 52 -585000.0 True 3 4 Jeżyce 59 -335000.0 True 3 7 Rataje 63 -329000.0 True 3 3 Piątkowo 60 -269000.0 True 2 0 Grunwald 46 -298000.0 True 2 4 Wilda 45 -398000.0 True 3 1 Grunwald 70 -395000.0 True 4 0 Grunwald 60 -389000.0 True 3 0 Wilda 96 -429000.0 True 3 4 Wilda 47 -715000.0 True 3 1 Wilda 95 -460000.0 True 2 2 Centrum 56 -555000.0 True 4 0 Stare 20 -655000.0 True 3 4 Stare 60 -188000.0 True 2 3 Stare 70 -390000.0 True 2 0 Nowe 61 -425000.0 True 2 9 Nowe 50 -359400.0 True 3 1 Stare 72 -497400.0 True 3 0 Wilda 48 -604395.0 True 5 1 Wilda 31 -330615.0 True 2 2 Stare 79 -290970.0 True 2 0 Stare 60 -283340.0 True 2 0 Stare 70 -282880.0 True 2 3 Stare 20 -339500.0 True 3 7 Nowe 80 -850000.0 True 2 7 Stare 69 -380000.0 True 4 6 Stare 90 -800000.0 True 4 3 Stare 103 -514000.0 True 4 1 Jeżyce 120 -290000.0 True 2 1 Stare 42 -640000.0 True 3 2 Stare 47 -1140000.0 True 6 0 Stare 40 -561000.0 True 2 4 Stare 50 -400000.0 True 2 1 Świerczewo 60 -220000.0 True 2 4 Grunwald 43 -490000.0 True 3 1 Jeżyce 115 -298000.0 True 2 4 Wilda 45 -449000.0 True 2 3 Jeżyce 60 -237000.0 True 2 2 Dębiec 44 -480000.0 True 2 2 Garbary 56 -298000.0 True 2 4 Wilda 37 -255000.0 True 2 3 Wilda 52 -480000.0 True 3 0 Stare 30 -451000.0 True 3 2 Wilda 30 -370000.0 True 3 4 Stare 84 -529000.0 True 3 3 Centrum 108 -360000.0 True 4 0 Grunwald 66 -419000.0 True 4 0 Kopernika 60 -350000.0 True 2 0 Stare 50 -348000.0 True 3 9 Rataje 65 -525000.0 True 4 3 Nowe 88 -450000.0 True 6 4 Wilda 90 -449000.0 True 4 2 Grunwald 90 -420000.0 True 3 0 Winogrady 58 -360000.0 True 3 3 Stare 63 -1000000.0 True 4 1 Centrum 103 -649400.0 False 3 4 Rataje 50 -311570.0 False 2 4 Rataje 51 -383928.0 False 3 3 Rataje 46 -309741.0 False 2 3 Rataje 89 -359000.0 True 2 0 Grunwald 46 -295734.0 False 2 3 Rataje 86 -384540.0 False 3 3 Rataje 55 -480000.0 True 3 1 Grunwald 40 -380091.0 False 3 2 Rataje 73 -293352.0 False 2 1 Rataje 14 -307156.0 False 2 1 Rataje 17 -293352.0 False 2 1 Rataje 14 -535000.0 True 2 3 Łazarz 59 -375606.0 False 3 1 Rataje 91 -293488.0 False 3 0 Rataje 94 -307428.0 False 2 0 Rataje 21 -293488.0 False 2 0 Rataje 16 -375408.0 False 3 0 Rataje 88 -299000.0 True 2 0 Piątkowo 47 -243828.0 False 2 4 Podolany 68 -348835.0 False 3 3 Podolany 63 -256171.0 False 2 3 Podolany 79 -298116.0 False 2 3 Podolany 96 -306247.0 False 2 3 Podolany 35 -337602.0 False 3 3 Podolany 71 -244647.0 False 2 3 Podolany 82 -641000.0 True 3 3 Łazarz 75 -277000.0 True 2 10 Nowe 80 -549000.0 True 4 0 Piątkowo 115 -499000.0 True 3 1 Suchy 95 -539000.0 True 4 2 Jeżyce 110 -450000.0 True 2 2 Grunwald 70 -242000.0 True 2 1 Grunwald 52 -310000.0 True 3 4 Jeżyce 50 -259000.0 True 2 3 Winogrady 40 -475000.0 True 3 4 Wilda 66 -120000.0 True 3 3 Grunwald 35 -270000.0 True 3 4 Rataje 48 -1850000.0 True 5 1 Grunwald 196 -350000.0 True 4 4 Grunwald 50 -280000.0 True 4 4 Grunwald 40 -490000.0 True 4 4 Grunwald 70 -495000.0 True 3 1 Naramowice 70 -545000.0 True 3 0 Rataje 71 -310000.0 True 3 10 Rataje 80 -215000.0 True 2 0 Wilda 36 -295000.0 True 2 4 Garbary 33 -200000.0 True 2 8 Dębiec 50 -359900.0 True 4 4 Rataje 74 -320000.0 True 3 3 Jeżyce 70 -300000.0 True 2 1 Naramowice 23 -535000.0 True 4 2 Wilda 120 -620000.0 True 3 2 Naramowice 60 -597000.0 True 3 0 Naramowice 60 -399000.0 True 3 0 Winogrady 62 -390000.0 True 3 0 Grunwald 75 -310000.0 True 2 1 Rataje 30 -365000.0 True 3 1 Rataje 88 -382000.0 True 3 3 Centrum 30 -299000.0 True 2 2 Sołacz 58 -299000.0 True 2 2 Sołacz 58 -499000.0 True 3 1 Grunwald 64 -549000.0 True 3 2 Jeżyce 106 -549000.0 True 3 2 Jeżyce 106 -413000.0 True 3 3 Łazarz 46 -259000.0 True 2 1 Jeżyce 47 -949000.0 True 3 4 Śródka 98 -949000.0 True 3 4 Śródka 98 -270000.0 True 3 4 Rataje 48 -348000.0 True 3 9 Nowe 65 -260000.0 True 2 0 Ławica 60 -370000.0 True 4 4 Stare 60 -399000.0 True 3 4 Stare 16 -369000.0 True 4 3 Grunwald 74 -224000.0 True 2 0 Łazarz 50 -260000.0 True 3 4 Grunwald 49 -315000.0 True 3 0 Piątkowo 60 -379999.0 True 3 3 Wilda 67 -350000.0 True 2 1 Rataje 63 -270000.0 True 2 4 Grunwald 38 -439000.0 True 4 2 Łazarz 92 -519000.0 True 3 1 Rataje 50 -290000.0 True 2 2 Dębiec 66 -326000.0 True 2 4 Łazarz 80 -240000.0 True 2 3 Grunwald 42 -389000.0 True 3 0 Wilda 67 -420000.0 True 3 2 Dębiec 91 -279000.0 True 2 1 Naramowice 51 -220000.0 True 2 4 Grunwald 43 -465360.0 True 2 2 Grunwald 17 -777280.0 True 3 3 Grunwald 16 -1000000.0 True 4 1 Stare 146 -350000.0 True 2 3 Rataje 50 -469000.0 True 4 2 Jeżyce 87 -253498.0 True 2 5 Jeżyce 38 -334752.0 True 3 3 Jeżyce 51 -374792.0 True 4 5 Jeżyce 57 -329000.0 True 3 4 Rataje 63 -349668.0 False 2 2 Stare 15 -297420.0 False 2 3 Grunwald 24 -297420.0 False 2 3 Grunwald 24 -220000.0 True 2 1 Jeżyce 60 -399000.0 True 3 1 Sołacz 66 -488000.0 True 3 3 Grunwald 70 -220000.0 True 2 4 Grunwald 43 -390000.0 True 3 2 Podolany 68 -299000.0 True 2 0 Wilda 52 -234000.0 True 2 0 Wilda 37 -375000.0 True 3 2 Wilda 90 -820000.0 True 4 0 Centrum 163 -320000.0 True 3 4 Winogrady 50 -420000.0 False 4 0 Grunwald 82 -495000.0 True 4 1 Stare 98 -279000.0 True 2 1 Stare 52 -620000.0 True 3 1 Stare 99 -329000.0 True 2 1 Stare 54 -699000.0 True 3 2 Stare 92 -487000.0 True 3 0 Stare 73 -375000.0 True 3 0 Naramowice 69 -269000.0 True 2 9 Rataje 49 -220000.0 True 2 4 Grunwald 43 -230000.0 True 2 1 Dębiec 38 -435000.0 True 2 0 Górczyn 60 -390000.0 True 3 2 Podolany 68 -446240.0 True 2 1 Grunwald 78 -390000.0 True 3 2 Podolany 68 -619000.0 True 3 2 Winogrady 100 -240000.0 True 2 3 Dębiec 50 -270000.0 True 3 4 Rataje 48 -244968.0 True 2 0 Stare 42 -285679.0 True 2 4 Winogrady 48 -260000.0 True 2 6 Winiary 70 -585000.0 True 4 1 Piątkowo 100 -329000.0 True 3 1 Piątkowo 63 -269000.0 True 2 0 Naramowice 46 -348000.0 True 3 9 Rataje 65 -270000.0 True 3 4 Rataje 48 -359605.0 True 3 5 Grunwald 58 -375529.0 False 2 3 Stare 71 -247705.0 False 2 1 Podolany 74 -247705.0 False 2 1 Piątkowo 74 -156085.0 False 2 4 Głuszyna 45 -411684.0 False 3 3 Winogrady 17 -349000.0 False 4 0 Szczepankowo 29 -277823.0 False 2 2 Podolany 70 -249733.0 False 2 0 Ogrody 54 -424377.0 False 4 2 Starołęka 14 -282944.0 False 2 0 Starołęka 59 -460499.0 False 3 1 Stare 51 -270000.0 True 3 0 Grunwald 48 -350000.0 True 4 1 Wilda 80 -350000.0 True 4 4 Winogrady 90 -323000.0 True 4 0 Winogrady 56 -649000.0 True 4 4 Centrum 109 -341704.0 True 3 8 Grunwald 56 -297421.0 True 2 3 Grunwald 50 -245832.0 True 2 2 Grunwald 40 -285384.0 True 2 4 Winogrady 48 -240000.0 True 2 1 Wilda 40 -345865.0 True 3 2 Jeżyce 21 -261000.0 True 2 2 Jeżyce 57 -400000.0 True 3 2 Jeżyce 74 -400000.0 True 2 2 Jeżyce 74 -348000.0 True 3 9 Rataje 65 -369000.0 True 2 2 Grunwald 51 -339000.0 True 3 0 Rataje 63 -250000.0 True 2 4 Rataje 23 -245000.0 True 2 4 Rataje 44 -240000.0 True 2 2 Dębiec 48 -262000.0 True 2 4 Grunwald 60 -395000.0 True 4 1 Smochowice 69 -313000.0 True 2 4 Piątkowo 50 -409000.0 True 3 1 Malta 90 -599000.0 True 3 3 Grunwald 83 -289000.0 True 2 2 Jeżyce 42 -390000.0 True 3 3 Naramowice 48 -313000.0 True 2 4 Piątkowo 49 -375000.0 True 4 2 Centrum 72 -350000.0 True 3 1 Naramowice 51 -304140.0 False 3 5 Winogrady 18 -353275.0 False 2 14 Grunwald 74 -244071.0 False 2 1 Nowe 93 -348000.0 True 3 9 Rataje 65 -320000.0 True 3 4 Winogrady 53 -348000.0 True 3 9 Rataje 65 -348000.0 True 3 9 Rataje 65 -230000.0 True 2 1 Dębiec 37 -238000.0 True 2 2 Grunwald 37 -392000.0 True 4 0 Piątkowo 74 -380000.0 True 4 2 Piątkowo 74 -329000.0 True 2 4 Górczyn 20 -347000.0 True 3 1 Naramowice 47 -259900.0 True 2 6 Winogrady 38 -590000.0 True 5 3 Piątkowo 125 -320000.0 True 2 1 Naramowice 53 -432000.0 True 2 5 Centrum 40 -435000.0 True 3 1 Piątkowo 84 -389000.0 True 2 1 Podolany 46 -799999.0 True 3 1 Sołacz 90 -310000.0 True 3 3 Piątkowo 60 -260000.0 True 3 0 Jeżyce 74 -266000.0 True 2 2 Piątkowo 49 -316498.0 True 2 2 Stare 77 -519000.0 True 3 1 Rataje 50 -442150.0 True 2 2 Stare 75 -395000.0 True 3 2 Centrum 74 -599000.0 True 2 1 Centrum 70 -459000.0 True 2 1 Centrum 48 -339000.0 True 3 1 Winogrady 51 -375000.0 True 3 2 Jeżyce 50 -289000.0 True 2 4 Ogrody 41 -230000.0 True 2 5 Winogrady 60 -440000.0 True 2 4 Centrum 55 -599000.0 True 3 2 Centrum 80 -343200.0 True 3 4 Winogrady 52 -385000.0 True 2 1 Centrum 60 -300000.0 True 3 3 Centrum 88 -529000.0 True 4 4 Centrum 85 -349000.0 True 3 3 Wilda 82 -405000.0 True 4 2 Nowe 71 -355000.0 True 2 4 Jeżyce 89 -235000.0 True 2 0 Górczyn 50 -495000.0 True 4 1 Grunwald 64 -285000.0 True 2 3 Wilda 60 -385000.0 True 3 4 Łazarz 82 -379999.0 True 3 3 Wilda 67 -370000.0 True 2 13 Rataje 67 -450000.0 True 3 0 Naramowice 71 -479000.0 True 3 3 Górczyn 70 -439000.0 True 4 2 Łazarz 40 -385000.0 True 3 0 Łazarz 80 -550000.0 True 4 1 Łazarz 50 -260000.0 True 3 4 Grunwald 47 -755000.0 True 4 2 Łazarz 90 -319000.0 True 2 0 Górczyn 54 -380000.0 True 3 1 Łazarz 30 -530000.0 True 3 1 Piątkowo 76 -900000.0 True 3 2 Grunwald 112 -375000.0 True 3 8 Piątkowo 75 -576500.0 True 2 5 Centrum 50 -576500.0 True 2 5 Chwaliszewo 50 -438503.0 True 3 2 Centrum 57 -354454.0 False 2 3 Grunwald 17 -489780.0 False 4 2 Górczyn 63 -491520.0 False 4 1 Górczyn 92 -273875.5 False 2 1 Grunwald 13 -267000.0 True 2 2 Dębiec 35 -260000.0 True 2 2 Piątkowo 90 -587000.0 True 4 3 Łazarz 38 -460000.0 True 3 1 Naramowice 110 -695000.0 True 4 1 Rataje 70 -506657.0 True 4 11 Grunwald 73 -298250.0 True 2 5 Grunwald 38 -297421.0 True 2 2 Grunwald 24 -275000.0 True 2 9 Nowe 38 -267000.0 True 2 4 Nowe 70 -447000.0 True 3 4 Grunwald 20 -349900.0 True 3 4 Wilda 42 -360000.0 True 4 0 Centrum 66 -525000.0 True 4 3 Jeżyce 70 -450000.0 True 3 2 Strzeszyn 70 -690000.0 True 4 5 Górczyn 25 -334000.0 True 2 4 Sołacz 50 -240000.0 True 2 3 Jeżyce 43 -307000.0 True 3 2 Rataje 48 -307000.0 True 2 2 Rataje 48 -345000.0 True 3 8 Nowe 63 -333694.0 False 3 1 Podolany 32 -333694.0 False 3 1 Piątkowo 38 -299000.0 True 3 0 Grunwald 53 -389000.0 True 3 3 Stare 49 -310000.0 True 2 2 Centrum 74 -220000.0 True 2 0 Grunwald 50 -332800.0 True 2 1 Grunwald 52 -240000.0 True 2 2 Stare 38 -323206.0 False 2 2 Naramowice 50 -558745.0 False 3 3 Stare 62 -290000.0 True 2 6 Jeżyce 49 -285000.0 True 2 3 Piątkowo 49 -365000.0 True 3 1 Rataje 67 -263000.0 True 2 1 Rataje 47 -289000.0 True 2 2 Jeżyce 42 -265000.0 True 3 4 Grunwald 48 -310000.0 True 2 1 Nowe 40 -300000.0 True 3 2 Winogrady 48 -565964.0 True 2 5 Centrum 49 -747000.0 True 3 7 Rataje 84 -275000.0 True 2 0 Naramowice 50 -405000.0 True 4 2 Rataje 71 -491520.0 True 4 1 Górczyn 92 -363258.0 True 2 1 Górczyn 59 -305739.0 True 2 2 Górczyn 53 -399000.0 True 3 4 Piątkowo 69 -280000.0 True 2 1 Sołacz 38 -299900.0 True 2 0 Dębiec 48 -420000.0 True 2 3 Naramowice 59 -650000.0 True 4 8 Rataje 100 -329000.0 True 3 3 Wilda 82 -355000.0 True 3 2 Piątkowo 66 -375000.0 True 3 2 Rataje 79 -200000.0 True 3 4 Nowe 44 -315000.0 True 2 2 Zawady 52 -259000.0 True 2 3 Rataje 49 -379000.0 True 3 2 Podolany 56 -354454.0 True 2 3 Górczyn 17 -237000.0 True 2 10 Górczyn 38 -315000.0 True 2 2 Zawady 52 -379999.0 True 3 2 Wilda 67 -279000.0 True 2 1 Naramowice 52 -250000.0 True 2 4 Rataje 44 -620000.0 True 3 2 Naramowice 98 -450000.0 True 3 5 Grunwald 60 -290000.0 True 2 2 Dębiec 40 -393599.0 True 2 6 Winogrady 49 -289000.0 True 2 2 Nowe 48 -240000.0 True 2 8 Dębiec 37 -420000.0 True 2 5 Rataje 63 -800000.0 True 3 3 Chwaliszewo 70 -285000.0 True 2 2 Łazarz 52 -495000.0 True 3 0 Centrum 63 -289575.0 True 2 0 Jeżyce 43 -259000.0 True 2 5 Grunwald 46 -265000.0 True 2 4 Grunwald 43 -495000.0 True 5 1 Naramowice 98 -275000.0 True 2 0 Naramowice 50 -320000.0 True 2 3 Chwaliszewo 56 -360000.0 True 2 5 Grunwald 41 -360000.0 True 2 0 Winogrady 48 -750000.0 True 4 0 Kobylepole 105 -260000.0 True 2 0 Rataje 46 -260000.0 True 3 4 Centrum 44 -1050000.0 True 5 2 Centrum 161 -379000.0 True 2 0 Nowe 56 -560000.0 True 2 8 Grunwald 55 -335400.0 True 2 1 Łazarz 51 -290000.0 True 2 5 Winogrady 42 -235000.0 True 2 3 Winogrady 38 -300000.0 True 2 4 Winogrady 53 -399000.0 True 3 1 Winiary 66 -830000.0 True 3 1 Grunwald 91 -385500.0 True 2 6 Dębiec 38 -199000.0 True 5 0 Sołacz 129 -295000.0 True 2 4 Stare 33 -370000.0 True 4 11 Rataje 74 -335000.0 True 3 1 Piątkowo 63 -350000.0 True 3 7 Piątkowo 63 -380000.0 True 3 1 Łazarz 98 -184000.0 True 2 0 Grunwald 34 -855000.0 True 4 5 Jeżyce 96 -215000.0 True 2 0 Wilda 36 -495000.0 True 4 1 Naramowice 98 -250000.0 True 2 5 Nowe 50 -275000.0 True 3 7 Wilda 53 -409000.0 True 3 1 Malta 61 -200000.0 True 2 0 Głuszyna 52 -299000.0 True 3 3 Wilda 66 -490000.0 True 4 3 Sołacz 83 -245000.0 True 2 0 Stare 44 -950000.0 True 3 4 Nowe 99 -355000.0 True 2 3 Nowe 50 -380000.0 True 3 3 Łazarz 95 -525000.0 True 4 3 Jeżyce 104 -400000.0 True 2 3 Naramowice 50 -248000.0 True 2 10 Grunwald 42 -380000.0 True 3 0 Centrum 55 -453600.0 True 2 3 Naramowice 56 -290000.0 True 2 3 Winogrady 37 -690000.0 True 4 5 Grunwald 107 -350000.0 True 3 6 Jeżyce 64 -340000.0 True 4 3 Winogrady 65 -345000.0 True 3 1 Rataje 78 -395000.0 True 3 10 Piątkowo 67 -495000.0 True 5 1 Naramowice 98 -269000.0 True 2 3 Grunwald 47 -257000.0 True 2 12 Winogrady 46 -516000.0 True 3 3 Naramowice 75 -285000.0 True 2 4 Naramowice 42 -354000.0 True 3 1 Naramowice 60 -345000.0 True 2 0 Centrum 42 -550000.0 True 2 1 Naramowice 57 -670000.0 True 4 3 Grunwald 81 -659000.0 True 5 0 Podolany 135 -925000.0 True 5 1 Stare 105 -510000.0 True 5 1 Naramowice 98 -350000.0 True 3 3 Jeżyce 70 -345000.0 True 3 1 Winogrady 50 -279000.0 True 2 0 Piątkowo 48 -535000.0 True 2 2 Stare 55 -350000.0 True 2 1 Rataje 54 -349000.0 True 3 3 Rataje 63 -250000.0 True 2 3 Wilda 39 -270000.0 True 2 10 Nowe 48 -285000.0 True 2 0 Łazarz 49 -999000.0 True 3 4 Nowe 99 -425000.0 True 3 1 Piątkowo 74 -479000.0 True 3 1 Naramowice 66 -360000.0 True 3 0 Wilda 112 -495000.0 True 3 1 Łazarz 64 -599000.0 True 3 3 Grunwald 60 -390000.0 True 3 2 Podolany 68 -450000.0 True 4 1 Grunwald 101 -313000.0 True 2 4 Piątkowo 49 -338000.0 True 3 3 Wilda 63 -285000.0 True 2 11 Winogrady 47 -270000.0 True 2 0 Grunwald 42 -360000.0 True 4 4 Jeżyce 60 -399000.0 True 2 3 Centrum 60 -619000.0 True 3 5 Jeżyce 69 -330000.0 True 2 1 Jeżyce 53 -1612000.0 True 7 5 Jeżyce 166 -399000.0 True 3 3 Centrum 50 -365000.0 True 2 1 Stare 50 -450000.0 True 3 0 Grunwald 75 -288000.0 True 3 4 Winogrady 47 -240000.0 True 2 16 Rataje 36 -326000.0 True 2 0 Jeżyce 55 -250000.0 True 2 4 Zawady 66 -288000.0 True 2 4 Naramowice 44 -289000.0 True 2 7 Winiary 49 -515000.0 True 3 0 Rataje 69 -428000.0 True 3 3 Centrum 43 -510000.0 True 5 1 Naramowice 98 -320000.0 True 2 2 Piątkowo 48 -659200.0 True 4 3 Łazarz 103 -499000.0 True 5 0 Grunwald 130 -240000.0 True 2 2 Dębiec 48 -495000.0 True 4 1 Naramowice 98 -320000.0 True 3 0 Rataje 56 -430000.0 True 3 2 Rataje 64 -409000.0 True 5 4 Winogrady 64 -415000.0 True 3 4 Łazarz 53 -359000.0 True 3 2 Rataje 65 -410000.0 True 2 5 Rataje 53 -479000.0 True 3 3 Nowe 83 -365000.0 True 4 3 Grunwald 68 -369000.0 True 2 3 Grunwald 64 -259000.0 True 2 2 Nowe 42 -250000.0 True 3 4 Dębiec 45 -299000.0 True 2 4 Nowe 47 -430000.0 True 2 1 Centrum 72 -275000.0 True 2 0 Dębiec 50 -950000.0 True 3 4 Nowe 99 -329000.0 True 3 7 Rataje 78 -380000.0 True 4 6 Piątkowo 73 -299000.0 True 2 5 Centrum 49 -265000.0 True 2 1 Wilda 44 -370000.0 True 2 13 Rataje 48 -370000.0 True 4 4 Piątkowo 76 -379000.0 True 3 1 Piątkowo 78 -299000.0 True 2 3 Grunwald 44 -379999.0 True 2 5 Jeżyce 61 -1000000.0 True 5 1 Jeżyce 128 -549000.0 True 3 2 Jeżyce 106 -335000.0 True 3 9 Nowe 65 -489000.0 True 3 0 Jeżyce 65 -379000.0 True 3 4 Rataje 63 -245000.0 True 3 0 Grunwald 45 -235000.0 True 2 0 Łazarz 52 -295555.0 True 2 1 Jeżyce 45 -224000.0 True 2 0 Górczyn 38 -315000.0 True 2 2 Winogrady 38 -429000.0 True 3 4 Nowe 79 -595000.0 True 3 0 Naramowice 94 -330000.0 True 3 0 Bonin 56 -275000.0 True 2 13 Rataje 49 -499000.0 True 4 2 Wilda 120 -287000.0 True 2 10 Winogrady 46 -280000.0 True 2 10 Piątkowo 46 -273875.0 True 2 1 Górczyn 13 -450000.0 True 3 0 Winogrady 70 -325000.0 True 3 4 Jeżyce 64 -299817.0 True 2 3 Górczyn 59 -295000.0 True 2 2 Naramowice 58 -380000.0 True 4 6 Piątkowo 73 -399000.0 True 3 4 Winogrady 65 -305000.0 True 3 3 Winogrady 48 -220000.0 True 2 3 Jeżyce 37 -285000.0 True 3 2 Antoninek 61 -238000.0 True 2 2 Grunwald 37 -200000.0 True 2 0 Rataje 30 -298000.0 True 2 5 Centrum 50 -391729.0 False 3 2 Winogrady 42 -347090.0 False 3 2 Winogrady 41 -285678.0 False 2 1 Winogrady 82 -321656.0 False 2 4 Winogrady 38 -312259.0 False 2 6 Winogrady 60 -347090.0 False 3 1 Winogrady 90 -355042.0 False 3 6 Jeżyce 96 -496573.0 False 3 2 Stare 78 -300680.0 False 2 2 Starołęka 54 -395000.0 True 4 4 Piątkowo 90 -771672.0 False 4 4 Górczyn 66 -399000.0 True 4 1 Szczepankowo 60 -340100.0 True 3 0 Szczepankowo 45 -225228.0 False 2 5 Rataje 91 -324387.0 False 2 9 Grunwald 49 -362459.0 False 3 0 Starołęka 80 -247705.0 False 2 1 Podolany 74 -339000.0 True 3 8 Nowe 78 -207000.0 True 2 2 Wilda 33 -295000.0 True 2 4 Grunwald 50 -324500.0 True 2 5 Wilda 65 -429000.0 True 3 4 Wilda 47 -399000.0 True 4 0 Szczepankowo 71 -411804.0 True 3 1 Winogrady 42 -282613.0 True 2 3 Winogrady 33 -235399.0 True 2 1 Winogrady 59 -265741.0 True 2 7 Winogrady 21 -323340.0 True 3 3 Winogrady 89 -293848.0 True 3 7 Winogrady 57 -337303.0 True 4 2 Winogrady 17 -470092.0 True 2 3 Centrum 21 -310000.0 True 2 0 Wilda 53 -365000.0 True 4 1 Nowe 54 -259000.0 True 2 6 Winogrady 38 -414225.0 True 3 3 Centrum 23 -489000.0 True 3 3 Grunwald 104 -350000.0 True 4 3 Grunwald 30 -325000.0 True 2 3 Rataje 20 -321845.0 False 3 1 Grunwald 55 -248000.0 True 2 14 Rataje 49 -286000.0 True 2 5 Centrum 64 -399000.0 True 3 4 Piątkowo 16 -289000.0 True 2 7 Winiary 80 -329000.0 True 3 11 Winogrady 50 -252723.0 False 2 1 Winogrady 43 -300680.0 False 2 2 Starołęka 54 -496573.0 False 3 2 Stare 78 -392181.0 False 3 4 Winogrady 42 -496573.0 False 3 2 Stare 78 -412438.0 False 3 2 Naramowice 17 -286000.0 True 2 5 Centrum 49 -269000.0 True 2 9 Rataje 49 -315000.0 True 2 1 Grunwald 61 -318390.0 True 3 3 Jeżyce 48 -242406.0 True 2 0 Jeżyce 36 -296278.0 True 3 2 Stare 49 -223747.0 True 2 0 Stare 37 -388755.0 True 4 5 Winogrady 65 -347095.0 True 3 1 Winogrady 57 -269000.0 True 2 1 Ogrody 50 -285000.0 True 2 9 Grunwald 50 -114642.0 True 2 0 Łazarz 46 -286000.0 True 2 5 Stare 64 -333693.0 True 3 1 Jeżyce 68 -435000.0 True 2 0 Świerczewo 60 -320000.0 True 4 1 Jeżyce 40 -395000.0 True 4 0 Grunwald 60 -353457.0 True 2 3 Stare 44 -267704.0 True 2 3 Grunwald 45 -245831.0 True 2 2 Grunwald 40 -391729.0 True 3 2 Winogrady 69 -240875.0 True 2 7 Stare 39 -424380.0 True 4 2 Nowe 74 -282996.0 True 2 0 Nowe 55 -285000.0 True 3 1 Rataje 48 -284618.0 False 2 3 Nowe 55 -512034.0 False 4 2 Winogrady 94 -284618.0 False 2 3 Nowe 55 -255404.0 False 2 6 Jeżyce 12 -315810.0 False 3 8 Winogrady 20 -282994.0 False 2 0 Starołęka 59 -637135.0 False 3 7 Grunwald 65 -754000.0 False 5 0 Morasko 42 -336000.0 True 3 0 Szczepankowo 85 -355000.0 True 2 3 Nowe 90 -475000.0 True 3 0 Rataje 73 -275000.0 True 3 4 Winogrady 60 -275000.0 True 3 4 Winogrady 70 -289000.0 True 2 7 Winogrady 80 -315000.0 True 3 0 Rataje 63 -260000.0 True 2 1 Łazarz 54 -370000.0 True 4 4 Piątkowo 76 -319990.0 True 2 3 Jeżyce 70 -156085.0 False 2 3 Głuszyna 45 -225228.0 False 2 5 Rataje 91 -308237.0 False 2 1 Nowe 85 -353275.0 False 2 14 Grunwald 74 -228144.0 False 3 2 Głuszyna 56 -156085.0 False 2 2 Głuszyna 45 -353275.0 False 2 14 Grunwald 74 -353275.0 False 2 14 Grunwald 74 -156085.0 False 2 3 Głuszyna 45 -156085.0 False 2 4 Nowe 54 -267702.0 False 2 3 Grunwald 22 -353275.0 False 2 14 Grunwald 74 -247705.0 False 2 1 Podolany 74 -315810.0 False 3 8 Winogrady 20 -370000.0 True 4 4 Stare 60 -265000.0 True 2 2 Stare 70 -304140.0 False 3 3 Winogrady 27 -394000.0 False 4 0 Szczepankowo 77 -287882.0 False 2 1 Starołęka 85 -729000.0 True 3 0 Rataje 20 -445000.0 True 4 3 Piątkowo 65 -339000.0 True 3 1 Wilda 90 -382000.0 True 4 0 Piątkowo 74 -335000.0 True 2 4 Jeżyce 35 -258000.0 True 2 0 Plewiska 40 -195000.0 True 2 1 Grunwald 31 -229000.0 True 2 1 Grunwald 16 -327000.0 True 3 1 Piątkowo 40 -279000.0 True 3 1 Nowe 54 -329000.0 True 3 1 Piątkowo 63 -220000.0 True 2 3 Jeżyce 37 -285000.0 True 3 2 Antoninek 61 -286000.0 True 2 5 Stare 49 -550000.0 True 3 1 Jeżyce 73 -366770.0 True 3 1 Stare 58 -392000.0 True 4 0 Piątkowo 74 -504326.0 True 4 4 Stare 26 -232408.0 True 2 1 Winogrady 37 -247000.0 True 2 2 Jeżyce 38 -318384.0 True 3 2 Jeżyce 48 -371930.0 True 4 2 Jeżyce 57 -347092.0 True 3 1 Winogrady 57 -286445.0 True 2 2 Winogrady 49 -254309.0 True 2 2 Stare 42 -238950.0 True 2 4 Stare 39 -442080.0 True 3 1 Nowe 68 -319998.0 True 3 1 Nowe 14 -404965.0 True 3 2 Nowe 63 -336840.0 True 3 3 Nowe 14 -380931.0 True 3 3 Nowe 83 -341311.0 True 3 8 Grunwald 53 -325000.0 True 2 0 Nowe 80 -388000.0 True 2 1 Grunwald 33 -219000.0 True 2 1 Grunwald 35 -1007500.0 False 4 1 Starołęka 94 -1203616.0 False 5 0 Starołęka 71 -298980.0 False 2 5 Winogrady 30 -281988.0 False 2 7 Naramowice 76 -300680.0 False 2 2 Starołęka 54 -288405.0 False 2 1 Górczyn 37 -392861.0 False 3 2 Winogrady 42 -298250.0 False 2 6 Grunwald 38 -411684.0 False 3 3 Winogrady 17 -349000.0 False 4 0 Szczepankowo 29 -277823.0 False 2 2 Podolany 70 -310020.0 False 3 4 Winogrady 67 -424377.0 False 4 2 Starołęka 14 -282944.0 False 2 0 Starołęka 59 -392861.0 False 3 3 Naramowice 42 -249733.0 False 2 0 Ogrody 54 -282944.0 False 2 0 Starołęka 59 -349668.0 False 2 2 Stare 15 -294840.0 False 2 4 Winogrady 50 -252723.0 False 2 1 Winogrady 43 -399000.0 False 3 2 Winogrady 98 -359600.0 False 3 5 Grunwald 58 -245876.0 True 2 1 Jeżyce 38 -329538.0 True 3 1 Jeżyce 50 -286268.0 True 2 5 Winogrady 49 -367000.0 True 3 1 Centrum 30 -350000.0 True 3 1 Nowe 63 -350000.0 True 2 1 Rataje 63 -399000.0 True 3 5 Grunwald 98 -429000.0 True 3 3 Centrum 102 -267703.0 True 2 3 Grunwald 45 -356251.0 True 3 14 Grunwald 57 -225290.0 True 2 7 Rataje 39 -333701.0 True 3 1 Jeżyce 68 -368568.0 True 3 4 Jeżyce 68 -285000.0 True 3 2 Antoninek 61 -300000.0 True 2 9 Strzeszyn 45 -299000.0 True 2 5 Centrum 50 -249000.0 True 2 2 Grunwald 46 -599000.0 True 4 5 Malta 84 -250000.0 True 2 4 Wilda 54 -341776.0 True 2 2 Stare 44 -238000.0 True 2 13 Rataje 49 -279000.0 True 3 1 Wilda 68 -430000.0 True 2 3 Jeżyce 58 -255000.0 True 2 1 Winogrady 38 -360000.0 True 3 1 Grunwald 49 -339000.0 True 2 1 Górczyn 45 -855000.0 True 3 3 Centrum 90 -1179000.0 True 3 2 Centrum 40 -2700000.0 True 3 2 Centrum 90 -1170000.0 True 3 3 Centrum 90 -368712.0 True 2 2 Centrum 90 -991380.0 True 4 1 Nowe 20 -250000.0 True 2 3 Dębiec 53 -249000.0 True 3 4 Rataje 53 -350000.0 True 2 4 Jeżyce 56 -285000.0 True 2 2 Centrum 52 -285000.0 True 2 2 Łazarz 52 -490000.0 True 4 2 Jeżyce 87 -429000.0 True 4 2 Grunwald 92 -211190.0 False 2 0 Podolany 78 -375529.0 False 2 3 Centrum 71 -225228.0 False 2 0 Rataje 71 -991380.0 False 5 1 Starołęka 94 -1156054.0 False 4 0 Stare 52 -288000.0 True 2 4 Naramowice 44 -820000.0 True 4 1 Grunwald 133 -370000.0 True 4 4 Piątkowo 76 -156085.0 False 2 0 Głuszyna 54 -156085.0 False 2 0 Głuszyna 54 -200460.0 False 2 0 Głuszyna 55 -200460.0 False 2 0 Głuszyna 55 -156085.0 False 2 0 Głuszyna 54 -156085.0 False 2 0 Głuszyna 54 -308237.0 False 2 1 Nowe 85 -225288.0 False 2 9 Rataje 91 -267702.0 False 2 3 Grunwald 22 -364000.0 True 3 4 Nowe 90 -280000.0 True 2 4 Winogrady 30 -349000.0 True 4 0 Rataje 84 -412000.0 True 4 0 Nowe 88 -490000.0 True 3 4 Piątkowo 82 -359602.0 True 3 5 Grunwald 58 -333025.0 True 2 1 Stare 45 -450000.0 True 2 3 Stare 62 -248000.0 True 2 2 Winogrady 80 -270000.0 True 3 10 Śródka 48 -239000.0 True 2 11 Stare 38 -225292.0 True 2 1 Rataje 39 -290970.0 True 2 4 Górczyn 70 -194500.0 True 2 3 Nowe 90 -712980.0 True 4 3 Centrum 102 -712980.0 True 5 2 Centrum 102 -855000.0 True 3 2 Centrum 72 -279000.0 True 2 6 Stare 49 -313830.0 True 2 4 Jeżyce 55 -325050.0 True 2 4 Jeżyce 25 -240158.0 True 2 0 Stare 39 -211190.0 True 2 0 Jeżyce 38 -333690.0 True 3 2 Jeżyce 68 -388751.0 True 4 5 Winogrady 65 -347091.0 True 3 1 Winogrady 57 -362450.0 True 3 1 Górczyn 90 -225288.91 True 2 6 Rataje 91 -225288.91 True 2 5 Rataje 91 -225288.91 True 2 1 Rataje 91 -392860.63 True 4 3 Winogrady 41 -364762.0 True 4 4 Winogrady 89 -316498.0 True 2 2 Centrum 77 -442002.0 True 2 3 Centrum 73 -276610.0 True 2 4 Centrum 80 -316355.0 True 2 4 Centrum 67 -280250.0 True 2 0 Górczyn 50 -327127.5 True 2 0 Centrum 50 -449000.0 False 5 0 Szczepankowo 68 -225288.0 False 2 1 Rataje 91 -286327.0 False 2 3 Naramowice 82 -365690.0 False 4 2 Naramowice 50 -389528.0 False 2 2 Stare 87 -481903.0 False 3 2 Stare 53 -349000.0 False 4 0 Szczepankowo 29 -347090.0 False 3 2 Naramowice 41 -534523.0 False 3 2 Stare 62 -412670.0 False 3 1 Naramowice 17 -285678.0 False 2 2 Naramowice 82 -263000.0 True 2 0 Wilda 75 -245000.0 True 2 2 Winogrady 20 -232410.0 True 2 0 Stare 38 -245488.0 True 2 0 Jeżyce 37 -225288.0 True 2 7 Rataje 39 -180000.0 True 3 2 Wilda 35 -189000.0 True 2 4 Wilda 35 -460499.0 True 3 1 Centrum 51 -903965.44 True 4 0 Centrum 80 -1366410.0 True 4 0 Centrum 71 -285383.0 True 2 4 Winogrady 37 -286091.0 True 2 3 Winogrady 49 -347090.0 True 3 1 Winogrady 90 -225288.91 True 2 7 Rataje 91 -442150.0 True 2 2 Centrum 75 -318000.0 True 4 8 Nowe 82 -278047.0 False 2 3 Podolany 74 -278047.0 False 2 4 Podolany 74 -278047.0 False 2 4 Podolany 74 -650958.0 False 4 5 Winogrady 51 -290360.0 False 2 4 Górczyn 60 -278047.0 False 2 4 Podolany 74 -350875.0 False 3 1 Starołęka 97 -350875.0 False 3 1 Starołęka 97 -350875.0 False 3 1 Starołęka 97 -350875.0 False 3 1 Starołęka 97 -350875.0 False 3 1 Starołęka 97 -350875.0 False 3 1 Starołęka 97 -442080.0 False 3 1 Starołęka 65 -460499.0 False 3 1 Stare 51 -412670.0 False 3 1 Winogrady 17 -357692.0 False 3 2 Starołęka 31 -282994.0 False 2 0 Starołęka 59 -211190.0 False 2 0 Piątkowo 78 -252723.0 False 2 1 Winogrady 43 -232408.0 False 2 0 Winogrady 79 -349000.0 False 4 0 Szczepankowo 29 -277823.0 False 2 2 Podolany 70 -310020.0 False 3 4 Winogrady 67 -249733.0 False 2 0 Ogrody 54 -424377.0 False 4 2 Starołęka 14 -282944.0 False 2 0 Starołęka 59 -282944.0 False 2 0 Starołęka 59 -347633.0 True 3 10 Grunwald 57 -293436.0 True 2 1 Grunwald 50 -247705.0 True 2 1 Jeżyce 50 -398000.0 True 3 1 Jeżyce 72 -570000.0 True 4 0 Jeżyce 90 -285200.0 True 2 1 Stare 46 -347100.0 True 3 1 Winogrady 57 -223749.0 True 2 0 Stare 37 -245880.0 True 2 1 Jeżyce 38 -460050.0 True 3 5 Grunwald 74 -329000.0 True 3 2 Piątkowo 40 -279000.0 True 2 1 Stare 60 -720000.0 True 4 7 Jeżyce 90 -225290.0 True 2 5 Rataje 39 -355000.0 False 3 0 Stare 61 -355000.0 False 3 0 Podolany 61 -430000.0 False 4 0 Podolany 75 -270000.0 True 3 3 Stare 47 -475000.0 False 4 0 Stare 72 -475000.0 False 4 0 Podolany 72 -325000.0 True 2 2 Centrum 51 -455000.0 False 4 0 Stare 72 -455000.0 False 4 0 Podolany 72 -372000.0 False 4 1 Grunwald 87 -270000.0 True 2 10 Śródka 48 -207845.0 True 2 0 Nowe 79 -285000.0 True 2 2 Grunwald 52 -262500.0 True 4 0 Wilda 75 -350000.0 True 2 1 Rataje 80 -200000.0 True 2 0 Rataje 30 -210000.0 True 2 3 Grunwald 35 -368712.0 True 2 0 Centrum 90 -360288.0 True 2 1 Centrum 60 -390312.0 True 2 3 Centrum 60 -481103.0 True 3 1 Centrum 51 -455348.0 True 3 0 Centrum 61 -417231.0 True 2 2 Centrum 50 -411684.0 False 3 3 Winogrady 17 -481903.0 False 3 2 Centrum 53 -746787.0 False 3 7 Górczyn 53 -319998.0 False 3 1 Starołęka 95 -460040.0 False 3 5 Grunwald 20 -349000.0 False 4 0 Szczepankowo 29 -399000.0 False 5 0 Szczepankowo 68 -234000.0 True 2 7 Wilda 50 -210000.0 True 2 1 Wilda 65 -279000.0 True 2 2 Łazarz 36 -325000.0 True 2 0 Rataje 47 -285000.0 True 2 3 Grunwald 58 -360000.0 True 3 2 Rataje 69 -355000.0 True 2 2 Rataje 90 -362804.0 False 3 5 Jeżyce 39 -252723.0 False 2 1 Winogrady 43 -285200.0 False 2 1 Winogrady 46 -249641.0 False 2 0 Ogrody 54 -302887.0 False 2 4 Górczyn 25 -242731.0 False 2 0 Podolany 74 -991380.0 False 5 1 Starołęka 94 -265000.0 True 2 2 Piątkowo 70 -344000.0 True 2 0 Stare 49 -313000.0 True 2 4 Stare 49 -315000.0 True 3 0 Stare 60 -315000.0 True 3 0 Rataje 63 -690000.0 True 2 1 Stare 20 -465000.0 True 2 2 Wilda 49 -368110.0 True 3 2 Nowe 64 -282994.0 True 2 0 Nowe 55 -350000.0 True 2 3 Rataje 52 -780000.0 True 3 0 Grunwald 87 -263000.0 True 2 0 Rataje 38 -219000.0 True 2 7 Winogrady 38 -250000.0 True 3 3 Rataje 53 -394000.0 True 4 0 Nowe 88 -535000.0 True 2 2 Centrum 55 -329000.0 True 3 13 Rataje 65 -192750.0 True 2 2 Nowe 55 -375408.0 True 3 0 Nowe 88 -649400.0 True 3 4 Nowe 50 -294906.0 True 2 3 Nowe 74 -291720.0 True 2 5 Stare 20 -290646.0 True 2 2 Stare 80 -285678.0 False 2 1 Winogrady 42 -156085.0 False 2 4 Nowe 54 -496573.0 False 3 2 Stare 78 -1156054.0 False 4 0 Stare 52 -380931.0 False 3 3 Starołęka 82 -285200.0 True 2 0 Stare 46 -434201.0 True 4 1 Nowe 54 -269984.0 True 3 0 Stare 76 -333024.0 True 2 1 Stare 45 -637037.0 True 4 3 Stare 79 -319060.0 True 3 3 Grunwald 56 -267700.0 True 2 2 Grunwald 45 -365690.0 True 4 1 Winogrady 63 -285678.0 True 2 4 Winogrady 48 -295363.0 True 3 1 Stare 48 -223750.0 True 2 0 Stare 37 -277823.0 True 2 1 Jeżyce 50 -333695.0 True 3 2 Jeżyce 68 -288000.0 True 2 4 Naramowice 22 -518000.0 True 4 0 Wilda 41 -235000.0 True 2 4 Dębiec 44 -364762.0 True 4 1 Winogrady 62 -320000.0 True 4 3 Stare 40 -449000.0 True 5 3 Wilda 97 -249000.0 True 2 10 Grunwald 42 -279000.0 True 2 3 Piątkowo 30 -289000.0 True 3 4 Winogrady 48 -318645.0 True 2 2 Stare 30 -289000.0 True 2 7 Jeżyce 80 -285000.0 True 2 2 Łazarz 20 -399000.0 True 3 4 Piątkowo 69 -350000.0 True 3 1 Rataje 63 -240000.0 True 2 2 Dębiec 48 -356160.0 False 4 4 Winogrady 36 -290970.0 False 2 0 Winogrady 52 -289000.0 True 3 4 Stare 47 -399000.0 True 3 4 Piątkowo 69 -315000.0 True 3 0 Piatkowo 50 -329000.0 True 2 1 Grunwald 66 -253000.0 True 2 4 Grunwald 70 -179000.0 True 2 0 Grunwald 34 -250000.0 True 2 0 Naramowice 50 -410000.0 True 2 4 Jeżyce 43 -360000.0 True 3 3 Jeżyce 62 -590000.0 True 3 3 Jeżyce 80 -325000.0 True 3 2 Jeżyce 64 -247705.0 False 2 1 Podolany 74 -247705.0 False 2 1 Piątkowo 74 -392861.0 False 3 3 Winogrady 42 -156085.0 False 2 4 Głuszyna 45 -249441.0 False 2 5 Jeżyce 51 -398000.0 True 3 3 Łazarz 96 -255000.0 True 2 2 Wilda 72 -329000.0 True 2 1 Naramowice 40 -232409.0 True 2 0 Stare 38 -296300.0 True 3 2 Stare 49 -364762.0 True 4 4 Winogrady 63 -239592.0 True 2 5 Grunwald 36 -395000.0 True 3 0 Naramowice 73 -333694.0 False 3 1 Piątkowo 38 -344500.0 False 3 6 Jeżyce 53 -377652.0 False 4 6 Jeżyce 22 -332145.0 False 3 0 Winogrady 45 -328241.0 False 3 3 Winogrady 81 -328241.0 False 3 5 Winogrady 81 -355041.6 False 3 6 Jeżyce 96 -318384.0 False 3 6 Jeżyce 24 -328241.0 False 3 1 Winogrady 81 -323340.0 False 3 0 Winogrady 89 -332145.0 False 3 1 Winogrady 45 -392607.0 False 4 5 Jeżyce 94 -345180.0 False 3 1 Jeżyce 30 -315810.0 False 4 8 Winogrady 20 -263581.0 False 2 2 Winogrady 21 -323340.0 False 3 2 Winogrady 89 -263581.0 False 2 6 Winogrady 21 -238948.0 False 2 5 Winogrady 54 -240875.0 False 2 7 Winogrady 54 -246379.0 False 2 0 Winogrady 39 -345240.0 False 4 1 Winogrady 54 -345240.0 False 4 0 Winogrady 54 -332145.0 False 3 3 Winogrady 45 -348117.0 False 4 5 Winogrady 54 -348117.0 False 4 6 Winogrady 54 -339282.0 False 3 7 Winogrady 62 -317200.0 False 3 8 Winogrady 52 -329422.5 False 3 6 Winogrady 45 -265741.5 False 2 7 Winogrady 21 -238948.0 False 2 6 Winogrady 54 -348117.0 False 4 7 Winogrady 54 -339282.0 False 3 5 Winogrady 62 -263581.0 False 2 4 Winogrady 21 -348117.0 False 4 4 Winogrady 54 -296277.0 False 3 0 Winogrady 57 -304133.5 False 3 1 Winogrady 27 -296277.0 False 3 2 Winogrady 57 -263581.0 False 2 3 Winogrady 21 -345240.0 False 4 2 Winogrady 54 -263581.0 False 2 1 Winogrady 21 -345240.0 False 4 3 Winogrady 54 -339282.0 False 3 6 Winogrady 62 -323340.0 False 3 3 Winogrady 89 -310020.0 False 3 0 Winogrady 67 -252723.0 False 2 1 Winogrady 43 -366850.0 False 4 1 Winogrady 25 -319875.0 False 2 8 Grunwald 18 -249641.0 False 2 0 Jeżyce 54 -356160.0 False 4 4 Winogrady 36 -156085.0 False 2 4 Nowe 54 -319875.0 False 2 7 Grunwald 18 -329763.26 False 2 9 Grunwald 94 -324400.97 False 2 7 Grunwald 94 -388352.0 False 3 7 Grunwald 60 -347633.0 False 3 10 Grunwald 20 -409713.0 False 3 11 Grunwald 62 -330368.0 False 2 12 Grunwald 62 -356251.9 False 3 14 Grunwald 20 -347839.75 False 2 12 Grunwald 58 -350506.16 False 3 11 Grunwald 20 -342405.13 False 2 11 Grunwald 58 -429699.0 False 3 15 Grunwald 62 -319875.0 False 2 9 Grunwald 18 -341703.96 False 3 8 Grunwald 21 -336969.98 False 2 10 Grunwald 58 -413044.0 False 3 12 Grunwald 62 -405104.0 False 3 1 Grunwald 34 -341703.96 False 3 9 Grunwald 21 -424977.14 False 4 5 Grunwald 20 -327787.0 False 2 11 Grunwald 62 -353378.74 False 3 12 Grunwald 20 -332949.0 False 2 13 Grunwald 62 -383760.0 False 3 6 Grunwald 60 -335530.0 False 2 14 Grunwald 62 -387040.0 False 3 5 Grunwald 60 -302985.6 False 2 4 Grunwald 18 -410780.0 False 3 3 Grunwald 44 -417773.83 False 4 3 Grunwald 20 -303286.5 False 2 3 Grunwald 13 -364080.0 False 3 1 Grunwald 60 -319055.27 False 3 3 Grunwald 21 -292100.0 False 2 1 Grunwald 80 -245830.0 False 2 2 Grunwald 67 -352390.0 False 2 12 Grunwald 80 -377200.0 False 3 3 Grunwald 60 -313080.0 False 3 5 Winogrady 18 -314089.0 False 2 5 Grunwald 49 -308237.0 False 2 1 Nowe 85 -339072.0 False 2 9 Grunwald 98 -321812.5 False 2 8 Grunwald 49 -322643.5 False 2 10 Grunwald 81 -500203.02 False 4 10 Grunwald 73 -343978.41 False 3 9 Grunwald 14 -325184.0 False 2 11 Grunwald 81 -351130.0 False 3 10 Grunwald 85 -297420.8 False 2 3 Grunwald 24 -267702.4 False 2 2 Grunwald 22 -506566.5 False 4 11 Grunwald 73 -297420.8 False 2 2 Grunwald 24 -495722.51 False 4 9 Grunwald 99 -426416.8 False 4 6 Grunwald 20 -327081.85 False 2 8 Grunwald 94 -307080.0 False 2 5 Grunwald 18 -305793.0 False 2 4 Grunwald 13 -312198.0 False 2 6 Grunwald 18 -333231.99 False 3 7 Grunwald 21 -514939.5 False 4 13 Grunwald 73 -317880.0 False 2 2 Grunwald 98 -267702.4 False 2 3 Grunwald 22 -519126.0 False 4 14 Grunwald 73 -510753.0 False 4 12 Grunwald 73 -347010.0 False 2 10 Grunwald 80 -324387.0 False 2 9 Grunwald 49 -311514.5 False 2 4 Grunwald 49 -298249.6 False 2 6 Grunwald 38 -333774.0 False 2 6 Grunwald 98 -495722.51 False 4 8 Grunwald 99 -331125.0 False 2 5 Grunwald 98 -336423.0 False 2 8 Grunwald 98 -325312.98 False 3 3 Grunwald 14 -298249.6 False 2 5 Grunwald 38 -495782.26 False 4 7 Grunwald 99 -341311.84 False 3 8 Grunwald 14 -328476.0 False 2 4 Grunwald 98 -316848.0 False 2 6 Grunwald 52 -328241.0 False 3 2 Winogrady 81 -332145.0 False 3 2 Winogrady 45 -348750.0 True 2 4 Centrum 50 -297600.0 True 2 3 Winogrady 50 -300160.0 True 2 3 Winogrady 90 -293760.0 True 2 3 Winogrady 90 -315819.0 False 2 5 Grunwald 13 -435784.0 False 3 5 Grunwald 44 -407208.0 False 3 2 Grunwald 44 -370640.0 False 3 2 Grunwald 60 -329422.5 False 3 4 Winogrady 45 -329422.5 False 3 7 Winogrady 45 -328241.0 False 3 4 Winogrady 81 -323340.0 False 3 1 Winogrady 89 -329422.5 False 3 5 Winogrady 45 -335000.0 True 3 1 Piątkowo 63 -391728.59 True 3 2 Winogrady 21 -285678.0 True 2 2 Winogrady 42 -287566.0 True 2 1 Winogrady 74 -421049.88 True 4 1 Grunwald 42 -332388.13 True 2 4 Grunwald 96 -330359.78 True 2 14 Grunwald 56 -301206.53 True 2 7 Grunwald 81 -307490.0 True 2 14 Grunwald 94 -307880.88 True 3 3 Grunwald 16 -319047.97 True 3 3 Grunwald 21 -495782.25 True 4 7 Grunwald 99 -413044.03 True 3 12 Grunwald 62 -380480.0 True 3 4 Grunwald 60 -426416.78 True 4 6 Grunwald 20 -324387.0 True 2 9 Grunwald 49 -333212.88 True 2 7 Grunwald 21 -579000.0 True 4 3 Naramowice 97 -215000.0 True 2 2 Grunwald 44 -267702.41 True 2 3 Grunwald 22 -245830.0 True 2 2 Grunwald 67 -410000.0 True 2 5 Rataje 53 -365000.0 True 4 2 Łazarz 62 -257000.0 True 2 12 Winogrady 47 -240000.0 True 2 16 Rataje 36 -319055.0 True 3 3 Grunwald 56 -267702.0 True 2 2 Grunwald 45 -245830.0 True 2 2 Grunwald 40 -253193.0 True 2 6 Jeżyce 38 -318384.0 True 3 6 Jeżyce 48 -245875.0 True 2 1 Jeżyce 38 -347090.0 True 3 1 Winogrady 57 -238948.0 True 2 4 Stare 39 -355000.0 True 3 3 Łazarz 62 -330255.0 False 2 1 Stare 14 -442080.0 False 3 1 Starołęka 68 -277823.0 False 2 2 Podolany 70 -308039.0 False 2 0 Naramowice 71 -321656.0 False 2 1 Naramowice 50 -304140.0 False 3 5 Winogrady 18 -771672.0 False 4 4 Górczyn 66 -322497.0 False 2 6 Naramowice 60 -333024.0 False 2 1 Stare 51 -290000.0 True 3 14 Nowe 20 -515000.0 True 3 0 Rataje 71 -372000.0 True 4 1 Nadolnik 125 -410000.0 True 2 5 Rataje 53 -259000.0 True 2 0 Grunwald 52 -298950.0 True 2 0 Piątkowo 70 -495000.0 True 4 3 Naramowice 104 -245000.0 True 2 7 Jeżyce 53 -319000.0 True 2 1 Centrum 52 -420000.0 True 2 1 Naramowice 50 -420000.0 True 2 3 Naramowice 50 -300000.0 True 3 2 Grunwald 49 -300000.0 True 3 2 Winogrady 48 -339000.0 True 2 2 Stare 53 -298000.0 True 3 1 Nowe 30 -250000.0 True 3 0 Stare 45 -475000.0 True 4 4 Naramowice 50 -329000.0 True 3 1 Jeżyce 112 -299000.0 True 2 0 Piątkowo 20 -259000.0 True 3 1 Grunwald 48 -370000.0 True 4 4 Piątkowo 60 -249641.0 False 2 0 Ogrody 54 -375000.0 True 3 1 Nowe 63 -390000.0 True 4 4 Piątkowo 74 -288000.0 True 3 4 Stare 30 -468000.0 True 2 3 Grunwald 60 -279000.0 True 3 1 Wilda 68 -250000.0 True 2 6 Winogrady 42 -350000.0 True 2 2 Jeżyce 46 -310000.0 True 2 1 Nowe 40 -289000.0 True 3 4 Winogrady 47 -405900.0 True 3 2 Stare 82 -359000.0 True 3 1 Wilda 20 -326000.0 True 2 1 Sołacz 39 -350000.0 True 2 2 Jeżyce 47 -239000.0 True 2 4 Grunwald 50 -224343.0 False 2 4 Starołęka 35 -362220.0 False 3 3 Starołęka 60 -287394.0 False 2 2 Starołęka 50 -320739.0 False 3 1 Starołęka 56 -460499.0 False 3 1 Stare 51 -242731.0 False 2 0 Podolany 74 -156085.0 False 2 4 Nowe 54 -285200.0 False 2 1 Winogrady 46 -211190.0 False 2 0 Podolany 78 -309000.0 True 3 3 Wilda 80 -313000.0 True 2 1 Górczyn 48 -313000.0 True 2 1 Dębiec 48 -643720.0 True 4 0 Stare 60 -415000.0 True 2 5 Nowe 53 -325000.0 True 2 3 Stare 60 -599000.0 True 4 3 Stare 97 -319000.0 True 2 0 Grunwald 20 -299000.0 True 3 6 Stare 63 -299000.0 True 2 0 Grunwald 51 -339000.0 True 2 2 Centrum 53 -320000.0 True 3 4 Stare 65 -364000.0 True 3 1 Nowe 67 -209000.0 True 3 3 Grunwald 50 diff --git a/w2/data_flats_with_outliers.tsv b/w2/data_flats_with_outliers.tsv deleted file mode 100644 index 607342a..0000000 --- a/w2/data_flats_with_outliers.tsv +++ /dev/null @@ -1,4186 +0,0 @@ -476118.0 False 3 1 Centrum 78 -349000.0 False 5 0 4 103 -390000.0 False 4 1 Naramowice 100 -530000.0 True 4 3 Jeżyce 70 -364000.0 False 5 0 4 126 -294000.0 False 2 0 Grunwald 46 -277806.0 False 2 1 Dolna 47 -571229.15 False 2 4 Wilda 39 -346777.0 False 3 1 Grunwald 10 -279924.0 False 2 2 Dolna 2 -304000.0 False 2 1 Wilda 95 -604836.0 False 4 5 Grunwald 40 -268229.0 False 2 1 Grunwald 90 -325000.0 False 3 1 Grunwald 54 -274200.0 False 2 0 Grunwald 57 -333694.0 False 3 0 Podolany 38 -249964.0 False 3 0 Nowe 41 -833018.0 False 5 5 Dolna 31 -399406.0 False 3 2 Wilda 89 -277823.0 False 2 4 Podolany 70 -427202.0 False 3 3 Dolna 79 -242751.0 False 2 1 Wilda 40 -324387.0 False 2 9 Grunwald 49 -408707.0 False 3 1 Grunwald 13 -656936.0 False 2 4 Wilda 29 -275000.0 True 2 1 Sołacz 50 -245000.0 True 2 0 Piątkowo 40 -305000.0 True 2 0 Łazarz 60 -861000.0 True 4 1 Łazarz 23 -260000.0 True 2 0 MDM 80 -319000.0 True 2 1 Grunwald 52 -279000.0 True 2 2 Rataje 44 -369000.0 True 2 2 Centrum 51 -329000.0 True 2 3 Nowe 50 -499000.0 True 3 1 Malta 50 -439000.0 True 3 3 Piątkowo 70 -220000.0 True 2 1 Jeżyce 60 -411000.0 True 3 2 Winogrady 50 -305000.0 True 2 1 Winiary 48 -850000.0 True 10 0 Wola 400 -235000.0 True 2 1 Nowe 47 -419000.0 True 2 0 Malta 55 -265000.0 True 3 10 Nowe 48 -385000.0 True 2 2 Piątkowo 50 -714000.0 True 3 2 Malta 84 -289000.0 True 2 3 Winogrady 10 -459000.0 True 2 3 Jeżyce 32 -420000.0 True 3 1 Jeżyce 60 -375000.0 True 3 3 Wilda 30 -310000.0 True 4 1 Winogrady 90 -306000.0 True 3 4 Grunwald 20 -399000.0 True 3 0 Pokrzywno 90 -355000.0 True 2 0 Podolany 93 -415000.0 True 4 3 Jeżyce 78 -350000.0 True 2 3 Grunwald 50 -350000.0 True 3 0 Naramowickie 10 -490000.0 True 4 1 Naramowice 99 -289000.0 True 2 2 Jeżyce 54 -360000.0 True 3 1 Sołacz 65 -329000.0 True 2 3 Nowe 90 -294990.0 True 2 4 Jeżyce 6 -314990.0 True 2 4 Jeżyce 82 -330000.0 True 2 3 Chwaliszewo 56 -395000.0 True 3 3 Wilda 75 -245000.0 True 2 2 Dębiec 45 -229000.0 True 2 0 Bonin 80 -247000.0 True 3 3 Grunwald 49 -1650000.0 True 4 0 Jeżyce 158 -400000.0 False 4 0 Grunwald 81 -400000.0 False 4 0 Grunwald 60 -239000.0 True 2 0 Rataje 36 -350000.0 True 2 11 Rataje 45 -270000.0 True 3 4 Rataje 20 -265999.0 True 2 3 Grunwald 50 -303867.0 False 2 2 Wilda 7 -375000.0 True 3 3 Stare 50 -299000.0 True 3 0 Podolany 94 -385000.0 True 2 1 Rataje 48 -249000.0 True 2 2 Grunwald 46 -288000.0 True 3 4 Winogrady 30 -332000.0 True 3 8 Rataje 63 -347193.0 False 3 11 Grunwald 7 -225000.0 True 2 2 Wilda 50 -255000.0 True 3 0 Grunwald 53 -419000.0 True 3 4 Dębiec 60 -330000.0 True 3 3 Winiary 53 -249441.0 False 2 2 Winogrady 51 -304133.0 False 3 3 Winogrady 27 -250100.0 False 2 1 Winogrady 41 -238948.0 False 2 4 Winogrady 54 -345800.0 False 3 1 Jeżyce 53 -264256.0 False 2 2 Jeżyce 29 -310000.0 True 2 2 Stare 74 -295000.0 True 3 4 Grunwald 45 -399000.0 True 4 3 Stare 40 -489000.0 True 4 2 Centrum 120 -384000.0 True 4 0 Grunwald 42 -290000.0 True 3 2 Winogrady 60 -270000.0 True 2 6 Piątkowo 46 -345000.0 False 5 1 Komorniki 97 -368000.0 True 2 1 Grunwald 33 -339000.0 True 2 1 Grunwald 66 -260000.0 True 2 5 Nowe 42 -780000.0 True 5 0 Winogrady 54 -398000.0 True 3 1 Jeżyce 72 -720000.0 True 3 1 Grunwald 60 -280000.0 True 2 4 Łazarz 20 -495000.0 False 4 0 Nowe 7 -384000.0 True 3 2 Piątkowo 69 -219900.0 True 2 3 Wilda 45 -249000.0 True 2 1 Wilda 65 -325000.0 True 2 3 Stare 50 -265000.0 True 2 11 Rataje 80 -384000.0 True 3 2 Piątkowo 90 -290000.0 True 3 2 Winogrady 47 -209000.0 True 2 0 Dębiec 37 -289000.0 True 3 0 Rataje 50 -310000.0 True 3 4 Rataje 62 -699000.0 True 2 1 Grunwald 68 -195000.0 True 2 1 Grunwald 31 -339000.0 True 3 1 Nowe 88 -359000.0 True 3 4 Nowe 10 -299000.0 True 2 0 Jeżyce 60 -460000.0 True 4 2 Sołacz 68 -355647.0 False 3 3 Dolna 89 -363000.0 False 3 0 Junikowo 45 -343400.0 True 2 1 Wilda 68 -259000.0 True 2 2 Nowe 40 -525000.0 True 4 3 Nowe 88 -289000.0 True 2 7 Winiary 49 -445000.0 False 5 0 Plewiska 104 -305000.0 True 3 4 Rataje 63 -309000.0 True 3 9 Rataje 64 -355000.0 False 3 0 Junikowo 64 -429000.0 True 3 0 Jeżyce 30 -487000.0 True 3 0 Stare 83 -350000.0 True 4 1 Stare 50 -270000.0 True 2 2 Sołacz 49 -439000.0 True 2 3 Jeżyce 60 -350000.0 False 4 0 Plewiska 80 -479000.0 True 3 3 Grunwald 23 -695000.0 True 3 2 Jeżyce 71 -249000.0 True 2 1 Grunwald 56 -295000.0 True 2 0 Winogrady 36 -240000.0 True 2 5 Rataje 43 -847000.0 True 4 2 Piątkowo 113 -298000.0 True 3 1 Rataje 30 -406550.0 True 3 1 Jeżyce 23 -349000.0 True 2 4 Jeżyce 89 -299000.0 True 2 2 Grunwald 35 -529900.0 True 4 1 Podolany 103 -779000.0 True 3 2 Stary 113 -297600.0 False 2 3 Winogrady 47 -336474.0 False 3 4 Winogrady 27 -285678.0 False 2 2 Winogrady 42 -290970.0 False 2 0 Winogrady 60 -295120.0 False 2 1 Winogrady 60 -285200.0 False 2 1 Winogrady 46 -291838.0 False 2 1 Starołęka 55 -348750.0 False 2 3 Centrum 47 -349668.0 False 2 1 Garbary 44 -244071.0 False 2 2 Starołęka 52 -311515.0 False 2 4 Grunwald 49 -296810.0 False 2 2 Grunwald 30 -321656.0 False 2 1 Winogrady 88 -286445.0 False 2 2 Winogrady 49 -299513.0 False 2 1 Starołęka 85 -349785.0 False 3 1 Malta 52 -442827.0 False 4 2 Starołęka 14 -302176.0 False 2 2 Malta 45 -285383.0 False 2 4 Winogrady 37 -377200.0 False 3 3 Grunwald 66 -327584.0 False 3 3 Grunwald 21 -308039.0 False 2 0 Winogrady 21 -377917.0 False 3 2 Grunwald 44 -277039.0 False 2 1 Malta 66 -285678.0 False 2 2 Winogrady 42 -186600.0 False 2 2 Starołęka 62 -156085.0 False 2 2 Głuszyna 54 -225316.0 False 2 0 Starołęka 33 -303287.0 False 2 3 Grunwald 13 -280860.0 False 2 1 Winogrady 30 -272800.0 False 2 5 Winogrady 44 -357000.0 True 3 3 Rataje 90 -210000.0 True 2 2 Grunwald 40 -399000.0 True 3 5 Grunwald 81 -363000.0 True 3 2 Grunwald 77 -400000.0 True 3 3 Stare 70 -420000.0 True 3 1 Podolany 85 -375000.0 False 5 0 Plewiska 96 -465000.0 False 5 0 Plewiska 117 -259000.0 True 3 4 Piątkowo 60 -229000.0 True 4 3 Wilda 54 -330000.0 True 2 3 Wilda 53 -389000.0 True 3 3 Stare 49 -275000.0 True 2 9 Winogrady 10 -289000.0 True 2 2 Naramowice 50 -279000.0 True 3 4 Stare 50 -139000.0 True 3 1 Nowe 56 -275000.0 True 2 4 Jeżyce 90 -229000.0 True 2 4 Grunwald 30 -378000.0 True 2 4 Wilda 52 -299000.0 True 2 2 Grunwald 35 -299000.0 True 2 4 Centrum 50 -695000.0 True 5 0 Jeżyce 150 -323000.0 True 2 0 Jeżyce 54 -235000.0 True 2 12 Stare 38 -335000.0 True 3 1 Grunwald 70 -416000.0 True 3 3 Nowe 64 -275000.0 True 2 9 Stare 10 -315000.0 True 3 4 Winogrady 54 -275000.0 True 2 1 Sołacz 39 -249000.0 True 2 4 Grunwald 43 -268000.0 True 3 4 Jeżyce 43 -179000.0 True 3 2 Wilda 35 -429000.0 True 3 4 Świerczewo 60 -399000.0 True 3 1 Bonin 67 -290000.0 True 3 2 Stare 48 -799000.0 True 4 2 Stare 114 -375000.0 False 4 0 Plewiska 96 -354000.0 True 3 1 Piątkowo 60 -185000.0 True 2 8 Dębiec 50 -385000.0 True 4 3 Stare 80 -549000.0 True 4 5 Jeżyce 98 -326000.0 True 2 1 Winogrady 39 -263000.0 True 2 10 Śródka 48 -643000.0 True 4 0 Naramowice 60 -379000.0 True 3 1 Naramowice 20 -219000.0 True 2 1 Łazarz 35 -299000.0 True 2 0 Dębiec 52 -365000.0 True 2 5 Wilda 30 -410000.0 True 2 9 Rataje 50 -385000.0 True 2 1 Nowe 48 -310000.0 True 3 0 Grunwald 60 -375000.0 True 3 4 Wilda 40 -389000.0 True 3 0 Wilda 69 -269965.0 False 3 0 Nowe 81 -233000.0 True 2 3 Grunwald 70 -240000.0 True 2 3 Grunwald 80 -319000.0 True 3 4 Rataje 63 -315000.0 True 2 4 Jeżyce 25 -351648.0 True 3 4 Jeżyce 28 -305000.0 True 2 4 Jeżyce 55 -379000.0 True 3 0 Naramowice 64 -379000.0 True 3 0 Piątkowo 64 -250000.0 True 3 3 Rataje 53 -214000.0 True 2 3 Wilda 43 -390000.0 True 2 0 Nowe 61 -185000.0 True 2 11 Wilda 38 -435000.0 True 3 1 Junikowo 70 -395000.0 True 2 0 Grunwald 52 -390000.0 True 3 2 Podolany 68 -275000.0 True 2 5 Naramowice 45 -369000.0 True 3 0 Piątkowo 64 -295000.0 True 2 0 Stare 44 -275000.0 True 2 13 Rataje 80 -245000.0 True 2 12 Rataje 50 -429000.0 True 4 1 Rataje 70 -339000.0 True 3 1 Rataje 67 -290000.0 True 3 3 Rataje 50 -235000.0 True 2 0 Wilda 55 -449000.0 True 4 2 Grunwald 90 -695000.0 True 3 2 Jeżyce 25 -555000.0 True 4 0 Stare 20 -182000.0 True 2 2 Stare 70 -380000.0 True 4 6 Stare 90 -450000.0 True 6 4 Wilda 90 -283500.0 True 2 0 Stare 50 -350550.0 True 3 4 Stare 50 -395000.0 True 3 0 Grunwald 70 -425000.0 True 4 6 Rataje 85 -590000.0 True 4 3 Rataje 90 -349000.0 True 4 0 Rataje 84 -695000.0 True 3 2 Jeżyce 25 -329000.0 True 3 3 Piątkowo 60 -265000.0 True 3 10 Śródka 49 -229000.0 True 2 1 Stare 37 -399000.0 True 3 5 Łazarz 68 -249000.0 True 2 1 Nowe 49 -305000.0 True 2 1 Winiary 48 -326000.0 True 2 1 Sołacz 39 -415000.0 True 4 7 Piątkowo 63 -295000.0 True 2 2 Grunwald 50 -519000.0 True 4 3 Wilda 104 -105000.0 True 2 3 Nowe 50 -375000.0 True 3 0 Naramowice 68 -330000.0 True 3 4 Rataje 59 -487000.0 True 3 0 Naramowice 83 -899000.0 True 4 0 Stare 100 -218000.0 True 2 7 Winogrady 38 -395000.0 True 3 1 Grunwald 100 -345000.0 True 3 1 Winogrady 17 -489000.0 True 2 5 Centrum 53 -978000.0 True 4 5 Centrum 106 -339000.0 True 3 1 Żegrze 88 -350000.0 True 3 0 Winogrady 10 -259000.0 True 2 3 Żegrze 49 -265000.0 True 2 0 Dębiec 50 -569000.0 True 4 0 Wilda 50 -275000.0 True 2 1 Sołacz 50 -382280.0 True 3 3 Centrum 80 -259000.0 True 2 3 Łazarz 47 -425000.0 True 4 6 Rataje 85 -429000.0 True 3 4 Rataje 79 -382280.0 True 3 3 Stare 30 -325000.0 True 2 3 Stare 56 -289000.0 True 2 2 Jeżyce 42 -779000.0 True 3 2 Centrum 114 -445000.0 True 2 3 Jeżyce 60 -390000.0 True 3 3 Wilda 50 -339000.0 True 3 10 Rataje 10 -235000.0 True 2 0 Śródka 47 -655000.0 True 3 4 Stare 60 -655000.0 True 2 2 Jeżyce 10 -283340.0 True 2 0 Stare 70 -640000.0 True 3 2 Stare 47 -370000.0 True 3 4 Stare 84 -425000.0 True 2 9 Nowe 50 -282880.0 True 2 3 Stare 20 -561000.0 True 2 4 Stare 50 -360000.0 True 4 0 Grunwald 66 -429000.0 True 3 4 Wilda 47 -359400.0 True 3 1 Stare 72 -1115000.0 True 2 2 Grunwald 7 -497400.0 True 3 0 Wilda 48 -604395.0 True 5 1 Wilda 31 -1199000.0 True 8 3 Stare 282 -405000.0 True 3 1 Stare 80 -330615.0 True 2 2 Stare 79 -255000.0 True 2 3 Wilda 52 -300000.0 True 2 1 Stare 23 -850000.0 True 2 7 Stare 69 -480000.0 True 3 0 Stare 30 -350000.0 True 2 0 Stare 50 -1140000.0 True 6 0 Stare 40 -290970.0 True 2 0 Stare 60 -800000.0 True 4 3 Stare 103 -345000.0 True 2 3 Jeżyce 50 -514000.0 True 4 1 Jeżyce 120 -451000.0 True 3 2 Wilda 30 -659500.0 True 4 0 Grunwald 44 -558000.0 True 5 1 Wilda 2 -649000.0 True 4 0 Winogrady 80 -319000.0 True 2 4 Grunwald 54 -290000.0 True 2 4 Wilda 35 -325000.0 True 3 14 Rataje 80 -249000.0 True 2 5 Centrum 36 -224000.0 True 2 0 Łazarz 39 -295000.0 True 3 0 Grunwald 53 -379000.0 True 3 0 Rataje 30 -305000.0 True 2 1 Winogrady 48 -269000.0 True 2 1 Centrum 30 -240000.0 True 2 16 Rataje 36 -269000.0 True 2 2 Dolna 38 -448995.0 True 2 3 Jeżyce 66 -350000.0 True 2 3 Jeżyce 70 -469000.0 False 4 0 Plewiska 30 -369000.0 True 2 2 Jeżyce 90 -350000.0 True 2 0 Naramowice 60 -330000.0 True 3 4 Rataje 59 -315000.0 True 2 1 Grunwald 60 -349000.0 True 2 3 Piątkowo 60 -309000.0 True 2 0 Grunwald 55 -375000.0 True 3 1 Nowe 62 -280000.0 True 3 9 Jeżyce 49 -570000.0 True 3 5 Grunwald 60 -439000.0 True 4 2 Łazarz 40 -449000.0 True 4 1 Górczyn 90 -550000.0 True 4 2 Grunwald 107 -249000.0 True 2 5 Garbary 20 -519000.0 True 3 0 Nowe 99 -548000.0 True 3 1 Grunwald 84 -299000.0 True 3 2 Grunwald 48 -720000.0 True 4 7 Grunwald 91 -368000.0 True 2 2 Wilda 67 -325000.0 True 3 0 Grunwald 64 -499000.0 True 4 1 Naramowice 96 -269000.0 True 3 4 Rataje 48 -229000.0 True 2 1 Stare 40 -319000.0 True 2 2 Jeżyce 56 -200000.0 True 2 2 Dębiec 40 -240000.0 True 3 4 Dębiec 44 -235000.0 True 2 0 Nowe 47 -240000.0 True 3 4 Dębiec 44 -240000.0 True 3 4 Dębiec 44 -235000.0 True 2 0 Nowe 47 -745000.0 True 6 2 Grunwald 149 -399900.0 True 4 2 Nowe 66 -480000.0 True 3 1 Grunwald 40 -268000.0 True 3 4 Jeżyce 50 -308000.0 True 3 0 Piątkowo 63 -270000.0 True 3 4 Rataje 48 -250000.0 True 2 6 Sołacz 71 -349000.0 True 3 3 Rataje 63 -229000.0 True 2 12 Winogrady 10 -299000.0 True 3 2 Dębiec 70 -329000.0 True 3 3 Piątkowo 60 -289000.0 True 4 4 Winogrady 48 -590000.0 True 7 1 Smochowice 150 -479000.0 True 5 2 Centrum 142 -318400.0 True 3 1 Jeżyce 48 -500203.0 True 4 10 Grunwald 84 -339957.0 True 4 1 Stare 58 -329538.0 True 3 4 Jeżyce 50 -244969.0 True 2 0 Stare 42 -296277.0 True 3 0 Stare 49 -389610.0 True 4 4 Jeżyce 60 -337303.0 True 4 2 Stare 57 -245876.0 True 2 1 Jeżyce 38 -342900.0 True 3 3 Stare 57 -324608.0 True 3 2 Jeżyce 51 -277823.0 True 2 4 Jeżyce 50 -368569.0 True 3 4 Jeżyce 68 -295362.0 True 3 5 Stare 48 -286858.0 True 2 7 Winogrady 49 -292101.0 True 2 1 Grunwald 51 -279554.0 True 2 4 Jeżyce 43 -266320.0 True 2 4 Jeżyce 41 -327584.0 True 3 6 Grunwald 56 -339201.0 True 3 3 Jeżyce 53 -530000.0 True 2 5 Piątkowo 10 -269000.0 True 2 0 Grunwald 46 -237000.0 True 2 2 Dębiec 44 -275000.0 True 2 13 Rataje 49 -384000.0 True 3 2 Piątkowo 70 -339000.0 True 3 0 Rataje 47 -348000.0 True 3 9 Rataje 65 -460000.0 True 3 0 Rataje 73 -330000.0 True 3 4 Rataje 59 -350000.0 True 3 1 Rataje 63 -85000.0 True 3 4 Stare 70 -690000.0 True 4 1 Grunwald 60 -380000.0 True 3 4 Naramowice 52 -309978.0 False 2 2 Centrum 16 -1.0 False 5 0 4 126 -355000.0 True 2 0 Podolany 93 -225000.0 True 2 0 Grunwald 17 -259500.0 True 2 0 Grunwald 55 -289000.0 True 2 6 Winogrady 48 -230000.0 True 2 3 Nowe 47 -1000000.0 False 5 0 4 126 -339000.0 True 3 3 Nowe 90 -949000.0 True 3 4 Śródka 98 -520000.0 True 4 1 Wilda 129 -305000.0 True 2 1 Winiary 48 -318000.0 True 2 4 Piątkowo 20 -385000.0 True 2 0 Nowe 48 -860000.0 True 4 0 Centrum 103 -269000.0 True 2 3 Centrum 37 -445000.0 False 5 0 Luboń 104 -299000.0 True 3 10 Grunwald 10 -325000.0 True 3 7 Rataje 90 -305000.0 True 2 1 Winiary 49 -333000.0 True 3 4 Wilda 8 -275000.0 True 2 4 Rataje 63 -375570.0 False 2 4 Centrum 5 -542141.0 False 3 4 Centrum 53 -365546.0 False 2 4 Centrum 82 -698508.0 False 4 4 Centrum 59 -394787.0 False 2 4 Centrum 71 -597184.0 False 3 4 Centrum 61 -354177.0 False 2 3 Centrum 25 -353537.0 False 2 3 Centrum 17 -509468.0 False 3 3 Centrum 53 -652026.0 False 4 3 Centrum 89 -353457.0 False 2 3 Centrum 16 -356818.0 False 2 3 Centrum 58 -558745.0 False 3 3 Centrum 62 -349668.0 False 2 2 Centrum 15 -481903.0 False 3 2 Centrum 53 -389528.0 False 2 2 Centrum 87 -374216.0 False 2 2 Centrum 71 -534523.0 False 3 2 Centrum 62 -377418.0 False 2 1 Centrum 87 -372651.0 False 2 1 Centrum 5 -505032.0 False 3 1 Centrum 62 -469000.0 True 2 1 Winogrady 30 -339000.0 True 3 1 Rataje 88 -349000.0 True 3 1 Śródka 63 -466395.0 False 4 1 Dolna 65 -468406.0 False 4 2 Dolna 64 -275000.0 True 2 0 Łazarz 52 -395000.0 True 2 1 Naramowice 30 -339000.0 True 3 9 Nowe 65 -177000.0 True 2 2 Dębiec 33 -525000.0 True 4 3 Jeżyce 70 -309000.0 True 2 0 Jeżyce 28 -339000.0 True 2 2 Naramowice 49 -325000.0 True 2 3 Stare 60 -380000.0 True 4 4 Winogrady 80 -368110.44 True 3 2 Nowe 31 -324800.0 True 2 1 Nowe 56 -270000.0 True 2 2 Łazarz 100 -169000.0 True 2 1 Łazarz 44 -460000.0 True 3 4 Wilda 69 -199650.0 True 2 5 Nowe 93 -557338.0 True 3 3 Centrum 7 -290970.0 True 2 4 Górczyn 70 -412438.0 True 3 2 Winogrady 11 -360343.59 True 2 0 Centrum 60 -327127.5 True 2 0 Centrum 50 -194500.0 True 2 3 Nowe 90 -495000.0 True 4 0 Jeżyce 10 -293436.0 False 2 11 Grunwald 16 -333232.0 False 3 7 Grunwald 21 -333232.0 False 3 7 Grunwald 21 -296810.0 False 2 2 Grunwald 30 -296810.0 False 2 2 Grunwald 30 -771672.0 False 4 7 Grunwald 68 -339000.0 True 3 7 Jeżyce 50 -319000.0 True 2 4 Grunwald 20 -290000.0 True 2 4 Grunwald 36 -295000.0 True 2 3 Stare 30 -380931.0 False 3 3 Starołęka 82 -300680.0 False 2 2 Starołęka 54 -300680.0 False 2 2 Starołęka 54 -349668.0 False 2 2 Stare 15 -384000.0 True 3 2 Piątkowo 90 -339000.0 True 3 1 Rataje 88 -285678.0 False 2 1 Winogrady 42 -211190.0 False 2 0 Podolany 78 -247705.0 False 2 1 Piątkowo 74 -211190.0 False 2 0 Piątkowo 78 -247705.0 False 2 1 Podolany 74 -449000.0 False 5 0 Szczepankowo 68 -771672.0 False 4 4 Górczyn 66 -442080.0 False 3 1 Starołęka 68 -302887.0 False 2 4 Górczyn 25 -294840.0 False 2 4 Winogrady 50 -282994.0 False 2 0 Starołęka 59 -442080.0 False 3 1 Starołęka 68 -370597.0 False 2 4 Stare 4 -302887.0 False 2 4 Górczyn 25 -294840.0 False 2 4 Winogrady 50 -225228.0 False 2 5 Rataje 91 -282994.0 False 2 0 Starołęka 59 -242731.0 False 2 0 Podolany 74 -522235.0 False 3 2 Stare 62 -370597.0 False 2 4 Stare 4 -674695.0 False 3 4 Stare 59 -349000.0 False 4 0 Szczepankowo 29 -259015.0 False 2 0 Ogrody 53 -411684.0 False 3 3 Winogrady 17 -282944.0 False 2 0 Starołęka 59 -424377.0 False 4 2 Starołęka 14 -277823.0 False 2 2 Podolany 70 -277823.0 False 2 2 Podolany 70 -460499.0 False 3 1 Stare 51 -460499.0 False 3 1 Stare 51 -557338.0 False 3 3 Stare 4 -481903.0 False 3 2 Centrum 53 -361998.0 False 3 15 Grunwald 20 -310584.0 False 2 1 Nowe 26 -557338.0 False 3 3 Stare 4 -557338.0 False 3 3 Stare 4 -350506.0 False 3 11 Grunwald 20 -368110.0 False 3 2 Nowe 31 -557338.0 False 3 3 Stare 4 -342021.0 False 2 4 Nowe 93 -353379.0 False 3 12 Grunwald 20 -429699.0 False 3 15 Grunwald 62 -350506.0 False 3 11 Grunwald 20 -341682.0 False 2 10 Grunwald 7 -361998.0 False 3 15 Grunwald 20 -341682.0 False 2 10 Grunwald 7 -481903.0 False 3 2 Centrum 53 -310584.0 False 2 1 Nowe 26 -368110.0 False 3 2 Nowe 31 -162525.0 False 2 0 Głuszyna 55 -311488.0 False 3 2 Jeżyce 24 -336804.0 False 2 3 Jeżyce 4 -382074.0 False 3 2 Jeżyce 89 -195000.0 True 2 1 Łazarz 31 -385000.0 True 3 0 Grunwald 66 -495000.0 True 4 0 Jeżyce 86 -399000.0 True 2 1 Jeżyce 28 -369000.0 True 2 5 Winogrady 62 -172000.0 True 2 0 Starołęka 32 -599000.0 True 3 3 Grunwald 60 -620000.0 True 3 2 Naramowice 98 -495000.0 True 5 1 Naramowice 98 -460000.0 True 3 4 Wilda 69 -270000.0 True 2 0 Nowe 41 -263581.0 True 2 5 Stare 43 -279554.0 True 2 4 Jeżyce 43 -295000.0 True 2 1 Jeżyce 30 -779000.0 True 3 2 Stare 113 -305000.0 True 2 1 Sołacz 48 -385000.0 True 3 5 Centrum 50 -1040000.0 True 2 10 Centrum 79 -570000.0 True 4 0 Centrum 137 -468000.0 True 2 3 Grunwald 60 -1200000.0 True 4 2 Jeżyce 188 -233000.0 True 2 3 Grunwald 38 -315000.0 True 2 7 Rataje 47 -359000.0 True 3 2 Podolany 56 -269000.0 True 2 1 Centrum 34 -240000.0 True 2 3 Grunwald 38 -442150.0 True 2 3 Stare 75 -328000.0 True 3 0 Winogrady 48 -399700.0 True 3 1 Puszczykowo 74 -499000.0 True 3 3 Centrum 109 -529000.0 True 4 0 Piątkowo 115 -565000.0 True 3 1 Stary 95 -499000.0 True 3 1 Suchy 95 -517000.0 True 4 1 Centrum 138 -539000.0 True 4 2 Jeżyce 110 -330000.0 True 2 4 Wilda 50 -349000.0 True 3 3 Piątkowo 60 -359000.0 True 3 2 Podolany 10 -339000.0 True 4 5 Grunwald 74 -219000.0 True 2 2 Grunwald 38 -279000.0 True 2 2 Wilda 30 -489000.0 True 2 8 Centrum 4 -409000.0 True 3 1 Nowe 90 -245000.0 True 2 0 Piątkowo 40 -315000.0 True 2 7 Rataje 47 -395000.0 True 4 0 Grunwald 60 -239000.0 True 2 0 Rataje 48 -280250.0 True 2 0 Górczyn 50 -316355.0 True 2 4 Centrum 67 -276610.0 True 2 4 Centrum 80 -442002.0 True 2 3 Centrum 73 -316498.0 True 2 2 Centrum 77 -300160.0 True 2 3 Winogrady 90 -347090.0 True 3 1 Winogrady 90 -286091.0 True 2 3 Winogrady 49 -442150.0 True 2 2 Centrum 75 -270000.0 True 3 1 Starołęka 30 -319900.0 True 2 1 Grunwald 52 -695000.0 True 3 2 Jeżyce 71 -250000.0 True 2 6 Grunwald 31 -350000.0 True 3 7 Piątkowo 63 -475000.0 True 3 1 Naramowice 68 -535000.0 True 2 2 Stare 55 -425000.0 True 3 1 Piątkowo 74 -349000.0 True 3 3 Rataje 63 -495000.0 True 3 1 Łazarz 64 -495000.0 True 4 1 Naramowice 98 -499000.0 True 5 0 Grunwald 130 -659200.0 True 4 3 Łazarz 103 -510000.0 True 5 1 Naramowice 98 -360000.0 True 2 5 Grunwald 41 -249000.0 True 2 5 Centrum 36 -1950000.0 True 3 5 Centrum 143 -313000.0 True 2 4 Piątkowo 49 -250000.0 True 2 3 Wilda 39 -430000.0 True 2 2 Wilda 46 -239000.0 True 2 8 Winogrady 10 -312259.0 True 2 6 Winogrady 51 -329539.0 True 3 4 Jeżyce 50 -242134.0 True 2 0 Jeżyce 38 -246553.0 True 2 1 Stare 40 -345241.0 True 4 3 Stare 58 -242730.0 True 2 0 Jeżyce 50 -295000.0 True 2 1 Nowe 40 -555000.0 True 4 0 Stare 123 -350000.0 True 3 0 Stare 72 -310584.0 False 2 1 Nowe 26 -162525.0 False 2 0 Głuszyna 55 -289170.0 False 2 0 Winogrady 90 -332940.0 False 2 2 Winogrady 70 -334610.0 False 2 1 Winogrady 9 -298980.0 False 2 5 Winogrady 30 -318645.0 False 2 2 Winogrady 23 -228144.0 False 3 2 Głuszyna 56 -557338.0 False 3 3 Stare 4 -557338.0 False 3 3 Stare 4 -533745.0 False 5 2 Starołęka 4 -321285.0 False 2 4 Winogrady 30 -269000.0 True 2 3 Jeżyce 81 -279000.0 True 2 5 Jeżyce 53 -449000.0 False 5 0 Szczepankowo 68 -460499.0 False 3 1 Stare 51 -557338.0 False 3 3 Stare 4 -455348.0 False 3 0 Stare 61 -460499.0 False 3 1 Stare 51 -368712.0 False 2 5 Stare 90 -302887.0 False 2 4 Górczyn 25 -282994.0 False 2 0 Starołęka 59 -522235.0 False 3 2 Stare 62 -370597.0 False 2 4 Stare 4 -674695.0 False 3 4 Stare 59 -442080.0 False 3 1 Starołęka 68 -771672.0 False 4 4 Górczyn 66 -302887.0 False 2 4 Górczyn 25 -225228.0 False 2 5 Rataje 91 -284618.0 False 2 3 Nowe 55 -297420.0 False 2 3 Grunwald 24 -370597.0 False 2 4 Stare 4 -242731.0 False 2 0 Podolany 74 -368568.0 False 3 4 Podolany 38 -522235.0 False 3 2 Stare 62 -442080.0 False 3 1 Starołęka 68 -305676.0 False 2 5 Winogrady 52 -460499.0 False 3 1 Stare 51 -429699.0 False 3 15 Grunwald 62 -341682.0 False 2 10 Grunwald 7 -481903.0 False 3 2 Centrum 53 -368110.0 False 3 2 Nowe 31 -332940.0 False 2 2 Winogrady 70 -162525.0 False 2 0 Głuszyna 55 -318645.0 False 2 2 Winogrady 23 -228144.0 False 3 2 Głuszyna 56 -318645.0 False 2 2 Winogrady 23 -325000.0 True 3 1 Nowe 90 -319000.0 True 2 1 Jeżyce 67 -339000.0 True 3 9 Rataje 65 -310000.0 True 2 3 Nowe 38 -756000.0 True 4 2 Grunwald 100 -265000.0 True 2 10 Śródka 49 -350000.0 True 2 0 Naramowice 49 -244970.0 True 2 0 Stare 42 -238948.0 True 2 4 Stare 39 -377652.0 True 4 6 Jeżyce 57 -324609.0 True 3 2 Jeżyce 51 -339000.0 True 3 9 Nowe 65 -435000.0 True 3 1 Grunwald 10 -395000.0 True 4 0 Grunwald 60 -310000.0 True 2 2 Jeżyce 55 -235000.0 True 2 1 Starołęka 47 -210000.0 True 2 2 Grunwald 40 -299000.0 True 2 0 Dębiec 52 -305000.0 True 3 10 Piątkowo 40 -180000.0 True 2 6 Dębiec 50 -245488.0 True 2 0 Jeżyce 37 -242407.0 True 2 0 Jeżyce 36 -347095.0 True 3 1 Winogrady 57 -285383.0 True 2 4 Winogrady 48 -289172.0 True 2 0 Stare 46 -301620.0 True 2 5 Stare 46 -247706.0 True 2 1 Jeżyce 50 -278048.0 True 2 3 Jeżyce 50 -333693.0 True 3 1 Jeżyce 68 -235000.0 True 2 1 Głuszyna 47 -369000.0 True 2 3 Wilda 46 -350000.0 True 2 4 Jeżyce 56 -319000.0 True 2 4 Grunwald 47 -279000.0 True 2 1 Podolany 63 -290000.0 True 3 2 Winogrady 48 -235000.0 True 2 1 Nowe 47 -446000.0 True 2 1 Rataje 52 -225288.0 False 2 1 Rataje 91 -287882.0 False 2 1 Starołęka 85 -349000.0 False 4 0 Szczepankowo 29 -285678.0 False 2 1 Winogrady 42 -353275.0 False 2 4 Grunwald 49 -297421.0 False 2 3 Grunwald 24 -156085.0 False 2 4 Nowe 54 -286445.0 True 2 2 Winogrady 55 -285678.0 True 2 1 Winogrady 42 -302985.59 True 2 4 Grunwald 18 -302038.41 True 3 1 Grunwald 2 -495782.25 True 4 7 Grunwald 99 -405103.97 True 4 1 Grunwald 34 -426416.78 True 4 6 Grunwald 20 -319047.97 True 3 3 Grunwald 21 -380480.0 True 3 4 Grunwald 60 -244071.0 False 2 1 Nowe 93 -156085.0 False 2 4 Nowe 54 -404000.0 True 3 2 Rataje 70 -315000.0 True 3 11 Stare 50 -345000.0 True 2 3 Jeżyce 50 -321904.0 False 2 4 Winogrady 92 -270000.0 True 2 0 Zawady 41 -230000.0 True 2 6 Dębiec 45 -349000.0 True 4 3 Centrum 20 -277000.0 True 3 0 Centrum 40 -338700.0 True 3 2 Jeżyce 45 -619000.0 True 3 2 Winogrady 100 -486243.0 True 2 1 Łazarz 60 -413044.03 True 3 12 Grunwald 62 -324387.0 True 2 9 Grunwald 49 -338111.0 True 2 15 Grunwald 62 -293436.0 True 2 1 Grunwald 16 -333212.88 True 2 7 Grunwald 21 -267702.41 True 2 3 Grunwald 22 -903965.44 True 4 0 Centrum 80 -1366410.0 True 4 0 Centrum 71 -1155974.38 True 4 1 Centrum 28 -285383.0 True 2 4 Winogrady 37 -260000.0 True 2 0 Stare 79 -270000.0 True 2 2 Jeżyce 49 -1140000.0 True 6 0 Stare 40 -333232.0 False 3 7 Grunwald 21 -297421.0 False 2 3 Grunwald 24 -200460.0 False 2 0 Głuszyna 55 -377418.0 False 2 1 Stare 87 -289800.0 False 2 0 Winogrady 46 -505032.0 False 3 1 Stare 62 -374216.0 False 2 2 Stare 71 -1156054.0 False 4 0 Stare 41 -904041.0 False 3 0 Stare 2 -460849.0 False 3 2 Grunwald 13 -771672.0 False 4 7 Grunwald 68 -296810.0 False 2 2 Grunwald 30 -460499.0 False 3 1 Stare 51 -349668.0 False 2 2 Stare 15 -325206.0 False 2 10 Grunwald 62 -557338.0 False 3 3 Centrum 4 -380931.0 False 3 3 Starołęka 82 -295549.0 False 2 0 Starołęka 59 -302887.0 False 2 4 Górczyn 25 -225228.0 False 2 5 Rataje 91 -302887.0 False 2 4 Górczyn 25 -284618.0 False 2 3 Nowe 55 -297420.0 False 2 3 Grunwald 24 -370597.0 False 2 4 Stare 4 -242731.0 False 2 0 Podolany 74 -522235.0 False 3 2 Stare 62 -368568.0 False 3 4 Podolany 38 -442080.0 False 3 1 Starołęka 68 -305676.0 False 2 5 Winogrady 52 -294840.0 False 2 4 Winogrady 50 -460499.0 False 3 1 Stare 51 -299999.0 True 2 0 Wilda 51 -325000.0 True 3 7 Rataje 64 -395000.0 True 2 0 Grunwald 52 -315000.0 True 2 2 Zawady 52 -299000.0 True 3 2 Winogrady 48 -339000.0 True 3 1 Rataje 67 -290000.0 True 2 4 Grunwald 53 -369000.0 True 3 1 Piątkowo 65 -339000.0 True 3 0 Rataje 47 -265000.0 True 3 1 Winogrady 53 -315000.0 True 3 2 Winogrady 53 -345000.0 True 2 3 Jeżyce 50 -270000.0 True 3 4 Rataje 48 -375000.0 True 3 1 Nowe 62 -1050000.0 True 5 2 Centrum 161 -515000.0 True 3 0 Rataje 69 -428000.0 True 3 3 Centrum 43 -288000.0 True 3 4 Winogrady 47 -240000.0 True 2 2 Dębiec 48 -530000.0 True 2 5 Piątkowo 66 -510000.0 True 5 1 Naramowice 98 -360000.0 True 3 0 Wilda 112 -360000.0 True 4 4 Jeżyce 60 -330000.0 True 2 1 Jeżyce 53 -365000.0 True 2 2 Rataje 45 -460000.0 True 3 0 Rataje 73 -375000.0 True 3 3 Wilda 49 -380000.0 True 4 0 Piątkowo 74 -335000.0 True 3 9 Nowe 65 -379000.0 True 3 4 Rataje 63 -369000.0 True 2 3 Grunwald 64 -275000.0 True 2 2 Naramowice 45 -259000.0 True 2 2 Nowe 42 -299000.0 True 2 4 Nowe 47 -275000.0 True 2 0 Dębiec 50 -950000.0 True 3 4 Nowe 99 -315000.0 True 3 0 Piątkowo 63 -270000.0 True 2 10 Nowe 48 -430000.0 True 3 2 Rataje 64 -413500.0 True 5 4 Winogrady 64 -359000.0 True 3 2 Rataje 65 -410000.0 True 2 5 Rataje 53 -365000.0 True 4 3 Grunwald 68 -295555.0 True 2 1 Jeżyce 45 -224000.0 True 2 0 Górczyn 38 -315000.0 True 2 2 Winogrady 38 -265000.0 True 2 1 Wilda 44 -299000.0 True 2 3 Grunwald 44 -379000.0 True 3 1 Piątkowo 78 -249000.0 True 2 4 Grunwald 43 -295000.0 True 3 0 Grunwald 53 -510000.0 True 3 6 Grunwald 50 -350000.0 True 2 1 Rataje 54 -450000.0 True 4 1 Grunwald 101 -365000.0 True 2 1 Stare 50 -430000.0 True 2 1 Centrum 72 -385560.0 True 2 3 Piątkowo 57 -299000.0 True 2 1 Junikowo 33 -370000.0 True 4 4 Piątkowo 76 -336000.0 True 2 1 Naramowice 46 -369000.0 True 2 3 Jeżyce 55 -595000.0 True 3 0 Naramowice 94 -429000.0 True 3 4 Nowe 79 -489000.0 True 3 0 Jeżyce 65 -295000.0 True 3 2 Grunwald 49 -499000.0 True 4 2 Wilda 120 -305000.0 True 3 3 Winogrady 48 -325000.0 True 3 4 Jeżyce 64 -299817.0 True 2 3 Górczyn 59 -495000.0 True 4 1 Naramowice 98 -370000.0 True 2 13 Rataje 48 -487000.0 True 3 0 Naramowice 72 -299000.0 True 2 5 Grunwald 59 -269000.0 True 3 10 Grunwald 50 -380000.0 True 4 6 Piątkowo 73 -273875.0 True 2 1 Górczyn 13 -275000.0 True 2 13 Rataje 49 -1000000.0 True 5 1 Jeżyce 128 -379999.0 True 2 5 Jeżyce 61 -315000.0 True 3 4 Winogrady 53 -275000.0 True 2 9 Rataje 38 -259000.0 True 2 2 Jeżyce 48 -295000.0 True 2 0 Naramowice 36 -3200.0 True 4 0 Centrum 75 -260000.0 True 2 0 Rataje 46 -1612000.0 True 7 5 Jeżyce 166 -220000.0 True 2 3 Jeżyce 37 -549000.0 True 3 2 Jeżyce 106 -549000.0 True 3 2 Jeżyce 106 -330000.0 True 3 0 Bonin 56 -399000.0 True 2 0 Podolany 63 -220000.0 True 2 4 Grunwald 43 -290000.0 True 2 4 Winogrady 38 -270000.0 True 3 4 Rataje 48 -245000.0 True 2 3 Grunwald 30 -305000.0 True 2 1 Winiary 48 -235000.0 True 2 0 Łazarz 52 -289000.0 True 2 6 Winogrady 48 -495000.0 True 4 1 Naramowice 98 -270000.0 True 3 4 Rataje 48 -510000.0 True 5 1 Naramowice 98 -390000.0 True 3 3 Stare 48 -269000.0 True 2 0 Grunwald 46 -480000.0 True 2 2 Garbary 56 -320000.0 True 2 2 Piątkowo 48 -240000.0 True 2 16 Rataje 36 -355000.0 True 3 3 Łazarz 62 -240000.0 True 2 8 Dębiec 37 -565964.0 True 2 5 Centrum 49 -289000.0 True 2 2 Jeżyce 42 -350000.0 True 2 3 Rataje 50 -550000.0 True 3 1 Grunwald 73 -345000.0 True 3 1 Rataje 78 -259000.0 True 2 5 Grunwald 46 -491520.0 True 4 1 Górczyn 92 -305739.0 True 2 2 Górczyn 53 -269000.0 True 2 2 Dębiec 48 -295000.0 True 2 0 Centrum 44 -384000.0 True 3 2 Piątkowo 69 -375000.0 True 3 2 Rataje 79 -355000.0 True 3 2 Piątkowo 66 -420000.0 True 2 3 Naramowice 59 -237000.0 True 2 2 Dębiec 44 -330000.0 True 3 4 Rataje 59 -405000.0 True 3 1 Antoninek 68 -249900.0 True 2 9 Winogrady 38 -315000.0 True 2 7 Rataje 47 -510000.0 True 3 6 Grunwald 50 -349000.0 True 3 1 Winogrady 51 -339000.0 True 3 1 Rataje 67 -287000.0 True 2 4 Wilda 37 -585000.0 True 3 4 Jeżyce 59 -335000.0 True 3 7 Rataje 63 -289000.0 True 3 4 Winogrady 47 -263000.0 True 3 4 Grunwald 48 -279000.0 True 2 0 Naramowice 43 -292000.0 True 3 2 Winogrady 48 -399000.0 True 2 3 Centrum 60 -320000.0 True 3 0 Rataje 56 -287000.0 True 2 10 Winogrady 46 -350000.0 True 3 6 Jeżyce 64 -999000.0 True 3 4 Nowe 99 -510660.0 True 4 1 Górczyn 11 -363258.0 True 2 1 Górczyn 59 -650000.0 True 4 8 Rataje 100 -245000.0 True 3 0 Grunwald 45 -200000.0 True 3 4 Nowe 44 -237000.0 True 2 10 Górczyn 38 -259000.0 True 2 3 Rataje 49 -310000.0 True 2 2 Zawady 52 -289000.0 True 2 2 Nowe 48 -405000.0 True 4 2 Rataje 71 -747000.0 True 3 7 Rataje 84 -379000.0 True 3 2 Podolany 56 -495000.0 True 5 1 Naramowice 98 -265000.0 True 2 4 Grunwald 43 -289575.0 True 2 0 Jeżyce 43 -495000.0 True 3 0 Centrum 63 -380000.0 True 4 1 Piątkowo 76 -250000.0 True 2 4 Rataje 44 -335000.0 True 3 4 Winogrady 56 -580000.0 True 4 3 Sołacz 96 -549000.0 True 3 2 Jeżyce 106 -200000.0 True 2 0 Rataje 30 -736933.0 True 3 0 Jeżyce 67 -275000.0 True 2 0 Naramowice 50 -290000.0 True 2 2 Dębiec 40 -620000.0 True 3 2 Naramowice 98 -299000.0 True 2 0 Dębiec 48 -275000.0 True 2 1 Sołacz 38 -279000.0 True 2 1 Naramowice 52 -379999.0 True 3 2 Wilda 67 -354454.0 True 2 3 Górczyn 17 -379000.0 True 3 2 Podolany 56 -800000.0 True 3 3 Chwaliszewo 70 -350000.0 True 3 0 Naramowice 59 -420000.0 True 2 5 Rataje 63 -260000.0 True 3 4 Centrum 44 -470000.0 True 3 1 Rataje 70 -360000.0 True 2 0 Winogrady 48 -320000.0 True 2 3 Chwaliszewo 56 -260000.0 True 2 0 Rataje 46 -397000.0 True 3 2 Jeżyce 74 -439000.0 True 3 1 Junikowo 70 -430000.0 True 3 5 Grunwald 60 -349000.0 True 3 2 Górczyn 55 -450000.0 True 3 0 Winogrady 70 -290000.0 True 2 6 Jeżyce 49 -499000.0 True 3 1 Rataje 64 -319000.0 True 3 1 Piątkowo 63 -489780.0 True 4 2 Górczyn 63 -453600.0 True 2 3 Naramowice 56 -525000.0 True 4 3 Jeżyce 104 -950000.0 True 3 4 Nowe 99 -459000.0 True 3 4 Dębiec 60 -370000.0 True 4 11 Rataje 74 -830000.0 True 3 1 Grunwald 91 -385500.0 True 2 6 Dębiec 38 -409000.0 True 3 1 Malta 61 -275000.0 True 3 7 Wilda 53 -300000.0 True 2 4 Winogrady 53 -335400.0 True 2 1 Łazarz 51 -560000.0 True 2 8 Grunwald 55 -855000.0 True 4 5 Jeżyce 96 -399000.0 True 3 1 Winiary 66 -750000.0 True 4 0 Kobylepole 105 -459000.0 True 3 4 Dębiec 60 -275000.0 True 2 0 Naramowice 50 -925000.0 True 5 1 Stare 105 -350000.0 True 3 3 Jeżyce 70 -550000.0 True 2 1 Naramowice 57 -345000.0 True 2 0 Centrum 42 -576520.0 True 2 5 Centrum 50 -285000.0 True 2 4 Naramowice 42 -395000.0 True 3 10 Piątkowo 67 -516000.0 True 3 3 Naramowice 75 -620000.0 True 3 2 Naramowice 98 -240000.0 True 2 3 Grunwald 38 -350000.0 True 2 0 Naramowice 48 -390000.0 True 3 2 Podolany 68 -339000.0 True 3 9 Rataje 65 -659000.0 True 5 0 Podolany 135 -670000.0 True 4 3 Grunwald 81 -390000.0 True 3 2 Podolany 68 -420000.0 True 2 1 Naramowice 62 -288000.0 True 3 4 Winogrady 47 -326000.0 True 2 0 Jeżyce 55 -450000.0 True 3 0 Grunwald 75 -354000.0 True 3 1 Naramowice 60 -279000.0 True 2 0 Piątkowo 48 -449900.0 True 3 0 Naramowice 71 -285000.0 True 2 11 Winogrady 47 -690000.0 True 4 5 Grunwald 107 -380000.0 True 3 0 Centrum 55 -329000.0 True 2 3 Nowe 50 -510000.0 True 5 1 Naramowice 98 -325000.0 True 3 1 Głuszyna 63 -269000.0 True 2 3 Grunwald 47 -215000.0 True 2 0 Wilda 36 -285000.0 True 2 4 Wilda 35 -390000.0 True 4 4 Piątkowo 74 -295000.0 True 2 4 Stare 33 -245000.0 True 2 0 Stare 44 -490000.0 True 4 3 Sołacz 83 -200000.0 True 2 0 Głuszyna 52 -379000.0 True 2 0 Nowe 56 -290000.0 True 2 5 Winogrady 42 -235000.0 True 2 3 Winogrady 38 -750000.0 True 2 9 Centrum 54 -385000.0 True 2 0 Naramowice 50 -489000.0 True 3 3 Grunwald 104 -290000.0 True 3 2 Winogrady 60 -280000.0 True 3 2 Winogrady 47 -280000.0 True 3 2 Winogrady 47 -385000.0 True 2 1 Nowe 48 -378000.0 True 2 1 Grunwald 50 -460499.0 True 3 1 Centrum 51 -481103.0 True 3 1 Centrum 51 -455348.0 True 3 0 Centrum 61 -348750.0 True 2 3 Centrum 50 -194000.0 True 2 2 Nowe 80 -360288.0 True 2 1 Centrum 60 -368712.0 True 2 0 Centrum 90 -244071.0 True 2 2 Nowe 93 -390312.0 True 2 3 Centrum 60 -430000.0 True 2 2 Wilda 38 -225000.0 True 2 3 Grunwald 41 -720000.0 True 4 0 Centrum 163 -475000.0 True 4 1 Grunwald 90 -585000.0 True 3 1 Centrum 16 -319000.0 True 3 4 Winogrady 53 -949000.0 True 3 4 Śródka 98 -233000.0 True 2 3 Grunwald 39 -299000.0 True 2 1 Centrum 11 -211743.0 False 2 4 Starołęka 33 -208382.0 False 2 3 Starołęka 33 -311283.0 False 3 4 Starołęka 3 -413592.0 False 3 2 Starołęka 72 -345000.0 True 4 3 Grunwald 70 -317880.0 False 2 2 Grunwald 98 -317880.0 False 2 2 Grunwald 98 -317880.0 False 2 2 Grunwald 98 -495723.0 False 4 9 Grunwald 99 -317880.0 False 2 2 Grunwald 98 -495723.0 False 3 9 Grunwald 99 -429699.0 False 3 15 Grunwald 62 -470000.0 True 3 2 Sołacz 68 -302887.0 False 2 4 Górczyn 25 -284618.0 False 2 3 Nowe 55 -225228.0 False 2 5 Rataje 91 -282994.0 False 2 0 Starołęka 59 -522235.0 False 3 2 Stare 62 -294840.0 False 2 4 Winogrady 50 -460499.0 False 3 1 Stare 51 -305676.0 False 2 5 Winogrady 52 -442080.0 False 3 1 Starołęka 68 -242731.0 False 2 0 Podolany 74 -370597.0 False 2 4 Stare 4 -297420.0 False 2 3 Grunwald 24 -342021.0 False 2 4 Nowe 93 -429699.0 False 3 15 Grunwald 62 -341682.0 False 2 10 Grunwald 7 -368110.0 False 3 2 Nowe 31 -162525.0 False 2 0 Głuszyna 55 -228144.0 False 3 2 Głuszyna 56 -557338.0 False 3 3 Stare 4 -557338.0 False 3 3 Stare 4 -310584.0 False 2 1 Nowe 26 -210000.0 True 2 2 Zawady 42 -85000.0 True 2 0 Zawady 40 -145000.0 True 2 1 Zawady 61 -339000.0 True 3 9 Nowe 65 -384000.0 True 3 2 Piątkowo 70 -215000.0 True 2 2 Łazarz 34 -295000.0 True 3 0 Grunwald 20 -295000.0 True 3 0 Grunwald 20 -339000.0 True 3 1 Rataje 67 -247000.0 True 3 3 Raszyn 70 -245000.0 True 2 3 Grunwald 30 -245000.0 True 2 2 Dębiec 30 -305000.0 True 3 4 Rataje 53 -308000.0 True 3 0 Piątkowo 63 -247000.0 True 3 3 Grunwald 70 -155481.0 True 2 0 Stare 88 -350000.0 True 2 0 Stare 60 -240000.0 True 2 3 Grunwald 37 -339000.0 True 3 1 Rataje 88 -265000.0 True 2 1 Jeżyce 66 -259999.0 True 2 4 Rataje 44 -225288.0 False 2 1 Rataje 91 -247000.0 True 3 3 Grunwald 70 -315000.0 True 3 4 Winogrady 50 -239000.0 True 2 8 Winogrady 10 -255000.0 True 2 1 Centrum 48 -382000.0 True 3 3 Centrum 50 -240000.0 True 2 3 Dębiec 50 -930000.0 True 2 2 Malta 75 -239000.0 True 2 10 Grunwald 42 -235000.0 True 2 5 Winogrady 38 -399000.0 True 2 2 Stare 62 -920000.0 True 5 2 Grunwald 177 -499000.0 True 3 0 Centrum 12 -492000.0 True 3 4 Centrum 96 -349000.0 True 2 4 Centrum 11 -317880.0 True 2 2 Grunwald 98 -407208.0 True 3 2 Grunwald 44 -410665.0 True 4 2 Grunwald 7 -410780.0 True 3 3 Grunwald 44 -328476.0 True 2 4 Grunwald 98 -273951.0 True 2 0 Nowe 97 -321285.0 True 2 4 Winogrady 30 -318645.0 True 2 2 Winogrady 30 -886860.06 True 3 5 Centrum 80 -473770.0 True 2 5 Centrum 7 -798966.0 True 2 5 Centrum 33 -163563.75 True 2 0 Centrum 25 -314089.0 True 2 5 Grunwald 49 -297420.81 True 2 3 Grunwald 24 -455712.0 True 3 0 Grunwald 64 -746787.0 True 4 7 Grunwald 53 -322276.0 True 2 3 Winogrady 98 -286327.0 True 2 3 Winogrady 53 -312259.0 True 2 6 Winogrady 19 -256417.0 True 2 3 Nowe 33 -193950.0 True 2 1 Nowe 79 -226239.0 True 2 0 Nowe 93 -487000.0 True 3 0 Naramowice 83 -313028.0 True 2 4 Centrum 4 -292664.5 True 2 4 Centrum 11 -440496.0 True 3 4 Centrum 96 -358092.0 True 2 4 Centrum 84 -288216.5 True 2 4 Centrum 47 -410215.0 True 2 4 Centrum 11 -383760.0 True 3 6 Grunwald 60 -299000.0 True 2 0 Wilda 53 -299000.0 True 3 3 Jeżyce 56 -674000.0 True 5 2 Centrum 40 -270000.0 True 3 4 Nowe 48 -303287.0 True 2 3 Grunwald 13 -156986.0 True 2 1 Nowe 62 -162525.0 True 2 0 Nowe 55 -247831.0 True 3 5 Nowe 73 -222050.0 True 2 3 Nowe 41 -204450.0 True 3 1 Nowe 50 -188190.0 True 2 0 Nowe 90 -192750.0 True 2 4 Nowe 55 -247549.0 True 3 4 Nowe 67 -285678.0 False 2 1 Winogrady 42 -308237.0 False 2 1 Nowe 85 -349000.0 False 4 0 Szczepankowo 29 -297421.0 False 2 3 Grunwald 24 -297421.0 False 2 3 Grunwald 24 -244071.0 False 2 1 Nowe 93 -156085.0 False 2 4 Nowe 54 -265000.0 True 2 1 Jeżyce 66 -235000.0 True 2 0 Dębiec 43 -305000.0 True 2 8 Ogrody 44 -435000.0 True 3 1 Grunwald 70 -395000.0 True 2 0 Grunwald 11 -449000.0 False 5 0 Szczepankowo 68 -211190.0 False 2 0 Piątkowo 78 -771672.0 False 4 4 Górczyn 66 -771672.0 False 4 4 Górczyn 66 -302887.0 False 2 4 Górczyn 25 -282994.0 False 2 0 Starołęka 59 -771672.0 False 4 4 Górczyn 66 -302887.0 False 2 4 Górczyn 25 -225228.0 False 2 5 Rataje 91 -442080.0 False 3 1 Starołęka 68 -370597.0 False 2 4 Stare 4 -771672.0 False 4 4 Górczyn 66 -242731.0 False 2 0 Podolany 74 -225228.0 False 2 5 Rataje 91 -460499.0 False 3 1 Stare 51 -284618.0 False 2 3 Nowe 55 -356251.0 False 3 14 Grunwald 20 -297420.0 False 2 3 Grunwald 24 -428090.0 False 3 2 Nowe 85 -347090.0 False 3 1 Winogrady 41 -375529.0 False 2 3 Centrum 71 -429699.0 False 3 15 Grunwald 62 -332940.0 False 2 2 Winogrady 70 -162525.0 False 2 0 Głuszyna 55 -557338.0 False 3 3 Stare 4 -317880.0 False 2 11 Grunwald 98 -293436.0 False 2 11 Grunwald 16 -317880.0 False 2 2 Grunwald 98 -297421.0 False 2 3 Grunwald 16 -297421.0 False 2 3 Grunwald 16 -317880.0 False 2 2 Grunwald 98 -297421.0 False 2 3 Grunwald 16 -297421.0 False 2 3 Grunwald 16 -270000.0 True 2 2 Jeżyce 49 -470000.0 True 2 4 Centrum 42 -293436.0 False 2 11 Grunwald 16 -347193.0 False 3 11 Grunwald 7 -347193.0 False 3 11 Grunwald 7 -321904.0 False 2 4 Winogrady 92 -455348.0 False 3 0 Centrum 61 -331226.0 False 3 2 Starołęka 95 -557338.0 False 3 3 Centrum 4 -460499.0 False 3 1 Centrum 51 -245000.0 True 2 3 Grunwald 30 -597184.0 False 3 4 Stare 61 -597184.0 False 3 4 Stare 61 -557338.0 False 3 3 Centrum 4 -157039.0 False 2 4 Nowe 63 -522235.0 False 3 2 Stare 62 -294840.0 False 2 4 Winogrady 50 -442080.0 False 3 1 Starołęka 68 -370597.0 False 2 4 Stare 4 -460499.0 False 3 1 Stare 51 -242731.0 False 2 0 Podolany 74 -771672.0 False 4 4 Górczyn 66 -460499.0 False 3 1 Stare 51 -302887.0 False 2 4 Górczyn 25 -225228.0 False 2 5 Rataje 91 -284618.0 False 2 3 Nowe 55 -356251.0 False 3 14 Grunwald 20 -297420.0 False 2 3 Grunwald 24 -297421.0 False 2 3 Grunwald 16 -317880.0 False 2 2 Grunwald 98 -297421.0 False 2 3 Grunwald 16 -156085.0 False 2 3 Głuszyna 45 -362459.0 False 3 0 Starołęka 80 -285678.0 False 2 1 Winogrady 42 -308237.0 False 2 1 Nowe 85 -244071.0 False 2 1 Nowe 93 -156085.0 False 2 4 Nowe 54 -308237.0 False 2 1 Nowe 85 -244071.0 False 2 1 Nowe 93 -245000.0 True 2 5 Nowe 42 -308237.0 False 2 1 Nowe 85 -156085.0 False 2 3 Głuszyna 45 -297421.0 False 2 3 Grunwald 24 -244071.0 False 2 1 Nowe 93 -290000.0 True 3 2 Jeżyce 81 -279000.0 True 2 2 Wilda 30 -489000.0 True 2 8 Centrum 4 -395000.0 True 4 0 Grunwald 60 -239000.0 True 2 0 Rataje 48 -330000.0 True 3 4 Nowe 59 -370000.0 True 4 4 Stare 76 -380000.0 True 4 0 Stare 74 -319000.0 True 3 4 Rataje 63 -480000.0 True 4 1 Grunwald 64 -478000.0 True 3 3 Centrum 78 -304865.0 False 3 3 Zawady 43 -185000.0 True 2 8 Dębiec 50 -410000.0 True 2 9 Nowe 51 -439000.0 True 2 3 Centrum 86 -319000.0 True 3 3 Wilda 53 -399000.0 True 3 3 Stare 68 -870000.0 True 5 0 Grunwald 156 -335000.0 True 3 0 Centrum 65 -278000.0 True 3 2 Rataje 47 -249000.0 True 2 4 Grunwald 43 -379000.0 True 3 0 Wilda 96 -275000.0 True 2 9 Rataje 38 -319000.0 True 2 0 Grunwald 45 -295000.0 True 2 4 Grunwald 53 -195000.0 True 2 2 Nowe 42 -530000.0 True 2 5 Piątkowo 66 -380000.0 True 3 3 Centrum 67 -395000.0 True 2 0 Grunwald 52 -249000.0 True 2 5 Rataje 36 -379000.0 True 3 0 Rataje 30 -399000.0 True 3 1 Grunwald 65 -648263.0 True 3 2 Łazarz 84 -308220.0 True 2 5 Winogrady 70 -288000.0 True 3 4 Winogrady 30 -292020.0 True 2 1 Winogrady 10 -510000.0 True 2 5 Centrum 91 -310000.0 True 3 4 Rataje 10 -333694.0 True 3 0 Jeżyce 68 -232408.0 True 2 0 Stare 38 -392181.0 True 3 4 Winogrady 69 -285382.0 True 2 4 Winogrady 48 -245830.0 True 2 2 Grunwald 40 -410000.0 True 4 2 Nowe 71 -330000.0 True 2 0 Grunwald 68 -350000.0 True 3 4 Jeżyce 20 -245000.0 True 2 5 Rataje 42 -290000.0 True 2 4 Łazarz 36 -360000.0 True 3 0 Centrum 30 -399000.0 False 3 2 Winogrady 98 -348750.0 False 2 3 Centrum 50 -356448.0 False 2 4 Stare 5 -342021.0 False 2 4 Nowe 93 -342021.0 False 2 4 Nowe 93 -342021.0 False 2 4 Nowe 93 -342021.0 False 2 4 Nowe 93 -342021.0 False 2 4 Nowe 93 -638175.0 False 4 3 Nowe 9 -458208.0 False 3 3 Nowe 92 -428090.0 False 3 2 Nowe 85 -428090.0 False 3 1 Nowe 85 -280463.0 False 2 4 Nowe 55 -280000.0 True 3 2 Rataje 20 -347090.0 False 3 1 Winogrady 41 -347090.0 False 3 1 Winogrady 41 -285678.0 False 2 1 Winogrady 82 -347090.0 False 3 1 Winogrady 41 -321656.0 False 2 4 Winogrady 38 -312259.0 False 2 6 Winogrady 60 -317880.0 False 2 2 Grunwald 98 -225228.0 False 2 5 Rataje 91 -356251.0 False 3 14 Grunwald 20 -297420.0 False 2 3 Grunwald 24 -370597.0 False 2 4 Stare 4 -284618.0 False 2 3 Nowe 55 -544008.0 False 4 2 Starołęka 4 -302887.0 False 2 4 Górczyn 25 -156085.0 False 2 4 Nowe 54 -522235.0 False 3 2 Stare 62 -771672.0 False 4 4 Górczyn 66 -442080.0 False 3 1 Starołęka 68 -460499.0 False 3 1 Stare 51 -368712.0 False 2 0 Stare 80 -242731.0 False 2 0 Podolany 74 -560000.0 True 4 0 Naramowice 20 -359000.0 True 3 0 Grunwald 69 -287000.0 True 3 1 Wilda 73 -270000.0 True 2 2 Jeżyce 95 -285000.0 True 2 0 Grunwald 80 -350000.0 True 4 4 Stare 60 -389000.0 True 3 0 Wilda 96 -695000.0 True 3 2 Jeżyce 25 -270000.0 True 2 6 Piątkowo 47 -305000.0 True 2 1 Winogrady 49 -439000.0 True 3 1 Grunwald 10 -415000.0 True 4 7 Piątkowo 63 -268000.0 True 3 4 Jeżyce 42 -270000.0 True 3 4 Rataje 48 -269000.0 True 2 0 Grunwald 46 -360000.0 True 3 1 Rataje 69 -205000.0 True 2 1 Jeżyce 34 -405000.0 True 3 1 Antoninek 70 -295000.0 True 2 0 Winogrady 36 -295000.0 True 2 0 Naramowice 36 -339000.0 True 3 9 Rataje 65 -475000.0 True 4 4 Wilda 120 -359000.0 True 4 0 Winogrady 90 -368567.0 True 3 1 Jeżyce 68 -211189.0 True 2 0 Jeżyce 38 -391729.0 True 3 2 Winogrady 69 -285678.0 True 2 4 Winogrady 48 -469000.0 True 4 2 Jeżyce 87 -259000.0 True 3 4 Stare 60 -470092.78 True 2 3 Centrum 21 -244000.0 True 2 5 Śródka 43 -215000.0 True 2 4 Nowe 14 -488631.0 True 2 5 Centrum 22 -233000.0 True 2 4 Śródka 99 -485017.66 True 2 5 Centrum 77 -450000.0 True 2 3 Centrum 88 -410666.0 True 4 2 Grunwald 71 -327585.0 True 3 6 Grunwald 56 -263000.0 True 2 1 Rataje 45 -270000.0 True 3 4 Rataje 48 -405000.0 True 4 2 Rataje 71 -297421.0 False 2 1 Grunwald 16 -415000.0 True 3 0 Jeżyce 5 -297421.0 False 2 3 Grunwald 16 -991380.0 False 5 1 Starołęka 94 -319998.0 False 3 1 Starołęka 95 -288405.0 False 2 1 Górczyn 37 -375529.0 False 2 3 Centrum 71 -225228.0 False 2 0 Rataje 71 -357692.0 False 3 1 Nowe 31 -310584.0 False 2 1 Nowe 26 -368568.0 False 3 4 Podolany 38 -460499.0 False 3 1 Stare 51 -156085.0 False 2 4 Nowe 54 -771672.0 False 4 4 Górczyn 66 -522235.0 False 3 2 Stare 62 -302887.0 False 2 4 Górczyn 25 -242731.0 False 2 0 Podolany 74 -225228.0 False 2 5 Rataje 91 -356251.0 False 3 14 Grunwald 20 -297420.0 False 2 3 Grunwald 24 -544008.0 False 4 2 Starołęka 4 -284618.0 False 2 3 Nowe 55 -285678.0 False 2 2 Winogrady 42 -174375.0 True 2 3 Centrum 25 -350000.0 True 4 4 Piątkowo 76 -380000.0 True 4 0 Piątkowo 74 -315000.0 True 2 0 Górczyn 48 -362000.0 True 2 1 Centrum 50 -344206.0 True 4 4 Stare 58 -300987.0 True 3 1 Stare 50 -235094.0 True 2 0 Stare 39 -549000.0 True 3 2 Jeżyce 18 -239000.0 True 2 1 Grunwald 44 -379000.0 True 3 1 Naramowice 20 -320000.0 True 2 1 Naramowice 50 -269000.0 True 3 1 Wilda 80 -295000.0 True 3 0 Grunwald 20 -249999.0 True 2 9 Winogrady 38 -330000.0 True 2 3 Piątkowo 50 -360000.0 True 3 2 Rataje 20 -412438.0 True 3 2 Winogrady 71 -291721.0 True 2 5 Stare 44 -354421.0 True 2 5 Stare 54 -399952.0 True 4 1 Grunwald 71 -280000.0 True 2 2 Centrum 40 -200000.0 True 2 2 Dębiec 40 -289000.0 True 2 7 Winiary 49 -279000.0 True 3 10 Rataje 56 -333232.0 True 3 7 Grunwald 56 -489000.0 True 3 0 Jeżyce 10 -375000.0 True 2 1 Piątkowo 48 -259000.0 True 2 2 Centrum 48 -335000.0 True 2 0 Centrum 54 -288000.0 True 3 4 Winogrady 30 -289000.0 True 2 7 Winiary 49 -380000.0 True 3 3 Wilda 67 -419000.0 True 3 4 Wilda 50 -247705.0 True 2 0 Jeżyce 50 -333696.0 True 3 0 Jeżyce 68 -409000.0 True 3 1 Rataje 90 -239000.0 True 2 3 Grunwald 60 -289000.0 True 2 6 Winogrady 48 -326000.0 True 2 1 Winogrady 39 -269000.0 True 2 2 Winogrady 48 -489000.0 True 4 2 Wilda 120 -350000.0 True 4 4 Piątkowo 76 -322663.41 True 2 1 Centrum 14 -368019.41 True 2 4 Centrum 18 -674695.13 True 4 4 Centrum 59 -375000.0 True 4 2 Centrum 72 -378128.09 True 2 3 Centrum 77 -349668.0 True 2 2 Centrum 15 -344296.75 True 2 1 Centrum 5 -353456.63 True 2 3 Centrum 16 -347193.0 False 3 11 Grunwald 7 -557338.0 False 3 3 Centrum 4 -228144.0 False 3 2 Głuszyna 56 -247705.0 False 2 1 Podolany 74 -228144.0 False 3 2 Głuszyna 56 -222050.0 False 2 3 Głuszyna 41 -158682.0 False 2 2 Głuszyna 94 -194000.0 False 2 2 Głuszyna 80 -289170.0 False 2 0 Winogrady 90 -399000.0 False 3 2 Winogrady 98 -305670.0 False 2 3 Grunwald 30 -305670.0 False 2 3 Grunwald 30 -294840.0 False 2 4 Winogrady 50 -597184.0 False 3 4 Stare 61 -460499.0 False 3 1 Stare 51 -347010.0 False 2 10 Grunwald 80 -356251.0 False 3 14 Grunwald 20 -225228.0 False 2 5 Rataje 91 -297420.0 False 2 3 Grunwald 24 -284618.0 False 2 3 Nowe 55 -544008.0 False 4 2 Starołęka 4 -522235.0 False 3 2 Stare 62 -370597.0 False 2 4 Stare 4 -674695.0 False 3 4 Stare 59 -442080.0 False 3 1 Starołęka 68 -771672.0 False 4 4 Górczyn 66 -302887.0 False 2 4 Górczyn 25 -294840.0 False 2 4 Winogrady 50 -305676.0 False 2 5 Winogrady 52 -305676.0 False 2 5 Winogrady 52 -242731.0 False 2 0 Podolany 74 -460499.0 False 3 1 Stare 51 -156085.0 False 2 4 Nowe 54 -242731.0 False 2 0 Podolany 74 -368568.0 False 3 4 Podolany 38 -499000.0 True 3 1 Rataje 50 -275000.0 True 3 1 Wilda 48 -307000.0 True 3 2 Rataje 48 -485000.0 True 2 3 Nowe 50 -288000.0 True 2 4 Naramowice 44 -405000.0 True 4 7 Piątkowo 63 -299000.0 True 2 4 Grunwald 60 -235000.0 True 2 0 Nowe 47 -288000.0 True 3 4 Stare 30 -225288.0 False 2 1 Rataje 91 -287882.0 False 2 1 Starołęka 85 -225288.0 False 2 1 Rataje 91 -652026.0 True 4 3 Stare 89 -476118.0 True 3 1 Stare 78 -349668.0 True 2 2 Stare 15 -318645.0 True 2 2 Stare 30 -290970.0 True 2 0 Stare 60 -354000.0 True 3 1 Stare 60 -260000.0 True 2 0 Stare 47 -670000.0 True 5 1 Stare 152 -360380.0 True 4 4 Wilda 97 -329000.0 True 2 3 Nowe 90 -249000.0 True 2 5 Centrum 20 -319000.0 True 2 3 Jeżyce 40 -493422.0 True 3 1 Centrum 62 -236000.0 True 2 3 Nowe 43 -257697.0 True 2 3 Śródka 21 -234000.0 True 2 2 Śródka 20 -233643.0 True 2 2 Nowe 99 -296810.0 True 2 2 Grunwald 30 -335988.0 True 2 1 Grunwald 41 -453526.5 True 3 6 Grunwald 33 -637135.0 True 3 7 Grunwald 65 -771672.0 True 4 7 Grunwald 68 -329000.0 True 3 8 Piątkowo 63 -399000.0 False 5 0 Szczepankowo 68 -369000.0 True 2 4 Rataje 49 -404000.0 True 2 0 Rataje 49 -389000.0 True 3 4 Rataje 62 -507060.0 True 2 3 Grunwald 77 -390910.0 True 3 1 Grunwald 14 -690000.0 True 6 2 Centrum 170 -355000.0 True 2 0 Podolany 93 -369000.0 True 16 2 Piątkowo 90 -339000.0 True 3 9 Rataje 65 -398000.0 True 2 3 Umultowo 59 -289000.0 True 2 6 Stare 80 -389000.0 True 3 3 Stare 49 -270000.0 True 2 6 Piątkowo 46 -353000.0 True 3 2 Grunwald 73 -413484.5 True 3 4 Grunwald 83 -311046.0 True 2 6 Grunwald 12 -1020000.0 True 3 1 Grunwald 50 -292383.0 True 2 0 Grunwald 41 -307190.0 True 2 4 Grunwald 20 -311975.5 True 2 1 Grunwald 13 -335000.0 True 3 1 Naramowice 60 -289000.0 True 2 1 Winogrady 48 -449000.0 False 5 0 Szczepankowo 68 -285678.0 False 2 1 Winogrady 42 -247705.0 False 2 0 Podolany 74 -211190.0 False 2 0 Podolany 78 -278047.0 False 2 4 Podolany 74 -333694.0 False 3 0 Podolany 38 -333024.0 False 2 1 Stare 51 -319998.0 False 3 1 Starołęka 97 -354420.0 False 2 5 Winogrady 70 -348750.0 False 2 3 Centrum 50 -269000.0 True 2 8 Rataje 90 -370597.0 False 2 4 Stare 4 -242731.0 False 2 0 Podolany 74 -370597.0 False 2 4 Stare 4 -460499.0 False 3 1 Stare 51 -302887.0 False 2 4 Górczyn 25 -225228.0 False 2 5 Rataje 91 -356251.0 False 3 14 Grunwald 20 -156085.0 False 2 4 Nowe 54 -156085.0 False 2 4 Nowe 54 -156085.0 False 2 4 Nowe 54 -544008.0 False 4 2 Starołęka 4 -302887.0 False 2 4 Górczyn 25 -284618.0 False 2 3 Nowe 55 -242731.0 False 2 0 Podolany 74 -546462.0 False 4 0 Jeżyce 74 -493966.0 False 4 0 Jeżyce 79 -332691.0 False 3 0 Jeżyce 58 -335920.0 False 3 0 Jeżyce 68 -334360.0 False 3 1 Jeżyce 44 -329000.0 True 3 3 Jeżyce 54 -299000.0 True 2 3 Naramowice 49 -349000.0 True 3 3 Piątkowo 64 -297421.0 False 2 3 Grunwald 24 -244071.0 False 2 1 Nowe 93 -287882.0 False 2 1 Starołęka 85 -297421.0 False 2 3 Grunwald 24 -297421.0 False 2 3 Grunwald 24 -156085.0 False 2 3 Głuszyna 45 -244071.0 False 2 1 Nowe 93 -330000.0 True 3 1 Dębiec 88 -364000.0 True 3 2 Jeżyce 69 -365000.0 True 3 1 Wilda 46 -380000.0 True 4 0 Piątkowo 74 -270000.0 True 2 6 Piątkowo 46 -330000.0 True 3 4 Rataje 59 -260000.0 True 2 0 Naramowice 47 -425000.0 True 3 1 Rataje 70 -239000.0 True 2 3 Rataje 44 -250000.0 True 2 9 Winogrady 10 -307000.0 True 2 4 Piątkowo 49 -300000.0 True 3 2 Grunwald 49 -295361.0 True 3 2 Stare 48 -242133.0 True 2 0 Jeżyce 38 -391730.0 True 3 2 Winogrady 69 -286860.0 True 2 7 Winogrady 49 -476119.0 True 3 1 Stare 59 -652026.0 True 4 3 Stare 79 -289171.0 True 2 0 Stare 46 -293700.0 True 2 5 Stare 45 -342405.0 True 3 11 Grunwald 54 -297420.0 True 2 1 Grunwald 50 -292100.0 True 2 1 Grunwald 51 -333690.0 True 3 1 Jeżyce 68 -242731.0 True 2 0 Jeżyce 50 -211200.0 True 2 0 Jeżyce 38 -288000.0 True 3 4 Winogrady 30 -245000.0 True 2 0 Naramowice 50 -359600.0 True 2 5 Górczyn 58 -332940.0 True 2 2 Winogrady 70 -248337.0 True 2 3 Winogrady 38 -209000.0 True 2 0 Śródka 14 -341803.78 True 2 8 Winogrady 10 -285000.0 True 2 3 Łazarz 58 -217000.0 True 2 4 Wilda 30 -379000.0 True 4 3 Winogrady 65 -235000.0 True 2 0 Śródka 10 -597184.0 False 3 4 Stare 61 -460499.0 False 3 1 Stare 51 -347010.0 False 2 10 Grunwald 80 -282994.0 False 2 0 Starołęka 59 -297420.0 False 2 3 Grunwald 24 -522235.0 False 3 2 Stare 62 -368568.0 False 3 4 Podolany 38 -242731.0 False 2 0 Podolany 74 -460499.0 False 3 1 Stare 51 -771672.0 False 4 4 Górczyn 66 -302887.0 False 2 4 Górczyn 25 -350000.0 True 4 4 Piątkowo 76 -375000.0 True 3 1 Nowe 62 -260000.0 True 2 0 Naramowice 79 -315000.0 True 2 1 Grunwald 49 -375000.0 True 3 1 Rataje 62 -229000.0 True 2 11 Stare 38 -365000.0 True 3 1 Wilda 46 -299000.0 True 2 3 Górczyn 37 -259000.0 True 2 2 Jeżyce 48 -289000.0 True 2 1 Piątkowo 46 -310000.0 True 3 0 Piątkowo 63 -209000.0 True 2 4 Dębiec 6 -249000.0 True 2 0 Nowe 21 -287882.09 True 2 1 Nowe 85 -434201.0 True 4 1 Nowe 54 -482423.0 True 5 2 Nowe 4 -297789.5 True 2 2 Nowe 54 -149000.0 True 2 0 Grunwald 35 -299000.0 True 2 9 Stare 80 -365000.0 True 3 1 Wilda 46 -329000.0 True 2 3 Rataje 90 -337000.0 True 4 4 Rataje 62 -597184.0 False 3 4 Stare 61 -347010.0 False 2 10 Grunwald 80 -460499.0 False 3 1 Stare 51 -597184.0 False 3 4 Stare 61 -300680.0 False 2 2 Starołęka 54 -347010.0 False 2 10 Grunwald 80 -294840.0 False 2 4 Winogrady 50 -368568.0 False 3 4 Podolany 38 -242731.0 False 2 0 Podolany 74 -674695.0 False 3 4 Stare 59 -442080.0 False 3 1 Starołęka 68 -302887.0 False 2 4 Górczyn 25 -294840.0 False 2 4 Winogrady 50 -460499.0 False 3 1 Stare 51 -365000.0 True 3 0 Wilda 10 -195000.0 True 2 0 Winiary 35 -325000.0 True 4 1 Rataje 58 -303287.0 False 2 3 Grunwald 13 -375000.0 True 3 1 Rataje 62 -384000.0 True 3 2 Piątkowo 69 -297421.0 False 2 3 Grunwald 24 -244071.0 False 2 1 Nowe 93 -255000.0 True 2 2 Centrum 90 -285000.0 True 2 0 Grunwald 80 -300000.0 True 3 1 Grunwald 48 -330000.0 True 3 5 Grunwald 58 -330000.0 True 3 5 Grunwald 58 -330000.0 True 3 5 Grunwald 58 -315000.0 True 2 0 Centrum 60 -290000.0 True 2 4 Centrum 36 -245000.0 True 2 7 Ogrody 90 -289000.0 True 2 1 Piątkowo 46 -359000.0 True 2 4 Nowe 90 -339000.0 True 3 1 Nowe 88 -285385.0 True 2 4 Winogrady 48 -308039.0 True 2 0 Winogrady 52 -298982.0 True 2 3 Stare 45 -289170.0 True 2 0 Stare 46 -368568.0 True 3 4 Jeżyce 68 -211195.0 True 2 0 Jeżyce 38 -315000.0 True 2 2 Podolany 52 -267704.0 True 2 3 Grunwald 45 -325313.0 True 3 3 Grunwald 53 -260000.0 True 2 0 Naramowice 47 -349000.0 True 2 3 Jeżyce 56 -499000.0 True 3 1 Rataje 50 -239000.0 True 2 0 Wilda 57 -487000.0 True 3 0 Naramowice 73 -319000.0 True 2 2 Centrum 53 -344152.0 True 3 0 Nowe 80 -357692.0 True 3 2 Nowe 31 -277098.0 True 2 0 Nowe 59 -301794.13 True 2 1 Nowe 26 -533745.0 False 5 2 Starołęka 4 -333694.0 False 3 1 Podolany 32 -333694.0 False 3 1 Piątkowo 38 -380931.0 False 3 3 Starołęka 82 -597184.0 False 3 4 Stare 61 -460499.0 False 3 1 Stare 51 -300680.0 False 2 2 Starołęka 54 -305670.0 False 2 3 Grunwald 30 -390301.0 False 2 4 Stare 61 -370597.0 False 2 4 Stare 4 -192750.0 False 2 1 Głuszyna 55 -460499.0 False 3 1 Stare 51 -242731.0 False 2 0 Podolany 74 -303287.0 False 2 3 Grunwald 13 -318645.0 False 2 2 Winogrady 23 -370597.0 False 2 4 Stare 4 -674695.0 False 3 4 Stare 59 -442080.0 False 3 1 Starołęka 68 -771672.0 False 4 4 Górczyn 66 -771672.0 False 4 4 Górczyn 66 -294840.0 False 2 4 Winogrady 50 -368712.0 False 2 5 Stare 90 -480000.0 True 3 3 Stare 46 -237000.0 True 2 2 Wilda 44 -359000.0 True 4 3 Grunwald 74 -369000.0 True 3 0 Grunwald 87 -369000.0 True 3 0 Grunwald 87 -695000.0 True 3 2 Jeżyce 25 -321239.09 True 2 3 Winogrady 30 -331899.09 True 2 2 Winogrady 30 -334564.09 True 2 1 Winogrady 30 -289800.0 True 2 0 Winogrady 46 -289170.0 True 2 0 Winogrady 90 -345000.0 True 3 3 Stare 50 -499000.0 True 2 8 Centrum 39 -399000.0 True 2 1 Jeżyce 58 -1049000.0 True 3 9 Nowe 113 -729000.0 True 4 3 Stare 130 -254457.0 True 2 5 Nowe 52 -249000.0 True 2 6 Winogrady 48 -320000.0 True 3 3 Nowe 40 -333692.0 True 3 2 Jeżyce 68 -410665.0 True 4 2 Grunwald 71 -293436.0 True 2 1 Grunwald 50 -481904.0 True 3 2 Stare 62 -332940.0 True 2 2 Stare 54 -325249.0 True 3 3 Jeżyce 49 -347096.0 True 3 1 Winogrady 57 -297421.0 False 2 2 Grunwald 24 -570000.0 True 4 3 Centrum 137 -351475.0 False 3 0 Starołęka 80 -294840.0 False 2 4 Winogrady 50 -460499.0 False 3 1 Stare 51 -300680.0 False 2 2 Starołęka 54 -460499.0 False 3 1 Stare 51 -353275.0 False 2 14 Grunwald 74 -294840.0 False 2 4 Winogrady 50 -297420.0 False 2 3 Grunwald 24 -294840.0 False 2 4 Winogrady 50 -302887.0 False 2 4 Górczyn 25 -442080.0 False 3 1 Starołęka 68 -289000.0 True 2 6 Winogrady 48 -289000.0 True 2 6 Winogrady 48 -674695.0 False 3 4 Stare 59 -269000.0 True 2 6 Stare 49 -347010.0 False 2 10 Grunwald 80 -296279.0 True 3 2 Stare 49 -238947.0 True 2 6 Stare 39 -289000.0 True 2 1 Piątkowo 46 -774618.0 False 4 5 Wilda 31 -741099.0 False 4 5 Wilda 22 -460688.0 False 3 4 Wilda 25 -300723.0 False 2 4 Wilda 97 -349610.0 False 2 4 Wilda 59 -564000.0 False 5 0 Biedrusko 90 -618933.0 False 4 4 Wilda 37 -399000.0 False 4 0 Biedrusko 34 -564000.0 False 5 0 Biedrusko 90 -359000.0 False 3 0 Biedrusko 80 -524808.0 False 3 4 Wilda 92 -359000.0 False 4 1 Biedrusko 86 -360000.0 True 3 3 Jeżyce 62 -499000.0 False 2 2 Stare 45 -664443.0 False 3 3 Stare 24 -526049.0 False 2 3 Stare 45 -709116.0 False 3 4 Stare 88 -347182.0 False 4 1 Biedrusko 70 -335925.0 False 4 1 Biedrusko 70 -335925.0 False 4 1 Biedrusko 70 -335925.0 False 4 1 Biedrusko 70 -335925.0 False 4 1 Biedrusko 70 -453929.0 False 3 3 Wilda 26 -387000.0 False 4 1 Biedrusko 86 -309276.0 False 2 3 Wilda 12 -486720.0 False 3 3 Wilda 60 -325440.0 False 3 0 Biedrusko 80 -484068.0 False 3 3 Wilda 6 -306675.0 False 3 0 Biedrusko 20 -663205.0 False 4 3 Wilda 85 -447038.0 False 3 2 Wilda 25 -306675.0 False 3 0 Biedrusko 20 -306675.0 False 3 0 Biedrusko 20 -481522.0 False 3 2 Wilda 82 -306675.0 False 3 0 Biedrusko 20 -356400.0 False 2 2 Wilda 52 -325440.0 False 3 0 Biedrusko 80 -510984.0 False 3 2 Wilda 97 -272000.0 False 3 2 Biedrusko 31 -289000.0 False 3 1 Biedrusko 39 -289000.0 False 3 1 Biedrusko 39 -319000.0 False 3 0 Biedrusko 49 -329000.0 False 3 0 Biedrusko 49 -289000.0 True 2 1 Piątkowo 46 -289000.0 True 2 1 Piatkowo 46 -125000.0 True 5 3 Grunwald 22 -625000.0 True 5 3 Grunwald 105 -643000.0 True 4 0 Naramowice 60 -215000.0 True 2 2 Centrum 39 -399000.0 True 4 0 Centrum 70 -435000.0 True 3 1 Grunwald 10 -289000.0 True 3 4 Naramowice 40 -515000.0 True 3 0 Rataje 71 -310000.0 True 2 4 Jeżyce 55 -348000.0 True 3 9 Rataje 65 -340000.0 True 3 8 Rataje 65 -325248.0 True 3 1 Jeżyce 49 -262875.0 True 2 4 Jeżyce 40 -325248.0 True 3 1 Jeżyce 49 -262874.0 True 2 4 Jeżyce 40 -253498.0 True 2 4 Jeżyce 38 -253193.0 True 2 6 Jeżyce 38 -253193.0 True 2 4 Jeżyce 38 -220000.0 True 2 1 Łazarz 45 -230000.0 True 2 2 Rataje 49 -293848.0 True 3 4 Winogrady 49 -305000.0 True 3 4 Jeżyce 84 -245000.0 True 2 2 Jeżyce 62 -205000.0 True 2 0 Jeżyce 43 -269000.0 True 2 13 Piątkowo 50 -249000.0 True 2 2 Strzeszyn 34 -330000.0 True 3 6 Rataje 80 -200000.0 True 2 0 Wilda 32 -270000.0 True 3 4 Rataje 48 -617360.0 True 3 3 Grunwald 77 -279554.0 True 2 4 Jeżyce 68 -279554.0 True 2 4 Jeżyce 68 -550000.0 True 3 1 Grunwald 73 -355000.0 True 2 8 Ogrody 52 -210000.0 True 2 10 Ogrody 38 -234000.0 True 2 0 Wilda 37 -375000.0 True 3 2 Wilda 90 -345000.0 True 3 6 Winogrady 10 -320000.0 True 3 4 Piątkowo 63 -239000.0 True 2 8 Winogrady 38 -350000.0 True 4 4 Piątkowo 74 -295363.0 True 3 1 Stare 48 -285384.0 True 2 4 Winogrady 48 -392861.0 True 3 3 Winogrady 69 -399000.0 True 2 0 Podolany 63 -518000.0 True 2 4 Centrum 2 -495000.0 True 3 0 Rataje 69 -405000.0 True 3 3 Jeżyce 63 -269000.0 True 2 1 Rataje 50 -481903.0 True 3 2 Stare 62 -269000.0 True 2 4 Grunwald 38 -404000.0 True 3 2 Piątkowo 60 -549000.0 True 3 2 Dąbrowskiego 106 -489000.0 True 3 0 Stare 70 -358000.0 True 4 3 Grunwald 74 -379000.0 True 3 1 Naramowice 20 -269000.0 True 3 11 Grunwald 50 -197000.0 True 2 3 Grunwald 40 -362459.0 False 3 0 Starołęka 80 -353275.0 False 2 14 Grunwald 74 -351475.0 False 3 0 Starołęka 80 -225228.0 False 2 5 Rataje 91 -394000.0 False 4 0 Szczepankowo 77 -287882.0 False 2 1 Starołęka 85 -349000.0 True 3 4 Wilda 75 -255000.0 True 2 3 Rataje 46 -460040.0 True 3 5 Górczyn 20 -321656.0 True 2 1 Winogrady 88 -326000.0 True 2 1 Winiary 39 -285000.0 True 2 3 Naramowice 5 -399000.0 True 4 0 Stary 70 -349000.0 True 3 3 Nowe 87 -585000.0 True 4 1 Stare 100 -510000.0 True 3 2 Stare 68 -409000.0 True 4 3 Centrum 111 -310000.0 True 2 0 Grunwald 60 -308039.0 True 2 0 Winogrady 21 -286858.0 True 2 7 Winogrady 62 -279000.0 True 3 0 Piątkowo 50 -347090.0 False 3 1 Winogrady 90 -241187.0 True 2 7 Stare 39 -350875.0 True 3 1 Rataje 56 -296279.0 True 3 3 Stare 49 -293900.0 True 3 4 Stare 49 -315812.0 True 4 8 Stare 52 -374791.0 True 4 5 Jeżyce 57 -278048.0 True 2 4 Jeżyce 50 -371931.0 True 4 4 Jeżyce 57 -242000.0 True 2 1 Jeżyce 38 -308220.0 False 2 5 Stare 70 -339000.0 True 3 1 Rataje 66 -460499.0 False 3 1 Stare 51 -349668.0 False 2 2 Stare 15 -300680.0 False 2 2 Starołęka 54 -557338.0 False 3 3 Stare 4 -349332.0 True 3 0 Jeżyce 16 -271236.0 True 2 2 Jeżyce 41 -329000.0 True 3 1 Jeżyce 112 -199000.0 True 2 2 Grunwald 38 -475000.0 True 3 1 Naramowice 68 -379000.0 True 5 3 Winogrady 65 -270000.0 True 2 2 Stare 95 -210000.0 True 2 2 Dębiec 40 -379000.0 True 2 3 Winogrady 48 -440000.0 True 2 2 Stare 90 -750000.0 True 5 2 Jeżyce 136 -425000.0 True 4 6 Nowe 85 -539000.0 True 4 1 Centrum 110 -1300000.0 True 2 1 Grunwald 100 -340000.0 True 3 0 Grunwald 98 -360000.0 True 3 4 Jeżyce 50 -259000.0 True 2 0 Grunwald 52 -295000.0 True 2 1 Wilda 51 -487000.0 True 3 0 Naramowice 73 -487000.0 True 3 0 Naramowice 73 -285000.0 True 3 2 Rataje 10 -605000.0 True 3 0 Grunwald 98 -209000.0 True 3 3 Grunwald 49 -242406.0 True 2 0 Jeżyce 36 -380000.0 True 2 2 Wilda 10 -268000.0 True 3 4 Jeżyce 50 -286446.0 True 2 2 Winogrady 49 -392181.0 True 3 4 Winogrady 69 -300987.0 True 3 3 Stare 50 -240876.0 True 2 7 Stare 39 -298980.0 True 2 5 Stare 45 -293700.0 True 2 5 Stare 45 -375960.0 True 4 2 Grunwald 71 -377918.0 True 3 2 Grunwald 71 -292100.0 True 2 1 Grunwald 51 -476118.0 True 3 1 Stare 59 -396248.0 True 2 4 Stare 52 -278046.0 True 2 1 Jeżyce 50 -211191.0 True 2 0 Jeżyce 38 -362458.0 True 3 0 Nowe 68 -288523.0 True 2 0 Nowe 54 -282998.0 True 2 0 Nowe 55 -247705.0 False 2 1 Podolany 74 -637135.0 False 3 7 Grunwald 65 -349000.0 False 4 0 Szczepankowo 29 -285678.0 False 2 1 Winogrady 42 -277823.0 False 2 2 Podolany 70 -424377.0 False 4 2 Starołęka 14 -282944.0 False 2 0 Starołęka 59 -460499.0 False 3 1 Stare 51 -289170.0 False 2 0 Winogrady 90 -339000.0 True 3 9 Nowe 65 -351475.0 False 3 0 Starołęka 80 -349000.0 True 3 3 Nowe 63 -349000.0 False 4 0 Szczepankowo 29 -247831.0 False 2 5 Głuszyna 73 -353275.0 False 2 14 Grunwald 74 -353275.0 False 2 14 Grunwald 74 -349000.0 False 4 0 Szczepankowo 29 -225288.0 False 2 1 Rataje 91 -285678.0 False 2 1 Winogrady 42 -225228.0 False 2 5 Rataje 91 -297421.0 False 2 3 Grunwald 24 -294840.0 False 2 4 Winogrady 50 -300680.0 False 2 2 Starołęka 54 -349668.0 False 2 2 Stare 15 -476780.0 True 2 2 Centrum 90 -239000.0 True 2 10 Rataje 44 -359000.0 True 3 2 Jeżyce 58 -207000.0 True 2 2 Zawady 42 -282995.0 True 2 0 Starołęka 59 -626800.0 True 3 7 Stare 68 -439000.0 True 4 2 Grunwald 92 -569000.0 True 4 0 Wilda 30 -313000.0 True 2 4 Stare 20 -396565.0 True 3 2 Jeżyce 61 -405860.0 True 2 1 Jeżyce 44 -519000.0 True 3 3 Grunwald 104 -265000.0 True 3 1 Winogrady 53 -530000.0 True 4 3 Naramowice 102 -390000.0 True 3 2 Podolany 68 -305000.0 True 2 1 Winiary 48 -215000.0 True 2 2 Łazarz 39 -250000.0 True 2 3 Centrum 33 -489000.0 True 2 4 Nowe 51 -495000.0 True 3 1 Centrum 86 -499000.0 True 3 2 Rataje 64 -339000.0 True 3 9 Rataje 65 -319000.0 True 3 1 Piątkowo 64 -310000.0 True 3 0 Piątkowo 50 -270000.0 True 3 4 Rataje 48 -330000.0 True 4 0 Naramowice 68 -255000.0 True 2 0 Grunwald 48 -333000.0 True 3 7 Rataje 78 -255000.0 True 2 2 Dębiec 48 -225000.0 True 2 3 Nowe 36 -326000.0 True 2 1 Winiary 39 -480000.0 True 3 2 Grunwald 87 -399000.0 True 3 3 Centrum 50 -980000.0 True 6 0 Naramowice 193 -350000.0 True 3 5 Stare 48 -410000.0 True 5 0 Łazarz 114 -279000.0 True 2 1 Podolany 45 -357693.0 True 3 2 Nowe 64 -424379.0 True 4 2 Nowe 74 -533746.0 True 5 2 Nowe 95 -282997.0 True 2 0 Nowe 55 -232049.0 True 2 0 Stare 36 -289800.0 True 2 0 Stare 46 -289170.0 True 2 0 Stare 46 -300988.0 True 3 1 Stare 50 -223752.0 True 2 0 Stare 37 -285680.0 True 2 4 Winogrady 48 -391730.0 True 3 2 Winogrady 69 -318383.0 True 3 3 Jeżyce 48 -266320.0 True 2 5 Jeżyce 41 -242407.0 True 2 0 Jeżyce 36 -245000.0 True 2 2 Winogrady 38 -239000.0 True 2 4 Rataje 38 -258000.0 True 2 1 Wilda 49 -269000.0 True 2 9 Nowe 49 -410000.0 True 2 5 Malta 53 -349000.0 True 3 2 Górczyn 55 -210000.0 True 2 2 Zawady 42 -329000.0 True 3 3 Piątkowo 60 -539000.0 True 3 1 Nowe 70 -335000.0 True 4 4 Rataje 50 -305000.0 True 2 1 Sołacz 48 -239000.0 True 2 3 Winogrady 10 -269000.0 True 2 0 Grunwald 20 -269000.0 True 3 1 Wilda 68 -429000.0 True 3 3 Centrum 102 -219000.0 True 2 2 Rataje 38 -1200000.0 True 4 2 Jeżyce 188 -350000.0 True 3 0 Winogrady 48 -250000.0 True 2 4 Rataje 44 -410000.0 True 2 9 Rataje 51 -485000.0 False 2 4 Łazarz 80 -409240.0 False 2 3 Piątkowo 67 -454960.0 False 2 1 Łazarz 87 -384500.0 False 2 3 Piątkowo 50 -392420.0 False 2 3 Piątkowo 70 -295020.0 False 2 2 Piątkowo 70 -298320.0 False 2 2 Piątkowo 20 -295020.0 False 2 1 Piątkowo 70 -298320.0 False 2 1 Piątkowo 20 -297000.0 False 2 1 Piątkowo 45 -286080.0 False 2 0 Piątkowo 70 -293800.0 False 2 0 Piątkowo 20 -292500.0 False 2 0 Piątkowo 45 -300950.0 False 2 0 Piątkowo 30 -227500.0 False 2 3 Piątkowo 20 -427060.0 False 2 3 Piątkowo 50 -699000.0 True 4 2 Naramowice 92 -409240.0 False 2 3 Piątkowo 67 -287760.0 False 2 2 Piątkowo 60 -278720.0 False 2 2 Piątkowo 60 -287100.0 False 2 2 Piątkowo 50 -240000.0 True 2 0 Grunwald 60 -295020.0 False 2 2 Piątkowo 70 -287760.0 False 2 1 Piątkowo 60 -278720.0 False 2 1 Piątkowo 60 -287100.0 False 2 1 Piątkowo 50 -360000.0 True 2 5 Grunwald 41 -304920.0 False 2 1 Piątkowo 20 -295020.0 False 2 1 Piątkowo 70 -239000.0 True 2 4 Rataje 38 -360000.0 True 3 1 Jeżyce 20 -350000.0 True 4 4 Stare 60 -450000.0 True 2 2 Stare 40 -211190.0 False 2 0 Piątkowo 78 -294840.0 False 2 4 Winogrady 50 -399000.0 False 3 2 Winogrady 98 -299514.0 False 2 1 Starołęka 85 -299000.0 True 2 4 Grunwald 37 -287000.0 True 2 16 Rataje 49 -420000.0 True 4 3 Łazarz 104 -274900.0 True 2 13 Nowe 80 -720000.0 True 4 0 Centrum 163 -339000.0 True 3 1 Rataje 66 -480000.0 True 2 2 Grunwald 10 -283400.0 False 2 0 Piątkowo 60 -282750.0 False 2 0 Piątkowo 50 -300300.0 False 2 0 Piątkowo 20 -286080.0 False 2 0 Piątkowo 70 -210000.0 True 2 2 Zawady 42 -320000.0 True 2 4 Winogrady 57 -410000.0 True 2 5 Rataje 50 -315000.0 True 3 0 Stare 63 -365000.0 True 2 1 Jeżyce 56 -340000.0 True 3 9 Rataje 30 -339000.0 True 3 9 Rataje 65 -325000.0 True 3 7 Rataje 90 -349000.0 True 3 2 Górczyn 55 -375000.0 True 4 2 Centrum 72 -269000.0 True 3 3 Winogrady 48 -495000.0 True 4 3 Naramowice 104 -329000.0 True 3 3 Wilda 82 -385000.0 True 3 0 Łazarz 80 -395000.0 True 2 1 Stare 30 -285000.0 True 2 3 Wilda 43 -325000.0 True 2 3 Centrum 57 -305000.0 True 2 1 Sołacz 48 -339000.0 True 3 0 Rataje 20 -480000.0 True 3 1 Grunwald 40 -630000.0 True 4 0 Stare 84 -275000.0 True 2 2 Plewiska 62 -350000.0 True 2 4 Jeżyce 56 -488000.0 True 3 3 Grunwald 70 -305000.0 True 2 1 Winiary 48 -255000.0 True 2 4 Rataje 70 -285000.0 True 3 0 Wilda 61 -282995.0 True 2 0 Starołęka 59 -263000.0 True 3 4 Grunwald 48 -380931.0 False 3 3 Starołęka 82 -329000.0 True 2 3 Rataje 49 -325000.0 True 3 7 Rataje 90 -350000.0 True 3 0 Starołęka 44 -268000.0 True 2 0 Rataje 43 -253000.0 True 2 4 Grunwald 42 -269000.0 True 2 1 Rataje 50 -325000.0 True 3 7 Rataje 63 -300000.0 True 3 6 Wilda 50 -329000.0 True 3 1 Piątkowo 63 -415000.0 True 2 5 Nowe 53 -270000.0 True 3 4 Rataje 47 -300000.0 True 3 6 Wilda 50 -690000.0 True 5 1 Jeżyce 70 -250000.0 True 2 5 Wilda 12 -344000.0 True 2 2 Wilczak 50 -329000.0 True 3 3 Piątkowo 60 -978009.0 False 4 7 Grunwald 2 -864244.5 False 4 7 Grunwald 71 -329000.0 True 3 1 Piątkowo 63 -255000.0 True 2 2 Dębiec 48 -279999.0 True 2 1 Piątkowo 90 -245000.0 True 2 2 Winogrady 20 -510000.0 True 3 3 Grunwald 79 -380000.0 True 2 1 Centrum 67 -355000.0 False 3 0 Stare 61 -355000.0 False 3 0 Podolany 61 -430000.0 False 4 0 Stare 75 -430000.0 False 4 0 Podolany 75 -475000.0 False 4 0 Stare 72 -475000.0 False 4 0 Podolany 72 -455000.0 False 4 0 Stare 72 -455000.0 False 4 0 Podolany 72 -495000.0 False 4 0 Stare 7 -495000.0 False 4 0 Podolany 7 -652100.0 False 4 3 Stare 79 -476200.0 False 3 1 Stare 59 -476200.0 False 3 1 Chwaliszewo 59 -349700.0 False 2 2 Stare 15 -349700.0 False 2 2 Centrum 15 -340000.0 True 3 0 Stare 80 -555000.0 True 5 3 Piątkowo 125 -255000.0 True 2 2 Dębiec 48 -295000.0 True 3 2 Os 20 -295000.0 True 3 2 Os 20 -210000.0 True 2 0 Wilda 36 -239000.0 True 2 1 Grunwald 60 -269000.0 True 2 1 Stare 70 -460040.0 False 3 5 Grunwald 20 -399000.0 False 5 0 Szczepankowo 68 -372651.0 True 2 1 Stare 5 -349668.0 True 2 2 Stare 15 -282390.0 True 2 3 Stare 64 -597184.0 True 2 4 Stare 61 -320000.0 True 2 1 Grunwald 30 -269000.0 True 2 16 Rataje 49 -359000.0 True 2 1 Jeżyce 40 -285000.0 True 3 0 Dębiec 50 -290000.0 True 2 3 Stare 60 -320000.0 True 3 1 Grunwald 78 -344000.0 True 2 2 Wilczak 50 -395000.0 True 2 1 Stare 30 -299000.0 True 2 0 Dębiec 52 -495000.0 True 4 3 Jeżyce 107 -319000.0 True 2 1 Grunwald 52 -395000.0 True 2 1 Naramowice 30 -319000.0 True 2 1 Grunwald 52 -269000.0 True 2 0 Grunwald 46 -380000.0 True 4 6 Piątkowo 90 -297297.0 False 2 4 Podolany 82 -33760350.0 False 3 4 Podolany 71 -420000.0 True 3 1 Stare 60 -3559725.0 False 3 4 Podolany 85 -3559725.0 False 3 4 Podolany 85 -259000.0 True 2 1 Stare 60 -465000.0 True 3 3 Nowe 71 -282994.0 False 2 0 Starołęka 59 -300680.0 False 2 2 Starołęka 54 -349000.0 False 4 0 Szczepankowo 29 -277823.0 False 2 2 Podolany 70 -424377.0 False 4 2 Starołęka 14 -282944.0 False 2 0 Starołęka 59 -380000.0 True 3 3 Piątkowo 90 -270000.0 True 3 1 Starołęka 30 -365000.0 True 2 2 Grunwald 51 -550000.0 True 3 2 Stare 101 -300000.0 True 2 1 Naramowice 52 -450000.0 True 4 1 Grunwald 113 -490000.0 True 4 0 Naramowice 40 -216500.0 True 2 3 Nowe 30 -244071.0 True 2 1 Nowe 93 -192750.0 True 2 1 Nowe 55 -156562.0 True 2 1 Nowe 54 -350000.0 True 4 4 Piątkowo 76 -329000.0 True 3 3 Piątkowo 60 -298000.0 True 2 4 Wilda 45 -374000.0 True 3 4 Wilczak 30 -460000.0 True 2 2 Centrum 56 -288000.0 True 3 4 Winogrady 30 -400000.0 True 2 1 Świerczewo 60 -220000.0 True 2 4 Grunwald 43 -290000.0 True 2 4 Grunwald 53 -298000.0 True 2 4 Wilda 45 -439000.0 True 2 3 Jeżyce 60 -237000.0 True 2 2 Dębiec 44 -180000.0 True 3 2 Wilda 35 -330000.0 True 2 1 Jeżyce 50 -348000.0 True 3 9 Rataje 65 -439000.0 True 4 2 Grunwald 89 -269000.0 True 2 6 Rataje 70 -360000.0 True 3 3 Stare 63 -1000000.0 True 4 1 Centrum 103 -649400.0 False 3 4 Rataje 50 -311570.0 False 2 4 Rataje 51 -386883.0 False 3 4 Rataje 7 -383928.0 False 3 3 Rataje 46 -294906.0 False 2 3 Rataje 74 -309741.0 False 2 3 Rataje 89 -295734.0 False 2 3 Rataje 86 -384540.0 False 3 3 Rataje 55 -377947.0 False 3 2 Rataje 41 -310707.0 False 2 2 Rataje 3 -296631.0 False 2 2 Rataje 99 -380091.0 False 3 2 Rataje 73 -375672.0 False 3 1 Rataje 92 -293352.0 False 2 1 Rataje 14 -307156.0 False 2 1 Rataje 17 -293352.0 False 2 1 Rataje 14 -535000.0 True 2 3 Łazarz 59 -375606.0 False 3 1 Rataje 91 -293488.0 False 3 0 Rataje 94 -293488.0 False 2 0 Rataje 57 -260000.0 True 2 3 Rataje 38 -307428.0 False 2 0 Rataje 21 -293488.0 False 2 0 Rataje 16 -375408.0 False 3 0 Rataje 88 -325000.0 True 2 0 Rataje 47 -405000.0 True 3 2 Rataje 70 -360000.0 True 3 2 Rataje 20 -275000.0 True 2 13 Rataje 49 -410000.0 True 2 5 Rataje 30 -243828.0 False 2 4 Podolany 68 -398853.0 False 3 3 Podolany 18 -421258.0 False 4 3 Podolany 1 -348835.0 False 3 3 Podolany 63 -273546.0 False 2 3 Podolany 76 -256171.0 False 2 3 Podolany 79 -298116.0 False 2 3 Podolany 96 -306247.0 False 2 3 Podolany 35 -337602.0 False 3 3 Podolany 71 -357084.0 False 3 3 Podolany 4 -244647.0 False 2 3 Podolany 82 -641000.0 True 3 3 Łazarz 75 -277000.0 True 2 10 Nowe 80 -450000.0 True 2 2 Grunwald 70 -242000.0 True 2 1 Grunwald 52 -310000.0 True 3 4 Jeżyce 50 -475000.0 True 3 4 Wilda 66 -475000.0 True 3 4 Wilda 66 -120000.0 True 3 3 Grunwald 35 -120000.0 True 3 3 Grunwald 35 -1850000.0 True 5 1 Grunwald 196 -350000.0 True 4 4 Grunwald 50 -280000.0 True 4 4 Grunwald 40 -490000.0 True 4 4 Grunwald 70 -495000.0 True 3 1 Naramowice 70 -545000.0 True 3 0 Rataje 71 -310000.0 True 3 10 Rataje 80 -209000.0 True 2 0 Wilda 36 -295000.0 True 2 4 Garbary 33 -200000.0 True 2 8 Dębiec 50 -359900.0 True 4 4 Rataje 74 -320000.0 True 3 3 Jeżyce 70 -300000.0 True 2 1 Naramowice 23 -535000.0 True 4 2 Wilda 120 -620000.0 True 3 2 Naramowice 60 -495000.0 True 4 1 Naramowice 10 -240000.0 True 2 10 Rataje 36 -597000.0 True 3 0 Naramowice 60 -260000.0 True 2 0 Rataje 40 -399000.0 True 3 0 Winogrady 62 -275000.0 True 3 7 Wilda 20 -350000.0 True 2 2 Piątkowo 50 -429000.0 True 3 0 Grunwald 75 -380000.0 True 3 8 Rataje 80 -295000.0 True 2 1 Rataje 30 -339000.0 True 3 1 Rataje 88 -382000.0 True 3 3 Centrum 30 -299000.0 True 2 2 Sołacz 58 -499000.0 True 3 1 Grunwald 64 -549000.0 True 3 2 Jeżyce 106 -239000.0 True 2 1 Grunwald 36 -295000.0 True 3 2 Grunwald 49 -470000.0 True 4 2 Sołacz 87 -413000.0 True 3 3 Łazarz 46 -259000.0 True 2 1 Jeżyce 47 -348000.0 True 3 9 Nowe 65 -259000.0 True 2 0 Ławica 60 -269000.0 True 2 9 Rataje 49 -224000.0 True 2 0 Łazarz 50 -260000.0 True 3 4 Grunwald 49 -315000.0 True 3 0 Piątkowo 60 -379999.0 True 3 3 Wilda 67 -350000.0 True 2 1 Rataje 63 -270000.0 True 2 4 Grunwald 38 -250000.0 True 3 3 Rataje 53 -439000.0 True 4 2 Łazarz 92 -499000.0 True 3 1 Rataje 50 -290000.0 True 2 2 Dębiec 66 -320000.0 True 2 4 Łazarz 80 -379000.0 True 3 0 Wilda 67 -399000.0 True 3 2 Dębiec 91 -220000.0 True 2 4 Grunwald 43 -268000.0 True 3 4 Jeżyce 50 -399000.0 True 3 1 Bonin 68 -329000.0 True 3 4 Rataje 63 -353457.0 False 2 3 Stare 16 -347900.0 True 3 3 Nowe 10 -237000.0 True 2 2 Dębiec 44 -399000.0 True 3 1 Sołacz 66 -488000.0 True 3 3 Grunwald 70 -220000.0 True 2 4 Grunwald 43 -390000.0 True 3 2 Podolany 68 -299000.0 True 2 0 Wilda 52 -320000.0 True 3 4 Winogrady 50 -370000.0 True 4 4 Piątkowo 73 -339000.0 True 3 9 Rataje 65 -348000.0 True 3 9 Rataje 65 -420000.0 False 4 0 Grunwald 82 -495000.0 True 4 1 Stare 98 -329000.0 True 2 1 Stare 54 -699000.0 True 3 2 Stare 92 -487000.0 True 3 0 Stare 73 -375000.0 True 3 0 Naramowice 69 -270000.0 True 3 4 Rataje 48 -230000.0 True 2 1 Dębiec 38 -498000.0 True 4 4 Centrum 85 -390000.0 True 3 2 Podolany 68 -330000.0 True 4 2 Rataje 62 -299000.0 True 3 6 Jeżyce 70 -270000.0 True 3 4 Rataje 48 -390000.0 True 3 2 Podolany 68 -269000.0 True 2 2 Sołacz 49 -270000.0 True 3 4 Rataje 48 -232034.0 True 2 1 Starołęka 86 -265000.0 True 2 4 Winiary 10 -475000.0 True 2 4 Centrum 54 -585000.0 True 4 1 Piątkowo 100 -260000.0 True 2 0 Naramowice 46 -350000.0 True 4 4 Stare 76 -430000.0 True 2 5 Wilda 57 -366770.0 True 3 1 Winogrady 10 -285200.0 True 2 1 Winogrady 46 -319055.0 True 3 3 Grunwald 21 -307881.0 True 3 0 Grunwald 16 -267702.0 True 2 2 Grunwald 22 -239592.0 True 2 5 Grunwald 59 -375529.0 False 2 3 Stare 71 -247705.0 False 2 1 Podolany 74 -247705.0 False 2 1 Piątkowo 74 -411684.0 False 3 3 Winogrady 17 -349000.0 False 4 0 Szczepankowo 29 -277823.0 False 2 2 Podolany 70 -424377.0 False 4 2 Starołęka 14 -282944.0 False 2 0 Starołęka 59 -270000.0 True 3 0 Grunwald 48 -350000.0 True 4 1 Wilda 80 -340000.0 True 4 4 Winogrady 90 -599000.0 True 4 4 Centrum 109 -369000.0 True 3 0 Wilda 30 -549000.0 True 3 3 Grunwald 60 -345865.0 True 3 2 Jeżyce 21 -261000.0 True 2 2 Jeżyce 57 -410000.0 True 3 2 Jeżyce 74 -339000.0 True 2 2 Centrum 53 -399000.0 True 3 1 Grunwald 65 -410000.0 True 2 2 Jeżyce 74 -295000.0 True 2 2 Raszyn 50 -240000.0 True 2 16 Rataje 36 -250000.0 True 2 4 Rataje 23 -245000.0 True 2 4 Rataje 44 -269000.0 True 2 9 Rataje 49 -240000.0 True 2 2 Dębiec 48 -262000.0 True 2 4 Grunwald 60 -349000.0 True 3 1 Grunwald 57 -365000.0 True 3 1 Rataje 67 -409000.0 True 3 1 Malta 90 -298000.0 True 2 1 Łazarz 55 -599000.0 True 3 3 Grunwald 83 -289000.0 True 2 2 Jeżyce 42 -390000.0 True 3 3 Naramowice 48 -270000.0 True 2 2 Bonin 49 -250000.0 True 2 0 Naramowice 40 -350000.0 True 3 1 Naramowice 51 -270000.0 True 2 2 Sołacz 49 -260000.0 True 2 0 Rataje 46 -339000.0 True 3 9 Rataje 65 -348000.0 True 3 9 Rataje 65 -329000.0 True 3 2 Rataje 59 -230000.0 True 2 1 Dębiec 37 -238000.0 True 2 2 Grunwald 37 -392000.0 True 4 0 Piątkowo 74 -200000.0 True 2 0 Rataje 30 -370000.0 True 4 2 Piątkowo 74 -347000.0 True 3 1 Naramowice 47 -432000.0 True 2 5 Centrum 40 -435000.0 True 3 1 Piątkowo 84 -389000.0 True 2 1 Podolany 46 -799999.0 True 3 1 Sołacz 90 -248000.0 True 3 0 Jeżyce 74 -266000.0 True 2 2 Piątkowo 49 -316498.0 True 2 2 Stare 77 -519000.0 True 3 1 Rataje 50 -442150.0 True 2 2 Stare 75 -395000.0 True 3 2 Centrum 74 -599000.0 True 2 1 Centrum 70 -550.0 True 5 3 Naramowice 15 -499000.0 True 3 0 Grunwald 10 -499000.0 True 3 0 Grunwald 10 -459000.0 True 2 1 Centrum 48 -365000.0 True 3 2 Jeżyce 50 -375000.0 True 3 2 Jeżyce 50 -450000.0 True 3 11 Jeżyce 50 -289000.0 True 2 4 Ogrody 41 -230000.0 True 2 5 Winogrady 60 -440000.0 True 2 4 Centrum 55 -599000.0 True 3 2 Centrum 80 -343200.0 True 3 4 Winogrady 52 -435000.0 True 3 5 Wilda 70 -385000.0 True 2 1 Centrum 60 -300000.0 True 3 3 Centrum 88 -550000.0 True 3 1 Junikowo 84 -529000.0 True 4 4 Centrum 85 -460000.0 True 4 2 Bonin 87 -335000.0 True 3 3 Wilda 82 -405000.0 True 4 2 Nowe 71 -379000.0 True 3 0 Wilda 67 -379000.0 True 3 3 Winiary 55 -360000.0 True 3 4 Rataje 69 -495000.0 True 4 1 Grunwald 64 -285000.0 True 2 3 Wilda 60 -379999.0 True 3 3 Wilda 67 -370000.0 True 2 13 Rataje 67 -700000.0 True 4 1 Górczyn 160 -479000.0 True 3 3 Górczyn 70 -385000.0 True 3 0 Łazarz 80 -550000.0 True 4 1 Łazarz 50 -260000.0 True 3 4 Grunwald 47 -755000.0 True 4 2 Łazarz 90 -319000.0 True 2 0 Górczyn 54 -485000.0 True 2 2 Centrum 55 -485000.0 True 2 2 Centrum 55 -576500.0 True 2 5 Centrum 50 -576500.0 True 2 5 Chwaliszewo 50 -339000.0 True 2 5 Górczyn 41 -438503.0 True 3 2 Centrum 57 -419000.0 True 2 0 Rataje 55 -354454.0 False 2 3 Grunwald 17 -363258.0 False 2 1 Górczyn 59 -489780.0 False 4 2 Górczyn 63 -491520.0 False 4 1 Górczyn 92 -273875.5 False 2 1 Grunwald 13 -267000.0 True 2 2 Dębiec 35 -260000.0 True 2 2 Piątkowo 90 -587000.0 True 4 3 Łazarz 38 -460000.0 True 3 1 Naramowice 110 -695000.0 True 4 1 Rataje 70 -506657.0 True 4 11 Grunwald 73 -338325.0 True 2 13 Grunwald 5 -249641.0 True 2 0 Ogrody 54 -298250.0 True 2 5 Grunwald 38 -297421.0 True 2 2 Grunwald 24 -275000.0 True 2 9 Nowe 38 -249641.0 True 2 0 Jeżyce 54 -344141.0 True 2 8 Winogrady 47 -318384.0 True 3 6 Jeżyce 24 -269984.0 True 3 4 Winogrady 76 -447000.0 True 3 4 Grunwald 20 -450000.0 True 3 2 Strzeszyn 70 -690000.0 True 4 5 Górczyn 25 -334000.0 True 2 4 Sołacz 50 -289476.0 False 2 3 Jeżyce 84 -533745.0 False 5 2 Starołęka 4 -333694.0 False 3 1 Podolany 32 -333694.0 False 3 1 Piątkowo 38 -310000.0 True 2 2 Centrum 74 -310000.0 True 2 1 Grunwald 52 -250000.0 True 2 2 Łazarz 36 -265000.0 True 2 4 Jeżyce 43 -558745.0 False 3 3 Stare 62 -298000.0 True 2 5 Centrum 50 -347090.0 False 3 1 Winogrady 90 -362459.0 False 3 0 Starołęka 80 -754000.0 True 7 1 Stare 116 -247705.0 False 2 1 Podolany 74 -313000.0 True 2 4 Piątkowo 49 -339000.0 True 3 8 Nowe 78 -207000.0 True 2 2 Wilda 33 -295000.0 True 2 4 Grunwald 50 -330000.0 True 3 0 Jeżyce 78 -324500.0 True 2 5 Wilda 65 -429000.0 True 3 4 Wilda 47 -275000.0 True 2 9 Rataje 38 -365000.0 True 4 1 Nowe 54 -259000.0 True 2 6 Winogrady 38 -369000.0 True 2 3 Piątkowo 60 -414225.0 True 3 3 Centrum 23 -269000.0 True 3 3 Winogrady 48 -320000.0 True 2 3 Rataje 20 -288465.0 True 2 1 Starołęka 77 -321845.0 False 3 1 Grunwald 55 -389000.0 True 3 4 Piątkowo 16 -289000.0 True 2 7 Winiary 80 -249000.0 True 2 0 Komorniki 53 -391729.0 True 3 2 Winogrady 21 -285383.0 True 2 1 Winogrady 37 -228144.0 True 3 2 Nowe 56 -204450.0 True 2 1 Nowe 33 -496573.0 False 3 2 Stare 78 -286000.0 True 2 5 Centrum 49 -269000.0 True 2 1 Ogrody 50 -114642.0 True 2 0 Łazarz 46 -286000.0 True 2 5 Centrum 49 -390000.0 True 2 0 Świerczewo 60 -320000.0 True 4 1 Jeżyce 40 -706655.0 False 3 2 Nowe 45 -754000.0 False 5 0 Morasko 42 -259000.0 True 3 4 Winogrady 60 -289000.0 True 2 7 Winogrady 80 -350000.0 True 3 0 Rataje 63 -260000.0 True 2 1 Łazarz 54 -319990.0 True 2 3 Jeżyce 70 -228144.0 False 3 2 Głuszyna 56 -156085.0 False 2 2 Głuszyna 45 -350000.0 True 4 4 Stare 60 -394000.0 False 4 0 Szczepankowo 77 -287882.0 False 2 1 Starołęka 85 -445000.0 True 4 3 Piątkowo 65 -229000.0 True 2 1 Grunwald 16 -220000.0 True 2 3 Jeżyce 37 -285000.0 True 3 2 Antoninek 61 -550000.0 True 3 1 Jeżyce 73 -504326.0 True 4 4 Stare 26 -371930.0 True 4 2 Jeżyce 57 -255000.0 True 3 2 Grunwald 20 -279000.0 True 2 3 Piątkowo 30 -325000.0 True 2 0 Nowe 80 -604395.0 True 5 1 Wilda 31 -558000.0 True 5 1 Wilda 2 -1007500.0 False 4 1 Starołęka 94 -1203616.0 False 5 0 Starołęka 71 -298980.0 False 2 5 Winogrady 30 -263140.0 False 2 0 Naramowice 5 -281988.0 False 2 7 Naramowice 76 -349000.0 False 4 0 Szczepankowo 29 -277823.0 False 2 2 Podolany 70 -424377.0 False 4 2 Starołęka 14 -282944.0 False 2 0 Starołęka 59 -282944.0 False 2 0 Starołęka 59 -349668.0 False 2 2 Stare 15 -321904.0 False 2 4 Winogrady 92 -367000.0 True 3 1 Centrum 30 -350000.0 True 3 1 Nowe 63 -350000.0 True 2 1 Rataje 63 -399000.0 True 3 5 Grunwald 98 -429000.0 True 3 3 Centrum 102 -451000.0 True 3 2 Wilda 30 -565000.0 True 4 0 Sołacz 90 -285000.0 True 3 2 Antoninek 61 -350000.0 True 2 1 Rataje 54 -299000.0 True 2 5 Centrum 50 -269000.0 True 2 9 Rataje 49 -249000.0 True 2 2 Grunwald 46 -285000.0 True 3 2 Antoninek 10 -250000.0 True 2 4 Wilda 54 -269000.0 True 3 1 Wilda 68 -350000.0 True 4 4 Piątkowo 76 -360000.0 True 3 1 Grunwald 49 -260000.0 True 2 0 Rataje 46 -350000.0 True 2 4 Jeżyce 56 -263000.0 True 2 1 Rataje 44 -285000.0 True 2 2 Centrum 52 -285000.0 True 2 2 Łazarz 52 -429000.0 True 4 2 Grunwald 92 -211190.0 False 2 0 Podolany 78 -219000.0 True 2 3 Wilda 40 -820000.0 True 4 1 Grunwald 133 -299000.0 True 2 1 Centrum 11 -288000.0 True 2 4 Naramowice 44 -820000.0 True 4 1 Grunwald 133 -470000.0 True 4 2 Sołacz 87 -364000.0 True 3 4 Nowe 90 -706655.0 False 3 2 Nowe 45 -425000.0 True 3 1 Rataje 70 -248000.0 True 2 2 Winogrady 80 -260000.0 True 3 10 Śródka 48 -289000.0 True 2 0 Grunwald 80 -389000.0 True 3 4 Nowe 84 -253000.0 True 2 0 Łazarz 10 -449000.0 False 5 0 Szczepankowo 68 -225288.0 False 2 1 Rataje 91 -389528.0 False 2 2 Stare 87 -481903.0 False 3 2 Stare 53 -349000.0 False 4 0 Szczepankowo 29 -534523.0 False 3 2 Stare 62 -465538.0 False 3 1 Stare 78 -263000.0 True 2 0 Wilda 75 -370000.0 True 4 4 Piątkowo 76 -305000.0 True 3 3 Winogrady 60 -180000.0 True 3 2 Wilda 35 -189000.0 True 2 4 Wilda 35 -357692.0 False 3 2 Starołęka 31 -282994.0 False 2 0 Starołęka 59 -211190.0 False 2 0 Piątkowo 78 -349000.0 False 4 0 Szczepankowo 29 -277823.0 False 2 2 Podolany 70 -424377.0 False 4 2 Starołęka 14 -282944.0 False 2 0 Starołęka 59 -282944.0 False 2 0 Starołęka 59 -245000.0 True 2 7 Rataje 44 -570000.0 True 4 0 Jeżyce 90 -720000.0 True 4 7 Jeżyce 90 -237000.0 True 2 2 Dębiec 44 -329000.0 True 3 3 Piątkowo 60 -270000.0 True 3 3 Stare 47 -487000.0 True 3 0 Naramowice 83 -271000.0 True 2 3 Stare 37 -372000.0 False 4 1 Grunwald 87 -487000.0 True 3 0 Stare 11 -326000.0 True 2 1 Sołacz 39 -270000.0 True 2 10 Śródka 48 -349000.0 True 3 3 Rataje 63 -285000.0 True 2 2 Grunwald 52 -262500.0 True 4 0 Wilda 75 -350000.0 True 2 1 Rataje 80 -199000.0 True 2 3 Grunwald 35 -349000.0 False 4 0 Szczepankowo 29 -250000.0 True 2 3 Wilda 10 -234000.0 True 2 7 Wilda 46 -210000.0 True 2 1 Wilda 65 -249000.0 True 2 10 Grunwald 43 -469000.0 True 2 1 Winogrady 30 -235000.0 True 2 0 Nowe 10 -265000.0 True 2 0 Centrum 40 -329000.0 True 3 13 Rataje 65 -265000.0 True 2 2 Piątkowo 70 -350000.0 True 3 0 Stare 10 -307000.0 True 2 4 Stare 49 -315000.0 True 3 0 Stare 63 -350000.0 True 3 0 Rataje 63 -690000.0 True 2 1 Stare 20 -423000.0 True 2 2 Wilda 49 -250000.0 True 2 6 Grunwald 31 -292000.0 True 3 2 Winogrady 47 -249000.0 True 2 10 Grunwald 42 -350000.0 True 2 3 Rataje 52 -780000.0 True 3 0 Grunwald 87 -1000000.0 True 15 5 Wilda 50 -535000.0 True 2 2 Centrum 55 -285200.0 True 2 0 Stare 46 -434201.0 True 4 1 Nowe 54 -344152.0 True 3 0 Nowe 80 -396000.0 True 3 1 Wilda 50 -240000.0 True 2 16 Rataje 36 -390000.0 True 3 4 Piątkowo 74 -288000.0 True 2 4 Naramowice 22 -518000.0 True 4 0 Wilda 41 -320000.0 True 4 3 Stare 40 -449000.0 True 5 3 Wilda 97 -249000.0 True 2 10 Grunwald 42 -289000.0 True 3 4 Winogrady 48 -289000.0 True 2 7 Jeżyce 80 -330715.0 True 2 2 Wilda 13 -97000.0 True 2 4 Wilda 80 -285000.0 True 2 2 Łazarz 20 -389000.0 True 3 4 Piątkowo 69 -249000.0 True 2 4 Rataje 44 -409000.0 True 3 1 Rataje 62 -240000.0 True 2 2 Dębiec 48 -289000.0 True 3 4 Stare 47 -270000.0 True 3 10 Grunwald 52 -389000.0 True 3 4 Piątkowo 69 -179000.0 True 2 0 Grunwald 34 -364000.0 False 3 6 Grunwald 64 -410000.0 True 2 4 Jeżyce 43 -590000.0 True 3 3 Jeżyce 30 -325000.0 True 3 2 Jeżyce 64 -398000.0 True 3 3 Łazarz 96 -255000.0 True 2 2 Wilda 72 -329000.0 True 2 1 Naramowice 40 -290000.0 True 2 6 Winiary 49 -319875.0 False 2 8 Grunwald 18 -356251.9 False 3 13 Grunwald 20 -319875.0 False 2 7 Grunwald 18 -350557.33 False 2 13 Grunwald 58 -338325.0 False 2 13 Grunwald 5 -329763.26 False 2 9 Grunwald 94 -324400.97 False 2 7 Grunwald 94 -388352.0 False 3 7 Grunwald 60 -347633.0 False 3 10 Grunwald 20 -409713.0 False 3 11 Grunwald 62 -330368.0 False 2 12 Grunwald 62 -347839.75 False 2 12 Grunwald 58 -347193.22 False 3 11 Grunwald 7 -350506.16 False 3 11 Grunwald 20 -342405.13 False 2 11 Grunwald 58 -319875.0 False 2 9 Grunwald 18 -341703.96 False 3 8 Grunwald 21 -336969.98 False 2 10 Grunwald 58 -413044.0 False 3 12 Grunwald 62 -341703.96 False 3 9 Grunwald 21 -325206.0 False 2 10 Grunwald 62 -338111.0 False 2 15 Grunwald 62 -424977.14 False 4 5 Grunwald 20 -327787.0 False 2 11 Grunwald 62 -353378.74 False 3 12 Grunwald 20 -332949.0 False 2 13 Grunwald 62 -383760.0 False 3 6 Grunwald 60 -335530.0 False 2 14 Grunwald 62 -387040.0 False 3 5 Grunwald 60 -302985.6 False 2 4 Grunwald 18 -421375.5 False 4 4 Grunwald 20 -410780.0 False 3 3 Grunwald 44 -417773.83 False 4 3 Grunwald 20 -303286.5 False 2 3 Grunwald 13 -302038.4 False 2 3 Grunwald 2 -319055.27 False 3 3 Grunwald 21 -414352.0 False 3 4 Grunwald 44 -417807.03 False 4 4 Grunwald 7 -414172.54 False 4 2 Grunwald 20 -352390.0 False 2 12 Grunwald 80 -377200.0 False 3 3 Grunwald 60 -314089.0 False 2 5 Grunwald 49 -339072.0 False 2 9 Grunwald 98 -321812.5 False 2 8 Grunwald 49 -500203.02 False 4 10 Grunwald 73 -355080.0 False 2 13 Grunwald 80 -325184.0 False 2 11 Grunwald 81 -297420.8 False 2 3 Grunwald 24 -506566.5 False 4 11 Grunwald 73 -335722.5 False 2 12 Grunwald 5 -349700.0 False 2 11 Grunwald 80 -330517.5 False 2 10 Grunwald 5 -495722.51 False 4 9 Grunwald 99 -426416.8 False 4 6 Grunwald 20 -327081.85 False 2 8 Grunwald 94 -307080.0 False 2 5 Grunwald 18 -305793.0 False 2 4 Grunwald 13 -380480.0 False 3 4 Grunwald 60 -312198.0 False 2 6 Grunwald 18 -410665.2 False 4 2 Grunwald 7 -333231.99 False 3 7 Grunwald 21 -514939.5 False 4 13 Grunwald 73 -317880.0 False 2 2 Grunwald 98 -510753.0 False 4 12 Grunwald 73 -333120.0 False 2 11 Grunwald 5 -324387.0 False 2 9 Grunwald 49 -311514.5 False 2 4 Grunwald 49 -495722.51 False 4 8 Grunwald 99 -331125.0 False 2 5 Grunwald 98 -495782.26 False 4 7 Grunwald 99 -328476.0 False 2 4 Grunwald 98 -316848.0 False 2 6 Grunwald 52 -442803.77 False 4 5 Grunwald 7 -315819.0 False 2 5 Grunwald 13 -293436.18 False 2 1 Grunwald 15 -435784.0 False 3 5 Grunwald 44 -414235.76 False 4 3 Grunwald 7 -407208.0 False 3 2 Grunwald 44 -579000.0 True 4 3 Naramowice 97 -410000.0 True 2 5 Rataje 53 -199000.0 True 2 4 Grunwald 20 -375000.0 True 2 3 Grunwald 51 -350000.0 True 3 0 Naramowice 59 -289000.0 True 3 4 Winogrady 47 -240000.0 True 2 16 Rataje 36 -350000.0 True 3 1 Naramowice 51 -238000.0 True 3 2 Warszawskie 48 -277823.0 False 2 2 Podolany 70 -372000.0 True 4 1 Nadolnik 125 -410000.0 True 2 5 Rataje 53 -249000.0 True 2 4 Rataje 44 -420000.0 True 2 1 Naramowice 50 -420000.0 True 2 3 Naramowice 50 -339000.0 True 2 2 Stare 53 -298000.0 True 3 1 Nowe 30 -250000.0 True 3 0 Stare 45 -475000.0 True 4 4 Naramowice 50 -329000.0 True 3 1 Jeżyce 112 -439000.0 True 3 3 Grunwald 10 -250000.0 True 2 6 Winogrady 42 -259000.0 True 3 1 Grunwald 48 -375000.0 True 2 7 Piątkowo 90 -295000.0 True 2 7 Stare 10 -370000.0 True 4 4 Piątkowo 60 -325000.0 True 3 3 Łazarz 62 -375000.0 True 3 1 Nowe 63 -390000.0 True 4 4 Piątkowo 74 -288000.0 True 3 4 Stare 30 -468000.0 True 2 3 Grunwald 60 -250000.0 True 2 6 Winogrady 42 -350000.0 True 2 2 Jeżyce 46 -292000.0 True 3 2 Winogrady 30 -310000.0 True 2 1 Nowe 40 -289000.0 True 3 4 Winogrady 47 -405900.0 True 3 2 Stare 82 -149000.0 True 3 5 Nowe 56 -326000.0 True 2 1 Sołacz 39 -350000.0 True 2 2 Jeżyce 47 -224343.0 False 2 4 Starołęka 35 -362220.0 False 3 3 Starołęka 60 -287394.0 False 2 2 Starołęka 50 -320739.0 False 3 1 Starołęka 56 -177000.0 True 2 2 Dębiec 25 -313000.0 True 2 1 Górczyn 48 -313000.0 True 2 1 Dębiec 48 -429000.0 True 3 4 Rataje 79 -643720.0 True 4 0 Stare 60 -325000.0 True 2 3 Stare 60 -319000.0 True 2 0 Grunwald 20 -364000.0 True 3 1 Nowe 67 -285000.0 True 2 2 Łazarz 52 -339000.0 True 2 2 Centrum 53 -279000.0 True 2 0 Naramowice 43 -350000.0 True 2 4 Jeżyce 53 -419000.0 True 3 1 Piątkowo 74 -195000.0 True 2 3 Zawady 35 -390000.0 True 2 0 Centrum 60 -177000.0 True 2 2 Dębiec 70 -279000.0 True 2 1 Stare 60 -489000.0 True 4 2 Wilda 120 -299000.0 True 2 1 Jeżyce 32 -205000.0 True 2 4 Wilda 27 -362000.0 True 2 1 Centrum 50 -285000.0 True 2 2 Łazarz 52 -998000.0 True 6 2 Stare 161 -259000.0 True 3 2 Grunwald 45 -439000.0 True 2 3 Rataje 53 -550000.0 True 4 1 Górczyn 90 -310000.0 True 3 10 Nowe 40 -355000.0 True 3 2 Stare 64 -252000.0 True 2 9 Grunwald 50 -659000.0 True 3 2 Nowe 60 -307000.0 True 2 4 Piątkowo 49 -347900.0 True 3 3 Nowe 10 -229000.0 True 2 3 Stare 56 -569000.0 True 4 0 Wilda 50 -136000.0 True 2 1 Nowe 43 -102500.0 True 2 3 Nowe 80 -485000.0 True 4 2 Grunwald 89 -360000.0 True 3 3 Nowe 63 -339000.0 True 3 3 Stare 90 -285000.0 True 2 0 Łazarz 49 -299000.0 True 2 1 Centrum 52 -429999.0 True 3 3 Centrum 20 -429999.0 True 3 3 Centrum 20 -395000.0 True 3 3 Wilda 75 -307000.0 True 2 4 Piątkowo 49 -326000.0 True 2 4 Łazarz 80 -382280.0 True 3 3 Centrum 50 -233239.0 False 2 2 Podolany 87 -400608.0 False 3 2 Podolany 48 -422604.0 False 4 2 Podolany 24 -350064.0 False 3 2 Podolany 84 -349420.0 False 3 2 Podolany 73 -275008.0 False 2 2 Podolany 1 -255762.0 False 2 2 Podolany 72 -257400.0 False 2 2 Podolany 44 -307710.0 False 2 2 Podolany 60 -338188.0 False 3 2 Podolany 81 -258336.0 False 2 2 Podolany 16 -370948.0 False 4 2 Podolany 41 -358605.0 False 3 2 Podolany 30 -245934.0 False 2 2 Podolany 4 -233941.0 False 2 1 Podolany 99 -401544.0 False 3 1 Podolany 64 -424008.0 False 4 1 Podolany 48 -350181.0 False 3 1 Podolany 86 -349537.0 False 3 1 Podolany 75 -275710.0 False 2 1 Podolany 13 -256756.0 False 2 1 Podolany 89 -258102.0 False 2 1 Podolany 12 -255000.0 True 2 3 Jeżyce 38 -300222.0 False 2 1 Podolany 22 -308412.0 False 2 1 Podolany 72 -338305.0 False 3 1 Podolany 83 -259038.0 False 2 1 Podolany 28 -371884.0 False 4 1 Podolany 57 -359541.0 False 3 1 Podolany 46 -234636.0 False 2 1 Podolany 16 -234234.0 False 2 0 Podolany 4 -401719.0 False 3 0 Podolany 67 -423715.0 False 4 0 Podolany 43 -350181.0 False 3 0 Podolany 86 -249537.0 False 3 0 Podolany 75 -276061.0 False 2 0 Podolany 19 -257341.0 False 2 0 Podolany 99 -258453.0 False 2 0 Podolany 18 -220837.0 False 2 0 Podolany 75 -419000.0 True 2 7 Grunwald 20 -419000.0 True 3 4 Wilda 60 -379000.0 True 2 3 Winogrady 48 -315000.0 True 3 0 Piątkowo 60 -339000.0 True 3 1 Rataje 67 -270000.0 True 2 4 Grunwald 38 -268000.0 True 2 5 Rataje 42 -1500000.0 True 3 5 Centrum 68 -264000.0 True 3 4 Nowe 53 -432000.0 True 4 1 Grunwald 72 -449900.0 True 3 2 Stare 81 -295000.0 True 2 1 Nowe 39 -290000.0 True 2 6 Sołacz 49 -307000.0 True 2 4 Piątkowo 49 -285000.0 True 2 3 Piątkowo 49 -285000.0 True 2 3 Wilda 60 -519000.0 True 3 1 Rataje 50 -264000.0 True 3 4 Rataje 53 -318000.0 True 2 4 Piątkowo 49 -325000.0 True 3 3 Sołacz 40 -377685.0 False 2 4 Podolany 4 -377685.0 False 3 4 Podolany 67 -423715.0 False 4 0 Podolany 43 -350181.0 False 3 0 Podolany 86 -349537.0 False 3 0 Podolany 75 -276061.0 False 2 0 Podolany 19 -242990.0 False 2 0 Podolany 18 -283645.0 False 2 0 Podolany 39 -308763.0 False 2 0 Podolany 78 -338305.0 False 3 0 Podolany 83 -480000.0 True 2 2 Centrum 56 -499000.0 True 2 2 Nowe 36 -299000.0 True 2 16 Rataje 49 -355000.0 True 3 2 Stare 64 -210000.0 True 2 0 Grunwald 52 -277098.0 True 2 0 Nowe 59 -410000.0 True 3 1 Górczyn 82 -399000.0 True 3 2 Górczyn 91 -390000.0 True 3 1 Łazarz 75 -370000.0 True 2 0 Górczyn 65 -239000.0 True 2 3 Piątkowo 59 -185000.0 True 2 8 Wilda 38 -432000.0 True 3 0 Wilda 72 -360000.0 True 3 4 Rataje 69 -259330.0 False 2 0 Podolany 33 -372996.0 False 4 0 Podolany 76 -360000.0 True 3 2 Rataje 69 -370000.0 True 4 4 Piątkowo 76 -338579.0 False 3 0 Podolany 56 -231550.0 False 2 0 Podolany 10 -325000.0 True 2 1 Jeżyce 56 -355000.0 True 2 4 Jeżyce 56 -275000.0 True 2 1 Sołacz 50 -355000.0 True 3 2 Piątkowo 66 -224000.0 True 2 0 Górczyn 50 -499000.0 True 3 1 Grunwald 65 -1300000.0 True 2 3 Wilda 90 -399000.0 True 2 4 Grunwald 49 -349999.0 True 4 4 Stare 60 -390000.0 True 3 3 Stare 48 -325000.0 True 3 4 Jeżyce 30 -360000.0 True 3 2 Rataje 69 -389000.0 True 3 4 Stare 74 -450000.0 True 3 2 Naramowice 66 -660000.0 True 4 2 Winogrady 110 -313000.0 True 2 4 Jeżyce 50 -289000.0 True 2 6 Jeżyce 86 -279000.0 True 3 3 Rataje 54 -282000.0 True 2 1 Jeżyce 38 -282000.0 True 2 1 Strzeszyn 38 -225000.0 True 2 2 Grunwald 38 -339000.0 True 3 0 Jeżyce 24 -519000.0 True 3 1 Nowe 64 -189000.0 True 2 2 Grunwald 35 -275000.0 True 3 2 Grunwald 60 -1550000.0 True 6 1 Grunwald 170 -290000.0 True 2 6 Jeżyce 49 -185000.0 True 2 8 Dębiec 80 -270000.0 True 2 4 Grunwald 38 -349000.0 True 3 0 Grunwald 60 -349000.0 True 3 0 Grunwald 60 -360000.0 True 3 2 Nowe 69 -575000.0 True 4 4 Jeżyce 94 -360000.0 True 2 1 Centrum 50 -327000.0 True 4 3 Dębiec 75 -499000.0 True 2 2 Stare 43 -379000.0 True 3 0 Rataje 56 -379000.0 True 3 3 Jeżyce 55 -359000.0 True 2 3 Rataje 48 -205000.0 True 2 2 Starołęka 40 -280000.0 True 2 1 Stare 30 -359000.0 True 3 2 Piątkowo 50 -465374.0 False 3 2 Stare 62 -250000.0 True 2 6 Sołacz 42 -237000.0 True 2 10 Grunwald 38 -365000.0 True 2 1 Centrum 50 -449000.0 True 3 1 Naramowice 89 -329000.0 True 3 7 Rataje 80 -390000.0 True 3 3 Piątkowo 48 -275000.0 True 2 2 Piątkowo 58 -365000.0 True 3 1 Stare 64 -280000.0 True 3 9 Jeżyce 48 -425000.0 True 3 0 Piątkowo 50 -1500000.0 True 3 0 Grunwald 100 -310000.0 True 2 2 Centrum 73 -235000.0 True 2 3 Grunwald 38 -286000.0 True 2 4 Centrum 49 -350000.0 True 2 4 Jeżyce 56 -225000.0 True 2 0 Górczyn 50 -360000.0 True 4 0 Piątkowo 60 -409000.0 True 3 1 Malta 90 -313000.0 True 2 4 Piątkowo 49 -259000.0 True 2 5 Grunwald 45 -279000.0 True 2 5 Centrum 42 -314900.0 True 2 2 Naramowice 41 -635000.0 True 4 3 Grunwald 70 -300000.0 True 3 1 Rataje 80 -390000.0 True 4 1 Jeżyce 70 -615000.0 True 4 1 Jeżyce 130 -525000.0 True 4 3 Jeżyce 70 -199000.0 True 2 6 Grunwald 20 -299000.0 True 3 2 Grunwald 49 -300000.0 True 3 2 Grunwald 49 -259000.0 True 2 3 Rataje 49 -375000.0 True 3 1 Rataje 62 -365000.0 True 4 1 Wilda 79 -248000.0 True 2 14 Rataje 49 -340000.0 True 2 0 Junikowo 62 -280000.0 True 3 1 Jeżyce 58 -475000.0 True 4 0 Górczyn 102 -379000.0 True 3 0 Wilda 67 -399000.0 True 4 0 Nowe 69 -404000.0 True 4 0 Nowe 69 -339000.0 True 3 13 Nowe 65 -369000.0 True 2 3 Stare 49 -370000.0 True 2 4 Rataje 80 -382280.0 True 3 3 Stare 30 -259000.0 True 2 3 Żegrze 49 -329000.0 True 3 7 Rataje 66 -410000.0 True 5 0 Łazarz 111 -295000.0 True 2 4 Wilda 35 -349000.0 True 2 2 Stare 33 -239000.0 True 2 3 Rataje 53 -275000.0 True 2 13 Rataje 49 -495000.0 True 4 1 Naramowice 98 -239000.0 True 2 0 Naramowice 80 -384000.0 True 4 0 Grunwald 93 -289000.0 True 2 2 Zawady 48 -210000.0 True 2 3 Grunwald 38 -329000.0 True 2 3 Rataje 50 -439000.0 True 4 2 Grunwald 92 -235000.0 True 2 3 Grunwald 50 -398000.0 True 2 1 Grunwald 32 -150000.0 True 2 2 Nowe 50 -650000.0 True 3 2 Centrum 101 -191000.0 True 2 0 Górczyn 42 -238000.0 True 2 8 Jeżyce 37 -550000.0 True 3 1 Grunwald 73 -210000.0 True 2 0 Grunwald 65 -308000.0 True 3 0 Jeżyce 70 -620000.0 True 4 1 Smochowice 82 -565000.0 True 4 0 Sołacz 90 -259000.0 True 2 5 Górczyn 45 -259000.0 True 2 4 Grunwald 50 -395000.0 True 4 1 Wilda 80 -300000.0 True 2 1 Centrum 8 -245000.0 True 2 2 Centrum 8 -250000.0 True 2 4 Nowe 23 -399000.0 False 5 0 Szczepankowo 77 -399000.0 False 5 0 Szczepankowo 77 -399000.0 False 5 0 Szczepankowo 77 -402000.0 False 5 0 Szczepankowo 77 -402000.0 False 5 0 Szczepankowo 77 -402000.0 False 5 0 Szczepankowo 77 -402000.0 False 5 0 Szczepankowo 77 -375000.0 True 3 4 Winogrady 65 -248000.0 True 2 14 Rataje 49 -1017445.0 False 6 8 Nowe 53 -316357.0 False 2 7 Nowe 82 -316547.0 False 2 5 Nowe 85 -316674.0 False 2 1 Nowe 87 -356933.0 False 3 1 Nowe 21 -317944.0 False 2 7 Nowe 7 -318198.0 False 2 4 Nowe 11 -318452.0 False 2 3 Nowe 15 -318452.0 False 2 2 Nowe 15 -318071.0 False 2 1 Nowe 9 -350583.0 False 3 1 Nowe 21 -603948.0 False 4 5 Nowe 11 -606171.0 False 4 3 Nowe 46 -606171.0 False 4 2 Nowe 46 -324800.0 False 2 3 Nowe 56 -324800.0 False 2 1 Nowe 56 -460184.0 False 4 7 Nowe 47 -460248.0 False 4 6 Nowe 48 -484314.0 False 4 4 Nowe 27 -484505.0 False 4 3 Nowe 30 -484505.0 False 4 2 Nowe 30 -483616.0 False 4 1 Nowe 16 -424370.0 False 4 3 Nowe 83 -424370.0 False 4 2 Nowe 83 -549211.0 False 4 1 Nowe 49 -359000.0 True 2 4 Grunwald 40 -439000.0 True 4 2 Łazarz 92 -402000.0 False 5 0 Szczepankowo 77 -327000.0 True 3 3 Stare 64 -349000.0 True 4 2 Rataje 20 -380000.0 True 3 4 Nowe 100 -300000.0 True 2 2 Winogrady 58 -339000.0 True 3 3 Stare 37 -664443.3 False 2 2 Stare 57 -308000.0 True 3 4 Rataje 70 -240000.0 True 2 6 Grunwald 42 -270000.0 True 3 0 Grunwald 48 -320000.0 True 3 8 Rataje 78 -319000.0 True 2 2 Jeżyce 55 -335400.0 True 2 1 Łazarz 52 -250000.0 True 3 3 Nowe 53 -355000.0 True 4 0 Stare 88 -360000.0 True 4 0 Grunwald 66 -495000.0 True 3 0 Centrum 63 -268900.0 True 3 10 Grunwald 56 -379000.0 True 2 3 Stare 16 -287000.0 True 2 10 Winogrady 80 -250000.0 True 2 4 Rataje 44 -279000.0 True 4 3 Rataje 62 -265000.0 True 3 0 Rataje 48 -225000.0 True 2 0 Grunwald 50 -290000.0 True 3 8 Osiedle 70 -228000.0 True 4 4 Swarzędz 64 -330000.0 True 4 0 Grunwald 50 -495000.0 True 3 1 Grunwald 64 -307000.0 True 2 4 Piątkowo 50 -225000.0 True 2 7 Ogrody 53 -340000.0 True 2 2 Naramowice 16 -245000.0 True 2 9 Rataje 38 -439000.0 True 3 3 Piątkowo 77 -499000.0 True 4 4 Stare 85 -249000.0 True 3 4 Rataje 53 -410000.0 True 5 0 Łazarz 8 -379000.0 True 2 5 Grunwald 50 -300000.0 True 3 1 Grunwald 48 -1780000.0 True 4 0 Stare 86 -459000.0 True 3 1 Grunwald 81 -450000.0 True 3 2 Stare 67 -1040000.0 True 2 10 Centrum 79 -320000.0 True 2 1 Naramowice 23 -430000.0 True 3 3 Łazarz 96 -380000.0 True 2 6 Dębiec 55 -240000.0 True 2 11 Rataje 42 -275000.0 True 2 2 Naramowice 60 -265000.0 True 2 1 Wilda 60 -515000.0 True 4 2 Jeżyce 87 -420000.0 True 4 3 Grunwald 50 -349000.0 True 2 3 Jeżyce 50 -253000.0 True 2 9 Stare 38 -259500.0 True 2 0 Łazarz 90 -460000.0 True 3 1 Antoninek 8 -379000.0 True 3 0 Rataje 57 -379000.0 True 3 0 Rataje 57 -480000.0 True 4 1 Grunwald 64 -325000.0 True 3 0 Stare 78 -379000.0 True 3 0 Nowe 56 -365000.0 True 2 1 Centrum 50 -349000.0 True 2 3 Centrum 56 -399000.0 True 2 1 Rataje 54 -420000.0 True 3 1 Jeżyce 38 -569000.0 True 4 0 Wilda 118 -302000.0 True 2 3 Winogrady 49 -460000.0 True 3 0 Grunwald 65 -450000.0 True 3 1 Grunwald 84 -269000.0 True 2 4 Rataje 40 -945000.0 True 6 2 Stare 126 -900000.0 True 6 1 Stare 120 -1845000.0 True 12 1 Stare 246 -360000.0 True 3 2 Grunwald 58 -473120.0 True 2 2 Grunwald 14 -458175.0 True 3 0 Grunwald 9 -538229.0 True 3 3 Grunwald 12 -439000.0 True 3 3 Piątkowo 70 -365000.0 True 3 2 Rataje 65 -640174.0 True 3 0 Grunwald 7 -289000.0 True 3 3 Rataje 48 -442612.0 True 2 4 Grunwald 11 -321845.0 False 3 1 Grunwald 55 -349000.0 True 3 5 Rataje 78 -439000.0 True 4 2 Grunwald 92 -395000.0 True 4 4 Stare 84 -390000.0 False 2 2 Grunwald 53 -320000.0 True 3 0 Rataje 56 -480000.0 True 2 1 Stare 44 -315000.0 True 3 1 Nowe 62 -379000.0 True 3 1 Piątkowo 78 -249000.0 True 2 4 Rataje 44 -419000.0 True 3 2 Piątkowo 20 -375000.0 True 3 4 Winogrady 65 -320000.0 True 3 6 Rataje 56 -527150.0 True 4 3 Winogrady 10 -444600.0 True 3 2 Winogrady 40 -360000.0 True 2 1 Centrum 50 -210000.0 True 2 0 Dębiec 37 -747000.0 True 3 7 Nowe 83 -760000.0 True 4 1 Stare 96 -354000.0 True 4 0 Jeżyce 71 -354000.0 True 4 0 Jeżyce 71 -595000.0 True 7 1 Jeżyce 136 -369000.0 True 3 3 Centrum 63 -279000.0 True 2 1 Naramowice 51 -379000.0 True 3 0 Rataje 57 -358000.0 True 3 2 Nowe 90 -350000.0 True 3 1 Starołęka 15 -529000.0 True 4 2 Centrum 107 -840000.0 True 4 0 Centrum 100 -311500.0 True 2 1 Wilda 89 -280000.0 True 2 5 Naramowice 41 -243656.0 True 2 1 Jeżyce 64 -259000.0 True 2 0 Grunwald 40 -260127.0 True 2 1 Ogrody 41 -210000.0 True 2 0 Dębiec 37 -417231.0 True 2 2 Stare 50 -290000.0 True 20 2 Stare 80 -209000.0 True 2 10 Rataje 38 -353000.0 True 3 2 Grunwald 52 -406100.0 True 3 2 Grunwald 61 -389000.0 True 4 0 Nowe 75 -295850.0 True 3 2 Ostrów 33 -295660.0 True 2 1 Ostrów 87 -241940.0 True 2 1 Jeżyce 51 -480000.0 True 4 4 Wilda 80 -449000.0 True 3 2 Wilda 104 -1850000.0 True 7 1 Sołacz 206 -394000.0 False 4 1 Nowe 69 -469000.0 True 3 2 Grunwald 40 -280000.0 True 3 9 Jeżyce 48 -325000.0 True 2 1 Jeżyce 56 -425000.0 True 4 6 Nowe 85 -510000.0 True 3 3 Grunwald 70 -220000.0 True 2 0 Grunwald 50 -319000.0 True 2 3 Podolany 40 -315000.0 True 3 3 Rataje 56 -234400.0 True 2 0 Górczyn 50 -235000.0 True 2 4 Winogrady 68 -229000.0 True 2 8 Winogrady 62 -820000.0 True 4 0 Jeżyce 41 -239000.0 True 2 5 Winogrady 68 -450000.0 True 3 2 Naramowice 67 -310000.0 True 2 2 Centrum 73 -239900.0 True 2 4 Rataje 38 -364520.0 False 3 1 Jeżyce 8 -285285.0 False 3 3 Jeżyce 89 -439000.0 True 3 0 Szczepankowo 77 -224000.0 True 2 0 Łazarzm 50 -820000.0 True 4 3 Centrum 59 -255200.0 True 2 0 Jeżyce 13 -253000.0 True 2 2 Jeżyce 2 -246000.0 True 2 1 Jeżyce 12 -235000.0 True 2 4 Rataje 38 -365000.0 True 4 1 Nowe 54 -299000.0 True 2 2 Grunwald 35 -319000.0 True 2 4 Łazarz 46 -263000.0 True 2 2 Dębiec 48 -1555200.0 True 4 2 Jeżyce 144 -265000.0 True 2 2 Rataje 38 -279000.0 True 2 1 Stare 60 -655000.0 True 3 4 Stare 60 -307000.0 True 2 4 Piątkowo 20 -569000.0 True 4 0 Wilda 40 -310000.0 True 3 1 Piątkowo 60 -430000.0 True 2 3 Grunwald 70 -259000.0 True 2 2 Stare 49 -487000.0 True 3 0 Naramowice 83 -298500.0 True 2 1 Jeżyce 28 -420000.0 True 5 0 Łazarz 8 -680000.0 True 3 0 Stare 89 -669000.0 True 2 0 Łazarz 70 -359000.0 True 2 2 Jeżyce 50 -299900.0 True 2 2 Jeżyce 60 -760000.0 True 5 1 Centrum 73 -604836.0 True 4 6 Grunwald 40 -263400.0 True 2 0 Grunwald 90 -340166.0 True 3 0 Grunwald 10 -480000.0 True 3 0 Rataje 69 -320000.0 True 2 3 Stare 55 -420000.0 True 3 3 Łazarz 95 -690000.0 True 5 1 Stare 100 -568000.0 True 4 0 Centrum 114 -520000.0 True 4 1 Nowe 91 -299000.0 True 2 2 Jeżyce 61 -680000.0 True 3 0 Stare 89 -290000.0 True 2 5 Winogrady 80 -177000.0 True 2 2 Wilda 34 -360000.0 True 3 4 Nowe 63 -820000.0 True 5 1 Winogrady 128 -339000.0 True 3 3 Jeżyce 80 -439000.0 True 3 3 Stare 70 -335000.0 True 3 9 Rataje 66 -599000.0 True 3 3 Górczyn 60 -720000.0 True 4 2 Grunwald 144 -263000.0 True 3 3 Grunwald 48 -270000.0 True 2 0 Jeżyce 20 -339000.0 True 3 4 Winogrady 90 -250000.0 True 2 6 Rataje 23 -340000.0 True 2 2 Garbary 48 -250000.0 True 2 1 Winogrady 38 -487000.0 True 3 0 Stare 83 -268001.0 True 2 2 Sołacz 60 -729000.0 True 4 1 Sołacz 10 -533000.0 True 3 9 Rataje 72 -325000.0 True 3 0 Wola 65 -320000.0 True 3 1 Grunwald 74 -549000.0 True 3 3 Grunwald 60 -345000.0 True 3 1 Rataje 78 -239000.0 True 3 2 Wilda 40 -425000.0 True 4 6 Rataje 90 -332339.0 False 2 5 Dolna 67 -308481.0 False 2 5 Dolna 74 -315537.0 False 2 5 Dolna 45 -319927.0 False 2 5 Dolna 49 -491139.0 False 4 5 Dolna 50 -1500000.0 True 3 5 Stare 68 -292981.0 False 2 5 Dolna 2 -309465.0 False 2 5 Dolna 56 -309838.0 False 2 5 Dolna 39 -457004.0 False 4 5 Dolna 25 -498921.0 False 4 5 Dolna 65 -296180.0 False 2 5 Dolna 47 -300204.0 False 2 5 Dolna 70 -309246.0 False 2 5 Dolna 99 -484168.0 False 3 5 Dolna 8 -306666.0 False 2 4 Dolna 45 -310923.0 False 2 4 Dolna 49 -284921.0 False 2 4 Dolna 2 -300495.0 False 2 4 Dolna 56 -301128.0 False 2 4 Dolna 39 -444872.0 False 4 4 Dolna 25 -484149.0 False 4 4 Dolna 65 -288032.0 False 2 4 Dolna 47 -291765.0 False 2 4 Dolna 70 -412908.0 False 3 4 Dolna 78 -431187.0 False 3 4 Dolna 43 -304231.0 False 2 4 Dolna 99 -469840.0 False 3 4 Dolna 8 -866623.0 False 5 3 Dolna 26 -308005.0 False 2 3 Dolna 49 -472873.0 False 4 3 Dolna 50 -282503.0 False 2 3 Dolna 2 -298253.0 False 2 3 Dolna 56 -298306.0 False 2 3 Dolna 39 -439966.0 False 4 3 Dolna 25 -480336.0 False 4 3 Dolna 65 -285180.0 False 2 3 Dolna 47 -289032.0 False 2 3 Dolna 70 -405142.0 False 3 3 Dolna 78 -750062.0 False 4 6 Wilda 42 -555180.0 False 3 6 Wilda 44 -555180.0 False 3 6 Wilda 44 -855063.0 False 5 3 Dolna 59 -750013.0 False 4 6 Wilda 69 -333852.0 False 2 5 Wilda 70 -525525.0 False 3 5 Wilda 50 -241574.0 False 2 5 Wilda 56 -466175.0 False 3 3 Dolna 8 -670380.0 False 4 5 Wilda 85 -670380.0 False 4 5 Wilda 85 -350719.0 False 2 5 Wilda 11 -399772.0 False 3 5 Wilda 98 -399772.0 False 3 5 Wilda 98 -318202.0 False 2 4 Wilda 85 -316272.0 False 2 4 Wilda 92 -292691.0 False 2 4 Wilda 61 -295370.0 False 2 4 Wilda 43 -393624.0 False 3 4 Wilda 64 -393624.0 False 3 4 Wilda 64 -295370.0 False 2 4 Wilda 43 -295370.0 False 2 4 Wilda 43 -353048.0 False 2 4 Wilda 9 -247217.0 False 2 4 Wilda 99 -316866.0 False 2 3 Wilda 1 -314355.0 False 2 3 Wilda 92 -276293.0 False 2 3 Wilda 75 -278813.0 False 2 3 Wilda 14 -385453.0 False 3 3 Wilda 64 -385453.0 False 3 3 Wilda 64 -293783.0 False 2 3 Wilda 14 -293454.0 False 2 3 Wilda 14 -351450.0 False 2 3 Wilda 25 -245769.0 False 2 3 Wilda 13 -245769.0 False 2 3 Wilda 13 -310696.0 False 2 2 Wilda 17 -311019.0 False 2 2 Wilda 22 -285966.0 False 2 2 Wilda 88 -288567.0 False 2 2 Wilda 27 -399406.0 False 3 2 Wilda 89 -288567.0 False 2 2 Wilda 27 -288567.0 False 2 2 Wilda 27 -345075.0 False 2 2 Wilda 50 -217361.0 False 2 2 Wilda 91 -309586.0 False 2 1 Wilda 32 -310826.0 False 2 1 Wilda 34 -276016.0 False 2 1 Wilda 2 -278518.0 False 2 1 Wilda 41 -384128.0 False 3 1 Wilda 2 -384128.0 False 3 1 Wilda 2 -277824.0 False 2 1 Wilda 41 -277824.0 False 2 1 Wilda 41 -344376.0 False 2 1 Wilda 75 -242751.0 False 2 1 Wilda 40 -360000.0 True 3 2 Grunwald 60 -227012.0 False 2 1 Wilda 4 -456960.0 False 3 5 Jeżyce 20 -765451.0 False 5 5 Jeżyce 81 -473754.0 False 3 5 Jeżyce 66 -445900.0 False 3 5 Jeżyce 70 -310170.0 False 2 5 Jeżyce 31 -747600.0 False 5 5 Jeżyce 80 -558693.0 False 4 5 Jeżyce 97 -558486.0 False 4 5 Jeżyce 94 -497628.0 False 3 5 Jeżyce 12 -412297.0 False 2 5 Jeżyce 7 -392231.0 False 2 5 Jeżyce 26 -332253.0 False 3 5 Jeżyce 59 -310170.0 False 3 5 Jeżyce 31 -413236.0 False 3 5 Jeżyce 77 -459151.0 False 3 4 Jeżyce 53 -388600.0 False 3 4 Jeżyce 58 -357204.0 False 3 4 Jeżyce 53 -542365.0 False 4 4 Jeżyce 95 -406065.0 False 3 4 Jeżyce 85 -368628.0 False 3 4 Jeżyce 21 -362372.0 False 3 4 Jeżyce 29 -257250.0 False 2 4 Jeżyce 75 -542298.0 False 4 4 Jeżyce 94 -485013.0 False 3 4 Jeżyce 39 -413567.0 False 3 4 Jeżyce 14 -370260.0 False 3 4 Jeżyce 45 -325244.0 False 2 4 Jeżyce 83 -324921.0 False 2 4 Jeżyce 9 -454986.0 False 3 4 Jeżyce 94 -323004.0 False 2 4 Jeżyce 94 -297145.0 False 2 4 Jeżyce 35 -383977.0 False 3 4 Jeżyce 31 -382800.0 False 3 3 Jeżyce 58 -452298.0 False 3 3 Jeżyce 53 -400180.0 False 3 3 Jeżyce 85 -351951.0 False 3 3 Jeżyce 53 -363207.0 False 3 3 Jeżyce 21 -257250.0 False 2 3 Jeżyce 75 -534600.0 False 4 3 Jeżyce 81 -534270.0 False 4 3 Jeżyce 95 -357043.0 False 3 3 Jeżyce 29 -477774.0 False 3 3 Jeżyce 39 -410410.0 False 3 3 Jeżyce 14 -320461.0 False 2 3 Jeżyce 83 -364815.0 False 3 3 Jeżyce 45 -320280.0 False 2 3 Jeżyce 10 -448392.0 False 3 3 Jeżyce 94 -318110.0 False 2 3 Jeżyce 94 -292710.0 False 2 3 Jeżyce 35 -378246.0 False 2 3 Jeżyce 31 -448871.5 False 3 2 Jeżyce 53 -377000.0 False 3 2 Jeżyce 58 -394295.0 False 3 2 Jeżyce 85 -344071.5 False 3 2 Jeżyce 53 -253575.0 False 2 2 Jeżyce 75 -530222.5 False 4 2 Jeżyce 95 -357786.0 False 3 2 Jeżyce 21 -351648.0 False 3 2 Jeżyce 28 -530550.0 False 4 2 Jeżyce 81 -474154.5 False 3 2 Jeżyce 39 -407382.0 False 3 2 Jeżyce 16 -359370.0 False 3 2 Jeżyce 45 -320461.0 False 2 2 Jeżyce 83 -317925.0 False 2 2 Jeżyce 10 -211830.0 False 2 2 Jeżyce 70 -441798.0 False 3 2 Jeżyce 94 -318110.0 False 2 2 Jeżyce 94 -290427.0 False 2 2 Jeżyce 34 -377000.0 False 3 1 Jeżyce 58 -375380.5 False 3 2 Jeżyce 31 -444925.0 False 3 1 Jeżyce 45 -394295.0 False 3 1 Jeżyce 85 -346698.0 False 3 1 Jeżyce 53 -357786.0 False 3 1 Jeżyce 21 -249900.0 False 2 1 Jeżyce 75 -526500.0 False 4 1 Jeżyce 81 -526175.0 False 4 1 Jeżyce 95 -351714.0 False 3 1 Jeżyce 29 -470470.0 False 3 1 Jeżyce 38 -407253.0 False 3 1 Jeżyce 14 -320796.0 False 2 1 Jeżyce 88 -315637.0 False 2 1 Jeżyce 11 -435798.0 False 3 1 Jeżyce 3 -359238.0 False 3 1 Jeżyce 43 -288340.0 False 2 1 Jeżyce 36 -315727.5 False 2 1 Jeżyce 95 -372515.0 False 3 1 Jeżyce 31 -448413.0 False 3 0 Jeżyce 46 -418470.0 False 3 0 Jeżyce 38 -453960.0 False 3 0 Jeżyce 84 -444080.0 False 3 0 Jeżyce 32 -309487.5 False 2 0 Jeżyce 25 -423150.0 False 3 0 Jeżyce 10 -334230.0 False 2 0 Jeżyce 42 -453260.0 False 3 0 Jeżyce 20 -452121.0 False 3 2 Dolna 60 -296290.0 False 2 2 Dolna 57 -420388.0 False 3 2 Dolna 11 -321845.0 False 3 1 Grunwald 55 -286082.0 False 2 2 Dolna 20 -457458.0 False 4 2 Dolna 37 -293768.0 False 2 2 Dolna 56 -295485.0 False 2 2 Dolna 39 -436530.0 False 4 2 Dolna 25 -475052.0 False 4 2 Dolna 65 -282980.0 False 2 2 Dolna 47 -286299.0 False 2 2 Dolna 70 -840000.0 True 6 1 Winogrady 129 -442612.0 True 2 4 Grunwald 11 -324558.0 True 2 4 Grunwald 61 -620000.0 True 3 2 Grunwald 73 -265000.0 True 3 4 Łazarz 55 -393789.0 False 3 2 Dolna 78 -298381.0 False 2 2 Dolna 99 -461040.0 False 3 2 Dolna 8 -443502.0 False 3 1 Dolna 60 -485000.0 True 5 2 Łazarz 87 -215000.0 True 2 0 Wilda 36 -412342.0 False 3 1 Dolna 11 -298885.0 False 2 1 Dolna 96 -459470.0 False 4 1 Dolna 50 -289283.0 False 2 1 Dolna 56 -289842.0 False 2 1 Dolna 39 -431316.0 False 4 1 Dolna 25 -280833.0 False 2 1 Dolna 70 -381420.0 False 3 1 Dolna 78 -396421.0 False 3 1 Dolna 79 -483194.0 False 4 1 Dolna 71 -306880.0 False 2 1 Dolna 27 -374734.0 False 3 1 Dolna 43 -760000.0 True 4 1 Centrum 95 -292530.0 False 2 1 Dolna 99 -452976.0 False 3 1 Dolna 8 -446521.0 False 2 0 Dolna 60 -268373.0 False 2 0 Dolna 57 -260000.0 True 2 0 Naramowice 47 -266788.0 False 2 0 Dolna 21 -399355.0 False 3 0 Dolna 11 -290270.0 False 2 0 Dolna 96 -294964.0 False 2 0 Dolna 32 -463973.0 False 4 0 Dolna 50 -282449.0 False 2 0 Dolna 56 -283698.0 False 2 0 Dolna 39 -364073.0 False 3 0 Dolna 4 -376181.0 False 3 0 Dolna 7 -284140.0 False 2 0 Dolna 94 -290853.0 False 2 0 Dolna 80 -336456.0 False 3 0 Dolna 63 -530000.0 True 3 0 Grunwald 63 -135000.0 True 2 4 skiej 86 -799000.0 True 4 0 Grunwald 118 -329000.0 True 3 1 Jeżyce 112 -260000.0 True 2 0 Naramowice 47 -550000.0 True 3 1 Rataje 81 -443102.0 False 3 0 Dolna 80 -549000.0 True 3 2 Jeżyce 106 -499000.0 True 5 4 Jeżyce 93 -404000.0 True 3 2 Piątkowo 90 -387645.0 False 3 5 Grunwald 10 -294810.0 False 2 5 Grunwald 50 -229000.0 True 2 2 Jeżyce 34 -487000.0 True 3 0 Naramowice 83 -367211.0 False 3 4 Grunwald 10 -367211.0 False 3 4 Grunwald 10 -273497.0 False 2 4 Grunwald 90 -289695.0 False 2 4 Grunwald 50 -367211.0 False 3 3 Grunwald 10 -273497.0 False 2 3 Grunwald 90 -289695.0 False 2 3 Grunwald 50 -284711.0 False 2 3 Grunwald 70 -360600.0 False 3 3 Grunwald 10 -360600.0 False 3 2 Grunwald 10 -360000.0 True 3 4 Rataje 69 -273497.0 False 2 2 Grunwald 90 -289695.0 False 2 2 Grunwald 50 -284711.0 False 2 2 Grunwald 70 -353989.0 False 3 1 Grunwald 10 -284115.0 False 2 1 Grunwald 50 -279227.0 False 2 1 Grunwald 70 -346777.0 False 3 1 Grunwald 10 -279000.0 False 2 0 Grunwald 50 -340166.0 False 2 0 Grunwald 70 -340166.0 False 3 0 Grunwald 10 -279594.0 False 2 2 Grunwald 10 -289738.0 False 2 2 Grunwald 70 -346798.0 False 3 2 Grunwald 70 -235545.0 True 3 0 Plewiska 57 -274302.0 False 2 1 Grunwald 10 -284254.0 False 2 1 Grunwald 70 -420000.0 True 3 3 Grunwald 96 -340234.0 False 3 1 Grunwald 70 -269010.0 False 2 0 Grunwald 10 -279594.0 False 2 5 Grunwald 10 -340781.0 False 3 4 Grunwald 70 -284088.0 False 2 4 Grunwald 60 -274743.0 False 2 4 Grunwald 10 -340781.0 False 3 3 Grunwald 70 -284088.0 False 2 3 Grunwald 60 -274743.0 False 2 3 Grunwald 10 -340781.0 False 3 2 Grunwald 70 -284088.0 False 2 2 Grunwald 60 -274743.0 False 2 2 Grunwald 10 -328200.0 False 3 1 Grunwald 70 -273600.0 False 2 1 Grunwald 60 -264600.0 False 2 1 Grunwald 10 -334217.0 False 3 0 Grunwald 70 -800000.0 True 4 3 Stare 103 -317000.0 True 3 3 Naramowice 53 -392181.0 False 4 4 Stare 25 -275000.0 True 2 13 Rataje 49 -330000.0 True 3 2 Grunwald 60 -290000.0 True 4 3 Rataje 50 -215000.0 True 2 0 Wilda 36 -368520.0 True 2 2 Jeżyce 50 -275000.0 True 3 1 Grunwald 90 -439000.0 True 4 2 Łazarz 92 -370000.0 True 3 3 Wilda 78 -962376.0 False 4 5 Centrum 9 -369000.0 True 3 1 Piątkowo 90 -445000.0 True 3 1 Grunwald 69 -250000.0 True 2 10 Grunwald 42 -439000.0 True 4 2 Łazarz 92 -187000.0 True 2 3 Zawady 35 -265000.0 True 3 10 Grunwald 53 -389900.0 True 3 10 Winogrady 67 -387645.0 False 3 5 Grunwald 10 -294810.0 False 2 5 Grunwald 50 -367211.0 False 3 4 Grunwald 10 -289695.0 False 2 4 Grunwald 50 -295000.0 True 2 4 Naramowice 58 -330000.0 True 2 3 Wilda 53 -187000.0 True 2 2 Zawady 35 -273497.0 False 2 3 Grunwald 90 -289695.0 False 2 3 Grunwald 50 -284711.0 False 2 3 Grunwald 70 -367211.0 False 3 2 Grunwald 10 -273497.0 False 2 2 Grunwald 90 -289695.0 False 2 2 Grunwald 50 -284711.0 False 2 2 Grunwald 70 -360600.0 False 3 2 Grunwald 10 -263400.0 False 2 1 Grunwald 90 -279000.0 False 2 1 Grunwald 50 -274200.0 False 2 1 Grunwald 70 -263400.0 False 2 0 Grunwald 9 -279000.0 False 2 0 Grunwald 50 -1725000.0 True 3 0 Stare 136 -279594.0 False 2 2 Grunwald 10 -340234.0 False 3 2 Grunwald 70 -274302.0 False 2 1 Grunwald 10 -284254.0 False 2 1 Grunwald 70 -333670.0 False 3 1 Grunwald 70 -310000.0 True 3 1 Wilda 88 -475000.0 True 3 1 Stare 68 -335000.0 True 2 4 Centrum 45 -279594.0 False 2 2 Grunwald 10 -289738.0 False 2 2 Grunwald 70 -340234.0 False 3 2 Grunwald 70 -274302.0 False 2 1 Grunwald 10 -399000.0 True 2 2 Łazarz 51 -333670.0 False 3 1 Grunwald 70 -499000.0 True 3 1 Rataje 50 -269010.0 False 2 0 Grunwald 10 -230000.0 True 3 4 Centrum 52 -230000.0 True 2 4 Stare 52 -250000.0 True 2 4 Rataje 50 -289000.0 True 2 2 Ogrody 44 -215000.0 True 2 8 Rataje 42 -239000.0 True 2 2 Rataje 38 -293000.0 True 3 1 Wilda 79 -339000.0 True 3 1 Grunwald 54 -307000.0 True 2 4 Stare 48 -280000.0 True 3 4 Rataje 48 -595000.0 True 5 4 Wilda 54 -379000.0 True 3 1 Stare 90 -569000.0 True 2 2 Stare 20 -445000.0 True 2 1 Stare 80 -475000.0 True 3 0 Stare 66 -420000.0 True 3 1 Centrum 60 -259500.0 True 2 0 Grunwald 90 -259500.0 True 2 0 Grunwald 90 -230000.0 True 2 0 Centrum 46 -99000.0 True 2 2 Wilda 52 -329000.0 True 4 4 Rataje 72 -295000.0 True 3 2 Rataje 54 -225000.0 True 2 1 Rataje 42 -285000.0 True 2 3 Wilda 60 -1600000.0 True 3 2 Górczyn 79 -333000.0 True 3 4 Wilda 8 -1600000.0 True 3 2 Górczyn 79 -333000.0 True 3 4 Wilda 8 -2192000.0 True 4 1 Grunwald 21 -339000.0 True 3 4 Winogrady 90 -3233000.0 True 5 1 Grunwald 28 -489000.0 True 2 8 Centrum 39 -336000.0 True 2 3 Istnieje 48 -359000.0 True 3 1 Świerczewo 70 -239000.0 True 2 3 Winogrady 38 -240000.0 True 2 2 Dębiec 48 -439000.0 True 3 0 Jeżyce 75 -404000.0 True 2 2 Centrum 50 -361300.0 False 3 1 Grunwald 66 -385000.0 True 2 1 Centrum 50 -244000.0 False 2 3 Jeżyce 40 -215000.0 True 2 1 Jeżyce 70 -465000.0 True 3 0 Grunwald 60 -329000.0 True 2 0 Naramowice 51 -309000.0 True 3 1 Rataje 20 -420000.0 True 2 3 Stare 50 -480000.0 True 4 3 Centrum 94 -620000.0 True 4 3 Centrum 50 -342000.0 True 3 4 Winogrady 87 -326000.0 True 3 6 Winogrady 1 -330000.0 True 3 7 Piątkowo 40 -315000.0 True 3 0 Nowe 63 -360000.0 True 4 0 Grunwald 66 -360000.0 True 3 3 Nowe 65 -325000.0 True 2 2 Grunwald 47 -531000.0 True 2 1 Grunwald 59 -377000.0 True 3 1 Piątkowo 63 -640000.0 True 3 2 Centrum 80 -150000.0 True 2 2 Nowe 50 -640000.0 True 3 2 Stare 80 -499000.0 True 4 2 Naramowice 85 -250000.0 True 2 10 Grunwald 42 -250000.0 True 3 3 Rataje 53 -333200.0 True 3 4 Wilda 68 -385000.0 True 2 1 Jeżyce 46 -248000.0 True 2 10 Grunwald 42 -389999.0 True 3 4 Grunwald 82 -204999.0 True 2 7 Malta 30 -410000.0 True 5 0 Łazarz 114 -370000.0 True 3 4 Stare 84 -225000.0 True 2 4 Warszawskie 50 -349000.0 True 3 3 Wilda 20 -289000.0 True 3 1 Grunwald 45 -1330000.0 True 3 0 Malta 100 -235000.0 True 3 2 Starołęka 51 -549000.0 True 2 8 Centrum 39 -498000.0 True 4 4 Centrum 86 -525000.0 True 4 3 Nowe 88 -550000.0 True 3 5 Grunwald 73 -410000.0 True 5 0 Łazarz 114 -399000.0 True 3 4 Jeżyce 63 -289000.0 True 3 0 Nowe 10 -308039.0 True 2 0 Stare 52 -322497.0 True 2 6 Stare 51 -220000.0 True 2 1 Łazarz 35 -309000.0 True 3 14 Rataje 80 -293760.0 True 2 3 Winogrady 90 -392181.0 True 3 4 Stare 69 -307257.0 True 2 2 Stare 50 -263140.0 True 2 0 Stare 45 -281881.0 True 2 1 Stare 46 -399000.0 True 5 4 Centrum 10 -511000.0 True 4 1 Stare 104 -428400.0 True 3 0 Piątkowo 60 -260000.0 True 2 2 Jeżyce 10 -369000.0 True 3 1 Stare 90 -379000.0 True 3 1 Piątkowo. 78 -346320.0 True 2 3 Grunwald 40 -440700.0 True 3 3 Grunwald 50 -321285.0 False 2 4 Stare 30 -385000.0 True 3 0 Grunwald 80 -569000.0 True 4 0 Wilda 50 -296033.0 True 2 3 Stare 49 -295362.0 True 2 2 Stare 48 -295362.0 True 2 1 Stare 48 -420000.0 True 5 0 Łazarz 8 -273875.0 True 2 1 Grunwald 13 -450000.0 True 2 2 Jeżyce 41 -379000.0 True 3 1 Piątkowo 78 -270000.0 True 3 3 Rataje 48 -278460.0 True 2 0 Winogrady 10 -298980.0 True 2 5 Stare 30 -369000.0 True 3 1 Piątkowo 78 -450000.0 True 3 0 Winogrady 70 -219000.0 True 2 0 Wilda 36 -345000.0 True 3 5 Rataje 77 -371930.0 False 4 2 Jeżyce 20 -313566.0 False 3 3 Jeżyce 50 -365000.0 True 3 4 Rataje 63 -297000.0 True 2 7 Bonin 49 -350805.0 False 2 2 Rynek 97 -365000.0 True 4 3 Grunwald 68 -405000.0 True 4 2 Rataje 71 -259000.0 True 2 2 Nowe 40 -340000.0 True 3 0 Centrum 10 -275000.0 True 2 0 Dębiec 50 -435000.0 True 3 0 Stare 25 -750000.0 True 2 1 Stare 80 -570000.0 True 4 3 Grunwald 137 -290000.0 True 2 5 Winogrady 42 -360000.0 True 3 14 Rataje 80 -770000.0 True 4 1 Centrum 142 -285000.0 True 2 0 Łazarz 49 -263553.0 True 2 0 Winogrady 67 -475000.0 True 4 4 Wilda 84 -414566.0 False 3 1 Malta 1 -422000.0 False 3 1 Malta 66 -425402.0 False 3 0 Malta 75 -440224.0 False 3 4 Malta 8 -440224.0 False 3 4 Malta 8 -416214.0 False 3 2 Malta 75 -633832.0 False 4 4 Malta 73 -422670.0 False 3 3 Malta 75 -420174.0 False 3 2 Malta 75 -423922.0 False 3 1 Malta 75 -633344.0 False 4 4 Malta 65 -422372.0 False 3 2 Malta 74 -499000.0 True 3 1 Rataje 64 -410110.0 False 3 2 Malta 49 -424178.0 False 3 1 Malta 79 -229000.0 True 2 0 Rataje 38 -422322.0 False 3 1 Malta 73 -411628.0 False 3 0 Malta 68 -438016.0 False 3 4 Malta 10 -441084.0 False 3 4 Malta 10 -380931.0 True 3 3 Nowe 83 -365000.0 True 4 3 Grunwald 68 -365000.0 True 4 3 Grunwald 68 -350000.0 True 3 7 Piątkowo 63 -47475.0 True 2 11 Wilda 75 -289000.0 True 3 0 Winogrady 48 -520000.0 False 4 3 Grunwald 10 -520000.0 False 4 4 Grunwald 12 -520000.0 False 4 3 Grunwald 12 -520000.0 False 4 2 Grunwald 11 -475000.0 True 5 4 Grunwald 23 -281576.0 False 2 2 Stare 16 -380900.0 True 3 3 Nowe 67 -485000.0 True 5 2 Łazarz 88 -239000.0 True 2 4 Rataje 38 -250000.0 True 2 6 Nowe 45 -429000.0 True 4 2 Jeżyce 110 -370000.0 True 4 0 Wilda 80 -275000.0 True 3 4 Wilda 77 -850000.0 True 5 1 Grunwald 135 -265000.0 True 2 4 Rataje 38 -349000.0 True 3 2 Rataje 64 -229000.0 True 2 0 Grunwald 47 -320000.0 True 3 4 Rataje 60 -430000.0 True 3 2 Rataje 64 -389000.0 True 3 4 Rataje 80 -619000.0 True 4 0 Jeżyce 99 -329900.0 True 2 1 Naramowice 20 -430000.0 True 3 2 Rataje 64 -520000.0 True 4 1 Centrum 50 -369000.0 True 3 0 Stare 64 -505877.0 False 2 5 Centrum 22 -619000.0 True 5 1 Jeżyce 146 -389740.0 True 2 2 Łazarz 96 -434525.0 True 2 2 Łazarz 85 -552955.0 True 3 2 Łazarz 7 -350805.0 True 2 2 Łazarz 97 -279000.0 True 2 0 Piątkowo 10 -460135.0 True 3 0 Łazarz 79 -392790.0 True 3 5 Stare 30 -309000.0 True 4 4 Grunwald 70 -219000.0 True 2 2 Dębiec 30 -1345500.0 True 5 1 Grunwald 117 -690000.0 True 4 5 Grunwald 24 -886860.0 False 3 5 Centrum 80 -372000.0 False 4 0 Grunwald 49 -502136.0 False 2 5 Centrum 77 -342000.0 False 3 1 Grunwald 27 -372000.0 False 4 0 Grunwald 49 -342000.0 False 3 1 Grunwald 27 -473770.0 False 2 5 Centrum 7 -798966.0 False 2 5 Centrum 33 -561663.0 False 3 4 Centrum 69 -396248.0 False 2 4 Centrum 77 -278000.0 True 2 0 Piątkowo 45 -368019.0 False 2 4 Centrum 18 -369000.0 True 3 0 Stare 64 -380000.0 True 4 1 Piątkowo 75 -1345500.0 False 5 1 Grunwald 117 -365000.0 True 2 1 Centrum 50 -659000.0 True 4 1 Rataje 78 -344000.0 True 3 3 Nowe 65 -310000.0 True 2 4 Winogrady 45 -275000.0 True 2 0 Centrum 44 -328000.0 True 4 2 Grunwald 75 -382156.0 False 2 4 Centrum 21 -383676.0 False 2 4 Centrum 4 -387597.0 False 2 4 Centrum 49 -1555200.0 True 4 2 Jeżyce 144 -378128.0 False 2 3 Centrum 77 -649999.0 True 4 1 Stare 90 -584000.0 True 3 1 Centrum 89 -229000.0 True 2 0 Winogrady 38 -238900.0 True 2 0 Grunwald 47 -239000.0 True 2 0 Raszyn 47 -254000.0 True 2 1 Nowe 44 -469000.0 True 3 0 Naramowice 52 -215000.0 True 2 3 Centrum 38 -495000.0 True 3 1 Grunwald 37 -490000.0 True 4 2 Centrum 90 -268000.0 True 2 4 Winogrady 37 -262000.0 True 2 2 Rataje 50 -321845.0 False 3 1 Grunwald 55 -265000.0 True 2 0 Wilda 50 -329000.0 True 4 4 Nowe 20 -360000.0 True 3 3 Naramowice 63 -341776.0 False 2 2 Centrum 14 -356774.0 False 2 1 Centrum 10 -230000.0 True 2 0 Rataje 38 -270000.0 True 2 0 Dębiec 50 -330255.0 False 2 1 Centrum 14 -275000.0 True 2 0 Dębiec 50 -210000.0 True 2 0 Wilda 36 -291000.0 True 4 1 Wilda 70 -1465000.0 True 6 3 Łazarz 38 -579000.0 True 3 1 Łazarz 3 -401000.0 True 3 1 Łazarz 49 -626000.0 True 3 1 Łazarz 59 -558000.0 True 4 1 Wilda 93 -533000.0 True 2 2 Łazarz 19 -595000.0 True 2 2 Łazarz 70 -269000.0 True 2 6 Rataje 50 -520000.0 True 4 7 Nowe 98 -269000.0 True 2 6 Rataje 49 -750000.0 True 4 0 Naramowice 133 -370000.0 True 2 1 Nowe 53 -499000.0 True 3 1 Jeżyce 40 -545000.0 True 2 4 Centrum 49 -420000.0 True 3 3 Łazarz 47 -569000.0 True 4 0 Wilda 50 -370000.0 True 2 2 Naramowice 70 -345000.0 True 3 0 Nowe 60 -207000.0 True 2 1 Dębiec 45 -215000.0 True 2 1 Ogrody 38 -250000.0 True 3 3 Nowe 53 -420000.0 True 2 2 Łazarz 51 -269000.0 True 2 6 Rataje 50 -350000.0 True 2 3 Jeżyce 70 -225200.0 True 2 1 Nowe 39 -348000.0 True 3 3 Piątkowo 63 -260000.0 True 2 0 Naramowice 47 -449000.0 True 6 3 Stare 74 -260000.0 True 2 0 Stare 79 -288000.0 True 2 0 Jeżyce 50 -175000.0 True 2 4 Głuszyna 38 -289000.0 True 2 1 Wilda 47 -439000.0 True 4 2 Grunwald 92 -289000.0 True 3 3 Nowe 63 -184000.0 True 2 0 Grunwald 34 -450000.0 True 3 2 Naramowice 66 -360000.0 True 4 3 Grunwald 70 -379999.0 True 2 5 Jeżyce 61 -368712.0 False 2 5 Centrum 34 -348750.0 False 2 4 Centrum 54 -348750.0 False 2 3 Centrum 58 -393120.0 False 2 3 Centrum 52 -368712.0 False 2 2 Centrum 73 -362880.0 False 2 1 Centrum 37 -368712.0 False 2 0 Centrum 89 -362880.0 False 2 0 Centrum 72 -326430.0 False 2 0 Centrum 40 -480000.0 True 3 3 Stare 94 -360000.0 True 4 3 Grunwald 61 -525000.0 True 4 3 Jeżyce 104 -249000.0 True 2 4 Grunwald 38 -333775.0 True 2 1 Stare 35 -339822.0 True 3 3 Jeżyce 10 -360486.0 True 2 4 Jeżyce 10 -365000.0 True 2 1 Stare 10 -310000.0 True 3 1 Piątkowo 60 -339000.0 True 3 0 Rataje 63 -649000.0 True 4 1 Jeżyce 70 -356000.0 True 3 2 Naramowice 80 -345000.0 True 4 11 Grunwald 40 -499000.0 True 4 3 Stare 103 -269000.0 True 2 1 Rataje 49 -285000.0 True 2 4 Jeżyce 56 -308736.0 True 3 1 Jeżyce 24 -346689.0 True 3 2 Jeżyce 3 -241939.0 True 2 4 Jeżyce 51 -377622.0 True 4 4 Jeżyce 94 -245616.0 True 2 1 Jeżyce 8 -366208.0 True 3 6 Jeżyce 22 -195000.0 True 2 4 Grunwald 70 -262656.0 True 2 5 Stare 4 -458000.0 True 3 4 Centrum 87 -1115000.0 True 2 2 Grunwald 7 -285000.0 True 2 3 Wilda 50 -240000.0 True 2 8 Dębiec 38 -390000.0 True 3 3 Grunwald 87 -259500.0 True 2 0 Łazarz 90 -420000.0 True 2 3 Wilda 70 -560000.0 True 4 1 Naramowice 156 -429000.0 True 3 4 Nowe 79 -340000.0 True 3 0 Stare 70 -340000.0 True 3 0 Stare 70 -270000.0 True 2 2 Rataje 49 -428000.0 True 3 3 Centrum 43 -190000.0 True 2 8 Dębiec 50 -240000.0 True 2 8 Dębiec 38 -315000.0 True 2 2 Piątkowo 48 -404000.0 True 3 0 Warszawskie 52 -249000.0 True 2 0 Jeżyce 33 -350000.0 True 2 3 Grunwald 53 -239000.0 True 2 3 Rataje 49 -245000.0 True 2 9 Rataje 38 -706655.0 False 3 2 Nowe 45 -269973.0 False 3 1 Nowe 50 -249984.0 False 3 1 Nowe 64 -229990.0 False 3 1 Nowe 80 -269967.0 False 3 1 Nowe 30 -269973.0 False 3 1 Nowe 50 -189990.0 False 2 1 Nowe 12 -259993.0 False 3 1 Nowe 18 -199990.0 False 2 1 Nowe 95 -290000.0 True 2 2 Winogrady 41 -259993.0 False 3 1 Nowe 18 -279989.0 False 3 1 Nowe 58 -410000.0 True 3 1 Stare 60 -325000.0 True 2 4 Nowe 49 -285000.0 True 2 3 Wilda 60 -415000.0 True 3 2 Jeżyce 10 -245000.0 True 2 3 Naramowice 45 -260000.0 True 2 2 Rataje 38 -285000.0 True 2 3 Wilda 43 -269000.0 True 2 6 Rataje 50 -345000.0 True 3 5 Rataje 77 -259988.0 False 3 0 Nowe 73 -259980.0 False 3 0 Nowe 52 -189991.0 False 2 0 Nowe 40 -239994.0 False 3 0 Nowe 80 -259980.0 False 3 0 Nowe 52 -259988.0 False 3 0 Nowe 73 -349000.0 True 3 1 Nowe 108 -398000.0 True 3 2 Stare 20 -198789.0 False 2 0 Nowe 15 -198789.0 False 2 0 Nowe 15 -189661.0 False 2 0 Nowe 49 -255000.0 True 2 6 Rataje 49 -310576.0 True 3 3 Stare 55 -330680.0 True 2 1 Stare 59 -1214533.0 True 5 0 Grunwald 50 -550000.0 True 3 1 Grunwald 84 -230000.0 True 2 3 Rataje 36 -389000.0 True 3 2 Jeżyce 10 -300000.0 True 2 2 Winogrady 30 -435000.0 True 4 0 Dębiec 89 -1990000.0 True 3 1 Stare 150 -531000.0 True 2 1 Grunwald 59 -550000.0 True 3 1 Grunwald 84 -230000.0 True 2 3 Rataje 36 -389000.0 True 3 2 Jeżyce 10 -300000.0 True 2 2 Winogrady 30 -310576.0 True 3 3 Stare 55 -330680.0 True 2 1 Stare 59 -1214533.0 True 5 0 Grunwald 50 -550000.0 True 3 1 Grunwald 84 -259988.0 False 3 0 Nowe 73 -259980.0 False 3 0 Nowe 52 -189991.0 False 2 0 Nowe 40 -239994.0 False 3 0 Nowe 80 -259980.0 False 3 0 Nowe 52 -259988.0 False 3 0 Nowe 73 -349000.0 True 3 1 Nowe 108 -398000.0 True 3 2 Stare 20 -198789.0 False 2 0 Nowe 15 -198789.0 False 2 0 Nowe 15 -189661.0 False 2 0 Nowe 49 -255000.0 True 2 6 Rataje 49 -310576.0 True 3 3 Stare 55 -330680.0 True 2 1 Stare 59 -1214533.0 True 5 0 Grunwald 50 -550000.0 True 3 1 Grunwald 84 -230000.0 True 2 3 Rataje 36 -389000.0 True 3 2 Jeżyce 10 -300000.0 True 2 2 Winogrady 30 -435000.0 True 4 0 Dębiec 89 -1990000.0 True 3 1 Stare 150 -531000.0 True 2 1 Grunwald 59 -779000.0 True 3 2 Stare 113 -350000.0 True 2 3 Grunwald 53 -350000.0 True 2 1 Zawady 53 -260000.0 True 3 1 Grunwald 48 -350000.0 True 3 3 Nowe 67 -449000.0 True 3 1 Stare 110 -280000.0 True 3 4 Rataje 48 -280000.0 True 3 4 Rataje 48 -390000.0 True 3 3 Grunwald 87 -390000.0 True 3 3 Wilda 70 -462000.0 True 2 3 Winogrady 70 -220000.0 True 2 3 Rataje 42 -368000.0 True 3 2 Winiary 51 -368000.0 True 3 2 Winiary 51 -368000.0 True 3 2 Winiary 51 -402000.0 True 3 1 Winogrady 27 -289000.0 True 2 7 Winiary 48 -320000.0 True 2 2 Zawady 53 -233361.0 True 2 4 Jeżyce 60 -245000.0 True 2 3 Stare 50 -299500.0 False 3 0 Junikowo 59 -462000.0 True 2 3 Winogrady 57 -378000.0 False 4 0 Junikowo 35 -225000.0 True 4 3 Wilda 60 -249000.0 True 2 4 Winiary 49 -569000.0 True 4 0 Wilda 40 -308736.0 True 2 2 Jeżyce 48 -356000.0 True 3 2 Naramowice 63 -349000.0 True 3 1 Stare 83 -1650000.0 True 4 0 Sołacz 70 -330000.0 True 2 3 Wilda 53 -346689.0 True 3 4 Jeżyce 55 -363347.0 True 4 5 Jeżyce 57 diff --git a/w2/ex2data2.txt b/w2/ex2data2.txt deleted file mode 100644 index a888992..0000000 --- a/w2/ex2data2.txt +++ /dev/null @@ -1,118 +0,0 @@ -0.051267,0.69956,1 --0.092742,0.68494,1 --0.21371,0.69225,1 --0.375,0.50219,1 --0.51325,0.46564,1 --0.52477,0.2098,1 --0.39804,0.034357,1 --0.30588,-0.19225,1 -0.016705,-0.40424,1 -0.13191,-0.51389,1 -0.38537,-0.56506,1 -0.52938,-0.5212,1 -0.63882,-0.24342,1 -0.73675,-0.18494,1 -0.54666,0.48757,1 -0.322,0.5826,1 -0.16647,0.53874,1 --0.046659,0.81652,1 --0.17339,0.69956,1 --0.47869,0.63377,1 --0.60541,0.59722,1 --0.62846,0.33406,1 --0.59389,0.005117,1 --0.42108,-0.27266,1 --0.11578,-0.39693,1 -0.20104,-0.60161,1 -0.46601,-0.53582,1 -0.67339,-0.53582,1 --0.13882,0.54605,1 --0.29435,0.77997,1 --0.26555,0.96272,1 --0.16187,0.8019,1 --0.17339,0.64839,1 --0.28283,0.47295,1 --0.36348,0.31213,1 --0.30012,0.027047,1 --0.23675,-0.21418,1 --0.06394,-0.18494,1 -0.062788,-0.16301,1 -0.22984,-0.41155,1 -0.2932,-0.2288,1 -0.48329,-0.18494,1 -0.64459,-0.14108,1 -0.46025,0.012427,1 -0.6273,0.15863,1 -0.57546,0.26827,1 -0.72523,0.44371,1 -0.22408,0.52412,1 -0.44297,0.67032,1 -0.322,0.69225,1 -0.13767,0.57529,1 --0.0063364,0.39985,1 --0.092742,0.55336,1 --0.20795,0.35599,1 --0.20795,0.17325,1 --0.43836,0.21711,1 --0.21947,-0.016813,1 --0.13882,-0.27266,1 -0.18376,0.93348,0 -0.22408,0.77997,0 -0.29896,0.61915,0 -0.50634,0.75804,0 -0.61578,0.7288,0 -0.60426,0.59722,0 -0.76555,0.50219,0 -0.92684,0.3633,0 -0.82316,0.27558,0 -0.96141,0.085526,0 -0.93836,0.012427,0 -0.86348,-0.082602,0 -0.89804,-0.20687,0 -0.85196,-0.36769,0 -0.82892,-0.5212,0 -0.79435,-0.55775,0 -0.59274,-0.7405,0 -0.51786,-0.5943,0 -0.46601,-0.41886,0 -0.35081,-0.57968,0 -0.28744,-0.76974,0 -0.085829,-0.75512,0 -0.14919,-0.57968,0 --0.13306,-0.4481,0 --0.40956,-0.41155,0 --0.39228,-0.25804,0 --0.74366,-0.25804,0 --0.69758,0.041667,0 --0.75518,0.2902,0 --0.69758,0.68494,0 --0.4038,0.70687,0 --0.38076,0.91886,0 --0.50749,0.90424,0 --0.54781,0.70687,0 -0.10311,0.77997,0 -0.057028,0.91886,0 --0.10426,0.99196,0 --0.081221,1.1089,0 -0.28744,1.087,0 -0.39689,0.82383,0 -0.63882,0.88962,0 -0.82316,0.66301,0 -0.67339,0.64108,0 -1.0709,0.10015,0 --0.046659,-0.57968,0 --0.23675,-0.63816,0 --0.15035,-0.36769,0 --0.49021,-0.3019,0 --0.46717,-0.13377,0 --0.28859,-0.060673,0 --0.61118,-0.067982,0 --0.66302,-0.21418,0 --0.59965,-0.41886,0 --0.72638,-0.082602,0 --0.83007,0.31213,0 --0.72062,0.53874,0 --0.59389,0.49488,0 --0.48445,0.99927,0 --0.0063364,0.99927,0 -0.63265,-0.030612,0 diff --git a/w2/fit.png b/w2/fit.png deleted file mode 100644 index 3d758e6172b6c69ff19da3d07e295c5f247dee63..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 141779 zcmeFZcUY6zwm2NSg32HuQdO#iCP=R;HM9sMgw7}+9i(?qM-W0A0twQk1`;4rLKRSY zMtatCV*Is+=)pkw?Prm|wQd0&g z1J0ZQ0M3yA0H-4W1;E)e-^=&w+3)52x$oBt=g*%zfAPY_i@*I}x^nsAr7M>%Uc5|s z`3lANLcY67Npbc2!}mshfA#EzbLTElT)KGaH<16;<@6JP`trG3mrKr_VFR3{K68%x z%xMFFm5k)sv**aD0sbhLE?>NI=IjNE^XJIl2mS;&bMD+(a<5meP+Xv-q@V|!IeYH> zg^QP{FWSXa5su%oo5bKipo>KJU(4 zKl8a2)gM7QwgGp{er!wT2S|`C;O}n#Ci34b_4fk$hh+KxPF#TI#w0eoUL5_xP`X%V zHCsG&b2)>*%)Dgi+W6dCh>i|)Kx^=hTSr=pEl|3~lWU0?3;_$H?!7#GBu^_+zpzDl z>~Q(~-gnu3{!s(^=Ju%c>^r%H;SzRn0&~<8+k&44^U5_!LuQ;l=Juw0wsZDRDp4AS znClI~aTw*MDKiSIhOf-l+w*%cqu>n1j^;hhzoHPJ2=@0vO!!kxm5JhE7?jBPkS%^m3N>(Ee zHU>@sZzL|6odSkcok}kp#n*(imwjDy&82bLe1Wa6ofVj&JZz`$Y)hSI*Ky1+xtWED zwW(`LhOS70kr+&BS+iT5#AT$?5vYP9i(tC=ScVHqD%`@^i!CX+8#nK~ta?~`)2(=6 z>)Nr^t@8)J`#>oAn&?SYb@IK+;6oN~zCuH^n*Q-C>+6ZJdPAJ^-cYM<<8 zrgXsv$pq4fW8$wK@1K<(J58k>Xy?XJgcfQ9Ue2!SohpcC0tMvdVsnE*7{ky`X&VMj z3J$f^CEvFq;jRcei*KbHIPq>iCBCxoT9-a~+K*bC0?vcla z=ciIe(1z+JqAb7gHQKF;+e-nn{8@^8K)Gzer6^A5Zia>0+eQw15?nH?J7^OMDoIDYwPIiy0=EVcWzxk{uzU_djR)Ye@=+^V@|LuyJRC zuua0eK|5utYLQULPV!psVT7Pkq-S?~XShwc)o|C|dXrn1sy};|bGGyJI`>POPYju# z{*3cqdwOW>eZr&^kScTvSS7?PoN=DpbD%r$Yd!^3>44vVZ~Kgzv=PtoVa@>)sPvem z=h3}XCwR}eitaJgAlKHG$(HBIp|;KOZoZ#XeK;$upMT zFn8)*8@+G}06TwdX3fb-WUVw_z~s{sKd5Wc$!sS#Y;o3BgDiqJD%gSzm~J$M0b7cU z#AI0so=TdPK*3N_qZA~wf-|<)j+bh@Xnix)r*Of&y`2fW~0W~jBxrvMOx z{IdH@QKQW?<>uJr?FDx32tB&vEX}-6(xHizTFjYMhm-q%>Mltw)?dD}OnJ$>8c3u&d&9SHO zd9)$HfEk-u=5}3iUGeCUIX#_QVVGzK%bC;BtQHMmkwFZxa-@HVZUKD#$0+|iihu9v z{H5V5duiFX!SBqLtU>EP%9ek4JucWz#qB-bGdS^$Kgr#$?&gu8&facCfN}Ry{c4Mrj0og#>+LA8FmTA($hWp2 zL6j|U+_#q2+Ntg+Ywv+1;70t{@4ft1uJuh* zvp=PHU`Wyb?Rsm*-W&Se2P}vc6Qp({2r(`UtPr4!lk!49;3)=ZnB-F{e{l|;5_^Lz zJ^W1-;GW^l<+sYXan1N9B_q$sTU>c{PH{Z_21^c|ah6#q6<{SOS4TC&fEBY~?&buO zJzmVL39D6J+YhHPyB{_S3vTwUo3@?VBN;iq8yR1PxNA7LNYM+%$0#oR?6RLIjDz1@ z=~Tln`q-4tR4pO1Q?FIotJE(kH4Z}phq{?gmMhiexyQr@u2~rsoB}RLIS@!W*y*zF z!pVgbJ8Ocy@KDkqhi|Sxi8kT$crkKCMU)=ddBPim0SZDOkS*3}KOb(eYn3Tcxe(*_gc&aL83FU^Bx?Jl0iGJsozi(^u z_bI=gG1#j!*&CU>Yg~JBL)d9>snxR7WqYD?3R3W89-l3J+yxjm`txN=E5t`Uq{*qLka-!D#4>eeY%V)^HVu+&_ZX6py1Q zV}Ls9TFNI-7vC=TA#Ox8O-EA>QcmL_kv54fq^Wyai_$NQsdao&zW zL5*Hg@6;%F6YDk&#`gGX&+5AsipnuX%S*ircETC*W)pc-au|!F44!+AE4Y4qbZ%^J zh;f%K_p5a9fnV0xYLTs+0#dTQDrd}ek%D$_Xw6n@rKq_6Ygf@pAPvW-ZC%xp(%ZfZ z;|co9;bu37SDYV)%`LSMCbmPc?{Ye-n9 zQ@btiNPCq9-oSQoaP4-rn~)^S*BS~mWU5}Vf(XP7NGXd}RoVrMnrSlWPQ%*I8HR4H z^`Vq zr#lq;^-v_Udc_658pe68k_~@xzJ~Ys4akI>&JYHYb>P$M)JT6V>gN`|x*~4H#&wkM zg6V~*uAQG4&s!quHf(R#hIYyj66Oni1_kuH)Mi_Xo_RwldSGQ$F8C!TV@w;04L$j@ zUm=he%9=9+-GROpV~uKF_kGZoBrvJ#ZX>G0>q(#Fh0jE6*l>X!P8QgWbP$!4w$hUj z3}62{_WqZ@`-z@4Fu2DI-4S?*=Q#MYy8OH9p~ou1zE)10)RHGX-`5Sq{Zxs-UDo9U zQx5w+sco+3cRZ<74XF=@fcZ~o0@2>!L zhx+x^9_4bl&X^@HTI4H1_f#$?RdJnMvRvPg($)qE1lba;O!F|Bq|%X%F0?dv!;5eD zP6%W}3w>w)YnWS>5!$dUW`4O~<~`15MxWrQ8B>*_w7aZ%0^?N6E7(KeLqPL6)#8KU z<&iW z&?(?s$-*dZTtBdrnR^b|&UIKCsJOmyZtJYB%pauutM$L6b<5u}@gi?6o*RVlMBFKW z9mn~)Z9~RRypS->;0{MkE9iBp!PQ!fI9$r6^s3U4hvBqJ)2?qKYowxMyiNfMI8LNv zTk?~Q%zlPtZYdX?uzJJn5({dNB4?U<%T*>+3cqri&Fm;%KT9KY*Q0~zIcWpTie@sQ zWSZ6#>q}=x#XB)et)FtVP{!^iRo?QSk0Pwx9U7dOV$)1{ndhW}!NTmz|P1}Ukgq{;7S@1l7gZKMl!4^5bXJN*` zljT8ePBjY$s*W)*(K$UA%FX%bEKy&kODP+^l{*cYC>9)+!L(M@Qhk-Qsv6I`X2ve@ zg>@|a9A}LZu|QZFQeizcVNJY!{Pn33Gv6pP^1Zd>@SVAqEav8sCR52d$=f#+_#P;+ z;UnF2AEZd6b}~8if50inBo$^0$7trQ#HRQi%Ca&rCRwc4j&=hsJbp+&n5f+BQ=PZcf0hm2@VemvVpQAlO)0Ecpa&Lq8-2<5 zOUx$xTo^BgaxF4g>nn)JiqQ0lb=Xrd^HOs+{3fNczfonhnO`#N-Jubu1uRM+ z@zypChU7%Rao*x%dRT{q_*tY~O`;uT!ObJ-yU)h>HdR;-8uf|6HALQ#j=@EqiQ*}! z<08?;etS<7CT?lm>7m5d=`pDS#$#5Ll6#4xLVmMdO{MiI<~pS*B;^L5+6tItfu*K2 z(xg*U+9GIl1S>w&O2x4txV*FOG=JdjFk`2@*d5YMUz3;82RAwer0`zZYkg)|A?KL} zWUrx8l2BT#;#yRAmr_AuGzci1-=)>SS0H*e1V*(z40jFPXn#`Vq09}gq^e`}MXyGfi>UFWpD#&aB9iFkW?MRm`) z;f~oiCO)CSS#H6j2D3i_#8Jp!dc3^uuy+NRb~K6Z?{9J3UZaAE6w0P$=wRN1HKbB;wT^~r_HW0%> z4pW{v^AG@#IYKnrwl33^lNKY8v`7N(HRcLal|{sgUIlgw2uurl(d}Q}zwkyPTfu;1 zH{29s$3F}j@a9CsACGW*c8h>$$$FIqhlpm)Zo!Eq+o6v1xhWr#t*f_nF_za+k5%W*2Bn65=XOZp+HfM&Q2nBdy&*n%>Rsq_&a3wop~7t}7Z} z{~-2Xt^a466#&SWc^Y8!k^Pv%Vxn*W(N2f{b2=knT`T15o*Q7pHJqM`kf&93rCSKj zRGm#aTW{h}-X~^l%WihFx_}&#=*UqL%cF$tJ#!PObb5j95IKlEZ!TmPp|~TCedda( zROQ8R`C{4Z{CG%O8!`;S>B2W0OnRzirY%WOC|j~bYp(qOv^EaDZn$lc3M5g95mANIuD(!%Jox2z{lK_3?AlOk2eXbGEW6(v5fqMwea4=-!Tj2W#k z*K%0t2({yf^*)7Uvne8rL_2VObTO!Q%KHMIdET~%aki8)2q>9Xu8S5v*=5U!ugueV zyfY_%lfS{C`KLC1AEkzf6zS_A*XS<>YqT%amSk5}oP_fpEaz(SMl;W3#kX>+u(Jq@ ze>8=f!rFDUx-*Va-+nG?DEF5xmqPKk=9OJq;lO*H+{+^J<%vz93Z7oN>dWCI%?uCw znuF$;RlTkVftZB=F3YnNI$wJqmpIGwW?`&YxWQ2zUR5e70xKO^a&YN~fOK`$b%qjV z)hWPyQIXaI@eFK=A5OLr?Z_90*%dX{9BN36Snslal7at$I(~z1LpIhewOR=bR;QBM zlKs%9`*Ds+e7PRSjbuit^`uyC_U%1NvJRjY&W zqO2dCqJX0J-yr~i3+qhiCTI2`rkg5N7K&rghw}VQ(+YMOsG4b=mY+l6`_GZ{{Y?Z- zVjH%Hnp%8JZN(~zXS(|yrpiKuT6bQP_Yey$$d13w<s$V+n<&64SP#;kNb>itC#2+9}Hu=+;T98UM*I_rF5iP60HWr+^Laky8L6 z@Hp(~q}k9`%9hbXyQgk2!(2NrB4UW_;bUX-x=Z;?&y>UMV)oWA&wN~MI-PA+iK2s9 z#^OyQi}{_o@msAbdP9b@EiJPMt<`kSS^cDbDOPKgLG}(*as8w(`I~0xhR8}m@<(H1 z+VqWgAE$Y(7E3mZ4tC^R(zl}$1<3++G|J1XkGW54W2tco;=)K7X@H!Vt+sH#3Abtl z(H2Aky==a!U@AI-Q7H-6H%9od6fOBtA6G~2iqZ$`^ zhO;=O$7~hjTdY4N>Uy;cY?*Fn!y_yZlTzxk-3;d5N&7$!*QCWZ5yuHC$8Q{tt7{3E zz1eNYW8G~Qj-VnTb04;h7)vF#WH|@j`uS6U+1)&?MBuX4inW-n4B6vvbbP13<3243oSHdJWVJL zGQ!hEXiwD;t=%@{Is?zZ-k+$Uafk0MWENYrFR3P~X_O{cVqxu8H z1`EG2n>l_cata7m&#VC(i@yyIk^z9p-gS$n7rztp-@TssbL1`aLUZb532b5O_Q?uJ z?&bGZFIY{}Z%#~#A9%)|w2Xlig2dD3XPn6vlZ9t_?Un%E;S|urb|Mt`qnAO$Lbe5{?OMNaq0%e}o-zaZZc12~`U^$*;Ej_{Y0tI9$q z8(d!D|(>Wu3+c!C5TNG{TspIh8amzH~Is zk|NmkwSNXZPbl~6)0jS2GEw9J`8a}g`B-}gvF2waBP@(S`o7D}U3fZYYE{Z;=;MWg zk_=K>IcLJiY`gD9mCD;%%x{i_f0%Gme`Mp@hk5eFNsDj_5GAr6A+dAzEt$z>rq!N0 z9eY7)+oX4ybHT%gAI%vCSOu?Gt|hVUQolw^xzV2_=`@G+8*FHn@3VgZ#a}FL zs#VbqCv#0Zx2UW!(;5yFmXAVxQGXNyK}3$w|o^tKd=!5k*Xl?O>jy=cXC4&^PE zy&c&%74K7B6EW9^7u^!Om<;AOh+cAUe?BwxkBRxK)sNW+406Bz7&-*}9=0J{jQ^B; z@Xx`+Ph=#{?7x)4I1L1(O3skp1wTm92Nue-)q`Bi^y&(U+IpXc*y6*c-~(*w=u?3H z4w711YG*%qWTh=xPAEg)>O;~(r<&k3+k`Q>cb2}-FX58d(g`+KcTGT_*xiZc}fmLC?PkQ8r2i&D!0xd9bln!9;9HH zI~=-j*ia?yJ`^S_Y7EMAbF}rejRZ%~B80>HQ-(pGRx9b4cptQ)tk*2u zgQHNEd4Oxh)ua;WXZ_Gv{O5zGsWXPrsKslg!G}rGk`*IGw!UpykkYn$Xg`l({i(Rb zal%?z7XM@A20IIP#TX!OmP<<1h4m>9TjMQ?UY{nySBY=#+K%$SrolqRJgo)#Q$2cpzceGy2-jQlxFb_PLo;j$%Tq6U6*@`fU1Y+i%ve{K+mzxQ0s7bjhFIrl_z@o|j`6)sXm1VAFy^v-B zPJm^%w=&|ZT4qHjir;EpDSB~;&JEKUz3o~BBg#$3&OqXWJReU?e4t?>9At8i4 zp~AwZ24&@@ET0HsK%}&L;M>G~K@kW2CK<8UwFz2eLH|6Vt=j-kR9a3!#JMxD^EPZ4 zdtPX=7P_j_d7);^KGRb40t=sJqy!sTT`^}&W()}l3Eg7F@akHQ0_`WNPx^wO>mv@K zy`ZPJijy#!ZD9Vzk+I^+bU`?P>fv|#k=YJ15)igu$ttFuqkof5RE7cNWK+_re`2U? zTp;wYSg@hNHzqz%Xc_2&hjq{Lo&v7wE63R0UOfc}bo1XFIdRZV9OECt3NqtejfQAf zEmYkxEI9+coml!=s|QrZ+^jytiMY4`?n(my zRI~ZBw)mda6sDgp8oWRFB~5COl%f;!(m z8olPOsW_|LMu_e|lW&U=j8ceWH^#tIQ|H){?-A51y}_8k{KI_8Qklp3;aTl(8S+4~ zkeK;_;Dyx$O_AQ`ve}i1ua>Sek%Liou{x&wbe%rE{XH5{&nlwyWU*!A)lqhXvjSaq z?`A8gwY7zBqTv`vy$D!u$Ml;qrH{_gdQ))&_d-*&VJEbY5-QcoKQvFU9m@}g;q%Hx zbCQ=;6ZM2bQiIKz_vf_8ejZ{t*GP_!XLO%Q-hizb#HfJQ#Z^Vbkxbay!JKMsa-pNU zZUc#Nq|rz0iH-&EqB{x$pK2lRjTwR3!c%Jm_bjJ}RyZ;BntZ=}y4E8DaZDl0oQJ=0 z%D;K}7Xm8*_j~-x_B5ay$73YQ$mLrl4x>%-NZ0w#~jzPcu&!CNFy;C4%9wO6h1F_mFm(el(uZ9Es?irPQ0W`V-U zc?eG{4-<^Zia!V^Nf#CEXwq(zPhCC2fh?~6peyR*#n-DmabaU!R|o>#FwL~gRU4f) zF1#k82O$RaQTr>1iS7S!92m97zYF8_rzMwhEcYQ4dt<*~J(+ z&@yyZQf3vY2l?Ky#}mfJ_|T1!gmAX1&Bcl91LOK1iZTm#J%@!>1 zg~@epn=&i?=dq(kau=fJpf^WFKS22i1m|Wjc&&}m3RCb!cOc*5S_HQJY{NWbxc$9` zp4|EcZM3#BIN_EP@0BfctCTgN?;Axpy_40#f_Aw&NB}m+%on&qa%zlud1dkoL*t!) zlgIx2+L<#RuLAfMtomk|4!VT>?+APmY)s}m@T(6rXgc$|k_|XpvJtfJxE{3~9dpub zs?MjEa=(^;ocaVI9QZvw;3Zj+%&o-Wb<^5*OhcS2F@l;c1H4mV8qVSAlOZ}^W;}=6 zIU*bmclqJ{qZy?Y`a{$)aw+0$pqAOHO4~|By9CTwQewOEcy+yPtWgt=g+A)ztWLP6 zMO;Tp;C&Ug?76Tv&j+(JrwEcYl)vhd4HTdoD!3+6%R{4aEB(kiC+CmVN@XJ>wthF3 z^NK{PNMAkJeby(z?%tfm-rL!8pSHI*wwT4~34G71u5}h3Natfn8jHR`H8sga_1ZKs zRzk}zKuJtkY1-R7QQb-T*vdzwYav2hkoGk>qLhNg7USW&tgY)~O;sYlX1 zhk~Dw9u|t@nA$eVqSeTgbjjZE6uqd*iJeV>;SGw?jco@WT_^qO)F`(jz1tdJ8@Jo_ zKCqZH_ucut271yjUy035;Qp+uBE`o0J||ew{#UiJz6A1?S{9IFaVQAi^A159?wR6k zuk8$Dvke?fDRX``>PNg4Db`ithO~);mJ2PU9Fj=H5(*LB~W>x2eXCL)AmYew(2T?$|_%DgW=^0z?pYAS=!Z+R&fFXi}& z&!ci?G&_nNWYRHJS?oL$ay!rN|_WB}9ocxwBJEC`+>J)^ehQ zAZO7ob50|u1TPJ^97*Q7{|n`>XSb09sPoCX&0B8r*G>*?n)rwYECCwHK;1Rqf%R#&Amq2`0^%hyRvy7GkvMDj{ghDOP57AhxOPCwo zV84~f#?|sm9Oe{YV@ipVI2QBvbXmnpPE#r(hB%ANqC5-c0z3W@b^L99SfEn4Z)vaQ zMn&g6&=v(9u9}kRn95eQHqfdN_G?0Ra->Vql~kI9Vnw1a@z%+6wAV_^q`>|Zx3Ie@ zT9&CVjgvAg%x0@6F>EyvJQZnqtM!>W_hj?N5*PRLtfs<5SqSuyXc^7ZqvuU6Yl8nTlR?zG#f zx>N?{N*rIh4a<3V%zQn%-xgi4R;^Q5g=3F%#|GsVq4(OgIqZ**gBD5`Q@B-{TFv#d zYGk^I0yoV{R{l~`s)ZtFAc)!K_?VNFq$ZGosxZ@h&E+-LmW$h}dx0!r_VO>3b_6u-+v@lc(0QEUR`%#&?PF4(3dW{(;VU`I_|w0?dj5q}$C8a#1Cd%cP66l&6>@F| zqU3_!Rh)K?_|ZkO_vIuqIMVDSM>*+dx9ONSwF}?0582&0{D1Nk$g?F09J6=XAZz3M zrFCn2F)E@<&EuwcZ#?eyCVCxl)cO#hsx6`D6!v7UU=BLrFz_i{*p$yLhP4eR;ZQBO zd(h$Hp%4>5a)!5OdW4!VajDv}XfpK_d+MlgyCk-RM@Q-{f5WssChs)?k^IwsZl?12 z-NG@SxiL7hn{-FvjjI_^W|k`Z2sF=C2vJeW8m^BtLnDwtCa`@~Jzpz%L=5J36(dAC zdN)lZCafquElE_{hi#>-LwPfEYS#z>$4m(`Bv=yx#f;&+IMyFDR zEZ31@mXHeK8mNUeUxheKR#8;KEjn_fDQdS-A+Qyr@XeV%#*}|gQD2MOgoFO5G{4kW z>^L($dI~%Lk1ibnIf_$)X1crXY1EO zP`vvMLAKvmEf^svQ2Z5JKuTohzK7oo>;h7SXLtL__#4kQ+J?Ne8q!1$@#ByX{bv07tW; z{ZTatIPyaynbKpLz#_49cKx}gIXn%Tceuty85|Lq7k1pRr~J@o*z|m~eW6CKs_+w7HrIdBr2sNcvv8}qBmI&Uh{*ZVtv zifF#sKh7{^sT^szRJ^QITv#+kH^7zEMWm>*l7nN?T9ACt1jVc8e55TP784hKEeOn% z8p^Jmj%EmJ zzUi^teLnY2Oi3F~T7MkfH={S0u(}gcl_~lJ_X+dX-R$K_{+vtG{OHFS=9ug)mhWyW zCU3@5fG>WEnp9zomp=%@ZDrMx-BuGou+61_TE_jze25v9QXg52+-IT+HGe^MY_~;FK;mtYMTkpQO34LM@1^HHnT_j(b2AovWucM z2cWZXn1}dH7t?6#eqBwG0k{6B=Hi~oi~}#g6^i#iG9dY$*%A9SSx%H9e;q0T*-PAy z-4s5WzScLw7tiI6GO{n-L*6hv#Jjnz7s5W%Z30E*^BxN)RXi&?;3RBJ@)ZxNu#x>; z50&og>ras04!`4Y(rP4FITqa;|-Q`a37x1 zXgYpiLw~|lRNRzmiv=I)LTwUi+YD31fruifKJ>e4=LVaxtyYEWF6|C;Caw`561@im zZw>fO;BHqK*7eKvN19RT$<1sYnKFJ^PL%+pKlv|+Cdt^;OdLWmSfw1 zYbF9U>6HJ9Y=&Ho(5n$I9LY$S#iXZiL!ft)scJ2Z#h?HB0*9do!V_5(Dnzh+<^3E{ zxL1W0Yb69(4;NxzkvNulrQgQ`f7FfOA#%UPl;JePADFtSP)|{62>6)AfekdTxjFcA z_72Ir8aQCgqu2FxK}EZ|^}GfgPD389)E+;=IQ>LeWWD=HlXDzHA^MuK zk+~~6cK06BZqAS%!wuC0>}cCSG1j-Nm483lgX7J#j-=W0A?=z2(7;$qcYraw)MhcE zZ3rFf5)$HCB&gfivDLw@l~>Rzdg(rXaHYeAeW_q)qwg`%>^!U`hhWwlXm7^XxMjr0 zz{T|ImoWz-|126;N-XlS1YaBe2E}%zJ*-JD*{^_9^cHGxGp(#f|@JQvQp% z`u*d7K3o20-RH}1K>0F1pBVdb27-&ChIn&1Z76TBSQGV$KJADn9jV!UirpvKnRZQ7 zq~Zv+n!6?#9e_mjt}tv0UUt3>fd6LFx#{yIO&D`7K36dbtgA zFjX@-x%Ngan8xgAF_fZFu}eW#iP2o8G0;4i!Yi4hx7x#wkuU~@O(`nr0w&=jG6yb| zp&r@30tQIGvNi%T38xG$tDbTZG?~t}r*=OD*ll@nY&+UC-6+G}oa9Q0q9S&Q*7t15 z-ruy=FSAqgjQ*Cf*jR&zGxp+GKM;%mWqmhoZ}$Cy>~O7cuVK=&G4BrE)jfAaI#8X5Hq|ssuP_|2DLRXdkYIx5zg?Y~oJKPN+_@xt{*z#biVBDp`j0t2Dow!)2(Z zw+uJQspt?g9aI;v(-Dy{QAzV0J3akq?D*&NlSM%H^}P;P-I8X?em>!1aPbIG&j_m@ z%5L;v3dN0Y`KC@=h>>HswQV=V&OA^^K6#<7P5b(rOJ#-oWJu|eb7XhzFB2PxwiAl$ z;~SEFaV8}CBkk@k$p%!^H6FfblPVv9g)$`x-=3TzS#9dvnnlHLVNKQZ(=^O2&WtOM zO6rTP1^Y2@uLAxk_aXcfwY?$sghXy%8l)LfPYeUBx<# z7-GK(V_EyC8YU_&Sjtl}_J!)i>w}>9=X#PI7S57J5A52?u#1glBUFKMlR&7e zR1XAI;0*>}o{O*PY4V-4jMqYTjoA|5$sQntpU-Oshj-FFo|cNXGlmJ@_K`)h5s~8D z;m*80P%ch?B8}6M%#rWy;;B+b8FQ90-JT~;bcItQBT=-G_kMSXk45L(X;V{6v9aAf z+}EbD0N*~VuY!_V-QD6b9p!}&y>4JDq#NR|Uh^C)JxKm^$?_k|>3YGC*uqz3W91@a zJ-$GL+_<=1Zg2C|>w7CZx2JYw+K+<8l(lL*W48Db3P!hzKKk^brp2!s9;*(`lO3+Q z&`)bu*rPE6qJdJtw1z3t#Tr(BIm<-Gjnb;{ajZlDPoC(SX2x!zc87}7RATNB9kqv< z(Crr^(Ix_wRu`pXh;qJNqPqMETYR;Fe1z2*`=ygZMipVdUi8~ncha#)YOp!yy=-Uq z$9e-and2{pyH$p8mnsGUZjb+C*}n*@O+CEyAmBj|bfkVeMfqvcq>ry<3}@G7yE|%v zGMW=trPmCmr1PUTW6RJz=w@fo%xSdTbC+@8MEPExF_WLaTzeypG!-AolQi_K_5R0{ z*K3YBN~^pp$nczC%~}LmCIvoD$$)weY0E#1wPbLqz746XCo;dJ0zdo@EdKSI^B0CM z>=kFFg5NnUNwjYN7{UDU{4~W{)7s^QQ@}Jk*Y_ihP(yeX5*^Mt647;oj_lv9Q`RJ( ztmd?lNSU1F>pNm?&wIDz#N(`X=}CUSfCUyxQnNJK*Rg~uu9nS>X^U}WJ+5x@XJ)Ev zuXCcTT8=c%U>U!1{yYRSc81}1DfoQ=Ox%&50Oa2}WEHatdgk*sLT{36$0@m&jOHeT z%^b^hg{^I$x!BLjMk(1PkZDFYTr#cWWmMKTQlb-y27Y$fUZB-CvGl2&wvWgO>Fp-DHQ`tOvGUo>;2B*o8{l2)%N z+fDQx_{*qYuS*^i*Xf*NEEiwm91Fa$Npze-Www2Hve`$d2({$o&gvq}@BN7>uERq} zL$%bGh=c1#F_GRd2xH7BzZa)WrK^I8bbq21p>tO&{W8?I0+^8Z-h75+z!ti!j5U(U z*>CPHvNx{`%}Q{`iiIpo#RM7QASJ|WIa!g@YD3bY(R4S+yH(+Qq>HPlwuejhF{I4W znbHR_>%hZRRA$hGtr@iA<-sEnQqeBzEUc=kJ!Q+_Xn*XgZY{EoA26a0SVQ3Sdgc0zaHDk~+dp8)}RR34vn*P64cN zaCL_0-^3*+Z9879TjTmJk4zXZO6R@uA^-bV|-Myy>sy8{rH6IMuqLPDJ zvfVq~#5xDA?H)0ddmoruY??VMX5B!dr3XtWU5rnRHp&;rgrpT&lqH##Mh=;9U_vQ` zv#p2wGvWEFqbGW8I9ufcnCMMC@U<8WUANv|YEOjE7rXvM8z0C_g_ucHyHnXyVM8>! zT(?{IMqv%vVGwq#EZmGCJF=+`qS?)LmXumXo*s`tly(k#+VBgzIo18N46!|7=*=*wDANY~sah&yj zGOT9&o6-dG`2^atR_s{p!HL5+h}jpAVG!9jrz(m>#`eS9$C#V6QQh2>Wn%5qUw=;6 zO)}jGS7!FSlFSrifzQWJ=M-ifR?OHT`>?Q##H$)8PqyPt#rzEyhEaIvI#Sm{b6|_w zF|pJHLToSn0NIiwS{UT%BXG(s`98h}S#omT8TS0piRZl)M!nGSYLLvm{E1di5qqA` zngcn-jCK;d50Mi*pq|6wj~u^J449wV3*+ zm3~kC0PF#Gx7+zTgixdd6_|oT%5-6;b|}o)a68*?u~8`tGqdNI75BVU(FrnybE-F| zQhB`N5oP$|o^V4k)KEZ3?Ld81-mI*~0osG(BlK==L+w7Yj*<1C)>{SU!=z4XsckS- zQn345`fBTMS=_Yc3X2wHrDJO*O3e!i3pb{f8bkah?I9kng)tPFj{Kt2%#;<5SFXV}a-cX!98g{k*>>TjGrRrwn6P><3J#*(# zQDDN*ZGK)sN58A-C`G4FYOVK%1bt81J~XQ0_IPjPz4C1+fraw1_4(8cE?1Z!vLy<{ zfODcqY7B^VgP_}%>f6!09Su*!k4y6`er0q*9~eA!KREgWYU$|r?HOJif)TcX9_A0%y+oDA4)9kI}tsz|W zuR#-zFB#4^BatNiS;`1wSNpy@=_Lj$B0Bvhj&Y2rdN2q~1Krf*i-OqO+c6fvfaLs0 zO!P`v*ckiAQHR)_*dfmJ;C)>d*~r7dMmuY3UQ$e^cB%K2oqiE8T^ZrxiJ8riM7D$- zNR%~fUTs%cvUct;HCiT!he3NYZoiF5SyESdfyU%y*sA64HjMJ{ zS_3M^`OFxt9w^?C|to2l~6gvuf~3(ppr2*^xJIj*6t=>D|7xTU7lU` z>a@oI)#UbSPOgNSL5wCk=t9tv+(=nmP)N0BqYsk%ifEDzI&3-Yexk#d+jVfB_Ze`; zP?Sm$7k&*gWIUsVJpiwo%QE~7p!%Ps%by|se1!1-@fSA?C8|f-o4vL5 zhC^ogf^=-MD8x?+*{_eg^2TrA>|6S)(m07rrB@G+B#&At&%eiCW6G;23r(cF_>k6< zGU4!sJlUNX=y{_zu`E!1)MM`UeN0(YCJlFjUliQL>1+u#>7Ufvi(ypM%IjBb3D*eD zh%tjsmPR1p>eD5=+Rd8GQkCJ0%~d=IVffIqV+&Nu==F#2mTW& zQfg;TO^oL6U#9S#;F$>7yVJ?gHNl|ow7;55=BH-A<8}Aw$v2sf58pY45*GKQy2oud z)WG3wWyb7Eq-t2_)t3)9*7lqa>b_o|lPVPHmL^TL2j>uh*b)W55%?j%+O94F^t0^%x97_V zG#7R{qF@*c4UY&vHxJXZfTIkqC(osWY(u!e@1F}d-^L+fJ!=Co5VPu}5zYkIY?=#q zA56tVOjlpJnVG(7>{H)a#zZlUUo=u<;hLm;DscRCh7Rhi5KcWm-FO6CENHBF z7Ud75iv1069w^Oa`X{ywYQk{cg`XWrXSTzYx|EJDREf2UkGjoV_8JtDIh0ys>V;GIpqh8(+3~U zoF2~{-K?`ME+?`q=8w8YiW@Gtv0YL6eb?8|Rma9Q-@MGx-ng1`4r810Cdx!?e#Sn{ z1BE2UEXFDtRZ6(?;UhG5Vm46h?CfS-%azABRqU+3mWjbVpXqIVOsetBd(x7)G+>O7 zzw?OBsdal3s8Ob%nHt#P8yKOdQ4PQxaM4GEQ#`~ZlwDx9o^mH4)5dfDJ4SBP$>BDf z_(~-YUWbs)3b~u19v~wCc5XX+2nl^^pq#(>s*-bMYSAyZ+ zef7hyR7fWk%r?y>IJ+USzZ9OMRiS>|5nDv_S`%c_rm+UHVzXpHk9KQEk7zw!#gwW1 z@}YL5I!ds-!@#GwQ^jik@*GTrJ*Yuqb~%aO6k&ksM)%JcPzsUP4CK0G-oH$9XF&1s z7QE)U<{pl40<`-k82S*FbGgh}m+p`6&@;uA`*(`!@_aCPI%j9=p*yvm>-e^w78zf@ zIOROs#?b7i{ZKbjdfOqb|6|msee@2>`mr#`M zCP@cmAmVNSi?~3=URrnCgQv#Nw`57LZ@G)_+sFYdu{)?pCT~Y zQNjQ|tE7V`YY)Diec_}cu9+XMnNNig*j3oi%vrU(P8!1y0eZNau<~@_TDjA!_i76m zVMnki9Ai{OL$@(mA|ZiRnG%~;5h`oJ1yzyNQ4$Y#XSdXFN0p^DHHH-|POn@Q9&fwb zxClj`*rcQ|Lg+`Y8EauqSmS+?@O|}LiXc9w20#?kZ=mC3UmxBIhT%jKO&mf}pv`?v zv}qYwU1m?7-+GN^$la9C5oj1JyUNX2U(hjX(Wzw?lDWNzMV`dSfM=6fQ4@UaAD6UA znC(!3#iFE0r$+@S=8*VCF>?a~S1D=@=$TvWRe%_vs$QTF8|=iYhuG7< zhGPeSi+n&7Yj}2$xdECm5L#Iealf=)N1LuvvwFiH_wYy>U8eRUIHMtG+R&=kPi@ox zdH-<1gX32SHl8MmWL~?3kxy)u>Xr)SGui>FUA8?+ryk#$%ZREHdB|B(aIibtCeWKH zXQv=rzBD~G957$H$D7V`?Sk{7PNbf6@1$-SV?WmDY(D1WUR>(l&BXV`WqA)oSUEWq zsMr<6RIfg)X&SS$9q7?{JAysdZMEda;qjx=6;{t3jYcja36t?qD+%;bw{>rXb_7O0 zJ7*>FBrFOCSJEg+YPxK8y@j+xEIHP2+rtChERX2UZyz3_s>6n=>fII@d3XvXFZ98k z@_`q$zQF55tZ@3-@Ga#-amzv!x8lup(KWjJ9g@bX!!OAk=`k_8zKFzjTupCuYN@YO zTf%nm%GL_qbkA_zLE{q}emiS2;`P^vEB~%Z57G9spWb22Qle%?l9^M;^K}|qlOOPY zy!`ltOoEPUUN-S10+A89BQ2OoDDP5E=WS&T^XA7>TnZfTDD7o#V@wf-Cw@ z!1gvr%^Tcv33Q`gg%S^B|E-0S<4*WgTF>^<*%j_0Z`c~R9C4yG550$m1{dA9sKzt*H{cMheobNdUQ>;sTxEqzfD<#%9 znMa#xNkZpUOoumdK@1fnNvFm+7sRSh>q{FtWoL%ot-#RU!R};5xxl*LmPam{oCV?u zW`yEsphs%Ty-d3Kg~jm(!%7{ye(`(=-;_XU*>b_Y*55aR zx9vae|AJyO=%RXNM@}*6$4f;8cIizvrPC)HMq#2tp(d|jW8Y7DuVOn|3U=eH_WIpv z-#R`oi*275EQ(KnNzfhmIN|ZFIDV5liP9cNE&aLP7Rb1#6u3uxuc5hML#AD-`xBdm z=&`#1fV*rV9dJ8@oU<@QyV#`8Rq|7tlig((hwT^CcEz_XN-yuRx@u4knyNU~6h;u| zC$P*Ap!l}*NL?~aKaZL+in6Plka7y}S4)^#GkY0f--8_!Uh5bmKfl+llVrLRSe?BI z8MW{pubVOU)_au1Jf`$xkDG3#FT0;&z|v6rQ1WTsPI=_&*-}&9xN&<52!iy?X-?O{ zl|=Mks=uNuWJ_wgaIMxRkl>BqGP%3xb!A)s88N@fSaLME_@&E%Wq|tgh<+66+rE%X zqi(e>iam=1jt?anC`HUprxx;q5!c2W`0;}%U3(9tVFkY(X;f-_&CV4og;lX4T&lW~ z$+c=%_!0iKQYSH_)DO~6^qo?s_MC*}gfkm-el`L3yEaJ5WG#|%!vYC|o=YRl07C&! zBNl;!LTFPFlj!SUY{%t-yQe+uRWuz=Z3PN1`ES-^5VGo1=81giUf7=M4Jl(+s@rRU zHfg4Z;SFPiOW9zC#i-NvapPn-Mo(lW^|)9%A*nHmrkS1qOl@JH^Q${P{F(+)Q*cdG zo+h=}RyWPwz{jDE@2AsG-!upYeLq@p^|5E51S3V4F%YZ4c@xtl6scKE1xkcb0qh*@ zUmM1}dJ`IjXN)4=M>gMrrG4o(%%+*&Xv*I+`PH$x35(=dKs zP&P{|y_0ZtZytS(vVX@wB<|iQT*tmXotl{!^wLZ|g~xtCHw4)&K@Y#$cSPq!WQtbh zB}KmMKK=65lIFS{v%dI^YSJ~xYLYEqM$?67J&tSQ^n!Kws_To1$alsl{f62PPj@G@ zbRdbkP4eMUZn94L7a{gVQMInEyF(=`JFB=#=oTW#?sgX$r}d;xf3ZY?l9f`mTfFdz z4YFCb#*)#=>{_(wHRko|JK5H&CpV}hF3A2$HQZgri}DJ}E!SKLZuEb?g|aG}oGXyz z{ppTLATE-(8YuXO9o8!oyK9%otFT^XLqb_7<)PM7$}cw@hJ}cvoAjnZ*~($IhrIrAORa?W=Q^~B@`I$5GAr6xOBWig`X#{1Bi%I{y< zza8f6&NqMDOvQ>Tovbo9A{wrS5gvF?J zC$`s~CTXMD+YruJ@#feO!eD_vA`w(S6rt{(renZW9+^m~5l|DQ1c+Q&ciQK@>jd)5 z-#)IqI5KLPN22B%xt+{ni~(+6jerhZ4#_XPIiVR2~Q9bsjj?FaIZ8(Exv4 zxqLRzB$eXuD}}X1Tdk?iwi(AxM*3&ZCvu?LvoIBT4i|;sZt|Kp6w=ZZvYJzzv!FR9 z@cZ*#M=i1j2zPMROjj$zyGff?Zjen=sX8b) z=W&}0C5rTY`Y)bAV$n*;f?=Y?`K?x&{UDQOhPMu<=Sdg=t@%R zA3t-nUhL$sNdmi53Y}9GIcGIpl-1^g`|kU7JnbzG%jzP^Z$9jmT7?%y!yCSl%JM6F zFgF~(?I^!K!bs7d8@pz}@q+Rq(Ha%vWBzo<8a`RU9x%%Qi^cc=BViumtDe9^4eQDq z##;&=Y>xZY59s2;e?(@kECg!Gn5A=K#X`vt>aSfV+XIg+E> zq4$Ei)&}FHjwG+;lVyDl<+{me3O#cJgFTRleCep)nU~L*lDHpq^hD?2;s?00NK@{4 zb7hM-R!Ordj?%9sjBRIGAm822cp#sX5v#+O-78Jia4QA!4TOS@-j&iVC29j6qCha(X1DkX^ch{rfdrlH7m0FVb z!fLDwzIH14@%le-?Z3ONzg+!aQdve1Q?mGJ@vNZaS*GWB&0%-!96#t(NR)=T34ZQL z#$~A2ft1fyPF!n`Tb{ZsSAg~-EP8Y$xi&yfx3{v76jQO^G9Foms-;>6w16NfEdA6i z2d-8PgGw`rk+Ah`3B4hu7-4KrcHwzZ(TVW5133G3ychAd{70$oJ@Zq}*#QeLvNYRJ z3S(d!x17x6Pi(xCgm(Y9_GvO9-5bW#s>LrKQA96S0aI`3oN?DPO^P8XPm#4jCt&i; zjZNv_#v}i*+o7!Hu#!#ohVK}5ajbKclgm1^?>cRKmLo1#UfWIJ={op2>p1Qz%+fill;CD@cm z*>I8Yv1euqez=Vlo8U8)8+*)j-&l~4XO%eRjyieY06@8P-H1OG(OsiY8uAQb!iFq& zGpj*u6QNaKM@%$b8u{S*}lbP?DjB+8>GP1H521dK_7K3vFQGdqd{dyt<&Xt{FHY5yKVEDI!g4T}}qh}d`W|Y+9E&f^hmEKg&#NZ9$L7MFN z_S)2#)Q7;BAb>PN3WL*CweM;seqyt2beIJKf2BUanf)lZ_bp|b;G0L0^FiPlvB3|3 z%KZo-7q6uY<`Hofk$+qoKSX$X^-S9G&VXl`(dL?RZu#w~#ZLHQWIJ z87brV0I!tD;JSPP4UAbz@zB&|S;TX0xw$@cNc;X}I?r~`Y>TaMs`#AWzM3V`NHf&( zd9q)H{ar_7K1vB*=|Sf3Z&04btb_OGZ2XrfiOD~>EW_M_g_Zb;zL>yr{j?a%I7!S$h?)m@5Q)u9T-oPr_2R>&px16BXWFH+;yy(2!c&3i_(k3UiN%Q7Ix znyEcr{3+1=%_{SLo&CQOnoh}tUb#UuOsdrQysFH5%r(WM7clTYd2GTKb zTGVeEnmdIlK4;>E;kxXc#H;63WzjPi-a~aDznQBt*-=fsc^7ALmCQb8a}hL7xqnyE zqgyR%+kr6D{vtQr7Z-|Yf4W5Veh3tXD=D7Lmq(#AW>?wG9XK|g7+)&ZC;FG2LkXQr zqAI9cgZ$TSF%P^In{+qlXv<>zXN85Y^d+;mdgGnZ4}I*Gs*JZ|m&phOifnf*H?w~; zvUHJ|t46xVk@ofVzni4|_V*OqfR4oPDs3+x`%R^a?N4lFmVYX>{q?u|KR>=IsbxE= z4(ks5;2Q~%sC5n4F0adgJ|t-Is6nK z)+A`MNaS)Ng4{CHHHL$Ac;_rm`DnU4mqo8;i72KTnkH*pOECT35+$E(7O`D4LvBIA zTc5H*U;|+*iH(aXKd!eEk3cW5*S0}H1+z+Yo|}|@j`Sj|4XU4~eYM?FD2L&6vK`CxvSRgn z5ua~0*7{p?BGS^5t21nhMk#Z*N{grt!W|TUD8=E;K|+5<`+Mi7$;h*ypMJByprrW9 z&=cjiEyP5ghGhTjEP#zk*2rk4)469O?zlY#FSHCgpCfm<>8v30e2#!%91$4-tqH9V z>8rfB%wv__gX%XcggoonOm6QU{~m}G6+sRlqL@OmB|`yV%Qlw>qBBsHbi-PGp= zsMrsO9e5JcL@l0o7FDIY=(8vBB?+wGV_9PK1Y42SA z%)ZnMu0$IY@a?mf9=UjVuU>+5ub1VqAGgO+k276^5Ss@|hudeiEzZ?4ttDnszY$46 z7p~hT+z*|pQ^6Mzp{d?7A|-8F>RW2(nZfu16eBV1toOuyhH$&I~`yqOM zUn--V0ezD0hZ7JO=Xk1mx$ontio2DemFZ$FGV^YO61}=gTy?0sv4PKt%-m!_lXHfU zij}49DD3;m@Vt1d@Lr{FM;ZqjDo_Sx;Qe65uvy8Bw{s!F{JXK+Z!z7iA580Lw&|HA zy_)3(uQ&DaK!+Qho-gnLosa{10~jH;29iB;-@64!Cv_!8^bCcB1B=*nHYNx>h#&#bjgG zrRqjZ=YN4O5;-;qC0s2)Y#IG1^Ap?H(ys-mG%>CbBZ-6$_0Avore0HbqfC?KPFuX~ zPtwA?Ta#KD3fy8p5YNNkjVc*!*kI2pDc(-j>JCs0D@Q4+5Si3ZY;}g6NbS*slp;Vf zQ0Ep{9HwDT>G{NVje7{QtySkq|3;fKWO0HVYqUSK$uy8xkm_i;AtSomu0ko~EGypZ zoAj@7B~k`?i%QM6c1&+)ST(;v$t1%3`J>h_}6JdvO)kVM!$5B`BN4PC7A3vZlzQFiS5Z= zecTLF*b5b7Bafq-=4+ZvW#*N%AV+4wkTJ3&yhJ87wUTI~sonFq&B{VS$hkn5lEV=B z#CB!UCCnr>z1_~lqN{{-#PGEKS+@w`$8q6*?5kFZPe}8n?{Pj7c}m>_Z7MCO&6pBi ztL*vID#)akEYTdF>bI-}_K|E(Ir^mLz}CO<-fn(wS6)SvG`?>jZ+TMFyQ@CjXpWt{ zO;(Y_d%$I2CC@uJX!BKx;{rn!5#6VJi)>#iS{B=|%eMsio33yhwcEaJU98+r^d&Pf zImtq&M$@=K7ipxWAb=w3K%_2iA6CAYa?lgd#SCU~?wcB@XP;&_KzJac5ORO8>|bwu zAuRuI$eR86nkqwK7YbOh_DTLiMcut`dtcAk&&<7dBy@bHuUPy{Ux5dxFgQc)in@(_ zd@IqTMd<>saPI;t21?-0#nRiou_ZyCC8!GaCHu7HW&5~Na)FTB^`1#%@+hFH_Gpe} z$4Rb-sV4LT@3J{=(DXwux#svS|GHe#4yivYVL3-yLaet!vDe>hTm0NX|ELCX&NQ>q zXZRGV@&zS(#{LIC!7&0zZL=|vgd7He+=hvMV9#{|?d3{;xIJzu@|NrT#}1BG>eKo` zx7;A>h@i#1sqG4NXAL|pdDy@*o(6y+p63R2z|Tqw&&fUfzSyphGv;PNAC?lhXxlP# zcgj?_8RrcV^k`{~;i&RTzmx4III^Uj5kGu7P@MdU%{Ohid$fPQT+eW9!-Y#V#FY8! zs-2ZrN*C5cXZiUUuI&QbJl`{7sE~_>2AmT?pQ${qZ|(SJEB}q{zf7VWMX^TnLQQCLIfpdqUgay%-dC~nn&laHx5=*7mAmd+J+~MY{gRg_?7KJ zDzjX^BT}t(SCV1`qx?U zmQ){gbB;Vv>4lUX7n;O&%6~i>9b!p06Xc|iy&D#|=0d+!qo?r=5U=Cq1<$9x;CYgp za;Y*nX)VduGI}&GadgTv&|HDbFh(w-$xH8;|4Lk~@!2raQ6tEc2-Oc7ay@Dnm&!#z6)FrV|%%eX2O?S#7 z)lHC0Y++hwVe*qvsLo1JXV&z<#ii-@2k;LcVOLkTfaF9^R`KeC53c}leLizVhjS5%nkoGrYu2-KhJ2)%|hr-bQ8U>zHwcXR}`*20l^DW z2V8vR!fC-{za}e0%)fVyX)U@cQA;fQ*wp~BBVO&ezxatQ2~Tm$6e_#=!aW3u^dWLr zMu+XlwK7gceM8xOo~%8nQ|kO-jO=^Em~qX*rBF+1tsk!0{8)WAO1B@ep8hOPf6Zk$ zHnG2eE~Q6IIS%B>I>LdJYEqq#0i403bHN4Dxzx18+|FjfC%Su>I>HK@h+MG`XM}o4 zN2d;q_H}0K(OZ2I+qZ(Y+kldPfDyC)_8*M$Z#P_TW-vD(6 z?0!hjqLGEmZ z_H9R4<=ZG>wQgXd$1sx>MvHN}#Saq31Ppt+^k7154!sxFQfOXueXTWBBbF5bbZlWl z*ZXofEOBlnHF1Wa(8<>kuTfk&*5fc$FuQrs0?#uMbS^e>**;J0oHU{%=ab|arAg07 zI0uo;tN_PYEtzvIXLUoxpJ}D@luy1MW|lXms9m~dT%lRE%Dv5{fAIxI1#(euk>3mJ z)9lQ7R`-LwaiZaX{iSRQX*x=0>~Tbt`C{(lF2(W=mc2ezou#=rwtCKm-1Yd%9Sxmn zuoQ&n&eF;V!`3_Q9D znu3cFyjz68eVz0^xh=`=g#0X__g*-Ls&P*WJ zJSqk$DR|JDSGihelOK*aLxiyvT+4|rImv@-J`@B}(FDI3FD`C>nIJchx=g+GOKcfu zY3W*5%h1pz@Gk)%IfQ^`#9eFk0R8oaNmw@y)@gtd_8tZMmQUK{2FP0_r23FL^2;`Z z1QSiky(i3Zw~Yo-oZv0(55C5N7eO~qqZNFztO!auz84F-xVQ~0`g4B;0Iorq%&M~~ zQWwQXmopEFN>-ybOI)5uE0tKUDmj-ektfy(M;@BHwW(BTkjigPUisroya_uPfxN-Lj$rB*1U?r*0A$u`f#;~UbBnP||?mk8; zgp1K;KcZ)6x@10z~%HSmyP;+-jvo>WRq99TfYlV3I< zJZTZ%=zy1t95G<`3NLIzB4zP?@XZqjFJT4^iA1}0E2m0R3&C_JCt7}V-3Zjn9n^+W zcazev-_%$Y+5j=7beeblC*YCpDR-y2d$xZ%Z2RM{&HJSve>E0YvH@aSj>#C8=TtsK zb;DN3O1@w`Bh$tvyNc_hx;P_icBNdmuTFAw?(s@d>cL(-kVxMBJ__#s4wD7E1o-chkC)(A?tWo%x;QoH;>)2k0|`Rdp-T^ zYF5#FFTbQwfav+F03gXY*Va>ATzGS?nCpCmqZ?g`58q}u7y|VO+C!kFLG1h`D7fKN2P9(?fMb+#cjhh4YSN3>(v#3K+TBs8^!EU`hC>%Mb_J{ z>01H;$Gt^bNu>g!Pek9~ZKd|OyjVzWd9&`T%w*ZFL>2Ev-S$N^SaC|5Jk3BCa3*NX zJ+qY|DVGPG@HV&(b%1x)DX2B!D%*sI@&h%AY9<>SB$eX#y{kc3<*ZbMh?eMsjc+$r zP#;Af-?x`MK{@vg%f$1!sT94hd1lbUF4ub1JA7se@|^N?(j3p6OK~64uK)#K>lssW zXGPgjyJx5HI#~rkEv?^|So)vme3^^Ve`RtE;mBa2WK{m^;e!*rogD#@$cRhvLXk)-KJppY-~!i{YV%Pb#C8F4w9z}y z-pJ;rwOO`#&?6q?iB{*$`sWWU73-6-UR8}0%SCnT$QldObR02TbWDnz3>GBP)RCfv z;oL*@Q2D?St`G~2&cga3w1Gu_cyOPS;F$9uelkHp@37br^bdEMq!+@OizV0>33`Ei zo~wHBL*v%PCnH4K&Nkz>3*!Z~1jFt;7>{i|bGrDB*A-@rSB{5V3>7s;sI9dM&i{_Q zJ$z<78VhY6w!f*F^G#PA%OhS5<=iBg7U)sjGuM!*Dmddna{ReTPFl4|+%?B+yAeoY z=W}tB3qI$OtjZ|2vR=&9%hdCPO&PUED#qr~6K#1C%?!r}GJ^Bt6jYK}k9rmJpU%Y< z()vx7yxBlEZ~wD3{^QD-Glzj+hrog0^92(Xe^a}l6Zt24TwYNmhk6H6SN&)>fOWyj z+DUhRgSrzc9p#;0JUb2h;QLI^MD~GFDJjyJM1mA@|<;VPb!a5W&A)|8|XmFZ%xC3r*oOtvX zDri>GLU8`cv)#p#w{N5O8cxBt$!Zq+xY(kFgjkDR0+{Wql>hiVe?ItsFZcb2D}BXc zUCB~RoY;Joa_3G4!(>UWBkPsv{44-zxU5R)tKAvF_Z2r%@PPiEM!&Y0hr7iUlS)1R zv4YB*4M(%dmP|X(gW2I0TquXFL`wdmIa&Y!nm=9&I4cGKc(sf?kbvIxI-h`o6CIxX zEyeKJKx~^Mpe41ddSc5=vmyzrB8G@7J|l!WPni51At!gLaMVU@T7)b>3}uugbm&OtM1OKx z^4kHKL7`9(Qd-dfdpJ8gmrTM4DBh0Gi;QP)d^)Km8vV?{#)K@gG9qyJ_+57!O_7@vfM&8R;$Zce$?oy zo$u8Va~-{ah7*$5qehd~pG(inNb&l$Q@7aIu0acL%O9v(M{(p`QA;V4zNDR``Cbg@A3qHyJ=3!ZXRQK28L z$U{ZJ`e-BWl^plScwBEk0d?=I^;^-eG2S>A-O_>`_TO1+;1NV@{6JZrRWj8}jE?5s z1m;`$g1M+Ek5nR6rIU6Jst)zDajU=n!%Op58-L|We3qQ~oaz3De){9sKk27`rqcT2 z<(tNoZ`qCl(`4CFu}urxx>u&ND39OvTm#}?0#H!aC$RH5{sraTaN1IZOnft&sZ{Et zlgGJ}2~~^i9Zq3ww-KYX=U#~=0jdVY1{H5*(&M(9Eb)ZpVUG9x9}{xAoinWJzPWET zu>L?x<6hmuwq9}qwd91b>W5(vN+?+RH79F?ima8%{`{5M7hC-EiC;jpOp~gTG(THK0*Xz;dp_&A?5(lJAiseI^uT}X zYF`~ewvo1$R1Nb`=vZZz=9yFSu^nzmO$Ic@c6cluEFFg`xrx^dEBj-H#Xo%dD<_4F-n?% zUsi?ZUj_9fNiu`!+LHmX^KA^JY`)1Aw+2CgEt0W0*si5SeQ;+$>~^gzOre%aS2pJ- zRL@fB_-|)_!GX*-JWn+72%6LjwPjBk@eUh8DLOS+eSs>%KYNkL!v_ zQjY!;-OxI37cI~ywo>8Ao44nAJ6F@USJe^uDTu#in*aM*(|_EKW9oNohbRjX8i>^q zar)4Me$|w9rw~d4g{uYuL!7YS%P$4-^+EjaA6 ztKKIp{=#)!IrWS*V)ET1&(o&$M}27SVDk5@)nb&ghla*VX7h2Y@%`_5(GB{vsqON_GK3tnz1Sdr z5;j>UGtfvb&@5)>c6n8HcXl2#?pUUEIK|rAZF#HVY#E5A?#_|6siCr;bN=PjJC>Jd z^k8~!$&j4|+*D82+d97jz;z?Wk*Lc~r!L2;v`jw~2g^ ziP`B=AX>)NY&S9op#@syVt$Gf>4R@J%|9N9B*S;+;W~R8UGREk(W#2Kv2Z!ZzmZ`3 z?V-P*YT-{E7y6I=+Am*Xynmjf7Cv*Tl%bdJ zBxSwBEw2eE8Cy6f4=u7HydgrU0Yz)C1s9d26wU+Hs{j;N&IOSio9BIWQMfP88ONG; zc|K;Hc%K=ixt0EW0|@|?NtW)HzR>2so%X+Gt^8Y8J003NxU)a?745m|!K{``kCQ6N zVJ*qTw#OvRBPpErcqY_9eG@+3T%Xlk!7C`>m$vOM89XtydV(pBghkkbuDnm^9rr3G z8qJRltMUY$y4%48FZ4g1ey4YT@O<)GXJ2;)K|FVo5cYmbHHR7LKma7k(4~|x<{6j3 zxM@RSLf%`aJIn0ywS{F*mLo8ZEihJ7r?+`{M2=JWAW|T3ouZ_7i8UI}E^l6z^oDh3 zsbs$?k2(Pq=A_&ajyWLjkkWS+I!9~SwExbK{zrnuu0JY%{`lE|0B$63*KLLP@z)GQ zCJ}<+8jX`WX3@QnzNI;53`8D(Yx(*z)9YZeIQ?*sd_6TJD=p_@X=C3)D8JrWBeUg5 zyV>;cN)O{cXM9Ei6BZpuJNV{At+TXOi-+^3#_cQ}=c1ow#_n1I6E-mg@>!?J%&UQ+ zp^N|6WydXtVcKzq$#X17Llt>x zOOH1i=a8@zp`nk*2W_gm@j)+y(Lb_1%j6aX66N@GSn<^x5W&(JCxpxS40h#F9)Gh> zY@?R*olcu>+M!%kB=_@I@=q_B5LRg9{aex_S*Wx5~a!VCdr7b{zGzjSiZM$FZu}PvV?q2O$gTC-|3Y;7MP&g}B)m!Di8%He* z7!Xj`Qb;QeII6i^@N-49`MLzhi-?YTm0nW>)^yoF$kP#1cQFcj z{qV(@mjABn1IXkJx&TVC08r~#!=~t&S9gpxWHZxWb>||Wk?4vlj(3xD4aEk0eWK{n zY%=qt!wp%-2NQZ0SqWj75u8!kApBl(tApB1cUiE1Up{pvJf4c}RFc=!?HK3&#D>Hs zRb_;4mT^{^*k>0P!l?yFi~M>;Fm(kiNb8*ji*JNYVX~TpOm}o^VVwm!zs)i8+ZX>VepmM=zvw^w`+s=|@P>eV30KW8M^gg} z2HgCy`d5SLh~CcL>ofLb@CzNm1W{240POuI0fIJuG@U`H3DiJ!{5U_Cw^Lh?TVOXl zKAyA8*{>MYj{sAu0iyFvBATB`<|QX2iuX({7nCX>SLWCa2A2y6%}F-vg{IJ|`PNd0 zVDnx{9^ErO6^MPrLN^RImVT~V;&wIEFd@@5@nOHIOEjZw0AgumKOjME{UO|A?X$LbrQy-tKul4k>PDIneSDSYCe3J;{rJ2^uD|<<0@(*SfS=kwI85wIG zF!zCpe&YV6x3LE7ek5$GH&Sk^lX70w8RQp`FO$i$1D@@(vlF%I(zXo`4ij>NM%wQt z^{6;;^gt?2?Q-h?9khpH4dB4(;0ND81POyK{5N5!(bD)t?U5Y%k|l+q@LfYsK*iR6 zumyp1kGNPhf+^t>+o8r(?CCX}+SBykeZ6~M`in*R4*x-v^k=RM!6BU%q}JfQVxbSe z+8&e>whZu=<^85|Ax<`VRk>g4qkE8w1L(;Nf79LjAC2_yckp8<0(qg_uH3x&JF8BZ ztkFcSW^$@wXt$p|&7Ql&Vluy2b?p;ddD`yJ(Q!CzrR)XfO@T;5kMZ4~%!G`_%T1=! zqcpSTYNHfn+o&7Ve(w_-aaI^$-5s^+G{T3DCnixK zae<%Mq@T{99kAI-T6bEUJLQ!=g!%KjJ>|A*)eF%ya3H_5K1Z=1 z05@Jdf|W2k6(yGTnYb2+&7c6{7bK5FyhUpLP%T)_^%?*Y9L8O0x>7E8ol{AQY$lIF zVtoSgQZ}E^<-Pq(v2q3tE>=9D#WZgLaej_WxppH3mZnm2*>cj|-tyai!#067QV4{O zYr1u?m+N31gzStaUr3}YQEV4>%(C&>lq4Gb5fczub$23gIMLs|@w|BL^8SaV)~@?& zMgc@mETAow#(zZ~y=Lt$9gmi*$b*VIavo<{3IRy=H@Y&bP*fv`qoeIZCs}x!tK1JqQ`9 z;OQTr@U`U3m!Qc0zktroewT{BeeR2Wuz$Ay(dk34578FwJy!%zIlUadx3_rl zyDKn;Ny5C)>4yUJuG(n;LJMA34Yv>6e_OUa(_I%F5H7z=)KMlXj0U%YsQ${uux(hJ zd#F~zRqC-tNns~rIJc?XmfcKWO&+W_dtd$pE9X){m$f|PktY&WwA!JAIJ6rt?qUy6 z3+;9SI)g#(+mdr-J_NNhBX>2kN_4<{)Vej3P|CgSika{iIXeiXX>><(b`<=qZ{kS4 zqA3SEE@o;)yG9F^VQ>YNc!I_3qkp)U(+7d<6I4syrMQ6P9q@mC~oIIsW*k*P| z_o;z{7-PQ`=MBHA(AEo6A9W(i3y{)W7e=QlZ@wLeq}-$KyTV5*FsWRZN|u!c9241& z-CX%+^Z&)le=R@#ukPdOk+}|sMhW7%ur|hVhHkdSDGdpA?JeB~QAom8-mg6oS6bT7 zi<(h$E~i#y@*eLway>H_Ef(!IO@3oHkr5V@{-#^{bnhO4+d^iBl?ZD_C*u{;(|7WwfWQACWXITan5DlvX)_*ImVw# zK_+xW89`F@FgGVh-z%D~*#Ce%00F_9cD%u@m;Hr< zCppx*%~Qmd={YDTcPS)`xcs=KK;F~8OK!SLmj^lcc^-4dgcyFJXWA-h>HUD4Mf1kA zxsHxk^_0kKj}W72OPv#)ZSLM$f+ZS&B&Wn*Lb<s$r@ss5TGU;4}K@Hf|evT}LbB~8sPQbeCd9sHh@oCU?)kw`! zl@@vn1Dv)yAeN0WYi=^IY_&7ii7^7aoS!?T>CRN91>TS`1 zbeApmh{AW0?=;pDpNgLwhQgdEsUy3>lvrW+rQS*$2GB&s${nXA2*H>@mv;3O;|8>G z_dv}euePf&sx)I!WYgucOGcS(5j`;FLch?~hFA0b|3ln+$2FDz>Ebv#qoboELPVN{ zP5@CLbZ}Hc6(W$(14@<9qy&&UV};P9OA8uW3JFp|2~DMUDIv6g^d6*F@g8Ts-~G+Z z-QVury?b}hALIn`3g>*JIL_o_t8`5gNRK!u>)7x5g!@GO=?ni&IxAy zzAK{|H-JEZo7sLPNypf%Rn~!9)2gVO+&%Dr#%1|Gsr3CTUS#w)IO*SM_kZQjfTU}x zj`K!HG30glN`3>1u+lfrp%9p+BkPnTzsz`a#lFzzE1Rp)tulJ=h?p%YCnc^)$jw{G zmKBZ4ox|7oz`0H;yFBCULq9As%L#9fQ^=j00;Jl2{D2?}M4W!1O}Iv!$L@_773J0$ zk6m3;Dv6_A$oA_JlET<@fZ5$lJA!Z62;SZw<(f3G5tqh!?li~!`u~~FvmN2dwT zI@srSMl6z6Fn5E0Xw{|2u+6J-iTU1cV$j)X z1^7bRg+}rG0Mm?q^|5CQ(6~iI-bdNbnds+EkXoKBK4SRCmNI0`{{9);UJI0;QKE%3 zNT7GsOyvm8t^EI|PM#O%j|ZCZe{^a5CVmU!|CMdL=0x61h2;bHgrbjD4<@nPStfwr zM^@?<(UlCh#$W(L&ycKW$Aa`@)7%bcJ8%BBQ1hE%OYnGOPy6$ZbL(As3a1|b5@m~q zm-e+(-t!$9d8=Ffp+LfLqosZF%Eubv4TjBYO4-C_{9XI=_Td%sS033KGhMy4=_U;b z7>%SbI8p>ba)x2%#suZPn!`qcg;D3%h5p|rc>wt(iQvXO{?-Tc{SxXn_S%Csw=h*B z_yU&{Nfe9p6B*!%Qi0lY7U=T&@jQ=~jlD-apDT;2UkFdskJ8Tr?8AalYl(9fWgR%# zX~gt!-D~9bpejfEZMemH>iiD~{og$KBileUGs6<)G|lE=XJV{%q&-M-c0~-uPm}(D z>aFzA?C2z%yK_wsq~WY816lTRr$gtmUlO>NX-u_l-G$cbT)wvxTh7yvPlp7c78G`S z|6lQ^`Zi;Zd?-NH&fEZPePy$6AVatg;#T!MUgt#F6UpR^Lg*=uhAu#GpRi8MBrnu{ z!JVG)k_5Z?^`MXr`Oo>3ws{}-Xn7LN@Wdj-cCp*tPC7i=!9>0KW7E|+>QBFQ7ytw# zv*I_rsRwaxk_tG6#wgbRJ>PU2-)_*L*!&@R-jQONTjgw>ZRVw`EyS87zGZ&O|K=?$ z+!@}fVUuzve3(_abJn`Bn2qY`lFM;F5*KlorDxHW_F$-wNNAYI3+N*oFildG%Ra6t zjRmR}Qi&Oh-Mu)GLp49;%Ccv|1`k_}&FjW|s~7b@SNfby@=6(CLkRufyMz8KtIfan zt0Q#-j6ySf8rYxjS9t+dowd1(xw$F*?jta9VqB0B!sa(OGTdCG>_FdcE9hhHmm9%R z?D*zbhXlCEx_d{;oH_Cv=_m?(krnnt}9bVa+zvw(XBi596Y)n5%E;WNU9}wWE69<|topOP0$L zcaY+`>a)6KZDY{>7{L=i{A11}<;PEK4jjMM@c+X0tN$8ux*PtLZFM*1E1Pe2CQs&Z zV%~3X|IJQ`t3$ImWj9A#vRbjJq$%%G^Kz1C>)xw*f!*C6y4&Qke%<276GH>zc}&+3jZsDIs|`G8!I0bE=sq3 zqe2WSW#|XJ)~`Kf{GEJsfk#SV>DZoiZ7vMTR2H2TR12JKC~}oH<)%UHo4Id#dj}!4 ztg&0u2Q5YmI$RUliP}U-$*o7*u7{d0PH!$40F7ZJ--Dg0C_=ofWJe&#Cq8upfPZ#qPBkUE3bMyE)LN=C&b8>CYvO{!wC%1=%5o=$q zR-I@xiZe8C!7Q4TPAW^;y}_6F_A!_Re&;OP?H88z)O0(B-^SAk#%e9!+wv$Es=&;?8=$K6{jk0`DjH4_^W3gIF0Di`fav0T;mMNpTRAwIx zfu7o+1+OJzPFt4Lw`J&w=DwGTiE7^Gk23}ATGvB|ArhS4dfmi&*7)KGX-r0e(p;@> z`#l$8UC%vYHRJ|N7Bx}gZ?C@M{*|rd%Wl5M!S&#C7CHsav!;9(9GzY(t6}dp=*7){ zp*f4oTkw>>W}(FSus=V4uxtOUWyYJ24vUN_RMYO-IBG&3;-;8?kKAiYgzL8dtbotf ztVsN^6G)IiI-}Ub!J29B@8U^*tuZ$KBwX**_`3g%92;Jm9lB4&8j^#Mut1o#NBs}rh-~oz| zl_VPE=55&W1@i(j7r@0WIpLBbN~7odlNDG)bMBrJmMHm>4B>ET6N|Fsur_JaegozE zwh|P}FP}tT+`VP@-=8x4Tdx6cL-Z19kC$&t(Pp(k8XTH{gpnQKXAB>-AOm4nhP=`F z<_(gC+;>Gk#Xn;hGYeDglk_ObR#PVV9V|v-DX~IW^KNYl`?((t`&e^fC1WRVc``#} z6Op~d5HIoGDE*CK9%e|Tt5tC=*>Ok*!04&3YW=iocu;y-nq1jD%y5^}INb<1$agV^ z2U3>qwR-aQL+TwuEn3yG0KEKZhV*J<=Z<$Oe!6{xR3@GNfhuu(m0y#b+p@dhrX*Y) z?UpA}Qc-BqBUoh?Z9=k-3II0<+VCdw5b1E}o#XtBYP0SoGA*#d{rXY2_3AM%$gL)W z{9?L5M;l1Z${=>lasfd>xlf~2F=?fa6)i`D5d3PQtMe<%8&Z`#3iF*U3uRA2%3>tG zOjQQz73&oF!q`H^z?X^P#W!WGn-qL2C`^#LTGzrId%&vxe{Wqy-+dp|shuzOAD#_26<(%yGL zQoZedCS;3sZ-U4$vvgP$V`!!axWl%5ysZ8a)^PgTUJ$@WvAhL)dVJ`|oj19cV6SWz zAN(Tv?%VbMc}vXw4Ih&J{Ooh_!M5xd%_9!KeEY)xO!Wk1 zpHCsJEh#G*_A8={M5fMHfJlg6SRTI?xi+>P&1h>=y@RSQY*Ub{srCa(??2?JAo$W& zy0sT>8eG`j3O*%o>RnWhFzV98c6{ShIFFU)s^kP@JY7`JFyDmfuXK+rCAS43e1`^x z$U3$G0yq+ay~9R^Y6v1?FkyJSz2yqy%Q3E(RuBB4bQqK0v?l&opKFpBMFvMAthTjx zxO(amYFFTNufo_$`$4KPq^-6_$lFPA%9X4m=sQQCiBF4Hh~&`5*4Kh>$h838O=2C0 zEVB3_S8ck@E^Z@0a&Gl`%p9BWzeR1isE&MY8}KBWet)-L;iezeq>$U(y`o3PUsMC` zC72Zpq6``WOdp*1jB`z-v%$-oh#y`#)3F~CS$2y|R9O?pf>qxj3GgYbwMS^oAO@AM zBzhG*#=H2cAQl_bva|cF7nK#p_&cra(mzeHJ@i4tk=wA&5Q*iP!DtIqL2^LzJV9)J z45F_=87$Q7Gga!ekr5C8Hl`l$;bV1^0?WZcDa^I^uQ@%mps}3``LP@YQn@J|KJ8xq zZmQAGGYo^w<%pR9c^pB7y&+hKH06^s3G`?kzfBp{mlk8XB4NVGyM7`SMj2L2V{3R=_p9z<(`t z10r;g8Q86SXg8phBpy=Ld6iU23P%h}L%W4>dhaC#i$q%90#ptDv%j)^|6j?G`!>pt zG&WDo81vB6&u1FT4ekC)N2ve6B**v49$D3Nicai` zT+I>cUGUS*pQA@x|6zXY@wM6h6tf|}hO47+XzUIO>PyYlG>Bhk?BmUv&M+x@;h z{-K$gDE%u}3JpD`i z>6th`R#g_$nU)i2!NtD%mJak0?;WkYDoTqH=^?cjwgl-PImp?{+ zV?1aG9I={S}J587D{TthL0(!F2ZDrkc<^Oi>I(!VG*Thl!`kh zgY&>|QMf>`7-1$2k0fM&lXkhLn^vklLI=zVWpKm`(q~KqbJVY!<_rqMtt z))jpZk>vLGJBr;M*Bi@S%aE(5)u`rq?EnqL$Gzv{M;URaZHC+&qk2!hDo}Q`-{z_Id&AJzRiiz-LCV5VytL(|W|hiqdk@ zDA8p!cdYxIE?|d!=k8xj*E6;MESmKz?DZe*_IJ5X+f20ZQ1*jhsEX)Sm-LJ~#pvNLC+`JRzVALVbd#lxV=qZl|pQPzeZ3(JTZ{FikKB!~&`6RGAJ> zfp(nfa~zf^(r2v8pmsp*UM+VU2F>YkH(CNLD5wfaxs2@@e^<(nQrpkN?YX= z^AD8V7E7s#K^M2C^UW?6=_#OsDl@vp@*xNzTZv!bus={ex1qCZd5x&B5&Am1JgU1g znmn!_!X78}M7pT2sFtI-=PDXUifW#+4@;AnpVrKm)uMUV2@cbwCE|F9dW`3bdFbJ_ zRk`wDl&nGj_yot`;(}gw$$XC)?E2i0MnqZKJxr9w`YY?Gh3Nu>E8Vl@=c<)bFuiPQ z%lu-56s<7drC-5qf^mJdxyfH$>B7d`q?|!`TU%K}Uz|+jM5+UL13ZlIAxfFff7^Qn z8@xM;yZn1&obH|cmqz)^iF@V+rm6zlAq2s0)LVn|qvqQotY#_AVOX@0+&GK77!}cU z7O`Xi6P*F#@}&_duxcY+Ty|brPlJ{ohdJjR7s05gL7u*Eek#pjx0m5-d$o-A zp08}D>b|mdm`)!9uuz@Qt(}*!KeH?TR_uB`_1nGtmp{pY?}QHZM?70N56YL)C(OGW z6pq?M_lGQ>r10qy4jgow=XyhBtv7eJ;|DeZ1Y?5?Ih&}kAKvtJs8xOPs8vPLG%|!DT+VRZM!0a}F*Ls;=WRHPGrAC1mXnNDxNnz;>{dVl6>n zqJ`CX3FjDC?;VEzmSwsh!hbU3-mXpjX4Y(hLYxlwOSXhgHnubP6`3ndyDEH?7Fu4T z-Ci1YxTNb?h2yq%PLlEorL4SX3UN3D-1T9h>Y5tMjtA?fbauK0>aY||FwQ_>($8Bu z3p1-D6~G93F#64h3!{NoISY}}fzt1=pEhhBy{otuiFuKODy6>a%>yNsZ*^YE0IEW&{>>(&}Z_VYxg9(t2?*T0X z;AS35pzO4|Zc9{k!1lrX2UZJV#_dnD7$L;!J9?I%mC4#Yi=|SoczdqnA6g^yEr)5w z{qMFq^ku%XrO0{K9{vc@7?ES5BC6E$ok#F}A=$|iYr#Q}tc8+&B8!9f3euOBOBd_{ z^fP)F+|$jAi6~R!FFmiLot=ejUcdzM>cYpSug}d$chY6#3v8avs2CaPP;x9v@^0l5 zI_@`=FdWOY?j7lV_iga~`Mwqa%jtn-Nrd_JZnmGC|}tQUe;%3+>I_R8CuC} zy7iUqq`Sgrd|8ASKssIwIrcKjCLk+xHFTYwajJPpRej%1V-cD$RtDQ%OxV2i#VoGE zkew&^18Vn^$G^OC+sbo32aYB0yKL z{lC*7|7QdJ8?VPr!LFnk4ME5%I-`nE)!N9TE(daK{orgaq4NwsOV z67`V9$3ZU7!>-{MuJ4;DxEAJM^7M1FZ2OI}Y+3wH=t7PvpGps|>K=&cN;h9L6e+>0 zjF?x_J(o74$KIH-u!j9|{`|wuE9pc2`ckq5`?yejhJ(gIlhmLe^o!WNplg%nA^deL z?uc2R_1nI$o5U}ZbMYA>aTy&^>{o)qh;d5c#h_uz0v*W+Zr|i6ka=`)5;Wf!^~gBF zNQatOT*vg6(QZo>r#^XkoApLZZ^2=o$u8IHtynm9jDNkuj>;Uu#~im=LxLa1`Uc>lH;NFS?#O)LB2l?&2ss9 zL@PsLg-Sb2rdactqj1UYA}xiQl_}P4l4w?_Nt{DJ^1;OOP2!%Z=3ctd*o!(RQk!!( z0s7KJO1Fzw+#WiblTetS*4}4UK}w7aOm9i;z#M>?L*6;UVVb(RMiCy|nBJ^*&*Y>u z7asBa@|=eB5feV%x+mtahWxqJk|dtaDDJISi%G|ciI9E?sg}O7#oKoKl~Gnav8Ka_ zgXYdX5VD(MawAS-REeE9qcq>wPB#sK!)~O%N5g*k>~^=@Xu9~eRDoDYosjRH(!PEz z8xO7J&VeZtqOyYP=mTtY)B&NLJ}CbgzZrV1dw0ChlS`lDf%PFPO||R;xvb?=)b=n4 z@xb0|m*J1_)rjSrihOUJAV>I}p?Pa#S!#t#E$z|b@tT0O+EHsB9baerr1(1gjda=f z#yon*$bo#!Zj0sayN6F3E%jBe{bdR$At*7y2VTTL^c7vWZ(C!Y z?FGq4i7XIF-RvBcDddAm%NM+Kx1tNhs3DZfw5wbx?`9icK~~AgY)W&pKyEqgDBzJs zF)0|j-=EAj8|FJsQKi&1Xya{Xa1=yYN<-RWh zK34ysJf_g`k;!i}1C8l-wrp4z$iZqU-EcqHcH8{uKzG5R04b53f5y7TjwVO9D173t zpM!0Z8n<7SP;4BpVfyXIJnY-^=iSy%8lx2(_Q?;gG~IbApElNZsXCCJVk8t(HDeCq zE>pM#8w9cYLYXJ`rP-~{4k+FWQ93Hw67g|z(ZN00a42>Ei8-HI*NCPC&*-j`hQYY_ zId!+gGs9@1PQJne2K&dKL_vM#7t0oXrEbFfR=_HZ!1077*Rc5;gCIT(W@QrWF)Qbh zKW~^dFZg5Kxkk|_Px^gHyE|mhL;|14NMXW8XU2*3Fg4{Cxnx7$Ms>_2m2oNuR6Ck- zDDE6}-ik=)QR>cjMaFKH5NB(?XM&dF9w>a-jJEF%cQD~&T+C|qjL1eLfHpc(O+mfYY2Z$&sKyMd5_yBa}=OaPNzxp7M$@cSwPZvU}=P3!ux$8lx<4EHG+HIkY z^SmHz?xcy7{K+W0$_L8j?c3 z&~hG2Om!?pIR{n-j3 zBe%9+OLfiLxbkoy`oxsx_I#DQ#R~|<&u7Y&Q94ZA6s#?KRvn@(lEhKRl#h3wqgv~1 z>tK816M!f7$Pyd)+@B@@aC+*~&m9j7vP-%}(@Tf!} zZs}KD4z;dga@pTVbZ~%tFPWGaUnKU%E>kE@iKid0 zoEankeAr011SqIYh5k~&pTsX4pYP-czbbWZ{fhrW}Q?@HcpYR@h(8HO_-m^Ce^ zv5ke!z0*2|Y0Rq!H<_xTtA>wzFXBCY7ct#XsQg=-{uh(1fp0wW=?MKsTsAVYU`KZ1yA_Ncmv9**cfZhi z&@?gequ`bNDAkS`r|M~q`S$Ad(z$72{w*ZkZ{Qsu{dcz7rclf)T{+63*%LK`%=awD zbqGC}O3DmX2tGCa;wxM0%8UR$Q(A`UvYWi)^J#&`;U5KU9UfGhSnoa8XyZ!B4gM_8 zOBt5N5GL>KCMMsgCl4km7?0f@nddgt7szeR_Y%N?A0;Xb8n@%|ftIW^aEO;iuQ`J$j&$}82maTW5x9R(}9yL|Y^|$FSq&}WGyK2GLIVfddtRM4n_`y;!eLJq} zVIVJ`Ty!F61dte{uCef8-z1GecV;z9)(?2^b8hKYzNmFa%cxVfy}f}-o2)@|ns6Y#1%Y`XG-^yZ{q7cS+y%w&yMrapP~M`cPz zz2{;+Cx1%gw09}lJljpHn zO0-!px-;hIs%bJCJUUUcRABIGi(MmDx}Hi!gQpIO=R@yyBL~&7_)U zS@Iexn1Ty5G&IK061fShfpyacwGOHk?S1_Rl-%}qug!-=CPu^V-W?pDp1m~D<8Yof zPm(X?&)nbJh{&`>yZG6h%Q-HDE!Usas#s2zW>PHu>$$$N#eJV}1O!rm9vAVyeD$Mr zLx$vDP+h2bBP{#-q3?H!b24GCJQfw-iT)$5H^E-3l^SI~jFSl+SZr~?^fvxk8u;zE zW$iz8SQ83oZ-5%JtI7nEFX4h4V%OxW`y$O#yQZ?XW`<`*HVhQ}WN;$mx`v$>k97Td z0$+3T*MIp(N3&y_WFHAfQJ{198P*F&Dp@}@4RERB-Ol?=d6Qdi+@fV^&|;g2X%URY zlf4o0aJY@kf!3VjtViQ_UXev%n!~S^{LY|@kvooLpYp}gCRncN$!H56Uz~uFTO8Qq z77Kpx!{Qxc2Jd$@I;QHqQnvM*%Hjk!7WVOqMp&{{$UK*)D_Alyt~F3 z(Ha9!x@j(b!(}i(kGxp&_K?B~7nZS_Q*fxaog71DNZTomp%;_|1M*_(Z_zFG<3I21 zxoC09E$P8GW4ni`Cwp%TeAM0LN(@JGJW3kf^jh1FM&u!ex0^?{>hJhaedq~G_?*O| z>m6EFTuQW`4Ayg%{cIoWM| zX7S1V%*~rgqh5=g3G#gBQXvjQx&+&4jQHHNX4kF4>UMK}6~XN?Fbx_LpA!Suu(_m= ze#qY4-C(qbCuF%6XlOO}5ng+-aBPv={kJTqk+w){gmMV9H?@ThZ%ppZHH5 zM?1f?O-A^A>CU|YT{$#>g$8zKY)dzEmC29E&t{F!C_)j3Voa|0cNN6#q!oGiRI>cW z9M-WW=9tOBMkSjU)1|sDQAM*l!jKP-OMhrPt#J-wu`>nu@-2HK3@r#nIO0W8Dv{Ld zqco-Q8Fu7Z&Ttj*TnYC)l7|R*lwA5CPOAvV^m*eYQ^YXm zS$}V-CxF{Ft`mSPg|ro?(SaO<=T#oGv9dj#Pj&UES2Xfwqxgk+R^hvWD=m11sp!R{ zyr0cG@lmOq2ggP_7J1*qS-f?RtPn09JpB1{a7|#DXI_I8b6OP~d$=Y6XaVD^c()ij zs^p7;GNQl!_(=g4S#lo``?TMQj)U@bm}u7n8l74SKE~y20s=l71OHpM97mQSYe_Q# zoicA14z^#Ub*kxLbYA|Fm^4JHQQR`M@y5473X?K z2#|ifKd79A4VNsuFdC&Ft1MEV$ikcE5_%#GBRov7mO4Hcu(r#i3~$jF#kZ%jQVSTy*Qpr*aKNawZb7fp>ejHUzCGNGS<&D?Lr%0Gt> z?*&-UF`JY0oc(!p?~vu;R>y?vsx=9S39ru}23BFrB1orduHfv)O%gnj$Jv= zpFk5CQ*Tl_ZyGsqUO7ERytaFoyx}RCh^A7dFk)udtKRAOC|CyksqC<$cVl8_=1;G4 z_7k&YiZcbu4dS54B(E0U6s=>ZaHi#yMxbLNfV28a`|%paNwx`*l+CA@^UoMvMPE>e zqVcb60m<3KU2(0UcuRlbei&|NT%=zo2XuY)c-rmyQ&T#g0Vl@JW2s!J%B5;mMNH#K z9Sahl#9?gt5@Aq2*21GSWQEj z3x^M@tNW4+J8WcQ0aucC{EM{LDb%*Ra>VXfo2>9;`|!T9a-4n|2(23ZI468v{=t;S zZtPDD2);_`$Fa{di1$+0lbsI;%pRMRGf+nt8pLYKP0ijFwq_sAZB^S!7EH2}+n?Y2 zf|ir|%2rlL&{^Tr4;D(s8n1{qrQ3=UJ`Z#SBcpS#JJ=r`rd2y>pFZq4lgoP^8@UXOx7tl3_V=Jmx8`<>>jW3V^B_T(gc`Ni7${ zMH6#E2Xiz9l)kd%7@BTmRvY?3m6)pUvP7mu#*AM755|v28t2l=BmC1_Wrx6bv<&2C z!48inGaR}Hvzw8c@ik1{R$byy@&|^rbj_vj`CfjQ6-?tRmeG=d+cwVYC?FPR*Dqk- zI-e0Fm#b<1n5s?_vrh$MRGtxQER=^%z8Z?k$D+S%QR0<5BTN(!Ffc zMyf~b2KBnKW6LG48O<+%BfYgRO=&g88c9EaeexWfmV5tx+h&A?jO*~W1af65V9+Z% zE-sFzb9q&s_yGU<892wq-VdzT!NErmv~!KL8gn8;`nWbgPRJm!S2vqM7S zQD-oHl>*~6IAzie|9J_Ytyv>-ZpdO~(qr`4sK){^7OZ^SH7xuL>*Xu1G#oLn)3da> z(r2f6_C%K{ZIImU-oHi7BNmEPPi(?E{8r6evNQs-RCVXEr6ca;r8mqCZ^llpm8wR7 zs(O`^Cfx$7&TAv--IWegSV)k}5{Y*-yy6O4W6;#++8534AQi*eyefozAYgwTu`MA$ zZH_hRChlYj4f+96I6MkjS$?ajxj*YrES|ifBIL0WV&uMoWeLlb(+00o%x}vE0UVMm zUZH)Am4gt!cPrD46j!Z_aX$TEH>TS+24rjJ=)P=WYk=eFJju=J0B`A^ov+56jyJ+7 zo$&+czG@&hNU#bRpJ!jFTOTL{NFi4M`zFAX!zS`@A#CNGw|GO|b1ycg`Za%$uOie& z`FjI=-gvWgf22u+WrDrJ34)l^MjX5!VX&NXOcGVG;EO&nFYRjXuD?1r-Lx4q=Mbw z#@(x5BmLkJIlL}uF$;1lT84rgXhp}}TRz3&x72E7sLi$6#n!FWMF!3uQ9S;^Sl+tN z{)&;43Qq&<052X1pdg9uf1sA|_rdrr?Z}2HPi#gX>A6osF)1G#w*}*bV;xO&n11dJ#Y;bI*Fk#u=u&F*pi;{4RUNk?`*Mo@ z%Rc1miY8A=9?n4nM)HX_hTjxwk5$Pl71bK0b}N~PLPcFfqHUEYpC3-HwNT_*PP;-% zhcmE~Qo?REMO@wuhR3>zN-?NBIC5Z%loe>hJKAJ-K7YFnZPciM!3EOEHs*>4HY8MGG)z zv~}wQ1Yf1|2r`knklLM>We&R~Ki+Fe3CO!gYNDRvwF*^i64jL~eK+k@B)-L@a&~!% zhU&?N24UcrAFi(5>K7aAUv*m|_^AjW=7a#34MKNnU$yh2^+k$MO!P@L& zuF(Y`-Pxz)KawK?B_eWCoqg#!$%790wZ}Zg@l`UO8gOK9X#0JOK?1@eGztohGL)$l zs)6VH0CDjm3T+xdt(}(X0#W#Rd%u*}%1(R)OT;fcWWw06_e%Eu(?ygOH`=`WvIQch zYNdjaCo1}3Y(lX52-Pt)CT_$(jIMIda;Cti#2<<^K*tR`%tGzs1iL|r5Z%TuL0_m{ zV3?`jty$#^>j!P!WZqr7&`=HM0mIxZ2_ix9c5ZO)7G^QJX!u8uq~bJZ^>jmLUk+G= zQC|)5O^7j)7>M4x*oPJ8-J*^c_77z$O9$B8H`Hl~r}`K_COm(qVTW94-!d z676D8ZEEBpRaN}*NH_Np&)FR}&|Xl}SGGzc04Zw994|4QU%zy?tfLMrCjW03Eo^N3 z$eF>={B^H8HvH|9>yv}}&yyx^8v)uw%0s?woaA+CJCNy7ceveSO&b3wE#2_xx14W# zU74API;0{0prX-u)1^uy8#kWoF}ID~y_A^(7L!A<#=%KK@F8J+1_@vvX9AqSVMUawXc4rZmIyF`8|am(1+Gn)sKh{#iX_^}}MlS)^@JGJDML|ln2Mv$nUxJ~Qu zy`N0Y8q}S)x|GNeN*)|_O0M!D3R16 z@s=ZvM%KiDIc)Xk4gay9wF-slbmmZpc?G1@GQgLiD8PiileUsmZXsEqiMtL6A#)II zINr`&6Kd$2TlwC`5~ek(N%aUypt9FEYIja|MD439XjU!zcu!tTPg{b@A990PDNzyE z`qi9TWE~nv)%!7)?w*D{MmNow>LT6J%Wc8M1oA7X;cQUkV$Upqd{L4wv)$Rf9q?YUrZfrHezGW^3RC+)o&6x z4Xk|EhE#|+G@4dn3A?&D<05QfK2qb@D=tz&h7Nl-b$;I03=U&HjC_1??eU^VY8>T; za)Tf!`mn)BId#Z_jPDalCfQ9>$M{>xrY1(sbHX8Qbas}L|JbF+Ta*P1reesw_V~oAF}}q>d|RO6 zjS6ZlN2=GQF60HkfjRrfEdW0e1C!{T+7d7tdgBLZXz_$E&j?AVyg|#O%t+7J(p06? z{%j-NdvtnT00J^yzbG`UBROUN#p^&UJuMUzz|u+=&GvqvmbA>1%PFV-ATWMIxy~RDCC~|9TNC%T98dI-nF0elq zA&KNT9C*KSawRjaXn2{EWSq6CRdvH09^OBBoN0-WkGjKbYse|J#k=Uc$&rLr5jDpz2~cm6whP4II4hwVP$Cd|RT2=~_pH zQsoyw_|nnk4ku0CxVM4q^;lMH)Zm z0fbPOO^G5mSn4_tk}D`>6$lWZiVF8eSkQf7T2R2?b6{icmvL|?b9p$gvg~7@sgH+^ z)GYPDCG;S9Mf#FU!;&MaaufPlnHApaUdw*OZfG$-U3Fyst@Ty6wr*Ce94!{ z)HVdiql{Ci%R#yuFy%b;{YP6eNt9ucI^2Qu;w_Z7&rBYFf6j5@`{N838_tA*I|Ed% zlbckF-}nXR=ZW@J##&J@qwvg`Iy-oF0>s5Hp-1zsLqt>#d z`N{yvsz+62xr$GftgZ7dfA{9{|0GNIALF`)&7aK&xxG-WooBt_0;w1k+a%qRK5HpU z5?0BIKFO#kQCQHYw|V4iZfZ&-B01+GgjF#Vlv+$GcaA;W2DHAZ1Yh?kn^R2Z?7y^s zUXryiXo_&2EQY~*yK`x|WrAP6V;neHdlE5i!QUftx19*vNrn;33z3v!lPtr|$BsDS zRUiYRO*fmeOB3V+gr5MJ%VZ~y)ty-1f;k9!MLeh9jh|+0CY$Ch_-u1gw+R~X#wC5a z%*37U{Tkt&-c;uFVROcIY2GfL*^}YiNL8Yj186~CJGMRYP6SszKFY<7xEW{%$ml2g zXR}5NTQh&qq#{V&hJsH=Y=nUL4e(%G9Gmu98yYP^(s4nV)%+uuGR?|Ls=JWZ?%$z* zF>v_xAC2|T7hC1AJW2ZU}^|Gkv?T->xC<0J<~H6ypLL8LJBfkitX%s zdne9Pv)?F+XRpO~u5epGvUHr@yHlmiJ}*>hPA17r>o^((YDzr1fwL^_(J77nG#_&2 z%blc#I%KrPpd3Ssu$;7*vy31|T&?J?W99&vyHRYaCRC`EKJBxt8$vjJ`+Pe!-@V=A zv8Vpil-{bNVDM)AW=d+Lz zIeQDI&~eJ_MN6MD;Uv8TQ?Py0RBFz0j_&im?3x{2KV=O#s%|V#Mxd$p71rmr!Tlco zD~%fynZN@v28Mjxu1s1nN*_s9J<`7 zt^LaOGR~~t&Z2)e-YuMj+%p+JA=aeX)48|p0nJbyo!*Oxe-11Zt+0_k(@$MqOI2TlJJ}Mw8 zkH^kd!~yyhumqtNF*aSN$A8w^wBP$nNz8Y_e>Ca$e^c80dri#W#>jv6?ZwM%S{8+r zv2xYMjvO<0E}Qsi#)1Wg#tRj!ObrOoMnokMDTEFaW6kI|c?egk4&QQ?-L8;HsFXY- zu<<4yZE=&R>}(otUuYROd6Q!?&HT1sww9o9TpR&Ex@sHvYEUpxFg9b!ecGg%A)QR< zKiJks6Hoipm+V!7ORbjJ&1Ebda?N^Z;V<>&`ZgbGNxT{ytk!5x44VoyOYaK>zd0y$ zbfR^Ux7=Wr&dj>=jfE0Odz12&k;sBd6NI0e_x`I<)&y2@(ko;Kzk3Pr6y!Z8nRfS$ zlZ4!eiIS!F%w__$9_}5f@NB8<`Eofqd1iRLVX(a9`;4Q?>_g|0a(o)>`w*x(Uhw~}AO5CmZn$O9^;jvoq zn(G`_qH$%Eby0RbKK<}YfJj>(=3(S2^P3?1XQ`plerl^(g7vD4_OLh(M!ox@ zz_pBrdHLDYVOFWjX3lc-mxw8o*&ZvYBCtsF4ztq1c2l$KRQ6*7Q$H^?cAf7*#Olzu zb(_+f*O+=}sn&7M4K9+O%#aMPRYr%~Ny_k=c32f)vWEztn;UCQU-A-Zlwn%5`#2J$ zRDZe6S&H_`x%$XG&s*G(qr>w2;)+7(q@NjoE0J_&IdaLWWgBGfteTJ@#(r#YEth!o^ebYrG=Y zqlO(D-wwwJ^$(_)6f0Y%zXVI5vQ0m{EbQ@?=X`b$Mo(N=>CQH56wI4Fld%pRJc7ZPLq0ZH*wf_yzhmL!C6@y2()Y}`*@v$6e^(E8t3xBREccidF4bO9@JiZCR5J9Wgl zINfA=`}nm|jeM#-d}D4l8&%b&ucBaZn9)Y>Rx&R5fGV70dV!*OI zce$HxA{rjN zuOjS%92Lk0_p2%Gq9w2B<~ZiYe{d7|oHm!%y5pcw^vF@l;6dKr`$gyIDyy~hy;`kJ zX?;?mBrf{dRnCNBgggba2yO3I$3+vu!ogaC!+fzoeK~J>gNc_OXH1-e`$F1T7RL|S z3x_pEs2Qz1h(AR(VscYX@xV0PESZ;#uzyR#IbV*lO8BhVYL;5>z2AbA!^}-;XPJvg zrAE}uR^7?~qj9g}+(ddF>1@HIb9ou!rL>F2GtRRkzW-`i2tn%Ng9xX#HUfthpK% zu38`8l!5aRob}5@dy{IWyGmTP_!%YUSz~g-gqAe5wu3qU4@(9PWD}l=W4hiG@D<5 zoei%Z6GrCAa9>E|*MvWK711Rz7D2%YSq_k+kk=b!YcoMU##eigns8CIVT3z(@Uzt$ zXIHCRL~I7gN8bGpw(kRN;tG(K(T=VTLecrr(e@yDmmKbfa~uZ+dDe^e%~BPKXNxZ* zFIF`%8JJVK&z;Z<3}AjC}18GkZ|Nsr-jfD`hG-ll4g53(J2B0Gdh zURj>iLWvg7o`mNs?xu9q|IYv5lUUPcm0C(Q8A2%l5Ztf%hVN4siEO+Rl591%9YKnP zbe>t`mwm$hl*>mCd?}hf4NopElZO4?-*Ie_8c4R^+c_gXmyQUka7b)-Z6D8Z(r>I3 zUgE_LZdRV(6RLpw8;N>q-6mlTy*?EoHLf--G1ky>YK%QoDu(Cf9o~#FNS$=g>Hb{h zl9fk-fg{qD!6JWmymJw8(&yjF?;(HB(x&N2W7yFE#CgvfX`xLR+U=niCN zCEEC1<2>OTNtv59X;f&$dOPDWhk^7dxow}7#p%aPR`;y9UITWR68?ROLtX%SdhPro`_j$&yosdo=9L4}&_jRSs-x{8baZv_?OuPrOMeBu_L259h@AdeiO_^VGzDTB4ZwT19r`V&i z-a6(Sp>z|KSvYoKd^r%PRr-W}kp>;kWe8<`5UDjr*k^S{IJuS08=lG{*4RZQ7Du~) z^0;WbGXiNxaDnR+I3+c!GSy#)7|Vf@JCgZrD;E5YCF3?G`L23W)_pC)iQ;X%4vx(S zf~JiTyiD9l&&|&$qHOM50rs00$WYSlRkHFW&ADijl{DlR;$A`Ppde93L0(V>Xj+a{ z&YX(laJjy_+Ba-g9eopYq5SHkhv61}wk+5k8G1PJYV+fPG#sC0Ah#IfR*7C)2`EL& z(@(>d8=lY)b4I_gJUZ_{smrI_3dnD)z?GT6926G1Dh@Ld^w$q)Fr(F3gYx~T==+BA z2ukuPpp;SY3j26T+?}&%z>0B0!KCOWbBp8~6l6+c5~dapUoA@iALrJepZ@?ukzz6x{XiFAt5M8_2MbdTRcg2Q%g6LySj;*^3QJB(s+#&oLwB7Ee)@a2rM zMN!)h6Y%PAzO2-_S~!EY|A8yn|Ff*nLBq-h;h&G!Ey$n6}#F^M|9Ku3qJiYSs95INyAG zFA!-1Vioq+9jqZ59uS6B4(tG~)J7D^FbRK88#ZTHBd1@svoZqvWoo3g6)8bkS2c+$ z3si;aysL*X-nFck+nre-XC6Y-Jun-gRS*-C51lSV0Fjqh$fI#y70jls$`JqpM`iV* zI*rFrgtBq(w$|cf=QB-tUdv3CH4uVqMaTd@sk8>9T;}X9Quc`rrtvi51ey4eAY0#l zLVo`_Defyl;Wikd5vrpipj7Gc9&pwRraO+n09Mus$#QP<_o6^AC02H)jgvfO(wb7} ziwI26rBKbv$N9UnpsgbNObg*PVW*A}mkEiU4w$n~Wb11R$r56*vADrRrA;-It}UhS zTE97=&z($A=S8VmyBgTzQA?F5ib>DHps38R)tv?yxF2XD{&fxJ`AGGEw%qP}6(R#j;DYKUdgF$z( zjpSER_JU$hZ?y`pP>84AxsX|R6Ix9zdf|?D=puorfO}`?V_A08a=LXO6=-t4AG&mc z`sFaAel7{oaY}y!S3*&OcW_vQl`YVL(r-oL?B7yTHavrH$>58;MCUZ}(a+<>hyuv4 zTte!W=;-Q`S1H?e-Nrg(tDw~F^qao;CCvv1A|fw}?I~87Sl>)j#%NfEdB%gKw4ed{ z5`#EP%&UY+y2jQL2x(myoYAVvaQhz9uDOU%tjH#p1-%cOXqr+5BE(>)btNzj4PyW- z&oVO&gxT{jJ((v6zmNI(+{?F2P!$lt_qJ0)(yho=#3A2uN^rLo&>4gSfL@goL z?%MHwg+*XW-(4DvQ06U>3~5c5$qr5vYohBte1)2I5gA1;NGE`;rFJ|!zT3#0#ELUb zX^Bi21cGC}R)2?%4#?3%2EzwUPEJ(1xS<0=8jC%8!3On|FDw$4^I{A-m)|H;NfYX6qismUe)J-K$C!0Q`3Nn2}MbE1a9Qo_=DWwcI|BzwvWZIq2z zC*hOI&*{^SPL(?9RqQ{Ur|$f$#@K1||a<%F2)VxGrM{*WCRPxI+l`cg>F zw_jM+^|gOJl{>YU9oR8l`u=rmWZ#~rX;T>dJ-v4RzVQ6EP2ZG|roV?Y&c)5{$dsu& zeTwSybUuxNVNe8FM#&I;@bj&uQqF@zT#>O{dk$ z?eaxpoKC|cHI+E88UpKtF<0C_G7({ZkH_Om6m9gJlBPSFQ>m0=jJf81UfINp+4<96 z|8N9D&t4x8vXsQOpPf)8yF8nfZWPM5UKaFd-fl2re?K^@OKODec@H9CvsUCKS9#NG zJ@tchMt_dI5y?)S+UYjfne*7!SXpLK)$d4p!I74d2kUaJI@Uvf)SY4R`rEVQn*Jk8 z_>H$Oa3W71$F&E!GBu}AzpH!oubaC{ow?^r-@kQ^8N<<>UN*-G=T&qOWo<_sG-QP0c*U6gc+;IkW8=Q7_;#6{QsFrR6O($e4}Yvz|5v0D|6B;a`u2Ux+|Mj( zYZSM^Ey9$uIf+T)R4mgN&p#uxKW18zWkNZQ8fywU1111>_(IDNP!Vylpd$BtM` zkp7z#&JwwES_+O<=dt;#Xa~#m z^RF`Sp9~Ru*E}<_b2bn9aYetQJ0VuSmXZa^(oK<`H}Xvpp=13_vGzU1j@TeTr%T?h z-o7fP7}b$oPFEu|jT$(YO((*l(P5^Uzhq^;Lt*qV1tL0fY5_f>uI&gxp+2Y9LpQ@l z;^MgG9gN`%6B}G{Z`>GptFyY50-(0*X2)jDL&%t5`o&)D^#>=bV@ zRo8vvb-4klP|My_!W!093}992H*n;txCTVcDyv)bxM zstudNC$oXsO71tz8n0c;S?`INckd*N-9Z%bRdQg1X@e|g%^iK82Gz`G@wSnt69+As zpWFhoh&m7T-3^j1g#J{vW4Y_K-M?FYwm>aoT@HrZ?g<*&h$%L7w&@GjTh-$^Ymm{i z5XNsnL~A`rm$V&kf4*7CH*Y4Q&h85{LRHUeF`U#%^as5BQ+7YgjdWF3tQJqhd;zO= zLG?ku!GZgUsbkHxa__J}h_O0&11j4*LnjUjuD)>7CzACHeFu$_0Z?*9*$(1Pp~BXd zcEyFy-~4cCvY+J&DwohUCwpSvAzr%nVC{frj{`m~=^xO~JAO0e{e@*tj%zrthiL^O z&a^tiLx&XjNJ*m2QUf)>Qw?^Q4kO{<3(KcuwbN&)Waua`@8ZM4P$TwXa)u=1qzyvv zu2Kut>=|=7S1?ga9wNBl&D4E;q9O`{hzB%l6tR{kImpMj+b04nXb%WbSgUC&(wEiq zxm9QiThh-ecdLz56*9UN9$ftkm)(j*hw>K|pz*`56FGzZJs~aOL2CJwZ&-kLo|)Yi zUiS;jb|>KI>P~-oy>=5Y@Z^R_$r{HNUn*!{=?e??rEvDSihn3A`!A*+f3+k1{jD#( zinvgPj)Y^94>>gcwXF+67j-^LJ#MV5ExY*$%wgDcSF72R$y2;M%H1YOX?kr}6!~d2 zz3KI|D)1gspaj-BL|Ae`aIu?b@DX3_C)#k};##8}GJzI-DL%jndqByPwb%5mBT*dE zw7_(he7&l-BgX31TX@Y=Opfk=2oZgLtY$w~cYK%Jt7>sGVAg?Wc1{lx8vnU)QDlls z+^|kZ-^9Q|tk93~`M41CS?t%_?5O~v`rO4CI>+=CoA?i#o5#eu zXH$EUUAHUc(4#JIvBlFCqQ~#+IJh=7{g#RqiPc&{4cX#e1>WT$FM2_lU6f5+T4ieg z@WW>i+ko7ZbB2$yCQZciV{-JHi?rzgWwB7f9lChhMU!kZv5$Mie*C5>)W1$-SwgmH z=iF8Dyh>UfU?nLfM6ry4Q3Q)VH6Pj4hBH#g%~Tl^S}-&89!}bnYJ}tbS$o&0*9QzS}2R9KnW{IBL zVAQQaSFg2;KnqayI44K~3@g^jqX-vOZm7d&y_PNMsnxKHvm;zl=Ez)y4AK13I+2er zZGYMY4@l~b-))iZ78;4!&|!+?1psg|DA8`BJA3<0DxSLYOy8_@by0;5lGB?)j&vD$ zOxbGncCH9V3b2UE|IEVjwce3jYvR|u( zIaY$6G;JDiuE1e6@2a^SgRNT};!q1&D4oh!hcQ&jGGTK1SaXJJ7QJ>Sy){ZTWU}I0- zbpIq9UJ#Ohd1QB3l&=+Xpd(dW1&{=Vl5FPaZ^OriE* z$Br3vcxd2axm?-u%x9|-rf(=Z$9`{mA2xU}8yi0Bwxz(68Un4t8 zK4MGdFbk490=CMsaFPkEm{-2s^h5RdFYjlrlU$og2II8qBFI2*mr!u?SPK`gus$hb zLw8oEs2%9%CUag*-aTnGCS`Q>x{U*0;foNhMXB!$gTAovZxYiemu|-pz)dSeQ8aFz6XWL zgsYSdSle@>GKI#tl;we*B;fD3Z9}QCV-#U4HM89K3O*%rX5ez;CxiHDWpm_XiMOu( zWay^QG)7r;VU8&tpV1}Tx@;~j<<;Sp7x{PvgSwFCu878M)_wQDta)dY)I31k-jDpr zD6_%0b7(2;y?v(~UhIaXVvSFuatlK>DBEWsy z%#!|i8tK&CI3q`a9z2C}Wuvqie2f<^(n^!yjgU5INstoUnHcYUE{@KNpA4oUAP1Uj z+I5;SH;UDD3T?c?1dB#;Xcn76Z^UIO{SGM;qb}DAkbTV9l^-nP5RZTM8nfD3eZDD$ z)%hx`h9XJe=60z33){&)Fy3@}-@dmssPeF4t3KZLJ|&%>Tqa^I<^k z$W~RT_7O4FrMiz-l>yn;o2efHs#>Ps?59*qph`{ zdK~2XsnzXY3&&R4a#eWoiDY6Xscw8O;I@E1p`YRTSVE(7i z^#A5Bl#E~f@s|l`!(LgdCRA>mb~%n4 zeqWW&MkVGHSbP)?rT&Ck7-*@b)eHN^<8^pN;jtsL{}YQ zYtL$8sEH7aGdRl%NBo$0@l||&a^{G)LFS=V>|*HIM$6{>Ye5Lk{N!jPC?DM-)< z=!L5UtBIamweLeu4-SjrizjlIgmc10AmWG=!G^VnW|}SRAmQX_g{E|hqj&TZK|KJ( zg{sn$yvCIBGF#c`;g6_J@A&dpEIGP=_RhbGhxwll&2>_VOSM+vqV1g=E;H5JR-vU` zI*IR@0g$sMYM?dRHpa9P%(N&Ng$wCN-Vfnu zY&Z-qJ!;b#EnsG7Bt8q*5Zy?_PFzy$Y>s(27ift892jJX$5adVE_)le#Z3dBo_yc6R!$QNho(+dGy$e<=oppZv4LyAn^Bb zm|R8<RbSaxG7aZuF zeuy;{Q%K405o{X=fdw5)-<;zdIqO&Kpz5pXr=8;9%UL>@_h2PC<|&R_zB;10iZq(y zvsAX&-wBTvj&=z42QJdi*M!|zsi;0I5$Zl3n0#jFO$;@hLiK&e-fd>ICy}AP=;V;h z*Xfm)CTugB<+ZvK^t#vAEf0`T)@i~h8lC7niH^$Fy4UQ&%5G-@2_cs*X8NrL z?*Ym{hFFg5YiXBymYqTQiC1%Tnj{mpFB21A4ff}IX4*)^sR^aem=$);Y8c+`y9^ji z8f0)8z15a&#c;jLs~+euT73L=Zr;*7^S1)H24aR8gR7<&Aga4e6-{(O?$ouhwBj;%9 zVPS#_g<1^ar z#@qZc@58>ym=im^((sAOG`Kl7bCWM8~Vt1cX3aSVg{$3aMRt|U%rX^>NY`NHQ1!_tIE}FkzVb*V7vDMf8EJnWAfMR`nToa zujk~iwd=1{_+Pl6uy1JB>u+zqsH=9%+|2@gD*xeF172||jwe^?I&kg}fRZ5(onWT< zz3DgDC&r-qLpG8onVB&`ZwM~wxdbYJkKXsDljB!`@3=iq97q0K+RtqiE^mJpm}XY~ zIe&-M*>{Sz5aKpmNl_&-rFB_~;I`KW!FiICS}6yGTojemz^NYYB@(>u`@|tv%Lp7# zM9%&$>~V7e6k}$;hvjh|xTEO$1JknNM=$^W&gZ=n*lklFJ!|6ZBT!j@k=VY=Fn8U*x{4w>yL5P3;bXta%FE%0}pN)@>_`myW2V-4i^kBDQO z8F4@|09SZIZ>`%|Jw74Cd>sIMz0J!E&+e4Pj>P`|X@#Zv_}?#_CDgb}d5m#^_a1%E&osXrp%?~zq$T)` zy}$-qXZU_zcMu@fh|dYveibEMrAIumtD8F$4|aMZc3}hwud;GpD;PxTT=2*tWXHpe zHdP&-3pBYBQ*gMQhZj`-I0jtAH^z9paQVU_FeW)6KUOp7i1Tfeiy$Wj{|@bu7-%F$ zfm(A@h>B)zdkfk5vQp6Q6YfDIoGaFj~nNjZ4d{6w)4V41$S;lEM*E>?GT zbv7=w`Bhc1s`79v>fH4IQBP!k)$Mq0FmYL zfAyIDbtiv&8vYuSzaLEgi7Uomv+J+f^?z?a`fGOm_nTdKfj!@!mB0dNww&^Gp^aCb*73?O;^i>ISjdOP+rtJhFsnjw6F^PHIqwBJ-6$6= z2Y(*)0RNJtI{zJyP6g)eLVDIBGxZ9YEsKN~yy@6{nmEWKzGM%FbGAQkj_=DBs}VJ= zNmep17vYU{j%C@iyiq`_Vq4_>oEzbgnDKdPD76DR4DtDO{Ygw~O=rkOVo=-7 z@859UPrMmcp2z9W>D<8s%ObFcv=5Dy)|O^^aH$%q%+t(gG2xN0r~-jlaVgXmUR-Zd zDro0Edi=JE3lwO3Yu)4Ou~g~gh1A$qXp5T(tWrvon;x{=agWq9qgEu5_7+soWF0qA=wm^&&`xE#*YdW1F z+pz8~uVU0JZ=F8j{5JNXm!B48(TZO~3f90hg(!>zGYNfSCQrT!q%z833LqWD-agOvU*yY!zaX{0V9vh) z+kXSK|ALhU(=M%VR-s;_ zO98^Y%JmwEmg^J`*Wo{6xAn7;fc0|9b3Nw^+Y=qmL^@xmMo%60Qu?F1E0|$VrgS#{ z{l2JRK7bd`)rJd@PH5EucR875p7R6f`avEC8Q_ZnYMG}Id!*Z>GfvLqe-#uuqmaUjt3E89pN46tE006+c1_D`8p^ITQ+zmaP`UM^hkvd`^J4%{Bxtq!S2+N zpR7U^VUj5T?=N|d_?VpXD z@!9|IPi*a9btxtzmW9tX;`48<6K7Qq$^~O2_5-^D;_4QkhwmsU_-e+<|*a&4%O~``<)%u@$;J@>FD1!nf!?1ECh9%XKQ6` z#kv2KztHsbe1$Hx4Vdnj;As%&sBo#n4Dr<8>yCjz`Dca`V>W&b7j2%u@1>+WCvZ{y za=_0$(LdoRo>JME0^|O+PjWD)KES#Jj$2x6u2bS+W z?|tWRiCS4fD9hw59#;-3MceFzeP=>Uw7ZY7l{*sY(~>EI`*cOeTvfyiI^D_&fx65Y z`X?&K(CpiDi9|=^=pqoHvSka$9(F`JQQGgg<~Ov<4O=k$lxp}yJZDh9T_*>2(*MXW zAUhA!q;!-Gljp#KOsIwOYI|1<`}XiFtcS~2I|Ir)E3W3`POZlOX!ZOW5Tb_~oc*D> zl`(qn(Qo!~OEPO{!3T^NiffF5Xf>iBpey*JYvxDVPJwIwWTUx>@z{=vFXC?T@0eJp z8trcC zU5JBBZpw zG14Gn0McjDkS>GPZ^;@R7TtLyS?ets^K#=}eL4HK z;-J<|GWB}CedOBCfi!tiTdS3R%2$5X@m;?S zkm4emfxM;|+T!Z7sJYtqxC#gXd)Qa=9&I^z?HN#TUQ{?Ejn#U0Z(Y4`U*_`gRZcFA zAcm7MGN-nlYxHdOU@_?MR$a0uEqAXFt5mWf8(8>#VW~3p z*k_b1O6{}q9AClz0P}9iL>Yr}qHE9faFLK|@=+%Af{=06v0pP%Zz@^*Ir7{%cb0QN zuYMK$`EowU zL`V{eeu1C5xuZZ`)sG8XMV7UFVL>{Ck5{JPj%GGCM5o8(_-;lRjmWtPlf%Td8=gKl zv()JDRb>fC7I~IKH*Dl#h`D3+-i`Odn+?@~G;4?1<_3E+Mo-DV<&kOI zs!|-;K%|HcuA#t7$OI9{WugeA!`OD0=x;#(>VM~Agh`qF_`#bk-se;m@0KiPjyXi=) z%!z-_GWWNuFtxA#*zBVFrdhtB1g!q;hkx#VEG&P9Iaj#Gs2=^QmepLKI)9sX`B$t@ z>QsDxTkhT@ zxSYE-K>^61WPZzYzpz37W$*5o+00>6qbbPq8E{>E%D3FmbJJchYPA7Wa3aJSuA(exs5luul18SL+H&bl$~LvR2P4bN-C=$1->N^9 zjlTYVkz{vgEwvc)QVE4Zxk#1=i-kmJTDBIf!k@oa)4KsU7FEZ&o{WUD%h&N`@gbjs zCw(6+5Q%ZvR%Cck|6HO)e|!{%NBvoJ55xz;S4XxpB1<#nQQSUwtA|d7*zSpB+=8FI ztG9M>e>w)#r%UJ&M#7yI=U~HrQ0N1n6yr;66%?7Jk;1UKVdIg!}>QOikewvjJ_hPpg&yi!9{ubc0fIWmT(GX&Ty<~4d2Ev7xu~?i>a?Jr6)VN!qH7ZmIyZJfg#(bqD-IcOH^IBQU z_diPFV5&bi<@SGusiXlqavynBOwNmYv>(lEX1hQNuB#l`YJ~}WKdlUNUz*nzahvNw zV!pRw`WAH&lW*lXZe?Dx;I50JhjCD3?lWNSy<^;Db*V;)RgE*q7dKH>1r>}gsWM_; zS0H78+?)UU6IfmN=`~3`cAcsM|G$Sd2Zam;tv^np5!^3@e zON*F?SiCJRTu?xaId5-Iv2Y4f%tr(eiQD%zmc2FWyrGFdE%)~M?bYg?&RN@MP`|LK z$F-F&DvBlhx%rX&ntH#mys(v3Y)sOX<(YBQxs}~=5B#w7haK}YunziubRrmRs+YdF zXC~OhF63b7wIN&IbS?BXpABUCLN5ETSEM7Gjb~K(wSu^~!Jg_)B;0)=vXvCQVes9n zTw)WmW}L<~P!T?yVzo%Q8H6f`g-aGnE{`llrS=z!oVyK@wei!!gNb?N%El@-eZ>9O z9?sm?+^4;tN%FoL8M#d$nNg9rn%)oeWUf$+LVWIwAFND>oT($0?dsW>!J9gJ|NilOWW>_< z==q(^k#$XQlZUUYGS)H}xOy@9dInFKGT>c~``G}4DdX}y70L#D!;r7}%` zt12u>jFi91NEuKz;D@f+LjBsRj8ONXKu}htKn!rH_DzOam|8Si5@;7i0jMH?4)pM_)Ah6S?6AP-EiLE*3B17ugzum*+ZW0f$s4p zIn|J|i*SYQB&g!j$leH*IC6)m{*tAM{V384=Z}T%E8aG|XdT^GG%s>W`f}uoaM>>U$w1}Kcn=8C;n~_aTB5GV zF<9xy7=O%ogiN#@5^-m|nuQ^UC4+0J^S(7AyFq>!+1m14Vo#FwBNDbyQ+X^#al@*o zvTez4VStzHiFD*k<5_@E|yTH^DyNRnBfRHOb8rWJa&I~ zZv7-Xx<7B%=Go_=v%QQX2d3bSrsLMwV`>BJ<%F;A!(!dk86*?SG!;~3I~N&;SZ0aJZ?G(sQ|LxH~5B`xdd>q!~@g)&AiT-OIVEKV?$ zRg)#u=eng7u{0n00_IviquTebzTDDaj{J*It_k^kA)ZQzrI$t{?T(pwZh{ZF{QMN! z7dEWQGYbs2O}pyQK?8>g%^8<+l$XN3|rkAf-4w5C&{jZpn znT8C0-b4&a_UFBz?k+)`Z*ZhRlLSQEwu|H(?T*+lwJUVr&#ex+!|66Ur-fx2M*FVc zo0-4ZlM)6TIg6NN6iQV!>DlE!bSSpVBp6dzqxYaWmRWHS_b)8)`MFVdcPejf{MgYX zyI^(oyHuSmKtQcpMEK!v<-53%rqwdfGHwZROnTl=MXdu?X!Eu()gerFU~j>7eXW6!Q>wh1 z>bU>&#V}s)eobJ@LVlULq7Z{rZji9Z$=OX-_8y=2xo>>h^R`AL_+hbh4{0Ec+eyp} zrk7)$UN|JaPJNJDRA5rjnRe4NEpo6X-f02a-gsQ2nC(+@|Q671fdF`fdC> zih|E#1Dy%Q_B#*du(R@&sv^0LMcP$9)})y&v4Gi8@3}#cf_q!8hMoPG)}U>kxZ7T} z9b14Uw5jIOJ+u2ZJp8na_%Ya>E9O)Q3d!t7m+XwLPzEj4^Sh2zoc!^=vr5j zb7ol3WQej>#r50>3ezE0b=@vinG&z30U}zu%=@&j~k;TJ>T`D_6Jal;Zd1!^!JR%9WF;~;}8148} zd@h&t+`)CUxkTb|>%Uc9@|D6sU|HG0p$)nCUFUh!e1 z@?A)gi6miMGa3p~<*i}7A|U|#qKg|D1=T@Vwmn75h+H1Rh#)J*K(i zS8F4ZPfS4^`HgM1&Z|yj8}9kcEKL^qN3SP8vHIj8?yUvgigLemw>UqmcX)axW6G0O zn=&n%T5jPJ`z^^0uS(PKYJ&(07Gqa}pJJK1y-?R!AOxbBM=!L#vsBBz?&rGeI-YlX ziRh7EWVbo0P)&z7PR;LmWMwC-^+7&T_sF*kyz`d$piJgudJvL>Gu#FTH#IVLDC2bp3LmL{N2<_BaAGt9M|RUN8Cra;7LU_0F(=OqnSoE@kPet@SV@4 z_e77vpG(0fPB(^Yr-|*#Wo9KF504alY|Ct~E9Qyhc6Z#XzGIO1ISEyo3oriM!k&ZG zA?9>Oo3f&9QY3c$L=Yt)}lP`grQo*z~hSkQh(-?#L z`@*YvDp4^`hX$RCW2R#q{0+x<@u@VO=TlYANAFU*ZqW>#1|%a5RQ$)XMZDKyvW5TlY%0OIVPV3JIkfoWcALXlbHB3GC+)TRsOXLt6VQI%)#n>5+_Qj?Y3s%r>S zD@ejnF5SG{L7adm#4IQu`s)8ygz~gvKb$MOZZ#wH1MuXSIajfMc!l ztS94AkB-QJUB)DzAMT(*R;&$1BLa z7*121=*diM`{!eU+Ute4?@aw<5g*E(WH!t}Bk(}eK*h>U-cxxmc)4h<%AG>%YHD+} zagT|chqvcIA=WX8+~Fw>N@Zg!d)VtFQ`A0!fVbD;K?VLX-?qptJ&^gk8IaxYcP)T9 zwV!8?6`DlXm&=>%mTDFysbRdedKC4rs@$}Rl=!62*y!#nB4qy}htlz*cbE=?iZP$n zt~51T!f+lS(FIxHRh`>9ct7J?wVa<9W$2|j5oGCUqz&l+gE&;7KRpY5eJG0 zzb|#E($?NZ6}a?fFY@^;k@52?(^E&H+d9QR33xuT8+%irr1+lloN38C>KVC5Ld1v8go2T@Q ziama_(1&hob~{(kgvlB@>pJ!wjXq8@Pn6D|)1&p&CiAW_-P@H$lZ|@knc%O zjDg&2P_UYV|B1d?F``rulTyg+z5-+z}i}&6d9CO=k6_-|4TX6XtQPq`>gE}zJ z9hE`13bAY6vnVw#gYd_AHa5NTI-lVzFF~0(-IUXKgX%1b7~xoQ!wvJKCHIi#->L0I zgD!yrEBo8?z?|DfP@UNrJ;xb;;bzpUSw`fb!@1wrFKNm6Ec8^;B#*Abqjok#)AV2G z%uVAqw1_T57bL+UKP%Um=I&vale0%Pxqe47YU4~hw=UmAFYiAD)eyPZE(Y%5+C(OAT zP}!EtKhQ?!=&Z&^Z)4ge)peg-niuew3htE4$KUGwG0XBYig-c%F~NClyfq-u9;Br5 z|FHJnQB7^@yD z5CTL*dJ~d>l+b(cp?kB>KIi-0d%rQh@%!$%>yMSSM&_JjC7F5W^S<+apC>uNg|DG) zT-Nxtt?l5nY&9`;cCIDfYWr24JasK?R_zi3Jgp-4lLdBAk~vqgG|$0{Ejds$ng5O4 zn`A}D1;&%+GuLYYc+&(kIazl0;y@y@l6&*D)#+35Z|_6E z`cs5!Ed;H@Ko2>i@|Kgn1_pG*htUDWSCA{>e_dH<-m(k3ff(Yc%I-}V8q>NBj)C_}XQ06$aFn7}QCB@Xgdycqr7;RmWO2!QttKc9SnpeZ!CmmB^iH=?x*J)c2@22mU$ynALIy0PZCJN32|DKxYhjpjeA1#~?zchWyNOoS zFYdmVGe-8#!22!GBM``1`KZsX1+pX7^43TP)uC$s_3F&r+)OGI^l|h~Q2plkP#}JH z`206|&rycUb=FR7rXydq<|zV4T?RVPG1y>e-`^6a2Bmpnp^@`a*r>kdU=T+Z%S zzaB6h`gzcs!zlX4p#h|t5q#WR6a#D&BDxg2WK4M_o7(TSjCp9Xv#Vh;Tpxn+=KSB} zU4`A|cb;72jTd6=c70@GS{?+wH64+mWTk z%JB1e#+u<-<(q|(8eBUYN{H8R4v9SU(gD9&Eve2sVkr)Ddv0Zm8P&L=nQMO+(4H)!1n3Xfy$RczERss4 zEl-}DQ-cGn(m3`UZ`T_-x$4k6VyiRFr1MppAZt!AaoDme0a90D%pUc*M#G+IpyYwZgkZ@`R38EdTs@d-Q_{;r%=Ck^J#H? zfa<9j93SDqZ#!QY$hYIADPI*q%8rAM@$Fo!et{cj-~P$+V|fIQ3uDLFFs>Y%FR?jV zA{oQ`*zXSbT`xtbB9jd?(Vc2g*IT5oTD(64GMF}fMyrdzMe?5RC?H%xj8^sZW=DOn zq!c9@VtiF|eIDXWF}hLT&3{kE%BjO|l!!dQa61+kQ%&8H;-0hiaEJ0Lx|T^5<%k_9 z(n5Bx?@roDxR-r;y3T{qe382LdTZ50-!w%|>l7W-@+~|k!7DVUI2!|J=j=hh4I(-E zC`ou{gwGD-#id-|HUWX;T@n@cN9O^8QK_>pwp-70gyl9T3ZQSfFWj!bs@xW8=u60MPB@b##~)-KWNGiXBmt7%_x)vn zO}!GRr8IYQSCU7xI+x@Hnp7de7Nx10Y#h0YhOL(4mcQF>WE%@qRxTKor;A+wT#;835@HhGQ(~11wn#~= z#Rn-%B@r!)P#$LvW_@9?l37@b*7j;^A)oYJo$tl+8 z6ZMC~z^+@F1@Z!VnE}(W!ae2TG%gn^Ke_K zWxig~R;@*Qj4-^SlMO;)ye%ho3=r)am<&~@0oTv%=DvZ#Aeq-aNy(x~ZvH$z)l7D+ zfX$_tX#NS=iGdvepdq#2UlFNbkA)u2q{D+PrUJ5>66H6&HttsYBzajWe=$u4E^4LB zC=ht-Q~M;O6v~LgcIPDe%%Sqijr>)Mto)4LeWOHIU){v|PLuxGkcooFzRK~hb^`;$ z>TMMr93EkWQ;n7b>+KoDFk%PObF2pe3pMNbKm4#hlTXxisb0qUaePJ?P z$-KWODOv*x3fjG5#$TnQm6*XcdF@C95QkJ9p39I3LzROyWS0E=)X;M|en@P{!hlng zOSHjEaK3*Ua3sK?&F)Xr%d*h30a964-$1yT;*_5fS1lboV~iDii}g)9yKiq2N;=}` z6x3!~R?tu=+^lz553ZJYFGC?r!$oVV>sHY%LJW*WMg9K{IJu?0&cmcN{p);&M%=;- z6OM(m26y89n69nmQZVmN7Mo|xgr3$Ds+JAOiu@`Se3}f^-t34posM2+6WF%-$x{1f zJQDqrC3%A>j&v+&>9l=`8SpE?t_R8vR&4W(pU@Vxt?doojKY7ilpZb~&-0(oe#@w* zwr)f@|70=R5y0StAO7W13`7Q;`X@4>;#A<%pDe#SL^EL{@TxSE5Vnt*Q*^}l2LF@g z^DL9XCi;5>Dk!9x>!grZnN3GBoX5H}yIfBwIeO_;l$%y5<|oUFYV;WW^yRE}1%BU9 z!FMsN{jfz&`}69d`uL2KA-~g4mOrCBXjuWyKF6s>TFXj_@XWDTdm)swnH2iuR;rK| z=ZB%Y+{KuA9c!Ywc8AkDIxKQ2I?L0J{wzx6S@5Y@n>HCL8`Z`XeyKY3J&_Z}oL+Y{ zUWzwddxl=}Sm{Q@A%g2ayJuKE7_0}~7z?3yjL#s~V5^&Ge9j=b)@#aQ9$gpIzaS#g zl+}$)zwp$^HMr6EwYML&S8U!U9iFcoK<3T(Vg>s4B?$jY|jd>Z+>Ws%rz-r;5VTJIv?-pbd0 zjA;B`r01{aoC#{NrC+eSg!c{7`dBxh6uKlltKPgP&y(A-yW!j3`a#;CBw0m^&eD^7 zHSN41Xs3P3gwmnW@axpvvE!oGl>{jmK0aGRjt~_fmJztTExw^)*?-!HUDU*Rdh|*X zJWsFRHaK{_+W8S#9aQRdmaA-w0HtyO1O+3+h8J(mE^ZUe3M16-R8I|adUr_2%^<6$ zzEi2ep0!(YnYUJxHNph*mFXm>uZ@`T1HF+$9isxRNrZ?>%o-q%Za+XK~Qv6q!uY33;|Uw<_IQ z7Jj>GFZyZvo2fv8<%pN;yYiu1IK$zVw$@TcsAUENDc$y#ga}+5uw!V|=V?SdSH%vk zcEhz^`wtuh zi}F@W+xObti|QbX;)aWfbj1~rOn?cO+@6KURwti*+2~55OAeieVOYVH&0>Q|i_tklay)$cXY0=b=RN4+bNBA})TzrX-iRC{!2gqFTEg(?cgm7Ex%s$tB(m&u zj+rntavaALaBH#JKDNc01*#qk)KvG^pI=%|{v$j!>Esn5{Lq@YmZlnboG$tAYy0^Y zgUk^0d@({!bPm9}7XB$vMke?bqXz z8Wb`r-fX$p40BOK`$4|=G1I7BoXb7Y07pAK@Y@pz$Il$MjiTO7UAi=lU!}gEeKe6(lV=G%^C$KENw6PoWBIT?2Ka&#%M_mtX!uO z+>wvo6`_(jdpjk&qQ+;kU<|4Juj0uv&4mnsf$P(5Q43*t2vqq?bIot+zT4yU%8vI;Xqe`>_RqSSgvXItoDRClv0@Bx(?jVSY~z(niL! zH+1J)@9lO3;h=ho?5Y5~$)JS7N-HnM5CszLa zL*MW(1N}>*VT>TMrM~6!IHU(va*Htd0gi)pV9Hy@vI8DoW>|k{?n!;if455{`E(oi zO`>=Lf@(B;g7!`VIvj%lLgR=KG0?W7jDItJkIiGHzqt$mo{1d%1&8@O=1D82C3)tW zn-=E0hWgn*M!0URTf=1e zpTi0)Ba^v7K{`tfV*M2$p4M-t+@OFRg?`Wgwfx3Y=LSPp7&EUzbP0{=V|p~sHj${B z$<#FLv#-*2lg6l1o&HaYF72Yjj3_uxX(%e~5nIdDxk!J&-ftn_fXU%I3moc-D!nmH< zl=gKij9q6XBt?BvCWm)Cew1#t!?9z`MhzDxgdJ~Ew;%};K;$+zDrlH8){WTI9${;g zxqK7gnRd_(4bExTt}l5mrHnYj!%_+YOlRBqQtlSgEg8hygZnEqtw@qtpuX5Zp8D=p zV1*PHX_4Ns?T5^ZP&;jQ^Z7@3&#x^N1Y2Ih76F?H#x9PnlB(vM3U2?ZuB2i+apwF> zrcd;b%)#pZ0vTI)%k|CxBH4A$x~rtl4~<;B98rea3Z`4%&n0=0y{_P8PWS(r_;7zu z&g$BWH>K`+)CTFAcK=|~_y;fp z+aU9;I$4*be&e4k#bj!{5?-mDJQ=+xkx!KP$>O*>a!{pwvYc5fZ=5%SKM5c7o%=D) zz_~AUYgdi$ay#Aq$x_6nheK?4ifY%m2uoXY3qj(6SN1FHT+NlIZ86 zS+$rpw%#_{vQNM`egf4kP|JFHJ@PR#gkFA%LP$h1O++4-d9Px_237+Ku(+`?)Jl0mZeWfT%}Vp(hsz(QQ-W`n4gaYztcNvH6=IJ?*Q^ z&tJlX%kd`$Tb;+k(M=`1_%VVTyr55HB`71LAfIf>P zFgv0T^iS@-_-72C<$MRv@BiVV^LO`OBGmqm}N(a>a6beO{2>WvvA?K<3rT z)MUX<=)wM<>%c(nFbbmalL ze2}wxnksSyf3;aLX)rm+&@>Hkh}s(5&<-X(8MNE;`ik@aWQ|^25^RKhKuhtjk5T#u z%hqjdw}m%=hSjZVsq@TFdA{GzbBK{bzFl=RE%GIUVfI9i0NN5!cUUjBbOkwvd6-mK zw&=BPa?6ZnJsDK9R|W?HY=n&fM@8u)W=u?SZi~`tEzDGDybG5N{mGIr;d2=Bv?Sqs zH=koG!F&Yv&RA|XG&~J z?Qd{kflRh-IAU-pJ_R}PSl0XygJj&ex~lwT|LH{Mo8^>dYi$4HnM|NU@A~zj^YSG} zB|!^&jq(!Xg1&vvz+`q(>%NUYxabxJtWp=Ly-s&d{;O<~o%%H*uOY=^?S!tNd zE4!QeZmm8Fdm|>dqOMWyb2=yFf5PgV{F)X?8<6oYm^x!5f6+CpZ_rth`dra&!@>ZN zEkxsq<~DlESjf9bi}+D@yIxCtuQt~Zdn+HXlI8?pJdLm^-2q`hGtFHJ~*xx zt^DZsPz(b^Eqbak4O+e-=jg`r?i<@9g-vgx^m>87FB0e#3h)%)`r))}4|`dV~ZWI*6$`Eg0Hmt)n<@sFF&_GO_(WI+ZQh zvRsr0P_GyE_4Zf0>2&$+SP&u1pjGt9n-oC56k(k>zKOn;V56&dH3WsUx;Nrmrts_m zcciGJW7h7_>G{sVYf9>x)0HIUmNl#W*^lT!<6K2u(Gl5=+HDCd%~YRcFgo`t`Y4iL zY*+A#1^U)Kz`}e<;62va{Az)x4+qXsnf5bNOx@z z^&x*%`{cgU0r@Pb>~u2x6xC_Xt^IX1FM9I@?gTcyWXp6^y0yR|C8s>z%$WE)?%?GN z0gHA{6FK?hH~p&zxzWJ`dWgsYkJIL1nUmk@qQ6<*93%pdU;E>W;_$Te z>2nO*{3D)cW2oU82xWmiyZC$L5NI`&qZmmb&wQsf~ED zZ}H{-$^yk4LM_>qTYKJCS`2{Jb?jbSUaxV<3akZJEOf9|LQ zcKZdI<$j;4Mn}wIjmm2KgploiaE03;>f5h*@S(-4MM=?g|5q8^A|pT$#t1)_uar(k zTkR{MChV>fs84J}G<#C8Pn-F8f%Q+4Z=)AIyyJzFhE$QMxyw_e{K1&SwuW9ut|?S0 zmMC>Y|Qq&H)$qa7%5L^UA|7+dzdSGDZEq&J44pmQkG$GrJxFi&}5=BX6#X}z4h zAs_Gb?2w#+A~4p#gpgL>>5yT4V%S)l@q(^^RgCFNGY3tBu5*znjwMUHm0RCyZyylY z!f^EAmg1ct<{vy?GBSUN8{Iq1RzQ^MFCZ2qSxLg$g=oCV1n9k87#blcdW2r@Q`Sn@ zpITXHs@XyyTM4XhPi&k07FJJpN}Hc+WaY(-z)S;!HGy*do#U#?Iz!eO?x;q(GNARe z$fIJB=~u6{m*#y2M<3m|zvmJEyn)+@jD&UTz7xrj3R}#;x2>(^8c`#88RP};#yEQQ zL4wdxX+(OHEqYk_4aMP8WXHI39f;Pac+`HGv)ic66&9M@gUaMQSu{Z`oIkt${Gjka zI@zv~mU>6yT%O)7OzbazdY z%GYs;+pEW>b46-bG#&GQOebyG;E+SD86)#mD8Nu@Y*;1~;8>A_z^&fb6#W6q%88q+^Qx;RE3032_D~jUb?%;YQ0)bNL0$Kb5-&6oXmV7u zSTc6t$c)IClTi82*iE)I7nPf|2pr~Ke?*f6rFy^spVAA-19S$MfdRb$J6C2)shh2IVfRBh<8ygCpZkZ$c3`Tw^b2;qN*(zji&kQS zXfBhjQwQd0ZF~(9Y zNV+3##eyV&O*GP)5*6+a)DK+ufT4G++DJRwJF=?}SNJDTcKe^(YcPX0GNF=#2PIb7 zSABx(ut2{?!*d!wvnai8(e{4;#6o`T1$8w4APgIRQj_`kVdQx?M}JN<2SJE9@RGk$ zSD$nIxLVl6)I%n>vlgFg8Zvlmf^jVUnxJBwm16-eO#NyTYEl>27b5@RF%BmJB9Iuf z$m6=J*;+%6XUnC}?SF6c;R-og+$gQB3Lju~;L`XkrBLo~Y(Uc);(x>_g^Y705n(&Y z%Jq?1T8qZ4geL#k~;ofCmvw*_HFKpPjm=|l+~>3 zUlrRdaIyB67WWLZf@7vmf%JX1ba(3SLyik5L@@-Q6c+lSc;8hA#H_=C4yq>7asJkJ zhp*SncGQ+bBdy?@esG%wr`qzAqa@4G8D`Y3L0?1;5Z!np(h1dUR6()6MqM{C;uV*Q zP;EUk-Ooiq{xeJoFe-(JVY}m<;McNL>nL`n|;K)lIf&#ZdD=~a8Uj6 z?)PT8enT71#SP}$7Z(zlRLlL%nyYp)WHovkl1XJ8=TWQZfK~z1vL??8(&>*F<+X)^ za8TFl;4wX8jh^}S;aSGMDzk9n+D21g2o~_c zP+_B%fNQw8{31TQz<4*WcgQKz4qE+8d`Y?*BPCUPvq-NN8Bp_3uH~Ck15Ecaen_K_ z7}0#50XT5f^qQJ~EbH}p_y$zjo;$^^#5Jg=!~imF%bw?ERgfICITE;`JG`@uB5qEO z$9ktS%yD&3{jS2zZf!NhsIP_U+VWpASo6?7<6cc7dgz#19c1OR$4#Bi@x0Iwx>L}( zfxENY(;HabmHOCzHPfLy50Ry_k)nFjM_;ym6M@LOB_H=Z-1HalSN{w}{d8)88EdOU z-4*Bp6>A|aG1N-7KT1fcZu)ZS-+PN)&6BxH561cDtR}N-Ea}%NJUeH0g*W0vyJXPh zK9xH#9Bmgt&0Y!Sd&yhY^6j;#t9jI3?zo&F0xv(t6ls6um;D7)kpQu>DaYMa3}!9Y z8a|ZB(?(_LDmKK;wMxJ{Er!J10!Rfk^q8wNLUh%Mb4KWrV+OpFwx0B*`aC>SGDJXi z*tl55JGc150NUieC1rXUpBC&vhq&oA^9#_C-Q%ib7pNXzK^s2~OA}W8&D%(8F%{%p z35WdX|7Y#8Yq%Q1UH#lI$=*-WH}=G_TM85)Yw_J~_p11dN&Zjobafc{A_~S=b#-Rx z;GB|jF^5ysDw9?&!eT70I<;HzonkEoZxUBI39|3;_0*1GYE5-St`+;H*P5Q)7&*I} zTwY!QEOA4k#wWE@79>cmf)NJgvfR;~X7Apev^RKqMG2G+M;zD;w?Wh6U*0H>P!&v3 z`#>`%g($k13yNR|jP`*6(bwB{3H)+brZ_IuwLAn+&4^#)5tJGNnFN$Mhimo^gQ-wf5Y!nKpE z5eI#S*qZ!HMSBp`m7Ljb<(#dBJWGebkvZw77T9N|+QjO_gTo4E)@lGg8~UcbnaBaBq zo2}?fAunZSGAK)}Q&G?gGp;a@?Ore@(@(LSR*}vh(0yJ%iuM2+d;(jM@^XV6>$hah zEtA<@ty-2%JaNUukrJ;ZsnkA0bJKR=0<;z5vqUntOSDkVnCm!GMG(2z2U1I0{{!0O z$hLp6>k}>fjPyaer)jIwOTiA;*mmfgNlxWwotAPjK)`&k#@o0VeS~UTwR&Ti%ZT$e);811vKy5btt zR&^)rr2@gy@b}G%3{z;D!sQf4P`Z1!p#>HaeKWi^l)w60vy*JY6_H8_&Z+3%VJ9qI zqa{9_-ip_U=3Ur(Pyz3NuHCwe-Fyd*`RdmYHtWR5315x|3%47nYiiTp#P2|*FuvDh z@v4WK3Rs6BVVK--qDyiZ0)hAx8shsstA~GQHDIs8L7x6#wlreXNs)JxEwVYmO19)` zB-gcVSyk24Ozx5T4x9tUXT5UNs5Q<>Z)w0xTqLHfg07KA1}gM~sXi^XQsuvuaMYZY6_PP$CmI^?+R>b)34(z-ulpcG>uX8B(YxFZyO%v~_ z^S@@S)t{A)>r1y;;z(coy&2?aW!y2>)=je}!SM-9r5Vz$INwPJ4;v=hD8|n$rwCt1 ze@6E%0KfKa9{1@a_cBujOxNFSXlc8h`zC*>?_{AAHBKMA>QQak{x}!V6Hpa-IhuYx zsN{KXNra-+hELN#D70sd(Q&9&m$;oslS9)z3sJ?1?x+SAddj1NY|c;{bb=`~5P|_O zVb`M7@9%q0XxsP`raXj8%fNCYBEkW|9pSFK$(G$_!nn1W#M~6)jegKjHv}P}w%Ra9 zoml})d~IzUxZk*!L2)QMw67|sD}k~klWAjXJ_YEw0I#Ctx_7!ZReG`sv2n97{aV~X z#wB`UWWL57X6X|u>^!v2$usm;rs)$Zaj+D-0gsmp4p={!a5da!AMwlk#j_FcLr*>> zH8M3!#;$xs7dKqcvEyZ(^ZPAVy!>eKa$^eH z61Ap>@kK#*7t#|OicTCfs3`=y9!xFzTbVzx$NwM)U8r$pl`WyD-k7gV`GF6CR=N}J z(O_Ywh5+w~II<58BsDH?9po&o*D9=(cWz#aNCFJ74v0Tbmzw|V_t?HcI-aA@HE zdR(qB@3wjf_sh83H2x>6Z>hXdJ&xV)w6>qM!d^$%4ul84tj+W>*ztLot^_z5PJ&xz zI?kj=ZGIMVv6gV%W9GfU{0bGU_kbS9E;AYG7Ev6Dy>XV`sp{J%k`#i*_zJ|^<5kqf z5U+`7vkcP^CHZj(znq5>aL(!U%3Ka>Vlsme#lWk#>BPA zD!R6)&~jlcwk~K;O!jC_HNa8RI^$7tK1YP?;{{(=$I!1Wf7mX$$21jW7&{=dZm2GK z<)pzR6RldS6}E}4u$5d_IEX!hXTG(2 zH4DI~lCa4ZWOylWMbY3R>GkB%PgtmI7%~Nb=GC`oT32ct;*IaBY(G;yq&!DwXE)h@ zZvDgTOY}Kg6RiSUzwkUScwbk_$ofIEPN1=Gn0N6~SV%$Qh0!>wzpIs+mGm**q=)_~ z^6jWZ&|3)TO1a0)U-jeN6sVF2JaJn7K?3pj-p0bsZoWRpZy+yMU%(cwXI`(h)8*wR z^q0nvY&f^7E;6SmfzwMT!;A<2N1BAyr*=uH{Ose)8Lx5F#0!e)6^|5zj1|kXezK&y z-}uR*$(BVo7MejALBvcXym+8s4}{L%mTD+`#5*qk!k?PdUmvD;B&@fShLuYs^y7nLTAhaYLSc=EF(RvZCwje@tzV8fjZ%ipZKw5*cZ5Do^#aA9$BJa zhL9M3jPzN95%Q*8c|;3H?U*--?{%}PabJrOxU`DW6YE{&&{G@+2C9Mw*<>VLq~K1Y znd3fOLk-m~siT5Ekq+femL>-C$EtT?jOL7X%+wSqI&lrqP4dm!?mo+)ecmNXlE3v= zrKH*C9$=GZX|fAXEf9zz*~lA5^6NZnxSOI2)fbe>RUR@PDX8_gF0A$QrgYE^+hGSj z?~-wC6_?u3(x9Av;zEVtWpmjMYOo+cR*RLdVYwEs?TIg~L9xSWb@|wL$g+2mzH35N zD2o)o6pFuu8OuNR#kZTA9LE;JMJs+B$uCPX)COA3L%UXiRr@r{&?2vK^<>VuL>~MC zpp~f5<{dyBt8%9CK!WTsK32SFBQc{`$LDq zJ-1u;Hxs^HHxcG&TaFYNl&|hI`#lLb=cZv=E%8)$sJO1Ab|o8)x4cdv`&)j!o#d8w zFqgWii~rHQlp27nvyoSi6nSJ&QeNN|H=3veTqq#}H?>+?V>d9-6$Eb)B>1c?oNREK6-YTb1SM#Jd(NX_cj9 zFy1q$*zJ_d&2|czKOY!I{J6(|p=7GlhMDVELmzLDm$U@Dh&u?@)7hs1mMk*CGr`L0 z#2ekC19%;1*nOO=DtV_R!c3kwm(cp9>FM+G7b=+c=_VO&PAw@TSoo_cyWLjLGJmC{z zRHK+{de#Ofyx$?fBQDYlTSf`)I2I7>6c;P&IdJg@trx{5YUahQ1^C~h&3OgWwJ!aj zTleRjx8LbMDC8|jYz}TMmk6j-4i8wGG5o}|3W*RzS^HEXq#&y}QCC;TQg(D?cr#?Q zFQU)VV&tlRPH4Ov0GKAy=c2xt(0x5TD@uOnd))fW&1zQwT z)iZp#kDJd7kshqmRppbGlNpPL$}8=VsqOr*UY{^-+}$u+KypaR!Or0`CjxMYo9$XS;))Pt ze{kCF(nLYbu;CVSSKhGLqp%|Ckf1!=+LF>=4NbHWicunttn%f{J5&d4O-!G}A4iWo zZ>vNskN6b#J0}1WA-s~XXK4CAqCc0H42rdL2JLH*h}i+Nzy-78b3ytW;X@0HzK8np zgAQ9AHPvAbJ*3Kn^@-k9?Owscl2R7&&9!*23NN2 z!^jm>nFh5aB>t*u&h7GNTnW)R46$Q&c1dk@`tX6O8g4{D)8F4}YbtO_qr*%xB~8dE z>%|Z+hVl4VK>4vsM9coS=GAA*dFSoZyW(tq%5#y|BKo z+G`~1ireyX;b5(J&cdTV6AUHT&7q2H`qYl*O?~}Gr5-(SG&I;QAc<{oRj^&b%>1sC zxobx$L5Y;(?T}A@)a*=*Kek35cL!&h^K?C_yYSrWkLNs1pwu^PS|p%-2{xry(`T&w zSAET|NKXghRL#Zv@@*H-aAce<5hqeo!(GQW zx#z$1)ZlW_tH0QwpVrG6r$s$+VxnfXs2*sy_X8$smSdvko`0d{nSZ0^LBzDFQ6?`lTcuP%z0_ofB9dF|$lbHI~IwoTbnVbz3gNf9bhVzvN z!~RV%*%m(*J**mL9p`HyBWWcK{Xn20X%;va)Q0Kkann;Q`QEfYw6fZ~KbOw?XgZee z{LOoXp!I@$lXCo3BC=|pNhsrw{urrIq7LWp97F*Gy(6%@vkAd`cEH6xGpTwvv15xv zCS{~Z-18h%FK8*9!%hSlc{2Xzb`mzUK}`8so^# zjtQQFR7?sYk5GRysGbl1Y8v$3;e-WN>PVHC{yCrTdco*F85!Dmb{(7Aw02{ z%y1phW#-PGV{WIHy^fujF0Z~eks(B|SLltW2atYvZ+7xav!=~e?kXuViIt*%lolps zz#Z{AE?GIN5Zn=;z%v#6rKxnF_~UGg!Yo=iSU0$Dar?K|yp?MxOJ3tvAOHRIg1{MF z9Yv|N&oDbht(Zkoekp&8Y3uaCfkxx5oSqn7tFrZxR@Z<{)S?nT)pkiv12&n|6oISK zYKQ~7+xy_X0G`|{R*W*$Zhs5C^)8wfS`fkHc72R>W2i;Q`Ca{>t~qEbt@5JNmsKF3 zGvzv$t5Pa(_4ruld!c=9WQw#Q!DMS`*lVh6 zKY5+_xXs&g!>3rKPB}yXRzPhBEIqRT+B(1RisW-n?%vcRet-0~Aux8Fy)q-v>2{ur z6IgXEa33-`eb>JCK~3Eh4?D3w_7<&X&BwPeq7Sj&E*1>cNzO*dNK~7BD8B{XP}grB zlX})9lViSg%I#ZiZfxxIYo6Qtk%pCW9cRD*X0dP`&K}>VYRPC_i?8)@Nwl}|yCNYG zCm&G}8fxd66g7_R*!x~$l=Z4EicCFdn%dSX>ks;{q*pWoxM>ST4v>mkZVE*=X5C%u zCkMa;cYvmGZyU7ym-1+S2-1l7T2)8!JgVf+6iP2=Uso~{;rWBq0L()in{;AC_88vx z5-ksFWQwS*JoT&*Seb7Qxnk%O7W!=f?{-~)n78%u+jboyuXYIPt8SlSsmm{E%$f?f zt8i$qpl<{Nfs~_%%_>fupR0==m}RB3U~YEAts}?f-%^TkMIgLaWDt$~tTkX&|rIugeeTex3^M5z|&(BIa8^8a1lwZolUi|y|jO*qP z@4SB%Au%6}PcY;+mjAiIzZ?F?uYZ35{~G3(@`&I6;}QSQ2ly-NGQ9qzb@nfm=F4I+V1~O&;O~-`9D~z=z3pH&63}jxu*cVz;v2@ zJ-e17z`njPqdQ>ADD_R$xt*<4WhB9VGAcaJ9^k~EH=>tAb-=*#2rEg@^(2CI{TFuRQ@7gP?^Q{<&?$Sv3d8?fDm zQ#p?E$0h-etayL9U`1)D!=+2p@aADwn0Z)j2; z!)!2xA1nGAkl6I)2!cF@Z@Qh!02g-LmaqNi@B8l=zpI>PI{;+)?@hiD3+zii{1{o}%Vj(rWsC;2C3?dwpdD%VFuy-H)mJW(g@2 z%nh=fWC|cU2YH^qrjAezy4%Sr?t^zEfA5;2VMcy*V8x%d^2_H`#*>D!zf~dqyuQxf zu7-TIyBSCvldu^MSLB;`k$0oWW`xgt%V0io3AaQ#mZ}@UzSaf$_E@epoz-1ov#Bl&QA1AT^!@v%{)-{?Uk4v5 zX5!!1f4{1sF=6;W9aXAURVN?5Y(q=g4tS3=m~eP^nekgu2MTHfve9yxYKYUrIW)?u zpziW|tkka^`!6aUKi#X3=y)ElA1*ka`KI=UgtR$YOwtgzr@FHc7f%+9P=Fz_@>laG zj31~d*FNEiWcyTO{xHRIusINkBN~Fnj7>iSOcUXtw)xFqk zax83(WvubQ25{!6(cIkdFi2ciLvogkSl-lYBPrL6kv8WG2Ty>ti@RDXolsjvT;hwo zdK%z!dEQ0y-mtQ4awwd~9TCB`U_%&zGAo=`-6e{&4Pk>$#>!Qt)j~nS@pm! zb55VWpi!#t1)}M5%sG`h6k1(O=LgHh|8=tbckY(wbb|Az)C?v4Wc#~?%z5K*FkD;g zX32OX=~%Bk+$3a(iWA%I&#q8^S<4U}RL>vn>R_135df~sy=gr=As7?00pdsd2eO^t* zx9>!y0K$+mgfcvI{<1&Cu_8Kon$|waB(!Yt07^$h5r%R)tFtNg=@NBus*qSjiqyz> zagZ~N-ij{)O_J%0+#}5l51(Xn<%eIX_W!ax~p2?i~5n;V*UDs_HSR*^`=a+3~VKh8z8aD$$3;QAV+h%pP#pJ6X zotcih&zd$#iB8dIZ?5aLHzCXagSz*QYC3JVhJBvVnGxF{0!kgJ(nScpj6$de1QL1~ z=>!PUJB$T|KtQ^5rIS!3Kmvq>k=~ImgkC~TLJ!^dH}jnLeCIvi^PaW7KfnBU|A56x zR_=XY`?~kFH{e&!C0%XHkfON5^#1Wh`wD6a^9*5Az~$*cBXlO4DnZm+5EYcdLY(x* zdo|aI!txbJ21iN2G9|T}uLqgI@JAGZp3E^poVuy3NBALD$&K+6RwjL!w8=?_fHP7d zYxZeANm$ZsQg|eXaPMK&`cAB<ox?Q-27?Wd$R|xNysxy`UH?#rG4;#RSlf#;om3fK z-LE#&hhTf96Jb8cXBn>>h)SlcMhIc&__^cNUW z&#*CMeHz1J6r37t-mV2WYznw$c|>D8tfMJF+fFKeeKDNd0KR{xOwCLnGjt!~#2HXm z6zas0+ncmLbkL!*^wvPc&pkHhQSq4S-R>kD60Ec7O3`$(X)N#@XNqRnQvZda6ijC6 zN|OAHy0(UCljnSJiK7=QE?1`B5zh!>^R%sPKyY)OHcEy0C+@Gs3=4J5?&`ppL({9* zVrHluTP{xy3jVpssVkn@T^y($Zs9emYox=-=U=iJmMy=Z2O#HJk8AA z(eClJ^I@uP5W0o`qm7gR{Tm#kraIBcV|G6+Fo$S~Y=Tc63UO|||3tLzzE)QD?Cr7Y z>LZ1yMP;2Js}V~gY&;vs2|;Is)+d@}hBTzIT3u!?u@DI89a3Rt?I|5c7Y6>xV9BJm zr?PIE?%nw1-Sv?Z+KS)l+<}4r@Ddw+wJakq=v!{iR3}z=2WMef5v*Hp)KbTbvy0`R z2_GfohlNtVoV%4Z96wtck*{9?5)N1h9dDm8Cj&zBs^}2+195-`~hez9)EOu z-^@Dg;kJ794s^tsBQnbo1oBH71M5aR7@P9*#TfAlB%!f)hX{agjnGV<7$IKw@p@& z#gksx!$e)D+F>k{CB(~Iq-+tA#pT)LQ&+af$9I1(OlxD89R2K79!AkK&SN~sH~WZJ z_3#yiHa?@5vYpj2br$()|F`y;Xw0fcaydMQ9C94rIjlPPF#-F>C7wV2`V#!$w>^F7 z(hU0-t-tbD{>_UU7P4E_#<~{MxX+28MVnMkO7h82rN8#dyory65$t4gv8^}H<#e-4ODn*lGZUv3KgnYEbpt&Yq%v47KNsl11on}=((w;N{q}$Q zjeel;Bhn#ZRC$Ff9*M(c&ZitU2DA8?3am|3Xe0*A+?_ROelx>*yN*m8ie%og84e}A zd2aI6m$m_SbLY#j*b%_+C$g_DpI<4QpR1O73t?-0Aeng{GwhO){kaf-uTmj`CA_IfYgQqY0YU^3XCoDIf^kJ9mE+GKCC|V(=D?s zyHgG$hbLnF)($_Uu7!Vm=FbZ5KNGvVYhh>l99q&T`Dy*R;LV{;deGc*MDAr}OIc1- zR;=u~=brt&#+GCL4w^qCHMJZr+TaFf=13N^%KzuT;74%5Uh2oSJS8wb+aY3!Y)UzQBXZOmIM&hrm@Z_Z1pRUqh?uo?z`~)()DqX zvaHJuk|6CDr6u-K;>Nw#Y!Brl2>hvCd5_qGL6Cs3X(bYbe+a7x}KQ$m;t!-yt_Wl<3m*kv2sT@8y{zJ|W;;1_e~DqbtDBCqGhmmXxR&aFqH_ zM^1}6TOWGu%X_R?4)w@y5(^VGsifogZ4`pn&0W}xJPMtzjQ#1YnAFYbdrRqollHOq z``sK!c9`3;bVuFf%uGSMJ033-W4h-P{E#`eg|d>HJIa$SDGhETL$zs+XR|S`C$}ev zRo-n8tB9Sb4E-?A{PmnjbG`~~DrD*P8+X)|UKHZWulS`vjufOaMeO|}XHAmmtaGF5 zxGmJD&@fDt2Ke)Xjb~nrv%Xd=kJ-qUn{T+fXoCG%I*1m0h&&Ea zQAIQb4ahTyMM0+c^&Gk$h-rvBJonryDXHDiOhL61jyvV zo>0Ow&iu_5Eu4A`>t8rNTFRIavo5>ySzDdFEzJzoJCT62 zJogU}3Ha#KX#`EI3aQmQ^dMRz*V4n6(w)GXzKn)YoX!%z zF}+)`k%H~LtzL6XO`x{WLY5bPaE!@il6y*t_HdtOBRU38lQHtP)H*!@Pc{cU7&3}6 zA3rVxo8nCKJ^LsPa=ME5d@WIP`A2MP<0ZB!@W(5ll=h-Au^!Pvb#%Ci@};Z#zx^BN z`X3(sqho=nshQ zFJwW%v;+`eQHqjFA#{ZJxmPuO7OQ6WYE_!=E$iHpW>Vy)bp1+i-9n9bM9okr<48Q! zOOm^ya5KPyu|;y0q6O{4CY>u?RJ50wyNv|XUMbr&7JpJ48v_|wxTJCsL)#pmg6)u> zB4j+R@_~6tjyqP<=S#AOxmPRM3ti~xVY9eEq6KcPt877YZXl0Xb%16sK{(E+@y*>V z;NVhA;m3vB2mAMLy97Y#1)qQ5HBBFdvMYcx7D{4}b{>1ivs1oS8mo_;sJZa;iUie%6GSxNw zB}n=FX(>Awjkt}Y&s?+eGsn%P&u-Ae0`rzn=d#X{5)P}pM@pt&n5>Vja&$=6pEJ1L zZtABv1iGf@z6w-Jcl5~O(-|{gh8(&NIoLYO7oT=7Z@Y)7$jPqIUhliJf2mJuKQQ6N zgY}Iv%!~9}Gm2fkME( z2XU{kqD+S@Rv36xCmuh;Tn-nGShkJrXZn8W&R9iAd63gR3CGdfHe@6~tK2y=1Hx{D zO0afAVcqXksU;tKe3{O!y|QJKx$%4Mw+qWtA~x6673hA8$LY*xYD-%qvxwDvTR?DP zPjyeg+3J)-UT4$}=!?WEJ2~;-gffT7e}|3>aaktf>>&n-pt&> zx_0F4$QS?8jwp7ogvDf%hxJa{;elh1s=^7mtHOD7OBCE=yzVwDHLmwaW>NbMXAzlW zB3z}3qLBS{VoBGtx6~QqqvZT3|3^@gSnh=8imm2c#!d$TF)BJcMy$pAf3nc+H2wT} z!rFgi&?IKyq^JgsdC+@rMc0A!=wLABMZN!`l~z#M2;dnt#MN_+h%+nqzpiO&sQpN2 z^ZJnTg4X_wlBh>%DFt0;WTtNBk>$6&BWw7L*rxjZlIGF3&x_L2xn!Pz${O1TW1C&a z))S4HP_K8&PFmHhVVq(kM;$$(&I+%3{C;@3*>1oN14;CX)oUcQ+Wok;VP4`9pV3vu zK!0xMXAU#61yH}{rj&uT$gG3sM1og@k<_)t=CGO^z1W-g29yP}3)sd0lyoa=E+$a&UGSU?nS8-2GFSC+e#k>3= z-qV$Sz4>9YJ;?Uf$EGEJmIn5-^dUKCbeJAGb|;@j>-7$`#fycl{4F4kAwsOcNbvRa zlisK+5R$0E3SGH@>!d#407jb|V=tZwn2{fP_j4MCO{yb}C_ihyBS>;V`AOo4!Sz&FLZVLnQIgV4s?Z%g1BZHar z`f(wk9(2}`2>mLNw8%!QS?MTqQ0&pag>LO;zuLUWo+`+cO)6-s4c=Uef5Y1bWZqnE z{I#1J6kukOH){`bcimAK+ApQzy+96!QRXDBA#rrxFMpm|)wbllvQ&FmH{8pLv?5M5 z#&^a{!HIh?>mz4hPA>Sq%cBA#)?HCh#athHyn>H9yAY{;6frI?^I)itV-hvI!e*H^ zG37BDS5mB7md6oT9utkSZ>RyWazrDm>9`FvR@*-BpWk?Y;qYrbZ?h45M25U26_31G zG>f8B_jM|D;c(s`@D9_Ao>G*LC&BsvY)iG!8$XS;u^s!EZKAu0V&kx&ku8}Aqj&D^ zcmYE=f;fx_?qCG1T~>UtR+)c}#+{meda(&{Z{NgZT|V$*pA;1>{jkaxh>pExB`>h26?*!K_9fricI`=F2^eMl@AMEMmxX$%VbJR>po7fZGkv66Vi&o&k?g1550UG zO(U+>p8l$*=l1bcvut9j2&a=7;mk5k8xcJYVrlk~0#l+Qk=Ca(^jiyO6AG!?;$XK* zZ&dYSudMsdH70-bY`30thcqfeKm2O!|Hi#ruMq#g!##c?Ce#hF`2?FBU-A5TW&LJJ zZb@>^fxZjO)F@4+C#f^cX*2Kk!V78}E^f!9~EaMOi+2x$ho_VF(LJp=?rv)Uh0c$6=W!3WyU_QUDQKDb#XH+#a$RYbUIa8+K1;#(9;FeFV2C?mhRdqj&etm8Bq`eCoj*Z zsXjG1zeeoRP*GL1p&VvbE&_rfdV2m*Df!P%mT5tXQt*pKWr(Dig2w^-b(ds0e50%6 zGtJ{){oqM7<^V3r=fr?BW_yJ(FIHG8QGxE_S zN5(dJ8jN#CJ(YrN){b6V50nLClLVgJ(Jsj07tO>c` zHy&7-dA1*aQ)%f|L}n(NJhq9_$K{PWS>C!Nk@*u7d~*h%Ip0n+E>6R~UjkpPb=p1` zsw57(oF^3W((!})&pz-1-jgd{{ozk%CB9#hz^okKR&SU(d%xRUsF!ejgE=zH%;^F9 z|MA3xj?(AdmTgW`*VOp4dByMi`z2FFBNiuPW-9YnxEgFM zFcA)C0)3Y;oUN%C^GO1KXX6O>WMc%#x6>^ie*_0hnv_XGdPCh zoOmq6OPbT6aEIyR9hgb{1~=nPQ!a(H-F4r8j>9owo!bLq7^VpXt9Lw!5t_Y94-B3z zCNo>d^yT`ldTG=5UbJ?e=aQ0wMHbsY8ngbKs)|G^H~fnX;BdRiu54D7W0)@|X5B%H zWfa}2VIb&HUwVU1nlD%H1~GvCQABw@da8SMs5#kdSGfc_eaVwo>wln9|Mo|uOP2s$ zy~^L@DtV*mFLJf=Qlh@q4!8NDbS6=eIpUOH5S*$)jcUKjP-zr9Eg$P!jXpyvit;*r zLQZ;>mKsEaWR{56bj8~e7as}nRkc5BzLyeO(63wOc{5|3RhF*fluM#p@JfC0{qXH$ zRN&E&K;B8W%k+iA9e^?+*lYiTGO7MWncV)9GVy}kP3U>9a9ygdEJ^qD0BFI`T^PBF zT62u&o1mq*sy~TG(!SnMAJv@@O%4*VN;paOIf8F`a!hkA#i@5rAz~~KE;dWY8_uWp;oN}dG zUueH&K1bA!J0CAcw;?1PfXo0Fbp*9eW{b8yFeB$+d923rHxcXnywg23A{YfyRDSfy zI_ZTv&7&E<8Cr-7ANQ?K6q+5i?K_n}!w<7aRd}d(9dg z19gKe26*K+k4B9=&(>|OPl18YR0^5+Q(m+K)oUwM!tR>GHDFy>FLhmg6;qo7m0MA zeCg6?G#a>`zmuR!Eyg?DLj_#@B6aQF+s}sXA#xO^*i15^i;|eb(fxQC54BQqTIZ^#>0y(&VpQ6!fwxchd1z=F`gkdhHYvdAGu|4fAXfK2V#ILd=jjm~<+z#uZ*d9aY)_MI%G9T&oDb>f>eZKgX(V9$iK6_wQsqKnY1J2LHMcu#P(~Bh_jjL z=x#RW8YeS#XU&)iA`}emA^gS6YJYlp+HSyVqAJlTTJ?_iE$PP4X!XD(uX3UZ9rhfl z#dnn71u!#=+Um6%og2G1Oa{@OeM#$JefXzBw6EG7zrDZ65r#tX`vv&^5Nqpk4;7HgmR{2y5NKWb=yhv{h3xr7?p?bohPhX??w@;X zR8Jw{+iI!2I4Y$);wy%|HB&IvWKo#Q{T1zww7C62l!J=uqMvD4VhXjH{Jf^){q*gh z_F9r^JaglG(8U)_@Lqgq)H%<>srl!=0RnuD_|7@@(jjN9y(NaY`7sCP%hYF~rl# zJf@N~P`>Zfa-dIVL#)6HMH7rXY!b#n5t=3qTie&JjZyS&fa@miT6jTxE6Mk2H@z|B zyReVLd$X2wTx_e)`b?EvT*RQsd%Mcoedrx1t+c$nJcAGUb0%`Ni_u_ocT^JydYoit z(#;DPA!D;U2tUlHN5!?83)eNL{TuWPwFgfIz#ys5X8~$fm9#8}xLW)D(tUuNmCaZ6 z3pfGrXQ~|;YurU0;^@c+0-62(hCg7i!ASW(;19TsXUTki-Sot{amnno4quphfE=Zx zoopF_sso1VvvnM!lNE3QG%XMhx^IyG=GUDZPOrc4uh&(BVx4~{@3AR!UY*D{%>7#whKZKIjnL}Kp1OTiZN8Sueo{sC~@JRn|>YsWJ9TY zX@at#qaG`tjeF?X_)LY3UmYy?8mNFd$})rz=3PmyV>0^I{GY8OBkNhRPyoh-Fw{T; z7?k#ZYaO*)Ap|Yov6%W778Y%FdsX%ta$i4b(%O7y+mfS;exGi`V!1#iN8a&zZiYZd z87yMzFj}%K&*naHz+TTD=s(L6Td;O#v2S<}mB)NcbH;(`EKW0to%~sVwiI66c|Z+W z;@NCbzh-i=Ac@gUcRIM{{u!!uURVgnXXclY{7hw>>r7g79qgp996lV~c4(crg&HGj zPc;4W^)p}H;-ocvIS#2b#Ub~U(h2DmC|w)s89467iltI1a|FbM=&V8ARz(@)G1%F7 zW@RfW#0BFeRJ5}7$(s`n5z%$R*E-C#;9}gFH!1<}N6F1;nt4$688x63O0iyNB zTAC9%LQ7wQoj*IK5zQCzMne7adBK^Ice7Vof}!LATX|Ca&BFzxEvy{l7`lb+C`C^$ z&K>pHkO{$41CHQ}6LRI*CHKSB+5O08N9iLRn~=ko`(wX!XIYI|qVxW#B^A2u=+Iz0 zAq@33GWqi>Ep5Zuq4h1!@<7Iro>)X?B^K7!K~uTDj`}DX^-=7%jvT#Y%$z3s6HUJ8 zu_~k@xWk$JT?P$o{CXyA@Evb$4h~kYmoeogLSGM+3rzfZVoP?MiQvykPhb7E^I056 z&RZ~zqYPZY_1kewQ)W`RiVhyAi_ZI7w5Fas=6$-zQuY4(Z1`gXWz{E@-Hk_E{$_mp zGwRaA6@#A2!=NK;3~p9=%XN|P^b}E8^)I@W3ec_I6zfFAz$3!NTPNxnRroI2C(XeZKU#WGwls8KJTR{)(uJmr%2gM008 zWjUXWdgL*Wq1-v*9E_M*95uH!($Hu`$wD*K)>Yg;HRzyHbmOSZF`V_zm`$swkQN#% zuiHbT0*>r9Jp?aO@4T;YPnJX3Dc3TB76@sAj?THECitnEOPqHXlHZWS?p@)zW@yB{ zDi$+6exkck7~33{T*rF*0r|39BLb_QgVGiiI>z%%g_7Od4CKumKmECd3)3o=FESN- z<+xq(bVt=>#=J?S6`;a_ZRMpxbf*)Xo#Zzj$Md!nIEFxju&`pRKE ziH4WUYU6BUyZK@0ECljh*N!beNBYAe+w4?<-4prvSsu$gsg9#J=hq6>mOqI*LmZy2 zUQ_kk2>*Gzx%EPg=*X|k}Uz?Fbr zT)Wd&>(a)%_zJdMdc?=#kA2?V8Tu(!>+(9em0)vpJ{Sf?8kn82!b}_GOQ4gz&UkY8 zL|?d*;z-#Q1(o7tTSEt*mLj5+juOwn!zStCpY?0CAFtJ;=2w+Q+*}D$bM;9RK*ZC6 zTw{jvQLtHmA0^QJLVr5f=a0}lHBmI+mqgl5O|hPsy?0rPu=F(XoWCL_h93PP@2JZ% z$#XuJVW*rzR(;BB_``fgG=+#x0P-0DC+yeS^xf^hSZ3qjEYttrv&>vV7ItYLE`gRb z+tF8Z7n^t3StnSgAeNeJd6D62_tauuwz)TX+GX4{EK)c!__206||Jy?)yb~A< z0@2Dm-{X;^=4VzEz6 z-H#gNQQcI_KwMaImTi6g+NBUNpZ7zH4S0HDY;vh_=6Gpx)66vI3>7)h7NUKeuPIy$ zg{gx`nb*Rv0}hM@4oIQuIL)dg$keJYMABNT>Cm!g3B2VJJ+l~a?URSoylN;-_#t_~jU z$qYXwANUOv6xw@X^~zUf-dAPpk!}(dLq1(TJl-h?>+-*u_4?^;hJb0P%EJj~iQ;6h z2vg#1bCEfGEWbS#f}b2rl!q*WrM#S1uYP0vJT2ky&5T z%Qv~bny(O|x!%ijA?Z^o!HGW8qj(odTKdg$n)l_s^?gIgIH(e{wmTnw-6`5vL{hm; z7T|n;_{lr5mD`ECHJCe})9;-lduGDH7_s2%>z&=Z2rem#%mCv)pKy&!|Yd z7FA5wkPz&7Ta?|Gdyk_clvT~oWHs;~tyU!}FD(3yla(|-Z`6Sru&Q!qf$T!k5gB*iOnlK3D>wu zmRB*y;&%<27FgV7Y^=*z1s50sH!$d%1)^KrYNqLEr zjX+=-MniqTUIJB2@nbMMs-5KIq}MUX=-pETiJ=QDzum}Y^8)k@v` zIGfB|N5H`qT?SSDF(|qV^zO|@Kd85|3WFIrMO&>orS`0z4<_cUC|hHey2@ldj|$>t z_wIbZgl~<$UZAo#EO9N|dg$9{ck636c%hDCsYY_a!q5wOx))ORsDT?lClVU7qux0A zq(Z`ar#CmlVgd+TJ+I)Mv+9_Sb7=1PXRP zFY?%kX{_T|iC5cUHVJs-#wrgvd)6sUn{6a2jEYuBF0sEkz2Nlun95&iWn&jED{0dJ z8y&k56Iut><|p$vBpO*Fky+&U!82v_VU-6pf72)kQ}(_Zzj2ef!jd!AF%_q@Axie_pd#YoZ{j~CRqr5ZO(@F%MP?N? zvoPn*z4&YO&qlMr+^-cE7>$R0Pamc#>>n8A-9-L2!^=A8QehN1+DR$ErUW?1jk zcv(f8VfTAe8w8d}N~^+QqPvGD`t}gTZuF`GZ!iCLMzcA(V*q*u)~3Mm!Bu!G=huGvt+_>s55+; z+|u;3sX6@oa$-eD_anbqxqSY>jb$G($YbZbPMi8i?;G7{KLw6Tgn#lg2bdPy_bds4xMUck*sO7TRM%yAg?}l+)76$aC|g#pRj3R^_2yPUarM z6GF8SOOq~Fr7zaQOQDmcCS_e$IA?0xQbKwu&1K5Y8|W#OwigMaLbUHOaC5Cct#0*G zp@mC5=bE_R|0Y zuUAGjmLna6(h8iekksc2-K|(m+RZ0adoay@Gl|6DQtexo?Ev7}6b0T00RT@tp!~l8 zUK!iJ2Rv5;8YRV*tfxQRuY$+wTQ5Cr@|;PBtx%&uwX>5DQ{^Y(3TP1W_Xw&NU5-am+NWG4N*vUl&~Py^leWg0HVmWb=h9V=$?F zg-vS9scD^x0h;upWz^^?`lz82#ms8M|Ew-<$?COGjpJe~1W=2r2g-fF1b17)Iq)u= zsEH>V1^M?&$JW(I)X0(cKM*Oom3J%M#3p5?-zyp+_dUFzHVwJ!+>2nf|#8 z-c?yi3Kk1vVH@bu=+PN#baXVjG)jJpbCLJ{I1h`v?1V%ksj|wDR_2wTX@<#7JH9t- zQrAOLK_+X>Ar-#m+SditdOvJ3@y5q*Tk+(7vH#P1`c=|9zWPDyE|K9zGmt3UDGV7m zl`D_oh~Ey;KPxcUi`GIhA<`7l&%x?kaNu)aT-qCNlhmt|aSnO`W^3mw0NZZ|(gyJYC6;R6XgcOH^ab577))Xw&sV^<~ zulv8`5b8u379uv*uQb7R^Rae1IaK_PH`mF>NMu=&UzeI67jeZXac@yKp#=VCbu;X?RBibHYa($-4qGW7V!Z z>1|g%eM4)`c>iM)+(}LVRxiI_^56M;m0^e5 z_?v1zzaZzGH(mU=A58M@%j=P~xnLr^P^Xc8RduaD^#&GRfEDq;zgDM+D&SXnzeY^| z>ra>iZ5U^3K1hH90=C>*guC7m^3nvvC#ie4R|owL*xEXq1LZA|=^imAa|{uccvIn) z*ep-{`VwBhW9+Cg!WW)G6nxNM?j-zfMD>Q1a)!+_7#Ejs4$p}SH*T*a8(CAy;zu_+ z%4k!_@21J?((gjB#qpi)ep{A5Dn&T@Kj|o^SQzn?#`fd2fbPzn)Ub1wvWbkq8O^d5 zPhSa>o;{kO!jnQSXKb#Tp%^7#k|XDrrHCx$!A0N3-Luu#Wg$^9>smhrjb?AqdakL) z&q;W8RD##JjOwfj!a2Y^4htHcFAQUK;dtho++x}6%_kc}4(CqH$q%-hegjP%@3ov} znWxT$_DJ1m-U**euwm?Zc#iyWrd9J)L3re;^Y=>z8+u4_A*9}#3mD$Yzu@=ScgG8iSoZmN<+$Yar*~NX=&J}Rkg>9AFmLxwhu1eT zE1}Q2M^DUS{Tz%Ulit}mE#2KdR%`k;7|u>HIaQRm++8fk2OZ<{CSH=i$QkyzTH$^ojme5ytcE;oix0RHs0tuSHNJ2<1cX$vsUCFpLF6)JY4X zh;Tv0lMv~w^X0sDwtDFFk-yOQOHop9-^SP1<{nHoOm*9oS%zMI{}mh-`)g5tj8R3| z#|i^D8W^~?$Dr*EV;!Lz(TLWYz2X)$L680&_gGPCdT1C3cT#$B=qhNhCSTH5;Ul#U zlA^^uT$4BfVo6s$qAX8~ML>5FCgp%+RoMC-z0UAN9o(~JI>wZv1IW1B)@UHZ%o48B z@|vfN$_>=pKqa9I=T-s8`H#2$QMx`>|E-3<#je^IsY(m2x&uzkmqu^$sRU ze7JO?vHsitjg0@>=l=*1n&%GC^e&C`b7Jj1Q(fO59vCYK5PtTJe-8&O3skByyaG-b zJcDiTQ5S4Tb4r;#46P{(kTZJ;$B3>zL4qOLs~T3C6B&uBX^GtvCIZ);18RX(2}S*P zzEU$uk?+Pbnrv^DTtlZF*$HJG^SN({)DMpbL`=G^Qz+qrC#!d;E70YTQ6)&@(HVPP zNSIT1pv}bI9jWQVmG`#wilim3e%-Cfb`$GydSj=AstO8rF1o*dmUPM&=0?$gkMQ~x zB`g5p^PQK|<*yZ=T@+WS4)f>-FgjA~pXR~Y<>+SOZf9;LvvKe$ing-XUP}7;AlB+E zMlx1wJ0>H`bR@|+EwO-C5+1_!HzoqqVKQF@qjWz%5))XKAVR~P)e!PH7JET$1m zFV;LNw2P512@O1&9o_qIt6^*L?Ff>RAf!z48y_kM`-@N3Cp zpqV8Uu#upxnW&d_<|b>rzsHAPdh(7vB7SP1Jk37Ehj3DM{^jUGV^&d@(%VY`#xLl;58`1 zVt8R9Z3x5UJr-c8hOx*0&Yi4s$<5Z^bu^pv@$L9M`+BgAJ0`%;FXMi$JpYFaUAT3p zM`>(LqRFSlfX;1d+79a%!CCSvE8)r}2l=~FqiH9mVuctFiNvI8ltHDBhIpk`zG#Da zbWG!?)IzSH!a8{lOZntcq!}uodW$v@hV* zE0fvh)KDp1^i2ZcU3L!yx>DKy+eTL1FosdTghI^>LN{?2&c#5T7}J=F9>z9SW3=wZ zvAET}NjCR9t?gD-GW8tAm)yY;Jp}NEt0>6B!~5P|aobC6?T9O-W~H8o*DvBlSu67# z4nWmy!(deuS;+%xSd0N$dlJ$JSr-GtzKqIJG+BF{oe5iDv zeRrc$z{Bn5w-`VAALr6k*NN$>m}x`ifDdkPGhOW`xF933UHCW+3xpwvRUnK>PY*ky$%83#x6whT^(B0mpP3?DETT<~ocIw@yhL%Jnm z^_F!1CRf?6a0!~+(mGj3QmXnv_;m+mnB@(-s!EgWPVVXcpq*;ZKmI(7u?-rf%A-eB zBxhu*t(-qXSMZ@JpQQqC@R@cST{fU-9{DQXZG#_7+EQ^SvKKfy27CXNEBj3j>DHT9 z*|J?DuIW0|VPR>ee^!RoJwkh6`^CoW#11tLTtv}8kU>{;OpYhzqCn&Ax7N2)q9Uu9 zaPr8utb)^O={9%bM zgr#to1lJ9!6^BEL#VbZ}y%V!q^5&aZ@Z zJ6=T)r8sB(ak`1|Y(=uNzji^sP7&lnHd7=dIMHh7)9RG`+UgTv9~PnM`1#mKxBH6Q z_}-xsTC1EVul<~JcHDpNLNDI^n!E!x0_bjzf?r70e#_4HOZw{RPP|<8d2HFLQ_``; z8n;*LD=I}*GG|ognn&eibtbJxZLyCuwJ_Ovq5Ron7ov@0CCCH00=HK57lU774PByu zf&ZZeM%vE*-h$Jn=jvM@=6}$aiPb9ned-Ebxj&vHx@qHp4K3`x{MTH|uD&rv*-6tT z8<}&%Ie@-=U`A7?$swacu-$Q1uIp0=U`_WAb=UB1Sp&@_zR!sttpl7m+&(OY@x3Ur z)3+g@O#@l&*7E0 z35k7#)GM^lm+%yb9mooj571}IkIdN-*=q{?+S8%-(*BoR9yYdqRe}>=I$KnehnVrF zJDIw@S0!dMb~fj&x$kTxZjFx;dD`o41O@rUhIhJFUK6IZ(6>+5?(s?K6&fxDC#pXR zx~CT)5#Y|Boc>NbWGM*9m`gN#KF9Sfw{$J4Im%;6DE@lqZO8YMZX3mu6Z#H;e&NGa zb4qv2w8{<2xI6-(l$GWP9^Q2|WKQ#qh7yj?C0zP8>2~9VXOgK=GjT$n*tV005ct7O zU@tdi{K%wjN#A}-4b*N=~M9jh-Ye8*jf|%XU zA>KT~f9Uk$N}XI&f=uNh9FRx)Vg%e+_iY4`Y)t^6^GIFMZIFhsnzZ*Oa6z_ohtWoY z|0{xsQ(DF&(MBE1uA&NB)|?^=(S=&2kR3J2eeVK>aRz>Cg(;Q;Y;1OhviLoz;iw|c zcLpiOX^*y(b_Z0Cv&~+4%huF7L~QwmJ?tqNpz0k%>*qrjlLgch2-?&22yliFclW|9G`+;2&9VwH#ZK za<;IJ8LQyZ(t$N$N53Jc^lpPge8oWI7x2-8G1w8Rn=kAR1>`9y?5{Dbck`A)>vrp4 zQ?o;`~;H5FoAdca}fd`hOwu7LH9cJ_Ss`_FtbL9$z3?T#^4>Bl+?$;llK6 zVzhs8Zg&bu6B7u{sp`HZcA^R7TfHA*KTtdRXuImZtI>0jD5}0J3qHS)E_1l}F@3jl zEn0#7tTL~8W59qXrU!%nu)MBZ2-3KR z;cTQbv}_L564nDP1E^;yYC*LnypeZuKAH9~Df^5*{s2$Lh<g%72e z2~6~>XIf0vBHA`MFGmFQq)M*B*5^yBkI#A+R_o5A*qQWZ2YV${SbWuz&V7;2yJ#O( zIJeMDSj4p{qS~W73~dez3EO)>>8h>2{clTGfm^7S- zb10pP>JBVVlf95Fqicc8_V{z~$331R; zCys_l@KJI|AU+aBHB@w`aycG3bWB}P`cYwXwIdT)V#!BL-V{EHopjt%*HAfPTH!y_Ch@w z1feCWbJk`7|H3x1S<3>^$~%A58M)g(a$#}b{CxO^r$EMdsuda9o-1ZErTZ)VOsIO; zxWF2aP*tzxQOaCGudBaaKw!Om!ihzBKERKi8+{DPYBhHeH{vEObH zQ!xLqu5{xoP!+I`3C%^m=BtCUb64pt0%u02h+4&Z?)vI0zXsv$xx580T;2t0C3Xd=+)$>cWjr-y3o!_C*S$N;=@6;K{DCuhnO#k^@f) z4_|surnr$DP}``MoR+_8O0l~Cv8K!lC=$D-t7V;N?D=3p9C!GIXi0weta!s9+Y~ez zfsG(d-sHy8`053ltX}9l9!$hJFI_oFn$hRX5wv>l5tkYV_xDY@2PEt=!+P2@A!9cJ z4}ab9ihJ>|sxq+N^XMWH%z6z|GRgmHfn~aOAaRpX9vCbedgQCqZj;Dr;yW4Og<6le zYL&fVpbvTMQS(fxnCg!{r#<-AL0d%!Ckv}9l@RnS-83$s*X+HWl*%&K9O=jf`mW94$2WHHKQz&jq z-V^Aqje6&IN$be=n$*vZTfh6INN18wT1e~Lx(z2Qx+`}AaCeYTCCEFjkmq;P?0&2F z9*Vg8!nJlnV_Q$3wIWFzi@V~xQkH7sl;&oOKDNX1`6>c)g_@Jh%#sEJ6)Oiy2LM6c zNTcFWCjy^iXjFtkatTxQ3NkpY!Rw1dNm#~|u$U2Z7zaFShA%>XUH!ta36RmoO${GK zyoQqgu08*QGCFzHHt)`zB}#FcFTldmPZHG+FJC-yJC~}D%;%#LE}TT9em7he${Rj? zcfuz*4D6Xv535ZV{bT-%l+Z8gD}aW~26AcVAlbtA=19}jYTgJi$;1|UgLU|)fpQBG zkr`Iy%mf$H{C19fQGde$PgBYE*?y7d+W2>@HY1UpoSo<5<7WS>xc820Biq(Q-KQPe z0k<(0nA}Y?!ax&52Dc3Y0|qRR$RL|&Bt%AFVmkmP36qULV3QFDj6ei|gl%#*L5L(U zIT?|2=uw|J=gypa-`qQI-h02Ne@a!QU)5ICUVDFgt#5q`rSsNyr#wCuyKQQ;^S-ON z*u$&?N6zi<7cpVokjL;AMZKMH@O3oJNrvxT8fSz0=w?O%_%E1A{0nA6l-76I;%+LM zg8=>si8&yfx#Lm3h4M|<6zJ1aB!u?CN}^W=Z%B;~?QZ@5*aWNpCllmlnPAvImvtfk zVOjUTHbE1s?~Rr~L9#-}3VyfJ=p)H||JLmum;+Clk)7+xO%T*L9>FRF_f%mo4E=O3 zWRvalJtVVvV)$3>|%{wu%WM;R2sr7X|{jg9D z=u*zBjHnDRZ+SuzT)B&OJ*@Q#EBkBIZK`K2BFw{1-QD457L)guoeCBh;|C{mQmw2v zZsqh@G1d&Bi82R(hjUbfTD|tVqd)`Y9xt1XZ$;q=mLlWMO0zy#I*ML1Jv_t`#+XUm zfTx}&G^%L|-mcTnG_h`wX;1m>#8~iC1=9WJC~IplqUy007?p>dn0xutyM)$eb0Gfv zaE?2xxNPytdX3qi=ODK{VS)69?1*4<$r)$71Z!P>wWQ3e#RDZnNxzFpylu-1QL$^c z<+aIRm9+&kO#M<$)J@BqBN9=0XDW9eCj%j|?>}NKtX<~^+ozSxa!SIgWc;a1QFQ~w zM9oWiLEDl5jxvTJpE=rcueJ}a-tQWI2-#*$6&q2gRWg44&vVY{X*D#I%k3}81z3iQ zagrq57Djq)BT+a1ogAFrKn(~>?(h3~3;V3`RG&$Q@86}KI#`D-=l+kq@v!Cmd*e#* zy}^Tf?Y*a!EU7l+y;mo3OLr4w>>SUkemdA+nmemxsmHFEqsa#>2WtKPFsSAX>%yvI z;I{YvTjry0+|*pxo*8VDOScrQ1{)o_^%AXX2+$IgOjU%{^&Q-4yugERWS45ZRZH;V z@&0h9U;y=SSl9rmjqHCUg8` zS4qAzBbdYDY_TwWm4@j_+H^>=#+^5Rr#WN4Dg?Yc^gTroCigt0grzP9xEFUVYGJi9 zG-mo+mUyrjPTxi@*@ep6mVpXRkK6N3o^IL}ZOE{*4!tC8o53O=O>Rms%5SsElLs#f z-}{21<183-53<~P#m)=)aXzDe{BFfFC^lTGnrMwS-KwlfKoPKa<#fh_B7ovb8?CC3hc=MDD7BirZUH+FXD+ z?vX>3zTB71H&xCF@c;3jLFRvdj^8drr#@J>R}5qhahOF+!IOqT&bhRQd9~0AC9seC z!*XvS@z!Vx$Bv+``*>Q~tkz-@#!aX)5_8X|MC*<vS_ryD#$?!fg;yC^!R;+EEgihyx$IorgdGu;8}okBp`DVJidL zwW0%H@u-4~@vLl*E-Ty7B%3tVsm;REl2wmuox>j_g;<`_1emUYjEt;3GHO32_o zqr`#Xha_1Qu0En(XUR!HoqFp^kZJ&~a?{~UgiO(7*EBFx8h z{rTCo9^*Ov!TGZ;8r;A5f!&au7rpX8e*WOmDHl&|q3KxCk>c5NaZB}k53)75)~7*) zBmbn`&g=(U0e)~fX7DC`cwpjKzp&PNgp~l?CxZT`%kjFNRc-tB#H70UA~)~ygQ|p*{dI?97PCcrm5f@9AxMzMI1CyUxIqR zqmwFazttIMTjMJQ9>E+A6z*X%nKwPXTI*egtriV=b@@Ue`Bsy8!}eJe-$7N@3}V!h z)uTb)m|;={cmMA0i2uvCq;!H4JZwb&HBH$2ZbLkK%$uafA`72`L??Uv3iQ_YdAK2) zT|6fS3oP9VsBH>M8k-&Rct?gS$V>%M+z2o8-SJiM)ch-7C{g)+R8d)Qd{7EIK^qKX zaffb9;Zj};r<+E%y*!DlwcI#*YZ9kiwb##1XFK89nExUwIu;X&Q+^bZHu^Mi_0MxK z;0i;vIsV}p;1Llh9Mrbs-oa9BjQ5EDncMkNi=)*sKk>Qj_sMZXUgS7WsV9A~`7JfQ zGdr;4mRD!ST2KAnRJ~VF?fqE;$idJ|qf&!w(5OJvbakuM(#m2@j$UBBs&*LFQaCBS z^dU=MhO*vY9^R{Msp!F6GoG>j-8bm|!XUrdAo(tHAFDJOFnK{9W^1d82UXTtZcHNu z2xB@xy*{EWB$UIumcSdtAzxk=$&L|XF*mA||jYq;+%)XFD^zA@qHWiu;6w)dJ;|DzbVyn#)!d!KkdDmp8m&e89Js$Lg_j#o7A zWWwVTKpkX_TO(>2l`!?C=rCYlz@2YSAO%B=qAV|;n|lvJoK-V*L+e<&lLp-`)H1={ z86U@cj!9nKopJR%RvsB^jkWWtXHG8mMwFewpWhq2;J>Py4Xyxg)s%0Vo?hxr{g=Zb zt6@FHJGaA}SkB$}!|eXs!I#dQ{1>RiUyOzx<&@m~b_vQ%W|?!+?Zo(i6!zx`flmK` z!|D|O!#G>?Z=P*UE`YI?)MfgOkxLAgkcmV8gp}+lOWU3K9Kp+1awa8$I6WRYI}Aki zt1>eJXZH0ace}z*_8)#<(=~@zAUdrBB@ZD8Gx583N;du9^qe_p+g$Wg@%+{nJ${ie zQM{5kZU7N&yz|}xCXyKK@j}kKJmy^kG1nZ$xC%i_+L57W{U$iyOg^u&(cM(PK{ST? zRbQb@YQ@l5qG5MX@_%j5{{N@;9P@X3o+|T%JnsK=xGE_r_HgE+{e~+(rBJPaZmAjGQZk zb%962+>=eHv^bh4P8(PfP5}>pj;m2Y3tx zYFPI(ZW$P9d0@;SHiB;_fI)eQptxhXz{pBJWM;lhL65u{e8b2N8NCCv#9#%men$F3)Wb5GAk>;F7QV)=n} zc2uU%Om)@aogTYb85UBhC(%#4WEw4or;b?3>Ho5OTFHu;qFDGmaxJ6r*phV}4~-0& zbWJ~%d1F;K2(?v!Gk`Rm^XhSWi=w!948_MSfMGOS2Wo6Bp^)@h{N%UT4Thyh-Z>qic_QKq8DkSQvi*AW9*oQ$B za>r90EE;TA#R||>o7{pwW&-Uv`4!qEEg@OXUP9#5;%@&bW_Ea7Jouplc+AzbVJcA} zfhZ`TZn9DcI4V(c{`1_AB;09hvEcQB1y7BTRp-2^RD@FsRY0AH_k%&h>+AY-#sqFC zKOD%qrtmUeZ>KXsU~UZAGa1kilukjs!DNAre~uz-u#}V3SL$xY%)q?DbEP<`0}2kGl<7d~$b3)PT{TJ%Kb_4sxdj9~UP>)1JiU7SPCV}va^5;o6hCESw33_tYsC;q5wXvN71_(Ylmx0xy;`uZ2wrl}cujd$ zvw5}2nX9z=C{=GC{rNo2Fzz_d@6M#&?9{AdPeS&_Bf&~J&zce)yCJ7?io^V?MP(4k zrNv!p$_6x-aWt2ZLQxfek!#1Wu2K^C8pF8dwMA$YAbr{go^F-$Gg%QvA@L=pw~IiM zd6<&c?+xbQkXetaMTyp`>19hu(xR&q394Np64K3ARSY4ARfs$;Wkq|3V9Lk3+%~G5 zn~W~a5ZP_;dKKtafJ3~cLL-M8fBXn2^wQ{JVY0ufGgu>pAJzhi9kuC}yx_k5Qr1A2$ErYz;9#juA%wvSOCpMa+IyKf{*qrg2p`7$6h|D~~zw$@`$6M|ey8`G1`WQNQ;cQU{zs;~nYXM*T)j~_3_+5+0w|YBOT8j!MkY*jCz{=FNKUMAE?eDzOa%!y7;ZE183CEnlULpp zrk#kz%|E1>cwtA&=?@lfOb;o?fp{_q*oh(O$UP#u%693=U~E|AnA_y{=7$;HrJqYE z+x0l2sz;E)tvgYREJ@Zuf0^inDgI3M&C|3+3-_SXs{Pn?6Q3iiV#)8fPm2-uZOiX{ z*&=X`uL5!r{=MejYaHf&3kk43+bLn5j2v0j!~W|W-7$0zfKbWjlpax@T_>^ZRiiT* zQ3=oIu=mR_f`pXpba~$-(xo!Da-Agj!0n^8w2hv1RUc-85H!m)-byHi3viR9Rv5Lcn%@QHwO~4rPF{gqv457Ap4?VkbDKkoeV-2Geqt(b8q3&~$5m2z_Mz>1aV=pw4G*s02_ zb+tp(LDHk0N{#MyJ(H=RE{zPH+kMd89jbUG+c9G6T;p_tIymbQSW5G z@5%k-WI%(>cZ|9ooLzKNzVxAp!4gY>gAWU+;i});zqiJ`W+fb~xi`v-(5@Z}u8-}e z4C=aJzze}%?JP3I-99^FH}ziNWM*%g+M3REqiJo)x3lAXD=k|N4ua)y%4Wm)TVim_R~l>-ua77f-OG;gE!A_5@ka<#A*iAoDRp9&}U5nCyGm1S)Thj@0f|pAtHvAV^ZCitbl%{ z67NF!6@lXZzJ$(2{E7SWpo2;xr+)Tz#ro}n<6Eft(Vx3K9fzO%^IRUQ%I1Mu^PG3CIl3UM zY~<(bX%uzx#KEg(FGQwyYP4P%$r5l)I^rjYl6lEw_7A2le9_S{)eJO{<;X?@44+KT zg1RcOSB@T;3lGJF8*#I>_y?_3R4Y3qn1`0s^YgHhZ@=W1C{K=0=#S;w1-DdfmRh+Y z8S2aBI#$&mLLB^mGAdVhN{J+Y=`|}a3;%shr}Ln8cGmQ+xw_gP3@f6;2bO6x8D=4w0E-;fLRz3d>8S^pPLUmyLWz!#a!FHC^>xp4`*fD z1)2$UtMMyX!7I0V)a**TQruDzKDv}u+8Zx}yWD6LFue9|CRAil<8Ggi+5og>a;wj| zwP@Ll?Z`tkNMhD1Y`;yPk=9q&0M+)7@mHBg21Bk{sb7RrV0JdR)NG8V&b5DU%$?tx zU4CK`h8gbEwuF`N)A;?h!0zSTYF(jiP35_yX#;tBX=Qo*WKE%3e!4Pa`qG72m;0+b z{=XGj0n0Xl-<96YEQVCqy(#8vs4tX<@hz}Y@z#Q>p|+VxSH$H!YN57+9xIA2t{!Ue z`r4z~)_b;ri**$qE)OPOB}i+FHkU7sYa=fV1*$g zA9#b0mibK-&yKE;ilt-%O)Z(gg!JEBUZ36gSg$R zkCsi_{8IXsXG#{8N*hXM-ZW-{-ryj`N7t-u{sy&vTrPU4Ka8rWBX_J>Jmmes?6Gmp z0``us^P&^lzfd)N-oJI2CH7b}cy^4eF`qE28>W{$H_OTKS7Ds$D}4j;lTNnTV595NGCL)CJEM0*J_?fctQMWDC*H&k~?jXXBX2g)c` zp>t)1ELv=ToIDS5?}(eJ+PzyXxBQZ>T86hA2Bli^^68HZKFdYO@~vO6bFUYhKMJ-E ze&+e61#Aa3q>9KLL|zYmz?YN(>Ge#!Gdb3~6_el7nRRf|V~U2Xmfr}z@x-4YN@M=b zFNaL`p%MlXm*bb$+$yysb1>Z8BHq;sW~i$GKuM#yuU$m&sCN$qJ`hP zgH!^nH1H^kOa;5FzctuMZZrC;l%Vnq`s0R!@S z8-a7#LS17mes?QR#8k_}E^Ge$9H8zx3^wl|>);QTH}y%Py3Ct58)JC4`#sU(*#H)Eao2kn<}=yY7BpEFgqvAZG4FM9 zrI~s&@~co%Pj%G59*o`4z58EEsk4apr-dckXBqr|T*!U&U!d0ic>1TLxL#gVgXKm? z%Ck5V?ar5KNxjHdALY%Zd9<4MT)*@_zq&?yenB`@ z71;Mm#9T6HGVycQf{m_uqn*BQ7KVZA$xb26vz<;)vd%!I>mLybP4mt1=$k6 zFXX)QzsLu7ZR1gu@Sw$VqMJ+z4?Tv>jpDI%i>Qt1u!yy7(y_Q2jLXq>EOD=s0zsQv zdFIWx8UaNYlE!LN?RWu(}Tz@nad~u5aTeq3cf$2*<*eU(H30G_ccEm3nv8 zF$<1~M7FuSlzNaq{3Ygilz+xBP;jhctl$5`DMoyrKcdmj z`E9`WZ}IUHjjByP45z{dm%ya#0h%8C$w#Zyg1e#EOTUk}4nI_iRxAvj_m}Pm`P;by zY<7vKnWx#5q9YE+h*8fO9Y(=Bg5l>BQf&!pr-oe2U;lixa-_m^n^Y9Nln+}a*Z3+L z*GSgz)|opQHD;#LUyYBM`{hbF9W?mUOX&5VhXVM?WWR~LsVspJ2C}@CV4F|L9@bR% z4U~jcS6_8^iC49XHCZ=_VMtCyO_~}Lf%_)jtSXtnif&{AfZb~CH|M|~T6HgCUjbHs z`6SOLz3o~Ie-2*~!YcP4yOmsU5Zd#h)x4A7cqb?MA1A*G=@q#g4)h_=AV_p9f82c$mE=ZR9i`?)kx(3dj zh=^m&XY+xbtocl5mjzBc#J{Avlv|3y1t}gz{svy`>=brIxEx=O43KGAIo(gn&d;2f zuXfxHr}GoNP+wrc1RNr# z^ftv3L`@i%>7{Gc>~Rlc(JNlZuWc+fE#FxXkDMuLoz@E)=YfRn9L>02p>X~b|C6q7 z9^5+{lu*8F(8KY%7pv4Cn{eyK?sUyxHm_Ob^5y3wS`*B`T30{32@B}{0q>eT-*2u(1iU1XafEf zXjZf6;5AnYKYDIr=MQ?=Lc}BzR={6!*&=4@DSIR1e6sB&jW7l#&fJml)Pz}whHXes zj2gsPo2KX~7bLZ+l8O-uNH1xgVp^7b@|b~*2G4e@p(WaUQ?R-4B98|=ho|S0bEWyH zbG;tit=_`-jHtJqE$M)qVI|x*`vz5}^I^=zRx5Zm00SP=*Ys(Xv*!V?QpPB6#2wCjwJClr?}H*L{CaKXQal# zMG~l=m}OsWC{t`zZxD3P%_iX4j#-J58|OryfG_EG{$xHE*}RUUp&;84#>|^{`JxST zct;lk3X#U1{2iIHf&LAd4*nZ5-TM#7^yggdgOeYzElULO;ZPUlTXGrl2;uFSW=1|Z zJnlTvef@amrm06N60hJ_sE*w0-n@6yH7nJn4z~uhUVrXV=>YXDxp=CSNJ-u#+&iAl zckf!982Q=R*jZRv*NTA}UY(UQgtYUp$WnB&iy=Qzg)4otO(gq@WfsLLJveliqQa1B z*4Ek49u02y9e#go&&*4?xa0qcU*5k*Du7#-3Y1EAyqg)+Fn6Xtu4n@_)l!maiE z1~Uq@FirAP?p+n*zA3jVKgDdof%56DaN@3Gh97v|lAXP4=Nb)ad|t&&s1UyPKw9|o z65J4K%z6MP!7+SV5sznn(+>ny!U>QMhQF)<)*yK~1p|aTw9?jHVQ$92LdWtbg5rMhfR6lYQHDd}KRaayG;q<|Zp^ zo?b=RF6-0DHB~@SbQp z=U|cfK+L&w7)}e9#CAU%AdUsWjZC-1;Dj$XuhkN218<6$);313TM32Dy4N zfd=sB&B`IV*Y#;mclP>SdI<35txY~-o=+9nYckh~rq(EQ=fh>x&Mhxtp~CPuor*X_ z0INdKik~)%%F1%JeGlWoMhB|;)65=?=VL2gA^2PrXso{NbJqMUF|U0p)v%t|Cr2qxJndK$2=1} zWiV=xDxfxh>NTZxlK^Tyi1i|GCYKwOr$C*kuwR zx%&EVo09f*5*A(3HWl*g!shq^sG5h8TK3Jlu(T_@4;B~g&kccc>f;=Yt>ML|bX*vCS^Zhckhn5J_tgaoHK~d*#~$Lkhl1*CGRlsR zLK*BZ^g*PgO>}fKy!UbW=i<)g2}s84tb@~FBad1`-p)>9QY;;|)fde~te>BWsaC2I z8eoVwSK%22d%PKH^$TGa?^)iT7^njXPIST4Qkc-?uD{(a!e?JsU@V*bM(w^XyL;8j zW5hYu6}J$CR!O2kOr6c2h0YI9s&-AZ$5IW13gu4DdshPzdJcO|b0MlAc1>BL_+*Z_ zX=lUDl)$&eCf+FbZR*IDfh}q1WzG4xA)%6?Wb6^z02TCB{KAoZ>txz^LGjFXboAX7 zy*t7$F&!Rl-=cw+NMTpkn=ujy8^ThRz z^EF2breRv+o1##0(A~i*p<+0x(>`yOi(ShZBMa?}-qY)JYrN2NGM~ZZMg=`kn9po; z$!rXI-fKWp_9G$T_tk3;s>ebGU3#nIy?$<8yr6{b;(X`y+?@+@cYJtcm4Nt2hK;IZ z>%lnECw;XS%zWH3+%5Ul`?H42SXxq&Vs(g%1}>lKhgGNjsNaI2wz!y!0jxA#7@KN}Z5iWn+zM zn~3q(pxQV?BIYZ`&({q*3T;VBE)0oP2Set+xAJMsvlsVAyr zd$hTclz_vgELLF7OYw(u4#7+)B1gOx(e;AhTECZze%Dqs0Unk`DLZB1H(yOl%Bf11f|ch565P9mL_TWj#*-p=GuwY2g^jJaZBi$ey8HQz0KSC z1p;Q}pZ%C-L$g6FZnG94VPqZKQp_1(ee*7=qu427X-cuLG|skq97RXPFT1V?u+%A4nWa>m;mMZH&~fw0xL|Kk2%9#NAAHN$fqGaT2jDttpSsXsEL)e> zw+%dNB1h|U$r(%?VsYQbYue22ebFenGBY#yth}vEo``kB(!lFhB|($*B3l*wjIJxd zLOD>Ww;0pNNjr{Ck70G->%8y_+1I9xO-TZawn!_y_;l@1isAvIoA3}1e21~HX{i66 zKtV%o$tk%tKk6x?@B^hmd~Lpaz1aGsxgDs5!`-R`uxIH)TB>$h0{g)IjXKke9Q}hm z=n6d3nWmA;^S;U)O3<#V@@hWJo)yLpfxXW{YNV_rJCpH{%-tA01KxQjLSPOf+2a`< zN72t56U&CB4huGk_hHPNJOsF%@e`z%xvvfNUaon!J2!MqEU&fIV+!yp9)hm7+mH|Y^UPr; zRWxaofpA8p?Ed|_m z*5N}2io4aSt5&7bDQF{?0hsoJKaO1`C39SCJXP0N!G%;pk}HVrD6@KzIJzOd%c`2} zQ9W#ZCqE9rM+bv{{8fLkV4Uoxh&l^SZ-%a zc4>p#WH&^i?q0a-!8^h0HX5#lR|CPW{UN|AGM0vjbV_y7H8z*qP0Vo-5?7D+XEES7 za)dxdar*SJ!O;{Y9%Y(z(ejV3?}r|-Vsg<}(oOD^L!aSy@_p#JqR7nosMSjUAndNT zw?-NmqCP2%Iy&r8>jH9BX#l{5k9=E4zPoh}Pnu1>Xrs0M7ChTOd*bM+SIpKfA$u}z zOyqI0Fe$Dw9rXXMD^&8ldafuOR#YE+hd~TTy=1KXdM$4jf6$f-& zNU(@33(Ft;66rV|GTK`f=>DcHfVXB2y!k{MA-2>c7XO3qsh(L<6ObGrtEG0?skM(_AH z*;MPbs0PRjsdeV!@H<-TRcg;sFqqhQBt4g z6cvr}_~K*B-?_4W4<0)$%u;{Uo|*;PS$8sD<>k%d#-{iwbAArMN2x#((ySxSPQvVibx+r%|05$*9j^L#t-Fz%89J+Gb8o}=P2<^9 zR@%v`;O{oYjgvWNFWQITpFhM1R#we?#CKilE3f>Bp*aR0F{;K%&Zi#Op5RXbuL*fY z_Qae-JS{j;g=5CYh6ZLOXoy$%yk4EUHgP9^U9)9{U}@*#<@aSB?3wEefWDOvC@!9J zNZ_OCeoB)0!f3acEQjB6ICywL?>**++ z)sVZN8R)50*x>tYc88T*nNodBqcDqGwm7x=M9KNq#GFEKu(7swkkV=;Ows3dv39Kq z?Yf$pusdx`ru;<7(b7G`(CX-&^t-(4rB1gnP%svYE)@3{mtHki@?N87e*@MDRH@x6;}v zw-y0tO|dU1$oCJr5Pj+N#4YUAqPK5wR6hqA1OxPjFdim_#u=}u2^EaXyyS;e#JY!W zni-k4a*T?8OAF2nX&Ru%S#2$PjXGS`JYcGVlssSu7%pGL$&_qou6cQ@=^4#kvv9ip ze9ZkSBTILyij3A|G;atY24qO(wq+cz*1N9|>--(1HqFZwI}`ACYy4%a-!JS2iPWIJ zCwLRAd?m<90S2aUb?X7gkUaiUC4Pm$<+&`3!FP*OQ5(J9PSq^tS5?imbh7hU~Mlw7z%bTtM_)H(zX;&_3U*=i+i9w;u4`*WB)es`URSFT0OXg1_A-`$0szvZqvq#V2sPY? zov`$OP>s!6stPMc@`=MT5-fQM_oWB|kKb$;D2pnwZ|vJ^-Cul&K^wpMoBfmje(&pL zEBFXZLTc`57iEjUAZfZa`rD`2+*G-#(QvtqZB2SDkLDEJ^kO6G;US)@9<#vEtZm|R zKVT^AUjFgkv|GfmqCJZ}rFznopx&c>dO*10c6JoB;j}{m%?-9e3-|UQ-7ojR)&t3G`+X>!kI3-;nx4N^4XVS?Vj6z?mW$x_| zsnouQc;?JS=HWb4+joExdW$ICQ9psFu&cAP%NrHbo2P@9%6<*!@hndY{zx+U4Y2*)0_!gL!tZpJ>)R22xZ15nU&ghG3?9eW%-}J zkIe?f9Oqwzjd?WtIg~y&>Wo;fR)Mz9ra)kjB!Zk=7RdOzvj|ZVhE9nY8nFj);XyYR zLz3E>W**Qq`T6;ule2#Ih+Iq>@$9&_j_*WPduC_dlkaNwQup|=_1SL|njMBH(zt{} z!Ta~Q;lj~boJuLNNYk9ZoGZSg5c6&yvJBL=@%|S)1#SG}hvGp|Mhs-s3Pnv=lZNxI0`&7)A4NZDw=9OUHfR@Q96y>_dAV1`P6`$ zxK`x7c2)Hu28>LYSSG7*q_}|G&+d2<7>e4)XLW2=&{f@3q-4$F^fxbMojg9L%Kh7R z;Y*y!o>PTYfwsBIAyU|Wz52x4y!8tS5cYx2-2;>Mda-qH{Eqg9wsw!Y`uO$esW(6& zvGG68S;~E}P!Crgd>PAma|tu~OX!o!|DoOg#Q{ZQR^Ct(sOCXc%^QMR`9P0-Gb>5c z`eo>`;p1pbv^InHuCa0WtvCich!u=ILFi1}@{BL$6NF6eOqRTnjDWvXe3*9`y2;HTvFSUzgj%1IR50^rN|-+9i`%0(5z7<54eZ~NBN91AA?qC ziI;ONCf^j(xKg@k>TEKbmq#_)1TXSrpWUqW%BMOG*Q4zFo^S2w- zhcHOjO;wQLK6JsXfQj2geN}-3x7zMs%?(l>>WUriafeVoerT2`8d|Qj&Nbu-8!H^! zj}RJ>QAJuN50NI`jGtu=iLCv3PShmfBd~lCY+}=V5WcoLlOIc*#_FL41NGn?8b^&h z)<}ESpv;>(vz+f8ys16EIyh^H6B0XxlpI}$)bDy2ck3EQz*>Rk8Fm4OOw-7#wGo&Z zi^CH?p#MdUcY8fQ^}(B6Zj62K9AcOjM<&Q!?T%06b$~ULq2%-zRcwhRYHdKb-Z-~s zWxCeqp)68?_#1@pL0UHey)hbgzfeC;Rbl9tk7=t@3$BlA@=*d7GMa1qZp?F{ci9ru zZ~XnyJ|zaY{U`n6{keeWj7FLIX{8{$AKo@Sqe91>qx=1ebM@aWtz@=5T=3N|N))y! z!ZVK6DlTqBjxzq(SWKoP-QUjx0$I9`0)v2wxRhxyay5tIGu~9GlRX?nA>J?c& zC9dMx8;a8Am1tb39G6Ze9?z0reH!5ZnN42--zkUflP;+anssAw9sZBT;va|s|FGl# d+h5-fDoJvv<|`z}A!5>ElGB_uw#hwg_!AbiFs zeGCM$iw%M7P~E!|MDED)D}kq7Ub^PG5C}bm_qW?_FqiN^Vay?ra2W{X=3NM64TNrf zfj~l3Ads0$5D4M{1ajnRe#1pAkZ7{Tjsr^~jy#e0 z1kSy~-PA}Q61Q6n1t$BhqU?hpkb|w;&mFG<$}fW;Pq4AM0nZ1X<9lRJRn9jbf-{8y@?8~b#6gh7%B-QtBo@+X5>LqFHm4lZ_w?D16wH3g}fb4dsc3^Ds7xC5W z4EKF2gWA?ROu!2N=22&GRDPn?OQh@WcgW2kjOpzG*;xq#0P1C)Wci9YWddbGDvsdQ6HTmpU!HC)L3}>j1=V zuF3;wj69U}k{WPZB4HNe80mOi8J49`${d@@Bm`PrAv=A(pYid?`jt) zBViObI4Oqx>=dPlK_?kTmd$ccUczBof!0^K-_fHi?gzDWsDr2xpdSiQQg0nI=A-h7 z`QAPkXi*luVla!ht(b2rSP;EBi_!D-Kqb9Hzhk{V?~3tloR2TS@S?r_JM099DG`W* z#+SZ4pLj>+8{I!H305YZfd6&Q(?WJPKf>Ixa=97CG*QwlVtjNrx0@qC&weolW?srq z92#*kLo6%ViU_`sEHwwb{kF!rM?`NongVS;Gll4A17IbN?^V+=-@iNzEXra}FpStS)4v`j z5%;rhVnw z@lnoB)u%Vn$r*m!KN%I#2GCnNvna%H`}?pMoxCUiJ)UTpw?#4ZDj*rIgkDGA<~&8ik+X+=!<*MJjnDl~zH73c ztbIc#v(_aUd2GX6XJhz<2)V)F&=gV(ClUomMraN$1&@=i=W#mfGAV}MO>MczZ>8+3 zc@dPC-c9Yf@8{@j%RJaN^D;Miu91BuSkyRAap0)`QA%GKJ{#Jqan35~?VdPzQy3cK z@eXHOp~^W=CrkCBfdeBn6x>8qc`*26mOOphB8(RKkOqhS!Fbpn8+?&8 zXyae#KaIhugd>0E0~s3O_TbJnc+tPv-(4<}xe>_n1xugwyf;X2kbM#+&nUD?V#z4L z4yH>m4r;$_tW3kKbKiM^nmQ}|W1Q*I^WzkyDC8b$YwQ$jdg2wXF}*%J#qXO194#7B z5gmrreP)z`e3uF^)=f&j_((t4My%-3 zR3Lv_;8Ix-w^`oDvtFP32WUwcMC(U)f4MUY_ANm#pNp8&UouKW)+xgO=vAwG`ux%j z#GNvs+wXKdc1SZ!#bN2W8%01mp({RMuRd_qs3I^|)U*8w@dUh1X+X25sAhs%kP3A& zhx4$VU{n_0A^d|T_TE$v&yWV5V*Vf#I6A1Fh8~k#```mw`8`9R`-}Ned}Ku`Yu6$C zBN$j?s3w;>K;Vq>@|E?J(6+aO?=9fzhMl)&QcbvBq`o*U9s0b87Kgl%2J8Vcg!_1i zm?V}QY`c&gj2dwWlNVI6WzI=C<(8F53pmG|3ITk@W0&s?IqPodr&>Znit+EzHexF z>A#?YQbVn;FxcG~HiWWjg+0ng*@0Osr>Q_OcfL``el!>?@qbX3AZ27_zG`Q^t=6@` zNI^9+giW?5(^B|H9cGP{+omYwWIs7rMhyF*D@7pDr)z(yB>X&ZJo6uQq{1Jn*V+m# zm@V82&bJelWM^ix?FEOR(7;aMT3FeC{4;t<%>^G6-yRg)25xU(1VVR=lPt|Fv6}xH z`9b&zusHI+is#3$FO^$cIS6J5TUn3>PmL}>DdvvYU@g+mM~tdl>`QGmFMLpy{Qi<~ z63*2AyWmrS??mi>O_hsQ&bY4GreXbQIGe4h}OCfN|Jq?}&IRd)`DUytE zdjWulWVl3!QkqxG4?bs3J%IM{T-y4`WXB;Pp7*w2Lp(ig1n~ds{qoI1JHtNY7Na9t zN4&StSu71!-CHataLQt@G{o-t^&`fT_mmtQ#EM}xof8sWo^fo*Gbm+almFB#FQyTJ zX*^jwckuO&XZo1+Nn(~oUNWX}NlWSsc}-uOoX!ahdB;mB4IBK_lC3jej7KVsO;e&; z657ryZ^7ahb#zcWDq4ssZbGlU3@VOvtxO2(ZoXqRKAqI^Z>wE@c*E(byQ})iY>vu+ zSB1rr+abzS{C$Ip_V+-@uP(_WHVT_fG~3uw`(YMtJ+MG$(bK1RPWjE2w)pa<()c>w zZpJn;@BnhGBMWKI!|hsG3sjX9Zn>;?-yxoYw89tjx1yB99b`+{hc`^^jLC>zFNGG4 zys{c`e?8YABwNmvUfqBaX`(GpQlJajd~-Q7Y6G%sD*0??V_8d~skx~yJ&}>t*&S0H z^eN>`sm#`EAKw$?2gVhp*HIUg;CM|v<#uZ#1=$ySi$qSAcOv8-^`bnrmV)EE9~%G* z#y`Y=`7zO__+uwCg<^%SQv5|{e)-bzC(S!Dc5MNjsVJv!L~Gl#m) z;5kQc;Z1>wn8|B%FI)!uxDVp(9xt5}V400qH#yu>crk@&FJPATy-m{0P`2$qMYBqO zdxx7nCSR{Qlsu*8n_zu}eNftr{lzp@eP#Xis`5v2YObAPPN>`%ln&kTW^jQnbm8EH^luv_BjhVeFGsZ8j#TN5)Upp_N0khPOEX+Dn%CwtV z?iwAoKOn$r$GlR%a%|lt6l+A$wj5p*qw=M0itN+Q-^}`{_1Y`o*xt!&&+?_)ub!>i z%?!B_L1l|{O;09zRICiS;X@r>syBY7`CX=*%}_qlKdxN#sy{lLo!<%iewAvK*Kg29 zwb|1-f!}Ykm7AiDt5y~Z^Z2VW(7?gcuFNH(=@FdEb zia8D29yrQ+q`|3l2Z-!Z<7^mLXM1T{ECA&xE3fm%Q-+M5*DTy6X=&D<5~01Z>Qs|` zsUae}ruEuXv z`%W*&t39mB?{E)PSP*a27q3r6%6}%*X}u6XV~WK!t{F=g}BX5DW7FD!4XU<IlDfUl zx%haZ=BQXiiTNUa7BhQYx?D%q->Jf{&01W|IKi#@mnRc!?~SgUe)Tfm=A5UR&GK}7 z8s(*LkNH&@=PFXmc4Jqjt>SQZhzxPdU#u>xm-m=l>yZj-NrIS3vop~4w$3kneR5TG z4llKnF3+gB8s7r-pIL#IiXfC3$K4%T9&{Er>HGsp;C(m62c+vZBk_RphPPY@j~bj1?xy zFcVX_DBf%xOPJEVot0#DE`zo|e9@z>hwHWK<4|Bz3oZ~oog<|RZUmt4u2uYHQ8U1KMRA3C8~@7sNx@@r`77K3oAqpx%o|6XFB7jEAdmwfQ@7oQ7$gcJue}u@MvSGu>7Kv z*W|;`Ijru*UIT5R>>K60VVxSj^NuYf51r`;Gdw+Go^$z|_SG6AEfS2#u_!{oTRVC# zduAU6p259yzW66J?*qEQ$#`odJ9v~BHL0)LpF8V1Xu~P!oK8B1O1crRO8Hw&)MHPW z6IrX=9-%ZMdgpfW-wE>30$xAr`aVlj&W8T*Z&6jsqDIqihb>R7>Sj_gu-dm5fmMK- zV;#xdSKIQ7xw7P1|Lfyg^t1DC?6-U&^hknVN3q_Wxo;O?UxBM1hb{=YL zICI6t>6$fo2|e>J$|qXGu+IGgGe6#~1~nA1H8Y&Y@2*Cf0dZ;lp29rZWSwZsr!MCz zrH67F6wX|){{1QJljTNdqN|1Ia^>BL>Gzsknws_2l`@WQ&tpVDZS|aOyy`79DR|t) zHTlY8pXLB8r7zQheekf=m_go#g3?+=B)=Hv#0$gq<=sGQeBIZN?eX{85d%<6FJ)9_ zCI?UF1lG@{B=R1as8{g6xil0ijxTjZS{`i6tv|TAxcdC*%g&Za5#nG6!h&`xa{2At zsg*0eI>Bb*0mR_csOUv|7vsjYfN72Rz$>rd-@iHX#3uWQ&!sE(&-)^&9%p?PP_Qwh zN0iXm0+7)8L--)O_J#b|P4Gw=&>FpXK#Wz$k##1G_eP4?W-4v2e0b?Oc6WYKdnhK^ zCtxnUs=kaE`C`svjk&H@&q5NS{-3|-v8y_g9+_jycYj_2ozlSucEOk3f;|x)*F3=! z259}N I3zu&H2lXLQzyJUM diff --git a/w2/polynomial_logistic.tsv b/w2/polynomial_logistic.tsv deleted file mode 100644 index 87337f2..0000000 --- a/w2/polynomial_logistic.tsv +++ /dev/null @@ -1,100 +0,0 @@ -1 0.25777005758108174 0.601012316037165 -1 0.3659669567447452 -0.11214686303429633 -0 0.49453050141627375 0.47110655546911206 -0 0.7029060372914113 -0.9225798301680093 -0 0.46658862037642423 -0.6226973935055724 -0 0.8793946243263941 -0.11408014657778076 -0 -0.3311850002119068 0.8444766749977881 -0 -0.5435170087333634 0.8851383010436487 -0 0.9197924083397226 0.41607011737177735 -0 0.28011742147804797 0.6143115673056148 -0 0.9475436344725683 -0.7830731144606005 -0 0.4904989452188586 0.649356142549592 -0 -0.865983500565505 0.9896361556274065 -0 -0.8579184997717257 0.3062253122060574 -0 0.08082005095746103 -0.7736760810964189 -0 -0.3363842450225085 -0.8802992880290186 -0 0.4748472924067402 0.9756949850919965 -0 -0.7956979203895616 0.8751067723304518 -1 0.06752895667287606 -0.7683056187589332 -0 -0.5825898275446799 0.8068359661366173 -1 0.1109238791315652 -0.2034825016864903 -0 0.5011542085506828 0.9366868642789181 -0 0.2011359606302785 0.4800561245801245 -1 -0.38620580274071115 0.4003933803256208 -1 -0.1722113915778094 0.3926707935387965 -0 0.6575404624823169 -0.7070032890943085 -1 -0.2832309098070882 0.034184675674787446 -1 -0.16828017341376333 -0.1628482245819587 -0 -0.6552618226108893 -0.3159705063754401 -0 -0.6466772083696701 -0.07116372625398881 -0 0.848711325640519 0.2132898335742659 -1 -0.35490315474701606 -0.0025105634256454845 -0 -0.36568446532837817 0.5637325774329354 -0 -0.5089179414092766 0.8086671779253405 -0 0.9609295951994559 -0.12114542304082354 -0 0.055563338045806265 0.8532855304613407 -0 -0.8937129542754998 -0.02555660184206876 -0 0.40678784672410284 -0.5480665560665205 -0 -0.7683896050204841 0.9475293644451854 -0 -0.515467982993429 -0.5389177617277066 -0 0.9693903475176826 -0.9765032993967369 -0 -0.5476549714934908 -0.018838768427513974 -0 0.5262277827151787 -0.9936327305281174 -1 0.9394838829593151 0.9962891110157359 -0 -0.935709119652979 -0.6940925482964921 -0 0.6161569745665239 -0.044448545050667976 -0 -0.08521587367561922 0.9636255303204684 -0 0.9073344675416231 -0.08813265618067079 -1 -0.1563237189794715 0.05022859605451302 -0 -0.9785642881644829 -0.5076719844587916 -0 -0.5494648865481802 -0.6044852696776528 -0 -0.7170122682018529 -0.6250685449461151 -1 0.5333872877810009 0.1395189003073396 -0 -0.49270328980187905 0.9081426529064955 -1 0.07777642690144848 -0.44188199856981347 -0 0.8328452661100116 0.5508441451500428 -1 -0.33275827507477573 -0.15434344174028314 -0 -0.9057550401714867 0.6324599729071743 -0 -0.8476574433184823 0.5739140088331203 -0 -0.37393930555231103 0.7361874446899226 -1 0.6610910543790163 0.0036185958785315275 -0 0.49147748571126004 -0.6155167984371757 -0 0.31992462553488177 -0.38253832622755657 -0 0.7398386519468336 -0.915886088774648 -0 0.5915392280694003 0.011422405850611383 -0 -0.5818860867200502 -0.44086037005029377 -0 -0.9066322824076023 0.21754010215910524 -1 0.12243932470792318 -0.3830697406526009 -0 0.40607941790742297 0.5626829623336307 -1 -0.1210920179663808 -0.20552144405177608 -0 0.48099006522554233 0.9583656149315158 -0 -0.059491720260914205 0.6161097510891897 -1 -0.053220979060695006 0.07562497263502688 -0 -0.8742304482942296 -0.13488952315510616 -0 0.7362712712103594 0.6087347685508093 -0 0.025549937023763736 -0.6202087182389777 -0 0.6755333538371804 0.7047713746899604 -0 -0.3954771867034055 0.3567082570178153 -1 0.24896928809009156 -0.17106278785061302 -0 0.6133735778535989 -0.6297261231852487 -1 -0.35955189872833593 -0.2086164112593747 -0 0.646544898896497 0.8858921579510579 -0 0.6459228334265068 -0.9141274779126995 -0 -0.5279127041052518 -0.11119649758918437 -0 -0.47141090620857784 -0.29849889702571786 -1 0.1901970467567704 -0.5049996808415897 -0 -0.5497623652380574 -0.49032403671408553 -0 -0.5759454285366339 0.445122514716527 -0 -0.7800687910859982 -0.4823078816937112 -0 0.39722150362989095 0.5827352140491311 -1 0.018540458464545218 -0.20805328372207677 -0 -0.14419638252986933 -0.8679481460173017 -1 -0.15012196110925857 0.5474017473230433 -1 -0.11028545705088533 0.5371497474265077 -0 -0.46577855502057375 -0.9226883886539352 -0 0.4843595022265692 0.47692504895620713 -0 0.4330264545403766 -0.40096944878062857 -0 -0.7401024435876022 0.758623363044544 -0 0.20470935356917574 -0.7551473328272353 -0 0.1877078820888327 -0.3377139504156679 diff --git a/w2/zumz182.zip b/w2/zumz182.zip deleted file mode 100644 index 851d4733651b9ab63e703a3e6230159c9924d057..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1631157 zcmV(=K-s@gO9KQH00;mG0MLkLOaK4?0000009fe(00{sf0Agujb22V)Zf8|g4FCs; zyq;QZexh25yq;Qhcnbgl1n2_*00ig*006|gcT`i`*ESj(DvBCZkba~W0U@C`DFzan zgeLva2@sGHdO1hwolrxIlmMX$B=n-vyAlWziqbns@9_Ei-uuV>@7{OZ_Z#=wW393G zSYz!u$0~C^&)WOy$JH;uBNzk<0bIKV09^ZX0j?$i%7E+F{)7M2*Z+f?H~v%Kx_R@) zO{!Z|RR6o&zI*3SxlKiN=iZ&W)c?VsyZiU3@BioFKQH;OuGeqfxN(d6Hq~wF|2D2Z z1AupK3f)w@ag7~t9eC{q@Y+=efb~DFUcY|hKMwz2xO4mNEvoA`sc-zJ-Te^&@WDMbJikdRqNro(_W0k#+$wg_ zFW-OPdcxs8%LxK2!L6!yo_P+niU$Bj)|^d*y{)LxF2E>F6=7q4l`CNs4)XgfpD~gsGChSmmi}>*xEom zc6J4f-K-w@C|7V_#>9(9G`(j8V|xXV#nt^KsIEP|FsXP2$UlcL);Jp1Jf2|>WL$ae ziYV(wU;`k*R2meJsmZ}sen=YLP=N7Ww}H$7&#&*?gP)w9G7x#587fz>%b>hQQsJ$I zr>V2NqoMEOBy~28|7C4rjHQWA&1W=&0+}?G^mt1w({eb|j3*IVlE{x^y=WRIQ4V%7 zfjF((hbHJr|L3!NFtvuDSb12~!*|26AeK_=Z`8VOtyxW5cSe8M z?4E$dW)cV-cr*T4+1&uP8-;T%!49f2Gdpe-G~^-9<}Ilnw|ARox*Q{GAR8_M;}lqg z<)A(fMvG%e^kD}n++=TawBzs%(fW?D0|4mM{@d&RM#u5$JoeS^{Dtm$Q33ZkDTdA$ z=rtN{WW9q9Fpc$zx!M(gb{A~F$+vogZ}Xs#pS9c*SxKY%jn>fA_-W9O>};o`S-vz( z0-+!2Zp*h{uLTZa^czj$N<{07*p*e{8GSIT>G1)Z2VYP9JW3_w>W3R8T-BNdasn9q zu3>q4PoI4ot`Wga<vXR^*T>V~w#8ChX<3mUW%g;LB?9{4eu1X9&5y_~Z^Y{@3| z8cC`y#A7+~O|&SW$n^+pjBTtSJy!4%z9IWA0P~I-1e%YZlYiGzXsU{*DRD&JUiRkMY1YEvZjkyB2nLppV0(^D)xv|`} zroQ=Xq^`FA3b0`m5xkXkbSAYES9ua>y-rgf+_r@+DABg9yR3e|as>#kZ@c)bIQ9d5 zE=_>HVB0~$yX~`!&MUy`EfwcyEw^*KgJarCXTK*%d+^x4(sqWB*If({0Mww(_Fm6=isJ5ORXGfJo9VBZp1`!cXEjH=vEdehl>Oe z%S;2=E{svn{Bv%{mb3n#)owq0GOk?>kzC$wYBE$Cl6zN-p*SKUpvBcbSgk9FWahzT zPBO83+K{+W64~fW+T{nWp~VyM)Ma(% z!*413iGF+e7dxKT0UP(~&0@>58%s&f{Z@NYqWDL-&BX3PZOg79TM>l910~-FV8W+a z3=J?tvyCk^+Y3n&9lZ4c|hq5aRrxXbm1YcK6jf=k( zE3IMTYRD&HTM@|K7*D@^eiy9R&2?;6f?!v_Uo*n*`#za5vvodA&QIjLG`4S+J5K7R|%7bpru^;$B>>HPXy#nZg*y z(be#X#V9T0d0muxpz0c4Gi^#@w8h62#xs+PTnaYr=x%O?z-j@aHfr#xu}~G-5n5004i2} zE5Ei-=SRHgYK?+*NprXWZFwKcJy$>QK$avCD|PrYt4||Rp>%h{B?PleI8p#IqT<-% zFm=YGpQFeS-~aCIOWr8mxrv@lAE@Niw|wRSlMsm>rGtVW# z5_<(u$xyfgnEZv*bF7@avqL~!0jBxmuK?s8W>fDY{Y%H-J{D$)qn!0Xu1I%@Q#&rJ>nbOtw_T@ke-&5_wj#=Ec<83Av%-@i9>M4I6$)yV`cxfl% z=?B+}Ywhr$_@jy|fUe+?bfnIy4`@C&=pI%k_YipnSm*sUe3?9^FbN9vQS08=G`j)} zv#Cq_l-e6YWCi3e&Sa=sk0_HCE|E{~nTXqm@gJo~@yv9SO>A{bbBEAI;9c50N5(;Z zXd=|D0;*!$`=FPwwM?hAeu^w!Ghv-O#T99W`e@|VX_aXpj;1!i?Je`-(KtDk(;!yu z4;;Hz#)qYZvkzDb2bXQ~oC&HlhvvH?zUEz(s%=BKU|)zDzppD7XWbLGEM0C#(6Nv3 zw2<^s6(P&y!Pw+n--L zy1%V;j3<|-NQO|L_$2GIeBh|#0SG~B}v-wB|sh3O_x94mukNU#F;p*Od86l%yA3{44lp9YeFls@oF=6+;#!d zNVX^WAs1!HLe~si#jG>bOuFMj!LS~GXqDfOy+wJgqOYe)kuK~YBzpAq?_JyBTc2C3T)#rfYcT^> zG8)!$e%wLNxr#aqVf!EKcbgFk1 znW-kR>qa;wX~)5B^2u5g#^6rI?Vrof|9-J3R931u*}7RgzA{?!Au%Y!5qxCID_lQ; zzL<7e5yNpqY~t>W1n{;-5}R@bg%)X=D_aCP?obF#W|`a`UI)^duj1OD7zsj*^VMP~ zk5u|&UnCUZIaPmObXm)3LPvgi5_t*?i{kd0pyepZO_+BkYI8MQu#Rp)+GYB-Hqwzz zlgJpU>MD_Z{_8^ z$(Q6p>~2a!whKXx zYgd58MxM()X)zR!0m%uK`lJjl!lF=N+)!1grcHR-OvO&px=mOcjkz1{By1xPib8Q= z(m4AN^!0td1&opPD;XPB%2fGckNZptV4UJVZ)|!ac@lS3C@xEla^+3cTo;gwY1-J62N077lLWPVtN(k8zM((A%)&(Tp`? za!f~;$l}SeSDE<3pCt80+=y9a2vI6~a}p#t0j}jekUR=S6yK@G*s|Q$irQP}Y@MSh zdS`NZ)6SV1Dn3^OrCof?HrGAM8?5hk7_2IJRBf}8ra(HvjVlJv@P1-e=a1`)vo=%H zy)VIa#Dyo%i)*!K(=`;CNQ_AyQ^wuq$b#s(}x>XBZ~CdThO*i+Zk3$lDQ3zBz_*@cK1 z@$cso{V5rgD*x_)IcYoj#A!3x6$7WD*$B)gi?pBf+`b&{-a}EOJm;Ilt`D0a6!g{MgkP=S#FAqYigVbk`p}PT~jfRlJsN# zAbcbxSiO9DL!AEo!g>5^8mEoz8efNp8_)$Y<9~8o1PP2GJ54@JbG7YOF>-}d)->)9 zjF~l~iUj^WD?#S#LX+);jv_@kXeTUwBqW8oGS)BhXe(*Q<)Za#Oq9IOV?WSm$g6~(St%b4|GKCxTMSY=@`d^QSFfP5V72#U~ z4J$Mm`no0ZDq4N-28QPhp*}+QaPMYAe;t|(lM)-KOY9!&wamLl~#}$Rrk6TwTdp#OrMq(UU?v; zuXseK!|tss{ZWH9K7`;Z#hgU?mFn*Ei@Yqer2S$30}GqBAL`4gZs(IfP6i;g3FXpC zSbh0$b*0Euy}f?lcA-t7 ziR?cByV3tXO`HqT{}O9(_V=Y%Jm?CrlBD{FK-t6=_9sM?Nxk?+OhSk;GAZI=zZ!l; zG-EDrybc<9P$H&KKa^G8!tHS6jMN$ZOTtscqQS+FOkMuPVWeNUc9a`qYVFp^II|^a zrv~#^<2;fc_}6*AWD?LpK8t=OX`7-(`;CXKuXa6dE zZ9;l6JNy`)Ogz8KnOHJ>7(lGb^t{L)2>giDN7muh#amp)Sa2g-b)Rr%dQc6GV#z&M zwSWnZ@JT5uEqupeB+ZfZd4?|b?&X714>IyGaFHRti$&J7<0s7eoY-+Xu$UTHk|(^) zVXG^AsavNonE(+w6n}V`!r~lHIR%Q5t3qU< zQl}?lT;FoLEXh2(16{^&TUkeCP0zn#`A)ZRI8C&E+(l|kX|Wm0Y-A(t7~Krz1Ho?G z^=NIBsV_f#t?WB|D&qU3t_Nr12#gP>GjKX;R>PI(4ik>bVw)z%A6T;nd*`$A*F46_ zGYuzOS*rPKGG6=K*gbiepXy#=mTyg2VpoY8tno37x%hU5S9T#`S72G-KKNVM-2(i~ z?z2^;^V)_QE4k0!&qpr*LB7y0j;#P0DAr)|pA4w`&96Bd!MWiU#@V)!8c_82T8dwT z?VLhnC|G6uE)V^{nf)_=nV-@E-6u+Y_0RLZRBshcx2$ZBy=kxPOHSn=Er^c{v@A@D z!JJ1vh!qqZ(9+zTn@oHWdk|Rkg2M{FDUhi=7L^HJp?TSozYr?vln|9U)ifRZ0;gJ#q%M` z?c#wcM{N~zRE<7k%#U}y0?~I#PP2~EIl6K3Mbc)*$#b;*2sa^#rae(8n>L#Lx4aAM zVf9f#J3P-2bvt*RTJYXX0w!GVlK>%{6?!@E&XR$w%|BtNZTn^IXpH<>^U%@tRq}=7 zJPZHQz1qS>%hRX+O!G3Lue;$mGJ~ZsKBYt&%EjW~MwH;Q3BgFBMU_sRiFFgR4Nh!! zE&0AbnNAJ|s?yfg_B`hk`R=!{Y!(M^oMxl+BkmvMyj^7LtL1`{NC@;k}T! zdvO)=sjD73xMQJVoPPR>yr`pEUYH~-|BuK1LH{%t2V7Q=MkkjCOc zGdE1?7v2VTKY@Pr4S~~&=lsI;Zj@EZxYA_&w{+avtA6C$z>6Oqr!LT=yQj$4*YsGXo z*f+f}W)RGw^?k(NXFI1x9zPaQTO?=C5E0|&^PNB}Bi_HViSG{lZ@2S;S!i+e7 z&3JFBuS!*A2}$~HbG2`gXi*S`yocu$*aR(!1<>%s5x$`MQMxL-b>_9f#6zrONr3 zXq}=C#8)_(vOt>f6FAR$am{O zDmeqeYn9*_6&Pb~)6^iE7}8mm!898`B&<88Y~Q>B zxamL(Ii+o?O(J+Ju<%oK^49pPQw~>UpA>_e7pe>AMMhYPUmeQktWVQGc^k*A`UAO$ z2QnVVhkajuuWdY~gJNFoaCGq3m;*)ZrDth34L9J=<=z$GuK%{nXIAxs5`fI%PQUU^~7fj`lTsr(QjtkZCXrG%gM>&=u31=ga?fC z)SXjvQ+&BiLgkyShx(6puCKL1x5jeE5VZVVtFKb`Q5jL-d<4I-v7rtY4zGcsLp@95 zsQgliP8nVHu3_F-Z@m$AWMr07YNt`~6MGYWABDajoFJM zw=gTPHgzo)I6^F&R82wOiAf}vHgJlMl{+~bcrXP@9IHz&S%aRf9|XSw=>PX4M$^BMD+CZbl8DDJQm3U&7tjA?n2Xwvx3|15gAThR6kq+cC$6E02}kNMuz3NiJR2s zO5NkK)Qi-0+IE3-RnXK(p#5vq&DtEqCGI0Uiez0CxJ@72Hajwxsv2hoThR1)QmrZZ)Y~~)#`t6_i>oRD2 zQ5tgvnCP^!@&Haqrmy7>#F{c3KeV8dz6A9iuY=x>Ze&NgmT3077(A1}i>*CXY|!DB z7)7ih$O9v@D6ZGN3@02c|MVvv?9-+HS#A1OR^QWCF8=|%00167-i=d}Eoi1s1i831 zl2dDQI-kVU;M+#{@b&yf*F#?sRtI6lT5fz?(gdz$41yQQ4Z#U^Tofd_+o|~8P-z_a z`e(nB^ob>d3d1=EH6Gn=ZkSS)BVRXG#F*&0_aui7SJ#x%w?KaQ!=hw76kI&l=ECjN z%JX=Uw{D`#e}B)m4Ziz|Ij!<9uD||FpSy+6|DHy7)s?^hXQJA*6+lqVD<6S5d7nSD zD6rb>I_rzkP+UDt5=31uCK?D9Xy`Kjm1rC>zP43vdZN4Y2+GcW1^7f~7yRfH!kNhP zCAduEta-&Mvp)5w)I*J&tqJlnJn(WjVHxTr0Mx)n1;RL1VC1;I(bvO>xE48CwQfRQ9g0|gUPf@MJ^2=%tkVR zzLQ-#zejFb@2Jej4J^2!}GPzACEoW>^7XMcH z!)Mdotkr|L{*&G zwOm*e&7dQ#Q!RnAfj_Vx02|2bL5oazjvRgh#Bf`acl;%ves{Of#@_#mxWmJS5Tbuk zIi18jT-2?vq~o_Y^ef9vP~4@y0?ob%v0vdCEG3w!PVT)ro>Uj%5X}g^{!h4&5zUKH zxa02q1x?T7AibQkI9lI*CAfKra;3d>9hY|v*20XBrQ?_%tZsEq2RnK*16-><+@~gmX4fM8jJs?UOB!t z2#LX!H7GqIVjl>a2JmY08}`J!O5dX-d~*pRA0*{#f+&WzGt-ksN4G0iMPO+f5ji7M z5(!f|oYH7cHbWESJ9D*BzQNkfXlqfVcM(F$oQ#_a^NAv3C(B7j=#YL*!ML=MG+LXq zdr7k@rfJ;rZem<{&i2U{xU=Zj;?`Reso7&`I=K7u_vGj$UyLrZ@frLbQ zrMpAYnp`6Y9R5u8hqlIWpOwUMb+pQFP${yAX+8i6s&Qhdn`EBcrgLQ1;;wcRT=%CC z)*{=BZ5WxV5*g;9zw0bNt@Xl=5U2vF7ox`x z4n*2aytv>na1*Ky&rmN<#ML{RxQOTRsoSHCo?X;**BlWbdDaxSU8>k(oyT@0BFp@^R8IcK<;>`v!znRI)6&p1c*AGb(V>iYw|ML|J_N&Gw$xBJsn(aT5>5yB zK`;7{d)c(t%BGc|Fa?xR)egh?P4va+j;0ADC&oL+A^t5U!aQ*hpYvmNnYszFIk*u! zzCWomS}50fU;@jg{*6&~$uvqQZ8!Wtg!^|P(_ns)`{%M)D%FKN~uYoqLg*lQ;PoXHKEq9OPYkmoW5~1PEIx6`k1kAnE9cB_bc^dsIhK zSl+76u4((3rg`n<{>=C3qf(92GyOgx*?g^XYbUS#gP6|f2iA{PLsCr_A~1YBFHY4W zaK+ibVj&U@Wq~rU#=4Sr#WDO(x&O{PtKkPj)@a#}zSB$q$&+xIfHVuFUAQC%$D;iG z_@1HfcyrdqmQ9B4R6oD-MzI|286MR_p2zb3_P|+&qsF+OOeqKjj~H>^G_AWTb|B9*5|1_#+(Q&qk7LO`6A&;~EGpb!4Wb95KUWD-$qx4)1R? zfo~PX2jc*DMYG&=kzY+@_>G?B;}Wz>=7I@&p2- zqg_98Moxo_MyO^WVx zb=vNij6vq4|D6AAY!ppF^hgG?K}K)++XX6-s!Th%+*~truJiS5@Ihf_sA?qn2Uo`T zNwG$#cj+&k(?26}F#|?4wuB0;ku-k_$=M}9W#W44Co~+1FOmbeIteM|Lg4&;Uz{NG zIXA+P?*-7;HP?1Q22x}>bH=e=QTn?4vmcFd+8Ywu+{(r{Jr)H$ zFJj5u@2xjLdnZ(hE=hfh^Q+mJh93vT%S~b#$E+n7r?b{DoWs7(UJ)5e7!(ZN2<^IS zdd_KyV?LcqV$z20{Z2Br%2FW25!YEo7MD)(*Uq7sf|$$Mi$|aSpV{w?jBmx zFH`kbb{{y+>pNqor@?NvJbHiq`gZ)STKhU3BozVTuB484`>9akc2A6Fp65>Eq*BzF zp}Y@UJJe%X`;Y3eEiKvvFR{DH6@5XXdgFFk;#N*q(YQ#P z4aedr0D@7M+n^oZFZ0zrER06z^jLJoiLT$AaZAYAyzFFnn>z~ z>F^coe0e9IN_bjoqF~0T(0y829a}hWZg3{L*p8T~4h1*3=;?|ch}%3T$6stGlGGt> zx6Rbn86x9lFMZ=Z1dY#x_??(K>*B{}*Lsgoc*M-%d8XZQE#kn>v~Z9XKc?o8$g*(W zi>!yF(C<9o+pakr^OKt5@y=Fqtfr&Og_6jiHrrQKNNy_}h08Ioh)xY|B5&f(_=r;A z-^S8L&gY4nV6rDzI6O4t{|5OnzNJ{_B){x6trIm?H9DCsl%nLW_rbU3*CqE`KH7WT zr8g}^euyi4tC8{Ftcm-CG)PFVlWnvo)pZNvg!n68MviA1rBTG;$S#hPLTQMpJf-eW zdeU(3E}IL|Vbac^kmUOsE!MJz3xYf(^}&u@tQ4GxVjV){*O!Rz5_HVsv?Ps>Ewmw= z5$M-Pz=v+PkAsxFr*F75s}j4=>(crCPa5<+;<-vt4al!P8D2GdKB>-~JojTT+BEfZ zQ=*2-$QQjryl6^p;A2M+g=yOQng-d6qrYDL&cs2u9S@W7-p2S^{201@2sF-jq&J6g zEvNeF%Lg*bb>dxBb*&IUj4q}BOe;IKugf~x*C3?|WY-W>;}oc-^uGi@evp4ApGCvJ zIk8FWq?Obl>P46~c|`f-f}m$C@A1~e0e`GpmDmor2e!_~wsz#0a8Eg8&NowHxsyOz zgG5s4i&7jjigo^LqiEZnS?3#-O1F(T6R14?V3M!hJPM08GpI4y^YAIog5>$Qawqv@+^w;%@DMcIcxWb= zB0^3LdFDuIZ$g>U#lTwNf#RWP_cK1;nwf|r#A4?M;5-PH)Lz!O*SoG1X_ms1=;=I& zKW{4AB#3ww))38KtXHr8D@Ez3e*pt@$SLcba8gY5P#9338 zXD5CB$-UYPXeb$jB4$#H!f1ERmdjOONZG_vNrG0ktBe6D0?Q`3i=lA&!^fIQWgT|b z2S0lo^5kW&01lUF+&R7r8k1Ts3U*uB`O>WTaufZ&o6EQs^@f#u!OePWNi1^YZ`)9B zCOF+>q~Xm#p@Nu56&vHHz)T*MIrdht!>0!taj8a zPEJl!kRP=NQpbbrLxEXq11mEEE;ZjZh3Ck2EgZksrWIs&zREsa#Q;wOT6YT1oPv?> z)|54U*6(k|7gi55T$;-jjP7>+D!ywqLA39&Nv$6$&azBO4rUw69IX9*d^+}=oG4|5 zMfjrzflfJ8nMZyd;Add{F^=xW`KQh4x+^J#Ug>O{J0gpr0OyIPH(q05i zlNgBgrN~|YoyWDY{UBg-hkSUzL6Cya<%#f3g*zl`SlHC@_H*a@_r}c7T}YCUTF>Pc zRoO1&$PYJeSFuK+`!PvxT&G-HJ$CA!RsAr~V4Cl)*k42ZZ$)(%T+)ew04lZUH*Y;jZx-mFvp6u^Y^ubS%Gg31^f z%ue~R9=|`DuQorqlgP!lRl$D-q5ME0xk!kgm8zq~qjBmu6NO3pcQMKhg-ONI#qB#b zpRMwWtPF}l2I@hHIyODnC}JW|s+$jPpkjus5A`e#0_gLOD%0xD&{E?7%?NaJP1SD&%xV<7*-W{vKObm1!DWo zg}mEjz%bpUCA4%u@U`De121jnzy1>=1xZ72TzM;jukKEC3(Hq7CYSw!;amh5osjnw zk9jmQmZ8O!jiihH2k@x=|MQWWLKM5G==_30?)i1=m-6ry9P+Ojrgtvi$i*-5O)7;8 zuxRhWT-~tmocMz-Hl-yTRfXD=MxIKg)}2CeQy;pnG}I%kL%iP$x%A0gHEa6SO2#h@ z0-g=PL7l$Mgj8~ErbV1jx&~S=0N1s$E-J*lU?fip`iIjg$+`diubP#pG(W3webi(` z+_3J*TLhKvTtP%EY(2*5T>@6XONLYOp{=*#*2)zCNo}s(?7&02HK0qqg!jg9HV;Y^ z&9GtYV5YtBk z+^@gv9o^0MzIZk@`OoHX5~18`AeMEua^zXijAgPa)k~ZbPK*H646tq(YYHy(H#(vhYuS@ya$jMe@IX zg;8GqseVsAyU;kWm065A++g;?!@=R(w$@?i?*}xbFd-5|^z*Z*sp`#RZL@I3MCb3A zP!@iLJQ{T{7|kW9xw5rp@EwjN@D-x9e$O#M8h73v2K76tbOkIkoeT^Vg*SJVHymXd zv&$BWcRRHEnn14rWCE#jp#QE3+eZDovbQkLW|Fv#d2s4m?4L}{Su4zv2fAEKZ-N=v zIg(qmTurQLtu)*_Gacqk=$VF!&5jB>@Tm-?(DxSR?HVt?h@-)|0ure^X{t*7#u5Q$ z110`bm8ep0hjJA$h%1k3MUAt12P!FfQKTSGsusts0OJ%Ay?@S_5KiAM0QIFDmbW=W ziqr-h4+rzCEpNGG0* z64oB`;&tLz`r5$#Sq!FUUtWf{>G?R8?#8P$Tq1J?K(MhvB|qreA#`ZtKQJyHX4lld z8_dvZINT!1zu)UptS?RRQz!bDP&&n+p3mIgq9V_0#8Q(n+Kk^wW_LJXK}~psu1%=h zj#w>w71I*Wbh>MMxA;ZXvFt@`&Ql_nbJ7)H=s*7mYd<>+j$KDV9oOlmDfBMuDbcXQ z`ZdoIeNr%Vwl1%~1dooU7Knl-dmb);=h1MOkvCj3){huCb3_}7?JeT?lw4ixJu zK5jCMO`e<*sdtO#s7t|mb?jiT(Wzb`0y+wz=OIs|ckZ<@O-$>QI#ZXia;jr+c{8+> z0qK$u>xWhJ=Z`%rH3GjLN<$j*ZHST_eZ$@mX&+8ApoH<<6XlRl1~#ZbY2-p1eUbP~ zQp|iSyLhTBv!*9XK*ks(f|WrkP>p-utqO`JfUafXJSK0YfMioI)|LjO?x*PB`->U% zTof2YpUnN8m_b%SUbubi6>41lBhW0WerOhXt)JXwpFd$L{f%up7lhGWW)gQc?`<_$ ze*J2|ibgadV%`B+&xej|AGjNSjSj7d*Gf$t_^Cr%&n|(E&m6$yTAMWKAlCgf8zr7M zl$V1XyqZj!mq{h5dQqD@j#}}r!boT)BYjiMS0irP`f}M6ZyMphPIbsG9I3IDTB77S zXn7vTvc%|2}*gRu(%oTJ)yL4XwYr0u(|li3oK#SZz-x)pc&LkrRdj$ohB|#%wvV?w3HD? z4xtZQK?CMqLljFA7tbr>+;0!^HYj~AC-L8fGG;hSC6r8kAzBxnMMhAi6(gx(Bie^} zZkX7Mk+;8z9qV>}fB2!7!d=^rAt#(XOHgp;`@w^ES3s&=8d4ZHr#bE!n1r15 zB6TwD7?P-^?#P=OHGO?!qq)!63qe$0~9QhwsISHJ3#(r)wJsGaJH- z-Yj(?mg)KkG*tnd+-L^{`bA?L=wMSo6mQNn}#`eix&Y21yq-0~C=r%4*kY z?GMW5^%I!6>tg|u&wyGGA`eBUG6>*wR7ekEWwYK%9;)v5ybGpw-t_!d_w<3W>KA$} z+w;BB%_sh{eo=XjtiPt%UZviGt>;aPflAHk0;?Fb^c_;f*mOx&pMH|nY?q}_DieHN zQ*QR8$=$f{LYmXSg5JXb8o~KZiT)l#Q6~NXlZ>{=HBkX)-xZ~ws5-_NyPt6u=0mF*)nY%W!i@hp4C=TApTQBIVDh$xB&_MwHx%JpS(7$|q$Yy6v;Xtrpn z&-jL8%7m^dkFofQ-jCsz?OJ`%;$-vRdws}Ow8D$hoO>VGWR3;&KZ%bY7VnB3Wfp-{ zYAcwDZr`^eN2XRBxunZZXQKI>bP}Hz)YrR~+yBah4R49m2PPbT9nOIM>*sXCqJhRc zE+6!Gpv`BDH5H?vtmqsuQ7FC^bOVf~s^8GP2hh zmzi(EG2wx42Qrar<%BPuAZh+o8+CM8qlpPjRD#i#rPWkhxnamBh(l{HvO~j!MI!59 zH?|Qq?Kt4%u!h(Mf*v!h6RfAnwvDNrAi-p4+?)aB8w~a>03C60KYmFWxaMzkTnRfW z6zcXalTLxPq;8W1os1J-D{HAqJPDQF?|xMGxZ~{#lyCW7lA@q2Fe4&{TwuQiYo7Zxy<5B?1td^b4 zXE>hME|-BBd(&cWn~RW!@3okbScLyeU36;=31MfAe@+xX6DmkfdzANUBu@b@3KF{A zV_xcOwL$);4Qd7x+OYj)rXcT{elSveQi(-#oVyL~Y^U%~+S?&GN?)?=sOyD6;4WxV}FO z?M4)PKJqK|1D7Y8ED)#LiEH?yM}&W6vN>mQ1oN?$buunNpBlmC*F!&iW+RFFNHR*i*v2RF5AL#6ydeG~lM< z+0X!%MVPh`PNgC&md&=4nrGt2w;2q$sJ2zSPts*9?1GfEu@>0wZ#J|qBkqa6k0V97 z6y=0*WW*-FOyVr~hU0B2b%PD7W}NyZW$B8L%7%DmfecQi%t=Mrn~~ii5bxnqNMmSU zL!Fqv=CdmRk0YCArIkr_Wk%H=@gDVSx02}51^Vx5e@`Whz*EYdadjGvYTsNK??;SS zuiqTCnZRo2$UaOL94Pg4{7Gzgk$YVVNe}Y~ld?SM@D<>cp49W2avtOk;1htM^8hD6 z*uM^-1wH2pr>J=SB3K$bmi1#hn%(n^MAHm2;m%u>LkRONG^fcIfQtm%Y!Ox>40R*; zIgT@%?d;MkfOfiE?7Ks;-kA~H==71}>tZqI>G4>*NQQm)QN#e$C*3D;#nGAUsH$KK zg+=$N^{=k!KZq60XDk;5IRUl z0THAp6hoB~La0&_I!NyzB(zYJPUu~V==Ht#-20vNopbL!@AsXx&hy8ty=L#(v*%Zz znLTTE2DXPyf&nI{&6aM25PYS@)>KTA+UhAZ_IEFqs%ol6#7D0cyYz=*UD4p8LI#{g z>Ta*G5*G;qXt^G1YZx{UspdbOx|Bkpq^kuG1+O;Q6Y(4zk5)nkrOmI$D#L z5xV^(ywO!IR96%mCLIMb&kuker}3II#`Va$MAY4d4m8eQW)ozBuz-na#A`e$`in^3 zX?+C5if$^KmAjj_+N_b9&!A0=oi;Pqp>b7dY$~sxquRddv?g1z{`rRu%0Cp76+oYn z9(I{O6nV~nS>zuI0W?kCR@Df32l{||BGU$?U-`IpvtdS@44K`9|DkAEsK;}3p8TP>zamgehRL)0CT-*S%Hn^L<0w~ovBZv7ri5Rstfe;P7#LZT`zYc zq=hO2dyqaUg!XT?_;vb^j$3JIFS)_0UOAxO-1#Wxz?c~5>a?#2VEoEo(`z;R{;Pn$ zI|g-eoIR+dDbTvruA3Qh-#OLmLTk><_Bg0aq1|yjzsf54V_{Nc@;#6#uph_y;hHPD z?IfzB06Y#pS_g4(2diH>7TdgKACF(&NPP7TF=o|}!c(DFSjxYV(Bb%`fjTkq;9HpA zBBu$fK=(PYma?x2&LreRc}8%wN|1 zBx^~!7~No@sPa<`CSOZ;r47JQbrRs!52MDYQU&xdF>u{ z#^uIok$bP7gh~oeSi1EJ=WwgrqnT-GZ#wDJBYMpT9Lo)j8h{VRUT|S(J_%Ae1xttcSN;?f1+i9tK23>zoh!3+JGALSiJB#hC z6}2>l7L$y}UD9{hM3%$XJQSM(^iy?;K>4yh1?JRP5O7h@j|QJg2j$`sp!(4hAEyyf zbn$7B;2c}!?db!ZFqV8%8ZF9I$9_!(YY0w<&6cUU6UFOP%lCW?bs7mn%z;$AhRrF{ zX2>G}ogzY!SC`X0QW)K%o>y7c1|o=Q_bL%cbz!3bue!Rrl?+?jQEBytSd%^1@*j$q zx5d#op;E`pQdG7q%zWzmWQ|2Sc>VHui#I*eeb9Kap_K76XSUrq2IRX65TFs?h)Sdk zN6?MtGjZnuEkxP1`dylvHR|XXlYX+Mmkf4PmfiX)qVH52LQDGg$i!6xUP{RH(Fp1k zlrW|Atlspo!RObtXy)Ee~lA4O}c=kUK&{k^NO%S!8i_g|X0y>$B@ z#f@t}|D)YpI-{W2Jra@meZ?eeM7>8kg?tqF4Dm!uLu|Xje;M|{m&lROFQ{F`GgM={ zKcDKS&&nfwJ8?f3@$;%fEBgq2_jO7UU8HCa#JX_|FQ)}!#5sx4kMjaWnm+DjW=B+H zwnXl2G1q%vpUmw<>%S7W;8oDr;weZM{hAP-x+Kq};47NI9lf&@qPFE^MgYk6C6^di zyx0u?`D3b!aYxPtZI+U}K{eguqe`YPNoz8~6+I}}r%Rm&N%d;NQv;l{-6LiQ6dmb)i2=E5P8|O@#JUCc)gu?*d_ZAK9$L`bzsoSScg9Ko1 z({88Wnm*{Rs_IpXR95%y9^*tadrqmW*;HJqZzPI58qmJ_-NLG8Jdd1K_1QM4Y~Kjy zYPR=~kYA(URL;CsY*6f8E6pb`zS!s_&8ospMJ;qDH5f!DO)lf5#&TSc+Q)YSmo^Yc+{64EuAhfXt5N(!D~-tE8Wzp%-Irn)oQun+(FYfi7)SCld8wq!oA*F|_@z|t&o)w+ zU+gSQ;@4}n=ITA@!Zdg}RUiLZ-eZCW12IKRS!*o{n#bZ7Y_Mumwu1r&L;E$sS9IW0 z0CoA2t&IYq)5YrWZbSw7QLp%WN9RYbopwjq4}Cd@LmpD83jQ z#-h=9H}LdO%uJVuH`CgGwebXFaDt?l|0@!QVIOo;(#6*=RyA`({Fv$4RG$8bg-1D5 zUayvWbRFMcCeUuEqt_l8ECo+~KZg7e1_ny}4LmeAk z8sDpW3D$^(n$gRpLyRNtL(3MjcpF^m^+%J?1YmzL{MLhL@nx&L)7I=TvHS6Mz0>#O z?;o0HjgK88!UP7zXy%04;SBj8LIb|r7f{kZ}?%EP{HudW59>UzlmD4aCDu@ zKr27pPP?)au4uoW{`{q~L{`~iQ^c_O@XjUQZvyn9K{6y`Hl$QQN|Qi(QGFd^@F)j( zAm#vqfQAU#iBj?JuVa8b`|9Sgzkmxg_w2ek9!a13qPC`oy9XIigz7<`;f)WT5vB@6WV1i_oE?z(oGwriXMJ_L`?J+x#t6v-%rPis(dF==CaHo7zMTkR^ z8>>usTKzx$-VHo^|A!(9%Y;8TImty4^2Zw-&UmydDy)`2IZ%y$0sa{Mvh2cE>fDj9 zSEl7{R@93!(4^!A8Kh;>Ceby3bVVLLpV3Dh@~svHjRhs#+F$8sxIKdB>38YKHRcx4 znsM+LGE~Z))8Dtdto%sB{JO(@sy}s^3{Oc+6vtB-=o1gO-I7`X9Lt3Iz7Ac~$w(x$ z9&}@N>_hy7^$oGUJDzaw3G$~j)T0{iX&%I?1!PVWCX%wyaNrv#*g9ko7K#jsnSxE9Xbn$0UR!G}|7)Z;DbfuSG_G zdmA19>6Y1e^@@X!cZsnW1;yn}o8ryI1g|NKX1equ>oxN}1}6_eo`Sv_d#Qn`O?vE3 zI&UQqmxFX~gL0#5;Rrg5!Y~aI{_ENNSE8jlx$PKM2RC6kVd{Rio2|<>i7;DD;g)h3 zEf^-WrgGalAR`)auK5`UH4(n0+pc&u#F0m)MZnw z6ck*s+FC+P4SStey!@*r#*I@cksGj8~hB6=)HJf$!OdIrPPKhamMUp{}lk#hk z3M)#yTvZH7-7$UUa7yl+ndms&h-~Ufks_qk$1rxqna%Y})H5 zpYevbbc1uJ9k9S*-QJ;So*_U<4|IrR6ZP(3#r9yx9(t$*jT28O9?Bn4aU;f zaVheSymN2&Z$|ZaFdw}>j-NMhAphu3O4Hgmpq={IXVYaTj1NcXh5wzUiC$GzTYF}8 zRx_&OH{Gsa{8M_Gv)8{)r%Z9jKb)|vaCX085rg!o&~$DTGjWauOXRn_IQTIR(`^0n z?SA(^<1}yoD|G)K1t>jb`NE%U6;xadmoR_4#OmM(5Ri?hC6G1b##A!qKmSfH=m9Ky zaPm+odGDq|YGjwrv>V9COPQ-reOr83T!7-TokIFIif*J7`6oM|4kDWIP%o_#cGErte zJm}`@=0g4*4V%f6`4~{)gX>m8L-*&R-v-9o>5+W%Fdc~BJ_|XxW3!C#MC=-QUNk>` zMHM>v^?Db=LI}5=iu)dlAb=@=3Mfbheh-uW}TG!M|vJ7hD zGSmG5Cxtv^p=dYvf1N6Zmr9hYd09GW1o_>vG4!VBr=97LHkrTQj_yTw#m8y& zm*AEENn`!5*4TdxS5xb(KI72pg`_m#^f|pDN6)D&%3_%cCjhH)7BuG#@5O3(^?W%AjBPnYIaH?N^j zi&nJ_*6?`spC^|qWlNh?(QfEWp+_rPNagCayV0oR21MDw{g{xfgFZ0*T5tj9baZgc zv!spDir=I(+g|_7S}wT)_QDrLJA=}~c%}mnCj&$T%W5~3iUsK6ho~}nTu36_|I-Dm z$uRahtNmavWCfU#2IW~t3#+RlerYMcj}7`9WFb_SST)2y+En%MR8U^LLi>X6~ut9AmKWx>-a$Kk5%iDMl zTWYL|_S4w@P~0mvKXG46!d-M>4Ki&Lp6>&Zzb~U(NkSvPQ7Cwm0@;;gN(in%f83cv zL*Mtya6=n09`Z3}piBSKH9j}CHP>>P7V8fJPcrvA4IaX%VktqQ8||+#mb$x3A>i}l zWRdUV@L$*RHq@vNW4*1U8I(Ih7*uQ#Aqh9(0Inh6$=pTXwrZr01+l(q3k zcYlX?#aD~I3fZoKD{v&p0VmdYoqUpK{!mDhWmdaaM4w)|`iCN@+|qZT9tWu4^+V@y z;H-qpMnw%c&qqJSOThk6!~{r$IM%>FdK*Q*Q5yG8p)W(D2!tahyeb~isSS5>wGv7wVXlg}R$(-K9|T`OdIrbavmdFrHP zeR1^`Xs(KPvi!2r7Gt;G`my%#dwdIOkff$*_IUM;#T#>PurAiqocgsWI2>l$OKZ>Cng=v|x)8X(?GhfiDE`)*T z^L@r=a)P14{7ZR1r;fs)@4mjleivVf=uzL}7L_2R(q5!)5Z;zADa}xAIOmhW=gXQi zA3RvHQr8XHgrWBBu3YQ#+*0_xZAH89MWGW2OY6c)@t?2&1p#$5i#9by{3dscm2AtPKy~|{>)G3NNROBS+^0BGT=i}k+Z3G+L9z%THX|`w0I=@ zA2^xyhSs3}yVf+9%B-HW&;jEyq>2N=(rT@=>ROly>miRWe-u~=p@~#d;kq>Q^(jDl z^h0)$sM)#6S{UCt(7*+oJ=)`@q`t+N!S!RbzDZkvOP>QsH-(6d=^3EMG@VP@SB5A! zDY259r$c(D?;B6bZNcFj2fD;{i$@@&FUHKgMB= zSTZ`Ezeb#oFGhesA@p>3$L}GIjr3xM(dCwmc4m1K(=I4mg`>_#-9ePOYQi=DI7=HS zqhxhM2iKGZzf3Hy*s(M=+V{zEk=fXmG#z5*^tMQUIb0xqj~JYt_(;1jvXQFzHdI$j z&OO5L0!SY1t{`n4vcQEPZ1ROICC*Yv6D0u9@ANIAr3FX#8#wgoxPB}`O%r`qYMBA? zO4Dq4v*DTL8W%Fau2wd?Q;r~a2e1)J*M^wH*57RB3Qz)p>a`Wj=8?azm#M8&JgjO6 zLic9^_te_Y0Jwy_6PuYgl7oule<-3lpaS}TD6TxZxVUwkT+}_6nc?LLGC5_j%<}+- z{+bI(^m}^~a4K_*;L3I{)glWYh$`NhOkU#t+eV_LhxS~%+GaKHS#lS`>So+d`2HV? z!^l4rkyfuR-!d+|_*{IWa|-A3u;mOmTB5a^X5#tldww1V$EQ8xU6$sqY#NM@6w!_z zb3C-Dlqae_a&n{+R3$Fj`1ciWo8DdpIGwAWTlAIz99JG^ds~}rbhq(OIkAuN$1#2H zFMHz57oRP17yG3ETRn)qf5U*#l~WSEBBwvTm=Zfimp3iCK~KX^_~{ntCJ!HTAW4tW zZrK0Ck;l@ULl@M5#guio<$rs+(B}W45T`4EPlmv5Zzz;Q@A%w+GWq(mEctG_|pT=v|?gGU}UfVr`)&y zX-WIW%U+Z`+k7-58o57vpn)&#Q?N-iDw_}#?ueqzz4*!I)hi&XvLCF~6aGNjeb&{* z+$gwfYM8MbzqfB?;h$AliDMoo!+xCTf5XPn%0f)t0_FBW2#EGAkO%mZ1?;=|ncg=% zP$9GE*Oqc6)@hv|itUvIXH}>2&b$~zWG7WFHD6E26EzUInl^{8F`H5T?mbAssH zhn#1w(UVv%$dSzZ?VtKo`KY*?>RDxc^@7nFl37V(S_)dM%Y5_bQQ8J>U^Q)t#Y9@z z&ZIAJobh=tZ#J7nl{S>u;aiGkDJ3v#KJ}f|+X%7X4l_6GTw;~Z4^!aI7_aiHv+1Jc zx=hmJYuO}KK`w`F_bGr#fTm{t^Wp0%ggj{9^4!OgMw&Ke$uEpwn9dmbyp)*D5nrgoWs0a$+NL34TL5lhab7E~CCmWJx zCpr=zG@AIhk!=B_3c)~w*XE--_UF~O8q4W(H_glO)|R-wlDbLpjXXK>x1AzUx52_K zxxM|5={F_NE4TYgesj~(Vv1RYr!_4exNG?AO-(3XNZM3Z`5S*apw=fRc|KQ2H-x2s zl)cyKKCI~kNs}zbcJ5l-p^D4%Vs46k51HP1;X~aXQ3V(17_?!xQa9W{%oa(gJC7B5 z-j1TDybd;Sec~|V7&AU1)qGn@P)Yi`Jpdf^lP>%bFIxC{D|a+;;P*2t65oucI1~e^ z@X49=FJ+ff(X#%naqukar@yh@TjV^OdU=E*NPw&v%Mz2}m82S^J`wCS{8A&?liNmX)GI-y|%dy{)&M>P1oz9+I54M<%vu%wp*XiY$e*FH}d&o|3>yJqD2PZn-|Yr zXU^W$6{hu#ptm^K*LB&uOxA*aI4-aSbC5hfn5cwwy=q#D9EjDzT7ve7$&gPk?<|y1 zek_!6y)k9D;XhJ?9qjl#LZ(K%h-+oyAzW|)0Qw~ZL^MA!4*&olf7;9rmeTN|3TB@y zOx3wUm^zqdDk@?x0}z=X`^?!D|8y)&o-Lf0~Mtf z*o6M3iUx4r3!h0;sNkNZR)9|d0ctSj=kZI*%j*#|NR;l>n^#p`jkpeFtMQq`IJTu* z4WJOeJh@gI6V~nRw6GA@4f}>4eODz=ObrH8^8(N$ghnqVfRhuBKLY93RCmUE-Gc2< zhkLJjPe|riHTox7$qZ{?XKS8y^h2DX_pS=fN0LBzP$kF*p)H4$8Yej5sqxZ0c*$v~ z(PsK~cWPXf(cArp%g)*sC%hv(yB5F^q5j?3-GXdgZrfZgpf7;x?G3b92?SoGTKsXo zxa*znJLX>cg25nR09z6_vBttICW;cQF+j9eRaLitVjuqI@|QO^q5@vZ=(1asOd8Mj zc}1H)9LwWL3tF9iPRC;~>M&zK-Iy#r0|5!`LIJ>q2UPzTvNLoR+Gh5u%ZRnNP%BTZ zY71r%WKe8G?tPuak@Y|qXyI<*mNKf2;|Nd8e#1xDuX3~d$oS!Y7I&V5LW@)iK*zHl`SKx~(-W6hzaf~_Z3phHo8KlSg@ zf;hZxYs1q#`EGvkeUx~uO5|`HiSTvEOoSu~k^|H&*-Hs{J4dG!ecU#wV%N#?4v26n zu;Bl8j_xoFjJiz+q~p{tj(hsLK=MxG_(B16)P*(-ZDAwYF3SfPrPps*6%USomP6Md zrWTDAAhlj;*;}~zNmYG$D+A{6LX&DWEAk7|S-yRg1q+=v zR(n@fb642y(mDZ3Jd;%XXe3ClpW6i$ejdwK`3(LrIus1~$GT7`C;PX5EzA!8=|)L- z{Nbv3vxH{sR)5zYihNmiTY2NvlnrX51^m8|ppeMJ{#?x%`Y2ms(AD|;v0h(=T8bw= zq23$eZ*H|wudpg|S}=dHD@*q?#o+@OoUDo_K9CPyC`DoPa>cpC=hc>4ZZAC2_Fof{ zvAO+YWi7y}`@`o24NVxX|$T?DYB+{zamA9uU1$mNX06rwVU zt23{INlXZgaeOZN)TX5)5;^fa>395j)Na)$7urN$ZkC&~0B*XNFsY3X7B4tl2WaIL zSBs_xyPoxaQ29(S-!UwsLS`WEooLbSA8a$bsaoBvgTxAeP{IDUd(4{p&U`UTP0rSG z4DWqS`1;am26MsQKlu+atm_}xVKcj)kdZ|Bkv6}@dF7)=fQS#(vROx5S)W~y^+wc5 zw)e#I+H1XLcMRO&vO~9%^0Pk_4bgJX2KJ{6hl(JN`j$~Is#rKZQ~ z>p{R(AGJ6)C%y6PF9k)kv2~PWaW3woG(XN|zBN9zwdpromlBB*d?k#Y7twe6#IEOZ zhrFM*ZAp9QR;ilzl9h)t2?4#D{b^EzBD#8`sVhyK=6Nhe*v#}NV}{2;pd*cbijDpMSYRCq&1!)+J6lm!@)z$M&RKeO3Lq z;SVE!)mB}qctsD4s4*Hnt{3#&L)Qrw+u8|*Bw3!kdDtpv*ZJI=TYXh5;}6As$2zVZ zahNWZu8DHCMgawd&eW>=fPMk>%gOo|!^S}_Q|P54_ky9`qk9s@zxqbxpl1xObamE{ z1dy40cv2k^1VVk}rl8PeIh?VfcT`Vznm%%}#sw^C{;r-CWnbu5q;4>+<&ezJFn2UX zn7z(tF72L?z#}-hfLf8)Xs+zV)v&)7sblNX260KHKqVjkUi>joC;D~Z!zKmKU@z_+ z*7BBeHSU4k58t12YsZRVDGbr2L^U7e|@o zB%b}9;G#j|JUk$Y!pNSUhNt7fmK~-h))~cSW6g-ieVN1P=-m9GIQ#Z{KCx4bTpLQI zwT|$>JSI}&-C8ijBK0Px%xS=j2W{5pTuhVI!Z*dPNG%UcQDn9qdtWwjM`@KKjEp~5 zipwN$rJ2l1rZEuvV}G&LSlG&oECnR6C&q{HLF1PKBGU3#-eM?6M?f?T5B zn5t2rZ+cx|U*{m)pSUP~yZdcqVL3?YFOgQ^RAqJ;6Y zX8#{JHczR)OM0Z&Yq!x|qf`fDalBjoNM~xq<2be=?WOoAy42+-oJ`kY2|KwE9FGw1 zL>CV+YteMaL^iGbb5LenreR&-zT$+y>Uxp~5^mFx{a(DgNYDrFCwdR(IdGx8mx>CEkAIb^V3&*rUR8>{genfu2{~x9C#HH5fWYnc)kM#IL z$0mZeNo)Dse+$#J?VawU9H_>7kNC@-n9L)zh=i+$Zm2}oGWR&y$lC@^Hx;MLnfW>chOWa0_2yVt6J2gviWwqo=cHrupT8dC!7}h~70z&iV`liw;r;SXrG^VE zI+A(LMzu!`@!Pi`D|i~lo4xmLmgExp8TV6cr?pGV?ha}TE@s`%H0WIF1M&3A8+6LZ z)4rNf)A;%#ogGr>1E)zbT(@kX61!)g=Vl8})6HrwGlWTcI7#vo?d|RTMZf2{uquU% z_DN;IGPju^Qn+0YNjDV?trniiTnEy`RIl*X7+} z4bBygu;#Aj(mXdrN4EP6T*z59zO#vWLzNHw&D{+y|ByD0gYFHs8_*dSjON--OWzIE zS06GCDo1~J2+(|E+#)%hnw*4VPV)2FXp|3M29pc10^Sm4D#ohL1|+g;@*!GLIHwa$ z>7w9+o4^IH_=|UbDpz5A>|Cc`n~-} z9Y{tU1`}(@I(!r+Zci}F=$bl-vu z!!1n0`3VJ4mSyD6vW<#0<5i1BYjY#VECq`(VX517JG0&;4`2jNS&iW7RAzjfu!tuV z(wzQ`ACk&nC!J{!d-3{+S6lg$^DmzIA^I9=*J(}Jr`^omtX~rh&x@)Ew8A;zKY6F6 zpIr~;O6>qk9!#zCrAtbc$4B<~{-NM;7C;oGp$JAeNc~}uw_&ngpG;dqSRx;@hS#Z2 z({tzMF`3i#V8K9%mn^=@K^E>s&UccfpAX6!ST>kJe>XNM$ZRrt3^rU|MLiW(ZMf{N zC_TgZsO1B?x^|>TpU1VlBrnbe24Y&-76+QNo zq3?H(r0x~O#1xj+$Cvo=^<#Ev(;^3BBgvk6EUG<_vRHYj6gdZEb89dfZc^w&1h_Cz zj@qQ;;PXGDOjIC_64kIREbft|AlIYIUniD3>yL8aYj^C-j7;uNCYJU%udtRZ*Vnu5 zyJ}0FhvX5*WwK)#y%PZmPxP?24-Qv5 zVA<)bUndT&p`^<5XLDWh&Bv)({IRE+M!L^-+TK=Pl*-Mj)CwHq+2{!(TpdMATB>*SGWEZ<(XS^dbofT@fn zfMSc*XXSCG?l{e^pI~;HhqKX}tzt$6JKmm(+b6&=;FT;M1q)hM>{XbFif&v!{fDQH zPOh0VdIHW9V)|)aXS8sIASU4DNQIOumi5@vo^+la*eZ6$yh=l`x=hioXNpP<(lPcu(=)1=*5y(%LP zK?JiG%cvr~4@As?H|w#Ds-mYQVj>_NNNch`%4|6 zk2+2ze&-to3BA8J@3Jv%+F&?y*PU_un?Zne9f0=o*cdzyB=Kd~Eb4KUhq5a&l#D_I zEjOF#r)e$#7vEPTcFh`>Rs>BOY)+5QhMD9US=TXQG>cSKBMJ9SS&Rv#wd$#Na{*l7 zzwGF%&EV5l)DkYV1yLu_!XpAqc%>$R(#DQY9-{|3_}mR^XAm{&uv7uvHK%+6ydBd& zt~5GS1Spt9jfdgKmwpn{BfiygpT}i+QyT$OHcC??3MEtT%-a``d^KGPd-7?SvdVE? zb7s%STn1`x&urj>7|Rh~9vrZy2a`j!I+eu3-!o&$#|=Zwg)wyoAK&JQdoFPA!=5{I zy9o~;4~^T;>ccgy#+-mg0Q2G;n*lM6v!Y)``x^1+l|K|tU<*ksO#_drW$rvkl5T`} zuV67fc1n(>((zD^AzS34KXs|Sz&cR(*-Ob=ai4=_fwG%wt_XwCdzQkO9RMdVvqog5 zri{JGiDh*{@jJ~05q)|)(W+cL4tkud@S9t&a19tho4)$~aWh|XU(9f}nA8NG{V54) zaj)Og&wj$qcBUK-S$h$!Z)E;{9W5ou{E@`u_%j<65RNeA?;XDOc;Gh|;G_ol59MFB zn!&gU9>+UMb#Z-tk!!CuR5k$o^zrQ4tui$SsN7DYHmZet$%RLF~~0; zTk+cc2b!_9NN_^sQquEv^_Sw8CY~JIbg_hX-FrOt-qk;-A2w5csGVy}c0H;RNcLyu zz%nzl7$P|#hDdN^OiXk&wZrm^TCxv+AFkA#%sYUcIeSqr2rjgD7E^beO|%A9olQqX zO!SEbVQFuLqj`GWLb>8A6xXKG&Q?Wf3I1-Qtw<3G3QFM}&9XJ0!x~VcdT^D;y5xyfn{i=&PTB691bd@>yoQ|5uW@8QE-O z?x&=O`WX-y^qpy{WBsiiUH z?STAgm9byp=2HFz5+f`1M>xkR z_HTH(VV?+Z%ly5=dh-GHdHM9XHgiO-K0ob!MHKv1G0zT<*|9u1MQ>2{8D=j80;>>PxO&$Dk7!9{070ZvUP)Q#LIjym8#-gnpr;16*KBs)2wQPHm-t&M=z_pyFOgycK$S;hC z=R6DW;muEe;E`NCtY6lUW2%#h;2yP}le5&{X{KP*b1EO9554r^L0$K%Aa}yd3|YFW zJqA5~VyESv49X#TY2djl#z|-%$zB9}8fgKC_ZyMe>^I>l-!kH6!^LI7(f=O!4RL z;wEr%qV(r*91C~tM&jvf zwbn$hL#!fAuY>cM>PS}hp(2KgJ^2fDLMM=z+qNkeC7jc}9*5=D?f+D%Ouy4;*Z)zR z6X?qc1_?ZT_j>E}ii*ts;Ed-h0gd`XI4O}nWT9XqPBSd!Z!{a*DX9-UF6QTQ*D&R- zPl7#H<}eVo^5-9KzBaLaqX0&)`v!m@BgPBI@jY@jG7!f+xqU5qsa6ieBv2|G55U@1U%3f|q%UVvSyts89q0Zz4E+vo8~Z;kn%%#a5j*<2S)*oAND*7F9S985uJW zjO&|apUNGm69EsH1<7SI^a56g5>ikxZFDg6GGTkwa5T3)48Y0B1z;KFwpDU8=PemL zE3L}?%Xu6@5*TZpL8JRarvRl}_K}3bU)0NdzjA_$I7pp?89|=|iqz6$VQ;R>jaW+g z=S{faL6edtU5lC$b#%-qx`mN51l0Zet$@BDZK#9w3nZ-#D|PJJNyzONUj6oyHS@W` z>>o5DQ*1gN>voe;2L=WPpZ69H`~%%WaC4uFRF|(+TU58@jCfON3%&a6Exl@ zQUv(tzcwJi$qAzUi@Qs2|2;X~m=}KxjYWztO0828A0rkhRl(pW5b(|lm{VLSG4cMz z*Z=+yql9m4x_%yh)NoC55WJ*Q7=c`31fs2^TXGXf{`VG7JB5J$# z6H_cci*C9|T;QtOYVnr#krt?ItM5qLV6GkRB%b+E03UvH&wWs?5oLHB=^qTW0elPcBtF2F*`|rC z1xOgh;|O6@PIsl{D^(f+E<&lk-dJRdc>N`^!c-HE57mU{DDeEtF3(L0rE6+&oB5jN z)Yx$Z6x#VPR)cF1!F43!D-!bV&OZ#{#>)Ba9;lWETu5aU3SqQBL|$n0uRQJ7?uI_D z49}qi(di+6L`E;EDn0$@7zoSSc!YJ|biukk4o4Fw8dZJ!jguFbAo zvD_`}ZQ8w=fXyR;tE7Xnh(n_YuPYc9-t;fAvODetM;gV(4jdNiTc9}_ZFTdkvgZAM zBw$w+q~Z&vQ)MIEeEry@U=yU=>Z{)K-o-4XQ?^zDtSH-@vRIwn@e2zBND9CJka4tt zy1l)_^uHalKMstRiq`cnH7NwpNqDh*NB&Jz_))6@G)JgtN7tR^pBmHVOr<>&+bwRh zV#jrSk9v9~+7r~RS`2m5hR-P+KGRALZZU0Qp;|JM@Stg$l4h@ZZ7@t}cd^Tz?;`J` z6Uk=s=*WjO5hM|Rc5LUzbAh3_Hgj3KLV9fKCl{U4^PjX`V&~ZocXOU-vsnUYwh zyL#bae-^9Mu1ju-=Add^nXqO(gX&rEABwTrmv7k)|DVr)6%^w1hvL@O@_PbuKfu$8 zp{S!{bW@%t^t*q#_gKacR2Vga3qnK-D1v|VUJcCVg@UWTCLZqLGkr2k9~8T3!|d*( z0NjE(BH16)tTPG^)2U`93sKg$9qyH(T%-b99u5%g(L8*ur8+nCzcIcASk9&y)eWr* zy*C;1js)BHS1!uVV$zJPOHarTE_s}yt7gh*QHQ3V(uT2V!M7SSoP)Lqs?y4Ltj{iPB=YDx; zI>qSCP$P86$n8@&WgQb=qgBY&ZJj#-%E63-+%dGIH<HuXC_=fKW2U=ewkoet z+j?a-!*SEpulN?k0+zlrOqbqUeI(Q%o^0{*D})tMhL+kpM2fILzS~hcP8J`ZPXs@n z0qEX6@R1J_j5mlDCK>J68)@d|IT=r$*csS8>`6+!+wx2z6+$ieqwYte7iIZ?P_55B z1#~o0D$z7w%Shy`La6i@HjcJz2CV^@|M43FVl-NIGexb}%{Eu7v(|^b$J`YrxwY&S z2Gc6kTap^EG_)~O34Rb49)Im++yrLyZsZ_LiLEQjB2BZ=<$61BN0gk<7YB9t3cK^S z1Ch^3AL#5_(W=3>W8&j(zh+~EU%aoTsI!K`YO2nn0Al9xT=otyLB&b_+) z{bC41EExtt>IfhL^f3Bel9`^sJOY_4hAAn+wqD-rV_*o9%x5 zO5C;m3w8BpmH%!krMUUPGgi%>P1AwJYAB7ZF+1OCBIt3EZ22R?ox;84+%n2`aP%gT zm#)E?E2|nE6mm(JCST4NURO?iB*|w!(#2M{LXgObDTYR;yQV3ir5dA5?NqDqpMhb2 zDCnHebTrqLqT3+0>ZFN^Xpw>Hy{0_PFOMI<7+5~2y(O}!@uo9B?*71>k9c5*A63;* zf&7mZePaS|n%i9bt`V-_*EI*+v+6CdzcplDdKrAsH|HH(*0?aJX*S%Kf@405`~7dm zq;v^Ui{PY`3s^8jrGoXyf1qhOgWID$-sVD5P- zUB58)1EKm&L@V!~#n!7=t z`u52ftlhq-y!b$G^EY;_cc=sH79(7>ozoanr1eXYaGAtFomlezta1L-ZaxH&e+0Py zhXURzY^A7F(-efnU`aAtdW}G11}OypNZwEJ10yF=SK;sK&E-rql=bz&w|G;hOayG|BY6_^&3US+bTO(F2PFsI1@y=1vvi6wI zg25stOj7QkAnAmQEP~E%d(UjIT*hiOZT@xp9YBvkT;R-a6z#XJBlkMwo@V`TPR>*l z&T~<*OT60Rh*%}z39;8FNk4C~#rVs!1H(n`Swy22NwR>mO&z$l*f0}WSPOPWcLsoprH0W~trtbhgheGX@!CF>e@I5P==n-(OWljfDYR&CG4(k#m?t$2n!p~g1$t6Ik*~L1${g$cd;6&nyYqk3WJR|}E(fF+!g`3B23K)dHCLIi{C4D9kq*x77z4j5kB;3w@XS(vszdC0=& zBwRsc1LB?=5dEy;Pt0D<-}PasZcpuio!uSVE+iz!S_gQ*dZ^Ix@I7}@dc;prhHz`a zOB6R!Y_yPL8vwtF>#)^xI+Qo+%&=1#GT25JAX z8m@yU%lap2r31b|#g*J3rF==VOElo#B^}2Zn1iu@nI6R58PuwY)a2r8Frx=PIgtpiVj@Fyo2{T&VQi$`!vy8EbaIal&iCVBTd`Rsq|6I& z=Z!f8(Cd-nq`7=%#ZS%lY{()#X{alDO;Dw)BK~+eRiYZ0VF@-7%xMJ)OVpBil9YDVhz{Dv{a-S|vk zW2gR};k2u4lG}yN>8IOYPkR=|QL6pbLKC7apE5gz#WOHX@Kkw_gKhyIBAlm+=u2te zEX1ICzdI(yL@qm%DlDLpPOfkuzvukzI`5NkB#Pc05kOiK?f4>AlyJkcV9GP4@RtazZA1d8m+vrQCh$CD7 zcoNYb`NP5GXxiv8*`u&nFf!myNJvl5cdewvjpn2@8Ig_-q_2yi=oP>fkFFF{40{*> z=2!cov#=r~L5_jUey1%}oUaD>#&Ei;k2mE#JKek0qE+rJQ|O_=#bXlI$Pq<%ZnHK0(Zt z>(_v8pY1ZrXOCEW~57o$4E=~LI{TRgF&HY80O=<}4qmSxB`pS-Ev7tv2@eKrP zyM8qltvKoRDj_u$c0Ri~F5zufQAcw(z5%%=1_z6!*>fH7IkOC5Cejg|JY~6+Tz66L zx8YS_psElQD!e@raw|EH2?9kaGL)GqLy)=sIE}RUkK3kp?W}FAK-5hWa=^Rs zf%siWy7>^KYf4sDAV+42z@RQx^ZKy*tU#Z_)f{LhvAU4T7L(>HS?i=;AnfkI92#Bj z4-ba3R-?<{;If^9We2AeXz0ecM)n0(T>%^@=oXrNy@hP_{-#Ir_LgQA+EDGM&mRvnlCEFQhs!bY+El_ zX9%6QNi~WXXVziH&M|9J^d|oO6aF$5!^`kM<~{C3>w#+wOR#sikKN!HJ#+?-*?8`^ z;#|18&tjO%ai3p&RHmtoG-_VS{M}llQ*UlKM`~6DR~<(hFPfA^k0B7KmpP5+K$!RB z@Gi2$(k`BHl6I%4bu@gx3GhjoF;rQaz^8ot1$$xa(g^c>O@h{2ub~rIVan30>+rgS zwHeWJ&e{~Qy`fDfvoa-ajgQxfwX=S;6-!O39}6u=GjUF5cMYKn=n2fXlNQZ!B|)fLr99#`fXmzIedw(2l$N7ZS4 zrT8~2?ONWTxwpfe>8&woRf0YMzputghzXe?__7gthpZ6d_ z30EyFD&%(#go%mqa?}rta1?n%1N2cgW2!Tq9ubO3sSl=|3er!>+DXq!lhwY`WnAefC zf|o5`7U5%3fqpvQ|9A1|jbmG6OrCN(bIx^|#PLNErRakN@tGH~F zymRu>Zl|vJPRI$XwkKJWr)WzJWw7Em3u9{aP*jQjS%dfw9O|C_Mt>?$^GQh5lqIlJ zX)z9^3L=?}hl+%=eZdv?)eLor^lJY$_8ophhhMv!WDA`pxR|GVAg%x|;Aq=Gb#+!* zs)c$D^28z2(Njs+!|5}NpEZK1ull?tPm|+>d$*7!k8K%}GoF>JAIrIann48JVg$x8 zHIRH{%k7E&ps0CcG>Dj;pF!`K+&GHq(-47F=z}~1i1sEjtM0GNJNbR<|Nj&bQI7V_ z)IcWhGm1tYa7Izeblmstt#lnWlZXooFruTkd65uR7&*tqWq7NL%3cdXqxd~$-XYb* zSi~T0oFQzIvRpRVEMbzHKQj-1z+DTa=!xzY2O5O*9#)HBW(bQt$D#*(Log{Ib3{PU z%bHa;KHr>Bifr}VR##D_R9PW2OI;FBcH38&HPnR|gr-*y|HFd62hhM5pw?;z$^JhL z6^KXfm5^1t=ht&v0+rBAEr{q1%}2fbj}@$~GlbdL7;{H$m72T>mJIO$neOJw#pd+- zXdPE)a1&`BIOnImQQ}M?VL5aC$Qqp#^-_2?EKk8Yc1!su|GmD4Nno$|;6H2P~|)4IWn;P7Pj~fuhmhe zZ^q-F!03=+u4^K%Cr95vZQq}+ct~u+$ttM(pM01S9BJ3hOr}S>0jPM5a7i8;H=y_ zy1&FHCdyjgm)XW~xvRZ$dhFz|X0azIha^;Nfim06wbG$3)+ZRuDu>9}?!VO!dK#$} zNAiEY6Z9f!aLM>gu-ami9HSO`OgoxkQ`0*0>Vsdk)6c>4k(GkQSno24B8nJZc|3QyD{rur_t_@BY33`v6^&dKRjqE-_+46d{OOaS;o!q}#$KN(e?DZRAyipW z89V80CK*J~qvUgxwC+aHed@fUHEq|d7Awc$hu*c7diw7!#A1(X*lV*3Mq{&+r5B(^ zLE4qR3I$q}gk2DE_}~?QK%W)Gg=u=>r!;>o>ay_hKq4}!xVK3dPDqZyd5rzi-7u>0 z)06Wzr(8H|WuO70t^jr#2WsVd$_M24V}*sl9o-)V_+S^f(FcS}e7*{H1@C zS3|621V)tNGFP-9OBd?Ws>QAqov{rD`^Wk99K-RyxKp)*4d1mIpq`-xt;;@Jfh_Pv zmBu>c*-#xXoxhaLOGvQQ`YY_UEziAzFxMiqMis2<7kf+LAP+eutH{rFekwvlVK~zK z^jNSM5-cZvCUe9_oi7TR??~jx)!M}8x%y&>rym*@%n1lJ@~daUd4eCExTL6b$GN)R zuzMuoOMg;c22WD!sM=k9Z=5zdixrD{m7}V*lcNL&=1jp_(1@WdG##D)Lc+gd-{NHO zW2skLnU0P%(TJeWqHG-05nt(*f6zy{W`*Zsmtwp?lBOj@*@6NL;b0l+m&9xqRZ9nII^uO_m*XVzT#Ok$)9VB5A{RE54D(`CC@005rl;njb562tWy@toEM0zT>*-X zBxSylt7gZf>T=iftZu1z-#*lH8jgzzf&(_FrjjATC>ni;QTfz+LyjagRkpV%vcJXZ<{V=W5SU!-gDcU0xfXdC7cn zK9%#-*v0WL=MyWd635@h>x#xYC-K5y=SrGLNcox>Ee+vA ztnjb0W)Rc#{S79q7K{|sXyX4d<~Lef*zrluKx7;(k&;PFgx!i0%>9>Q62?(WLy!C8 z6tCGxnWyx8qPiQLhPN_2_EZaGBWoOmhjIxS20cN*D}7`dljyVsj3|Y)SdUrUl!}4Q3CgGgp_yGjQZscE!Yd(uy{$ik*a1;jB|e<*M;lh7;9yFTL?J*5gf@@qs1j@JjqqW9R#{VHZMZ^vC#~W+iosCdHlE*^t{Z7-kK4)6D9b*};9U7;a zt!cULS^wL_t=^y}zt1}$U36hd4T5x-lSV&^`f!3?c?$TSR_KEx)(TH8{jv6D|%}+tDL8AR@l4rn0;6+OuUBt)GOwR~5J<-z2 zK85DPAZL!>QEJ>WUg3;#!opG(Z5qggCoKF>ZfvV7bTFgh(`>)Uc!Q?(UgD$*~vkE;iIK!9-<+&e} zp-CqWD^Bsl;!J9w)zE9GED2LJevKzWAlJ;~2WokC08ZzbL%%x2w2VQU%6%1`=Pi(JdDz`?Mh z$8NAUGZ6Z!Za*RP7`wcJl`7qH5D_pGy;)EY1X^&o0`y};vWAA8nR<`a}*qeizy~qH?wWa=adwisoQ&gSLjC-)-a!YOHOAI zTrywe8LU!pDuhQ)FncI+r!0OZjcF%#X{W)`y|vBGz0is|D0S9>(zITuu75N9F!(yD z(n516IpU?xggod8?5@CF5HKVptcm>2aEaV)4d@0mq5YF!YH_dVhNOvdS=61cCz?CE zjz_-t?P*%ar+3O-Lf85Nl&ZES+_0RMIm;TXB6qmnPN;p_X^VEQ!cb&zbly||35%jW zNa?Cgysy9-V~knAIMTbN_G2TZ_bN3*bzodEOnIc)L(m~mqR;TiP;so#VpNdOuHaUs zN8>>Jg1UB0VUb)@ohi=L#T^u=s_~vf(qy5i;hb~aMWf(@Ficg%Rl(2IB)s3oh$d33 z9O|{lV*EB2PfsnAK;@t)CS(*v%<}{&(yam_XTPfoMzC%xC~#py1``?%`_1_dPib4G z%S|&GPOH3eM*&zK3{%L*ZI zv^!P}Qz^NizLL*dHCXj|QuP%~aIA@z50T6&yj^}ErTa1UgIx5Gaw&(&nz1N(;IZ$G zO9d;BPSDQ67E_%f7bdUUoVdS@)oyutxMG6Ct}USCDc~XY-*)!4K`+{N_p3GsJy^P~=;+A7@hIm+y8}(|}=_spOyjHJo)GC#I zU$#=fo#b=HT1R6&2JUf;5w7T2m0p(uk%ex0naSf%^e@B+P=P80g7p&c?7`nyuN5;Y z-ZK8~4AsZOI?9qTQ#@1rgMx68uzbETKOBM!i@n_FXwCVIDO;!!tc;M~k-K%HA z$duEid1F}k+}7m4wfyx0^Jg;d_pC;As`h!W?bn!tbJX)b9G*ApQfuAJa_M5`4o&pHmIgJ2r^Q0GVc3H_)@>lOnZ_|9CX6~$F z`Wz|BN8K1)p4H|3Bzw%jELnRokF4m&lI;)yDoy)HjP*ti&sQ50}P4Uv56_uv)5eJx-XZ~^P1wt!>Be=l}&Xl)kM8?4yh$ZbO;9X_Lo0IFk z6FQS-Ujw$h`o&6}Oow&n_>4Unl(iBT8i&-JsoYrQ6a^5o-_6th+o&wh`lRKomMfr@ z^{}@SReu$TIh{H%FJzxwlq-m7rS2jOx&zn3+aB?4lb_d5`&bcz%f&O73+HIky>#nU zZOWg&SyK&C6{x}|U^&d0P$Dv;ty#(l}=8vs8t}r;GHEZaED3 za@-J8zlp_54bCm9orVaWwu?_?w+x5fhKLb=nzEB;ix5>e`wd(J#yc97Oic5J5@F1UK=itzEx4!IK5L zM{fK|n2NAD1gljIrH_?=H}uMv z``IMCI$t~R-7bmy1i9&|#HnX1R1-jo`yD71FA1_L%zPqm74wY)vC`sJns5X za`?0w-qt7+Ld8YxRnc+4jW3>HLOpJV#cP{ss0zz!eK^*RD>8XZtmFCpKi8hbmT%f| z;>oZTPPEdM`)3C(TO$lbVXhOEqgd;rAiHQcRK_L*Q!>S<1ubFGF>rPwy|;iQvEs2? zFHKLif}(|PHGCmb!8!~TsaHF=?-z%;em8e8=7`kF=8;83o21_HX75Bl%xbH3+qXOX zG1WCZ0w(vrb=SO~W25D&_C2A`s*J!kF1=cFA&4dZm_k005Ej$YC~@ zkKAxkZ=U3(NKJ7UERURG9qA~Pf`;FRZ>0;!enM7IAi5oNyZ7dB$iTk=s=~#Lk zt)yNTHkIX=6>r48#IegS5BGL!>nlsoItZI;8W*!{I;)bHg{-lz$52&)vZYaXfca0I zvRpjjQw|Fo2ARI*;y`*CnwY!eagZWa@WZHkQczKey<*eHpe zM_jAv%N1 zG5GNHLB(z{l(WGWM5{VuF@i}UH7gy6chpm+a!{q2*Ul8fDiT{Z zQZP%A<<2R6-Hcw_L#?fHdN&8hs5QwzufMFyEf6%*a}($&Nq&Zvyo@nuKB`NRIQpn% zzoLU)*-q)spS|$j7Wh}y3zq)WWm(619OVKeA^h@}^A+Ii#o&JC-g$ekC$7c(q9!5g za{2capn{3f=j3AL`msyGzPOkHn6!-(95Ci&Jg@0u1Lo!A(qwB5uT?5G~0f# zz|VnZL?U6U#y`GHFA5S1>YNa0L9?C@-m2Fv zHr&Z3&U}^IsGob#i9C?`%mgxGiC3Db#$ffNgDIeei+~@S-1jpjR;(1`A8cc zhpn`kNDFXo?Juo`{8;IpAZz&bHKt+e1inCMjx)=a)5U?lB-3Z$bGH(qREtj#3#uXo z!Q?U9e;vo`I33MZNu>`t&zE^7v?NZg7D4^SqjTl1bT&~r+v?&mznAQ@MZcgob~$yA zv;0?zf8EEZ2QvSx$URVl>(wwmyDu^6=7GL-B&oMM+88=!P{I+Q=l9m^_D?n-$U>Th zkc z_+A5bOA#r>mv58c`|KR13Ny8xj;Ut3D|;+DPuHJv>JsvPBo3D*TPH&gM^)tqY&xGH z%}B%R_Kw5ng})mbaMFBT_7fxz*=_URED>fj zb!6$i3f9$nQb3f@H=Wj?`QyFFkiUjVR>KLsO4UBR-@L*~q;OWt2$ z@7a4`9;cU+D)=S#5vDzSE;l?3SIOQ6M5XwIwcoTg9-SdG-_H;wHTQU$=XM1Mqn$4x z|88*c+oT`$%2@f=&UwsGIr*M_|9J11Qts2@WLGf+?s&N1gz}j+NrT9QF&223Yf!|M zn?t}t!j_?0ci#?u6mrmlMB)2!!&9*?U$L9=FqT(1QJy^0HP&-K%$$YSG1|4szu>YtYKaZ zJ<{5oKl7|ddwR6x4y6aI#=0x~GvjB^f#mRP6vt4XrM81W)u}<&72wvx6v^St0^_#5 zL$<)XArYBfvU2Pa_7P?dJ+Q+Xc;DH1fH}1VwzzV3i!Ytjw?HXReRyTEA~>T_Gg6f! zQ*WWBYG`2mNza+-VSLVsuxv0}?4ovyt&(DUhvV&WM*nsX_cW1(ZXRR2f>PnUAm#DzPxO?+m@x@-)W?PSJ;1fte|B(glH`dn zr`M;E$ZrnzrQvoSyOzSZ0`aJeo!oHLNfVx+eD(H92xfX%0np%_^Ez^o*GSms?jfr zVq&$zr`aM+0sImwPL0&jcW-N%{NaYYQTax4MGKo;L#Ay%5A1e?E(oH)B_Auhv*M?n zm3I~Q*nu5Rk3bBJYZJ4>pT;GIP=QI2X0&lKgwdloc4;}*f>&_eso#M$j|Id!uK;yl z{sHnwlp%4`8%h#VY;u@$5bI(eodvciYk`qR(bUzKKkHNvZ0302^)dLZrY9pi&IFxy ze9iLR`))n6fqSk(2J{5A2Xn^-d&~iEy7~1D)@7A)@k%x0!k3}BJq=d9`sPsFhu8u= zKE4Mgq}ZKjDw+MY79hXIG(y>3Sj;6i>m%CSJJ&saCpHhW>gr6!LQR4#2xKhk=V4)6 z4=b}dSV>0J5r_TFn zQ73JvfqAXP3Siqy0C_`uVnm~`SZL;4&+=TnPLuwL*BG$f#Wp)1&fA$|;~HS1w&Oq5 z_nVQ=c7@1~?k+Y*kU%UG;`Mm2EGt`MgE z}&Lmq9H5A7_ORe`m>84+kvgR|te)Y56VWgm&7IiE;W+S+B2)wijzG zs|}i%UApKOW_@_H!KYwn7*}6(rP=rD=AHI@mmk7Ll@vMEe7kn*3X?75fqEfk{|bk% z-@gZ|nTyZk_Dzk+PibO{LVME=yg$@>v1C$O$Yj~e zU-`RNL;s0Lr}E15lYJsOOtYb!C#oZC={w2nKP@}XIA!p;ZqcS3>E@Gn;kbnFlh3Z8 zmWVTTnYZ-0NmDZjand~mqqo-aqp@@|o_u;5gOQWZ-pCHJOH6s(%Kb&6J9Q$i|LSX2 zbI<@{H5Y%btZJRyV^)E>@80i1-IPuzw9>4(9x^B&VhMTDaZLXAClU-$ z`$&7@mB?zWtSZp9qZ0%UbrhlV13hly)HWNqbTqG@?`_;>rVl%e4)2X)A2WB6lw&1aL&6Rc?z=+a z!4zS^xgAk)>|RCPu@lx6azFIzU>Srq9?tFxW6N^)VU7lKH|HMqveE3~p-j12#{x*AoQ6 zmZIAwqucq|#iv3l0}b=rw^fS326m@Cx2sjF*>ox#fw?^q*b*T}HX{kj7e8rAa(fl0 zTGi5qI+83t#ZIF25*mD;W(apO>@o@osgi7oJ{dyhDbj3>_`(Re7Zkcj(yfrT3}eIi zr_pcbdb%yt9h`Ox64eJ^=-!dd3q{z%YHu|!0kK62$k@7h4UDr|rJD>K?1A~^>ep*_YCROmP5DUw?m z?iHzB#xA(;E=4r^t~}ydCHeVy-e~W+@ek3 zu5MX)nxWQ~D7T|i!G~SYZlD+0AG!sYFCnQJ`36&s+w_~%hEhS)Ic@dV<3L=tA}YOE zqZ`Fl<-qj2AiBixW7fwPwZ$8TED$Wi#7Xs|!PSZo&7S-b2XJ(YmkR-u*PiTR`xj>r zr4R2232}5Fm5$iFyJ%Yw*D;c0s9=D#MrmTIG=HQf+O>QB=tBjUE5h(zTEWs;yMDZl z26wbLEJA-&SvY9Wf*5W5fgw^Y zolj~N#@2mThs9ofM>pPppvBe3sA(`!>+S}cqXE-Uz7}UzUBb&JP@rk#3<&3h22P0e z5+M`S!z#7;*2yr>gP{}q67CcFl58$q_@Cs_-Q-p{#7mgi#2v&(_M4#pa?S{lQlD?_`~MFN=EF#Z_PJbp=YIr1+cSF>dK>Xvbe&!`<6Y&;BppzE9z zKy8*%?7bAq`*^uOHMO~nx!AoG>9qE-gpt$5{es170!z$zS+Q%1cKK@Ihw7hu+fx7Q z%!YUrJV8QIydtat8BOo1$afhn)@xp)wAPIdx&qWI*Hhe%ZDCm8F^6o(UVUkzfV73|d(1DaTIm+% z>+7{KKHK3_XA$dcJlBw(oOi_JhEx0p*>xWcg%atvK3_%+%YyRw{8uDDWxzpoJY!6~ zqDUp!a8rn_^pl9hh^o?Y=Q0%=B>YJy&`b}@r<7gfAT0oD!17(9`-^{`Lxv8r`6#Ca z_o6z>`AT`notY}PnOrF~AERG6PqO4}T#i?w7{k|1_II;R9<)s)**TuQ3G*2F zL0vzbu^4Xb1jo|%7g^XYs5@}VpR%^+`9E0*#|7tcARtV@?3)vJ@6N_*I0SshFDsR? z>4=o)p7IM8vj&<>9K2!SSa>-YfuVr0KI{3SQBsvNs!5MDzm_%NZ-O$U^upt@8%(wy z2d=BS<7=a_6N0JA-76IV8>%zEALS-%eMv4>l`WfX{EnZ|J-J`l(WYuc6f02nQt4Uc z&xx*yh;I0=wXfpd$u6cSQAJ%xc=b=c+A=d)k`ziKU^-9%nSGa4o&uQ-1hKM?7YDg# zmefCe8D_uk=2GQdM#$0DB;!L@MdXX>+^0z5F!OPP-;M-5uHYk5ds8)67>`jO^4G~0 zExBPzw_$|d{n`TCJ;BX$PVATsu|Y$kWN`hbnjAj(Co{=znEPh@2{ zuCQm}6h3A{*?}Pq!mO-M=2l`qV)-gopfen79uV+T+dX!-Bf&rM~j&! zAo)}2Z_FCA1Z_;cahpk7MdMT_WJi%CJR2{h&*Qdse}3vEcN^CHLzy-7RqB^;k^vE=;r40+|ovwlw{YytgFrwl7wA17UEl53L7 zW>_X)nV{~^6_A0P4P3KpOR5;dn?2%KjEhxejC~Xm_F>&9J7?&VwlnY0gocCgM(wi1 z52=^yK1e@ubXG{%F&a&~EaIPZk*x9a(68JvaeJtt6t*(nj{i|)um}-F zBlA;h+GQ7Va(|1tER`WCkT?_f&K5*0!7U|reA;$MtXh1C(8y?DvvvD6xe=Wjo$-Nj zUwgJC%{qVIR~!WKd!rz?Y~6}$UVf+xY)07}UxALsHOe-G@AlbctyFGM$kz{11WM$vn1YD_4NViNN!aR?1B%u(7V&>k4qL|NIJo!b!G`r}TT29TwMe3s-E^ zh7nit)43$q!03yKVXN4CU3FYUHO-MyQ^XLd+!H!DMdw}Cj-(2w!9vqfqnPlmN+Zmf+fsM<`CH8W zb15zH)W&CU0c-8XHOYbSOV8f7)qg-{IbE1h&N^n=7sX-CD_UZ|6*2X&nn~2aVO>QY z-;+Nve5uUJ`(QsAA+;uMNHsFhlv`sE#8C%~P%168TI72 zkE4Vgl#c6+z0MCrmQ>~*gUXK;2+t8)}DSrH5DlO9^8rw_LuNkGX9Wld3>HmdgQjvHp}c_J4i{>)@ZTch!V? zoe3kKR0C44>HW0CWx4V50RTMw%B z2z)itj{Ulx?6RPW4UZGK7AgPitP{08(-&O*FFEcYO+n%hEXHVK;4d0)Eg7akXShrf zJ}d8|opl}Ph(C3Yn_u`c$@CGxhWB_Gd37b`=$|+hYA*cqt7S_(lm0PDeb} z0A1VX)T~rmkIoQiTCL|i-WJfgHGe=Iy!qJ1SYMi5{4ma*mOG@LQIB|de=9JQ@}oJL z1`#yIil~C1?COp?m7t7?Hs6!VDvAu5+du9dBiY|PA8!}m2`;pBVV{< zM)4JZk>R(VL)j9$-4(#cCFA^)$&}C8rG`ffo_+oE*&F#E;*S;0rQe>emEguMUF?|; ze;Nqv+Taeae`B=6ZSs&2)IlIx78AXWi{bN82e}?1_kUK&^*4YCw@=^PP1CW!lweQW zPTKk(_ebszZzgaj!lcc`MmKtCZ_gk0r~GWXmhz~{*rYS}8CAXF*&@b-8sU_ZJ%^&*R2w;{wrnro2` zy>sA9`z(LLU(Hjaoy2*$qyIYeRFQwNKSy<`7T2)j+sZv9E6pth)v8kw0NR=osX!QX zerZxYL3Y6Yx>v~dZOGW-lQ!rjlyw$?M15fWBafJrZ$ejYLq9V;Z-IEX>hVZUp$4;eLS*_l{0JROB;o#1mDd(QC~U9%ps6#DjL2qodeVTsM|*FC^r6{d-{% zR(rDxU4@k~wD|z?WY3eyP@NQIupQH30gl;=rbppqMsVpRiSgSs8krWe>TMUD%quNk z#HOjtir0a*bVeeH3$`Ct^E%nt9iqFyRef{?A8Y)S(`cq8W+)jlRiqf&xkCKPxL^4kFfUsvMMY#z}mc88%hJI3{wj1?be z3|OZw%nDeVSg|0Z)QzXiOWcbQN`r-nOd%0Ict>ox0YYT31{?ZWG%tLY+I6tz$>y+g zxK%vwNJXzDyX=d{D;Cct)k0i8qag%Wsg??MHA61B2$I6*|D|5fYjbenv{ks!1N8ln z&1xiOej{|>i%VzgA&#en6@eWmtddK+(9l; zyS&|;7v3QwL?m%-E-E6~c+_;PkkI9g*!5$dcTu^)0l zOhua?0u!QiT!x1+BnD&25=9t^2~LKb^LTtxi=|zG)-M0%w14^?zPaun8Y5&}&@X<= zkr%mRK-q$vt#`q2#ycPPcoXS-Kb@k+)vQfT>K_Ahw>H}u7tZ9UUb&l?My`_QiCxr! zBGfa$bC~Shn1@h4kuH)&WI7ip@LDf9-HEL9d-C&!IcUNcR|7#NyEePNfaC_Jqa-)Y zJwg}r>s$TI&*f+TJ;0<4)va$g{c#7kT^^fqzyIjmc~`EL%3D?7Ai7W9VOnuXxZ*I2 zDrmN!*d%o4i0Rq9-0^o;V~v4EC0x~T1a0L2?wd_6CiX}oU%^J;k|JE&>H%!Oi*1$X zPT368lNPZdwWz8*mp1dit^Td~d7h(*7hPkPvO?cP3f>S@bpplm4lwJ|fs`B_R{&Pp zv>*|!)3$TS47~r8`)79)Xmv@Xi)wqn;G6`=1{%49nlWU9&z75g*cE%l?Ll)vzG3>OwD9-&;U zRS#y5_pkZ<w-NY`2vB+B3gr&4=11gSBg@ zhS}Gv8p`HL2xm1f>>dTkJ+=!G9?zRgPAhzJ>(Fw_(^uuJiYGoNK(6A}^54y0C+qmC zEt6FUdvzw4MXypkbaIKZY-HAA*;q7_C&fpN_{t~RyELwR3*HLeKkxV&5)dfp{V(Sm zUY`zGGp>E=a6Nsj-L*%-EO2I7*)HmQHt$=}ogyc3sIg2#YGzRgxlh2>q{m?U=|{&+ zk(wMa$-b^P_*oswg)PYok*G^S&!=7VP~Nl<#76{Jad-CiKeK;F;7#Dk{06*TS9S4yP#_d&ItU4N- z<={U`FsiO_e{bNBa9Pz`n zQwZcwTUjN9ZF-3>Wdsbtp1_Wl7n z=Xu!#qFi@y)2F~jH%DwPw+C-C6|GS6@~=qav44nwCK<=*VekQ;a^{6Dt>(QlN70Ys ztNT@3U7v=(T$T!Nqhwvn{l$leV0y8>|4I?wW)wAV(Cyq&5zk8|rEV-k{cZ)8V= z?b6{vwUiyt7-ZMxTG6|&`mRe~-n6*_uj>NHcWR<=K z%UXO-CqD-e$w@vq?jTNe!YA#x)GQ2d1IMcRq3IGGp(z~0aMi4 z*^bRf#>NKhqc2J|6jI=PLNr5@GZ=V41a--IAO)`!I=EP`Qh$Rt3`FLBmydM!?AYDYY@e~4cRax z=D(}B2n(WJ;&n^nB~~(M5pNY+#1(uS=8rPY>{i>!E-O)d3>9WOi8=4+=r|SYSt`%y=06p@gCbR%~p-yhKAfGkeyDIx_xweefVS<#q0Fjn4=Sa#(-BrEQoREk#t3_&nXEO_GDk4)FC=i%D&>vp;i=bWq=D|bV*M05Bi4a#kOPuO20_6woulyws&?n5&*m*04 zg}sx9#JGRja#sV#!5fkBoMA7-x>;Sw+u%ro?sq^X2biy;$L@39#(p8xPf4r}Zga6y zqoa~E#hajX!&-VT$n?b*iO&NA z=d5(^s^bS$kYSE|@o(M*S)F8`b=i~G)M zB;4V1{Z}sR&WSbH*nd{>W1-X*T(~o&EJJRY4ql}G)n+&gJ3uIJS(NZd;b*Y3!LxqaH%09b(cD~uKaH)^C}`Oofpl0a_~$cITF0lj z#GE4n-t+wxfHH-g4MUt5(Hd@P=8_=yl?TIIKo{%4xO--k1)<#VWI+aVJHn9-ifvGe zaJfzm%RE{lCU6L>dGM&YVQ0S6@acfJ_z#YlnNH6;Kz^FN5qoVjr^a6dk3MzN@qOon zSEr0tRpd*mnzH3!-77T-6Z#_~psWIM`)3EI?+gC;ry6o8E0=;>ly7NW&7iRbQT4t* zmZe2`?_5_lu| z;riPej${YwAFU~D*weotdi$h)n+jQ&Q6-d5Urc%c6K zjN_6!YitM8Y76{Vmzn$j=rUt@>n;qQmb)(RaLJiwI2rH>EIh+C{TYEf@HpJ=1e>dk_12`4o1R43dx0- z8<*945@<{N6z^2=mfEQvDksX9#aXL*7MuynMPDn&1vbY`DpOg za>)4YwbADH82nys4!~!m*!Pw=c(p%Hx}&By2N}IGQXhS~xI!++a(T57J8+k?0#yST z!z*j()UC~R3zCu`=$p6Ml(Axd?7ENs5p`AY3U2j^o26Lj;;_mR_2gUa%XINt}lfco##t>@MttG*H2b6bFp&N#wdF(P)OMdm@nVu#XT&Xhy6VH6>Jh5q zzE`-gG`6@>-P%5_T{9uAl$6VXf$s4(;-UUU`9(_OGf+~nbnZrhs9qtJ1V&OB{AB}- zc2fdQR?@-2?~VX%k1Rpn3c(<-wE`5tuj0s3x1|Kp82`%lqlQ1|$U;4Ww9-Wm=S)Y! zOqx_2>8*XiEk}(MGVr?oq|k*V>a`|&=0?ZT@9QhY@%ZQgE_W&g)pGR{bctKP zS7vM*xVIb=Dyjt0;yR6${>?aOjO1t47YZ*n?m$i%shkKO8C|_UCJuLDA=W%2cFi%Xs0KhY&eW@EW?^ zR42_$10OfS$>=JZw2^bXI9kOm)Rbd0!eUM*lQ#x&$GhsL@`0tkBOa>8^00O+IDEb$ z<+kW>$oEzONevDGLC@voQ@cTi0k3EWEv*5Evvr43&DqD!j~K^!x$ zx}IV1Jkh787pU3~CW%+b`=Kv9oR9L1>QM7tp({2tbT36YRDBC5-bWV>%D&#YW3fK# zR++6oRPk!nW!nor0E!)gCy1*qUT@!(8JvOi)YDh8&IqsYKKnyq1x-3=zgR=niN5Er zPJV=hf*&Ick_c_J$WH~!N{Q@!EA;G!?qq|jcBz^W=$fiZM!(HC?f8R))c68g7XKYz z)sRC@;D`Zt7`y@k0qbPu=!@G~G_}|n+3dV1oDr0C)#cT@5dRjT^#xj0Fj5DwbyPJp z0G)gB8#t473xQrEwFz@x5h)-tHB17nUG11F=QnFR$(Xbzsf;1;Kxi0LhH&$=b z{^fRVjTenF>p@&>j~)Yi_P-kmR0lSOlE)<-)5Ka5ypkEr06{$hyC0K67IeWqCDVyB zy7!M@-xDT#L2AuP>U5@erk`dYbuZJGOf1#{!7J%Ti-X_{5Y>V4-|ZZEGfvn0g+nGifX@(G>ZoD`%%R1QTN1n z&bQW>LZ_IXj_uWe9Z4Lt0CzIawQ%_b!%S*Bp|Xvr=c8M3)JU;=ccO1)Lt-WH=h>sB zQHA|{R);1B5bcdmY3xUIDu_15Ev{b#dBIwF{Wv&>lH@<#E>VFS=^fd!>AMt!;tg@O zOHubRgV>Md9eKTO5}U5upVrk)q&wnL5NXbRC2IIn{K>tIOcQFZj9%kz z1CJs5Uj#1?sNm1$$8GzTl+^iv0B&bBTv_4vDZnTMX+I8q!jo1G$9kNFMOnCP(dhu1 zGBlQQvG~Bq-+*EBdlZ>LJQu(cA;rByvxJZVVp1OdW|xTF>T@Gyo2o~?Os0t>G{&jA zggb>rKRzW;7fHGcf63MI-c<+)W}fy1g2@l z-mD%%XGWABS|fXuZQM?T&|E&e?MDKScHWelFhYde4&2Dhrtps@67tkZ815X&u#)8$ zLsw*%IQTK@cmZFFz$Rbtl`k$v>|my?pR8<2sG0%27e0(n50(8iLhDVIIkcEYL_I&? zuRc^4T9C{DGnCRWX$5@Jom@K!iHi#;f6`ky$Fo$$IZxK0Q#S7ZnN&rquo^{mXxmO{ z()^3Ss9X({<|r`zaO_BsRn+PT6OJWEcT?@kv1l8Kz%ar=Fd{Y-dn;R15DUGG zZ1=GYcLn6l1g)XYIcbZ05RONLHi4W(DU=3-cs&Zs3r8SWSblyK{cB^~q(6=jkT~MB zlkBE6aB1*lG%Oz~q4SnqGAq(awi-Vb;2bcI`)QC!mGY`vRGN+vzt@{;MVLUFp<#2G z?m?@nUa${R2@$NdD1!!jz&Tc->19`<9fjWpC#F>Rbs6dnb;%-Em|O~)*EO?hqw53% z|Hfd0Fws_ljw{6t6Kzvp1v@`LF*|4qR2LF#_?vZ-fvwH>RZMe;CIzD5NcRZz$+b|U zh^|rYs1^A>7!q&I+8RB_G|1sUFYr^~?Oz{#(qedeHC>r&ToXANJ8Lo+ZHLPP02jwy zxUrSpOtEISC^sWM(e|b(u8l84!KRz$sp@=oz=J(G%WSULJ=Pe@z=-=PK+wp4KV6Z_ z{Fa@Nl}((aX7@9_&0zfKYhrI!V$*ENW?tTJ24&3|+y0*VuV-!d=yVG%Lmk)h>Az2m zDfXY%Z*{q&O(Q_r9>uTIw5~RM>*KH4%+DUiVn|`rdS#!s)M4LoD^~h$lZjk34X4)e7?%#!Ex4@9S@1lT5#&5?b{6)n5Ee9#MU zsP~o&wY+8eNla%m*cpCeMu> zvbN|EZy`NkJ|Fb*VMsI7;F^e4P-Z%Fh$GF#U3b8{diF_=VP=!WV0rG|Q4I$bdsCxSt(4~=0~F1x=h0JD-(Pe^=JJQZGlCj2trtmi!6V{Xai`n-a6$qEYpWp#0h9k8!cr-yWrD0aSar zbtHHNaX)0ocAUHW<9x&yU{9x=72@;iL}+#uUXdKT4WFBRF8-*^&zU6T;N0Yhs<&GD z;Z@u~!z(+V3|ZLyd1w89gbK^a*Rg%71KlwT*xGnzE^vGm(`|%+w$Ryqyt7WXey@kO zkY<%yD0vDEbUx~OGExRJ5_p69r;MyinRkc2GUmNc@Q1*WILoS{RDU^7)gwYA!Dr>t z$_cTSv8j`QFx=V;tfphA>mTPWRU(ck-t`}f6Bg@sOnMLpp&191YSYu6nEca~!gSau zFo{V)z>FsN)iTR0D z9h~r1fRr_S@}V_*j(|594>Lg(C(${5QYZ@*Pk^3GKAGq;??}A}&EfX6oUA6(EWmCJ zS@szw=Z~>;c$jlM4_-_&oO;)lzP83m1WO$l%s*}M{6%p5@z68+u)ueX4w&Kqk8|NW zdKLF7O=2=$o7?Rk7@W^mzgQiMS&SL3PsGEZ!q0jg$jK@6Sua@V-YhkwY4uJwa2r(G z9;=tCraWNk&+Nq%ZGlu(qYuN^v|MTjzSImk>;kpRP+VYmK?H38c1j;?vuz$A#L#rw zC5i6b$3A$I)s)fbYq57Crr+p%P(_woclORV_9}CCEa}U+*`YM<#omTqb?h$!F>N}j z*|xRn%_~&Z1MPY{t+&c?5yj69eT+In%G8qkV;ORUjd(t=O|y=}H!=8sDeV zc43?ze0H{!@~J-Xc#$=`;W96F@H%Gm%03)xH`^ z!W;0tzFVDfi$$=!#6q_;-*L70J0>lgwpWqv2l?xGS0eh9yqQ&FndW=3d6O$yx1h|Y_Ppo-{zTGUlbgQSCnI?Fm)tzhLlwawxCIo*yI1{BjD!k-0Q(RO0ng^y=a`AzW zuCxt}nJO)4oTQDzwGEPgJoZ(I8n-UwPLMKjRPFP02Q}Q> z2-e#C%b}u=5&mT_3tV)j7S*;PP8>P(AvTvz;S%k`d1t4FL z{SmNHtwmPM&>iyv%~qW!9E@ZT@LEiE>WOZIq0L}_tb%8p$%RHK2hUGQAkUjZjkSMY=G$0ApiL{iASETrN1L7AlM~u{FxmNb|fC6#%hw zQWq6*#f#8ca9Bvr$LG($?5jjcmUZXsWky3RRY7$iyaC0Op*jzXmXn#Zr1Rz-f`uYw4hLp*MNY~?NKwf$hP zY^;JbID5c^U7dQiB6|IC;Mn!e(}x^eD_2vhJuhjWm}I9ZQM5 zUjztqdD4>Tt49?VoyUL0Lul>KzV&`)V`k5zfB)jU6e{;9+xy()~7C~xk&Zs+y*(}7W+Yk8&&tEnl=0CFkW!8t#}g3tGc? ze6vz!{)69K?0pWwT_za*crZoDdIrPSBV6R?w#P^+O8dkr=K>KzP9C7};$Mcm!RY8% zM296GErlNQapk9Y62zy#wShJA{Vv~52JZ~xf)!qb zXY*T?QzlNlOvQ}zl1^}1L2QfIOze?*oz2>Od#1g~i}kb57Id~F#;KV_gRjh#nE>K& zkifuQkuQWC#pWhCyM6o)HN0Y0cQ)F-^5J$D3yLXb3z1QmzF1>|x(}i-`?UP>Z>S`#$$BF1xn;Zd0Xw!fA@b^b@9{vO z#>vP-4H5NO*~@K7D=apPLCKKV3AJY?B61 zwMQU@p!uJM6S(^gN5Z7`K5jR%1}N?f?a(>6Q+&bR_II{=Ud_O=vNBXf#QBb-$z2~K z3g@z#4 zPruO05B_4>+b7}I`_9WcIkE#*&u_>Y8i8T(cVkoKcuDU$TcKn#9q;G`9vgS$#Zd0s zLC({pTasYg!y;0VRB5s#MtYUi)!4_ZM6hb)2|G6ni@+cMqrvs9q1x^H?75EL>bIfA z&mp*;nEt|Vhzfb0V~AAnfRrQ0}~)4MA=WH{n+Dws$%!sY?5xJlJ#)n={tfB`Qh z|5BRh!d-3WYLE`LLV_Q_dL}7!Rhi{vt}o>K4&ypBWv`t!6r|zhPMRk|u+flRyP-(o zhCtd8!=kEgdQBGqW4xbV-KT|uvxt*`PDY!rUrc8|;T$ppvBEqi-9$2FMwpd=c=U^I z?C0EW8EF{-mNO7Ii0wDuHN6+Lc@R}a-d_YufR$eaN1s~$P(gg@>Xej!`+`Kh8-KHVBaW(rUpNhsUcXSv z$Dx#fa;Iv}(V`(ga>dGcQ`tXx4f#s@;U=&B^M1=Iwf|Ag|M*^b<3lETZ!*XlAX>>K z?I;^_9dtrk%YDM}<;#-NPCx=F`CH{HsnXGT(U8(HcGIoVpXiC_lvGwuy4h?n*?m9$Zt*0cE663J@(X06^x>AJCs? zXIHIzysekl=DbqK)U8!R?*+=y{LL4oe77O8PU&x=#fqb)2{&>ox$^!nij`zEk&z3O zWK_K`Kfu*fs}BlKG`k-G6k`4;4Ed5jUjLxie%Y8Pzxw`GxRTCP&{A< z@W$2#s>Eion8PR~kJd}ZE6KBPEuRV4-~N5mt4a2(1)+;)FcssB)ka?1Y(~7Lc;0Ah zO^$L6Lz{LEoGBP3%|NQC zxV&2q2`y-^CQDUE@&j=mxGIZH`L3k>@@H@Qt{;_+l&7Mq``ItnqPTv*pnH2we~^Co zOOx)@!cl9$I9Yl*pWrgBe$!M^DbYGiksIhX(SuT;ym<6yZda zrOUb5YU?DJdkU}BSEMQJxi2x9I3xp?kw$X7^V;AX3K@19Gzg+9BN_5);-TnfvOFiG zh07>y5JEN)kn3ZPhoa8{umyfR&Ce|KU5q$PBaxKBh`!kKyI3F-}}K{ zE>qZK>oxOAI}?ltR0kCA?&bcG5~q-J^lHQpWh=`C)#D<5qo8-(=)zwMXD^ z)4(Q4O7drZjhFRrFF{{6L&|F;@+t+sTn4R2x4I}n!L_0|7}rMWi?tIfh&G`i-mUHN z2>0XCEEQ;mQcx^M;*hCcRlr5D7P_fAWve*-*$e-3h6Pw_>G14g z^u%NBd;YmHGXBKOcmYjA8qI&d=Xqz*7XQIiBV) zg*HtjH}kQD*n1))+YHDIzGEbZ+4?k8ec(ygm#c&nE{zn*xZ)vA%)%A><#as43>04f z!Wjb0vhM_oOx7-Cxou?^-=iCRI~AZ)3@GeS_0+9S;11=}Ud_u

oNngDCyLEkrQ~xCW>M@};OgSRT24{U7O% zDnPs{zs=m)`7vY{H$37lUEJwTI$#_2PjrSZS(8!_*ll1U4w1yxWe46`p8=45gN>+ciqMxsXs}-bCZN(#0){Kn~M4k!pcOA@nIaPywJH5yQ zoIw!~04D-*%|rm%UPR|g_`8KD8cGICWUNO#@d0`6_#Yo$G)h~JB*%(YY~*tTDas#% zkX2e3o@tASOippnYAQQ!4!-sK{UtBT-@X%V4%*ntXnYRX1^)LlmsHuGg%Ts%OzO#s zb^7^T=R3>8d^M0P;8X;`LnO*y)TkNF&KA!Q`6vGb@x)VU@*5y95o;#=ocw|DTL@Q` zP-l`<%2z4*6FRY4I7|h1OypdZE#ryLp2GFk+(&0NHRlZ!yMa!XPpW`Y+4kR}d6!7+ z0CW!BnKk~>grEP4pd94b6!esYidk`Mdnoe)8Z`nH(gVtZxYIm9k!bDgWq(pL&ZH2`N3T8tUxWUciUN7uNd<&C9` zc#MJp;0_2nMU~gbH&q&ML(eRNRYRQs&;ik9)|Ge z2J6pRe&5e&U?fH|v`(yZkq4%?E-Y9bNR?LHLhH8Xi{}9>EntuRV%oAqP_}K|u0%_g zGr|5CVYES}=CFxKtEtv1rr(LJm z%39ny`C!5^&}165MU=3ENhV|Qys&C{ou2VH0gxCRh&gy)7ihvPl}y^y3)R~S)W zjY&3TE?Ht{70&XVeH*@Zu})wh7MSMN5^dNmY}1Q6pB=%)n0-93Z{VWu>0WbQbDtkR z_N;1;?5rI z+%PzEB&MH#)&BYMe!Km%`^fNza0y|Vwr{Nq|2X1GHm>DN&z6tp6BU`iZ9vt2hH2E@ zR)W^~t5F0M(?jyt`BO82l|ahmG*37O1h?$;j@2`B#&B98FIqfiZO;8heTkw{vP=0f zR{P`fY6q56wr^L-l2ZuoGm5e<--?4^0Ca~%>x2Hzr_+X8i^{kI({f?QTI7D2Rg{#Q zOth$~QqB=izLSi@Wc?g$&4p!D3<~ttFcSK$l4QB@Ko9-~oXdJfo$o)}snFef%LM1L zpvn1~9Id@~a4*Tmr+oS+?}l`>OF{=^f_9QQXJ35*>@`Xg*Tz{U+FY_tAifSb zR6mfZd~KAp`K4hhp>5Ps3WF`J$TeNh=XF^x3IN3ayhx@emKt)F<_i_(oEs{rDxe>< zcW)F?hS%DfbZM9ubexH3%~U9rOW_`wDqBRS(IqD_-S(C2rrw5=oyA*-=*6j&)V-(A z5${N|w2?EfUynj5F_fY_4ZZ73KCN5*tkFZ|c%`dRWp!heW~n!I8Cq5#ef2$>eh3 zU5N47 z&Q^&rP#3dv2OF3CHb3ZdnvBjbHCU>ND(TTYpX1&U0Ng{Qv-A;Km&K9|pXlQ-$$>g8 zUd3O#a<=*j)B+>G#je(>3vW1Mv0YDjX<{WxQOei#wY@a%aCg9Z&CMY0GuO!wp^~9W z(QDqW>Rcn_;_yma4UvOOBQGcQpG)t2tJV8?YuK4F8q2q4bIs^!-DlFRH`)<0KK4o3 ztP%cvhpgOCNVgV!m{vB$GWRg112E1;cdX3~FN!kHCAYECPHwjxky63ki%&{XjYhC6 zE&4n7NP?$-jT)oSCsxO9mk1Cz*F#GriOwfVpNuSx-p$H(Y!2;QCDZQl6o!w%Z-!A@ zG8EkE@JXA@irNaJ2hVPHR(rTLUFFH5W|obvb`!OzU|PzRcL$P#92fI=-$&yd#WxsN zmQmj}Z1wK!7?xmv0>^oHl`AyMf>9O${0p+-x5|Fe(tY;TZg!L{(=w<^P0G^o^KTWc zj1DX-CD{Tg6jG%#l0P&<>M4ausE)0+NQX_Rrd*JYnP6(lr7rbGXw9WJO*-Cku>j5S z(@U`nDg{(G3U*Ii{BdKkX-{$d2D;qnxGb)2^$tT3^d@&RhIAUyi#s+|9x)DMDgup% zMsDP_x{HG(%|NZF$3!DOG~uYk1-OEJwd;%QSsS2_KJ_zl;=smACYW9?t-<|gs5FxV zQW<7t>KWwE8_?TdvJZxylgO37XBkOKoBRY{N>(7; z1nk>xNm>Z@&qfB)4(Ze!1!<^!I;J@EA6KP|cZ1aMZe7l0T;h3Bt-yzjzM#Fy&#yz@ zZ%61SiU=pGl|eil8a$))M2s$@(P89L6M~m0`msgLEcWn*+${;(;p? z(tGdM|HAU-pt;=jrGwdAm^SG%#4e_`$p0|^`^^v$UTk?Wolt`zIuY`8r)^7bc7@7O zTxF+chqH?N)VT~Fnfm_uzxUkg*S^tNE20XsS0MT^!aTLjxzRXz*SQ$QL9EJo!T=ppB=Z)d_H+6Ld_A#Z5bf7Ig;0B2hI zVoCCkEiynfDe85bpDyGGaL`oag$m*#K32X_ zGah(9PHxS>R*<=NsTCgveITFffzTKwg%~^do18>f^w=@3jRxy6cFqdnb!3CfxoeAC zMK)39n&{v;Z`C7Fy(_M2E?;tVmleAE@;vpxIgN)w;7fhr(SVM?_$prb%&J+V0_k9f zSnqfs;wV=l7N|s(Rb72zx7Jw?Kt&o2=F-o}1tEMlpP;1#n8JNc_kKTh+VOV@ z%#fgvu53}b`TYQ$t1Zk^Dj8Fq3(wgw+FRH*y2wp z_e9M|Dy!VKcPtb!%*5JQOES2qb1LZt!aRL)z%~LVA zGJNbNW}*vOqqX~qCbi>+Sf}mJ2yWGr#SNS*wBV(jwRr^Y@ivlaYdU2Pa{7fLE{=?v zD7W)}su(DH!_oT+Z{Q0CGY#F+_){0)>p01v=h-Tuu9$SFxg7By1I$TGi1cCh83D$b z*y3b#tMsvN3k89#U5~pl8O00+qI>*x&SM0eR~mMPdQoOtrX@d`SRUROCrTY*)#L#= z1d_nyyx@J2IKD}Dl2abpCv0;6pg2!GU`&=?gGL}8kIC~Cjbk41PYv4KQ*-ib6$P)9 z(q0j(Ve)B5)&g)U!I~0EnIWX^-`3{xeye&oXCbY8&FD~U!>KVV_sAtj~SMdHkNfx1WDJ>$**~vSo z&9TD8KoTfu71PyRh4;UR<91)c>i%-R2ZqMGdv?C0zIhoc9xRB3C=cM{F*S(&G3LVA z5TM|JSu<0HCowFX&K(QQrTc~qob9)E#1EWEHr4kn0M?TpI3WyE_eWO7%YnwY=wXy* z7`L|d{SylB# z>dq?Cr5C0gR<;9@Zx4crSW_Q4;ym=p^4`{oIxKr`)YQ;&EXlrf3U7+N~Zg`i88u7Z*!tx<7H{5z&6DT znpH|8gHf`I9Y=9R$3N9us2&^X{yJ!B@Di z=Z%RPYCq5zi9xvfls^;eKFhphx^-8gMh^pdd78K7nGYHREtRice8@4^U8VbmgCZ0S zM**o8dUD*62*!Xo$GFlSKLnr1xo7-=tx^63DbOzF0R0;RTs;#U24nnzKg^yV6qC=b z5%3k#D6)s;)ZfKHKk{fbxb3xY;5|sT1ILaD1 z=6cNz<0To+FFqsr)V^lB6bizE{Ph==RK0BFrq5osE8L3gyziV8jh)x}wTZK5)nrvrm4s-D= z@ARim!2~s6m_)W*2G}!}(~aW(>b-##2>o#X9OUie5Q%&+?+^#4hx^3cWu?1_BQzD@L z8P{k@Pjqn<>6cRsUgfR=4LsNUkW05#)@ZWw22qB*VSRY~seY*lG!5t@Ecg_1^^frC z1jXiu`IxAbv~;D`R=qWuff*hDM!l#Rh|f)|*X8kyMZJYkMRiVO=h|x$>AuHEUzSJN zl0U3GP1fr238=Lm4C?>T>+~wOn!t$QjnPOE6}}oLu2cY0OD%*4q5b-c6uL}W@Q9; z*_2bw!PyIGmo133&#ZvO9Q*@svNb)LsWz(ItU0H{* z#Nq)Pc3IF$+@OV!_Qpsm<(oo-F+OvI-7wFEy1Wfc2l8kZ(A!27zuGd%eRJ#G*VZ$A zKMQ^Cz&OmE>A#!8=CXztVN5;OSh|Tthj5vkC-4rMz?Pzs z4st;#=XILzpH!1RQE!D^^|H>+7Xn(%(#G14o5YT^U{{IK< zr;xXl0s7yg9SR5t?g!d$;?8Vr;B3H5@9gfZ0)PjCJkKuFeEK>68(rLCfq=nIK!Je% z=c1z`o^T)m*Ey@@$#XLOEzsip7ceagZ1UHi5XDz8e#&omg?Y*MX4dZpR+4^EU1Gv8 z_=0mZ%$dlQ?sotqrh>7hgv@0PRk)jTU{q%^uo6^V-J3xkvcO{iX18x4m$?y$5Hl7t z`ImLUSO8~|5212hKvDul8p>b75#&WE=t-fOBUHTFVQzZU<)u)09rUaWF!=R8bMmc7 z$CqYE7xBir-^!YB*<8KQ=!iIBYqchz$w$fyr}V!Y7A13@!d}lD%((2pS4B) znFj;sjc{*|+YO?mY_o8k5SJK1+2Tx@z!wE_h5wCkXY6e%M(J(|@-OL{O9)BvUg8O>z}ErQsTM$p?Z7aYr2M@gz~yNF{H6vgG0UABDjbPnT@Lgkd}frHqo| zR&yGZlN>8Sxnkm^#xMjKg11ID3QKS^6&ilLOa-vIM}7y>6M^?iO@Ub6n~M$&wtJik zB0d^AT;AkD68^|sW*k-K2s7Rn+eM2yjmk4kMBc#aO1@=5ON;hOH#{|S zcJT>W4Qs5*&sI0(U$=?dn(`zX07U5F5g@^+g|JH7G}f$;AcaeJc%4>`$#xE<3tOvm zgN0$vWh7IFQMAhV_!=$U5eZKlvx%%?3z4nbtsEI)dV8o8j;VZZzOl|?vb$9w4I)#C3_3o+%ZxdYGD$T8N~fk1no3qqHPqbQi*arwTU#{pb!=qxGIOnKkPtMAg^K z{ks8XiC!m_-$qG;d!yw(O7v8-d9h1!*mb`;W;$){Eg;7|z%i(KhGQd_kQw(=|Nh3K z>=E9BrfLl3P?(nj2-W(<6LcAVuKhMC``1TSw)(odW|Wk2Ds9c~3tC&<63}GVmm6_B z2b5Ba*Zb`1J$v-nHW4Vl1yfllZauAo%oCyC2gy9D0mxD_9Tc^OVXSj4#|9^^8JT9u zc?DcPtZ1j6$SlZ{JsFR`cnO~IOw@d`-S9w)T^m8?#%e$l(g%rfT||+dN`0N1Bd!|H zVSp5GDn5Pxmrgf(1$~j9Q2m#||Ci3WFw_5=&IKwEAjqF|np!y1+uNG`PcXx~ax`sx z3pD>5|G!{fbU^|ZELu5!bp}q%iBw1>&w)XAmo3f_$02bS`a8#M3*rev*+7v>r2dld zmw;CJeTo+ltXmYk{nK#eyw7>g^jLB0@tW~4+v;5IZqyhLOeUD!zA(G~ytw<|!sGpf zc#)LFu7cxqLjdA*djjXg1EvI;$$b|T*q;5)i^TNp((7=)9T=WWrPuqqbU9pKYFtU4 zOs!SY?H0QYn(673lXUnTMHIkz{ZyOP>#*NL8BU&5qx{-%e#8Fl^Ehx>NrpL74?3fq z+xgq)stLHymHgoK9&_ds>4m`g@a)j)ct)?F&3*6UzAqQ(m|mOHZ{%^EEkZge2@THQ z>6k&g%lQ@NQ6zYL%}mr_%1vqQ`}h-8T8mG zRY)u@kbd(~)?plz7_+sE7_G$YDyGV)gQ2F#`gMSYlbx@yCzN%3u+s1mmfA^YY2Rk9 zGdk_!4-0VGEa^MZ_ICoJ{m9ox`=r_oKcJ9*;WFeNb5^h2`SdQ`l3w>kmix?WAk`e- zO2Dba1k(dATh%@NN_v+26BRF2GA6WOHj6*4xm?F~;6Ezblx!XQD>kk=!LlVdhUeQ2JS`}dHigdPjlQXy#cQQZ2mw74a~|;E zG$Je6&s?7r60zItO;`n{N&cy&;Za<4g*9Zd$fw+qAgowUd3iBzoJ}ZF_-8uf9 z8Et{d5cDMhA+Au=L{j*Z^6FM$~hUJmm5wa2>?%#pvt%#~~V z2ASOp-!W<*V+k!66`km{+b*8ZzVbDYrM>vz@Dd zQi;+q+%!=Z1``{MYa=xZtp}|aAMHLoRzA0~Z?-|X318~YlejV*{l_Q`o(DXtfge3N zLLF=^-8}a_)B6udqz~XHA=D}0r&_LnPY3m{{Bzm<2u*o)k@Amgsr(7b^Woh2zuErH z_HVX-v;BXU?Im9)R>_E{hmFn-2H(W>UmEh)a=)o}YQgXFD`z7pT8B8&!A1_XBq)c; zScPOFWhqSayH?iQyMi*OfE($xkoTv6U0d+>Z<+Bu!3TST4SNzVcyAnni&>hgM9TYn zhx5x_9mZyCz>j796?-cu4ZzI$!#>{dj8QUFQ5l=N$J}@(UZkyLHR@nv;1uvy;)>ZR zU|7|u^wLp$O-Os$w?)@nTBpsIxcb^z!5PZKc81Qj)Oija#|)EOS=d;cx~62Q` zGb0LjH}yY1z5-sV!v4Q~s{YOPZ?=E4{r?x+)Zocxv_t5OS0fJQEAO64RYqnssb$M< zaT1r2N=Kp#iY$WZ<6{{wDXH*?WG}X)N_u?Jc+Bg{>RMR<|!6{NC4~=xbsi zSJlb)Dnkxgz4;3bz3Pt2yi^WUTTcPzcrNsxyC65Q)jrwH%;`c8lZoUJ$HZSfK0Gfy zcA82%(9Vsc2rbkIyqaCrJ5>}81_x!uXyw1=vEH|vC}FHWV5U<}nwK&-#;H`=X= z+e-nn{8@{9z`5+frD!hLZia>0yGBlXGD1Z-N;zYMFI9>M?ohZw`edypDAHk3RGiUd zNV1%U9<010KG8C08(anOCBORXnnHi9Os>iObjO-!D)_y>+_S*^G(hTahqX4^CHG$57Y3HQK#%`x5G3T1&Z z1XIdlf|+PvmX4j=DZ^#oN8!=PR+zfB66E4`VFi5LnJ8kDFmKRKnW|bO9I}(V)_WKs zq!j7d-QF2)6K*x!wYT2n)}`vt(dC@&JiX5IiuN;O=I6godjP;AWA77YrGQl7Q@|=Q zX5pOk+@1sdfnW0}ph^ew;RoWJnzRw`@nOyZGr07atmo0aR3~)bxQhM>%plj+&wF8T zZONAR>7lmG@ov7Ke6K^Tw?}8z&EOY<#odWdrH|H@BCtA4 zPiz8IN&(ytU;QshE~N9tVH%uk6Ay2iZ0sy-p<+Vp3)&N%wGu#yLu*5@((WJ~6M+O* zi(t^3V;Bq$qa%PKeF~Gu_;@+&m__qmn;2tfYZPA_$P$>`EylnujlbD;Tl+5lVI|aV zR2>=Xa&k>Dza}VgR%vm-`)J%8y|+@RQ!?^2&sciH+^KhM^wKE+;{2(ZEhi_DtmjsIEybvz^?q#Z_Akwg}p&U=KE6rfCWTwiFqO$+8hWl{71XLZReFDQIQ|S8T5x zAJur#`ev%h$5y_fF~iLR>uG7xK21+e>*MC_bM*95=V|`J?fZ$rnqjI7eP-~rdDA?- z=U2`j8T58zI>dL9ex{xO9m5B?ZH8XEdI|tD$}hXm6gApRQ*Mq;-dW(_Igb2<*8lU0 zQUzTm(emIB+epOEKBb55j@s%*5SQYP-C-dQ-%KKi2;3(7sL0&3>xoiS^s~h=?;CZH z$eP7BDqXM`v(TH&#W7AHizvfbo^H*OLpxxH*Ea~Yy3d1Bj zc+Q-TW;G~)RR%f4#+m*xx&`oU{;$*K#Vf zeB)0t_;U@*vrc}hxfPf)8<_K%Kj&YTdr%GOxlXCKn7`{6OtEN`pKM{I`MupWA-FP{ zQxVKzu`XMnKhZXBorGgXg~LIx2bQbuxw_HIa?bnP zK}e#;oUD1o9Ue~ATo(W7eZ!>H3DA7*dSyh6!?5OVRqEq;?+GFM?Jj3>vU92X=rodL z=t~RW?ee)wzn}j)H343gZykvtj^)fx0b{vmRyWx0$^=ck4(w$MVRcM+#O|8w-soQpgwj~u7#kq$TDp1n1j-{uJ-)&kftulEy z{EolWPx@2w^vF)6;ha5z#JhnDxbzU-h;55q_vWpjrcL+$)JzA|qDSeACG?m#2S$#Y zzR2nz+gRswd@AJK9TAT7<=pH~DIOS7^nbVBnz8qmVfP^`a>WFt-3UgGivTMG>Eool zkWfU50R}Gl%*tP!lefg)AWM&MO9i-Rcx(BcGJae$zDdc*Gx9cfUY%1MZ@Z3C`6~%`jlYE||MH!DWvZGi$8r88AasO;1mRrV_NOG=Hy(7>T?=9A@0b$OmK z@qrswMg^yUOHvL*at>~~th;b>;l$3GXfHC9G|1_jD_EjU{4!pQT2TQppgK?ZVz59V zC=|NIHtpxb1Cd;`X}+JKle7SRnNY8povIx9`9j~Xf0czkGWlQ@CS|a_AAC|Ao~lY& zLb+k3E|>aXqTl(|@5h?_1Ilmb4EE|w_C_Y}8P}fBh&T-{wOW?CY)^DfK?}Z)+_XbF z%hr+KX}M-k!`qS-ThK%P$icRTtmyao{U*uR5uqGx(RmPC$te9yAK{H!v~t^fI4y&* z@BPf)8t%f72S7Hx#+7E#A)+7{x-PS?cw+07wg- z*KO=FsRW6`OhXVqN83hL*oGlx@AkdWU!ke8-c0J}<#0_Ln5=hvUh0X_EKS~SA8=E- z$AY~-Pw+?A;=LV%f*QS~-m6jWCf02ljP3E)p4WFP1j#W+%S*ivcETI-Ws`VSa+r#v z3|@GSE4Y4od|_;Eh-sHS_nUO^fnV0xYLTs+0!p&IDrd}ek%De-Xw6n@rKq_6TUXIZ zAT8(TZC%xp(mTEj;|co9;bymnSDYV(%`LSMC$>{wfnPc?{YiL-fQ@btSNPCq9!N7KLaP3aDo3JG7w;BozbgEvlf&|15NGXG=D(!+n zW}3{p)A05ShM`+)eV8WjwTl#qyZons&c~w)C%xTAL>Y4anBSdQAMCo{DZo|!6c8PF z3V3+2u{>#V?O_F1#;ty1+fu?94T71-C%zDs7%vmRAqmb19B(7-Ri;goeLUY-#Zo$T zJ~*`OPu9&7r?@)nI1xXe^Gv-CouD66+dGV_p?^w*207a${i-YM*H+>)8*e&4?Q+fjD`8fa6J}YDj%J6e4g!8;J3SEJqMyB*e6|=-oECAYUf?2TuW8 zHW^Mw4NiyMu1A!_elLqtK*AkxfZ}@q=lxgzAqcCy$Za%XZfl_+!9*m{ofc>}+|)OG z|15rE^W#^7Qv{Aix4_JSla7|7BltG~NTF^?*D?Pl(GwoN`HeQu8S!lPZ3B2hN>C&u z)RaJzeF|vGbc#xlipZIC+*azkqed?X#rg_sX?lXK7&m;pi}`x_DOg4NskT*q+MOq$=){E0*gUQrg;J!5~|bm1!PUlUzEo z(S?!bX?Xda&^#mp}k%zVK6%;*yxHDjt$ly;XjPvBf?c?Ek& zLI`+1r&@e4ygV|pRDTw z^buzp@eZg74mt&VFIgDHkLw3^vhd8I+PM!)0~OadE^M9GmHA5y0`OnVy5(=1c%2r3ZA#kA$L+|uhCQ?Dba)x}??_Kz&0^J&zkA@p==im>ygp?T8f z7?}`>P2UNvwNQn7L$vN@y>C6SOt(hUr^URp4Vb39aW;pQ_K1YInn*WWAx~Bl`G?GK z3LyToYr^bm^~ki#)=xQFXk&MiDsTBOM-f);4h_!Cv1zguy*;M@DWknMzC;gVBByLm zZp{gs>`fR9CMUvK?-g7*T_JlJ=}c{IbXnbST-|*NiG&;AA&RE}!XgV|(9#p8W{?!) zW@@^Vzjn*Oe1wC#(?zH&?Ca{o@ct-=Bbhb^J@@5Vlv0L)rftG%LeB}aEMy+Q$@jxq za7B(ESXr=$WO;C#Q_aGGs$&csG^gi6xjFxWHR|hhDP_a=a;G5^#e%~!xYnv#s;`n( zRpUk1%-ALVu#SbFMBZEE^+JlEr%MXgA=}lShA* z`Tb7k&V7FqaNp)#-z>wyFpb|`xv!AM8xIcr>P`VhPtM8x2Ki%s(hk%s;0=5$6qGtw zk-GSR68O)RoZBWuE*~%K7l>1+!&u5F4oV+Gt~(-avV1^=1X_0&?6#t!5)5{ZS504K zcZ@0V6yP|cnXpu2_UjA5-Y&L}Gc{xPqI=9-d@85~Zg2HaYZq6rMCB%H`{;hD%$}&J zx#((Io)^!Z;hgBHW+GW@?CikvMl~x&pp*ncRV2zWh>F@3Ric9eZths;qb(-NXRHJi zj#)UkNx0+Ef`R(WDbH_dJY*}#Aq?9(^=eF1ZuY6pTj@W~hHQAzcz~JIc6?I`D;5}l zh22J9^ZgRDi9Z*{i=kbM4A%MzBC;YhePSK<6wJKT+zr1=sqAl58Exj5%zAfd#A$h% zHxz2L4i_hyEV+E@*RLv@5syc8W?7j`XJk)QWJFB@fr>=e9@7ub7wJpC`u$QGD{EV5 zYt7Qe?GyiO{hK-Za3s_W1BayK+ma0y#Z zT2{cK1TtT3(_lzW1Oo3ZKBk9rNQj?B+0`W4Q5M`flD_wRjDJ&w^`KFo6kJ2%8|fHa zrV3r-VQT%%8T70-3&E(DSZf|Q$PyewY}Eo zh81$2X+Vw|DkTY}#VYPah4(2HWF~`v!uee~-9821PiiIo{B;9PXlBjT7dxuS9e6dS zIG(pOs=4gxyO3z@PKySTeMq7t{mn@oT0_S&6Zq>Vt8IkXII-Nt1QOU2vfbB{xhh6A`B{)Z5kOk&&t^Sc?h=Xgw_q2cB3V39bBgwCglCyV%^pIr8MyGju`v^vo!=i(+~>Xb+7ofrHf0`d zzz}byDUxY2V!)3SqNoUxJq4(JtGD`+8fNmb!rCuMGQoQf+kvv<DHsdjxJL)$Urt_(K+&Oy_&3;V%vBZzz6WxWG3^D`}zcjl*SCSA{adJmib~Xb4y&q-m4%YN;b|<%u1h$2$QgvO^ z`1bEw%74)Rea(7SbICjlF#5!C%xN)EIDl-Y$Nc#^BVb)Cfr^-?Rduaf z7{OefO+H_5;!xfvW^K!1cB{HTNrk5)M@cM?62AA`O|;VKC9XsCAo8NQuw8`WjyUeQ zE4EUV56kU~W4H6;C2MWSFp8v$&^Va%RLe|Tl3_6RWQo>X`vF*O9Ae#a$@HG-cw*)T z&RXVzmz^RyRAN5tiM_3b)#qqgPn?21D$plKs*ceSH!&(o{18Py9gq(nTgZ$V zoe1}GSm_A0X_U;ha^ysR)Idg#fO~vlcqv_z;&k%lmd=tXQPMQ5;cKDk%yt9a(a4>4$=Kb=7r- z5@yvYApB90)&ud3?1~>xwvp|qmxtLEH8&h;$V@ozvVO9G|A9JTgMULd)-APK2?9~4 zlG>8}*r)r2sV#>Tzk)PXt?F7qa=>60O4mmY+DYYamvmmvAe@Gg5Rs-zatVPn$zN@1 zK!FKPF}>AZI0(?@{;MqTAM~eUpQrA^%EhCneN>nZp`DVuwBLRp=y3?MNy&%!YXO1D}TPjr+ies=x@&ZlM3U(RjnrWSupFGw0c zjUn0DZz7XpiG`&S)3%^+Tl)ybbxlO=l;sI*>m=1o;N+JF-=J=%09vk7zy{CADS#Mw z9CmclY-lTG%jBWmQ#Y7luALVVF+@$9&d%<2kMg;mDW}`z?5$s(`?%V4I@_$0K!aJv z;!Puq`JK7(TdgX3Lx!_0Ewf0i)pV{|{iJ>=Hfyv&_6|&O{iHAXyJqQz=t@EICu3u} z^o{qQrunQEOE!xRcH~^rx1$n;&I0Oal$Tc@OP|)pQsWZTg^4oK05vgNZQ*_kVbutx zD~JSo*?d#MR&)fTQxa}&jPTl`qJoMi*2Hg6I71hIUQHm60m!- z+m6S&+pL^HMZ)Gj>=`kZO6_-h&`h5JWZj%m zPBvkBThfEWKeJ+Z6%LPEry@je^5flxWn6xtSuZSs$pJgvzKf)Ccu0_yO8|GA{6Ivo|&(;S5*>rK}X|7Pg%Bb}8QjuvWu3+c!C9=&HNse;xs)_5zIHUuk|Q|u zwSNY`NGSK~)0n zxn{!7%y!?6DwVIbSil^G_&DLD{@BK~5Bv11lNRw503xv+p>T8dEt$z>rq!N09eY7) z+vN9|bHT%gpUfEt*o3ZGt|hVWQoq4SxiOq1=`@G+8*FHn?{j+H-4|g~O zxikF37zuWl9#*`l6M8wu?OMrUjbeoulJ|N_io3Zd+9GPHxvLy{=ppq1#a}IMsa4Sr zCv#`xvi(5R(qEQcVf6B9ye!k5m*W=D_Bfnx4%8=e$E2?Z@6#p^r75)@o~>r^NY8HG zQC!4ky4MSgmtxdxgmGgU$kC15*`m=qBJ6T1y)A`eaEHlpIzBPdY^~bWTD~TNh9c@KAaWaxmN-0b4k1 zsFHRc3KIbtgY(=RZ9Q!xArW*)k?{W1zyCnjFj$mpNHia-1b^2zWvye zDCw6w!I&8Qu;RaDpd*XhJwafrd-?q^%dmR55yl^9U^V0Kc*|^+kQiwDfqLL z5RgaggjJO%q^ijs&-hTnuxIp*ouz2ofb9!2ryRwERwtqVsgWDM(?;*!AWw{u`{p-1eADHQWgJBu|r?{Vn_&aPq?tKsXKhKS)hNB(AI50ASo@UAmiK_Irthjj6E+kSqop+ z>AX}kW}j&Zy2Q$_87aYjmadpHB{PMDgoJLfVfl0|M}hVe)hB&Hu=Np#&|dJf+r>#( z%{GX@;>cKWWx5aoK=ped09=8N1cdEZvWaQu=-;9T$uOdwY)V@7PYjif3xppP3pF(O z#>58-F9Tf&@a|c@Q^0k71PCl1<)V**1sAr^wG(GcCLB`bvrk9c)% z_2imCJf(JCH1L+YlE1?EA-bPvtCMUPvDr*XsW-Aaj}~7GB1XE{WR_XJvJdyw(I1Ue z((Gxe;gP58JXYlT!uh^Y@ZtL@LlYNE(+g2nFugn)RUq2yUdEf0c!KD!vM|r!gvqr7 zJrDz$6SHan)WrpGPZ|KAn$4fJCG@PO zF#mMf;KRW$X;KSD4ezKt)k2pI&gTusWn;rQ;gb5Di7sXA6*TAy>U{fX%$mEV;;eET zF}nX;zAaWLN+FKJ7>h_vonueFPgJk;hF}Bp5A!KYWuD}RXSKg$%md3pW9A2f7giHA zMSEY!W>+S@Ub@MwlEY*dt79ra-|5ra-=h)rydp|Z7FRZ29c4E-E7)cCezt;ITU+E7 z27z_di-7lbOurpd`s56&Hx)Nilf0~&s3#nf z8f?z8Kc@wvx=sq`9?9|XjP5hZ8?Y6F8WqsFxT=Uco+-9=FsEAkjOgia+CXC*Y4wqN zps@fxOh;khGcDBpF(YtWcxsK%p5^q=3KzCslmC~`H+p2Cjwxp`=h468#Q%lCO2C62 zzp_0I*v9b~S-wbIM`O|s%_{#%8xw9Yu82DYP^>{u0mtm3(^PmC7VbcZNa_%CF4y{S zb*G@oby6G84Y;QE4=Gq-@KZp+v&zE+X)*qDI2Zn8FgJI&YSP?EPvUsutQi_$|H)$vHX7&jNe`5fH?83?3+6fao&!mXq% zubYKb*`~3HT%E~vzk%v&RZv%pZmrbS5gP#s_z36p%eL*4=r>z%z?UXBd2Gt8^k2k| z8p&OXnuFaM1$~6^6N%2v5Xf2^lNGk$tL{L)#f=DD`}u}>rf~cF4L!N_3)&cMWk|wp zC%$W2=2j_d!aoj*a0Vx|Bj*klg^#CUP-8OxfnR-~LDRY4lWf5Gl8vB!$MvY~=$MmcQ+0m5ln1o}(V@Xhvy; z{t$JHT#7h5xMjAg(za63E&)51l-RC3UR`e+Yt)2iWr+GTs}t^N5!aCt_&|j{doJwl zi^1&7DWYTz<*&MD1q#p&9b6Ns<)P8Im40NMlk*?mN@XJ>wtg>`>zYKXXkR_Veby(z z?*5#`-n-cgpSQO+wphd&i2N_AZgdtNNath88jHR`H8sga_1d&CR>I3JKuK&^Y1>-R7QQb-T(JdzwY4v2j)|Gk>qLhNg5-EQp?l9VSdI^;o*+Q0Ozt!$NT!TiZri zv>JJmF4-HNq8C*;v9l>Syg^aAvF*UC>!e?u8s&DRcSqw}<955=M^=;OzPn%6z)$<- zD{t^g6F)1>gP_P5%v)< zTaLuqQ1^D>8s5z+J^I%Zyh68SIq7!&63CB5)FIAu!)j98)nUcaZJ{!`wc}#kSUxKq z^)S0cA2rus44Om=lUDZkZ4HXjv=)nX&>XB5hg^HrXio=@!5%yMC8-wR-Y;Da$Ud0y zH$&s+L(pc>_jb65q~!ZrZ_!md%V;SeyAsn*D9rNW5Us_!gt-w7$L&OR?v`KTu%`eU zQ%bbNv6#1~%PLNCno0LT`%^q3?xq-7=Dsv8%CIn-t)9fN z)kMftq~-0_=juF@%^OSHJTJ1E3KL~PmuiA9KUPvu(i%*|gyt6OH-V^`h>B-4L^X=2 z!d_C^;%#MiiE;Q;>h_PA*Rx{YSLN&HV_&Vdn>1u6A<}8LQ+1^b!ksw2bO)aE{+Q)v zbiXa8V69rGunNx+=Z*`?EyC=zYjfHk9|tXzE~fCPG_{)RXW8-@Cjx=g(CqBuVk7y1 zg*bbmEGx0hirm)c+N-sf%fgzXD%%3lo!$fs4}{SQnta2A)%bb>8k+$1b5)*E0j;?D zNMaEPL^3_yacB|d;Aws|bmUOBs3EN&*MU34Y-zBK*J94~0WM2Zf!$JE5o%eQ4h}e9 z(2<3LVRPy7>~E<_GK$)8+9D8%>FIkZI=F5WSE#_i)TcWNH5@CppSVKf6uGyscgMu6@Yi&guV?r(m8fS@4*n%LY{&-!H9O+ly5JEj5pu61)lc zJDZqw;^gu}q+a1m2}w-~lIyo5uw(C$Hpi-$r?0NEMQp6L;4 z!pyB|%c{xTQ|zgu!sC+I5*{6?xBMO3`sD1a35XP!_H#3p&+itA`ND(6!%hJ^3U6J_ zNHVij*+<}c?n0=FQr2*Nq!|W@0y0DFtLph%&;BAtbGwQW5

PCJGx?l%AFZ()M9r zDeF+)%$(XaLP9h2-WKWzcxTsOUY_4`yK-eKS~~=Pq6Umkr3zWDBgZVE6vQ>q3v0d# zaoDV)sD#_}xH*fc-A0ALR;Ix1S2y|qM=$>#Rvv!`XUkg$3-gm6Gzu8RjhUnQY zQPn4KOuu?ysZO+?ZIZB7B7HN);W6eS=qY#4uZ4HAL+*m$PtF->5R zSUQLPT+b%@hk+ zm|7UcO;;Z3%}%L3h#f)naF3|Bx-D%84d?V1;nee-L94xB@9f0&P+qUsm0pfi6#sMc z{Ue?K<2@CNgFlU%&i_7=1YG);yW#(9-gFB1F>pGAu(IT=y-D2R%YJ896Z3K-!ng!( zwD$Bl9PIYypIYu=XPdLJE2t1=F6n?klb!NIpX1W= zG4_QTjT?6FXP_>AZSS&I2Ie41>>$69`!?p+m37`$q_6jP{uI%CtACtv%2GMfaH)7% zskpFcihh7QtBXWYWhIBernR8>p9_gs&-qAOKrJRN{aO&1DK(T`IUU&=V^gEiHlK?n zXW}t#j)-&wR-Dfglfp>N`9@EY{+2kQ01{@YAOxLNf(YMPG=1A+x%*=7y_k|Vg1r7D zx^G5rFky8kq$(5i6#p6f&fVyxPnW?MF|y3gQ4^GzVa_2)Kv%Ef>>h>waBL z(E+#qsOI9H$&3Rpz%_~w|6+qIj<|2hav+NQb(jQnFL6J1Q{-s+M&Ag3JhwaA$i8$B zMPqnKaC2KPgnyym1cK!Ao`@t>JTE%nB5q9b7Z0ki@1Fu5Dea-C_~<$cSr%Jwss~w$ z9adLn1WZlZ|A|} z2bQP7wbH3{?k3a@)>dWzieBaN)Gr!dYCV)_tVRoAzxaIp&3$KSfNwj=7vr2h?TOKb@n z@1&*IVQ6ok@C0J#bu2|DF<`WE-bMPOZ(P}z=WXF8QR#e=QYKw&&>B4Lh zYTFD`#ev8or#{U4YUc)B-G( z9+@(IT~3t%q(A*n)FuWA0Z{SqH*Ac~G2-is&ML>Y0oP0q|VA0fella za5@cnxKevS$8J%Skb@+A)n}{Z`-3qzKV@94GDk<;;S|p^~*s;~Yp_NzA z3cB)uFu2m;!m(7av(fj2WOfnWl0!7>4YW7oZ`?BCXXIx7_3M}eNnjR(FC`UuSwe0M ze+LpK(!eHC2$ns+>YXoeKKqmpfSGxKxZ=itwkiKd`qyX6|D5}L{SA{Z^Ye+ZA6Fox zC~Al=m&=BdhSi#+Px5I;KJ7@&?o;eO$zCQ7c}9QFSZu68#uL3X%Sq}MR%`IvVH-|C(_GM&3;U~u71JBx1fXjK9NynhGQLb4B6BUt2{ zA2#u%WhYc8+1yP3`f{=%dG#!Y^{X_$p2KITrnd|?$*JfNGaXbHaMKZyaFC>Vj-8%< zG;aLM#mOR|`}$sot8Pg%Wk0`2F{F3|sAq)J59Kg=IECgRw0u{mE5yn%-rlww;$Rsl zTu}jOYty~??owIdJ{eMaF4u?(c!&xkEf-g?Tlf<_kC26Y(%6uPq;H*4~(13pG51lBy;3@r+BKANyePD zOt#LxpR(H2}O-K0ltj8Z{kQ*1b%j0dndUJ1O=g!oQO#4x= zn6g%FXUrCVLc!=((I=li^tAYO!(-K<`2so@UD)TfYaG$o0Z^b6Fs)&Ve7T0rU(Pa- zX`{3%d>khcz?%nJ)6Cc{)b3Dmno7(aqNnyS6Tb6uB-%u<((1Bw3`x$n3#2QMu*F{+ z$WL6Iv0pklWKt3F>&3i#eK#G4qK24r-OqM*f1)=)n>qe+xLaiif2Cp&;P&L7F8(sC zHudnz!+?iDu#x)h6y;}0lRmzdFw`}zZ`K@hlvepxP~kbjnzhKYm=yRVB?IO; zq%Hp_){@bs`VO?Np2YHs3i9ZG5Rxul8osnwoRtcB@3bV*y8WL$KTWaLw03pj6fn)f z{UdFK86v7sm~gI_$i=HS@V$9o6ANbWpb9k?})8E@BNY!ud~{fr}_PY7C0DL z&C+CF#}cNvS~fSPEykJkq`JwUg}JW1&WW;WInp?Tb^O}Ji%{s;ImWO56pfiD@-qOy z24EAj3VQDIE<$hetd3K1FB#2EhL|~)>xx+0K6kO7m5oxeOE}XR{cy>&j+aqc-$;p0 zBnJ4!VS9m2-^9|Va@sy3C#1gzN|d+Bu;p%rNJnckeA5W&ZzwjaGeI%9zB}Sh7ia=&$mX`I%^O z1#Km<7ILtcg(8xX)@>}xR#JRjL_Rg}PWWe#f`ZNF!Q6{M!AD1C!oi7^X|4BjkxH(* z?)ETYAOZM61qf^+D{YWn>Ak~UFHc<&s#_~Lc-D9mL?5}vk@jXJPCLWMyv53AGlO?@ z!HkQ)t%|35QOpHb8oHGMn@d`~p=>wNci=ChezPulOkAgPj;UOHiEAv7W|QPNh0bjI z(PXoaP!Vp)$(_|jn&1D^zTZTIkcVoiuaE}Uk76Rd;ZUZSQ2{S5nMzj$6Y2g$D`Mxa zR{B+#Zv`+R?}Paa*?>KCSs7;}le6F4U1V=w8Jd;gjuQ)6mWl~7!b3|)H*&Hfr`3j} zL!;?w&Q7bs`A8R6khX_Q_A#`~(wWi+IqSg7T~ub!gsT~}a1+4#Z+bA zB)VDRaF?TWdUa~5uKPDb=N%lB72|jy>h#!j50E4c*3f!sxWH_}j9ye`q*Nkw;7fa7 zTGYb#_=WMSI-={!} zJS-(h1K&^Xfp6OD>e`zi&u*cspJ0HFhydo}@10?Ti<|by4Na#qqlL^|JiZ{gPys^8 zRN#mAMNvoCX~T@MAt4BCz$t(Yp*#wol)U`G+GONTQ=YnKj)O@}sS%TG#32r%X#&xe zy}1c|xV!fZN%b~|wC025UQ}{WOSXHjn^@<-z1<^*cJG5wi%qj+#jG1hwDjPJrHk>2 z(MI{=*pRd$i?Srs(#RnbPHZTJNVfHGeS;(}sXqTuHK0ZQlvhrnSl1@a?$rpiGA}MkyBz_b@r8y{?I^b=T+_0b|)H zDJfQz&?bUxX%>1_p${2*D;tIv2CH!Q$;}oF%$^dH1zSj4$V90}GZ!c|f z%D7YXyR2oiiI0EaC&njn*89oun(^;S6Q~yx7|&XU%`e!zJ5NcAQURL zAMQTJ(xi><=AkSTYoGr1bHZ+t=|;FRi|4gu<`@e?K4ChiFypXd#tzkogJ&dO*Fbx+ zA8#t=Z@4gyB0|?ux)z!PThxw;r6y2Pd+A5$mK@2#AWt8OS8mDo@jb|rlk?877l2K? z=&dm7g^gE(W$x!sw0er#^M27B$SG#BlkhiN#rsZtk!y0m?8!!HuD3fO5>9Ejb!$?_52y*ZW2lO2yJ!Z|f*Wi<}49y~v>cXJzN z_la%nEDvhEU0^;;?xdF5hEOF1yT4QLszb_Xi-)=wq~N#ypXU!Gp*dHgs9AI;Gs*^t;nZ3eSLc7&Z8h;!q6Q7J|RcH>*;7kr_XAw_lJahPue~E5((qdyo=wMoG=Fl&m09X zw}UF%A5X|xW|irba@WB9wYbUyRx zPL#dQpzO9N(fTZVD|u@OAN_04gySp5i_It$S$~!?!r0Zm?{0dD!HTF(zlmcU6S^J( zhS0(`HTk2U_V#v61#n`v?uS9KCsJ#uVJiOL`j&Z*7K|BK3qlj%6N$Tp}6&VUwa6~6m4hg7n&=gcM z#fE;L?cLhl=_H6V)@mvEX z*D2 z`C1y3#oF>VakwH%tg?)`Xm~2y=#x=pjnoKIfctP|V(lSq$S`85gc0Sw#p+_V zy>2ybR`1b5=9pBvGH#Yr3TSPelb(eM&9iXM(C^P~Au5hoJdq%}M{!Is0~+C;Dz=!4 zi8*Dwa*f203a!ch@iAY_Tv(tm_x`@oWZ7#vP%h6*4busCQ1^EaQ5(yQ4d$@BauU5#>-eHYXc|8!mw?vT(wmNSS=os+ZGJX6ic*H{k~ zH^|BZfB!ni{n8Yz@=T4xTI&?P6q#LVlkddiDl)yXSw=hF-e7%ZnWf#_PJxKG3`yn z5f2l}@|;x2WpwD$ms9d`Bcoe5&D@lrnaYdlUF{|NfQTZ}y<*GEvW|7D3RPK-L&cHl z<*3dvvA>8-zR)flqUP0>?%rwT^ztX?wURIzPb-hr<0|5Lb{p@^txSPG@Nn@Ch?sI0Spw?a79l$;`N$+6oS6@9`TiJ=dD;Cjxbm_iOc-vw^8%id9 z;OEyht&0^&y6m|1v*o@pHePofTNbP*0Ar-XAZ}^d8SsKnPMhuecne1*lbO3&$U%{` zqeQ(!pJdRvF)s!3+OdH32D(~b{?_k#0goih^5m0K(|a{O5kh8rQEsXNXM&3 zpM10n@+4BWzH zu9dzxu*JKSA)X}IG|`=}2d3^Vsc$IP$j(?c^{;I&WusW8FY9UXIbF-w>>6bK%k6}i zEIrg&Q9G^t4AUVHL&Q|&EGozd#|bjB^G0beGWP+Qw4}kB3%@&)&TK}hcBmeotCVb( z8upyJ?AtGv{kpvg-St>3??IMG%%GsqWQYPuTUDug4_#rYJ9uXf>Ek;K5v!;uXDi&e zSwBGzdq&qLf)iG$puL#Ip9-TGR~kAAO8piE>=7GmY~9VVQ>3UQ3q)*e&{g2tRllbf zes2EO_Jpr0(@5TU+3DcJYN?vP5Z|OA@0gcZC^s!RT))vHb0S0+NZ$i(rXY)Yq z0rzt-KfnzvHXt3zt`D4DQPHY8H@AAvs!GxpGn}LrXnOoxsjzy+301JlIm0KBwfw>! z#qV@#{(}-iS&#VXhPd0HerUW+4j$s?y6y5x+FG`5*mHFs;P}$n?|LfGFi*ZZE&*KY zFz^+onn1 z3EzFdsj5Kn#z8xRVI0!l#+XUYPB{_1QAk4Ee7uTDg|wF-E*iQOw}#^4; zQtu>X+561?#L8_rIoM(+wN$~6)5DWF;de8&g5`xlZgoUi@&)aDt$P1dTq|B zG$&{ufSx_T0a=x+VwJ11=DuBtsS-#ibby2EcdP8a@gcg>E-(yn?YCu9*Wz9owu~*0 zDYP(EDj|R{K(o0B%AtsR&NI|oQ7B83@nkz=D;(Oe8vh*XHVEXI0g7DJ%%MsSnqrD# zCQae?X$Z?xj+1Pcr7-wU-~I9@71Bv%i*-wBo=$N5ABE@Wm8f60BON9cv(Ll8Bs|`Y37)9Vh zr1k>x;u16O+B6N$+MLHC zPh#Xj(7c~cW&CGWzgN;y?FHwj! zE<)u)?CC#pm|3;)JHEvxvy@pE^ob24td(1F7ot7}(F9aqDM@)>o*S%QzrbmBs;j5L zvb2m zze95KF9GVI@bwuo;&f-A#c1KvkTaQ`iaDR(>)Cdl>(iX9jL&kg2pFK8sEicO)6Prm z=hg5XR0SSjSm^w*5j!sBeSqKriZwpl&t3zL8Hp~fhI?IFt)Wj=YTCRNN_hAKkttvO z8I)NUI%#av9jLh;^rCmL;KA`LczYi+6^ejk($GGjLd#mYY)Us+qr;&~_0;2AGnp}! z;tzR>3--2$TZFr_6djcn$`&Rk27_lyb_6o`uU&AP*L!Xt*FCOZ%G!-LIh&99ypxc= zb2IrPqcrb*doCB>I6Qh(uH5E@i^bdHN(2d3zl5>`lPr_pC;HuE#l!nU|*PBRNgyLg$x4pg5jY^2l{MNw%nig!J zvet8+m4~BJ^CBMHDeHSl?+Lk1z=~y@joMHJOR|Tpx(H>~K%; z0W&X?965Gxg)K1}kwTzcJ(2#>z7Mu3n>xZSgY{sgsw-JNWh#Bjlq(gIktPdw>*aUY z3BpMg=25)zL8CEAX=b`HJY;KC2~C|6Yujj!PN_rYR2Oo(r5OISIFtgqW%69pGQbk8 z$ms{GZH;;Bz*U0AU_0x>mUUjac&16Wa=Iv*A8Z9whB(oj zhu%R$!isKO)a03I+`5x%i=Dm5BbO=P0#V3xsyX}&4e}He3pJ~x>T#rwFbRo-8j`Q`pQ##3ev7Xo@xPi~U;X)w({zrsV!$~g zbF6z}lqXH7BP~84m0y=_O+x3DPewKHf{m4BNT)`5<|N;pHk31VC1*w4EyvJ5!0u$n zxWhW%mpz|1J9~g9*wHG(A>Qd}_p+Fl7v@Lnj4SjUd!_Qhf)m0erHci-I_t-Z9~_dN zXU{!N*@1j7?ZDQHiOJ-WwqrnNWWexDsaqburHZBSvL%m5REW<4IBA++;17% z)>N>aV6)TfMgP&|MQMENtVmH}5=@%uEXV^-Y_=0JtC240a?vrI>23m#`pAO1q;~2W z3)bXYWjpr)RuaeV<{bR_T*g7zA?lWmAvngTv@cVh+Mnz!y*TJJr@1Y)X;pH0htpAo za@N+c<4j;g>;i=sS;EwSrY_k_#u?{P6DBc^HDj`_!9kiyQ!5s)qMf?1BVsFUBa|2S zI`vY_w?f{L*TKV9exo&0rhW#GQrO2-f9>+ruL$4@R0&=fXdOsBEzqunTs~W3E|4(l zLfqFgaWaP8wNx6|B z_*jIOR5->!d@B98WClK^K83EGkwoo*U?8*0 zTmC}YMllm`ZB(8%jp3kAbTaaHt`Yq0^wYO>BB4JImtTGC6C%w@(`WU?LwRmu8bqIK zGiX|aC{!>PckB1Yaj%}iu@KWF$!z6Qzee)VE78|PdAgH-V45TvdC|#Hw@Qvs?DHf<%PboP)g%>>eCNLc1km& zuJ-((_wsp~PQ@h^L2{2_*>Z7X&6Y(^;@UgXHSltZgJ5REg=bwZD^kpYRjQ7I%$8_|-$@&dSQ8Athu7(%EPDL@*9?jbW#T-YQgbK(8BGmDA2gOe3NsZxr zu`)F~t#X?&w+{fXm#%Q+^|CtVt-4JGe0xr|bQ>u4t4fJ*z1E2GQun34hVUsiR)Fe* zUTmOjO2=mkWCVV@V-{lfT;QD?P5^e;pj7g%W3qtqYNajP)m#IDefK5IOI@|P2vO%Y_>VBp6D0gn0t9Bwg@OlTT4MS@ z`MVF=;aGPX$s1UN`d!JyA)=nRg-h~_BYH3fbYd{FlHtlmR^*(Om1{R!>SE8d(85pdP zn>rb^SE@k99jf*?dPuy!C?%ZsRI#9Q_}nOY^RDM1Yu zzq0DOD{$8p=##&BTy1`6*gB6y%Qx{nnavtG2>Ysp_27y~_Sr9CA1xR(?&moHu^C5a zcd*>L;LR4J%8Coq*HcKKD5X^~YU|~A+9G|YIGWbrU^d#CmzlYJK`vvOtvOBOcSc_4 zhtmS{f3qv<6RIgwA|EVCg%tcsVRg|)bGn;D=CPB{gUGYV+^E)UOnIL3MNzn?lJ*T{ zB2hWJG0iO-l4AzHKkIwcD!UJV$L<~5!^Ze-%DT;H5K2feUze>@1HKRyBx;@U;ZLqD zsO~;MYu#M71_H`?+~Q7+A^n{3hfkBvTopv2rWO7yKv1Pi(o!+m{ub*9sf@yMv3h-L-Ii| zoBAbt|9u1Q+nvz=R5$AXS7dg)0f*`vmrpuq)Pe8q_EqWlFf1tP@O#Vw$z(;KoQjgy zg*qZ*9yvuOlQT6;Nqv)5yyX|G<`ul8geBR|OF8SK?kw~Ni#1Heped+f7!ozX$w;@w zw&#)`KXb92Z|Am80eMji-O^QfrnTMGG-tzl?gzF#?Pf$~cMz1;A9l+w!;50!bw^~g z14|#w3?^>6D6I~$(hO%tt{HK^q`pkHMTPrYKHai~kC$@=PqRRhasCIMFc0xvSID8d zRkbzK4P|dioqVGSKCVQFVkG9p<)`alO%l7QM%~*Kmg%SFo6M)Y=+>x4!%4jMBPpi6 zuCHruuD4{pvO_|ihY;7BCkhlX^15l}tr;;QI=_i|puhQEM41>S4M)NFk zr^dEI?uB-&^e4*xkh+pjQSd*M>nX1-`pgpq@aZ7fMhJK+JO*lMhMRek zc^TrnC+okFlhEAdnWv?|8?5^XiymG|tqxYy@2=<}#g*?ijXp0$Rnx44n}Fanj$!(S zGjB80sKP>eC~|dE+F(F6P7K>cE<7(GF&34u2j|*M^d;O@`YhYIV|mJr96a|jTe}6N zJOZ-!%*jgK2MCPgTZ0l>Cn@+0KNwr58n^g^3VN}!)t8vTlW;xDi~&aZh_Cd!R?IJW z0#yG?Jn|oMD7!JTc%7^6CzfLZ=N$Fqq8|OHc6)y|0_4)!Iy^M{v*~#TdK>eZN)!jH zur}Qnvb0bUKgB3priNYd3ZCSCkmR^7QB*>4w1nJ=Qq@3U4?boP_W6w@ryrgmmS%3& zUBrLxnwo$gZsEiy`48mAA2Z)I6~X7(Bu{vuPTn`-^0n%?k$5V)v&xV(;1kY<4Onky zy#uz4MO1ztJ=OqJ=hZ0Qk`ChI;RZ=8-@ykM#gy32RmxYd?E`*#Jz2sufI1eKT@s_0 zV(BR9@U-Y8@tpA_(+lJeAG#S9bd;7B6w#;|;~vWwP@5WbCzK&xS)2umz-uXAa`nm?BhpJjzuP}7e$1!Wsn_|bTh!`29UM1|4Km5CAAPa$!k z^@Dn{7(0Cpr;bL#KER>gdHMkOtM(iOv!6wFexy#~1M;Yf{sSDQhdtk$>5G138sd#TOjB4`3bd6Oa|} zUsWoggD?we-rD*ct3;j+PmhPr#GhYf@NafaH#vxwfC(uxB*s}MSc7o|d6p=(SOq(*~`{ngyv( zCvq*C^`9mrB&VI{FKE5^!lqHT)lUujBx;^A-^SB7ORv`Sl>?o8T_QxLD;)5nK_zE>PkB`Gy z7~Cfk8{JKHFKAMyPG5-Vv8S#Sza>Y!Z`#|edfArYbG59$pnrIH>Si8o&L&c9b|0{Q zv8a;Z+%%b63ZY(&5;_I>K|%8FAGStX)wV8C(t#RC?0^+a(?G4-HpROix}ivykV%QaNl5MlhH=i! z7sGqmEk(eCaR0(OnEy~X||=2e)F!K*;NYHjQvI6DE0nb8ShTbm`!K=KxfGhRmMt)7`G56SF<0^4gJvHaiP+5Gk%eRK%gj&$8xiJ*PoZnvvV~`_qd7Q zU;ox5<&S@-D~p}}`w`CNV}DsKz(28-S^rb3?SFCQ?~1DdN3~#`A)f-CgQcrIf_DUI z)e08A(X-C4J2lfP`aQB;-Xp8Wd)v#OL!JA`r63SUa)#=e}EYs7OLb zXi3AO(mL5mHC60E=e6i{qqy6-B<<|9p7OL^CP)QkbHHZfUdXq}AG(kA&y=?+cz z?#0bs_#wCZ%;4!WJ~3K09jcA|jVg}Lm+X55Uv(jxyPFO_#YHxVn9UP-T?s(XOfBeO zn4Z9l)hT~%_ZJH2g5BK2R(RuPv6l?e+uY z0#|hl1XwVw%H+RE?d8rW!rG&H`CFG;eMECut|wcuY+oBruP@=nMtyaVRXc)6OnsMW zUo=dexm8j`a~5l(20^IKZ}*aVGh08pJxxWP1^)Jz&P8OTmIj`vy>B8U^Vg*Yk+Vzs z78FcOrrO=Q))J08QE{S+!1FnZmmAKCu+QfRizE<`(U7W$a`B#ui;Mg=8C|GeOGKh6 zy4S5b(J3jW;(=NArlUqML>gz{?Y;YXEk{*eJ5xqmZq-w3R+xtUbl90cnJ8iPqP?gx z!`+Z8MKDE_BWS>1cDMTihRXB^nq~eHCz!dkX%cwx9UF##x@2e4sNSp4Lwr(;uy`F| zVK70{XD0NIlM~x%rkB5Q>jD7Z|GlR}bn73I?cWFg`3r`J!R{}?Qu_dnFZEvWNSgYW zh!JxTF)F~jZgWqByfF3N2b^Ttmz->D1Y=JUATmyFWzU>SeBr9}e&K)~Te+c&mv?HV zN%y)r-n$7q9IXWN6)>T(uVk=wYSZdmHQQEtD*cFf8oF@RA?bd^RE;{WhyY3VlNT>; z(b3w_JkJip6`)wj#LsIUH`DAyCnP{3h_~D?kFQh9T#7c!_W_5rNxN6iJX7roZfmd; zTMTgZSvMVafA;_Ozx|(7uyuf$mMrJG=c3yYcgoF)IT^X6V2C1{D`PBPS(wr6g&{JG zP(a=q9vUm-TA~fh&%7$jH6}+aU5M4UxK)0}pG|IB4=kP-z z1dR-|Z_njCU;=N7caURt1x&GX#_&kAo4PVULbbu{mA7$+W zMi%~z7wM9`LnhKmpK9Gc2~NDBZO53WDxS7_-sZ<%p~c$3|Mb+(a`vTR$^4S9*}R&{D2Pbp))XFRCNLm&b+f4*f~6CJw`7-*M(sF+2; z| zs?i2#hw}+*1!e#(pK>@TkyM{i8$HH8;K@#H!W3J~7Zqo(WXCkm*EXBT$}4U{4o!o= zBNP{Sv3z=Z1;Jihx9f3>jg_*fTY)|`hb6ubxH9e@X_lVR>S$)wQB3;5__X0!&uFp7 z2~q!OtCk5*NV6p$?fj+lR6F}x)SFQ2am4~Ql zA*lY|c7AS0UU`EYuBR_=aa`N4qc+N9hKsUEQJ2Aa!{uScFWR{2vz5uC!UN^eou>kd z9A2qdGwivPnnHujm-tLt9o{$3S8OH+P}rE9RMAtzL_Xj}I%y$vAJDKTUX!p3E1OT- z>k95*hjDmz&5g9kr@4#}-iR24;x}&3uPn>|hOuVPANg6MV;O6yWdPX zP0f6C!MA;(ubBTrUx6c&%XuOki#kpG11iwNMH#}c?LGvT_Z7q47;>B4@x`G&#i(+w z1t;R-qEkW%r9jm4de^uqW%%IlAI)$ac__6ojila#y=-aMZ~m#9Qg!@RP)#mri`1K) zw3s6&E!kbJ(j8>6DRpkIcNmJCG0&>-A3TMscu6HsIsFnSGJ*$cuGc4%kb^*==O7^v zL_a~pRv?P+blXKtu%bm)BE#Admc8x%)R9W=5|q-#xjy~qu1 zgP)ZVn^AoDGsCfmC+=oJ50)A-@6a@Lcfwq((asMn;@#97$6e{0afj?FGPIzZnK*bl zM2fNx2p}$Y4)^Ys85obOx$|m-o3meEb+qwK>%e;JExs7BYq2oo#YGn%lR#T&`!I5o6lb;&L5&+LdN3CEe%Yq# z(fRB3{pIfprHaiRqEd!7;;B7CYED4)Y2JV#+2)!nDRCk(L1t%JucIzarp)yCYMq4ZVwA{9nO$Fc27pO40dTQe<0c$gy} z28FM=GjCNHK#v^Yb)1sO`Sh3kPjb^PRfMIiqy$*U4(BBgPxypbD)So0DMmN=8XOB+ zN=Q}%96SEzYqSA!1004?@J&ROS)aZSJ<1nLGLa?oYTWkkx_8gZ1WBaH;F~M_QFK&a zDwmzEz3npd?m)D2tZxagH}Yy!YrjrFaf{pQPWixqQE#ssV6K)RloC1zLnIQZAW8na z>y3E^1r7c_4KtjWOOnHwM?Hq?UetM-rwE16#J0`GB@ghejM?(qtii4ns_{!CVgTmI}3*IaZ}x|&e>xuXv3NVwW| ze|{g3f}?t7iI!e{=@pJd`V;snVk5T{n^~t~j!?H>r0VwTmAHKxp#4j@IKGxcf(eFj9W<1L?TyYjA$3>=)|7MuHJMldZR~r^H%6)%Rb;uEZ}hM?XT08M`O-t zwrs9yaEoE5Gn03*Ef9`^x7@Jk7G}jza52}^!WyH|a?`8%Ctn8p4UK zk1nP0IXp#>3^}aO=6td7^}1-KP|4I-svAI5@|*U@SFs4(9Xs)Hx%izbX(#hfqH5dj za;xIIwIUa;A#7e-%J80erqq85$3CM0Yh~H>UE-^JYwhio4rb@q2#Ch(K=38T0%OMz zO?zv zq0Wki3C9KxJT^C`?{_&0mOQhRo;<};ZWnAzgfdD-x|}Bprq}nH;CW^uZVVIm&GWSO zaT6wTHbse5lJbmX=PaI;9qbaXBY&>xtbT;lGo1|nvhg>A?6Uea%}duz%e70F`8IhC zFTTX6gD)D)3;AOG8{K%$>VI-FO*ZaxxR~?s-}syVO8MUv_|E~3Vq~j& z;ctWM=C&aP#D*{iqPqk2Zi?ziJ@AiB0VO_RMSHN2R$S5&+lvtI1}B38B7c3IV}bb&IqivQuErDuzJC6rWlb1c8l zN)%t^)Owe>6Xi!}eCEvS2cB~9B5;=^e^jyTu2XD9X(fz$T}T}R@`kC(MhrMfIzf zTQdal^#Zn_v^-^@PV3NR(KR4jRo7$q@kdqp z6M-?FB?2O*%_(KIatUhYub)$2-Cj=u`@GHXlZqeqZCEgcx*qOi%ZI;Y-0NtsyMej- zF65@-?n*t)>3WQaQL86dN!rn@aY#mA+PQfk|I)Tp?#Lb51#{=@;~jC^X$qbEj*I>h z@SpB=^>S(2#0tLpDxn0{`v)#ddjpKMmsTD2I)|XtWewKCE*b5=!_c-E(r5J z>cu?geaGZ2;o#$b;?1NIVTmUaZ*dN?JG{Oeq^^=h=T&y9LPxT?-@Jb7JQ}1jp-Y)$ zp$mADpfk@Lj;@SEO&uM1InuZ)j?-FGz`uiCn0R?$@%PVED#YHZYl ziuHRXJykBRKDhqA+U7-1MdiO4+&dxA-WL2E8GR{H^f}T-kaET&tiYq`o#pTW#CD&F z>WbZZ_EsU6*kaw{&5VAKC-E+CIw-$yfni9>eqA}lP>ku+Q!o{-YWu-r-X-Pvc$f%* zu7#8+jN%)pg(!s#@rGML+Y4(4&_-7IQDHrU^Kq@%xT6Q-z)4m-yCnnI2vjOUtMhz zmj4rFbMVY)EEdu@=yX#%=SW8a$2(CI<<=lV4Dn`k&D3RSh)g+?Tz+p*l+$RC^2o8+ ztdCJK%ID>y6nx1e*_2XmWxt%Mm9OQGoG@v9t`eWeOm^T;wlE&;%M8m;P*zXjJnB}- ze>#&;NbfaU@B;vE-u}9!I&Og+flG4w?Ki7xloRGES9zVzily4^m& z*~ZpYe|L?x6(JYnm(Q4mMZ? z{euRaR!Yj~9Z^N;)PD>6myUp-aoFg2KwKOnB;# zRO4rT@hvX<0P}5)6B`!V zWjsfubw()bsIoZ7C=T^+q{6+Q_3rFIGF8)kFpjS+HAkcLH6-kkg4+-@hE6N!T6ScQYWi_xPP6ZI7i0nbeJj)n_P7a zxH@F1XAoR>LI!)(WZd>k>v<_D(Xe{r765P!Qg~ZwPs1jMjp?Whpu8Q)?r5Nc3k4(9 z7fP#i>06rHp7QrQA(f}z*B#HEkJ|CVH9bUm^ajQ1T^ezry-VE#f~C9Y`T+|D8Vb^| zBs9rS%tkUJPe<7&@po2oD%bOe0S;F>%g!KNWNX$%juj2h7pPnmt5|o(QID!9_o7w! zX((6^eaNeV`~C>O$L%M;&Rxx38|F3ETeqTHIn z`vAc(URv5C_2(LLDO-D$hk5~gT5rB-?|wyXg!LWt3wc`cc;4|u>ZDt|AZk+9idjl(Yva)0dooRrh)mT6OSH{6)ql#diD)_#t&2n-KbwPhmn z8+$3kJi1Xfy}~MVEjZ8c0rF23UMStw!T8-`rP!Su5skN`i9OphAilfQ`q@ zaUKdCug1|nb4n?`%@e83f}}YNj$~lG7YA~SS@y*vtScWaX*SHNqJ_z4y=umV0;f|3 zB?k?{I%_c#9_^4>?!3!zgTp6-IydQ`r4atzG>wV-arzHC zpyis+i3WZVvs%#>GB$Rv`^NS1&k{G1&m=;1_$(+gm8U#*Et!G5SIkm!44>#n)cCpU z0QUhUV&gY&&kD3JXKXHOA@b7@-=v!V`&rZf5SR3y0Eeh^(NM(lkQ8&^L9a&Is%tnk ziOO4rfFVv;3Femo1$!WYDnOu-QK00G;M1H@erjZW#`p3bF&=?LuF8)|^MCLjS4%%5 zhZz6x$mg_q?NNWa7l`sRXPJRg^M*o~vdEvOjg0spYNmySQNlgtvfbp_kM9b!HK*?e zdsxk(^agtR!~;Q@D8+@XdnLZU0}X|EWv7x-$)pt$6gh*_F~e7Br%d*yD$(9|R@9{Q zPoInFPwf5Bjjl7KPi&SY6Pd)*cBln=oqQl_Uc1sk%}I7nt1h~YIn3EE5S0odZQy@MK7fi!^`me6@wFKYCZ+&v=yRjH z-6x2^|6#b4u*RLk{5*plv$W6jYUH4qSesrEqvk+0?`5c1lx~}A_bm02MK7kvIn_=B z0hi1>x^7O&&`W<0@I`;qy8lnkYWx~eg2H|SM0iH8US}93j>E=l8HOAGi}9K3RMWwwp)NlcU{j6^BAd_#ime=G4{b}jsq;rb`L_QyAA zQOI|O>YwyDywB&%krp7fmd*xLm!a#V};8r^SS=UlCREA{QKtZ{ zqJ%D?Lv@5nQ0Olu-i635XV-)G;g8EboDXXZNwuPhX+LMH>uhb2erHOeZxk2*q*AVorugbpRU5r+WHtmCs+|_nh?26wnwzJ$j5N4{cNh&zNpz=-1jR+} zkj<&vNy#t$C;q_x+%%tXJoyOX#@T}2IMZ!Y#0hn@Bv*Yd`7z4R#7;*JGa@X47kuFp z`}Ag&?uvl#3lAd){Q##CEB_e{>cFcHG75fC*4KnpO|9Hg2j)4^eqd2lpNg&ToV)r$ z8qc1_)tA<2MR!DMe4gLYd9j`ZH#^R(`->6V0hh+Z}LAg z#O-V4bVPgq*6zf2^cNa?(>m^5t{Nogl@v3FE;FKcN)-L^RD_Y%I()RTHoLK0Ktwo@ zxEUl9Ha4+*f~|yvMLPhmd`#*d^<@xDW=94!_(Mqmrx_wXWT;)CXL1LdGB5CEOIGT7nVL*jK;V$!8i@=ewINa2uGs;a>y&Tt}^l4WViTh5(@;@yTk+L*qRciJ7XxIM}iDPwD{eYhH+`zY?HSW=rD^>BGTV1=oRM+3OR1I?o=wcT zSW@3J7a?SD*2H4*x#M(3RE4)`j~gyCi4BWQpzj?yQSBz@+vM%G4!xbN=T`K){K#GF zgPV;jP|7|{VP6f2h+qZV>pkKq<&K?VOejePHL7JDMj;E_H{0v0gD|A#ap7nJ|KgLa z(6W}}`+$BEV@kKm!<9C9_cm$SAJg6(8|gZm`0*Pa;NNO}zK9QMD+FE@l;2mN=Ca{D zNI%Xpdw~T)HISD!33?F|-8mc@Zc2)Uhcj@3apDKsm4`bt_Zy2GwWIWkRw z(8rE+Z1U)P^niJeu{&6uOf1MwZK{N*w*(swhax>8E%$4^*Gbg*?W-Ltke5ELAv1%Y z3a1q-yDNjX6KJKueZpEg%EXf3quPrFzn8~au1a&ijBcw{?>0wZ%@>10eOxd#ck?C_ zVvaP&l%OB@3FiZ2G}=oVpEg+L)W<4*nF(T&33bYzM^gqs+ClDYA4@y6QvQt>p53yJ z($>3(Pqgk9@vvLp{qof{E&txo=V15ry8{5~Qu}~ob?XvmUf(f=Dr9B6?#x9%o}?%dnC{$WD5JF^9==;2V(|S*-4R@Av=@Oe)zrAW@pW*&eE`;o_yL=R3Z)A zuBxQ1-!{s(4?tp5Dl?5)`Ide) zti3?53}Gmn>OEW&25&3Lu)EUpuqgRmY_s{aba9ZR%Z9mfzG$!z+i%JfN7)C=jt2P0 zBdlBUS%Rg!uM6nI9$C@E=)5o&Scv)DcE(cC9%2uYr`6uX73gSCh{ zp*-!Hb88_kW?^g_+7RRapY&1wALOUMHyj<`dNPbwO@{TM141i_st@ph1e7UN>Z{^*TiB$i869&hRdjbu>jwg zV!v8w4yl}NE^!XC?3UrzKjUAH*hS2B!t6#e&UH%Peg`p5%JN8l*lX?{%PQ>yTbnpd ziCb-`5dGdctzi>#EFwx#4F!qjeul|hdwF+(50QhXZ#Y+4cmz}L{4l-~gj~T$)g!c>z|$OKw5JCZo8f6>l_&)Xim}w___OQ0BpOt5ID} z1gb^*=B66{3L@@;L~&@^-Z1=Zb?*GaSeyM&;M*O8hIz52nEA&s*rO(#XtXH4T=2_G zUTZJe+h4iH|JE4j%kgZm&S_^09NQ3=YN+${uwHb--goPc_X1Mzqa|6k>?=DdrAiN` z<~ig{xV*fr9*A$x%rJTP())NLu0RsD*$=6>(M~>P-vUkdI66w$bm%%n zg++>bLY_Nqr*x^ia(96%%pG%U6kd!zl&k}VOolx;0v5sdy9?cfp@vHmlXZu3m$YY(s)#0UihDj^Z?kvhM;6Di|;vz*y|*zQupl`_TaJgTx33ndg1>mQt#w*G{v zaAIGC#caxp?jJ?x%(3j{7Sn1uQeS(ZTpW z{tvU1u|W$wm;e-il89cv!vv!|L2fwqvg)%jjp7*=F^Zk)j4pZA*-JxUJ3o=Ay_s!u z-^)yWO%>UHr|A6eZHl+geS2N;(aA$^4$4(D1 zj_OGRZw6>pBg!dc_kHQ+RA)_CaFo&_K~IgKJRH^xqy?!lV4JW6uLzx_tF&YDGGeZ# za6WUz4acdTsytXXc~|KKC+AW@hpiI$kq;78wA`kLIJBK8W|kvGjvxwyI2n-NUK>fi=f`yET4*cnX`pJn#Z;^l4Ia!1CodGRm{1$?BXVtw0hOw zrF2??!{iP6@Ak7T@-D|TTY2wnk>YkSHU;j*x4!HBN-XtNB=;6pp%!I-k=zSV?DW|+ zo1CV<2<`E#_-|IbpbB{+2h;jQr26~I?~5#KuC%UI+PWysZVs9|s{9cSs2txiFuwRAW1>mf#_j&D@8TV7m@_CPUTzH>ZN-!ik%~Rhx zj%7xM=D3i(umdh>Jb9l-e4XUFrdhcId7NczYoO-}g=d-?sRk)D&+BBAHB~rU%%-P#Q_ubK?E%yWM{=UktyjH;{U^CKJ1x^B7nwOIS1(y4hp_m#sX)mm zs6%nGL!Ten|K%KW$^b$@y}yhQb)sw1CS~DcpQlyh+N7nPp6|N}@i*S#CX?2BC)!)Q z{ugua9o7WerH#kY867)9M4E+80Fe@qP#l#|g$N|{fKnwi2?UU87ebRREof*dBuEJ* zG?m^B5PCp*2kBM#bl!J&XJ*T{yWjry{oQ|Z<+@1DbI$YJ=Q;N|kGF5+Fc^u&gI84| z)k~F|i<;>m{C2+>!PugyQQx}7(Nrte)zLzZ%CQN*RL8FmG~WGz{Tc=?5%M^|j~JP!cQ2Dgftor9v* zf`RMs@1(i6^k9OCqXqYLve-y}1nC0ZeCdi;B)VmJyHSOk(LUTG4q zk!El^g9iCo)rP}YR}>4Q=@&A*+XW@DR;?g57vt7|8&(3hcZWE~^sL0B@a|g;(U1S- z@p-_ZPi1b>pH@Mhw^O5#^xWwieErK#`TEW1vcdaV*)Oo$_BgoBg|1~|MPL5Fha46e zu|}pl+j0J9Cluhb$rtLxa(s-??V9mgSW;X!*5}Hj{zf<$Fe6&%^$eN=6|+$ zFoxqwH`3wAOHbM$IaA=4SZrufQ($_8eQwH;2`;;{Z8x9HRzA^h3>c~FXnEOsZnZsI z;l$J5!mTmzqOQiWdtQTs@3kvF<%;XCHMWdh`CKWq)?@XST0FWQbJzB~ZAhv7l}FZw zEN2f*rco^dMkg!u4d#Q99KqP>VF7t`L-5e|jZy3IZ1|*$KqNK=oVXW}h;9%Wb&XYSPRv2;C>{d|}N%x`}=vBw4*-z>ySX8D@BSO_Q~k{YbCFe(H-H-l0NYv$m~$_BS;y^dX1FbhLP^boo?x$S_lsjA zu9DIyvsK^lr$*5dAQ$fr6w)r|C9mQp&(jVKcajN#l#kdfaJk#Ygh$vJsaAZhzdB7j z`J`2EI|^h{@Qx>GFWN;y0pFuGg!B2xJJHO$?cXOlvrn0^rm3Sv)V6klLtYuySfadO$#eP2wA9{CD$E-Q|L4OyCSUZ~S+eOi1 z86`oAKd&eb`zhzqNU3v-PQ38GiZ`UJ_=S+(!zM%1>S3>nIo+>io@e9HiM;@X;Q#yU zp#KdVs_yN{Ga)2{e0U$r^DAquOkd2(O6+zWgo%-&{S6RSPh2Q)Q{m!0U7HR6&spDY z1cb8@8lvoC;YO>jp;b@5pj^{TF*i=+RJ&D-2@tI%!0<)2q$HAAdeOj)%@T-ACYhhS zR?s$8(G-sIpUqCl?k~us7rR6+WhRANH_Tj#DN7<%d%vV!AKpuVh$ylJ+VSu63w#2V z#CJG(XeXrvvKq0=lX}y;a5ymH?%S|H#AyMo$oUt(#;8S z>0)-0oL4=UH!Q96TAm`fV+MZB9HajF1z^YixRUQTz+;~k@ENovuGSepL$-Z5oDcXPXWjq+q}0Dv;H1iM$&gTfiuF4sl7CT; zuK!!zsuPAk$w%b6CFT_k?^sr4!JsUN$drJJ-&AeBvy?Fx9ctUab<@McAE{x9+nCsE zG?>-m9Mz1|BuPkYJlb^LSATVCeOB+gF$^SqCVUx|+kzG2sb5ZC828g}oYHO6`X}0b z8mLcr$n+(^SqFfWJ%!zg0`3BYtpaI!hA>Ucz>)9{&JF1{h&GRemf&Dg)tlw=V|516 z`lgN8IisR6h@{OsLP=*=4=dOEym?+3@UY^nD<%?ZRLlJ+io2&_o3B71LZM;Z$%JI% zV|9kpxq#lhl}`U`w^+6GUmNt@9-9)g1cL*6Fu{d?kFa2 z#$EDu5hccpJM;3vw(X0?Ne^BoEG#llMYDbFuo0!7i)#8aa;H8HuHAA*fsmnI8ux44 z0iYDz7S0v|QcwPPmoW4#$K%rOD%(0cb*?zlN_y0xS5=94A>95_3`3$T?)^%|g>{?W zakz(Ny@-(tRlSs|NAb`%B=PCt%0Dyq($YqHv7N!w)5uBBi6wWpP5e+R##CGD{+d(& zG`R|P7?;eyu-&kGbJh9f-0g>*;Wvp(GGPYx21sEeFzx{GqIC#YO3@4Mdy`BOQE%uo z-LKOWWBN)(h6oB~b2M?vuhMd6bSyB_olGzbO!}$>I34`kU!3teLU-f$bH%3C1^6GI zE1Ykh`6PxOO|vRYN-&un2|bI!)IPwMARrJ>PHMnxvxO`eA&}V2vv~TYm;#hwd)3-I zuZC#d_S{u`MXT`rP^gsJ@W`_eof9LgJ~uM0c<45mE+tEFCPI!YGi1fEK(uMOc^wQD z3R(A{fKOa%m{>x}E%+fQ$lmZtuLcSj~UPQE)Ojl zkH5>#*i%|=)-5PWM6p$ElzaR78cQ$EHcnd0x~`~UM(P*45(a=mqfhl7por=5BK|HO z`ijuCBuJ>K%F@H(}mlT^eGLX8oPQ<{I50|;01V}8Ra|eN|iS_->^nDllv+E zWXy{mLsnjrZM+UO!D8Gfr**L>u834Bq<*(5k?q{C`dy3D!G*)eZ@IGqW#f>Yq(HP- zXSnWK05>bJ%-N!#ielfdrG3VS_NK~Pqmmn?ldjI0!OaSBI)&E`g#*3jGP%LUDd^?n zw;$5(5UViC=DDDSFO%dqYg>0bk_ZzmgXChVlutDA+sl0Fl&r?>Sr2r>!~nd%v0!owXV{KT~;fG(coM4dN~D5{?=xo ziiKX(iuo*pigKO6C}We0>`NOD`y=>NM3!fk7S<%oxD{sF8fS~21r|q&e;Y6J(<#u( z_ksa}L_wEHAq6*OE$bD$N~tWMs!IFp9b381>VIwB>t4H_%H_ppYYSQe$sDbDO*}Me z(bdJG0d%JGS3MTP%ij&^6yph<#o2Vh5ms-|_^Z1YMMRsEq%QPPI+Y!5PS&iAsTD?Q z8f41V>*jPT7?F*N%v~z4XAq3OE%~hJIV{i@=+q$_@d4M$ptVyQmgJqE{3SbEyp1Sk zs~$w*0anp~GFIP2=jgpdji3KqqJ%yFBQg3-&Gc2_4UQqg1t@IZ|aBa z{u=fFS@3zo^&-A*2R{pOJ}jF~p}7My&L@&r<{^su-PchD!sF*lfn>yQi*Aqeo$Hzp zr#3e$-$7O6H7m$fR(Kx(Zhp#ELhvRpF*Ijy>Rs602sj~c?2%uBFlblDwf@jlI1U$O zDP{VmKA%%fHC>14E-?n@6Po=IUj4oO6fJ9Cemoh$)@mg~(+85U*kA&|)_kew+Y!#! z77u)&Oc;yLxH9HQmvg)*RR&KcE;qNdI=gEVtCrwQbY4`MZ6D1L++0;D=;3gE+?k>! z;5AL8i%p1?3TM)XS62dV$TgO{$PjHsq*KJ^IIB{uw()De64T2sBc}mE|BCXQCLJro9Q9t`MEvr`k%{{h zw`eoRLKWAu&suc#kp+^Ht85W!lZZaZl{j?nQ-YJ15@N0{IU}RXat@*}%-3dNlk#O8 z@X!+jM{dH}0>u|5`y$Lxxe2}vGepsuVX&?mwJ%S-%UH3^N`{~Rdt&PL5k6c!#=j8Y zpU7JI_?E*>0~*yfn-j&JE18wp>e+(!aZ!$VnX2z^Do0B5&1Uz{>kP!%B}0x+j@*K= zF^l^o&9@x*HZHTQ3M@#{lq*aNT#|_!S1y}856yzTIBxAT1oYCtkQ4-DbmpHgRaR$4KH1{T~)^J75vZF)80#RALQu9C~hA&3DfC_@OZ z^HD+|U%2u8uOnT2XCMC$S9rhUP+i0Lq#-vm<$RitiCCPMWW7A2-r9xu0bw{#xv z9DV>0BN4`}Wbj-fACcwtCzz!6u;om_&RK8moM~pbrm|cotNJ_rv7y_fT%tak&oIBWoSKaGUJPzXhmEN$8s!nEJfhC9-+ZrB#}!;T^Ckmr z+p|+_v0^$FlSoGJ^LyX%#$7k*{;hrGid!0*YiH%|X4Tc913*hh!2#fTx_EKr=Y40? zce)KzJ?Ac)C7oj}O=Pg!y#6)pGv_Mc5YQ3mH~a zo`cEcBYT!?%$~!lgoG6%P)e@YRE|CGIiXyE0)&YaJdBv}W3NbHdT0nYJs1l{eL@>_24faa`ZdxLG5WoC5`rGIfWY8C=Myz#1t}r zqfm>HVx}s}Ezn_yylD#BHMqjC#dnv47fJb8@}_~beDP9&azr1UXq1ztA$oNab-sAiMWrr_1NJ#; z{^2Y<6+StL1G~&+ozfxYl@^tdhe%FCS;LHT+CG3^@7(a)kZ`KUy}fLs<&Fdp$fD;827a&kJ6U&UT*kB(66RPW{Aunpp+#hcX<-WDp)= zL%+Ng5iQ4a6iw@SSFf++3XCis08Ag&&t^N*xE*~;JPZu88hRv)92GE}A9Xtt5sq=@ z1?ESUGGrGNnDa1$ne3gOdE>EQm$a*Sn!QvG9_lW*%_&(BRe}6*k2EkMUBep@z5aWhueW=5 zf@dRcF?t|XGHAuBV)R=s*L?wH#0(SiVx}rB=qG;K>?9^VwN9ZX)?HG>_cg;|qZe2R z1X0!VK%*=pECMl0E6N|o}?h$<`gpuH;`da z?v`0Y5=}o*vl`7MNBf*y>d!YgnWZEGbIVPbW()g3glrjMmfdzw`P`b;w)r)Z!dlSV zh>~zdSp;Q7H;^q_@|jeASAG?HL&sGNo*dpVZX28|J~N@7BdbC8s1_KYONmEwlXQAs z&Shf;R+i;T0#LGg-6NyyeRH!q8HF<)CNSygeznlzZCA8R*l3a+Xbm)g@FYnZ z&-}=}0`xu{#$W#35T`oF{%s4nrd?nuD**Pv2sVSxO1w8M#|B|BMQsSiVGQI(7P$&g zq4j4G^OpWangg~@F&Hf4sEonF{%*S@>;O=cZoH&%cAaL5?w9+eQ#M)uO~VGuHe|NP z(Cq$%S)+m;u`Mzp70BsDCsJV*2HNS^gX0Gy~k0JIuU9611NYXxm=y@vh!O*=EvNk4wV|M*G%9nk*n&=<4kfjN@8#2Ht; zydhiYZom1nL|$#;o}G5XbZ3yP<@(lUOz)bnK$O2eM?DSp%e$^tmGUp%T;nf!QY$r; zwkr2I6-nVyRqRO%DWQ`___SxY3dk?apKT4$Oe{Jpds)* z(1I(`LYaD&JNrRT(v5cm`HrXF+qQ~XPoK(Fh}PnI4Tx<608SH@WUkb2EAdhr>DhHQ zJIT0#!uBJj_M4iS@sMMR>Dez7qVWj0^TRyl6_rIBZk)H`*@;G|-FyVmFcpPOIdASL z#Ht8W03nzGn0KEp4EbH<$U{o`NqxY5S+jcdq3V*?5b6a?Ha^jRJR_tjrA(wH_&$X5 z3G&(g0AK*HrRxavd{yl!DY(zdykAM8JGjjn0OUVnqL0mCP^w0bkD+QJ|;S9zE6B zxOQJ0Wuwu4TfDp#whQ9hvzQGwYl#P4|N(@%_*WWq- z9CuatN+=FR9{>jC0*|~7xAIL7S`J!e>p9WTudKRjqc#Uk9WI7#&c&`@`eqVcs?Wxq zcD}~(Ew*qwKBJ$z>X(G;-r`N#D0w%dC*;>2?JonV! z>1FUW!mRYJk%DtxCN^6)E8V)=Al-VA&jFLiUhY}u##zw;HeO=zMnI9`JP^c;qV~Du zNgcMj#Mu?xxAW&8u3t&%_tBM<&E3TZ>Gs&E?bS>6c|*U6-t)gUW*W#>y~q_h<+*y> z>utT*Wl9zyRX94eHJt5=e=sRpF{A)EK%HeGdjeY4*>hzc?Hvcs)P+AX3^mZA#T8Vu zd}K76lf-DxULX4S_h+?#Ihw=WldP=vuusJ0LYMb7&yzB3EvVV%x+bseDjuI?t zH5y->NgIMoF!D7NDwoC=x8p_9gN&l>x{(h?U#^pOjMaBi42EA-JCK_l8ARx7BT4Oc z9x+?!P-bjiPI60^Nhvul%rB)esTI2iV)c7u3I(fcXBmXLabY{tTig@klbyK5a!N95 zQwEKAd8(h8!fJD-mkZ;$+rqgv-ps`xCB=ce#U&fNisx?I?3RUFa7P&rAod#Cc7R9* z)#ygF+K?g}X;N{ftA%MC2#4KB`G|r2_SNNXiNQp{ZOL5G!fHXUJ4IdH8dh!^3vIpQ zMkI)W^UwoaMED-Dh1nkvZ9#I0QziM)+|f$km8v02ZY?iI+xVDj!i^N!kA~bjM<{;0 zEQZ+v_RI&)p+Kab;t;1w&6zY?SSd=L4z`@pzZPk4S0qAUNxed|io3^X_gB|J+a zGuYUvdSuLXbeN~xk^G-PAXn_Mh>!ovO7wrmh`iC_*ej4L@!Neb z1bn#WQ%Pi={Uf6%lf88*cQ&jRFHizh5*cuB*k<$0P%k5QpPwAZ#y4qMX+xJ|n&mz7 z(aprwOODtsi(juBsbqQYMn3G?@!{FjjUT2L=y%BvEY;t6EuTExe5t~ZnP?ywSw3kB z{>%a{L_bjYwjN>22(dHb?YWrVReuz2Q(1mUXNBMxj7gu4a1GO(LQM?W2pdjIw z`F7!#CSQ^eQ3z9gfp;I{MRk%l&3p0#_R9AB3Z|z$+(~T3LBltFQzsJ^eHx`~$d>qa zLMZR)JnhDGEgLlG`#-#$_u$j_CH#8GAM)4}flRQS$$LH66YS!ZY*fJ9T5cWwHuLN;TcGvuK^hGx8%gW$%0IX33aKEe zlnagLaik>sB9x0Q}4C~ zCDgL2x;2znJPgbBdn1mGt8dPfyPCZMQ@uUMoqLJ~Nb3Ss#V;xXHHG8Zt6B0fj?*+t ztxYXlXH4w(6MJwT06O>Q7&!6eOzXqkj6z1MdoCG^OFG69Ty5o-j-s(+JW?vy*w_$= zTe{_!gDlHgoVGXO?CiilOT@*+3oO!4NvEoNoK0hPr&gHNlq_TPaQ|!$ z-lQkzeDGk1IMBaYiTRq}hs-A%ljGnGzbbid?Y(;dyRL(U*HZQql@}LSJ^GWMSe1>a z;kDVeol{!+$*ik;H(76ul!O=Gy}vDv;DbGQfgE(jrt*oWN#5GtNRpTO@;PQxw^DYi z!@%%!r-qL139~xs@84fuO>MipA;=c47jf%?M!Xp2o9)Kp*b;cKqsCLqOGmBpQu1ZJ z|45tInP2k5lK;aZ>mR$`mqW}O(HY3F+%4JBpO&yXoI=Imtld1vKI6E!&jMF+!j)Sm z9V#Z&W?Cv%i>4=p_%@JC@7@oX1Hjn|t2|M33MAaF!5uY;%yBQkw+cQOk53Cy2sknE z>HyHRG|5j$lagUMZ6|Dbewn4S`-DTA2KrP+S3A$uSvga)0=~-gPzR*2#IbwZaS1nS zD1Gq?hQoIUXSnor`LmjG(ENDNqd0{=!xjR;&wMc%6o^*qG=*}%P8BQBy`TNEOqDQ8 zO5R!%;7Pk+q0o1ArH|U5c;w{M(O4j-qbTa!0MM-I^)74u+i-=slrQlTe?!FIcob%| zK54vP;Ehd^yG3E?scO#L?Dt(6DWO1{8C-*9#QxQGBkI1jSpM>fj~B00A9nYGG~Ns| zlU^@?JBGT1M^~msRS(izH-#vs8ELjA25|z$DhM|2akLxJ#zDJ6)$x|0tCsckPH}2v zVCV@4;*lxQa^d*IuJ;zR1Z=8dTcx#R<@aU2*W+tpDZCla`|CWlY)`UJ-zzG)<3pw0 zqP0i1hw;ai4i#mN)%Pi{BtM@%yKKhW)+ecFs2llt;K6(Wb2GaAp&t*gTtpmjuqncb zwz5bF{xQ-RcxOtzaCML8KF5Z3*{dp7jEpLE)5F6HW9Lk6mm@Fpmm;`_NAtM5rn_Vo z9SIgq*hl(qh=S_Qv9N9K?!=-(Zv&Iqf(zTUxf^I7ODS=it7>X`NIKxm--_BtPooq` z%&+i1z2A-;eb61o{z?+j=xHp9n~+H0u5EBv0!KF*J|yFkh)pz9gQKY+ws*F}p%SWQ zbB@G;*wP)+?MQX%L^@`abj>WP(Pa9_-zNNu5&Eq<=FTLOM9@t`T_saVOxUjO{6dAyO}iamu6h3qD5jF&^C5m*SQU) z#X-}#BvUIT5t^as5^Cy`T8V0l>rnMKdc~Gqz_fb}R+)Hhv^&z7SC|Vu0C3q!xcW*g zKtqsbIW~jS6Hed*fWzGvqR81S%W*n-p=Yq zQvpMxmGilJZ#LM}qNHkQGz@5bpL9OxJ`iRqG+GH0+UI2{b`kr}eNX%?s`f&psJkRQ z8#SzE*2S6`Z2T=j0#9&*$>wxV24x8eYR@+51PIdB*Y&H9NRua%jML3|^c9RjxoT=^ z!x-_b*k!-!3B4*i<UfU8F<`i8v4?;_1?W*>pFh3N49obVQ0~Lu_0#|( z+_fsnA-4T!nV{aeMmy}Em2&^75o`Y@EQxtjH-L2+<;4OCm+%3#Q7iHlU16q4?c?bi zlLM23YkCUaGI-$;ZT+^3huR+>BUB#$m;Lc@MpV7*BcX6Abeb@^_{yF}(M?L`eSDf{ zGy5y`T~>)f15z4E%75*+~wq^jm7$GBgMw9<^;0u8&&cH`CmzxE>jgd@r6DxUeWYk(?Uw# zpk&3U2tpgn;ltmi)pqS^L1y(NrOXfUI)G&#TcL+@4U_bS$mr^E(FQ`D1K-iy|NjB z$VLooHVkgm-0`G&GGpfnnQ{5jts3AKuj%h*#2k;p4N!XEaC%IM>oZe+pPyyEc(N`}iE+dn3&t@iX-i#kY&vC@c^PWor+x2S`ttYTz(-Z3LxAH1l zO!<@qHj6=YXk<)gBwWqvl0wQp8-r16utOlGJLjrtG<4$?8*n_iDGXX=_N`c(>qR3X zqN66v%-A(wUozqqy+@4Ta8yhlH+Kfs?{AE( z8_=bFJy?(*BXv`%w!K(>Sbi#fWb!%`u`kNv{CHPE%tq=uH?LB<_pse6&d3xy)>o%! z^=hI>+bKMMN=pd*>1oj~&8O7Pfz7tYZKCuSJP`V3#C$yIA~}gf?(|d~SNjS(^dd}} zOZ%KbXth~Z@ts`ysTe!|>nNq`x=b>8Rs!>YoS_JHrurvv8%eiEcN%QERUpN=$}Ub! z5wj+Os-ur5#2>OCGnFSfbGfgCxF59>pyjdr9VP-M!L+_PFg2H&j++m)trfr1qB#yl! zgROHs@1o7#yM~nt74+?&`5I8^SL~i$E6JKr21V_!i02*v2<1E*JzC0?ivlttkAMB5 z01GR;|NCV5h-fHptC406S_-P6;AvO_;OF;L>-|?IKZ-0uR*@(9+hpF)?rpwGZd1|1 zYQ6p~F20{!sl%C`ixwT?{-Z*em z*Mg9b_`Ih(1rNC6I5qSRBETIgzKF%Ls z*6Db{i`mdd2{-i$YM-H3)-;hWfl1$)Ng65ET)Tmt5uKL7dOAraB2|<|Xm)J5GBPHX zYvWIeX0@J$s0j~F@_9|>MPq|Cg9$&CH0YP_$=s6y$eECV9bYphc72SQxjTdD>^I-v zXdQK4wj_V&gwm6U-eqmS`^utBnYh;-p$)q2JA#$lu9At{k! zRg3}3n!7|ChDMXbikjfAdZZA-VX5%vvIF)Wb#ZNJC*Nl7#-+;?r16*NMMIJC=tiDI zjU%WKmif4vpMBf`;JBBRH;;a_M6)0nVmi*6dC}9J{|$x6A2|T{CS;Jd#Web3%zcEq zVfd{P;cl%=p!D+5IHc2N4eyV-avJffY!JILVZm%Ue}#{~ z_>;Nc5M|S);630q>2IrhC=wNT0@YQaT7FL<P6OXwUUiO06AL- zuae&;(wgtekr+`{=^+WWAzj5Kc->?mMmgeXX2`1igK@R(sFSq_-ZH7DQ7=9gIRzC~Me)y9Yj=80T%h4Ev>r)0xCzmrwMP|UDA;JKn_yCX{!;Z-HNTlFwRcWT%2L&3FKJKrghr!-`_*vKJ=@F! zK+R0u#ZwQvaC|GukXM|$Wk79%%Bjd4-5{3lvDtU=`LCi50Ke$%C&t`vSbDm+X*Zqe z-{uqcna?h#s~q-Inc)PcuREnrG%rOR$61fY(KQBpdnYpEc)%yV_`UOQOU$E4Y3Q&> zS3EWba+AjdBv8jhOK445&UZA7z7)CIsm)d}?V5MK`^wAIif<6PnNRL6pImj$)lmdj z)Axa4a+_aK;+l&3CCHJ;=lI6M=hI8g^U4A$SCLCeC8GEUQf5$JraHgk0U%S~crC3$ z-y5pPQvQ%GJRv-6@b(|b9}m?{Czpi!q%_I)gYIbP$xVUmo{pv3G5RtZkm@m&EbS(3 zQh&my9x18HOF#3z{xl_!%v&I%Ap^Iro6%B0%uTIcz`b`oEkG$zQU5hbl`d+V1i~u4 zAXS<{`j5XEjKF5$eBv%~d{1H1qkPw)P!!q74-`8+Sci~@<@+pGGsgT?+JrMkyS({X znw@h~ryT8=t=E|;MOpDDpR!yV^K#M!h-HRDVsqqs8OC)qx2QFmG{nB~5_(eoTPl0H zr59asInolzJcfJr5|o^E|94mB>168- z(rIPqB?{O$huI8B6bGFORahr>J?GEJ7D{Q9uv5S@g_o%mOkJaFlDp%S+u`?scA-C- ztdFw=aCDOT4qsx>2sOX+ogR~V>IK+Z|3;5F;Hzxlz!=nNY*!ioNF^RZzTqUSd7_QwLv}{tI zXvOF{tkrwj#3^0PFI`!C23IubT2gewRR3nw*h-OdD6qT}5M?=Wt#6>Axy$j;zOQ-bSCYs)s^*;c3UO@+S^(^fLdVg4&sG~Y-T#WYY z2Dz|YekdTD+J<&z^O}6^Pi0H2PxyLBopHPxc`C*LuXx&9cjJZ%&;=Zz1R`YH=4sdX z35HKkmVVEhpfC=ru>INKrE?x)wb?Jx0G8@CAE4KDs1@XAJwo*) zsN`BSyc?mnka$D_Rl0=Uj^f6Wx1Z|i3Km4ATq*_fO`hoVcD_lhJzZclabQ4O z3j}3vRLzY%CxO-GbYAk$%rY?}RP=9FZg{p5`xKRMyPNoXH7n#_+`k zpdCH`sB7bwD8hzHl?<(+Dx<)%sUly`(Jh?YCjiG&{nh7s*qFj|UmM%4$KrgC{~^7E zzvD;Q5r8d;Yrq`pxKBr9n|io64UUQKrkTE`fONq?4mlc-CU&O>1P0k+6F=8&3PcM< z*&AuGyj^Px=6~6&26yr@B~_UIMbv?-S}ysvB~;zlUC6hk_3qScyqy}1>=|PSzbV)f zrIcMHqA^5cC>n`CMVy2qtRZ7B_s3Qmsd9~{oWVr{skkvoA(zU0PLEpsBMg#aBq|$@ z?A;)z`&sb})!Up8Il1&cWPfxuG#>lh;`Ff3)f-`Jux~w>6-&18BYaqo;E|> zbUl07M2kA<;bVO?dU3WJ$9S~qWaL$g)uM|^_fb7p71QJUFUQ)B4=LTBTK}eHN-on6 zlvDim%Smew{JJIai+Z{G^bxZ@Ykav4*U2~CZV}o$IkHlj+0N1Zvlc_f;1+MKnF*AD z@RQ+R)PsZ;Z2E*S%a+evtu9@P9J`((V4$2o3v5?wUWvCo?|57^!$X}+T;z!K2v~KdgmZ58JHF|f+x*`b&0klSeb|C7%aN0BMsUy)xchqSZys?ru2{4R;bvNWzP&UWYMT7~W6s>C z7Yh&jW=6@LPM(@8*F`M}WJAd;O*4v-+TwZ_YlX=VW@Ma@|4a$>6A#Tya`a+mCiL0m zR2^{_Bb3XytHF_-K`r;q`iKa#pl~QOTwkV4uo9m63)l%w5?t4VS~@H+`NIh_w%&`BquYOj# zIEi@uc2+>v26iqYf8bZQ_=03d)f9b4FLqd{L02W|U59GclzSo}x(CrT;mB+Cn4A7XI*FHax(C-5OB z`+{;-(RZx)S|nD-`gC8$kKHzC)5b#jy_z{FtF#t0NKw`9c84W-F*+|rS^4PDU?7Qfk8f0SWBydb<^NVkWq&q+#q7UCSE{4TRb zu3Z=XW_fmRN;0Bd__sor)QugJ84#I-Ji$vC_E$ZwcqODwLtatXnbc?i4)2Iww+z`i zX>20*>|FOC$eBkPReW9Z89t+tC&Xm3`ddv)!A0i2UOm_OS=vjEJ z^ed6@7!1AC9CmeX(n-k7bg!lnKfhZ-3z715ULQqxm@NilgR@~Nci!JSUtvWioY)EL-6Wio3eW!$4 z$&~DLst$a0?-1kcKYJIVcMP*tRS3dBZ~OucDj4hg z3{9-^gMr4Y7X=5jB*tyOq4z{nl7oQ0iyA2+86FQ*;upBHdQ3r!$p-*2)NCfvI4~|D zsN)`2F>t3x2fxYZo%glM!{TPV!=P9uu|ht6r(adilN>crz@Iq&p}z$?;HSS#viS?i zfBfHz_J0>6Rlb3~{oLl^aJkWZi{!YoU3V2n*1z~ zP&BmA>cGlDEpS7Tu71URf{_>&xoOe#0yRQSw|7d!P@D$lPy@W{`}3thFebUiW5D@}B`7^Ortnm6GRh1QH< zf0TLxb=hBg4F<_p-F>tn6HgrwuEy_4&D}zIcur>Xb!Q$WeLULZWW^ENd#9Jid3>E_ z_JmJhW`<;2Zm1CsGYDzw&qic~Dv1HTe2YuWp6m8UDf;Gw;LXsjmphc*bP_!==w9cp zH7Tkma=4O@osAk31=LSz!Y;xslNTmss!o>$-EZRG?yRq&SuVpfr$>I~7_yWl&y@K} zls_sj&bt0w(b6*e@=xzB|07kpe@7+22jGd^oUPEzwp?=pmkx=plW$3#HJ2p|DWyjo z?xZ%~gi#BO()HV(+T%%ArwNmq zOp|e&WC7ku6{^JnAi=?Hc`M2*cN&aY63gs%;iDUx$R>LTyjY*pu7~=*b4r;gHgaWp zyhV7V)E7H^TA#F@pRtKyb)-7h(G-~_I|qQS7FuJd+V%YP) zmYJURDQrH1p?PZ~>P88>!vPd+-QmhO&XM$U90YhDnH`8Qa78;;K>WvluK6W$B*)yN35 zKDizZ;zImf<^qBedbN~M&C2A_R~W)2sY3;um=m50+JVGVx6ilGa$H;7o{Ff!f|uW) z2Js`N;~HX%2w1vfRvkHQp4MU z#e$Wk*`{@IKA1fA~PQ2DcLu zwC<2d*9I+0Wkd?q&q=zG!h@%7#eCS>W{??Plf!n?WzKe*$qIJY5yK;Hc?*h7anS3F z?|nL)PLln#=FXf256an^IRuSRr!Ja%77NAe#2SNa>&KHa7c#Y9c4bsd1zuMH0I^^ zjiL!Q*k$~seY)~eMwqPbKrQa5NaB{dTJ3hvu$P0#hCqml{|znfshsgqW7uq#gNEL}Of5lh0xeNO+Y?<|AAp2Lz{-JJKlS!=QvXj_u88!SqHC#rOagqO8>ci}u z4BEhAk<)tSLd3VwaiggY3(0(taKjd>%+7jUz5PVSQ$1sEvyycMB_2$`N9Zc3R)3)ji8%vwC{iIU2{-R3C5 zpfj&Na?SP-(`RorKR>sm5H#j(!q-G1pI!)?(0gb?EDmbVv(Kbd%uNl;9*m^bUcO`G`#LNnhuypu5jUzLUnT-U%gC__pU}N zbY@w~rld=NdoJGi$qT^s{4D_RkLp|g1CAOC6wTs7>$ zR-~3gvxTosPi3IWn{|~G^!8JmnG8k4+)t>y>7FcfXwfcj){vxPtPS|3j+?t#H=d|9 zvX?ZQ)R)avxu#*}P3_{e$fMsN%s;J9`KU%SFty^(!4xi_!Ay9xB74;_Sl zcdf^x3?$QQ`aWd%U2kCJm-P#J=7#QX{i3W~D|*Sp8V_k*0thaIjz0J5ZE^2uA{_*x zHB6SaS{U+mfW252@ZL>#v(7MD(6p0#_|YJhjglK7r*5EEwlD-fcQp5vXRfm# z$T0h==>lW_%<9}1NA3QhowN*EN4AOg^0V2hrf+tgi4N??sWX*BN4!bC3-Vkk=5onL zK03*S(dTZ1{pA}3H!CFhIP{$O42|KFWU>BSKa)D=89U3sMFn{=B=56RY6uA};?2_g$j29a}yb@$Bfc)l|;XLrBf&deWO=WrzS$Gz`URrkG5 z)eZFkAAUD|-lVdbqSEl4ZK8SM?h=2J@Vnw>o_@=iGo=GxAkcfVo0wdfDoZ!zPRe5R^HT4CZ777u~=m{R>}{{9A~pw$2G>N83<9) zpCTVQxuu|TXc}Rb#9M%HcuylZ{}^qRu&Ui+hOhTJXtq|s%uVWKnu|)|BWq@>?xg{J z2yd~jqTKnmxg`x;xOzyMl+iM28^O{(ZrO@xY{)HUboQY_D4QDKQ+4 zoYrGJ>FpjSR?CW0m7r-=5@8~;;f;xS=IQ{EN(26uYYIgXUw$5`P@?(sr(yYu+bQiI zf9HSrNvv_bN;RdL3ZoSONp9DD!glHNWOm*$N%opM4iLpcCeO6d%O2rg+U0|XJ~R#Q z`llBcDTBW6?>aO~^(EWwY@HIHNk;`%*eABRw2kIC>NQjfFYw~~*DKHO2vs2c3`IRO z?@;gto}Y@)>Q@^VSSwgLRo0FP9mn(XE^o#NtWLV?cz339!BQwO-$lw?G5a3FLYoNu z5b0($TCVJ7HCGZXo9bxZ(617l_JQOqHJu-ZS1nY}=~JT)lmf;nXnYKKj`Vq|`P;(J zr|roRXMC%j3kb-;J2SLVc0{1yeeKee!V`d&aH$E|+mj2oLsV(}VI-1%2C0hGl=RD#YN|~89Zcu2z zdpQwt`vJ@exlQk-`N=0=L+@#E-C(?!!!O}>j(Es^oFJx<0wCW;UC%k3_i1` z{nZs1yb9Z3bi+(xH8{#yUA}0OuYXLw$Sx=}7;4m2>|XiND&`!ibRCmfIC5chF#xPt z`jmN*0Uyj|31$5uQfq{=%j$@5bS;}TIF?1NToaX;AMOOp6QXTT38Wn$1#XNHlvFLt zK)(*K76T-=B=cLB%=sNkMy-wWU38_adYXk3#ansp9h&w8O&TJ28PN}PU40EB%4W_L z;J zE}wSWKfj@ZP-cvknBde??jlA$vL;t&Hm>Y-9Um+^TPRcVk&``#*zs z>%<@aXJ1PHZ_1y^P;@vAvjmYk(|`qiNmrIL%eDg*qHFeFN9g`@iC(sCYQI4ZMGYzr$g^FVjf^eauB(5U}?X#^8FzIMYmXHGi-b(p}F z+;__W_Ow(LGU)!p3Y$-{E>CpOJlVXobQ%5tY&OE|QnK!OcP=wcYk4${7DNwW3lDP- zE(*?&KLPaG^o6yh$1gDStt!=jX+t#Sts>42Z`o?4ObTXH9_q}?l`kV4cp@ERG_Wy6 zU7ts9qoJYOHVIpX)^SRKuq{@xIBPOhZyq_cXYg`L*}SNA3wBT;nXD+0>x4H_d%U8A zG#uXjFweV@2JGq($y_@W=$tUkxLnvWdzTz%F{4^ar!L6^Haa%5tAEERxpxAnPR!d& z^+h}|VCX*FdB@;z3W#Z~O+LRr{ORgd?x+^^?+5eEHg^Kh)(|#fKb`&>vcVo{U}?`5 z=t6J6Pz;iY_q7l+1~qbeWm`)_h+ig#T3XN&v{jICR9OHBq5bY7g7vO>wcPg9>gd-X zM9m$y7E%Q>HvXf-nG7WJ@(Q^(%z~ioS|AR82sA3I8`EJlf+3ZSdbPF`A3B|C%=29A zH~~OVR7+9@^l7CPFy%7m=OShA*dPW^13{2XCJVCn>?Y**o|EFf5*TKU6B?pBC<05B zp6r09JrO#iC>(HUm6R;!I(t6~@={`Hd(tS$Lnf^;g*lJH1zrl#sC<&YJq_6?vdc6V zUJ-U|A95a(=xRqec}KRqrco?l=4DyLsj+iq?WAs^3de*i&{&3hr zC5mR;HP765aj*2aB1A{f=(IOhV;SKc>y>CVTZ!oKN<<*w+xQ0Rt0+4`v1hki1ea*!W3OD; zw3{)brWQMQ*DGY6L{=cYGw`-3J7_-M*pmt{KHm#pIKuq0pYd@f3Dthge1lZN(1NxI zc$B3L*q+vFN#X3>P*pZKg>uf|i@e0-H1yWXW1j>^3zu-o3@{gw5gVX zshjDye25Dg5BEewUKHEWEHm*wnI^2^&0D)0rh~v5vgu1#B5Rqq*nFhh_xSJf!l7!#K{Cw`^ z+yC^6FaN&qBe+A;jBcrX%un7H^Y|#I>VwD3>g)%;8Cps-n;}cL&e&9Qx8-7ju0RCc zBKtdt=Tm%aum0q$_#)^+M{4h6rjhtI+8*#(y=Et%f%Q|=XtqPMhebwZd8I&#lrc58 z2q73I`XmwSJs0COJn>1GZMeM`vqerX)b}K73b}l)9qm<^2dDJhV<1RnUJ}W$mUNly zpfs^YrtYIxm}zH`Vf37I0@O-s%cK4DTIM)joV`7coRS#_BYc(R-{Hf3a?IfVuzusC zBb82Wc%P8^e3x#J{zuvgK*C~HjK$>g9nOU_gBvd{(Kg&5YaZZ_1%{4o-?KS3TKi+i zSI(1oePYKME3GSz^iV`fXj-?7=8=+QS9zhevLV|za$Gr_IqBe7sjXIZ?T7R9t)I2M z|5BXHuS|76)wZf45Uh>y9jfVK#y#(kR=dA-l(dz#Blu_eD`4g>0V3)1Q1`-Y;!d>U z!_S`(54Uw**XaE|8=Gt&^v+!#VQ-MlFV$6`-bLeKJ-pH^EN_jzMp^SLD8N&Sr=iR; z1$+*{Pt$xf%KipsN4m}4B1H(wQ8(_ZZ0dXz`dC#gD5O<}D?%_#;8vIczgq1>_7A$c zH07j_-sMDQD-~WjCgw7q=YESncuU5^Z1R(^tsV>{WtEt7?_uUjH} zc05cPLy_;9wX+X|XE&{TCWJKn+@%T5uC@mz-Y0-#Opk}tahy$I$%-xXBg{|5+Fo%j zQh4PD-Y*$%t|i?4Z?&p;CFX%PnGk@PC-7(}U*l18?TbghS5t*Z4>+{3>o zmaC&0ZT0pwj~^Ir^^Wf6;Pp5I3Ds@c!4Fpi_Si|nF@bXf{oz1Ztd?+!fw~hoHNU{8 zW!1m;g@-FKYBy9=<31K`;#a5Sj4Gc(_~j3^>%TS=FDx6#B$DXxE(54u%bVeALV~0? zK``7-NvVUPO;BX#IOuacWFJydunZ~V<-=R*$A+{M8YO%6C2%T(%wnbyd zRo-%JrzuK%V^gF+sV84d=e?!L8)wEdUTbWtc8jI!<%{Gv?fQ9oDtQ(ZjOajoedGSQ z5)tbAWHhcs(OTCrX|la3l}|FJ}CXase~%Z2PH&A&HU`T|z< z$iNS7*%tnW>f5GfqEtMBKIIc<=nI(^lxX=YJ=RX26mM@`e>Dh2*9>=QF4!lT2>T@H z)m)re&fS(-L)y`l!?;=;&tovP1Fs-M;~!(v7gFKM5|hBCWVZNfU&SPIpb383311Cc>}ws?05 zQ}Vm-eZM&(??s?wSM(H9Fxl8o66}92jMcyBV zgV$_`R~`%}!Zt~)1|M_C`_wOcgrShWx!e(rRqH3cA!izWOr*R!J?NwQ`uxXnyM~rf zuzLyExUcgJo7Bb1&FXsg$~d>(k>Yh=Gfgc{O{YVlXw(x2JT6f0O$uj;+&N7J2TSU@pdypKK7aHF*D_P9B~=f~&1IpOQ3=O9%BP}( zMCGbUEOOL6NHfqGb;n`{Sc}D(;rlB)>|_xLhp2O>K6=yHsPi)!lL@#;ejG+s&6@H; zIELqm*{f)Ki}draGKilHP&?N>GO}~l_j(CMzhgUKmOd7e1}0&n{=Gk{XBgoysN?5z*LClgwYTGT&ivy0`)nZ8=r{E>V{@ zl%Py6iw57i+B1Uvl6gDm$6jKl0dcT*#w;pNLI}UKi_+9yx=qFK zT8MYoFYC$!{h#Z!WLRLYc?dh`vc@R1ei656>QeA=&BDT$p44P9i?xN0R8t#Vgc@4 z`tseO69)7)NHm&{;cl{2Stxb69<5M&t+9kHw6hq6Yx#pnNHj~+3jjkzaX{JBjB3B7^s|kz`tsP|k@i_K4XTIaUO+LP( zY9%=0{?i~^;V94A&>3PfJCwcTLH)GR%JrPpu9#W34yxE)R1se#2R?|=4=`FN%U|!ex9*lU%34jP6P~f8^i8e{~)qs!HuOYNq3414iPsyss&oRmHVQ}8XM};AV z*9NH>lB}av81r+LYKTVHi2b>Ov0CZ?$(d-X=Hnd|Q4mPpV_0FxwLHmz-bSCjBcOtI zK!1gmn#LkMSzYhjg(ipvy{vNA+DMR);q9=X>R-5Qm(1IhPXJ(}N1aD<`nx+qn!^3` z@(G_%f3G}K+YO@531G7WcyM*AxBR14BRJsbrbx*O#|B?2WLN0~fPX2ReXioa^7!$; zB|gk5`XadMz5^`+8v1cF=wWe={Z^%Gw?n0a=BCT~=i&Kx=HzS1vCK%A*osF{Cqzjh zXv(CPuEP{}E%7trxZLN;M@5Ugz`k(7%-Ye-mmgNx5AtIjiz$O9ymyxTft&GRC5aq@CEEXh2=lE$wziC#3V51?b;!;xK5ur`hCjxbyPzFn6mYt?{*O zQRJuP^v2hdAn<*(KnbE{fVAL@;<{#*!AE|zn`q5Jh--W!-I_880CZ;>_6a5*}CB4q6Ok(%9HozZP-H^}^!|Fk{N^o%YnB>qd` zyvPKXxIvw^p0U2U$nRS%OwmiQ=tmFS! zUq2+*J)hW-?7UMchaGl)i!Yuu7d?Dm$HBF(;k!_*NUqits?QepEbuB1e$frd?4+#| z(kfGX2Om9$+4$$CoHKZwHEt}PACsfkRHVfODvN~(ZZXBvE*fW>ihbB2_Y&7l;C^)? zixRSpTj#D)XI0YbfJ;d!!HQ)poFY{8nc2{`7Lt`hZKBH!!9P(-nI9!{XQ82(HEl{W%^ygR!H9k)yIpI$MJLj?p6i*GF3+nlA#%DC z=%G$S_X!)#?v5qlNCAMT{Lf#<$v5{M$$g!^zDYxV|9^9_$bTT;-|1g`38jE=yaWsP zq;md@JLwei*6VB`$6R7rw~`_r2oGI!eHfd5U2z3Mjasp8nH4fRyJ6QWz_%s#LzVef z=-z9)0Iu;ewNX&Q!^HUePdngalWiU9pZ$VRT!3T6K4Q^-NHKg_LWbnqrL- zlG`e9!=V!Lv~gXZa|wy4c~{Nt5M1$VsDa)T7!e}ZkPvCyP$)m20cgl+DYF3q1s$Oy1Nt!Pz2lwK>TR z(2uEhtIb{Hnv1`+&upZJ%Et|Q@%cWNY@k3H!xV2Q;t}J+(xAGWtUx0*R0JId+em)~ z;_@Ba;IhER8`z(7o|^jS5?B8<=Y9WOS)d05Yu)AYV1JEbvjM-H+fH^^n`9)rw)oH- zB(z&1a+i9G{HSa>_Q&UH97a_JW;0WGG}b+JiZZVwh8>sFMQ;}HD5Lr;*|_+U`Mc}< zN=A~OHWsT1w+0TOI4nZxm%pGL{DrS{0H~vsP`pf&N8x)r&ivB30x(L?S-6<5*G}6q) zE38L}Sksx-E@}h&y2_kam3K>8j!79_zF}?8SNI}Wb6)DSLEs61f3v8tI>&ZrAU#92 zuk~ZiU7yayz{mm`)e^_Bzt$=Za((t&+5Sbn2q7~ZMMu!{VB(#i*Fe9{wEZ06S^XZVNh%w%CtSwtZ^4hn4|V|#TsXxg+jOlj&P zZ|+9^WSCj+(=o7+_TH{Tjwp6hQnALnLAjX)3cjIjPOtS**BP%Ew$r`c=*sACp&}0X zI#AG_%@crlJcDxVW|WbmzzmuoxUkb&^*_W57ip$R@J2}MHz!C5ZjFt0go|VI;>Uv+ zDA=CHidLOQ%*|po?LuqMP{E?19ESON;2UvSTCaV|*s$}B0(8$;?#d4pv5zM{e~nvi zsXpJB!sc|9O9aBDL}{)NqW50q#!xog+m5?HxkvGFn9<^e68A8;DX@$!fjN90ty zA3g}I9onc0(b}Mtww(aFg^4R&939%J<}U40Z&UVeE=wJivreA?Qe%iaF7%HIwb>Kh zyI3o&XYPBszN&S**Te7`b86Q(N5A|Bi>K#)|9@Q`?cWh4qgQ`^L=?N&t5y@-H|epfULic9Wiio?O}Ef<>5?g3pVSv!c0jB=uZf{2!f;N|EK36UL*m6(@%hP_ zLtgrs`dqf!LxS0b7iHi*51qk|=e(lLSA-b;pb0Z|vKN=xz@Qp(G0WTOW^U^=|w%U=O< zbpFEnUv&=iKa?Ak66b2o!g-s!Ib5coJC-4(o!W`-zY-uP4NPB4v`vgjC3IK@Jd705 zi@rN)Gx=Qq+5NXl3vOr;36eRUwqpQ`zN>7K?Rj^sm}Ww7m8rfi3M^c)-WOY`pIJ7c zg8E%!>ztd44%SD|$K2O!}VmG-5CmDLri65iMY9U?@I~R2N-K!;f78 zbu`61nh7uLj3OAf1*H0Ud`LmCJ9M{Tk{ zWt@wHz)1wbQxeKumL5Ox1e|;OC%*qi34#A5RaEbn z2z@^68-H%#MGi5T!1SEH_Sw{MMB9_lLfaaik&8CS$ihI0>$h4M-Qx!^|GA-rZP+~_M`tP5;>cn$HyFC}Y?+NL}Y<8W2>vUk!BRL|k$ z%^rhmT}b3~dDOTc;0MmTJRWw;P3)OtL#Jr^eqn;d2|!jPu9nNWJri4dRQO}@*B4-l zcedYQy<%y$*q7t*V=e(VvAce$p}BEy4^L^e8Ex{%ybt{@V@7QMO8qD9|0v|G8~>ln zAbD&3Np^3vZlsDjfGGOzrIr)Dsd2^qObL5pIA&3E^%Z81i=7Jr*o7|JwX5Ms?u;z#$aQr?7wjOHEnV0d)HAN24swOAD^IsIr|uUO9Di!8?{U z+P`@2^||kkf2TpV+|k>Bo3|3rv1z{El_@9wqs>pObWs3zkCv2mn02HK(5yX0l!T%Xe|#z=V9$ zVWax5Dpxl}y0!9xY~Ks~jpT16eBS(Zues}uKYhxpDy#Z@U9S@uaB$jx)8}!Sguv-Bon?q4U1PkDh+L9pT*) z_)QZqGi&V3V@R35q1dkTAa~2Hvtw?xTVK_r(|>s}cX8^EWe%ofFwYlQt8wiG855Od z$=JdJULd{U(+S`^-nE-*72kc);9eK&)@nay`>OVmdg+3No^Vw+*mP%s$V-YsgH0q` zfuGAns>t=>51kJjYG8+d>UH!_gJl4(@Pyo6wY7Y5M2h*=VBeZWJ|Zf%<@t*YonY?1 zAuW`8u8Q;K%es)SI?e%o>lWV{|CG@B+i_y|tutF?u|u){JG}s!4*#X$ETM*N+7p~J zvismHf4+ag5X~U)10%tAo zH~qbt{bqoi`gTAAF8^oS^lv18Bl#Q2-$?#O@;8!y1QMdapG4-tFMlyl{(qNw{<`K` zfAva0fi!zgdAiWrD-Wx9NF--lcvE~&wpfj*NhOz{g?F-& zS-A*rtWzvt$KqxIql$f=_e*YsePYI!iGkF1_#n*t*VU&nEj1m%7s-LGx6Z!ddXRW4 zv^COc*P?=?zP2<8M5m5yKvEovg4WhX2xK!ZQ1MKJ> z6=yiu=Ju-l)kCSTdeHoaf%E>89&|PT)Whtz20C^5{eRcs;Ko{7p(_8IDGUB6JDzro zwHv}>@9_?`W;o8cQ+?!ppT`b$-jZKk3Q@nD`>HSw%8m#WGk*GwduEg)6d>A)-96x6`j&1t$n#wC z39Ef_r#SD7Mgxxpg{2d;JNT$EQ+RngF?H@M^{f6${UTrP{TcCo+?-L%pkxdm;UC-4)!R$B}jy|AU^WAYkc~FIi2#D2Q=JenEV; z-~|unrunHj(H!q9aUJL`b8g@GV6Je1L8eN^IMLw*(9ibVz1((x=_>@+7u#@OuU`;b z+-kSZR&cKOk|k=E%#uCPTBF0Jqe?Qn=X*qL04hI>xeJE;rS|U`M~rI!dz{(gp0j<} zkNrIMGT;||^fC{_Ymu(wP6Rpk|5FlwN+F?%JK~rJYU=itUH(bMfAs*>yI)n-xLMg_ zsW^F=ltxvMQ@SCChg1gu#{(B5q!+r#wQqM!e-${be#qg>6LzHhwVBu-|N3`ctn&mg z^3|uV03qElk7c~%z(`2Pc3Q9#R?lqZMY{a5oQi+OIO(>X%n!SAKt*LE=2xFl`^Fm{ zy8o-k%lO7mue7XqeH%c$j^(wOCL~kodig4DMRxsxvkMJ;Gtgl<9#n)?gjb}Gw)Pfc z%}7?{TT&LfsQ+Bx>eI{VkqUq88ueK6&kQRExzUGyvJ6o~NTvY28YQ1*zM%ti=5p!4 z=N}CJ@p};dmj46!o-Bs>_5XQ$ZjoQ!{`KXQ_wFD6z~26=gsJWa;B$%i@>|Q;8PHz2 zV2s3WK&O9P-Tc#hiHNpg{jNm!kPp+(T2CW+#&{E<$!xbP_V zQ>t8=c|RM^XRF71lrj`WD`LoO*_L*bYm`SN^#mYqF>jUHVJi>wv6U0p)(R;_Dgh-^ z1PWs)&&Kun4Y=Ua%=mlTnQyiW>kHuU!`YUXPa5J-O22u$OPizQvKV6^+GLXU-2-9` zqFE8)qaFuQm(wY(0Ym(Z%e`l;le}1HU2a$DM&*U-nD}E6VwXqgIinY5k1C=K!}Q5L zmu?ui7aA8+roHDUU1r-A9Nx0^Olo=;f5m=we(l$<3Q*<;sL~zZNEfUre~fuXyR${N zecyI>i*5A$dT=`SxAhYMelQC~-{jd?T3K@HJ?1YoIX+*ZLvIDAJ0y7M$2llmYBxna z^Ygr`uV4O!<;a?jUm--BC6aRRJ-i|b650F1e%9bHm<;^xAl`8!ZASlmtw0- zY?W=f{qXL0_Lu0D6{NCE&f-z!z*4OBR_JMCa-!`6 zoQ>RpNROsW5z@OeI_9b(QPA;rRxsRo#=tL8Ifh}^mP;l(7)2LBfR)V~glnM(lq03x z_Upa_+uVpbgHNdjPsMZk_1d&^5J$a_ef_iZaE(d_*$8Txk>RH4E0P!+nHoE`FhR%}1?P!*f$6!388BiFL)uu2bQLZh{H5s+LsEstKgRF* zOlvZ+qxxVy#`WnkSY0lj`aOn`t!tGjN&mpl zA2D$%GUk+o!pcik5XCglO&9E&-#9;m7OpbBho!E{CqpS-*1}$yh)`~iVz+6OWLd&H z8y4rRv{`f3@Sy0{W64@C$(WaG_dk|j+f?k=yhWwoXnR+t(`RMMU-b#jGF1zOC+2(R zfhw(w$)bmOWe4IJi&b>-93!vD!JP)1XC6`s=)UrK@W#0Y)2sNl7In-yWB3Spijp6%9PijlG(ogxyui8)dT7zlMq8aGxiXqJ|-t!vEtxu}JFsQp-HSfWO zz2}ZTjo?W~veMYBws%(53U_5L4_@WuQV(P~8liJ)KXMJ9sqQc4h20^Ojqg}q=B(}w z?xN`ok!L^-hV*i`3b9HhYpTAv?+KvF#C?}lGB35u#&dXu_yfYLITK?9$%(E#*TqFa ztI9_iGYf)8*+zcNNWG0&X=fKn9yc%m$2lz>st!+Wxcr2Wpr8V2>@*$Hd>iN zIG9>n6P+B9fUz( z@CFTihaf0cR!?$`PjbZQC;BR)$iY`DK7W+Ayu?CqI0MNdW(@X&vh!U>LlXE|-OP{v zNWTcMs)jat4%=#pG5JtiXS~m!0H*R^gWAD+afdpr82mCYvox@ z_i<~wdTvq2tu-qeZHu2-G;vc}9-X!clH$k)qeZj{^#z_n#;5=;V?{6%!Cov)WEtv{d<9a!UC4Rya|h=q^y$BYZvw2s=i&HSsA`of(#(OZ(*x=omE!tyJ+k3lC3 zLmm?#wo_j|^RLQJT`G1-J3E}y+S{;*FC>CQ-;F8Y>yn2T5d@@ zTlnck?4(UR*m__?7nB|b0;f{mO-5Q~j{Rd^bN?jDMp1uGcF{ePfbVGj%m4J_U$fso z)0`_@BXsv(kVQ2Yq|VQ}P5u?z(>fJ&S5%7imfQp@=(^Ms{J2MOki^KqaQB@q1Sl)0 z(yVWV(fME_y+PWD{Q^k+Cb)anwb*i+ZbNwr?e1wPOec^XVpQ;d)={Gi2D9#$3v^%U zYz2SNM|MUZiDC%iT-XOo_sZQG1s8Ky#%MqpjLdI&ZWq>=zwF!_F`e3PY%qa%JO{6e zPxzD@xa^pd=5PeJHSzhlF3-G?I3-9YjP`Kai)VCMSxBf_-Ef=RH)x?Df-#@N{!U5q z>=qaBcy@inX7n`!3KtAMXHZP66++By>ygQrDoXTWq1#p{xBW+SL->-emqKcSad2h7 z$!H-@l}rGeD!C*y)@4%0W!L|D&xPL0957jOaHBzqrQzKt`Rv+?|Yp^yrYfgwaUH`5DBZFC6~RJH_adT^;rx z=RdqT2mIFMm=i$Ow36pa`EOhvkLzODQeA%8qy^MB;7f$5pBV*+%eLM?aa(;=s^w_0 zUVxCN8WO$+A4G5|Av9hJ=Ohg4Q?A=qB14Q!@)LHV)vbObW9XSxM%XK|3VMSd-MMHl z-}b2`FcNOyY;9f35pc3(aSucuD-s7~=Q_j&a@1|BZ0 zj(Np6tQqz6b~U>1ICP#@=Xs*3TyJ#wMxvXPhT~%{?1G&>6^s;K#N!Fx$u)aeNW*r4 z=CDvD;?|dxo3oXYOc&Z5!*gjR-|rxaqxJ;QnA`gWp^^q{&wcD!F+MBq-gYpxp6v`P zxS?`jqZul2c2XJPwlJ$D;yTlX#+|j6F5T=TC*RI-*vPzY&RrM94CSE7JYXT*x<|OF zYElgn%j&1lFK%Hh3o2NhQf1_x&H!2;wLAayC#ah6v+I(&*R-n&`~upmqEUpLUn@c< zpFb+HQCM}8R7q_2Y&&+*-f!8%F8E<76u6UImTb*CRutHGl%FU4JYDe0rENFj%}mu& zR(5NZkLT(lwPBB2(fYj8O?S7!4NY<$YW|M6a6th%=DeL9&D=3iF(2hmCT~7aU-Z(b z^MWV-wAkI_yHl%sJY!{-K|cYg#kH2tD~cuiy82Rl8@o>cFKlEL8jiOf{aw`^Xr$X*WD6yFP5<<(TymqLu?~Z)uOe(P#d4l@D-cr$-mTjE;%Dm2JNA7TarZoKN( z)K#)Ek@bbBCC2QL2CY7<4Xw|htSYQ+JhsHL@AN&x4=xlMZHq2scQcT0u`9teSXcMY zqt0Ytwu?tY25;*0g9nGRkr4}Lv9nw2L#rClMt2`sWxPcYc==-TjSQYLW#GFUw=@3w z6Gr8EDzr7^(4~A3heAtNfcK4U3HyxEghYhYVE0|!Ya2=zpA5~^?{)DjkjbMvX|aKp zX|6jU_489^@jw;(?55I8r7{hm3kZ=UM#*1hrSvK5^TStc;J&R@hL{I%FeD(!cs6{% ztnZ+@-IweGje&bHrYqOEPd~&c_>D(}PX`?FIMT#Tt60G$%)I7lS)c|qpvyek?sz6eZ%d2M(Y~ScxV>FMQ4lhfFPP3Nw*Jf%i|Vj4ki9!T7bZ&?n<(HOu-jwD38P_u32`qKi*uEvMU7MibzU%ko0nLl}Spo=2COQM^M?!lQ|Nh z#S+R)9&-Pmbc7lz1Pv)3d9XdRdXydAo40NK{L8?ZZq|YQ37}5HVPoV8y&my$%*W?Z zu}qD>h#_}tNwW;XHhIg`7oqGZC| z;wQ=eTXol%woVP}N?khdgO&*>+mK?N^b3^%S!*RBM`fmgmODk;f+N|}^) zdKsSToTk{So3Bw0k)<&Gu9%jY1owYgNA*kg=DnbAFTk8`a-_kN1Vmgni{u<^53XHm zQ~3NKw>t1Hr|a;HCf zWW~YUP5{W+nPE3KI&W?K$ietE!RqRFsoEPr|60|Eu>If4w+Tay%Vi#EZt!R56>dkMkpFiP=ShmN{zZTWCsKPXVx=mzm3F3VFp!%gc1UeT$h$TbD< zFmy02_wc*9_DJ)eY80urWZqjBUmsY${;+IIVj5%qOS)srpirRVBK)@{lRS1Pg4<`z zA-TFa8doeSVd*J;O>-h=!9FM2qL$5;6G8bJ^eJ_hyLUfsUEDfX2lU`U>?QnE)Y4~( zHERt84dAi^x(jaTY4!~r)8$=3qkiG@p}bzb8sO%+{4zB~Ar_@vKVhDe^D|Z1YjoE8 zfzff-+ZvIeN5#@zl)f}>M=?``ZjM=c;ehxm{b6oVfpI}c+AWW?$o`smhiTOD6$P{} zL=v+^_l@#(onU5GR7alcwf1W-3Oa)ia3U4kZ9S61Ps>+=L~ew#dT*PUuzLZf2^%=2L4hGT_X@>llN+7az1=a%A@eztIcF2L_G zk4E57+A^1T!0P$CC9U&@*E^G(GD8E$gOxQaZsbPL3R5OQtG1D|iU%KGR_=7!@KXD^ z`t!XoQbx3|VXgl%XWv1Aj|7Ru$2>m$Y5_lxEFLcWLfI+u zzWvKD151piAxYrPnVQxoSchlgGr5#-dzay+Mo{V8C%cdZW-(!~xHNIP{s}3!JjY?R zczdovVBw2P^p3uZpSA_E;*X)qcfm!*lB7|MXgCDKTf=%qK>>F~=hrd{ssr)tJBk(& zxjdvHuS7>$TH2_me!B^FL}Sah)>gW{Nyg~ zr3v4Na=Ux4I6tdVyJtz!UP42@k>F^@L=#N+$9za zgK6Y33$5-h)LvWlb=h_q&AYQecF!-eT_0AcW+EFVW_R4PvXfPNU?1o^)H?;9`EG-4 z7)5hp2Y*O=|91m6=XgBi(bcF>q)qy6jV*dzb?A;UskthBCkAJh*4$28kvZ!a@1mTE zl%g6S#u>WS#Go7dpyLU|j&SK6(SxvXDdgDk+FL-3l!j$GBi@!8q%fV}tb2_3;*s#_q5w4ImNtH@)16Uuz_Mp-61Q3(2 zN$D6J9a}{9WWv(ra3*iigIxtrH|K_e5-3a~0|Q-qcd-R;WtUeNx;F@cwq%6mfAA0Q zZ&x0F30{{9Vzja>*A^W|SoGiLUd__UigDTu_)Of2myo@m!RR(Im7yIzQRQ^-F17PE z!@#jmGE!f~k2)e!HniHNmxtAFEd!gSPVaJ5Mw|7S&pO0qrZr#ItxC;cxBuwmXXrx| zx%hO{sL=tpRMR^4>~NaL!(e&z8f&opmAng(JiQ~BBvYnulGl<@WZE##6)Fw4?nL<7 zp1E&WhP9lKbqU4)joL&vC~&(2KL4#B}#4K2WI|TjVg9Yu;l?ay& z=e*QGmmZ)9LLo8#H#e?3X+W{i!zJ`i45tY}^k^!!?aQG+?Tx}acPD-_j}PHaG9Bb# zka*x}kYeRVuZg@Dyj%KeGTg}up(nQ zUF&(^)hr38Lj&ES^NtQ{N@i(o{fb=V$S!E`4E?C5an=3qX1L1n3q(gfI`%(; zI?DXy>Kk^iG6-9{wP9VG@>gyxQ=xKM?*!0a?R)GReF6xaaf=!}a6JJ)5$m!0P`%cJ z!muyj?*d3Pm*8aYoa$AXDxT!NYBH*G;yLp*q#g zNPe|-1Mdn=VRO68#v6m6Kq}t?mh8TOf6(^cQB7@&zc2f!+k&VFh*D%r z)zCJ*!&d1S5J)JYDV+d85;}zJZ9xG6DFNvkAb|vklmMYcM0yiKKnS7t-b3fI&pE%} zd-uNa#v6Cs^S*z~F;~W18FM9bedp&p$I6V%H_AosUx57JidaDVMloztg7}azr zbB7OK*QY&NG&a67|A*a6Ms^jG-xB%Md(C0z`nhl!pqsuk^^oqKX@!<5oHd~JQc`)> z0tlvx^i-4HATTN6P{{un8*3yx6B4TG6nJcCSqd!|Oim~A`(~e;kH*QaQgDc^!4dD> z_6Jf*s`DP>k+nTp7?9Ih?jVQUBc`n(W};NNj8N`4c6Nix2EUtGQC)7e zSizCRhIjIdw)_KHV7C^W23pb!Ciiy|OgXnpK)N%r2F}xg!mUy7W)`Cdoi4s!XVsMU zo9`vlBo42;yx-Xn%{2Ugot?sLXyQHa9-akGg}M38Kia>C!JD@c_B3FxsW}FN%P2$^ zAoC8Kh8jQZr~sQwV<)ogJ#yb(Y!Uzv78lhuHsm0+UD!x49}|{A7viby0p^}u^dbeV zT{tj$R+a0aaV^cNVAjj1hJCs6D~&$OU^6-V6x%7GrvHLz zWlve)`vs}9Ws7q+d5Q}56@YWUQF`Jm7{&h4HFK$J)c~S#jESraJA3}SzXfAgv7FQN zJ-iVrTfSBfUnux}uDUXLGWy*^C`50PbfcN1dEoCRYgpQR+*{9t(Y=}NFk%^{Ec(~w z`KC=<^K-O9qWD|Us)yF5Qs$Z=J*YR09OMJ)EMHjD%x6A?f5EyF{OE z%hA5rA9eD}lM{=`XI=CB{*|Mq%y-5rRncwU!=@g!hkbE3n`fCt{Ql~H}$LMewVYpD_8)4{d#EP|d1=epqY2C7! zdCD@2Sq&kS65|#WGQSU!-;cMbe0BA?nnK?_hwd}O)1lDS(h=_+Gi-aLIUl{f->zcr z&C2xb>~taw{AuJ~K;6dJkUw!}_~Lg)_hE|DE!K{rRD0fp!6KkbWxSa}!kD=@+PeK+ ztfxxyWk?-6LC}yskn!tVt~{mZHfg@r(+M-)fhLk#1IAEr=KX?pRqvdi2M-V*o3}Jf zIi|p>p_?fuOEFp#pLu#NUb78<(R2<5;v`38Kt*D&B;n%wz7My%iMu$ep>2dsJkuD| zfVwzG%yNF%e!$SKJ0w&!=)>o?Ps~bz>Rs+L#ZAaV*$$DbB`P{j zDypVgC8pl#EH+RI1SYyxf5s|bD<9|f7N=c>i8pH@F-Vcop{H{~faihHT#)>N11?Tn zlf?5z;+$9Rm{bfY?qvs+r>Hj8d+{I$L3)!d$ADDpEUZ^e*VKB2 zEk+UU&Mt3;p0Zri$h5r=cF4HcIu{19Eb(>hqEe(OBS?yfnbHMGD-c^{+0k|?^(a!jjsM)eTT*lt{quH z#NRm_R?93aW_Nm2{W;jT&2;L49zf+p3{4Dk7dqqF&h&!GNFa?R?nON6;{o0;9J(c{uX|Vp3 zu{*6cnyK&5ZxYr+jPBv8M_Q{W%dHJ#J3DhoFQM7Ns$(GQ!&Y;NgvO*Woi z8Cs^bRNd`;BJg{euMFP0Go=sq}WyRZtKxw7b9}6JnMSTTKj5l8hsp=i%JW?a%nYBPG&`%v#ziErq<3ceKZ5 zX9IWAwf5A!@a}KFbd)l0O}Rxp!GWZXOrRClO?|p&NXVYAo67SG(A(_*g9K}y5)C`i zEppA;c;t_&{p;k_@_xwN+dC@)g9nC{+65*G;h^D!cJLu_>OZb zCw7z>Ze|pTvP$uwUjH_>^t4Y2b`JeN?FM#SO3aGBG5xW*fAPhv;c;Hxj4+Nsfau)v zy3gB>`{D!Y7tKpXC09d!$(lo3OD^&Dh_+}h*b;=%WgTo#D)U__xqX0aQ%^5$#SJ)r zX*2cl7Y0ke>5hvRjdMY8dshN`&HXkOBT)R~GUEf=06=|WA3^~uZ(9UAm`+9qnoatp zHO9(qc&^{C^p5kiQ2J^d4_eSnn3gB;)Ft+cOUjp!g>5c~_nN}wlp6Re7FhY2J$r_+ z&OSP^bsfOInV|8Ur#?#2uXp_YL+Y#*?ChQpgcA*y{OfF) zp35d{I8`ncduKYUz74B7nU}K8vz0Rvj@M&NFbB%qx^cC-*dL9bA|XuG%&>tU|O zWFx{*bG4gtogG0Txw~D$9)D>fS<$qwI}W7|0|)F}GvTk$){ISIo49c(0*Jz@49}*B zhu}&f>e7q8zN+}y3}0+f(ENZyqZ3MhIxriN1fu)dwc7k;d{qW^-cK^^`dcX1DT~PG z*cEg8jtC=ppL{)FN7vmAQbBtZgNoZoN(&eYMw|33>7rF*e@~GQQFqdu?BvViBSpYj zl-2$-Y{I9t#=XUt@ppNSM&2Y0la7Sb2DhVq&!VmQVj#~ciI@q}*QHKbntC@+Sq^#M5>Hva%$%~wpninm0)m=2k8^pH*t8`=xh)IROLc|fQH!s` zT{H^`r!31Vs8Pnrs~N2_;+}!L&q7GsL9?vZmz4vxv1tbbeuq<*zrx*UX?~90M~Q}- zONz1R)X_*=A)KR$B>tE$QAm^HD@LiW8q>Sz*G-EqkNIXoFRE{G!`(7bXf5Sog&>#p2Om9r*TW5Tku;8oLT# z*}xMs1}W8^lV)@H+JL@!5s}8UE^P9p=Z4OK4MuOgeEWOE=B$#@*-CyCp7dXta&>BQ z3n`~85ln~e?@*h{m&wH`q*s=_VB7tqQx)*1;LJJgG-cp!L zqTDji6T8bZyo6ruS>WAW{?RAR@M-#!!}`D@xXBSO=9NgQQn(!k|dlMovtoR3ilIB z@n70{u&!?2chXz5pi%7M)+0gkIJtFKfB(%&$0uxMK%wV(&XP?Mtp6rJP%unvc!6(b zVT){%8>V)za&nl%t6eH;8e1{>qrX4Uqk2;|m2V|pJwz~DiBaS5t${GMuS-9`zB}OU z+=z~KYw#buUe>w`X7~+b63`piRj&j(Ed~Un`ZL<*OuF9=B6AxLRT|T&{SFI}Y@B&b zJV?ZjUJvRYkdEeAazKWyGIj!|S6Cg5_gCN!J+LlS-EA~Fk0AZ1JM-Cs-kYKzVK1NH zUPWykI=1HsuR-O(t$TYYj`bNjoOGuZEgKBd#ja)M4f`a!&La(`7$#o+)6^G zmMyL;b9TGuR^QQ3{h#`UPg%xT#g?Ft-W(>O+I`F^pE<`io6~KtnK?MFp;C{3v!tBt zX4f3+?kJkPn=n(cHyX{p{R?Cyh+V-XuN*rAsgu2<4+zt_s1qroMwoIln4R- zQ8#OqZT@{ysC9oi@n9!W0uYybNV-7c)*-L_efaPhOHwf=*fR7r7}@ zl1JI6EJEI9g5DFe<}+Gv#wOIM6kN2)Qoae{vbxrz><33@rgnKY^H?2%vU}vaD-cSY zK58SPzIJqli_xMrH?(Bh8vj|Y=XN~%_nvS6hf<$0UHN))g>h!Nt@5WVn~RPE#JG7t z3hd&##S-_)L)(TH_hVDZ>uWi)F=nC3JrkU*0cVyR8n?viTeV6p7M8LV zeZgMg`w_O}P|(oMNcfq`37F5&Yb zSr}aDD^ra%U~PmA-&G&Ro83Mf+F5L3$RidTo^mdsQfvKtn9GzaI8BqcU)8q5z2 z3)Mu7-FR<9O)=3BnAP)alCE|{eN8WOFc_h2m@q`d-k!2#1EJH%myBYiqlo&0?rZmQ z42RpGyasydKk1x&YnE^s{ul5Zb7VXhI6!-`UaYSS%-!<+gbVDqE#C(o=r6tf+_B!k z8Lm(W6{X2J+}qTTm-!KqDjm>I77;Pb8JP5S4(H$?C! zFKcz>y7R%pPclnM=r-f;`B06zyP1<3Dv6lA&xU?eBl9mjvFbKId>=mR+8hfRmW>!& z{%M2ztK1Lml}>q+x#VPEcOEVTE?KMZ^t7GBDJis3?~2MRS#NucJX}c5dusQ4#bZmk z();^4I4{4R_{2I3T}+PE{8&u|eS9_jbKYG+HK20S%7-bQu?DS6WST20E>&dI2zlNQ z=C1)no;R&FSR%|obECRv657@*2sRz%&;+#!=?tE+=n;m+_RVc0w*F9IQpnLp|0Xm> z9E9EC!UYUdN4qc^T6DGs>8p1D9!dLMu)vHqt-692l1i9EB0M3-&v>SdH{pIR!<3)+{jEw|uc#VX7xhF5dqL?f$j7jAYG2+9VaFLW&kf zS86I|9dhpes-~!HJ$~-utFuh>kJQ1+z8q<5bn~qaKQhI6*0Qsp))$XmxEfZ1+YDq_ zKFqA~q>C1Jx5Y_YkUz_>}|Dr_qI}J*7`erz{g!hE7?yKn{|EXPKMAcjjPz z*&CAg-Kqn0jJtj+owE3eyB&c|H)~~_;`)qES@J3U(TYUHHp&EQK|Gr*e#&CML*K7Z zI$lbxmNUwlCLV_l`po_uV-~y4cWG6O?Ql8VKV`||TBcMpPgq#OQvE)iEXeIi!vz*J zvQI#L_`esx*Z#c#o=jwjqAsjHJQgcEWob_Xo4_qk>Xs_EynGG^<<^ufkJ*EdmX`jJ zImg^SN};7=0$-ju&Bie`2mXHxud z-?_HHYL6HFVrZL^*}y{1Bu@DPK?x5qm{lAgs%>&nMI=JulqJZcD!lnvrQ8GMsvB#y z!Wqfo`DI>ehqW3|51msjSq1AjOg*8bvU6bRqH)L{zX}9?KeQl8VQ0?KxklB_ZmX!S z1S>mlY@FW`?WX?p*#yoDVo)5LvDW^N%Q*C56_DbsRadEGC>8-IG&eOouv7?KKe`DJ z`#w$oe8A0%n?Gr?#)o&Chr=W(S;(2oh;ZsojmKt7U6IifeE-5!2?ph_)CjJ;IH`1L z65ardy5***;$4{+lOHYOeWf`j^~4`hFdLKD02yxyb`Hy9saV4Q?Gz-@4chE_ek(?N zw!|+i3O2w$;wAalMyY*+C2LmJTf*xggUS}w#JRJpyx8aKF~m%u+^smA68W0KG^*+<;}~&AKfcT+$nASXU1=+o;Cp|IDq?73*l1bd>44E@b!kzY#bD;Uoa z-$&4HlD-j`b1eICVM9zB5!2{$czFVP7D&5s6_EEe5cmTanrlbDZaeAs4sl0B8 zB5u~C-m8R|dI`m__PzY!=l0r@J@-C>m9v9=F`<9z{CHaT9A%vt(%D^7O2oAwq8MZ~A`qQX$gR@~Y z=l>#xqwZ_Z|1V-l|C<;Bz4UDP^83e}b-;GH}`qfh;JR?4(xSYZV73W=<%_Ak|= zM2&|a?Yqc)naev6MoPrQ$a_RF0)>} zC2paS=p7HiXI{r2BKbuwT$Psx^){ZD$q|fD6oNEkykfMC-@S{hXld`RL|w6P*gk%7 z9DHxbwx`yl6M2z-M{6id1BE{R&7yMfodpwV-Q6}(f;aI;?#p@jY;WeAJibRN17$59 zZo2l3EzIa0MLeDj??H91oU&vhfn3W*ZO3=kLeW~SPAUi1_+x9Bq95gzL#HSANWsaY z{hq!i%f$}gvOJyDLEOje6|Lik4*Qhz;F6Px&=XvTC70H>l`Pc8%i?4B)S~rSQ0dZy z1Qnccdu^SvyypsBN)a$?V@95M)a^E&ST<7PkAKs+C~rcgpt5jZ+r(CvNsL=9^sI^~nH=g-xu`Da%8xxg%4B z!M(J*CW~F!zf^}k+cW$6ADN)eqzs4AOg>Jtgw^i$d%#Td_^}5i-fj6aG17Ogj24w? za(O}@K&QMq5nSQ>?6&hX^Sxdb_4bH`D&>{7aUtuyz%rKu-1iG_FSXzI{=Mu$3tTlj z)QHXIb|iqhB}$V~ffPG7b=DSZ!)53s5o3+R->bkY94!y>{d;cVarN|jR)zb>2v_Pz ze$MQyRs5=Fx`ZK~z-S#*;Oe&6BnLF7y&xf)jCh^WB|-;*35FQ5|L5XB2jb1@ zUB+&**>1FZmj&;)h*aCvG$Y&{NwyY1e+OEqz$w3~bEsg!V_`A{y}*;(2iQ`ogYT?P z#VYuHJY^v_Owr%oy@BY`r=AFrM6R zKc^X7ru?L1#B$*T%3@CuH*RyC)c?#%M58;Q=y?+_52)^0{9XKln^&}O+>i=3F>`6M zCVMaA4p27>#$3)JT_>kPI<|YFH(r;O)>>ffp2lv zQ0)sAdCE6`RNvhvv4s>fhMV)Z1I}*nYzbuc5Es5@m@S7a*_T7kiL;P^w+YdB;z_XI zci?!8py(lftyf7iW^ZzNzOiZ(gKZ(PzB{&V@||Bf*)D8)p`Ml%L5Car2Wo(1`#Q!{ zl(dH|Q(SQk3?)FzNuFET!db3fZ7aAV-okPKN!A-1lr zW*YV*d6<-WuZAc_<$jFNVPRNuqcwh5=`GdnGqQcmu@+40RXA+B%F$)m>I@H#@5ZHa z94`Pd^B2!=z1Yv)mx{NkA`f_BvyQ!)nHQ!M+835ql@9{pGQyv-M~hZRGbdHlzQ?mW z#yM*PlMA62$ywt|;L=6LAGB+tq&dO*k*v7lTKmmIZ!q`~MhHSoHiDArf`Xz;XEChd z>d86(=Z(s>Fnm{4qw=>g@w+QW#sN70#dr2mtQ%TqD*+^ zdBS-e@jSi=9$e{^RpZrVw0-p?<_s*rSPKPb8z?xQ92$nF)RWY6-#hQ$kV6IUNL#bkBx zqQy^HT^-?t=Y=6+!JH+PfuY0pAiJMYB^}iSa4C6XWlm)UxV-XpdlzT6TI=e;09Rk) z7u0cWFYv@;LBPYRg@Vz2`%{)p(;8g1W6=iNs*~~^T39jR_r9=3acbp&J~5#Ong!_a zGX{g@MGkda#vI}OAVhY97T?~K7-zv?<&I;bZnD}R zK}pfkCo*OA!uL1u={k4K{hbHsNJlXwzp&rNW8+e9YUYm?-V_%QqoWk>McC#YS{v?Z zaJW4%VyWXtd`d7^4UlS&S~jZ@D2g@IoD>!A^4IfUbA#izEm~`~x3*yF}am0T2uNxf{^l^piAf@L5&*(?|M? zuA6-ssGB4q^1v(paveR6v7<_1ps|~DW=AzK(>Q35Z=87~^@gNul$K!z$xZxb6%4HP z?+uds__VlK1Wc-7&R~yfucvDc*`F_!y0G`7)tfWuaACc$x*~Ld)s9pBi==!h!bqQ{ zJ;eWnSqL5Dj3dLhhlWo3qUm-i*&#= z8kBLYZ*aGOhCB}>!&F_0lzOp&_V16Cu-Ki@lN#jZw+_g@6gSb-3As@}PtkfPaHE%e zUn05Yf=h)+3L0E@wDY5hp;zBp?BoLX>5U3P##M8Dx8$sz2wFi+K~wvgM_K(93_y#3 zaY>^`SL-VAPqNZwma z_%=rHRHhd6#XySy9}VQ!t4YQ6mzQ2fhvpdVWc3U=q}sqL-5)GURT3m6tMBCLR%89D z9?Ld=cc_Q!TqO>v_mab!E;0f8_8Oj(b5CVF-wfY|DcN!**c3PibQkDDr>xntTr6_p z12*XX>pH{ROE~hz#8{+PBGa_E_POtMvqUWHDot!V~hQ? zZ1$+hlUeSU>O%K&I@XKt?R59}S9T^owOvWIE6u{BX|E@!-0{|vY1_bH()i?}UW6L| z0{MnWQP4~7_cLK_v8%lXo9{0&lM)|lq1YbABvdwjJwf#Fv8#Gy#CSrA5g9A-?COhp zwes#4Os?^S9cvW~0w4Bs`G?|d!ur#f19@NZlr(>TBkF7#zMDBFD~KV=jp7O9*S_gr z!DTT}3#-!N`wD@qrJBPB;#pd_R2_x-sM!{Abcfl{0~f!V92$Pq*%2eU;=nO2bj3ae z-9cN6`&xMsohlI|pfYTfuk4kX|8W2h{9sO*f3#5vMHt z?a0-9pX6%e^Xv5UJMpEZWuO8VEN*NMs3hSumy^EfXT-r9*0%$Ad_B+YPLUmM*;q)EVt^-6>Qjs8&c^D z03I4W0MP`~u_$h9e5ei?-o8UtZnh6$kWue1)~OYfs$=!3U+Oxht|`pqvjw8 ztM;Qx+Ree&gyHH?rMH`?R3T3#uTvJ5YKOdl|gqtbm;^C@Mi>;at@bt8B; zkp5?gMNL*_pnct@jH!7%yR${}640YKpG+_CT$D`gH83@96VAa~Fu#b$b2*`eGDe-p zTxQ_dg|N|A8oQj%eu* zP=cXnX->-oTBV)%)L*1qc-0`amhhX_;tTPGCNW^toP!JutcqNlzfZZrc+Df%1nk-w z-fyO`TT7~1RAXale%nWH!;d2sT`{|fAcz$DLz4p27?vb|HNhU7?Am2uRs==e39Sz1ul(NRAX9%$ zq+Fb167>iCn5A>1z`Mgs;nvWc6MHw#?>)%5OJ|{rci%o+?FPnbjf@=kxmj=KavOI; zb;^tU1Ed(j`-bwM;<1K&k=>9mTy{9tDLw>)!F&!5^7)b0&A+|kw_9c>$9ObT7`EY{ zz_Y=IY>KgvDY%a0ys;&tqLP@(MXzfwwxfElm5&&*G=pSA~V#yNz^4%dS&+{!*`1xWEo6^#PQf3VV(WYUbgI~uR zE2jRE65k#e`{1lP6uYo%z7~+T#L*@F^oIe^bbPi!ezA2i2dra3j_ztNnsbIRBJcTj z3}t>pxf^Q$y(TaInzCAVUMi|L*=q4-^1>fYV0#Or_Sx1hnq>`|7{diNt=W0Nd)&^= zMnD-x_?l$o5o;Ol46hu>8=s~z?+!{2hFe8UR0a}pqRpSRO8Z2%JUhB!cj;+r-wo~s!QHZxXF=JJhY-%tRFf*%q;99~_8lSlZmrSXir;UoP#~xDplz7+@WE@FH1q?u-44 zrT4TOHT!@Aeb+Z*vbkAz)q=QQMct+GKU;a%&lBEl-}PQ|%e@8uCd_&uH1Jh*s<-~O z_v2(mz~OKl+C0^MIyrpfi;$D0xbyD%DGS^;SKe|LU$NhI+ZZ4!<1aIgT<(F%E)Jp*H*yi-RMC(Veu48GuhYn(I1a6OT}H2G97&=J52- z``QzS>;bzX@`O(PQfI%^t!&wzSdkxE!C-K=g!(^V$`#9SNe{25JdeJqa zF(<{y4x4scWzjPu2`&+9(NZbDMRtZSXF8+7>|xwQkL(oI=*thPpL8+?Y{HL%u~dcB6=_ zYTS?A$zcV_sY@Oml^vVHUTc-a(zQ#}TZ=$x_Vuw$(i6V2GrLY}g`!6#B{@gtv$U@{@t1OT2#&#ZAxv2}Hr^#2;1#6&YjFfj8 zEbgAuZRv1&wE_F3At)WqrJ{q)$cy3d)J`$sCjOZuZt=NILNYu3=xWNF;{Mo63dv

Fm(f{jXr;6QR z$g;wql~WNJDtWQ?0pBUhTdlwgMx#Y0kp&e?AUMHQt$hZovVfr$YXY}cm4V%)iX0YlJPaN-?CKaRJW zd7&J=eEmnU_@=H4-@}cV@3(-$H(QsGB7<_39VUOofo5IQjVr~U>kQ@B7E~{%G4SDPFsneU1GQo$E;gr^S&o#_se1t5L=Sia=s$X z!+~ctQo7lD5fMXii#wtd5Sh zxy%TCcq3?}H>}s(jDB4&BRJXx07??+by8c1>ADq~7B07aF@oQ%UqgK`^AFPGhuPiq zu;kE{gL+j6XIA8n`VRy7sF=teZ!)NJFV3d{q+@RoiubfxH4l1P&^hLdnbgz5ebKac z9S)5W1C>zP4AIdkTY&GBT*{Hi3q<4Ec~$dkvFl5(^xQ}lE?E^=gIiESj3Gt{m!CRz zMX$Iu%NZ)DkUxM?P(0~#Sl1MRuP&$b$!&U1n4|gcPrPk=(P7`}?glKyab@_fN!J8AXzvMO2jV_ZZpsnIUbHPy2 zCB8oCLmt7wY=qwMgUI<&x4?0f<)*UaKxg|RJ@&eTwY2b)8VT3%byd6T0H0eb79 zL-Pwh2YS(icAM>0x2|;dh!uDP8+rlwLQ^;?o>~$(WG1R$9|P6sgJV9dFV;%GWFQy7 z+hwuAH-QqQ_ig1RuXnBccg>1ajRDF&Pv%?(Z;wrf9H-dcw5hrTp6m(yQS1!Tt%%(lt-Mb(w5gGVZ=#dHA;1j1r-(tlCC z-9#cGNysqm8Wy9^WOKS75AmAi?+#~QC2@QdPrdXNREtpaRykzy?-lo zQRlZFc<(o@)f&sPyK=Ij5Y1?g+{3?O48++@VG3+|{q0Q~dU{U^-MZ0uSfGtx9NXZE zV4J*&>3s)N=k`L9VoipZT{h!MlOs9$$P#yhlra)zkQf^{^98)F_45lil!ORJzJF7FHQ|gf_O6alg$l|vJ*9}4i(i5NO5I0 z)&PZzCi(YjfBKj)O74Aj*F)|ICm{zcHLZNzi#=jmK^EAAU?<&F{Y^vuTuBpv9`^*7RT=%D<0IhDPAhk7G>g>nBmpdz&$# z^-zD`;#YPrxb(ib)l6p9zH2aSo&Zt>6yc^c#_2`V6WzVR&``^?&{a@4^ z|36XlaP~FT>o3CQ@ZA7rhFnVDy{&eK|WebDrnynN)_jOSA?+5&STW# zjo3@h@t@YwR*+o%0=H4nj93ummqeINStbt-G#GVebVu-5l&sNPoc%U%3yQ=<>qS|0 z_(WV|SaF4BeH6si)|==F@ZeguV3w$KAi*)kyJ*jMMpaR9^C6fp-LH$ zfSZfMo|7ee@oVI#tzPEq-ucS4NS5S3N`J?O;LecPT#Rkf4c?Bu#gK3dhPw@+?ZFJ`SxED)w0pN^3huQd5s z$_H6j(`y=)bZ?Z-FkL+1@~Jd6GIIDe%jE;Tez{cJ5imel$X!FTNB63jGh0@ptG%6K zZLNH-iHk?cg_Q*d+jzuECah+|n%R3;4LGn@0!Sv4&v>YVw-z z2%#F%?yvSy{NRGyAmgZa^_qyqESfK-hW=o+qCI~OSMXN?wTGj(GyaV55MWinnI06y z9UD^IhW9*0OG6qwPFa?pdsGQ5&ou>IGw==x{yso-xg|i(+Who=s}_@0Jp}VnvrRD9 z;g>LCO+?$2*|n81)&oHx>fz%iWe1Kgm3fa$(h`~pciN-Yuw!!XsQJZtV4^27fJXVA zYrn+GQ#asloZxz+Z_8$0w&M*yh<-dxrOIrGz0G_ubIQ{7I|>18iDNzB#RSh?Pg@`i zTos)?A~GMsirZo9Kg=v2N=k69#j0Qt)}y-Rt#}#;Y+wqBZa=OlX|iNh)oO;l8&yUP zs&S$Rcx$ZYG}G)Cu?enfX@GaaL!o4=X$H584sduH!8co6w~-Cc{^ngKW0Ym`-57}| zm30o4{Jl}nMDAxaMHqdVw^C;v?0K7V^Yh@<$yxx)ZLX2%JXLINq+!0dR{wF)!2e2O zk{H_*R%2~Ts`4`9(}6;BG1e^zb-luqHpSl{hRx0Im(TN*7&IJW?-0=tj#>>)me<9T zdE4`+;nL!heu>@lHQT?hT=@YMp2#*TQkDMvQQ@vejP>W$dGCH8Sep@u7-a(Lt@&yQ zxgms%zbV(%J--Hz^4JWN8U|;70zSqDhD&2>CcKQUxt2+Ghq0U&d-k6qCa>%pXXQEP zy+2vl5-0!l+CPu}DPFPfXGbRI|E^!qcHsQ)KcD|kNl|LwQY!ZHzv}0lH-36$ z{rg8qXC31e4EpVVYVaS^zdnHf?n2lf|F13o|JUD7o&2Ai56iy&_l}aV|4?`SzxD4; zEB`l|{yLup_`hx2{lBS;f3j9EbibaM#D6GpO#pd97&O~Dc1;CSd#5TcxaX_z=1!DuA6`{Y`xoEW;mN0$=e$Y?qU?B*0%pVS5A$|G@3-&J*bfj zQX|5F2=Z}frw?dLrNCUw{vhUV7cJ=r>F(lNv2TGwIdnA9K$`oKt=IzYB196_$EKX) zS(9Yo!|nDxCT-5DNIL;za+gplsN}D!z|+4jJ8uiBFX}Rw%&?a`0{Ypr5)rb23Q{n; zE7z}R_Sc}$K}_UjYo#Hjy+7w)&FUzy$$jmAa?*jltwDVXw<6?zD(kJs79}r*k>m)x zQ*E63#UV$n*;;@7vG;-bhw@3f9YBWv_ldV+{=M-h9BL+HyMcuoVP=_`fiQF%q~iz8 zuXl3dE0_cBDrl_6tt9XHpEHvFy|;v9J}mX6>uLX9u>D5 z4prbCf0=bV&x+1#x~V^hTr6I!Ig+fU7roH|`E;AFHlEj6X0`;LvQU&v_MP7}7^nNp zK6V_27kC?+F`6a!%VVqTAn3w-Dzy~>zo=rzGkX8)d;WWe)PIW?7cu@n4+2#@A%yss zy>i8h%EaSWt$0c60WW$z@TOO%3BN`EKu)z^I$kza6?1Yhi^o~y)LvbSl>D`Q?`7H3 z=eu=b?JuJBLIuZC-&WrimomkRNf>~3Rkr7&qA7x5@^DOA_Dc4+(IaK0>Sx?Yw$D|j zj}y!XoBXlGWCQT1k?|LRaV#3#Iv2PY3)~OC;uSdxLsCZ! zXJ?0p!4GuQC1xm?r48NI8l|eynvJ>K!DCSM!j7hL2h3WbIQC^$9S!iMH0!cyPe@5R zB^b@^iV5SKw<6JDdA~5#(u42Kgr2fgi|CFWHNT_OUtUk5kv*O$&H6>< zuf%hV=LFBVK5rD`9F}Vu_()w$e(&67qXWnhcgGH)0~U4}&$2WI;}@wQMaGXG*M4Mr zG$_CAvk@&>i0J|pRt_uno7J_x+Z*)PYZ4SBO1uxXZ4q7iAJn{ORGMkK_w9YpWM*R8 z7^B9XSYwY->}3+g8Z|12-HBaPjJ@lmm?(xYl?&Hk8 zpZ)GPS2 zq-^;_nYJ*%ugu{`ZMx_u=CSp~;-(T@q*~^yqugoaPJ9J;p_R1GM(kv`c_*7HYPF5o z{s(!`dY;ADsdavHi@w0ig*=X+FT;f(>QT-n1%EQ4q;qn;d*P@vU4JuQsLZWTUXzL} z=W9Rnk9y|m2$rfnbnXj46ucR{VA_BLAal?r;Q*l&of@DvLJowNi6l<+TO{&T`Y`El>sp;R`djB`K5|zc$ z6CASG_1QEB&AuJny|kKeBClQR!N&RpljQq97lI*yAtg|-OZpvpsX~g?A;0Q1Ttjyh zMa)&q%?p-#bX=lCG}7x1dow3=6Uw{5BU@|FkRf}5 z4gT>(_X=VO^$ccL#N+Km#dW7zs2FLs!K%o`#TeO*_Zse##g!{YSzKj7%jEPPfnInP zBM?>scrwRqX<`38K=FDbdk9)-P2GLkCpyi+kj}TUsFOLj3@7%IgJ#gI;*puS*=4?bfPw7!CAi-gZ%^~$I#8XC^fKs zcau3R!S2}0k5+Q*^L|n0PnqdZ=c-x_zV!(x4rFE~8SdRP)6|mVP5wSI=QZ@tR5!Kcacs>hSY!NZ7+z8Wi zy8%c#*nL>DPLCItUIaANHn-XH?QgqMr4(%fkEcw+>Spevicv39M#jwzk`mo#VynV! z^LWOAK%g-k{-ouF@0AXR>mM3W76Cb0Yr6>+Q)(ltd$kaK-oXsS-Q2oSSr%(@Luj4= zQq@`e@WE`T)yo43*Cuw4sr}ffwT;regXZkbK%r61EISjnr*W*Nq3NNPojL;2L?QPa zuUM3qZ7jKZy;&x4eKC^P7`k_-LIWa{9lmGe!X4C567Is4-sjFqt;yoW)=Iq0U$(L(% z#xg?Kz3uCpV7%NX%`y>z$$M*YBO+gCcl5w4;hD8-aU=@YmfMs4qJJ)O>q}<$lm=@? zTKSCWo9ZzN1()o``R~NSThOv=WMxIW-0_WK3q|O<0jq7@>yFIfnxDTVPEcX>Rj6>^ zNp&u2E8DmJKaJx)%W&QM_xSjawo~>!?g+kCmY!J8#QOONbq^z&Rp6tIv>?M9Tw@k` zvG5~~039Hgc$s{XUjqVmX1n)9yy3o1PVVgO@!Hx$rIhfRnj>jf==c0-pCKX16*}S$0X6Mmufs7DbrnZVr zeoUR;F*Fs}PYo%W5(MdZ8)xT>>v0+yaXUGC>vVH-*ICC6v#_ZBTH$7fA3f^Ev6nHjM5#q|!UVN#NRIkLk=Xh8qsRMJwiz#v)vI?vqpn=hInDq;K*~5! zKi0|2LQo*ilwT+XiM~6GE3A=YXm8d6Wq4aviY_BdqDS@HH4=*JW6N?{#!>au74yvv z3(hhpW#XO4QGuvIdpKHjXw|3;U*!+x=>UPY%~#>2Q$FZ}WPO+V5j3;4k&mTV#iCIT zk9Uh-L&dIu!2R6_osAu0?6X$|C}r;iuZcYW+(Ul#gI8qg1j!(6JEv>Fl$(5x1<|&&62IYMF3KJz6~QEpy~BT9&}GE10_i^b>NYYWFl2Zh6hG zI>>UtZMjX#YOW`Cd@tMrU|!?@_bfuPRRnmRcg()rZjHHb&Xw zPuHm&;_J!DkGVpS$n!VabTCMp1S(RzIi1jFyKiR1vvt9=V76Wk7;wtZ49B~*e56j} zB>VX0@K119w;>^Q+t?}~=*dqM`jQGI3yRSE`OsxiZ|g&!V`Z-m>wy9BO>%LvHidBX zzJrYOxw!)-DI$=Ws_38JO32)t;atiLo^p)8Kj7g+a6sLbr#b7VW@igK-0^y$9M?0S z6ade&FP4|yq^nM~r8Rks4%cTmpU%d)AK#wD*Z6ist-|OrS%wkbh3k3ImI76}6r-ir zZ#)rK`Vg=y_pnRBTxoDsvc&sGuG$3gS=VOw344%Vu}OqD6+9ILG$Xwj?G#Dy^)CGk z&4;f@Hhxn-8@H3MwA^ra(*_2xcHylAUt)eQv75ZUlL-0UC*N#0GNk)BlFLE zQc{|)TEojHMRgk>H2d+X0lz@cYBD?`TiX{+ZN+##>tjkYlqp0MPXKa z7P#x-ncxNiRLr@^wxUN@jdf;oMfaxg1ruv?6L)hDP#n1nE4U#D4x%^lboa)t3Ku6@ zk`d^xJqsiZ9{&xAuQ>h1%-5zkzC1hJ;8@D2?Rj93SkOnmZc|WlO<29bffwEuzLpue zl<5N0_GdJOtLFGnK5YVJtTnD7Hw$i-=5?0^j2qknj}~q3ZuMEB>VkDe7IJ*BL*vYD zQ@qnE)Q5XiJMnR7hMcLdwa&>gaH=)v!LVtZ<-}1j&;nyo=-p3lQqWiC^tVRL6&|v$ zO_bTEK_9OG(mG4VC3?k+HIb3#s!Uf6fBScb+RhoHwFEY$f%)eVO;4kgolqyFLL*^>N0{?%%ZVmDf5#4IKl zZ-rU=TCt!#H&}qL*++7e!JJ7N0&_QuxOgI$eyMS(4250ERoB`r4k zU$D%|z}9L(5!BsmT+fdmFrIwxEf5;K=MyFrTxE?7R9 z%Q;O+I;im-Et`2^zCOOn)g|3{#^8CoX_)2|?4FtbDp(`a*(*mtZ`^X(=)iN>$=+45 z^rUBb+cQEBM;*%fV1Qx-57;;bzWd7f$-u1=rz zxrI}7IC72&xr8Y5iGse{e1XZ1P;qI-FEGyHstP@#L~-z8gJdF!r4lL{wQL_hzb%6aUz9T9%1Ri510K@qnBWoU=th@N-ql(LV#{>-P>UfHwD-S|EK`?>WA z9-Z&*{yn}`GC^-XTUXW=o`bIy*usgI_SW_Wovuzh6?DhY0bit6If%*oFNAw7J=YiP z4#LdAkNLw1eHfafOqUgm4ZvEr^oDc`?cP;DS1kRt6ISY34UWquju;$wLW9R2)kNa* zS49hG)(EKAM8j=1N^ZKyrg3caEMck{roQ!NRg=j*&assyL@+RN$ z9qJcM+K1miFUrp36ZwLw>+BzlZ+<2mjt+@TmAR+W;ST8@GKwfo>pU)FMJ(OpZF>2Q7L zd@PY^t}D!^<&lxaFQJU5DG=LL&5umKCM0VF-M?*XP;(0+Td~T(6p5w+sV=#4YoTHQ!L{c1n z_e%zfU8XC8^&NEfmN)Jj4)C@w8a=z9|2rt#C(Lkgd>zNOu{`%>xG-nFD@1xh_t!3& z5M#OaSy5fL9xG$w8HQWU`0_sS_)AAr+Aj3t3* zSQ1(A>z^k!^=$>OtTi4sjP$X=ZSd30iQRG2Q2Z{~_R!Uzn+Lk*_Nd5|ZATnXHP?@v zs1l&eE=21dMomb{Js9rinnH}Muv=$LPJ4|dl$GjN6mSJs#>FBWo9X~;T(R(48fF8D z)^#lS=Xd^JxdNKcI_xAK5slswN=M%;LSkr?J-upuD3t#PtkVpmw;bW;jkDbc+Ec6y zCQjn*?8iUmn(J>O*tx8zL~E9zSo&SMPxC^EFa{-t*&jvfR+OHvRTrKiF(($EUThk9 zc5b3_e%ue>m=YH+|F9|$jEui#qbPlXGUY;%9Ug5>&_nB&4#E;%oduMA`czmJ2=sPw zUgvqHJqA(H#rMW`6$&7c)n8-H`dWXV`-S6%?>n$mu-B_OSMQ$m@w;I8VJX)9NkLqO zdcT$6%icVz=IY+^Nm=F4=djuHhdzGJ7ExF0Pwp8Qczk@-DxaJ##_a;Zomyw;!eS=? ztgU`BKypkp-1dY-yR~pSsg$lO3G}G;Mbs|#$$QeTF$W@Ndkkc|WD!w@kyqpYH}`J6 zg8l!FdxCgWxCdiP5P#?7+)vedkNLpQL6X@*>HN_T|IX2I=+7nBZ60^Pjq z1vDy_{LGG$f_Ex+6hMb5Co5XI#mzA*maY$*y8v|oU?jZhB%Q0^YLHQLw&<4qqQC`H zp{DTnYboYN_(j#x2yYl)??HV@i& zlY6PgD|E}nnnV;UyL(&F<3Aw2$ruKvSsjRZ)S$5VWr17rp9|NFCAycv9ZN z*35F$BGch|zD~&sskH>*autxy%Vn49W6N;Hwdrz){m_-cD`Hc4WL{ieyljYnyTGMo z2MbRvH00ZWk8jp}uXaQ#v-DPh^g}s(2I%}Mr%b-L-fwqz=JQrqc;>9HE#rVbt(}AA zz44LS2xm%|=$sckMdbXpcIPg?HYHe&>ul7;46SxJ_)W`dwjGe>l=dEy2y<4sFGnXvu!e&8IJ zbJ9Ammyt+tr8_2D$ zjHmEIzsP}2gEl!-AvJj>g$fe3UDS9+$*npDj282yFXXuO$J(6`2EY12RAnJ@x@UE` zHPvTFwG1@F28v3il(-*T0@QSz5ut-O?KY@(PQ5xj7sOy6y z1t;qx4c5O!tot*)XL?jP2B56^=#y=5Goy_d9q@oy*oiqMFd*SeEyP0tgM7gx^at+B zq5C__Kof~2L5q9YyI|)=DL@KlMWBBjRwpoE4%!cf7YGPnW?l9wnBB=jdCzHlw{d~*7n3qb zuIJt6CB}>&ca^j$f>dN5c6H|1E*b3=CkS>*R-CEQmc?&f#vg!pb_&tP>hS`?ZOPsc-vZxhI%dC{;3i49D zqMAm(eH%7!4(sjh$>9Of0c?ZGG`~XG@>nDig%-Gzq)sWtx^N&tYYPmu~w?)rMe7a$`r-6Z5g|hzA)2)=qa6*iSkIzJ8 zsnuzS8*9YvS>MPeeh9N|$y-7`+nieo0K~$;ZQ)=C0;evt1!7zz=VF=h$1w^^|3@5A zC_4CASK+^cf$M(@2KBobiHGw;aeTi@W1qU&1?Qz1=Q1jX)Ec$MhcL(a( zB6P4mEe)R~wLj%iN)EIa3~aA?Zd^RBXILFq_2PiCt8>6+o|y$XVK%CYM29rotW$hv ze{0Wr6*c8RC@>PF1mZidIm1p#GqFAFu5~UDO;_!>NjwM$>c#zKX7xY6Jn1xMGgp`D z7O#27|CVrLc&v7CieEL^oCbal*AX}@{Ca6-D2>%?H@Y`=ZkP`tz57$vfrije#YlgR zI{~|Y$q|Z74*2zQ{ov~x%%~0BtS5P*y@hq6r4hG>hIAYjImX3EW(~!3vCX{g7Tj8o zDCER4WNYDxfkZ1?WWhrlN$k}Wm9P_6v!powrLT1zsU0a^@bYd6a3};8i%hwh8??3k zbC%WZg%7SATLvia;!8tHm%~NxIA~90SJ1_gGF`D&#)9=)9E);VXm9quilUUH`}KWK zlah0189Ckyc@?MS%Q|`ms=t1d`G34<;{WbNX;kUM^vqvl&?#xq=fEECYCc~?y%=30 z=bYn#u^jnLeMFD@+4q^*s8{sOHaAvj$-K(Z}{gfJH=Z>^tMJiKZZiCjQWP+XwMc-H(wOx@q9(SBP;2+ zALFE^z8GK;k(@?pB|fj~dOvgf=iRoHI`8}hKV<1SGqevI9&^UGaANtnzes1>(^b(h z%?fJc;8ACW&d(AljqsR7iwFSV->6LCb?FTjqIMGo@3Z?U` z*nH*>3@_37{P*+~gf{^)MU3|dfiQSD+-c1^_C1c5WRtD6hY*XK&T)% zqL1t#S8MXp>sl1)OATKE=`<;jc>Y#1 z)!Fc$4mBG+6I4(hEzayG60oP$1}vf5)BQ^~tC+7D5OTT1pM`F8yxCXEFjrS$FjY6;Z~UPb%uQAQ1Aprm zOsv_@uUj0uHZMU=8nDIb`|vRu(#4(;tUhR>IorTBHdO@`LQ;dVfcwUUZ|>3axPAWO zU!T80!`6nKD%8((MZedC%dODFB-Gl5xL@Fr5zWWhG4~@j*8!$G-j*r$yrwKBcxv4U z{9`2bM4E_?ZRHF<3|e&fYdZ+}*LG0XH9T6E5qKRcAzGBh8u->dZ@VZAmdB<50{Mfj z%TXq(j&(P$A0{vSb2FeTkZ2;qnIS9>IPA6Y+u%gbCT1&b+;g%LXrcrdgO`mM5x&*L z24>Umt^c`oWNJH06bVAP;f9;2mj$AB}T;SKU`-abQBo=HvSsk0+gA`F8 zGh8u18mkK_xmz%&w|p5|+PzN+TjJYn)4XPWz95a#&vejo#by^)5CSaZ zTpP^W^qm}JuN*ua+jeT7yoDIY>rS@(^Yt@-{nC^*Y$XP+GR>v%l-zC9Cse*R+&g&G zgO*6Akmqo)N%2|ZhOMd!qsKs3Gt$adN|+nUN2FwB>ys}x)JRO<1zYbl*NH`IDttUx zpaTojW!49c#$&ki$3xi*as zUha+m+LL25ZjCJXr;becwzE@{{iG4Ar>rHB#;Nsp@y9p=4psbzOs`S;=KF*7PY0ffMt&+ zwp6?KJ{S7fSXKQ=bx-r*Rv<)RkEAI(QZ?kQIs!PfMPX)Dx7-(TPfuXQHUHAB^h@39 zOS4T@4nD-4zjdLUQbg|}{W2iNF*d{|>&NN(_v^U48;)G`zMh!M<0gcUh zASMMV+DqJb7gFC4BRH?{T{AJ|U6qKNnK;(pD2{K9NNr%d{ebwRM>7nqnTOC77dgW6 zO@|XbJB$?}&Y%9=!bIqlDwbGCymH>IdP)}$^nN<3qBs@+20Dl9P>#C@BG?yOo3Yim z0CtS)j+@Ezq25T43t0YJkD+P=U$V)M74-@B@jZfIWDX4e?knA1kSp_HiG6Om(9W@9 z;w+zaflSxoo3m?0Ys;S`U5%Wcu3l3Q*ogdPyS4pXqKzEmWX<+Y*|q4i&4?%%-%^dt z>qQ%>rUp(qr_+Ln)iXpx7 z{g-7n|81Fp|FdQ0<8shTdr&E)G=y%b;VCiiL|?~Qr@@w5?D^r58k`z&FFQP2ydAP` znv`fD)GGgAQvbIsQw8e+1OfomH%b-d1UH47w`JqY4%4&QXZ?b7E|}WDz2gS%cIVFG z>k8Wr5wg+nw^RJ|!lR_TSxGdq`kvBBKXn{%TOErBX1vPUyp2l9OBXX@_B*5|%f?~* zBj%==Q_9z-flDKXYmm4)Fx=JjcHH)diDz`HS$zZBZ(z3 z+0sr8p{gQ_ZHN&b779JmF#Nr}k}b;~5?+EKN{tPb*EB+mzke!?tH2e9&y*uB^AEB@ z$0x5YOQ#mQ;*myxlv=Me{C|S{H5h&y1x_b3HRKS1fHj+g+rZNZ(EZW~_qGuAx8 zfLc^KSi!Rd0jd6q^YRoRrGNJ)d@Gkru)q9{nR%`*frMafvgBu@ApN^kh=4M#;VVvD zp!Ce-ljPF%u0YlsP4ih*8P{S;XCl$`|~-us>0bc0?b!~|Iuz!ruM=r;3!o^ z`}0Nvpb4$6014(0>1-|=>UE~;LCQL%oXl+dRMb41dqalz+S_E$ho99LOe^Q4`A>41 zkP!UId(bg^?Ui!_FC8AR@5@gS+`r!#+Q*4oTY!|e8m7ya^gUr_07c9B_y967fHY{) zHS4;oj4R!_2~4(@<$>YEziuuSV~G!nk=4lLATL>+asOFb78ktr<7m>Yu=W!C$GnnY z-q0oPXI>V$61-&@b-ZX7><6*(i3eoQ2Ww5PVSp3=%AE#9U3@j!D8C#wXK$PrVq@-M z9BJPpH5b2?^pSu+$-BE`rN1af$)|l`H#i~+cY+Ukw|4b#a&p$Ez<#T8G&6ZZ0_t%< z5;-F$TTW0`b@8n$d`Z`M3D#FpN0N7qTNYS7NOrarY{Cl+p-PN$A6hh0MhI3$f^-f9 zxW^*bxnfXmTr-@298q>I_t?0FlP2tmxe0IG-3z8$!*u8D`1Wd#1iPv%@2mz!aVJfF z|3#<2zI{*r^2^=?NRd-mA*G+8M`JUWK0nxes{{hG>0#eyTha2a6OSh+GS2h!0!3=m zW8UU;eV7bt&KW5!FRLtbu@mY~5xbj|s7J!t#*eeHshK|2a!~qXB%iZ>5NENUDh3~R z`=ky1dPWk~Mzsn(tX1g|#Mou$JA>_#krg1-pF(240^YsZ7y$HD*Pu|NCrFz$m-OD% zv!Ud?6;)f*($@-k@57=*`Q1AgOxX6=>qTmdBU0BQZHK>q_O!irgCFEPo^GlTDhfJR zr1`+*51V+gb7J9fbj{|eCsk6m^uGKotI56%o3kqZDTj!ab!?(V>w^mV>rRy! zA6wRgXbT5lVxU1gBUrfSd5PCXTyq20N}>jx#XRVd2b-eN>9cNG>TEM!X-vFIdWqxB z$vL;*$8^DJ8#{+cd1<>Q@Ywi`xbOy`t{_pcDcRH-4$mPb4xOsn%}yxT1g5wx{IX%A4Anxa+O%8r+O@^T}?7hqVbVRdt1QQEPkR z&4FgP4#=nm{Hxv`X>4ba0~{XZVlgTaT>;8`H2dh#e)LSbZu6(WstHx#yLiS16Ek4-EDz1NrCB(y|OSrv^C-#IuYjv8j(5|dP0QS+=O1&HT+ z5{HWv5s>csoOj-8P0n$lU)Lz3%aC+yE(=|Gdad(YsSFQ@n~ZL;jd+N7$Z~GP!Qi^v zFH>)tfu)u?auFEBDK87gezu~T&kUClDxiINIvULTu1N9qFRj*gO0q22qC$5iXJ}|JEFpSV96)slk)25 zGs~34WzufD>Tn-7OE2yTuGW;bMW3hIAMNF%)XiF#wyrOlH@$5wCA*a2HtpbRIK5xq zSt5)G)8%Af=GuQ=-5Q{PikEuN!bdC1jHVFFn6NvII@99aAae_|V1!dXoGj2mZlafo zBdLibj>1A?H8A}z#?6ZrYzCRtSC;!vK^ul^g{zwMCa9IKq(*bRM}w8EyLJ_`2FON> z`8QM*1AeZ1`6$o+(;y6MP(d+MAnb=zi(IY{H0O#vZCK4aEhp7`QLO=_WPE73?k(%i zOW@g+1m6g|1fFD2<$nQQ1^fRDJa=O%InAADU^p_MhD96NE4!>q?a)wvN#n6k@X=Ww<6w2N(u2e3c3o$hoo(jXSkwTwt`ky_Rm*wdnK3vSrH z$ADSmA;R>am1z;$Jw{kW4iV2^^4(Z>W>1Qy}bpz?1WS2l(3dHI0s zn)26q7m?VT-vhHgVgAukefGpT0A%Qr-zP z4%vPc8)=3B#Gx(`@Pz4nMHE-!c9`L5k@0S<4uTn$p^SVE)Z~F)9{0t?y;c`gkIePp z4Br@vm#0^6QyKwQ=Es-8`RFQz3QG5~g8YO01ZR2_K(q3) z*F{NJI-idz&a0Wcs0i)|k2^sn)PsjokTIKBefN#~aVG-On{`c?ZO23QNyEnYt<&Mk zpGHf$JUd)7rYnQ26-I5!J$B>600|~4HIca76|jFU4wbv&heRUN3b6K+HVe$Uh#Up>sOZ;B=S%jL^TX|D}deCM(cJ65|6ZlRP(Ho68qS6%)Q!CkLkmGm9yDw)9R4 zY?0Mb&B}?|{#vH)woAfQ<|{jI}w3EGZu997|3D>vojDP ztHzptlg>+L$X+lB&1euqqFzG>$%+}Dt22}{NZG@ueYv8sQNs;;2uJ;egTW*de`Rfx zJ6fn?0qSVM6)=QNx8b<2Q~l&E4*2sgJFeGzG=o6Y${;p7b#+L~NH(e5Rr@c^uZ+}6ryxlo7?u90ma8KR6@x=GC@VQ{3 z4*sh;fz@2Tl>b}Q%)j2k5^TpfUGsxqD&PeZiw^FtZ`BXntEw`ahX^-n5M&Vf(5D#=!+eC6>2Seg$TI zn7DPFpF_rSH>kbW)D!2Vyt}G_>pZ3nwm8u|h<7q85?Lq;W^?0u=AYVT-RdhKA4iPj zP0lL}b(nbrN}uSno?)G*%!T*L+-Rjo&L!C~cD=ku|2WmDd#WTl`qcG;$#}y6E-3;x zSaSnH+XWZA(14k~VbehnXxEFt_fyrO`~p#hV!qUN!PJ2%a-zlmRMtb-aK2S;w3NsYn6}sfW=k-AkSc;p6^Dtt{{htQ_9a<_6QFVWMSthFxE2`#L(@{q(FrYMPtO*VB{t*; zTQK>O_(j2_-`xh|f6Mj$v}kTKm+^)~-2;imb+l?eoc-(aS`PJ~b!oHJJW^FL5-b0j zIB*ng;eEmMDrk=SRrjF8aW-w@^gH8u>ldzQ_xqgN6{|%ibGeb6^@IU$i}H!6pX%q7 z8~fLxle{iByhb#$Mh5g4W&~ZCuGJ^i7ff%A;W@O)fmJca^W2fXsdYrRP_@5RNHYN8 zN9)Z$Ne?oKMnV1)c1Tpqax!kqf36nYV8f8|(A;r<$gF>?*9o ze|-N97!iN3q%h93s^VjnF%;=+@}naP>1Yz~4BCi=wcqTMw4w@o4bVN~#VMKL5dh3_ z`T2pnu%m`zS$~zE%sN1Zn(%N<>iB}`k5#W2>yuJ3z@4Nig zGw11TU9OQeD!?SWjHkS^?kS^s1MxOkMdaMIUC8L{r(6FhUmvgW7G^4ndc4C_AQSNaAE5^RbSs585}PP5`Fev za2Err2v(^vxdKcYIt6d1DF%_fc!&8oiun3o)V7tlPJ2Eo|EAQ3M0D`Usz45Th&2@o52+LxBd7^f>h}pG|<) zkabmkcGEJ?hR`;rankWR>lqFtiXS*Q$9pz>HWOyD6B?=(aq{8kX4w($l}+Ql6C3aP z9ev>QCJP(sh`44TtyKH4*db1_EIjydc5L^OpU9>vo4mU?wzjQEH6L%RC5*Y`k7!9k(?Z;s6~+!HlOlvn$14WaX)`_ z?gW}$zeR7?zhK&lTs_%yornNK$biSx_nu-xgL~Dp)1{JhYbsj*2fOX;ZhZrUUs(sT zyD&Ptq^7=xM?LxxpmFXLS(9?XWF|>_p4xgc`+YN-L0)S;&$?e}tg+)M{d_t!$98wa zZEV_cXrZv#oDk^Pqi?)cF*6pf(!l;;oW&d&>P`LC~F+(Dx*%pfhZHUzy8eU z$>=-qtK9qS`9s%0FsqS;$&6tXv+sD2wFb%&`#W!{8k2{8p!--Z_v71%yN-=OJ5N-Q zNkG>9d_}Ivi70B^4$*T{**lhgCP0< zW8={GU%7MK+SC4xZ=IFis^9u|*E(M?eP=zoTDI4`a2}hG$a2A?+O%`IyjjIAn8sy# zqDwejqHcRH(7AqCqKTl%yk(&cLmH)#Mx~PHToNU!8*K5y!m5R3{-#?SW0plApmD{~ zz&SEBIa;|;dOGhOZry=j89*-0TYsEsZZ=z$sv4+URH#>CbS|GQ78aUpL;tiot+=-O zO6&{QLA3n(9CzL44EB2_0VC z^W$H?YuPb0BdfY-+vURZZny@~miHl4O{xMsCJfz^VB@|%y${s({LpX>+mSQaTIT;8 z|Is$ch0Ei^QiQ;Z5(h(vN>0RdcD~Fkw>jIZ^g&&X!cTB`ZXcKU4l?3y(~4a(_ke!n zH;Y6EdX%8A-Sa$tshdXekKhKyj)hX*Lh*w+A&NnU%!Sc;bg|u*;BUQM8ZRAx&F5oh zA5h1+2xPLyw0KFFeY%sa-*;7NHjBPFZ_9gUD|u^T4A0lua3drnAU?9&z51FcwT-rY zvc@SOV^D0e6q>C0D1_4>NGixvFg5d?ZrD=D1yf0~$@4j$@A>6xF|9FPOCpKayKg(c zpYqr!otiXs3J!=IshLx`1JS88uHf+s29Z}zl8bniT!~&-!ag6*Xs083Fr>SS1skwTb=jf<`dL0c*u+ z)`RTq4kq&0U73-X67F}#X=WLZwo`Tn)em)y$EH+r#c@ZXPDfw>?d29C>UM3=RM2Lv z+DhL~BRwyuH3(#EwMjvsl9k}DM0DkFRj^B@XTtdC5PRkvxF&1Rv$ahaTfKp5JSGUF{hBM-EgY&t9yOJ)(;MPC&80WD{CmKDZ|8954)$-Dz@4tQw5|0z7;$4n9Qm z2t?c=1H7e01GPpBZr)OA-)|&<-pt9*c`Ms$dy>)pJL{k91HTgZi^nIMpI$K4 z?!7)cI68;3y2JnbJ(4dElFltoC&vaB=XRzE4#`5{c{M$^B#yPqFPPpBbL?vzezafp z+|lYiPZrl)mIt1l%T_p@|CG7Yy%wv)aavu_x-n?X7uSozepp^tLnMl-Q>R#vxKm(U z{YRpLNe)$5wPA@{la{;ec4*YRi{fskFm&t=G?LbXt%E41X&NE*W&F{1@;+JgGOPNH zJ^lbqMTviMQq(Sq^eoE@I?TDHQq%wL+vx)Y;%?mhyP?PolLMQOv(-J_z84Q#r#Z~m z(+~6h{CR}m?BB|$e?5Ns6giv*5th2n=ZWyUY{?oJv!}MSZz3q z;b1nH9qN-(WA)caIrE3R?jZftp}Zobh^TARc#TJQ7`j|mQudse(N))Q`+tnCLbv>< zGQNb)lTQ+0WBEh5V88(Eq|$G6^y|38NR4s9R}GstTEleW2mJOqOop!ESo-`RPqDtJ z?0jymZ+)~qnqL{^5b!R=&Mfjlhg11Gl3_Ss@D`+EZ>$@}77Qa{%V1!sJU{fn7^Zq5a0(+1h#8xr+xkQQ5 zn~9gy%odLH&OzaaA?DDE*9U)vqYPjH;V@Y_y((haDX;wqab(sfA#X- zQEesLx-Y%kp&f7=V}Z%tL?coYLpPtzE4)^M$8mtfBS<{u=4c>6>!o;r@~$dQed2XrTQ~JJfl@yleC<SnZSYl-vvLjG7J4^FU-Zs%VjW_=g-r{z_JNJ5@qO~81>Ox2v0&+m@rn_ zz7hr=Z7cj*c5*D;^B`yMh1Y1Z3(Y=mBkl|S%il~XLHSRaG98^OaZOLhI>8uqcUrP? z?{mH7c;w@}6{8GO&}b+*ls0;UkIWRT7OAuHG;r7*j&+*7c$CO6;K7SnJ#~x4#v=WE z61g0_L2U4jCT&AHtN-3_n;x;A|3;Pm)u@BBFfia+QU0jV%W3wBik^hk{bK*;3PA@x z51VZg046@8Xpgw%&?{CMD@F!}_ua}LtLClw5l@+SM_QPR#OGDpASF0l+i;LRiQo7= zPowzg6zioDZ6`CpDy6@CcgeK(s$zo($$eGIu4UI3)<#??s<9xKLSCQkE~oiDAn}8) z4oy~!xkEQvczTV}cjW_`D^|?1y}&aB7vZDn#rYCL;^ew%EV|R|EkfE8`W0%TNvI^} z!5loBT8c9FYXU(9gK#+Ff|hRZug|cnaYh4yB&{!N+iHMH}z? z9%W;bHtHeG@2c+pSfH+?tX0Jw34e@YuDL5G?Cc_b*^|3fo_ZdR+#28Tjt$w8m*%~zbW*ch^G?j~9I+!&}E zTg)1u$%p_Y_-*i!%UfxOit%LNhl3=m+URnMyZLc8fpNt%?NL41~4vw4O>1 znW1#v+U%6Z$Ktk4jCS6478ZJ#w&SVUeSN~lKPKchyj`!}MmqR9n(8RS`!1EEPJMJU zJrDdhW|IHLOsLZOE^FK^MKchwpC>ODbCpC$ecAM{kYOOF7>50tM|t9i>m_s1xv@^`aX*qd zYWtuBz>KQ!J~fG2ZmIcm81@;JlGpBE;0j<9PAg8i?47SeC^pGoG|k8V+BhQBDlHU0 zx^kdIzm8J{MloG2UO~*1Bz>qJjgKj2*?f~?&w0Wy>*V z-m+uf0%QE(WKOE(N5m~1KP$$XA~jKF0Pqk&MX<$duPX}FU+VF)335A%NU{(fcT$@5 z!40E^tEPtr8T!dHi5rNN(}V^!O@TW#`WePnbuw+(KTaS5pUPa_e~q%T0wXIPYk^TY zt`l=Fe|eYC(qslCejg&Z6N?54SJtac&sm_iJ>h}Fby*R?W)d?_MDZW%@@qvUUdm^#(5TGR>k)jB%={>mH zaFLtXz$VpjyPD+1?fv0yUO(zPc{BCBwbOFL#^3W!yjMm7L2RKyNp43MSd?|kI>{QG z+u{q4N2bx*OL(++7K-z-as+LoK43`AFGbWzHOwQVC1U<|kejww^s-n zy1TYa);OMM_P0s>@Y5a+*#pX+xQ+zx3l-^*2Dl5$t)^{Da740_Ny|{)GObgv9=+kp zOS6}WHOV%Kge@+m+q$|1wYh%5>&wMK9P_hemRw^dwrxsoPuR_&pCKp5Eb*EJi3HZO zYm*%vnz}MQ8O-sMT_yRB^k8=Lv&H=IRXV0SY12N*3V*@uo#u?)svuBu@H^(D7`a!&Jw&Rbngpl7;nxP_MpnGm+iceALlg+nj(XUwWaS4r~6|Ajl|U+kdkks z=L=r_K^HTHKWK4}(mxu8sIF})^7|puu4n#HQ%%Y+J?UM&^(%$Vhy2=fElca8TXNUo zNaU_6sIaZ&q}3TnaE~0U@6CSMbW4SWpYN}K1)=$D({*Ztb$diXW>EWChL-5`3$u4 z@C5aFW;;lgrkZbZdi)eq(?^gGQ`H&No|@5GBBtFLF&{ec&TH+Jak-H&Rbhr<)oEV$ zeAqJNu&d-6+-sEBKlG3ytHRk!*6S!b$*WOsSqV}Nz?W~@e~FMO*tD^LKF=dK){2K) zXKYM7MJmF5OxB;DUGIj>=?~1GbSLd6IB^@cAJr}c3 zzxN}Cuod8kkYfgK4iEKD9P8&-Tdi=Z1Gwi7f5U+oWY93a4;s8w zP>^5eapvN(a8@RI3_ZKV@3dG8*@`YUC_jdkRA7P}QaM7nsUq68mXT!q`1-;ad};yY zKk~UzfHlL+mBT9ETI-2`|LJnPu4hH-z8yKKX1>79yY!$Up=f{I{&;@5N_&-xT8try zmkw)k`g9AIQ}}E`n_b08OQrMRLi3D|gwp0oA*I7OwhgYP`NmiL5^mg8-uXlWl$3VL z3E@Q?EKy&acA>q4CT+LX5oc57D+M0G9QNn$VKSJvJiS_Korf$J4S95VL!r5rlQ~0n znf1N{sy`gWs5!G+gSs)pqzUZ)bGsw{@4Y3Z6THA-1Nv{9u=Cx9dUl&NN{vP4KL?3S zcKhY&t?hGjK{q?OPYf1dKbj2|006K-AMeO;2AQfL3mXt6zB|4Oo|=DuFO;bKKB}N3 zI6er=M$!hu;Wi03r|{UU%8wvH#=A!^O2v+exDpS&OZ$y6x4GzSdp4H&yEuRDFNe0D3Su)1Xx65;V#mHC@?axwNuaMbHbZ zRn-ooSqLSi6+i4dXQ^NBD-G|_wovq7u0dw3{`3vHzc9dOIzW|V?&Fju112xZ!)bCBP@5_1uU9pb&1|1Os$$7@ESdH2Ng(TixwrZUWgA+Y{o1)p(>6Pq}=@6Wb>O*pLa^)8HON0BHJ9dMhzq?v>HNg>+nTz1z^((9WGn_;E;pPSHvp5Tg zn_~|3;HIUt;DPh|WDe`+CLY|Na4gMOu;BSO)wZ;x+5f+)=a_%$d8)({`nd1Y;i`m$=);+pqJ)|) z4JJ&7!UllD(b`&}Xw#b*Mxb&QFbj(0q=}F+r8-hF9*q%G!k5zK!j?wU4?X ziQ>{x`^F`tf#QdA@zbzQK?-|anD(gVE!>}d`cn6XX??394OWt+)KPgUePZ+~Sj6|E zsxutc5erVd=$f=YdZ*!{Nk}Dw&G6&KtCo~(ufpa~FaQ4iN)7f#k{hKD-s_>AxQq7b zn>=*D7&(;*>7MO3=ukOT*c?Wwm|5qax~dVgMT!-Vdo@@?^5qlPpBCAb%G;$NLX5kH zWumifdm1{x5ZUbvOA@D#v*+-hUcGFd92NZq6>!HI)pv>)xDV*$+A+6PZZ#Zmnj9$e zC^s~Zu2WG_4V#XeJxf8`Hq*KlHmAGKs(%2rQ^@DbcgB2LQliEwJU43wDpvvOP=`I8 z_Tx2jRnm0JLa8kn=3RF7t49w;J8e(rL_{;5X?n}LBg1k%Ji^Utd}ACZTX@yWyPggu4& z4P#;(WM_4+d`o|ARWIc@mbr(eeh5LyBVE=~MpS!ssRY8K!oHqmM!j8psIv->yNRRw z@jBH{je_S+E(6<%SCkO~ruexIlg3Yn*s(xagH*0BdXA)ul@vMe!r2;n=PXrh5v~UG z5k1}k#=A0KZUUMRtctN>5v~Bomg7tIh8A!LIPhh7yZ#t5rDo-DA*w_>X!byj$SkP! zWpKh5J-~ypyttMa|B`!!8WtV5=Y`4r9()^>Qr>zT4D0_J)c(=SgRG^O9=n_f%so9D ztvzRMXuXzJ+M|I$4z_d91n{owP+we*H# ziyz~7Xr#-eY5J+mLsZ?Mv=)Aj0LnDs)#J2gMR_Y!;x4Gnja1y`!n`J^jkQ@JG^*F7 z`zIW%HT0GRj7>(*D~an3=5m1|`UBQ7GiObE>X^^Odv35U>eAvj)n0siVdgLu5_Qd4 zw@3)=!ypT~6KVG5bvCP_dFYBwE`gsjfVLcb3at_r&`c*UL2622m;V$qD?Bb9{Lmge z=3-Jem8g(F7T{MmUdaa>6)8ELv;0iKpSBbV+{jz-)CgI1%9%<*I$~-3>SUrH92Q<% z)2lPae^dEkf97?Cm+^W#9SQt%W3Jtk0ewJeEblKcq6}vw#!}B&05eB>ayJBaIE@0H^#>VYT)^17B*k|sLW?k8 z$}J%CFc;n4E5xYHs8>h-DBRlZTj{)9(jd=Pq-6}B-|dPm!2=1~X5{**^SYU=S+nZR z6808p4WhN}l=9O72}va!uNMFQ5F&YCc%Aj)=WQXuDoR1Kp76XL@9u&T+^%XJH)pVm z7jK4!)!__2OE!1~O2_3YH$NjMZjXEoP3~D!n&IRrXq)zRebTkWK=3fyNKD{ZDR`=J z-E3RH;L&K8Yh55WU@d66W45uBr$z+DSHCe@&Ncjd*&s*}xzB_b*vY(<0IE&BTCgh% zUUE-=UH`0V^ID@5XL03Girzl@^98zL+;NWI-ATRKsac2agshE60_Ad^RYf|sgN~*3 z_Vce6l|dlqW_PJ6YtUT!(Od$yURCTxwk^Y|LW%!t4CA)f7O8=s@@XGd}_JZGT` ziY+O6R;ZINC8qt^GxI+5p6_yfzuw`j32bti4eEU=Hh#808P=dR4s`INv>R2i! zq4%5xiHLIh>++xg>|Z>a;0wJm$!{k->l$(F%#k7IXek0qkRva8Sh!J4#PpE|shRi{ zn!`GG9GdZ*cWyheKab%*Ra%L_{02mLz2Q{>P0`%IX^ zw6j|H-b®ibzy^XEhfY<<7*NAE*CgXW0Xf90VDJg7Z-JB&bP{UeQev2ZXXCs?qr zzD7sMinUXc+}~8P-*La{VD-*q$pPzJroxGEP;D#T26gbq%sGouz}G&t(Bdb4*CTQ* z-%b^m;srp&GWO{&=Paz_i>`Y{XrgpmE#^Xr7hkWX4=Vv(?ZQ$a#?hTBYH zdO(Ks{yk>iYwTuz3kmREn<*jgbb_qvVc!k*u9#sDfMC&QY_|ya zuA^wys?nK@h`8r-`1@rzNnA>Hy0mxF)ww*oe4Qfj!0n@zw6&g9MK4D|b!BB007XkV zgzYmY(OdN~fO~3|Z%QzZ2-PZI$y67A=iT^tR{n?qR7rm2Lcn%zL9;adZhe3K5`JFc zSg_PbOhWUPU=eRi4I31IA$OKj1usr*f45G(QH9T9#jMPK|W#>|ArD6Ux>} zug%z^(C%iv@6P_@Xh4V0w~x9UoLzELzWkwp!QCH=03YVj!d1VweQ$|*?ME6~b8nCr zre8Z2SRdQP4(PgJzze}%ZRafElD)R%F511o$&8*fo^ZnuPn@V)+@ktJ;lMOdDm7Waa5qB)-G7DGN+C^|+RYs-(RpOwEj1=b9j zlfDjoO6y(`lMpF!+f>xfu}>;;=~v+<1Esfs#jfRS?IIYleS=Vb(q>LQEUBd)bXbWf z;?V>&E_P)}^9R)}Zyw!F1^a1XY*;F7Bz)O{JtW1zYZ(>$&a;87AtS@_cI*vGb&XN;C0eh9Vga}=9q|iP$*gEH>nD?D-stF>spNR;g^CU=~_b%g0^PPW_Twq&zu3p+A;u z8{Ay6S#0Uz%1~b})v>Jn5MuBDi&3e%BQ}!yrN^|iB>c}cosNU**;x}wGj+AU7?x!F z5z6haRy@9+UGZin!ac4zDcTqjH<#lHl#UR-3RtStI7$w43}dS^@O+xL&&oFB{*PT8 ztrIl5yVpsHgcJ$m(zZZx!QNmYAzj^CK--*mjS_4gHjc_KGC}Pbp0oThs>tAuG@SsN z4olY|)jL)CTvHRBzgX2D59bC?8dNH7sdwrA_NW0+>1bGCEw$|PKBDlh^kB?IxKcn< zn4f~dkO~j22YCPl0`@B!%8!~`BjUj>l%aufA9cU}LA%tzWZPxiIioFHNP<~S5;p4! z8ysVA`=%he)x!2o3|TO^F}0`gn~Tj@UtKoPk0X8#*^zo}JEYOWkcDOngz zo$LRrm^;2VIsd{W4KdtltqCjPr}6u1fnCelmAZo4n#yxY(+2Xx#pR{(lU4a@xoOIb z>B|>qo$s&i`2SI02`t$Jeph-ovlvoY^QMrut~OsD&by#eo3|EJ3A4#ax+*5;Q4O;h z@K{lFcJWX{)K(u=x7@P{T&yYcaDFiPDi@I5<5S{8gWySC-(q5oZpxeKr7dI6UZCJE zQVmic!3u*$K8QLWEwfuF?j2o06$^<#_o31UM*TfsF~e~>FZrbVLkzmSuNVuz5d6?o zh+M(N4B&UKJz6$t^~3fq&lD{x71tHbylKb)y}?5ZkFHx<{{v?AxK!kFUl>hONA6g& zaM1gM>0?OM0`9J^)1o8VKVLO`-oIr?PZ3-&aCYokWj0}2Gc;WE+>}7@S7Ds$D}4iT z7xC)R0nB;x^)J52_2~tEN5j37)~iL|>J2+?yNvh4mWxG>IyarVb8{tB-Tz>$j5BC! z_)iz+KmI#q*z7H_TnH2iiBrmE24w{Onp{hARB0Z#-w*76IBG6m@8>*|Q zN*!J2}>~6_eZDk$G^^ZGwibmfj4$ z`NW?gLTCQNk3b#vp^^F%m*bb$+{(2i2pBFdVed)>Q`9v8ps2yj*EXVSC*4?_;(C$L z>mth=(ah)FPALMG8+epNrhuK--x_SBHApWv#J~Zn;z`~V0F>vDepArBRxENsYOD`m z4=^%b&=am`nbb{DG-^rA$$eM6G#tiGCIlR~-#;aAFGCvhFC9+i1npOs7zkG=nt{eu zT#;b`;Z~bP2r<=@F8DS(9B!i_qPBuuaDz6{gXR*JhA3=Ge;*7(V(IY!u9lp=PA?0s z9}IK@&@ZpI5jdA6*g4khCs}?Xs#+R$Mf2C^0Ckrkuvt4*hj_5OsZSBnWe%n|Yux%y ztr`{CR;!~PlP-%CXC~NKZEURs&=v>6kteU99vPN%mCYz>qtUSuNVx2byV3y?tlxaj z(%e)(d3J3*e4AoexxN5DSr8{2-G8yfpK9S7V<_46o^1ZCABVZL>%9y2nQUkcnk)&z z&n&8#^*FlFO}rVo6)35vI%;4K#%}1|{V&C|S>*fE{G#o%biThXW!OxMSYug=(R{f)4TNYJ?7oKI4Z>#L9QX42eRO?xh1dY)ff zqd&hWl%fjkeI;xr5j2_jxpToEeMk?RWUZ}Hm0pS3#I3GDzgcN~qA12x#J@(0mEUby zeOlv~V)>9hdB{{eXW_Hwp-=r(m(-H=I^I8EyXfP(i<-d_qSc|sdG6?7wlwuce6tkN zaG)lqT-8H)WtPqZU?`57oU>HgSu(QCm2L*YgZoJOl|ftWZ=q5k2NX=VoG9TK*Adex z#2Xi6L;k)%c;|nK7va*%tt#$8kL5r&8j~J+44E0lxBnB!5t8N)zyv_s)%Y(|<1W_I3mrD10 znCQ0U`ZdYN6!xBZSCc#@0-(6x*@d@^8T1AP5(T+#D@&3bX7wwQ1t6;vZPvFGT&XF$ zyz+g>23x1M0pGvH$4@kEv+4_u*c~E9J!f&7t*iHWF569^f&Z|q$@EeI^@a!mlRS+4!z6!=q% z?j_tS!0K&{q_LbV~Z%j;g+wGVV zPF8e-K8srq?+ngOOOyOIw}ofa1tV`FQCr=9h^TCm$}FPN`F~)n%YTBgpMvCqWVyb` z4XvW95L}7KxF3EtAK3B3&vbTwz-hbKmlWqx3sHnXy@!#%ffpNFJ)0szj+Y<K#8J7g zMyE9LwSRmVZ|N9By9P(=f~*TB(Mo>W3=@MRslpTQXRPE!oA+s^e#nZ)HX`}8dhx|{ zj!HO%jjy*2lkc;qb0SS7jXRD$uC=M+BXF&WzBl!}pKGQX1E6vTuq)SV&pS}MGez5y zW4--Qs$d~gFnAISk3-w32#=JqQpNK#G@oUvnmm-pr3W=D8Epir!r}lN8y@cO>kws7T6HkR!!uf!7Dpu?;|>9 zoJe<=@je*6Q*QyHC5+4T3~N>GaSh?nD_+O1tt~Vy-kFn+oa)s&tQIsb07=^f&A8uT z2tKU;N#{2YuAPngP~PjX!||FItF)gR@#_%xVa?w*uUlsG<`NRENTy(|Yad>6x8aQxdq0`11>K{|t$UZ7F8`9~WfkGl zW9Spo5E#_MgLxeCwWiT>SSLO|TCphTEKyFU_S-spUq`IX7;b7!x8tDdKY(Wa^^JcA zP58fqCg4AUX5~4{$EvIOA3Zm5^9S9mA)?|5E8s8LtPwM{^?M`Zys~XY4R8h~&dh=F z)RWuc8wzV8E!Z!E5I=1-o@ywm*Z$xqa*V>qU-NOZHI%6qNpcMaTM{dgu)K% z5j`nc!bp|9vjk8-G1IQnP^Qqb)*$Gfn{~jm9n&I5H;##3eqYL++{s){s#y(tU0#+0 zoS8H4{6!mX|87_iC`cK5@=r2l1^o{)9rzz)y7#}4>95(^2PZ${nwLo6!@@_?(4@hw@f@zT!{*P`RcBFU7PoAxn!m|*WlNHR_o85%k5#lMVC&M z66=#UN%xLtbKN@^Cq{mCf;b5&>sm5UL#wlLhR`kR<9@3U7P|_=>hhJ7 zLpCSA1ibnhdo2pZM|+l%_f^vsycbVR`&x6$To|kiR!0^T#A9?QYYc#r2MosG1W%al zIcz@t5{j_W^BYLd)50{$Pq}xNjr(G6mw$@cKmg^_ToB}4hjc&iyagLu=gxIH401um zR4^a0_CQ+b^Af@k2Kn&TU5joCRZ3?8|axoAr%LYEpjtaEfHWQBV|939yuPI!Zs1zI zU*cSkbO`T`wsi^?o)4sq=flQ7e2C_gU%UIw3YJ%6Uyb=N%lW2A30Fzi(l7)xAFtPD zHYH}37155>@R|w}N0(s?w6{B;*grk&U3>j>G;;=&t;7Yk*HU|9u5-p_WF##ko^5R@ zFt*#OsAr!~p2Oo*jG%$Axx}^jRvRq?i8}65jHOO?rZTGk#2?03Ewp z@zbFBjjR!*X^>IMY}M_|yu!|tz_eL!N{J5|SUx=i zTTTDYwvR!!o=l(t;(3#Di0%!2y5rrwKId){qG@ZB7sCCi40m1T2HC_4h3IuhYD}ag`9#&z1HWS6S{pq`Hqdf1Rdbd?>HFU-3I(~&Eh5sQX?A}dXBh!p$$UCA zFP9`sdgVAkJtYIFXTJ<`E66;+#+8Q>{{QG*nIwfR%8DXm*1P}4!I7fID}F*^k(b8%Ph(@)hN|01bgzA{T| zDb@HIc7*~+uDtQbri5LMxOu0vb(#FSkQuQbrskofmUXKpEcGhSg9QeIv$1KzPYCky z)bcZP%sFdhy2he3Sq?f;kO!Vm5zFgH&o?c_^QHrVf&>CVJgwQy=CtVLUP@7Ss4L{T z<;o;y%2u{i4vjCX>E-cV&`Q#q8<+p6?Vwj0q}+Rua;+0O(c`f5CIMu#P2*ocoU;He zr1rsxHPF)!0E;ZUuseP@-6A*^PL(YLNF66(+hW>vCE&*5Ipg0db%c&<#?syC7}(OF z-5P%c4YQ^N2%!>HmKWp5TIvv8MIE9$Mpq2{cY6?|R$BknIJCdtfan^0$czq_E~ful zOYisWE4>ltZ|KK_WzzY(ftt!2E02aD$U@Xuc)W?Kgu||DCu>itpLhSGIm3~Hd7tdC zml7EgmrXu6QbvF>F2_Z&%1GU?Y!eL!OQfa#HLte5*H_iCn)h z6H}>FA=u9lYpNhJ^7eSr)oK^QF5R=ZKha+U5SZwMt6`b2<<5Ud77(*;C@_|d|Dbi< zklnpz=`rFI>w;ehLaQXvp(ajd&qC+>>nnDRwZ~En1oP!iE_hc061oq&PqU$_AT~`| zve+a+%%r347B=v0p|Lm0eVaD2Wne=Yd|7oNZcwmjFd27*Hb4cv6}xyO-!hpxo>w@t z9UU#XqIXy5C8ph@^;JES`8M;o_rBcv$6d~5)> zuZK%y{z#{JQ=z2dSS4vvoJpwm=9NB0!?*cbFTE9r^kf3nF?TocIafu%^};|J&N}N$ z#mOV~NNIlGfpC&w#j~DdOS~bHqE()o1|1lBRPRub))v((#GsowXfM5qLkgLgpVB6z zS6P2lwN2#sYfyEZAsO=(pmPNQni0PbCHY^P!PCg0`vPvXU>sF z7+pP4CCj7LjiLk`GSTf7BD@rPIAaNTk_R1t%zdj(s>bv$Hfw&vnQYoix)JyOUX0I0|ZZ*Qk7Xs!5f}z=?oq>os0|g1ck6_yYhi=L+ojXrEvhxqqeDw zbr9K_)ZT62StB)CpHt3Y>JW$jHeS_gdhd%y(bbumfoG+yCGupP8;%ZMw=4>ptQFoW z<70GQ1?J0vioHddMvmHX!^1H@68HuW;$qhIX^07hf6>O(k|;J^J&092V04il5`ph9 z=GJw!-xKQ5FdHg1yXt2>WfZZ$IEc5^cdrLmn>4orGq;zlNC0~lFQleurzWuV-`}V) zNhjzZ?7>zL8BTPKZ0`3JW-yX=MTJ+>Vb-h=ZV>E!7E&c;DbbNkgl6o<=o#?LJCXtk zjAV~z!}xmrj4{zHc*>AKqgXG-tkHv?%ZWHad71s%Q19iMcbijP=fv__Yb_>EZ^&;R z+0<~6zn;y1$zA?+kD7d(f3=0DA>`YDsi*5HT>fmy+C$lG)50!MIb#=Agykmbdb;W@9T{5T4;xjbzKq*5Do`4e!V>ETQ%9m*JN8qC@(&OS31mHfuf` zE|8n^xNNP$2MrW=D^*u5i>0w>BjU6j9{zqT5R>UnGuh zNbh2*Z9FQ6tnTK<0eFYO;GcijU(6e)JcqxTTNPsM+-mJ?5R_T^ry{d|C=$d?aa1lz za|xE)*^*t_;4;D)t^Oa8S$uuESEu!4%CBO@JC9CaaPa=VEHXF)Ob zcz?J}0y{wvR1l{>JT@?jRpM5rOBXEv?DBr_QE1$g=&NbQcS~Wuwv2pt>lm6eoqW+sZ}}s5wr}>t!Bel0 zwM|_1WE?`~b~HCGtS}ky|E?=o^t^JeARJy$8+?~R4oJBSQGUIaGfTYWLSxHV08~zOJ9!bvT@X z_Qf!I#=ps?Sj{eF{_I2q5)LE9Y-sj@Y;nqW??08g^*wGpDA2S5tLl1%ua0Ho!s~B; z1B4>vjm%#xeCm@I71y55SjE`fYnsO6IIw}e5~nUNDoS^%;)v$)b)wGx$BzEDtN4pUjXc_ zd_ZC0oP7c>T_-zd9tH*%cmp|3&EM3n4fmi;zo!T5ef>IpBFzEdGx8T50xiWTW^mvs ze(>)0;#m#3`x$|rO8IrZ&t`YdS;VoG$Mkw;Ve=M;R<8&(*NRNY2M0s6wS$ya%i)SX zcM7$ujp;Yk)P&sWV=|>DN)8t8>4ug^@1)=5+$eUuje&u2ICQ?4znJtYM9F(?IO`j* zMxc@vYgX8Zqc7D;|3FHH!NvX3I%ujeuCY&HIQqmO)$}$Ks8eATJ6n#>p=R4s$H&S^ zb>L~gK*%TmUvR0S;J_C<#&c%Jf+lib6UBfX&2j5?8f<1RB8iGRYuM*?*UQOS4{s|t3_|$;HW-!Gzbpp31K`;3XOxTs0rqc%e>@+ zmc_b5i7Lzl& zyJr4$?S+{86-E~BmSyQJ$!MMsQVhtD#%04eUafUsA=mgjNNt*xDt06gC9C{pE8j2d z1_@W8z9)E-EPchPNdX2X2z9G|hmah;VkJI>f#tbOjKO#FQxR*uo(|Qk!t+Ii2iP~H z0<7xpg0>McV(pI!lHIL ze-5rFI}HXC@C|-*_KA=hg^q%q5B7a<-nBkH30$qp8d9)E$d%!lQ35+>(X$G-fRQUh z6Bc}e`?uGa^2#<8h@LT%*hJLee71uq{rTgS=|S#@wto@p|8c zb2EOz`{?VY>=%AwZ{99^_)e;7i_6+t0mXJ%t;fZ31OWXlp{-;kodSS%>!|tp<--j3 z;U}}9>8OS#EmegTBl*N38S&k77WbtH61U%MCn%F9z7O&3vFa;4#GoN>{$cmz-)6p1 zvO5u@u;sd#Y<^y^D|sT8rMI|RfkS@ zUROX%W?fGqr*TicjEyjB?MV=2+)}xvQFo=4bxnFLhwd2N_+lgK;UST;7PG+6tZw9W zKVT^AUitanv|GfGqTM+QK=q_CLA_i1^rC98+{_j51Vo^uR1~hsW*T2)RF@pYz4b*+ zv3hdmZ1p}CoxaIqzIvOT{6S%ymxxiGhrwYEtB+#y<4hXUq9o|VTK(n~M4iE{mXD8+ zk*tm1eTO>XqG?gV8y?OH{l7J5^FmeEoGVaM{KN!Q-S-za|uMPD; zKeMvvuXMNYPGYprpR-iGm|(Gx{`ZI~f;a#CUxIw8E%TSZcL^?T=6<1NdwDrjxP;dt zBsL~QU7Q{*Fr42bhbF(-8Zj@yRKlJ+>#?3ue|_j}vUGdx1hJk?osCW2sBpMxI(Vt%_i%2{f`!!L{gB|gx?gOr z8dc@G4zR_!HDFnW#3H7w zv|sGN_&5|vGxpEur+fqww1g6D=t@XnHZIm*j@o}B?6kTW@P1TjyM$pBctAW5X9X%O z>84z}rqXH{gtonKd&wkM?5?B_^4OWCM$3QlldSUJlm0|TePrQYTyy#!)2kfUn?GX~ z(P{#B@JsH~O_&8?4I`N^o4LWfJ6jsisQ-|qeun)$VnMb664|)}`j4EIFnw;P3z+7l zY4VVXkktnCZO6f3zwkIg7pPnHqAnb~iCBZS4g1Z5PnMoSUV+X0p23oN7*eq@C2U6Z zjipBJ>_L=4x+2e*&A2YH6A*b}nj>LrFm#`K;G0Jo{rpv)vFy85g(Dd;dN= zTqrt|LkSz}YC`yXbH#TQYS!gLm4Vqb-2XzXM?-#oJP->rjy1id=9YDnW#jw51@k9z zu$BYl!v7ZJ8}aZ_Mfe%v#;jI23OqB@{%qhHnr1d#{iy#@8lBqvC!JLPsSZDJy}*0z zn(9Lg*fn8dnX1B$bq2Yg-Ss3f6ty8|HLRAfRoxULF!E0_KYv&6@X6eOcuS7h(Nqle3<%6h3#E#Ec)Sof?@5dTd9Dl-cIkLc9N2#zHG;37O4KAP{P(I_#$DkE@;+1Uk$v1^` zPHZP#omFP@%BV)Gz$Naivs=|(xip8NT9jSyllDL8fedl(S_&6PJ*+|K5Dx9Ur3y0K zhb@@qG4Y$IuPV^s7MuNR*+I&Kov}mR?$G*=ADYAq2A9jNvJJVz#`4GZBLqieR9!8S z2PqS8#?LYah1bqmM2r(Y0!tUc#@0;-;cKfixv}JFoE~Z*P!G|ran!(VN=c9f6rKKRodR`d`v` zx7YnkFQUo$=GX_%L54|TWP;qauJ}YAdw5+5N=|=K#fDs@)(Uj%iF12aqHA>lW=bH4 zy+QgOq;>(&8>3mEeejN{S5$dyT-mcX^-7yp zqw%3~oH`jqA}O%_X@LJ{R(%Cxha9d~x~MW})(!vZzgCNXA_si`FWmP3OZ$l|6aD|r zNCh!7fBiolBkX+izX4E72MCy;5|cf|0RYn}0sv4;0|XQR2mlBGfMjY+0000000000 z+7SQ%2ml}eX>w_EE@N|cRa6ZC2O-0wS|P)uS|P)uT6K5}009K(0{{R7=mP)%g;-l| z8!-(0?^(8no|N_kMUN2#L18pV0y}N4Ux}pb^>VcRFp`*%_?j6~xxOyfujS))`S@CX zJbnIod-?q>pTZJPY4Ppj+V4Lv=j-?D%jf&`so8w9m1fJ$mL6=>zK_kGPqc(#`+L6p zI=@_fQ*fuzw`^?NoOoh8nb@{%+fF97ZQHhO=NH>{?)*>Pd(Wx!@YR0!_S>%2)zxdQ z?(E!7PIf2tcl5o(=VNEh%~cPHtAkCM<0h-)fl?nQqT|%br_aytcVCNuWYf~)d_uRr z>$Qt5f~6Fhg)`;MX$wIfaW1-j{>?gG!mIT+*Jz0j%W^gO^9|c7O?su7r5+gX$}7b^ z*YJfQ~`pCgQ2vFU;*4=juL$MMitirD}td9G?;_FFYNTt0*!iI~K zO;kGa*7ifo{$0#X4$W(8RGi0OOWd(*|MlvKq&I};vY3GxQ`yRFfQLRDksGYqOhynY zis#8MS7$wBT)C0JU?HJ0KrWCyRNd4vb^ptv&}&<;@*`RFldx?K@1Pg*4R7wnj&)fv2GoynkQ57_3)VJ zPlV-oSDZwBG$&`0^n%E)v!^dfu;2$)sUztqBYP3GQIy6yBDEMt(^vu#i8YQ-u2Gpn zWhlD73QCyFr7K_bdv{YKdU2wTNP{ZMsL;=uV%M||gB_DwepwkQQWZ>s4QeZh+FExV z3IjDI&tjIn6WmzBGKHTg63%_vUEQx}9d~XA-DIx*K>a%OYIGxGWe%7SuD0}s={Qxm zDs_>3PJ`*SKJ$W{f-VVz&^>um+$|(P)Mk1+A@<6@Ii)~KCuMg=VYsVMNFQk&G-1KL zq?HgX;lyI+(;;1u?vbrl7rRBBtRC zN{QWz@L13tICqR&E}{@#O`B1!0Cp@@bVAi4U&J8X9| z8B|~xt^-paYHE;S{|f~@xVFQPv=U}&KycsQGNTo-LM{aQ_VHc2-t7LN^^y&Ct=?M; zl@#8RQPXz6xrL<~~~dX**N9U7W(4Hif`=$~1EeXAf#pfr>Q(XkezL(S8K zybd@GRAd1yN7dVD0&>AtLNIMbx;-(u{W=kz%XQDp3i+pVn~-5E%h0nO3w7j=n?f?; z+SnfthGW0~AVKB>Y-Q8GBK}Xk|2GoM{WbmnNDzn#1cdqz39L;F9BnOZ&1j8W99>PE z=Sp3=410YaK9LZ0siN`oaNkmG>I^n=OksH4f zL5~|a3kP$av@sa5v1~X(B?}$JH4zI%6vZbA{c-2J`0%PZ@yxmK__xH?S##wBsQqy1 zyYWW7IBpr!m~2Z5yZ5G=XhBrLY4m=Ela+|kcf zJ?a!$w>*{<)GtL0kak~O5Dn1$3q7JZhJW5E#~@&VZHNJQJ=$~bx{$wFG_}@nY;0_z zk&yI5iK47+7#)zHV%`uR>GgvJfPe{v^}mS&UC3iNL296M2aIEozW2`aJ)xj(1%Za` zIkuos!~A!lc-X*3VWEPNkGB96eK^1Ypv-uIK!3pEBK(o;^FR_Am;yl=>!f#Gm^~I9 zNW11az|5fnfT*P7VnE4|!w98(L9VPHSlAhZe_f)91&rrRQjQ`)8T;Yhv|owH4~rlj z!m>8A?0@vRS*K=ME_+V`LkS<|m*@9fvCe4k<$OvS%{RsjEPUM@w;wki^C_0_wY#sw zjV9t~X$gYBjmgTLOGWAQlk}Ko@3otm$gjF)Vwc_8@tsGd5>s zPM-uCP9UMKD(WRdpxCwFyUx~7-AF;Z6FQeqS+4TJ_{c&lJSbuWYLA<|-uDzV8KC6; zl4Y-(j+JCSTr3fBE#?F_y$Rx&Qt<+onTKrPE*E4cOEhJinV%U|)?be>nW``6@inXf zu87bD3*g~nSfnUQ%2u_fjpvA$_-0u)u4}4O=v;9c9KK{fPt?aUv}iWG_`3&W!EQV~ zMw_}p;f;v?j^|(2?JR)#_a>(ZGs3fvSj_%c$&cvAyPGu1h8j>SJR$A-0*xcC>hHP* z$uu7B#>a!E^81i5&9kcDn^qTCl{kh7$Skx`-wH`8(>aNe`J=`yR80Fcw!ABm9k)ly z$PYnM(DPrWAXuTGNlmz7GT>z(``_%dU|PweHCWU8S2QP?u$V)1vxab=-SXo%b2sX> zGaW{sna8NGjGyL!zEp%igGrRa21=#;0E+MUH}ct7sXr>?qkDeYcP$BG z7^jn(Be4m2Y4MMt<`(s)0@7te!a+%GG5(sEcq!z+%$ub6+vU+8?fUlmMtCh%9mN>RGn0x zOmJ7^LE)#jE2?VZAeLEr&0(>ZplH`+xLh%+fRQ#jfbf0)A|9#=nBlEv)l>jxhHzMl zX~i=L($^k-=-YVRwDx9b%Ve>~5g&}Qv=oOa=sGtl;`F&G3EOwFK!}lejX|N& zxN&3u9!UvX`mc_y;bNCE%%{jMBs(C^`5= zgd_{j|7O)3X7u4F&BJEfSnpDjVszfLt!Ec4wqtf5!3kSFJu*dg@zW)khq#(ctS>)R zBZ*0TY_rA$2oK5z?O+kI+pz~h+C8B7M5H#%F?O&M)WPk2hoTQ#_gaPIIH)6NfJ&nyM8^LY4^d1t^CZ5?j?7(|RDPmE6X!K6FoWpgc#hslTj33& zA`gprZgzEv7FOO&T3fHi=%0D3fKZkg976@KI3G6+w}WTyKqYDtz1$M}zw`|beBQ#Y zeHT(d39_Q!(?=6eL-n}rz>LlfE2sSHt%QTXx+ygqpua0WK$3JRaz~HHJyK~VvI{9d z89E->q3uE4-Iq29L~lHHC)G-Vrmt7|Q-l3KS)N}E9JoBx`n`DOx%?sxFO|fZbfJ4A zdd58hLrKjL-^5y~j52b-v)os$xiwxgWKFB381L6dJZegAofPha^7qP%IAmF1VxkrZ zv|;cmbf!nkO=`k@sFbHz^elG8 zcabIiIQbwqN?b#}7V>oT6?R!5N-@GeHGqsQMYsYfR(Id}QUv7Q%#TGG zCJB@H_I%9Zc7MHa{0UGnPMk_m3BH<*GrnBCvaXOEt#Sgq`Dc0Jev)RrEi@XT9bp~P zS!#WvS$Xb**H9G_Q?Tx4qT|tGsAA&=Ec;m|M0lq{Fsw{V_P$DtUSm1Xu0?FHY{DV@ z$RU3enj(gXj+E2tTXQ zIdw<+I*7uQP(H@nwS+T=Y@o_ik+u2OB}X~Ln_0%wni^{b-?Qj;uZWFm zQWR9JS1HqVdQlBk?97AAvK@%PmjQ)w2Wzbu2%e7c?Rg6A;uo-5AlhJPIhm~1u(zf1 ze3M?v+DjPcHSR|FMAYjpY2_yx6dxdio$x9>xD(nywv?5c<)MT$N$5Zga>WHnm7xxL z80z9CK#d)|NQP|kinO9A3$c*Ll;R-V1Q#`d#_I#vncm1g+#^^W(jdbz1{Dh7n4dD1 zHzWG$SLV54IopL3N%~g_n_O}D`$2)ShFU(9fr8CY_6m5|QANAqdE0@fS|Rjoj5o(4 z%!i^h!JRf5YJ%Kra@E0(p`D$O8YXDmGvvhaMB%sqB@!xrDl}Rh>&I*Z|9jx&$y8Es zzcQA-i<>)9Xn%^?XhTgS6T}Yf2!}@oXYMX5QEIESAPND-%}!H@mY~P(@xevCPBRF7 zzkOUhScaCp;XE2@+Kq3@lE>+Im^q@F$6w=Ec&i)m+A1tS!TD*!TsSeF2}RAmHPf|Z zR{BeHG4L?-2^OgyG8-v`()j%Mo=er35-bA>Q?3hUPGYx|>#Q=wwd|aRfU80trxEd7 z0kd#_$aR-zRB&~3ypO@G>goP34H9wCT}LWzVuQgCSwcG}!_H@v;@ziPVAs!kLUU#8 z?^LtA!X$DF%!*X?k1b5HTX=Z-4@_ls)2at_h)(>`PHx7FNpR6?Pa- ze~6&%4?;4lI%7kl_H+HopvP*41^H@eWab=Z{9(T}!HM6UY{z)7D~S-0Ew0p8XPNJHPDdt?~H3>vc7~W)R8h zV8L61xVbQb=4cmN>eoJM0~ai)$3enZW9saLtyVivELSNDye_AEK`&@-;>~GO5lR-b12x=d3QH7yc=zQn}596lSJ|m?^of;OdA%AF%8y zBkt-&QAaG7pA;=4xUAtTjS8~pTwrVaQ)wdy&v=nIWL^1*CcT&t^GJ1{kq^chgo^hZ zldFiq_*%{?X4eB2t4xqtGSo!goU5`PNJe*lmfxb%f}+G5toMecLU65{jx-PO9<}sj zDo0(@ZT;TOm_(Ixn?~itYX;7htR#yCO)4Mi6ivpz38>TCRt&pBW6!jBzAKCw{JrIA zpTASksyCiBaY3sSek5~r=h8J8<>P$IceplbT|`RQ>SaQ!t|M9WRM4+eDh#s#p+~Y7 zs+eM*Kx0I>!QjR~M*8lJro{V60U0mNFSvwa;l{+0X~mX0^O^+vI#j>WRA{WS}L9@g4xJr_U8 za*lZ@B^8l^?f2oTm{!lV+=x1?b)N-4_nIJJEbSr>7{;i0RwL zC8V7Q$Cz}BN5bW~Y3!6;zohzUB>6a6`M&DaL}E>jUs?w&GD{@B9q+hZv_BzN7p@eV z(omG!9N*BhPQ(Xs{W*K_T%not8IaRf?0|dly8Nxm=c)fXqB#AHa1_R>lvQD_y^+XG z6MbhqehI@IkBj@biv}Rjph39gnlEEp*m(#j~o}em(DcET#vDNK?dU7C0TMTJOM^>zuCpCV`TJ`?K@xsX8kK41U(?v7QK9Pwt>EuDX zQI!b2uIOn4Oy>Zf-U(-FoPYj-9hYZYyEm)r)YFWkOO=wsuOQ3V=K6jbZYwDBpRhg_ z+7P-u4A#A{6OcEFwpd0@&o72q!#bf?FZc$$OZ&w0&9JQ!TpREe1x>4LIyjEmngx!Xk{mXbX`L{vWTWRivEOC1cG)&p^OCydBswmD zpAP~za#A=#yY2jR9bfZ-vld|Yi}zJ!!vXovscZSrle^YFA2pfHvh$afwSnV^zD%<= zHDfk!g#9CSoJuxDeE+Z{`S)?EG|Lk9E5byt=NvbuW}XJZ&u6W^RseU_7P zk3Y~{odauspSVzlT6){u5s)o5SPK6hhm0$Hl7O8x!a6`eJQeQ6?+~OpsO52Lm93{; z7r}O$fpyZ-R^*?w48oYAM#m!my>HZB7L~G1!zI+tqDtLHfffzvy}9DpF{3K0dexxQ zdmo&^HHm@dSFSL0yFY~oAog*}cKV(dzCyk$Q=Am}{B8PNAsv$AnI~l;&{-WEYLOr| zO>alev4g3@`c=R@e;w5tx_$3#$W^@9yL#VHWyM;a%)XXwQOmN0N-nhpgH}6xeZWr* zaBWM_%=l%yvJcbLTaNfwJ6BsJcTmc%l!n2Qo}%RssF~`nNdXl42%}u-N>~*b{|OGQ z?A)in!kkx+2{LtizSF>|ww$(HXpY=>z(Ew&%BzFurrS$qC;+5wt6+vNGf7WRQOoHw5(S(kE?$AlyY8alT&+TPn#arA4s zbDwNQ24!yCb$TwEl5-K2wy?qcu-Se8iMHyjVQzel{Y*2=_g^~NACD8&gw&nKFYKNj z#+&v)nNghTcvT6}M|C*j(`ZoMSl-4kklDi>F0Fgij340bQ^O9{1XM1`sC1SkzfATE zKJ!tk%M4k*2+5w5GTApRp(!i1U|5aP0pxrh64wjUaexF&J*1EC(u-e8eip(H@>)er zmP~XpAWA()b9uJFP~XLF2DB20b(Jlny|m^D)5&DKdvA5tPD*I`*8iHp@k!oKDvig1 zmZer)AEIVsz4<+z#o(36+%rOi--=q5G+C5o zG|YEA2U;wpGPhaX+v~TyMADS9RpD-FIRlVO!lz;9yzSJAqE*wu%lM_6DYaO) z-Jv`)f8!GjRZ*GVD5u;TKpqm)*NOJQU5~NfXzGskXP2NjKV-W!Sl22 z>ghr?m#X@CuP42eg){_;I4g{rm^s`(%i0ZHU-J44qrgD}t)+(#k=mWyieLHIe873O zqpRWbT3BDkp_Rn*4zDXH7p3n_SJG);D#f%UMiz#Xi450qc4oHGgw0rygzI?(`Toje z*7J_Y9nub+*!1xGwS3V80D)mMy^lj7(1XHw{6_nX+x8mpz5L}~jBpy21E83p-XCjE z82Km=xoS*eSL1W`jNQ)3UBZu$x`WM_EVHGg5arK(&@`&SWvPn`PWw5b_xP;HNm5%` zyT8iC?2{&68Y6xz5G!LJxQJkH6OgSax1y@dR$P&9R9XCEo+WCY6IfnOytLGyzK8l# zP0VmwKuEX$WBZ!4a592xZW+v0#pkwn?DtPXhJ=DpjX}Ie2Lk$!aQxqr^6>wVl&g_| zfH40_%Jz2F9=3Ki|2D(*tnJJ!oSZF;=$!v=ugUSBoE-d5R{qcVzhq^RRGXOMa)cm1 zIjQa>?g_|%x}WIn(OXB+>hpgwp>Z57sGo!%?3UFgs+AknKJY6g?H)yPlShr;-wqf~ zD>+W9+D26hce6j2dM~$(UL{9=d6|E{8Czm_sjH{LX4TszttPikRifM9(xy9IG^`hS z>({T!mE4e)u32(zS^)V@sxNTQGsvVfE7*)L6WJyzG$Y#^Rwo3^q9ccpz4-`MBpDN} zHrXEv_(}nSP$YK5L2YXlkXY4$d7iHs6<(aM7#d3#$mM2iAF3qgMd zvJu^Yu6KDhf6KJu9!<29FE#Lny?pQSHI^G;Lu#zHml+JkJWO}-NA$IjTMsCLYJ|B@WxRG=OjGKe$%f&@Vx>0 zVO-teLdz*y+8tk=@S^1o%p}qCnrwEA;)i?(kG0|V?22}4w3)?q|akp{4V%?p&C7gw*bT@)ydffSN+3wwq{OI(aCEhXO({TVZ?ams1T2nsp?!n%hfI za^`E0Jhp00L?{gf7_0-R4v(^wNTF(x06e{19SnzxxdJ5Gq4(z?3B@sE26RE6ElfoQVr`IoCtN0r)%SX$ZOq50^7ujsloyeO(_iV9Rg6XsD*{eyF#`!?ija=PR60u4uiL0k zOjx|M^l>s*72A#1TWHTtrH!Phgvk{0G+Vi=Vh`Wpig4``LpBA6ZP(=ecCOhSOsc8k z4{K&2q_%-&)4=fH#{ZP@(XLepVJV515b4GH9w+ zD8Iq}SNuZ4A|4_obZNO|AalEq{5*mpor-0b2N}?XMbJGfH;x~5Ff}k_hQQgh%WDv3 z>t!e<-l&Jg9uF2Oq{7g*r3j=>kAc_t-El3*||LyTC}ETaa^2*k%**6?}eZ{zT1Ev)CC)>W-LoJXVCMD z46`Wa3Lc{cOE5cv8bnOU*PPlhMDyK~Qx|+Rr0VRG?*`0>%=zEBvs}`g<^@)B0&ncl z`n(Yl&tE^Gl^!ndN_{JHD&lLz*0YNrsGvo&C^WZG-iGM44)Uhx>BiJRp#)t)=M7lT zt|g}V*^VIRwFq!?ht3HF2tl@jlR=C%#FwizUwHmn7AWCbYQAQ+Jg``RcNP6Wca{?dFg)$S<%c@X z47k&w6JR74e=9gDDC3WkVXUUvqF>6-vve{e2vv^>Ypu|KPtr!x@k|E3-#Cs1zOc#c zuX<2Hi-Qu*rKOw}-Kev1I-F4F_CF(%|CAq$UCl}I8fY-$?B$EfqtV5{9CEa-~{+~8XgOtVX_(Ob%xd$jE~1LFyv_}q#nH2$f{DX>Z8n@3tXsmB&r$ElK^t- z)+K$DM4AFTV%!mbv{MUBs*T|<3RW|z;+dQaEBPeWFw1yH@Yf&%F?l22mBB0DNEGC&(v2S2$rp?}PTe_A^-Yk6K6IzTJwh&KI zY30`qha6Rp5)-eF_!M9%0(+jF8{YC*gk>g;#Rb z+Z7}b(0_Qte=~~R|1qu-G=~C&@Q+b=y4ZL!axfXtS=f8n8va**dgK^ z-cG<1b0qhyEgb_d54ujjzI=@phhuEOSIoet9}%U8==Sq@ve`R!oi#H% z%kFk(S!b+~tJE-z$bE)tT4J6_~lHGpIMmq}En<;Msrs(eugJ_5J;LpS)AM z`e*jXw>fK%Kr6M=EIvE?UnP8g5vH)0&NiwwKDj=9_2$ww{IKxvYFkbsDM$&AQrTZo*&IA}3bnL%x-_$RGws;L<-f-8dwQ+4rZ6TSh8<=3 zxOHfA>2geZBWC>=xqUeGa*l2fEqVPuotr~zO0^ zoWE8S^JenX;s&y$5?bGE(R z*o(V4CQ<~n*^=yXX6a78MtotEZm+g4OV|4gxi7@r8gh*%g02Hmg9ZoJHeju*FSiDVSM?6G z?lNO{5xvu|sA6z2>T#|M#V&>$Pd010d39!6)h@_%RBP4et|!USjEOt)E12kYyRmDA5a8Y4dOlZC$t@LuaV zCUUA;HkU=-uxvHG*Sw5+0=|Gg-go!Zj?R62l6boUdS!0_I)ei2FV!3q74yDqS~EAU z8K>+V06x0X%e>Dp4~n=XW_NpL0gzNa``&3mx=RHJKNm`UL%UsJf~`Z$zP|`}`uzoc ztu=^oo6e zpABuPl{Y;)I=*V()OV{Fu{X!XQ1*T7L4Ff<06&=Dep=6<A|;?f znP=0^^EYb`S3ZC;oIYq#T_{mKFCDJ8w$FFl=WAZ$4x!2B)AZfvyR&cmbWT>Stez<> z(#NjLs)BTyiCj%ie%bBO`KPGg^V#{Qw{L`_{RSM%fcUSq6HE1M-GOUO+Sd5Zon#Dm ztgg53ZKpYyRWi5BhPsNd9}igE_wi-d@70SZ%jvFr#})$-6@8#>rx@JNBdR+8)XM1# z8#7iuJKLt(7~2k5N8m(nK0SghXRbF+o-n11Y-326?>7lo2Pi*$JQg>?tmn+ZPq$YF zDZ=}$%Lhs0Os)deNj%)m_0!!7wbTPjvGA|2ic8nhRct_`o{o0TtU~%=B}Zm9zg7UB zhr_T%zfL*g&{j`UaQF9-*;pWdShmx%$7I046+d^cHy_Q7{M^O0)LmjO-oe~0K;;(k?*t9mE@JAtMzaUhxk^7zABP?J1B%>Fbe{1Z;2PlU?w?Zx7&Nzr zH+#zG}0RJomoAqx1Rf-ggh?`1<^x$8~`3d#B&$eJ!)Q%<~c8 zXTQIe54`y9_3-fJeK9d{*7rr@dDHKetPaV;@qV?Je8afiIQE(cU`v0Koz>;}MD17n zu>8J0PQThXc@nue4efmg)(aKAOH?#9+hP`b?aXcOo#g}bVaClrsY}~38*W3&U8YHK zjNlFWS93I5weDs1L;=gsS&ZAEJ*0o}E&lbx@cSII(&|;G?_a?Cgg;77YQbC~_w6rV z#ADa?_StBe{{DgbCE*u=8J!+u2@?f0io1jBxJEgDXj`t?206A(++Dslue|Q7PfssL z7)PX0I7Mx9#SnOKEj?rfc%AYA7U=6g69@RyZ3uUX$`ofmkDJM`_DEQankFt8Bj zQ&E${_-Z@ndS+U3dlC7b_7l8&P)Mker}9yv)V+! z{&yJiXh2pjKx=^Ub-j?AqPsqe2N#E6!s7EZ;f^MhBpryF`k*%x&!I^fHlV4z3fD zvZr%38O{zTZrJf8+TI;__+oeG;pvmg`(A;o0M}i)Ok2V#vM=T!8i4Oi5QwxPuo%72qW5bSQ!yriUCBXeyGwQzZMG;t*A5sljZuLma}mtAkkPY)?-Q^lNUsuLcE zYY?=yTEz{?Enc2S4zGQ}CyxEhdSMR@U0cPdBwAxbR~#pKZPg1r%cz)UxG)xAp+S`m zSez7WX>O1=ogh}T7lKsj;{?o3?&VQkb?35N)Cu>u4V>{hq>-eqz%pKKBh&!JooxB; zR5wo;U_|E*85E6ouei!-;g8@e1BJ3$Z1K?tDu~qgGV5a5Q82QTNz-Lf|J!HKx@}+T zM^k!@yeAJ+xbV@T>Jh+RmC>{_i7OwhUt4S=W3bG(v3H%AM7M4Mvg)CD-dC|Lf;L#7 zdSIjP+T4_()-Q#mUq)-Gh?>Z5C|E;vi>E#$V)kUTSrFU^xRAcGIqcJ|LK!ad+5$sz zPFD5Obb#HghT2J^qKEt@(V={1z0Gsf^A~5b*xKl?M;f^aFO>rBk|}HRp{U~M+S>5R zZqT>y?#>xm6hgpVyozkbZX4>R|C83R*bJ$Or2FhVp={u&14T~(Jz2M#*MM%SM-Le= zbPCkEUNi~ku4NFtwkR7G4QmQ+nro=7dDJyRp4E2^;?W*Ra47Y-qr;lj1vYbPCgP0a;Bp zfST-Iu8tywlS$BhqB|EQvuI}b*a zr(H*jtYzPY5JSNcnynr<;IXA_kZA7-+e9LL2+W}#7G^4a62b4~MO%kB_M%5yIeJ78 zTjmq;D`!LyFzJNt)iwi4aPw7E5sD?^W_d5BXOR>IEE(6} zrhah)T}neMUB8eq57=P%7gtJv(2UW~SR6eYn}N{^f+JrxJ*Bh*ow>?UXyc?~_8FCE zyz3WEf;=|zYGilKR=X<7B`iAh`yhQROcfz;!UQZPf!R34<}LKVO^OC(Az(ffRo8$p z7|iLvmMt&`?1Koqz|sR!lTn>{Ns$(F+>6aEUQF$U zXi6!wvRz{s)fvkWrt6R9Y{p?3c9Qcer^gFWZpZn&sC=->1oa7 zbZd7T3ARw30igq;ecUOc$i%GMNra20v%E|?B=dMzaejqn(3QHE`K zEt<(2jYqy+h{hp9h|wOx?XA}dzxj}NkuEU`m&^>wb=eb)DL(|V&4g#X~TB@w20H@<0*@Pq?me%ras)IZ{kBg%0XU9aZtRkOnih+Q@>R}c; zut$L<`>!i0=ES_)zPat9cp72e=hGwb0VIYei&E*Jh+Y52n~OgI-8BNl*~dp@Alg1V zH`4>>PF8zGGM=q!M8CB(F6Atph)|@NPYS>A?fiM8aWS;LC`z&21O)|2`*ucj4nZ*L z(wgSykI4piR10415x|lV@$S~i>N%9a!HEh`Gy@e50;bxIOVTY})(=E7 z-iS3STIY?2H^Stx1Yw&cBfnhN)wTH(TpxT5@p=MYD=3kT9leUFLa_c~2@&uZcK!a%Vv+?}Z zJFd)9*6$P~jpzsDAQ7>K!&A|-^MxYGT5osijMaAXox8xbT za+sfm1kb-Wxk({en5k~paGF~58vxn>^9@V0o}0FYt0FsEU&URc-HdcqcwHxWo&+5b zyqeVL3U|P)y;@Z90%D#)1|HS@$tHf-!QPFyF*{lRh+DN%S_T==l6{X)eDaQz-AYny zRkE;5Z%5$L6FiT6^j!&UXfL9Ta++@H78(Fe-%CbI8GJ-wkpo|&Csjb^0q-2J*(ftR z=agaV=;OpjAu$hf@UTh`DCi(n@y$d?Zm)V>4HMneNHaUG4XC@aL zFqGP-$((r({QGoGth=(%)>f^|vbE8Yueee3_{foS)a8slzA%ZqBVWE?M}W=#^M<{x zbZ_vvXs`D4Z5@DcN4mDZykeP|;%QFPgkRCSj9{oAIluT1-K)5j8tuMS_btc zS`NF)%fy6}K{-?AZRA!Z)p2TY$D-JI6Jv^P*L=9bp+8-!p8|QLT|$;d~@f)2WvMoI`% zdsc>+RdMmh{o-R0Pa5JKN$m~#MNrUgEj-oIg2Cphz{-79;L2YAgp#mmAot^jB1a!0Lv+{ zD46D7oFirU{yFuka=o6+g4yx&c5fxxKZr#1c7uPD1d7`!VLIJJS(YZ*jfI2ug*Ic9 z`P3k6qk5h$ra3a2@;WW6g$X0y_rP(OLyGT&y-X~ygv;O1kob|LaB+-{Eza@DaOO~q zEzYnx`a4oYT$LVY+G7aTddtI}dvE@%t zwl_dTK{7Z!Djnc(8<(jySb>=j8LHT29wUGDRX)InKtE}dAZXEbVmC~qc~GumGAAVA zmNDh4@5F>a^*%izx!;L z3Ke#De>{dMAYUeZBvEXf_*7KShA2izu{?nO`xzAVat5W!-gL&A^@s$s%TIV&0eQ_1^=x%BB|KgeD*K!kNxYfhPC-3E{nF8^U0e&`W+u@nI(O5wc?7Slqocd26n0Bs_Wc(ShBWylt4QCz&-L{^w z`7jCa!S4ZVUvoqUC4`Kaa5kQizIkjMdfs)J-#>m#KH6u2fQPm@nQAKEW=I<${6%>i zB8KKn$<@D`asKBM85PZzU3TgbfV}i}$AEI^s0yAGfke}2q3V4^F6ZJ@_E?5-eggX)lI!q>GuA$Lj0=R{_w*1($Hjdk30M95J}U?7T~DA$<`e#0bXot`{Mb(!MQ} zlumV6<=&2~@O0rd z`O6dEKYJ~Du_sZD%;tBeuwVVm%kod7@pRu|BYK)OXxnZ`C_= z@PLy~MmKgw0CA{KtH=ztqRsXg_|ll-oKr1yq(lt#RgqmkphH8wKZOkWmg3uNc0aG* zW-rC*6HHDBws@j%p&9u&O~YOQv&w~%=M$S##P~??F52X}{+^LlJt!T6$$vy`fjfU8 z^5t;8&AjlY01j2U?dm~?mL@~de`WU!z5OmpyI^%;w?&xAi)^T@{az8#KuPs^?qO>I z!!5Qcx;zhGxYWOhg*+a}@C0{5dGy)8jBC_>62t;JR=xt;A`0$+E;yZ5?9PV%x$_te zY4eM!P?5w7Jy10hLi^L)MI{cW|jvW!3at}XtB?#7E*p$r2p%y z;)y-^Y5NRK1EBmZGlA%^BD$m&4yCKhGzh|-p^?#9i&3P*&k^oTeetzC6bkoxIyg|N zsadQ<{dG$_vH{MVGmfDQ4gAh$`A84_VUG$y;r?gvLo!)BJ0Y zuXZpOu01u4+_M51NPdYy#TcEQ_4F9jaYcsxZ)N95G(QCAh4AO@$4P^zw_{N_0eY1% zzT^_rUIo_QMxhe}EvtuRh-Kx$6A-gF85ULAlY3cFL@0?)`g9>3o$KZ*<)tp1>|PCi^kuL?j{U2_zgGqE z_}WXjlK&c*#a%72Y4-|Cwvq>8w(L&$&V5Bkz(QmfMg}A^gx$nt+xqV*#gaE}PuKy| zN_N<}56@h=tNTtiH2)lW`euOJ2TITym>A(DXO{|;9Ov1aPL#RCo(K-Vy*X^QTUW9c zC1-KH7-oLFema9*fIf%noY3e?w^BX)nVUyqCY1 z8f?oQ;?GM}uwBRSA|D#ofEThec_{y(_DvJqfU8>dIrco@Q|A73Js0sKR>1{X@KY#BxP|^-p#?fD(&hon~dW z?&GYv+()GpU_0p|7BTYJ=Z#R%>Ag{Cc719gNI``9P(lgT^(IO5gR(-)gS+V|s=N!_mX zqe+5+nL88r$h48d%#Q@xG{bVqr!~g-w+R86wCeGe_|V}dc{(y_55C>yG@1^H9{;he>M_J41F4qAO+gH}_@qJe=@N9lL-GoO+Z>FW~m`>pEHj zxIRe9mD@|mGe|`w3J+n-eY2Yp1C<_-KA3Q|F_!=NeN#6& z^2cDA`<799ppsSFoiIi30&#GZ9DE#3_RHq3UK^Yuly#$Z$Ixir;9O@7%Y2CF1>LKI z`lWf;7fH;7vu@a4_UFv>;T}IL$;Rds_rBH!)XzRsJL zPmYf89k^+F#dVbULz|hx&LX!l$Q3Cfhu!_aA#uLUXjZwHeV5Uc?{__N;wXUE>RTCJ zUJ$aV|y=+16c zoMuyyP{*p_XpYxP2_Uh}b(IFGg(ItC_Xr}0NG7;X4HmndH%05RK(*8VrBcV0LO3;KIca1-Ar53eR{#EUnAnjy4{L_=sw; zQ$waGu|OAE+Ny$Qyc(nemN*qv0x*MW{tp1RKuEtmvdOC}TSt!SF5>zGyQ{{b8{~{U zGXqgNEk%_SShv8b7+SO{M`e>08ZQ7*djqm3y!C5SgNZG5J&CP%X_MU=wk)60Id2Y% zsaCa4*URVgs6K~{+Pa=r+)1+6OuQsYxEK0WM-=o|%hw-iSKpx44y7X%jpvAITv~Q; z$=$qo8s1w+C5^y@)rOlu()uCxIeIY)EZfHUbm(sL#G{pe35I;JqL7A0g@gi;Dzp2PKOi=Q1AVlNo!PPh!y@`zm+>9A-(gEw8U zc3hPi-quY!9)z)Accg3_UV}ZLceOUnYMJHvJ3U`q9^+3yeziV7_~=q7ub!Nqir`?K zYFVjPmVr-Vrg^1Q(cAU~a64CeI)k9&v@tzAE-9(8TrKBKJq`KP`zNN>*0JNKv&(y% zf4-Wn=cx{_SZHp_G_ZQ%TTX*VoI=X3H(@djDpr}&UA{az4^N-^r(*to<^jfc`kV(V z62Z6`Wf?Nw<73U|m{9%=#+F)S__5*B7pukc-o;`&Ur&Q&caNDhCnbt~yK4NP3BjMt zs7H?dw3Xg5D<9~vM~-=S*!`va6Ip5QQO)h<&*n?Mf=@b6Y`&7zt5)SYl*?~b9(o#y z1K~6b6Z{4UOoxCzK}TYy&4vIS1(fJZz6pscNk~_kXI;M44u>Z}MX~6SB+s}GJ)k7q zpptg0dDtb3eSc=xh9RXZUdp(9u8RITatPbOoMI?P965Io$AqL>2iuTK)oJhcY>Sy5VH#T z$dH?C2<*r)y4f@qv=~Qk2SRM{Lqt|9Sf$EzQVc}Sv`HVPRz!-S;8ny=n{~RJt-;rj z0xwn9+9!h}X-V3l)11@%9triNnx^*Oz%pQ`Rh@>b31DnfT5&O1*41%dZNh@)(a;WT zD2g^$RXKTatitRl5LK#dX9G-kKVl- znp_A2`PD-c-&l=bHJR%zi)O(E-7=jn!)hP(IYJ$2sYvdJCZPk%du+FFB(=j}oyIa& zu>!rCS2#VKkge+2)CzTU3fg*s^{frPsGjM%Yde-^x5UD#G3kZq+TdbdDg}<*ghTTp z?NBNVUDQfJ@1r*DKFkXD)-c%WaUF2jZ?p=FSKPKw!l(!2cQKk3L{|ZH&4hI2ts;MW zUxh|?=a*~S;Cha7o>LSAK^Gjh@!hVp-oy}{R^=?TVs zmu#};+H!deqVZ2Q>L5dv{st4kn+jz!;T%u~%oBEODgZLYQ#+j?BIzN=gu*r;>;m4J;lZXi6)Y+K)@i0k13QUbTL$z#VG)(}2X;cpB~`FuaT71LD3kK=PZ$l~t33 zoT^c__#{zS(z?!65*qK>CN=3meyoO~R+uqkR^?Sbkf&NViIkGcWtB!ZSh%c7abt;j ztImC8`7DF7bcc0y?!zjNj^h;bCSkOfye}$xgjNv*uJ&iFoHRA-(2My+Y2C8gp?1)S zB1YO(j-1^%-J`ZrMFUSK&tRo7t^%xq1d)j#RhGB(cSeH zG@CC$T>W%)em+0lE>_E-j4VSV>iUrokEQ0g z4}&cA6<&EmedV*+a{l&e%A1rL;RVqLD9?>cs&$N0o0+{zNnEFF>_PyQi$)XHQa>0f zC|iGy1vV=Gh3XB~4`e;7`$P(i$TqxhAN57VuKFTvZuy47H3M*lml_&j3S$>i@oH#x z8Uoo=U~y$7k}#04w4Fym#<8!0AZ8#3OX7vvlzY`fVtY&S2Jr>WCt3|)d$yIk>wq?u zSMeXb?5FE2ptXLgHL0D!%HB=1SWTcR3EJoZHH?IG1X5_YekS-$_!hAe`>wFSj$c-S zepL|%y@o2cBF$o4?ItX%E7S%DuDn8%{1NZhD&}Yi?Qi!`Q&4B;&f6VKGIUeZ{oTZM zHd;(~d$$yJ$Q0Ccb%3PQu__dms(JM@nGXPWjb))uf7&F39L#^(rnPU&E>vM|b+BP~ zv5Gn!yl>{dPTk7}_B|jJLsh?vwgyEFhgOMhkHtXp+C~#3P`Ga6j)!9$eK&V1#xvJJ zf!ubZRbS$6Zo=mr>pnm;pjP$0bSVS>`BdC*D5E>nm!X>6@0p7$6@spFf2fYFG`}@hs=9@UI>dDvjM^Pm?xjdgO zmUr%D58E%06q!#K&#u<<{BPnv*=(DMYyVXFIocfxDSqBGTK@Z8)%Kl>`F3_T+s>fj zZ<~j!tL^30_VM=Sat_b$oGmu+@|(wzE|Prr7ft`}Y*tt6(|OY|Q16~)_p|l<+1YBl z`QrNEt1qsPvYRii51YZ>**=H2KAy{??0ofXBZ2&vp8@6PNO>0jjugM$&emJ}t#0Bd zo1I@ipP{Eae0P4ii9eBs;jM^CL0iy^qwIOpRD9W2Tqji73H5HBz&{f^qPiU^qh^rs zFwQP6QCx~||1GQ(b;Qm$ZDt=6rEB-#lNv zY93Y3nszr=PvQfzyyb4F_QIxF-}?K>8|poZobfu@qaT0#=utWFZ>9LZzdcspeFroB z=+XK7>Gt8HM^EO@7RzsE>-FsByKmRu#SjJwA3u78;zVJ6`SYVkFhdpDqep8zqF+CH z^v_qbv$SZNbDars@_otBS2`Y8MC`+vQ9w)+0x|M)+$m+RHbtLy;wW<1LuzvIC(Z{PprYCGSI zp1OgB{wVu=_A+~Yv6wFxvuv~Y=pcbK7X;iIei|-IfH*+Wv@Xl`Th?} z82;%ZTb%(9dpc`ZyZs5SrR;RI*`7Y1EuYQtb~!-ycz7?}8YPpzJg@E@WL}%a>-qfy z>3)*CqpX0x4-eDt%&y@pK$y?Y&K?89iH%Ds4|`4L)u)@sv$Gdh8|VU@XJE6yZ{y*F zAB&^x$!fb@U6hZvt4n;?dt<(tZy#Tu&z{WB5ANb@+~rAbN|N>6k3T=CcKPAQls5g= zS1^+0Wjum8f!=JNHvh(?}oY`!C4zkp* zSIc<@LT35#VwrvQb+4mw!oE7n{t>P$xLiuXehgLrB zO?eOxMR&=c%s0T4u<7!~eB%o<{!MO7X5pbtZu6yd*6z4tm3!Z*6JHMLaFK}1G`8{1PF7dqIhxx5J226T6 z|5}K5kSV4V)kOShVLroqs20QB&tv9 zOR>6ppKmYD)2sLL=YKO>oX^jI17y|RmwjH2A^UwCL$-RF;e3HM0NwuiVhJD3PPdD1 z<{+Kpll+sD%Z?;|*%jn}^)$O#UEKxIdOe?=Eta4aK3{CIi}_|Vdp5`OTEFzyz|fzp zRxdL+%hj_7vnNN{Vhfw?2EH*{cG})P2XP&aPQ6uuv41oBZQOJjykoOnoS(yqi?7YG zC&{ZXappGL4Zfk%@cH89{JebSX7nwfK&)r$8+_Y*0W|9jt|b`MW;;8_xm~S0E#t@Y zA7*L}#nhO}<#2%$Fz7IDG#E6v_4D z>QyNxgtxm5l=F4r|w4a>JeqQoTU~ZSO&+DrQPi^v!cD08^p25JY z=_wca>3RkGX?d0%U?1k!vy02~IWRm}HR#@H=LKt^oUgIr)iV3#V*6jNp5Qj=Pu%he z9y~aP^>JLSpPj(O{Q4LF5TE0y505&nlO0yBHVkIn_V8>q-z@KLv(u|J^kWMfV{>(R zxms@<7Rk-mR2i5YtAo?$i}N#h$NdA!bcdMg6*5)AR$G?bvgwvNA0B1DxPp6sd62g8 zcUQ~oS5+VG9#vRlN%>p+`QQ+~`L~fN#vdP_tu7v)p3gR$`R4w?-HP2UnieYQHQSra zezaSAVl<1VSIfAWv&X~;1Z z|MLI-ay{F=oMlfznbPKmU7ubCI0_|A!Mg-@JY~Lk;9|y?VA>ydmsw!BxWMnCJ3eV1CqcfWbcyHFu}r&m2$o!!77hu;PgAzYxd^ZJdT;q7|iCnwD8 zeiFqDP!`v~g3wa?=uQ^-KK$JDr*97aBu)lnvfi#6M;2!C`RsDr=Rg1Cq-O(eKD%5m zPUm9;>(%OFGe)ra=k*tGmgWOQ@O0fbO|v8XB(4lQ?xB~9;hvrS+;}H3ktPx`(^(Sf zu@8OVKjj8B+D|#!Pm5tY@6u1F_S8=`+D|F1_3zS8Y4_AmJ=)L08O#Jf+D|ju&w)?h zxSwXUpTY^PK8X3WAaga=qEhuUsLc9ulnvol))ye zvDLrvMh1Ny@7*kGZr7w`k!8*0RzA{M{l|xdR03&zzjR5RN=Oxu)-1kDDs4gvA2eLH zd}LZulaRs(4Wrx9s>QxmyrxSUL_+GatU2!GBh`@VA|dtgq&{)oR&CnX0L|2!zT0Y% zcA$XitM^@Z28@`lBD?pgB7c3wmSZ&&Aw&Gz6Bk)G_M?A2_& zEde*6TwKh~m-9|r@Q%8z+4a=6W-m84Ok-$(TpVQw*YL8V>>3(8M3d!wd37;gqsP+g z#U&yin`mO&9CinWe-iYV-zV$4AAfr+Gw;uk!TFy5I2NwvF9v)?1Ef1@`4!;5iiyb;3 zT_r=g>9*eV=U9H7d|4i5Cy2$uHS>cQ@CM+JRHC0;S_Xca5oesp`Xig7+cQ4p&6NBt8%{E)qFj^1vpijGxQKlwk; zvC3qys$ST_ec;0#5#M;JK>aW<#$^72zCf=QXRj9*H%Fy4y7t2>dsyA4+390Svxey;_~&*S4#p?E62!*Kd#!Wlyh`FHc`AN-v|U(!~E{wmy5k zLOfz~`Tf7nHm^@#ua-Ce@h|@?d-eM4`+tSE0o~bh{sQ>fYO{DpUM9sYNrrHhZQ=3b z+5rdV7-j@rz3)r$lb?jHC>1di@%WqBc_rS#O~1LEoz4%AWpovd4ny_7hs>AdTYNcf z=5x}*>-l=MIf%F9{R7gu9DTNq=o{mcuHO(!mRt07J)h%!kV=)LIZmRC-&M_b74u~| z_~m9gewSST583 zj>k{lrYr&a)3Z5x$p7@Zi?aO{Jjp5#B1Cv{j0~PHVK5+LVO5pw)8i16B%!{14uU8= zT&^D7`Kykt=s$h-x1av*AHV$T3|^Cc`S-tg@T*U=M|X}-PJXXHJvsU8cb{dy{fA$o z=kUqNU;p}17vL)0H}0LByn6L2f2E_(#xK{i%jb*J%?W(*1iuK4;2@;T&$ee>xG2UK ze+ugSc76t28m>E{FC0{@6Q_TC!(lHL`4jAY6UU&Oz1+g!>HHuDh7KmbSYa%K$V6r| zhD2Es?f_5X_h4?9oBQ0@6!0J%OHFhyhJUc6vM7p^_;C**;{!J$#1`GQDxB@)bhGJx z_b1;7sR5VU6om zGBTK=D#mwBBkIMHik;EH{ZwIW;L2c;kJpB#WpgEzT}fpVF`%$&MVvOiK$ zd36@u5>+6YkL6PWkdOL(y%;syx??8;q*YsU)dB2ae^-_K`06~e3fPo9!x+{ z*CE|WFf^7n=kjifekI3xF5fgg#84`oj4xs^n0?wbsWh7G)1nE54tz?EST@DB;oSIZ zmHUmO#5@K?r)jANqNhoRrdKd1>Ja+2hCx#oX6Qv#0Cn5BI-;5#NcCYm=;j4OlSDc- zF&B6@2z+JD|#d;N?be*3xfRX(=%O<|}!Y}36rOrBrY z_96KK#Mp~mTdk$43sUn~b};p)?eOat49;28sj0OYcAwvY9KWNt?NC%Z7Fmumr@}M< z8Z#eEE1|k0sD1QCsDsG^)=I`B@HUyhXlOf}F(WZA-P`0wrqS&f1g>`#Qk~L}$Lx;* zF4K2xNKc8{pU{pG5}1uq#b~M7k*zgZEaD#~GB2wu^s)>O2vqwM93|W_D%`r{I5f~o za`g6H1;QFH;1Qp0tSu+sq{9j%f6G8> z*CZpf$I4Jfc9jd7;YnAu1luP{4~ShYi7ZoEL;Gbuoq<%YO?DoVc-rN=5(rf}zml}m zRrW8q*&LsMhUA^DQq=gmY}UZeZ$6h?xi4t2TA!jxG34rZ1U^3$n|Zo=`C#s8+oVQn zQ%_fi7J9~~R>R!6RmLRSq&;e$4X$5Hq9u8awrpDAre|$dpLRIyv;OL(iGZq#E0~Ok zm$cfQ*c8)gPqubk!mHg3WT5QC+X!0)CarQ_e#pYsFu#05VQXmK{(Ob4{mMve?ewmU z#1rjRMgk>O-oABhXrPshWXFtaL&p&lVhR0$pU2(D=tt$}2RV;s%6a68_Ie%*EO>V7 z=W%GD)p=C!th30f&hnsPRM*D9x1yqc%^b$}3rEKrUz{b12$!9A(DWp+uhb=b<)vHS(!b`Ivl3i(ph! zJX{5%F7nz^)PkHde6>m4BvEc^^!iG(C|F7VLH+rFF+a9h3AesBzCka_+7`WHI;c=l z>l{G>2CS)=ket@QaEat25*XO zYqsk4Z<=(jx=9DBn;J9956pmUj)SO;*W*Wcx8yx^g}#O4Ej`S_hc0^WZs$kQ`vR(R2p<4@^;3=zPqfb?q!miix6WRN28u`Mt;`x)6tIom`(UxVxBj#vG-2oec!b7| z5L;cfdxUtRy&fTlIq`4(2n`JskI*Q3I(UT8S;xPZBedJT{^Kq5gB&5Y;8*tu@kIMP zLaj6NtsbGFf#MMwcU>JkLj~feR?GcMa=RUZe!PZuE8JK_N?N7gZfN^DjHU0i;16Rg z7v9D_@mp}vo}5(MZVLTqQ=1n%HbmJ}QyL(N#^0)(4^{w*__E1MM^T2@=XE`&=%is> z^IP9|R(q+cXl$!qB6$br-(bPC%2EscXh8e%0Wx)h>Qc)p=SwArx?-2Btj=j}4{g9a}lI_@;M# zn`u>XyrHnQ%g&HHv@P<+A-1mGX6xG8K4 zDswwzFCMW{xk|3h6pYSGEE+xS?%GkExjeR$YPb%LXS5PrI;%|<(kBmCTz^KmCCNwGlbJ0T1!s(xWXjC$m_Z%AaPO(vg zhZNzgQ1U>$50OcIXpqj2uIqn3uIo3`UDpRU{4Jeqm_TLU%gKHh-}S+RjXGBq^ks8l zKg5ImqnqTdW3@Na-6RLM>Fu0H3Bgm~(s`6c?&W(qk9&1ya z_%Nv;wR+cqifMD{@Yo!#S6lq-xDbE#J_!S=&R%>H9sqazbaj3{j}?~(aogR6f08;K($YJl2w=IO$>WN4nigB7zoCyANu zy={Xx;7cQkwI}W(kR*aM4$fU2$P;krbIJ>R@;e%-@WpJ<&WWS}9p8%sYVh4lsM(U!!{e#a0C(=7_4cFj^DY{9Hb; zxh~u~awpftdFr>6Zl(ZSiDB})H~8)FZ&}1-aN;#p`N-_dL%2Ta|ZNaoenX@%A=>8E-xx9t$ z>HZpn=xC~=fJELDj=3)|*@b}JUCojYqQ9k-f|CRi>FC9iG~|MU*X`&Ma1}3iU11*X zY36h$vjm(#Fbq1KZm(rwc3oi}q_qCQ>udpFsyZ-4$!2mch+elRZ13B+Fj?nY@9mRE*#Q$<;QhUBvPz4 zNA?nSsqmc2OLiqrnB*>jbbo_-tr-TNo|FRSm61}@GgmpISzPPOfNO7=}TmcfA2cSu^q%6&j4vrhh|s zqz_ZZt{rybcWW?ernvnf+M9GB1L2>ha5}-5W71t2@Csp+kYs-c;D)9*mz|U13vJD=Gv_Uc*Znh>o?cY7`^t8Q z4>&mCifL&lZ@LXZmG!!NBSF<@kOW&hsR6ds-?v8Qa5Rh=kt~$KVEsl&Q*e(n3I1a= zZ?*iGsa|sy60LJxFFzV4J!jdWhZ2Z@<@UEWJ(HLa6V$8zwxwqhc8m9}FMlOx61Nm+ zVB`8_k;5HT^bbICCV@x@%Wy$*CW~Bwl)A&#ifIyqW>j8!CV@z6!Q6xNOqLKpt!C~o>1`f}l^Awb zf5w4Zqma;8i5(+eN{>QbP;%4~lQd*pDEit{r$-7;0n_bdY|+n5j(W zTfhi*a#I2NV_&A|>;ZvL&@MZZC`|ui>Rc64f@ZYi&XFJzGg?S`d&Nt4hm{Gwq8V{1 zy-z^^*NoDa-prtsV4>9UJ6^*$7!@m(7C;MSw1QOZ09`dO*5p)xK^c}|OqA=QbcXQU zDE~(B%y~vJA~yjN1;xpym}fz|VpQ-VcN6j)CqVM(6JZgLnpc9@C7B&y;X-PeE+~(N z5g3VDgv$fhHKSt^1q+FS=M3{iRRf~JDiA4lD1D%mbJ}XEJ_@e|vvpHNRBE)k?=ZB0 zro$K-Q#%Vxzt9W}kl0y3fMaYLiJ3(M%jKYg#LQv@7TMTgW`V=4UB5@EDZ)x;8M|(3 z)UY0R(+=y1QwAFA6JbHcW=)(Aj6qHdOhVbBQ*grjmL@GF@az_T2OYIPmvCFkBc-=rHkz>cd>gG|61U^6r>$1O^@BH9%JmXq@5{(A0llc8Cv*s+aCsrvz6(mq;C@OAvQa5E)0sePH{@Wvb}}7$#>9AQEMPauDNH0xAop zELD2cENCrA2#p}56^nslN~Kz)@~BmCst2aPujK$>23~6hDAlrAUXTh4=(y;=4j3-n z#c-4&5lXO(pbtbf4@4qhU40H9rES=9^pZn8q(`Jevzw3zri2mC=@ei_G0=7TeZq)} zc61=Y+rB}XsyZM#dTSU<4%K2j0@=2I$tRltc)b@K!j%fT(mBqU0qjlrLfKK#lWFMIcX#kjBvK--(Ff7EbGzwgjj9+d_dt9C!H8``-9^R?`YXFXpMcP z0W{!d^THXocryEa!U)v*j4R+x!S;1DjS1drZlQ8eJ{VU3*dmQ?iNJZ_Qs-&d1R%v2 zGZG5!q(Rg&>)=JXUw`#joAQ*yzqTdNr%wbA8@yTCcvETU>idQ z5Lw5mLprF&B7#H$==*{<-TxRaQ7}5X_O`Lo01y3b--)M3i-D zv_%Al=Nf}SPvxq>jQ~F}oDyrAwp=Nw;25q%*{Oz`&@fQA#MQaI^F|rm ztNyK%TmwJ^jH_>4=u`%9o=0Rqps(x5QqtJ>kLiP`pm z$BnDH3IPkl;5t;*MLy;^oiSB)3&VhV9Zfe_);X4Hx)M)rVCI`@x-vS`_i2ct3nbEV zu1-|b#ll>HGj>p@4X;F_7&j(js>L&mL05g6*5->eN=RmLiBOGp3@dinp`&dHw(cnW z9ZeL#b4UFqqZg0k?1IF|9<2|c?v8pcAQ5mD#st+WpwS-+nq-tzk7~EC-J^N@lb{UI zPfs%72*oSV3aK@t4N%|%&8Kji^zBp>K|$>rl&DdN9CeQ%896@zb^Tl2$lzW z-N$wloC%HWh3!veqU*&XBa+c9DfU&MqherOP>E)Vd7pK`==)SfEs!q-rb{5e_!c7t zo*+VhmYiy&1=I(}=5{y*zMT*2w z0n%fLCXybJYQ%-;CZQP-9c$e>f{}u%#>^Ae`EzDGlt^k@%M{V=NCb|C*iI0%1LeAJ z8KTAvIHMp`F_xhi^;j((hz_6=Gsh`%_G;;{RH5~Zn|*Y)YHSczcn14OtT3^*33C-l ztn*$kokz)$QPw$O|{hgyd4HVcfuu0+MDUOF^Hsn8!?5o(D6NZ{J(`&@vS z<6DD|4{$a2Mpnp1TtFJZcrJka(pXJg%r4MhG!S2ESpjHpjr&4wkd3GiuLJA*#$~iB zfWD|kY-^a1uwE}vWuRYu2H3==15MNyMfYIej>lx$FA3LIUmv970~%1#`!sYaQHS%4 zE(Gj7cu>B5NyCBYbkz*{6EcuJU476$V8`|2Qt2i_&AVWDJKc;J;VjJPmc~;8%1hs_ zNRI|6dm!y`MC6bGQD8jslGAEYZea{T$+-u%Bn+dxB^(5KmsEY;Kv@x*LcHbJBVlSl zj3NPOKz0+TMXf6?32k&1GlB|qAw{Ycb0{X zB$)uCV*@Nlo-Xp%_tvN@O5-!u`&OKUB5@q9S?>j!B6QecN>3td_`| zKm<27bE#3m6=ZK{lyh4numM(-Fih~DEHIfa$g6q`f}t);SalnA@wm?t+->MYGag|D zSFP5PLA|NdQpApQf2UCN%%j~w_I(->rzNZ>6S#0|;4zm8NUGHj0Beka4E(%L*cGa z3az8gNYRZfu&xoUl?R=_fZz9p)&w}iNKDU&cgn-bR}oho!Rd&3Dn?ntl#NCuqoNc9 z=Ox%$%up=@*_N3BVtPYW5u{rt2%K2@Q0df#Vr&z{WQgjka}01mjgJvuMBKMaM9rAd zTiP(f3AKl!ZjQl9Ol(+dSjDpr7gb-Rq9$527r^ag7$RcpMZ<$)WX{BD45tru1qK;y z&CddXXw#P{JLsv_PBOk$DKKgfg6M-V)V7XsjhwYNG19|kcfs|c;l$i8qO!~c>`~wV z;{z>o^(GJmI*B2I+$RDCt{p}|j9|kQ@j#=QvV9>Y!A>Oba>6Vf#FbA^F`mY zD*^Nn+%(J)pvWLdVYnw5_>f?XAUqj3rwr;zz)CdugZ|!s9YH-onG=EABosbHbis@M zEuWyZST7A@9r{G**b+k*hQW*k90mrg3MPsnftlf~13&MYR&N77XLCxvHGGa0&^+U2 zlgto^#jr&13RR*EXRv3;!~;mN4%gJ{xcrIfp)*`Q#gGbECxutJTwSV(xXK{?b0=-YMfT2+21LC zj)$q(1)zh_A^Xgt1E9kZ4}IOb1E6C`PEHz55Oj>b;xfY#a9m^jFk?ER;JC)10tU@W zz;Sd}0A|fN01|KrvC&K} zfmq4Y2Q%hpKml}x9^QBeop$8Zxqg)SOfw99;D`QOHVVDpVYOjnj43f!cMlGL6q=aAsQGv(;r}JZq z95u9}a_KlT1U1>ls3;5y>Jv4#-{@%&G=q8)BeIIAUW+~_q~>T;=5f<7EhQj&5%8|> z5v3qHFjU61qXVMDG2rq~QJZ~%b$N=u*pyiRVP{#82l}t0FhYS&PzF` zL?NkwA{vA2P-qLMLNn%Ji8a!NsuOMUE(8=v!x&R8)nWq4p;fc+eM?P(?L{Gz3GGi% zLJ$tEW-P4)ZH)dx3?4;6OOM;u_D=}~KT&qly3cSZh>DH~h3;z>6pZ!g|K<8TiQ>L7 zD#G;78pV%2Mo%;MGR2`mAaJ4Rn(1yIA4mBNR=0Od==kt1hg-KtL+4536<73Q3g~H65$Hk2}4fQsE?Xy;BaMQB-1rc@tJ+Fx-{7|0vHgcw`OZ*haZuR09Z_T95OKw}-F>q}$9&+T~#^4OggwJkv@ zNzUMzVB|RUAmcI;SBsIO`-2FKX9LB^aaQ{}PJ)o5ZOJkwiUc9Ipb`ish%G_Lfe1#% zY!ix*!&F$uU^NLs4kJK^jPZ<2XcolOA7hd^x+FNqC7(;dZ_v(}Bnv6_4ToDW>Jq`e zfd&{HgXvN1+o9-cnT9C%jm`!It1S`m+o4Yxmpd~$_9JFF;zy7m=bt-ptGs0l))>%rFkO2>>3Q2~=M>NdWMe!;muw zPyig0AQ{0}#V7zC)6Fn$83_Q6iT(nkoFI_}UDA&EB_}93riyZcK~X454i^<%1%3C` z4oWUSU>G&&Mm^7RU^6ieqgDxG1{236iN0vGVcf2$wK}FkD|BCBq;~J9Fc*wREw!LW z)!Q=OJJb@7oYQ$Oa*){c(HsEx1%p|p7`bqYfj&}*95#2s#Nejrcf?S}BL~ryKr`V9 z3DSbD1c3{%B#;dzKUR#BPlEjb5nM0~&OlKlH1=2~VO)YoVdVkCTq@eb>!k2{EQ}?A zzhbqMT_L8JA;kE;_MJd-5}jo@Y+F$~9bBuNn*>D(VK<;)+1~>cZv;I9lY)*Tm$1?> z`OF?52q=0RXvS9CLCImlWd9I!P;wBpMc+#zfp7od1&A0_mu@s4 z^DZ(;z3G42pBX_`eVy0n%yU zs;VR`$ssS~&Jks9QDWw7RVhmKo3mfXTo@Y|wCW#}sm3HTj@9T>wA3U2|#EHmcW zKml?L2(k>smH^}ynTG3Iaua|YH-qK?L<*3j-GmF8NdR&Ki|d&@t_eU6>jT>Njzno_ z6=F*75P00ccCk!4o&+8@co-A|3{rR;^GA5bzcGQw4Q4IUOyX<`kDJJ&ci`h_6%<@N zdy0=22*8Zz+Sjq<+m1A8=-J>IU#SH8#veH|Yyy3w$rp&2gqbb$jfogQq8?3{iJlD_ z%kYiq@#wT*HRlgcv2UFt-orRsQ0yCsP{v^pxjd0@I+AiAc4pe+PrT_O0mLL&v2e3atjXxfA;ZZz9% zlof+wAYF=&qn9gZiKp;5+~rnrP;?597wDYK7%K~^2?UHDA5E|xoffb@LZ67h;}WX{ zF?dyid`k=*U_y{7@QwIJ;Ib<#;+qVT;f~;`m@d*928gA&H_DfS@oS*QYV<}hj75kV zy-}rN@I`7okN(@1%h62C@MQ%y%RvKyy0D{6&7k!LW3!D3V~Iy8eh>@nDGv1|NCfJ+ z)-pCoifN!$tvEop#YST4S#LRPM5bW{mT@+skPccEtS=a&KLv+?i5U>{#skMOHG<~$ zHpQzjHG*Y$V1j&MY6Q?4#&K^r=$J2&30DnCa0#4lW^@$RE0FmJCd`xqgarat{Y!`7 zjF@4b$qz))N(`+54Qdqigp&Ygt-oz4dW!iDobOBB6otif2OyjGgUcn2V{({Gw2yiR z3}7s3qatfBq{wlscFGhxqzE*|OzED)ef!9`M2{t=nh+fydaZfYKS^{h6*``azD^Zl zs_%0BQFBD^#<6t+nxKom06^DYq5dYBuyC@E6h<;Kp4Ocb@2+Tc0 z&xS&bhJg%{Q>HLA26to8^9q+PT*q8?Pjd26X7OBfHRT~N>wH6m8EJ$SB*Q`|Thp-~ z0K<+cgVgw=@5_G)dXBOgS70VV&tpEuf=T2-ka3O6=9!C~BID7wmvbFC@sgMo!8kSxS&` zgPq=6#isC0pFJBp0Q#C}ZRRf3G8+XJX)Oq~vl26w)wi8$W~il2kli6?zbjzr%G zOcBb6tpq+tEx6E}*h=7Y^o?*#{6+$w17Gnlm*eoc!Q?88O(lWPO<6o;ysWB4_im1c zz~>hIRpfZ+c+A|%gyARfIoe%d!;Qn|80F$PZ+Z%!!$t==fGJ)_k@0vMIPH}p<7mMO zT-`y6jAOP2VVJ;pii~3zli-k3ii}$XYMJa92{LXm=`NE_G(pB47EjTP=L12;Var&- zCDy0NIEF}D#U(i=$ar*W&|FId8HYUsHwu%u&|-Kp>?u3u)KD8tDyIe~xmBU?Ihu_N zu2u@JTFP209v(=+`D``Jhis2wDs1#IkG!<4#DCp|bc7M`M$W zg9Vm7=@SK-yAZTS&EOdX_CkAr!1CyQB1_{%gurCDeWE}UGfKgMnhB@}M1?Py-9+I* zG>J$?m`{L4f!RH{RPGeA6p`;R@uLL$#MB3Zsi2a8sF?Zy?&xuB9P8ttHrFSzw1NZ% zLhupfpyz;8Jz}Oxpk{%I0(+TqZUaIu_6nh6o=C~W^Cr`X(HmUys$@Z8^ac|Olq@Y) z$^=Pg)PDj??*_%361v$iON?hsLdmubm`}_xP%J$FkwG!p1e2qLHQ5wnT}TdPECI)4 zluM3xz*<{e;5Ws`F9cJ0*`}qg2iaY^P0rU7EA?|1RnQTSXuBcVsMFjW5--OD25KQ z7p&Wk{OcZTm~xq9D2DE%cQS)UQxM%p-_1UFkf7)&_!}->o1o|}R-@ru2?>ghLNhcu zUPmbA-DJ?Z1Vwikis-nMLj)m57v_SAc});BIJ0t1j%4}1S3b?(YZcLO)zrQLQ%3D(?HPMB5?HtDMXH` z4p}XQLgW@#jO7#+?-U>r9nK91>N84j1g;|9(WD5|4&pXhDDrp2f5IC@*K zpG@fF9E~G*W;ZgZY@ZCHOdIh|q?y z{84-y4cnL}rB6igaUD&cj2)fg;~GI^E(1Bm$1(eZW897qEhI2H%oxlPXKE%eI*b$MmdOfAVRU@4V-kQQIJ&|ch!OP?BwfKdVH~&< zARW;rT`*;;DUcLhby(C-6Q|{Xqw@&i?&y$CQS#{S5b5p?LGq|O&uuU;7I^|eY zXON(d>J_OxZ`=2oDJqPBX*v(181v|sz0D&bvedGWYODK!1bEy5l+)e-;!RD!kI?wj z^`S}dQ-oGC*C~;UI(kwJT zG;w_cH}^@_3~^ZgzV=;A^MqgkF_TIcXeajR#8qcy-gl zB!Fi1342E*bu0mWjdZ|O#q*5lE7LNT(qgA$c*K9St&Q?d}4 z+kQlB0tg2ctnJ-Y{=TddU%NXXYh}-+t)XCmGm_HwT9bd)X z9kX2)PG=>{-i?%r%limZ^q&!@>KfS-fAw@l+DV5i-!vcBpR3b1_VuPYi`xhHSAkXf z8OcngcOe4lgI(NQIMViMvCS-4Dy)(oBvVF@^GNa&8H0izt}kg_Y{GDa3N4Nrc>)zl zBp5H+As4+#Wl2M77@Z|o{Cs<`k}6{|MF-bc+zcS3R-@n{TpJB3rUqzU&dDchFy)mT z*v4j*|1y^&Qi1Yx56gxj#Eh|wzc>|Z&!`k9MK0!j6(FjU^44+# z2YEaJu^ET-PW~KRcb#em{{_(10v^5u-0Zu!*Bbs|u6rHxZ0Rj$%4>()M_r%QNVRg- zALs7n6Z{+d0kA%LKG;8RpyZ$abhN*`oWRUD8*eYkLu0I67I%P(Xc%9<25M$L0xG9vzb+YIqdtvozBft|=BmWL#tf(RRCx}lk6SC} zsCE+AW?<}u;Jt>uz8j#k<(76AkRe`R$KUKo5(w7_t(1L|5InDiw;jk--%FTWo)dq; z8q@2x>Vp%d)vR}8MXD`3W;|bRM4)m)DlNOLaG0+6hMxWrSRj7dvpo0*3T7!3iuQyc z{p0Mg>;9Km1vDHA<4?s$eZ%6jeAz9gLPkMjLsOsQ#?5&B40)s79-;?9uQ`f^kLv;Uz@-Z4~0L>yEd~&`&X!`LpG-kUbdV2WJ!c7 z6mZW9E*t)kRp@QK@;#}v0g^Gl{Mg+So*|~E)Hlqm_VPKpQ>kaOY{9r1l>ReG zXSs_7>_^SCphI*9`;oa3Qe!d`=ZFpBipTIv2gg5AR{_BxirfD};BL11CGDTFgL-Wl zqLj$;AzMxdnbNh8nJ`ru#dH} zGY3(uJMXh3*x;o3)!>e~-8lVG?ouql0}KEW9>k~p3+v5W9st}UA0DG?9@0y8tEWhH zIV(@3K!gIBbMlJ)&9JHi!$hN-%^`pwG*c>XXgAbgxM2!oo~XR1!qoEoXbWX~Bni6^ zwfjN~c@y&_ZSq7{hCgth=RZokflk9of0cv0o@(_+hQ)K{CfB1~M4 z61e?Tz6)|Gv1R`rZ4GOi>XSqC#i^;crFsV>c46-thOyd!Oh^u0_1* zKiUvbFYV_ETeVcF&L9S4`qCG1RfPG{6w?FXD!5u|h$8bC+_35*qzEy4%Lcvn82ylY z^hBx8ZS^=gwVk&iytVy;B7t!(PlmSF34`}Sj_mWF_#Rekl?7uJ>ol#Yj+p9!r@q>t zTY7ee+!vO@GXL=^kjDy~a zVN6A+ono+$lPfSsdpQEz^@oDUFElka-Jo#cZ0nU0sU;xgl-DLm`5qs+SBIOmcG2a?gdxn^>A87L~pZC<}B$xP|K4gcLmR;&( zYxs_Y8%KsG8~xEq7uUZY&Xh|)0Z>S5VR50*Xz~$%;1jycvEL;+e-Qwv#^zu}>4{&G zJ=1RX!LP%k9?Okks;I&%|NUE>;5SiT6(u4bZM#dK_Hu6r*6bqywP)OWGT7JLC18}! zGuWpnaAi$cLh!qT>Zfh`1isr8sC{=!FiH3KjAzKI!}Fh|OD zAy9yuFZOL*_@nwK%&oSrl@CUEk?&n^KF2D@jM@4b%ZX@B3&Q=}+b@Z15dL1KPlfHteEO$X8M14rzY zds0^~ZI2@@cyRmW&*VDZNkUJgoCniA6Z~SM#;4eNNh%^18+Qr*q9auM9i9nPhQ5l8 z@|eMQxG#Xl^as_y81*$GdF{Yv_A$GR{Yr|Md&94qA)#MHxo*!lkmNOgAh!cc7R?L!V?4T76Rcr-hZ#I@0X>raTX9iUC4qU5EnlMzBMUSoB zJUcG~CyZ4SbLD3yaml)m#Aul5IkF&o+QqdKg1~}qG2S_d?=so%=kkb1@x+>f`3F^9 zK$Jh2MBZg%u?Thc$1A2zbnr!$UoLQe(b8VjyBRCgkx{I-HTVTS^;tTKn3l(Ai zwhPAl0b2`Cm=5<KgXmS_Lo!kg5?#xcb zl~m;m18vwL!NZuGqHviv-s?mbA-v0{Shq(SBU8B(5c?Yc5gfVLZ^HY41en<7!-i$b zD9CbB#RmJ!DaeedGKO|f@E~{&tCd%sYUkCT7wWO=-dYhV#3ZHK5!u!*<_lHrz+Msw zqZDb^U}i3p6$fP0H2?9s!3u4u@0gj=gSB~Gu;)D_^W2i!^;h!)=SP2#blwDJmzhJm zxd7WxYGpf`WhEcEdlT(F+kStB;HTvX1y)_uAo^C+wW-LZ@gdhhcKt6RBPH?W`Lbd*{l zr(Fc=bQC_VDf+SZ+SkxZ!o)`8tju#|oc3>PnACc(eeldHlAW|)|e?WVF0+HcBvX&t;!D=+Qkw}-I5OXjL zw|BUTb77RHOoYLJrcnVPny;zrb8b^ z_jr`1`8o@QvDAvG-Gj+jd?cGf{aj`^TFyeR{=SoQfa*_%g#w;19EV|V4|GcB{L3dg z)pSCx`A?^sl8fCu=kV+DGEL4=PCa7ZYTLOJM-N(^?p)||%9tL`0r?Ty`uHNwfn!=5 zkcAF<6Q*~llK-dBchkRbO1~*>cgHjp^*t3zD04;Oj{{Hsa2)?{MadSEH30aB%&@Pa z>>K*FyDaEOnM8hdR<;i zNY9uyc;{A!C#b!t@^i~)Vj;mtRKzA-g;%?l7a4Sv9ej#Nzk=RqwXa(Z$kKjD{;!POHNan>%kzv+MBF!0u|zUn`0d!nC!2NGvad6}QLOh7 z-A4CT*J_)^u~`0wh1obQ9{gcPOH_TOs-k~XeM>|M6>`grtGK>bC3u2A1(q`f54Y^{ zq;3%v4Weq;@cHMX%Qmx#=Z3VMafyK^80-d z_p270ZS>!?>cLI*RTAabYM8&yN+_#)=1sZNoWP-|@>vs3fhE9iB)-cg`vK^;pqd%x zKw=upH?xZrXW^<4sOinEl=yU3q<_T2|0yZ>JRVG;f2y`nv1W*^Jwc+iBv(4op2K?j z-I2*Z%f-rEw8w4&Wn(64_g6rqW{F8yClefLtB$aPa+_gLz}ukW6S7geyNrc z!x-;x;ERk4+<;qVSXv6RwmMD^lsK=7bz8bQO+5s|Buph2nuY{jJ@Ff!7;(3B6P z7Uz#eR!B}H^T=Vt;dNhfggd*e6fnwU#guE0b!{H zL@4D!894o%X%rGf-4y?!8w@B$l>*}{Z(Fmt1otx`$!`kwgvHfFH#Yz1GdsgS@emGK zG+tNwR$f_LWuDxLIVrJ$4$U0rv(RoglY!y$AiV6gjxXXpzRkRN{KvAtA~lQ>hH5 z%h#3u1}|jGP>mQuK^)&sYBtl#oLw3l<{ZX@)wWqX(|KKZ{b@}}i<^ki;G98)H=kvG zBWJ_Xmi~%gbUt;Woe@72EalWJUcxlpgs3*)eRfT!^spWk_1zI6#HX6v)NXGYcys_PX0hdXF|U}aIz}iK*zPqH~nT7yOG{n8<50Z~qfAz`{WY2mb5*YOX_8hM35>rAP5K2q>pbP4-b< z=QvH^_k11`^pz={h?!$S{U(H=#wZ{v`cTq277h_wk<$@l&ot_a<6a49AdfIk?1SG9LlaT$ z`OSa2$RaJ()2;!E#j}pb8IZkr_VH?GLxx}R>}ql%l@m>WLX{$3WL$>~y*Y=Z%gS>9 z>8eGW$B7NUacNl7qwPdL&heP?WN)t(e4Zw1OP2fg>X3&AZSht>E3#ai$u&2RoA}z0 z*Z9$Pq-IjifC-i9`-mz^u1Sr-yX(u(vR*O1IKCI+AM=&_-FgK2mGq-7yR)AD zey2iAK$DbM=;|l1yb*sB^tKVoZaay~SjxjQ`LN>dFu$DqX~LgMx9&#^`WU_x{fT(= zZ&kZrsf>F9ZKd@7M7yns$Aq`E|4lC%=%o2q!5_NGz_03wWrWr`7CgsxxD9|TF8Ci= zhF4Lt&HEpT%><;h0SB0{|rAB%|!)O{THP3I$4x+LA9g+p&d0)hy|r-`{ckKb33EFK_$Rn1O;0_EJ;&|;otRXoo&^3w?r3>u!h>8Mew<(J z?hF0;n&j%ecKISWzHF8L+h(`dI0#mpyn10p1L?8IV<*b=m{SiS6 z3EYKlz0KRCn*J#0SS4OZ0P`QAX{1Xw+W4o2G&~+BDn&~{3A>qzuZU{r zQLN+Cdvh~m>aYRqX{cj1tC5>5RN0WSF4~95_s;VhX0euEe}c4;(_dyf+Tm}u`sJkI zUhGpa=awL0nu^imq~JmQy{j*7y^&fmr1eUTE5^c%!f%ed*7{_pWAM)igQ+daS-fPX zl&T}9V?16ZE>Cvebl_N6OxHJssanY2T*aY0$?BI-r2`_(?%;4At(fV+^lSSc>12dL z3Vn_X(1&>ZcM5M8!}S$yC{(13UNkTQYQbRB>F9D$1P8c^hR7P>2&C*B6y3{D0cps# zI1P;Ed~eS<`-;YWLTvF#+BZvriJCBTyOx##r7MNPXFso|Nv@QVKLdAIG{Tfv|EX?nO@mAuja zVA6gZllk0#I@z=HNs`AbADDmD3N~+ihW}f6WrA*U0$dS{gQ-Ew)O&#K@JV}FjsdD8 zZ%oYs_C#yEM5|tz$2s7aA5pd|!!aPil&#(+fGhMlaH2l#1LuH&yL`G09ydX#N>)+@ zlLe7A`RoNBZ;Kn#RkZ|n2X`qFQ&(S)f&nC<6qDwvRv(Zkz@@V2O34Biy^lZ7DrsPJ z0jQrX2vuA8Mo*bdxN>9gQ~zoH+oUNnEj;EV4fULL-A)A~dQlo2#si}K7X4iGkiNoP z7GW4<(SDdRyHx3_OI|C?I=Kt?6HR#OrzO=LLY?VS1Xn{Ax+8>mB&wt|UmtFdBy_p{J+)k>O=#HMdIXTB z?^W(}+delRR)K}Te{*X_w8K<-ud)3dPP?dirvDSLv}Y;gch1+i*rdpi;RgFDTQCZH z^=T^UE8%gu;hb7+axnXemYQeDZwTSzdyvY_pz4Zo*AwTpHl-ffyceaVis-Ff0YPg| zdhCnC8}F0x91SW^>wbG>yJ1x?Cyt~ero*OaJ(l@QxEskg;(e^c{Fd;W`QI(qq{|G~ zc$ugXOpGuT(Z%te)i6dwb(W@ux%q_*WmUGx2=OoCO|QfFFDo6vj{jur-WQeNTQGjt z_W8)oS;VEc=6#*v$d>-D)l&)+mv>{2rQ%6i5V4hoZDJfLy$Ktw5D1-nF*BowahG&-Wpd#r9* z25m6|SrzY{HYxmfjdm3fEnU-?>aNoFsGu`Y4Wsv|H>LqXP_Sa}%IgISvbJK6Cq_@N56r``?qHc4wc z3)`tAWRt5*Jyu*REtFITfNjA?Z!UCH+^~Z{izOG{-^O2}lTA_~4sNI3t}|djXOZxF zEZZ@Lor;OT%DSdPSH+P#PznJ${q3g|f`3atM2H;~XD*q`h_?A&%Nk<$<=wB`6cA%?>) z7<6Dtmp4E|9W3=q%Gj|R<=%|`3R3~oJU)y63iE`t+IAnmr(;sh5cjO{6j8dD;N>kC zj3<@MJDJeE^EP&Smj(qgOA^S6ihxhY;bt*u_4Ef&=2#-p7QV)tTP64@?sqc>j-!@+ zLB|@8&R#}bfKiI+&@C_kr-W}$9p)c{ICcA;~bi;nztSe`yh^R4}xV>n^q?HJ! z1l_p-GOkOX<`tcqNza-~j49iRGI5dPph(3~Bs%Gok}I2a^8P!!jamLe+N|AJJ8a$y z(gM^y6|jDT+0J|NSJpV>gHbIr(u!Hpm)kldrnMItS*X8VeQp8(P#2wP+#a=(1=&5E z10JV|+NX_N3O-J2xlb_OklP=2N`azJUk@d^7(+M`mUQoY2inG*F~`FuY~AUnJ~iIN zf+$@nt2Kj&0l46k0Hq-1KTJuP;YvYu2ywAzTl(8AZzle!dl6~{xdh&pMe?l_8GBk= z6HB>t9wmYENNcn`rG8=?F_VEaB2?|_&fsq%0eqv8G;7_({6mUD@rO;^oCs?NOSXVd zL#>a@gynlji5uxSJ_5-pAz2I@39e*il#sU|+&H5ABqYD~Uw095SiQ64@H{|iY@w@mQ^H$Tk`{&h+8X)vim%kl#wiikbrnHLe8L}|2%pctbhSVD0O zZLIUvRl3Zi9s(vzt#ep{GGtJAQiiJxy)S&J(%z%=H|f<+{m+E+kU!}O&?Sq{5TcL& zaUQQAm?1F22}jM~RD(uDiFh&Ht9f|W-V7=Zr7U|f!$}JX!&`~il+LlIJ<`cY6!Uf` zvn0+vYGF>4;*(Is^ltmn)8se>(-d6BsQHCBxqx@tua8I7*+tx%?aJ|}aM=}wq3g`j zq60w&5Wl6)s05(Wz{KRdp61>UUzm#A`k4kt2n{1u`B9DMK)m?~kJ7#R&@*{+8b9+V z(8p`=$Px9~Eao!+>`TnJsPu}0@scEqfZDc7+mXI&^w6UJiG6(GX_(wq(n@Pu*Pf&e zH%umH>f2bv5yc}DMe7I$NBgAf^l9Cpe0dNr3^zNi%2Nta2surbOd(0ec;wB+aIw{W z8`sQ`*ReHQepAvSCCQ~k_6u@PqgUXr^uVL6u#=K(sr-=Zo@XYT&_d ztOgA+OU|Oa9^$WHIY@O)v0}=diBO-g;_t-2%Bz;m1os<2uW!!;_K_qNv5(Zd1C&F{ zmw4wf#aG)pdkPTbGrhY@BKFS~RrbRnSEtl;uvsD3w4{RFx;OOGUC%M4Cec0v z`D&>@Oe@K3xzy&T-6xw@FRZV9&{S&NYg--cJHiK~@kdazDJ(UV+cKrn#~1COG^ESq zY!#eN|8#=LR?l%!&VMpM8HiQbYrjfu%Ju>Z1t|ED%Eek-_w0unt6j&HeuI5*%kRoX=%OZG| z3;o!%?@G$wxSj=6Gh0iL7KZ~@^Yc*ceJ7q>9r2u;PyyDow5ED+z04p;cBo}X>Jv|v z%u)Ie+4FlK^Lh>-W|P9DnMx&-IA*&P$GX4JqW?aP7bM$DWXQh|P1Bq#`V8@Cm6Z&` z;3=wnO$0~=Msv&fo2hVeS)?z}=ADW<0)u6TJWfJT2W=s`i{C=hFtZ^u>yAO`DHx)j zp)$@PAc#yr(uQ0R&sr{*zCiUAry)gUxqmZ2mB=1_Dkxd)rvCK9CAT=VS#3eJ?Kd-! z_oCja)X$1?PNiW#?;k`m^l6#V*R-rPaZCX<=l3(zq=L+ZP10&dPjC~}Dw>YKDpG|k zR0nnExxMab%Z1(FLsmOta&6ydUZY02xRz-1q&Mv|l^nR#-u9M0F|cEckPmQ+Q6l3? zR_)LZEODX}O@H*&4i0Z*!Q?gr%#r{p{H>lb5|{HMmduuVcs#(spTMG1+eH#B_pek% zrfm+xP~oNYIo(gLZ=NKp3S{@jvsJq%L4-WL8*rbf9QrPKLcsFAT#_xXG#o1)?Trvn z!n1MbbH=2# z1;f|5F(E`IV2E8|>r?et4IaeB@d;d*x-iDxegh&EU6JSd)i*v4XBe(kE!X-nZ|kK=cm>|gaB+U+C{m;fUYUxbH5l1jZZoi0cNU!s~Pv3usO{y!Nx7EZkCL9p!INzPecRW&=c02WGrs~I_HYIN)5PN01 zV(m2d&m6(TZ8t%&uy-v(d+nz)zdS^!J-!)|MG8uaQe%GAR=gV}u5riowUuHg&AEacSXc#YvZhK{ z-pg_j^RS)N3(*XTnEZLe8(D;wXBMfzO4V0>eNZtlp?I!jou~Vf8~KXL(E}^Cwt8Re zv6Ma$NZ?*&@!I(=YIF%B8hsvX-ha3?M82O1+bk!!Lrc<^pKOVWb1XxHNfJN z4E$m0HT(Fq92H?(;tR|#LBHa6f-oKqh1yakJUKTCsWN3TGD({64dVnJIh#vk3E#-lKyd2Idw!WJ0UC>;K_O2xr_J?Jt+ zfzW5loU?)V)0bz^BokOXSR(uZn6O07rcq+2izN3E$~Ai^X@Ut#f+iydO2F5M36W)5pyo+0_nF5s&nwCNY| z&QDTDT_3?B;!@BN`{tqt_$PR*xhb9o@{&c8V5H!(T&j&Fv)4DQoGduOzsc*`@U>+6 zoWHQoi}hzJbn;<%$%8*p=(i*D+d^j#ebLX1zzNO2Js4;dWik2oZ{_Jk|5NHH4JtOR zR&^6QdbaJiYp>YG6S-}CV&(x}ua3kWB66bDph^tlOhtMww#g6na3<*_*yc~ztn{jS zTFz=OFGlehd>5IKDTDxOhr(f>WX{LJhnV4hi=gVfrc_+id!!D#*R+w9Tgz|H8 z>_$9qSl~c7Pu=#f2vFaqYR$eKYQj>?QmpFbT9Y2dn4&W&Lv=AvVd4myR&l<$370i< zJ;kr{-hLAnU6m^@6D(^}P5E;b#^)BY$03<2J!SP|ls&g6v9z^#n{G1{ypyPCY@bOv zo6AdS7k59|IxArxXB^UkBUhI7mc+7whCCvn(moDmdt?%b;Fr|#1niyIb`O0fg$^#4 zT&7&)C`>6Z-U&%!pLcOZMX&8~n>PMA(HkgIYu?Cv36=yb^SY3edyXV^~7Mk@L8$(ON3k{Z5t^rmpzcGi-r-=AVE2xsk^iT)b2- zAF}*y2{Vv!UBRE_mW`PWdiy~Mzcc-V;^8J%SL%x9Rdz)}@^>>%UpN5GF{{ebyKI}$ zK$UK>v>ta{Ra5eQHLJ6zD)6rvc~7JL@6s!RedDj)7e}rvR^>!cG3H5HyZDCoG)H?I z@Y`@(Qf6g!j1wG?Zjznb5*{MIV5)dodVI3t3|u!6SUKqQT^o6@U37e%e>{+c^lU6X zD*9oIS!)|IhN7#3{cS!COrutzZ?bPC>xY~6TjqnOX>ONn;J3-uA((Q%d z(<>*W9t!SVp8Bs_>RrA_F&`-ARr?6)HOxFdv?tR89y~!cjDK4q4l*&l+@M?z?VKK3 zXpl4b5;T?ZY!+U7Ye`+GPC;h!rIZQ~4;L|(xIZG?D37S9r7E7OXKF01?Om|~*LRiH zq9pd|Me~4Wf>LjvQgtwrXnLkM%kpFI(gjsu0)e{PKi>Q6ro-0wyDRZ_v^PK?H2H>= zwxnT!^~&217-`ch5R6hXY2st3=N~8+w9~tSr*yyK#XQ+Efa=|cPOr9Q-^#h`mE6wp zw;V5V%WJJVc2e#9IF1M#qZ-@~-|gS`k;@f*%_y2pQRoyK&RDe1^nd__(S`6VS}*k~ zi37VM;x@^xz!h~Z&Y()5R8frhF;yiUZp%Gc+Q*Yw9T(}x;t7ksi%d4!4e?K;wgTaD z#u`_<{)rCRNn2f_{(KeLEwQ7lbkG`B)N?!Dd&# z6j~|7jH{;pb2NV9K=&D|53}OjW}xt}uFDbqXQic|@S@ppQ&h)Cc;T$Npf@5=;wTX2 z?&myP#ZlGTvEVJ>*OR%(G&$O!!+9sHlrbaTEeq+C&L~bm7tohmo7*`|>tF>*SsJ|y zShP^yNLG0vD^-ND6i~az<_`+sD1qsQSF`?$_HCiveR+ z(3rzo)sb?);ht&UHbcEA?B6o1m+U5DY0Uv>h3C*Sf5n&K7kE-+Ky7mAlW$R^Z!JL` z?;LiDQMJ@y64cU8rKsTOeEiof*qo0a-73)-KcVr#}o7U!TYxBTB-#As$ z$X0F{Yd$q;V3FfbBrBi=*RgmcoyO~K)L+sLY-Y&Mw% zCzs?H#*Z`aog=&$OjLU;+=F6zL^F%OL}rnwsoWX-qPq! z?&G9g63^}}ydXZ`F-(6(h7exI;B-0#PFU=OypO%vAET9w+>8gN-29j8);#aONt1xe z6==a|NPLQ7OVXjtg()aMHy3_OrazwgKBPVv0_E z&oKTro6!>0veq`5IUn6E>v^3#X~-Ku&%iM@$`Nc@wIdGeYUlD4OLns0I>h%M3|U#JVp(|i;tVPWA<+#W6?{59yh*x5d) z^hCGtcUc;xMvJh>T3KQWB$6*en4v0$j8kLFDsIT0`lu*#s$RZJKyrS5YDr%6#au;Z z%cMu!d)H1qSk3KPxZ>vAnZ~^j#X_o1O|fyC@O)G=s{61qduWs>?~RyYkCM^=0S|nf zlKCz8{jqLR67s^h{`OR}J_*ofj2N{57YBItQp4;y_1)Ykmblp+g>BC=vTqT|CDouVOF@%p2k7DzVN4Jw&^=BH)mimKTB@ci$QpI z!-;3CO@hzF=SWsq&lV@-1y!t#y2^~4dBTbN%@+~4=B1`SO4R7~F%7PO z|@bockc=&An9gqX545E4&`$(1px!BiqKvVRFsFCu#riC2Vl5ZZ~ zvtMp^q<~Gf=iHB-G%2JU1wOO1%ZBXJPOIU+6-2mqyb>Q^myOV?i^Mm9`EhpKRPUEJ zr%@$v;(eS|Y#h?Z%wF)Vsxx`mV+qIojFAN`WJ)907#4+8UfPi3{b=gpL= zsEYFCCyGV8$#0LA2Q6}U?M_Zw-gS=fTXw?@Pa?__IB=#d>RzsxySMDuFAq*T`g9bw zho{6OPXZqUb6UHafS(zkS-x0RVoy9SUw)L99q1()FJ9N^;d4XIFTE zcs(q?&y&$@<(I@qC&tZ+jxy;V@Isq+(;%l6mpBObk0w$@Lo^q_^ zL0vd3bl{mp+@Bc6oZKMV#+Y~=lD3=Z{RX?X(0)RdqE4bW+;Q!MNO&g^Ytn~YfCQjG zmApyA&NbI{;d6&Za1|z%Z|hsfSUE?9Vr8ZF{UM_vsIZ>p%8K1l-A(_!#m>}u`ocq5 zr1gKhJiJ9Xym-mEKgaQlgsS#TC%4pizi`ab3*8P9b-!845p3`6YsFA`E<~60hYmtDPh1KYQJ<8H)G@hqc@{yQ3W{J0?J(}7A6ws%hk0|(|Ed*695J@d3H3YsZS zr(L7@V=Ku}Z9KOe(4wLE1~b8}b3WMriO7;y&5M?FD_*U)Eu|qQMj%-{^as0gD@uT>no)WR6wX> zE6JY(n!bjOhE1Z#nOXB|sMAe!g%$Ma5)vlK<;slh?7c8=vBe2$eKB-D<;D_>sV%B$ z>I)@yRNYUQ=87m{S}kP0)>BEh3^Pe7EMpD;x+za;_#`O9qW!dPznK~?%-u=VW&#~u zq|!3Zyzm#jr#lWD|2Up0cAe*`%!E4eUD8o%yc$^Uod%WusLxwGyKGyQpnSC^i@{PnD{jid#?4%*vu#CJje2t_$t=kbP6P%HjO@f`;qUB29k z#`|#)ySbWIkHurLwTVEe;RPEwCbmy>#K&H6?mS2IiQl9B=a*5Y^AT?q74E;}@?=zk zLpMgffog8L%IvC);pSQa5HNEw8`~l@Ri(H#ab4U3(%fbCX4P#$&6$uOd=FcpgXCOy z4U&`(2Onx<-*C(C|9GF`(&9$bIJ2SmMk43ZPw&HP<0x8$fmfu;oOL7YuC>-_J_ z;(_jxKH9Qcae@6=OdfNmY)3$tDWYo;rv6;T+S{~|VKQxyhO>dA1?M$Abjj1p6h?NM z(-QF?2^9pnII7@ULDHfpiR|gLlOU2!eUv%o?#?Jn=~mG)Dxws2Oow{Q_kIqM11t6j z!r-Os%e0cLB+(9DRZM)yR<^C96dvKH4i!tqFcUGH4rzE_Y?SZj9sZV`3G7vN1~qx3 zql32a#ur+0I0P*PNw$lidh?vzkMK@!+$#AI z`ecq)n5~%z#>q;Je1bd)qVjk=XE7=OqKVw%M_kbSFwX>fHuNg!XEfD;mbO!?x3ciJ z>O9eNQy@gfNMk2%oq>UNHpfg#s~WD8@VEXS9)hGS(Xre{>Xn3lH+6ZG{{YW)%rh?m z+;W2Ph?NEq%)hH;!6^Z8x-=LAS8c>1N3;5(ya_{`PnZ!Q+U^Bc^sA*zM z*)UD+H4-L7*s#q_j*lRzCzjg&<f_4!2;whhF68xUG!Tmqm=C6(E9c2-CR*}p zKG;EXCZSJOeHU{h1;r%f!#|LyOsPSHY`r`A9E%q`Yg3*Ix*yZ^h%6`YNll<_mb{QaqzB29QVppGo72-uT}bpy*de_k(eU1} zFUc~c)<6+tUvSJ9G&&bX)7yn)WU>S`+#MaUN74WVfonNb_uHT#OVCGLCj)Bxow)^9 z(IgcMLrz-1s0K~Ka%uIov#oYesoD3H>VVY~-6{7%yaB= z6Q9v>-EMC_-4ee!lRUbQ%@J=(a{AnQ%~#kdnjLFAEb&21#-INQLU_azcZmfM< zgDaho>@%~^GH36|ajhFL^+;SCAmG;PkP)}5^chNee@g@>fSzWFc)TZg)z|j$> zf4Uu#|D)}kqBDuQMH|~TI<{?nNykRVPCB-YFSc!VI<{?fY}N7E%Q|vCM#wQV7>f#o}d%UQ%-ARpT6^ zATZ2e&huWC32%BKqk4cL+2Nij?|P=at+=tYx=j}_hOEtCh}VXahEt9J=~fe-Uk*9| z)Y=_%mgp*FFk(t%f7WYT$68pXe*T;TtU6LK{u~W`3_Ek%VslLzmZViqkFoV&ilL`u zPiAUa^(fvT-wanZCjB%1}C`#zaHo@E~Y*P#1qc$1U6QQ}5l zXlY_VjmScr)@I`}$-QKbl_}L=ktl`0csW*P3Z3P(*|9QD7E1VfD7NrqL4ti*O?>@7 z8--tDTYZ$Im4;UJw>?HdC8kR*$Zm(Y)6X_HNyOfdN;vhaOCP475ayb0Yjdm5uSn5? zT$FRrj<4N&-~zt)_q)9>sl@zWN7zTxjOV4f`huRXy@`?<*wgaFdQ&-9&(}94z~-cn z>l1}vv0tPDpG90R7h4|;p~uj#&xyNFOT>QHdS7vyACF|Wqy3QzId-2Y4vqSTsz}Do zPzxi^ALlEBL6sZk*s+2i=h9Jws3`h+p~7|=f{G&~U%oU#)%|o|z7$`2&~f~;)0f0o zMt3M{UY{!;M_&c8uFw13M1Bub3xng8Z~B6Qe)sp;$gW?-U%iQUl}yC?df)TES)qy* z^tn0TJr_Fmb3M}Fd#dxUON#y84~eOsu9hM%zuqo(R-!YB{=U8F*1EdNK1yZE5opo0JI{trRjA%CjI}qv`Y7%8 zXnl8nlK#4?k32%2G6i@%mHM4-ym?Zr$M{}wc~(JV#}ZfTzwN)TU?Vei^CHZSW?y!n zyzEILGv)ZXzAU`X?$ke^y)rqCZ{2Etjw<-py}dC_5$pT9eBRFvUhNGDdboa`Bz{{) zxwh7FzaIUB-d|@26E)g_-5*O^ABPKeU&EI>2bZV2bK|*}zE7EvvHBNX++Q1ZL^)So zn*uHF*DIIf=K9^Q@8SHTSD$Y$mz8(s8mZlHLdZlHU8_DGFW0wwrPVp-U4mbtdV__L z^)8Q{bAGR-8_8)SdtE)rj5*_F9nS0Kh7uDF0NgQL_dmRdb;{xt2k z#yfAHfZ=YTm(aZoUvI`Q9<8~nu1J^|gr2=fzZ9UrXD~AIv{z;JPPOmD>1q9VsW~#E zsS5X>t@`d>Tlbfnqq?Py2jA7KKJ{xb4SG4LO##&@1u856OeX-1c!8d z9h1o)$D=Q$*xch^7vog13i?~Qqg3sFt?rLHmsm496R=?|?zG5v$0w!RUw;K#H84F# z%SJrzF`my(4uDthD;#ClRNe3G`tSXIp9}iu`&O>qud#lgOMVZL8^EjecE7LOKBmiW z8MV;6r+GD$K_FtyWRWoa8-?Pn{nBUL$!|v-o(@OJY4_iY6zvx}IkgZRAU`X_-{-f5rXf2v((dkG6@t_PH?{ze4CsDK3a;Bkc^b6uC4k0->)g%uj8{! zLKL{#X2Jd)(rJA?{-bGkR=Dx2(cF&cHJ8Y|0q->5+wjk;Mjx4a^;)YrL+$AAO~LaT zl1s~mxiS?9PS%y;x&-aZCc$jgr?uKr@h17)A|QM6ZcIEqS!SQ>atS=ujJ~`!UlW;+ z)#vYak7n9vNoYIrzFw)1RM^KB;_<<1N%v7lyh__x-k$51>GS3AmRR2X+WLCe*UL4m zck7<=N=ncAMQsVZFkssut#93NlbQYFq29G^e-JQeR(ovxb-R0a=jVO%bfl2GrHvIO zNH{Ymsi_FB&ZrMrcPRajukq>Xf<8{E#oZ{7LZ2)LdOwE@jmS6v%wYlo-PF$ou$g zZUv8dD=9dBFZ;>e@H*|E#cB)t>yK`G12Q!nUw8hV{sS=2?q!LV>*vk@*ud_4q!Ca5 z)!QVY;5M@3v#H2;m=a-W&EVWdBAceTlDea7|>`&R+?I8dG;?=8(oNzmH+tdme^ z8`QeWkcXa=;|)W#!odjr@2`G^`7YfnbvW<7J`%N>7uD}&&69DZg5vOQ_q6k z_CqvMG8?gD&WGYGXLy)wRb6eC)Bq%Fvmdelul>3WBr&h zpz!Gz+Kmm_@N5uKobk^sZ0<#}GJMeFq$!`eV_ z>h;{^o0@t(Hch*1{Phlv6zyK+{ozC0#mI}6&Mj*ePb>@QC*aT|mJ)t#9J-Y7@TYw3 z!3nazz?(yAEYf$Z#NOUKM?P%B{W*So9(_Px&enPhVh8D`2-_zPPdbYr1z^987^_ z z-7GvL6W-$D24r%@IlCEDS|Y~m`i&S^b?A3dF5^Y75i>2fX-A1SYAvy#akZ&L1y`im z3AJ&0&VU1?>$g`ecz&cq!8QsVKe*qqzRte9bpDZ~#qQ`LYMssgJ1q7R-`qhYiR`Hv zJO1>j1p)UaAdCkA=$~C{SuxskO(Mg?`wG=pn_U+)XehAlrGfs#-eWp`lOZB=>yk$w zM{aXdH1vf;jY-2AQDziNMENN>;-Wa6pIv1L_#j~b+Rtqx=b3E*JJh`+`V!H-(_4Dz4R0X_zIaZ8w=fKEXI8&q zdkAb85KA`A^7KO>6qHM$v3Fx0UBGOe-N@;=`Ku4R@yKUB6kVG4F_(FTH>2a193Ps5rvfP0_GSls7nimE(1w*-?c(%6~6ZV>2y z-C(?S(&xKo{^vPISQnN%ZC%kq=s~m$84aLSS%8pS@0LJ9yB5m*9*c8*|HWDQlO^od z#q8y8mdnPu7$(3(mz&W0^=W-%r(zOLYJCuni&8vb;;g%=x4ux?<>y;Mz#9%5Huu-BN|Xz-Mn_^gOCi6W zGqhRF7k51Z$3V0QDlduJ*p++stX(fems&G zU&Ya9Hmqhn$YdHq;`yWcl|t+JT4*I1tt(snZ*R78y9BSaE5OmBA(Icz2svM|wfEyA z-|UB%XVSFOu;z(~mv>rFbUCJPbgEZNzLzhP=r_VW4j3n9bbfXb1UN$L*AUnhPnY&i zHW!{23e^bF8ir=vbcFs}itpU9S;wLJY>y=tdOgC%e(D=ezEbOVzaf`SMs9I!9+|_; z-T!Il=6douR($k5}EUv$R{@2xA(H z52xERdVt#3(fetl%u6b&?eQc7?}0?{&qILU^L8(>@9+81`i`CXva4i#4xOUB`cq$I zorX#~Y9V&%BgvCj;#lX8g^S{|e%P-R^`=J#PcpiJBmaC`MKr>A~I#l z%@NOcLEcgAKg0V|j&G!Yhlv|yh2kFE=@{nhGrEc&j%S^BqW=u@VX~Rp?1tCz`@))! zZmo#E3rt39Tc(GKJ-QwOv}X=pDcy@28K_B|8J2 zeDG53Ro(HB--mz_7tnm->5V~9-+7h~MXZ@BXW9Pn2Un~(P6{tF_+!N5v>138ALq*{ zhcBhUdoeBHW@Q#cszvRPo@6*;S$4NwuOej z0C**ayQ>b1gsX~1D;;0ww{YF*16;)uwLmg9m%V*vJj%9MucF7L0Es zKHd(#sD0pDnd2F*PDD`+`i`6GKc#Vf6ntP-(Hmw?8%tWVk&(i)W1J-wh;-#t`qnLu z8&uI>+8UFIqEP-WbJ~kJ1je!Ye}0k&i^{d&dc8K5ijyyS@_y>NA$Yc5#HJl9D|!C#>d@ueqJ&(v^XPg|FBi(SMg67Sy0{1oP=%?2HQrgeN=0y$v ztX75;8{|{Sgk$n8b#teItfbYh`1`G))s(MlD--YCj3Bh+{tU8dVwbH{L`Tp4j38x3 z+C90|>fZ}Hkh;WFXN%Uw72Pt)7nisKgsI#Dj;7{GVxtUmbMpjAb+%%*CK=m#_pL?{ zL*L3_npsJ;Phx>Klcoj!wU(QnW>Lw{8*rsIkura3=wczrPc&m zj%EudOSri*)2NZBWITEYPlY3DN%N=fUi1Lx=_|1<)EEYzDIz^E&%c^%1A zq)b5}r7_1&r2YNRwdz>sFw${^1NsElpsFLL5__Wg`zZ+J^R#JQK|`rbU=4C{s<~EV zXE|{s2dkKYIEGAy0v)q7d_?x6FpfCvq$8|Hbr-n^+@wtTN!)`JP&C3`IBQLnEKw+G z3{D3B8f^9c)H7^mmBFuGK{+1w__)Gj{d*n}DJJJ}vdSj3?~LS$k>;UtqTIrou4&(C z8U`|+F7finpPffF>qEyXWff>WJ)jo3<11SJ!+vT~w7h`2n$_0bc3zf8WpUJs`CA02 zL#~rB3RQXxP+X=LRe8mlAIL72)+i!82|Z9|6Hz%{y0D7Z6>nm4Fd4-%ti`VYV+tBf zaTJ~~4+TSXm8s*xbhXVF^+7*o%Z|fp52>eymLOlF9ut6b&16jI0)-lhAn>rE_C1TJ z_J9LJbgu-Xiz^)L$waT_oC0Tp>Y$jXkK8AhxZw0aj~EZtPJpy?T&L8ac8#n4e%%APxPO^jpXK)wm1qD@I^GZ;%r7%TwiZaXtHM5Y~;`iu= zAG>Y+HHH9Hz!W+0&L0v$NbMnhV^Wm}6uXR|52S%}=9bB_V^a*=-2u9sC=S_^=EGtb z#j;|aAy67VBaNe#{c%s%od1@@Cz;R4F$W9#A13~gNIm{D&q)Vb+y4Ex>Npr3KV869 zi6+__!@BEX&9)8f{Wa634ifIwY5!tecjPsmi^KP? zAaUk15k+lrbdAk;*lo=4cgmONOL-JwwLr0$2_`v8KmEHA*`IS`LJ0D44?Ugq0vqrI zHdonOL6mF>Yp;l=NvJXlK6-KlC|^EIp=j`5QS?NbkgREY%w0LMl1hrB9_hOmNG0}q5b5^&YdxlgI)fMv zh5D+_nhxj#8%hS6>}jJt?4l7Isg`MUg$TYg&8$Nz5zK@J>{4XnmDXJfSGn z^yWlL3+&)Y60mTvzsB+oS(dCnu4f-L#|Du@bNa|mJYj=?cBQ3k0B#)WfTcdcKT8x-nD3p zit55*`|38#y341WQ<3L%YEdJe@W&z)PviilCWp4YGzO56NYI(ECq`h|IYq@Hj{MJh zx6yLanI9-9{uxk?yg?dx)gWixAU;2&ML5koey5rtB|GRT=8)EkL|m`zbHmmn_HZ+y zHu#d7H!m0cQptH$K`s5I#AL8b`>=-rxOE*pp(xb&9eL;9dSj1=Vr+OB>~81CooqR> z?#b<_4#!wIa1@tL4J~D*qCe`+1ZqhdgA1wz8GulaK4rj0Q0BOg;)n|v96rgXi_JEf zLG8(SmLBRC8CgFHSyv9+!aa)X^JFUH{YPskr}VC4R;+E-mEi6t;(AlsE&hI4#O!vi1Zj_S?Q6D~(DB@V>JleZ1VGaDD59-I zYS_W?+>3WqTW0~h8mT_YtdEKZj4N2@DJFC5Q{@2rZ&6}dWjhE;(;Ch@|2B|F*jfcq ze`DDlj7i)DPG~W~6SnD(a?HO<>L+3SH?BbCN@TRaU~ePk9vXZ5#a<{lmj;SPbjiCb zrPPX5s{GUjzj?EP>eoUIk9!?0lixm=YVA<;6IDg+ zqtS2hQWr;?Ol@Hl!>)ADO7R3*iEgGH`aB}u#Ue@6dX?7QzN}19PnE1lE9A>1sl8@N z>0DixHLP2m@4{1t;&%|Z16oPFuU-E5`#6hEjpvqCJ9v#b)voBqz4}Qn38sbjTlO+F zf2#@9NZBOPaY*BpKVEk@A!jg<9ZG6THx!(qe@|&(HB2lAKlPT?R&EfQw6;UmZdXNj zg#ECyNzaB~l)%cuL49At+ZpI_<-BW*zKdl3omYgYXQx8txNBveRoN(~dx69{d)bHC z=aXlYW{o(b6OHV1_WGL*B>-8Q?1pimSjP9%5`Rm>peZXNfR)ejb1aA3WtdGA!i&=8 z{I?sikrMI}I&;J)4oIT|6mpd|9a9@;ZWtFWcl}5ck$ITf`!627Y-Mb*b1QEKkqDV& zQWD=Pk^+pH49ZLHiUXcp^BC7B6x3cx){{lRr)Cp{kc&iwbpR;oOZt(DX%y19w#);j z!pP*Q8g!}N{tSL4d|FxXED@g{rpm0CB{Nq4C9~30vHi>!M(K7`o)+=`cXV=$&zkd zE1QC$4upE!+G;F=qH=wGjMUmR>mYe@u&3Bme-}wmDgxn?iK@!9oS3kBEa#^fn+ko= z2v1Z4G;^vD4UG8Jq-GI&0x1%Ce~>oc;*S!DT~X%VMZSb)8a@jQY$F&n9~JIEIW0c{+s!x;A*VL`xV<1A<`@JaKPTFR*) zeoy+CT5x}PR(qZ(;EeEVMvp|hDJ2KGEYk>AA_HOXwxaeg%H<_dp?8?Y*nTnx-Zg~U zbj*u*4{=eTnYm^i6f}%cv-uvFQY=}-egvoWTbM?FB&-Q$MyFCvU0~J9rG;7QpdfiE zN2{_JOnV4x^aAH`6dXzSHbyW0{X*XkY8;qz(*Cfx8&rBdLy7WZ`yU+EmVa=x3hdq+ z?kcHtY94lBCfn{|2$3T`Owc2=M^WcCF|rrhga9u54QDj?p{~2cw340fshIkHAU|db&M?59|$i8o~-IP#s ziwBvZ?AFsHkiyczrqk`=()>kE0c1}472&fZ*A7Dni@qd4aLIo+eO(t{p-RCWll?ZN0P!~r*Dn?K*T)CsA zyG?ZI_61p-*&J^zThq3+0>^u=hQ^z~0;Q4rWNvJ0eYeDuhC&B$ds{vx94AMsrV2Zw zs8`C#>0r)n6e0^n*&rhHsz4|ZU!O1q$_>?PM2wHv1kqp&b9yvgc-%W!bBy-GNF(O- zVR)n!F|mt?#^)6f#pbOVtSabzJ47oT8SS>H%#!7qwG4MJ?e-|Uz>ZFaNVIFlyBrPF z2HQt1S$PRZO(v_y_VYNYAxj+~K*f5>xnD(4M(mB~9sS!A4&sP{xRcA8BM_}&a8mt$ zGP)aLrG#LKBZ+Id?1hnXV%(J7(MO~{ZvU9NW)F_pP2=Q3G#ZULHK{dD#0yPU98=nC z&Nbu1O$s!ti2*~&0>4e3BSgiI5canI*WbxO!t6n=d$2MPy%yt&5_MW={hGKT$W5}| zCVL|(9N2FtGcof1oBWobrwC>h8UR{ic*Qw_!WF<`+WiUc!(JparUM0%j7S2(xmp(; zt`YCgSNl@jW6vLjvZeDl%nLX9aP*5t6B zN4g|HI~4LQZ<_MgHjLB8nFPggope0{iAr(sU;u$?JoZgh)0b0p-iSeYe+6&)ZDBei zHNY+0sJbsPN&sq5*rlh*AGX`j42vVq8~eLY{Rd!I^PkOpmyg!rWWY#HC;M{;%oM8g ziioE~A;N$;h7tiwf3V;vPI?9zF?c^uFh=L~iTRVY1&<4`D=vvX1lZHld(X{t~XB zD`3Ewz<_ase}OGWY#D-;6~UBoe+S$}E`5KBW8xP)L*JTufTfalN5n0~o_s=(pF3CM z{4iYU(q+UeBtq|}#5(F6deeeI)cWIvc*{-B_!Q9$Y2++*2nnq*XBu1?%DnW0RO^S@ zp?AI}${YIeo?(_;>@^x$0y8ilnIsgg6L3B>qY~Gi#f>Xn%2EMgs0jzgVB8V5+XEC+ zLxODmhP8^-2y}e27(;BjL{ijG-Fv<6XIJq^Iq1pBzxfSR<^5B?4YV%^GPVGK4z zizzog6OZ~?0`>p2?Aqk{Q!==r2d_>yeU!ICu(e^y`)^i=pW0kA&wil;~=kU>oL@|DUGGP!A0X|pN&7Rg`wLO`lM556t zeTWJn40v26v9eLx#Z_X15MBmqS~!6M2^{rQAzCCQHfaH0u4>O4nHGg01cd!KtQ%w# z9Euadg_fs0b+kU29Oem>#B&4L;ea=~=eF{{)qY&Z)rDS(?8#}7%kF>FiXRY?d7UNc zI7b-&GX&CsPt0m-QsxP6l7b6nC_YGWk_yXhbE{{5!wMqy@*~|i(ZEW02PJoS1mCd< zqbDp@sgYi!IC(e>SFQfB5P_Ulo3q!ku8xFK$BcWi5)Z&!Yz=w~C{Nx0h{x`gt-y5A z<>X|25giZ+!YZmr@S!OS+XuA10YVsQ^|V!=;4^ZjL?`2e-x1)!Biva>m`A@wyx--k zKF+oA_2@6CaivNU@te2tKK{)Ttko<5*gP2^gfRy!`denc?=WZ+C$7WOR@ubDUhr_T z#iN~95>IW%s8DtgS3&5!5Vi>urCCjU$v2@SmD&X5v_|~d5-i$e;_?7of>!yA3HJRt zhzms;ZI**J1Rww9kQO_WP}QP@F#R@JEJg4+VpGEC4`nsXhKTKg7O#+9g+iR3bVeY; z&H|qyr2*FnGx~|V5K5i_jOu3;El#BDsp)yqNVv*DR#t>59hg#NZfdC&iaXYW5+Ff_ zpi@ajai~BXKMcMML`4eDTT_wbI1k(ZE^Uo-XWjrg+7t7tDMZ`fne?Z4&2NGyK$KuH z)ChBoxL7A%K%j}>4o}cbPXeo@l-$3JJ^7S=9(ow1h<=V{0_1rT;MVlf9r`39 z!`Pkj1d38eJuc+&EMM1SX;Ir|gEJvM^YGziL5cG$D8=Oe5JVtOE-+#dYvMXy`5+Eo z=n=`-Pxcp+khWZNeVp+`I-5ajB$6REqx`l3X!0Eok}EU;&4f=mdE$b&ePAmlTbQepV%9U0zNT)JYA4tr~i z*~E{ushkoX3?5TPB3+b+cz{b+4#TLLhZAqvTp>Zd{wGDwKCj6s$E|z&tvWuv^-?|3Vfhzj5wni;c1^nl#akiKq`(dG`Ee^T5xNe4WwHUod(r`e`%6J}S zTl+{CTo1I;GfpXu96e0ar2nekYdFptPLPE70Wz>)i51Zhe=XtS`j6<+AypoApX5fR zUp#)4H00X(m^RMFir_6Tv7VP+97Fah3*@MM* z4CFNxc;kgWbyqT#k1`062F*Cl%7I#)m<*K>9uvz%F>7AEb4W32B;fzmq)ZV4hHMGYBtw5>-kIHI-cv;@^Ahr~>e z13Pxg5XX{zy{}VvHN`DKE%%3pWgBTVC5(vw1n!jg7rX?2_ z$wLi0#FF8&>V+xJ8vdAOV=`+}R2O#&x62W6rMho6+)LpU)i*k&g@T6Zwhu5qa%l?V$xz%I1gw!h)auz?>gKsEC%r$FuLpjR&Q!OR#?^53>JGM z6L!rIL{+GJ#V>`Klz5_ovr4OA+d(S@uQ2u`Wt^0TUd*^mvLp};<;`ge6CaHcl`L+w z$C=QuQV=PdXcX9=kP4hgZn$C8fIuJ{O~DR9!n90gnYML_9AvIa6A(ggA&~xukV6rD zB0`s@tfnh;iC?P7I61|D6(}-t*97eZ z6?JtjIyS#K@*MY~;j#XN+5r$O?1wYJEoI_C0Zi9GTQt~n1l&0d7zGl?D_{+Jf>aWY zQ_g6gR05|Tt+hw%J7@Ls5NF6jPZ(wN>mP~2m{t6T;g9Ta(p~|&UYpsZigIKB9EY^u zmZ}{v2V*(nj_2_-6m;0rY%xz2|CF(GGeZ~+RArmGo+H<~7~FsG*#8)5%a2+M6EbYT z7(i_XAgMifgsK4g_|G=-`-D6_(P3HDfr)Dw;`N9d@NM!s+^mWA^$aEq2;6AZ+k*R9 zkYwC9I_>l7pG=}_@a=ZMADGnD?DBK9s+_??j)Vy-L>z9d3tI7VWMrX2=Lz25N5+A} z(mO}$$zC^zn(k)%RWALN2=+22i? zF1-cCL$LXv)|8TVbcqw7@2%TQtPD~?LUzNemoUAS_?dF^ppzznj@|t@C9rZNs6_We zt{^imlMH&1Rk6~y=b2)Ei#O^Kcxg}qT)hGvQ?+c|ECTTY#p_ou0o+9!eU3lHfuz^; zzX>b}jtA{TnJ)CQtW3mimRCsk(&txaIDdCGwDXs20f?^gAv{yHrht+*?7)eCu*M4u zvd^_60`YH9wAFbTX0tS8NREor3k(MT{tD*VmRM4QmBjKKAZg|$WK1xN#yenS5J>m+ z{u=ePvQ^KRs9fJwe6sJ&gkQTw80ijdFvR-S`ZNhtgY2!2s72Ve*56_xnhK$vb|KbV z8Ps91VPG@a5qB{BS{ehg^e?xzKqV!?T7$L(Rd^LpKs0-n9qxkg|D0w`qC_}$W{2Z~ zrG=t|OHBGT=-ei)l+R42Yhe7Nnh|!l+*paM;S2a3ElbkmTy)Rml~&AAIbg?&VNy>u zn?GrWt=YT}5}JnL8nWOyn;r804$I#}n~D`F^aJWdh02>%ExPrVp^qZQSJ54DcpDqT z8x|QN;bF31B48zdi{W2MqGO2=7jX);ksKaVjSZnI1p+j*V1>%=jsMaAlBdl;qbz@(ZOIeet1xffm$EHd|z7b@>rawQ};p$B4Ri ztKtF{#_o`P(c-ss9HH9Vz2GqRKV7ix$-;?N!WyiSJIq$*C_x|eQlQl$+2js_*>>Z{ zku!(rmU`}f2HFlO>nCzn)W}oPl)sloNSf3YqEIr~%*nt&af8*yCDFOZvbL_1n@%3@ z2YA=2*~+1W!=o%ksp3!?V?{yC@EYRVL+u3&w*~>UgV(<`l|{;Q)VoDg*P6(`ZbVTH zh^1u^=3s7Qr~U*w4Fb?+J#6SDG+X`3(v=y-??DC)tx5h2pU&%r(d54y$QFIm@7rT0 zsX&pUEGYJwbsO#`dKjY-FxBsvzg z09IBVr7U}^Ie!_&ViRg!))xxgc685jJDcr+WO_E^Bte5D$GV}o{qclr2t}rd)6j`@ z%F`DFB%?G*>x7qxP!_3J^cx-rI2v%S0`+KD4fTQ+8AHBck;2Qa$p&43w5GGW6aqY~ z2w2{r7p_KNBB`Kf0Hjk>0((l{Wpu|StO0BVXq=CAV3a2X7)yXtlgnk?QPM%#6FP!f z(j+ZTWq@KR_iWbVDgF;p6(dk~{q+QIk@m_Fd2W$XfGFY!!V1LCO|fNY+HsZ(yqQ|& zT{+~NrcqF9l2@nA2<5cJ}(nai)uBh zV%s?B)ERvrb(YQjweo37l8BDTu&&w#%hJE`48;4=5dLc3Mdy$w{_52+3 z{YV@E_D7X@cf*fFe;iQ8Mhdwxb?9q9Nzhj7an=-VB;wP7q{h2(?%D2M23P7c79_iV z>ifC{u(@wssK#>q45q#!=r$)Ni`JmgI<-g{eTKmMiqjAjECEb5LQxZ|q+`HNI)v9w zidP(EDH6m|lvMN0c$S-KhSgVC@m%6uMV zHJ3sf72RI%6l~9H$u3JZ*`8Kca}=~f>~d4?s5@`fUjd0iA{BfxcCt9sUuLXCJc;qS zI;rWRrA}8BOp**7qBDH+^BC5gv&T5Mga8>5JUuBA<&>ZfS$5t~Z^_@>2B@S*DCr^d zrj+|E`+V%YaSn-VL$=CbdSi;i#_lc_9C37FM1PGoOByDE`L`EP6K3cTzlVAOqq%{y zEciX^?Y!~FIEOy7QG4PQW1{x{H9na?I}z_<%Bk`!N#_w0_GcElWP|xb)raTdtKvGv zt$vMqRkD%BE_ESjy}2Q9d`|;ds3R52tjcYFyX=tCYBBoc6L27P38N{sPEk`V79Ml3 zfJ)WVj~YtUP)J{_<$yU}NoF5^z+$OeeW(_|qk5Ych+aYX!i;*Nd8r#U<7$on;}Mo2 z_c59W_=8Za(@I2p8b*gFDhZy6EjcEC0W}WITY7AxU|lmoW7dq8Fq1T9s=N*vZAj~P#Et~ih^d%t5yb-(i{UDkXBUH~+7nDswn^O)$o-!^;7&3T;6 zT=p2sb7pd?7`1niiA*=H*wB+>NEa6HpK>e&w)YRC2>yjj4_nD#l_LHQg(K*%=%=os z@qcGof$INrRYtKu76x_HoP*S+Or@2nP}3 zN+Y>4b)7vTtr0|~Myw>5j3eTj{7DOT6|h25M8J{9y+3TD1?~ZY^ZOJ40c2+X3Nc@du>U20I?$s zu8j2JAQo=Pwx`_GCa-7|s1#?xu|JHsfl0zCLk>#PGd*r;=_^}+-v$piGEXa$m_jDO zDRQG6O3r)C7<*XcAsdG;O>Y4nC<>O*15b^h7mCnoIG_lvydGKwhn~LSm`Pf~BDT50 zc#oj4fSMwLNi?>B1nb!EDnS73Wod$k_QMbtG@Awg6=&7}z-8MHMU}A_m)VWzz1UL3 zL;t=E@-zw0srdo=P_GE;Hxi5AL`Rx{{qwINZ88?9lMKP#Ug)Lt@yL$U2J7+&7sXM*3Zuf4vY)cr}29HIQoEjjBGb zmg)@!_aFi*wyMbz&_r5KzC+543qGqd)n&_a2QvJ-%FoswFx7*t> zQFb+D)?30|@CU&jVz!oU^4Ou@47LUkgqzZYXrM~~*M)fEAfpP~fTdq*ZFvy}Dk}o* zJrEmIN(-r*G&IqCP-md}lP;>I8VfI;jOX5sUZ$7_{^Iq%o6YaYMXKW3=VyfvSwG|o zl5xTq1aq%YJ}e{MBn_W+f`mRLIi@JFWcX!V5v!8C4M8$p2~1sxBlm z>u-E8vyv{|1x-GwOydxbh_Xl0J=xA^SQWwG6eYP@tYM(PD6yERTW_cRFMvs(a&KZh zM{5!;=mL1Q6isMT#=)IQ536|O5WO0*^N(Vja*LvPFg~(vL7|dYJV|3tII4fgK9; zH1S-4jPqAK^AIm<6!c*lxa>G7s{2e#@5|sa#}Pb>t|`_*n<8|8V}~^)tJDK(Gl%>c za8-)xR$KJPLQ&7oD6KM-nYii$HKlYCz3llaJCD4J6|_9=O=M28Pt4D=m*{00^a1*?zJ1Y4 zs=NvjWq{>?9H=L>z$>umdu$&dZp-yin5upHo+weCGK}U@5imDY70pXII?YXmK7et| z^tomRQwn^gLS`DfrHnA`H%x&nO7@l%kzFGNckhVzm8uy93s^6@=FZyjzo?BWOj9R{ zaE9>2)iU8ZImHQPsbW{vt8;fHSIyI12lq@u>Q8G53Z95NJ#AvgbIw2QVc26XaR@~% z(D}7~2v&~hS@`0BgI=ImQ#4*wQ*sg&pzOtAT~7w4yldJmxjV}owIX0jRq#F2l+1$Y?Oyp13T~#zh8tI@^0?I+vX#78| zjxd)jOx$^tmBc{SX!NLq46P8M=botxZGu?Q^lQ6%Vf6-SqF|b6_^j_1Xeg_v_6v|H z<+M)jIHl}F%&%%}bG)d>7rkpWWyBbLZs=1v;ZG-bDm_+alfk zB1vBZ1bw?c_Kj5x2+GkN)2P9ET@arFCgD9Wk{w z<^ME5ea%S z>VKY+HL4`qeNB4$UGaB&-<r4d0h#8OpYHEeuHns`uy)Fm&xyY zKAj+!qTLtxodZFU!?8wrL!L8flVePBd%e}R|?fL$;wEY{5+ckc9SMK_V9Is}KjkWK3JAGeS zIJo+ZUG{bOY~SMVc=mpJxa=Jansz1be%*I6t9(gyMs-L|l!+6l9a6k3BR24+sE#UjUJ=@s+ z?C-PHeswAMeqDc8X{YCVf4uhfIO&z!{dI8}lsj(Ds)~HQvs3SNJDZ4YbQk^p^nM_j zd$qXb)BYa{PJa`;^`bwr{l6i&(0|0=5S-ghfP3|p@n+|H4_7+@JRrTVn#%d>*-$$(V#b zbzFPeHz|ByH*y|w&|%sH|L7BQGWlg8M~-0wfx3%82BBjvzLhVRaX;F%)5{~ijW5$q z!EY39bnr#x<4D2n=sOa=TD`tLHhkW9byBWRn3gyFU7ltWB^7f0oIme(ByXvvx3s&D z57|t+cF)#yZenw?{5%5^zqY!(Z=dgrKhwSI-clpYrw?pF*{8CEVL{hlKIo~OHCBeT6HFEzeyroUdReQV#Yv%Q|K zzEqwEKi<0Ef%=!9pTu8|N7MfU#tr;GgK@zR{{zN-97ws7*VmDyZg>GJ@tK3{-2L3H zHXAFqFZlrDC*yP;?tFqoU*9WnAy*%)tTlU00z-1@yV>!J_?P_9}o^OJvHHYyKdOBDCYfb3m5U=j@d2nF?N<%2|&@OnLNfW4rKGnn;{XwSF@Vvb<_)oBlxv)=Qy>+R=n4_&f*9KZi z$oJ-bm!r#h&;2y#uGf5;Q7~Treg9r-JLyr2qr=$MI7k7R3HEK_8q+ZH%kS&X&%-Bl za`S`t3YDh@@nWWi(3+CpB$Dghmd3m-GL9gtKN%V;bFd)xV?1(t`s-$JD_6+J*G`N1 z)md19*id9BOo!-TlFf=p6BVZ`TLQ47uOM5qZ#8g7f^{LahGaZDV-}TWP;g$Ym%{cN zG{kODbHjq!GX*17-?x6y46)kSV-D2*!xYjlQv3fqXiokKbH0*Zw>dfuP&ZJ{nGaA-u8&Q z4Y2@XXZ~!<13bfODhAW-n;r}e zSoxUYs{j*53~=PB1L^kxJ9esi*IbAmIMxla0yEPC=3iqyTj$gs)Ul)DE|-1oZ(z$& zeE0eZJmvxB6d(*4erXD4+9vT=aT^VVW-l@OGDf>hdHSA-v%5#BMW}Yq(7e;EW|Nnz z#iN?OIj|ThBl&-Ean3rc#CTlVc>;j2eTcx{GFKSdIiDcQ^~7#3$Ja+oU)030-I~aM zdm?OOb9ICQP}MKHqvQOA@9PD&_E0GT;8n$Id<#CFaQaRt72hvWlQwf@>o0naH|XDX zjwRm`keQ6apl7Tu@CbzK>jeG^8}mmfrtawo!`d|pXRCjl^-k#fb^E1UKq6n25)zAk zn>5|#*&9~N(sCN>`7Hl4|saJ_?QB{0f6m8MDh*7Wl@o8 zxQj1j9P8+(@g)fDLWj3KNNu;s__BmEUcfHEEh1jg@#sQw34rX`BV~!DgU=vIF4B4p zt{=+5m!pojIid~cscps?Qqq(NXb z9KDU3EjDgPIijKQZ}?Re&Fuq5E9w@Ua==OhT(%sq8N%5fiX4D)$cNC-HvV@&sS!EV zVgJJsuc!Z?y?0xZBOKn>`@eGdF?_r4EWL=IM_W>$9B%IqGXfr0=sY;jn%y7IJgoe%tv z(Dm184qX+^jP8Mv-rSV=0WvUplUI~at*lD&r3rTTLFF5stxIt#7}g?05ag_`xP=JR z;_sD08HB{fYZe_V=|2qbGsb-PO)uOw!T5$!-kAA%KzDCPPOWo^Cm>@@MZ>=2Evlw@ z@x2Wvxvl_3#a9NjiI3e)d0bym*TfM`OB5b(cCuYx#CL=nY?i?~Zty@m#f=uS1Y%$&#f{uTfg42`FpD1+ z72r@hZ|C^2nY^Mqn^d(fyGXXs$iO8vNk;k&iK6g@3AK1rGHrCFAu_b@0eNkHZQllo-HiI%U7;;7|Hms-xRA zxrO2i6}_j~D}-R3=B-?z&Gz*lxzIbgLftl3hzHu`6&iw>C%r|>{E{xSmlK7I6P`FydQKNg?zD44Y;uVnt4 z5S^iPFfXpz5QPqgs|<)U{wfo!T)lr;SAC!;1Kd!S^(o1h+ z<^!C+M1^Q?sg)@6Opb; z#RV&s^>Xb@(&`$N^%UFjE=OPauhz2=#dNnsayPE0GzQ%n(F)X#-^ZnJrx7RK6vxf6 z)vamzZ4#sSY%vdfbBn|%o^!l@X4F0sqt>3r)TnlTAf8$y^aqd{wX&ACoEr5;xl!3m z3U^l9(?IY;5UKagrSoIx`iB#`ezSe(dKTd)y4kdW(!7?P$;5Nt!~6JSnB;qMAGZpV%%bT; z_faEd;;r1rH;I$n;y#+XvfcZ5AAgKxdQa}-R==P+Je573$*)4rg(wSsbqI{fFI+S-j@rsRUA_mv8K5|@K?PZ<^3(hF@+1H1sc`t z>;nB5#q^$Bpsk{qvWPX2cwZ{! z_-2V{X4)xZN4=e-mQ_QCXuH0dDOPmEC`COxrS2`6Y;(Gq{U{mOr0o+qBqu} zH7DV;6kH1|bjr29l_C1!n#Rge=OrmoZ$=2+8(?a|HRVF5TxDfzwd^{`CU0rG!Em7g9QRv;9?@*nt ztw!yf*4E5^lUgVVgKVK`c6ulTR5vv~TEKxC*WI*cJY0fuXv2lRq9p_eOw+bzyp_pK zsZrs_$Z_ws^kNcF*PxH)7zl0s&~vx60~$rALfi08*BmYxBB{QED}uX?z&A%g0zJ`{ zRi%?d34_oPoP;K!S~Z@MF%@lb=el%f5ydp<;NG|UR<2ub&CIDqPiff|dW%cf-OacA zHdWISX&KKOhS9bWwJco%WWEz`YfIh5B?&>HqbXe)fk-?CNTbaw@s-jIC!ki@wk^^M zi&lCxZ&M;o1Vng-Hw8+VP8>o?Bgc*Gum!rQWo=8;IoWZA-p{oeH#Ei3DLOk{Vk!v^ zC`l~2mE(rCDat97UohRc8EJ~)%9Tsg?Reh9RZ+0nwk?Bkn>psAQok*Yj_Z2o-Qx?T z>|a9?AS$Mbl8=#1qcO1Sj|m{bc9>m}1Y9FS&CrR2QlhqqQfmAm|Qk`+4P?p|+I{MoN=|a1fu_GXKC$+k6O5_do zXjF$rl?7@F((msrMkcPqdDv;ZHRq2*8K*UsP(?Y$>-*HQ)LRYixN@8V046w&b+dx=I zjFF6-pGd+DN^CWjxp0Y;+f*cXDTaQhQm(7~uNbPEO1X6RT9V*PBnPz4%7)WXH%fz> zq+FtiJC||`t)g!)<00z!Jbl!(ER9GQ97Z;l6NFMRx2@j@h7yyH=u?}mq_cjqt6iVX}tzqS$1}9NeDidLefMAHIS-G>6H3yeVMKuO;q)F@Eo+7eB27R&-|Cm`kT z0Q8HF)P?c1iSyHbB$dxK_ zW#o+ze>bYc-XYk5q;(}}0$-{Hq^N@M;-=KPMAE!KRm0#wS3#BJw`7|LsFtMaFnfuX zEii?Zgwx@CJ7S0}k#}ZF#Bvl8lx7{_mErLuAZ6E}7QbXX1Bhd-8>1Vf*}0;SMlu8dW!S7BQL58UmE*n>i3GtA^A!yH8%R<|#0J&P3-pgbnoiY> zLOsx0f@w*&E?JB_lwQ?l+$Yhc?KaR}3#%HqNaxO!K!>2!;eiOhhr*Od19W7P>9bjYL!>Ai9f|F|{-( z>!6yh=mSW^XW}C@>E(36r!l$>wG31S8Q) zhHf__7$q0L$^D8`!y(NO|CA*KBDs^=H7()HEC~rfjblZ0gE2A;1V^LhN7phmIU#Q- zyi81mv9%?{6hK5v83vkYq8do0Ioo}riE5ambj|R9K@-&ww;RE@R5xpEWlhwQd@|p; zCdy`?+)5Kow%Ry-hVe%wJBO_zkBqiA^A5RJs)69PB6AP0fs4UNN)uHl8p7Dkg=7gg~@4@2)AI64{8IjUH& zu_)RlM!^^~BQ&LL=u50L9|U#f91nU-ZP4<-1oxH;S0Z6*3mZPZ)j~RC?sQ3T7Ti#VYg)`hIH0W9e{!T?fQ zh`m|%)Myq`3qeCc_+-^^xcxgQJT3CCc`ZC%q!xAoq7sY}9&aQLxTY^M-w8LHPEL1p zqY4CqKxk_i@-S$iB;FA3wv4VeXqQgl;v6i4atRO`lOe`~c8Q^stQkl9pj~3dH9S&d zQcO49c69jwLl=$pjz^l_I#;|X`l;v~NGohPn80LO^eHnftIq{p4UTcEbjcbHT4Y7b z><(INIQLs#A4WgNj`ZM?)uDmS#o*U@^|C<&Wm27*l3GaG1)YOvi^dxgWeuH#(;c(w zT#NG}y}RfQYf+D^#^o(2VLqza`KjSGY}$4_@eYkxgehrGFp`82E0pll4dbDNJ%Mg# zThfW>9Oz(cThxgf}%ip z3i=KK5g9j4(L4=Pn^CeD7}KE-DWRDxs42-NX{TRn#`F&QOC!Pzn3sx@!*#t6m0;q~ z5=E1G!XOx{ zw&4s6gMwvHp;2;n{zSntns`Ia7$Fk<3NW_g!iN(5%AgC4;H*Ad3H_U3%K8pb536>r z@30xwx6^k9UB(hRwsap$x(xQbZENPl633fGEHRNdMooc_n@}2sHfy?>ymJaSRn|_u zYSC1DgWn0oF*V&OCb(wMKwR%Cy0j%Hk85F0LKdrmNJ+1>yKAc94g4gSVVgujy@GN< znuQD4&Z<{}Xgh*^;ls-k5=ew~N0dPnY$p&u>2kpKnx$=!hwH%^*qUx^5};8KrX;&k zGyqy7$q<8v(yF!|-y;Ddq@}erC7p=G1fo=pl_hnD2uZ88F1on{@_mDW(T%M1csMlI zLi_HfpzaVwqRrN}WIQGL9Q#M-S5kK@bfV5(g1ow8fz;mbq;W-SJw_&rfNiT)QQZNM zs^J4Is5`@O9pZn9KaX*V=3PrToeS!Yg%C|dw%|9xPSQm*q<`gAnc>)g!HuMJ3P`AA5 zDQV*z)oR*a<6(7Je;sL5+GQqMD$y!&orE2`4V+n_=b*@_r2QLj&S1l6;4$v(m^CIA zlLp4BreiV?2tkQ!(3zp7ISF^HPdaLh1Vd+5BGv>!g0JETdZhZG5Upa0Zzp;jVw^}t zU}VR^T!xj?x{JYt4dgTuH<-Zdz!>SMY^_@+N^r2ak_bfzq8LeLkS(CrC@2mEX@`)A zHmYN`&?4lIge#jz!p0a|p^7-{p@T+-)}D`ZP* zWrtqqEm4+&T1mfdYGS@6zj-3U*T{q;#2BqyfkF;W!cHTyc??9fgwU`^z*X&BtbOz# zBwkJbHv$r;TLLEDx?Htix#BuGF5 z0?j9A3)0_lBT1$qhcP(ZhT^f?y+kR!NQ zbwkoftxC#%qUmW8bzo#=zJv?{I+Q|qFjfSMcwLIK$BGn9L=>Hya7H89SQmIV{LG}I zo2HZo3lk^oxVn^@3;x)V5FrXSacm7Ct}QwnA+fh4mX$2|a7B}fQp={~M?`PgkhMd@ z5i=ME;{yoFv@Yq@sNY#@97NuYhyWT5At0|-14Ot;th`!{YEnu#FJe}$9@Ygna7#)m zJLOjCTFZi3jZLH**5qAWI1C98Q&6iBe6L+bW?ro(>rxnzW;FFjHc^fOWT4hB=CXD;Q)9HL}E90HSd} z3U&vyfg+i$=we2TA`<->CxS#epn|@eU3y}7fJ7{aQ8U55(e6M;p;4Zhu{*S2Ec6*V zQ6n}~e6TLD%rdr#K|n#d0tCY_0cugwv3)`z<6a+Z3Kp7C(Z>W2a7(je3Ep4dc13WRXkFIk%cQSe$jr$E-CfFMd@1h8@BjRkO*V$G%eeWlSa%m9%K zh5(4uL^^fR5P~?z|xY9^9r6gUwq407R72l)~-+MA+{n#jGU& zZ|H;(E}pjpp#7dwNR7(}9%8@gR+kL{Zm!;$>r6p3s#*2AvJ)Bv zqT)wax52Fha^!U?h05QkZq^mFvw@hvCxNhqF(*pxbI=4k1g?~fK_I2Hwz1v`J5OU3 zTs2Tm1uGYTma3o&BkSJfRTs=Nh}0)7PcT43*h7mLPAM5P$6!<;7}Bk{)cnL=LO{ft zYc5)0u$Qz5X&||XVUb%Y`Wu1DRt`gyU+mn@MpSVg~mY=kStD7|ho+C_%Lnk}ipYe?#Rc}6l4XV7w20Zu8%-cd(=|aVW7Z&2)9MM?lr9)M07F|u zzs_4SFi%8Qi-IKsC272VL+Tr{SNT<0I4=s84B8&88~ASWmJC#_A)e9{T=F=Jy4Ia8 znKIz&Bnirjf++*F8Ep&2H*3lm@CTQgB&soe^c5vrm^*SxE$YX3DFP;lt{!K?K%=2O zp<7z8KnN2YO2n7iS_&pC1pZ5JfuJ*??=kruB#e0Q*hv0bM{l4LIF&>8Cs z5_5WSg=B6?h|gIYMG)%10Z9nvD3wJLDLgtPC^tOqM1-efRj}bT#QhjE7~*)HGtqSr z=k3Tur~Boo34NW`$EAHnK_52|w1Ej#2?~RO6Q$$oSamM)69qR6>UM50D?#YMY#2{9 zZ6PSL&C{^NtYpz83~FUTgCnx5H7RS1CKzo-2y#=B3I9%%Q$(;?Ce0*Kms>~8#5ikI z5yg=$WZ#0djD#{$mXUUwiwIJP2}f*6$ykPx0KKuSLxr1mthbR=k1Ja1LeQfECu&@p zY#~I)f*y1zJDYbZDYv;b$!ewW8yAJ=YqX;F23Hta5w13bjG|O3Mv*S=>d6$1T!_Z? ztIHd?h$40**>)xSRf}H}26iRWluJ=JO;d_%1`tUr9qdA2tG|rfE^U zuwX56ce-(j<9TZl(%n(YvScl4UFnFnEd_f3D5zXe^=rv+I~z4H!dyB;BqG z6XH)xJOH+rmc#{SF9&7L zGg$iYrHv}HUkxHc!bu6?cvUCcx=C&+m+VS z;G>q<0P_EJrWk!RssTu%IYTMK2c|QP4Eutd>Ef_akA)FN>7ZKOl0pR_$){xwu2NUD z7H+0ewI_rvwP?M|7KbKw0>=b^YCctTh#H5?O|nDHgr5)6IQ~S1HKq>7;44O*Xi{nA zILHD(vU9;&XwT5{Ij)0(fLeTAiz;hlpy}NGF{*|{fpEHUeZ}bwg~brv0CjBsA!@Tn;{A~=3b~UK$0G6Vo2EFIEgt4 zl>iJW=9(!VFsQz$M%d7$V`JJ#i$FPKz}QT(Ow8XxAv%)xnJBvkK>)6*6L3NEu|I>t z?)Zd7R_qukq~?I$qR!-)QUFFNmr@QO$=lur69Ui*$%#xriA6n!P8eBmKqQeeeVIWz zLB?W%o3CB%V6b>TB55#vI4o|29t&O&Z-eu+YaI3B4B`mXa&;=RQb%HpahPsgZRZgX zj0_0a%sM*|xD;Hc5SEC)k2$W3fWprkcVi@PTTD#!=(B4qvwRH`xOIN<&Lw29v4JMK zS5YRTl?{VR8WEei7brX4NIBTO0MyWlFm|{k><{jj#$;mXK+{yoM}rc^-q!<_2Nl=H zFbKJ+(Wn4GhL7(WtbXpAD}=CdKtyg(6i4*MySO_!*cc(@YgdhR1OsnzO?;`K2_yzh z=oBO;w&PTIcsi`LD9~7NEe+;VP>hbtatDm2o79xloWxcOg^4Do#+9}JM98Y359b|O z!e!nXJ{ZR7;9#68_{|azjmy*I zO5ej$ZzVAiQ&4tc@()gU1Y48X!1)f8t3>4zxpQv1!QTNL-6*a~41nlNVa&Hr1X+63i{c1>aUepxuJ)(2V7zjQ?5(}DwM6Th)^s**=+30{WLP_nKc+hF6f-0f9 zZcu<6K5+4#Bs-x@YoiMa5D}=L0HJdqTDvhY2qz*Ls4XaNq+>@dNun5~=4>~RRf0N= zTr|=Y8MA7O{0V5|dEHgDChAFG&UF1a11*x`jN5^%(w!JO0YpSekK08i=1JHA(6WNF zJVH^dQQIbGc9`Za40n{~PD&TkX981iP&#@hoj;91m4T|bZik&22hbu>s}Z;pqwS|hc)N{ArjXsI6TR>akyX)xs9!Y%-b9aT`6o1JhGl*}J{(Mb4i z5W0+TL1d1M5jtUL4f=E-Wuw4eoh&zw+ktY@5ZWVb$5oGILBqJMLAK1 zi_e2fgcFIz3pL}qPb47$)kBY01d*x*XGJk+-;DZwKy#S=T20F{xp}Q*6$;lyndvK- z)QgqQBEWS6Oj@8|yES8g>S5rN&mPH2m0O%}&BPI=<(yz!=K6P8IxHJtcobSmgM~1! znP9vmsONZi{jiSTfgQCCn6cNgJ-{uu85U-){>V5($+ee}`9W;c$!^=0Jx; z3`7!lvSq4|xl-D#g?%bZGG=F(G>~1}=IMIsyl9*T%QRYZRv!foz!lVGC4eDiz0cZc8TZxTO;NyV!&L0< z0}7yT0H)!+szap-m))!67?%;qO-BT$ITA!NN&V3U1lv2UeH@CDM2#bfq(i~=F$`R8 zPRoR$pLg;OJ}Ct`gZ7KBvQWEn_1Q3_Asil&oG9x#7JMYab`7Z{`LLG6k47+!G)#<$ za?Pe48fwJ(6Zv3LbXwFT1n0{IU?qM%RDZ^~jX~&$YKw|Z+SMT8T+%}hkJHw)X6lqE z6ed=E{EWz?I7C;ZMvt17X*z`@A36n6B4*l2qikkM^m`&T4NbS0?`UXrErM)d4#*_} zd6Ou?00p_cls4E_jjV7b7t=GF=bCCut^*bBjRKMlvX9C92sWkuM*mGqn%EqB4AqohZLa{FG1bP`N31hM0qE-$Ss8_Sz0Wet+sEW=8i z(S`KsCLcBoEfJa|EjXJxnP`&m1!=+n<~t2cf2gXJ4Rua*TTH%#b!Dt1qb*EJ>&b^z zCyKPI(n~jxQSGsIiDn1+;55=Ih?F4PHXG(WX#Xv+r)|bwTUZg4G^AtYW84O71Pc8U zjTt+n0Rx|wC{)IR=>xI&rjYTU*idNhbQ_tz*cz>FtU+z{Y@j@>Iwb71rCR5S<;ShC zHsgpyjeKkgAc73CFrZL?j&Z2wMI19LQ=prLoFdt`;xN}_gk#3p7 zbLdO}fl;c0r6zIbz~)1IN-&0>ao;|Ton>6L8bHd!^8&zOC(7k?b!Mu zTx>*xHm`*!gTV&_>nJL3GtN3(Bob6RRf;kgEDx?hc3ansYph24R)c<{`2d2!%mEns zvl(-b&ZRCjPHoJ^21J_+Ks2%9akvIr#I?@ikdF))3_vcD1OYAM?+AFFNoXke{0Cc; zgE6R*kT+@d9)H7>z6XpUly3@A0j=u;ih_E1e}Cc_0gUDPm%8{+i$+0tPk!PU0Ssys zj?I&(9N~INW*zy7(*vc1(UX>QR*~0Ht$upAAYJM$ShpaS z6Hl{U*6Owz`AJ;XFlHCh3X#huT(8uORVoQGg^dQix;U9zHZ7$4tidS_XoZ}C1r=m& zP%EOcOh&eKMU17*+MCiK+z$ECIdnaNJCir?BtDlG z-D}2t3_`FmE^8uhyBP#!g}eb6w>SZp7(%O?g6(Dyl#!CuaY-%^a6zO>W|=4hyKJMn z87J~9w0vv~ZGPS;GswVbu1)hD2NG&mEWJbYOV%or$hQPz(du+GW5}h3gdb9%au%0F zbR`hv#Ems)O*{9IXaG$HS=;k&5a zKVd<~Bu^jA&mUa=)7AW9kv{$Q?CA8t$V zAGSaHEw<=AU4Ef>=lb%q!oeTU*^eJFPYxGPFGoLwDD@lcO22o59L4P4XBVUg&z>)i zo;_a@u+x_4md)IB>47sh(|=#n-*J2Czi;Tj;|4M-`s{v~#b^=ZIe&Kl@;kRQ|KywS z>XYT-dU^l+cz$&H$%EO~!w*j8%k$&2gmz5tBXbTm+oJ)`EpiYH&11=u=)@M zaQ-ZQwEy=H{@b6NESB@b`EpJl{ysiDyIP)KEgvs$&KLCjlf$D+8vN$5gL5E1{I@v2 zPcF}{E)EuPVxJtGoi6FoW6W&tt6yKs$ERl(C--JI^ygjobIiew^}YMR!Q%Khj&(A> zcyW04((lX4^!m?V9v>YpE}x&hjF0@Y_zCx4$vl7H=lPSL%t&acW`DbQcConpc0M~k zdv-)PfAH#b{!XTO^<>ML&VD-kyO;B4^9QrX7k;vj)7j3xU0g0_^W$e{7dOk3#mVgO zcs@J7ID2xuIQh^2csYCg;&^^}^YrM&{NUT8$FsfDqecAE(c^owmrpJhFK4IoS1*qi zcmL$QI-;M<{(6}Ee0KQq3Trug`JSE7XGbT`26}mXHeWuNU4WSUDd_0M0X==bT%KP( zxPSkO?#2ADdU^EX=wxwtG_TGsp54cPo#VgmADo?>oSk0YUp~J&d2-*}H}?KtpIy!m zjur=xFJB$JS{xjmzM%ClZyx{E#nI*C%f*sjSKppLyRS`se!agXbV>w28UDhK|K{S= z&5J+$^Zf9^?1lf>Ecw{YY|njc)_?5rUG6)-o}b*z4(F$f+2I+G^!NXAK!5(>pRb;s z{o&saj%Mfd{pAZF=h5uoISoNH?B);uPCp`aUM{|!ou3_EF6V@hv$Gc$i$DDP@zL-9 z_1^5@)lHA=%d^?V8J-gOtJ$;p^6K=()of*68!_bIjE=TH&&BoP;K~_756-Smm-JSO zw}Cf3VZDrq6MnxkLLm6hmnX-o^#1VZyET^KaBeIPRQTZ2i}}f7wtT*rAI_E+56(`H zZ}tzKA05+wJ)eC)`VIcUxcl?tqi3fPf7ii&SQQgCkG#!T$BU5~4A^BGGRpSjIoQ7h{ozUCL+f2-pSY#;@~}JNz?I zX?o4~XWv+xgHyV)%HuX+VeByUUsPR2Kcx(Qsp2B#7@ zQGgrfq*umWha29FzL(Q~vYdZQ-KhWlg2d^|tK;Qn?da&_{On>mJD;B(&Myaf3Bx=- z8bq|&=d-=xE&iwfMRh^6_wm8ycYAjLUD026?#-?)7YAp@m!E%qht9gfq0_@Vzl2n@ zcyZ^OyQ^QS=I7_fH+#qPlP8Ds*)>h=`s@0edowXRdOExQT6{D6{PWozAj^I~nLD$^ z@#SI$nECb5<>%t=-Tcfen#tA4=_Re;>pLm_VM-|m-uWi~k*^=vZ{ARTldmtoot`Zh zmqp<%bGSd5{p}5u6DU}ue?7ZOR=9Xd!pQ{&K0e$dZT%kPqvibWgVn>ieoRm}{hBa+ zzlW)gmWz|U`tIG?{q%uYJJab6KpTpV5R(O(B=rw8-p;*|b>5C45e zNVkVi5aqcy`|9-WK!{cb@Y77jxmo{uVZP#E-9#+K^m`wFICC*F;NRu%M#ry8G_+NCV_;-Hs&BfIVK1ynk?cx&GUq ze!ph0e{!{4j?DEJguaJ=`ol;_dW-a9!6?Hk{tO0S#hp=Orz^{b`&w5Y ztVZ34t$^zFclG+CSDU>ctet=CxbTYvGv?R0vI}yPR|g#nt?M+YP*#U^YFVU9$bLJv z0m}M^hQTr*&ZBRA0qVI~+{AsZ8M zp&#AKk&`I2lEQv$gHL+ZCM7c3pbHr408eq%I@CHr^yw65-Xb^=jryk8_9^fA#0clQ zhnh)_9Eq?-lhiWBHUDS_H;C(&O)aM2sFNZ)qOOU+S*0hDB_wE!m12s)8xXjB(z&G@I6soh$HoLy_!I503h3KZhw<&jhQqgr% zU1{2t*Jvawn@P}3q4i&F+evOYinnMf>q(A$N-<_q!ft9BT((9{LR?h`gcD8s(GA|f z42Fsq9~)blQaeV?V6<>m+wA%WbV7GH6!n;bd2)u3I3v~@j+b7x9f!k`baY|JEb%%q;oNs)b08{DK;iAfc; zNvZ3k4&+J0J|`8Nr*v@$*&#$m*=?|W=l6U{qwl1Nupe!ifk~q!cImcfD~J`UiX{~Q zQ8hACR?GumFOLph@E{R}roWJf8K7)|ve{aRGNu-tS}%L`C={wPhn+b*XvGukQP}se z)pech{Du}gZm)7P{A|35qr=`jsJFoR3UcG~URleH<9?x5U3SLY#4=C)A)yLl_J~k8 zvL01}yv_M3Q8lfQW@cSaYPoiBU-q5+&`^GWkagu62bmcik9w|?mrcJ z`SFlaRH|G1v`}b(U7k?*)v$>0WbHSqL$lKr2$D`W45ZQGJ)N9?z%RtV92Ol1$Zb+G zsj#yfPGhzDTXJ~B|NBALC*`^Y<3)rZwqb<9r%5yMf35w>wbRsCqtR9C7ZIQF%OBng z^lM!msjZ~t1{$WfAGa;8X?V1bGU$4_3gJ5N76!6tGn&pVJm41--VVzT17!CsPAYEn zhQr}2`Tb(??fmbremg(C+*kE$(7oC6f_{t2)F2)B`xwQCHJUxr%G;Tu6;rLcy2x^F(u%@@+TCtw|mKaD|VtRYlkN7!R~dW>AU-e}~*4w@`2c@kZPL zO{&91>MzO~Z$~55c&9f&ScUeh3;^xaYyZNNV1HZF~t}2MZTS1JjLKB3#{2TtOU*Z<^oSUS+{_C{4PEyQ?ZAyl3 zDw>hw#KgwE;MVi#u^?u8F+_{1Cp&r&;|%{J67Sq&-BnTEa}P*k==px;2WUjz%O2=m z+7mf6HXqFjB_bRhHGz&2>D4JX@EJRgiEZ1d)JVrqmU;5E5;ym#1mwbuYy9zc3vu zf;|lHGsM|_v*`t~CP+abM40({L*`zfPsOB!vS-9v+PUydJ7hb#g@WyR#VZ1d7ag+li1sL+{HPAgqh|~f6Pg;g56*QC zxX$C7WJtur@RlSE7J=zwZU;#V>}LWSWB)`|-2IlOS`kM&e?ziHwmNM5AdxgM{CoYC zzgHw&bit(Lwm~A8l9%z@6Ldp644kd-$LLn*WH*-`({?F<$&fXIElgZeOhHqp*Mh12h zcu~%V1o@=Dcbg%y^P)T8Nx&8$Bs6d;*)YsTfRPqH>`UQQ?z3UnH@zpRp<$@~W@@8% zM{S6zR-Ngz+Pyg}Kg(TG8@mm);emEZZA$T@?~vN$77A)(-pm|U2ei*#>n@1wn<3ye z8uR9d(Ad4?uo;5*c%xWxMFa-lRJ~{|qpge{wX7gPm(j})LE9OuF5$^o%vsTnnyR;x zjfIqW<%8jEcp_ECVl;q=UcIC5_wr3ftcj9wqJ&w05G5sS-E-Ikg@o?DW$iPm4(27` z#*4jzC20?b_x)PNAN1!FEr6tk`7zpxb$YW}m>)c=heZowqK0|RjAq7*n2;kqqcK5G z8lGj(Zvasu8Acga#Evr~0d%yS;o11~n)G!rY|;~6pArKmw&Cc8n@tRW*@4ac$n20G zb>K&|L%X+=FM>LI#B1%+e&*s7QWPB$%Z&`KBGYBq2l#1pgRS#6L_D!r)rIfU=6fSew2EXcUnH@pL|ma$ zFkSj!Z1eI~j{smICP9qhL!qLB60(es3X0G2(o6&auMc*b-g+G@LySpo6bls*D=*R1 z;d?95P<}h}@lfl*S{uTh6)~$K|Xj_6$QswON zZFtc*0b$bx+sxtZ4kNEDad_RSdiVCN{496L;oEIEJP)+fI9x5^CDz@v_O0AP!Qq=X z;_&SzOOr7{sNM`gNXIKCLj=J%Ua9Sw#OQ^NzVnQd8mGElHPR32Fzdq&GIl=zkmMhP~4v8$r$%DY&JB^AD~5!+EXn@vT@A$!4^ zX=nlv5NNU_2MEYF+u?c{)$>!_5~pvI#==Ik2H>0R(^&YM^ZIElX!E}QH0H7BCmnJ2 zS{!@;c`PeydCPe$b%B5W*Z=-MqI$Dz7K9gcUhf?n<&;+x3h!i-x%BbN8HkP7UP_S* zU0Pp4uZ&ARG+K(%t1(yipSx`kvRv%Y$BRI?o~9DTY8A-+PFQkrPu(x+2dyH44kk3h z{B5F{hwlj33WOvsS^7|R-;xiZ5^L9AuL(0NZnn>?$X?rN=#y;fxPd#SPo+dVqEAEw za`b64@=GEzUH3jBe-72AL;kmIy}sE#xgd)Z6CwYGjOI5${!(61o#)J1%~j9|H}GtP?2n93YzQsb3^6jE`ETFWcBZpfo@Tzq z3{Gt`Svo3Yo}ji&6MX2ck8Ck)mN9a#`j7@VoMYTyTM7V0Tu01ZVzaYE%nnnn4>lPd zNgsx{zONC0*;nsj%D>5ZZ{kNc0-)k3A28vAK2XZ5-&JXX56YF;&0 zCS>CRt_>eErplx-`;QKxmZAzNKwL!1X75rqKX&EL_(+lbChC&2FurHb&wsgiXObB- zhK*TD#@Gyz^GnA;Uehmax4OsC8>ljV(+Dv{Agv*St^@w*fLb9Huo=f!D;d5Q178rV z)ua#Bk>2M|4gjL5;)vWYi2Jz-d-rYspEVaS>tRudu@4N2(Zw|Hzm6ig^_>hM-Bs zmG*$+EnIAwtq-QcCJvl8=7-3RPq{T!yeQhAY6y7eBjin#4nmY}IAdaV4PRizx|lf| zv$`3k7H&w-`#jSm4wb3u7Sl_KeT2d)8>r-FzLw4AbhLQnzRZfZX;6#}uG~mo*6+#y zk&6ZyattyceFm~e!!!vxJQIAzhZ!1B)$oF2*QluJ~}Y@k(z(~Vxrmr(;zp~`^D#F!%q$8Si8@|Q_QS%z_hY6=5{jD;?MGJLprFHI+jKt2{3InYeq zi_L;w)^L*sX88EXrsjf|hxo}{fSs*MicNTpv^t*7_|I%SWY*rWYha`TwnNdJ({^sEv^$bsyK}*h?Y&bp5Z}eQyxZu?6%4(Bv-7R zRcu^AlwcFbj-A9Y#LUc$ZDwZ2%*@a+J7#8P#>C9bZDwZfn4!(s=Jm|Z?C#e}E3NcC z>ZwZa({P4>s6=xA1XF@-ppdkG1`R zNo8NxNd-j1(3xxw$$pTwbfZ^2`ITa@|>~a1{0u9#K-dH9BS_zRm30J#KC}PZCE&Y#k&9r2rJt zN6eYHf?AwZbMH||8-zI3NNzw9dNt*>(3AuM(0EQ&Q5s$Nd<#*A>P4b`a+)F>Fdw{j z&isaNYO%6A|K#qwH`;lO@$Z=d-})y7U@nFMX=F`FNTxq%RnEl*2jfeAtR?M=t_!SZ#DYJbGi}>2rT{JT4C9ER-POZAJgCdV`O>q~G7Sjlg z+Qf-<7*dT07IiOlhZe?hU8lQjm!rngMe3)+vLZgtl=2|4N!mHl4HdgY^gE&12htK` zG?YG#2nf?{M%NO>o%JRvu?f!aOmahJdg`)fL*YfIU-N^zhfBh`m{boPs z*#t;44-dRf{Lpv=^q{_~r#0Yiq6#KVNeJdOcxE!P29I+QIozIa&Wu_$XxQ}PmIB|zN{`@o6ViZn z#NAtdiJqotQ-2i>1>{(hc)+z)RhRcq!96)0N|>&>N08DCQR$~*GOv+&zNi)i-*80+ z%fhY%n%BRx#>DFh195z_NXD&5e{D6h{h3ERbdnF^E(D>@ZX>Hamt=^Tw2B^PL4XY} zZl$k}qQigoNpBs9hG2zOW<%EI&bI~$16

XEuz#m4p&Q3A*)+*gKteIagX|5c05oNxKnuT{Ve`Z18c}rklVLSNq%lZzWgu( zen}?md!|c&GNi4v-Ni$0Df$qnL@=Jc#HfkGh9Wz0U1lls^yb7F6|X+LSpHfp^pJi0 z+0f_p-&JnaK33#H8pnvazI{EiEp*oIPPpwy^Xe>VXvJteKKF+Ku2vn}{<&f&wxA<| zNv7N>CdPdLau|P_CwW^Da56`rQy8d~A zTAUF1;%2SBa1NeIa%^D0HN7B zl?5T1TXBkosnzAv$-1&5*Kn&4l7ER=2y;G+_eX~zS>`AEtB~s7MNT~Sp^~q%9vmxF z7wnrbr}N%2^n*-M3ZGuFYagkTkiie7iT4G2#dpkbqYPJLYI!Y!Iwx;ZotnU$2;bM6 z6EB}%4IK^$m~pq=FNwlqOJ>uy{5fh#bq-@v(xu-UR%cR5qlFS9Nh^+Pacw7npN%U8 zJ0Ema6B?LHs|C#hE1hZ=kMu)Is=O0tY>cK(`Z(m2#^ROtaxQq>!gSV%V7LPcviY=m zt6nr6YCfRx4xfG-2(9fGK*I@RvY0TGjNK3sB?$8t8>*>A3yk#uKN)5zni-gFe-1!% zM=u4WMY0;T%3p@&fQawK5rsz1y!pZ?*nu2iC*Rwj6owV2KzE@mW!N% zNr%ff`gZhN@&1~C86*lpNBckK2&@dBOsxxtP?zsB8Ms3;n-`E`{N(;gpZL#4kP!G?1(s9LHK-KFJ9hb$VCyibr*AdG<) zjfLk}D)-!JcWs-@g3w{lzy0l#pe=d($$#CxO%mONu3Ppau(g-k2k@4wquNRF%hq}H z0SE9XaVgUT`apolAgv0vZ~<9ft$Jjo#4v?zvV>&@xsT&DF6-b#FT!Yn5(7b>YkLwC z$4_igvRrwxbo+KS)2Q@d)ToXHfzCl`?73#e4NL1en zq4$*0E#_xuinwweMi6U2n`6MlXJLN$8^VmyUc#CNbG0Cg$YpNS*XM1)x1E*1mExsb zGU@Z%U?_=j)x?N2Dk+ox5ML*QkZZzdsyrV~!UG>o9Lsy>(+Djv5V2X^9P0TUQFT)i zh{pnJcHP;r`saf?Q!O%qcb&3@sAO(j*AMtQ?zgfpU)2!{*p!Jzf-hXj!i*y8FxC=> zi7-ShBg5FfvfdwwKKzqLW)9oop_Dv|BExH?5a{GcY0(e`56ZdguAYbuO*j8zH1|z3 z?HD|wps8L#SVAB*u2aSSn)B4V9+K8vlc$@cyB>tVY>Uq;wR~ixfQMw^wCfO~^M>vI zZ1S)6ndJi7`IXOg;@XSVB~`lS_KV=kJwh)8YpQ|WTyCYFk~g)z;5Su4?$mH9Y&A^pKKCf&xT)G(V)F}I z9yY?ZI&@3RHcS+o3R%5Of1WpDBMkzBPPiP}Ls#s03YB$T&;zCtEo!p>Oz5x6j*?pSO5|U0QQS$OK86u}WKF z!ji0?>jSTsx9A7gAhuRYpFUz8znbi%#FY;7;=PB-iGi;)+2(Hh+dePii9gk~sIe=h z;2qH|$58Eo?r4owh`p${uA-*mNxdj3e-oAAF#=nUniePCr%=kcU~zlP z74RB2P+CjoXHf`dd|O`}fHlgP4B+Uio(vuPq3Whfav9F7c)NwRFj$1QiZMfCUYjV+M@4@f#w-||&-S^E$%>>P98osdGRaQaluRX!2a_R#&PPmH%sqrfj z4tw>+oxNfzCL~>Q^c$$XgK&9NT=#@39j&E$BXeJOe&iOTTk5ebPfNC4Sqn=ODl6kyik8I6Z(7fmZ|6kM&4S!o^ar8Wdsza{ z-d^smjeH<&0sYM^ro#uSP{~ww=!6OUfshXr=-`v9o1>?PPruzSW$VfLj;7SQySg`Z zJm21KYJj@b-$|P@-|E-{Ma-dGaBG*S;xpJPd7Ia5C&sJJOF_l6BhP>!m%m;0X2Re# zK;Zs86%EcLXnS)(0qIRLr9i8lvmP!Vt{)DlsXc*BT%djfs3duA@fT8Szb+}XE`TSY z;9*Grkovx3ZHt$WtJm@;_!ig#Seqyrl7;`+kSqjm>u|6E_1=`m)n8z%v2}*FO}PCg*cT@hbMd6Yb(u>V|ynz zmY2sP6OOL#t^y!FPj12Nx!n4`hogy}>y^lzhrNlpLagh+OyFf6uDTr2tM7iQvn_OD z#@N-z;qJux?&v##s$RO{<;F_+!`PU{&GCuptF1u0hl|sL@#~ZC-#LN52HBg_N&0#O zOb25NQ$CMg=Z|N_^@;U@&jwz13lq&$?4MuGCh+bd*S-OfCykX`F@Md{y`||J> zv_C%idZOlpDO$YUzP01R9GhX_KvGO@Ac+I|*da_v%l0GWti5?+8FE=kw7E$ixxxl}><2l9L8R;2+ zK@Vr>jj_)~Cv?m6vVK6&2ju(Ghn(y4?l{0(us8dNL_!97lIJl0i`>arGT@NkUl|Dy zVAFP2TxG1iLVO|hIBMQH^ixlz$A1$Ib9Qk!#*J9dJ>4=8%*@Wwh=g2szChYD&wYN6 z+});nc{J(jc1?Q3Dojo>rql)18i}gCv3z_@LhAwslWO#-*Drs3RozxN zV8tR?JQXM0;nfCin;v+eiEpS^NlR1spA-en$^Q#Q@#7=Pdu`N#H}{*7jQ;z>#DlTD zhrp+MgDx+vPSu5#f%+#`cvI7XthQI1AhqVj#?1C!Zmw{dxTk(4ER8cKs@MNP zQ5?E1Y07@^_=o-xQ#CHl3*1Q<{;vb!9MPZ6Fc#3fA=uKP`*x}bGLZf1`5zF4<3C0O zZ{)X|(0KQ=kYy3hSanbixFSZp<=zPfZS8}534@o{H9*eQA$kXQ!@KDb3%-^nsld zu1$#DOKZ)WlP<$v8;ff}K9F`CULX;>%Nl>W4m;Ol;bF%{nT*!jvcs2@g~pcs9HGMO zW+~eHh6N(ep;K~mm1_mB^d$Ew^wbFOuwNAERmh_@j$*e`zb~7ZtG+b;qj{WMit((x zAzC+=B=gyS=2B`q?nCZH^=8&cq!`opT|BZ1W#ug@>@4a;8M^LkC!Bm*+pQj4I=v+? zo56q8iIYkfvI+4D!KfPyjVhFFbl|A7$8O=SUnhO!=C*A8ht`}uX34&ZbeeRg7y(zJ zRboVcC?9_QHK6Q770H&`gCOqmB_7J4;9a;AX(P@_L?GUiHE3Ok!|~_&8am3;_dap{ zYGK^H)zM<9|2pAwGQCTtF4fpN+tR?0bD!2Ph*c(22S=>tJTxfe3&xndFncBnxo;X1 zQ=0{Z79_|^-5;gL;>v4j(7BL=nx5OTj8w^hkJC0y*P_6)LB?M=uQs7!um1w?$bw?J z6v#v*f+xjU+*q>OtAm-v;twKVA&1ojj>@)Cp8IaZu1|@zzRK?z#(n*jjF9F7eG#%) z*xf6BbAyN5vjp!;g3_hsr8S@qgR)Am-dX9gMlI+O@3LxH@vC?etDTVupRAwIEr+NgL$s`|{$99~%&pU5 zp?YDy-1Iz1ach4}e;Qc;vIeCbzWn1hR@|K#QWQf_8QLCgeYF$~HWd3A#PuL$xUz?Q z9&cr&A!+TjF|vJ=5X6jnP44($sMn~kYycH-X!So)TB9(9&0qwjUASucU=z1nIQ(=d z1mI7a=Omne^|Hw!mA**S7g=Ud{0-@h^i=3}^EB9j1%fE}zQ7A{tFbBnIS)bGT|Csb z1$Xsu&QR+u6|HbFw{v5;A>MCIL4p2hah5)#nv;MLY) zx{)E?bmpN$XD?z*)-^JE0vccW!xKDWQHdX^h)Q`&E z-Pn&!14Wsqr?j?kYa`66nhgnHj*$JuWs}27I4Z*uOC_|EzJclH)0VaseXz;52KmtZ zUqmPPqE0p^Ec0FIr-~GRXQA49o0#X`lKIS$BYv-yHHzHU~x?P8o@i=FsOfqENZ9 zO#EsRT+H%EeiONF;n5>)^syeL7Q9XVqgTnda^CF2gxHhEaN~Gc{`qV==8|?uq?$jW zE%kWf-gg^!E0cLXhI-smyn=I=oRh%Ut!Y4QV#rY|pha}0*#qZ+0Sf=YTq^Vfu(0IjFNrUx!g-;NX>r`ph!M!Ly#Eh%hST}acM zu==){AR6uKcZTIqNp8d_lx#O39(YdJ!lO1%_)eQ(sxqrne_IDt{A*u@qRo!TU?i4H z3-+^5<$UZ7N#`DfrObVC@D)odn|faT4wA~!HCY3P8Irf1e`>!DmZQ>_L=};}MJN!> zZ+P#3;BIHXCGE=nv3qgh7)9MI#vyIFX$JKO6S0=oXsPZ~a5j?4+AsD@xK25eiY1I2 z?VrJdhTKdbo%W<_cZ=z^tkki|G>J(varsmINjkHmwd*02rCB+YjR^*;DuPP>yj4TJTxbN z){)E_7fB*lqH)LSn}u!F-=DBzR|RDd`-W(kt1teVAL4^bGKvTiDV@Jq{xhW_Zrg4W zRw;5Je!m`(49FF*Ypt#UKSOwdi%4=AjcRTuVM$QH3dkd;C}+9F{-k{~z(&v+&*4#! zE)nIHXE%+~s_tyhL0*?4zzcIsEIMZk`(jl#IIYht#JrBPG6UFx<~^|o#5=>GxKeEF zTFa*zHTaCHp;iAm4V+T`KqYBGnxEXPXJ<&}zmNu9XgT1<%@s0I4^pKjP@v)`RA>z_ zF7iJ@r8I0~E!2bA{I>eHD1R*UGgXt_kW)ds6qLz^U0XsF{|9i0*Kb*eRE!;!lp{G$ zCBD#;^a}%=T_S~D?7m%N>CknPB{hYdg-~8t{%lpOp&zjS*PoCEJCs_$Cb2&XejQ-kd)CTV;2pn0s(F9f|p-Jc3{;eOHgp_p@V zZ8DJ#Rp{D_?xRAI!sR~{p7QaS1-`8U3K$7c6~CEi>XlzQ^T3utBmf9z8vSyE=#k4D zr_ytri)xMJ6$FY}J+Kls)!E`A-%O5Yk}xikTOu9z<72||@Uu%uG z8XJ36gy&1aXKIG>43=KHg1!*f^fP991ZRrD8*yRwf=toGytU<3Ov!d6(e1Lo1h!kw zRysV>mloQ~ne@`BeyAK96}7))TLSgSF#qJK@m?B!4{`rMplqXkFjQBB2MAw7VAWze z=sJPL`{EQ?hxWG(^<1_c+DK8Kk3lz~xA`Y&(6h~QajL%liuC-bK&ucQWLZTyN;JTI zUU71eXJE(pL=*1PEPY9q;7&WH>Fzb7SQP=?y%orv_jpz9ob$-Fq1f82X0^(%+ERLA zrAbODwSvBP$B?Y*wJ;DreJ7Wve4jT?W(qy)m8}|Arp&3UIECyqo`1nV#W9s|(qc8Y z2!)R(KJ?6NZ!fHjJq$MbE>yqJHJiUN*I!llJ`tdM+YYtYx={4xj31hpNp5Ph~;&$_EZV=zSerAFO|K@bYyL^uAd$af4rW{SlD&@H0N=Y1j&n70kGnaiK~-IA^Sj_GW6FqkNE#pf#U+w@xdYbuS@ z^Qi5V@1FhF&9}?0jS2((apYJ8RuH7VGZoUzq@i#-Q#kj4_Bc5j&gX$Xx#P?4akH^) z=z0zEN%P(-Q3kourMmj=`zH|Wd|rE6*uL0LDtgX+y9|Bv^l%oM<9&Pq5p=bs^Iy|x zXQ3~$PXz`a_rA*_4=Z~=)ZF0Pu8uY)%z$I)1)g|-W6plFIR+gHcF?Nl**6Ka%2q(T z78QVsI;4$jqg{(m{PFqH?b^g66{SqgPj*H_hrg9apD>#Ue6q3bG@vn+bJ_~7(va#* zvbpd))832*9aj@y%POMYe~Ag}-lRBu{o4T$-QGC3eOCuoMl!QY%fN&38~btq@aDoC z-@0=a-L3zV6Gc_+z1l7BGaa{F^F2_LNi)3kthX9#tiI3xbIaG2)Ukp3dON^XDyUmR z;05F5ZL3<{mA!P6@$vYy;PpuHeu2LrcL}6-hkTfOn{A-0o2BRF;Nsvf(p_j`Y{>NG z0#dy*#rF&VR|Ir<`8ao^y_{`Z*K!iRK8&24j9kw2l&{bzcf8)4>z-?$0I#p71ROPcUA8JJzOw3_)S#v$>-iE4c%ST^kmUV2$f* zr=)G7+>;F)PmPzw8<0=mHyZF&u=9EEx#9uU3sY(+><{)a7rPkei-BkIu3-Cg%jEaf z4&QRUec-Wde>*sL-rp`s{pE;eQD+BxCDwd`KfnA9x2f95Ubd+2<-`<>Bzb+?Rnn%w z-d36XW{i9_QL{>4`_LX)9(Z6uC1x3eS&ycalezSV&;HoAt3`JcPfAEJ+$Xr`$KRA6 ze3X=Luw}_VD$S!UDX^ZOw-23L?+?*HPq6}DR0=8|_aTpXpXY&mLOUXxNr5FxlFLg~ zT)7K#i@SScSl2rb14qwiv=E{0-e=Mbe8PJoVLix@Vzq+aSZlZWx4oyOlYXU)$Quls}gACpL@-`R!_yifC$bNfV>tcRc zI%|GK1F!dWwgD1HvUPeU1M7F{Bd5-@^u`r)8P0CtPCcJCv-=+Qt_QZV$B~~F={4LY zrFq@&4DXI^55R&Yy9TcpN7-Lz$glVGK_TNI(Cr(hX}6$Br*96#{Bq;0NA_eo(2Cv9>0O{n$)hd705 zM^>p9S&>pc{^oUgUE*24GJ9=4ygoj@pfj1zz^TxrQN`h)8R!_ZdAx9j1pSw&-zXg(B~ffj0SPH5cwDT;-8MpE50ybedL`kOo#oN2t3L5^FPykfrO<})F<+7m4XxGTa``86*cuh%H# zYNMQM3!^0xFsM0li{S|g1Z2y;GOHjmq6pbLk2OTP!&}7MAP1LR(QsLRbKMN1xsbPt zWXD^xt%vXu>EiCbh1-Ai%5+?!!qB5yNG{U*E&o`XGC_V=^ru{8M!|6`xVzVke8LMSzbPHY_UW-tlV)RL~PE-IS{}c$f2%il$@4SDOXDHO}5?Mw7hBM7Wp_sacr(= zUY)WLPTpg#NX(TXzA&~8N98a~1xcXvkf#(DK+_v8Vfc$9I{(GQr9^&Qow7mNtD)IT z+x$%C*|}F?yF2@*QQG{v9DBC9!sr8f0p!pAz71>SOuMrO_`fCckcM1! z@fS@|RZ7ll#iNPL+5949L9vOMIp^>}H4atQ!AHcOt@23+!*NXH+QpenI)-qhL?G(5s!e06zZ1p(3 z&X^Fo+9Xa7wwGx$HEH9D^C29>WV_=K0fMRs?omX4Y>OF=v$C~F84O)gNIQw>Xm_2yX# zQ3X&KH0u34)Mr-%-+N$xsT6JX4>>v=vWv9AC9Euz)3{yZ6q?3a{OgY}(w5vB4F7E0 zyJqxY&N%_<6 z@VrN5ml>>7N!5+_(a|RV=^P%6$nqm_Ti?EHoVN{X?1p84ucD83lJMF0F*+(lxe(=<@ zU%xPu=QNX=;;!ky_cYL@C}J=k=|45rMWh;P^>b44?``JZdYvl} z?wC8KP%Q2zim>`Kh~fNEjP@awQ=a|;7>Pedb5L!p4rZG(g3P8ER(~Zxwo9*S8YE&l zFHv85zGa}oY$t|d5aLNWPgs7}Tev$Y5BIr2*bVmVv(dZ&@vy5Y_rGT=)ha3LKauK( z@>rto(RHMs4inU6r?`&04n}0xXa5IS?7AGX04hJ-HGGIo0;_PB=6W0067ztrLBpYDMl zgs)3FM2rs+C_QV4nkKOC8rRV6Ls`Rer>Hux0kkT^aQJf#Ah$6s?;Aw^A^oWjv}Ew$ zDc&oNB`4#Vw$)Z&7rOqQ0G_M&oM!?qZpbRIh||Mu zKBUBYAzh(-BeU#*JKro=zIi0*1SAVDt-F zfIbM(8?s25Bw?|D2n-D|!wdO^$VJxG(L?32uRok|I-gM*vU`qy?<$>BW0aNR9LB53@8tN=&AS6Y#^qzPFotcH17!e!ad7|i+1y8 zOY83WGYUn5QIe7P2^ZTBA;~eEoM^>rX#@B^O8%`|8WuxiycqkImHrQD1k2;G<46z6 z@IGR^4W7JOJ}K?Hk`tWI@2!7m1ZlmG~arCmk`se8S%;+ z_&ucGqrN8|T|Bhkku0!$*cs>UqYv(eA*ACwsv^C*%T{~C!=@BkC8^dJmNY#rs>UI@ zT&e)}T1UqM*@v_+X%rKvQpsUn5dBVJz;=BHJDPAeBrvTZ zx+%k+1fKNboA;<$47sQxA*IJh(W~3MDyChu#cwu82(vC=&2IkVVv{4dn({AEmD|$` zPoG^uXxX`k)5*QPZZ75zaF zKK*=oP+L*4$8bf;c05t1g`z+GyVK1!Nkw0ox+773e|Ct;f|yg^lSZ7; z*~5=G)x2!;rOog6rC*^oW%Zflfsi$3WzG7YJ&gZiDx7rGmmk( zWuB~e%krbWB}Co9VMR0xK?jgD;{M5&A$S_AA%~$R8R~EE8d{kNw}l+vWRIbd{2w2| zD3t?B$})*NL;y%CF)_7z7v4+uEVzkkHAl1#=WK~3HBv4dRQ|K3`K;81YP6s>cZ#F| zfLIe@>YXZ51(tJVf!es*vh)~JEK;v?LH-tGroN_L#-f%z=3()dEf%SM1je z=D(~nM`o2tu3;O^GX9AIy-g#H>Z9U47ed*)xA1pfSATw>-sUkr`;nPVVeFb_?Oii+ zA@#`IaqAuZVZ6%&S>;uJ(i2Uv4fO+t;jZivw|=AoqS%$26z+4 z^H^-hf3gmmhh-V?AYEnnShX+k$7~8EUuH^#k-%7eM|CE+P=ufVTIx5!)ulah(TNQW zFs!8Xu8Fx3@OAuvB99@t>m$5ACBNJbe0r;B_0vL*6p8XSREpwM52=JMsMYcXx|J^b zL1auPc__DN1d4|AD2WOXk&u33R&f%o{1r9tM8x>IjTRrtjr@URTK~yzV&5r*`G8zP z55C%k=1;kAj+k@0ka`@=xcD?2KyjG>4IaPsaz|2pp9`W1JN($=o#c`D#Z6Sgf~W#V zGXM#v*XxRG6e}&+fLbrOPK5r!&bVK@!Yz((&P&$_W~=X5O)Qk;o6C!2*SyAfc^nI@ zJZ)72JU(#Cc+A$D8H3Z|Uk8hzn5)-lW$Cu~%&V$sH!l$hu)rCmz_||xt=FKTXe{2HdahF?yvTo$e?X?;FpcDe8J_Zh#oPKrfsbgiv+jRKxkpKh6fsHwX8vW zyl|3XELl=p6mHm8wa==QgZR>1KB6K?AUW1i)+jPn6>MTtdgqTxTYUqbRy@+MSGB{# z{^rN}wwO0{A(`yVeM6F*99SKE{fhfAC$?%oZF_D0EL=Jd`udRhSvsvKeIzdO8F|a? zY_^Lblb(bHomZFajq4|Bvtpk!sooE(7beTORjyghty@iI*fo$U5zl;w;rf7|z|U(i zs9ppnUdzn~T0F_Ky+QcuSnKOp$ynz;PJQ*8V?Zm?#7U0d+S+<;vFP79^>1RIQ91aP zZ-XW6Thkx zSr)J5x7u4HBmsD-O*J{jNA?JhkbG1gB&! z>%6&$!P{S^Hc1Rf+-|0<7MrSk-SqBr2;_%)mPnUx6H>IF3};#`ij7wzjCrQ6epKj1c7w8;r~t950HN-w|h61(dA| zOD*UxkMZ7g;RKX1OYt@Uex@JPmoL_?PBMJ1ENf%-@--WY6U@{mGhPUpYZot?C2^HZ zW7FO(!PXg+oN>j7gtsYyWom;=*vg`EXLBFLoJUC^(70O^ZIhDk zo_pU!=w+|sg5A!(4%}D=l78G|Ej|qr=$J!_kms;^fPYHF=b6zYAa&fYE7qY+2$nh2 zX>OLC2!K}<6l>sIQ!`{618r?>pca%!+>5bpt8-MWmYP4w_wsTq(N{Nq3t6oREoc7? z^c)`IBsNZcmm+jOI@UjZ7ZW8$1v4R%GvQh-rwIP>j0fhe=O`RygXjAJZETAW@$@RL06Q39B1*&x}=(gT6RjI$YiMcskcZ2 zSS6IKD7f%8OM0p>eqSIYkfHV;?O?2gX)06C%DDNprlZONCMQ95w!T1QZr;OFdHs-J z`+6E0ofq>RY>NA}_1_h|&#$zs`f1(XVB$cuAWrS@vgoZ*of)8sNpL4h8I+08RZYL$ ze=6$XHBY=`6_&9Q>4j4ObL?7J%JNflgMOrc;6)YBpKiMai9WQ@p6ehfX^6-|ucuKU zt|2QS*p3HddvRUrQ+c!^`xOghud^Jt2bzTwMHllKmxifKzDwPbB-G7Xc2lm6F;K#eL(~#>D;9flu<8#TyKWT^7=2dv_$B( z=69V2aUr1}ET}NF3EjKOi@KL-sviRngbP05ND~IOe%P%4fkhp8Jfw74=~xj>XzKTc zIp6T`pozoel^7Wo-bhJH(>CUvsIUYcQ-hPeCya>a--!zahp|A{ z*?>5F`qdU6_z1ckSr$72z8@95c8&6UZus$^VgED-z{i*ObetZZ=PRq)r)Bx$#K#-s z5UTZ6z{1660KBcCPLr3ez==_`Z_o3Q!iP-4|ZkW#}DmH&-Oe~BiZ{xE$U z@&iHnUmg^N;#%tH7)@5=lKR&XY=eU#FbPK?;)n7k^T=1+fo3>d%#9l5Bmg!UJkKX# z6vfR_hKX;{AJRMuL(LtBNZI1GHAUMwRgk*h^vx7x2YEq@BOepO0B z0(eCWh%^gx#$#!7jnKp3TQDl|j!n$O5iD_HXyMF12z0LH+nV^LRCI`}XAH-MAvyMv@3i?$qnQ%jhG= zHT{v8*D; z+A|%yS%jQ$ZpUG>lm86mWtn3L0r_fDRl;Acoiiy+8FcV=uINsXm827TU8(B2U8G2w zpk8~C6`r$uX!a=*HuO%uAfj%}ZN>ii`nlBarbFOQE0Iq!lrmZJg%x+ypixJSSDlsQ zJ^9Kh2`F#QoC5%X#s#$YsL>sv3p;~y@!|fG+t{1)%I!?KfLIpnfs1^Qm(Rf-pg|FRJBVs|T8emfE2>r6FU38;<*eBkq)*>rva zfvV464mbAAy*s+J`l5Z8e12cP?q9u3lxHfY;z3_$E{`~zUysxls;sY`-lhe>g^h zEqoeM)+l_^yB(Iytgm-+b_`J0}7La9u zi-WHr<+sRya}c=Wso}AvtF09}_x8L4s_=QeTNq1S=qB{_y1HJthY&HUr)ofuhpnN>PloFFhHzcw8R+{`}B9N(D(-&NS}9fU9@58(BpgVw|{>jm^TbURzP1fOnB z4o{D8o*}2lZh_$bH)GJ$qD3)q(x9TMK=ffuxE_4ozIv2%aO2X%-KwKe%@iZpL;Q|% zyE?(`yL&I*xH~y;FOak}y{_LbfYO)`x@^9v}*Hv<-9h zLbTR}30bKfbF@w<4JjE6<>EoM)?J`<7TO;a;uquR6r1RUipIzY#TsDl(24-W*aRXA z15$R7xmhBObz_x9gU&-jFuS7ktKQ6li0XIRp$CujuMZ!58Fz|hq4O?3Jev>7F_sS( zzS3V>Q*09vzOB5%W13fYhMkJro~vU_p)@R!oo?xKa;jB4{?!xqTd9%=z^ zx8Dvf^=-PjMAg-9HBXPn2!#JmaJOrKpca9^5@;j@`SRTC_Mz_a*$t9;e~?Mk1+7AZ z=y#^SZs;3sJUHO5m8-NstvxRnc(HqF){h;i2*cXc`RUtX-nEIt$L3g27|7`2i~Z}X z2intH8BTZNOK#om-rh>_kOjo8I(Df%mN+C9e05IT{j9F)Yj&&AV^GV(?;rcvzMx@X zNA$3ASK6g%H(3QJhn7p}ye7L}nOY+t=Ip+-UsESb2&o7@+y%d!*(=BFH^(|oGTC!3 z6_O}OWWUZaUf1*R$F9Vy4ja(vQOP<#(D-OqR`+DABjV}<7e9NJ#WvoM8mHbUTC6q zHtu=YV*Yks4Xasw>sdLVaHddug`5Z4XuQt0*~c6ijT3r*I=Iq$lHO& zn+x1Vh0m?;%k7fy+t|XG*j8M z|7zg+fJng0kO;lK#pC+%9(cNnsIa)7WTd)cG2Zxo4?*UUvE`28Dj!4i7!Nk+-|bP zn7mY8kW4)Z`)0P5$q)Eq{#xA>ta7E<(uyEVm5&7yvuD>;6)dZ%rt&0t`#5`Vyqy|6 zSEai7zP#?6$GL!DzVpA1fsx~6XjkIb!`3^Tm-mxZFi7qUWdBHI-hUJ5-#`f`0~ich z8IHEMl$t4I_MpZIGlch~oNSdxnO6Bg@A3(^A9wb7_eR5-_+^? z=fj)t{8cef@;?&WSi=N zzS-|u(i!aLlDsoHJ!f76PR@RIXv_q>GF(g3jO4xz-gViEz`=NzqnuNNr8*q36Vjff zTloVNH?NvX&!%ju@i?oq40e$)@5WHexdIiPYVAl5XYJ2J2WxW+v;zXVGg|Cj7Lh1o zPOto{&GW>6ga%^m`Tmh^`j0g^km2BC1YK9p zOUkP{hHYzqUsD~8FOU9e>QL8ZgOHk3ycxf2*t)by64FZ3F*<#Nl{uqdS%ijcrEQ`c z%Arh8P4U^?vo+sjhto8$HE(U(g;kkp+&!4JyZEK$kVvolRs?N}R%+Rf8c8>gHZe8R z$SPCH^;XCVY>_d}25MlHf5tljs}faca|MkSsY2`G@jNSzl`3hDepBN+m}S9b<)?xyKNV#8sUXWw1zFl< zQlKD9uh1ApnXg+G8%r_69#K&sMq1^#1XawR+Bn0+1c=l0b4G%344_`4>~q->6Xa56 zav+TEHX7M4bYISXV`&d=zq{(bjCg7bS}NK@k|W4SO&2M*L{dyDzV3hp28M3pa%vM= z=jMmnh8EA(|MKGOY;#oY%uVk?%UPMdRA7$;=9jUSQZTU2;R?97it;ZOAA#YERV3Pp z>~PKh_I}#7YksJ@cjNu$D%z|1a{JR~yH2-#Jj-;}w0qY6w7uE0*x9qe$ewi@JRAQ0 z*;JR$hEMrS?ca7V$Y&iHJR1n;*@Q%&4W{7PoJY7p{t$Mvt+KA5?dw|ioPp;#=yB87UW)D&3#~83+EHtZ-(=20D4;QGbGn| zUGpqx84?A=6Y~wR1?R5FxMgG>lwOjpF~qoIv>MeilR#ax@3?U>dYVj1AKkb1%xVjU zt$=Mo$y_tb9YycouN$HHdZc(QSq48>3>hjJj5I{HOT zH!(ntXZwQjKCvZf>FgE?oRfz`7*zuk7@%`1?_F}fQD}`=<`@?mORjLQ%0P#L^G%%9 z!?{puyM{2S#E1zM{}RVT1;aoTXd#XZP?m*wx(lXSR4i}|b}CUbaryTJ7!Udxy&u9^ zHR|^Tm_U#^C@C5DV@ztv7Y5We6(MtSH#XmcO3SntWirTB32H5JXB8e4ILG8WKBxQ^ zYHLY6bRTSqS5pPEJSAWDQ#(-1I~wYZ2AJ1@#L3KpVF4!5LapVfoE~uy_)x+E>g{r< zH_s*2oEWN=OzL5LH@Q{AB=ri;cPy;#oD(J1H+3=-mF}Q@1zU74PswlyrsEHDb>0s$mSO@emO>fynUCSvBem3!){Q`wYwp%k})2`~E@}6REA0@pD!;K7&fAYb7BIwN*pt zIXO&3=o&tgNN7@N*I3aguw+>l)K`q3tL`51lrJb3xyot>k4y01Y z1(*<&dU<1XjX1eA_CjnB{>GwgP9X>+2w^I*S&P)Q-l$n#tY98BR*V3}AWL1VzzjfD znR?$nP;>OV*8_QyyVj~mGcE2F5u3%hon~OBWZWL3Z#qa7F*icDE$>w90pi4_;9t6= zq-rQ%r&|n|P1|CI`77zWeiLgMH+6^6zgnCXgX%=3QH~{0nsjpmalqz2~Su3$T+pzRQ-^Vn%!Cz6m@N- z{6kU}txOlY==qzRF(&jkBiQ61{>G2^8+9jtvm^0_#hfX|ytN>^dN{E7w#A+&BmrhtjJpnIc=H2 zJT~QybThQwcbUoSG-yqwZm8%Zfku)z9v-irKR^Wahs$r*UeQY(&aQ_QH#1vm~Bcj)O99Q zvL=Z%Y!8PtH9A+bzY1Ufw!XDQ#y9m=^8hK0WJPfkH6aE2bUDyZ~tiO6J7G6&U0| z?!8@1pSxK!_SCa&7%Xt-3Q%U~nCi2jP~uPwljI@COBj4iTZ9HR-Ly4mP}5BviJ>A;VvHI@1VPTtTHUnKFAg{m z17s(dFx(}N4lSMCLPh<=%NrAd67yW6mN)Hm@Swf#Jv@xb)dNS&eY2r95T31TcF%gQIm>rB-B0(rqDT9-Lnd0(3YSv zQZr+;n?)^7T!IFNQHik{%8M1WYQzpS?iKOg`B~7Mv;s}Z9FKujW4U+9L;VZ;Zd{^; zIE`9xn*r|KFKsRp=fsHLk|5qxlzjC|ys@KXRDeotQE!$*q_(KF9MgBvO=HB?ygJ&a zot}kRJ|nB9B3FcTdR7%w+7dLV`KHcgVlXQ83s?+tD49p4-e*v9KMiV+1M!{~Og@oX z)i6mO+FT|kdrX~hpxgR<#}YKTgQz5j97ajUz-B-stUaGaok>gdra_H`^PV4`Q6JYe z^{_D_r=>I0;3yOTn0bWX#C>DNOONEpgN;BzR5iCLc?h%qDPbT2t-3^b&+XBdf7LqiNKrDf5_88qtk zRWS6!_%HJLF4;Fm<|XI*&lEFI_l;3CYDa>YZgR6$FxoEaN{RtBRKQDH8l#l$MoRZ=FZ zgXDPcbmY^v&S-Kf*27Tvr`h@YYLOEep<0Z*U_Ojmq)BCONu#R0WU(MwBgDLNhmabmMbjZceHTf}VGjVE5%cVKMHFIn8NL#Yuc$20caHoI<2M zIVJhsyK*uiFmC~wsid5oikF2@e(G|HySa1oLfp-{T)}W#qgU(oi5EvFiiW${$*Q!U znzdP;_<(}rV2vS=5Qk?5uz@pfxt=v_;`1mL!fGxApLY(2_Q~K+=X<-o)n$q7!9Wh|eG4=9~76pM}6USYdSm$}q

2}BxRD4pCWu`p6Z^<8v{(H`l< zO*ieiO4PW?BLmKq0jxR;rP8uNppYVQ-$l(DYK_sFHB=->4w*3Po0h*BwZ4f7oKbF! z8Y-fq(1I|PIsz^l5*5sFp=@f&kcgHg4!6FE=NmQdf;N?y!5L>;Xy+S+TZl7zILuVg zu2Ewq%zV>^L@2XH4w(?sO&l7)ARxqYM$du{#M6z+?9qmTs24TFFAZ>NPMt+A7YY`A zA&GJ&v@W#h`bPCl{ocKtO~uW3K{rNB;_L*Em5ark=$n|sxg=UEYSvKbyr2uEC2=lk zQE@Ab*n6V@GI25$gVw0G8x%}vmfXRGn(mVM4%#>n<4DMj8YaC(yJ-%kY1C<^s=@S4y|D$c#Hdvb zgVl(WnV3;i=MxcKFUjDXJCRCq)M1nw!V1ll2r|i_y)Yezm7v7J^TSgj79BN*G>xe zKX}))oTpX>77KpNqlKp(HVQP*aw6g!Si#w*9`*ylO2h1F8$Mzm*sW0vZ-FA=@Qs$xh71K5JTM^1woEJMBM|W?b8Np=}WjiZJokRyUt| zzly#!^7TSv&3rwG_Pg}(ch`ku!S46u!Pcfa+CAR0R&4Eu-*k|bS^H3}peH70z<^gR_b#a<&zh0k%FZ%hS}qt@L3l;Y#+-jh zN|Nq0<>SB=@G_vH_RiDYq z-D=f?Gcu6{Ra39}{6mti`XqsAf7NGK1l_71+dp`iRiBo`Eh~9AE*Y0j+lNxg0~1#y z!-0K{?RnlLD|5n{4=qLRP_GV0&M$MNaBfA;Z#`Owsp#>XIs6~dF)Xm)V1R-RbIt?_BbnmXOQN$-f-7b{-^S(BojV5F zSv@I9=LS3p2P88~?9?N-j#vh!eB&|b|tfk*68P+e2IQW;;aNvUU9H*&j<^5dGhSl5)uqv0l;xNpUb zmt4&l+Y<@ML^LLU9K17@tK^LGI2R2+~PwXLSy?hzIyf1l>@uk=m%^5DYC` zM#U)PejJ4xX*a*y0|AV8lT}nEA_}RQE^GY zOgnB==F0{qqT?llFqkz?9iMT>xOQMV3P`==jN_zE>{GmAFm9PVo3^+s#Y{LghQMX~ z3feYmSBe8q)UXj1BNa_=)9N}dQYea-O9qF;Nf^{S1&AblFp?K}k3|07u;hCr6mBH9 zZzykCa+Q~Sr|>!1R$MNESn4L8t%~OjOSn^T6k1Dd=5X@TPkBMSj^;F2N4nHWrjNS*d887|;9+YyHgs10w# zrnM+~E1LI1SvP7|jkqH~`dn8gE^sNljK}knM z*n}H5XEHdUiDzFtbq%$~h;3@g5U^xmP*T@$^IZ}<5T_doVuzA_ zqkIW5Zb8{KS>>V(756;Of79YroNb{ELUDMFR@V&NP6X*vuT2Jh5R*og zhIx2UNtI4iOnB?$oWg6=K6Law*>K>Im)2=Zw8#jZ$z7Q_lkChr#@BiLdO6xTI)1&e zUB3gy*NS~BJzaO;)=LqH#YVRxUX1%2rINz>l?V>p7aiy8(#(ssW~4b4`karjAX6v)h$UEBfEkDCmhK2q5$b)-{Pc+etVRj^Asy5bUMXq==g?uH6-*L zCkeZQZY3%CR=4DtR?&u5!* z(H@MO?7@0w`B)c#twtZgHZ_$71vkL%RX-S9fS9H(M55bjK7H9hjJVyx;gMYnFl#E77*VV0XjXj2Cs!9Y@zS%v=PirzRgp_9)Ia;Gs&2_cu!*pJ){yDA zw39Y>K3(z{-SNwNLMq)KauRh?F+|^&K~FJhr-aaxQ<_P-BPSWxxQ4$XEh!cAY_QUd zoxYyp((c~>P;APYaO%32i^c_6)X zwDS=GX*2MKR5N^F5DqwBEW@J43gVzc9qA48mK&wXHDl>ur`C*g?xU|6%a=<6D8!61 zLCz_|wTxzrRl~tYI9cc)IB`7AyDt%Sf7t0a?_}ZeeHr#tA|d5Y_9d0BCA*h!5tY)2z_@2w80r~!A-?=^^F~fg^oFxA)GkfMO%(v7=8;m< zvN>w+;>j5|lZc7fu;V(XHE+Q&ZvaA-DBOcHZ$;fHalB9%LSZm_Q6NEV+F{`^K!eVf zU?|3QPQA=AzMR^;q5LWFLc`^OXgT+h@U37Th}f6orkpxR!`W8ikp}@P#GNZqMg|Ea zh(`|7C=7S=s#X&dY2va1)R-L?o>D7Zxn*87|Aq_9Y27K##8Bf1ToQ_S%7tdq>zP#_ z$^B_T<7$LuO8J@UR&=4!>N@WA0ySpFz&COWBbb(;ZY64T;Z`|ujV|1~4f3QXDkV|S zof4ZjP5i!Ga3;W++7bY&sBOjg6l$R>$((~VUc{No$Q7WSc>vy&8bDz@ z8uc~>lyxJ{M}V6MpuN7ti!>yTpjLLvY`ovB;FMbIs8kGfrWv(Of&85gDlDgt77DsF z%@-OLJM#NNDQ-q9$}B8#Ff z5v3s`CF+fT80<=({6k?0;vGQ+Q?AIjh}1p}m6G_35|2eUx#Duo#NjdFuIf9M>B@4? zksPBK<^0r2!a~xXmtc9-D%KG9o|mBY#dS{1osAPaG0CikX;gq|l0|lxpL5j6X$y8~ z#TkbiChGz&&DD9ofEV3W?1+{gprrMD7N0ZuoTH4)XJuY73Rl#^5p(ow zWg~xb3Rc{&87J?2{o3=Iq(!5a5cu4?NaD__+lL$he zRUm-cm14$CjbAXzMqI%QGj4KKD~ec)x|5=Cxu{_+YTGdWj66_4In$DnDfv=Eb^cjt zd(qBO+FlaF5Lfd;DqKn2N*Lsq|rQv?TN?)WbCNBR(T+)lu zt=yU9GfBSKx`!7k3A6Q^gIT~1Jqs`c~5;H z%@`}MgC=j(@Q6w~6AJ@83})fJW~3SD`hb}oqv29U#7^q3Ekb2`lcI?#^g3uNH5 zV=>NYJys8Qu&!a1GR7!0NGI3@7Q zdqTe4A9lL>0~wR@eHr!?=X452^dyxIp*xZ?Auw+Nr>V50oQl_lP=5M)igUVq|3aM8 z+1gdZ-I8F)jIwKSvY{cJcG57-t(vzXpLoNnv3q}$SM+=3{ynMb)pd;kR3IW6n7i^Wxqaem%eQrd$EHpKe{@8^-o(QZq}t#abS zCrDi<9y!XyP>&op=fs^mFxD0fR|!Hh#{sOGppseonb!x;M1xSS>Htnc6 zCpK`nWllVBSUg@Ro!n<}zdEOm7;r1CB#0u15~z{Wnsz5SQw9)h2@X9Ze576GMeSS3 zm4?g((K5*)K|66S2xr=9y*V-^LK~{@iriK!uQ)|DEy7hP%(sPmFJ5n_*u zvN6<90)=D9^R6fmMeI?FTGyiK?t<{KEN&JC1nG<}!ETRC0Mh1TaPM}Axuq<`#OWBEx)G;i1dr94MG4--vN0mcypiV~QRzS8 zq(spdY9*DuXuwc3|Azx`W#8-&8#vrXjgpBd;&e>ejT$JwQu1XUb-;kqH*)KW*?U+t z4@Eq39CW32=eU=s#JIU2f-AZUu53o6=$=oUz7>3pN$t{#B8id<4VQo`Xkn;R5~#ix zrJhcoy&*bGG0IJ0MRb-yCfUE2<|DCEGc7!y$NNJ|K!Y4OE!UIffk_*@o<)sH%!N{R z%2AyYGfyK&PD?IkMPSN$n=GxcxWb`U8ZDn3PU^&LnT4nP!K}2R)|J}8p_HALP7c*~ z(HSqRZp2bAy2@o>v4qJ?ZhKl1KOB-EX41pCw4!tV=Zm4J9jek0^V=Xw5KyD6D>47{ zL((^D1NUHj8nL?JIxlHli$bW9@j_XBD;h79%t=ry`%f@t9w#p?|1?tJh@tDl2~dkF z95DkmG7m*;UQz3un1T8MWnGCGs3~)gcc%PI@<#8o$<8Bn%u*fFvG!T6nUq|s#7m;X zu*vEq+t_ML*vGMieU=Nx6$EdJoK2SBedIHEhG+6Q=2#91HDhEa(1A1~$(>tkhCpkE z5zIt#KTWO~8FWmo8R^#-Vtw%y~^OpE=s9FbPpw998-%7oVw-7`NUy)@#NCxV(N$G3H^5rsc+OZr1^;pde zGy`>4Jsu_lb=oZS)noaZ894P=j)9uAa7I@>J{tz=bWsEZ!SFai@XLEb#oQluIxr;T zRlYC7o?@U*l`7~-DvepXT-}N}53Y12y=JN}CkX$TbDoPC*G1y`?(V~@hhd-2Rk2EJ zm{eYEHipY18usa!{|(M5Gv{!hgvP=t$BA}l3+b5D+J!m$(qZI`n;^-kh?xT9?`Mr0 zG$cq7h<546HC*L_QJZ!-^QxNCRInfBvmD!+#q&f*;nKRs)Ia|`H`$p=yWFlBY zbixZPIM|<19p{*#Yn*YRs7_x94s!H-8=)Us*9^E34p?TM%msrbrX7`Sv5r~Ig_v_l zUP{TdG+L3(xMOjV&C+z3@DR9_R0GFZm%zBPDo}N995Wiw_MB4)vI6DRiG{;2ajlsL zv3sh4<2n~CSm%h2cLmFW_G;G252-ElMkzsbpbyt~0HCF)Tnw_F(^Geb54Z8^N6NK9J!D&L9-yvrbBr8y5$0iIdjO z>Rg(5*b^370mP^s^NQ=-JCbG53w7tH=tN6cl-e6IFOI^DwEhIO#;N_NV@fM4i$Ev1 zpW|@HdESf`s27~@xDU%aZ{#ejtYX^Q(B%LM_Kh-av^fBrWutYZIN(H`^Z|>(ofU4L z)M+gnhZxhiA4QvlpC zuAR`c40_RUly-sRgie}i^VL3TnLOXHcodGCZ(`em%kt6Yn=p1w83yr0P(@G^sZm9~ zw9!l$?y34NnaxH82gGj>a3Gl$u;J1!ASA$cjtaP-ULlmsCsV(^z=ea<$%k^uO=MD+ zHU`Hnaa!|&(>CzAUJAs4iu-FrF9B@$hBAb0^Cmi)|mKd<26rCDE;9l0z=2uJZxIylEAnMyiXbJ+gN7Iyve2=G@@fLF&>sV)l84P z8eh8au^k}yYuv;dj_TVoVXd>DgGB@AuK_U6vnsTG7h7N`ffJiEoTABCvO@79N=~e3 zC?%&Ix3$a~;pIHHP1`qa+yIol5P?e9Mp91qYrcu05^CH9p%S&8gBT&aG^vEsux}rE z1_L6udT;I8Sh8zzT`M?loLwsk6lrBXmhxG8+_*LN`GkPD`KI+_CHuzBcga)-u^%gl z9ZL3%^CiT3jsK;(<_Y;-GjCO?nSbXoEarFz2{i-EgHt}WaqcjRVbZ+mTgC8b z#ehX`zzYX*y&#~Zy|c+lszZ;uGtJrBSFGG>q*JVhaBrwr1L95zeq37(NR(W;a&-F@ z?JqMq^*Y|1T&E?`AuJTJhLAHWA(@V+-TIV+QjA^V0|vwTc6@@Iuo_)QGvy{Dwf@7p zP~9K!Ur0TZj)l=pyfEFu!YT{O4O)o6ysT&zr(0+M>q-xrd;`K^+b4~C=c^A=Gr_C7 z#RI(CpZ9-c<8Gk%Y}x}jia+v9%j#3}P46cf1m0;6w~l{BpM&$8m5G~2D}kt3X&(M} z_l<-wFCnb%kA&Fv<5=~4hVh|bs;7}#aXb^vgTtVHb> zeK(vv*S#$KR=wf|((Uc~g5GJOZ>DayvXx~C2}~N0+^!-pusJ)J^}mwG&B+zdss)H< zm0p+^z5d-c7_?IHM5Ua0#athjOseJHh|He#J80`z z6(n~@?CF`@`j#A4Gp6xa(=Dveczu9ScI(%NXw`3l$KV3UehWl$2(W$hbc1PkmB}UD z(OtoSGIQYOC^@tVY!M%d@n?XZ3wAdhrdwY_(^ok9CV@vIRuFHlb1Y z8BGAbr>^h1nQQ>@O&VE3=fPBCFro=sq-j1yPVB^QLcLaujaak&JOr)Vo7i~o?MNWL zNd_FoHy{(xZM9-|-^88q3Hfw?1a@^IXWd2gyC`o&(WUJUeFi?NM&bbhTg7Z$f65 z_82S8@$#M&K`2|5a-*h%U7aPEwl z^aa^DDXBHir4VyrAblw|&a^0g!g+F9 zxQ_BEv=fet$4SeuAY)?UzEQeH>&J16jMkSb9`|E`y(&@o7pHC1zzyZcX=fZ2oKd4E zY$AfxtfEXCWxWFAu!#XgmB=za$v?6*D<%%BQ>OxOVkeGDORn*fIX4_wrj5ptMxENe zU}l^)^MrJzw0wOJ#jw)yGZuY~f`iJmFB5Rag&4Kr(l4}?V3Y_f_FZs4LfI4q zapDK#PlzkQpftUx(1}^xk*Pl7bQ|sk4)KNrRE$tE6sPuPsPqf*Iha5+gOtRuU8uc3_42~e) z4N)@NSad5ZE-I$YE)#B?zH2p@B;5hkL5WdjxzQxp(p-W{YNouiz68;@5<2EleX>OD z(w&d4y2ZtgnseeB3S)M5>4A^B^`%KWk@`m5IXDgNtq~<^!;HS(xMy=t%iD>xuEYke zq;*9aIAVnxOGqtk;E;1p%Sv2W;V@z+9yxNIQ;U5BN-oVjJ_@4m*_{8`q9|&G!?{%2 zaxq9GLp*X5m{ZF55=A_a3Rl#^5xdl)j-@1YE^1!OS~y(LK?j>^Nt~b$L@FGyKOcMDanJlY@tkYTj5lhYvKRHJv_)i; z3d{h4l_iSEQ2LcSmvl(;W9`=pnN`vuOO8xOt2;*TbD&}&X;IYm9MJsF$}nZE3W~g1 zNRFKI!7`I;2EoYZXvRD$?lfO7rDlv- z`U7c3uDn*%42{(cr7Qz44Bm)bGcx;y4q0JHCMyZ_Sl-h`srsswv($t}r)72=s@5TE z4CRV+P1G35bCTPLNCENuR6}EOD&|xrNY}dR>ub(`l+xGbs%VT=;=5H9jh(*!R7PWJ zE@mjKN|$r#E9~-BBXJ75SRoBNRv~btkj5N^{i*81)Lh(-6FjZM7~bb`-sYG0gd)2? z>||{lI=buoGVDoa@RS^SqDtl~_9)b0+6`Aq$+W19iPt#~Zu)wP8N7S{LotI70C!qp z_G7tufP48`v07`UwRfRdEN4gSd14)b*0KId+&ceI^FQ;T?E#9tdc%zL&LvW+2hxnO z+HmM7Uwg^oTc}vS;bBDiJ;J#`dpvqtCzl-L7Y%Ym<%lr>SCa_|-tgvIJN6Fk7Wtp9zW$W|nVO3^3Y&IVeT7~AtsYKcm&^Z*z1q7){->+3KjnX> z=Hiz5pQLtTqWkga{JtbY`om6Q0lK8deHr#-{wL*4d!kAgMeB&lguuK7c&*Z+aw=XI zB35CXx}M7abnjoPGF-ZJV(P%N-zc}XK^jg|8O}))D|W)@6T6_6W{-gzF$qzjD8Qd< z183ZV1ujq-&Uye?LU1#SHHUcIU|F2d#?2x)ATG{Uv~#C8)5bVopfa2VM=f~pzCfu7 zKI~jD#rmio1pkS=08&UUh6aqLP|A{ zh>ey74kvZmQWw@n6eGPTLHuXqAw*ChKWmi}(7GeaftKFI8CR0pMf;$#Aygznw8d* z7JYk$TH__{3vEH2l7_XUL&5b;Tp!K}9!ZsERfhuo;QC6s(mjNI=<>(7uQFS<2=)W+a^3U#1RH0^~_H{!GxYJXwb zoLfP_Ok5uh`6`9jykQm^ad|kLt``lFNKq>?89)sqP})YEWi7e|2iG}mDgx)wXtRyD ztQ+xuR@As@v&*=?mn;sKB)FhDD>2F#Yvb_{5u`0a5^SYrT6jLM!UZi!Fmm9;okwbB z8+_ud+ySJH8aZ+4q_X;k>ztO3+s1k>*4q@3$nu?|RvPudAI_B1(s7ryF%PKog33;9 z-%tyUw%Wi$n(?9|C+<8}6#=u(=an0vttx^<64Y~!a%n{suBclns_nFu;VcB7M%W-q z)Khst0YlL#F9{w$Cm>PQp`wgy$;h18rQxJrwDY1~g}C#gNa6v(n4c8xv#_p3y?M!0 zP*K0~fQ$@nUAV%DD7rbnGZAZ=KW(4mcODVz@-?0;2U$q2Rk6BocC5w|n$gm7!MK9p zjlM42(hQOxF_fpvmuMQ>1#}?I7^}`C(3)WcGm*THzAhXAFYz4Bn8z);d@-c4Z7T=T zjIlaM=vo4fOUA(|*auTf0OgL-yq5d4wP{DwSFPpC7VUT)hpKfzUT`;7w&)hT;0EAM zutIA86EFDWRLr4So>f*i>px2A>tej%ZmhP-EqKAZ`uY5p?*CA}SnhP<9*nrx?2oYbE zm@rG(siz!gVJwqDTB-wT!T=W6Li#x;NR+amoZ9Fj%UpW~YtnkEDaUnAEA{}vjP`2Q zxgB^y#)Ea7Nb0!04GWw*s?%{oa%O~-dX{;kwlF0ZTG1I-%y`MwJXc<_Z)zC98AN4# z)-iW-`{E!Fbkf>+FoM{hp@1XpjN>2-^^~LH6l!ORLXJi;9RO?*9RWQIJsp7H=&)-v&?$Q zAc=a7<3dx~&OLYuuVnJD%Hk*jHRIIw1(o%qhA>J}mm~5{F`l#a?uoq1Z5BoONazK<|80~v(Z^+WC3pehP zGB0V-i2Jt8#~J*yTG=IC2u{&Hp9NM@$*pD92rutHT#13Z3{)IsQv`!2+ z?vgN#SkD!c-WZcgI^8P=Y8?xLdqg$B(Z0tLUZ1l~Eos+E0>!bU&u6{HP`2gs2@G(3 ze?IeF5;K*=4ki1>`4ZwaR?x1M^kXI0chS@qsICaorCyvYt!p^DM%yqPHz0Z_4hMGZ~%mJJYNtDJgplzO!gnv*e?6EP!KMe+LY{6%|){zV1K(m?ksc z5&&8({a@VTD3uh}uQd2NOUU4xsl80i?L3RnG)wbIs2Q+Ao${&ea|cq49Or#h43Aa} zrBzq5tg&*QFvex!vi#oF&!U5p zjE7(o&arbFdz5hsi?Cv+$t?FtThn~k{Y9ChGNoIT4X@#FO%5nqm6uFO#dBrb@31g) z#PYYQ)1aaQ@~$R&lu|k(e&GZ0`KGC*`>K(1a%EIwVi)EeRAa1!2f9$hPBpA#08}}D zAY~eA)ku>#_f=#0(k>X)nAkXY2h|v>;eoEyuu~1?8TW$9Xe?Bwp(l!rVnj(?en2{N z2@YHZZq=$<)>cU`o?Knr#B0w2CvodpQ`)%oSbw2H5o2!M<+fxJGE=8%cW3hskMRb- zyeIU`y&>!LMmZv?<@++|NlxmN73~Qs88dYSC1qej!(WjWm9lUh)|#=?*Hf(2-TN2f zrIu+Sq_$PMAWp)`n%g59UTPUMV1FTIZmXrGB$6SDp4%dYVm)x3r#l9eHEtbWVIYNCGr4;Fk2fgO{|OE3R3U-<)@1g7(mY^nr0LoG(F5 z9m}u>EkmMu#R1kiYUI?~jv6_&k->FNJm>Mewzk@pU|mCwoR-P}=hcXhwIe&H7CXkV z5FZf2xm4mq^*Gy3ZDatihal&j38S8JOy6Z^oVas92TmJ6ktJ{p&Zp6unCg6+a(rgV zgOWatdd_k7jd;#cBQNSuiO;+uLk8l`abo|RygACPP!AjvoD-ie$1QVe^jOrum0W3x z2PRdhrtzL!- zFAE=08RwE%g51Vn=A0PFAU!HEih3~Cl|0*B5;)6(jbN@k-HUPE0~p)}5nrB1N$) zHEJ*UMy;r_7mXN7CIE5ocBm2D!-*J(UuxmeU_&mM9r3Q6o59cuYHT+)7)P zsycb@m+DN#DDA~)N^EJ)jrdj`jF~ zdK5)3jwNt&PV3dm8kwR?t)xrEAsJ#aYh?m+N*O4s^QFQQ5f|( z1r0@m)CUwO7S(oIF!AS$WRwofD(y@eB!fb)pHq}t)V7bk@K{{oaORa-+ch)Zs1nJ~ zvYA&Em;nSUOE6qhCLr(3nVO_|>=7BKSwj2lhiP70O7_Ds8lb~48T%ZM_pPW8r7}!e ztAZk@GG3bf@FRvzH^(wds2L;1Cmoh8?d%=>&=##Eo?Pu|j>qZw0!WLn!G_5GwjUz8_x z;L4LrZlB0FO))xHmN|l7LWA8BXbzX<0SVCkSY-k<0lE~1ITu{RI{M%!(9^`K1NBIg z9+y*(#YoV74%6O>1ih;s50VC5r#)FuJ+c_NlzJ>igzm@6C*Y%jj(R)@D)bqQ*6ICp z2%_e3qUD$Ogwwh|>?FpamwVEH|{kjqVhHZd}oj@Sx0hd@+QN51WC@8IJ~6;nA_mpJeoAx zqcpgI6Q6(A&M;}bOO`EN`uJ4Q&W+?TTy$pMAtKr{9foVhg?7oJic23(#VH*1G6zY5 z1$N1rtxIdW(VPVj!oN zyI9>k>QCw!Hw;#~b0v-nY8T?$GdFYO#5ks;i80`&yaXsUt8;4H>|Lz>?pz55Ol0TO zbMBZo0HS8aO4Q37W#5R81mm=wxN{tcqF!n!)LwMXsYfm#{!t+I5~uHRos+{ygf}ni zQHfVt$z)JbWiJZga8pj45-Ay>>L6eixpO7z4wc0*PB3A(OK!GZe$Fw8WW5DY98J_V z3c(>H!5xAJcNQlQBoN%)-3jgl3-0c)xVtT`!DVr>5F8eFhkxJi`)}R4b!(?~YPMy2 z&YV8oJ^h^Lz}sv`MkfEx&;#hNoroG#HVFC-Y^pqNnypB^ff452BbJT9n33Ge;-b@f z8J}o0{}iO8>rw`w!1paSZ~8R^goQ7)iR7aW;&K{f(@eI6mn!3mE2km@Sh^mKBIqgR}lW0yllN<)|47p*v!=5s-v~Z=V^QDg*NxaY`)=0;?-qHSN1n-uu!oIDKVLyl*c+L^Az zCAF?f@ty0ZZ)>ZG)nY=mh9LE1u&LE+xY4i4PyDJj!^`V2|LyKWd2PamY{C*Et^Wi1 zya&};sLi1gC1Hg+dxh4oimtgMN=fa&qsxy_pRwkV?s;oIQS%`nKzH&nU-Dhk^vl*$FN7oGt#dN`o+~ zw1b{cUG$$-+BsDiEugP(J*kT=lS7@*g==SIVJzKpqfE|&p*K(eLvQ|tARMHIP$N2)7f6ya$yFYDI?onPb4r%KsVaOC?x1PS3+rQ)m>9mIbqA}Siv zsDhy)sO1gC?5%rmv4Z#0YKOMlj1zt6Bh4KUtaI>2XoJJQt^H1GhsaW^y4H{N8!?q> zqgwPv*+?6R#n556%%Iya>epC^#%8L&=SgCqmXB>&F15qAVD^Z;-AA7Iz1a^4yx251 zwosRtEUA$#ANi@BUXLiSTJ8aZYFZduq)7hn&nDW0eKHt~9yi-AG6O}G-c&)y7oQ)x zcc@`+&d%&VkF)%REsRTyRbI^u)#zSM%di*DJ1h4dZ!$5Cn5#mhk|WU^$wFjvxt0iu zc>a+@W542Sj+_c5Mr4*ELGAnCo)Pti+WL@iXRC-;cZ&*_`n}eUU|>DiclGYU0%4p8u7CD=6kBw(xtdNSavwBte*D+%Z{rN%U)qYnO`^j^HX}ZZ$e) zRey?UMj`C?5`~ZAc|#1T(=bU6%47yz5*u$N=5cHC2g;vQg&Rb0UP}^8Z4_1$y$fdo zW3by&2q6@R3by>Z`+?MzS;A37%N`WVDUY9mLzy`RI+mIL+oF`(9*&Ok5Tp;tfJrFg zgXVt11?lx)YhcFB7-ki?251&6Su7Dzdxh%tAyNc!t~;yhOM<(<_GBOUckf@1Bs|)^ zso-4xKaZado*WtqB{sYeg%Qjs;C^q&!-A{|)xLL`xrP74ub`5oeU_Yf@?)t$sZ$tz z%gm1oVM9iV_uxLp@J+f}P_G%MWaAMP*i0F%;M`k9T$OVsR=Xg0dejN}c<@4yf{9*0Z_dTT zi<2G<|CpVU*&*WnMr*z;bKyo#G5v1#x7eyj{rK?Yqoy@HOb|s@G8V|gY;T*HHMtm>*ezsQ1 z0VT~P!)LDueege>aW@bL;#Jl6{X9YChL|a9LztTU39Q)|i+w`Zu2eGdca0mN4D}~J zc>Nq$*j7v#LUn6z6dD9Y+|I2t%e$4Rw5^2vyecb!cLtoqvJ}hWqvpP5#GM7PC>)Mn zemkd8V@MHOI6pIpGj`>4?2WJ>r~fM^?0R}Ln3%%h@DOQ?Lg{LQ;pbEkxy-B&T@$UF z%97*13sV*|Fx>wcp~@cDE}C*f4Ke@ZZ!~sClVR6b79D>eLaUjOp7S6%t|H;ImM|i3Zm&k;p!^^Q|Zw| zPy;~N#g0Y(|5b#DJ{*{Ky_2Zw(>CVBuk?ZFlq5OJwkE;qEe;v{hXzxx0v0@BKZrJ6 zqHbVEju|lvL-EAJ9(JIP4V{`CWpn{l4oDl!-*<-9(t@rg!6!Nc)F;TG8;?A=3S05O z{lG9awY{Tl^vE9m6#I@k^sn|GAruXYcitPyT1Cr(ak=}SkAw5i1tX)d!z_)jnXCK= zzxqo%Cs17q73Ly=J_b*oePLH|%0*df{B&<@^hkyz6$!rL^T8(+eQ#1anK_OdbcUv# zuhb2uw{27&F$VK4&&!kxAN{iU|0R=G#wkm+ui{H*m}wCL6@XH}8w$OG5r3VHj8?G^*qr{oC$cwGs>m zg8q{o6CJLqviZ(Lty_~T{_6kfV`QZq7XugVYJ_YBS#PT?j|_Ot)n6LB{~-uoJ@#o`Dslc zuU;Q=q|sNMD1`lAQG7gA>&TLGp@f?%uJaK&||&YVz$91#a3l+!OoPoW?l zFl;8^lT$pk`~?<{4{^Z)*N3B8jCP66GzPo^Ob@$IlY)JazJFT7V)h8`rl$PbhLKn)SD9no6y zjiKGggX=w2$-<3KmlW!6=4E&F7_F>A39*SLD-k_C0$m3Bjt;CfO93fWUoUnq_IAAQ zZ*oQ6DZ%;Tc$L0G`MR3MjTnZnQJ4h|x?@|o+r!zamRe&l!Lntfv1M>0*TvAV4%4=- ztLz(o^|`8j#|6XCY_HL)IXp?6V`@>%QcM66R1zvHLQ!@GpWO#n@781vxKl$aYGg($ zK(=2?1a4^h0Ut>iW-C5|YKtrf=pQ=3pD8s?Rf10R%K1J%eVpq$G(-4Q`Tf1*PkcFA zN^0VA*#Xxoc?&9PJJ?2RYGt_YI0+e#_uo^%0Q*AYbODtDV8m40%IR|kyHGgq4PVVltpMXDQJXxm zLyeG(TpgSR-kA<<_&Qvb7Kvch*tG3ieEr%T@6qAyMh4XeTdWLt?6`t&rjwp7nx3)H z(LCppFsQ1qm*2EyA<^!X(P=kH=Eqi^MG&2M{fUaaZnit^H&8W?RW}@UHnF^qz6)LJ zM>aFt&pHSIU(W6qZEoRu^c=;tvOk-hIoxf?iEFaBr$;!a7g@2gLG~3RBE^4RZa$n= zq}JI<%?EsOa#r5fNh`GxMW9eQ>dEX~ZRKe8J5T?z?B4iP!$vbHex~`k^-)!gDCaR{ zIrB_w-)arJ+bT>I^r^@ihGsh^jv^FR8xL;`q4S3rOcPqGA1w}=$Af-kWjx*{VTL$f zJD?J`U`ha^K0|eSDO)=c*KE>lm%=M~`f16w{-f(hnX2gGq7Z5~Z6*k&)jg_|^*UEt zV_K@3`hN-gTfsbT!d%spC-khPZZ^bv2iDC<`DRBcS^6Or`p)(^aGPr>7-0@&G9C5s z&PP@!Osi)`sA%)9e6H<9Z+6Lrx^FEGC-_ z%|{?DpVrjdjs{Dv+n&CY?XQ2JJo;mIcBNI&C(jRr?tepA@x^R)2c>s{4pjigS|%aDbct+xan z>M{>eTXRe6GhSXJTXlfO|f1PWu*Rq=0>)*4)=Iy1^FAkofA+IwH0I z;qvd@w42nNu)zF}%wOVkkS?f#B@c}VVWFi?B$y0{ur4C)yS>zLd}89p8Js_)AyK2< z)j;&^X>z7v;c>PlkkPfEXtQ*B$CwPO7Kn7wyrQOkN>i~%C}$uP|;5NzJv z&?_y|>BtbR*9vA7l~@P-Df}RkVy)ZqO=C2~yjZ4XN_F7_c6Yhx5N+B-%n+u4+c292 zv=yLGYTv!0jeh^RrN>Hjr**WTf_v-v((7?Zp=G@-_|V$0qEAl!im&qDy=VKyaaJZ& zbA}MH7-(>x_5wX|Nj#m@*Biw7=R2^h-|(=v$J#d%dArZKNgDyxIPS6;}B(XwT(Nz@4U!I=FoCx?|z?8Ter zon z{a!jpStcg44j+r%NG0`@@b#on7wXs7>(=dehI5@J2RQVeaBrwPq?y1rA!Md6DuP{= zJl*ri%-Q~FInDM43#RZ(XsH`XTD&~Xf$%k2Bv^fKW!}YkyEV|1 zbs#{s3);ogs>J4F7c_eW1WI+mZP<|kii3*p5TucCJe1j2IvIdU^$gorMrwBV>RVa3 zW)GaFLQm>XBKMb`_9qb{A7tiA*lNGJXgUH)9oN^@^5KxLH?P}Pn~|5pLXC2Gn$d?d zu>VCdz7a3H53)-m+)kU$l1}$-`81yE<#G9Vqn{@)%{7#wk_cVt)TveMJSg?G%QS*uSB5564sG54|D5KbF*nky=Y~xH$m`kJk&mc%Yr8f@t>dE8_C~XzL1$09 zZ@?9F54?-q9pLKgjhPeRt=?Rj`TQ!{G<|pQxb?CyTjEzIy_9ux6jkZs-Y(J=sd(2$ zW`-2IEpLzm`}C}y_W9qOzN}0hf?uS1^bPd`Zcb*=3nLe1q1QrJOzy7Ex37?g8|XD+ z=F3Q}hM_CKBj5r8UU;?N=-%*c-q<;WK3DpADYX$>B&*XVZKxv% zuV&{obMklat=l=iSY0{0Tz8{?h+|#P+vrtiY1QoLuMTx__wH=>_qix|sd%mFy102- zS|A`3bKEb^O*zt-n>?FdI&10a4L>K1Ejji z)0W6dJwHI-v4_t|MZt%FmA9~s+pM!y+Gog)$-@d%Q&ZI6+r`=C!r0Hh172A4&Gp*7 zwD~NzX39`Mx2wmWR>N>tqYp;veg;@Nemr@E#W*?Sf6jklK|BXB_3-C)EVZ)b*4#&3 zoh>hvbR2EplPbD<9Q-|^5P>ew(ju6;x;sZetp{Vb$Q`i7Z>un zbiK)Pxo>>+^nSs6cBu`1G!}gEg>Lv=mQVMrfl9xNT<FNQ}RJ@|GWobJp$Fh5Z{gj%{47UZK7>g!tyqLrJjN zuPCGjG`Vt9;{6OYA-6HNgVbqf2QHV0f3~jF{=wf;k>`H|znV9XAoF}}bqDSa_r8OB zgDcs5-UU8c#Jyeoz5|f3w-W?B<^?>b3F@S>`)&oNqs*kSbw5K1@*gh1jg~35o#Ah0 zz5xm0EyV||?+un;hD}>{^^AzK1pj&+X9V{PHKJXS{QgXkBvtFoE%UZ}aPYG5cmR$X zTXv5Ar9&a91_xNLo=)H6_d_2>E(`}>;e~uT2(i_@2kD+2@|+4|3LSI!p&ND)ULzUxu! zWHg4;o6DJ=?*0~iG4^{lxv}s=_B5U=Jb&6$M>>%4cWVQon)<97m9o9h<@|- zcfB};3_aXjWwoAdboo2vk~}@X1uB2j^S_2ZjsU~6rYZ3aH+;Qs?m)>HPp_AgF824k zBbHpc9^ex)b4UL!=<_2OdQqtmbi0rjaXbK{Ch1IEbyTeV%q}3j8o9!NVM1<@p7^Eh zuu@U9>g`&zMy%L2q6Kj8f>q(m3c2bL@#*opX|+58yve*?E(CzuwF8!A7ca|tGb&ZL zx*qQWp1^McJ)T|NL2V5wXM3Fiwb*#)@?msw)dc0zxi1NVau#6@2hXGQa3kGw8a4ej~8Hhdb9ulELh-4-ouW~ z%N_*Tfy;9bwqJEr5cYR^W4%*wEx^#z_i=5VX~bp))1$85b08@_J!W?G(GzA9x3->- z!HvMyQp@w&*2)b`f1J0d7ZKgOoNj){G^d`Gv%Bt$*{kesldwYt{jP4lSH$3nJLJkI zWV?NB@b=`;uG()y5ykI!d_xz$3o1Zfvrt!{A?&Q@H^#wx@RFZH7}$4686HhJ4MWrkktli`Jt_b?CRStiV8UbK_p z^^gXvN3`Q@M|P9hNBQo5B{Hh!x!^5x`3qNt@e`c0ywWq|ucH+1DGLe?&3b6a$_+@5n=l%t+teT@_RT$r=^ z7rBA?T7Pm)ujS=sZ((8Y@kN{9(qis+=@~0qje|zo(be|N4Qsy@AgrppqPCu?7r8dJ zCgABl>Rvcl(NIX{`Sa;@n_KHYxBE@Qu04njjS z@AQol{jJ6U~vh8{g`X9r71w0Mi z5WRo>e*#!s4iMxBi=XAI%el55H8xrVB&}oI+JnUan{OoRD=gQnAcm^$-L<2vo7s>8rt2f89lhmEI1n$`UDoWr;c1vb4ESDz!>hmNr2>yTU}(jtp|L>J@fH>I3o+yfPTUBElldK>OU! zB#fCdgXKd2RV|M!+7m5Jn(Zvwy?Fh6xWbv-{t*iZQsB6M$T;0K^{o-hC-TLWq*eAO6 zObyR(?sVg{wCY>jdEk4S5ab&s+3`c2OUSdbR zrIDCqRO^O(;0q*;Vyhe>{svD-tnTFLq>t4q^)m3noUN9%_qNaP^+o6M_lpbR_}Uus zLf?-rP{;Fh6E@HQTN^sac@*&{ORa3$zk|wuhSwLb= zSil*&9d$q2Yd$~iWR;ltNL5^F$Sfe#=s&a>^1@uuhj4Nm_!0fozBR-U=QFO0KOgPeyFtsi>aUYMD`qBNJ-L>}1$E1ljhYF{rr0`9l&0=nQhqBh<(di-8J zdZMHYL>_kX7S3SbwXf%zQ2~#R0VE$E{4Ylh-v*)}kd_<#*U~)S%hwm5TLYe_+W?>`P%Y${rB3PlkbiT9|p+T0MXA+ycV0xRKoy;@*x)5je z_(J1yHc~)WPgs*3Pi5#gI#O+_Xq5wfGKg`W4pK+i8hw*{qV9~n$l=gT+(XvGv$2hO zoYxiLp@T$kCsxvz9c}nRi#HE=-8{W~esWEc*XO7+$f#k$*EO#IoUCg1i_Ei*n2)gB zTRh0-Fde4#e{7no=eyWb1hf)U%qF+Wa=kaVMkTPuFCXHKn{S&*)rjS{KNcB+xNB~; z9?ga~)MoB9%NjyV633$DuQvrosd?P~Ay?h8K(1I*=-z!?YMav}#Q$1p;Ta{#| zxsxfMdqy4mWaL_Tizn6SNoY)11$PnE&HmWbIIZ_fNlbVm3A=7MTcN(0U}wPJR}IUO zbGE2j#K2;*=WeP_3LnKcoi}^X%od89BWUe3<@7)H9&x3XCBQK$r>(>$jT^b(XeXDV zF#UMNQ9)0!U*3;u)IW9uC_XL=qONp^J?R4Koc%zytFf0QF$MN1B{`OE3niAo8>7`m|LuRiN_Kf-F5_Ya#m1p{-0$)-2VCu4fP;}(oWBu-%y$`E> zN=s!;IEHIs^;i5K5>0<6DD~ltRK2j1do-%&yA&E7+bn)8vDCXV>rsRexToa%yh2-k z9kQU|CKn>V`5NmP!ijri&t}y?L`dylIfNXrL7f*qvOp zKJ*BOtpA7 zdv$%%)UJLiKL}b1b*lbIJr2;3U}E-#-#Y_>bm}$x#rNP8Iw89 zj9=gtH?0gPZH)9mh0=|@t7a4nH5%(#r>+O>T29TcT|3`o$1Y4h$Xc(Nx64j z=#Thaiw!{n@*cIkoZQf{IA+skvG6qbcphz;()?nQ)4YJCIpHv1HGjn zXpa=__^9wk({dHlX{|+bJU{+~ZYk{vXV(v0wPeWE<1X`|R+hCn`lnVTWB_J}Y1bf4 zc2u6>Avvh}ZB*Nv7O;Ly*;(iJYL}Rj0ZN3va2}UL7GsaP9qwmAeHgn`mYADc86>Rc zh!;{cr_5h#Dw~&spH3s$4{dV%5SA8Q=Bsto8(jTVi=91`HK4PZs|`#%qTd(ZgYAcm zawljdKo%2%C+Pz#8+xQ9BDOCgqL1gYk_AB?93Bmwp29ZeVe z@(mEW{1#oCv&!hP_?lUJEm37x!HOdcN^Om{w>~3^E)rAf4n4v8{8m;1J8jKG|9~bv z4<-#4dw{!~#W>tw3C$9%yPG8G&K)a(^vc)P-KcMtt5asrsLOq;D#N$<9*1{G^+P>%X z3{Jky$f#m~EZk{Wuq!?g4GuBUL?DAKWO6loMlhZRdzO)xup- zB2f&`Vd#Y)S7&Z*OPj-Iu2TyXNJSHfO2v)a+357YjB1tj+)iVPS1p4PB^fY%Q{7$2 zdYS896OLSILMR)Gxy;x_uCf~vj#^j?$)yquqM~$RVCmlY#b676MAox`{aBb&XA@~h zp^A4VUVeV9w=K^im`eT|{>~=y*t7SCtU-l*Ou`A}O>*BMLyHs(iMee&I{L_un-!A@hqoj10Zsi7WY`*+#`3kC>}ds-%bne-i>wB)ep2G zQWW1@zI5&Y(!OX9NmXihCOn?l%bm$zl9gOXZ=Nf^ygp#n%l7aGkLCzy^{^4Yi$!?y ze2?>fTPyrYABWkvkbVLc*#5yRwwT-?;WQY?=i3UQdCL%M82hMb7@DrA~ zwQ~x~>hJ}G;pVv_{cS-GwL*v3CT!ulG!B_Z2)9?9R4O@f;s@&s?hoLtHKC_0NgGEy z{lj0Wwx3(HEWJ#6p4N1uu@ukR=A6F?_9aW3SmkA=+mHb~LoFBbe%=aVY~-$yB@yh*@d4W z{(6CToV{F|!aJ~s%tE*%j;X>?B6Xtk>ETmzae;-0WJ=Psg9N(lds12HtJ|!%Gb(JJ zK&mhPT(J(Z3#5+a>8%1g-8*?65ez>yBL7v;Y$PPf@Tr>0)LU>$LC!L}i>XwKbj3uR z6q#RUcMNX_UmNHbk0Wx}3|TihDtF6IB1W%h)AsMahqZXS_Rw}U9EQTLiG+D%|@C%?&N9ElMh0mnn#JNwd#58bkt>|m*EmJs-o1BQs;|;K{lLoAIFoT>j zcZ-}5{HHUN_6O68ohE!wLlD9C&mTq)D@YMY&!zt!>S44`VX40FQ9b{1&f$j0l3kPm z0h-9gc(-w65Wa%iz(XTt$7zHd##CrGkqGGgpQIh5ZTs?E=qI`&G#A-jqJ2ZraJng! z*W)rw=Z)XvbVZE|{l=gEeim+z$NPgof0;5_5get8J(iaG6sNL0LGWj1S1fc=!bl&h z-!oV}<1cQ0+tSIl%i@6I=$Nw;PS*M{z)+#fQUqb-8GHI_%GtnAyI;vB| zcuhL$XI_|lr<-*h*JSepCA4N(!-sOQOqO%P2^<7ADrcPS<_-JNgSjcujr zWe*m2E&i*5R4Yn>n;)`tFa~H5nx`C%d+h`{eyiC_GI5ZXI}zBj@r-iIk#4>lV{iJY zRQ29_#reA>WA?ATmWr&ESe1=O2O1B5_+bW+NQ(v7FsP?U``;7(sz(RuBH%|B#qu}Z zdIgt7;`r0>=_K64^Rk*iE6qimzjC_QqvqV79}j1e>eEWkJ)2AA3_SB}6tRcZP!3|K zYj2YSevHXx9@?-9!qe}^pdl#06Oz&X3lZ;CMnTHPloX!WlM6j)##ot;{k_s!^F8N_ zAIkaZ6ZVInF#;T zv#6^Y1Vhbqk7;^<8k9=kqrPW-DG0wM=9`Er<-6;}_Jye>HzagB*4x$YShFRnR5XW_ zZ1>536l<~K(T<>&_Ee%yvEX%0Xw8f`vr-~+6kP36EXCKL7U^!Lxe8UJ&$*7WzoL0( z4vA^xcat>+GU)Q|nk~YHM$HWq*vX)#SkRiVmb3A-DmJ2=KGiII{XUHN`ELD*Do)@k z9y_Uc0zS7{LilM#f0h`g*1BnC2o|7Nb8YLOuzI?_r9|y!42Hw#C6qykrPW=P1-CHq z&1onrk46g4)v7%M)y0HIdVE|uc^+WL19Q^d-!K6|@DjZ<1S=7lD z?^;c|hPQdbbp9?%!Tf6HR4D+$(qkefreRauB$KvfOrded4Q+c8d zCnLVtH7jta??mmTrf-00;cVG zf{JNDM=?A~cM6c&AFQeqVC5jJo+uKR9&Av4DPb8bG(Fkw-KF_?k=bC~9;aLw(H`eq z6WX>GhGfrl@YL7Fy-NH;y_8_MIN?Z-1EuSh;a!9(Cy&W&x`F0ApR+JF3#C_+1}*e+ z-tuutwYJhiWkDgTTMtKz6lN;T_ArKO!Pwll3!A}R4jXq8JkjzlVyWGELabm#8K%Vi z4te3e3X8z-&r-sFdCY;X2F{%UExo^Vc!w9msnIMtBOp3MRUnJc<>(9SeOWDYD(bZw zZkXy^Q^iiI&Xlj(iG1_S)r4udOh@1BW@)>`M7AEETs(`d&-(~2` zxm<{Bru$4E<5zccL8P&p7g3>}&kaFSelByrqh!opoAd_DF6c`B@(Sh3;c-S7TI^Br zs&G2y?5PfCrDth;OO9+T5$7Q#6R9257W&yNFHAPVeKQLZvDg;v?GdKd}0P7yJAAcvhbq>D0J|0(($7y{h&&_Vd2< zNJZ(|3_IeA(AR{TnoaOT^WxcT5)z4OsE;Z3@58E5TK)yAU@Q-3DMai6|K~(V#K!!~ z@IN(ZHfjP!;y$g}(Fn?^Zjq=s)oSaP%e)l!iN9)@#O!rEfkCB8*4SW3ff*PZ(RM$B zUErMIxOnh5?9*_c{#rcaJ^*z5{ey8eK-CN<3CH#*L*rjt$w9UbFH9Sw6N^vUA4*%z z@aH~g|BBWTL`|6bHq0Z*%K$72t05#4Ef?*!O13Ph)-KfFAxZ8=_Fz!pW$`G#jW@F) zx~8eoSX0GI?J1IJ)gy1PV>pW3tJBnI6R!5^1-Glq<2?c zlO+5bfYEnuk%_@xWwNL6_n+@&BcKu(;lp)!V^Cz}kFwn`?W2?(krqOwfs!8y$3HK2 zzd#S#?whdT1UqGO-U)sH*kw+-7MaMzhAIA_*bEpjc>O$%Uc`iayeg?+8RD*-{%52< ziaY60*jk_Gp7>8}^uotbF3%CxIp$fAdjgm!M?YEN9qE79C3i)xJe}pzz3o)3Q5k&t z9L`@_y+r5H8*B)+bB&A)rZl>@TsK!1qH2e6A+)mG#iN-s-i`=F3`o z+>Z`59n2F?0y|R?)gd+;(&LMiIFGjOnmw<~W0v%k1f6%D&2KH*U~r;g2d#(vWlM?2)MT zRF0JtXIC?=1tw{(DinffX+6c|IZT4+|Kb8qZogsagUe?xWi)e)co5KJZw;%Sms6$2 zJ8dX`aZ3@VJtErf`2&p*IC!X8Ll&-W=3o53I7Os>nHlCRW5mZ1cK#zi{_asph_PMM z=ku3@RL^E8;sBqT&B&!u7^u+h@}dSM-R9kI6a*a`sl-T!YLicu0-*8&;^8dtrOdV& z*qi6?aZOvK>;!#Gql=D|b-&v2SBo%LOr=8oC@R6w?bM-yk4aiN))^Db6Ncr)A`7NC zL0Twcj6cg16XfN-oP-#O7iVnmFY+NW90j@J-4`jRN=@imR$Gdr8<(C7VqJL|S7oQK zqXGUl;g&5jmNaEcaLP@zV0;a?-d2yqHn9+}o-hJ8$Oxhq4O;_Cqj@;|h-EinhTkDH zT>%5o!$`~zGu19x8r)+O5fBDh-e$p}bYdQ@{&ZsJ9jU|Y^!7<{1H_1G1;2hFknXoY z37g&^&gM+G=0aOaULL*c5`_V%ykmAX77#z$&P3dr#Ar%ffHT4=HC>4qFk*#P%px=` zN7q;)|JC*pAC~ROMUD_S^_7YB!l;DMOPsrFZP0a&2cA=Q7k2)V0&D4Z5P+qU6PaG+ ziF+Oqc*6T3Q`41shXGA$-z8C|v3^5<^?x9XsQK?5LTz}_PL3>U>vm}+5d?Dg$vt-?Z z-GpI=&RlBxl4Nl&RULfmz{hA8GCHhO9Io90vnB4II>go!Ryd8{fv~}9m1m!KY%ZMs zzmb%Aj!>1FE@8M0oEiTsJ)(h8uRJZ%=$w)zk7I1Ge3R0|0*C8+nnsPKCjanogm$Pi zk(ThpS27`6)*7Q3>!De?z4&3t1nH0zrI(tvsjsAM9DPZtVjZr~hh+TAG87V|F$z_2 zB}a8Mymm|4_$dx?OjKj=v5C)nUw#t-aTx1MdQ5>R$B)>4R3>nyR?^u8>BIUEbirN+ z1!0SWwwH=3!2|_ zZqIUsMrvUF-E)wK`d)Y@MvN2&f3L#$;_mA=LDZUtdj;cn%S;P*Mkz0ae7+vloMDr z^_T|56XxXe>GYX&rBKnntRfkmJQhN0x|0(ei1|$aYpREqmftf|%o%`h_Cll2{N>-^ zc1TbY)ndU{Qe5;9JHHPTg*VJAk3(0X*THDQbMKtYziYi*{rS2gfZnT)M$x)JMf2iC zU7GWN>8{We&a{8D0$BXKM3DYmeSU%OTl+DGmEV1FpQvZHaea8#%vSDm-Zf&=jw)SO zHus?mSCG@(z9KAc$y_O(^E5iuzfMAc#tZ>sdU+r!UF{#gM&Zx5xv83FZVKs|*PWeD z?rxotaGaV!`v!RM@AJu~f^FNvD2yZnBfgrxHb{QiPOqj3WL{wHU!qze90_JdW9Rrh zX$V3!Cv99nj4ysCb&v`7ZTjN7&AXx#q`oHuGlu|Ys^@!9j>4l9W5W~7+-fNY&d)E; zs?N#VRZm*et>FRSBNhx|u?T)wYv7z>4BeeMlIOMgB{#rjJYtn^LmyN4T5V{}^2;&) zA!1Cqh=%TKXiX<$!=@eD7JTn2KO`P83@Y>^4hz$7M-SYr1%|eL9b!b%Pmo382~Ab@ zoT}oD|!HnQwvAWEw*b_8K_H9w*F zfMi9up-HR^eh9jH2TMksjx8gs6Wc*Ihue6z8204Ufa!zxvL`Ce;H<^!O>r5TMHk`= zd-{SLoZmB<4NOo{Y`+f%oXt3XI#(o4VfX@CjL42?aR`zM7^blqo>NIHeZr ze-N=&bT^YIl=9Tx(}uCc6QP_I=WzF=1V6<5`vW}UX)ad3wt+=-vD-CZ2lh_bYQf(B zVEN2vMi>nZ=9iRjhJh?hzS{1o|N17mQubB+y^fNDJX89*ECyq$ui85~3>DZ+nHNp6 zUCl%n{7c)iGrQ1blr|~MMFvk+>1%@LEPP{X1&hlnvY6TxVoA&vdXoWV2y$PqlX<$C ztr4k#GfTMoI+x@k)sDhe3GNTK|&n~fBcc1-R^ zXnY5~;8z{^7W(kEiFh69k<GXGDUz?^Q!+D1uRbnhh(QnkbQ#ez5+s zxxs&K<8y2jj9?XBioR*3}#tg zo+P37H#E}i0H~X^+Vm*Bm;A>or+ibdiI0%|?*W4nP1DLdOpI0I$Fq14gaLeW0$-RE zo3h9XtjA7`&mvOA*$3KZCFWgd2iDF2>rh2aPs;8IM?1n5&#%fF-jtm*$*~{ULbym{ z{-U8|Yq`IMPaGq}CXuBFmdOs0F;Q)#r41{p3J4T}+g*i%m`S|-`7PYfRDzTnJvy7% z*+EX(@rO(JL- zWqUtJ{S%a)MbOk7)kLz~9F;wFa4fFX7Xs5so&O$t)cuuO?I-Ep}< zhz6?hA;p-Y3>)J%a%#PNwK`oI`|~M7TK{jiA``W)gvEF5_unS}4^?j&7Dw}Z4dVoN zg1Zyk-DP2M3mP02cZcBa?(P~aI0SbH?zUKPw*bkzxqtuX!~1P_dghv*?wXo9r%zYq zaLUUzYmVaRs3`QE{rn=46Kr~)=xFwtb{wuI;6#N?rU+|@kr}? zoER7?PP;+$<>S7ZIQ-Rnv{>%|gLAgB-oT5qR?wJcX>j>LrT!<7tPFHS#d&v46)3hZ zB-+!_8`CxeQ^3nI(M;9Wx$)<`IUF$*l1@lpJ*5*U_mY3#`9b@Niuox9$3$%B!i{sE zwuDnG%_zaSx1!}+Nu}G`WKgl`Q=OC1X{`4UOh{w);PX4p$?NWmoSFa5q_4{q<6x>_ zPh?Y!(NV)YO&M$fT0UQ+v2SjwUK;ZKu4_Jlnbal+wMx~ovX9=RJX^`R-pJcwPAL~q z$V97{;w|Y@iDn*R!8JdU06TNe+an!>!M^NL9Go)w!VD ziZXXk-sZGa@KoJncnX?i&&tP-KWcbuiQ3Ux+0z8+{31JZ3I~{J!rG7>NN%=da{qOp zoDjA&h+?+K*fOK7=Sx8B#N}gQpYC&v%K2v7M0ob*4=6$yDjtZ17~Zh^ZfFO*^O(eanF9l3AhiV=B7}R-E|UF9|Z#P-m|QnGSIv^-}2O!IreNaIlL@{m?7VdZ%WO!upbnMRrxPZ(ILFi|37DOx{eaG4`Qzno;|h+D|d{GfyQ%{P*LJk{Re$O5f=Dg>kI;&v^n z7flDKNS_?<;jnIX(LX0h@UqyFljBXucQmBAL&xdIPnnWwd6`d4IGH6lZM$eTPe#IG z+yNr3NJq=phN~~1;y(3pm5qE}OLpU_JVX;GLif+oj*M;(4MB(6jjL4agrUxE7e-?( z#9H|?FwJQ?8l7dacvD-iGpgi#>V+>xz)h9aI_2O<$zBrtlcySnax~W`y95fi&Uf%7 zvwB(Czz!X;urd!7y=|U|gj1(TIThEHkqQ+3k-~Bo{qzo72K@1(k8vv}p8t8~z65jkuO6!V;x0 z$OFjgp_ZxVCdtXCtEvY3;34m?jW;q+jAAwjFHh-Iv;Ntem$o61YG3#Jr7f2&8D?Em zBCoDLz}?(@XG46_*RzkrC+7K%nQC{M?Yizw7mF@z^4zRb6I3}9+}2NLJp4A$@2Y6q zlSPxexh=e)(8Uh87{c9@Z(Y#NW4<_>R`zJ9Gf!8fuXrIa-HVqByfXscaSWL`@Nf~` zMgYu|r#uo|IfqKG)&b?E_l(t4|N(J6Xs?{Bms;~Pt;IInyQq`osClh z4)l0VMXct*L+3*x4L0YMp+O|_6p}=(F;xO{wPC&2QSQl+99-z#OWf{YA~*iM#Uo4p z%uc={Su8=4cnU-gh8+dcdCb5(;c8>lcoKPIFk?^3_>}``|G057-ffjO4nPy_h<_C* zvZShJzpUV&ZXWtnx$?CiNwp7-F%`sE8*w{opx1OB-cMe-T#7XJB01*(DM;Elw z9QzU@m3DOJ{7EXq=5HY*ZL2#F&gxvMPLp9_=(#JMg$A)yrmE$iN!H>(ZUH5!;{ikq~@xi4rtei0{}hWq>vrndPk{lq7nmG z1L%$mAC(L&mz|PYGo1%{3j>+XK|zc{6*gI;cABf5ngg(3Dou>Z62g#$>^TU^_c=9g zVsQ3Cw=X<8ncxZg@2cE4Z}PpkY{pJWPxV0rH2C&kGbg{6L6DMx;0rt zAEba2>Yh_-15s7qoCl)3XFetDEHcW@#^VsSEMv zHZG`d?1k!(-gP3#)jn3=84y^;va>!6uWZH!^M8^6o<^Y9XpO!d#}rpeF_~*B3S)IkP*wWTXC^fBxWNP*oB{qxqXvln3-nJsF z9)m%q4&=0GzB-o1p!XD=a|~&~u-;0`M9*<~xKWLdJOIg6U&K>sghNP_Jq(`D+qIrR zrV2V|3ao{J&xlYg^FLIum4Q+R|0tA`tK;(0M)t^M_!FB%ll`f<%kLfRm{FndDQXOE!W6%4EMwaApen5Gk=fWa`8*k8p8iMdzfKv|T3d z$M#qPsg-q{#yJ{0_UQD6Ns@f9knyx4k9D=Kw4E8tnH=gm&p*2lIS2NXhZK#l^Y1lt zn$Y)cR;(W~B%7yd2Ut}gHZrl-)isD)L}DpThZqJsH*;Cxr}%Y>_L-TvA<24%Y{~2~0;A4-ywRCyQE?FHBVLV%v8F z*?-Arj&vAl@jFwDW(hiv)*xtTj@EQO6x4KJ;e>-pP#bkdp)5_eClKMNs%`Sp#Tu(y zmr~_(>r6h>ntZm% zY8ioZ=^7K)u<4Rdc&;}*pu;ILJWx?08E19jfxeVcLPeONz{0+tTH)frDUno*7jqsn z6k@@JRK+l1IDMgeVmZs4TIm>odE#V)1<)M#^U&mBB)|CR31{~yBSK;p^IlfGGjXmj z7*qQ}oL^K>6z@Ks{eU=usg>{+)6t*8WN3HpokXy~tL;GG8(5m5(6cLV26_BBSEX#j zY-)w^siUNd+nUf?0Yv9ss;kd%n6<8z`Yql$lL6;aaq#~@J<0Z&c_M%;sRi@YC{NMk z%iOh*P=D~>Ep_yaCFHi5_pUN-|4B2xWMOOsMy>_0rO8mo8A zzn1Gf9!7oI_8s`TJAiwHcN(y7E@Vl?NzLgx_z8mIH_#fb5ifr_B~|OY>-Erid}3J3 z_f}0REWWKiSp>eF>i|ueO4AKpgNrnk&la4@@jY2m52b00_}5wn;}!($`{FDNx)Rq1 zGrt^H1}IvZV|LJ*wb+ffeCSuoG36P}`OI6r!*he(n5TFIeMR55v5`^-rvXzAk4I`L z(}xh{ylYgB>^ReBu5cntp7;^9L(nU)%f zk{+0`h%AHL8Z{jwnj}}ST(XV1R6&OEjAO zzjzsMul=a{P=bu*uEHBCj^;X)>`qeVPG|}nae=!cvVcTcfN>=>D8r+^c1 ziS-c~#^+izi|7(1!I22085v64Uwcn^0)7gW`tZ0Z&*{4#?S0sqPqR7r3DI^o&qEwT zV2ac>EsuNLpGFruI+9(%dc1u6#~DzOlH8#XmV?$?sxI{6Ul?;g49 zB3@Eev}%Nj)e9ti3)b(%aB@dIkK^v&-m?$}%CO_*&m;ksa6>TwKsJ1ts!YYg&MrO=PT0vHg+W;-maZ0*yh+*`$T##DzkLkzjXWJu zRFbX@#zo&o=!~xnHYB_83j|n`7I(S_NAn`n>o*tjo8olU-bs3886H;>#_!BfFA5O& zM1GmT8i!<~1dJivpW3-rA3Qfn95X>B7iaI{??&0>d%9f(yPhP2BF!TmX(z(-za(TC zdLYTtrjnVcB<3^a<7y)ud7cnxRK#1rALL@jZ)*`@J8LW2_W|Qg*^TD(*9tAvflrA`Nh2|J~%NkwGq(SE34Z+D;P09lc`U zCdvAS8?x4~Sp+~BB}HH7?mA~(`w~x?6o0NF1LK$?sM;havB4f#7I6lZ-godg3(o)a zHED3hrbqRrnMD$2J&WOwM;z5OYL^+Vu93802}5BswXRGyz|$TN-xg2F$Ap3;X#*ab z{uH-MUSr^LUB-cKZY}H^W^MO=Rq?DGXDms=S8mhkBwB#YZj3t zwiNTC+I4Wr*Po1C8CQ0cV&bBG-YxKI2*l@~GdKpi9O_~aEdY%h+AKiv%>{osW^EP z*Ik@UKNxm<;y-g|7(T9cWY~YjU-6PS#6rKyuq6;4$v^%L)QP9)x#Y>S?;XSc3zq); z;whA;+*HZ%s8Y6K*7`x(M$JY}14Q>HsN9qVfjKur(2N|@v<2UC;N6@jxc|;Jjaoh< zQX${tD=6KvW6>0#8BbCFNGzU4r?zb2!Nfc)5;E$XR2jr4l%XX&SYI2qt0vXXwVNNN zwGg^cO)7BI^0qbaY+1zBi_r1yo;@~E_Y8y}H$fQD!l%CGY!CE>`n({UtIfLtw8p9a zEa=b;0_-O)#4h(Qy4Uev$=aPp_Ybz`4XMdrY&uCPPe$mjY&+S|UkW&6YoH{2Y4`nD z{*aq~r|m;_=0^`GRkj=Z+6xuEysdhZ+Aa?bDemfNpjf^eR22SIYF%IJuPmxQvus*+ zW=FYg-RV~1IE=ISU>31Ex6CxxX<=}a`>AwQaibUss+6sR0^o=?qc^%^&-lzt?^$Y% z*qJ8b)8K%jMv=9|R+-TW;fmxkgL+U*`H%%lF+6}dhc+BpQPqv(P*t|zAc(zMB%Z24 z4Ky%2y{;XK>xx68K%MDq{Ip=L3PSma3p=&h-8IZ8#^;>V5)Q4vK0d+SoFGtrJali- zo{ys;1rEjGs-E;JmxUK-R7YSGp|0N_5}uWT6Y)HODfKL?Bg5>V3!7h8Dk-4FH-d3( zM&!x$q|FDl7iv3~YdxF~Es%g5TZU4{GG!+bqjQgj%;H_0hA5D&E?Pv(Tc$a>8cPgN z1;PhbiFw>)$`rJcm|0pq4|U_`1RH&s^G36~+@Lv2=hO|TFX9Aw+IDN=>eYc*d`DV3 z(vexi&TGi-!FntGTBt`_96~nbSRdKM1^L&(@MG{;HZ(!mM?>|bt&j5OW~Y|SS{Z*; z`NR3;Xbc=g-D;>`yt$UN<&thH;moWWj8t!1nlmsH=Q+;c3&xyfJ_$QMH*<~enJ=hc zgCX!^u@;W$$dZTIJLjds9*-dnCWkai_-eaY`Pmm*WSqhZtcYoWy8LH5VFUE(nE) z;v$ZqA5U3n%JCcmP0)`cfpMLs(41eY2p21RnCa>hOFVGX3wiltQ>uv7KruwS%hF?a zY1yj9mfUhmEuHP&+nop?m?_ZEN?P4#UH)8!;B3(o?j*Tq=X z#4%lp0}Hj`r0EK$3wLK|x|)-@TvM!pZh|!-vOS?PCt>?-`X=WGAJKkJ&CbH%dW%wl zFhEu*3i&nZD5qWh_tE$2BIy}w^8QCD#>ikKInJsY(&Ssv9>Z}JB*~bHNQa}IT&<(A z;*!Uu+RhJlP;9hcE=Kc@eh7#76^|~}drD{TNBYF&X32nrBN;~XP=Cvh)Q7d!DYNfH zh~G8+j>&k?d5><`qe)_$B`R1D2AvI#7y_KB+4qm*A7Ge1Kj}|BHuRYC5Z}nZN ziTVj$IzV+uIrGw}!ea?mT3{^T&e5-M%50=8bp8@CfY#NF48x7lM9(<;>l3UM*&PdQ z>UZ&EZ}^+{vizs)I$y(|=WyOD8W-Xp_spR=+Wq(;7GC)J(fUzr}%M zT&i}#rjv!r%vL+x4RB#Jxqh>Ohm@U>_lM*m58JIN(_+pJ)=NjB3tRRh8f0dftj5a~ zpeO$G6KMbh(oPboz;g(;(Ch!Ca?>_d?_mHT;AR$i_;a1qMa?GB+WpEdxRp)x*4m?F zH?JbNc3a#=v_z()u#Fa$qk4#y`C0T|rHF2;MdZOc#im`3wCJ+J8enTg3cKcm6A$$%buhL&EYn1X_Vg6Uj7a@LD@+HCxn-b6 zGAbg}?2oBa!a$F9+!5YNu+2ys;(=KtimjGWR59_L)EZsN#-OGzsmzShD795Ww*0)x z6r-L0+xlh|$giN~d}|qi&z}KVLIV%zDG$x&m*tIUs_0`62#(gG%qua$N&*>Ux%t49 zZTU!yp?TU-A?cq#TAU5l9*$8~usoX8nJOr9M0Mq)^KJef!`e%$RSSaS*&UK;B}oXy zUjGFu3$Q-Z+iOw&)a@W#BRH#S16c*j6i_~2a{jI?Jf4ITm(E6N_5`nV zJ!*8*D{vq>X93YkD-1`cyC0tC^bNNaUHW`im86ttbB^tFM7lai1+7 zyxOq;jk@)#gc286HD2m`=m*}4D;O7x-fuZsZ~RK3idP`oJf|#dXHC&Y7cX;pStVJ? zV6nRT940X*Z?ydz1&=Ss2V3w+`;i~E89zr+{Zcjnsn>NqF$Mb+45<>otVXS@Xb?x@ zydJD4zt_S&!jCAWuToPV(hth}e*Z!F45D$li~WutvJ~W8pEF&&FGP^*WaBEeCTM?% zwVAlkv_LIn#Feaph?m-<_WDq5(?B=@K|gvY46Y@0*LTJ+MDBYSsjX@y57mWuT*FaZ zVFT({7~xay1SfpWSKU_@-^^#g;2i<)f;xG>4r3xA{5I~Qq zW5yfWv&PqV+F2)bfD?#e5$itIc#d0mEBePtisVRM^Cz36GOhiiEa06ch;YU(s8TRg zH)OK;-BwtS*vvKfxt(dc7}CB;EMSKOamk0kiJUzEYlkXTQ_I&kkLvPpqnnJf*>N8< zQ(n{ErI&4Wn1Vuh*~AwE$AV+taxqdKeAI;}exE8Fagd+2GUJ_!Hyiz9ESii|kQH?^ z3@3#x&3Zh_Y)GH8QDN`AxNBEVR5r14M=X@VAL%9kc5htV7x8g2{pTIe+?l#BE19x3 zQMJmrQ*Jh6b*=YJ$j+@5K99C9*$ns}KL2^2-p6T681&B5mN<H4Bk7qYg~!T5=J*lQgLa$Pdjc1!23s4G|5f(<7t))qp8 zp-ZONI(sGAW_V^uGs|RiBsJE@Bb@by^7iJr+I`SnLKU_70okUZE}0;#;2iGJ$VOO5 zAh%EOkD?%IwHxoo6MebZ1`Mmh$CcdCn}&s+^EN0Ty5j0|J13urGiEXA5>9eYmm)c+$TmOr2Mzwm%R2kWZP z=I{JtCaimc&oKeiEvP(paqQ$msr!`Pm{B&cC1Y-s|I-UNsWQ!GT|<3~k`E1qT0mL; zwdl5kLq@|j;Kg(~Eh)W)SJweWE1)zi5UtVa$}U%%ra2&BwJbkfalKagywsyJf}=K( zdh~j}jPH8B>(42$Nq#$4Moj~*d2MoX%7v&0?ytFWI(H#l1SMh>2RI%Cp&&Sic@QhB zV#o5@#37OB2Q%*&9_o)<5h06dp&l+i((TIuHtC)eR3`hpCsQ8> z)Vw`VBPk=|88#sS8Wu`}ty3jQoVM2z=wHovssE`61Xte%sL4_tuum#)gZcwqnFf9r zX5AZ9G3kw(SLg*gBS*fON2x1)47ojD9B?Lx<}cSWK#)XmU60aU*UjqM(UNF>1WEw` ztUWXJZqwOU2<0qa=a>u?@MFJQ>bWT7RT<|J^SBH>FHS+%i7hPNLg z=xJ|s={5-^W1ecC)7MJ6+DAJb)jax#uO`!tD`c7BzP^5#mGgl0^;n~w-1rzj>Kr<7 zGpTlnH9MLiJ<5Y);KOw5lxl}GHhNQD4ihzxa%1rb3eN#2SpT>?Hd9vQ?eJ~<6tI0( z!I-z)Q|KqyIFB;PA*bp?CO0iQsel5DR3}8&-Ku3tSoI4cB@m0p|8`b|_B`trt)Z`P zoaofK_|moJZp44b-_=-j4cn^EVn>;eZ%UJH$R);D>s)|u4Ef1#E%*vI`s z-|n4Af81wSigwdum4cIqHQ8EHZpK2jrD=*>o5jD&CY6_L^F))l)8(n*{#;9{rIK3< zVEZ#l*Taq(KXzeC_j}Z^OMXG^YF#FtD`kc?6c3Y~L}kfeG}+{UV57vutJb8pZzxc6 zK1E-aPKByDww0GN94pQFRj@AZ?Nei;X-te=!cD1EX;}VPk-m1=WHKV3*lX=eZ#raE zeG&ozSMN~OGsA9#rt3SW*MwL?kHN$yAFjN3pXd+CEE;&B{DV<*f4JIj6w|YaLuWO3 z8gVa{K$V9;G{2KL9lxW|i22Nx{RfIuLUCN*G)Y~NT&D&KUx|Qv^Tb|8 zPCnU?mvxkogrz{MmcOhAy9$P@S%qhq@^y($GYjM%@wVr+l8qkUc`V5>3T>ohs!E-} zT*=YE)Lp$!z99S*>z=ex16@ruOfik)Xx2 zbf7?kB;K*!(l!}pyf-k4XryC#ST%vcq%x;Sw2-E;xKV>m;mtrTRz2B!+@f0ZJqmh7 zF0F9c?K}xV%L`=lt(w}Oxv^34XDNP@>{@8GZM}l*Edk@^iPWQR){>UXN|sGc$ykqi z_Khpf96rbJ6pb7Yt&3R;YdY7)wgi^VL=`s97fTvZk{&;94 zK1E6RV1fgQGR^!R4oG#i0dpbMPx91p6OG*2WGq> zA}}r1LI(}$HFOYY;I)b7rj1rp#;x}heWP|BRg)5B>+-n`;jH$Lr=nLx8k$kQ)pBWR z<{}52K+%6N3X5$ser{gqEP`nJS@$5w_G@J*qvf$Xb4Sh#y&iPWtk@C5p4MotUiuMtOo(&AGDV&pg!2*qT27Tme!ox4iquk@R+4_`P zd0);L`jqV*!=zB;BCUCX;8=6jVWZv%f8xMmAE4KlI~jbJB-O@L4$pS#xzvQDuLKL% zG1;+_WMzs0q-A(ctF(Fe8j#ITm3e^1MfmYBIEx5RPA;yd%kG<+HAJ&j&C;6u6={a< z#aNx0A-ei0ZrK|K6Cl|Zk;`FjDQem$Q&7S#zrlp498G{2Sf(lqz28=Drc9Xc&eWC= z6hBWoIX1tEttZ=`KswIpq6wbk#9in7L1Ml;q3<$DK~bG&N(c&{hpad`Z(`rJ;)`wz zC0qPVw}tvPErJ2jy&ToAep{9ehw0w?GTPKS@%czK3-g6qB`MHfJAS!GHJ?UoyId_F zf1>$*AQZjJ>TizWhR7(M1Zcw`+GSO z5CH?C9F?<}%;nj61GsK12!e*5;cd?RkXO78@!AcVz4owEo(h6HWpJ&>RcT9VWB z{2!!^@M5B0SJRr;g#>LKq4GBE|3653fJqKnYL4*ILmG#zXjlyEx^95dNpy;|#mdyt z)25t?ro|@#25U0*ta(o)4n+Av%$K7eEtIdpfN|!ZXVNbo6%%fI&ii?R}G^LQf zY6_f&=q6Pm(~X6dpk8uNW<{7eC7=vy8KPGceYTl#Eh0Q_+MBAR=-$@D-HRljXh;%f zl55>kGbe=ho7a>DWN&ZQ)(8%z>_^i#f6qGcwhJD4zp-<>A7IiW0G?L!{$@x#NZubW)BBpIN&E5pz+F*M#(_-6Rk^^ z&=T-UvPTj$AtRPUiw~x$`CzLM-$Y7%`E(yJ|Ec7VX)v;U*=x!AQI+l=^bzg3M5X6* zN6h9v>2$e6!GLty4Q)b$#;qj(h~Qbe)}u6`h?ZtZSBS$&x}V+$t`9U}VuJ8Km zLL^01m`?7omIz58N2Z8m6w$H+g#wdFX*R;Hb(S1N<+9}(>RV=sHTvRln~zARlsK*- z*o-1)Q8A>3cD!eeLu<}YpAX_+Ro-w0WpT;o5D63~<-%8`Hk7#Irc&_orJ7YhHtt|Z z^_)i{9}P*xhtwZjqNUNQKar#{Pb*O8zg_0oxXREdmPg|4_1psQYVhlpDqja!uCci8pl6Rgt#{r-68pLq%i zCv*3gml+^3r1OJ65Si8R0m{LGpO1V=IaY(wS0h{U7jY=vAS*qUE>Hix}V z5dJ1pM+virHDVV^sPVcJL5C|JpSR7D9;+dzcDFVUziHo8z}eDZVR+Ycy_*IM$Q~k< z+~o!xuzDKD%Vfn1sWL;057jJYHSJ@prNj(;^<}kO+%-VQ$#tuEj`(F;&VOOY_;rpP6c|TcymI5nJsHVd|SeB{gJ$5 zgCuus(e~|hX91SI@3<9HY@G_q9D`E5NQKi z0eesDz>2V2l2+cL!OJS4r;0-?z>rkcJ#4nLFquLlME!DgFOeLn5_5c)5z`M@;idr> zY5s*)q7vm!hyYNDGFDo3v@&On`q6*|?p+$pjg3hYBBX_tJ_Z&>vT6wT@ni8`Y&ldU zU?g*x{iB%xLmED-YFeF3?y=3UB!pqm>STi2K`OI`;HzKc0Y^Y(L&*z%_}cSGY4ZjysWbVdl1MqkQJyA3^?2 zn+aKv(6=|Yk>RmrUzK#w*0-ebl*m0Ino>jQsB&A%z4&CKM^Vs+yMXYbX&8dl-QpIH zam?B@1i!L7jM(vkizRoqZ!5exVGZ8|j*X?Tq~!NcQL-bZsg`e|f6Iv{L@o8huyR|z z-Te?Io8<&{b~8|ov(k@OG?6tzy!9GFQ)?K+TmRw&G8Nj@Oq4#w6KP$1y+d~0$SJ$q zqn!$MkU`lL)0ugext_XMONbBSYVoA@G&G)=qgTL zCB{MPj88j=bloiu=MEm0XtWEzI4M6%k;ft7RdeOub$_kexLB_;*Z$EgciXiuwv} z)fdiu)8%$kLnU;KKgNL`YF7dWr+|Jl0J#e*)q%4n{{x2${;_i4fSmYb#7Pt;i= z5LZpOG9tjLVqIJ^uERqzGn)%KQ~tu%nu2o6QX4G~z4I{;^HaN<)=$&&=~^N|(%cKQ zJI>(BWc&sDqs7G67mCZr{hz+4QP|GM-)`afdqBk!ND3hj2U=MmNH3Mqo%P9MrpI7* zl_7UlO!X4_*h?RHqJ%S@rC3xNm+Kaz+bSLT-Ic)`CXozAW;*po77sfE_+RJ0-+6f> zmv6VsCBGzQd&25w@iw1EV|yMa-Ql|RfXoDpY1p%|VP;#hv~)^82*(sv?4CnMPk}4r zYG3y%2i;_%hVQI>kint|OkzNt)JkDT42^G39M=NMIwchf>fzt(z9bCXgAXUVZznS( z9q*aT%$8BeHYJf~r|OkUgT1WyrMrE%*+jq2kRl`u+yJ&>AEw3qQZ_RgpI8FJ7JqN2 zC%TpBwuVaH09fKc{S$PoKCZK`!^gAL#JCbTX3kVGJNhy2M#7VIz0^YYoE$(1dvGKZULAx~i{DtEOeiHrpVD zt)=J@%>_rlIq=HYk6gL-r=reZ(uzq@{;zdeLyu@FICA)lpX&aTj5RiRh-q6~zJ9J& zPjc_RG<~F{kRN4JpP7Dh1$f&&qoe8G`LBuczb2@TJ{O}f#;0aIBAvrrJq0cY&A~NY z8g^V4HX5g&=u*EIo_(n=?bzu1Pxp7wSZSau@Y zd>VsWWQFxeLm&!m?7;jGz;Ms*uV(rHvz!k%77^#7;h|^%e)G4f>}`7Z%1R8qc9{FlXG+=D@g9)}q`)W2U_g&R4~%ao)S? z80^K5;x9A@qSgm+Dfza234I9vPSqly?G>|r_e6}*!-tB#E!O7xcZ~7J?7%JKPye5? zL3H4o+G6E@M?W$S%>%|tx9Hs2O zIlwkTOcU*;vOp_gAfo8;3;7D;l&xtgg1m@@ff>f z-N+ILSN%c4A%B^=Jb(F8(5zU`)L~MpzKE+Unc1jjhwav8I(=~}mt;aCKpyAL)={by zrl>0C;IaPTyUggc_0;vn?@#xHgvp;$ml45_edgNnU9bOa*XXeD+FxD3EUy`Jru_l) z@0DlY^P6{Ch~ypMFxGv>^(c?$wD&1ywm?UK;UHgg=JPQO+*f-__}=4p@ZGT%I&v9( z8rQtQAYMp2$$-dJMuAv^i)y5BS?=5n${)Cd9DblnKJK+$k7^2L>A0O>KBQHKtRrfb;M&GY4!Q+A)A zbOecQS8h}Xes##+F~wq+9CJL3SXW6T`4RCN5dg~`9%ynMU( z5GVP}co^$p1XrH>Xgc6Ott%fKSCj}W@m>lYcmVLkRY^#ETUh@ET)M7%4G*J1U&Bsz z;BLrP{UG+wD25i?*hwz`-?SPO{F~NT(;3?tuBCn1e{%zwLu=8h+{PK*4~DV=?mPdy zRt*WRiwcuft!rRI9^5&@rT70C%E^C*GB{i)-G23dHjxCeiRBKuxj-+!zK!9E*%~6; zN9F4BO+I=!9EEjMYmyE_zvtTM{XGb+7BbhbcIJ=}bmxs<}k@}%2% z!07&$JH2V1Y#oypFX5O9`k+e*YBUU`Wf8*YNyw{cQaUD_P)px`B|(io#;NP+$iNEe zL|BsPz3@bS@K8eVGKS_yTD{r53#7!i50!c6+!JR@d^I&O4I1+9a$RMe#kLn6t9UH# z!bF$C%|^^^qdtdaW`frgTHoi6e=^Vz*&DX59Xk>s%?9K2zWJGS$qwpl7;KSlO3-t~ ziAKos&RL(?{9ej;{>$e8Q881XrJW#{yy5=JiNntwQX3}`z1GzmdK#iXzTLJ zHm3|uCf0~TbKr+U@3%=Kqt#X@{SN>QnA*-iCtfH{p29Rlt3OIVY7mK+g8p=I&1-Ws z_fnd@MX9jQG41v>{sJ3~iYCyS<~&*jgVsK0riXkzZ%HTO6zy6PCQAz$|Dle-H&x$7 zx&HbNZ=pM&`nn-I8c|PfzjwuCvHU*CZ#~!J^Y`gJAlgJ@tS|QanfC}3V_7Pp?qfE7 zuE2K7xA>}7;B(F$q=9Q0^F`S`8q2A%D*Jk^Rer>_py3|*D z9Y9jC-5G=fGh@M}^B-6h`x1x&wlzZ>V_A;lTbY+?>tKT}p9~_vikikz|IMeraa_oD zhSK$(uwC6Tx6PLv^>8L+scskn{aOF$*W31;Yuv_5&64Nj-^a^>be%Sw*p zg*JSweaU$Y#ig~8@~FtEP-o3Yo@yaJnCf$*zCMKCtZy(BGBtiXjN@%77EgI_DMebg zRutd)o?_J`bcUBzr~>r=!qL#%Bl{JcqgL6ke@UjR`UZJKP?|%+#*SP{;+Ylm+`Iis z(vy;xw%(uktJKyFq3tTd@OJmTo{&A~GWxv_nqSTKmHI0#4Aw}^7Q7RJP%g6x`3ujkk)fJu)5S&FuO6OHSQMq{JE0 z(YX_2>m%)QLbA-5lsrVe7B!-MVlVGasOB|kyXX$~y*@hQC+3it_-en6CAg>zo@3-Y z)!*-Y%5;n?Uk-K5kG`CJeJw2YcNb2eoK$H?D>+M6F7bV{hMiMs9x?!JnVpfFUvWyJ z+dVv&jOH7bx@Ki9JeZ&V$&WZIn0ngYY+PnUUV`ReKYm}iD6Bez0(w%Gq#pZ+)aucm zSsLC1SbpvrP1sc4Sgc$d0pFWh5;r2o76W#F9NQWv2k^{Abj=~Co9Dii12BI4I3Q|B z^)R`~0rQ@E8gaJBns6C$W-lnCT#xx}8L~f=N-dPG2>Y!aOf9gP(N5AMS zfgju$2JU{B5fqM9f#wp0kG+&6ucW*{;8ju|WcQGB_a5oZYQJLMB2<#RvTJiD*2#2Hx9xxbx=XQpKXuJ8Z1}y1p%iJ`U$qDd7pFS;~z)D!M{A} zo9(>!$IN;9d+j59d>lJ$w{!66Qc@%TXmKeKZSHj3k@Ze)H+cC+db54JSib3F2$(+x1A1%CX_ zBCe?N`IYx&5u8Wp@UqTpsIcC1g5$D8HAz<7`hocg_F9%DG8nZ6USa(h-;wtuC@#L< zT|a8AxKr~J`1z*|Zhnq}kSKX3P3TzwayptfpTm%*b)89;Zb1ls+^~B>OwP;J7j=}< zX{bvYo9k-_UCx|p_sPJJ`}ij(X-@{#NltSlzY&9huHn9Fzo)=xbS1*f%5l z%GOOtTV4HXo~%@eQ9j-2Ac`$0xbiT9(L@g4yQ3W1^1=Ph=do^J{FI|8;0pEaC}(&J z?d@{uVLGS%1@rG8AMZ9Fu(<7r7df1?xAm+&LSPVHb>u>QU^eR#2UaeDdN!}}_(%j0fh9MuNhFj`=nYR~cV z&>oEFY33{*16{A&u-CGse_p=PvRKA$ z!%hznYH&Reh4xhDGd%e?!AGo59BZek+|a#bD{b=Kkai8xgk7|=uj0)(iC3i8uzd0A z{RDrQIK`lscy{y<_d{{an7A7=nb{N0U`5IXeb*024lGIji;-<>l$r&A4javuF$oti zYuG=4G5P2Hi!s1YGG+R5m$mRTWza2VZe}b7sVn1sM9D;@RBkD!F3ICnU5Zm| zh3X2_fjhBePiAF%QUwC% za)~B`fd;-YuVBc2OH#+b1Q<>O0NoiO*&SJ!_0NN=gH06Z2tT1pLpY_&s9;Oe8^`?j z?B`{Byko=LIOgCp>MVhL>qCZ;W^OO`^J{lSRffN%ABPs}-1+{Q zxY5Rd&B7*QM*ns3QYC|L$H2%ie@Cn<#V~QoL@jGa^5P?h|3_I*wKNt7GRJf&*9Zhu z#VbY_Y>)&Bue+NE%&+tKA@N)Vw&F(?s$lCv*{-8(fyu+pGP6jNix@`_5buh|P5Sxn zTsZ*M^CCV#naH@ygMZnv?ZxxESPor|(p((Px1f8Xrz7~ST_^RnKiR-<;S;~~TYgVY zoGkTtcQtaX3w+0irGyG~q zVFbjewzxo7{B;M@u@>z-4yjHWVK2#PxFg&q#siD}d*6|>2ZctfW~kX?kVMwxb>L4^ z6zOK1?z7LYS-;Cq4tzhXw&tS$L<26#gm<_xKEzREwEw$| z!f5Zi1pTY!Hue`fyhru&i7RtR|5yP5qkTdw>?6`>SgRu<@io8&sl@T8z3-)me%t6E zuWh8WVdF*Tq+L?yqt^gk#kq1tD(~uV{|Tk_z5t%AnUOZmzYidC^X(m#r^`=Clm4*A zU9n9{uU&s|oBljzF3=rcVIFe??{mOjlg-q*8ir5v0!gL%I39!o8EkH zVlwIRRLSRCQdW1dHOtd^;gQ3O$;EH8UH83MeSZcI^+sYHPrg?G+z27+4RkIX?X_p( z#?Q}BA6u@DR#(O}i3?^!KYttuhw7M@cqoWxFRO`aRt>u6fP6W+q?XFDB zy3QFTxTf)QE49?ql>gc$?5tMwj!V#2>D24j!9CKD{$30dD<266t}xJ)Z^*R6$J6F( z%Q#+XXmFgbLDn#6fbAw|6MX+-a5X#f5YOfh^L?(95!Wg5EY8^KUUTv}n-&p|?>GkC z)ni`eCac78A1`H}iA;Z%=Y{~}mvy_5n;AYpfMQi);b1^V)1+3k*B%1QAb4ZxkZ)&OV!vGKij9rv68S?{q672F@24?p zE5q$`C+*;EvyX&yUrds5@6YZACowV?Rtsgz$bzc42(ha&NBxm&7WfC+jAW zO^`8%QR&w5zeFo(tX5H8&CmVLDbVh0vJb)h5O}1?EdO$?&6^<=T7UdDY<|1vz>F7UT=4AhpA&m2Hy=@!B9bfKN9GN+OaPjB(i>p=q@!idzSLfd@;?F-_d_6ei{`KMsfBLMwv{}c1%VKl6J2L@S z*UN3Y%$V|bpw;#X z%cxH9F5lj~`LPxM)5o8tUf|=87od3XPlJ|EzJK<^*W%fW7Z=xexA51ir{EIcU$1VK z=RdCg<;Nes{{E+*V2E$uz4`jb%g-)<`j;QCerm2?{`Ax0UK#`1IqCM-AZo8b)qCT&o{e=kJ;o)${9jS9fsN zm^sX1?T2rByXby@1y98FzyrfL-(3Fi z1uW0_4Gx^oCL9F_yjX;adPek(**ZjmZKhfo%*ru^+erTA5 z|CR8Qubw^~{^-ds+fm$kQO-CQ&PXj9Q9@X6CHKugcw`23!ma;exPHE z{-Zi;wnx@%!8}e!umM-#?vzmCG~4J-8Y2WEcsIb&%)CMc)4^ zt-;C4tly8PzqC;{s7#A93Fd0KawhkTGf3zK4a)ccyRq*ohA`Gl{4WQ7xVhJ0 z##?Cc<<5;)*Efsv#pTuFW_k6^>d6=V?{}Xb|9tV=OL)W=Uw-=R{Hy)Djf^c11%HFb zUR=Lv|MTSP>Bcu*ZTY6Hhx`^G{j904<<1noCciBC4NB?VQ+V#HmzNef1U98SO{Q1LoSCewMOon#ei{fifno5dXLax4csIG6Gd zFChK$i$BEdc{fXGpnQ`P#+qLK?)B|XM`b}|-jP$@X&3r5-SuMEFK-7hG|^;&jP@xlo?PC*47_;K zTzm$8=kg8o|1D6nKK;lZe!6@A>-Wpo@0Q@;5A>Dc0s6|;vcZM4Gw94Q8zAFz za=qAMgOtKH%OZjWVVuw|>^Y;>csGxMU&5XBdX-$S|2U_1e<#6BEEd1{>_5W~o4=o( zE#R+zxOumFw)nDH&uOwjc!YY^JVFkwG~I&+m&Q6667t7*WL^X-yoc_b1!jB*!a6gl z2f>?mX=wf5XdOGhz~D=t=>Aw7S_UpF;X`FfC13KIc@h| zqc{LUtzX~Uy>3q(0CL@E=}~-G z>%#MUn9#Zd@d?cX#Q6JL2Du~mpLC8K9XdaZs0-Hz1klE-p#?tfl-=N#}pNr2v zTMQe=)N}wF7Wyf>yM7HB$=*9eh5e_`wq8E={B}Q{Z;ecp3qSoNYO_(xa7p+-G^4W{ z{+a-KcYXc(f%i3x=ey-M z&8@f1t@cLOetl7W)Wz}s7hhjqy}Itj#9033GN$8SzlmYJkJjCDE{9KFeAMjqUdLU3 zIS9|ME?=*{hN!x_YHxnT-hSv{%O&Wd4aCi{fgjEaFWg;xd47EbvhLuiZ?A9eRyTW1 z-hTMz&Fbpz_UqRGLT(1HD%%E|SN#ZLArpF_i%Yn<`qOIpx>v;Q-4dkr80G8bU4tA} z@k@o(Mf*sY4C|L&zIpf2dbHyM;dSF7{pKfn`0uaZTwYz@G|KwvKm7ktO9u#C-Vyl% zF#-UC&=LSpO9KQH00;mG08eFVOaK4?000000O0rv01N;i0D5(8dNDXMVJ>iFW>r)T z00*YTqgt`VqgtlKqgr)%3jhHG=mP)%1n2_*0F0SqbS6#Pu47NkiS0YKZQJI=wrwX9 zTNB$hC&nGy<^;3zyzi&I_V;7=k6P7hb$4}DU3H!3QAMsODo)P?V1pw+xVe0RV`3y? zB(gWQhU4XB5Vx{%F>_)Nw=r@t6E!ojH#K9BHM6sDu_R*RVqxOvhjVsuGBdJ;^H^`z zwzUU}BYgH47@3|J+uuIwKPnR$bX1G9nyp5m(_%sgTGPg%%G{Z@N9tYlUKjI>rIf)Tisj-Ak@8!K(VL(-R)<^>*~Sl@)3a=5>J8QZ|lNG)*w3446ff9 za~j@pa%0=58KieC=jiBpSL;?tpoN&;A|wr;d$$ET-M2DynTlTQKG?CAZs4Q(P%uCc zD9dK!?Hos+k7%!6gsd-0im#=7y?geVBB$F6G$qg-q z_Oj#ZX0$qp82Yj#g|t5sbBkKENgB)V`)rf&{ZJO9UrNo=C3B=kg+Tn$rpfJZ?*#6* zaJD01FKKiEZOeC^2B{A+&2TvD)RD=@nN2l_pyDI0KEm9)+x;V9hgO{l8Pv5OHA8Z{Hb#qmvJ8s5R@@Ey_gKio!Cw>H>SR>YfM3Q3edmY` z8EU>Cf0pE@WqaF~k$@2SoODb_fw2T(QYWhrFN;VE&DYllzDX*|LV zN32&xom6+6h-bvM6_->xP4>W#)`c>bg<&EVhU$0d4xN&`tm;VYk?f+XaDz4F#96kF z*KqT!uZdh8nbNE%V5ZY7I?Z{5;)sOc>Ig=(Z16%gw&&Gw*W$UK)#0lQCCyPX&??SW zgnPVlh(NZ+c4-1i$XPNgNS+ISO*gc_11b$?%VhL$ggx+yA~1zimpf;k))3a>Ovd;@ z*kg-;hM#6Y-NG~Q6yL0@r}ZrUmpKHf4A;Hwjgd&*#wy;(-S(Q$!Uk#faa-l)o2Clg zi93a8EcLvjX)0z?DM-=Og(BtzlNh|w86mr5&I{Bnb`3}n zQB#4d)3S4lbMW&)1KI^FOZ>VXr<*^Wmag^B1TG6x;7Zc%=wTQut{djYIDHwdWPJWgk3|LPn+_-a|$10Vz2Sb-v}@BS)Ly&vn-*2@g0m#W)9?A2zr zi;$l1!xP!}DQO7!ZZXoH!aUS~EO4>`K5k+5hC+^M9Tmk*8By&Dntx1x*M^{2E}IGw zw;1A3%7r6Xh*_CJ40@pMzNO5DX#!2FIT*6{8;?Est-!uaof|YDH_IF~z&2Y7zR*t>N>D*o1*cCQ!Dte(2eXE7$*=zR^uaeF^3DRH8v_sDS{<2-+h{%x)yuHA`Ya4}8eDrWt< zG2gK6zR`>pO%)B^F6$Y|>`92m!$-b8;_Ixw#FT=Km4{Ma>ItFfIeE)PXyuSO|e zXVimSS=oHU01QsMZZgz+V&(1zEt60&L0&HIRiNFn-+-(ggWe$^Ip8e588Q8I$)b4B zMI5cHKaqNi49G|4T3p@29KZnrg%wTEIJ;XzS4$}z%#tDM6uu#i6ScI%ZsbCLST4K! zEOqVvp;@;GPr`7Ay6=2gzhOVBQ;6RffiWjG|Kawq;EIaR#2-A6I(6waM$}Mg4@?ya zJ9SIuznZ}|&;0`+?cA#TOOMq*s4Z~&P{bKi=GC_Pz}J6&>^RVZlBSfA$Kp}3k{TB^ zNE)$X%&L|BD$H~u2-bHcdSTOvC+zLaG4ki=1z+C!k{r~6dr*tkEXCF;F^ zWs>nHM=l)!r9Xe(`;7*(kYmayS7!FMJXJJvikx|PttLO0fxbM$XT7((>!;P-l~-sob-1}((0{45Ib7PApkcOpBH)NX6Gq zED-ZueUMZqhRH&DfB<(E@}Be(4n+XFB2CI6coMCDb?Wi7L^Gei-6{Ei zR5SRaj~YW9bZjThaO5wF06x}EqcJI$TNQH+z;V9+Ln&iyTSGxj$B%xf?De6&DvRN6 z!K7X@^>O8_9pqVkOMIiQv%5>xy>#>{yAFoQ@z~7M8zL4O3M|?nyNNx(1h+@PU(jipd(WRqqYf|Vc%xEep zkf$%11Dr&&ZUxv)G&eptbDQ5u8uq>JgvY&?ffM)?)vYNBz}5G=P~R5RhN$OAMBlaMT_65?krggzqe4=|$wQ2i zISB!)o$j*FG9^M6I5Eh(yJ4r{zJ-I=|ITCc{fIah0}lZ0qHt9jS1!v8qHB5pKV_$9Q$EucttAQ(3@WhMhb&ZR~TG)y}U(Iv~&sNkVM!aPn1yM92=e>jQUq zpJZhKk+BOtu1->@?K0D@_3sU~FLu?Fz~#-?U(GTu*Fmb+qvRyNQyDxO9L~2`qP&X4}UTya=ahyqi4(nMKF!*poj_8xF3vhq_4TzmogY z(i#hBuwmm!==e&D=gB3zRfIO$t<{S8v`zI<15Kw3ErAWW3JeTBXZ}(o7?^@t=pZU& zYM{UM^rS-DHVnoQY<6wt*5v|lL!?t(A0X>QN+!64!B<_0dO87cexcX)!=3@+Q5CoD zt!1J6XHK9r(chNS$>%)`Y7*r>Xh1jQg9|@xU8K3wv~IzsLIsVvH#;o5W{MY@rLr{_MXk*M3g;y`K_(VWg^a_Ppe$oD5vH850&=F~M%Td=q9+Y&6Q? zND>g`K~}$+8u|%2ov|l^MnacpuNc8xX^>{_+kX?`T{L)}J;b^#09?QL`)GAP+6)Qh z7)J?Di3?KAe0nugSDTX(`L4vKgoXew#n*iW$_D>%mgT1}lUd5&NNiJ=z{0bNT)P6e=?slNlB($IHDF`Ls=6%J7Zs5C%-%R-bK z0+U}QkZE?o^4Uw&1&=?o>^I|E_?2k-1ie6J=vUvQ-a|7Z--6{v&Up z)lif?U~)l}XQR^GKvz=2!YNs1alc9U)W5GcNvEr)Al}ONkgP;3 zb4PYuDOV+PmmoWJ>~lr>{z}yL*QX#aiMtqO_LrIWHJ$d-OYk$&(z#k=2{Mmrt;Qoh zF+1W=tNOEwPoA>7pu1bKG*ysyucMo^D17n=*+j#T$D+C!eFCBv6qeCRHdGLlb=P?^ zm@%|6iEpOh#r2cG=dza0JJUe#Uv<6@0Ds}&=%#yMc)NjC>ZPR;{}wGcp(r-)^`NcV zy@`J1h%7qILSQX==Rs9J&3p-7ChF6-+55|=>03J((M~-Lu^(PhMa0!E?de<1sxaSi zmz9a9Q+eR6-B!{A9{dDnX@VKfX7xQlwF%o)dkU!1Lb!$#S5l;eGSeEdY^aB`6 zJBpx~!s$HD5WV|jl>DXR{6)A4H0baX#k~) zpGSnq3Mu{R$iE6G8xKBhq(ncsCz}tceRo_jUpfESH_$U!uL$*;tog^bJ^iJ%L&dA* z_%^)bbT|hY!fIRdKJkf>vr7xB7~E?~3|j5+WNq=E)WjJdo6;O~pK7qI-F*}`5iP^exb z5Sxlm$a7?LiXyBDS2TjE@H;U@+G9cfitxYv;O+&#do88WDXD=T9N1}vi-KI7;2fkS zR+go2_w7BRLk{Ia<{t8oKS$yqNV?xF5pUrOFNkCrF;3pJchPdla24Hbd}Fuq9YwRG z2+9W8hefvDthc^hWhc8bM|*exedZ@C2rNUg%*96^Y={Lb7nUUi;mkS(7sNFG0|K)C zb=N?;0IjV0JZ#<$z>#-3>2 zDE(0{h11tMjS6qGs#W00MH3RaNm5b7UbFJKE_(WsY@UtYf56 zDq9?8q2K0eE>Y+7qa`amG;_wcJhQgiy*$eSs9@T+_omDX@;H80?Gd2pdcZLA#J$RQ z7qVS+%_=lNY8g{+;4DiG1EG`7zOa?x#J~9q7Vi5mtcMc}|2usqxgu6EBW8zgClD`F z^=U5nfHnba{zND%FkV;KU59{@3Ix!-p4N=1AeVUl;Am#W)+W4#JFaL2+l^!389YeQJ2i`J%JvHr?lE(rpH_HFj`S1xX|84!F!vfTh|fw zhoWpS!PF5~C0aBQS83gf3HoB(-&w2ZNSWqRig`808+IX<1^(U$z&iCF{V#OD`QLP) z>giy{ps8SNZD!)~pIpGo_`gAeimS29KM#xBJJ~V_3)_3>uySw`u@kYgu@iA{=`lz+ z*}FRY=NJEV!=S>T>SSc+>|o?%W@qBbAO+{*Ma06&qW9l@fn#R=YD4*d{%xvn=gb3lm0oRG2G*D;2hb^tLNEZG(l&u41LT;f zPlJs5?hnd}cCn2@6yIv!r=Jtumg%{0;^JTF!_;H{zi$Qxe?NPVS9(7Q`~Mya^h})p zEq(u^fOade;QwJ?`#w|qH}TK8K=0>D^z1v&+rrcPpZAiadvAfKmGx!@^lj5uvnz((jtl6}}zw>DM8_TPviW$1DR z4QPnb5w!>ui5nRjDrK|h+dWl(3HARr{9)sM_`70nqCF$aju>(K{QZM(f*^v48uQJU z-KZ}vN4 zpkvSMYnvz~D`CxbWBN;TluMfFq4Wm9Y@yuNeZ3#bR6p_tiXvV0GA=o-!XT&jx?Ewq zlD#;G*x$=e(oavqG}2y~90u_$hPf8tin}cR^LOmvSzox{anDRs;*Z@$!#367`ErJy3>)Z{%&1$*i*-wTTp_)l)_DGQnH=*P)~;rcFtWd|t!~fIBRkX8T7YvB zX8n#VD+_G6<(E4F6TM{5nc{e^s?AhDPz8;1e?E@PAiePuzwa`rIG!#C1{`cqnkONx z9d+>_PE980?Tk{iSJ&i4N7yIP8;k?@wHEt*XG$&f3L#Glp}{IkEajGh|1ig{PCB7a zS9>*bhi}#9zU-c7gNMFdih=`pj|1|bY}z!w|TLQ{!KB#lpDB)3LA_zL2AjBfrZ9S887s1)KRBFPQ5P;i2dF#YA{0Urm{=)q z0|A;rXS)Z-4r{qif>PfIZM)oagpBKW+l-KQ=#lu`2np)0wCmtoWgoQE>) zTkQeU-_*;GTzf}cXykX*?-mIG7I|W5e@$%}NKjwe>VCjdaAhb)_(g@9W;+0M_kW^- z31~)UuXT{+j+ySF+bp&@uC@~w!hq-?qAWn7XhVp5afkXH*CC{CD%wfIc-B8u)3$ke zJTFOv3i&vTPXB|r-`YSS$6qixfsqVMHWy6|G8!(-HE6{qNK@j9h%VHfk0U+ zX}ANTlAF#UMA(GqkBY0sLG~HFmShKNS#OSR*8>gv_nlzQdfH0o)zfgc9NG?_C&5*) z*|ZuoIu$CNt+jn;^mAK>+cnu`qmN{S4O_p{QQa6j`0RyP0f1=J##Klsio9-Fkh8@~ zr*4k#wG;e%#$@>nx$L`Nf>)955uE11=_ZkDLmp9DwMxyS!Z;qxNs7A4Nta}&)Q~o& zbGzwmXZN9>$5X$+br1UrR2i3R)bw(rRo0JSBRd|Fb=~iHSs(nN0;3@u+<_D}KVoNx zrV2jl?-I$`yiH?2AfI57>&l-_LLZRGp5 zBqZRQ$&R!5t%$WpHVX~{2;Jx|*pk|}!uo<3JHrrbU!f$`^4!3*rLPT~g&eawau!?V zX41aqINN+W;IqnWbq*k86K$ORWr77e4!O6F_j2+0Mtp|fup10}_VfbSJKz_(;35Y? z@_smqkZAxiv#^Eu==L|vxYA?IOHRgxd~;jZVshc@~-C`V4D1+y0cN zMz_Ra-eYY1Qnz(>QdsQ=@>oQ~Ee*Q8x`$^SI`^}7bg%jhJWlkDVH_hfn=-@T9K(Uh z>B0{@Y#2F<$PNG!bhAa%zeh`7&L3tIKEA2B{2W5{o&2h)U{-Cc3aobjs3djZt-x`Dsqey+(u2BWXI1;h^f%Gd0 z071#T7hWb+hRkdCJG&f1hI6G3^pS2{!tIkr0YA+N`TgnisW3DTlu@5DZ)cB`*Gk8` z+ItK<*B%R8af%Ll${^CbSGKYmmFA%1(`SU=_(g&F?i`sbJg>q?pBA^X4sqcQHydFm zcNYZUS>S&kkuPQED13!|J@QJ#umWWGOo*Z&FWv9ZNtEq*Q(DhNi zE<;HB7aRCy_fD!nCs(|{b?Dz>!Kk?7O;Uc(b4^1mI2&o&yPs2>B3BwGAiUK>>eB&LMS;j9yU zHPEyPpaNq zfLVj}vmssg-DuiwEZ2Z*&C|Hs$O!t<4bSyBYP}YC$u)4$P35MrvuKZuk@iU!K-Ps< zBM%3Sf$!}krI(YE(GTvn*PZi|xVqWn@^3|v-9KAm>^=PMNlWHEjHA_x@zLc)Yc~$o zm<{`vW>dgSj;98t3?+FTGB9)pA+u=*z!oK8< zI=!2aZ{U93g5l%t)rq}c?l=E&p1{b5<+dqy7Wai1OU8X)7$Z8+ea%i*CA__X5-xzN z+BVtTE(tRJ_33qg$nwX~k%s^S!b=nn^tj+_#|MmEzea(R}_D9*b zHC=ffen%pPp;9CJpz0-9%!lDcGl}eFyiXh{vr$}6kgcN#)3aGN-2i7f>{)Q8*0X7y z-cnnJMap`DgYhlhd~v;jwF=#==`SroLS{dKV`}D++|Ig}(>|~zwK^C!sI3ffhH0SW zLySqeUp~(9S{2{ebmK?ww7M>B&3!+MC1fwe;OES;W4AN--lY@Qw-vRZ#l->CT1pQ0 z)LBrUM7&9U?HENoj)IK^7mkM3G(5VGTiuCMbIulodJRF7o^$_9J<#iDPvU&m_(~MO zocf$N!E&tAU!G|%@>@>`L<*m1Rc}fEN)=ruvfY+`8{^@w+1*tVr^?vRc0M+uc^|iv z*q!^FHOza*NDJJhkm4ZI=@8J6Xsq!K(<_{m8G{|e3b&>-z^6@dk6b^qX*lm}Sg!0M zSSH+{Dp4?%xql)f(;1cveQ#fxWZ8sT=~ST6=+B02*)fvM-p=$JRxkyWUR0*et^>|j zbXw~&@)|j#js{DuMj01JbK(3%U+!^*8U;%HeZNU{i(SN^Z1I08aJVBg_EY0`&yCqw zY(sPhVxQp3VzpT0)+yvj@MBsYqxftb%iZgE{m8a}u*E&E3v^s&pFO09I6tcJY~KjE zVRIfisFh3M7*}IxdS!ZxvC5W_%|QM&6ykYelm{qNrv9#Snvc(pVy`9Z)Xrspv`jqN z2>Pl4{@EFpNgd;V^lp8s$oBm{MVYD8d=FA zL!SIGSvFh@iI!d%87`xB$!byo`a9QN7itt-4X?}hbx(1qKxH?D4J0AUT;yjP!aRi7|~c{;DA zCMAA&$c{4fHzJb`;$m^bVoOC%0^R}j6p~Ojxv}Vq>zu%ukF$J2#CF@KmUzjm&E6Hf zew;-T*{mdu5S(kx5ZsvA8Fd&OiB`@7sZ|*uV9QW6YXwnbBj}i!OdDCHK7}+Cc741o z#|b(fl~*^4jv%QaThlg-AgEeQh02Xrd3=aEg@HhfH;Q%o{ejBtYZyr49M%5COfhO^ zbR1+Q!a*mr^WD}Ia# zmCSh7jgcd{waCuBO7pC}?;GX|o#^OmL?+Os zag0({qVW2icD&OCK>+R)c8{}cJh%@o-g$Zqv8>0OJ3wZhMI5%(+V?rJY>%A`RaM~~ClmehgYCI8fk%PE5H5|0T zj#qVbL_Lg_LO~-hMJE`S{%>Bp|A*Hm^o^8ZyqI3QRj@~2FTQxqvu6$2EUO3{m2pDr zG!dgzGvfTcHCEGNzps_eW}>vK#XKumzM;v#6EM3)KWM8QjdZ!PJJ+vkZ7HAD38w3F{y-WJ$2YFvkdoqx#M-uHmWP-J-z&oWd7cbfT-D|c1{m}K+n`#we8IVa%?H(Oz1;~j>;KF~&Z z0P?LR_Mi7>={?JAx<583{>0y7y&~O5#F@#Qe?z)sdzCD82sPX>Mrn3VlV#{Um^&V_ z@_Fy3M=+jLiZ2hEm@N=-4P*4{X`12ltSuXHUwDtx|=CX^_)wyv4AyN z5aLmU;mOl<;PXBdC!7Ys@PU!a<%A&Y@}^Z#iFRnR^s*)XUVXkYTwQI9_B+|)VpcWZ zXAPkyHkr?M9U#&%xwtX(&OPZ5A%F_fq7Y{on>AWYAx6eqIl0qyP-9&hnBu_oEZ~X1 z)hV@L&p0q7p+2J~NSgO4;b9p&!`y);B_cUqK?~᪶tQ&!a~%dz@E{Rc=S40Tl~ z=l%mosAZJfZmq3ATZH$9q?F zFvoTewhPm0`3c2e9y3`i(Q*`Q>hEMTJjrIXQHg0>m*o_)zSjs(myN-GH#;ooIK(4a z)kW3n0o^{r2#4pgzZ>jq$bX++@WUs8$$QYD%|sucFr~08o|?cX*bU4I%l<;Jk9~>H z2mDo5ngLzYPtmJt$I-iM}34Wa07;j#~B zGbpK^L6VnT-5^3)!Aov|o_4S8h7N|raCAez>qJ~BxH3HOLsWRlO35MEyn+fM3_F4n z!CMF_4p7O?u##njB1Up*%fNCmbx>}Ui$%35)Lh{{`c1Tcbu@3}C)^v~c&E3qyllz! z;uSmf+LQ&l@%B3?>NN9=$g|O>bkj79uv=~de!s58_tVWOpf-_}chn$SO)_gOE z)OsL|D+zB|!o;)k3+N{&Hm1axyE0tf58+sph+O`V@7h&7Zp_fI853!W+K55!rXf8v ztjZ^q6%WBFe|6LyTL>3BJFw%gxg^(iSX38A-`=7Oa-~3%MsAPG&m9DGT_uOl^zbuj44iw=Lof%UigWPn=3~<&vydDW$sdX@ z)gkb|L$OHO-RAHn81C${cNq5DU7F}Z6c7gvA5J0-+^T;jvJTHw)?3ljRDwWEjN3d^ z5Y-r(bVYjVL75Jxtu+uMsNrtrX(lp)FdP0NMyHR!(d9`3W4T3U+mXE^kR=n}8W#~Z zUL%gTdJ}Q4$OkE`=v~aESSFMrI0gTrVp|Jl{Z3 ztlQG_2>DzUfAwnSWEKk}qa>uwB^|xSNQ5x3KOKQ-oTBy3&g8p+7zK}Yr;!79rSzhr z%_KxfE%6RQ`jmwcT?Qo^au4QEMX5X#cdLBVG`u`*-%%5&lY>RHE9;#Tk?9&sRGKe@+VW;2bV)aLv)FghAuF z?E*Qm?QK6f&cljA!DmM>&=>3UL>eL_alK?iCVs9i!aIcjxNJnmMYLbUQ&CAcHkW$H z5g0W~w+nLf+MkCPEnKMglTRCOTC(I5lD=N7E)vSQaEH?EbO61QjsBoRXpTPGm*0v- zyRhPgm6$AD8GNAWbG(ivJW{m7thZj9rgU{eJBmfHC&oel8ukQCcMu5#F( zg{uef9Hl$!7F@)mB|6&FEVCQYpTVMKjz#lXb2K5(h?Y2IWb}*LCG}Z1 z8jYXp9tAD7E5>w1hZkqVYe%cX@FOybI9+O?r9nK7rG;^eb5e+I4e|d3X zl+m`z!ksh+Oe_;Kjx-=kOMuOk#Y+JM}Y1*4G3Kpv!_&O(2S;XKOPmp=?N+uSZ3+#WLlLo|O-Pjq^1?H;% z-HoN1M{ zY&T4C1M)or_XO$Ah})WW_MB9iVYz6NBZScg2t%f>F$yX^Bb-`;hdxb>p;wQOoIqxp z+q1t+mKqqTS@6*9f9V(?S%4eT;7~*2gZYBJM&amlmY2vM`xg0tHs)JojES0$(>BIf zrds1DW6XUspRtK57PzlMS2sKXXThf~BlO*tR3Igyw_No21`j7%q*AAcq%6O5OkuOz0&KVun9xf`}%unS~Gy2kX zhaF$H1^Z*W2>3d$kk{YsxZ)T_QH9=hx9s7O#@-0#g>^ZJbKzD$;-?s84lK0+N?U-N z8n(BAso4T9$QaY2B^RUl9I1%8vBBY{`g%RYpD2eQUE?Ox zDjeY=iG7kw`HWwXsJ*tiZ}dBdV4Lx!TjqW7^2=Gc)~g+u%J-K7T1=ovJ=hk*)(tNZ zfBn!p&eX|m51Jo?rE+#Bp>w-I-@LQO@;SjXHaa=Sgw2fvQnj?X9Pg=VDU?EWW@C6K zeLBhEnG^0iM^dVa&{5eK@T%&i8H0%XpbUT6JWEvU(=VF`oy>?eEIC>DZ)@X$wcUA| z4%os@?wNzX8@(g#h8`&gP7E00Arex3+Ra?_pN%do!(gu?ZW0fQ3f%j77myBQMTIcP zuCOtK52q@wbLwd>8tyWy);r*|w`*#nGq~Bo(!Biy#IxQxz&%DwV8n~_!AFxSjeKzt z8{U2tcj$h<$!lp@~Jb>G{f3vZGI2~XCtm7zfWff7=mZG zyDVVCUuyUkBDUxGLsm&Br;%%%=WW89Pq&Q=cHJrxo*^M? ztB4!S>|Ag=i>2&QxJQcT)}F=>aThG;qEcG|AvJpWL!8fMe`C`P9S~}DUHV+<+Pd{Z zZnr)8GvgWR$I$|OE;6{qq@iMZ4&Tq((9^XC2j86^MnY*bjaDLzuG#gZpsgzW=b<<; z`Mhc=B^A>04)u>EnUZlW(UAvDOSA_`6hQ)ghVhLAN}ef1iFvYN6TcJ@`^H*J{O8w`@FO#dxNL2L z8SO#plCoX*LA^9E6sqnqCK`82X+bbc3+VvVx&xs>61O@~!ckM2(+NqR;U&;U-ClZX zsV`&V6!HcBx0ZVaCzXxF@~Xnm!s2mUc8Sr-n99h*u9lKD6B!Rmi=rEn zi^?z%OnbH=%N6)1)t`L_)hPUv>IA*KaC#SU<_s13(Z9Dk6r|4>+zo&Qo5UJef(dy* zfZOjMpcliLZ#djlgEc#su(F5MrFn&#!bwQpX-Y1x~VwDHQ zG~9b7#hwMH?{rxHfGq}O{E;|pI*!BY%dP`qUm_{W@m`Y)=zAA3U_NM~;!0+56B8=W^x>b~Fjxa-pvz*1@9!E0QFQDI5 zF)Yr>?7SlBjS=}Y;+2wE_{Ty>%K1HwAelkb*&SbsKcW8ZULP4$9A(vM0oHg9w2X6j z;7y60$gVzHlEZ7&-&lwMK|sF0tVR)V1>9c;MIXNyFdh+O!9saArD0-q3JJ=QNe~*7 za8cU)lrM-h{4sZ7aC!$bn2Q;CH(V^aMrX#N2a_c{Ukjr#%v4jAZ0Syc<*nA5o`wEz z-bg`xIV(4?encM%T9u#LQ~XpUf(AVu(1gTC$2$oAP-NtGTVYt*t}lUg+rc&bRqo8Z zvIA!BkH;u-wYc7Z&#<@vPY|>++CCUs7iwc6QTMerZ-T#bzVJWr)I8u&XYP;W^+a4F zPk3hGR>UVv31MYBzzr|HbS3JW6JJMfx-e;FG&6n7L(=SX>bMGor1}D% z`!qqbdYn7gPANxEn@SQKoj2LJ%yo7@f$YdUD%*7e?$~C6?ytjy7`(da?itMf;Eje*z(j^))I3wRpjen%+HS>5<7cX-^h;rgt!|Zx_ z-PehHGOM|%jA!un>a_GcL&byV@;%5D(gGHRmpJs_n(y@$M>VDVvxE^wo@};Js5Mp| zHF&O@8}UI0+UW6QoAqXy?CQ4b$zu-XS3RUrr)C-26jNj;P-Mx()`mrt*D;7&Jkq{{ z2}p+UaWhMQM3NB57w~GC)?+KPnxLj6SP=uf=n&X2BI`sw*DKqqH!_j$jW2cF8D}5o zLdG=#7xEVt>%Ur3a~~+B7*WD?yxr8z1^Nup$Nx+R*)U;0Np^ z#QPZ`9+4!2u{%~tQ&U86E1^Xh@d(}JXRP96M(aj#z6&wnd#LRtis*_K;wey=VI}8u zVE&OMv-ol~seOto`3_qix>ahb+q?+UTDfqJVSAYvvlYtLf_-MlwK}}44yMQOi$hg zb*%#pC0$#6gdAzc=8G%;(psQgmz64Azc=Joee4I4 zdk!-R$h$5V$&wD>n%aPG_SGVKDYT{iBmx|%HIaXJ_apXFf@Pt_wz1F_E~aN0n9QX@V?j80Cw}D^>=n5dp(A#@#z=kVj*W=1L9U;PWzo8Ol^ft(3N#BdMIzn;u2`lBvD0myw55|vNn5H?+r z3v9^cnyFj!hmin8`2s#pRmar|I`>rd*O9vh^QBj8lQx_<}OaPN65U_Go6UyspI| zNci96lq8{cTX>Z`w~Ppy;hVYuoTXxUMB=fxE$CibX%x2KA8_d2KQr8V`a~K=%v`C}y z1+M*=5-Y+5_7E*af~YR^9g&&R^+ zy3~JbnCJS|CX_#2;9gv(xR^99h?g0>{)iT)*P6X;zeeQOs0|lgHRHPVK#P-AsCOd> z%azHiE=tGLawdn41cWF2C$_x7`@PUz65w7LDV_hVo3O=2ua|%hcoyrv<=7Dcl)EI7 zzq$uDKUPk#TQ4etoBX>qp;WXX`3)UQ&(gwq5ZFb*6HN>K=4^h-;iJg9Lo1PkY zU^!<7V%qg9xsEZ(J#t6}6*RZiFSl3CivuKp!=g?t_{S7q!X|dt>f%Wf9ZA)6KMqd5 zk`>+0_P3a+ZxK!oiCN%S^!-3**6Y=UAFcptS1%@764`Pb8$ zM1=XURGFEsOCWZ*(t2uysR;3Dqo)T&PFE`4R?E(HoD|$~&+iNOMy{YtPn`;UKgHJQ z`?O76R&BO!0`nC?pX*3M_6l{>0@_ZfR^ZOv018YSH8i0i+uBHe`(6#rqUhLqQ6Yi7 z+NXjMm~!75sR@>OS88}vACHVn|85=2xHn@WwkH;n^v}~#c(%K{b1kovv}IEDIj-yI zAWxTT-l=nVf^fKg0=gl{uNgt)!`si~hHMSF*BmKC|L1^R|HAhg`9i6e`!t*rx~h;K zd0qM8Q*nrsVW{7@JS`Xu3!A3k`;h1U4TP#LRcu#U+Rstr`?%mN4L(?iAFUqFJf?b! z9O!CN@8$iz`#HY>z>z{aRNwnbdgxgW{Ce-ZGx@crd*PgI*2v`c763py0MJ2Nt{rux zx>*r!mfeXf-_WjAtG@CW6Cd|-TIq=Qq)D9@sAqLF9*1mEV6xzpc|AW7Y#O~=N~RHgZFBVS=9M8*DT0kZlZ3%ki^0V zbd)wjA1bYFf~LC3M%}TjV68puzq?EiDS*Blj2eD;k;lTy~?xW)OYjl0G7?>v!E?|F+Yt3B^XoK?b>D+A_^nnv&1qxy&V-=yI^7 z?;ToUFN-4#D*ZbeMvq@EBDd%16!(t}J347r*9y`YWv!KPYCkl!7$j20>-4k}+v)7! z9#3tW&4Ca=3Fr+rBs$sPQDrg@{rX=+T_xp4(Otj(nkx=ME76o?O98tOSuFW|Yreb)A*B51Ana$s|sE-ZH8Tqo-z?_V?^(c7ox%8O?r5jl2E2Aj=C zz)6OIMIhb)dsufb&CG>PRLx6bwRZyzUl?Us{4W8sG?2~AK=?nzyJL_j!M3K|wr%Y0 z-fi2qZQHhO+qP}nw(aiScK7Ua?o7ND%QIywX)VjuBpD1>QKU` zrEDKXxoK4EVd&7T>iRbtQeW~+{~HadVR<_*(aMBjsn%>v{DJS(>%~Bq*KgUTmHKQ9 zBo6$lQROr(@a1#url6>@vR&2@l1mGO$#|y<`c=J_bGbQANR39K)`k#q3Pq?+Ygo>& z*6H1gni^|lj|jQt>|>Z9OP`O!qHu<$B~rtVWy7AvWwANa!-%-rgDOae_|hkS z5Rgvs-mb^8gC>b2CVXDDh^VDuXV0FI)|NHV4=>FHzH2eUAh3&He{8vn4#~;b%Si8w zpLRw;a3v@>0%hl4MtAB}dy;{bz0AKf$*BZSQfJ0-i8$}MkW=`?`-mn7H>MrJZyLkb(8 z^Y4UTwg-gd)hd>zKG2T{pZ(sbsIGb=M4@S6LBU@;>1sxFX;*U2brLZ}Qs_ctNEqc8 zC|f8qhU$?DMRlaZS|>hE|B>p+5x1$tyIeqTM;uz@LnxEt$%qgR#?F|!BS2%Zn7<`2 zlkzR#ovx*(-skn<+1{@%jZM+~vRTv{o(HX#>0Sv0k|aI#{!ByoO-q4M@Wg);m8(So;cd6L$cz=nut`U{sT$<7zio z^xyE13+g{kcOzswUPfd|Zq#Uv1*4cGw)B;M1$BB>pPXc+?$wc`A>tUzD^GXzqB-!m z<4;riZD^j$$&)1yV(M5l4_i0!XNt!CqB(JqGH)W$I2Ask>FA5iwT1*-g+Fg($7$FM z?&`D}#<#B^%o0S<-q9r}OK(lykm0;K=rU$Sk5-Yc4P95>x!FPHbx&c4Ot=n1Xi3WD z0@8ouNuLKhsb=PlEr5-<*(tABw9`mw+HOoyFYW&&3RDF#@{D=~}+F_2KkM zE1HZbk4ATg(1mJjA9j;VD3H_p4|q}?n2+CJ%5u&?EN-aipSmvWRHROvo2=DxF(WMQ zDqzZ^>MjjUd(*10{^wfXaUf`!YTqFLGq*w$q}0$F*+WV9JFiDYHdVCZZy5GIEEFRa z28a;DCy`DQRvc!irCe&qh* zKV>Ijcj|LsV@vhZ@XK$HX>#JUSpfYRbYo-#Nfqa+V~`yIwzJDj$95@FURH}ej?>l( za@}n|GBPJQ&-+3~>!&@;E#B(*?{dW(9_gM!%U5u02g~G}6&8&hXEuYQUy7Gvf5VV9 z`MXi4y2f%45BE-Sm=PtqZi8`|GDrWF;DD|0_Zc7r|500iq$EJfZ21;9TsGCUmm=^~ zRE?wCp>^>Nma8SGwN_W~1A6@qoYjg}9pnbUO#rmfJY!|oP49yqweW)v;p|{x$wASG z*0BR|dLRwkK1zhU;RSBfHr2tkNTQz2ykN5sNF~rlH@eSMNIyf>V4GBEJ)thdq#&TZ zrmXT!V!KV{#5CiSf0}X3VOeH^VvZ zeh}U3+ju_;UX%wybfH(!|2|CqFF!?#a(tYZ;3c(H)Eik-V}vAk*=G5oN?6_NPJA`#)!InS=PXm) ze(SqaQbtWiRB@cWP=Fe=Sngo86Z3Nqr;nS~*B0Fj*o&eMAP-gPrJ(=X|CQDu`d}#L zLFx+=PwLBwRZXbHht18I8=UVj|K6tPx(VXC9y3r(cfI|ncE{s6$Z@Z`@B?hGO@aS! zU>=r#g?Z@d{~IU|Bl|xdBw%J|CSdpn&-8z=Jk0-<z@ow$$ z^e2oPaKTha0|6qWiGud!#fCLdGDEj$Q0nr};AR-YP_tm3BI-zX!#7|nR26?6`$B|2 zAi-q464SGLt8_hR7cb#}P0`kL6EyEeV^vaw_O91U5ceVG#<=@8n%VzVGad7PPcs|K zKP59Vviv8>Z2uxTk`v004?*yQU6^K%?ZZ`;00PZ|9Ib#L49#HwDVroH=+Awef8A_! zTa|FYtO0#XnQH%C!f@$L5{J1Clz%pt2iII-1;u`WUgtQpsQ0E(n>ZM&fD29mO}unN z8=ZchzmH1-y8pk5Wn}nQv8-(W4YB_jSNq>u8R`G4R^zySr~x{dkX!eNE8wPAi64?r@x{Pl!W>we+MsFZF`*@{>*7bSfxsi+8T9-h z)<14TIugY7n0Pc0ir_pPgYof!jPv@T!garW_$mET^B{O6JLCMWD)~#>`-k;#k_!Wo z@WMGb(z(q$mk54$q_i{%oQ1wNOk}8fU}YvvRW>`y?r2j#%&L@%x&8Fcz*&~<1GC~t zk^CE{G5)_1KZbwn!2iDxKl*@{ij>#2Cawu z4*u$)F8Z@=WX_NC=jzWh8}H2M58K5dFVA=V*kJ5WfUg8E{%o#jFONrUY{KFw+3Mjb z5yCYQ?a=8VFYmWabXCpMQ=>ZG@n>4~-l}vj+NXPB^XeIt4reZ|h)vm!P^|=f~ zXp6>%f}G(1g?mJ1S|94q0E>zqFuq|>pD+8a+6a6#6>+O{%clCMRSy~bb`$E4`Vv5B zz5XAsDCXPMC{{OqY28^7GDDRq=HW#PoBlHEepAhE+;C|!EkxmS5Z!l>Lbrh0*FfPEEjDy2>QdLSf0IRgjDh%Eljl-3z194ma1b+Uy{;L^8 z;q~=0Hnn`0Z25xmbhpz#{_+e{SW(KOvM4jt{7sB)vijSxEfVId5@{XKc*Or zza}V-<4U;-$C*i2vzRSlAQWI*V(Rwvx0@ntrQ{lCe#swQbv8a@>-?-4TyPR5rGVgE z(*(1eXwoN1>~}HuD?xYR3xr-HLO)ZFov61-}$s)POny~Xe_d0)|!3u;7r zUz?C|cw?rRvNw6Vn6YQORr&-V)t6oQ#NEa6@o&$>hCtb08A44xuC=v@d5^I35;EGq zH30Pt>DICITJfRs?3CLFiz=5phb@~Z$T6721Hh(f^q9|MzPcqKoYCrRzP_u9RuFRi^Ty1Ds<7zA zNs~+Xa9$ysJSZ0zbZ+0YqNpAy4_2n)YD9efkboTx)sK3ZGdYgtFBX^}3r zn`ml%XIm4Al&>g$7mcDf=|tDI!+cPAayM7e*o4NZ!C|jEh2JB3KN7AURCziH+t|TD z*6){%^WI8MctPv~GT-v@A@6eJ(Qa-fX+rorh9RX>qSWb9x!P&-gVjF1>PzRfM67la zr~0^ULeB28(PC!xRelu`$W8(A*`oPhk&;6^Vt*4 z?Lrfv+r~Ki$WQg6LW!948`CdY(v?5F3DqBZu%g&BDS5E!6IRxu5htxOlwO3}Onf_T zA|Dej2UPDA#-9}&%w&mwJsaFF^mvv%Z$1y4yci%^_p2m)cVz5@9=I;NYD89bi5>QN z(ME@!mk~ybmYUQL7ZJ8F;gy_(FrgjLM29kMP#7Ko z#o$63>hq+O@75MqR9h?{N&Eq*cfT<$z13<`&hcM=fFgMw35*x}tnwev%1<-o#&nm= zo(l-bmvwky3AxE~re!4bBXSP8z6wP8i~vQj9*>TXm%ge5A#VVR=?pqrdQE2+Qu5~;aSi;L_EzUaepjA*d{i?z4Vv+`2H3;k2 z;H|$!3#$97WdNKJ1oHrUUka9Xib`TEX4lYolhdLPC$UD0c>?foT*5X+^H4%76D8w1 zh{J{X`*E%vbcN+_0}#_H7{@4NmF~aIDkU=Y@i17Y*c)yxOq@^c8gb&YAl*a$SRczCp4izTc@Tx5~>DZ(L7ZHt6J2r@WWLL;4>>8zSF1XiE^-`7Yo&goZ zTCe6qTTQig@cAE-?+%%lr(#DY1jRsT=PeC)U6w#&9F#!UO-&<)BD38L+=gvSNFu4` zLxGGKImuyF^r3I~R(+#Kr0$`2#6s3-?m%3#6f3V<=_0gVgJWRnZukJSTy??|)IjWd z`?V4G)nfqEDEqE`HyF{A6yEaqovt5Rrt;@)iw3$nLIc&8%&2wFCU3#_duaKv1DW0j#Eu7M86Y28= zuXuDaOuXd=ID=o=LH@_`u(xw~-1dMYUu(;~Q`QoaCx$I4cf}d|JG=ivFWvqEEUqKV zmP>Drd7-A;4sLDaFjC}Wra$_0Qea?1Lt^I1cI-RgaNWM~+`mu0k`O>3m#)%j8sOZ| zrWvSSD8+LaK&5?5d4sQY2x$J$6Wc~!^O!YqN0T*i%bYQC+Z;Z!=MSH!uTCZ4>6(1U zC5-p#PP1^+>kRddIU`+`fq(k}IMt1I>jkUj+P4XAxMS`b_944Zi~|vp@Ca%IoyOjp zWHp%BPjzOsrK9@uEQBXsT{>o+2k=&)K7_`!%7(N><(J8<=YvTir+rKItJA6LG|CZ{p#rKt6#)(h^;CS zRT**n{`Bd%Ng*&l0w1xO|U6bn=AU; zPbQaj*4dqU34wGQ0$PVxLuK{Ab*tP~xOCPRN{9#ed6Yzo-C8WxF4lpAOoK~+V>%(_ z$QY|EY69}V)0oR-z<=*#;A_io?jgijU&gI18oDo~x->e^Ehmk9^K|uy>}9xWf_ohR z<@W%Ffkiw<19W~V06f7`p0&g*ccI3ZsdDhkk)RTlxkLwcceGRwno}&JP=Ke=y-%+Y zX3lg}+B)n>9M=^;7+iX(%k-|3Zl)KFkMgwB@7^ZbVQZ~g=W0E>ceg|0K5GNB+^6sC zAL{5~E*ExY)@6_mZUs4;oGah_1~G{FgN)~#nfV79sObLIM}VMCGcC7nh9XioM!=7q z#1X~emn>dLXK7rX0rK1yY*Hy5!aYhu56vopR za4H*@%Yc03Ja(ztmCS|%PWLdu&?(f99epo7pP_VPejpnpFCpI>f1Bbq-y0;X{Z+jM zeZu*#G-p04UcyS=(htaau4u70C_tA7Nj+|}vP>09uV9hxb}05~CfQ?(qp=G%uo{6n zff&eksNEIB)tiq6jRkudT!MCH03nXUxUQK=^^j%2xc9coF21U43Yk}cNnz|^$c|s= zVR*as^XURM%ez;Aw!2Ior86i#r94;uE)qr`kobC>`$G19e~3h%)*@$6N{;|A+sH0} zqL6#~wC;e>R8I>%PGeYYw-_&Crnk^fEW=K|_-;uj`_Qc+TGj;WK_Q@-P;?1QD)bSX z7$pZJZQ<-d24VQSHzhh1Y?^nefNXb~JV<9A0r6p1!RcJ=55UQuD5(NCLO)A&SP{4s z_Y>efXH$e-peM2PX3b}t_rW1~oc?aOyqmZa)!*!MFD$rI0?Znd51MvW z7K&~McuJA|$Mn^KPuzu;dJw9EjbY<-!tjPaoLj4a9f#r7wmNQ>!7Z2mISEa^N8e%e z@?ASKk;i)D=J#W!I1g$Am~0x5OxYc;l)+)W-;A zsYpZxR};Y~Lz3c;vRhAL*`-YGu9~I#Zlc?Z7MWJr1wK<g#2{!Mtr0t7( zZukjlTFDZB8IyZsM(mnL6^enbV;So8EMs7Mi5&i3(ZI)l33LdR7PJcU$vwyAxdFXu z2xb!TYoafvFW}BGYadxdDB1Nii}JgKh(^?_WsRf{@+QBkBWDcsP2P)~+#v%eQ z++q@;i;a(7zyREdN$LL(ev&q1np(k7{>3B$H-d>pv}x%Y9S<@+$t*IDjb(UgEi3bQ z?NUP}Gd+h6h;5hwyVaIU3B07>-_b^B9tr1|1n2)DhnW|=Bc=`#VEUkdHvgQJPX%=4 zxC56GE}l=taa}^~5OJK@vi5lq+azpvjHRjRr75V@dOK+$-ey0Mj!kJ@J$2cEY3d)= z%#51<2dcNK`TXuT&a6E}-{{H)8@J8;%7$3echeGpHVjouaR?{g$-r_LHApP6Rr!8` zXnOsU$g?7$usu%S+^D&vwGpWOhQekZHM8iN0yb3V7+M)v8wJ5k%7#E+3x(D;C+jVK^>K0~aDe=Z-mWa&|E$cynL92G_ zxs^)#Rb4=bpB@ovGkw$z(^V``=yku=$MVCkQ=+N0U~o=k>g_VVRD|X->h8 z$ONrc?5uz*_Kr3{{n=w#nSQ9CL0|B5QFU;i9ODIzwd$c!4mLnWT2gGR{Jo>Z&-`&a z=r@tk0HrvNLoH@u(e{at0Z-MA@%gC;Ww`6BtIa}Xs5l2d}vC_j;ZDwck zF}+wjB#FGTY_@&Qt$1bn+wcCCJo;k|)KqD{l7|1i*gB4Awb?oj80i^tA;E{`&o%m; z)zu-AlXZBqPMlb>TLUn}Of+lax9vmjmm^JimLsj)g_}8F!4=D&_?aTp@WDL()$^6% z_kigmZD%Agn4pUc!N{h@`IEBBLMQ=+u8v>6c$`l_-WLpwU(b>)vx_bi zi*K}6X1wk=&RWq={YyF4BGc{xnIDmvun>U!kB;17|H|SXaM;L4tV+xI*xKdIR#wjZ zs{l$1^+boeZAaD&7-fjC&kz%a_=n?*OqgsX0|K!bVun%rU@fqGbH&hw57HnuTi)KU zFl~0`PCBH#mstemc}@y%zjQ536<-PwdnVh{2pO#u;K6Y8un$-kHvzAAJqZOLo~{o# z-@!P1Nf=X>lqM(T7ql~41~#b0ov1@qWI zSnOAT&(}d{E>{5xKLrO|q(sqG#(vae4rAqLUT(DoRWIuoa5;6?(+u;dFw-5pdVg92 z{hSxdbxIQnRWQ&A!I=GJ2htdC?JT&Se;$EG(P2zOf%@!7s_c80Acytrq%D-R0R#Z@ z@RL)c{rdrXx82F@w6;85;&tci4PLAdK8m=Vv}YGpvr$@#4TR z7{wuIw6_Ld7Q#a}bza7u|3tN12V^LkI36!JM20(UlO}XdrrAZTqsRdk0Ze%$@cg&TxjZ0Fj9}hKdNh9@{B^ZIBCK zkTYU_uEw86C$*OC!eJeah}0rHIKyc>Xb%uV01ee1Y_EVuQ#tM+AahJ^)!GPo`D-=4 zb*%4Y-4D`X9#1Bab7QqzK=pWgdh8z`*qk6xS3b7s#dFP>=qP4 z(UNG6G3XUP%Mye<4LQ1s6me~Izoqq72?YsQ3TR5HJ2!?ciZRMT2W?*XiAnqbGA7(u zxoc4T?n{7*h>1nlDlo$f`y)TS!lM%ynsqEQPvA$o!FRiMJH4AbeF0^M`a|*tKkW04D>LLlJ zs~Jl2&Ec&5jcDi;*PqfLcNCW~S~O0v#0r>cbK=zW_)fKgqXz(dl*#&jPAk{kGWF;X z!WsDyZk(cu(7_p|cDm$&WL{;6`bInX2uKMHKtz|DRRBGlCwyyjuB~FT9;v1en9C zg10yQ(~^=rTp#O9x7g$+Od|D|6mbu9!;fCEXi}l0R%8$5>KGwVTrvK65-<%!a(hq^ z|IGWbq*%FbK2rmQo~!E(p#s=TzLX02Y|~Ced7auQ)<2&EqW`$ISbsRtK(YE>=;`r1 zTJm*PIz!#K=+lPTZT8vq`2*$H0ESXgsDn{P;Sr)Ihk-u(mSfk;W@y~_5_rC;eW~m= z4aLZ+Rv{0S2oBkP;SvDi)S;zSsxgliA5g4md>kmJ$%w-0cUWB$@hG7WHydmpQ%r0O zDd9ys7R**ju_4MY{9$ME#AVAnU4=TgHuZrDKx;ep505&-<8D1Vu=br^Rz~}bkRuDN z$~Bi<1CIrV5O7thWrLGjT{K|TsgL)*gm7jpXYvxVIIBw9kU9MU+>&9%h%G?$W-mX4 zq|{rsVmr$ABMGwfQb~qB0DT~64X{@&z`s+p@4?rzE~sEikQj+0+77EPd(9%!SoqL_Ou8pFLx%b1oBd&)DXi&=U%E z&G^n0K$_d?5GFnL&fxKBC5?jH_H;|x(Rm$#2ks#qiXG>kHP=-q*0XsnjeLxd%7@SNEm8rz%u5uam6Ggd}Q>jWK9<`8$b2tI&1drs(H};*WojJG8z@E zsU95pByR7roxOl&3oa!7ksj3@9(WJ>U9M5qR7UoOb={BI+YdIYVB2%Rt09%{ftvvUmfeo7~ zVkUf$8(5O^JR8$%W9tHuNI`l=n4FY+ev)NTSN z9GHFgP8dvZGi(sxeoKGq3ijHEmMO_8#I+|E$R@~3XJ6+~L9Tj%n6Am-MnjKL1_A`d zJ28)$1!oV5&sFLbm=_u$>()Do!)%Vnw?`HywTm?)s+)G3;-*HP1gbHdD+`W^@!Xm_J^lc44;DX z6nF}skWvZ7G{+CJ#As8N`3~i3KU`0SsMZHR%bozHhFiSUXsfibhk_LG8qJ&3c+U;j z#{X;vygN=ZSAT)~AJ=Q)-t}lr!-nm_+<--mK)f>Qff`Y>+1COBbvqAXWlJ*h3-6_O z{D#Nl#hkW_xkZ?lST&DB7^OTpLaT!$i9(UHE&BOW4Ligy=}>=NCoXpzCBEhaI~ytZ z2Hp0IQoyOLU5smG@&PW;eYcRJwm?Z+an-Il`yEI=cHl1T?(!9b#Kx zQpDX=26>>}IBssc5!5!1Dkqhfzkc%-u`t*Qw0vVl&wgtKy%1Gi^a=60>HnJ8Dazx1 z>U@hA^6K+4Cd_}?f_IodGEb7B1e;MMYR0tgdhX816sJa1U9>Lq+7(xi-W;5JOg zy;72BXN8w}kKZ!y!I|HF6#`6n>S#uD3*mHXbY^Ns!v~|iWEhc6;hJww15nFoJsliY zWhpfA>iCXoZfuHxQ6cFin=<~SEp#_*$(|xqrY`a5t)^SO$ z4XW2sllcs^vDlo9-d9=!aZ#cayV5W*iQ;+V?J5tXd=Zwz*4rV`aYIipH#L#wtfYIZ zhta8C%|*w)4rc8eV+E1r8^SJ?iId{|7<1__lGqzvX6`uyJ$Tx%T z+)-6WNYD%HAY-YyZI?{`jq;!^ReYj9RCDr`m68yFA(Y$`2subP`<4gaWg*vTT!CguH1_2l0EN4J! zRE7Z%pr!=#&QebH2S&I&U7@k)96c$Y4%h>TB@p6JDbMw76L2Ys`MAql1Eb!P_zVf* zD^U0V`5FiE7paaNu(bpxMcrb^$I@&j5cFMtg80mSAp;deLTf!c9MlL_gliIZ>>jf~ z1;$tnqkX2YZIdzliY>Wm`du|84YdA|pxrX4vT=%agy%Ma$=l-J=(@aTRG$CRL#Xh+ zB(_3!qASHoTxb=8icmgL4?GGtrT28$REl96T{#CSGfUZjsjag5s9JfxqfJZ42{b8@ zfxLhIl0m^`xiuNJf|*Et7OkRruw={OFl^w;~yha+skp`o$`1a+4sAClpmQ@$x<}U=JIkx$x>#^X|YiawJy=LEJ>=?1db=37Tac~j#yIgn4va5PRTC$qt!B}w57DC-CaJm(^I}A zqwPn+P|Q*CE-6b=0L#5yQQ(12gEWhPwP*`8Dg z2O)*;=3thVe6nLkjaHis0&~zWgO3Vkd{Ey2F3YR3o%L5YdVsP2w#*BHlqk%p|zJQIpA zlqyC^mE;Iuqt7n5<%m^YdJK^<6q^0FKh<_{Rv_WgK_?{pN-g#TOqv;22@K)r&UBnb z(KnW>-2NlYkwKXUOp)#|4c3^)3H6a*9d<|;dW5UG!x)<%A+q~5%Hos)B`gdPn`+3jka_&Z2%KGPuI}$h+F|)>Lb|+HCr~xE0i5Vy`d(>(qnf#>q+0ALZp2=>{x06^T-7fdnysy6X( zEY~v}Ea8*rtX~`rGqUB=0K;_<60$guQu1O!{#6ABWcIyE7yHJw}lP`ZPnP#p?=#>KyF|4 zZo2OHR}W6RtoedaH@8+vtoQ_fjlM0>G6Il8TeM^Pc}jn=g~+hQ1$F@*{xQb;eLTKK z2j`DS?n9ojiwN$UVBUC#*Y^q+KW^}A#zRyK|MATk^csY!V2{v)^a1=9Zx6(1!tn<= zbiGTJF4>0r{GObzOVF+cQ~vq;}{h#6D-ZG6(0trTKt zKdoGF^((O)13E~t@S>cFP27Y4yU0okjlaKW8Ok+CU-aE=ZZ;8`SkELaau}~p5SDAH z+LGhj(%pY`gPTcVn~kN-e}i_)X1y+F>WIknR_fb+%(dMJ_WX4mA_40UX`qVOsGz@=L)$Bh(z(mVpYk;RGK)nb5}9qkeEBig7L-_UAr&{= zT9UqlWo|k)TiAnIdT5YKEX)IQ^K8be;7L6f-=xWa4LzI7`}np6<`8j%GKQn)-uJ&*ByU zgh~v4`iiRq)TmP3?fo{gn&9~%$3Id}U=$`42->MGfY4SE4*mkdBc)}yOH8=)uT#yC zI;gS`qmVY62_9jFgJvfcozrlE&dMefjK#XmX-;ev+&tjI0k19T2is@7ZT^823lA}7 z5rOkrxGqT6*f{sU=dF{HK-0DqK#&GgOW};JLUIE?+iL;wcnHZTUZ$_Cw(h#1$v3sy zQGyFg+1Q=kq$*9n_`LV`=>~2pT;aC@4Ee8aw`pg>)P)~xkd&Ipe|42Zk9H_I6z~?;d}Xl6u9*s4VWtoJzIh$hT!fGpD)nLl8V59@Ju^;%$EPtKe~a@ z58fg`&HIFAGRE}@lyL%^PdtP3`!}{C(dZW`e<+bq8OT26`A_exh$}a?_h8g6H*q$; zucq$zkl=#M^bDAlNlT65MAbLT=DZSGgk}rT;AhKOD$DNWyS2RKL8|rllP(Rt1&v5Q zt>1PYwKjx5>}BsAABIQg3YJ#ZWTd{E^T#IGUC0DUE6S%-<@jTSyX-|!oW;?4nw}0tYB5|ED$&>~GV=Nyxo>)_#+At~N+H-sueq@EXr>)={A_n^rf)96DHTFRwgj+Ng z91o;qHt!9D7-oMorYHnGHvdZZ2&lm=Dsz?1!Y}K4G(10j9^ep}O<4*M*=N+qUe7uz ziy)*m5(-}BBL@&Pg+#0vu63yoc`WJ*?E8Y$MPz~;gi za~&iCw8D?#(ILQrAHOImDr>z)y*WOz{*Y9ft(L<3DvV3hrWn@oH{gU2(J^(kBC=78!Qqvn3=7dNd$r2d~+kUZTj6i)wURiIi1pw2J+w&`Oa*XRPIThRk>#aV5y-RxAqGwtt4u7eah2vrx`O9=7k zl#0DW?jza9bvmbP{aG}oU{-l=4%qYzo^>1;G`0bgO4OJ3s*Bi7qt<6{dJN|t6`@ZZ zi9p$|A=RFBhpU0;ol(tW>5r<`o%2ta4H&15*gm(@sy5f{irudHO!|IKB+?PQSk)2A z!zjA?s6VeC81#E%Ur80SU_$55UYS&a=}rc?(fquPv&`TxVi*IzE74oat(I?tjjBH+ z=r+9a*Z77w1T>nxKBDGyC@Y!t+tiRI&CX2gLr8~>tL%VZ;0T5gwHpswqN<*;P1iae zs6Q@m3@r4)ZzIpFF?{HJQCobcwk5955^{$TaI-^(jhH2)Y1ueqOzr3F6 zA0$&l!3gfnpG3|P2zKsFuE8e3z#%>g3!y_TMn_WJW`&2ODro6G<3l4gTcqJ6k(){3 z-(x-*?*fHB@+o1#_{yLqcudzvXlA5}^El3H_zcD5hKFQRTmIBgISg@;k(V{*1u2o3 zi2>wuI;`qh+O6u<44Ar@5%c>ILqDjI)S#Rk2-r$E&fO_0^s7!{UPK z;kBxDx56MW04T)1&A~+ZBX|*%ldKe{+N6|ETiDjPdpu-A86&KoV=x@Rhgwrjtnt!a z3#66-44?-oC3df=>EYJB=TF)Gu_eeiSH@#dt;(?WxV40yv;a*&vcG1K25tpUr*F7{ zy~7O4-z>xs;Fek`bvJ_L=LVfIrEDyj)oE0uHS^)$%IH@w=^ur)<u|;y8${9r{sQ zbfe1v-BbahK!_IY%e@?BDefVlcnOiEb@1xHYWY}i4)o=}`lXKCEuq-0U!YI>07`f; zKTP|ju00ho3Be2mF(oMY$VC1ujpE`t`di3YHWd$#NgWDfvs8QoKpO-^pkO1Sli>E7 zLPpHPc9#jTbOr^ql;<(bxT*co5NI&R8rAJiikZk_w&Qevdb4p%CM!^yr|EP=?Y67! zY1;yRN9}Niv+&w(rKbVUl0uGVKn}D32DTrJq=#;_!RvsK)>8$nW)OrzuZjY>6>vn4 zP2hebGLxzGA~x=Mr^6gcM$;9yZ)BhtFr)@_Dn4X#R+5x`wBVk2acV<`L&RwUXKOJm zOm3{Z>1p#~CrbWsh7}Qwi)5QNV<^?WPhg&8LiggZn+X(yg4i=!TmIQVu<98zX+4uA ztYCGCpwvA82qe+fMfl8lM-B)?wOEiV!Ut?jQ(PqhFAxP4UmNSkv2`lWpI|a2E)iD} z!oKNL$DnJIJ(g@+Si8g$ju(F_Y+ZVrcA`aS;sPwtX7UMTyJ2C+G|O_^ec`+jCWkq? z#j%NeQSpWBmD!<u(Qy~$HP4C=A85>ZHT3@lqnZvb3|O3c1*PNai| zb(?RS1uCdP2`Fd@tJFF3#ulnEa@>etHz61n92M+viXPRP%HVgwPZ(0ztzi2{VN;BR zZS$pp9g{6~BC=^7vhNn%MK;ov$gcZ}uW1a!2>8Pze-*b_wNi*e1N`%NJzpx|!iB{~ zB){dMjgpm(mPxz{9tQA;KX=K5Gq52ArWKf^{K|(-2Rkhyy3A(LcH0;-1UYnPMrxL+ zm23};!3za#$4$RGv20F+DaV4%GU@wwp|@gP76&ji<107o0HRhfW=#VWHqteD@{MjVq)w zZD25QFV!^Xq#Fe-nS{L_nAGM@81#iu39vQLi(!O&HiENC5F z6O%dKLf1QB7aw%ildFqp_mvJdPYiq8svj4ol(sT-_~YrwPA~|1r|^-+8&9Vp{Ua|$ z=*k+dEd=Fs^f;BoO&F>dqtRa3)QI?WK9V2qV*; zoO!*EC!_IpO?0$kkXmE45Rh-m1ckWd1m@U4UC;3WhCcR1eqU!)A5#AASPog_dlTSR z_?(J+RAsG^3_lb*(mY8 z^Vr6m!|xhC%K9a|$(Pu+$>;j4B_%Xf0HUV=`kt#u-%vrje&tX`U{W#U2xNUm^z{C0 z}S2~PL)U>S3XIy_fM-^&ersgqqU8Ry3h zVNe7J>(1sK@WbQ+J0${imJH;wZ2Q1Qrf;1g!eSeSAb(FV)nUvd4^2wDD!~-HMck%XnO&sWGJF^3p#2$%I&Z_)*cVpl_%m{wD8mnI z2!RuiX*jTu#dJnNDO$IHrSB`YcTYIV!a&2Ft?Hz}o@BJl_k=><6!OZ&Qj#$p&G4sn z3qh_K$HbKWFiB3Z{UB9Kluh^H>eNfCA$?J?mSYL8m$fc;k=uw5<^q(;8(;vD-ct8x zMW0n_og?R{BW*Oe2sJ?J_w9Cf6q?6;zQic}qYFphV%JS#a189|9QjVUCTb9ocsw1YNPU5T6+qD$u*BsQh>)TBX9NXmkLXC#T+E8IeM^R-gTeg$Os${~ArAfH83p>96 zGG2gZjPWGkLX8C$w+WhludbnfqxcN}ICZ39*>@~u_7|ibtjCtf9COEsI^4Z*C`6mN zM7m%82aR}KJaSl`m|Xtr7N@h7xA=7%fCuN}iJ~`fpxZ&QXRAj&WjdPEtJ#zigJ@in zOJ0G6c^`Ihhar06G~S6GikVmeIp+q-U=bSAx3y`%%z~dsf(3%=*yH3=9R!wZM*CUL z66X*EW2>~nMixO-u5n8oyRY79%f>YbQA`wR`(EGc-jF9v(JYX^n+0UqT=YSCcPUbD zj;e`#EbWKI9p}V(ZPJW*{r2v2WH&Jan9XcKPThbP-aO(|Xq@SFctG{tT}RK9K5= ztXSW4PUSkxe~6Bx;mAKK(A;T18QXuZ{OxZb+F)0x(63=U+7ae2a6}X@!9-(#aRK_N zP1ky)C2#fX)#YRlZOi!@>d!r)+h7|D-mxi#}0<$y8CEXpWZwtVEBVVzxgzHO> zTc&>eDqbs*jyfophz~xi)rT!+ns32@4FJyPEC_<;VTEnsK+Ce^qij27-v(TU2(I?G zb{mkmD~c#DvlCC4!LqvZI_-DU*yyV8L^sjbyD=be>>Ti17$v!GWBL&1^K6T95`MK1 zpsqe1@rTeM6r{jlALgn-JBY2nIA+UF7(4&h2EuvlZY6hFxa%{%tS`fo<-C|d&g|)^PquXb~R(7tU2b)5}DN!7g$$Mp*s&(ncQ+>#(+XN#A!h6CG?^E~j)#4n(+aKBM-F(JBd3ncbeHfH z2EMHQLkbx8@ei2}RPvuB1p22xo;`}xsfZTXS>f&)mZ?m}ST#7#%GcD$SMahyX2x6{<+US4VRXF>^y06PBXqIoDx) z5wlLUj3vIxT=d$$q^2T>^j@CZw1M-rn#|J@>rI+h>hnFb+#{yusbopJ3h4OyvL@Lb zOi=6YoceB>>i5Tl4*goByytX_8h$hIvFQWM&l?7}H<9ob#5F@I-Q{3Yednz2LK$yFh$0K8T1Z2^qhAi#uH$sizl zXd~<*^{?*{K^=)SBVIE$!s(YMdK|f1C7ieHxgC7G)$y)+Rv|#f{er;=Pesm-VdETJ zj*p(pU=*U98;x(X{UZU(^*=~^rzp$TWotCE5|y@XbEa+Ewr$(CZL89@ZL88*X;fPO z+UK0x?%t=?!++Op^I^0$+jxqv_vnG~MZ~65G-Isa6^|mG`7BJUaS|lN3xPZMk7pN) z=|e5vd)`)yt#)~GlM#$2Zj8FS#>HQPnX-pF*kT{W3h2ls_8D??WghdUa$WWJdK7t+|2 z&7dt&b7j}BQ2kl=`RMk9ERCpN4dnKjHsh>3z^V!}g4R~cqzUDFiL?EV0wr@73#)@nwfiEN9lfx$Jg@Sk?E#E!%MZ_ad9{4OLX4t{ZJo! zPx%Dlk%IOFY+rPlZfqlK)As&~{{W7ox0@OdGG|~nEr^X}P?Jrm--E`YdlL<{_#I~| zCdYvp*O)u03b;2VR{`H)&!rK|B!-(*u4l|hLP2Q6pu9Jz@>CbTuKXbwBKUJSUJ91V zNjw1>vGRNw*E^A)H|}iLq8k{=2>HAvi-Lu6+)8!E{&y~<8MI2D=>m@#R|kCX$qJ|; z)uocDjg-KW(WK5~gB)a`aqZVu=CJ4HTg_u*R~VQ zGbXxIgYQc=@BE>o;Oy_tlAh6sGfhfh<~sXviwuDch7I?QDMlF~MvRS?g`;oe zJ$Wlpvfo8FHWSjv^a0+BY51eNabMrxFNjY6=GrpL|9fruZ*D68KR20~*%|)r{_n=L zri|UDC_?v>8p5dvT=j!*63hl(B(nhMbG#})Y`SQlcyjgHD+K9ss-I8VmX4+R!d+sO z&?URZh^HJ=Ba@x!Dx5DUN#9u#D4~j@EV_`u@Xu?S zU0=Be&kR{Kjn4*O!0bJD4qd~tZ5_VZ+w$Pyn;;)|bu0ZD_SfyGOHwsYAVGwQ#Vm7H z^N$LYIc>{%EYr^Icnjx`ch`I)F#QH_Y4FZB>onaRZM?*&C$UJ|2y!qY!CdjKnGEAa zBnIT*ZVOBc4DV$Fp>yMGLZo@Db)#cNCnRDr4cK%TIEHnu4pc@Jeix}7jy1%4QRc*c z89i!>)EIYmWj@kk^;P|Y9ai}jh#Dahih~&E`-tGvE_7wU5LjLR#KeV-5Du$0R*%j1 zK?mX#Wz$@taHC4yi2?*aU0b}y62(nt!v}Vs?7I6w+jhH@1DT$ktA-a%zHW>u({63K z-;T|Cws4;9<&f|FYAuke&{H!7oAGChVRQqq3FG>#9n3nGmTH<)53eKdUTsYU+goM2 zl(4&>YI?M#MAo4o#QXBpgsYLj2_;G1@ir|!I>zbizmB49Rl&eCBHYN0EKMziuXFgS zmZ+R{RYhHl{HulhR(@oFO$qENZ`z_IW%z`SZc!x)%oZm32LQLgeT|-Lpv+QlyXvM2g2}+*ED*C`XuRYtq7}xYp0v1jBPLtE4+2w;5iOVjq z5=mzs{NU+|kWtHW4Tmh!lD!$DmseO&2|je%q@}QaT{TGI0|^bm4n@9>zr;itk_V$7VNadDniSLdIQB#RylBk>mjTw&=I~XHGG8t#n>~g^t#JkBrHXM zY3LXa;E52*!k*!ANGz`hOs+cJxzLtm6JWi;i->6f72KPU*BmTNlWEB$_1i>sobN## z3Xc8~&uLc}^61qvfCza>schTr(NA(lr_Bb9)X>!-gztQ ztPpe9C-qbz_Aby%gdF(Q1>4Z4L?H4N+qaZ^}HoiD_ zZ|YL(w6*)PE_lkvp_jqO=`k5*3Ka|%w-&E85-Kf^YaCWLs{SOXZ5xvYFPey{(23NP z`w~9&q%<;p%JGV+ zRD*|LiJb0a5z9CVqbl*$rfwqAQclH;*j`6I$=GjKY1wDv!Y_a;|Hb*!vec--3m0hX zs}xT5WuX@i$ZC}nXwGS+U*n_tEdR>vcJF5uL1Bit3a$FpOf$b;6_``x`0>%603%N4 zV_d#Flgk3FXN!iYc)X#pq7PfN#w|1%U*JJq4oWMy!|lCb^Xj*#{Y^FeH1_8oa6QR+ zCB4PGGKf6olkzcm3d+5KUw4bWqjAgM|5O8JrvDo?U;;35{JR=7YkU2r21s9DydnP3 z2o({nZ->O?@NI=@`TZqfQjTpXrL*~@8>Z3`P!gmqQNB-Fj&2nN;**nNnXILUIrwI# z|N6Ocy#a`sXujezq>g&sTeQ{k7?B#E?9N6nJRk2z*W>EeqxBDs@}_uo$MtfO^Md)_ z+BmbmIyAB&CQi(v?&IvtzMj_v_$^-6@(smAy~Ye=jefsSGvUli9(T0ufAbi!im%!C z&I*3&f7emp0=>rqX_x*K`K?#dHf_gQLWV+271ob#9A>Q{6h-E&v~?0>kcGn(sC~wo zAEZxZjqcEoy*4bP9E|RV@ZQTOdz$B$YD#!qwpbqSXc4Q;T|%b&rM7p)=L#hNW&_mY zzA;fgsOk8{L{rFRVW{DaZcZvpqJA-5gReGquT|&HIA5*8N)u9w19>51I|$@zi48uN zw8_x-*#NDET)>6F80LdNgZn)t4guRUuc#|d?${?bE?g`(^JnhPi2>>QM4}jBS$~{8BBBGt1$r(PBRCxO znFK!KZ;Z3cbwypixHu6BC*r-g@i!tYNW?S{6(gzC>`AvvtG)IL9WGoca>dIW zMf8TViX&Pa0iiepFo41+i~Wu7~oZft2ngyZY!n z8QgLhw<@3A;(LL7-0l>c#BUF$-mZE4qwL`0AiO&SvUxHc%W&rs-_UWDwM60i8dNOf&MYYZ0H z#Yr1$CJOSOQwL$@6mrV1T@$Qt6`_V=atQfBEUI#>#^x$yz(2#8I7joPNevJl!*0uc zH)-a~l}DP>zA29ylASF;%yr{%Bkt?Ve%z|0Rtb$1JISLPCd~+>oGyGi{k&^=S$R1b z-_bB;R@$TM!sZmpovU*!K?PWaJ?LCQ`dbSNZ;t}}SE*BhJM5b~#@y15&KS9a5w7_u zh0Qus9bn`$J(N%j(=Aae&16#<28>#$s?h2AOPf>lf~#gbwJm8QY9sfo{O5t)2Y;FC zRSI$Pr&M(eXD{8N%J(Rb8=~p$!k{;~UQ2-0n=mYRXVL{m|XoNJRVP>Ro58$mlcAid+SG)R3;MfF_@5-mtpEn;ESR?i{GiL0{C; zKQu%jo+>sxtb?R0I_^)_emZqQ_^w>T-|x~3p`Z4!C=4sTssg>Cu+o`|Tlxq_pwsQI zTy=P;B=dw9rNKNP*za;@zzAzDZ+83OBVU`mi3_M93`nob5v z5&BHo%E>lYflbL>@JIacZCXp1CrT*%|Bg<3>Es@Ujg^Z%e2 zFDd{qYIL+Je`<9^gtnAmK5bI}&55`>wCwPPu{%0|n9qc)a(p@HMKEQU82ek6V0&%9z&3|}E+R7Q<0bG~ zpD}kaH|JO6_s|So)PmZeiasA)F5u^;;X&RXPfVUIYO0SwrzBam2vl$gcx0PdKXz zE$_iyz~k<6nDaCfOiXs?9`080-Riul%4N@LmiH2kiHlv)-TcM%k#JIfkI@V+Q{9wD zM00YfX^1nRyE8U&&-VfecM*u}>|oUY$|W&$I80K=e!Ho<&NyLbVWK1F2mDNItfkjY z53+Cyo`|P4qQF9$&$0?R3am?jrtzt41SKT73VM;O7gBLYx(K)dAg;7ysh}Eh8~C{X zny`GmhZA9Ggh6>vf|KOvzRsWl+nXpnt;`5M#-*uTn^P4P4_>$gEpfuQ6V;`uxQas0 z^tL5@aa!IZMCkW7PwgGT_7;0MY16_D(Y7X=Smb5afrkyz7i%KxxT>H-1h2{gQE@xV z4D}Qf8ReBR?E)K0G?SP?`?A|u%NBMz+qW-sHW%&rM;6n?LAUpya;{TvhEcjoS+^%H ze3A7?zd`mwmuFcpS>h~;I(tT2Fr6}%N}wZI5IMvF zlVE;fJWQPPm27XL1yt)dzPY?4OsCD0Da)O+PvF}Qo+T>0cx2IrbIH}Q{StbmRW2HP zcS=S-d&-h$D-DkWwXzkmT~yHx-rX1HP(h-{r@Kx`vtHa}zET7tG&#ASGqov&DQpX$ z(7XOV92w-IY`j;iblq?_!dmB}crw?a2P-Zcay~{?;N}Q5o?SM`j>CIdXbU-#km zVy`D26zNRPv!y4!X$t@JN~u#O_2G@FN9Ld@-1_Rc!MasF;C<1|yeCD;y-XFmy2(sU z!zSUbCJH;>@#5u8>CBL%pr$7&o~WW8Y?QT#&>-i8wSXHw-)d!b)h;BSRa^7Bs}d3P zR|AE%4$XaCksMUkJr{y^<+g?s9I#=UlZQjf*cK4#%W6bxdK{F4@f*g%FPdjjD)x!c zytlGT4(#1B=2l1os+M0P4K2RXK1_v}R;`gJ}?PE`RUTKk0qKPm;3s|4m}U`hSzy02o-9|2?tk z*4(t+6h-j4R)a8)lJ_6Jh>=?0*VAMc0Ripqg9oM=)F&k?rA>&W=uZv&^fI$sk}tMN zRE!*A9KXPsnVQMYSwA|R43C9)FDQ!d*8^nIiVeXF=jVNXV0UQv;eB|sc)rEPQQR6K zEzU2KyK^hJ32=90>UsHDv#lOvRXr8y)oG3ZO6jb=-G$62(6?8|^t3wTcY9PGAaGT?WBnT8IK5O4$k+{SQ;Mi|qDmI{v@qeK^g(rg(I0ZvIH9>M#;4S|2 z&}kQnEy-`tQJY^%i98_;2_i|fUs-=oYl5MQLmDtP8w=-#r=>P#iJb?dgUa&y45x z#RD|OX9r{!H>L)-yY3K2jTsjwTZ>pL0DSwe)&wPqh<1Diz&H*`6`~6w26cI*un9w8 zSW4e>MLBtxxxLh^zFN_rA^so>f{)_ zhI$y)b>!%#NorcF1aGenncUGiciAB}r%ZPoes1Z36xX2Z&J9detMbpDa$n{}d|NG* zI3a9?zItFptm`tk%)~Lv$ius3d0GnM&;f?*T>)6Ka{%PCAlJnJsNP*NtSc<>LK&jh zFk80*WwSt>{P=k(0Bhq^%yIEn{{X{I*86*$mFmK6*dgmM5jC5V{E6oeUPOz`)nVEM z>kS8|xj?W`5E{Qdud=Wq_iTF|oaLJywSE-$xN%RVDS#75Kq_sLNN!K9kqA8FGaW-b ziy%g3BSf9r3{kt&Ax+?UcB42MuwFKwncm&>O}0pRw<|3`i zU+*>^(hOKluOAj{HIvz_7WS6_il)L0)p~y^)%$KAr(>xZ^j{2=vpnSb%Unz+O@N~i z0fPM~T3H}EY?k9hw@6Gbc|72q;uavu@NqPQr0y>PI^$W!U{|jU}o@hbJ0bYSNNTnMWv~D>gk@$hnBS2^wG3*2NN!{ktR9 zTOdQs>w&xzh@~S`kbq$|+OTQD$6^73TNNVs*qw;!WRZl*MKHgOD~B{IB(^5KV0*ch z6CFvDYLnIOz9cz~tKjB7tNdR$EAkp}{CVX9J}uRtPBE*k_f!iXxZ()idmwG)zKm&L z-RR_-8!}j!sz-jv}eqxDy1vO=jf@6??~3GLE|`+ zS#K`uJaZr<0X|HW)_@ts#@3RVZm+Hf7mR@k{v$=qw^P%4Qj0S^l?nh?pxj{nrZl>Z zLgR!aw8*bsD-y0VHlM?#-+o7@v7S=g0Oz9mB2W6j7~-jh@~SMX!*is{MB{o_-5v=N zBr98kL{TQA^6MO}<4mv*KxE_Xi*sShl7mqZ6jiXdk{mGX%&n`Z3*%N_4dS|{Ux^cb zMCa5v%v^CcBZTJne#6XeMpXn%A8n$h$3gpJ?WS_X2GXcWRwRZt^hY+erEGaUPRwtW z(Rql}EYug8^29SaL;f>P4KK@*Do7foLyHP!4LG>7O8k)@O=5h}N6MX6Y6Wo~ zE*=wfoN;Z_d1;0ne3n~N$#kNl0TpPmF?g1_{)+D6?obn%dypY{nkS_(lKGWb+6nwZ>6R(2^qF%zmtjB+sTzuc?OF=Jn_`5%)de%k9sB&{30fP zmE!E&j3K8X*eQB3VcYxtV9HZkkan!`+3wCPCj!$w=j+zHwWG!87FuHa_^5WLPcnIV zuZl;V=d{Ap>~z$V4{HO_+ktkB}4YR5cPgF&Zsq#ZaP|zwl z!{)V1<;S6->&Up^?n1LV7_t&JBgu&E295>^!3U6bhQ3lPDDC+miCBHbD&b**u!Hb>D8~Nn7=@sqW zvJ#HmbOy-#{8UHfh>s-mN4`z;7uyN_71*z<6D=o~yqWvoJ)%P*89FQJ z@hfg36~8!)Fsr6WQTk&-aqckDwh*HylC%u}?D;vdWgBFp^=MaD1z{EN56& zp9|_brK&85Efa-4>>Kou;oz0f=Fi61LejQ)yX34rZWKlis(oF_g9SpzV_}G{7)sGu zeL4?>&i5_CUB7gxR&*+b0z`sTMbRmd>AH6;Gx@xj)z=6!+-+cwuLCIyF;k*rs=nU$ zYyu4(`Xk%GBGVD>w7dxZ#fpFDZw$urH=~jN$zW|p4)%W;iU7dK@~@WUe;ADUkJ;L> zTu|Q>U_{=k_ig*q4?oDL5kRBn6={S8;xhzkwtDP%hhdUXAj1Y_cuB0=RReyA+b=R# z_j6b7dG~$Nx%)_P?1=>uQ|>r-!*b@LI1GG;s_4cJJqi|+BO74>u7o|2pA*{V@X8FQ z=E4U`59mM+X_K5^uuz=>5$qcz zWH+sy++6}igi6veOE9+*6?hPpUGZ>b(7WkhwW@Y>v8?*i+95Vbj z4gt*n8;7h6f7m!)z!HQJM&yYzgic;0(PW)dpkPiU(`2l$NuFYy$awyI^)Y?M`66Wa z;Qr&`y03UgR)Fjng{nPHVo><@5)=L}E5jp9{AFeOzpQ*Bm3Bam(X)>W*1lc#S#I{; z77(l$5lEE6joMWZ9RGt(7_6>s`S6E8b}=1+7|1mF2)q25xJHFZmN58j>MGfI5GZQy zOln7hBvCDIcbItgRGCY?K%nIcX1QyjyCq&)?Yj&r#?AcBX%V<-gqEzp%{2!1TYd%*ynK zofBkahZtZ&o;X72{cq)PM*jk{A>$8W8U%51b5lmc{s)J|$PC#|^ZSQ~bzfd|K?@HK z1SAWHO?Q=uiEp#;_Fu9$4@wxYzR>+f2G4YLc0zD@B?HLW0ReYC*zgwM_+><;YntED z25P^NBOos|Wd~#9>}ekCC$T5qlAxi+l72u`t%RhO|6)!z&c)@h&b1mN$kpr8L#f4x znKT7N6s=4*pAq;l7eq|~w(B2F7O3En*4yi@H0hI+lU3F^kSG`zRy0x(VZ~hn@AT^UJ3a$@I50iP)JHdVm;HwhFPU zgSJiS_$?Y|8lD*4pYm`=@axd-%YSn~Y=3h=|75KLBRk`N6M>2843w;7DC-4CbnAd+q$`!H`^jKw zpx|HMJf_?pKnKJ02HfI-^6kBpjNak`cz>e)MFh5w0^4U-;0j6GNTL*N5c)MpaxLMT z=+S5q+#xMdvb|_Ca|#M6Jc^Uk0(mM0G7CLUheS?(C~Sf;8nj={{2CQ8&JdJd*iISi z-yx~GrYdv9iE4W)HxVS{KQ24Om=j7X>Pdpw+lwWilneTMio*J@p7 zuGdem>|01V`#}5^^MKbskBE)ok0WAX{YSov?O(nMK)}TKr?2Ap|b>I(XEs!*-DHCd8*65Rp4A(#{ z1Ut=XiI+tH$IwJXlNC$=bHxum7C{-qzNz3IL$xJK?1~sX zXFi}Df)^;vWfRniYCw%}viDA&!X~DGzkC@jc*+uTGPe{mPeqGCbHRA*QVU85Uld0r zqxxn5@k=63Hq4x}h}!He4cBy1U89vptw5I=pTkavzGp0nzYggb5Kj*vPryL;V!vp{ zr*#&GO(hqk@l*f39VsSsL`4D>a2b*q@1{AYAFNpJN5$pNRhyfq>7dRP@pDIx z;ya#Y4!?r+n_&m|S1lW)W>+77Eu%jnavesWg75E$(?yLp8tSB`3BNSlUoe#GLbw?q z+4O{`74Op2(T%kifp>BpA^Z}w+i{t_pY+C(JKzKU4X6J%*k$?yyUdLL9~WW#H+KKa z?=uiE{mad;{QI^GC^o?V#;#1FjI0hLOvs5w2%G~ zsH<*(*LSwpTBrSkq*einTsa`Z1Y3iul8IcJn;T@`cS3hx{Alnm@cv7Ecg$X2H4g3= zNVgksnB;32pCQ=K9=M}E+HW+G%&58o9)(AdBKApxV9DQz3&*p$A};t>l?HL_F$oIV za*!E2>`^0%oKO)*R*1SBGME#V1)CTtO3r7qNr$u=-U%KyMp6Y0C00~2r{^9m3mY;a zj>Qu}={9JYYc^?%4OEJ~ryAVqB+LzOYyrb{#$fmZRUvEfYuFCX3DrzRL`PqnFR_M= z;daIx#-T0p5LnZqEORuGF-Y4)Nhr_G`0U+cB-l@nj}yAOVd{sq&#VXz!^^a}LiBnb zB=w}YSh!{!K6ed_%4Dya8 zvQ8@zSh|xOlUztK8T9IQIH*-K@V{HE%gaT%MjkqwM>E1#TrThXp=Vk&{cc}AxYyMC ziFh^o@eEWxUQ+ir`1o^^5*ri8KfnjuUoMS_<6q$V3m%OB0gpd6DX}E;#HKL*D;*%h z?puq!Z~aC>5*dJ`KoB24Cr<#?GW+l_D$RI5@RY=137g~vc8nwNRbmB0+PQSf zBjVT*ynT%_9=|mzRx@dxeZ* z6r=b^4F<9n*nSg9B=6S5K@ejbo=@NfNq>B}TKLsBDl;v_-EPzc+z^`1Q!}Y->o7jp zyQIr(l1;XV251SgD?a4Qn2kV+GLrH5Ne>6#Bw>>)NgbtQtEg>B8;lU?CVNy&`UTBk9#rE6vV8lS$aGj7xV_g#>jB>|4we9l+ZdsrvEa!SS@?jw+il z9>r!3F)SX)W`3S(K+tw18Vo&~81RDta;n&wz_T63P_ctVm2oC)1g5?SX_#i%|It8X zPniZ7pERhlLOl^xgw>Qdvh9duEu9oso}DeID;X~M$;3WwrX(gyY?vv{2*N(OPDf^w z%=2-;Q4>OuHEX&7!FUcYsPkolw8E`211}PCfP-O7njScLc8JFW2b{JSC>#kcpVOgc zL#D7Dv8%)u$io(hx|O}A9sG$)l@xL|W{*ZiXg+<$`XyFz`jc-r?^Vjn;tPm-MPll2 zc=qS^E_MdC|Gzu~{0GneSl`8y%rl`Y1{3n8F}%%xIKLa+6zJa{lC;pq00|nXla8|P zTU;ddj_T`iHI=};FhAQYA^XueTiVSM((PAST+iM6@#_8DlGppGA^rK@`FQVed;j!$ z*Br;^N9V=M!-wzd`th;wHGX>%hkuThu`y^pWH1|dq6@_f0?50Tv;VLMG5{)QqEGLWq`oYBUlPVCjU0Czi*= z@1-geRRj6Li7Osc;3rd67P}?eWfYAIJgFAx<21-bb4E&=lpX>WJaCGsHok+jq7Jbo z>cqGcTd8r9+lMCRl2r9BVXH^B2H1 z55TMF;8&7v>y;EK7s!Ku;$1_ewEq==i%-E%? zJ|v2P=4n;pJX(2ieY9>yt^9C26ut9eT0MQw$~~hOqN~OJ@LTVKr+|gcJpy2Ca~mj( zF32e@EmIg>P+!dunCtPQ^BD5R%Yzq7QmH^=FT6wl_fK!#yj8yfOWU_Uxyt@$QIU=5 zA9I!czq!i%AM5AX|EMX_CJWg9rHR4+%EJwh;4k4w@Sh_1&JaE2>^>k?Sj4jIu^6dt+7rM^b-S3J>o6@YElWJ`!V=LSfFSTZy-9vN=qVg_ zN>}L7xy|&LO@dH>NNAR`F$xj<5f33jQyFh;Lz>`FeRr4xdzuZL0Hpyp_K5k4QtT>G z8BZd}0VA|@@=C*kY=arKX%V+@{9UVpq&_mg1(zg@m?=zcKk*RCq_BB3MMimIBXdxr z#h^!)DBY)|G?JCgER8?yBsFW>!R}bWn(MxgOp9DX8E;81b--1{%oAUVGI(3MI4gw2 z@p%3v9frRgvs!~}Fcaf`?3j)`!@7sEOM@)PJz@0s6#&!!IMwQ6l<$rvXdvteAHmCi z(?X;T&+~=>Cs1eiqdpx*4KI-1fHARs@wVfdNk9S&D}fIUxrbgt(Owxw!Bz#PZb6Q6 z(E*8`FMwZ=%#m6MSVe$=>|OY0G6EA7U%-;>8Q>LC|0<({+FL@1a#Lt*=#3ynO#@b2 zA_#a)CIPj!xHr+BxiX=1=egjb=FEg)8rofYzT6zqh@;Yk1A%^z)Nxgl)Hr$xIg#W| zCh(>4&>im(`>5X=>QwSM6%Ew=u%nq!;%;OWFML~4{v3?>4KlEUqlpGeKLLntgpL{M z$je@J9g$zLi~ggeyXi~DU*_d+SoUWnnvMORRHFaIGG@mAQADQyVA&sqXxbD3TOBqS zkrT}jR(a84;RsEEfN!|PxM-N5l=AuZ-~!;=zV!4a@E3mX&ZLptvwRx}o6np+V;J|D zo}ZkTbj_cmbsvkX^ItFP%3WWpqF*%@U#%Yxr1;lGbd>xMg*LrthHrKm7t&PUh z%PQoBuTQ?Q!B?-|U4Fmi=g&bWT?0vd3;Q@AW4CHzhROo9Q`)JP29anuSRo&?AqAb4 z&tie*3K|LxXQM@%NMg}Cl1PRuRS59;QvygPvwGAo5&BVw7vZba% zsL^JV35Hf_5=qaM+f8GJlp~HezYoDhOd88b9c!Ug(~W0VJ7z>LY9YBD)1-wsk*#YV zhSE}zu~xaF_o6!GXnBm8z*4y4>aMtQOomI-kE0&h9JRNtGTzolf)>R|34_&K5Xz@p z*X8qIplFRO5%qILQ%g~wvO{-jF++S4o7U<@C)F+Nyw|kB&`jjWP&=H!3=?)c#@Jvr zOu{&BAl+c!B(3C>&jXEv7@!6W0^rtsl`@Ce*Rnuz1zJq3cn-~O3#gw~Y(3!OGo19Y zhK=Wjc3o{;eE{aL3TTeTKP*}per3N0I=R6R<=={i*{f9S4-@ zQ1wvdQw31WAt&u8ln@qcD$EgnqP zbO(E*C3*Yl^yqU0==55U>48tP1zdi__1vK4&k(r3B)I>AG3*hy9ft6OJ(N3w$9gky4I9F6#!M>t7_#Fal(iMqocH3{moFe*TB;DJin0sgElCH>A# zMQEu-C;C4{Jf}R<-$BK9Yq?k)aU*WpDCDOKsb$h(2Bz7d(LEx^zz#7Ip9{M|jGxw) z7sVU`y6gaC^>A7`w;RqafyOl=k`@j8Yq$}W{fl9i(jqHHq$TGNNgo(u1|dY}4iTyH zPJWr-)>*~luMJIFS%OY&EGiOq&EyM^6be_iauk}fUlLoRC>56Uh>{nhD1ok#6sd~E z$B860OL*cwsa;G8o)t3j;fO8t((=XyDiZX#=fawT@y@bYL?S^ca1!TD)ai6R#D)PX zsE{#X$(RD1jW0$hr9NO0(wmeO3AWZR2T@x`JOp>oL~b7OHuoFHg z#7MNSBw`8TT_SnLRsP~pyb^J_AepmfO1K27h2J&ftL)<%!-;NTk*+8-fL3b7`;HzN z>zb$=%FkJr;v0baM$C?k6RBb4wXq;;Dg0G%sg+<58Y5o-dLxt1@W^yr?tc=9bcQrT7}(I#Ayj?9NY2D!so5NpO5Nu-sjaH(+8dG z9>mEtdw+5`e{%N96+5wa6`b2lcl5{1%yP`0GIV9>j!SkD1 zbPhhV#tT8en57aqp*U`|_4~5vJ8*Ug7_0eqVNOO_qs0q(J=Er;RPb+(Zv`x!9anoC zK-)h8vlnZ$5Vd5wm#!q##A10jKx`$@r)CS0bJ{NVgez^qT~NSlp`AJZWXC?7Q>kd6 zrnNvBqL5Fl1n3nsqWHrT?FNO56tn3ND@=Cz+pobU>Na*(t~+skD@=!S6?%%wUL+B3 zp9MHMGtj)jE5^_usOykayN*xrQo8L<@za!P3Q(OWP@ERdl)dKVYyJZNQB~xTa$#&& zsffl1*dbUUpcnujYd)*D9xNm3S1*owE=h_KXlPAe>be=$utb3lxbuv(F*B%*a)vy* zsQfmj3*%^kYwMULJgx9uvEQO4H||kX+M16rM&7LcEqLk>bGfYwv>Fb}v}Vp{V7XxJ z_#88B(;%t1wPveihGPZ!DshL$zbU5EL+~?K&BJp$Tj%?{nHn$72FX|GUbj0%Pi*_5 z(#0KHMdt`Oc)d=R(JPF! zPn!RsG$>S_xMvn0CC_AV6%`+~(obHg2aR8L?5-0zs;c>{^z(ZQNX1Q5j=3qfdJ7e9 zRv94vi6xT=bbvYxg3oAZM{bh02_`zr_sBMW`tghyAodzHqzIj}L%zrsN`=QJv|)>k z#HMzxnqV0Tm=|-+ij@G%Me)RI(W9i|-Et!HwJ-6eV2N*LAH00AaR+)1*~+wkL%ctm zootN%IB{e7ALaUwUMI&Ny-t>7saSOu1d$Wn5H@}VzAsh(;ADXT1V(-W!UAIilfK9H zo}()mPRlvj1M zOkh9)MwEJ>^#-YsH!6d#L4#WW?tNl_FpIR$Fm?=g+@0yb=P*kgfy}T8cNFLjE&XSAvCU%S>7uBB@|GB!4F%M1; z*bNM>)^CL6O@W{Y4_(h76%?-(`8gZ(lUd-=0}phyQinMY;+E42p;8!v`IvQRg%UBI zvdlcaupz3y<~g!C*pM{LXfp`^C28=5(|_vz@J0(fLg_$i1Q+33f5ifr-+rUMeWka9 z>^+j7r}h&j#i&z%a9CzZ8g#ttt-OAgbNm!1Xh1D=+70dApb)bDib086hADNSi1bQj zUq3C|<}BKqc|nX>R0LSWl@)Zg5=T;_zmZ9lFNr(;^!I2rfsW$tIrCjyKKEYrz#YVG z9{&)Nbi=x9nbBPR$Y489Y^^S;@Y|#9$Kb`M-v*gkA{%>7(19$yQPBQk-+#7#w)@zA zfe`)VGx-}v{n?#n<@l%V0cPg^k+T0})E~`h+GMU+TviwnuNpyY2x4F12x;&9lik7NlNX;m?Uy&H55(R3I=cgmj16O5>~#!)pxua$y+` zX++1%%mjT1l;v8=fzyd?Pq2e4&Z(JqEeKw3e*I+E7#x5;7T3G!rV2|ZV2rJJM+mjY~oc+B3TCl=Jk_ak(J%Sdk?3)a_hf>kq_ zt6YNSys~NEEJ6!auf}nyY-wk;3J~R}T!H#rj)yjL)`x-GLm@*S=Ub-H#%C%|^ViaO zfo3bzvQb@f32fcmm?0MKpfNZds2sDjUYTX*hReGqd`3gLS{xM9JYEcStZt-|>1?(ToCJ$cm1}&tnu1cBDmk>!@$Z`HaW2HYiVq&3 z8`g2#6x+)+p!V64s3$qc4KHuV95U=ll_8v??6-?b`hp;PdI32#>F$9?t$nqWTAmw$B4}d-x7LznRr_`KM&8k1z|VrL`+xF> zk>Ss82iO4rSd#uH7G(aXaxTi z3QE>Z(HtLOYBiAZ$4KxkWsrLs)Wk>GjgKoeYT0*ZB_4|iK3Y~Fw{ZtvwV&0>D!R_F~jr?^Fa&s$;a zP~|-A;aQ7-BLjd`Wa{xrtJ+wqlWt3bdGO8)o#5$2aqeV{lb&Y8`tiUNTM5DUm=*yM z(d9%@>8fA{8K!c%`7frAalq_8nJK2bIKvzQk;H9#81p=(m>Wv?c&X|Qd5AhlfT=C| zVjJ~vvm5JXF{ z`cUk^LD}cETV>~C0Db^vW-d_uikVyBHO9>xMJb29u{SO)XL)P<@8Z~6EEJW;7WW9# zES*qOGCEdPfQPjmu~D#NUrz-eY08Xm=-2#iKCD_KPBoOOuQKatdzTM+Xeyu8D`-oj zCIv#eG`ZSMojOMsy{G^y3jiXYqwaT~c=@AV!C^XuKz}mVzu^Xs|D04~{T-=b`$wdL ziSb`>11O#^Qh^C6@K>k;(DOP7A017FEhXwFC@ic1Kq!ym^M+mt`@^QL8I< zy`1pc3)`xjL!B;DR(c#<4;RoZhZbxJ$raWj5%~t7K~GmA2S_ZlL&HqXnNYWH8M!S3 z$W z!oWc!Sgq*9dnzJ}Qe4i!{fegzzz@GPWGD)Cy=<0pD;NIYdlI^ms#P|cY%zPB8>06a5CJwP=t$pI=41#cgeF%YCe~>f&J44p38BBK18u3y8vFd<`J_9&xbQZ$|(sr zlWlIEbI!u$bTv^FElJeg$09+TZq!So*6XAc5dWH{7=KSw%>Q)K zzd4XNrZIBXzn#?C^Ut8)F?I=EBmdTUhkLKbY1|g)R!W6I$O=}9!{C(5T$#@DTJ`;* z{AItu{L}8TLdgA^+U0K6<=Xipu?p`i5x-B0PQloxanx%g${ih@&lQyQUI(kymtzdm zA0$4rsdEbiB;UCK^FcQr)fdr)y-&Qp!Y9q57UEb&Lk`ePgEf-Eq(p{6Jr{+9<6 z3miY%mnGZ|J~whpE|4>QpG;eEo0sGwSTejUuaXyJz&LD)l-hw+KO&&6YOcYvAic{Z zwdf!{xi}#d8UmA5Luyod1D%kWDyY@Ao7c$E?dr*1EJpnpR+AhDkOe_zi@IaI;V7j20&Yq0!AD(Oc(LUbE-AsV zh$RBxBdajPMU2|5-G~NuK=f%MZ++Bv1E8CQrg1?yYw+edZvFBV=%Ay$p7-TZ-(bbc z7Astke!){C`aS-K21x=l zVb*+v^P0{dPj8(hR?maI_H0)#ACfeP76o2weV(3=ejy$0uUaNP8m+I|9WQf1w;97X zyU$*i{MYwc9or8tTg&cZ`Stf7xep$fy`%gYz`{-|c#=5@1#vnD4kwYXYy-sI+>i$; z27g$*KW>8&lYi4$!3wv@QaqmxMobYF@_7UQfOF)5xv1PfzFv4lc!jt?#j`-jfDp0cA8I74RSn z5hdtC!o$scfo+$9J8(23PZq6`xZmF+Hv zA4>T<1{~xTc24n_-tV^Jswf(b%cLWgO`v$DdMKP^g*7BBnqr!T308`nMc!r>Om$K? zfts5KQ)jTMj)v9hXyU4bITTg(_{g5BcS{pgL`x;Y<)AU$4rGNR?E208MylsTDdj=H ziBFe-1roAYJ(Rql??IwLCV}*GDmF5%p)&8UMs*wUz83CX!pmc}HeZ33bp(kai#5}z zm-@q`M4~HU{QAC8>RP@=(L%s$MsUx4nxa$y5os@KG?j|_U0qw2&>Ugo=YEX-dS}}Z zp73DgqpmaO<5DM<{0DzA{Tstz|IZ0xW{$u8#qtjfgNf;19LBG39`^ro7)f3bKp=J} zM%AxyUJA5+*EMw#{-}O)huph*h>< zD4xBhUrN00zmz;i)jtHiv=}hFtZobNwD|Z~N$W3s)Y`?pRr5KPzB#i3_CF%}MmYKF z_Cutgi#)wigfwHhX|xZS+a|q5mzF%jIC?YUg6!3~N?v*b{9GVL>NLaVnEI|TRD5)6 ztCIg~p-}Z@AXLAz|FOaF0o|m=ryB)N8D|!E33lJNYF#8>vn1rs!ZzbTGhD<#Hf4Cw$5`IsxAu=$-CL`k%xV{8Jyafuy zid2a?E+%OA^fC+@KfDndk^!o-Fua%Njfrlp1r8t|X$#vU9#^;Y1|NV^XSE1@bX{07 zvWb?;rI&VT0QQH%jfyLI0oePc-9A*fL8}f8h-2gek>yEB_${Z;RC_5qkpYa7xrv1z zpelKeqK}w)gHsD~-hcfJ%jJMk%IulWrOf47I1@VY+)uHh%+-;N{~n_YZX(YZD8SJzeX>7-^OVp z!F5Gp203Y5o0I7cISAgNFk!qYZPNqi!wNUS;>9nb@I8N1;P;ue89!`ffLZXnVmfr5 ze0rmVW5h=f6+#eFh&9GmvI>_$3UPHAz{DU0A9NSpX`If645p;z5!zF<2`PcqMrCis zt}K$?SVtF-OhUnMP8-@h8)g39_&G^1WSNI&(q=UY#RRi_I0})}Q_xz=&fgT-kes`q zLdTExVQ#$1QC*OpIU{#uFd&k!$n8uL(-?3)&xfk;F4|iESlN{WJy%>*@QzUebc$$? z(=(JYV4|SU5%=W*EM^ZTtwo2p^^5OJ!{^b@A8YF*uh5=|?=3>M+{5lDE+r%Su+Kky zHT6mDc^UtTA*P^scL-|L{`$S*?WDHvo+&!#Wq)jJQJX6s7YYrV9hsOcb-r>l>xe#j zA<0ON6tWr8gma$6+;KYWfX)YViMGQS41}8K(|E~!R_mGX1882e63wvP)JpGaz$2Qo zpO%z>K{Jmc#*fj6*%bmHdyE8U{TfYqxtJ-G7h72ng+#aj2+9V!iT8!INR~%2#r1P0 zA4gw;clu5IC)>OM*`D}MLviz%X}5cu#F?v^3X=1}SOW@R_!-43m*3(GBX6H>pgG5) zKiBg{K-nM+67+_Kw=P9yi+cCVmB2HW2D=O}99~}D-@hG<=MegnhyH*-u>6;*xxc2K z-yUN5KOXu61HluyB8CQXD9`3tSDLR7pkdVQ^gEhR01Wto8@z!-X!Tla2FWmb1{pd% zqxkSDTV~i2D(^&oy7O>GfvRK$Nl2<@}MLi)scbI5k(An zx_O%PU_#U1a4J7Sv%|#t{%HG-|4BQ=Bt~X=3leBFj?Dbyb8K=W^xz;5fBMGmnQ>NI z8xc2kNGfRVhef}rd_W46lX*ux=cNH}d(_c#P#*S$6>}T0Jr8IuCP7ST@U5g{kRVTY zp8c42urbDun6DB`72gf@QnC|)CTxm}dO#a2bbA+Qh@s)`i4@UWNs5plg46k82GDy_ z`Vg+T`hcd0f?%<@XeaKmk7C)IH5kGykFG2BqY?_Jk`kXk05S)MjCIi;>Y7!cx4QFzAR7oJLJxhwk zDq7o>GUbJ0iZHEn0`N10{JiFST2UrdOZdEdQ!X5W0A;m+taY1!6bU6CR7$5lFh+5g z&S-?Am|&3zRtvp6Hjq-`NKz|Krqf+nGsN5-*w)352ku-89aj8<V5KHfQ~17u%UZjale}*~ z*imZ6514zb+K!$jgr*V^MYe6q&QQBHH@~`qn41wYE5!C3jz@hX%VMfreO>9Q4~$jr zcJH1%y#F z1^YT8m!ORK!z0&R6}*W3OJj7UPW5CtkDFC-h@)ggag_`J*$PAWfTQl7eD>>iQIb8t zr`89X*dvMf*|X6a7lyEg%m<3ynO6Q4p=vwx$-hmgu39m!Zgs8@(<@GW6 z;cmRVIp?E%yJKmQxvY;IveKC-RZ~m1*AX%B85#~Bf+gZbk@3`E0aR+Ra3Z?dLb#3R zBVv|9rLyippw`bV|IR5mi=Jn=gWa*MRVd%b8bN-$SM0VtkzeWNoiIJ0Ap^V-4Hk=FrDSG%2)Z@9v;#@ zM-%qMLKL*rPQxs-9K1J}U3S&?sP&w7R4UV970(%1h?HT@59jBeB#t&z-mD1X>042o zB|njr&{`0le$^&Hg9GUt|#??FRK9sCpH*Gy&R7pymwR9Y4-Ad z<-^ud(o~)!X<_mi@0GI9L7QdKiDkq^3?`7(zs2act~P8B7nKV_MXLw^N#$d;?Hf-@ zlJ3!ihphArKKp-lH&vsO1Uss+7_`%vVmf43)IUrvtsg*HDhE&ih_+i{&=`(>Xj@5d zR$P|?x=+*}&8qj(A*;y*t8+MD6kezdh29Zve>YT2_NVQAp>X3Mw1UYNTFg)seLI#F z>vc@PUlL5vtih!&)`}r82}Q`PzU`K&NLBu3Ga+eLt@hp@uF4WEX-VcZ%L-1aN#KemAqBIrHwto?Sq|JO$; zP9luLN&97oR9o2nJP!_qTMagG6?cyQv!W$3m11C_2K^@&M{YmBVwA~)YrcMzN|Em@ zr}@&N(rk}GO>GTUEJ7(j5_g%T%P;iESz@9X!mE!oQZlYFN`ofu(o=&V)ko$iKs+HIk5i^)wQUnyDu_lq^Q$2W8ePw~@j;JqoV4 zudN*!va#9a7MNk0*A*$%eGg~GZ7T+HpJQj>GBzmBid_3nx}K8y%x7? zG*1KP*VpryV)^w_rqZQ4H2$%u`o>xUADHd#dsKoG>?4P{;39bKH?InWn2JWh5x+C! zpn;CWxpzhlxj4R2vJdI@q`kF^bHS_k)^pyjmT zZEakYK!B5zh)S|tZNR~FazK6bhtJWTZk-B1Ena9l)97s`* z`88j3%&>8neM@RlfX=joWTgj*$NbRt11Ek9+m&08p%8@j-0Z#{qHbW;h#+@T1U)Tp z9s9kj39tkI?Bbey-oRj@P$ET0KAe0t4?-u@lySyh_fTfZj~1O-OL5!nI_}KNyJL2Z z?+H?s!I&s8PP;M)%qn>#o;s9yr6N~l;Wp_YH_L@vOZ~6P!{>7d`G)LuYQ!0!H<#v@ z+myGMyS6DsMs4$6@f{kpL8x^NIit_Mx&r{`m9#B7-%Q_-rE7fV_~Ru$lPa*yX1=Oa zw0!;fl|^X|ad*(ownR;mnnCgQoq~tK(h1myV!ZC*vQoww66ckVxizFqR>Uj~O;CI) zyB0e)u`);V&9n5u=yUj!tI+W2%#;;Q8(~e;C!by1PVL@GbY$xXuj60RT6H&g36)#0 zdL1F^vmlN>VxZkpL+6~Nn((VEfm(W4fY3Iz$1L2QbteZ4=^H4?to1e`pTmm;%5TRX zcZv0ZB!612vHTlkU}yiYxmL#CMN!QEjCM2si)2uVXDWZgh$Q+CEc{M^6afkYV@bzT z(bnteoZU2Rl;4QZgg36CD>sNwe@FOaM}u=sH#I|GgGK)PX^xT5Q`>|3d5_(T2ex}_Hcmdz#%so|W5 zXHGecT~b|5W+DRJiH}((K9{44&^9|05?G*JBHSR1E;S=IG54O@etvvYP=q};AWIhN zmd0MysgUE-0o@5o=Ns7OL*@6#`8kNWSThb(SmyrTQ<2*R+vr#6h8YLmV7*I%MTC(R z;J$Yx&fsQ#u}`-aldD?n*LZ^a_l<&w@jus(J|73n!T(uUlLs3&3PHsBLK`bY4Y1lIVGj|M(y(7vjYDOKFi*);WH(@*`Uc&U0T)S) z7hV(7Ok{bmD4ruoqBaMUkcw{ecn|o{UpF!?-f1tj9(K-KKoBh|o8^`a0CeDB6P+9&!BM6~jaUuQcMfTAbjmJ(u0}MU{ zx>A&OB0Mlq*Uy+~zM%Mm{Oaw>b@Or&XZhb5vgjzu74HcE$onXMCZyyS9kgOPp&W^5~Uo&$n08BiX1L z>tXKQ)#Fn%(9>Y)dYI8*p}jani}ZQ2WG;EP^n5l4iRXGf31bBuFsyyXGq&WDi(rSiXXYT$=r8iuQ2KLVG@sn z;gg(JWqgtcp1?AJ^Oh1r4kodk1+6bEy{Yn{KX->Oo$Uj>EoDqy1rlDo{cCXrQjUgi)PXmjh3Srfp^-B zb9Fj*9TOKou)z6VMl-CEPPWE}zu)TtQ#E^(z`2CXT-52tBHl}r2DnNwJ3F*S3ypCK zn!98y_wR09!oJ(%82*!+{y-$K{YN)({f-VW{xkW*@`uJ0JmqhMkU*CjAS*C~mZ58P za14yD05tSp$yG8zD9en)Lov*eJ(;@UjIEcI_aARla!SIFnHao9@6zT3+7E3y%wNw7 zQbb>uYddV_eCo$_Y{edL*&l;mS~Nd+u5Kq)?5%m%6@Bm=v9=iGpYypcBBA_hm^Q5= z^l_&dXcrgm0UCdoUDLsy8C{lYy0lG_w1LIlAv6{mjGAY4) z6XV5VI}jnencXdML!mB??GQ=1i%!X6Av%rlDH(RqHkRwh2|}3!SxA+r=AB7QIGOci z@ECodPPgQZ5upJuuHOhqpLv&DJxTr^{i+~_D#WTu+b%uOQcAZ|((?^d6-bu_WAEoS zi#7TKDX&jWrC;tM3!5T8d$a>ahvpm(aF)fDOdHi`SOeq7zNnppuD5O3Tozt2al$bc zEFIW_=7c!JSnd6izD$3HBk!~>_lrPUXW3yit0NgLHSd0z}6Ai zS}i%<03)v2I+=+~yJ$n>_g%J}1zYt*IZP*B5`6}&J7NI@sfxn*EvbQ|A2PE(Juxlm zN~#*GMJV9~T#}ZAvvbFGnz6oDXdIdvag4=~nj%YxmBlNAANH19l*6A--s9?Kj5y1u)FK+%(f)2A zu_Fp7`;#I5jT^9Y{+F(Vzor+?-!W;fe{NJ*{)8Ju=Kn8lp#KOZAwdh182k&-8Ko7g zS$~L6Bf8EO5Rkf1Ju3Fp3fdO^aw3Aasd~3TZ`A7ZZ1#G$yZGv`r^IkWAF8PZS*Oo=oqbe=W#ePb9>nd%x875=Z98-;k+2pqEkpF zJq6n`P5d1aBf{hg+l|+%XEJS#Umv6x?)Oe>WC@JZr8ZSaXKp%S5>i;8*=THmKl$J! zT%iD)pc@ppEec~6W{IC0k}Y#BQs=Q>?#!aS3O?tFyK%4Al$OK-{<>7oNE!h#)IL3% zL~$@oua-^$Bf-JirxntZ<$D)B(==jDS)d83w~-iR1Z=3Gc}or%6JdtP3UQ-jJpRXF z^h8kK+;)!9C-^ynsU%C=tjt3W&hi8A(@w?jf+)u3tzXX0NkDele%oNG+-~@->Y-GU z%e#?Yc?Q-!|S_f)*siGoejIX+Ci$huRM6<&eoHFL5QJR@fx zcYLWt8oYeUFi3+re|n`wQrNv02;!(b_qpj8Q}0#7$gQ|?qhV(C8`zhI^zifjf+^ecbkglD=%^wiF&X{#gJe7SdG5| zZ?kFO9nI^&1_h%n&WAg5RmHtpjd_V2D556@b`Gm6l*DEz9C8wQTeH@{m8(rzvpm(% zur=-Jd+Uv}Ii&{{>_+FkoH18$Eg*|b7W4PTq!+)&?`t294f0UR1syhEe7Y7w4 zB+#xph}}1YkWx<7H?Sv@Q4|SHLLwOD9n7x@qyXi?V zDV)r%WGwm1c;I_!5;uc~Eh;(7cnUf;efE%9$D?eA^P1cYgH>oCMAQx>( znZzhUl`KN#AK3;%<(r12=LcOrN`8ihukWuQY+@O&#;@K5a%uOF-^L;8tV&dFC}g+s zNm?%)XwGJV;O0~fxA*Hsu2f0BVT_b!)A8J*fDmm4XAAV-iQ!bZ)AbJ zG|P&xNUP<`jOi+2vk!q$XSR}uI8Z+5m`D$x!3-2Wi)E*-0~1pOwj8vqVpJ4fZ*B`eF9ar6wkQMeZy2U6dChY@otQ@eKPPc z24!CWbQNR0Dc2ZoC&lf{#Il9pCfz((OWxIzTn!lTgr=~IOqhi6ZO$WS9>%FJiAuzs z_{ywPWQj_$Ih$*GG`4-F--t%3`>ONT6a?O82MYa@qyCK+uyg#^==1MI8T0>Hl(GH` zE%+6ECJ;voyyODu2s+lJ`glP=!o1<-VkLmX00>SXLP58;ht1MhGIrY-FMz5W1v03M zaT5)sMrfBC?JU^&pSfP{c>5c4qC%ry)45*U9X)+s?%$q{oL^U++dUC*Q+N|URDbJF zx}}u0Tt0gvkAF(0ES0kbhc6&jw09mkU9uIAxpclrNSt8BPQ;L+iJ!c^1X)!c=~S$y z62Qm6So9vk&|0Co)qutWuW;BB{Td_7eGOWIQti`_-B3(OH(33UdWqiw^j+hDS@jsX zcy=7YVu^t!bDZ9JQ&VypOroTMQYsf;(Qp#2(Py|mdhg<`Bw9G$!LLRugc0P+DVO!q z-Q-q$WIH7~c+ue(;M&N;J`xSW zq%|Cn5KdT?Jum7Z7#}jIs9f6l0~A>*+a-qPAJJ!NFZ|6#m(DHjCDAX;)0&t4;PWUtGhbyPGir|=d9~0vc)e*!$LaUqkMiQPkgKC4ZA)L;iOW3 za?1aY00H~op#YBmGxz)(ADH2b{5khPuk)7-z%ZWc9F>B>hv;XDzJUV*S(O0@^-*5- zY`wf*r~Lhro+lYqdjxt>>cojAQeL{3PWIj}jB7qRm-A~~+m~xeLAGgz{GTfk)Z7r65k%$1ZTEaR`_mZYlC*i+8BPo z4fy=x-ak%eYBK=8yaW*Vn@?7C^$lBVpMHwQIC$bL0#h zlBh-#@@|I=2%R-=NSTY5gHU@~$zV5zgx)eYx!G%Qn#|z|$=HJK`~`4Xr6AAZICBIU z8|^jy@H1EK;?{a_Q5v$eP4~vn@@Y3bnbp*hEYk={2xR?nw-PuU#12ogVm(+sRF|K{ zag{9|qIk?q+VzT*j<;#{9=#(;2+C+xdBZ5P7%&djkRG=!hcD74lmasfsu{0|Oe`$Llj*8jL2VrKd~9?i`B&$)>0U-$r9yflgy z8=B}}#ok*li^o_15+*pLoS*Bvm~2BdCf&#PNdc?ttK8!m_AQ6r#L_2hqb%pu)kA05 zF^6+c&q?=}85Z6zCWYHiE~WQ}6Zb}*Pk~GpFMRqh>>cuHh#eUZdOW*2YklzWQTyVK z^H1#KF;go`)jRX*@7!zZ`cc!|idZy*wu`vHzHzM&tSmuJVLiMvwhyqHA?a_up447X z+}nit)IZPUR3wTuc#P%rX=Wp~frzRxRl8aN(o|O63eQzQVUt5V&P18+M}&kAp3Mew z{R&LE{U{!R7ohj8OOX>SJWNBC@O_hPa;b<{hFplC-N|boGr1iM*f=cX&DTj__Hfqn z8S!qb`@XZf2j(^;HDzfRyZhRQ+Hs%dcWH!iA19%-;ma4yyiTpPDDY7rMio#k)fZ3& z)u;SPA|}Bw!OI7m3hHbq7x>CI_@1_ux!9>Z^q+G zYNe5X9Mym2x>!($Q1IqxwZTz`2sWzy^dT@LP%Dz*O$}7^k-cGtBsk}hp!f?n6Z4!5LPF?6>w(!!3+^7QfzzBN% z;w~6J$G>zQa#202M!(~(je#x%)e)zRvqByg@9%t^2{U< zj=CjagdrUEC$s(Gm<=v2#{ZAB&aca_?*f?qcHU2SA+WNr0hrm@v>0Ud9PQ0qHGjF9 z5%Aab|7FFW!-8BL#g!d@4)as%G5)-W2>pB?13dr}|If$&4EXbPSGK=T1yN#fWe5Cq z+{I7D0r=}sho6cQ@Ym4;KNT0?ujcqa)lcjH)rS3-WCHxv?)#Ty2K?1M`Ilt*yHV~h z$qM+Zm*+3Z2H^ZX5)(Us^Y>6p901PWWBt6XaQz;Pi3`B>do*T70N3x)n3;Z82>;T| zfWHeGe`yxL-z8bU^sju`?-7~V0Doigzcf4GZ`Svh<^cT7EdJ7*zuBr^nhWqZGV)Wi zFarKgcK^~$fWH%Zzce%8@6^RF%>wv4@cK*t-Dvc0&Gvgc{Y(FKK+12;0r-2V^GkCA znEvOelwXhky=g{x4M);7*{|?+WP1zdc`~M?I6%T6xdJ@a{WAR&><__?9$9B0g;&uTp*AkBaLO{L0$zC4UULVeHUt7JO4qw&FZx$nOsxpqZ zIG1+YtciUZZ04z21zv7_UhfRl1vWcgFNg)^#viv{QSLIt@Lvt?`+e}B5Boc4kGBMT zo|a9Sy{}!)O-^_F=QFHbJ8H@V1m4?PW{gwaU7za+y!e%&+K)Xutc?lv?=~G1KRXDV zMs?t8od9zxGUlDaclaxIamucrFB=&)boy?0?b7|`$Gr*s=IgMu#ky)vN^K)hGRAQp zJNtJhqt>c;Of%%s&n)b^aOBn|y4kimp2RM3dM}%_=?V`5f|)`eFORfbGmqPuKKqq- z6+}Hhw8GvYEL0G=BH6;b)-$a}ei1dvX4uLvP{01UWH^aQqt!Wa>Q`2(&7s&|nLW95 zTfLkv5GZZ({CK$Au48^rW7{%&2V+`d%o+L5(EX**0^Id1; z!emeU-Pom@KTMFV21O%>QL+S` zV-!$h2K3gb_3e0B8ig4?vIiWz61N_Lr?XIzq7|;K4k|l-$MFP*BliT?g1CQRDM=4k za<7U(F0uIsON9pASSkoeoyEt*Eg#zXlsD?f{qN5R{2_D8h0`IAYnD)3i3(<4xcLK= zC)^>V!77VpOT~{3N|Z)HX(#Sa1XJedG-<@i--ZjGFFBn*9A$Y8=UxV6lr=3!QfC*L zlTJ&2zjmDYSb9z9ZpB}zW4|AtJ@#hJ@{Yl{QPlSO>ul~-PKkotyXQUIWy(Ba?g?j_ z=VZFEVJZ2aA5eK;Jx*%eS$cnwuJ!{kPd`li-E*|~nh_ewTz`Ev(f~Yyl)#y@+J1%C zUZ<6Runav@g0_nC{%rYTr}ZFENff5N(#5U+Tp-b7xS=S)d%dmpMO#^&WDNYFDX9{c zKYdwBVEv>hT~LJ7(mnAy)60BTYMei-nH1KXPCxJJmVV>M^!YBAmILaK)c6p~cJkkUEbT zj`i~xrYo4Q0;5X6MUi6BPWI11vMK8{dX%9#l_i5?7LI{hC{>M5Y}mVHXb{8_b+r z`VR|E^Ueqv2;RZRkPCjlVl7d+U$8AUmf=2dncvC{F-P_iM`*_|7REIThl z0Ia|iK6R>z7`1p67R_G@QzR$jjek*aWwVg0{BW@!|7Gk-4zGeVMDIN(ZOvX`(vV9l zO4)@1yxhfj^1CIy1j-Az;G&CC$pn)Y?ZrY(QwD0OHtf2Ydy-U(SsGp6>zif0fkxQ* zvdbLZwYExJDgyOM5mssm{YY{Psolx59%yH2q8QSP(@#yO3w+Q}t8UNBbLZcxmQQ1E zy&7bBIK4+%Q6CQSKyz_CTih zBDYR13^Ikhejb@C@7n5|Cx6pHG}UtJ?)fbNW$jebwag4WNB_n1iDrRyrg#k=KXE*Z z`m+f1e1yQbKUvyhX~gYr&5flO5*1dnmg!5+1Po>rY)_dx$F@Q%_cy`Iw!#AHww9H_ zuCcnQ%5N34obIX-vjzzJ13#vlVWaBLZ+guS;Fz(Kbcvo51l))e_-8or7KleO4{Sc& zdRMiW^mCH{apO;tMdZV`dbTIV)0o$xzDA|uh0Q8=GKLBbJ=A`ZS*oh!BnmG50YoDK zX2trRwehPsJuSvEvU^ixbQE7^#a)p zzidH&{=%*`@%>37jGJA6i~Gdq7B!Z;m0z}PwOsM+`?YIW@aE%CU)4q}FIE*WTI)nH`7rY3RJQkEFkggy|NVYuvDt&QE zmvs9}MV9Y4-EK>!Q5Hn&#{1L?fqMQnqFJ8RbPD9@PgJ*t7wd!rgWDk~dUh*W&;@I| z@59PCZrikMr6p5z;f2Wwz7!jLH(&7-y4^`NmCl#*FLXJx@rRS%zptl}#)URRtc_=! zu1~0xA4$nW;&Px>O=Kx}Q-Yxf9|S!*zN{EpoYKyk(k4AEnTq6Bo0Mj|5#djMR;Q!# z{2=;Xq--tY(eA@7$CXAcdb+|<#k>6%A=UYbNq4)?X<-hTR!jyuIH>29g-3>sDaZ6Y zO&bA23f8U8!wTu==FPR*h&X)93UJccw9#3H$IS7T&%FxPO`Vl*FvO)vj;rJSKJb`P z-+U}9v=(WtSc?3yG2_-Pt(l81r;IJl%C5TGx#-SB(ZbLd!>&1mxV9FmuQr5^SWJ!5 zKv?B%+sL|JwX}iKSnsw(a5#5P|!|=15jzTVs4C@b*^eoTv;3k*^4FW-w#3>3r9_-CPwqZqXUcCdGojz3Q=@1jWn9x|@-Yx9re>l1b-S2jFk1OHx(&nhvrRkilA~a=Z}P<1239HsKv4(bgSz%b zFetkc^a+`7uij-!C(Irzf)3~TJ>FA7I$RaPRN+$kbN4CC)x@)jokTliI>{sqlqs-Q0H3Wxu4Zp5b6Hw}cDW~Vq`#_1 zFgVxvj;MEJ%(&h@6(^Ze5l7b|zh+rcFs}1t?bAPQ77K7U*rJ@Df?oIysQdANd03c3m=?cRgf!^fu9s zzo^2jekn*myPi8Fbai*ju17tV%652SGYhQKe;?B4Y+Aw!domk@Gri-9GM$gLMf2<5 zJ6S3hX0%*oO&2kK*SGBZUc26EExV%}VfYbjWR`Ra6deH;tHADv zgnk2_eb}#rOOjXfgu_H~4XUZ{gNT-I3PjK#=O~gCkYSR)3=~f(v-07GJmhDGF(-rX zCq^JqyCrZ!dFsfk4|JBLIdqrYFzS(@YA;u#eH#>3%hoGf(i|nJxz-=#ru2zsUhGF~ zS%U|ZlFcdCIN5FhNVLyffSXm8oI8Wev0;7OoiRav4K+I&U9kv=Uos3h{1Cp3j#pq@ zGdwn8#fv$i>D-);oTzkOnqy^$jg%TJU9Xg5VWPA|eXkvTZ2wG-pWyha+vc$do64|b z_}bfQa*>`G^9zF7ciC|{Z3|tmd&LB zUc=lH$@!@v%fp)BNRN$jM+8fPr1PcqtdQ2z<{RAhU0U3X2=2?~Sx#MVD-qBW)zl`Q zS{sa^`vBCELl4ten&Mb$b;- zK!X|I3FA4^{?60%uI=ZYNJbP?9}_kRRUI2i$fhpY|JYCpgz#;c*MLlKBUSS!N5LMD zs&-bFtmp3#o8c=H?df_W+JZ!Wf#cF)C_HnhZ4*0Sl6n~h-hxQJvUU~GO-L5yv=&%V-3Be*jx;m~fPqZ5hJJ-IiP}XGR z9v&#II|)0-5H?tA;~bS_M9EZKxb&xKd+pQ1!7IIc2co$ViRV2^DDAIH7=5djmKD9$ zPV0y~8&y`A9cyt_8*gqXNtBzuy%JG9|48qP(%F&?_AKm4{xFfMXPE0X3hgC+SXPh) z4GC$DODJg1S(v0nklS9s-g6Xfuq@wILGb+lu=Pz*qQ%O#yKURHZQHwTyLa2RZQHhO z+qP}v^*MLkH{QqlOI9$dlGLnO$yiC0Rw}vpaETO)E$=2~LD~y8s9%=GH)XfTOdLDIh@SB?u2FsEAZeZPz|bYbRqSUuN3lBUBI!j zOG?%TAYM%=*{#IEJg;U}(tY2_Lzt*6Jz=k&V}JO?_*Zcb-Hn78EPEBKX5#|4!|@PO zu+3$hI>1vA`};w70<&OOA${rZw2399dLS$=mjko3k#4-*so8krkSd>s9Om;IQWOi8bOShGH^p5?#+rDY{ z`@P%bdhbZ-e0&J>VtR7UN`758$xkEoHE}}>97Z4Rp37o#R+ELlK?K5EIlXF;kk4Zywl9H zf(*1xJO0;{*fr^fZ$U_Zxyn>pji(P)xIW27cuRQ|aXlzilcO%)Y17~r{!7gw!AVrn z;!&D|4YU;ZOlIf6c~QmMCnFWpM@e2NXS#oBOOfTqWigE((~= z&QER@%|!&+;Qs%5UYP7DG?&$`)|5pWCI_-(Az^AtDGV7)&9J9wVj0bGp3WY1vSwSw z?D|A9yj2BoDQxQ4B5v@vF@^dkG%5X;`v0Yrv0KW{j=^Gz#f-P@Gcsbw5>8vOGx+`B z5x3OjQumo~}wGSGa&w9m~9Lo#ttDV;G|hX?DBeK#eZ-Cb1< zyt=(9p55fB_iuo*Z=S&>DUj(os=RnuIaRV<3zouIRkDp6=j+)L7w*_MH{%{K+$9fJ zSK_J*U3hd%{(5oV^ijB9I92s;U8QU^fu2aVw znouias4MH4Q>JPI<_@fQ|1_^Q?r1V*wiYaeu`MMVC-y;USLlOyjUTQ?9@3}KKonVZ zdnqzzYM1RO=gv}1$B!K@hEkoTkD07AM!N35s>r?T+u42J5a}GpbnDu`PxYt_&_0H= zxr2bTbHR6U(TH~!`=$CAm(E%M{V-bH7{`ZdcX2iOM-=t@$alwibuCvwSCaMndeeLh zYxR%|cl>MhdZFUNjlPPJroo}ES7gQb$*5g~TWFt6LTh)G;Pv|~;a&iZw4T<{wf?Hn zOP&s46XSlUwwb~U4Ir=!gZu`j)FUTQg#HxZ*r+1H^libf1o@0Du$`uVhBOUId#UzE+2GlPp{qePl(OXH78@h1(0E}t`NROOShk@ z^1TAE2`MJ}lK`U`)ubSm5TcJBr-Xx+dk9}hV;OiAYxngg3U(Zye89krJs1K}+4}s2 zL^E-3^robt*{YZ5&Re0S zH1qD3o9p%XNzT~&ZiDZP;b0RQ^gwZI;b0@$&CEbZHML)Q=QuF|&a`KO{`Zvsiv!Ya z7}njX3&)$#iX)qms>>ywYWq%yrG15yjgNCXiCGA@BwR$0gn}cRMPJtr&cXU)`7>)6 z`CO#h|5x+m;r7 zfGK(hXRx^}^0a}SQ}*ADeFm2{|P0xU{ADNWf<3rQHk3z1G!Zy43Gnr%&R z#F_{*=2SCM-otFaL{3CaO7%2p`95=0RpEeanJ)eX!lvkvU@N^oxkR6U+KG_*t~R&r zO$$Iuv*B$`WAW!2Z`0{;c`>EQ(JZEFXd|Z7n?hcDN;lOPmd_`;qqM`ZcYXOkP_3um z*Vpj2KV8%XYg@yWvK#cdrlF>^Y`>Qdu09cDoKkr-Ox0FN5)GzfOv85lC%y?jnOzP4 zUt8T5`M_dMhb%A#axm_bm7L^yRU zOdj&oshP#(Y4hZOvgXJkv~sZv$ROb4(A6NlVXo{Ve!BJK(N}-t5wr0WYHZW}H&d9y zNhBGuFk}}H*o2iZgYuRyXnhv~*Ch+o5EsJy7m&Z?%#kIs7Rc@C7rcZy96=^fZLi%9 znL#|q3PSxUVhDqj-H-vOVhqN1YHHk&f2Us__>cto8g4{z!A{bibyZ^#lKV&=+sPCJ zyM(-T=Im`xv6u>Yfk~WVg+k=FZQnRWOn)u$+%b3f(9#}f-Pe8QCSN9&BG}64BAFI( zIyxXhpZo*ZagX<9*82TNH0Y~ z|1495RJ#wou|lic1LzmpP4<0aa*R!6h->!B*9Up30!4lwMbbVxX{tl=@%?}DfU;%C z!O208x1{=3U8bw=kMRyKuJUQ@)08t(lp^Bg3KR;{ij*R|DN5l)tm*Dfyt|2#`fB-q zAx4VN(O;driWO=-m}DF8NM53DY((zFx<)K17_?O>hY;KqHI)Gnh?+PXf7?P&NG7aP zC#z7d9zQ~`opBSrP{8n=JchYHw4YT|`QLVmbviS~e#i47xJu@*6H;%y5MC=}S8Mc` z*=$Y8ogrCtz0RFHLM%AXH1=4^yKy(iwCWW!m(~xg=R>;d%#;0&YYzKx0EJh7?Xbhl z8B(S8vz?bzj_u2$9Re5>{8fF-oP`wzSo%C!bSOiPm-Tz<1KF?nAq6i;4mi<^>&==&x#oPr4M}Es2;{jTyHzRJ*LZ$}lzp2Sb4`req%!yQVU~| zg@(LR8;cI|0E$psjPW`dw1AS#4I_$?_jn$=$UCKHVf;(l1zB8>YU4fi+QcmGB%ZwD z2qG#${{2-}-4~g9U4Pr2G5pEH;inm6QZ#6R_|D^razJ}ch49%l6iS)1hbEF>k~H2O zkN)$b;B_F6yEK+h*#c^lNZk-fp|EDtzy7ipK~bduag@ACh9*`2~CFy-N)Zrs7;c z?Gm?47!I9rSN3Uczxqj%0Gb&`nTU?E3ud1SH)+6=C`%Beg*E{rgLaq7#oK_{bExbA ztP>!y#J#9)gPZidD1aA-aO+2uF${2<$I%c^%1#74n6&1=7W5mr$F_l!uZ%oYO}j16|14?cFHeZ&z~*+YHuW`wJ%6ho{z-7AO^Xt#d? zf0Gy=wCOkyFUgqd=h%D_iF0f$se!PvJT`gp<1O1g^Gx`OGmNzYN{#TbBN#MK-sI086dEOmo z-!zgrHKBVMdqIkec+U(!0VkfPFz89de?2yH&C~EeLd9xLJ`t%`!LcOvYT6JB_ zzJF#L-*~EqGf$HhZazqiuwv#MmtDHgIG^~Io*_{*pLY;^l8vY5`?=4Q3kw-KMQ2o@ z>AI3@c@kN<&ve`Wu9x5)c@IkUOkVH zvF>(VIPSQW&{iL(x=`e&tS=hm0coPjCsv!+13*D+ zs;V~gVnuP1^Fp($1)ZbS40G)2`Y_*oQB!X%;FEE;@GyL*;o7-9Ml}yKrlOo%Rm%d} zVcv>h;9~3EIhs0O;kIt6bMUio2EM#{wf zll>t}!%C@HL^c|tN*&JI!~;-5?KegP=p1H64Lk~DSP@m9r%CMz0REEN>o=&73aXtu z+%ai0BB+#v<=)lDVxhH;3yPGNFh)u$rnWI8z%pE7~_Ios9-BSzRt{`(-qN zM2BlYuOIsI%T&cX0AW;Vih1>u?3RQaA-e+`kfo_IxIg!>kp--GXHenG@38wehcOt3 zZpTuthQgzh$H0hTph@Tm^osFTq})|EEmyr8>iWV0|9pR8{br#berg6O^!~!&#IO&~~v5^r+zR&p7J$pZGj~>mCm9|z<66LZ8mKi^Fp)e!xg2TYm}x$Tg^N#$QMK8v86(2Lgs@s+ zAk7P)#3gqI;~{fChN#9dQ605!S#W&p zjT^_mOYl{8$D-49V0x${q+;PC>2*!~`mO(juR%75Ex*U>AzHJScV~Z{km9V}ikOS< zSkf4=ky?r0%E;=BQX}U|cuQ(c0E=cX+d3e4^PKk-`JqnEd7fouOt!rmJ2>i|skdIQ zzaA-R^f!+z%XOB1WK6cwnPIbTNk;cy&P2fpZY~AEvi7eF1&lzGrgix5d{jN_;Bmh^ z#|@2~WOk8MAPEjCGhYuS>gchll>Cp9lf0M|!c%i%7T#cDk&*wL%2J0X0n5(aSKz>m zM^6N2|Co~6{8vE3Qohvx>@T?}yj`o_lWEGwS&5LH8&PYU&(SAC?VwN@w(T!gp=opR z0a6(fP}|k=58LleR!1J~hfI#EwevzIW76&G!R2c&BUW*qv6K8LO?&Ki%`77da$3x_ zJRtQGM%7k|kYH|9Lj^nRT6Up3On$r<%PilIzqI7P8jf`k>=*aaT%FDcP+3=)_SH~> zr;wt`U^KQd25{`S!g=E|fwI0GpaO3CKioPXy5Np=Hze@CDX$3Yb|&P0oCR2tsaUl- z-i&cuZ^t2|Xx=}M1>3j)t6v>#&^vzdXM#`O{A6_|5W!MgYkVKeH;)F&I<48uV{%-x zc}!qoU}+x&ySxVvGyzqWz}M)EVqH9(`Ca7KThGXgfr_zu(H+Wriv&EpW+CjpvKqNd zwU`alFLUQ~>P3#T6U}A})-~`ZL_~yb!Q$3vqbo zsBT?x2692(A4}>md(0MBZ8Y2Z?hX4lwBF9&3zGn6oC>g8=)qQ_q<4)f*2iKPOJ?;l3}IA?WC-D{XU? zFZxx%xVY;W8t`=j{)7xn2g7j2yyP~3i@IKLvp%*sm5+UXyT`C)$3FNSG-Y)C;*zcm z>3hP(-SB{TAbfH)+|_G1IZUXFZ4R%&=o*mx3Sj3@TqKfQ$8&}IdnO#Mv7$QtZA6m3I zAg=x>4DRw}Zo!ZSw7V89?~U5LwcvTCvJ0nwP8syezJa5fr@ekm?PJ)05iT-{bXt64 z(yfvVY-Ex8kO4mDE%>kUW@=urB1|%!ONZ%W81azH&hwPeA4zrI7Cg!TZ2gARLFY16 z%K)K`*|Rx^kYr#8b&=4spfU^CrK@m+b5u(}k;7dopA;8rJgD^wO-ic4 zwc93pD6VQgPN_32SriHRP-;K}N{k8xfHhkoA>H%m*@Z&zbQ$}i=c~lWd;OUjmV*8J zK8S|J?tp+x6tw72Lc#^9$xk=sp!EuU2mh~lxe_HOLUep%U&IK#-jjOqbXJMnr`Fo$ z#_#cuysD=<=Z1M8*FU~WZp#JZ4a(&v2O+y<_k|%EGWSJyFgfUp14L*@<*tXoO|4tE z`sIq7GF1Md(liVq@hoU%+*q`~nUrXxs8o5+*rb2<)FDh%m2{@kkuIO+6wlA3Zweo%>(QqtO9{BsLc!fc0WX-&K6_X1 zf~QARi`EHb5boha^Nhl0F zRi`Ac!bnjhCew73%bqP)BK2B~ki-$8OuzRp$ad6unehZV=RFVAB`kQpFeH$n9^=`% z0|}<^ZfncY)gcF!m{f`&>-Xk8pQWbAWEQOyET?)%`aLn{@+z2r{17!B;;?eP_kcr5 z2^FQOmrRw^%l>K zqhmn{ptTj1DfzIP?;A8J`NZSB9iW%Lso)eZ%;m(i*L|L$!NosjnAqMHFVb|ulQT&FQ@ns^?Wq?%)?dD65LI1npyY| zciY4?>W&)V2N#!7HvWat{8+ll8<9YI)I^s004s)mpy16RySgdSf-w8(btJ9dLsGvh z3>!s8Qv6UxS+5D6f_j#cWudr~zAOBquE&2Liy9o9Te7;kX;rRn#7h}e|L_piDEtz} z1!ic;|2W`sV-1d`a}|H%;yt7~y3w>gDO;eCV+q42Opua3 zQdK7JS!W?yrCCcv4hx|B)ZVW9w21_&Y@Mv%|3m$X3)agrE-?7O3Omb0oPl>S-jxuU z4Dii3xR;@e7n&qe?*%F^2(lp*iA)*_zT)=z{`aEa=WToE)+`#i1cIM=3>d!LFSrB2 zdjLkgsK>wyBg032RM`3G>mRr+*JMmySgm|1@x1*vX7rilVEZ8gd*R5DO^9Z`oQVA<^(AH7$KO_iE?D5z7zc2Hxjkdr)$kfFWhUMy2Nv!tnFJZaA*RP<)c zP0Yeh5>HMhJCPwOH&xOhG=)}=9O}YzWN9x4lXBdkYr$)tZ=GQ9@0$kUc!8?~74e(4c~sO3`(L{=+ZqDz-d26}J}TnQQB`!_5fA2dEO3^_$jBp3RBB zon8NZ3t|S>KTR)Jcw4JY%GpwQ6NrDr0#11zc$igmC7Ji;q?z}2XFf-{j-HGgl_o2G zuApqxz0&wtqj>|49~?*^amaw}Q* z>8Mfo`DnICv5A8qY-Ar+_E`>jq}pKu+(D8NPiS`=)HA`A{9`r!*OQ*b`Q{3`Y`2T) zQ4gsslfY{sk!wRvid0zAo_Yw}2LiW@?(Az&a+NMSRa3WkghV`fY8>n=krmr3FHGK7@ta2>aQK1>Q=WSL}HgM#A6{I@r&0o6XZUDv^!&0CBI1 zl~^dMgN?Z1#9YYUHe9ZNomX2E=D_}RJ+{+^=L%kDS=t_=lb|eQ6}|JVi2fSue%{jL2^JH0{8Cn$s zD?$!eX(`x9nrJ{4oZC0h&G5O{y)SG8D_;LkT5m(`0v4&Lzuwg$8yTSW_Z`ABh%%K6 zOo~O)N8C9QS9CsDX(-9Dcq?9*z6D=>s;~DDVJz|URHxT~Wyh|HYkS9_V-SUe`*GvS-cd&+q9-CM+Yv|{cv3eEM$f}(rJ`Z5YZTtND!NaZp= zOZ4|P&sDIJZ+~L5W_H=Cl8y<}+rXkHxMm>9i#<`Pi#=X7!4GCUZ#x8rI&6OuKw0kmD>Z8dOIW4d^;1a&~;tShbSc{ zExvD{Ov-^lqnoW^Un;CY8fv(&5ckh*kdhWlRVd2P8iylWABTg}9G5#3_#^cupX5Fo zEcLcV*ObaE&^P2n$(O0k>yK5b!Npr=zEuKO#k;2$ft#D3?7F}!o-I&#z3@fLo2zR_ zL4gRQyZRBm=Tq>q<*pO0w9N*!?Xj}~T5=Kf;YCozS6$3!OU$lD_Bny>5?M5Wb{BR7 zGNBZdqAUu4-NhqEx@)itl#EO7Isce3{rQws(J$URC;_@jfh&96PIky+G^xB}eKbAH zs^1HXo{mG0R`{IO0t3T9z@~S6h9aD6Oqm;iJ|dMuGo83~Mi`t42)YCfO+3vd&PWSS zuCVDg=@$wRqL-Ad%U)4?f)V|Q(2xg&=7w*|7v0j=6um(P7)<2hNDNP`4dbG5^nKZU za10%~*H-VFwrF?HhhK>JAdnl4+=x#a?Re<4FVh$2>-L1dPvDRK^1S%axk`@}6JsJ0 zP2V2PP`Hv6Lg{=>wjWR_@#%y<%rWS^e?o~aIDSk#fKoPHw}39V3~{r{20a;A-Rera zI}Kb5i)41TBo^$69lZ)qMRK>)XT$G zX$Yh~`*GtP4fD!OZ3HwjiC(*x0Vd-dJ&M$_mQZz}Q(Lm}stjWKp1B#K3utNqnw-Tj zwQ0ZVVEby%*s>2aJj~s^AJ&M{BONoaBIn3J5ueLD9jzdagPgC4Ax3$SIJj(M( zd|cY~*4u=EX9=gAiC>iK548iSbVQ{)V*N3%@=n3Ev91zGfN0Wh6Nu6&#rLJR@%B+2 z<(__aw-@Eke3SJ~!gBto#p^mOpxqFp1p4%p%0RL= z2P%fugbV;*CJ}%V1JR!0VQPCrlhXfDa8e+Xnq!<#wpVPgM`r)3{+^B9tP4CNMmwM^+1N^T95Mjib@6e2bB{LxCl8Ck9rpZ=o2xslmfY3{|_ zmi0fX^qeY@FU2j7D!Y2lvX&-#*xwq7y-Ntfsp)(i15P|4c1}fLK_7`BK)Bicf zhwVUn;m@i%!g?TUX%imI^@T)dh@HidPpt$22&qR6B(kLOPY!`Jqba3Ly83K(Ict0m z8INFJ9UzWsL=^^qqz?dNMIA;h4n}CQox$?5nkO+cw1WT}KF4JJodJAj{cb0nY&){JvjcY=yPK45~(3A6Fy#ttcmexhveKOiaY+q9=qh3Ems-U$V$>eC+ z(Zw(I^k!yWl&NpAbjtk&{cyr=q&-)wl?lo`XLK}m)P2?THjfw}4V?Vc^gg}C+#wA8 z(0IMn>w4v5cS`lB>8*pVQJ^9>hFen9cFD)^*8@8E_QOw~Qu7kL|IT^>(ir;L;jznV z7*o?t>An@A2s{L;xP96TZog znVx(iLJ=9J)3!}k1W2qe=>?DolN}$#!Q{czsC_ruF%am1_HJOW*O%Qtd5^yz66~DA zz+&!QajzFjm#f-#H|V9i->cKq%YP45nH}D~{P#<5RKFk4`*U#ZSF7W9wXNQ!1n?5D=YKv(g?v>SsEX zL4JkpZi_!j2#y_MFc2Q{CM+0e!t>UzFrjt(?b{eA#8VnBYB=%Xc(Ai?@sC{WPe zOjx0Hz4VLVc?`=g3|IZO;XpdA4N-QzdMYu-vHQM2BNz-L00#%CBUkKto|^_P*zlub z_P%H%06@(XcD=ssegy1E3+f#>V3F0&6Y@RYL;=nFzC3Vm(ssT0-KMz+3kLLyvi6{AjV`1jub}oxHG5I&Qsq1~@=n_Zk}2 zZ6rpCIA>%X+K>SQ%??lv=Nzvdl#%^)%TySe&%iK%Iz9OWhyT!dE_WOFTHvl;h(=AqPf`JyqiCd4ukefV&D9A|FBxXi$NV+8`*w)02iZ z`TMS3VybEI&@E*zY_r=b# zc=(fn$!4?K<|?+{y9Nmuzu<5gRs#wK5QY+X5J6GkXoh#PgFFo{OKm7$m@Z7M~kb z;4d@7LX&lZ3{0(T@;^XL@MKKUG6ZF1ge<#+QB-l9Gx^W?M?*HgT|;|ZNy+{c?8B1E zV*5XT_28CjPHw6mbKN`25GrKK7#PFL3Yx;tO3oq3s~56B-p{E)lfa=B%GNhWi7@d0 zYiv)ci)CLAC?xpT#!F@>5B*p9xBp^{A;q1@ySeZn;TA*RbPy%10hJ45>PUca8+@7J zyQm8r5P1Urjqpw{RB}{)b1F4GD_ii`^L#a+q_Nq0`M%;4jELN7PGB=*l^-Q%d9efd zr)HF(KgLwyePx^lAWPhauID*(VDe;Uns#G(c)6TlHOEsp&UDulz~sl>j6Tua>caPL z>baqRjH_b>*1`pS>rsHQjVOhaK^dTf_V_3(27H!Ho@A`hjB7z6{Db@PvGA_h_YTS< z(Ule=$xCepvBc5*!eBcWQEPpcWdu`Upo=5pS9!c50C`a;pZ}M zpPhSY@lr##e~wBzjXdx-OJQFw+-hZCDDuc9ZvLEzHiuwMfw1Y!f_WNqag#Oj+|kIf zuTqScd?3-M_GB{|!gEt1)4QgJWH}4rp=o>q>DY7O-|X@~m=@o>j{Zg7g>or#nMILCJx5^Xo zK;QxvpNs|QXs5xadOMi$InQizr*G8p>yiiIJ`V1w-A%oRqhv+kkQpTTKCcg<++rYF zVBWulA?&LG;o@d%&a9t%KqBX;V!^`kvEZP?ww}461?Cd z+c=rNy0EdiYXxSx$cisyDVXf_aB@#{LH&Atq5bs%;bdP;CemGKTeLv)QURa^34l&J zvANU(GwpecMr0#m#poh(duFULpztLGiBr`;{nG2fnl(H5TlN>NVQBqL18e|AK)S!< zhymoZQmxy8rTDsm<@k0$`^bH%1qA?NgwZWZ$N`cR>WfG4j5(`N8nZ44ejWL65inBasm8S1`%s~YX`3#fzi@JqQl zpK};Rkqejuc6w@p1pH})3<9Rc+{=(-66Aj}`pm2JzXQ+!830=JXt!++-%v0HoajnY zo^@$ao^3MidHlfJ8Ui5>$Fty^0#vp_gJaR%IVQMwP1vOXgu z{5!8I%zrKrqZ^#}$9LEOdP`B5KR7ScS6LMS00Wc=aQ<_m;;#lMw#~kXb(_V4Rn79* za)k%ySG`7G$fki`6mAoXeKRixs5{$5JS$c|+i*`(Pyk>vl>648;~2$1QQ%65$5Sgb z$5(SS`yU#N|EPfZ=S!)w&pA)+&!u4AAG7XE*0mr&08dH2OlJZeW^?j%Ep3&Gp_x1S?@0aBWCXIWALrcB+5% zR3q^u>Rr^4P0?)&$e(D(;>#bP@9Xb_0hWK&4PJ8jke-VB-3OXR?UZ&qF-F+elH3mi zE3|#aVe&;=PU`t}bW)YpU7B3-^KX5qiv55r15@iZ?BH$lMYlRu$bsetHLP=8<~6Ll zU9uic>hva>*Gr_9>lGyTI#t=fWggqKS4*Iihd?(=*Ib@9*CU{lhIszqbDqiq6M-mM z8{nuTv2D6o@ZIds{}cgZUjDtj*3Ued4XD)0T1)eZmss?MQrk|j>g%kI&}>+GKP6lB zcYK_R>JekwPq3E86yR^yNBKKC*BWR1^2j%uBc7FziI8W@24FU|{exhzPulnC!0o!H zhlcbBxj}mema;yEvdsn^L)KldYY>`n%GLn$@-3#wyym?oZ{-snAu-ac^qNcj z#l0xg44>K}e5W{J=6JK5XR9sFXDh|B>Vc1DKac5BpSP{@@u&4VADwPAs6)>nb*rgu zRZm3se@EUlTs;URFI0{_akF3d)hoFc~69d{jfSf zVr10oJtkz9J^Hlv{RX7&&Hk9t^wG3!th`u<%LlkKYY-9f?DWFx?22lj>5_*hryO1Q zO3g^a#}g2WFZcE0nfhn2wy;&1^w3=zZ2wlf)Wr4&SJArZZj9w+)z-ke=))4NQ-Q17 zRw4VgH2y*3Fq9?a9uh$tSFV|H*2r5_cIO=uLZjlh8{@TzV96~IP=4h090s4s*6F@$ z6iSFA^D(kSi#yqDS%el(!M__AtXc(4uS-0$LGAq=7d(xYh<6+zHf=Xt2I??WLT)o; zMi7D>Mb{WzXGLf?EE+u5Ar;&=0*Vi?0;Ywl+hkZN9#E=U$WwT6Y%%Kb7x=i09{W_r zB67K4MR=xN_G3*O{Eumhv>7(TzZp`;3W@qn5H$#z#i(Esr9{3Pk>7zIY#Y2g%qm&U zYQ$~5^o`&{v#~~4YlLp%@ye`>q7u%G!7S7n^gOnUC&ZHT8e68^7s{s`C@+|RcQGH~FPxlB2r?r}i9};S9j3}p+E0!P9;S{7?xv3MhcaUerh}DB@*Sln0an;hwvrco zYl1Vvz4I}`xrvp_+>~jQxD;LQxreb5VuailQQIpWr7kt5^;Zuu!;@~j4&S#ZylTc6 zPm(cuJB%&Qyxv|UcNBj6Wc2h35|>P^&D(wVS%uz-W7!aE zI0|S5uDH04&`fD2rRJPRqmLP!XG8?eqhx$qx(*AI{Tx`fM@rqKYgB^*)OJqLV$zWR z5;(!!S~p?cb|DoXC|p}BE##z+X}$jWcja)!TtwD+a?*P(wo$l|fqGzfxE4A9Yrq(N z6FoTG)i5awM+D`gEFgS9bwaTIr!`nL`wN=B_dIdCuF5E!}H5NRcNw2ZhSx@W9D zxP@06+1t|Lw$$>fC!oqIwWr|Vk=r$dW z&L1nI3#gTpm-y0AVf7K?FVps$0XEg}jJPlbFcH#1I%pp8G++{3{Zc|ABqc==(#pYe zEK1t`+@E~Ss&@kfDkKoZf- z2yDN@a8mzT1;ds*1*0zV0KwJk^yPZNO3ywkV;ndiu);feQ~c|>EZ9d}C_iVDP}1su z?t{Wq%3b|4RMi@|)Mp2A9svlqNGc>D#_l9<2XR_j(sjoGE(Jxu)d=_Y<5}Jc zT*2tN8;qf;*ApomOG+SL*%~NX*p7W;{zWE)o&rCR-o){bik4w5B!sYR^uyH800_BZ zAJG^uTxygT-aXe1-i$er88(=tG|SS>o@0|`aU-zmy*J*dHd|3mFeZ)udOZ?H=^~P* z)B_k-7%L83tiM&XC>^^_gH;MW34THx?adq`(fE@zfG^of%G7S6qo0sy2}HA4@#lT@ zmZXk6H1Gw02~YlZRChAUSt8BTsZ-Oepzu-bVg%_~pL@20azuU8tB&-S%rYyE!Xw(qL*n$Siw z|Mj{v!~iUezl^KSN=NREK1C9!nz-o1xN<;YX*sQ>&N$c$F`JDD;e1^km0I2&=hX{{ zX!-N40pL27#8%Pvp2kM-Xo^9cc)bA5{%db$=E1J7hTPZPQO7AA?_@2ps%x*%)zRgM zy1}XyHSmSqQk+~y;|6121s`qGjZrUwB~(>&xKq%^mdWt`eAM64d*tr>mgGKK?UUd$ zJ{9$6cUNohg9G;PnQbzF!gz8K?l=o5L?|bDQ?q?eAU5>BS`@QdL0WLeoyS9q& z+u-94?IWg#-TPDIH^q1F@DZ1{5re(uZFKfbB=>^n*8VfP@FkXg&3Etk6Ib#P!@cEm zc=r8&iw?xHary2aU*k$fVz_y{56|w1b$2%2>MX8R zzn53|sDJRHIQss7Z{4u`KX2Xqf9?SM-#Y?X+1US|i{RF$G`4IuSmAwkbn`+08$#0e zO2|=9rRt2;{CFK%Y5|?(OPk|4Sx6|~KW5t7x}vwG3nHWt7$l)tsMB@i(C80Q@C%pX_Wx#hK@ zd87E`c0_%oHG$db(zB5Z_-<&45$Yb>eY};OO62plnigU>jVDZsDhKt#5lE82nn$ZO zW_wYlZI`W^lZ7dDtKLkyb~bH#HjgsCD2$MNB?Q#^c>>o?52P-7gx)GeH!RuY9x8*0 z>c8n8h3GV!4z-v&U)uGpZT<>{n|wgSiY7HOu=QlYVIozF=>0vK(YXIKawrNrUeCF# zgE@eZ3RG0^1-lISuvz0R(*2fs*qUvt0g9B$H=E~up)rt*R~yV;eYdVfw6in>$%})P zG!sQkb~Sjj@9K~`S+jJ+#R?4Jgct?|9yhyNAfPtTZvca_Qy=72c%@X&EySuZ|KyY_=cY?bGcXxMpcL?t8PJ+9;yK8`(oaelC z-*b~M_t_s-bpf@e_Tt~&Gu^Z1C&)&f8bu>fQLdaoN)0C=ELb|zDd9f=5(}1hPXvtu zD~=L~6HN-$z$OuU_DqVMD=rg{6h23KjeabELb?QiUfi;lif=x=4v=X7JRDAs?s5Pb z!xP8U0(_8MA2TH$a{?2_W3oDK&AQ?xbs3DQ%xt~oddxWRK(yRM>(=qQU5?D>+ z=S4))3vgqVyoW2deXf3J$W50AjsQosbbqkNH5X38Gba)&YT~PHo$A)esTbEyjfvPN zIHrphx>A?WPh^vhu6Y9Icl2fAf+B~GIx0A77m=AdgEYaX@pGuVKPqP4oS*5rvRUtB zbI`%*Ka*&ep*ZDtueP+S@r12SQh40U6s9BECr^Dcv8uP<$JN1>EQQ0JK$)~4&U3^Dn>jncO}IIrPMvuNH5J2E z7ngP-QG-|>@6kAqHad!I`(>wQ)FC!;rUfyV1Z7IG{k3ivm9~wigS%Y_&VHwEQ4p}eUsoHbMnZYYTSF?9Tn0%94FEe~5@I}~6O z0kxDMHAl9y(Zp%t6bS36r+S?6#I#}dpT?`B*&_vB0*wo?M*TXhnQ)!6K=}FTNOs{5-4B9jlYNdZD|P#pGjeyFKaL-P4X$bY)tVFhJfmK>gjSwi?(`147X zz^l}3^e3tIs35m(|GJ;)sx&D4x9j4U;&HE7696AR*PC3&aO7o|^Or>3*sw-&34_L% z^7l)hXGA~6EQG%$wLb|vOdK5l;z()6-)FNjF#;HW-SO95|MyJkKM*@A@iNxy^l*WX zoZxiw$v*i5sAv?iA~VKQBC#Og;VB}qBGtO#O}gkF`nya#I0(-hP=mKP{NjZ~Ym4QQ zSg_n)0o8P1-F!HPA>C119)?e|**;bFPxEjDTliQMmvpB@8{7Al5`^Meek$^*+wg^4 zGl`^;30T$=XzQjZeb|uta~pnSQxaPXC`G;4L1q;=xa@1FaLhNv(E<@qMTWuFQYDMW zY-R@G+RSlz>dMF^@;E3WJ3^tcG%`Qd^F_T3B_dR2h2Nf{K8cE>yR}6V(+=ANrx~M& zCB&M^<>Vlvn+KAeiWLhfb5VyfqTkZ01KM^#VyMykkSWpM_>*Z!$`tb)X48MUo= zgk#fA#(l;9j&JFeRUZBc!0MP0>o~d}=2dl=-^k+0iRbid`X5~JhR6BX+2*X4j7Y^8 zC!I3Ynj4hd)3uQEtAHS`sd-tEDZk!RL;ow&k?+gtiR;(`^@A2 zOBSqupk!o}rL55f;MN`~UqG;YUL8P43#n250WXn7P{3BnHF}tAbWrOk+o$~4zww}x zUb#9>3R^CgtniU3iC9RXyT6sI^5G4apYsViT_nD@d44xcTHG8wRr0D<#P-QqNNFnV z-Uw$UXR9`d>KK1fWg(BE4I4>(fhj~C7R)4X7WU_c3!Tp7hXE8Uhzg$ZL{kG2N>s|FSrkK#Ayl(EY@@Pi%N$g*H{Q; zZ%kCfKx0K!l!;gnmWrdOC1W8suR|gVlR-m^gumua_k+@*%G^hYcwi#YwgBrhY%Yaz@~;yx8mbE?`{eX4F7JmxDP{< zOOVzme`DPoskI$4Sa5#japGfCsbv}%WItf1_Pu%P;CkEtLV*tv?QjbDN@OlJ%J{*J znL@FJ{87mwd1ZlPWz1w;A{ul&LtD73;GX^dRK0*%t~*@)j^MG#43M*B_tc-`|G3ymKw;`h>^McL$vg z6W_Z$ztBW4<`gZ;-8V`a|LlyQb1LW434Z~os}@m>Z=6cO_f<&@CBDGTn1u&GHP*)e zQWHR$wUZYUP`u%u)HLEXM3hlT3`khPlR#SWhr?M&aI9;o;FyVpGok?%XR^QLCUp&6 z)hK9W-S*-WpG12lwMJGqvyaVR|62PgT+D6+fKN=NXe2W;(%>guXCje^<>w@S*a1V9 ze+6RHpn(yL66YFEK_5CB%Gj_y3jQ+oq0R`$n3Y#=Z>CO*W)ER*5rS-{CPLmy&R?uh zJK`HiGg`<30YxicO%|IV)v@r+t_gBL5FTk>S?8L%3bS)CRJlO6FHH?X@QXs;RsJ%g zMIl6#0K_wf#?=_J#H=Mzot15Ljlysm6xt}qXTvoH#&f_MF^^D0obUqmaTq`|pT#bq z2%R5HRn41g8>R#B6HAPf-ETr08&Q3js(nHcle@Vo&^2RqH#@}FA}-2%biyLLbv+7* zL9^W}U7J&~4Ht%yRu@Y$9nlJ*q$UK@CD#e2;|+q*A=`h%`dL%cdNtqWNBwT67{k8h z)wxfoYde0*({Z>*B;a&jI`+z|^$lJ8>*&|-9{hPc7y>8-2j{Gh9LF`vhLo7;mWR@M z#-Sf@LuCJtQxk zl%4eYqtd9Tq)~;d))OpfK;g--Uz!kZr%s${r@4^a7gZ)BA5Nn9bx)MsK7Rn=&wqaV zn^XJ=TVZGWH>gNPdWQd;ug=K+8G*QnQbW$C+OjXHEG(YpaGi%E~_LmE_c|lI{dQGJVET0;~cR*`FD^6cGg;YK$B9Sk%zBz;9PtRD0Bl z)F69QzVHQv(X0UnZAsT=&(f@uP90yAuvE4LQp5IfEF^|j@?~;u|;{vWfp^fGsqu&_sAU3 zRe&?jBBhN(l@&S@4(Mp61YUfas0KwP#SiaB7=WKVNEFi%+j!oJMlJS+IanrOh$fF7 zO2@Zq6nf&iRKV>a2%gO+qYw0UVhHz0vd8JJf!vXh#trT#yw7=7e`AD+RHJWU;WmVh zGu~6fX>*nGj$#d=JG+kIxidYjLWka0g)xu^Ij4z<*8LHTacn`PiJ%lcvAoMX;?XgI zlj3{Oglzfoad2l3wQWJB7s>nTuoW|pM$PGJ^qyV+v6k?o-e9bG{!Zzv)5^AOY2Zd} z<_Dr5d-ZNwdhxZ!`HwH?)rn;jSKj9VdI_<*yY57Jp?x=%w7^EaMRdTwoeY(2eSQvevwh) zivBep8+%3T0xEuMmh%l1u0bLO`3)k6R|V4|Y&Q*AfAlAqZ~5V@GJd-Y|md3 zTCNAXG%bog9f_N@Z=^WNk#9G^5)K1Eb*JpA)q_m2B9h!PSWLmH!5l|vKLU`+ongUI zb1!YAC&oEmxf3e%XI(Q;<6t4CP~cx1b6lx6u)noMl;eehm(wK{+ZVu?Wj=l2nyNNg zoiu9zS1$=Io2tmgOFIJ!?}FDzI{yN0s7!69!ux z&Ts`ENne^z_?tKltHiopOZ}ou{U+Qr{?w>+Hcxp{&Y9C(jM!Rnkt>P+cFC8lv)KD> z$C)YjueN#u#1V}Kic&FsVMc_OhpLj@2iP$!0h_yq=< zM4*E&9u9u^;pb5@y6rAa+|u1L23r02PO3i*vwWB_iBb@Ad363IkFY!VCVx}t=uQ5G zgV%?n_s&cDg`cjF^r?d*VldxkvfsFFk$8PH{64LMHH0g1kRi!hKG1;*ZTFj7VrGTE zQd}nMG3&@fuu&}eCH5z?0%rF){*)ilDA5M;3p?Smo&HoY{#_)T(`%VQ<_`AfUjD_k z6$Mb$XLAHC?9ux3C&H>)=<Y%#~Mc}@oSF04-3VdlW@T!N2 zmJ+{f^F)%4l`Uwehmr(aIeFU|lc5KgG;OsA%w*#^iS)DtK~bX@Br!>UdU7cf2;KQA z>Sw<4I&hBctEzGdJR$^KaAz*$wn)$rzJ8&SJXW8Qju_P#Tb*Uty{a~d4}zf2PdV>p zT+^c1bA40@je1*)$PNlY>}rZjHv}$in|EAN_6^T)==5HOjXyQ;#6D^gj}N`b0oMe< zh9P)ud>OflYiFYKPrS67;uMzi@!clqqeqhhDX(=qv9o* z4PLdXovf~i^}y;Q!alJA5n-KqFNO;4I2+_FQQkwP+${=<0$E{_2e znU%gGjQT>#_nzA-emSWK_ts+hGR_}BEtRGksBj&u2aPmjJ8)h1M2qsU0shy-&e(Nz}=nXWe#6=Sk z^4g&P;@{wM*68)f92`op}Ly*@(1j@KE^w>oPivvGdB*S5FWe?^XoK` zhNovFNVJp4Omlb}Nq+6ZMumv^_tlb)WIKJcpayF^cYA+Tfyvs%So{k4=Gyh0a0rqt znD4g`fgWu7V692$y_1>4>@Oe#U9%Wg14WpCN@;)eHf%kmW+>HTH{gY^eG&UyQy^+H zq0{j+cdps31i$gg&j;KN95U?p&ftE%|!4}SuJo{ z3ud^uo$)@IX0;=Dy$KWgSijsh1qQrV%H*U>ZQj2PE6-l;-v#MFcRqQg{)(uJKTxa| z0Lbn{wR)>9ST-Zv2`z%*q%AvZuiJ)_{z8WYy?zYJ>SGIlul#stmgt~~HLFCcT4|V2 zyd@)%<8;Ro7?FD8$X^;0cnsrq0}%6Z9jBo8>so&(GmAJJ*ivXYelo5f94RwIU@0TG zPm?ad;wOpb3RyS^05*cXEH58!QHl-X{b@lWQ%FUh31id?`4jKcw85s35ixbxRQx?- z2Irwb3W>(C0G!MQTXh#ga;t5BrqKqf2n8ROH^}Eofj)Npk!A6tg@NrQc|JfNnouGP zlzFPkgXJKKEaFNV`)d;!2Kkca<2ZphB_Xw0{C$}em^Nkwg7*Qsv;t8m1WHXYVxfWg z7VkzF!T=bQGxCdUAW?}7c<`Nq(Ub~leJ6o11CZeDBMLX!K#BW>hg-4DT|@SQ51n7~ z`rkyt`ez5>UzLh~%@KbG6h@|B8u?%D>pz&e|Ivs7muxTt+^R>omM_xb^e}X6ES5JG zGUzXn^!j48@LCIOPAy2_t!{o{x<6JRD!%$Y$i##sbYZjivb=ZRE+FNdK57-v(LDU= zA+@6^k?R>H^tyc|Y7n0gB^jrDfPtAI?1?c8bca=) zXl7t|Y6PvKDA|zhUOo}_V9wZ!1e}Z}&I$-uVgtor0DB!V4pTcRHv?jLSy<$lbjS5x z$Vk=-PwLAsc^_U|2dwAUW+AZ8I1OMWYG(|N#0iGBjqHXj^WmXE?%COy8p0SZ59>3j zbnPi)Q)>skrIw@O=WszbLnx|(?YnZYwnr8}+Xs?YrvulJJ$@KK6G<#)7;GD17C8sX zLQF)sL@AXdcq`7V@DO3YdO)y@CX17f8AR|^1^U)kgztmyyO z&Hrctk;QSD>j=P!zN!bYB8glM!+=0wc5A1j5kUym!0z^~#yI*|GcZ9$RZXzvgvd+I zp+l*!xvMf6%ecOP^L-$7c;SnNTnb&;V!dajY$^#|xx*1`qhgtL5w?r7|9oS|i(UX3 zy8_PimxbVt1l#bFqW{j1)&8*Nr?wb)k|635`_@iTkA0r?MP7f#i$TO(b z!yqwB&fy1Wkx$tXL<4*FA)@W*`j$9z$B-u76*48LO5QfLVjoVHwBy>=f1a^*Yf6FX z9kS(3(KYnL!UBx2|Jv7vqHuED&62J|HzY~Xu%G&v$u6jf-jY=z9FmqMYfY72;-W@~ zJ1uVt=0Z^m!qR$()y(9RSr~@HJs-wlc1UP#M@Eyg1Ix6dYU5CW5S}5taTvVW>aksL zm5~U)RqZ9whSWi@WK8O7tZcVuetg|~)_m##7RRxhFGVGJ-;t9BUTb+* z`6kUac^BSYyQUhgL%^GTE1KPfOKD+4W9J;CD+i4(5+kx)(h9{Hakt+&ftDH%F0q7i-GvBkr16=K~w7d~p z(@jbvQZ-S*dI@LraIWcRyMinn<|_s!CR7JcHXL=PSY_q0s&5>RDiPQWX;x4TfaRNT zM#3_ZG|1D=h$2@vUl%*vib~jni^iYDzzL}IvOu%+$O%~8N%}Oak^dA#ha*E~7jH)v z$Y1VQ3COFhXW@uvEnn55TXG8n8-N=Eop}Bpjct%Eb`+iod??(nN2QrC`gRu4tEvp1 zeSyCe=<$`Yl@Nv>u=M@rnfP-EX;U3hkHP!ex^)p?!XkM3tjz+#c#{8lpS8|?8v{=E zc7q$lDDUZxZWSfpzqikrp5!yeD-k<{pg@rjIeG}c0*`rjpgFjnA<)i|2Aqjex{$Z# z$i14h8^v^&S0KJZJSnPBI4219hSe1<)Z&r+E=o!i4@87Uy0Eu0p#XEIXR06jo&9)T zZ--eTM8Hm?=be>29q-o(6b=Fg2?(G3N@P+?YT=mwtb5*~O zt`uSL3*09mD7y<^2BmMgB8U*;jff9T%+{VEOjp{o5Reh*1K-pGK15Bp@^IgoU(^lm zY9^9^4+ar>6RR_}v#73r`C+foSLU7~yZ9LN%>Z&Z-><1!O-&2^BDPLRHsdujzTZ@| zDyPMW3@YrSkTxjcF6_~vZg)ug4}*sw5z?P7OT1j)YP~)@KYqgUa`hAc8K-`?*8YrB zjQ=JjGybL*)3f|7MKIF;QMTtv5{T9ogAzGxgkg=fR{%$=04S0oS|ZXQQj3M7IU!Ob z*1c(Md6h$cbkBBEZ0Wf24X1l(rwCbOx2u5YD!V|<9`YUcKZ<<(#NkeQ$BlT$k^YFT z-n_~X@j=Xsxl2gJcz+*>v6AH580Ph;+8>a%4HB6v#$B(2(20qDd{PZo4=P$^foQq0j7~cmjPTq3YCT6`q${lC=30xcbkd2%2 zDU=f0=%x`Ye8ZJ=#1Uny8B-*mpt1w4Id!&6snA+MB$$0ij?(>5vAF)EKwvFnOGDeh z;(MHc*|NBTvio^ocCoWmv8ksxWn z%Ak7&P*yNI_|zMCkAubi8agIK-aQ2%XWHUXz|6}GH3#DIqP#9oVNLC$CYw^Of1tDK1zyxTasd~P`jtsUN=#^od!8KCj z=#}lkwN*3It769McsO!pvi8PV8-iR)8PHZs(KEr~_7R1<7y!iiB(&?c6~^G^&Sn@G z4`h*Ul~*_zk1!eExEzol4NN``;iMOwNa_DCwn09#-^u&uIl!Z2VN}2i#T5#5|gicV0Aig!YFHU zEG{TiXjY6qKzC%9M>rg3BSg7l$QB87F!^sfB+ygO2zl$dx~vUBm}V2V7juWrIc71t zE&!)2T}0|#dqr?-ET3yUmf^;`S}|;_kC9H>ZQ;Wqz~`pp!qqqC$LUTLla`ps=xIuQQ1E%E*R&7F z`xpNN2MZ$+s#w>omh!XUK@WNso}>t5K%|?aqfyk(B>J<*!%qKi_R#!y!t^T)F)(xdZy5Tc#lw;$Frmx=7x;LI)(SM_e8$cJjDiBI z7p9hr{cD*HGHy^M*E(~g`*VHshr`b2FE5V;2C7u%rPP)9sDzB^QF50*>4Z5vO?3QH>73gM(Bi#3(#6(6B&a%Vx#^~%B}#)udu=O3@dyB1xs7*Ezj7(4z+ zM$mjWP!&a;l-8-Hz3A*MrPLaw+vc1^e>$kRWdZgX4n;e{NJ1G?ak*SaxFoJ{oki(8 zY!G0sOmo#uBQfbsqtKqU=+qr3s5AU~8iBtT+hPxBqJ?A3=69J6FNsW%{0vQWjX`zI z)-UCNZvu7Z>w=P)8sknCqnrlW%D2MtiDSorPH?H}M3|DUqrf255qnU7laO|rO!(+! zhA=1CG(1=oB@D?sb5{!+4tKf4CnzGEr0d23=H6S3mMZ+Tc(Ya3Vk!>!uxWvP{HcxM z*#QO4uORe`daEL^2T8n5XV!2Sft~!8-fZ1KoEdym-}YL%qC7Gcq(u5KaKKj=(lYJrzaLSMKMY5-I8rRzDTpHrRklXHdZqGg;PU zJS1z-igA=v04Z7~&tICwM>-^c>^*JK06VOLwiN1oV2Rl7%bMS5s&0(hElNGX0G()} zNEy4x@7(a}3AjF4-@Z2j0Sa945fBxVW#{u}^@qJFZiDndvteNJI==ekJ5seLuOodwcy1%66wX z_%}!WvyH{}@AmbuvHfyU=D*Jv{^(on(2qZB~pf!w(SxK(S$GvdxQ)0*G&;QP-6y?B#2Ju1pv#$h>MqM z{LV>RF8eEg-E;TpcT@g*{3Z+`+Vw0Ax}X$5-?s7N$HHfK*-?LEgV4K>`41`G7v`gvj9efdqY#oka6e|?hiq;#xAp{*D3AQu zz<8>Xxk56pr&!#a3~*(ks=cEr<{oAB2yS&xT0hIMVD^`;JMa=D_yJ2rm7|mlkX@&J zKihKmP8(^cd6q!IZ1n@WuL7RR7F!)Ml=gvENLv2*Q(~VORxA8-A+6>y z^)6=zAoxRqz)+aHS-_#jpn6u(j^sn*-W+<-#E#{!SWzU^{Bv_$h6#%5L`NV@gGnBx zS@}npo8<4}F%t`tWbAQ*IPbBN>T*V@>A|s9PFhz$?KQs0e=HDU4F#1hH_MomGHqGM zdMOEM^FY-cMI!^Y;h2kKx3ewUXcL=*oHj}Ptoh(KEaX$HNU#<^Atok4L2PyjrIc7T z70}FD%+*MjdQnZn<~s*8eGN#Z-dc592ie+zZxD_4XXAzzU2qvb;2b&Sk720Y{@S~T z+;P_Iq`B%3Y2VU$>IJdq0n)rR%~?5w&lr1wJ%YWvI+XcYV)YdR(w6=~=HZM#`i-;q z@&px~gE$7VRBZ2}7F)uRP>DxhHj)S|d-6lPvTaY6sxH=n6Y0#u%h5VV_@(#4`soA{ zV|Xuo4U8lKa$x9HCRWo?)D=P5LS8xp{L(KbEB#IyE)Cd$n{P#qNoQpa_oZe9jMH$k z`Yw)_n=so4NK=+?`Y*1?@RwE@$G^{+zw#x3gZ+Q~@Q+3rOM=vQbb()f*ciUz%Meq> ztqOobn9E~F0vB)uAgpzLI@Z0&ZRh*^sYKS^hpzZ@5-u*CClflIJ?)nZM4N|Gx{mG- zbwQU8?T$^_Wxj=yN%sENRnFJ-_fBIb@9LL4@5e=5DOscwm4xX1_eLV|L$uIY{dK;O zBOakUZsFq4^LaTn1~NUqVb#9o7J9tI_6=h17*+Ns@_u)h@T6K~HuGJ@ zGRK+_S_Is|xSF_j$Iw^J`Z0h+O#8V}4fKalf1o-M<|C7U)i=i?lC;cW_RZ>!JR>Nu zU(*Cp>joO(Ns!H~mqSk$75R6NBecxJZVf#6@|S}N7_d}s6;y=9VFWJb!nwuD+}IY+ zcLwe)gRyfh8%J6l!|9J9x*HpiaYca}_Q~jpmB)aI+5zDSop8uwex3T=2RtggnJK%Rw@o&MO;g5zJOFTmr(tj$7eV9E1wfL*QD~eC@ z#4uneC_9*;{-;cK7*=sv%@)IHqn8Y==3$WA#_k7w5vh}sFHg}M-dT6MlSs}lT;!dE zf_%e=bWf%;kNS6h-U(9!w+GY~TwWgdWus)G#CMYBrJ`&K$uiv_UuFMth+S27(>29R27(y0X9uqftZGV^l)p+6It! z8NR&p#p)+_Y`R^-$<{jmzv=1ESw8~@JInvi0>tmj@81F#{t?%&un5EadlB&abq*PQ zNBgg?n!gJjzm^2Qum6|Wehn+)>L{k<_-mM7wm$u@i;%#t`xxp270E!mD#G}W$p-jm|Nk%Z07pQ$zn7%{v+Mbn$pQFhN8~T__e$hHJJ^2P41j<3 z0sXca0sm}v_-!-&x0n6f{=Lna^}qJ7sLcM~F&Tah%JJVp8Q1{-6!(AIzdh-{!!mFH z{;BEwvKi_ByQ=zaGXVaXxc#;n0smx<-!>EAAD>p_{mGe0*K+w*9YJR&UpN{)VrfqP;OO zAJ5mOO}rx}>0x_x|+my^5P zpw&5V>>$+^R2`B2rt9k4IQYCd3=e)WlLdr)hAvaQImBDTJN^urU3noEL){<3w^)O> ztvWQNCjp@h;jg!6+OE0hT@1l~RlOxKZ!aB?PcTc>1g>zl(5_7k8`0^)rulTc#U<+Z zBgIP>aaq*57f!=UiVX$i$LsSKw{9D^vn6~Lt)5z^hh4hn&s4VU^QS;wUczy)N9YsN z)MaTxPW2{W9%L!v({F-wQ&?-4CeKWFB76J>bj(cHM z)fUi>yfmS3m1s9ep{u2Jtp{=6tDQrL*Cze1O`2a17i1F}qJnt>!6>un!Fk(r=SrL4 zTB;#4qBfn6a5?dh@XkmC1Q(EY@Wyt^7-kR~saQ)j=_Szo{Ho8qeq3)RpGt>UJQ#j< zMd$@q{6aM8_n>|bsS`76?t`DxOKHaAM+USsXTDJIP^%{i(3P&Tdr?_6)WO&Lg6zyM=CEl7vBjh8(^M=}Mz%4JS&l~IOubxb)rg-)gc{{r zrq|2-6fA9L89_*!3cl=Xwvh!p61GBt);&PIg+TvsGWO48mF;< zV#qe8*!5~2#xsoa;a#1ryf*B$w^?u{w%}$MXS1N4d9rlf0d6M?5l3!)>|1qNBY@$< zK=GP+yk20Bf?TQY&+p(}v`SyUxPCeIp!6Ju4UrTyf<|KF881`jWz8(ZPKbV4zi0oN zuMwbk`jh5*zrQ#5_HM_dN16BZXTY)lI56X5+~2s{i@qli*V&ky zVhp;l;nKIdA%oDBcYGnU8)!e%YGP{N%nP7Mi?xsGc0{Kd_c0PtKxZ zrp|<+a&ZGJbc7$&oF_#$_|-z?+{*q5KbeZdoz?ckxIqlcxGfa-m#e<8o?xso#-P|jh`#L=eF1>GVgxkwDr}xVb zI@wQ6#XZTbMnAE({hJCVzC8iMcz?7W3XEZRc9|N;(iDln!LD63IpneJlF1mVeMQ4d zz4Dl-1!n7@HZXy4E!3;-Evg=XN4-a~%I(ToUSV;?duj{ZSrl@A)QOR6nc05jfv#qu z(NiAFiSYr?2-djg((k|FU>>wB-DQ zxeUe&|00HE)`fY`T;$Ts#j(_?ilh3J1THpNR_iWJgx~6^@whe3y3wU3gD)_&gECgY zck^iy^m_=780c#Nw(?u$)drpOa{l%b)?z1uHNypE1MGRvtQ69rI^g<#R| zwbFcQv$vtskeJp@^N4jp3>3^=7G&;LzWw%!%@dzYlXD`!E-eyBMU-rmu09kF)&aKM zp0$y$mNYvh^YzZx-v^qa=EWR3dgNz|Vbe2oEfj_iK8X##UA_w_hAftRTU=#<$!;gG zK~~Vx^4OYlZ6?6+dLHaL&%RN3Tg~ilDQthMn5ZpxV}g9ka3j4KqI$voO?sSJBcwTd z{O0c)TDX5lUphLUu)(B>BOR!9%Yt^*y6=hEK&|Y{mT7)_KfF+~Sl~XqI$NmUhP0n8 zP0#_#k;cuyL|w(zuyyyEXHVt%-^Iy$uucSPA8PoU%0G-+P7S(=8V5Us1{#wy z*j*w5jHE0$w)%DBPi&s@*x#cTt+Br|>ByukSO6E8;=<^U`hznjR%i#uS9W84r@_QZ z7ThtTEYwbByfXhpGnieDK5rHJsIpqioylqA`Za>N@9TGiu%V$7Ja$dGA*07Z_8AkY z|FEIqq&N%&SO&M7NEQ$gQXsfhxz>OeS>-Ye*Eu&j?`5%D9@Cw`X$a7n`MSSb8Qj)a zmVT`B9l3Ne3wK)Wv*+^EB^k22F2xJnLnxIU;1=ifPgcWV;Uw4ohIk(;4dow1aGmL_ zag};KQavX$mX0i-$XF(;_uT1H-t7)>ElV=M6a!Ry)bzv)z@+e~b0zbe&@n0}7xFK@ zT@xcb09K4?AlZr752I||TAe?;U9MOS=Ymsx@7`H$gzc;0atSbS#CC{<1+ZPciZ)?5ceJ99S=q@{MQdyiUrgsukv7*RRy;SOMOi z?M!aEfYXpMRjbUepCew1>BgCI)Wt$ck`nq} zMQ3K2Uv1DbOQ=<=Lrn>C+a!kat!wz)Hq=#LX}TsY?~%kEj|-ZY7dOdIn<|J0vdR_LFYMi z4T!DSzG^v@-t%&4NNtrKo}@S%&;1Mn-`YMrUyk7HbB8SZB>{D9lJ15tqzg43wY1+f zO(tYB<(^ANE_)JQFEgtO#K3MCWVBN2xtC+YTrS%;{Xm<3WHbbm!DC#>1gv-?=G{Nz zmtH&*pxULf3%3_1`86MWB@^zvcZbZ@$u2z?YL7p{^O3>Puf$Txuf<>aJnrXlPc+oP zk<;Jsb@1soL=dYO<(ojg#XQ>*$UcW26#v`pZ60q1r9cWvJlx(I}{-EkGV%e!y zH!(_BDE)BVci{p8bsBmTscfAMtRfk5<5i!$gstbL~)^lgm`4rDZVYt>!#@&_bjZ zj0PHA9$6*BylkP9^5CNAaMB1AuzFy(FDQmcH(*+)6WK;GqXjW@xYy>Z*{UF1#MdMJ zY^SXOnL&H1w^@gPQhaQ(^KhdI)X!Um$`!&IJHk>A%sWVWxcr zULhDrhJnG%cUcJsHa-cF|Nd6L2vwY8j(-e%dDhIOw7cwcAR_mX}S+RH=xZ}q~zg$78zOAZjlC$D6R@IrZnv2z>B zf;7j)ck)2$+)Ca$`!$DO9^x(`BT6S`!lgXQI&K~t4_p{HIuXx^{%|#*gxvJ8f;O~a zZCW&F=DZ5Zx>{-q+q@iIvW0m~i2bIu?Sq*3ZZEexTzyS0%&TlLMs+k!&p6X{;NMkn zzc4%H?+4r*i2&fhoBKhFptz}oYv4RmdtS2jCHh^IRvL|TceV(JozNOy^ygl6fKzDi z5V3oudY5yFJ+ro?J1D_FkI8t@%4hnqnt60=Z89zFTT*uMGaWxuGbcDsf#!%f616SL8}{)O&k zIh=c!1Q;r=B;~%Ajeaks;d=s`J;umKM@tzWs?=Tg0#YIN$Wsy7i9`xyXs%(V!TW4j zN1`gWsoG8SMcfvKlaQ7T(DmC}E~R9wMcln6r<@)40-y-jf%^w1di{2^MJ8qLQSiu9 zIBRd4=dYccwwdjyitq-FuMyyqA;4i|eZ+m6i zb&Bh_>+HCHw$q|RX{j-p=+PnNBjQ_q8(&5dKveaEI)krpd_gtTuL1}4Kupnc_bzXR zJA+@UT`ua;fr42M#a_a#SbG@u;}L*-C(znJd*KWx2YkZ3)yHafOF zdu-dD*<;(btv$AF+qP}nwr$VcdC$4`tMAACu_~2RR;rVg?tY%EBrUzjU_*9JRhwe* zZy6qgQ(w=vSIW&^&lZLL3vwza2O^cImW->sciVO1-Fj_hbUzil-iwF#LP|c@(^{_& z#cr$Q0rex@U!jpuuO<>wunJLY_Vd%BwKs}OZExH4Cl?Mq?S3n&WsGY>^$&6Ys-LMY zwH>GAdFGnbR1-4V5xE*Sv&x8sVimgXYRBs`=}JUmPaq}t9~zr{z46>=un&t758V!x zay1#@K6>veCg5j@6#B}&T7U?S8 z3y+DE7_J?JFEsNE|2-|!b|FJUXSmENbi-F53Zg^R$lUa&`H*OgoYx!6aN)a-}Rg zO%ZfmPj^Zd4ENDCMzYy7hg-;!q}IpN??{2M03SEEK~Wh z?I8z_cXm3>IRu%YzW57#eLL99|AH^c^W?NPOA-|IiYPYFS02iX$l2oEf5=!ivP7*(BdcgLQ>ypPLzmq~oAdI%BjB57wdj zZc046yQ&;{b$e4hyUA1U-+*M^JcCVApwe?xdGWAvs${wrtc0+tWEwZl*R#bh+_7(N z#yw!UOCGMS#8el$@aUNQ_2RtgqniH*RP5-^zpZ*Oz!h#W9o1a0M-8K`Jac5wePnD) zU;Udp-q3_z8ADrH&zv$<8!&fd#k17B+PI_1nAuve5W=>SXq?ywqg|m7;x&G_8hJ>c zLI+i3)$OIon5kX1r<^-WH61^8yckM#o<3%>))?u!|EePQHg>iLcp%X^jqfpV{+jDk z8KixV==cW(-p-HM%R?*HTNae!Z(P1$3kt+!_h6J5q2I^T>>FLu?=Rn*k! z;P1x-D6Zc}F4hC8-{*@?h&uKzO_qs>wpo)E?JJ{p9crU}IfbC#SBBs3zlM7aI@)^P z#L${stCu(%!6C-|T;ni<9~?|%7YZfP=cgV$gDwQ3h`>%A9;)X6dnYJlY=iS}hThP$ zTS^4v;Y7VwNr>K3%F**g-cOWq%rFTGvRElqBmFGOGE?E13LjiSG>qYrq6^Nd9R(SN z)IlIJb{B~xEh8pX&ul4N9qPhDa1f*fNbGD@zR7aJ^=*0=<*)x5XLBgyzVnd4fgnMj zFStwObkp4lgCQ*pWV(AGh+kX|15~2Uxr*ttPVd|G5 zNydVxT#I=Q`3U382ZIwHmlW%eAAT^1Ac{r`5B)y!+-lUwjV!L&xFM81$FK^Zz;4mL z-9$i@t2SF(@*}7IVOt@gOtX9>+ z_c&=zb2Z+#z&63fb5Up~AI-j$G&I`n>+wc_eCkVgUV$>v;$9d|OfFx(_q{hiENw(kF75wlS(f>g zY{CfEXe-TrdgkQ&y?oQK4SYEg{KIp!2@ZXsyti?*5$WY%Bch)chtV!tat#7}g&H;+f1G{c|(W{B4!{O1d{pzmm_$uQio>PN1~}Oj=pZ z4wiUg&4k$tD%ro%+Isp>h1Vum&r($#am3XW4$D^R65k+iOPmR|vl!FJ4*XR+7gF2T z7jS%N14?c-d1z?*k0`fZj8>J=S)R?}YDTo+$$u&2x2N~e1LAmpW4p?`p7}Oa1^s@a z-hTf8(}$rfNe`S|9aq{u=(mQZ+S1CSeip>~WatT6^@%7|2X#qo_|9<+n@vDs%l`?r zzU*N5A-^17)uRU8k+*JBM zPPNlq@o%L0!xBO9)bf4*e{t4@o%TbEHW+lH_TpdW!VEQa**sz(ET+v-Xk%lX2A3x< zh3oVj(({cZ3Lw~v*o)LKSm|qo^FogH&>dllb&>AIl5%C5j@(rpUGOVM9xgP>ikVS;|x0CW_iGW}(_; z=I`>BoP@}xRU=5v;1_9?peX;oOI5-RH4rb9@j#BI8geoCJmKi@V`n3UqeY~cV;4tH z8AF(~>?#Z5E?yAoPZ33^u5OOfOw=L6r@m}kaOx&qz~1cf+u6aeM|Qy9&P1=ioo-bt z?o!0`%QYlGr|0N8KY(Q9Y&%~2yuee&^*7$we5GlX8R`yXUUGo)dWvg&dZI|Bp#YXh zK?%-O(w=?yC5rDIPhmakc6y8}YVdY5;O@KWyxbJ%Nfd>Gl_-T9rs_?rr%(Ks{~cll z3=K5O-i*Mer)>R;1y}i%^*}X z2Tu=2u*JlvW_FlsPOhUb3-Z5s^1b4%32i~8eepa;#We3*TSb{!zPrLGgLl$~l)=zI zqsn2aYqp0k>rM`KgvmM2ig2}-SPl}jw2N~ObzUVTIZe4(q@$Nj2oYg+CjlZae+ZG( z|0trXl;k;0J=P~i53JQETDB8;zP%1VwfMg(OXcZe#~MOWzELp*C1fWXLYc12r!#<} zo^nndSdHE(3=h~JLna#2Vp_QsTWV}dYnQw!&KM%G+Zs`&rcT2WA}@3q76s!4s_5Qg zZ?ogE=fl`OqI#^r*uu2tC^{9?h)whVD-h*9RNRYtH5+Xt@f@7<*qo0T;j%&3b1HD$ z(4LE8@X=!!*cI`VH|oLJL}-+(0s>=euL+65*)#j{JicIV_-OLS64*4Ex~Wkw=dcsq zj~8zuz^0%1WN&7Gn%^+8I_N~T99YuK6Bq5$PXXLu2$nCL3TVm^$1rsULOo z{D?&wYS}LT5K1(Yk|GA^MoYJY3e1=meG~7!|B1fC@-^s@Ku0Jbd-baWI<7HwcW*Qm zzm(4Rj(d^x%6nqi{!$|=x^L^@=o%1F#`%FwB_bq;Pm?3b|0(@S=6v>-EeuZ|N3gwk zmhhBS44qQ_M}h7=SgXlOJLi3!Ssv!_x=P=8!y41qk$CSr7>+)mlj+rZTQDszv_qCp zUZ_1zIur`+c?piPWjUMYUYTW$S3H`zz=fo9#OjoHVE6dsmr-CBJyb~k{HbublcYs*3>k30V3bu3dKS|dRXyYpmy@nF!Uv8C3| z!WRu?r5@)Up#dzRE^88n7gt-d2i+s%{WxFd^NJf-3$|--!E7yJMAVw{|Ff+AT70Gx zxfb_EGaSddHcqv(6K=3NKBcU@HeMiULojRFeR2|N)b^16B#@FQp?}RW)>}L1IHL|# zsk5Fw)uT4SwB@L@IHw`hRdrw+gd0~aYp!0C4b_E2(D*Z04vf4mUVqxYrQLL95kdaV;pow6C+~3LQX`^ zS$tS6r!+`ZO3-F&uQJ--@xgiGPnPaGZJ3_h_4RkV=j4^+_@4bHo{f{orU3#|FGL}Z z6WZAq_=53h4pcmTqrODKEaz)Ct~U-8wr>@=t;}}-{F`2O3*?;cT(hbh{BNP}RDo>M z?m#w?z)33^{5UhYFhoEmk~Ne5g?H}_xXvt85tK%-(%iQ3H z%aE1cK9x$S!z8|yGmncGCEmsvZx0cY@|#loTk8%B`QtdRv#m4t?6Ym?Z(AW=fmmd9YTi%aRS@I+8;sb7K`+DK59gcF> z+!>0dHr@!MSnvM}Ohs>HG+;1Digd69Wks)zuvqLg8n2n8!s>5 zcwt!uxz*WHvh;O*B70R9=7cr&=#}Q_DfKcy7luh&5+@YDuw3y1Y}%Aw!S`@7r&hbT ztCl5_|7(UuJo&oII>`2QT}oJRGe%vc!b(nWsFBzH=nO3fR~dUoM9ep{WIIbp6PEV@ zC?cvWTZ9*zBFpbAI?97l;cwN)T06?2P~JX{3EiK5GO=|{=lDm0Zhc9S{$)>tkYuiH z;^kMbLRVDDd`4an%dk2OI=Tr&Kyxr$DUv!2PM3&BchYcJhUCBK8{+v(0oAj)q@6{f zh6MWy{T`|tJJNG@h|hIJ{+=6wwsaR&9pjzCdNucU?I?fwrMJI%eN|dI1LHh#SO|7l z|4u=_o5!kOe|)Lc>CwvBr5lzLb(l@(`Au}8^pEI$gYBjj^zwnGnkGKJdPAiC!LVA1 zRAAyS=%UDSa&`XGn#^KXB2MER()Agu*=W^ufD8lPhY^{!W7cKi#kl?|IUg`JG$}Qg zeAsVZVy`iwT3yG*VXEV;c*^Cz|JM^^B@ho-fYG*s#Vt+|CNPFm z4{ca7Am4s@!?5ApgsaWiGM+Vc`bu|@AEzCD*7oBKBd(+vL_3an4hKAm2QO|*Th)TC z1^Bkrhr$Q;>SE!@;NmL8y@cDKtU=7LQ^}*om>1qUiBNX|}T8$zOBa-N#P1%KEhH4J$X_$Z45#iC7$LAUIeO4ZV-bpv<8 z38YSXMLQfhe~9RQLO+3a@rDJ-h-P-d>3&89xJ&Fk&lqNc%7)=+WIT^yOKWP^N3^5* zBcSN>3cm2=USD#=zJ&`PELzd~{idN+iv4e1?D5|*-I(d{VE!no>Fi{TMSUHF(kYv) zTTbKq^1;}9JM1PgJZHK<@wE;RQVr5Tn}@#z5M6z7xqQ%=mfG5dRd!8($8+xO^ekXu zkzuMB4XX@ZFf~hIpLd0Qr;<3L^P9uJl8RCq2;J>>9N+n^ z-EQ)X^TInPA7Yy&4FU<%QzZ$?;$;fzPm#eGmIaqxT{a(i{UH<=dxSEiug8f@q>=U1 z>xs$6wPd&r>VlXu6(7K9@-e!)LWr(rJWa`%vcH;3k{(`XLrZYevtqUvSvQ$BBN7#RZZZzi<1J!#sq@7$R<#>@vW@UJsUu z$>wS#78|AfD@7-z>{x1}8Y$PJhfGcguKU)}Y51llXBs&xv6HSuI<%#rPB0x@lcc$7 z|23yBv13;*7XH@=5kYZGEeUEg80*iwLQ6NdP} zRZLSx5^gUrK;d`;u5xyj0t*%&h-?xW&!R;~0rd)zE z504GuhoMnaHp~69ELCHZ*OeO@UWF)jC5tV-xWJOY$FlI?;h^$C_5xh=+-jj>Aa9&5LE<>h+9TzD1iV0n&M}Y~LjN?q zT;Xl4HYsOI;Y}d^F~hL-S=TL9L)L@yeEz$^l%IdyC%bK|L}%vnZ|P**s1#Z8a|LCi z?v=*J8qFI>{NO;^z)jls#ynzb!}ADPe{DAm_S;s;SAw^hGh~?Sv54Xa(Vdq^;n!a@ zUXZgU^LBMJTw@M5Mo*qqUDGHIdW)YSEw z@>y>dE1gTyMSsP-~=xQ5FpOGquqOVrs>Gd6^dBQ8Qd;HL{uSzH$ zrGa^GXXq<3@kQGxfpxr{u?7Yw&pyHNojU?u3ZESZF4-&_w{me1#564f%AWGSZ%fsf zeKupog<{yAdpGydM?QwwdPBy^sNi~iFYEx-@^FONE%v_I1Z$sas@GXYjWD+%1aLc_ zul$wN@mEZtNR+F%28HwjLaoyWBOw~--(Ma+0|guknWO-7#K`=mV1KSfULo0xlD?Sr&fP_)%pBl@u z!F3!-a?YLb(eNzaE+8R&5&y^K2yUCy|(QmKA0V5(QJQG{a? z@Tg(V>4>O5N3^tM4U1AwJT%(9=Wf$>wEKW~wu=ddi1-8V@>5vyx83^0J2UUGqi=%; zyAFMXptyL^P!X$=iNRkqyz}yFxbYWb0nowyz)Ax8SwsVxP{_Ii_5Q6Q+1KLH1YI~E z<08t25^F{?uWl+>t93gKW(Q5$9;~A1Nqcr^PT{^q97$&3a;$}C6S*C>3<&asCvx*e zIC25*s_xkLIe2b1uy8K_^BJ-a-Cc?E3VflIWG7T6$;wk*sAWQFIO5?D9CVV{Z}0^7 zN+vUzsCDKNyz^#1gn3%r^I+p-RQNFNtk|mzw`^Iu4GzA9ah{~ihYWMf#~7WC&F-fW zkmeFJTbqt;=V2VD`%lg71l#c~vv)x7^QJ3a&aR!X!;tO~LSHr~6_;q(QWx#idJkcoA;3`PR>iAJfZTE2p=v--_h9-i z?_V)^{N^WBZ4PCFdHB zMfX?9x1SOl#&}q?(r3KO-U`ForNgVQ9`Dy|5dgo%PZ5CLu4@|cvH9@)AlR^ zOFkTU15T1e3NJLtOx&o(UzwY9M-6^uX0G@Py;R$z`&I2ec_g7iGBoea`8y^hLhG_Q zL+i3JB47Pmi2p~8ziq(Jc}Y#hGA$HV)Aq$bl!*ljPxPf~0u_p86xQKmhS%X;Mb~8y z1rQWJ)KT3_gNwe-munuxd&Fy-@Tx;_`>EpY7tDX30{Id-xx0YsNVcSAGX<{37-9=BvX^Xxo4 z2mx#aDDwlm<6U>g0jus2ks(|>X{V-BSWClIgw{6 zc;EfhDELpEX^iAHxDeOC@b);RztwhBvZRZkOsDRMJlr>2XCFI?jhI1&MJtoPXCK)N z3EK2q1}onF%!128Fg_J49(c$iQ!`|aUdz~un%7NE87rP43Wkf|769ouYAxd&lnmEa zEEv!TXr^DrHWdTXzbRoS6QcEPM06EhscMr&t6ce7v|RR*JsdZeFgcZI&zm^7>}%8j z=p8kJKYo?%;Tg8!%3pKu>>6nSwV3#fLUa1Dpz6-9zUWQ}7n%O);!&zjWuWNpGKEq$ zy>zK?l~XoERdx?X^5l$4^JGt~LX&-s5ONd*TJcCe;m?do1oEk}=Xy~wa#zE6g_wcw zfTWmi>V08}mH9$U^7z77aWRA&MDHS_N)cGS{^`lRK3?WKbbRjGK6_L4HEm8Ga`H0Y zDja!L2o_CMNDNICcsdI)Lldv%Z*h9)82BR#DbKt`R{FWWqNCM@~%+p_jAa4;zU zQz7y6+w%LVYB_v*>CR!h6W;W%;P56*K{oZyIWmo$K_N7nAe7n2wqmEI%ICaTv|FM* z2EWDy+7ztkr0vU=iqA{i;JpupV#^3RQ>HO72bVSJ*B}BE=hsmt{i2@x23<-%^L+ON zga2ys1mRI1m1I~Ql^|Dn@99U7=H{oSj?a`Ud9!MD{>~Ytgl-v>neiGzNdIYC1{{5f zBpU|`zDzSJK5i=tzBq6|>LXF*a{?^dBh#KmgLx28^p&ztJC`>In_7#j*TG`v9NxzF zzyKO|-*An6=?{E2u()>FmyTCo@1deXF&Iz%8?NA=sBPB^Hx3229qNBKUba}7)oj-< zL5<(7>EFF^yLwr-@P?ZV$#A-ZWZmf0il{m&n4or#&)jLg5q|J$?!C9-3$~mOE2`B{ zM1aU-n06)q*xN3$V_#w!RJ}TqxUe9m{K6CX2TKRLu>`xfL3Bj=amEFDfD*Lld+2=(kgW5<#__uG8Akb60$a*I^)Fz@Zz4FoGg3vE}?dF@!q@w1*X zpyn1jiKZPc%QhiUy8a+kW51gyZrjU#b5}iYD&H1BsT}V(W_)?{#UHre^MkN$C(wNK zWw|mzYTiKJeD8I+V)Q3qUFX3AzHHV;!x{9xePNqPUz3{?M;krhQniEJ*})2;HWK>bcHGM& z-HF*u*s@y`?S|#P9DRK{IgVfuz04-07CavVub6n&@+jH+C;CItdQ!n-`CSu$|9!x}K*jmM(Zay^-n_?sh11s352y zGld3#Qs%B?H=H+&Rlv9MXbwRqXGUa86Zkc@u?l#SpH)D$r^lR+*|NpB8mfM*`GnrA zNoi+K-iy@d0)tbl9S(N9%M7_bU;^5`K)|Q6_d&1Vcq@-p!R%B<9v9h=VkKnSeH8JOL9p( zi&}U>OmkfNY+PaYvEyA((BT0Bv(=}HQanp9O@fB&4Or=97jFZoZQy!{N3JEct!6Su zYj;d#_dv4}0zmB)0wGa>-n&-J5<@#y22%o;)>omvJ&Ghlmo!V|hZzk?)Pvl-S7Z0) z!h9GAO;xy5&jK?J#5IaNph`_HkdAhbx%V8qC7sSvfV@AF$Xf5>{x0gqR(Q`&NFCbC z2bG>4-;K#m?!C9wzbZ%`yeuKFsKCGa#I>WU%FMeN?Mc@8rfGQWyl{KDpWXMj29T;K zg1*J~Ae!Z{u#-M$`t0`t5E0>SJ64DPBLhGyy?k;Q%<+s7vH zl-#Hx5^RhL%T=rHSO3+ZH?Vmls-4zv6$Bqc0K)<2J=9*kz7_zH5ZQ(6M7&9xe=U@; z>+mlG&6~z9uq{ukmyDc9eRyfghQT5DypyUXDUwT!TsXw44<3)KL%;=rd;rc|{EVjp`K8&)9Tf(0PU|&T6vkwiR0y-x2$ZpJoqB_h+?H<8?o6pg<9G=Q2nkIP} zjWkT6;{SmDXgv(@AP1@~sB>C*FmgO~1(_Q6hf1;9kC=LCzx)l)U1ybDL^Vzisf;cna2!>O$Pjbf@2;5>$B4 z<6-S)3~1nIpE5!ox&&(AclUvFMiL3C^ZIB!1SBfpUEp8W+ltz*N=N|nE27%cNHAn*X$7zsM;waadv^jnke(}kKI3gK0r`L{k_M!uhrBD35KCT!&T z%z)i4z-Rwal6>XdN&+630Q2qN#o@W$TxvQQdFI>xBTiIUY*5v0=t#3&UzEwTshqeo zf3A5%xXF$|_z+;=eF%+UU`Q(L(v#3K;S1RyU^>sM)_yVCf+sAO!HL2(Q?PdPg-Yz(P&*I!`>hr;a~RPuf}K^U>0hU;@P~m0iR^MztkRAE0-u8g?<&cdUb$e?x3ANQe!WM* ztcL?Xb00Dd0S3Hg`-w=!#Joq$F9u8t^1GeduGH>e_;k~ zw-W-(>+D;3vd_Hfe|dsA!PpI&nK$VoA&5EU=9)TEfI!HP(u@>dXqr)#hwv`a7+NjH zGlIFj|AN2-?z~n12nQ^8J9X)8-or+PF`ZdC!v<-jQAW7sbc`wY_obFYpe0>t@b`Vg z3{1h_1&xxArGv4o!pH9smJ{erC0>RC(y?ql!QXAVXDRs>bT9=4)+47k?P?~Olcra*{t*qU6Pb>MO_gziGu9mi__6m&M>AwUoDZz{Q; zK7%?)fL%PJ!QMQ;-&X-0?5$AJA1xY+m1m{VDO(YtRw?a&4Rz3BO3@}7U1OX)yRvCw zb-E8@&DxhGhxoaLGlio3SRUSGLshAp<9`ePxi$=rx@k9~3oKz`_N-w^0_>1k0{m3M zqC&=T%jBb?h75_^TCtpC>#S%)09AA6I>UeW&EVsME05kYBZV3Gm5qPfH$jp0Vj32u zLPOe$2DCtvvxd>EN~xm`11PG}^K0rO;4hCbfK?(D zoDc!c$Tp?+Z$C%KO;Z0-TocBL5?tI+K>^?h}sLb6xFfEkVdl{TTn`xHm!^J2CYm1WIiC3ua6O1vsvPU>944p#Eo&9wqpvv=Z(| zJ!6TjNjtF*jT-6?RDhLd>p@^l1*3tSG*fe?+u_?m<_Qr`|*6vSSRBD4Ri2Qv^jUT}&^nYcX`;~o5gcA6MF%wv}xCW$3yHZN`> z=&k?2IPm_1Nb82H@OYFggt35-WBhfNNvlsf?^047LA}X6o z0t}FeNiKkL&88uE zbds=Uw)UKm2CuvHQcy`L7i=4xelN;PB8&J2F6J-UY7+^`BRhS`D|$H0kh@s=>Rw74 z<#lNHPA|WfD1#g{*VrM0jCfL)O@xRPx%_D@!^FOfxH2)!LN5B?mcRI>N#2n&jSPBn z%N*bsFqNVygNV&5D+Ky-1@D&**NX7UABX$vRw)Vdj5pS9L*P-$G_f&}#QzdvU<};( z5k{-fpfkXko&Gg8G3!h&2Yv)8xJ_QmW z!~*v>GsSQzQ@pvlc!B+Wic5AL6#imJ%%5=z#-Q5-4)^%ZF!NFWNSMrT^%Hys+?`W% zE=t#~W31S=ZQHhO`-w4Qn=`g;+qP}nPQLl>pRrFyjq2mB>gu|21zAK;U^B(&5yIOq z#Fh9=^c+xK^|FNYy^NkF#WBFUwRRhVaHN+n>xv~6`p)#M^QRFC_C+K1$8TMEW3m3- zw9AA~3xF_uLKI?bM}SWi4~IW=h-lMg^>gYh`|kDRi7x*WL3H>8%P2%U;-q1BblHRTD3ID zJsR1w+KeO?ejj#40-o&i>|zQE0QwPSU4(FR&{$d+#x`Y*R z;Gs^nKVP7nuWIM_&Z+|%b`A$Jb2ZS#*YoBW;M}fA)@==3>wi-c3JTIL=5rO-C!{JL z60IW3rn8*S*`}Gt|F&lOsD&{Hii>nL#1Vqa zC$=f3x8U+Nv@j0N*&x>wy%Rs&=YZBu7ccz&fj{_-_cW+COL9H`^_3P6@)y`0&P+gd zza3obl;4o=yYdJsONu7ysz(ooc9vgm6&5f;Ae}=NhqsC)z-??#DcV^N> z2o-{#EMyh0mSr2hR0kf{UHxwGs$o+^)ZS{-0#ELt@t+~vC+8++&t2mLaKweT6+6iG z)4g^T_Re3{Od^LGn7XfnDRC=yfM?ljzrKOyk^oK%l-L-Y7SWQ*eO!)t zcc^}M2%K$Q%!fyCRJjSw=f6q4vLj+B62w=RF+dEoqh$le$K1~_i!%thyrw`~&YO?x zYN{^h2z>tyor6XFRkC?XPtF~zIK-XFIY6ep=)g|Ta5 zs0lHW$Iec7cEO-*CXULI7NYOrXO1-?NE=-rUfG))b#!QWzb!I*GStM&F1>jX^)+0l39!BRY`fGw$;U}@k3{e^YlHQj_Int&*n3W{oUyzZym&ORe*1HH+D+gxdR-d=f z=s$~jCHz-t)+9-Dpwlni3}fD|!TEJ}eV zMm4ZAIysRiIt>ZJWR#h8gk1}TJ4P~?&Q%H=J~jX;$U)F@AG--lT_!BqDj5o0FLyoK zGYEpWcAvCMtu9iRK?g2c1dW+34g2_(q%9mTkroWoz_nBb!QWUG)if4xD~Ys2 z8MfW;R-uy?aCc(0m9t029_mwjhmaAqFPM0k=f)*J?YoObQJiD-5dyS03ukf=1ee4` z(3l;}&4&=UCv4i%jk-7{v)29$g)-S$?}1Pkn^JtQ9Uve4S|Oym%ns69w>~6B8g3d) zDxt%Ub4%~r7L9Zhct-Jwn_%#srfCa-%-r@zC|v04;z1iM3V)&(Jy4dK(W;_gJ!eY1 zj}m$NJwAfc!|-ciTKxOyVe_CRa$V>mBWb!pPm*2XFt<9aCRRmMy=5YSQu0mdoG}-2B%<` z13wF%nEKZODb94T3>9xf&y7Ie;Gq9|mXR_7w~~%Eic3Q^*4?b1^?uUiAWd!S2QZe}+JAYQv zvrj`h5zQONGXK5tC3c=atsdN?)a#o|_VVAyc72EOF)TgNS7U@XfYUk5^`oZsu8n|C zK&4?AA4zS2&zI_$v)LDzTY;dP_1*9UG4dZ{UrKNlaRJ z-kf>3{o6&gE>eNH`!c}H_UdI4x-auPtskE}65V;0A|` zP8DYVm-@Y@ax;lFUc$c%n0wv>XQ zg}|Xs49B_E2NBChlCRUTKkUBEMk_`cct#kQ!!kB5kSLqXHr7VHSQj$MHyL`yA}5Yv zsqJ84M)J~V*&rCwud|`stluHRmOonxiTIOB(DvS@vGFsbxA*wN2{}Ly4!vC~%61yJ zw#snF6?iOODr0}lE*t06rqk2o9%d_rjnd8WReE0Mcd8u&$cM4nA)~w03=~6a#=Y3( zL}SC`;LAsjnrRTl8xEO{R7yvB-hzD$K(-_KAr%B0>5{!a7`q}nVvoAx8<+FTK#=H^ z%3w_-x3m3(hepCOsfhGUEGI(nLo)`Y))4MAIT(RsIZ_8ih3xxcGfi_Hu%lmZs%<0| zl_vH3LO1{3xi!vh|Hb)2#7)c%tn3%Jct ztODAs{X=wm4Vfl+yctAwM;>%!e}9vI;>i@QV{@m6v9*PGy6!UFerR#ObzG#RhV0Rg$#86HqEazOLGxt(6ez&iTd$wWm z)W4c@L?pjmxkm#HI_+*?pmP>Q^3OqON8NVdVU4vziovN1C2K8-@I_8W9ZJ*VsyZM& zpiM~I(5MTqb6YbmUPV@O@X?DJ03hKyJsA6ZhW+@XR^l`k2Y*<5GTRE;;ec5=P4+2X zjMzi-nbX*Y8kw7smK&;I0?d+?o9jN<3QvI7b4$U$b9JOvV zv$A_6n&RN9^}4xt7=EMm>izp1Zl67KD!;H z8%US^c;@8Lb>!{z`S8Y(V*Rv{v}ESyk*#>_(z)-n`rHsL;#2>#Bx(=2tJ2tsYiO&i zi}I(`S8ru<@`Y4v-RY>S=pPSz5pq>s>G=2dr0bWa>0fo6ndk4WnHMZ9?eA)}{iR+7 z4m-{jls-pAtFvKpKSN^AHl@xIy|1M?O?MOEtRLM>Z43oj{cIjVL3fDsA|Z;HKA}5a z`9c;{mQHr)I*>BF77&t_8$RWdEBi-M{}%3InGc+9O#VeAoU~Fh(K$>r8#xm?#{6Et z%|Om?>|pRj{ziGkP2Ob4#2?mItjQM|IUVR0RSO!+@Z&csh4)%U6@0W&_pGApqC#=v5uPSn>wi)^(MYt^8c z{2J(nla=;|v-6CY6DJ_48MPBSen&zhy9pA0Uu^vFj+TGferykm@~~si+6|+5L=3>| zg&pHPUlx9JEl+nDkrmZk`5~83vB(&4cB(U8OxlgW`TZXzxqcoQ>15B&!H%Ff`*5b# zx2HJgEErTDSZ^Gvi<)9TPQ)k|f&IVkFuzCM$%k$L7-SH(?k!*$N#5>vNM3zr?fH-- zbvuI%UZZPBD9tcy$>vszZwWrk5eL*MS^&_P_`=KVbLJuv-J7|k9Ldg%t2#(6kzBwo zH+6nVs=+>!TC@lp;KfViLcrS_LETwf4&bp*X+@z3Z3|NO5Z*jdPE9e}iHMl@>i$pb zE1^P4b)=MYS`$gbz-^?m>j+_~mnPS{$?Th2UeSUh2dr~*NF~G}=?i*A&B-aAhs+Rl0E9&eo!u=wrIM}|eV!*urz1xz`7|E>iGRDa>~S~+eV z^@LGA+suTek}&TytvO~ztT)tO zdT49Wn1LT`5tu)-$xQD3{(0!Or!6E=f2uNE@#UgO=^i7<8-UQtj}zjHo}LgT51^yM zPVvr{K5&fij(`wbst`C3+VqF$e{?}0V`adObQxzWFKk6hFFFdMe3B@!$^4}qpIKt} zV`fxS&rYTl!9$2n@xcBPxY~AA)RpOE^xA@eLDYqSwh!v;MA_Qj=4UvUG&I zLFR4ilyU4ey}ixi{*=4ue7@Fkz5NcV00&nYMBT2;y(!gjf36j27#S(P{UZdUHa&cr zPy!R7F<8kS@oku_4B@JDss%s#!|1JtU$~ubU*y2y_S$tB&e=odV*dPn=1x=bP2?fQ zO3!nBH4RKGc(Kt~EL_v;!fN|)dirOeH0PhRfOo)wL#Rw_gh>+gmnArTSe^*`=`PeSX{#oLM*%1dqXwMf+0*;D$|@-gR?_UH%wb0KJJ?-Pv?r zIC_ll@=`tqz?rR*J6@y=C<4#aX6|pvMJpn^g59H)nKL?kF%VQ`plfGn^tZs-{#I)=}x6Q;|p@emCvu5Hco|050fno4w_6i++%%56_tDPsGqk|CqiEg zm$wmT@7t_qrLu9#I<_1RSbPcSn7t6ea@lav-$qcn)us^sjn|p6CvYi1vE1f5=h4LJ zJE3haP= z9$XG^aw-%F)dT*t2vf!&o`H=y)s5S)?(t@euIe_QIMT@@FW=eXb6$*UoZFPRvEthe zZzHJg|Li8ku;*xX8DCs~Uwpt|QzqY;+{odN zGBTM9Exz&vNNYm_qOA8E*dXW2-ImG1vQV4t8>Xd7tp~`IoIlFZS(>#1#j%XVhC(gk ziC5PLR|27;-vb?CIv2qOI6bZElK&g9LoU1Mo0ckZSYwtddQ(xi%tRFb>`&>T`3Js- z3Dd%j;Af18_hvQv@4_##bjp{owwQo{Cb0fa0&i|$u(BUX8?I4YB_e}z27m9owS}q3 z^bD%Y9g)Wr7JHMzL73}67o>nX3xUy>YyeiBFxzbp8&)NY--kA=;RX)5uVrn01^vnX z)5_&qV0bv%{(+vrUM7d*_pR`^J=A3jvR(Ew5ZAs##zyjk;|G9cE=~j~GR$G?(jVS~ zL=gXdDKT~;cF%htuL*gUK7oLcz0a9)B*LTzsf8V&Uo$9D6+w!q+0A@7MWsQIvR9ze zNGtz!KSk<5Hshl{S(7FPl9I+RXCsB;2lh%46RP_iI}tY$L&G!O1sZ`r=VvAyLE+Uc zTAQYNF9c`SWqep?0^LGlz#*)`Et8bIe#4m;@&2znlv}nFxfNd}TZ@FOqF^5Au43BB8QWYvLfgbo;4oeXT)`m|CF&_m2DU-`1#nd-= z?N~FD#TBkx?CXj8W^F34>c3)IuNxxtcbB(==rdzJvF7IpZSq$onaBKzAEEpE1Y+x6 zd!OFD7HhbVgjyPxlc*g)urq%>x%|sOD|(6^(NJ<(Lg>d|e`^k83d~_$m~i-phA3>t zRB3jBElZTBuC9n76lmmj5;eH0g}-3h5_(dnw=<^3e1DKpJIRw0X_b^%rivn+#$^Aj zJT51k5IG(|E)$uakC$?yw;NXE`spUoK0NhWTn~|@z9qo_1ryZ{ZMn*V3fO&4T`ycT zp-Y47tC0$_$cEK13fv5g8%Tyg*sBFc1)_ z=sOrdjum5z@>?U6B2vs>n@`URFI=y1w*0ot|pzKnsff=t(W|gq#@Ire; zVc~d=r#TRbAYY&CKj&05-%K|fNDQX%6kvs&X{H`@LcB8I!wzWY259b^u^9|nXN9HK zMN*xY!0;=DnPU;S=>w|}ldrZ`uD@&kW{{$@h`A6f!C*R$&8*CLR+`7$oVO_e!VF4` z!|IS5V>vLQSUY5GC#G@Ye#V$Kb6aVE?8WGxXfn|Ip%BOdgsDO$ll=;kCrK-J)3Aiv zoePh=+SE}`RxPu^e5+<*4kQRbCS?TfWfhsK{B1BPu*>;I~ZmW_O@JRLqcAl}! zkmFwVn0WFfGR$9=%)BrEJj&-ws}{~uJ*UwLX8#i+ss-Q!Y!9+>OPbCbVJN$DUz>Gyo~e7Iao*PmfDo0)v%<3LFTi#EQMg`uOLqTjv7Ztar zLZoMwoid_ujH#Q_X6rvV%&p2B$UUe?d8?vesdE_kBf*Bmzj9nm>0x&yrLuOR)bP&uuw-5xjP$rMcBz|b7 z*jjWDAsSbM81-nklv>vO4kVi$&S@`eqW)semX@_V))LAKeW(G%0%h**c@B%husB(? z)IagA%Z^W%%N*!mXDjJYd~IMjA;D>fya~Vx>dAV92+wdZ7kVA0IL?-k)R02tSxWs| zucYC#z{bOu|{A)UM2NxmkjrD%&>Bu*e=_|<9h<&kuE?(Sn{N; z?0x^-37H_fFepkAvc?gL;SfEGXZUz)I05uu8e=nir4=ctd|Swwtt#tb#)V@TjO%aR z5+Wg@ASd${qNLRigBMs6)*vy|@cGqe*Y-&@0oW)X>ZsC~P5@vw!K*NxCpn*xsJ$59 zZ!cP=uY#@{#L0y#UV4xC?ufm_UE_|khUb*0weNFZ0r-UnvH!kyO9c@JCO!#o?29)F z$f@Crq$kbqk;p~0$Ydv+nBG?9JGk!!uXQanE=onB=nuHRu*l|OxN__3Ipw2I{6}E% zpy0Fv;Y>Y8tw7CHGLcAN`)N(jF_)_!ir1s#)T4_HguC;t8{l@%{nphlio+Ffs|sLo znl&GIT2sE-JbU!GcmTh>3sR=@>c7({KA+9@Fp4Y@q3rYW_E_Qos;D8A;8g`IsS+0w zZw3p_(>9=2diaz(VA>{MPpcAVc5M2fBuKVn9`FO03cn4PT-+UbL} zwASYtmiddk_XBWafQY&EF#grVs#dj91M&7NRkgCEl)1|2nz1inFk$O?H9reUkZ%`nuKy ztOZMN8oe5N(_43We{*Pi!%Z8rr~%K!5p5sK84Svp@DZwN(rV%M9%4+>2LqPulC0H5 ze3+5YYt;g(ZiH6xzRvGaMFz%JRaO0H1*eUz04wG|B!5R>K-oLc#`+_)7piFk60`}s zCGi)&-$SS4<^(KEb3_9rLy_8d)ggUgP3CxW$6f6E#_RW+L>E0yal6{+QKfc@;qAFV zIHJz+Mc2l|!M_u1>(@DRjDSB<+@5LHmi3wCxVg$?B#lc)^3 z`6}@?pWMAr`Wn$#-0{a6CS`jT+5xnTKffvavSQP6Pt%*3pv`u<_6rcC^l@+*WKR1X zdF1@!$*&p-v7B6k{jlngP|rSNDV0w2{aeCZ+aRYK?H%K1sjNydg|XxYy7U^BHJEl0 zyOcwyJYO}j5P_m#IY>g+`d$N8o$wZvwrD&($@oU zXAdbRosnTczFB&-e%~6zZEur5G@o36#;DImXLN?M=JaFIIe_et zKN!G8VT`0b_n1$M6xly7Bv>19mo53F*wXsQd^-_bs7xw~tVJA?XTkDC1ZgWhz!1WkvVf?L46-UCLJvthI_(m!5}>SI?C97F6sO2slJ=0mm(E=^F1JJ&wDMg;k$U z!hnnA1rd%Ra;IOpO!%X_BcmnWFJ`%S5jY(%`qo>#M{ekp2&ZndW}Dfv8lQy^;0J4a z{HIR0Cg({B=xLXfj#W|uG1;?c^;PVxWgz(U9)|x*RNi^^$A@BoE9d~#O`NKs^O@Hs zOH4SI>8p7Z_CZ%80YRNJb8A<5H7i^4gIeCM?J*g;%!^;Rj|q~0W^OX8;!Lco-`Y6F zPObkr=7)w$VTFr+CH9nDis`;5>~6#|#8VjhD`6kr%KKz|7?s#T%Ib@Y_Na+YqphrB z25$gDvT42`8cFaNY>Lw>W%MC!7Enmd_WxeT%qUmmn85l~0jG?irSJ7(x940N!Io2p9 zM9rn%9IO(f@{cw*#y!(i%joKdIe4bnxkDuU6Td9~as5v!Jfr;^@wK#guXHuN$EPB* zgrfN^jeeE;fjF}}Pk@Lr*?TUUQ`%pJD|m9M#fb9gM+%MmyB;xCA)T5~UqCOb;u$27 zUCpyAEG0QNKpOUKe4feXpSH1Xv@ExYo`!G)dK-2u7ELfyFd=CvdymdjvVS84-a?gX zK^f*gdEovzdC!#7;A5{~D>sarxN}6iW=EV^dxp?7r}!6R{|!0(v`yb&9JZx-X+jgkbvQT#2#|4!kAKe^>g7A#lB&EMA* zq(#7HC>Nd7*9r@B7K|s{#ksoZYb1G~KN);!DUDPU{Hl~g@sn-h&?i8Q3HvD8g1m#m z5NQJT?qrtyRrYyafdo+dr~x9yyrmgUTQ~oXH6Z})Bau%2)X-rRls{AZ$*Ixv>%%}y{0=XY5`_}7x(bLcctu;3dwxcsEAgl zZ*yGaR?m_M(`--@wf&%$?EdYW!YALs8E*5CO|`?@Ey<+hTzLscQJ17ZLY!+XAz*JT z5eJ_2_+=sIguhE}9;~1)@q(-!5f7(#g;T(9aFdP?)0T>KpYcoUm*Y)RR7aa+O~%~E z;@x*2huU8;E|#ve4S-&gW)hNDdFf34QVm(zl=j@F2{CJxKR$H(t^W*ZnToc3Xc*(g ziWUF$Eb~HLuzGUwhQetw25g!dewcZV z`SRY!IX!0Y`0iaJ_DUsUkR9Zs36VfqU6owXFQj$kduaYLxFu%hOc$!2#;gG#B&tF_ z5TJS>tn-AneEwlTsj79Gw$7V8Ok;@HrPr#$EQuaqsN7eADSUM(xd!%d*LvEQ z^{NQ&t=|k!BNE}rZ1R8B&JA_K@~@o`MWS953_=l)MO`+g2=e+wsMz~-Y*5Pg!IT0` z$gTEd!C0Uuqj0+|xniwOjZyx=QJ^_kdp{cO1wHQ~A|jED-UT0@h*4pH7>QnarWYwg z1&nuz(=;So`;yl^kR_Iq6)9p>U%ORem3rR@fxwtLEs%mNkK>n(&b2M8u%_ zZVU%M$7{-&I_C(C)jqq_HeJ{QLO#6ytd~tA01Yp=!q-J(hrp(>GyW`uoZ2 zw5UCVFSI?qY8!sqH4fe#C3U0Hdbvol=*QeD@A1FHQxVgLGmKn$qeG_`$fi4mpamP^ z6G0x@*J4|wg2Cj;>CD_$O0)LL8^5zl%{1R!1g782nj63R5!xz2M3zSZFK+a?+p2oo zb)1#nXmJ}xmm7)k-a6GF#w&x_npf~Bqw2<06h0i#?$~8ggu93gZI2XkEnjgZC;1?5 zlWRZNteeT&*9Qj!hu!0X>eh^5QxqiL`)2<4M(%9^U4u-IL#Kqt``pqr(dL#ryLkkC zrkPr;Vc+Ygzga}(oLt}tXEdNa;~6Y78Y3z3+LyN>LvO4E{HS>8x&z>(HCAu}_WpUid38I7*qLN8qmN(ed#3mlMQWf-d38DiM*sG9Oi zzVphIvM~Z}G1EpS{esieLJXB1ZEz@GFjKYtPk0q%$59b6_O+m15l|fUMJ}`_^TaXz zogy~&GwGuGLn-X-hsh~?Nrt^g%xjL(fJ9;3Ig>2&BelXbe(Cc@5P*Raz!(Jx4GZR( zpD?FWyjuD1XBUi-q|ZkW)i7+N{yM8dPs|o|_u0pMaAxbPAOD;Mh;-u*<=?!?bAHkTxGjTtC1z@>dNH=B zaR_kt9%vpUqw&pSjY=Mqp?j+v$qIs-_nHnAPeV-n3 z7r&rjbBLC|o7!OB?cF4LyaRH@fNo)QcxZMMA^Ve+Q9imXp62bQaGrh4j~z5auMD76 zj#kdsEel3w5!rdH+h|^}1va=kWk-e3Fgj#%or7AjfT&PydwK^KCyg;Z53bpOeyC!# z{Gtv|SAXDq#%Eq=;{DoFtA3|6H8p=&V$a3FivtD2=Vlv7hT07 zIaZDyV(*_aJ|$SzoFI`Ic4=MIWudVE2{tJuyp<52d?4&QjA4aab9S%CjpuJ_Q0ZMkBBf;D1f%OWxp zL)Wp#!oA4wDJ-3f!@gYA3tpEfQJ-nq@Nrk|eXz*^^I^V}&Rq<+nVYgzCpO%y`uCA# zTl+^OYdcpuDFSMIqql0m4xMubj~a+1qYg)uFrR)ad_q}ysH`LfV`vVoZky3ZqC2$} zz4k+WA7EGBAe>eDYm)yWH%DYAcc~yd3VD}4QEK|K^^7ND#0`Gh+}&xVqOWv%wI0nr z9!4w&SJNvIKk|E9r)6hRU9W-W7qEq%yR+;?YUIcqt;vqqA}`rW)JAM!;r6{x<6PKN zhBHj3J($P-z+gnwF^xipIY6tvS@s{yZ?k$!3biPqt8XuS5a);eB6r6Sm{xZ(KD2Xf z8`wn-?4G=9#xV->^!tmw9@8RQ^<0B512)1g3PNS1SA*?|q&09ORa^C|+Ivk^(TfDg zLOu!oA0i=*KRu4KGc!*P>g73^tl@A^5=SY|ts&m(W;@KnZbLyd(GDPMr4N`7Wr6}g ztx~uV!31f&@a)}(pvL)e-mhq*ma>u-@-TiyXE>|%%_qpmD(_yD>=7|MZ$i+X{_JxE}ngH#jY`_VZt;%qxc5%1P8_7L#LVCc551@2isjU}%`y<;Trs;whqDqx{y}l16Tc~qIgE>lyDw{V_}Vbj$cNE^&?N~2 zrUiv(C`(ryC5UV>EbYdKe*zBGEm^4)d+=%<(H0yWuGP2d;lmrw`)nA3Vuk=C3OF1V z-;ITNVOvr0c#2;KBZ#)+k0eom@BiHhU4b0YuK+=6ZyAM{hVHX-coN%jc)k+GEtGGfu5@3Mr|*_s*RW&ZgzENf zWrSy8SFC9j(7m#0*4zE+`wF%B50+8d&U|^>NszYw1J^b+^MG;xz4crF%kszc+wKzd zvMul029bCwGH#1naJPfw1QAd2idp^r6&)MT49`1PqG5qdq~7e+eM?J2S4gg*=NdWd%9A50r zkbQLAt^qtzO!@9VNVGak4c0ZN4qZs0m^UJ7#sU8scIO{_c_Rw^tn<|kjba9(i4i=OCybp$0@h~P{@qX{hKZ#TzT-KI)NC$c{$^m%pY zTN8f;tG)OR2x~5Rw-tUd8w40 ztO-mz#3$@gJod(A>*2R!r%QL4tVBpZJeFEl(CZ-lqK8VP_2m--iT8D(tsiPe6!vD=z|NqUf5g4^^VYObxWd_yf|3B8>*>dap zG{j5u8UH{bcjDX6Yw6uj$k$xApszTT?u!-v*Puh6xXS8R;g^+mFpk@qT_Rm-+H%bs zclm`ckImakC(XG9Wp{SXB}R{uqSMOHF#%b*`_e|Q^`EfXmtLiEt+n*uQfa+HCL11x z(0%7Bb^2V;lc6EIP$+P`e)2MKGxz|p@;Fcum;!pZSV?@$+#X@}LQ&-9udJgf?Rb#mB_N+zTx&rx!nN$s1O9Uob)i)IH`vwXo>&NGx3>x3{)3WMPt!g)%$HO& z+p>;L?-r4H|6B?>JoF4-s2A+3B5w=}r2y&O9ln~5SlK*noPK z87I{9^Pf}{9;2~Upb3=f*IeH@xSmtAxgz>RFKr(bqEAFlQZqK86%cO@vT)D@*(j_~ z>-(D%CqAeSv_igP3#Rm7TTQl$B2$M9%*nshrm3YsC*0I1Yv5AhlWa6Qj%uxo9!IGy z%U)O2V{#8-?L#itQH)?nkV8tW3(VQ&txFxQ1VS$#^a<4}-_daFK@VdoOJTAlGDS;@ zOkI}w4&sSS(So77MS_$4Mt|FU%oE97GQ`}|#Naz$#EbT@705k3(sQG7_2 z`=J>EB~vU`>!^`gNe|+@cV)=;xAgbNGtyA{gSR_-*5};<)t=e3ZHF}vG1^Xlq0wMyRQJo3yDOV{Cv;SyQq%=#`MHc}(wnIR7H8fyh0l6z|;eB3%qfs)1po zUo_8+P_r_yZS9x!d@JOFY5~8`3k+B0s45@Xxc}Czu zaE2W88Z@w+)wL;GVevw9QPz1(A2tSUi`N)7&mK#(>P|31DNK+e6J%c1h%u z)zuEqri|p}?D3qJij^5iQ>(3s3CZoX0ahzz2QZ8F&k*;?7r=S*#q!BF)>lIxrvxW& zsR$)WQo7xckR+H_FRO2??+g05=|GZMa4qk2Lll?>#VJR=3TxojoE9ojOsD6W2Qx70 z6NudX&$TcOXC{;kVM7LL4a$)7imC(rH5+3>Rt{BXAl5#vI z(S=IY8~g5GFiT`Jw|_Q&8j)4R%L@(G{_w`Tksl-}bKQT9>>t74aUz%K)jlS)CH*UD zh)Vs%BpccC)9!t~rC|PRkGHf4Bqn@r_0P(J>aIBXa-Tavuda(^EPL>tvxMCBejsf; zAMhK~W*DWeM)Irsw z`-a<1WB!@jMbRSm)RG$)O|9|Bix2CyuNdfLB#E12_`X?a`W_LKwum$BWWG)`B*bKN zultNoxwn>u-tqpNhi@~9zpSviuhIJUR&y;s(X z)VOFO%Zsq@VG(_z>G@Un*!0#Ndlh*X5ESkBbgj#g*@)4-%#|n^%`V~bsJ@-zp`-)G z0aw3zM4=_8Xk@wFnuUiK)f87nNSBag@bT%^RfA_budOm`lqc1p=Hv8jk=urGOD^RU zB~!ES9FJ?+$wg$^?RWpR!hItcMgKiST>KZ){|(>y@eQVnRvLw-1U1nwe6*n2;-hMqwfMpXi!6Xd_=6@>LeNM4Z=+u z2pJG+<*w5D>ykRX`|;G)<-zf= z#QOTgvT}1?&o+E16>;F}WpI0b7k_&eaCZ4KICj6-nXr;sqVk?!7^css*AuGwzATap zS$0Kc5Z4L!!yFGBg`QIjvMW|d(b{U#5wp`!+c?)P*|HM`_VaTc%~?4(`1td;ZjwNO zySiLxRn?jRny(#+32Q@2NokH7ld*U>N51s%z)0{Bq0ZXlusU^pgTC~lYh&(W10T&% zK7E>h;j90jG9nppr=AWoz?kM4qMEJ#8LO;1Q+&O8iLm}Z@J#Ja^r|Y1fb#fb}#|t9iK!JV7HHcng?s ziVG(Kwhd6E0jTzy1yRzFg7kDfFVgexD2lPpHH49-P1XQjmNTy z^s56|jz^*KhlC4tt`ubqO^Wqx*d%SP%)GMsG<%a}Tu^vG30acHw94izsrxCnihkyp zIIsQOgXl9S(zSG0qUpy@%S1mUIFY~!qS#Cvfr?oo3M@56!0-Q~Vz&%8Ck!v#X7gr8 z>$frvneLLSmojCjcFsUf406YW_vH=x+#T|2QecTGPem)p_4Jfo1PI2TmtQ-1q-a5$ z7njxn3CVwFEV(|<5Z(<;yAtd-t7?nqPACl2An3L(e$rNL12e&l$7^;qom7fl*xjwB zrP{52lc1Z{Wu){juc7GaU2LsBxRKmgdXpzGC9lxqA-cjWRofPOVe2Xl%<~w`u@uUc z{NyqCN6!2H&)`o*T=%a5#^v^ZveA)+6iCKf!c*SAdbHJD=v(Yl!VsF1W8?2mwU`9d zb;&EWLOBUZcYhP~*gN>GQpP76`&me9l{31-xu*Yw;EfW93{zi{`oL4<{H9fh-_Q|~ z>e`)8`Q*aGeJk((`yCRiOC|rj+XP9XpRF!E)Fh1fwr-npp8*c5h7)719=qDj_TO!i zq`Q;O^h~4f{zB{6?%J6xq0AzHnT;4^QW;`TsK-~AetPFUNXmnbxjWVWV^o!Xzt$0J zk=0r^J}hi-EAXPUK&4MSn~9Awx%tIXG`w+*#SQvYc^!1?=yM!j|L8A0ZUb&sLpFom z$LzbNb|oS-<8qSc?H=1w)g#Vsq@&Zc5k~c|a_?VFccStz>BBIPR??Q$NdqNu>5R#k%0i>}NE?;91b;^zL7a_z z=?Ucw^?E^5AE;*tIy?w5uvbd(s#Z(zPEd~Of7Ld(2gfaXvO4E$YW@#PK(xOsq3in0 zG^RN^3SIhJ-)#JJb;Y+ky6GDVG z#EgN~id;u$4%y;x#j1z~KRyeqHl4+k0Zgp~6Hm4Aab@PIS$Ks4ZtqL0VN@Fn4- z;u9sEB`(nf2B}mb8~iX%)#eKNG0zp$4Mm8cG^Jk%cnbrXy-ha^L!H7<{_<@OH5q)5 zT`|T_5gE%RsZ*3-(>^tw@$!OeU<{smpxp)sS3xo6xz&-q!g}Qw#x)@5=m=0rFN(*G8^FTWkbSET@RZA_JW z^;MRV)u0OGL6CTm9Bo(AcObKgKTi`X5IqHnsb3J7m>C3&HV)Jl3+e;JNsno*Cd5lh zdeUf%W$w)Z?I2KssjSK;p{W8>t$k!cP<=|HrH){mFtcD6ku@Bq&Yz9OhMnz-yE#-( zP@4dSSnI1sQfBG%vJ9z@+}qij5H^kRo^=a%@SKjBtn zu24Yk6}Zg)y@F7<=A*@+Dt#55a$I?;;L0kO&qyMz{S8j!+ht846K=QMQm3OKaLJf* z+*p?Cgk>fqn_87mbFv!64l$`tX2YHm$a1M#j*dbfI)8Amsz)pRD0W~fP^H?>Y+9N^ zXGM3Xl+g&xrPN4!1J)1v!HW5}Fp${E@m}`dt1PFB{#&qH8 zwPiGbBlJ*xU83&7;M!$i^eOE0DUfk@#svcOuhY&sl}me?O9f3khF{U)8t(;E$rMY9 z*z7oR+Be*z&|^Vd0OFbomao>(HjegbqzSiY#}j%zE*}7xx0Yaz6qM3iY*ryufQ@4C zzAlsf>ESfyagE$z-Hu$xAfJ~bAZfZC0vVK*i$|DhmWj8CKbfwjhlBxV@AAk=al)vz3#33n|HS$edNLG1^rEfO$ z|MbhC?G0$14OoQ6IbVcUaKjhVT5t#>-G@8k!1%VVa83{!;D#U3^6Mv9(+VW3et~3h zk_3}+VC`um9A7eEuGjH-IQ<#Z>GMjsL0v|{jWsW_##5iwJ+}~ya0)|dM>E$UqfBrI zYp2K0);Ve}I!1A1%|?*g&hQ2XK40D93M_F4+Lsu!V)|izvpmLs_=^Y5TziI+FSG@H4`~`98wdiV+k?op+kzt5 z4A41Kh2WeEQiZ0MK3So1NfJ`@uXp8Vqov3#g8XE%j_|(7WG$(t@zCo#4%olm0AB-s zks-8of?ySO+e}wwBR74$lo26xCA$}viF-Q;uFAEGd%}it7jr*@(|M^ z0y6odpr%zKqZR_V1jxwmz#Jlokx>gi3T+OPpJ9J|w{FFXp5lu7>$)T##?>bv%+Y+E zf=o_N0Hh~qn?6t;k%%k(T4zdK91~}qv8p`ODuct+S zRT-TwTCu7j@}`5@^Ya!+2BrX}Hxitci^-52+lx6!(Ey625Q?RSpERMLuPNg-5}_W+ zKp98J(VGs|29YRf*f8n!hcB;mlz_2288On_fB#>&8v$y~$=DDZR9_TsOs0(?Cpo=2 zLQ%FucA0HcZ@r1@IjQWO##gqY9Cia7b|L=jI|QE5mSDOWF(wPyx=;*k`^sf$DomYS z_hgIvLfiyxCX5@@$m@EUxK$T;`d@>F6?I#S`*X(WqhXIEV5aAN*}ZMNOH3iX{n&Z6 z?91VzNvKe;Y5hK{T!m}t{K|7eElhoYRJ$liygmtBuYK|}9FA?FO91s|yAARjvx$y= zx{fuZDgB+f-^Rzzz&GR{=tem%Ple$W21wm?A}CTFiCd`d2yAo)0^ysA6ejX{z5u3z z3%!}TQF~FI!_fh$-^aJV%^Aptnr%HuVWO3lR0^ACO<=Yk`GHQ4CqOFzq7DklHXP{K z0Jh+0Vc#IDY0v>trwvAb2K-)y3cyWpAb!rB?C+{kR@lJmNa~^6=-_Mx?E!vTU<(n? zFS$Jz^^mR}<|BF~5Aonx+c-L*I@jf0_oWxadlWe3ES-~C=xm)6_Je>C_)~Pbu%;BS z-{#^Rn>J3FKE#EXM$Uf3KQB9^gmCMNLjU@2r`{`)?{0=e-vt5zu4UD#g#AzUf z*?1*hl9h#eS$@tNW|Qg9W8pl*JA;tFx}2ZpbhBVC<7@Jo-{!bJSk~xim9kBS*%4gU zh%~!!Okti*t*UFD1KwSYlUT~41cZ6pCoaR0byP21c-5vq=ZKvoILVt8VS`K_sMg;M zCWn;m2vl2B6|j&!&XJ~PtCiou&d1LE$~B_A5Fr!G!)h4`Ku<9mC#B78d2z0#6!noW4Z4w%ED*)Z1}-| zW8@%kX4p!4OoKF{$oio~*mg`FG!td$wX!uz&l4o|>mmYLy&NzQx;ci7dgsQkssqbWkR8}ea!>YPPG3zNr+l?QiNd)C8=KX7A{()O>vCr-2Mw^2n@!tAL6_=6l~ z_b52wKE5Ge6<s2rM(4yO->{5ExsiPmk%;}ebbQfIEXBlpZG*|Q9?=ue2++}kyfVoq5 z8<|-LnYkEodhC<1xfn04c@X+WRNg^q;|k{?(}XSrch>WKCWYt#+kk7npvor!ND=Fr z8Bn>7QB4rr_TiE7uA~q|Six=4yI|V=JehgUAF!Xh;&%ywV48+#?^t4x930&*a@v1{ zT9)x))ZZ$c>V`f#{Xp?&2WvokNl3&>+Yr@PP}ZV7RkRwCyKL>qT{WHP zY-e?65)f5QbC*xAjzuoZDqg-!^<~t(GO^l!mqV*}maCs9R%(mWrK`0r=9*K_v+d?> zA9$pt3$cn~DY0|2`X|PqshUr=IVLKla&am(U;2N12`ewM{Jvaesy7tyendziEH)@F zU4tb`N7ZTr>r163sU!KIWprDbDHDkqd!mXOjmnqe=ad{?X-c6GFb)NJHQ=bAZiPU7 zUizv5V1<)3%;cSH5MTS6acgW^;Pn}$q7e_KqJ*$ixyc?>FsRO?EV1Kx>cmJ+Pm)V* z86_z<+>bzRGiWrI9LTFAOy1CuRk)T_n9i#d{MW^N>zG=*No+%NA6FYJK%lpOtx56m zViCMliRuyj{hHEKbk>{_oFx*WjmOdGQy}Y`=s64(j`2X?2!U$`OBEIR#*c28w1)CW zjhJB6!3NZgc*Z`9Fr|GMP9%>#-JS`Zc{vb{2F%)mL3N^ie#3W2;tpJ@hb$IB{MyRT zhzvO+T2eW7c9{B+4_N1^L5PWou}eK+5@~W7lpG@&5diowy=kxQW&`9^LSdC%IK~DTVpKoR@J9i8PcWKHHk!q8 zZCn69&hfNB@Hp}u(N_b2700;Apf+$zANF^ zwV&cg7#*y7RP-fGb@!PfYUbN7xFif!GkZAqQWa)Qk9dAVKE}Y5{esy8%qOQQ-{ISQ zq^ncm0Xd=yso7J>`SRX9A5wYI`Emv>lhApl3DNw6A$qpHAyMNAGMgSUitTmn)XMc- zxeVF$vJ9!&_JjxvZ5JgfZn=W*w$C}Wl10@5G!102Fg+;fjl5v+07FKNksp`c`iHvH z7@`MM{#%UU+r18r?Z(!P)A!R4BM*773-VmxgAB;(Sq0KWC(gSK1?LY}Npi}!k-6gq zM^BJ@k9Vh(MN24Gk|KwpURr7P=jHwT=n{w>0peXcwxJE*=led^b-KZJ_@zM}D}Q*N zb~~g|pajsl^E~cll&`eZijN8RwS8i68Sv};Qoa)m&g?JN9>gm1>nYp#1YN*$NUp20 z2sq4t_1~VP;JuKnyNG#g_XMchf$x`^HzQ%L_{TCWhiuKadE?Qx4Fw+7`8{CTwDKU< zF6T&^w4RRBoVd?wp24AhN6>GRiJMRuJxgNJH*GI!)Q8S`i(q1A^*p(+0`N7hoHke0b?bjRIe?8NQVBJwnsv%g~W~4gcsR9v}Rte0~>3cmR5+RAK%ipZ)Pawo|j|P2e zZ@PhiFVn?sjO1Wv6_(aUYA}FH<09AyNAAwwjf(nQ%RP%IG>je2OYx8E@W&EQyBAMw z#ZroYctFhly9^Bi{TpSIl@Z7e0Y{_tMv?-5)u$sY}as}8Zsck;zn0-+OSe!>E{u-pDr>faq*5aYjb zbbl=|Fh3WWjSa}m!uii){|4!@M)LkDHq6~G%++Oiq$Lg=4m{GFiYfq{IF&?wT4{#Kb7|n+8g`7Sq1p#O342#?Qe9gODCsC1 zdP!(Yz_nN0bn!i(ebwQd0O2!l=;P73iFj%$JLtvuq*^HmJSXPTl%HrM zVbDnpfTp+z{FYf(3h49SHF4j(6GR*P(kbQJYf9R>m|oaF#jbR>bW4VF>^ofDi9me~ zHq0bz_or&({NJx1{dpnf|Eu+*Kihe~use2+KY?{L8{_gU3K9&eqhA?W-rDzXBWyr` zF}gyf{%IkJgYowk#LNWxKa80_d4X)dOnElO|7TtxgA>PJLHJiO|AP)>Mb<^AH8`KJ=a&f4#Eapbx3^mK9cShjD& z^XR1bWZ-b>+rj^Ew(i+P_=G#K?#uUBncC6Wx|+RE)_c~emw~o?{(o`uPQkfAOS^7t z+qUgw1~ay8+qUiGi*4JsZQHgp&szK9)Y-NFi(RK`RNwdL8vXQJqxyYt(Am2jyo>+$ z^WM~B#18pq_2sJak;a3ow{vA3mYZlV;Msg}jFhs0I7O>8t7r z``30_E3&{%%e5=VM}6H036-Hh{?S{&FHGd3Nb0-Eeaz!Q^aH?7V5RAcrud|hfWw;LK*=hQka(ggSDD@P}$ z%8z_ougQxGgEWNK6n+_S!+*R2{bvaC)t@{M+OoLIhvUTiW4Z(&);D1eXvZ6 z7)x4C?L!*ufg=+mUVA|_z=sFD$_zjrf*OJg26Awr0+8Q{g{^tO^c!D5?JMO619B~W z1bSXp1;_bOW&^oLpz+Q9qM1QwBP#F&B{NW&IDX^gbf9{?gR%DKMAGfoa6YSR9hr_B z!+>@(J8^0oqlgReTE1Nlu61siJYWD=47)%t}E zSG&>u-O);013Ru4@&{T?=c**KbbVHe#4^2NX4ykEm{B!`W3;wkyFF#&g|MBvY~xTP zWiGCJ&Rgtx+wSXedbNnnMoRN){Xl-ituW-Z~jD0-1 zNu~#0I9CG>Cyc{U*5+W?g|{BgyW7h2PQwIKMi=&H<)e01GRqbnh#bC_j~t;jltyq$ z$x7Pqr_~}bVM}ibzQ!7bY>*uZguq?O@T|88 zNbt5Y^QmWE4#-9lrtPbWDxSTQsd4~oOVy+^pSXm_r?H@-oh=h zmnFQSB@s|r>poc7Bu81^B8Wwbx2UGK86RB8HhaLb45ZR#=3(Vdb#oRXs9dDsSUIM& zLbNHA99`SODTQf#9newaQ!{WtWvp;j)7vE3k6 zr^pcv2-CD#4+Of|YMNk`{^y2k#h)?LpD3#8<(h{m8HOrj3)j@G%1orOU5O>z(#Zx- zOkHsrHc~&JP$~=XYTdwV%FJYcYm(_4Of+&ZsDZ7e`%ArK)<<6<+IiBsK361u)s7(P z78Mj#F%1+W`X=fur0u6@);ABR((gd|kHVwcvy%Sae!4F~pVL>NPrVxW^6ZEH^MO*6 zi=|JMw9}lLdKRKhUP_=3rA0L=oq-v&rJR+_2!;`OlfIyQq8EvZ!ykUv{x9^e`j~?R zUL?U}8w&l}VrNG#W(sYc+FrF0rNJOn9d?O8`;j1ITvUgSV%X7sCv3XXD?4FA^zeS? zJ6YiALjDPIz=ZG zBBdk~(l9%jgLzv)4RIyKHtPN*(pqaGxZBXS@g*Lf`lUMFX4CPCin7LWz6_~&1%dQL zQaG3Fm>khf)!J+0(fCx8m^FPPL^xQU-`Np4xLXr9u@9~jN?HqdV3)%d8O`1d#{k?! zdC@lXxE|-|J68igXOTOyOvez5m7-$e?S)tpATGoUO>u4eH z_Eq4i2A$*PFzm!Z~| z*~Y(6-!-!(`{B1+n}@n~-~B#%v_Nl)1VlX_R~9f&YoMT9yMX1lGeNiwdvqK zMm%hKe{;B)-1S)~;GMgM*;$j-(fGmOW97P8O;VRybgUfkt6fj?Q9Tm+or=Nc6vp8a z#=kra5vrRF|N40c((snm9m9-yD!VH5vsI#QfG$%hOPaoOKZ{d#D4xC?V7HHqv}zNL1Qtyv`h_oxSXzWxXg zX_MxsFObFN!GG`4jT|*$8-C0+r`RRzV9djqy^-OSr$i_&q&?R4ds^SS`SHQhBnZLJ zBs+nhZk-GpDt?Ls;=rrbZrCP{xlc2RJL5Ycm*a;epm z4zZ&ek$H#h;n&Gkp^K3Z8Y<|dwTW|8+r_1!_oL{Mi~-}&T|I&4VWM4nj2(z+)cE-0 zK|uTa9eA`9Fz2UL6((E{?UD3ow>tLV*4lQIKm8e(&WgiK^6b{ak}SSyfTyD=Wd~CK z0wv-L=2KZ#p!Bla{#M7ZHOp)`95ET0omkrIg8J6vt5L(2-zK8gb2LI5^p{mJr|IyR z%xtR0Mx=#0yfdw~dorRa4GgMv59U|vG1kv19&e7e-2R~#_7X^yg2nzz;!GZ`Ow zlWgCM{6e%$Y*u4ikEs>K^RE*fHJS4-5?$5MxFk6E3c?0FbPs{&GhhZ`rlLQJd}j^p z;8_+hW+M}5HsRI|cdMva$ZRP%@O2xZ;peDoj)0yLi|6;av;FgIV9S(>(if38z{>x< z$^@@6rNII+^sO-Bi(zir%iM6DO)QwHtJgxUF3!AMArLyRVW4n4Ciy1Y3%GS##F>+P zK=axUdngqM%uj9lHnaJiSNMx(>UvhpoA1~?N@jGeKr37ZA2y~PsprJrYf+i62SwxP zwqcD)TpNZXU9{NhmZ9F%tR8M4KIE^<-*s9qH94v&vTJ2FHg=-E>1}9RCrJmud8=tP|d|o-=}*nptb1l)r-tJp}w}ViXRzhexh53xiKF z#pp8!Wzk0fIlCZx71D^38RpV`E%bxq@V|dH6S-itSS2tD zuE(X!;{YK>mmM{PJ;7lU*#P1|XHr~RcJa!<^S7CZ3T7_qF~RnWRiqpRA&m)cNFxhw zWdkylSECiDi_y9zhvv!{3RR`VhzEuhy&<*r(VU@!jXzoLR+wyKr)CJ2{u5jVuCR!O z(a3IjtIyh|ui{WAS-HMe+^An=I;QD#496?xJjhVFdYjqCbUi{rV>~(Rk@g@f5~O0; zbnQ9;-71_vzU&o*9?~MOp9#2y^YCY#s&Qk1g)|efk3NdFZ&*YU0X&QX5f_K~g!Kpp z2H>NZ+hv$4fg zx*pb9FZ`kVwD&e<)G$Eq!tcAHzlk)y>}LXGUla}aWb&(>Kg6&)P7^jpHYL97jHdle zHsTEEJ>_z}>doMqODYdxzeXCzMgF5H8=*w-&Ge**^W^*0>JXVtA~j!cpoqh4i9BMr zH(ZaFRT*6d940w^|B0PD&4l|dHkFAF7VvONrs%=8nTJ_1} z`S-;7n9rI`-h$+DJ*whCI-9szesH&WvStj_pVed+^H<@2c5i@XajI=<+qDobtZ(VM z9LhSu$72roZ(;gd7)I6fSl-DI6AtWY0?dXm#`FMSzOL!@fv< zp3TS%V4R1obOU)3Wj4jim+Z#D_q}ujr&n2&w)MP2X)D&W0Y6q%ps=~7k?4B>a_<^? zzR~}t$DHX5Aa8kHz8<{ClvbHl`5JaImUS29;=NgJqQf3o3snV!Xk(OyorK$(TC66B zJm_pn53T7aXd7`f>Yq;|Co5msYBYhiG}pvo;mYA&xBj4$hL~$48`K1Jx6|X5d1-50 z|MXsCx#ODsuexIk0iPM`V37NZ1yfv zk=O>UT5(P{iXm_6?}}&73r#JCtu?g zMwoEXhL(l-(3~FR>Mu)5f1oDW7U)&solBt|5>0 zkXug+3O-rOiwh@srOVvF~devh;p8o zRPs?{qHbu|VPb8^t^V?R+G=c{qg_~*Y-CIgTY|)E{-UL-%RqWD;^`mE*tk)R&q%||h`ChjbasJJ`@GM=# z(>o@5zIsQZ`sf}4JP4tSs(0Pc{;N?ZX?DG#hyBQ+z9wxLP2%!*coHw8wwR>vJRzWZ*RI*mGq=xRc zj3CS`!(U{(>f<_a8)47dP~>;kjrk~89U{YPOoU7vbE@?;%YLmJZE6Em4(U(3LMyOWoqWEwUn5$YlduWO z<8@4B`Pq)FO7Za&=&L|O;saL1b*c;5vX%*)_PsSxcJnIW;xCia)A&PUnz;FrBgMRO z?bBZ3{Ei~FMfVi1Hb{$LnJXhmeh|dengfcp)and1H8V>bm=VzE91)Jo6V_UC)Hk^- zx%4POS7)57A~EpewW@ENn2jwcFz)s&Io|i`V)aPuPD>|bO?Yx zU%8VJ^zI=C;jsstVbZ5r-2Uyi&{WTbl5h@Z%4iwt+??6mNY$V01rj63pCNo4yxGXp zFIy&TcC!P_Vy2>HJOZMVLjIJ)I0%<{tlm?oOr=Uh<@ccs_Dqi?0{{em z`hchgieavos??tx#bWAU!Cl5|X^=^$m_!nhRT$K34)ToTagboJm^Yt|tK?R&qS=4+ z8Y6fV%0vX;8R4A{1OQDHEkn4*i{RLny;R$&Npw$rXG$dfOD6708+>B~rnhl^@!WxE zP5U`s;2gBZWdt5H%YY6GQ1?v=v?3&uddm@E^kg-l$8+K_b`P(D!&e{Q7={~~gb#4X zYOgV;cVjvYEG>SNvvImB8cuFiCRSgKLN<>MP~dmiTjP zZ_fS&2S?8I=d2sxM`Q2!U~`p|t6Q#c&My9F77SbdMYAvv|7w(zoHB1K*_URkr^%Pb z+0A~(Va3>o*X_tV4dCfx#rd?Mf0w~Ox*fLvW9Fm1)Lq}UMe`@9A+2kFII|dsfYIn* zE2UqETn~ZvnPi`w$R%fv@X>W7hV@0H*y9+fmK_OeC@s;Em_(qsgm@`Dsi zZY+{oRT(*pEDxvtJ+))c2ygDT03|3ZB$>b7sG%4Q6*}@_<3i(v2LW!l34SjyRMRcd zyYN8=bR@rkC1^WSnQ$z>CSatP9VX@+`K@x978P$mi!7VPzSreAe!nIq=d(eZUis+< z>K0are81Dhc>T)ZS~T7L9{ktO)1l-xmkoz|UqdY2mzZ0|?xIMS8I|SEEtd0I>G`3w zsXSTpuwRC0iJ)J2oWgCnqw2ofF!%K|5s!$+$wM(zCW{|`$T=W7=XzX3ER3A}wqN)NpG3#pO1O-P#i zavYo}Gm-r?^u1m^OdnO}-QhS}hA9|Qc6~-b!b&}=6UJG1!iW55nUR<#q!{qf3wM!D z(UaXwc;J+Tj8IOWSKic{z^Ytpq;fII_T#Z}6x6msHmCyYr5Z)rL)J^PSv`BnOqWp0 z<_hcQ{)T;a4c&H-{DdUNPr2`>4|mfp{6gc9XXV;R>8>~NL?MwxDAT- zL@sPbOI;08-;|n~SJN64w=B3%ZC%9arM;E1M&?S9v7{fbkyX|Lh3t9MwIm*3+)Kq+ zx*Ao}f^|YkUuJqLV|w+uh` zIE6dOa}*5TY+Jz&&L630C+K!p)f9yIu4#+#M%K1Ltc>W|M>;KOi$EIc+S5mnO4qi{ zyEkpWU|>awD<7J*x(hE+nIVv>qHY1qfw7XzB&t9$SCLoDuEb5jj z%eV_25FL46m1OPWG`7vZH@>y~p(@|yJorI!$OvTG;$$QjG|AOG{h?hZ=b4?LS3Wg0 zCKDs~nXhGRE^#b?RW8`2n<0{X3@sqKO}Co=@S|24+W?UlIOY2TrU{jeyve$ja3p4# z?I#IGp}Lv=N_U&K4(?)*+G5&RiW|n_O>7aS-3#|tWIO2W{uY-)-3@)3my**n@4zyw z?Z=Gem$lb<@+3%G zme^M3nkfD$C3h(GR=2{CNxxCR-nBcyd;Z;P(RgDFaiB$6lFUXXp6X!}HlZL!O0{1l z39ffrNSMJ9OBQ!x4on|f$q;c5_8vhsWGxn@@hR}g;0+Y%t{BKf8nvh_g~SRLPeL-< z#<~xVNS?senz7p&L_YYD3(&@k0RB*%Q;?($$IOHy-el>U}P%s+PH7 z;_COA((DRI@~uY=OGDe`5LGw*xP8r+OrtUSDGO~MAHEQq6(62bZX+gb+DSFkfXA@v zupIv}--)eQOfj<8^G?v|K)1H%EV-?=^|*qdq>|4n0sU;Y8m;)1o``?_T+yltGh%R( z-t=^TZY~Xd`ZA>!qPa$qm&#wH11 zgSlAdaw;3WceB#K;+&eO0Jgb#XX`iaV%v|-P0+y+9Mx%)2Axb>7@Hkm6Jy9lr|1ue6)d-)a3(x7i^Q6pg z5h8#WP0aFUL(}0wfM=S4um^NC=VH4iUdeEmw8fr9#G~$9# z5}1W63-Zcno7UY*Bwi!8`$JK#X=x`PW^^~gk1a{vK?{mKyBtRg3SvYqR0|hc3qC_w z_x2uuT1s!P8ZLA(d9S(#Jyb8QwS!aYn92KSu{iLV>dq|m8ZkVTTHsUa%~C6VJfSc# z-`06md^Cec|3ca>F>eY(%uD>BL11I4BM7#DAS?VVCj;=oGnESiGqkcDCX3xR6qPr& zL^Yao{@Cbq!q<&pX4$Hh<+w97B+kQO?3pEM!KJoyc+W;5zEhyO+aC7zppwKqcC3o zi>ajX7{I4B^lX)HfvY>s#{T_V5Bq4e+`FSPn7&h72p;cTOLd^^LW%303c2sHLw(Ns-`eMhI+^{cFH;P>0?ozXVQRa+Tv+y2YLCWzzMj`a{$ zNYtf)jn9w|C1d>D!$3@_O#ca@$c`N?4v>f;tGzjYTClpnUe3UKGO3Wm5E8}1jov~F z9Z|a{z~)haG_Ty9!XgLD>dFpL8&&bmWjR6>m)|&FtlTCls?r~KU;(TZk3i7P!R11U zKUpK{dVbk^-r!<82K*EhPE3kD80A@HSb8v!P9WkZb1Zu?M4@iJ&9|?qM~%+=q!?B^ z8%l^V#xc%`Pq%5Y$C3MWFmMB#Ss}O%5YanQvcHK-9Kusglx6twciO~Prsi< za=xA*6^_<_)i0u=>L{xdwZe7z5C#Ve+^i}myUWFIp6dec6(j9#)#;`DIR<&5nbfZg zF5Ch6bH9;6*v4SJ`N)F?V^>bi!LrL7I$LF{ZrAyI9)t!v9`ryk z?Nwkl9=gYn)e`r#y*)yf;~vTs`|ymF&cHy;;hQv~*^W6Cs* zBWsgQJUCalM8bKnG>5<-r$WkLU58YsPL`|ffw7f;%& zx$s&MEkg2pGl!XkGH)qFZL!8-A3<vx4*|&&mx4{PbMM4JB z?NgnR=|QWk(-Dq(8nGDEQkWfWk2z>`Bkf`-+C@R97z6p5Or7zv=-ak z&VJD~s8QsUaSY;+W0{wF2OxD=`Stk)x3pGQ){}931k9?o*_FVzaw4R~rULJmWYzN3 zZ*n)0gL?D!c`|&Bzg|^Qw6dBzJjvn7ZB;k7 zZCm{*Jh+NKAKnJgW+28b_;)d~wg1rokK@4x#md` zPHHioY^XD)mwxF%v7^tm>$6TNPG9}15}JEpg; zwJOP@y$;mCZUKu+^fjAI07|7}9==j`Uq)}kx!&V;XbB3Ncp4695tI;LUSoHFWK_7q z@tpG}w&oLY1h5-yOVA4^kSV>H#_A#;X|87GI5eBWBUQ|{Rtw!akhfHV3ouUVt!fxi zgAxjBYD2bGKlo~;rqD?E-2-E2ua4VKdXJluPu?JhpBlC7_0iJQx!Mj?#BE>UgrOja zZgxUMWRq*JaXh=;h~eJ-Wg(k`ZdH0d2_CSO-MdTWZ3-@==y!aG39@ zaUeA5%uSBYjsUGpLRj8^I%#j{QJ|b1U2SVE!Be8u9{a{zl*Z!@w3hPU$=eLdV@O@L z>1l>>8g=Q~+%GG<=mx6`b5ZnQdX9L@@uKQOX(o~>B)LA-4nd97#rd6hv-e$`3V8BW zk*iv6)-V~ssC`U%+OHs&;tn(dW%Uk#N4>7w$ESDprUjDj(98g#XUsz2DrXEF$6>7x zCfLsK9YBuEn4dv3N{HW!s)7in~^3M7BXBielO0c1bs5Qiy$Y5n=e#B3eE z9m{+k#<2HC4Kaq(1P}_kW#8n>7>IsCqLcP_dj#KwJ@?UO*<<>xcW8YP1!ckty9f_z zgm)gARSI-;2px_T5gv}lP>9thpr_e(CXYAosyduLOQOpq- z%Jln+X;j^p#)2l}mvDf@1K_LdE+edLx*qxHt0wkxUwoyF>D_(Dm8v1f=5|_t0i zCE&B|A>{S3gu=Oo7-~JLSL%8t zM-g`OJVQ%a(;#it&GncxtUofS`~_p*7SU#EZZ9!A&UaSg*O_B4Mep}s!3SAJj^RgI zydXcztuN_b)U%F*t_b&qIBes9FGb2_!_OA@v210(c186IZ8J(j?&~>Je$;*8%g>{I z1G-&0(7GHeAFa(hv!HrClWXkC#yMpGOxIx5?$YJJO@1upHYp-pQG>J}!c;2NFeJL& zhc!;aK$wz1U7!Ko6Dxhv;~W??acmI@QMXY-dC{<(Gr)J0XJ4QZN2pQ(-Qg|NCjmVR zD)>gU=T!?TJLECs_>6a_DZMU?JU;h9yHYiQ2!x$B`XMl^WEJX4l*jyHBO+)u8FowV zoB`2Z%FeUb=dALII^is#uTo*zTdIMtm`EHf7pYOVjv}E`G z`(t$_>omHRYsB->Rz}1l%cEWLa9E&OUt_5A#@Hua#h>~VB zMRqQ29D{n*ONy{}0h#pDf`??_>U1*HxaVrItIm-v6?4@3_~4_=-*;tlz_5eW+M}w^ z&G>z@GN+Zy9&YsG3AL%!I@n3ct9jBr@ps4iZq(7VocRbYcgkru$2nNuUXu&4{G{vs zd1+p)2Ud>Jy#mKN=-|Hh(~N2YnnOuh9;<*>jjNeAV}zq}UmUBFTy!1Qu?ED5$RL8# ze~CoYnF%9g8Iim6$2wUw-vQk~C?AJ#cYMWUWR8mpPEP3Q6{d4N;5-4`d1@7zY#eu( z=8XJ&tU^F%WT9Ec%{JeJeCNWq+emSg;S0i3KZDXZ;wPF^%h>@*F|Tm`PMJ4A)^Wa; zZ+QC}>Hq~jc4}Of;RUXF5Z}u9$`fiype=aQgZ9A$6~sDCYjFImE81qxqWVB2Z-aBg zC1eiZ-D-jZv+7hO+jq4k+iU_$%($AZtso_R=*~`4pf52ET~tT7XD0DL>%%9 z$}iMv_&h@v6sG*ySj#lnyy+Ei3K+2U`#6$&@300cQs-C2+I1C_PW7rXM(wQt4SXA) zZ*BNDFcVl2&5WklnKI_#ktO0TO90YqU)$x|q%m+i{{0*w(CSUf=4&d)alzXLzjzwV z>%DG~?jG%YIgHD8S3Zh!9h-ID#|BAn^Q<6M0Q>b|(a_1yg4W|AY}SpAu8mCj&DZjm zz@c-6WUvNs)dIMBvli-B>ta}yC5&-cVpJCXkAklrh!Ti+XJ)-2g)7xX%g#I$J4#r~ z@7W4Y0$&{K)e2Un=Cf)OEIR$0mwzQe{a#*3#1HQ1sz*;c6xs!$&L0N<1|Me#iuHgF zzh5AW6lc+QivVTH#b-8#qCwNZpbWBG0I%D5Uvr; z4h-Lr0|b}XgBQ*g-oXT2#(1JOzKC)PLd8nqMh@EspnMEA?9m<>w)ibo;P#!gQOsle z(M*qTaFeRO+g-%RW^LzC{iZX9|A_9fg;c*?;IHnPGfw?{?U>%nl?xk#3+2Bemwq?*8#UVo^z1 z2%?^(8rW|*Dr*K-F*ze9xdio_NVZN9s&(z`clwiWd_2=@dht^}+^s}sB^;~3jnHnL z>aiRh*6=7GK+Rw)-gC}!%^~X6w4?kzW4D}wkjC<9fR-DW*uWY5{32!xV&)s(b>74j zwV;oqvwc7F8HS8u1F*B}q*ZE!?!*|C8p;WZQ#xVOad`^r%h4jY-<`g6+J(3B2e#=@ z9nERRaDQ;RL2N1aT7v%lEgUkO%^mL1DH>!C$Ty?ASn;O;YGv&NV=4aTH zFI@W#P2|gq=Vd8hf*{+4GG!~T&QimXp|ETnlzyncPu?reuB3Ya!SvF_dXFuw+$h`IRjRt}3yo!t}{NHw=r{+c=vPnpRmV2ueFvP(~E zG1J}=XYhK%$Z|XtMn5|^547h2!Ig9)ZD%>2=R8dlYcu|aru;S`_M_E!2tl+>J-!Ti z6IpNB_v+#9MH-xGd|;^yvEAdQ)rT5MG7+Mt^QCbN;@Ijl&C6ogM2O7A!6E$T$s*J@ zS05AQSMcxs;5_r$k(gA)2fyVCSf(6?eFh}bl1N^uJvb}6@ROaofSNSX`k(JYlm`J! zC-Q&*y1vJ@etqOJIkJGe1|e&^YpUR#d`Lxt1C?|R7k#e3gf zYzD5-S~X7K!1qLS*m;mKDHOmM4?s5KORC3fm{AlJO#J7F26A&u2QFNEQ603$W$^}1 z&zr_AqpF7h-k=e{Y<|Oh8f<(cKo!b=v6_h}FnlCR(%mGNJA)2<7g8xX<91`PtFl^= zEYO1BE7he@TgC8qDE&wvV_-+Pi&1v(rFAe6L?pZ3tqa@Ao}4{XT#-{eiQ6a1^a-Dz z5UVEYyLFed=I?mVrlD1sT=N9V3ObR)S_mX%hhaW0?QW-i#{Fs3i1Ymnxb(Oqn-A@j zLs<(#@z*F8{-NC8yr?X9dmS2fjMysHL_OR8vcoc1z%4ToDC$YB7n^!L=?p{S0*$Yp#(NaDR#j__wVV zSq8sy`r%sT(T158(%Kg?^??KKJ;dlfkX95GKA=*L_sv%t$mf2_7U8zahaj?$xt>vx zAB~AuZ&fQyxv<9RAmRNbh%O2(pn_!Huy%s7u|>o<9FNPOaUOU>6FNOTdJ#M>gP%b-XgkmMefY8ss1Ie+jCO<;Md3I>7?X7ZBL^K!hCc{9yQ1U|pY=+? zLo6s{dQ1R+(?XJJ!aew|fYSaLWa_5588l5~)=JNGe4%~tzO_<8b+s}@S zT%t;h)V>&G$P+CLQ{=PA17dm&)<6PVV00cq9vh7x+*W)VbP-B5a|v!k1^!_JOG~s; zUAmVTk#!_RHP3~Eo3X3 zM{pm>RBnI;PtZM)2}{WNBEAeytILT~Juy53Vc}*Mw=Se@mUC|+JQJ21GxkW}_OIg{ z&>#k{=9q>R7vyI3LJ6I&Tv~y=bHcnnJ9_^;ID!jvGl*TJkTz=gV4%E%C0Nb);Lc#= z=dStkWjn3_2At(A0)124Dqh;jTn>2ZQu*y-0E(AwyC9XBh0S-{VmwpvR%!Q-5|eGJA?{gUONGhFBYI3!tuh4DZCj*V|DxO;OG?hisF`zUR zIt$1_dQ0j*O=n2NAn2U7{#Uydjs0|qQ$3Qt);hbdY2E8rxx`gbgt2C5uFu%S)@wN% ze}8uW57-3upyhwsP-6bSGJWM_XZznwU$t!Qw>Xe~d-aJ8z^y=;htzw(s372UqY$XV zT0azsI6&CdY}{KaOHW<70?YpO}PmyCt@R09Lg&5?cSdl$BpSBhV<3DaZ+@8ALwq_!|sp%1L z!BY7Ad5baM;FAE%=aCV%!{m&G`W8U<5sTbu2xZhTE5kLz86XqDwV2&+VMy~E15%3VONSKAd!g7I7+DHYV;LJ#) ze`{clMbaf*f%A^STRxB@nm@Q<2e*j6mrG}ZBI2^CPL2i{Qav+=%wv^l*pLc@J^JX; zX2m%uV8*Fh>J=UQw_AE21L6-T35TGJH2#?7@?{4k0}o1MWdmIMOUyh`Y4mTCZ8B=l7`^EW{F2>xyfo+; zng<_Elg5@B09SvRZ#Zqv9ViJ^`N1A8)uFot_$Rmrh+!nDfVssBpwJF+aRDU+pqs^6 zaoHORC_oD9?Mg!lJVuZ6>#Y4b8a6Xyi?y1`a+U+0?gz-2<3Z68Sqcc}YMzabm@FmL zJH}es#qKoppGF~dy&c~)| zSTC~omKNgSur!$$d;;x_n8?RXgOZ{VT(31pU}j~ts z)1mvemir6^;PW%hmBNOFD@dD_{U9W;LWZ;@QWF6-ZE{Z+=W3=IusLok57XIPu!)n; zyIz~c_RDp_c!K1*L3sIH4)G4_XqZ5;S`Lb$VuGAqOyFd;6u)0CIh~ZhG`v#U$mw}* z7T8H9x=|4y;=r70QZ|m8{6MeP=GW#rPzGgR9$gX;M!izqXX$?mcw%JnAY4YpSF3E3 zPUNqKH*$SeAqXY3m*Y*!gnlt?6*aNjs%;3&r%VLkp5Vks4LdEPksYh4Z;YkBh_Ct9 z9@b2D_GU=1_5bRR@F#}?y&ehbDRf}>6HJHtqFMpJ+WkqL)7H5tJzF`L`J*18_wUP! z2)B-A>}kvKMJm8bnO}_n@|{#_p-abFq=>Ksiqh2mp4s`J! zxf&z8%E{|&EaVI1xM(!(mX`TfXf+HJc2q+fFUm&y{v6rzIoW|gc4aT+hg$DGQ3V+- zZj*$7fC?7z?q&BmqT6lu47Wh{S4Yl{ctZg}32niu9eltxQ`FO2nq^bSu5Q~K1bba; zdp$;fQV(QN*VcU2C#9plNX3c}(q$w@+3Tt~u6gA=5DE1S6x;S$=V>Y&)Y;B5wt#6G znf;DqcfGAS!KTZZFfG#&BBZII+-Vx-!lZMr4q-{)Iz?4W-E9&EZgHn<>x)ai_0gT@ zawrvt$Mv|JMM@%VvbMs&^yu1I)f>n#($pKsGAd{q?zqoprT}XsJk@#9#IShhqFTsZ zEcWk~EFH%*^Xjfwx8>T6qi~K)a&o=xeaB4mP%?eUyufdT_mmX)@q3W5~*gW+I;Q5*DnqHhk_Y^7i;c%Dv zOK-@GIH!t1sC-bP273(bG}$PdDPE4~gqX*)EKv{tG&AJI7Y}+x4j81_(s%Tmo!jIQ zzL_S(MfGT>36spS&-;06BGs=wZZ+L9y5>mUWwZtw1fW;L@(W7qs$19aS@gw>>*r-@ zk_ncj8BL6H*F_vo zMn0SZ^Wd~_TM*6{Xt7z@#B7Jy88I{Zdj1#OPwVrsK=dCDV_dN<3dK#w5$1a1486V^mS7UDhOT})B@yx6L&(4BVSG! z=VnYI_5ecQgmyOd*S}M4k&Jg(+T+NhIp#??evwRIH|^9k*S3g{_phbN-VCeM)J73O z-KwIV9CK-vg&M=k*}11;jUBKEU;AH9$b0z|OiglC6l>kq)Tj+3{fBKIIBjX8Ado`1 zy8e<35H}LA2B3DsxW7TttVh8)3nT?l#%5*)!@Or;{byO+EjDB4353SBmA0*s7^5j) z#u;_fT=B~Dl=LrIyLCr?x_?Cxm0<#*%GWF>?}t+a#?L?qcxwg{^9RqF@m)8T#aZ^v zMweLel2-7J7@R9&*-<$%*pb?AoRaZlbP*P6$IT-BHUcEmTBw^m&oCrnLYln;x=JPf zlCh)0JrQg63{HW=l#3>wS=7W2aDY)%7p4-BSt8#xXN`)Qkv2uBMQXk&lupomloaMF zP%C0VFzrVe_mTX79Au7FZ9RlI`@3Mtr{|~kv@ZCxsMk%84*c-!%4qgiN*0p}vcHot z{`G2|g-xWW?$(&$PkFMi9Q7>BvuxHG+ls`%&i-RU#2m==G9-2Qtzm~3KN}Z*TyEr6 zl+!5;6}ykVeuYoW(^I+%%aN>zhcXbv*$I&f6e<6loIiH)$Yr-vE68d>G?}8xKJYBfQ|# z{QCPU;7UG$g9|3{UVT$ap8<|C%=6eKhl=vowlJC=9O9pu#!XdYG$Vf))Y?>l@j<3| zzQTSK#4(iiD5$CGMexsqz&|}ici0*PXVLzAsJ}oXjf4LZgXWa|pIcHlwVfw1M zLu)<^7)@VRzwO&%v!(h&k&$sds|r%r>`ft+xV58g3I4du3!QLICflumYoz5tm68%? z3f`Pl!eD2J7)?3Q?)Z4~UL5M@RoK@GHZ9yyO|V>hY?Q4X>R#RX`7_ zKe0G6Jjx;#eJJt9N3&830W+cpe^Du9+}ErGH~N~jy7Mn5Q&yI26;vw5%+bf_VFn)N z({$47d^h9UnZSJL!fVGQ6C{=Yl{CSHJTT-*nQ}r??WwqsWE@vyfcp$lcTVB`_lbAX zNS0Gx8*eFb<~7+0diQc7H%u)1*o?Y%dy$)}hsqF&UcO(e{NN(o zz%r=K@G8+a(`%_ee`2O>fv%TiMx?BSRbhyyLtreK72XpO{%Uc)e-}|rhUJ|2e1v8E zK6bUPsE@b^>uvnTwVG2fd5yA@(;{5h)0GOW5Jv|G7GZkSYo#coDUTi%V`|nmTnY9LW?q zH=w&TTK{x|%s*VdMF`2sb(mQ?Zg_?KSb2Hge1v1HGnPG*AU7=CT%Q<>4XOp);I}%}GBnZ#TnAupa02OT zMtn|}j#C5pKNtC-^5uJ=*(fC|z6yEOJikv&V20a)|A9~3|EI+S2h;x_D;hQq zqW>NyHX;^I*8k0=gp2$C@MQUaSbGcDN}8oh(9F#2YrDNv(Qr%Q#W@N;PNH|Kew#kfen?ko6!J$cK*;MI6#mL$+UCmDB64TI`B^@UYCw42ys~;fQuyLU25maAjyh_f*A!2j7 z@sUtDXvpoeYQ`eu(SGi&+5LtSs*U83p*@};ffUH+{Y6_}m;?58x2`KTsLnwEDUo^y z0`btOe{emXO%EE~h3snZuNZ6?E3k6bV`$Tt%RX#4%eV<&^q}t2C2y}+dx%Q`bwjp3 zKEYA}HL*kpF2XagkY*s8hPcTv!n0D>gj-HSwm#860Q_~g%glR#p1!PgP%JQ=lIQC&`2mTf^7b;#A)FTku|^oa0xRv z^E6w!%~?6kX{SjIbxlUr_==#7Io)k$0hS?A2`f+enc6@;M~~Q^rYWQouX-RLBHq>< zh$d8tpz>CsRGd?Vxwb{z4Y$c1y9Xy zAaL6w;{T-IjQ^(JEX*t{|Hmh&{4IqMhM9rw|Lg>ne>*niU&Ha=PDP2lsuqlW z(CNwV$f;E`;*-J`OK4oLDdW#MvpEqjDuIn6_t|;ldg$Gp5|YmE_D4G7AWNEK+e}x3 zayk9N{ts!b(rEibEB|hiDB+RhEy9e`uXdq8H~XHgX^)jhUxAa01El~$&2O2eww8wJ zs*PxV3icKc-Ga|%S0_TVsU!81((&`|>AB24dSD-mw#e`zzutFG;_LR=EK!~Q_ja;n z9r$g0OFAcfdhE1XZfx}`&={-IQuK2a9!R)?NT1UW*!Otg&l|eWm@1=C73TDf0 znWC_`3aiZfMj8+X-dA|iqSW95IiznL5yyKhVp0@Biy>~Dag0EUYYA;^8`9bA*m{#4 z`)x2y66Q=byBkX;pL_6+lvEd3xK~Z~fPs|2 zca)d2J{{pDiR!ZAzV{5$!HiqJRL^Rn>>}(Vk`ie|riVA2FCtbLFr5u(FxF z5-!FRr?JGBRV6)*DUe7~{*VSYd0#G-o^?52D%Ir`+BeE1n$)yU|F95dXpLmRKHl-F~$o=Ji%XqW>wHBKo?}RPu8`nuEZ>zqd z;(EW3jQGHgFA=e^#rtM}D78H%kIp`Pds%|SiSoBdCh==&?+sJo^M)338R@slqc+3` zh9#Y3$ELBxRElFL=_C{F4TiRJ&zqA0$Ce_#5GRCUK2({AOi!CPs&1!T1b~qmom@rd*_eD0HuKG438*TB#y#vA?OR{-B*)F_J|E9ZnWbt? z&c~z`LD@|euFnAP5t9Cg+{@-`kk_)7s!57TvR_w6GLUZR2yVx-nlA%kP0>Y{K9TMp zZUh41@|12qIG%GCa*r@xlvcDG#vOSs;^x(Ba!70h&WV;1+h_*`) ztE;^jwBNokT4*mRDPEagc z3Xio13cX1}QO;$fh9l4P0U7xmWq>MZidd4=Wya-%z{SmMZyi{^inDN#kavQ1AJQ#C zgtxEJj{=D0UxkxxAa&3GVS418VU>jx%ja-K*kFDjq zKY=4HR@ODOZ!Icq1J~%tP{c-MGNSso5~yD_hGfn^9e$N>XA2n+u%?Pr%bTM)4j!_LeHV z1HM=HAOTD8M4lY&GJ+sB{(2FSGb!vVgZU(?`CCV^yG?ZKI|r>XcToSvCd_!ANhHKyxqa>55OwK)kBEf)Zqn zupwbPGchlPGg;_vihjWkFHYS*TE{l&K*gF%)1tu!BEb`G1NnI#;P0e*)Mph+?feRR zedtW2ZokiQgQ7*In3b*db;&L_o#BSDvJ$U9Ot?_sf@}#?>$RPUsy1jDRodXraevg; zy~_J#$XYU?5ltS{$=?JfAXFTN=AF*RL8%0L1TA6!ipYmPj&||mVpd274n0KSB6@U! zLtK4wN(P`9i>OYl;QTbnl6QEO?(1yJB9vyRJg>oa@4|5%?kl)Ct$Mv%B`f;K&DjL^ zJ5jieiuBXh{C)$UM-_tQMAJs&N2SU_pE|bjL@3IR;`{s+{h9byK z>XV!<|F(!1RIv33%hY(XxQ}CsOwJX-j_!xzNF1V+q^~7DsEdkM>)_IlC0fwW7K(>< zTfIAR_9KbuPue7m4@>m2&oc(ru}Ao!ryggt*2mYl|Da?+htFy`U(zd2KTH2vz$1hN zi3JIkw`Xf$$mUJGMkE12=eme&EW+oV?22`92mG-vabDN?T|Eh|W5j0|ciMb~#PWEs z>v=8W8wxOl0F4s^W18j$anOapP8CXFa4b~$ZHyV1gk{bfRvm7LD zWO_X(%|Sdg(Ney|0p};a@T9Wh!jgz-XhJsIUfW_dcGt-ZOqc$pkx-=fC}WEY_^fJoIqI4L(k3BbQ&w2 zZ=sU^qip)YgLDED^_vmtf)-)OXDWQ+JboF~5wib{XaU!$ZXqZyblnxy+_f1S6vT!X z{)lFpVL{!bLbzCG6S>1Av1-e7_|=v1E*)V)=hAy~O?8#!`vhO!VNGZt9a|+l=ti}{ zU3z@E@>0dQ5cv1uI_(|D0ST(RAW^l4^ufAvyG@0C1Qo|PWhIUQ$cGpzq6$)Y#~R#+ z1BKdPKZ|ueDJ#QYY| zu*_u$)fr8DHH_qC5H+W{X_i!v&d?EDL9s!FKy1?ZoRx;Eip^qm8-$(EV;D-cR=8T! zK5p)<`J`wvI!uXy5E5iwhWiTo^wZM;Xm(t&*qH#|ou~-@%okVLU9ESboQP4B*p65) zprSB2SE_+QJ1&KJobdJa7MYWO2)MYq?`Irm94xWHL|&zuT;5`c*&$ zc+o+BJ)C@}(-6SitN{6|aPl1ihnG6kj6IZ7MFnDARQ7))WVjl02vxm%nHuuB%Rxjj z<+dj;xb%FK!Kn!Ou(+e1UIo};T^u=I182d3#_oKA%zn*`)PuR;UpVW4Qa6X`Ur z$u>%%y%nWD=;BE*R~eTR1JNc-e%3biS(H&r9eR2foIJK&7f>h|+OEm)!dXCXZIlQuyx$Q z5V5&8Rr}Cp;R=hqo-Uxx;q(T0s7;Nrx-ED_bwSh*y;V__(gu48#AoY~S`RK4WAD`$ z8LBQ^Ek{lJ+D+xHq^SJNTP@jN%hXufR3Yyts(T1Uu9lrnL<5CH><9)l7rKU3>a%+k zZ+T9fa#JiCWfUCIw)dvE+t+~PXjfjPOfizylOMksHivj=rEK@(v|$O+=qkk`0!*AW zc*dj=Y%@43ql;TGIQ;TXGVF2FPkSj1y$9p@8Zf9ZlmQcNUxS|ITP`0^mQ1MblaR} zy|x&zby#hWksydO`EOIkkbzHy1Y`?8Z(;fKg z6y}(z+h|ZHqS>BZr$3a%FL$`k<9u(sSPEuNBbfKA$J|jXSb~v`z=?j97og$6Wbt{6 zCr!^anVgR0)KP5HTw(D!86wQLq>r%%GcJX&AnOfz1;^WQTibpNr2UZ5Ke5fbt+P2=TT!V7}64NYKD%+d+Z~gl}<;6(ZT~QVSvW?^qc| zjyf!l#=*o-z@BgYRJT~~dRBpC?W()s;)t3+!1Fg~#9r)7u5Ejm50sywhNsi+H6)bQ z^%_*gJZyF~BOKqmT+E&@&5#}8Uh-?lO}bgtjzfZkncW#RN!mTb2f(D?+?+2)y<7(-J+D;Ds=iI+wb*k5-``}f|zD!7yh*~}&;ww}hOJRQEQpN~($ z@8Pla@Hx!o>+K6{4nL}ioG0_Bi083m!j^kMUnQL8X8nzUv^A8m%2?PNXMavr%%^8~ zSP`kp!@CNS^iOx?4bqD5-;97PVS3T_QjFUu`q7wI#lR@W$0e+NN~oZ#Yh?lPOwJn zqyLRoP_}b1cO`^4jWrQfz9*FMCdnA+FTI3Bqlpoi2P70`tQSQ;)Hhn#ij*Xn`L5yr%(Z$8O%x`*554~GreeQ7+8hVEVgn(g8I9cBB% z*>mtMRt*zb@LDcXj+Ge$eDdMEKA(aQI9#r)i62)ZchewJ;D{t7t6W%IQIM0T;nv;@ zK-g5P5!?l{5B}q0=Gwt4*@~fhw$1v0!i;_)=~#!!5JGphkLqRrdo$vc`65yH5HjnSp;F$xp=>E!3Rg@FJcjwr^2F8`33xclk;hKf4$m&NZD_qtm89O z-lPblR5w#?JfHV5=|exP#)VD#@(DoLv^jg258`Fd)b^pzK^a1cj!RvJDhNE^u&1(j z$e+DE4y5+^RJ1joQWnkjmW6h%21yq7uv>SFJ7Ee-4I1dWjTYI3GgwyY_Fo|Z&4w1L z*{~dUD1-z1YyQNdffo?iZgr?3*}wuD!9elXZc2!<)ViET$*h%guAJ=`bo@;@<9Ope z4Uf)@Mn)$J4@(9gGzTG-2{MwQ^(!FoZeGTJV*8f2H!j@dH=`+Hap-KHvjnb` zVBl}9#28i5x*F*c5p!wKSZt%guOH}w{v0xkj-GM+vKf{0f>`^at4B!I%?(RNaJ8mf zy$I0fM#G&W4f|mRc|L^a+1eqxw7C^8Gpn?lf1vjJ`qXqV%%6S>1SNlJ&62>hc~ubV}95p&#r8o9?h>cPpMRg$0I zHE#N3@Mt8+*lZud(XH{@eE_KCe%af36|v)VJN3(6{cB*Q$AwA*89C11LS;f*tVL8E zc9!rOD7VdlJ^i)vn!1-@^NL3-F{X9Hg=8;s=L(!{v z!t_6Sk1nkXyNyxg@9iETbN;MEu}8jEZ!{Nv?HXttfPmKt2&6<{pG4!JI*Q8=m-vSj zw=o}kit&58)HWXL@#8-n+|1lH_;S9PyU_c7cRzmoAZj=|IT%*b`9~Fh=*g1W zPrdMhn6}4we}PTU%;c%_PqTc_<131c1QA_rxw3rFarna_~sv4JH`R?cF1% z=9^v0f?xNL*RY?-{E!HPP2CLx7k3r2LB(yI+vZ!e7}_9;gn~O0LmLQE_W*?LM&V?j z`oJy~nYO>pNBygUU|w9L)`=gbae{ z3M$Uw=D;?WCx*?pS8g+yyVI$T<(V@r*8h3=gvPADKo^yh#snXnSOTd2y4z}WN~jg4 zlX0&tY)2p6!iDB}TC9)_Mj%Ji8cpE1RtxtV)pb_Jl^WhlkutWUO&D$-7hT|M$v@GP zT8J)u(l$X!mCKF_$os^4(sBY=!MI*2D5pCBeS@j5Kd0LcJ`Ku{VA?*+8qzhvK{NoA zKAiX>0VM9Hv4WEShd3=2P<160AKDm|^ve>Vs+9itTT#Ix3O+@mrO@$R+;nXg)~ zd=~>uPuNJv?5gl|>o~5^=0+Ym!ZQh_slTb}0a!q#A&`mIA)Leb95$gHEmJlfW)Fg^ z2G+}wLBjs7g7HAywJ!takL!u&D$)F<XqZ%;n13!FOS!kao*2WBmYDFNv)FTJgu z;dhI1ETNvP=@5?lAji!b>jg!&mucZOE@YiY569{Jq^ag_d!opp*&kWA_ET3Cz~Aj- z&1bunsxE^>`#ugbvKjD-Lvf8$K$RptTta}PuvS2DJpXs+RLYLAJl%Ij;OsM3E>3C( zeyHe7i!|3_Gf{q>!vQ1b&nfJ14%W+Q0h|^Y|Bu3)U|C1|rRe}?9w)|)Yg@MAL`*cW z+2M%8ILxKHNEwO;JB@DCm0UG(SZY{M`d%|#<@#;!FZuW{zRu%>CRFc;fTJ@i=y~i{ zl~Ff#95@W`C?335g9Q&zOG@zGxmhnG&4rHv4;i<=! zz9@>D;i)CW#xCHg-M`b|sl%yBHohYc920NqopZ;MT+~`>b9&@qD|(EFGGYy9UMwog z2^Z?yE9tbT&AKHdc1f;jH234K2jp#p^4Hb2_?GEa6qR%3sD8dV=ToU!&|Qo;#%_uH zPylNuZ7H9+T7ke!jDOdriVrH~VXl|RAS&`Ikal|*)+ruG1eAMKM2eKscePxXGWlR( zHl0bk3YJ{|HrRm@3bMt_pC@^Y9%WHu%R$Z(R8IQW{RMZGX^ho!bGAD7l!Lnms9V zpmR2W&527cq;?utnY&@ zD}YsayI7w~Q$^HupLI^A5`1alAPSsAn`WI+S64Vb&NZPAdAY#l1Ak?JM+8gM*B|qy z(DB?c(q)+`^Zp9|U^W&Be4?4U11tJTp+j^He2l`U>oV{qR>M_rQ`#;`yDT>&chauA zShVb#E;qqO@e-9{%m5T5>L;(kH3tz;-nhxsZjicovp3QNb%Xc!t@|cDwXebMwn`8@ z@xU17_wgYE(Xjh;@v)b94pPu;flRn$E{ua6Z5CCb6IQ5NNsbY{yviEVim|&IKD8iM zn87huSD-?Us2S3HQAyCikIr!mK)&RScDAjH%ayZj$%qeaQGSK9M5@Z!v>=V8Erd`; zVR$*%Rk+D(D_+DAwW@1zIixcnJJI&hIikq+5op}KJrDVc9zjdF``~m~Tp|<}$jrX` z!e~DAuuM)#JI3C{Ke}w>fdK2(&zJ6@=9g_VL4>!DbMyf)4Da|TmII!U3NAr2`T2-&CYk7kfU)CK+pSMQ!H^<3?pGk9|wkl_(I%`yMW+9_(?IF=Mr z>fvKgBL2xN5=QR~FL~u5i|`0qQxd>dN1v6F(-Bg%dZ!%Nne&<21_MK^N%vHk{IP}F zzBv7pIs6Ce<^6J8D}U7D%dD38{;_DiUI__f)%+x8diV2rU19u(LFSc`u2!H%XPy}Y ziIrGxe^e#5ju_RZilXiO5{Jx1@T?H?6gOs-s=hpkTZ{J(c1n6@;TBygY|Fh|G%+%iII^5z{t!7U}a(W3jqHc%MvpK)Bn7F=}M=g8jRC+ z>Vx_na&x)hQ7RjYVOKvJ2O)~FHZ%a<8uH6Wnlzpm(XN(#lg@wvE8I!C&^-f1^yi{q z&!3Gazps;-o1SmCm#>HK>gS$62OB-#H%Hswi_qUs?<;;@9kE{DBNv|E4<9`{4|ZR+ zf5?lUzYgf>b2mpyZlAk-1LbdeI(_a5SJD_Vs-pQRay@mr@cB5Wnrm+Oxrlu8XKLie zat|M5N1L8q-;MP|KF+^&^kjtoBvC6McHu)rrtTt#LqhLiMv@kMzgmq-1f^Yl^(}=y z)_jty>F}r`ssUrD>C*J$nc3~k%Mn-+aW*-UMVrft9zaemV3A8DvuO*ImK@Qu>vz{SVXHj8kF(TUu&OTm*iPQ?#B#979)?75gp^yb4~v@B>7>effSvAzt@^0a^l&=p`RTBSyWzT5%yX zoQv~7m%ZqAkg`Y?Pgp9JY9eeTtu$ZYI;+nOVxngsF8Y<@)s3n_+IT`COv*+?e+TkI zl;_sAsSJbh{#D4{wEs?d{kMOuL5$T{M(IdUQ!x_39qp{*(tCvs#&Kv|1jhknT6)z$ z{{yZ0N)Vn?fSpk_%;B7EQLP9gI}%q4-xybqAORTky=|f?n@M12`znALbD4jl4#|)c zGmr-bg7dgiFou(sZgI#YZE)yEP2cmc)e!i5vRj3;dI)KqIHvHi%m)3fL^xPH42OV`AboG)izHw^{5^bb(EKn9! z1Yz2jp()fE%w)$HQq773suMXY`10GUSxT>4g-bAo9>GytN46I6IwSdGcU$>mHy~KaNZ#f-HBDF@wQO%8EP&~^?bv6BpE#I-VEz{ftw$DZ|L7vy6% z@MG8TxexqbvUC}Q%b_}U=EET1$gK)dtY;nnZV9AS*o{|8t7s>E!}(kUr2W;6a!#vA zUP_D7;_+lMuIX!rX&5P@{d^sA`1=!nO!9*eXKb7JsY%{0{(Zf)S%MaeOxI(kpsGbe zW>xskGg3sSmML&fEtqy5O}Uh3jWz-J95c~bmP2x-lI(2T`X#EJEG0ro9$!fwDbbm{ zR5D|OrGwExcD@0UQBo~SP$QgmC?U!U;#lzZhYo#Op_MjIDWo=JxgO2(kF5>Q1XB>i zfeXnDuhHH>R&+_F!U<{ld7xolNnHQwua`@|*vuz1_6i*K3X6Zl>e9AxC(h?vP|Tn= z`}Zb|?L$ot<%GW(X21WhNc#qyRt?z>jipu%@Xg9Pd<#RE(+~7Rhrj=9Y5HUmi zErWICOuUm~E{oi(1hG~9?3)rw^EK!>;2<%v=vi5^Iauc}-&Te2cFDV;AOAYC0wv(T zJYGWdYCfX>CZhq(;e`SWz)wn6Eorc}wM!`_}7()Uh=V2Y<0(dN>eXzF_W=maStlB@CpmlMuuU%6d8 z0w(LGA#(yJxcXr@yLlXdWDuRyO)iTRR#izkAbt9fqIjxB!i3aJf&cQ>IztkyLLFLb zxjk#n($V-E=HPhwR+4@?r2 zY3?rmhdTXKmDArb$lCvXNE45lYoX5Eti5H)5RckDd@E!z^6r+ghcSI8UK~5w=vIfxe!EpZR z@2!J#NR2}#sO4yP!kr!|VA@Xr^V7UmP>YEX`Mn+J9|rq2h=2J7*f?RKIN@bLSfwBW zcnAWz?m zEW>cn!GC(ZVT=c&bmvubYOo0ZU()rf0YW`Yyi|3lDCn0oWVkfsZPQ=7fz2H*&3)UH zao0rkt|?kG#E2V4XCY0%m!}z({(Dob4ND30(%tmH3jMK(>Q(a!QV%wO3qTl0I(pR4 z+V%r~iApj^`<7}td{9WaLO{79tyDGOudt@KhQ~R~0}`|FoV)F1>5vcRf%oU#`7K3O z&_+q#ix1|f|MgMX5N*3EHKd_H9)Inf?;7hGkP8Cg^xi<5!Fv>LF`piktsKl|7E3Fq zk#@VjcDum;^V>U|<`H+S5e^PN)*5#p$k6ITUEFu2#n?noz<$UAThfQ$=LAlNYV58P zIKgYI-aOz=bgU+sD=K9=mYIu&0&9{Bue!dXOWv4(cT5xI=ky|Inuzz-K zKcW+-+(V^O9U;@1^r|s5Q3{1>S!Vy1^03bgdX~|^Of$vY@K2xM!vS!f-s=C7G=pV{ z@%e)Ul5`KHo4OBOtQ~GQ?kld9davJKO||GuiTD={8c^lRFb>`gpedVc3p?)UF)`qW zBMy>p+)J*dkegfpQ)-Q@y&IZMV8-sI{O+X{4ALSF*QNt%(Z|y}55dVFY{kN)Ku+_k)!8G!t_dKllqgENNe4fM$*!HEDkOAOeO&z z#%~bQrf*Pvh-x~H12H)ubF!s28z&?-I1_6+!sw5US;ZwXTdcv4H?h#H%+DsI*IO-| ziV&DR9s&Pjay%MSto^wx?#O9%ZL;N>)@!O%aV-a15I!{Xx4H1FBHb_SX=vZUd%P@= zn~EU?Mfh6B?7&bAG;iK>s*ZtzVQaP6>InU}P}mgvbALxc%@gh_U| zXyCWGj6q_9D6M{1K&l2YXWSQ3Dw@vP;e+73XoW%KDHT5_mGOp2&2T7lsUQ+6Jk7>} zq3B!?iTrb28AgxbC<6z@@%_|Q!+B$`Uj%JAE13y4>H9C{X${QC+R0c^?c=c^eOQ8D zOywXBY7S_;uMjleO9&}73jS%(EHGr129Ai>>a{tW^Qe^b7w-c=LpD7SIn127V{dp= zT|Ms#XX@9OTGyO1p1lV19uXMLt2?h~S7lgV;SqZ$g9?mq!>9ufoAaPKTJ8A*$`hw5 zRg3%T_Gz>h&1vRR?Cy zUW7|`Ws@ncXe^~-{6ZP-#skyK)iUk8Py13w0$V-pYk#+ zYJdmFEVv;gY{TJYPFyG2wj3jd_zTs&zajKI&2Q(0mFRiF4ge6bM0AKmbaq181b;`0DTkXMsv>ud?sqCazM1WkzV zSz)&>%(BY@be>a!2l5wr^;2A{YWZ-i?Ru;&&Vlv$xG^GDtdZiGu|p>MKvKxvrI5ai zb}->q?>}!;569B&8pC_VBathen+>Y`80@ObrXd@}4{)q6h22(4D;HIQI}^veEx17R zW$AYwAIQDGC1>2#_yt_zc?MdZnsa*u+Mh~(d$$x2TOkdi+eANJ@eD4r8m#3bjB2aj zKb2+=ifU`#Pv$7&SPPALq_V)#3_in;hH*)6)3+_s>ofZo7%OZt{RU??kyjfJ?1Dc2 zfTc;Jo2(mdcq)gNA%AobA~b{d9meri1V)RkkpVxQ<_>1)c&QdjyHZ3<*WGd&3FG9{ z6}EFT#qU3C_Wo1~VZas5fin8<7^4M%6mzq|}V4ZE8BTo8|#kIeqCH^Oio_E)q^3Y$jsXeZ|bQ!5#m*yvy(1qsDmf8Ap zRr1kt&Ba4YWf66irsJ2&wZFmVQ3Dd%J_%8oDF(bz>JrWyczNY=c-C0GCW(DFvKIZ zh!rb}HXny#oz5j_Flm#1QONKYHAnr594(E&F-k~ust=UhxKC?7(w|w3ldP^aD{nO` zH=R*7_(vB10+3=G4~Y#J{z4lfg^?Am?qz6mA2)#uJ0%q!FH5hm;GJV<)%E3GGe}e6xD9Q~5c3Iq49z za;@@gzp2mk;so|$DY9GSHDrTckb12WKURb_WVO*_L zSh-d4lUV|vok1`eJz)fX5qxEzkzH63{KfLG%fI&Juod_{oj%X0#1%hoCPFpiFuy`b zo*kAlEi8SKSL9RhXm^)aggX4b&9GdzYt%Oq_?<%gs_fz}pb~~!^=IGQB;qp+xezkP zuqCSVMWUc8=EJC^3ZV1NqARRA^69WCxWB`~{uY%5by4Z(+rut7X-GJbh~%swFElU6 z2XB=7Gy*&QE)MMJvCMxy1BzNR^IouG_PMxyaC=^v+ik`QR!|0I_NgS5XAM8%vup?8 zGW$HK)LXYFa;l%W|pykS5Uc*!td-_w4;FM6La^?|_;Z(YLiF8Co1Mvy(4i5J2NDvU%j1w$T|4=gIBu27pWB zyp>zB05wHU^|%MD296xmbVI{lTX~`J2E)<3E0(}AOH;Q>$2Gf#xcKASS^$;lX+3DM3v!D$8M2cPWb$T$?eh0bCus z4X}LlX1sexG#?p%(7SX4cq@C!I=K?i7h!lziz?Mf{nIF6_t!$S17r)+4tJjxF3?wr z1_$VWA|aZIRrmIZbP6vcy)=iWLGz##SJo+F7Dnm^z9_)~{|)KPH$Q7ZNMug%&-in0 zV;*yLzY)b?<$?cGewgjw^TTY+{~PIHRz?6LGbezJ;h*d<>wnJ4$|j$iKQ%1-E~o;N?+Y0t)r9i!26ZuCdV*L>d0t5+)jk8M95_CDYW&{07A z*XB@7oy@i0yXK0!Moe;boqSZ?6z{afGRh;!bJi{o@c{@kj6bw^qhawXZ47mxiN7ox z#-dTUxHp6FFT1`{2opzv3#dUQO;|?!e8xJA1PKj>;F%nO$5EU}%jta*jE_xhN^4>) zA#}YfsIWybnV3N_OZ*XdIN?5NVv86lU}>};PJ?X;RE+o9kO47+o~D#_BMIm|*QA~p znhvh&iNx_4g+JrgvBfrN9dZ<7>ul<*^I%d0)z_!HEu&!*g{n0V?rG(Wf~rBSUSmv@ z=j~19m4)~s?e}l-C!ZvKTychx5zZ|zf~B(@3h~Vrjz%CI*J=bhf{irt5E1hz(q`;J zx=)6zWer}C1;LOxi^!q=Oi61TT$BD=gF;1E%AGmZC~z>i9(B)Oz)()-n%q*>q;}Vah&fZy2R?W&vU5E}W5DXygfr zDLjQRgE*1}c4gUh@4}7O_#2*aD(iDxsS4S7gOre56B8SN znGNu_0RYS_9RFQ&IsR>5b|fPV$WJ)%k1RtveVKbd?H8~>{W{Hv5DKV$jL47`c8vRo zfRRb!n6qNU6p~?wk#|d;?fnez!PV5;B<8a8;Ad$Kw=+ET(#GcZJQd$eQbUCsEzMv} z-1Im8>rM{Fu^)PB%b1k^p}vg&z73s&nfd=?h5yqwT{cEm7-m+^|9`jX{@28lBE9?H zw*8ll`FqO__^(d;x6QlRIuq5TZHn0^YL|qkJ`1srMlr$8q!93+5aGbCBQ@4;e78G0-&L_Ld?N>b z7*8{ik>4C&XSswY58i(+eiHh3PyJai`HKv0});wPUh)kARlugf6v4)Rb%Q(4m-Kk&x%tiVFAh3+ zX=?u@E~0ej;}s{6bKd|v8^X=Z>Izg?!GYWZNq zmDbc>hO^hIbl=cuco3&X?#<0t_f7I9BSErrgql=y#GI;u^GTMgky~_#dmsnJHlkVC z;7yG8!WM@W;$7tjR5SNm{RB)#fus~W3CP|VD~0q%EHsr5zn4U9U(+BcCELQAkKfA* zkdy;;(wnm%D(A!)53?(?Iu1$EW)E6Cyi*qrYv5vs1oO2Xe8-bYWaJh-u5hjh9K}Y~ zgwKq^PHXj$N^{+}={{XyZcEC&XuM*H*Rqq?o_T0mH9R!(v3MZuNS@pP56z^4;7SXv zc#A2k$w?`NV(U465_Ti{ELPzHk84c}aBfa7T<$L%+){72)AV+7q@%pqifq%Zy4oS4 zLU5Ihu+*p$Nu(SAljS1K{Q2uX<3}33&4ApIC-~m3)EX!QsTH;p@nDZtHWA|m{v~VX zR=oxJ62t|tdy!04U}4kj#1El~Wh3M66G*o)Qv3n^m4_&k=>}m7t-1Cl;6#NpMm}p2 z^=5hQ3rH>YmZqNi3;TGV)# zG+!G*UpviVQ)gyu-q1AgF8&nC`Ol*6jWs{!t;~`H@Z?dxhQRwJ6^LTc6ncI4N+eR3lhp=|6dP*KKa3=p0$djdZUR0=f zL|7*VYX%>NsRo~H!aw&`w79?;hP@mm7Vw-ZbQv3N6e+QrHEmzV7xRFHk+mWPE`D!E zRn1*-4m5=Y!_Sk_^3vd^61CYJV33|#*1x*lyjEDAfrb>0ww$scxF~{VM8I)wXWRLq z1-Aw4wDGzg9BUIL*w$QkJYU`;>AHNG36fcqj-t?E+#`2>s+cXZxmS>yGDWq*P*H{t zJ@Ni*cu!N`v!z^R7KvS|!BS-Q@)?KDL9`f}k<2jUZ#*ZLKRW{P4fLl_;(lILekb5k zu6*(UG7xX*_5b4REnq4MqHR$e26uO7aCaFP+}+*XVQ_bMcX#Ii2Y2_u?cgqh4*KWb z_g;SPzc=|mKdGdvyVHB8cXjQxsVANy3T$8$e4CTmD@>r15A z*0>T~w>ald+0Tp4T8GXjutx^l6+k5qob3=?15p`g$3e(9LL^tg6o@f}K7>qH=K>Td znuRkQLrNBb^H>37BkEiPl+O)I?uUKf4c-Gyz>Dp@r)U;a__tqO*|w(h5L)zcjJb0C zHXs?)mDKgO4I@`JY6<+wYvb%@do<*Nvn3n6L!{n`cM=+vhAR@@w!9T(g+I=X6{w|; z@uWxMqFI!wR47d9w)mI7Qac6Bz}bJ$BEGb;(d6MC&g?|`vTPI=zblr=y9V#ih(i7n zQJ~rtp!{tU`{85ZDJOG6nJ*KDHl0~YJ$50MT#EyV@spSP6yXO1gKr@x`l=oj9mAY_OVv#*NT^y zqTh=-hNmd;(QR2J?q#t@I+nSuGgvL2kv%MvY`cV+-bKDhp4;e5M6r&Lm{k(7TuaF2 zDWb@B9o+fSC*|s$n8I~6-ZAsD@&m4?No&IYCHUbyMBtOlCp=gV^H6z=nd(n5nKc^Z z&ff4<^Gv*2DRypYt$F$*o5?Dn2FfF6ARe;`#-?p+N@jh zUj2^jn)g=2eL!(aat_XvV}9{F?oiz2_k($P*3Wd0O-QYb-J6cpkLyo!6=BePnUEH= zc(AVai^?w(dPCrPx!5pvPp1$M#arMAVkl0*MM#~rd^`A~6ICrWIv7Rqh^W#ke#Xlb z&4=BKYbZaH6Rs;`pKN7%eHbc#AM4y56|o16!T$bo;ePMm(8p@O%BOOiT%|cMKW`nM zIa9A`hD}g$fXZbKOmy=&xm#6N3~d?9Q+dyfNRo>+dD*3(r%8nkew|P?aZnZ9?XQ39q_i`{GQ5-`X#|PcQN8FbyP~ROruXLw4MT6~SgUiWl765f?6w@(VeHa>^nb zA)@=g4c}#p9R%&zjH^o3gP5b%8BaRYP^+%?@wfuMF*xH87(^l(hr`D$2!{Tg{+47J1<16@zdC|X_;6BXoiLmOKUt$k_ zn-eW*W-nc{tu&vIfS|xofYpGut#>t(Wc@ZYW$|bg)iOf-ft@$n?Yk!4&zsi-l{d{@ zbT8*Ru>4+;@+}MyT+eLYXkcgtv?OsQgOW8F3%WnoVpkp-I<_X-EiE+GmoOV2c~)`6)1(-=s5UOfFpaLB70|h3LOi!9H2kdZBZVs zXYteU92Z5b!ep5oXQ78m`PMeGg}1h>{CwNthm{&m3Xcm~Z^}*3k;mdI&4oZ1UWak) zG7W0&9~HTu{_G1deSywUY+3U2`{c(2OEd7w(*sTcD~F7$hxF~yuVIC3o*76$IBWT3 zE&Q~mwyAEN(jIImZv4*+o%Obe-^n(C0t4R1gB59-8y!=>DPqxOk#h~la%Vt{oSHYD zvZ6y>xx>j*w@k)atqGziyDhjOz`vJ1MyPG5e9<-CN!%~TEUbK^$^-C-OEicdXIH4; zAlmx!#CodypI{S0q^|^M_TL2qNfT>m@TChmv%brdvwbxml4&6bzKCSnXeLM z4x)8It#)DJSh>AgX;ncRw^)g{U^-43)?I}uXXgqrhF;SkauFwzI6hd!=|uR@X`M)v z1l7>KyfR(5D8vP0qzznv-)8X2gg~>NFwr`*&tit(*3o!VhEDAjVe(oL5{TZ#yx+S} zGzwC|x>&=8PThxxWVJr>S)mz9#zt)p;lCq>tIb|Dnqr=-M;ST`lv(N)Hxh6cFhP)E z*^e5>qvKcFfNjFBReIU*`>hcQpENJ-Whr+s43W%Lx?^YV-AZ;)h8*Juu5hu9k1Q5mA4vH?j{Tqh9@wIo>SI)R}IGN(?>(A1?h6$~svSXmKPEf;;B`V%ClECurzyix#LkBvu~!?6{4ta<4W{K?u?`4 zS~c=rH@Oj=o_f`jF@YOKmpPiv3e&V^tD> zy7)`}`QIbIZ&t(E1I+reJ&lI0(%0^07}pz*f5lQs&NiCLSpunMJf1HH8-wK4MpL8i zm=2yDthq+3HW~2-J_caz9S+4IBFCGr*8_;&o>)1|)+hp`|btMG)xH53{0*MZojJTYk2dGc#?9W%;(&OT;n_U5i z#eU4M%$laavZDJZVYyP4$xHqemv@h$O1;RfGm0N=Zbw}LIg7~Ed|-Ta-F1@+x3oBo z;-Y06-Bgi7s^2Fk*uMvjS6%{4+OoqkI@48}-kWHjl~qQla6Q7y;)3b6_OiB@ZQmB} zXd8l0e*tZ>uo}-#7+Pe+RD>uvsY)E`U%@T548^cwUVg>8waXUYZ`G?+}IT?COgrnYnlX@Sa72>-t&97dAO;? zy>-kz(%GDINKG|_#1GQ`g!jS|7As{#%VpwnodU&9) zR>ZYZ%=ItrwifG8^}TRv{IdFAb{3HK7#}w_&rbC8O!E9Xcm@)f940Q3t{%u7FmrF) zzg2&a=Z8Wy(#{R!D{z1%6Nlv>HLBak2O)?emiRzX5PD8pr{RrOiS00MX`{42p~q{r zYkxn`Z$%Vx;z0#9V_*Va^%!fRYZ)rrE4fz@`Xq-Dr&o|KQ~{0gF(l9}&i*T{Zw7>A zL~M|&t?P?q&8~U1hT;{UHRPIYv5DG5H;L;J>PnXkye{EHu0mrDKGMWH?&CudTwc6} zWYal~yCXA&AT7Fm3mUCGcsPKWGdt|*a|a$~Zl8`3BC<0w!92|&Ps`ezjw+Yy*o<0{ zcT7%^SqC16&@;x@?^jGrUT5Im2R8THR&m?RmJiCp%PBSA zL7a;qF$vVyk2w*k^@c^rNtSw?6kjL67z-MSW>rJm!M8fzA8!?rd}^&oAN5 z)zcP$uuBVs*Ay|LDpWU-uYuZ{U-=OVi7>Ly@92;gxZ|e=v2m*bciOF;XV|P$j29L- z@m;eUH4%ht+-?=&*QVQwkylXN3noEibXhP}Z`tR!qauuVwMCw%NKMytSf_^dEuex< zN)XO5N2yK&!t3{R0o+*6jPwjx(CTtEHl!IA?5^kc$dqyw=Tk-PV{GfiV4OKOayIMKuq~;qGo77T77v2~sx>*=IWL^CnBnBHv$Vc;MxbmLAEyebuo73~#;1xE z%0FgGMQSh$R?E;NTAv^3WtrbO1m=a&R}PhhXI4Gs!%sm7&EEkpOJ1wmrzSCFhG{-Y zn)r-yLj{gSHA@k2VDvUz|M{MF!c!|8{?H|m}*z#i3cV;1uMK!N1qT%5X^ zOdyiWc}PmzZVVPY<<56(>|Z3q71(mj@J=2At|A?h*HvD@vX_g<0x6<$@`(o%CMEucF=^BIeM-RA zctQVTtMclUKvku@dQ?7aLu1FauHNHeW_{Yo_UawYxVA`t+qBQy9Ysgtp)TI@;c7_d zBfjZy9M5C=@8uuj8Sbu~KaEBD2BWLk$MS18#g40|k-d3)M_lcB46o&)hR&%;jUfuX zkNaf;F+;96ufx8C+}PtktL8>{Rze(Q6nFt~y~M-adEDWo_q~WGZ6S_h#J-ZY^s`Yr zjJ{8xp60Pk1h^f?0f77r!CQCTJtHo`7BtNY6Mf+q=@YZ&KA>c&{(unQ@zothrSFuH z<2v8Wl98bzOjAxHCvwmvx9~zdVz}$iPpt=f1v5j+y=$Q&WTFVZ6N)CI&esC_Q(lP6 z>r(!QXe*09-V&0 z?c2jgUcAgBtwd!$9=#OJJZ4l&F0cHti6X5C3NYhU`%t~pU(jUEBkCe&gSmV*mlM?t z582Et3JIhLx@q6yQ5n${!ng~t{{V(8*0C!5pS3;1vK`4f=Aha{&KKj1Z-$z<2W+?*ExLL7&GZp1apb`7dOE^`*$>vLsZep^UDiTCON7{#&91n`ZI;I(mly>3| zc$SXYF3q!{No==tyIbhshkpNt_Q((#)F|widHANnByZJL+LW?+fy&Fg7~;meu!PmT ze$~!lfFm6|wi$~^@u8Ke7(E&a2Guw09E*V%mxf=jsP}N+;~=Eh8PRn_ir`C7MfA6$ zqd^J;@j+yNCk|m7P!n})?zt+TdqWB}FTqmGz#U?uHNmfZ;KWCfnr-s7EGFQWXcxW6 zgf8#;so5x>`6Z{u2yMz70D?iz%dypPbX! zp+#fX?W90AZe20xHwQqt1NycD()BHH8~w-vFkft743GfP%Q^rg+WG}Av2kTKm6Eo* zK;}_LaY{ZYK+cC`5#0I(hGq95PPNyoaN9La(`gsHt#aAWq1aXI_H`yJ(O!pk1fSwE z76T=sEIu2;jt2A$JZ1$)0_I2(6^;XO%$ky~- zBLtpqV0&QO?JClQ53i75uHw@K%?c#$iN@t@eU2v9yml3_$z<&5tpZ;`Z~nLBvmN#9 zFjQ*v??Xu%v$L09^0Qq5#zK3R3UU5U6pENht$O9%+-zW-9Cz;rxgnVH#g)=-|AsrrEn+Kd zsC^e;stU@gFqhdz%~Jt9y=#-mw5(uC{n?p0x_1>K6wDeywdF3HtLIf0Dx}Fo8OO`5+3hPuB%Yy5HFbe_d2N9JbEn|**7eu^Y=aGFf&FaNkpwQ^Y;Vv&rfhezLy?dubIwLnfN&k9 zRNeND_U=;k6vrQIRzvsZgfghzg4O<(EZ=y)2g$Uk8;hTpCoKjtTZqb7gLxg}(;?BSO1JcE`hP#skbq2L-Bpo*w4#eP=P2AG zKucc)lp(w%{ahu`#)UWx;FL>es*z-XfT~poCfGB_TF& zls6B??yDr4GFKgfNW~GDQH+T2E4CQ}zrAt@1OI6?hlWFsdq=@XRLtMb5h-fN;y~%< zZX3?KhjKZMe-|BpPsc+@Ok02E9#2H0=^}?iG->9g!2@-uodVgU60-BsEL`_T&2+4lZFdzTG9N`{QKR7ztA338JmbN zp4x84u+oW8I4HW6o?&{#{(4+7g=?kZ9UH?eA>~&YTk70{+~`##8y-I1v4&?(YfF}W znLocCCEXiZGX}chlo&%C3aYU!ioIwpGU9->0scKN8#8`~_gbkmbeed*d?dZ%Ge+NH z!r(Dtr?K8DgrcU-iYiUbHb>q=NitHz4IP>bVc4IXoV_S!sxwHhDmy^DZdR^ZFXFxO z1HXMvZxXqgbTd@R?k?tvD7&irKjhf>$AZ2bJ*q7Na1L!d_h@0Si`(vu{dec`;cvO^9PR0ltVT z)LZLMEkakrD>6NX77CbM>4 z9(?k;F(+|Pk7l**_4ydenVirvPag$wIsReX5USz^8gF|H_Z?x*^T#rh(Ne^T4J*06 zZG2VXkoql)%eR|DLWvc_n7&O$)4io^<`&a`d)@rRtA3xglWTv{B~}SE97y0IQoMu> zl{zVyZ-`L*tzzR}(R37T<@~dh)7;mq^kps|-Mf;?ceB|m9L$3Ix#clT6P$fIv^XAm zCuKrbau81>o#Q`CphnjOGQ+Z-s5NiC>0#9SRcbo%9ZsNn3AQMCCpY*#=5=&Y5*f*W z7OECgSSBl+h}~TtrYbt?odb8|l<&x1T)tFD6k>5|{X z++u{#bqK)CxtS9)R7|T1>Kq&2A@-{1jbXC<)*FqGBR_}aS9(FJOxzvf<^!qOpoE`!i;7fWANzbaf|R%e-3-gm3(Ur_mXw|kG!L-VDI@{-<2gXr)f zHX3xyc0XEDeHTB)mt(08uy{R~@+x<5D)3T})rtKtE~2!Q{oM4P5}~rB{UzC~kHGCE zJJUG)#yxHd+mw{E71An+mtK!)t~)xzEq&X6<1+qDNO$nxiVYa~@+?04;&(22Ao(bu z{c|vPkY%YG^V{rG-NnM{EXNDB0+4$(K&#JCH+B5aO~Z5Bl-U*(ZI7KEWH-YAgGl2j=@tBo z(JRGRo!=6oz3e_*1xybg{zm-|{!}>0<-!1#(zb&{yT~G(39x*wYfm4pj6Cj~serdo z!;k0DX_JmC^bBAFV|ku_Cq-ndIa2CnFjv&yP_M_|yCV|}Qm}b5_TB}ET_Fxfwp-yS zj~Vn~^$2x@h>q+gvYY4M5|lP)7W(F-+V~3qDU^EEca&Zm^+T}kNuj14cc@i0)&lYA zXC5yc5pO`uD$A4XQ{$pgI~9me{^f}@+%Qiht416wY(#u%kFtGSGCJrI5aX#}+%f1P zH3K<92__F{)ZSGFwVJ6MByL{g0EW)z6WIu8!DW(=|cOkZ#V~JyctJ zl`AR;hSj%md)_n=j^`qT_4gy=;JsR*lm%ie>64(fD&&a%4IV;t_B|)Ky0{^-ChbPn zLnpY_e_d7# zy?h|aJC9g0VI~;ss|vC8B<|jy95_kJS#S$qr7Yq#8DypA#j@!Vs~KjE`%xal$$d?l zMmWM%@E?}3h*;_*wc9%4CC)w;K9zOw1aB7S@t{xDj(@C$E9mK|U=g!&ahC$z9whvw zZ(#B+iSRJ%AJ0TdkZ!drV1BgJ9idgpzM{Au6`MP6n2B6jNXd<#oMbS?AMZXG8tOTN z4Z6^%U7N#*IKf`NxTun`uI-iZ==)Fqc^HeE=Qq_w;-=x`Pvwr(R1(>HDx5jE8u&CFxVTSK0NHmOZPY&xR*dh3~S01C~>8BPcMHU=b$Y1J~AZj%t5Y zoLMJcOhwq^I~T@=J}ONg%_i$dw#v=@f}>_-m@m&0N3WH`mvBOwIDoKr|Dr98I8 z{$)2jNm!M6mn%dy+>SN~+2H;dJ4L<3sz6JKPRqADh#1YP2S@I2yiLt$N8Z^tCF3Vr zG&ENhODm8P^2snB3KLI@2upy=2=>T&bI4^3d ze-l0c1qb@Sl^Cz2F%h;|tKYKB!kwH)K6YNT#P4ho^IS`PYgif3iaQ=))2}5CFWUIT zJJ%4tl;kvR#kcJv5fnG(QO2NA=82oEE3RNF7%ZLIQpk1W`b8=Q)d{s_mpZ=()&aLD z?d2$(cq4*yzo|K_fc*{6Ru|2b71U>dcJTKN%Xt$A8kaGfai3D~);!4WvYDb)oP`8> zYKY!LQY2Vy!Y2#SG2+h6%T1JV^BL=y?Bt=CC}LQt@1ruq%d16vnN+@KdTJM$bg?{q zM;Kl+&6l}q>!De_@*F8jKUd1&@8qC>*O4vK&%F)QAaR;DsvvPj%S4emVFWMn6zm_& zh+c;4HTIGQ>%tt8#B(;rCk(oPOABL&)$%S;x4AfEvPLUvJjzC%?Si2GeW!%NUDz`l zWU8R77Fw*aM%v20v0{H+okzZTJT^RnNmmt7?F)dSo7AjUxmc!zD$yWk!G(d!YnfTZ zVXQfj9aXEGU#|GhcQtvK4TML@I`_+xv{B9rZqs+xR?;Z#VH!=#T=1S!!x|;UO5moA zvPsStMw)?r7f*^om1IyzQ&Qu$giuvPYuj}?XJaA#H_^~idr0D*S2e}RPqN!H;1~G( zwRXw>gs+_cH@^NC?c)C_NAf>b+xhQGPHqm4e<;jN%EQV+%Er#6&n)TU=}Ag z<^PWsn~j~5l%11zIfWuMOwLXCwVscA~Xf8YQ&?~b{a9cQ(UZM zjV9FGJ>-j3^JNADKJIM%1pZ|!Z`+Qpd-1Yka zG1s6c-O*k#yWR=CdOObJ>V{*T!EGO# zuho8?oNif1-xWLSjH9B8fHVAS5jreFzgI+yka87nKd+u`Zj0K-RCD(h~Kg--ev%Pe`O_g+4KLMPVC%?bo8$Kn01cGbs&0D&O6|8UZ;X8G9 z=e_RgoK1!>`g22{g5fu!zo|idXM>%$qzHM4BRT^BLJk@QqJw&3u^8TnA>GnxTAU$J8q~BVtU@1l-F5~TOPlz zb-#3XU+aJw|W*w3#eVw%`1l+V^(OJ}V{%-c~ckDd-k@j2E`%H&2jOif~ADy+h2F zt7Ur=pKhL-(1rEa{i`qi#+kHh+M7T0@J_(-SNx-wg%+9=t8Xx${%b=al$B);*mdVcKC zcs_7;7yIn;tx`1Iq%XP;zvN91CUJmp-rofHJ;t^s47xzK^LeuWBGdA}A~W>c-n^x1 zk%8dB&%W@D#0e)7+kjrElA(XWDQ?#o1K`5P&K-?m{Zw{JM2+tawElk07Q@@6JCa=6 zX_g2~@-z(bS#7wuu#&g9E1bg9xNBT}av7O-$F3DRthd&Yeef8{oED?U&D9Apd#3cn z9i5|kIeYeY7xE)HmmFD$xZ1UK>=<3&L%P`hS{XA~tLwVwYUw53uSd~5$OEy`{)%gmHl%aQhP=DHe2_2zgj07yQ^vQ9;e#%yR77ae%(;N zA;TB5okSGWK_AX^?frb zxVSUrKlk1~FuG#rqCe+~861B+x14_wzTh;wS?%;cIXjtd+OSw5h<7JJGQSD%4dGJw zT?dsMG6op;pUiTOn$1a2IIf4)JUoRJSFTowUs`{|y|Xvle%SnLqiNbVGR^hj+=U0Y z&IrHK(7}eM6sOkSjy16?xW)MuA;iM<2;HfdB0bg7H|rg+q`A?B-@xftX0@le$Twz; zvqyh*sH5{KqseXlf>r-~NP>Ka|_?m{!02si*5(W~;fU{O>`64HgwreHwW_ zDHOI|6^>JSbK&?=1_VQ8@G{C+7}Yb%^r543Q(mGN=n zCX=bX;39PNX(aK_PJh}1jei^X?vRMuoy-j|{)~_N<+jqychQYvYIQw?8e0k_IW(Bn z1eDj?D#JlW?iu-(^wUu4#QitlyPN*lUAOtoaL47}1(S$_7e`*Nf$L?j@{8w=%Qmdl z`;pUuIDluei$Wv#YJf+CE7;bIr_t2p07x&;>Oo%Q;Z{C&s5QX%^@Gr$kE-jfoS-*q z24IdXj7|4VGI@~MX5ey-sP|iQhKsLnHS%DmK}JKwzP){c?OlD(OY0ED)d-CO#%2tV zH~D#={bp#J$4+x20thinF+TI+djfOc((LmkQ?CEH)$pQc@3|>fc`mAaDzme7`2uVo z#kRXNyeMRcfpgD(Gcb=c!e`kO=X*J@{FUJMRlqabfHC&B z_K3M9{ejN&cY3&J@ElY$1?8amH`=VSKSzv)KS~aLwex zX#je>()@-H+2V5-$g`fINr2OT`?}MB@Tu}rqR;VHW&C%IgN`jPa=)m8>|{9ofU#nT3%k+^4WZJf@u{pA? zer`O=sJ`vh=N%Fi}CiNpS(Ti3XK(~D`8f-^VP-lww@A%0e{LtC5mC&kiOhu7yz zH|4r{4fB2`*R~}KQw+LZlMYB*aqItUxR`4nU>4#TUVVFoH23vSF3edEcnq0G60c(U z8FebfZdiZ&(MTc*Ma)%5=$3RkhCwI=euXP7k(GC%CCFp_^}$GUA-+t98}huRA`(CS-&vhH(jFs=Gar)mJ?)86vA9$ zo=YFHBQVI8$V$GA`Z!R;4gUjwf}MpuF^%y5BMKJt|j>&$koGjHQK}$L8>1qyOGx8isO*SC_jL& z$^39D>Ai}{{C^`W`VcB43SgbloNj+{ko1yByn?*o zDFbsQ<6{dQzm3BshvI?h$e=sDCC>sDZt&RalBdD_J?$LcCDgdjbQb;TDF z94zc_V3)JGeZn+njGo-W+iZa8KUv7z^KSIK_46$WJr-jleMN_54!k2J|k7 zJRQ&KVY*+M9oB z8k}>~PlzJQ%Ke1Jg%#bEUDf!S3htzmT_eZr1#u zHW@54FT+WnR;ga2Tb(8b^{4?rLb@w<}j@qX1=f<@u&XmUu2gmF%T;caq(E z+KsR9bD5dubDNRm5U@Z|&<(6N`ius8Zw`;>d4u-m3B>s=7vgg3sOyGu_8WlW+^S$6 zl89K!O2Ah-ne*qt8$$8zc0q_neSVJ^cN>pPpQX7Yn7DybaY#s5yvsy;IyZk6lO_e*;J zP2MRzS?&(i;~H+-`?mGEpIHqv4phAN?rpkJY=$-4GAiVk=IrBHP0v_a4S;QA^84Rt zuypsoS-(yC3W7RCk1xJGP5M5DkNcW?&iPV#n)klm@-{v8vUwSMt?#$|vpbiU)vz4L zW~lF(^ml_A^g|)5K`)Mb+r-q}OE(m*TUJ!mfQu8-gqBBaN1ZhwS#Nt;Dbd3^fK!QC z8M7!LcJ3(1O;2Bnq$WnUL<1*7#{F5=(&Q#XCC<>|OeWc1Cgt$KiR}2$*%{pgtcGJllO1|r#cA)y-S<(lT?|))BcDG62(Y8>;U;$;kVOR}ZzQIs*Q*=#p>b6siziY0l@u^u==;j_DKmj! zXGj#;O{iolnwGHdaMIv%YhYmTT^RZMml>gk1Gk|75uPGLy_eAV&S?qpA+|=IF|4)h zC3pl%H@V%9=WjVFVHE$lp7!#%RB%IFgB2K+py3-8ckN*^L>b}dJ8r^uY|iZh34L}C zx`>7_WP}5QbrnPcsi&;B5W^=1vq@`?5Tj~G8Gj?vd1#g#EjQ3&1OFY)(C`tbtbhJw zNLehqDAi9U6C7{MohO}=-kxbk^UM~)H4qoo<4O9>TyM;4?7`OUd)+!!Nswh<&#$eZ zbS3tjm`*>@lh;L*sAB9o zQ(#?|pKvD)7KB~xq2U)lVZ$l(m$%?Ox9{Ny#s-Z9b|qa49w+hJMRI{56U}(2n_NLD zHaGf)e1M!*ghyH<)1&LJL1gd;Qky%AU|!`IFb23bH~~l?MTvk?%s3CqvRQh(nJ6Ri z(!-kI53W_t5^UCgH{M;QC_h4Vd}~L6@5+;zrDG9zDYvk!mgt|A<5{J`@SPzb$3MB! zNz++BAzi6K2`00YAIg(2FuPYRzEeu5 zQ=T2zbxH)2QW2jUG{MoSNSclA9lK({>Cd?R>7$##A5Gk|!~LcE(}+Lq(&NlVm+)Pr zopf_ogZJxs#R6fOSgTO4#*2knsuI#(SpA!_hS<(O-3B6JQb(-APfJpfZB`K%Z0qgW zf0ASMq>w7vj481pEddRNAJroZO z>^60K!Ljr(jcK+k2`F36yBb>Yo?+f%Du~>BH`1po(T=Aw)%d%gSV}xzm>jW>!9BB; zcTg=bfkU%sZ?s!W$?H(-!QH190_79V{G-dJ4a|5cGBXp=)hV~672BD%cf6LuCzl11 zKdnj1Pl)&Y_!P?W{^!`e5{@rDbOWhxF2#6- zy4)hXD^#vZUkS&SY`P~h2rU`A+pG$iae%mf69P)72*=trq(Bl$a<7&0aOeCcAc@Bx z$_o}u7_bN`GzcDByp|Ph1jo8ro$!J6?UF<1WQxf6l+W>Es$@w*cmgh9ziCPFK#M7*+Ve_|M)+zbXH54q+hcwOV5y5;?_38f4q zRm*iirEPe#Q>{;Um)-Yht}3B|_M7V6vP|?3lIR<+kbR$PW#zyGVw|6+hjA)kb3|NG zZV9sRV8{sx5Wd$a(O@J*68O9C(&)22^62?Hw9pGLZ*YwZcx5j+zu1K$1}MBOi<44M zcStQ$yG)PGn17RY!_FwTvd0MhE%pas-~8c#=NGdi-XjVUV1IxWj1!F*UxIsq6a2@P z5-~lf@!=QGA}W&Bu)Oghw}S7!`3JcT&x*YE&-UlgTq5TBonO!P5AWoK;s587>m$_n z;Nh_PVFE!*)8dezP4ZATXLxQc>%_a8{zOHaOqqX0_GB-7!V>|NHqsMGYd!sjxOST0 zK@%;}wCXTAHPvg3Q7VCn<&4e1Tx5lcO)S$rY8u5t|2uoAc82eLkU0H1QB;!2T(|Ub z8DWYW<-r21fpgYVFajI(9D%U5T2ef?N`9uo{5`q;8DNM zWhD}FZCFq#bQ@{7&J(N1O0WtK6h9d=p?F>quBVY2(H0S|dT}2o-vUTP2UP&MR6KAh zsP#6yzp@!^``ws-?nD`_`j&o^ez;~=K7HIWQRL12r}TItg_%R44t z-kXUarLewWSa6rh_f(~5^(^*|%T#IP7@pAUSfSZYpFkcRYPdO`(%?0`OhW9?jPH_1 zGI)C5@~VAf=*^wHZls{UIeky&g;Ut3SqP@|w#k4cbe_C2!R2u20%1s^SH^&0B~j@DCM-S-dh-|y}{h5+2@9o=<$e)aXL%Yn;h8dDF7bsc^wF2ygj|Qq=J0}1$^T{ z{8?s@R1_5p*gU=w{+kQT2;bC@#w0> zJh0?WT9QkRy=MKuCijn%D3WoLK$HCw50Ons2+cv3nK53v%uwjX@evG`|Ez;+9J8Ml z*>AnYhM-Q&mcda*%eUDb?5_bl-0o!)VCPt{UWGw1F2T-zR~dhC!a|K(wJDq@+9Q zEfTcY!4EbQb>B^wnkD?WHzM2vMYUW0%OR>Gyw0 zZHTS}CbzE4FTz~{x zUPc-|v^#peNCrU#lHyvLS5#J>yl_;;@11G+evhJW#Tx66H<#vAQ-oRYq zZ7oLiC&*n;FOKU-Dmc1K^C<)=JWDwns}&cmNK{LTG&$rTbDDdYC5ahR^I zuw{g9g0g#b=RC-nple-q$_`W4gSqy5#syuf_X#3hnuvxJyGOE4M__j5^Y7X`Pn8%) zph`{*b=hk#e;HtI>b4wioA%VR3@mRcHi67M?vD4cg-*!Q^U;Gjx-Ty0-3!M0c@b_d zj$6JSZmuq8taQT9Rg7oQ)s|gMtC=$cDVdw?d5D->WCz&6Q{(LRU|n zk&_h+1Hc+{@Ak_I%)K>qv}TSp2;)vjKDXimPbq!~nxbQm)K&kAeXx}n zvEN`CDPr0|m0S@z_SF&*)ljwSux!!mMaCFij*7k1f~!Pre^`Wa#Z!@csb!cAG3asT zSBLkZFXK0$O%gVsar4^{NC_vLIGdnb#2n@FrppMBk++*P2-Nv&gfv-R)ZkwKwF|*d zNp3|OqzqxJu5JGHYkmK}J7+ewFYo+4`Jg`}*7D{E&G-$se^Im?wwF6&`Wp7_r9n%w z;Q3s{3Ai0b)eVX}jQ(O}{uh}B@QrTwPOr9mY_jV4Dn3KS)%$K1Vor!JRwrzW2+qN^Y-{_5P8+X3F&$;W|wa>4+R(JKIetvX! zxoVZofWt?u%?fTs^37}N@v)UpC6<3B*7q6*VF=GL4Xniu4xC`)JvKyCoxZ+&?|&X|ATk4Mq&Q8e7n3W_T#h|!gm3pQ zW7shmVnS^EAT=yu%j&^gwld`N9Q<}v=+z78&;RUa-;di?_3l@{u1JG=;)jsfuH~>G$%v*@gT$h`&});FJVL=q#TTaR{lsGK>s7Qe$Pjd4WdpFg z77QXU_35{ofAz$5p^ckwpY@dDbIdzTBwf!cus9s`=JR-?DpW zjx?&!MT|5nEQXb|D%?Vpw5uRNrgoyMO&Jm~EGPV_Fr z3k%SZ#MEmDS6=t7tM5a%%7@5~sux2CG)G|nOV&YZ2`ZG%nErE7f}QpnbVRwC8JcGe z&Ii~F#{DK7`=)jJ;G8D%?NV-C@|@ zKj*!)7w9~muusDEK@7DdeoZlV^R3W&)~NU-eI*!IBsA{m>Tcm)5BZS24~8kX8+5VB z?DVI}*nKMJ;vaq@0+G4omS-ww#~o`%yYwhhTj0jm}x~MyYAQD@@p`PzP4Tph+|atLsQ)UM+5MU>@uB*l1qoq>nZVasS(xf5T~| z<+bLb@z=#XOnT?KctVRZ`P!cX_O;?0@$EF&?``S+?eW}`h#oVQ5((0@gqD%^2C)#xUv7cxd>?EVhpWg+&E;6$I6Ha3h@N z-Gq^J3x0_{c7KFK2IZAw-Q;>A*E-Z`KHv1zEaG5Qrd;AvsywVWT_7SZ8Pjd43YoER z=vNZ%!-JCA*0~KsZ+th`D&4O?rL~a#TslK1{%f^~LRk5IsqZ)(N7|Xi?0GQ&)QQ^6 zJ&66CE63f5KxRVUXbz2KAA!Pr5r@KTByWH^Doiz{hhFZ!H4!xoyLS6j@)W~fjI)geSapl^nEJmGM z_)K*ue=WV z#W2L~l3xh$Ig0fpu>9(~-n9c=d(B?kj0#j=9$xTZixz zwR#;To%U%$tOm|wFJd_m26XIkoou=t%PB9pCjEq;w*C6h1!lVM(`WW&)3+S-v$tHR zKFMcLqDhvkmrX$9!fr1(WsPO{yHt%7i*sEJMY^+$fcvtkYR-{jF|{0;I;=e>K@#ix zV(DgtXrH}qu;!bJt33qZi_!GUcK|l89Mh`*IJ_eN7Vzl1I9?TC6Xaw$&lfMlci%5rnO^e~`M)e!8t)d||&at;g|B1xo03WQMexapUx z{5F71fDtwDK~D&9sTKe^E&2-4u2S?LB%wLGN=zT#B4PP&9mN;n!s7pR3n_b-bI>2k zP0S|dwDk~9wYxSLlkIN8;J=D3d0*%vI}_k&%dQa|32A~Ivx8=)A=4wY+#dp93o?b{3@X1)_r($8Lwq+7_VfF^S@nt$j*QRl{H)V z1nmVlLAxc~n;&G8{{#gEJDq5EPgGOBdD}4&d^x`LA2)BIvHfsJ>qxt--Nc%NxteBR zvZ$PBhJB0&_)qX*;jbdQ27HPhn(_~u^InC<@xa}eU*6mhx4e%`f5n-n$`0KAO$$(_ zc=q7IDZ00{-E@Drc`APU+wfA$Q78}*rH`X{``7+^xM><}RoO^v5zi}=FwwlR%iT@d`Zt6My&6}|RP%sTO{_RAghK0C(V;PZ$< zp6(ip6K+^F0w(}#4VhQoOS1D(0UDfK%_)A`VXwa4%tzZc-GIit0PQyz#8?mQ|1D1I zf0k5YWoPC5{}ZRh#z@G*%1X$>{;zYe|9|4NnEz)065N=7rV*DRqegtEBlWvuUPHyqFty*VxWpaPej!o-0-}7WVZLRz2YJhhF8(Y^k zyg&~SSAEo}Z`ZkQ!?rNged=7FFZ8t?mE;441|rLMe&82=yt>u&yt|(QJMhy1 z=oKj}mfHxH?$1YJQ#*v%FW~-p-r;8#JWE}+)s9*Sb5pgG=Y}tJfNg(%^ghqe-Ea8L z_@{5&rFDQCbW(3_NsLg;9C+PA-YjE7RPVS}pr#Ryt{mchb+b*C_>$s=}N!NXsOD z0bb}cHmq;gUFljaIv}CWY-h8FLuz;%tOrnXn$9f4sat6cv2B5uW^zH!6u z;VLQB+UcdHSJD!GUa>({c(mouaom2b^1nOLrS6yJ@UyH2)?UQ3;~2H3zPZeq{stZRUMGS?=YV`)QY;a3j@ zdN2>9Lhr<8E~sdqL4C78W7l(@mM+^>ZW~AkSXrKIKe+Q*@%;^&)Gki6*GMaHzd~$Q z0Yzv$bK>yjc!l$}Xk0Z0#-Ur$P|Z(K*DmjScKXwHbqB|vLcX}#+||5G3fU65*2jqv zN1g_txMBpV3_{l$z)rbKJ8V{jN#u3gb^NeAxg~eV7CqY@Q+>|E8|w60)wOw33_+nD zH{c&pTx+wbF{O1R2^Mzm_irmwK>OIWj8o~uqelqi$tS!(bT{} zkhO3RANzN-Ta)S;b{WNv6>@aL-|AyqyRfLBZpg>}QYnliUX0Z?R`M(#yWc99>URkG3aMINp$Fd5v4)R-Nfg2MqHxXLc-s-I>hO77C^d+dz@2nzf=!iWNz`WNtf^$L z9FZ|qK0QX%>CAabtZ@l4HlTti-jo_dT0U>&PF>R|X9Ax{PC=`TIrxd>8U-4sc-1hh zdze@Z*en1KY>;fZ)hG#YBR!bxmOM7}c;2{A2zz?4C8?p4W8NL9cNe6-ZAT zu;!4vP|7PmbYim&F*3iF!Q~ZKkyp0r6yN|M?^H2kjsdm=`zR6uS z$8y-U-ru8^`eyLwm0jESxD@9o8g2f#3RVQqK!#wO`QxErJOvYsK1Yw5lP<+-bc(zb zurZ5oFHrhJ%E)+<{}qKOVk%%PE1MG7@{(h@iUeJ!9lR-WUhvgl1!~Fj-}Xf zh_E;ih`I0(<71YROLEIDrIGR>Lt22wDP@toAtjvs8cCXh9zUenFEnXGHY{TeF2gxf zq@>~fNBvWdcDKMk#bQtw(6kuBQy)masmo&_OrtTrG*zkCYB<&#D1P3qY*(%1v_3%Hp={rr*!6+L zrxXhsjTNJI7XjL=1j9AQFCu%~O}pfb9+pULK^CtPyLx*j{!uKs>`{P9W$r@cRqXW} zX#9v;3cy{c_Y|*;q8F=7zGbO<@RL-w=YqUL-<*Qjq+Kr^18qZbe0j2jwX*`-4$@|G zT`i@2;~xdRa8}!J7h241HE5oZMP2>V%5f37(zjBS{^B4~tS0f99B{828#KqJ^lnUC&kHFQQrcNML;X)Pe0tJ)`Pn#i@QewyOg#5PxhX zYR!o^C0kv5eN@TQz{j8rvZ`wf(T=u^sXGK}rM zXWIi}Db*@aH>utYH%zI;$4$G0qs9?3qq@umVlI#Ak!OTrJP^T=5#!dWw3c+~3#Du~ zjb%lS63dC?6RngJzItjUtf^FLuthtr29c)M=~)`@L~FsRl<0ngK?DENuDfMSCv?d2 zxExA8G9hg17x)6Nm>47kMnO}P4Tq)G6zm;GyS9j~o=bi;q34Y5|89!(rp{zwc^YP( zLvyt&lhJkcCG*7PuI53g>QQRTve~Tj729|E0bt2T6J$9UNsYF>e$b@d{++X&cDFyX zKDpjTlEv_=^-hrgfQ&n=^McJKT(kL>5hp(f`c-%y{e%}TPx-+)>WlXut)c?+o}n;F zc4#HaBr_vP*5uSB(I%s48#Z|ctp%Spiwredqisl<<5$C;HzY#oVNh8>P(xayt&a2g zr9SI|+B|E5mJh4gEW1W~f?rj1uX4R&cwdii35o5_{*^Lw_hj{1-1OmbO51+PRh6XY zcp3(}f~F45i4Kd%ok~58&C72pr5=N^QGd?FR?&Hy2a_c4iTZ8n1l#O zpSM;VC75O^3u@2Kr1un_(7;Jlt<5h1y{EWgPlwB7KbB!Jn(6OeSd4xtHh}PmzB=E= zi|?Fmo4&@naH?&aQqa;hM|WS2Xm7_uxKfM0LL0voSmfl2R*eU6NEXwYoIkpRFZ_d0ZJ%Vlt4$1C)vI2|S`^Deex5>G6 z;(zt%$N&52k@FK(O<-Ikjq4QSauF7kJIYZY_oJN7&V1Fg(*3;NQ)3obY#f$HKc2UL zYnaGSyKwL<-iXx%lVF3+1?k=1lPEtDuK2rsZ-}DUSniY9|d4S_wXJ*`7 zh7CIo|9elLU?Wy;p^jHVNKr`8LxO2HUt~D_zM-^JO7SsZeiK=#YnUa=u*FtBE@@S@ z?(;RKw8p#)r}X$<(iTcWO0L290OFT6IJ-ezE#9m}bwFGaV3Z|mF3z0Qre|tZdN3D{ z>>9VS>HJGNytQG)l8aN?ZuRfYn&Mr9M>4((Ll!PB%=p{@4F%tcUe{u2EAa=!6(xm`sbN`7{Ia+|}z%@d*P zjO9nY>?;%WB1oVO#B{9Hg8__L?$C`V`s2SQwe>ZS+$JEm5PwYC0gDGoEsTYv31=$k z%#`AYJ(VXKNU@(xQEvgK`^QwKKu&f54wDDV3al`LQ!&)-7^ql29B`T;+D5 zMW)aV$-(g*a;XTotDPTg!8k@H4r8$Q3&A8N5F9%C@;hP2lRxdAC*U)^qf`)P)3?LV zvE1!kWOcbHd&lwf5>hFgdI`({3P2XXWTHO}$WNjgh`UDfgZtDCXIy^3UY_;stizYZ z&}k;9+%`+{4_20YI6+~ONg_!rGp>MPada@ODjK#cW9baAAfP((OOE@Vmfal5jFG%@|@dw_*0-)0wuH zuY6$$Sqj{rRQF=~w5aE#$t#KQJ->rRg1I~k2F6rTu_e&3;N$@rR&YL_{RM|w-B03E zrWFAcYOWt2xuZ$qQ>zX?PojTSQ9b`r8JKAh-`SI5cus6)fr{6OM!UtK2I(#OXouB` zI0>?u+Q9J3`vEtytqJ_|DrGHbilWs<$P9->n=vUdlP;q%_4+{%*{EAR#zmM^#Jba< zSo(ZfVxpw=DANkw=J(Ro)J>6_$>A-}9e7XY;X|mC$;XKGUubPlBZk}q^Bj>!kID{N z&-HQ4;?sc3@zrCA^4SKDXIt&z5+8xEc2>U-t7m{Y)x+REYwT3o>FGMuCZ(4KHaPZc z0sEjZH2^rVl~mw3oEj2Vo-)TreYnW(cg$eWz@6LbsWDMzYx7SGnSk^AYroy>ULIG^ z>Sqw$Ixxwdfv|&_J`*;}u;CZj-W)vllR=Upq?^zO^)AREAqb;5_@~~@FqeJv4m5dM zb-uU!A;Nb=G2v$sA^1GI1|KmP71YiQ^aAv*`I|&FJOO$0&=|BFvoQ_gK`4E!>lD=< zU5B0_YP$q0b^;Lkh50rxUg+h?AZ|$4Ex74?m%fPVmxrhvWjV8NiKOV~woKGaX?S}8 z{w$|F8KKFwj*6P@@;^?9zWnfym`W6QJ|YiIf=EAFfx@27w`x^zF(bog5`}YqZEm7} z(=%q>&Z_CU{r&Z)s`M-|Z64d{;c?3n%v`NIlUnu4aPTPPfBE(9NgP){<*zG`%Qwl();)HTT>`<=a8^T`2Y(&NXoDX{(#k@lPbeop#00n9r=x;f>ID|dt>0YhUn%#f2x5~&K)s#~VZrYnXAf?=9BsE?=^RM&u_ zsae?4g`rMw#B&MhJl|Qp?>LOIrg6wnsAkBBk}jI|CA+fYS-54?=2;@bQhQF%gsqLv zv>zn7gxVq>t=`Jtbyp9qRW=H2O`JMm#e=}J9&l)dG zjGX_!YGtspGyPX)AsZ{#|Hv$4{vTytE_J7CX?x^y0Lm8_`4!Ti@|lE0OaW9z0obSb zM804K{pb6u)^t3s?To8@dv>+MuYa~2)&5)!-|Bz)X6eglKka{I>2DZ*yRZBIx%bn( zJQw(nZR(rZ|MOI!?6B(ln&5loYujJ;9F#A+?59pKI0BrkzcKNbye1BDb zH?=&Te~vXX0IYkS>mL24p8*8=?@oPb=b*p}Z~eZNbJyH+z}69<7dOXd^6s%U?2s+* z32=PATKm`X*sZ(vyt*HpQGW*D zcU%Tx$T#Qe)S0t$>EDwLB_C^RA|{^HpWNyxyS8ymcZ3298NM2Ef$!j6IeQ1NkG|p1 z|Gx3B?m&O{*I9f$%ZYvXyIQC<)T3jwdi?H++0uQrh;EswZ)=^inKnH?TQ}+OJNvVX zqbS|Le7pD@$%69d=_!gu|=x|Y=0 zcz~aa+l8OX%)7NV1H7#XxVTb(k>SGBT+TiF3RMcGx-b~E)B|W4#8#i5eyDxzncIf@ z6@Opc;z0|RKz6ck4LiF{o6!2T+!KQ~#q|m|S6vs;y4|m#7FqqV+w}|WHOpfRebdBj zXKz55Dc9QPxrS|u_|s@j&&>H#-`ETLwi|gT_(^~t^7|*-?AvB(TTd3WJ`ezK#83US z;#|S)i#^d25_sKi`(L33(vU;SUU7EPy9k5V=kFU{J}2s38`mSNM|J4%AIs}$9*6Ny zt=Gq@e$5-E+d$t5f=g5FiL`^$?mLODHR@??w>GYt(4J4h8RLJiT6^M5r{PV(Sbdf` zoQ`LM^Ty)Mm7c+>C*#vZ_SK~gNWpakw5DQ!zIy{&!n^V8CJ+iq6n;(l=k{vWH^A)+ z%j3UxBG^YAkN++yq{Fe`bGk3aH#pwYuEntj@2^bG;ktLXxW(T)*N10lR$BneeZ^94 zX4f|L#%^0{U9)D}YEF5Cac$z^-4WB{{phPgPXgP&e;hgwxj=TE*!9&v(r#{83$)?( z#ICOY>f-p##pNc&8pDZ3IcpCXyJPU zxK>$Pd#||CYjyV)bp#03&d^~1+=gq(935@Hd7uB?oE+*+oZ;V}Teufy2O^x9Hy}b6 z8WsjD^P%V0$3M=$*op#R-lzZ^W#LzUcvs6@7qHoK-ob?IpQyx{*Ybu3S9H_oMKrdzPL( zJE^Og%N+R9jHy^4&*_F{J%?RY{M*c}ZB1I*3HBU_@2~gegUVT3ugjK8b2oh(79frH zh94kppMj*aBtP%wdFa1`EmIJ}${uimDT8<+1Qb`seEcP1YcW*_%TgzdPur6v(NY5T zajmFm6WB+ea%dBBv;Yjrbx$?4@{PyILjTu98St|xT`sh8q*T=MMMvEw$Cp&cLn{7Y znElVvIeXzwG1tNTrPLqLq#(%;r@zl|7hOlGU}B^d6`i$UwJ5gq7wgKV`g*R{&7ND< zpRcTXFKg-jSTAgy+pBJQ5GZ&|NH#9qJ6m}U%of~6{+@hRt>rHE#glTEaY((>>$|%( zXSS)v)I9R1)t%NPYIA_=44RtkoRtfOloZtk^5^)57G58?=nFf<({=hYaCRm}(n1xG zd**zRiAm(uVPbd=k0+_`B(W;5Fp9-2d|zp;tG@NtG9;^VJgi!+f4+93vtP8@UuH*E zyk;7D6;eUEQ>1V7?P&LvVzCDMw!gJO^sTjo3A@?Zvt=l(x75F<<8gJh%j>%d1G~1# z7`xf3pNSpBA=-Z+-d)1$z6uRBZ)BQe(Rpt~y5X7c+QI8CkDRy>s#y?%b=o7X?Kz9s z&){w!AHz8AOb& zaL{qpt61DkHLEb|n*8jsZWU%w8+5H*S;RKbbu8ifkT&OFo@LQ^puU#jKdw<_;N&X6 znIj(@^n$63bVBU&DoYL40OK<$ekf1Qk8Y~)@ZJJU7xJ+&!TwL)uF;9eADCt~jN5 zu=!oSjRb`47Osu^i(=I{7Pj==`ECoDBW$$^_pyC$+;)K%xay*}E1xRCW1lMHD}oT4 zG@cyaH8+dm4Ds9YZ5zF^wzKb+_8IqnoxuAD8^0fjUJJu>JXd9Vxkdvws5tdNaL=AR zevI7>YpeI6KNoM74q4>k?+up^K*^!WCOqr=9goJa9!$I#7qj*(3M_T^h4!@~mfFvQ z9CkNYp*WqF?ohQe0yDqKZMVF+5kI&%GO;POK*S){3R4X zf^w*iFLGJ4r-^6<-M1^V#ad>dQy)jKYnz<4^^;l)G`a-sCUdIp+%+}6PC;+}l^gh! z-d#5YY{T6gkBTWykQfSyY+xamJwlO&qb~qiQw)?Z_EpTQy17(sVYt^+e_Zdx&_Hr? zr-R`8^ACm2b4; zvoKKG0D#G0n^-HC+wti(Ex@WTX&URz`}e5Z>ANL5w2OIeqt?>eaEsw#vi^I^uyi81 zpozv?&4Hmy$LGp>XZUK9G}wPFh>8DMBjA_RO|q7e+ga~GaXCNP|&!#LC zf;vVJU^(o{nRVQ^_G)*V{$l96=5`~Z7VTl#xAwGvhXV153J(r(7rb4n5KmOU=Q!`a zIrr-6FYu-N17{St-#u6zRCCz9pTD?b4DbF;Zejc(Z zBuwypa4hZf{-=`wCV~}=edoXcgmak(E&X@LYjZ!Jr$sj<`=SlCbbz12Sn8y;3AjYk4n+$t3?Wyo zj$UKBgOLw3;!f>LE3YU)-`1Fw&$zgu)`;P|G&a?oph#d9k+&8~r+QIIs?nK{x3?CN zLq-yBj(URQN&S?4zF|>+nyKfFyVmpSsJ8mN@AmgL9T})JC(js#uqfg# zhkv2WjhVaP?4k_gj?}A-k@s)Kou6I6NsIyX9*@Yzrq8GRVB!Y4ZL@?V%@?q?ED9G{ zi8Bbhx>Cen(eM$7(OXgYuvcVm@I@>yaI2Wv5EocoZg_t8OUJFhZKqe+cotiYsWv$z zD(2fjaHI_5!(w!epEI~J%1n$NQZ@&)9S8VFYxw|s%GNme-Zd9*>(09S5euEn?1D7G zjFF8F1?RyrQU>OtvD0cy-zyJ5y^8|xr~`Enapy+G!q)owUOdm z5IQ9jYL=l8fe!0I6OSY zh=%Guc}$=Ed~2pIAsuzN-qac*yGMXHs5i4$8QkqMteAXa7^|d!UsKFS-)$`~DSXsL z%NC^~f@l|tF>OK9<)g-ze96JLTJ67>v#RC?2Q8Rc8F6Edsw2>>9e=_PnDBE4PY2K$ z&4=VPST(*9s>z}koX|%juVF+h4WkjD{gE80tROQhyJB*0D6?VZm5<{o6d_y>KY@&1 z3O8CVPduE4#HO_8pOdfX7U7UP#P4KE^{4FX#!gro35Rdj7PZ&oEyq2c4k_9{61Hhy zMe4fZn-g@c3k|BgD(FXlD%iIA@chYvaie^@Z|Qb2(-G`D0WqZP7Ds>GQgl+~_fe6J zSj22&fA+i_6E6e?s#2fM#1Da^8ySBpS9huMA>$sY>z$O%GWn9>>iU=ql&y0C;13$F zw7*mHmeQ2?#zMopTMO$C^9CtAaP1k-;Stdq%|NAN{sCbUBu^SgBM7djaR2>hN|_Ov zfMftaK&ia5V&w z*<&q2+UHiA$*Kwlh*krc(ZKxM) z0UF67_HuZe%IuhUg|IfsKY5^fM-i>*{Ny(Cem&2AJ7FkKt?=*CpabmQdwu5Tr1}(H z0$m7B&^yAa{71I7kp4z}YGYdtPCpJ6+4JR_9Y4}P_~@TmPn>k(AMi1e@74?;w+LDQ z&vxf#sBVj)Fi9fJ5d zozGKb7WA27NLNV|RGwLFkFulU33kz>CSjkUG7${yS&-O`y933@j&SJ*#lnEPEoPIl0=3^W)*W^u6;ng6qXJHt1wkRfpi&2R9=BnzEtg?|>wQSi zr_vzU(-Rv#vf_Ja=MPRHdC`_2xQcG;AyDP|yn1gP7>~g{l?f8`5ck(CmLJwtzFScILov0D{sAJDrpVlE>#ib!ghjf$U#?D z%)y%T#JsQ*o^vKUc?uH%8vb{vu=|lzps&Ho;68GZv+k3_v*(lSP zpB-?fDqlJw%z9|q!qV8eL5YMRa3)h4l0pt~fot&grd}@0eU3VyMN@n+u zv19UolnXNWh)EZ~c$P_oQ}|b(bMTP|yC>v$c*qH&Ox%dEGkP$AsT(I3WmzAXLnJIH zbLfI#4`NgMcNMe8_^?IY6X#cIy(YHJ5(@?w=hz8}sCO3Q-O_Gj!vlQaEE0qW;2ceE zLV^4Ts$Z=rd3T-Wqd%%6GFx_X-NX8Z?sGi}W6BMPp>!@2p_msdrbLm%G=?Kd+I)Xr zk>nSOJ{h}^!q4?XTTp!NXD05@+xf)>z&wQo^JY#4;uqP2u_s~aPX9R+#H zmN;DV970$~gno_VcvKI!8DrXJ*TdH>fok!tOC4I-KsGNbEZeBfe&JREGYa*sKx_x% zN1Oy}OEls+>eu7kXSH}|{IH`RUtVaBz+9@qe?Dl!j(=G*v;@TQSalS1CEjRD!iY@)Kp^U)g8DnkS?CX(v${N=SocNi?oC z(~M-oM#Dhrl$(i;qGA^MbGjJm!Bh>(BfUBSQ(KcLFy?vVM=n770Poz`M6~L8f>C(W zK680$7XY&HCKwlEAqVH{*gwb#CBkH4gSKaV@D8uQ&HVL!jYbo+SVUYI@Jz^ zDy)`k@8F21;VZKF6!**0y_7wK0qo$gd#lAT5Sroaq&i#UIr&udNi60v96)cv{s?6V zb3nLH+C4FbK}&rSyVPM2|G7ZN%*1_n6G1D*ETM&8HagsmRpOWO7_Py2a42LmKB-N8 z7x|EoKIZzeRKwmx=jdqCN>-aX)jHh5F0Z*B>p8Kvj$L*!qD>*Mxt6$}GE$QEn%2E! z)=MTX(OaUF0GgF#G>+%4<%iJ3}u1iMl=fu*mjsiOe@m5 z0@oM6U|Rk}vUqv3(EGRUg)$>k_rcLBsfx)$P;F+jR=E5cMSImGe*8plpf`J zVU%9^Y2lUPHQAa37iLV{9#hDu7PIC&jkb?nIazR|c@DN@*rN#{m!Ps(o#KrMU#7h3 zgVv6hf><5d1fbz5CD9I5%(U_ls;Hb=T{9Q}V<=U32}7D3 zD2}>_f-xPqiEtre|2c@%1!`*1vv|x%+vvUemBjTs7&oU>)IbJh(^PZ#V1e;eIoy;< z3~Z8EjHBtqYJfjv;-eLP`|A+jZ}nsV^4*lHur#a3?{hC2QT<@_AR4g^XYOt!d}Hl) z0J3bt8&OE#>3SA<2z8c^^ZIQQ4B|K#K4A127u1vg*`V*tmxjRI9hfxB_dqb>q<&TP zy~Fy!ZJqwXT3I4of9kRh<+w6 z$TI06(atjILxYWN+K)yxL%j=CN?sv(Yje{gf$S)11^J9kH8YQV25%FC3i%X+Dp6r4 z7S)u*(b=@nw%UZkIcmOp^CKOVWMnPquPK^S9(RWfJ1(Cnq)ikm0k{Av%C|ysyOAyP z1*)TbOoHgpl+IO3bg zf)Xg7i8=FLGmOwRL1hiFT<;g z{p?cB!6)J4W%6QqPuxgA+6+}Htxa^z)WRMU+8Z2K0c>f-C=w} zX)BuZN-bTOfl+&z3#ryUO2>~=*$5fRsRF_$$ zbFRTSlQ61+($UovuX{8dc{9?Z_LBGpy?fVpacVR%n2l>NhmTL*F z%S`HKst)~sW5~!KH#0+`fox3;LKaw9_^H9DE9qciIq$#8QM;MqB|h){rMM1ehE(<+ zf{NI)mg>*r-10|~(#I#-BjipP?nlim(6GSF5VTDeNLa2*RJ?j!v@WH_us=`nrhMN^ zyYJuH;quoV#qoCglTJP%^V@BKL(sG5D*h?QqZ68;$Id4c+^=73;fsssyiA_; zb&p~|njgDFJZgn_q5|Eu_eAzNn;Ds}a2yoBT!tW{c-E%6=<94euw0@gavvNh?R^Mc zbEd<%@aj9|g1V}(mO&2pX+wQ3lSIG&TIz70 z8biTC(Y~=J^cUtqplUr>8bC+$*Dy3+FFuiYfBTk*<(1-TJuE(fMf1yw)SoOiqN0DY z(hd~P##_#t+iN^nk2Y&RaQ!zOGMqmiHkd!IHk_}k*s_~1TQ!*1hrN@KyKjfvuFbSq z-&~vhGwplaisKq=Ki3mLAV=zcR=2Au>b1T>gZZTS82!5LpDCXAwG#me7r@P3)i%y| zFj%WS+?nV)s}{daHl~M63}ImX19pi*8P)7zC7m71;baXY4RH2T!7_DxvyE z&P^4M%z035Z@}j~2=4{Xuc-)fxrWv*S$POtIpq23V8P8P?*)5Wd#FvhAKPjKlylqx z=ivvY?^YqI8*I90JTILM2BO(q`(%WbXW>(rR8!PemXiYm^KF5$8OU!GV1ISsXWh2? zt}=!BD4nhk(yp*#sK|T`Hy>8s&``3Yj3=+xrV{@|>|CLZgEK??Y=rjSspekV-h;_z zQXv5Y|L}5HJDJ%1$gxjIHc&>genvs`_a#_0>EBG`u$ZwyB5WZUzX)n0Xmd)EG>0&H zw0jbx(+1GIyT$TC#81}p6A=M;6upzOL?$UeY|P}7@Ia=>;utBL0H#Rjv+~oTpRUUf zQUZy92O{q77wHGD+f>aRpIbIvviY1`R44VY4n%nlxc3bhRC4IjX#xMHRQxTuUdkS=TL(KDhkS3sGEw3Zl)Vk9{zsH(w_icwZj z_GxO#=BVt*=F;2K>R0DrCA{N0!+XplvTjAf_S=wkX-*)WQOf>x3Pfim_%}yql>cqU zw32_zAh=rHlrs5#_(`t4ZS1ZOhaHor-oV7%+luVx{SZQl7}*BFP~cqsHO)78yri7m z*%N!PH?_6K=&ecc@WiOoMv#|SL?8vUkBzIgH`-wMk0*S4YiFeRwZl^3Jf%l_$sP6H z0bqG!8q&&Jz<}Id-BG|p{!gPfc-x_B6C|&&+i3}W|F@lcWp?B8zyyIR9Eop_6V27SFN2UUeF+C^5P{w6@U;S-WBiM7jN12`Bw(E6glT}li#kEo zZNUV}X^!zNgh!&rItV{`T3P~P6hq^jL~04iX0VtNJw1Cr_~-(PLqbJ!2(JY$0Rnqr z@OSLVVVoWw=TFI@160t*4~z{2xBf8{+5?9;m*Rv=@!k;XL)O@9p08 z8k@=LN{)Ln+7;EOYW0;ckrnHexFPKnO1iQ!a)y&^!X`#MCmz6*m#QicuXv{Fb;9FB zp~tw_VKzJmiw%ZpmfoQ;uXqIoUczG~1zt)kwmdg3SffuiGeJzmZ&m)&fGdv$5UIM? zVz5TN*J2Tqo-4H1eX;N{ZlCdZW#RrI%|eSqhZ4#(E+0Cwl{H@`WeAb*s?reYA%Vn# zC7Df8VS*$Q%E5Z=41mlZb{(#m{V6$H|=5mPbPkTAcs%! z4(&-Mn|@jNl@}P%YPtl9k%u(HoGjI*(93eceMkBaq-Y6v*=x#6kMkebl)IiIlxX^T z`VU6eQ@*BD9z8&)q=`oCyW6pvZaC;8Y2RfLX&)`6YXwNwo`m05Udmkj$0E`f_$`~0 zlPQYly8E*v?VdjcDngq?+!yV|j)%T+~YS&oU2B zpAc|E=r}|_LC*(!6T47+H5ZbyN!t=~Pdh^PPP-a-DXEv2NH2E8q5d}Tx`_Lm+*3TX zOU3u^?-DN*JKt}wRVNB3UDQ%8U>c~C9V0l0t}hLMt;|M_sQU=drK|a!^8g#)ow!bcEc7>{iGhv? z(uprg6OiAav7G{9s($nX=4vV+@|uj6y<{pQm&0BNj(om~s5huGrR9W5QIc7+a8$zT z5V(P^;yjKvqCCi}6XyS<*xbp#h$6*U7pTk(19Am4@3xzFRH_BuF)dC}rwF1yT7YZP~s|D=pmZsrn(vw*&(4fI?D+|krnG+yb3)( za-deqltq^6_8p_o+_>#jzvPO%FB0>o10YVC+Q$M*XK{>M3!j5%iZjM6E9TRYH|~b7 z;D42c&HQ1{DAU<1Pu=`+Sw0uO?$uW_Tvmwns6|wSbz6)751jo2kJNdEShqU=d8R`o z#iu?F!K)tOAkM2kZZYapn=rKBBOEm39rCm883v0J6FzwlW)06V{4c&^B&Od#jS>9) z;c*6C4xxw3)j@vEz-7WN_Fnuy!l5Xe-`R+;M}V??*lhL$F7IAUi-WrlbPH5fA2r1w zuvP&!0m~{7B1|ivM}#iO8(q$X@yC)*7>uAy>AjW~^XBc_CU95TExt~}>hDdN^^5Dz zwzwUNmg+lzw|iJ-fG-Ti<}IpjfO7Q+<;z*@w+pyfPYJ3j%P8u$o#Lijrv11m9Lkkax`p;;M9W&xo~ACOG#xWF&igu2MWRZ{vZR>?*%5fsl2FYR zyu_>J2wG>-U;$dYtL+5Jf!1wPS6&n@yQiJ8;;RLu?I_PO8H zEHpVu;TwV-fT^D$;z`w5ZZm=ZJIEPdG4nq(3bHE6Hex>!@bpP(5XM}2I-oQy?g6K6 zM^g3~zmAExsQc0y4o=8N($~}Y!tfsDf$ny#GycHf>d;Gb;~rjcEp$m>dME)8zgzse%8z3!<1zJHVbKtl>Ft^R3*2-Dw zX}AdpC6OZqY#{Awl%>|!rlr;mTyxDSd~?mrFTBLMMD1j9a`U2^Q#jSC)X60jg*3tR z!HG!xLYUiR_hPImpe4LVXHq0cL!bq7QbVu>sM5bs>qDTy5Pn!h{h$u%DjqGkleWvH zCP7vC4#dqAL8d1O!H%KsErfYuB(?z&o}wO)V)g)y zi{&>l8?`NzVp4`uhKu&Ajv%bGvKZnWi(nnb<&em1B&3j+8}nHpSBKzCqi2v9%b7@X z=O8|5d(;@?rOir5wZ_h+SOCRyoeS<(Gm5P&)DC8diK+BOCtx@$qOKS+gmjYYn{qof zb~&1?2=yI|2T{B^uYal;Bc-5pfn!FTYlUO|KJi?xuGPz45BN3*GUq zz9&P?X#cjqyW<-RtbPQ$IG)_T`uw%4JPy_I*O+HRT;5-kqJ{(5!| zl2p-t6ruCX?Jg8e@uj>s^`d+OThmWM>Nrg_KdO2`nhyk{+wSuG-_lok{u6J_!uEg4 zUS<6UZ_Uom`JZ@e?*GJFch)krA)Fu5Js_E}&Pm@|&4WWH^;?Ic_rVyE1;vs}1PGyb zV9Lbj9yn-X;X&G|zDDVg4h}2jJTIvjtgT+yt~oyE*R=Uo)dhY$y}WIdk_!LF_4#yjD8J{up?N9a@FOLk^ZC$oSE%Nqt}Z{Lb*W|Ho%f-|?(y_+ z3A^2PUwG~DzJ2wy{M7qWw6&$xG|9AQF5}ONOWHj*V_|2*+V5b-i zHz^{ZZ}afn7~lw8j&!nf&&Und)oV^Y`e`8arh*sf^>+2KaPji)-qPBlS65VHNmIGl z3Ot+&E{t$p+I;MU^R9l?7;0QHz<6#j7_L=1rP-@kKUp>REskk?anUhT$x_*J}{kJ28Y@H@6+??w6;p+QzY0rmpJBtPT)wlq|L# zkY-goHa5mGyE^%92dCU*E@r+dJ=%uOg@N-ce8Ivq1@DB!oJ2 z?Goo3Je`nMjNHc(E*|p!eu|oBYPp`Yu~+XFEpHi>NfvOmCmBwFso}txva#21b?eXx zSMylrlF_7tBIeFMH{rO@uF)g(A>l6nwxwTF6U8TQW1r34r&N`+Xab`+StB@=xF}Fa zhGVl2t;kSndbvf|*msha8|>OL^+U5ou;se8B~Kr8w5kG9JTt$ zZfAcjvRMf447zN(w&CM-{^dxwdj68Kqjcm8@;`QUwTX_JXPi?yb5%JFyKyBHb_;w- z>Ma>zdOMPib%SlKbbOVI0d`ayU=a_q5v{`x2Le*5qFR z6Z0+FLakunbg`DVT56a>NWi*w!{C#01MwrdH$j1kyAQR-3RBabyFWmo0B*W+y>$;i zQW;=!+Rz#>bk}1*RtEoIQtXQ`_y9vNTD&Z1pE!T)*C&|6lwNkL?pC<0{ZzSJCMeia zq<9YPx0h_)*+^^Ot8N{+s%|YMSf!%DpP)&LWItFT=Phx4^s82hpO+mmoDm5@RVLHr z#um=pLzvCn!xGW_#*#L*sc>Q|VFxASUr0}f)w}p-nRy9M^8Bn9`gP)#(JSc) zd$w(_oN>L`VuJ?6G|#FFm9WAgBA1y3cWPMoK6?DHo z=kz&3QFy+nK)p&kTgYlElgP+9!hbT~lH{&$KH?1c8Y?WR69!T$!7DIFYA&?jsg(~y zH^Z_C@xo9tZ$JI)pqt3H-w9fE=E^HjdEfIcShR-r0ud-=k2K%mT|cb|2KYO?RC@Se zHskIK6Fp6>k1!h26zl#JUXQ%DHU4=hm#c=Vu&or6_9w1v$V91;tkK8k!m5+q@{C$zhi_hWn6q zlJ%|ht5&tyX!H$p(H0`z?#XMMeW1xw@SYzF0bgW%gqcxM8a}`D_%hM)g&5W)t@>OT z2u)fHNDPKI#J8AgGP?V8hJ~3`?5PE#^fX!+NrYTN(p*B`#UlNtQv%TF+utAvtVdJ$ zF1wdAG?tx~I$=KACVU5K!hXi&GK0%3GN9TjxJ6)JQ#gH8~8|9XP^}mViud6xl7p&wL%of1A)6TLF3rUl`CVt9}b!9s}bsq2Y??Sm*GH)Iye{ z;S}aWy9qZ-C{Y_IGr6n4Zs5l+jShJ_9t}<(_a0KJO=KH!5kRtbE7*(p#=WCF#Y9yW z>0Pf!^sxID)yyP;bx^i0+epl?v?iQ(%Co`u(3^MfQJr6T4W^&eZ%?~q>YFn)8R{<$ zHLmJIzm(7R$L6MLpip`v40s2M zuK0I62_%?w%TwguhTEepSJQkVx$awN9;z}jzOi_DuiEDON1Tnk8O6ksb;7^eDzCHA z&3$aDSK@G%{Do%Mzf+>*f-IP?DjhIH@pb-G7(UK7++#g-eK@!(GDrOU2zwu;)8gon z8V0kb0N$s54ZdA@xTdQor)S}S+mrm;8}a2JqUXT3VJ*GHKxZpb^U%@}5r3K*mHlb= z?^~!%v8z@)1`84X&-VST0!g1nNBoN3X3MpL$?Tw*9pq#<0Iv!5Lg-BtA^&8y%;(OQ zMkT|lZT|!Xl3%ew@~VH@XZkv_?AvK2Qvrl#e*{QA=G?vUEGMZemy&!QO&4dD&$z1hR6^X z;byYQdJsf-Z_7t@26YnG&`Y-Tu1^RV7$Q#Hm=dV1$qg|k@g@ewETpi^p_1N^@@CZ= z*oPDto?W3e5=+UN5oZpQa8g~m1Jgh;i`1e?xULn*h{0KQi(X-F8;_)wJZ`ktc)3nq zjwEHHE-gBkhaxL>x-ET6JOneR)-#Wr$o>ni`HtWTLtkOA%uQQI16yeXv*Mayc-Ix- zgMf9sk@Z z#&O{_kjHyFAU6OWpvSOc&Na*33~Lq9mBN#Kam9v^+O*PmxV|zMxj*{_`mds118HEH z8mt{%8|?QGj*6eD4f7+(dt~R<8>>35TI!;)O0tzVvtAXndaC2uc^|7O=0u<fOyWpOs-ffnAr{E$;IB1fsEcJ0t3FBI^;n=I&A zjy4l5w?PioF1+AZ?Tk)ep)m^c=yAZhcjD;dWs#4P37maJ%mK^R5>V zxbXZ|fhNL3dp{zorS*U>F+Mes+(kbbK$cdM30hc6KyCxX7naGPK|R_3n*1Zrp~|;o zqu!eXSYKw-O+oU`_Y&_1C}Do46=uWNIDHL^H(NNJb=-sS{VLT5oUdyi5caWv@HKN3 zFbz~YBLaAFC6tn;3|IQcf{(^ZV@j!_z&J0&N zC$FC7MV)C#0KYSkHX&~bewt8DD`ZcRB!S82F(En5n@Lu?;}N;hK`nK?eaE1X9sb#9 zHYXOc*Pk1fZ+h&gB>&Q-|Ki`H|3b4Js7Ucg@pATY**ENzcg1RS)4DfkGvmdQWeCq3 zOmBT`1ntIsND6ld&VTUIYG^!w!oS#@ix%_qzy#J6&uJ24{vV z0;*;mz$ZYlX7qs3%+I_aV4+Fie&JJ$)y|_2ROmLPi$EBG%Zz;^y0%S~T92uS<q7uT0Dl~Ipgrf(g` zZ_4*IQEmxq4rBQs1N*T(U_!^Koy4rb+!l^NcffL3?Z6nFwE3{OCW|>dp;0 zaxxRu83?)I)r1t4|I2%25Iw1D@TVZ!IpX&)lwv!pV5F!XadcMkh4u9)!A7_dA?v5l zgp(waM`CN^obq1A{gI1#7^w9Qg^M2_^}oa`*jWFQ$CI0x>;Dk1;NeJKu+6}DR zG}IK>bl(t0IuT4<`VCxaali2)y2mwR*uP)ITYYLe_sRFwjbpbs>};V+eM{^K5d_`? z7rX4!&YbgGZ}~%xyw-mq6^$CGEx+ zlJ@yn$_OCmr<-fjccq4B)|t8oH&VCcD1^P8ZxHyx$C=UaVVGU(k9)c(lP%A6vP#u> zVTZlvo>$l1by+oS(GAqK4_zM@{B?&wqE zJ-u4{0QFNnA7uChyP7TM7z)>Ao-KfizJH4Sr#t0**6VJ4HuZ})4T}m1pzx+TyQXy@ zz1M3}@AX#&N8I@U;zir5uS{3`o4z0Zd5;Hw5*Yh1_8iuGT*PRwI)6@`ce_Ib`yc+! zUb7EOyngjN#hAm8hB}5@X>*8qcNHFRX?+k}=(y*xXJENRSaY|!Q?OVG>55eD`2mq? z>iPBW>aRrjSw&_UuCGde>d%o{pS0Ince~SHcz?g^c0}0wik%9%vge%p5xteU{gm%{ z&)#emIWIA8v<$p|;AHPvwu5Z*_p^Q^X4<{SK*&7?NIlk8F*FFhWV-`c{qNod=(5F6 zi(?OdgyIKoe5faQ0e=oj1qLs6KU|7~_`bfL5RoDpT5g||UHz{AbvD!eJRSd+K0(m^ zuwSMwk`2th^{shudi7y>a|ydq(W_>l_04b?yBBY&C~*5F(dCb}p#tPet80=w^AW;Z zo9`pj@$66Gvg9F$i6(Ow=1^V8yDBGtm~ZYF1(viriwBk0XhXmy8V?cs7v zqtSj=`21md#y`K&p6bzly7kmwe*}Ci(miCBr5DE=fHb zSIg95?3*yE4(F+t*O1QH>u2XN_Ab7TYng4M8I#oKvrR_iE%F|`t)oYi_N?uemwge3 zoGTKYsq6EM&ja8>-LbfJ?*i$u4F~c1Y9H?IZ-v`kukSa_`(~XlitiVvQ=A(48g>mQ zcO0!nrUJM^&z(G-Jq_))Ns%m{FTaNkXOrCR(rks%>C$kzX6^T*9=3lIg><9(2;@pt z`{e_l)BtO%-LUcx-}C(K^cBy<(mWQw-0&)yzbnB_B5v?_)+6m3d7U^sVi{KEs$IU8 zBia5rdxg!Y45Ufe`;99z?Bb{P((^sf^5ZB@zp88XTAugf%I1~I)(%Yk;Tt_qi+>^B ztK8lBeEXx5jXu&!MR+B(CKb|ivt*cDtmTD@&(ABX!tE<74wu})%BC3(d240M{KoH8 z@lQu{-{m0fBT6$ybHgu)R#6`7R#$CSQHnr(=iZ&M1t}h@bMbxR8LnA-81-4!ZxS4* zpR6Hyz7M9i>(;jFZgl2Gs6s!CS1Dc#%GpKp*`G3*{nPK_7#i}{(%qsjdMxGF{S~XW zPwDk?!wpqpr~fwBGCyrs*Mw%e#C4Lf4r%dFprQI&srtu9@9&;+iE2=UIE*-=BW;YT zBeRZ6{HpSe!*#|%(i0oLXmLablq%|tCR>Syn7QsA+``YYV^_8?hP72wqThWk+;v+- zvK$lvR=vD)7!}nwk;CbUcU&X&j7Oz#)Z0;hql0SWv&{sg82@4|sYv3;(=lbboteWu zMbOy?q`$^>3_UoSbd+(lGKrhMV%Z)&;ZV6S%h}p(TGmqhUal=YkK*tEcWCVzN|;fI z(jdkaXEI5kNT0Tk)?L7pGh!Y_9ql`%*Lg$Vz)k;-2XH+wBC70zm75f4r-S>Ml&7J! zx?^eYyYY}Ln;ZjtwAxnAxGpMf(?9o3&bjVs{d`R2c-@=*_=%|=4sqsQK$%jXQ9db# zAg>q#BQ6;VvH&SYcVW))v(~(=IBo6ww`J9WAM^JB_7``B#^kg!AaXFQhg1RRdI@eE z;-m<>&7ws9E_#0Y)3Kw=rC)-CMK#H8YS+W%;!uPwLC>1N$nG!Ast<5FAuIdMVV@Sq zf%)V7g1*X+m^#%32frTF$=<5_^Ezo0-N^kvr;*OXkLS=8u*EKga9;V3Z$JeB!u$x= z@95o7-40yKyShz=Sdv6)(wOMpNIu)m3yYKl)l7aVL+wiG#ekF9LRFwuPd0 zx2&o0-2#O~!vpBhelWbBzfd5*MRMXw5~n4c7C0geB0(`F9~4DGCDux4(0eKlvQTu>|2o&MpTjrQGe$okBO%@Tr3qXu7HROP*bJDp& zisk10JUo)WuerM4CUZ~VD>YtEJPBV&hv(-avt zXwb(V+5@+KNl~hmn?Fq`P7Q^imgkPRh#82Ia>Bw(4>oJW6~ov`I0+OJ;F6N{5MX?z z2fqa}3&P{SaZ{~G%X&B#82?3sx*iWgWdNyHGbQpFUag}ef1vuqaVvZyqYZ}4OC#8Y zstj#z$nCn}(cd)udgzAt$0upgtHc#>alC<&wyY`CMgDrv&4!?U zfgCV!2dDNJfh-Ha@(crcS`Pu2bCW_BSw}J3IxbEPh*^OFK!}WKXTgV91gYQE5R8d%RRqK-$=@dA7&u4W4d8?Fzo1? z=5lJC-%M~R9mw5aragAD^8y)<7DWAOfmCbTQTC!+9dJM*lDfY;a4&Gni`|K(r065SJ9KlZeV1(&JHd#n4RXY+NG^N9jX2vH32azTtoBvl&6GY9vM zCQMG8EJ|>Bo0JF$&a=!lb%Y-*h{nONon)ju!TLN16R<%iY=VgDgpJ*AE_|TVG(PU! zW!uM5JLPl^S*Z_<+u%A*6qwUVKguC78lK4NhlnM((xG%0P=C^lxv-@R+ z(=}Z+)>?cTeSFK2F6#i5Jh({p53&0dfa0sb+gfv5I+8`VNM2;%#NOjm2IH%MKVL^# z(egl&FRABlI(|OFS|GRJn``b{oe)8H z=!tb)BjrqvH+OMwkL!7%Prxm7wt^4M0cKI5GC#r6I=*bm5{YkG2C5lqO3QzRO-f0s z{DPtsY_&E>Kq4tJKu0{O^9Hi6Zav7U`=0SYKKk{JZ5PIl9G#r2i_V?lLhQU*0I(g8yKxWh_&6!u!;4m@5F=w2 zwz@q|!)Ufw7cUleQ>T{Ki>`w*c_C&TlHSJ4wqx(QC7vUB*L1SjO-qHQTSIRMJPOxx zBxvJpQ1;- z^bL|Pf2bYYEvT3zOb~NXP*A}jc#x7Vx7cu<^Gku5-fXGBU5P`kXDb6_nKLo2{b|a0 zGk8iN2y;_-ceDtar^x~{KeBxi12wCsA0FjU&vy=QIfh^DBKGL=vhH!ZoTrgEJ-bSq z&gDP%K}ZlKkOp=r?*x%m3m=QV!);&<6&`I6BTAs65csr4Jqutz1h{wh3LAw`s! z{%s754VKnE5 zQqu*|*bu6yn71OZpqe_=kJ>gS3Yk(JgrO*nZa6iHd`lbwQQFv1sw%3Zm$i~@$0uNl>SwaqKAYK?Wi=rJh?rojMdmaN_-(b)N#t##d>xqswjNTZvyhv=C8>1}6sw##u~ z6J!-xd1CsL2ox4tMVC!^hq>;`AR%ijqwFABNfdNA=`~k^k1EGqCcCRFZ<;i=73Z{$tu< zKf_;R{&@Y6rW)_2yB{F!R0KT{;0luLLv@|WCxuR?ddlpZ!s<}`Gy7$kU<~5%3yX^r zc4UWVJ%j3^nQm#@HIM7%GQo;-qrKVm^VRjwqYGN1LIc27Ox9D^Li;lBKt@BzUHdJVIeY{R zYN8F0?nTR>Y>Jjt|IUu1r-cN0ja8p+5ymOVS2f^n_>9yYbd%>S z5Rz{!HdICRs#FE@h&tE`6;@Ue#Z@U;+NCZUgbtJW0K4vsT-;7Jo>MC!cH|VDK+UfS z8`n6Ho)rGAT!{oWL>)!WgE9bCFD0?1JFy?&LqXT9{Qtof2LRjw&(UIq*ae z-LQ!ZBIy+oea^23ARCDmg!%okUl1j{P-aMBmqt@!u!G{RNO92()I1YEC>{uj7XD4! zhNG_lT#0m1lE?tKZvUm?@=stK!&Q`^X&z&h4aNWo2Cc;+l%BB(VGh;MmL#c1 zmzV*yRcBw;8KMqna;p^lCBa#Vw!%6}456V6`S(xKeTVQW^_{X$Mw#)XKDw~7O3g1c zyl~*o4#4bj`u0c*esPj+5=rI8vs>Q3Hh(?3@(P?4M0!4GdhlXJP)XE@`Y)CGE{u9q z`Tz`a8^^-n#ipPVVQU6anjd$V5ti1B(8Hfbs35H`h-~4QK`(1PUp-}BmjNDEVq+$OyN>YVieMN2ren=oJ?HZEAoIi!M7@mwFIPF>~E{U12 zOr}^$XJIRtPzTGHI8)P@G~Q8}97dCPU3ML|eE{HhabgZHD~!p4R1h1lfDLa(Mzhi_ zB0}vxyfA72AW?t>6gg>P2E>TI8O4|F#EM%nN3_v!Oz!x8@ni0x7LMA96^>&LfaZsh z*_Qud+)Y-Lu7xpF2s#mR4ddaw4ILhQ2J%g$OKKV=%EU1&Hl$N3m77;ACW%4X#WD;f zRn>3KVhXxQZ2+1~Z5Vnt-8{dSRcLvqBFk?KI(oG+y#rbOn!XOC>cn)5R_SB9CEd77hcGC9^kd|`|@jL#othhe7~Z* zBM%?_N=|3YyD|?qcEN?#W2?f>VNQ~wEk9bc$%?MHZ2$*irZk5l$_ccA)W883Z(aQ_z zv~kmMbkf7J7+j~W4Jr^eHWexmvJRg|vMv%OuxV#8vN+njDHSS%Jo1SfMPDNu5@j*4 z^S;q$E#aw^#K=6W4%S7owz|E2p)#(qRKAca&D2r@ z$#g$?K@E=hP=UxZEJfiA9m%_!rtd!DyaY=0DgjR`HkFMV!sFnwb<}#|0=ZoDz3}OnHY&0*$<}bxCu`lq=U(bUMj3a`^OrIYYiqNCVk)1( z!aV#OSx~WZYf88B0_sFj4keV7fV}Jh1{)36skIAVT-h>wQy!(~0B!l`2J>)jli9tP zQ<*v$$HSb4QtG-G6Ly|WsGVnuUuE)(aoD9^&FA*heDgAU?!BF>M8b}s%p1kmQ;L8E zRv3(59Hkdzqozq=Sz-qfSKna=6<6*Jt<`7)Y+k8sC+iO>8d_mXzr?&|-1_~-?IAa& zlIJgEP?bXLf!u~z^iSmt<&oSpKPhNC#2Dd%{3GbZ&BFK@lqe>j6dft|(Eqh9(C8!m zk6SkL*Vt^wZ`~)4{(a5Qt9on+wP+E?Ub){#?x)iC?ahvIYwx-bUc=NadN0u;?Al@N zOG8s+Kcc$*$`u8{C z^q9u{^!lp2>6CluBrw<^w$6Eo)77&l5yE8po(wX{SI>2w z=2aE_TsIyAHx;Lgoe_^G6RG+f9=Q}%L?Hvdi@#>p3{{+w zx{bUl5gIpSZXnD!Y2&ZvlXrSTxvPbzwVtJl+m|B{5km3v1=1E8jE>!#wi2WiUk_~? zCI-57ycV9~yTp~rX68J^6>AEOMH+#j^!LP%;cd%))=xe%^|e-56A(~5J@fixmb16+ zPk}?@?*cjVMx6!+Jud6_S;eF@72U?$)ic?ukdHIbNDR3m%+_uYO|TC?->kwNo9DS! zkNH;b=p?hFY!(q?o=oU(d$CN>gu&}MVJeHF^~FJv+tSBvOcGO1>~>OMs*b}M;!dn= z5{u~a?cl_NSUi-#v2CFwf>`pK5-6|PyKtkO@YME62@iA3;8NCMm?_txzL+E{WUqG#^k^? zG@HdJRH`|?mVCU*zJU#c>d8elT^{c2&B4~S+78I9MXL2EJq^vyKW03#u;RrA64z;L zZ0CdfJ~83U-}{t_5U7-K2dyA2lE zPyd3wu*`}ait7t&ip7_3a2&RNO?{jjjh4Qf$H{I_>wu4~wTaT64Ht@eZYs=WW|4hg>6 z9^@BW@h^Ny(*13Ch_rp1!J)EGUZzraUD6?s-6VaNQjfg{NZ4v27q43(51m#M@Igm3 zY`uk&$v8&BADl@&EYC(Pn`i!EIr;J#_W!{=_L5t)Nc$#8jfVNKBUi;5lkWL=K zpv^SIb|+b;b?!?S5{I0Oitt{ypOo^Pftkt4VS7db>nmeV_C% zy`5(Vzh_48BnQN+Sr`7-yIf!bbC09S%tNYQ=`zF)3M55G{G~iC>O=hP z(lW35;I$N=dIi735UoHt3nS)za%9bap>9U zyZ$M~*S_Nke3(a7lwee&i%N!5Yf+{Fq4P#7fmA}3N`_mQFg62)a1Rk5%$3etCsCdeb2z(1%ieW?`?|%FkKF za4A79t@V0Mo|+7nmiaLPuUE8?_Hz;~C)&@?&08Jq=#>jz!ntR68>?cD{+7QkC01)%?w9upva%ifaYN_U)uB8c3Tm!NA~4=XT=iz!Uwe; z+r4xczA^EaQYC~Qiv4t0JPrGb_WZ?!skYA5%Z((2*F@cQf2oqg>`<=-0$oDqM}lO@ zx+c4O)rS~nN~*|ID|G3%Na3D()k7*9*puXwBqmf#< zafnNYC}@uVfR=tfSdZ$$gfZhh`r@E_34ZGE8b&jG^(#$`vtWpXhh@L!(ngVFO7~G0 zOc}_y#s=}Diz{x8lE;mz$%veW%Zg-d1ux3QB}2#0i8|h8L*@iWQ80U}vwy-fJo8c( zc=L5XX>ZTAV35sxDbfT zxd88+d28RZ{hMY14FQ382W;}_R#En-o*2H?0>6ZF7GF~^yorXN`$z8SH34H&=M9Po zxjgpFpBmHiYqv-1!XV;y%n(Pq$m@BG6<|;*Yvk0Pv~|155MEfm%?yi>TMD zu>xv`>EQh-6d6p|5}J*d6ryZ9=r%FGqYyeFQ5z9#ZQ@1PZLGldyP)6Lb-U_Gkb}^~ zDEN64@H=mZ92Y(TU^j;DZ>)0;f)MbQw9=uBxRjc#4Zz48E02g3KmIJfTB;97kg|_& zr>F_&aTX9Wb`}vcu1JaKQQCYSG`1@vWke4;uZ`!5PRgpa_QbMg&YLsk9p^A+k2WU9 zW!o@Dx|}p(xgDA_8RaweTYKs~xRfCai08}g1nBI%N|r8*z0Gm49{VXR(mE-``oQv+ zNpwKu%~#@wPFXA01w%EI9|)@q(y9==aM1cSXob;ER%L+?OSQm2508gB5|%ciLr#f3 z=ad|1pMVZmD8q(E)^x3Mk4v(`+FzA(Iw&wQ7*^R$6eU1S*=QevHMY>dvTic`F^(;p zy3u&;7}N$SmsqSN>`t_E80EOP_Rhv($76X~4#4zM#>1Sroayc zmRqmdsaiR(^VSHVBlXe3mujPj1=cyP+o3kR*U29EFRr(@CzLo-8f;DAD2M-Bnni77 zf2HXnmbc2$K$wh-S&aaJ{KZxbge+)PDFnHk6P+2d;z5;90W(3#2UD4#2`EuB6j|EQp%OGRizw!8!_jTas&*(^{UbW zzOC4z%u`(LQ}dvzW33DD*@c)RyABbx?RrPjpzWvkn71NRsX3$lgo=p<0Qc*fmt&^u z6c$&?91CyiZxjiUDZXx>{Vuk`Se{Ei_nF+f^kpfX^!RD4`Ea-xp3CD&2j9D)g;9OL z_E9bGNNLWa_Vv8)tCl?1mFX0p{OQVyGvr0Z8nb<|#{l<)ciHiG97dP!Ci6_K1mIUb zsK*iS!>bYRGP@BQ!wPFZuxp8jGBtWvV1@U7SERY!)m`5tk(Df>4$tLTe9j~HMx@Ek z-6p!!U*`F=+jrv#<3%Bc4=9-YGyDH7uZ`nB^4i$gxS9Vid2P%b|H9#Mvhn-}4v&rf zKXG{7Q|GNHXZPrb5cIJ^s3n~8U%(i1IGs@ZKz2|DKVJ6l--KG1m_E`w-+umlQ-6QVH}`!b#tP7V ze|P;Ts|#ejzu!GY>S!4a+`JdEVXUj$%phBA*;`Wn-K<}?X(+Y2lm^S>c58QIX|P72 zIp6R*3$T(MyYbt;>gLb~|B&_U!d{n;vkg$iwEEhTo>p@nQ2UxUaS!}`imqw+yG^g+ znc2*Qwh;th<73Hu!?m3uD)Em_wY$N*d*9pBV@L=4rJ(%s9D;Wn7SZ?CMdNJ8#Fz(r z5mhtHxyl~coR1eO)c2d0 z79WS^0xmbN-U6QPWs?-Ens7h}jS8S|RznHjgR}8ud&R~17vO*{DU@mLFQlZhMnwglVe69XU zrJ9kETw$ARR=IChDbLzaDRbZ?kR073Q!2oQj$_G|yY^>k&D5PcQ%~T6po(sy1fOa( z4xcU+OiVYsZ=eMVf-Y4AtdZ_Z{%BY76=kOU1GTpeUuJu6P>grnVQdPG#U(}3%3i}} z+@uCMWv90H(+jM}NhkCwC(J?sPquw(nJS#!Sor!Qb-pERJW7FUY$gyg`?ro5VHX|Q zZ~v_N5-rQmx58Sc_b*KFn{(wS2n@p!E4WGQ7h%dD@}QF;kG9iw zzQvyE*$GcRE`08(D=9iHrACCDX0-8*-K;5!enBvq7gSE|nBC z?c`H9jJPZL+JT}Os?M)RmxcFiB6_H27c|tOqpX$2!?k07AZZs5KGdzdU${{QqYEIB za`+XjZBSAa;fMs6LKcBAlMv*WnQ{E}?_0Jkm^ULGf_H%=gKY?P%fdEstJK=@L&#fT zEgXc1RLhkwXE&Qy!>5Hs_AaLu1`GLNgo=Uz0ffx_jT;lf14VSkFF!Jez}3E2KZ7X- z`Hc`&X*4N#4A*J;W+pzwv*K$A>p@4mk=ltLC#`#{6s_`k=a=Rc-gD3i%$s$Bd(M55 zl{}jf*Fi?h30HGZzNW(t6Iyl(SFS_i)HWGP-O#U(h~82Ev_g~9-iQ;;ZJ}U(0F)Pp zb0!n?CfuSpm7U*wT(y-y)Z+|DDc)Hc<<; z*5@S+F@~6T?O0F(R>B``aZ!b)3}YjWJfxQwB45kH$pGjx!&!q7kp~7*NRJIFL>p{A zV7W^_T(781^64K(T|SG@CcRMvpBz!0w4^f~i@Bj9SnK3c+~hG^fh;25ywh(Xv-&*W zh_SzpiFrKAG{%kQ>;lf_H_EV6uVO+`0Fu34+2g43_WLtj%SMMZpmJOb#HgmCatTW* zHT*R)aM-9n(2bbbO-02)d;BlEe*5SdD`WP#Eu-_u&dJ2%P#zFc8I78%xXQ=ybQwR) zHLpy7wmkmITj6Z0^?X2s_JgWRR3KD-R(a zjs#ECbsQ|x0Q>eAoi}Uo2t5v9i;hx^ix4O<<6w%vE!?^79V)g@Y0PctQNU1Dc~<9D z;D1zDldm0ld(P|U55ZSrVgEYx3u=RVHoe3DBo#SVuIifGw54n&h<}!6I^H{*YSn7e z)be&p)!HqQ&CZA|cFOrjd~gGUr2Hl(CZRQ%UD)rx!sDN#L~zV+^6Cpog`c9xadj%) z&Y>vX_n9)W=0l<#qK`P9=f5=)&j3l#79E{Q)b>NMzHA*r&$f??5wOeg88dktrjc6a zzQ_K>rI3^IR7=n>dspMC2klFhr3+x5(lX&?nbKTN3FYN zD|qMd{1v7nNl3_IZ&{RwdCmXX47W#sUOEDsQ`i>dxl7WKoxd*kbJH^U7MX;>x(06! zms!J4HL#k-e?~t{{zTz@vb>ts<)D~%XfTk`M8ji(*irNUIQzyR(RyX=@g94RZQHhO z+qP}nwryK`Y;%uo>&|<=Tes?d=lr@=Nw4b8T0fFbI#2gXR}SLd5mqmdIz(9BlVoe< zU@4hW%$;n4v$shyt*p;Ox1$j*|FtEugYd#m4h>)}n}9>zX@mep08^$&o)g+zi(Tx&HM2-p4!Z*ucd+=@$EZHbi|BpB z1BJnI0M2E`$c?XSiK=;kd0)~{Cr3?9ZkE<>ssBIY1p4iR@sDw`yPo5Jj@srsUZ2JK z=s(YnZQW5^4Shk`R-A>}6ZVfUy%z@Met|34(OKTVd4|99c!D@Has6qIGl!G5>ng=t z=v9qa{5WgYF^&5eQlXZq4=-Ou=9EhPxZp|BvaHF-@*K4UyWpN$oyX=((!#{bFg$pI z1tB!N7Bf4@W4K0m7x46u^w;7F*dcu3rkEow7n+gO&wW=&12}&Vsg>0N?`XiI9Cku!AUufX(u;2DtXyj}|GD6)`9KVNE<2 zRhH*$IPuu+y)dQ~mxDJ#Cg-J-ES43B3}@dPP+~%(L2CY<3aA)Kl8RP}ewu+wPBJvUT?_Zvx+yYiiFq}IoySuAeqSLDQ zR19QlXzV@W^`aMzWWL9L<->83PuLA#XBksUuRiiR?%fkl7`KV$VcNnwoq~+OQPX0W z-hG6>U$v-9Nd>wexHWZC$DH0~t`+PVVPtb49wo3EHsEcG6?SA(Lp;Hq%oVyWk zb0VTNj>VsmZQXIp;WHI=u)hl3BERB4;IX9(bT1%(tUQN@c>C3;2}$JNl%(y)>K=@m*Au5C##l0z=_06*fBAx{uB2N} z8zk2aSnkpP+g(BsZ>bnRaj{%V*oo=aTiIA92Z(|;5@wOeoK>8JGx!b{y}KFYm(az= zTb#FKwC+QrZ1t&$L2#Z=7OZlacPDIck@uYJgp|)q3`%b#>&4Ad*EWlf!gWUPNvZb+ z>nk!k?^UmUNx0CNkTDQMuozPhGSH(ExE1E5wPU8J;zwZm z=E?@n?LBcN+>>U=l-hXV=WRxpslPi?VoA?n2Bp#TrJQNE;>_{1Sh^Z7vvMPjmA?1D zmMNAw79%$40+a+slOt^tX>(IFET=||WKM~=AL~hG2MQEkq;ut>TXTw9)z%bRWhD^N zqb|4_K~y(-*qO30u8m>0W~HuNq?nqQsooQi*vL&uEp3A6%}|!i5zhe@hnQhK_MD)Q zZ93aAfp2W0BxzF4QToGMOJ1^+v45TOy_;f!w{BIBEQ}p`G0Gu>RKbKV!;>+Lv_`Kc zYs8HvW`s^PQQysx(o3s|QpxY@Q;+yGCi^x#E<521SgPmL_@A6Nwtr7bVrFLezc_E~ zcnnO8c=W7ncns`J|J!$C{r8-t&KfF7g~xNsw_j!q=h`%|h=?P*1kj6Oi~=1ae*M=- z>GjJIW9x)4n>Lm*jEKi37d37whlDz>$K_n-TCJZRNyi-<-`G#MqHEKRJ|8Q%xW3=l zhqt5OIcJ5R*ScSGUpwDYhqtm|FEgjQ-%~ysIN$WuvA#YZYhOwizP>A8>c@w-Z`KtP zcU>|2@~yA#$)C3yg*4~)Y$*I^4cx89=lhopdtX#5YoW$GIJK~A&wuciRyW>Owg!fH*Eig0KiMBTNCHR@gcqYgo(&2Ms^LIYR4_eeEcav*Ykh+w>^6TiJY`t< zbfanR79M@G!UY*&=~!M5i8XYraoKlZkIo$A8G8!8+PLSMRAO;aA~DxCXmgRO1)!R- zjwwApuFv-O_F0~Y>ke@8zM3HDskj$zp^SeI9pv3WWvTUYvDj}%@2_vo-CrPjWT;cQ z%1WhLLzZ>@1Ki0Zco+J@A=2`0cSiE5@9)~XZ!x2!dZ=>zgso~=r^3JfVu3`wD1Ux| zM6P6gZKAzy#OW;ePGNn)CXHn6aOBp>F`^ofHB+cFq_@BCZfz}rhX72adKv2%ZO!VO z-Cq)&Ee#$}&nd?4xrXf28WJ*#w7@T91?mKggmGwE0lck zRO=t5o$lQJjEm)?!rS?R&U)q3TBnk(7@+z7Q%lS3GL_=dS4WGz`dgGzM)n1!T4t9q zpuoFOhB8wP_LimJB8jcKmiZK3jMte5H_Zyt31$&>v(XII-UUBEly2;~1uo&p!ahT! zH6?DVe7A*wFE&f9j=?Sm*!FxKp(p6j@WMU~_naha5$vHqtLo)Ln`Lk2OQ`U6c7^pV z{Ude@-g>1CV{$d|jL@%x}+=2<5-RyQrE zcQxLt@ve2deGgH4iCaq~c3UwDV(9wVIuGJ3HoOmwLq1G}xNdn* zx@n07`n+DyU+r>Ca9PEf=w6BKkd#>@1SmY@l9TaQMss{fMROcyir%W(xS%!F%u{rR z#nbw;(Oj}=igJ`ftoq3obA8i(%G-_k%Bt%PsJpdMC{s7}c0V$y-V@SS-sCNgmA^S`GpH4 zU$X|rbSCb!fz-21=k4Z}?kUrqjg$8lRF7*>(=Mk=@9kJO@(pqyaog(dsdMJi>(0*& z+#$=_dLC&08*k2tmmYC}9US-FQE{BtTZJDMM&Zr$Pwr|j$Ko;%|5KpzteN7`qQ;Eg_alh}l$9NCQ7dp2Vf&zij2wJVRx=E=zzFXXI)fK1GF~zec=CuvP?X4WAz@|{Q+$7hfx^5nKcO9io(psBTl$9$^1j&T0v#slC`X$MrFc-@ zCu3j1aU;DKRCl1q;|-6Qckm{b3`JX*-2-Im#94>LF&ye|NS*2d0zYsG_`k(W2{uWm zjqd7#umboL^zsPA2%Lyfp_ar^BNw?bjO^;i#B6KNLUSemTDGn@sXw{Bwm?NP>d3si z?yPWG|K5ngIkjZv8!dOI9mzt6=wG=an_rny9=ssAj^ zAaC__P4{QRxBVPOw=)_kR}n}o3FLGD5;O^)Kq=KRzQ^UidwluRRSdca{ItIe-LLr_Ib4whIVyE3^z0361>g)n7+ z_D}|rXMWee;4X2@Ljq$R1;k)wns4vRf&_^;y7iVuWkUcxmLRXjMmFvAya)oPH*KTh zVcbgl2gU4k#~#@@ti!DPUvu z^KNygr2*M4C}-0#H#sxEYarO1j@v6UzjQEN41*-ybT;9gFg8}@2THR>ZaAQTuG7LE>izIKvsZ}g!K1oT;uBmWm=)Tk6C1-ekKz;Vv!^T zat(NVTt!y+0kxu-`ofN2^)j{YQdd#_{lxunytG-fF?KoZ8IHf5{^?O8Lm?YuT)YW7dqv@Er zqVc?~F37%Z1o8|(7wFmEo9Ia`S6lmZ>|wo{-*0Gxu8MB}uuqCtOO!*-z&6uwC06kmWB)edVCFm!Kxr5 z3y(w6M2zhZJ|jy7e8T#eQ`^Jmhd*>ch7)cV6F?xl>qGnPZUi2wAe3a;lVkdG(g?F7*VK2;# z#P*f(U7QcIrFyWT9rf=jH<cILEKEDK zG(Les&dOD+U*z8sl-ObSBIsb`iwU-Aav!=(ljDbv&B81Q-$%5f#@W&E;U60l*0k1s9UTi6(bqjNDWWHV|G6neuC--doFw3@!yZi3SHxG>m&9*Zy0^Eg zgFX+kxKHCNp?)zg4iPQwE=5jdSH9K6TY~H}-aIw*s~D1!8nnGq3PRq7GC@S)jq+Y0 z4X=|ib)eBSJ{a+|830dK&753n_7cQx@djC^q?qnc>JJa3lO`a5IQC*UmNc&r<}Xgj zA81Z&R2Zezvd8q#7JAE-3;-l9t>?cnE+(1&i`*gMW{V@Y;wB94$L;#aQ{MB3%UD8v z%TwR&x6L@j{3uyK+iAjkDUsjJzeyH5X+%MKsZtIJn9*Q{htw?}5aeAW5HBj^dlV)J zc!QRqt=f@$k?;%atSzh(=pW+_7gMje$>WgU!~a2*=oDN$s8u2~ni2|p1i1!BVk|~t z+2MYW9h7Tv`tBu&3|6@NVz_qTj>u_NWmv&uW=3y*3OL-oe(3R&ym}HkMPzgva=iR4 z`Eq2x~G|g-s|{5!-1n5Y_2;Qd;4%>}_xNF<-#1W3?gK zA$z_5Jc$1`VeMr+9DE{pCbsreLt~ZNdmikB?KP*Az6XT=Mw~O^K|C_7hqc}xF2U+9 zuo&-FdSlyJ(^15H<15FU-i-5r{<6$EUs0eO1}Re!Xegm6rU4Ong()GgAuIGjnln{= ztC0WW#F=%zQ-#(0Ss)8staj*?hYjIZg*PPbe;BAAFxg zEOk-7D2%CGs18kwE<=h0-MR#g9M8L7vD)w9@JbZ4NEVgs?_6oGM}#PD`h+<^+!%d? z1agEZXEbuml~j@4!=a5YxhIoo>nj|Rca;%=8rLB@yGnwto#mn`!+?b&!>^umfVi%$*U}a*zbfAfvi|f${ZhK z$-|x-X(bF+z)nFFGDk0B%=57N=ubJ6d8Be-K<2Zipv&g^%&R#YtiwM}E5omV zb?=>Y0b!|R;#FfkJ4n7UIU5B;&}Ke@{IU_Dnm!S*f<-Qjf#+k_eXsF#d+<^Ycc!8i zcktY2uZE;%`==succw$O>6(CDCrQIf71!zxcCjeLO5)N%OO*Fl5 zA>fw3ubC}M*);(8!tH+`kd=VVh=lvs6$q=SnPWrHsy<&iwrUkGZMVu%l2@H7>Jc+# zm{klG{^1-d>M=Y^DaRt~>7z8P0K1Seb(pjKOSEK094^S%&fP(OUdQsx2aZBkIv>`Z zEidt~K{1F2@;0b~p#4FsvEl_$0(b6belpE+NS56S(w&@3%lr}fRPQF)vBr4T-iGOn zaaaWhxVjqz>}9mxft~v1rpF{7ZgMzzxK&QS~=i~@EcT`q@>Mo6z5KI<55HZuH}y_t3!CQu$HsUd#}AC~Z-PQ0tySul80+d#lX*#~`*<+?! zdJ84Jb8)So9#|*2FT{0m>Lu8DtOIWjz%Kc5FpF-Ntq2$)Y<}rS+A6QKR-8v$&7TbS zQAx9a>!Fx3!QXJnHlxWgkbA-lRg{rlJ78%;qZs>mFoqC6@{hF_wJQ!J^Vryzt3bsO z-l-WmeFce-LK1sKfHU%QM+>_bNEssVITTqf(3leyx(J5>DgRC{k}F{lZTmuu#B%e>MFZMwiApI@rimjCq7VYT7*MW?e_GZ^7PJxcA8$psFo6u8k0 zN>@Hyp=#%>_fGZGbdjj%tPNi6UZSvdv^((xo2j<2&0f0WZ6CZ&ZBpN=4Ua70L*0-+^u}rRaS`F8|US)syQeAPpX~oABKx^eN4kk81h}bMYjuu?QijOU^)IFmC3m5P^eTeYBPv9l&|K84F{wnd77B`t~ zInLGhO~*#1_e~8g!~UJ9f&GwRYv4A`ZDu>5%C zbbLq!_{OJPTdXu}l9E$}_#urCqZVyeGjhv>(x5Q&neKLqdYvKI==_^ZbhU1WUr%ax zU{wIbta@0-EDEswU{!`;pQ&U+%O^^%SUX()qSiHd!t1`5+i4=bt6asZXez`oi6aq4 zY!|)Dllw^k_1_wz{K5X1bn|f~97yiKEzgsR39S0)wrxzO%;TXrn_ZZkOW*=v}VluCh`eW3-ACx;Fgl3Fb9<>s<-2uJ=%b%N2~g(gid;z?`P}Wm{rzpM#Jc9s?F4+bh@ED* z^&$N@)x}$NTmPuuV^ck2*KOe)VwqBD>So){x6nIrnEIs~eTa_&Qe#6kd*>7xvN@}f zza?7@>Y*~O*dEiwl1R*0MdBiuvm^{6k(hQBwvbS7G5)r|z33)<`G4~I7ib480S(O}Jia3D+s<(jxnU}$j z=}hP+eX3V0xpO^$Q4WFAavTQ;IFFgw8*n0!Ma=^-w6WE1N21De|zuyJ@ z?cGKx~(Eetdxuf5z*l?RUX^Qu~6quEYU3*{Iqp-u%L8pYe+60nfEE?OzV5=uQq0`dxkL_$DHJE9be@RAMU z5qal7UAnHF7wts}k#22TVmUmhG=Cr3sWfy4YYVOEy+tJ{Nax=$m@J+?ihgS-XCHM1Kkgoi>mP*gJwe45nXS^}_9y0LA%e!Tsk zfJ1%TU;Kev-`SC&Hoxp>N&x`~0{E2j{V2qUnuak!iextN@czN{Ht=!rJWIAL202!T z<9b+{-7eXM2v$S4UCLHNTx$|3@qE$0DUpW^b558e)%KBzkYkX6!PO%8L70dG406tx zD|7R_^X2kjtOx=`>Z9Bn;;9UCFha2oNyzEtkctpG3@X(hu+F?qijU^t1#{PCwCA6@ z0Z&jn0mWY3_p}YcaI?85ZweW~+5Prt407_ZB*qAm2E+I5#1RCpG47xTJ4FcgUI;Lq zqWz`Yr}4zxR+7xda>?f4$&I2U&WEB$hn(jhG=XF9oA51E&pKC@3UYSB9AT#e*T`KrIos$FYn7*sYwF) zz=bpZ#yukF{1D?tW_xbLmDK9apoISH&5#ye*cy;sb&G^&^P5{lJ$X97QapVM5jB+} zGuSng0f!?t0b1C{mC#%AvA6iG_r1sOBxLLzXf@APar-4WySY}=BJ_tpQ9kqre5klO zbCIp3z`qD-<4x9PAcmZSiC+P&!~9#3fN*RtPxx)trWX2Jdj(WTQ21I7OQ_;*{Qaxa zh-3l9<_0!40TGy)A44IT1}cxiU9*n`lEF!^EA!-B`O`z$S2Rniu|rEO%}gPyqMn!W zJcpjvZIv$ek8g;(3^y7R5=mHR%4)K|;#=2oyNWhC9eO48V9g}?lN=tP$La%8lQAAx zixfD9RfXTHmNY6`E-65GQfAgeoje>uWMRdLK_Ct~ai%Eyo!8eOo2{q*vZ*xv?2cE( z8X^2jNj%}Rj=6p>R3;hRbMyCl4Klj5&FJ7hM-TR{8oe+-Ji0S-Y*nDs)PV8%+8qP%miaHUO>@SC!K1^9x<9!aR=FDe|!ySlL7GS)tG zD70rWF51Eq{uc5=KR#Ve$zT{>NkV}hY^E|FcCUK&z_`;|V`phTwbxux^^I0?vd2_% zLhLPN6K`d(6Jux?tR&qFTse`GzQi(jX`k$B@_h}ZgfnK3Z=jnG_5RHq>dv+_v6Jv? zYjwmfMh4s7X#e9n(_v(YU%fkRq;O{jw$r>NeLuzheU$S(?UH6Olkbvdh5=ZL>M1cx ziDFH9;9+PA$+5iJE@0T)A{Muu7g)o39Ubp&Ymtkf%^n(~QEG#0|DA;4BqU1xWi;)5 zp-?J;=(iK~$$p}$7#IVB7wv$QL{P-rJavYNxR_TDZM zRbJgLuBwgQy189K&GEW>KU3S)wELi@h)HWr2NlTlgzO4+3m=?({&>|WF4hMLjMGqXkpZyf-5 z;FDe>(hRtIo3LK``G_d~%FY~ay8f93BJ7zb{0RG(%;k8wo*lmS71k>nCz=rhKxTv8 zKIbW^#U>!Kgy62qh9hzpz2pI%A2+V7I?yKw10tvr-$y=?!>&b^fg{a7jxx(JuI0jj zMAIT2T(aBQZioao^Q0iPu0`5t1piaGAvfN}n0b|mV?dog4h2}DK2BLth`XtbA4;Z0 z+AsbB{TxWJMw4?#i zL}<`JT+8%lYG$#orrt*dV9!^Nx2*Y%OXiBw5ta^x;(mV^w1v}HZ0!m;b3Mb+qdzYg z44S$CGe;}?+)KJ+%I0`yS9TSlIsZ0Wu&?T$LH7mFkJJiG4NaW^*HWuq-p>Z;YT`P`eBa}35#qdfwakxGM` z&K^DXK?F{teYDW#l)mbG%Fwb?EeiMI0K(hE+ zqAd?yHLpC}N13gTkeNIhHK)ljgtoP$cDn;|dW+pLi9DhbiXxo8L^@J9YeDEpL3XSy zg*=)vBgN~#5QR3&MNHPWKg`C$Z4hBd3SeGUSR?=_?I&^~A;VaXB=gU2_px1;cQq_c zo{TY-eBB6gWP8s@Q?PALgdcq2HV7!t znLlz-IXlN&I}Iw4h;1R7;6ibyKhGkhVkt9A76@N8opUZi2I;gQ<)n|FR5hKwssgmL zaw4$Z8Y1qfvea3ld$#FS@Sn=8)#8QNu`}%Q$UGPGw(sn2x>q-+${}gF3loUDiLp%w zLm!Da8f@HAX*nU;Eh~%URpwtuZoe0$Z`;w2MgufDww3xVwf!R8Drm%_rxA26kr32% z7Ax|oYxI@nQuo2%5eIm%h@bn?5R*4a_9^1Ig;dHcDmhx|B|kRW=E zl%v^}Cl8VU=E4lIiHX6U_Er^)$*GuaFOLsDo7G$wPmuySIsyR&1rEQh{RHr$g~g$@Rf(1hlmxBh(wtLyK+i(vqz|eGzD5Q$c`2&ffX?J z{WrZ`1i2V86@i2r4(P`zkfmCQ;>X4=tcs8YO_~1nJ95R9(c3B&Wm@5C{-ih3@?xtO z6?LmHB{-Amcc&gyi2+(np;ibyR!5t7VrLT5K;j>64DamCqB+!YX^l3?X7PR5HgQ78 zZ6{ozWxMqeSgNk#b8T4u6KYT(4$0OrJIxVp4Y!x8xfXL;%h2Kb-4gqW|~Hu~_Kn|1XzgvEwl?)8Wz6vEeb&vHh=eT}*WUDJO@D z(`ND!`5wroviM6n8;x#PFB=0kioPzyAF~Sked&0;1`@OWc_51xgN%vb1<~#oDRd+qN z=Zo69*4OKE*k}Byx7Yl8UBbKjTTE5E#nQ8SqX+Bx^KIYRT9RFsS?fKab$!@li3G=; z)n2pa&ZD=+P(8MC!njuStZ;<*q7A#zkXoNzLW1&GQnlK$k30RMq!Ze#+*xORbpZ z4*ZQt1vbJHhU6>Qf47^v3-uibJ)fJG4{IT5zVm=xF4rwd4`#9jB(C<8e!tthoLxDldSHkScHV+tIXJ^DJR5u0 zjL_0rF5RnMIc`>O=UpnKyhmIbnP}G9x7JKFUz=}6zitamYO7zUY{+zSY!FRjjBkPO z>jY;vsmg|qbbBbUKU4S|>lnLQk)W|ZQH;(IwtNU}V=72dvvf>xxl~XMR-c9J%TxnD z5V^0HYlZ7-&o6w<=j3c{BeY+-CDt-yOgHydEPFSG)^$zK>ncfaz7?vaFm4Dvb!d&I z>zF!Qw_soHBuS_~rdV;TAbQ_BT;;FjEU~P$hHPILYp4J+)&o0k#%qwMauwBUW zs<_D1?rYV&7rZ?^A1j>q&q-s%$rIR&d#jLlJc)-|tOf}V8i9xe#yrV*Q|C(F>?xcb zQb)Q6UYuU}ft9xII?N^;)bCo5&Ha{lkuC1I8ZFZBQ8Mf#Bw~0G2S~*%{xh4`e35NP zeJIk7hlVo&YLyh0<&djNMdDTFG)RH55nWPhh3mgi2pjoY|7#1*^Uub+HSbiDb>N2Y z;-$i%&2@3JOZ~PdQm0^}jjDCub7$w`qQ z4$}LQPAEq2s+VP+CN}n5ty1p>%fj{P66+|!7OSg!{`PaqNG)RrM}h3u^TNX_c4DcA zdg$PwM-0uMw#M6yjxV*?SX36*qQL==Ku=*M^F(xXH!K-|%^MSeZsOp&2QRBmdRcysl zkF}5q$PIJ#`yiaZO;uXax<0QsQ?Wt3EoIg_1Pl#n)!mzWyV4!g&NtsEgRfHX=;@oy z?hkz7bD#$}9(AMxh!!z*VT6P=_%uP>e${0sO~GrHA6>NP-3^U<4e%|Sf=Wg(uWSY{ z9C(#*i_U3^3bH{$i&!N6vvp{8b6JJWw|~8<`f6zotld_+e_d09zwbL^?p{@O^$*=w zg*`p5Xm9#9Y3W(lqF9>Y5H+KCl3hbOTf(gp9o1Y^hd5}qW_M?ree-o%&lu2u&p}V` zRpV~}OWGYe*#W@K0ZDptMfkMFZ9KjEly!z*0zy5ea^pBJy^zG5ka4^n`0~ocZh2oV z(rnl{t;XzbHk>}vd224=R^Fa|O?ndyem#I)%Epp6@pJ2h!&t~ZwWwOld0xPIijik) zuXx5edb+GVpTtJAoNTK&tQT}jyF^oWurpcBMUS@&-!itEU2|E@)%a`{p!LYCo&mdK zAN|f;EXB@LGT9>uUTc%Q58EtuPjx`&(UR$IF=u3&EwBU8kl}#rw(TSgf3EICmvG8Y z+LA1v!!WNWZUnE+5J3RA29QxbNrct> z3u0`q|8G1M&>vBU;5DdMv;!7A%e1bzDfv5rmeBSEcK^h(p$W_cL`IkA58<=)C3`m_ z@0e(p%h?4fK%SMqsi;c^mzNmie2)AZILLXQlKv8jSBztsS8Y!ni6D~FF3x%Y@d!fUb(*}NHQuLcydSUa%*UWzy#!TvAd(ZDeJ{XHrbr~=dgzKvx}Rp{*I@?iV{3IS*Y0lKrX+E;d)AWg4>yDn4!cdeJhh+27T;I@ z?qR130pJ>Cszz*kZ|7&b%-z_q3UHEaN=q@ZbD;b$`M3v1wn8RJ8(xzoD?KZJI=bsWmL5+_6pCXJ42fYT+l zdi3vty~i*hY?D7LQD$R_8p*T9^_OMZHALu%eAS-3wtRB+n8F!#xG)~`fgNn$vS6!; ziCs$y&u*1(ao*&{Mvb*}SP8{aB1mLscB=`!k^<5G9NTyB@;!rqH7Dt(gyDXg9ta<0 zZdYVI>1MA+8n@Kdh}JQ+avsY0xGw!u&sie#*Z?C^dWn_gwi$Z5QSqe~9qTw(IcgBeH z!er~b2S`o5UN>BX6S4>HS?Uqn)1+dYFoRR&^VvO|&k(Olp?6xLw)o?%@Wkp>DmAxb zBL&S~znRnAtTUtZ>NPx1hY{kLn_N}@qR-p6@nB_(A3!Y5&cc?>W|ykg@W6~}V&U4- z7Yv@F&7D77)U6(Otm>KQ_E#6YLmnxgStlMM?jNIT`-O2lAKEhj6IZkglch5b+OBz#Aq$; zEeoh63NvC|=?zb_y3!u@sO62Xjfc>y#~Y)4?7`a3QA{CI2hm>-G(Ebl)WZ308x)uS zjJzvm=iAdtX)VwQt9=j&!YuJ~Iq~CDyJRQy;GRA^U!l5a<9ouFT7>LO>u--Q%02FRIfP8n28zo0DdL|G%KD+2 z{~jSywEqyuZZ#%*nG>Rssba^BoR0mYd1f9VdD4*pI6p(Tce+nC(kJ^iOPB3h2Dd{` z%`^APz3q4fCsNylW6UT(8(KCMHKT^g`!+EGL1>nTm%wa<3^{ip5iG2Dgnax5e5YWM zC#5XaA&J%%jq`|!ZV!q4*^}unIr|STgP-}-jbGDN$5=o}0XOk-!i1GKSCKsaH)0|- z`GqME;d}@S5M~lDYuEsYFd-5h9DBW>_1Z#M}y96$-^5F~G&vh)S{ zDiP2KXmE$yU+ioeIuIF;5k4l@)aliqr#^T=&{fV)33r(v2zVbbOOvG=rv&#tHI}{a zda8Km=xDz6=&iM?{VPPQ*Ep<*wG9#DO;Kp;p%ij_YafQclQAIb?351SUQtQFaSZgS zNIzE*k|7}8aW4NOn!}rC3W@@Kw>eqBH28dJ&>3M{0)vt`|g7x9Oweo7Y+F1ZD$~!`2gPKJ)9a3+f++VW8lO!}q1=5j3Fyw4OV00U z4Y2roG844J97Lf&R2VngT2k;W3X`zC?hO1{V^PtEGE)HID}qzUWyUyNRc_!{*C<&J zoLM5EH@s&Lu*WA4F!NG-^#h4i`WVDNh>!499$F&JHUNnYa)iyFm`v5uEb)kA2GwQ8PyW%e zhX8jO-andj7s?eP9{xA5DoP=KetViuE;;Y?W?w%rJtHEwKO(5O)VC!Vu9cNu;3Ja| z@ocA9m%6j%Xs?qsy6wo^V)2fprvDonvLruql;MS4hNjvPBbMd591SyY1w!3>w`Q;^ zL{X6zs>me$U%=l*x=o&#EhocA<9FFd3~NEsw|gMlFF3?u_8V9gJ6IoaNvc5Iy@WAN z9g7=Iy-68+L8+p^nmBW>-h2`#A7JSdXTj(-^M2F3w5R<5Omo03IYLW6OpD_nnSvhq zVw6oeL)T5YLXR!E{hPM@qmzUvPE20|Y@Y6X5d{f+MECvyzCm|>jfXqJh!6w8YdL(sU35!{U_iiAqv`3+Z{x zAZUuo`TXq9Y5cQYMqtAC2^dZpsgru>{)rFR>HV^WginGLQ?X%G`5+m-2twrd_MIT;t_ z9=LC89+N_PBrMt>u=P7eOsFWm8{pk&m|GjJ#u`k^%9(QO6FB=zPsEP4`h@AT{1vYYrB4=U3c11pY;1TE!<5C3@7ps1d zTrQ&SI!P7&2v`e>xC5o;uD-yX-%kaTIcbz-Ht;Dw; zZk9}pSBc(rPI8WixJ|wLv1|sFlvU1K^(mieD~lfEjPGZ#iX3xWhmL4&^5L|0StBE3 zKklsTb)s5YFi6JOO>kC%cSYxzn!Q4B$0|zBVYYUaXQ!wur!2z!vSK~KQ^EEmIc&a;x8M~ z2>s(s0I6QQtwz~N2iC;QN-T$&2<>b4O-36(B2vE%H+INN*RNK-XsW+=*1iun&z%of ze80}mYroxnKhJ%wPno}-;e0o~cYJN%&#yUlcUpZvO21CO-cqZ(zP=uDKY1@deSMj~ zEHu01C0yLFkbuQS%Mu3o*ooy9z^kDHz4 z&OVkP=(65Bw_0N-xaobUwK=jFpC*msVVM|0z%VgF>i)~jQz2H~N__Ofvf z2GV-ZZ?DV&MLb<03Sl&#KN4X&Vy$kX0E90ps}$tX@C`N_OIgjA+M_RaV;r16+I~mI ze;qxBe($U1=MH{bJbq&Ma<$iZqN`lTacT!Fe)_Ot!cwm^^*a7hyh)K(eSgQ`K+o$w zgcS>Eq@>+3MaxCnSM_TuC(Jw9f9sLl0!pq~JV)~dVv%rntsgSN#rWsM1K9qC%D4Z*UXpU#s2HH>lIfk3-S9|+_`qm{L<{%JI6T)+CWW|Q;>c7 zNe|G0+lmylciN8WrH38CYxWh#cK}t9D`!lf0Z=3|LAZ$b^}A7IZjvib3w*@>)^rOz zJIUZ~VXUK`Ba|U35w8$2SVaJnmS$ok%yh@f*j5okymmO6a?ndohn2xTBwyo_q3Qr79ew z6J0ubUmu%tvY{6pS#7|^v>0k-=6a1nbWNn#a$-GyGmL~ZUR!>WVvhp<%*cms``V$| zQSWOiLx0qGABpZG-MGjPno~$E6TAQ7>>Z;c>$-N~m=)XT*tTu6W83K1wr$(#7#-WT z?WALz+|T{J-#KGE=hykM_pUXnYE-SY=9@E!?`Ued;dA_;%9 z{pvA2*TnIhd+WQn%G;7!B!T5y4cqRgGVT6YdVkQBUw9(_1H+ICB3R>~LJ%}9afZDi z=zP4jW4jV!?krxy6{_ij141)wzk_Tg7&abL406W8FxKh@h(H3^NRlc=9xPJ+Z!#1u zh2sOJGEdf#rWf`fA8u&ZEz!Sg_Ky5-4o$eE1`b!mYg!|I2~e|Qc7c*fRon6%y^2Gn zj)W6q>WFwHgJWn1{3%K?4?|MB?N)9=R==&u-c(HLkRL^s00{8OuX?qHfTU^xDa1ix z6>z~Q2b)W%Cx+@f?K4q$vW8Y4%A;uovJ3hv4U#=%q?88TL~- zuQ`tRI@>=Zbpjv9-`P;iLPQy5Prjb ze1@;iRojjfE?)MuE@~M&X#st{MK{0%SHTniIm1vF)A$&&V69D{QS-$OFVVWjieR`$5?C3sfFmmY3<=-Cw%g>16!jaHy z*guUsbRz-_lFGI0?6Dvkuw{D-^sCj4J!l?c^esKd{K?px_zxONkr@g_~^98jsrJ_$!WNZt{s(KLXHC)$ij{yvO9?hBuEC1 zL41OaK?;NpM2Lcxfw#Nm2t#HgF;M>pSgj%{Q8JMf-7Qi`hXeus?ysC`usJrpyYET> zv%NlZB{sTmt%(syhHm_VO}VbjA_`_=Nofc3KZFyl>nt0g*aJ01$z`Y{i9ejKk8aU_ zY0SV7ps3&k28lP61N!+%6F>cpMG=IEY7}_@BnNL*4(6h{5~o2bsk(P|;SV?Q>-QrU zaXa+uc~__Ir%D59{_W~2t=GR(l)>6%=O98?F1T;D5>Suh;Y0^Q;bGUU#{Qm6nlfB2 z3!PVIn+)O;!Dl!Jn?hWRD-2Jh7!}tI>XZgr)BcmRQPLb-RsX_HP4y_aV}8`|;RUL! z!Q1OR4}Z?-)0_E`H#X!6|CFTplt5tAZFVM)+CGI+$^EY!cG-(AGADPqo_!!pIqs&{ zR@o>$V5MUzc+?V3-1evt(l{@0I-2o;Hl8TyQHMA&J!n%mCA}>4q8}lAQ^lg#-hIuL zevzC2nQtrR1oJQI1CkAcaQSAfHIt*o)Ncmxnfvl6-V@aQdC{IGRCGTd#x!t8HkqJM z+ti1MC9je>?fES3C~@tTP!jC1SZV=#2Xg-Ybic+lC?>L**xh&z=!l>>O>8$YCMktc zA5uAxJXB0sCh_RP61jU1R|x)RSEn|U3Yj;P3mS>YVt3|A>F2W1!PBGO(d^cd4{t@V z7@Wczzu27J+0H%Bkz3Jw%&kT=ZG*}a(Xir?2MwT=-3#RKhVI98qYe;Aux$*|9t&BCGzY^s><>tMuOojC zLOAus14Gy~8dt^q1`H#a<@0$y{;lDT8u1IMnvMF}pK67IAv3?nX&M62e;Df zl&IosaHV@Pd~zAM5Ec^0o0GT?E!;?h9Rm;`hQ=sU&d|iZZ!4E?Htw*wP44zisLkip zv?61jZj@z9!~XwRoRpu8K`_V|B2vY8>q>wSj_uz!D#@ExU-tRo3p)C&i>sLYa{HHP z{e+$1!rjx5^}!-qji!c%ltwL-@W8mA0;Ve8oXKEBJzxG>>|Lu z!!vzr{U+2yx3n^kKK4-GPI2d4O;f}LRr^IiSbG0}Xu{=R;JrNkwx=<2j0UouYZ!m8 z$VP^lX@SV7DGpehe~v4owJgN74KK$W7D43igDj1;-U?v{;a-dhXHu{^i0wjaC!dam&NDq@KS%gA2xo14tyIhGrfsRyt8luXa@ z>KgNdyO$X}Kf>|E?Xrd{5HQm?mc5rcYv9y173&OMpCyv>pg?(mTx*5t%&kuD&a)hV zN0S>mt4njTx3R4P3&c<4F|>B%zg@cpygGGrT2-ZKCwFCeiQ znoXab;^1OlLlQS@Xd9kQo}Cilx?jYS;7_)h5@;7r`^Ce&#+v|7MU*g=!J=lFZmwAEH@sjDiUPDnex#m2Xeu3!JZDkaC%}ZvH zrp06GaKY#=M1(fBtB7H9@g9W3T}YR+zLSr)o{Z&U5kJ{l@3~M++rR}QrXxWjR$kZ0 zeAWkuxF?c|YUi1Jn19K+?yeD%24aN=x$5!*B3Ye zx{h#xQnJ>41|zN~CCezXWbzENcpCC>h1^EnrGA*ANKMV#jxLJS{b<69Tr;z59-F%E z-9Iv-=jy>A`uns1OgXUURTQS22<>0&9Z#H+&0l>_WaWv(#5#JWLG@F0gh8}SsH9ml z*m_6>sR2$HjtPiHFr;4d%L36EWFWjueo8v4&@Ze#AzWq=g5gXw&2I)iI6X(;Fx3^T(Juqjitc&m?Yb zenhF`@t^beVG+p)m`rgT8~UT!p83rGI}G_forRX@-vhHm2lwQDS-fB z#f@cDhC^>!Ac=osX_$%tM%CpM!wMCO{R)$0lC9D)Hjp>9DuCYYiwYK7DnTZ8Y&X@$M)+-^GGP62yr>HGE9eG`a5L;bXJ)e4Vo9kd`r zjCbGz^cw^c_$ve_+#_6ubr73i;^Ydu#6NO`V32k~I4WtIz%sce3K=`28w`%5TTCY29uFjZDF?C#z-hm9^l2jvAER?x--28112K-q5-as*2;)bgK7f1$^#~QgV$LZ5?n; z;xqXl-j-(S;Yq(`1eyv9E~Gqbs2aV@#BWm`ZBT!`q%G>f*JHD7ubRDR$fOzur{^-5 zqDK%2(AAB0T_eMpNZ+EEN&|zk>yZDkS&dj}vT2N%1g4Yl34=jZ0uKYTaWG32s&ACu zt&~j3{xC|mb~NzFh34X1eHP$TIFH^l-=j&D*!Rn&m_k1jx}4ex2WFJ^FkY~KoBf{T z`R$maBo!;DgNvE6t}-&jl&Ecog*0`efim>^OsZ&xT%rgOhD?bAiA-rlMSTsdv>gap z1Tl;XpdczSM;ZH$Re|D;`j3w$jomYH>bjPeY8IwkgR8kZ3$`tn(8wtX~-( zA`a?xdk4SzcrBV|yGBuXxb-1HKJiLw+m?TI>bx=Ar;W&yCnQl6fE>8~Neo#s9Q~i< zR-N`rsXO07u)xcL?yfKK(I^B^KBzx(>#Cr>Q4BjbfDl|;_$UmP;g^}6fPM!v)Bp%u zsoj;#F}*)ORGbL#;767IJv`VzFFKf9AT89$P(1^uxEAW3M({zdG9<~4B{8feUmZ9c zJz3Z$Bwxy5O@Ulbe*HzFIz&qFom4z(s~Yw-jqIY*)R;2eA?~nev|wveAzShjvr^dT z$Y~7L^p4^%#u?* z(LQnMU0%V{h1Kv(&`xqr0LVm;STYpSt8OaD%t27@Q-z(}C7k4cz1hIZ;1Ng^_-j~> zd6~YgXuO`E!~~iPH6Fj-)E;R*i`mnd-jPOgN*>gE;%V>mZ3uN;ls;4!eNPtsd(afd^YSDk^2Yg1 z)=1a)N(sCtZC$PvRS*|^;xccoIPlJAJM~^w=S;bJ|K=|hPAVs_BPlZWAi*iJ^OC3; zT*>0c6dW517%=ec(TDaZVDRiNF#-LuEC=>KFf2FSDkUqM<$`eY-+thTpQ5nDAj7!2 z+(9IozXic3u`*%3i4DT1L>7tk!pCi8RPelt)q|6~ij{*NSjH6FEet>2E-a5&Mdzr= zGIsx9>KcT3V!cNn_RHgpL}TRfPec-pae}hO2AfqDMk**JM*fjG1Rg${R!qLlr1eRAU|Ep?+d8B~0nX8a^nW zYx?@P>C@xqSJdj3eDOHQHhIA*gq0jY<~5>~QoGvruEbBjYsB-Pkhlhm`wHX4z+3FU zrrQaD`PsVznhhFyi_>WwPeTCRtxw7NHC2|E>*V9sh|~b^@-)FIvFmke-&bjXkM1!JB#+P?92h?1Ux@&@ z{7+<1_zMqnU`W?!7kvycNLSv$UeJ!Rlir#Z%!`4VQcQc?Wh?NUrK(cQw55qs%($fq zGh`lzjB5(QYRzjJhFVRa=_x*S#o&PSNs_(vNv}x3^hvi!K^Q&RhR(s8whdDfwKjqf z3lnF=lSQ82}<=qryfMiP?6bLR;0D1qgMgaEG5?wOb zzuH(rxZ0QuB|kZ;9xJIUqo0TA+mz2-buV@>ZIAt)yH>84+d22UQEHD1F+NrR?k{{7 zJm>pP1@Auz-@IS`dOaX;{%p-H1Qq{2$%a1TX0t=&CV}m{@h_9N=E8#8PRoHUTN(A+ zZ4Vv&29hYMX+Q>55k#(`-JB^`*qSN736)I2X`gsVPvzjT9!sUeT-cY!oFDa5=itE~ zNo84iK|!!#$P0_#i^kOAQ1Xq`FRm+W-={_tA5fkkGKD!pV>)EUeZA(+_52Z_!^?um zbf}Dd(1*VU6p0!46%7J?2SG&g(9a3HdkPA@&mivXDSQ&Cb;F#eSZU>>7-84P7ZzGN#BO6U3&B#qT?e zRFEx*|E1y;WjYnOGpE#+i3sikKQ!Vh$2I(96O}%-b0T&Q=EV7p8zIXvPZIWSgHN|e z4oF1?7fSbs3dp``p~RH(%>>o{-^3A++z{$*XI9oKfBVsnWVsd%$9 zrt#Uc&0?=vd_!1~zs8D+dg|IX zb*<%l#(J-a*yHlq=|SJX{E; zect|yyfrQqReNk0hEr(jl^1>pSXhI z##$Jg>qCajaOu@X2d?;Pk7P2yAP7crJou0qB2z9#T}#CN{MUX&zek40C;AX_cJlmB21Ae!g8^fZ#5m$` z5q|yYQl@E5_XWBm8OPMo510EQ!@)o0z35=+_`q3{?2#Ci^=%$6IUm} zJK+W4x7hLk5pAssK$N{u7de;77_yS0kyMq{a9>QJzB0mD00if{Dx5MtN6m>=QQ)&OVrq(0Mvi ziiy`~LvGEJd(fffh8hh|(Lw3DJ=IINk-QIa(5O6nfVPwm2-37S2*!jrSF)6ij1XYj z`)v4?dT^r@KJEGmQCRVcK@#`T3&AP(^`F$AfXv=cQc@Vp@1fO1LqL+uMsx3YqZ&Fo|i%*+8OBBKZf;Q?be-Hr+v zZ+#N^7tgbkD8J@m;*9#!@g(vz;cjGe|x7))@|JMj~n1L z5iYXghiQTOxCJBA`g$Q3*#*m7fiwI%V)z-`7Vt)~e`>wv|qi4`TFN z4HLcPkRDd4j8FyqE~FT~<&|7AY!v>C*UMM%XX#Y%*RE6Y*De4EI+iI3PUGFf^8K0+ z3ch!+3`5&hE1w}wtuNc4Mq8t*P^eSd^}_WNQssOYt+=}&uW=h*rZJ;;^L z0~zd6_W?hctM8;4&O2b4EhvEAAWK91A{*cwG|P=`Y!{On!|)o!1Ol!K^e!mABY5wAkvn=3ULNt`Z=t-H z_lLw_=2bj`^P#e^1$uOCY^@1#pKWvVHb=nFED@(m5E=z7*B)O4hKjhm@Te^)0X z%il#WThlJ&p(4;1u3<%C3wFW54+2Ob4-!bBllr%NRLAMP3R3h0@>BGP3x4aVHRq-1 zR{ca22!H}n3bQPgohQ%@By~SA&5+d2C8sbY|Z2YZ(P;n0eOvN5!5QFh-q>yRb)@j zk`c2iDM!UQVU2=3CJ7QA&}cLIa)qnYZx1*(eQQw?YtrV?nWb5S-)r(i8TRJ4xKC_p z8w;`;xX4#0jwsYJP(ZY6e13);NKf z3gRP5N31#RK*CcZDn$h}%{Rp6Vjgv>2RHglR01;1du{%u-CD{yezo#Aa^NsC3XO~& zCCn-q{n5me)}ImqWsQ4;G4nZkjIsqX(`}`axN44s*o|5u6A75&#nd-xe|{8?5a+W% z`}DCu7wE$TnllXl$xw5HA24Prk!-~s7FH_oBbMk>9i)M#MA1Z6dbErol@=m;{Kplb-f)3zF&XG36m7ONl)XtD6 zC4wqhzyljiVlCjv==mPiXEkKSoBE=Av^xV#@%guqgKy`samRObu_IFec`B*q^W&GBnXj?Z%H{^MJ{Pv5ZW%4(3J{g>it5Ey`zOIHs zDL#E;Mzxor?3(ohiU(S)i8h-lEA}f;J;0h+??UF4iWJm0f5Ez1RJar`J>AAF2q@Yk zAboZ$)U^9YD5gpOBdOn4+@&2QPrWoRA^is__iIN$A+Qj6UhI%8tpdjL$|#xzmA=Nd)K?Qm|m=gCr!>&(A^gR~JwBSIhhP^EJJ1(%0Lx6232TAAf4kr_KArZLEps`^# zl-7Kp4O%!mMm%R)C$Vxx%Fk!|O45v8wuNNI+H;q^zzoBL{z5Un*%)RJv*F7xG`Cpg z=Z+W;3o4J~ni!E?>b6u1#c+~wVi31d$uXLE!(f8SY-lS-1OvDZNdnDMc?kI5qcT5l zp09kn5I@P@JNsLjVH$l#3vFIKwXPevO`eY~UL!r=sqw7nnT+_C3m?n>)a#1tk(FN< zlD#-hxmR7b8?{bD=L)XK{CVk&dh>X?tOtwier#NWEf8vYF${{E3}T_pXgujpgZ&WV zS)iJn5n1BCEt@w&G>Q@)BOS^Yo3z|>*8s-tQ&0{Gw&pA*(IPi1E7g0yuPHq2vVIzk zVT)MT*gAZJ;UBlJRKIKN{9NwtATZImq75;b68Gs|&hGS*Wn=Tj4D6~xho#RY%U|7d zhN#;vqB$^`03rZGaDz5fNvThOfPGm}Z7SUaVdKXdCGkVM#cxke#90}!qPB@|q0&(5Y z)XW7L0zzS5P6{w=9+QNarb~za>XW^$y>{XqPhV4DeX6{4(8%vwCK?#BKDM!n%{NWD?od*(#e#3vfl zItMW)PDwr>1qb zZt1~vt=<*PUy%~W-KSfcF>Kk)M;mmJ5^OxjLDPh|HF-Sz+uNS&1k!agqBj5{=ls?v zBl0w+3S>4F_L07ydl;7)^`IzC${L#!f)pQII$@0PSgDvD$b@MLpPj3{oUQ39L8LV0 zLJ7r*)C<$}Tkgw~U{m@+y$~8J`rz8Vt^J(x ztS+}B9gOMhTSE*SQUH$}iRZIhmWHJ?UrJAt{VhQn*)?gAg{92CAi$^Zks&={w-23#k2Nl6chC75sI zhRkPK-0I|2c8k%2A4~x}xk5x65fcVzyS=TE08Y&8-JYFiEELW8UMqF< zH0L3+;+VH+6n<%yzed(Lhf#L6QIo3xx1AcaxxjQp{ z87i3VDAGI5MQlQdHc^(k$bfi-gk~`i%!yDpJQHiDE*NP!$*@ zkC9@xxoKre3D}$w;1kJ#5C@f8l}IuP+H}LvY>D()cPJ*pj&Ng`hFlzE0{vaeMu~h& zsvk;K85dCa@$j?E>ZFuEOvEe~s>pIe(R%+}21TW7%`x%Wo*qOb$-NYb@t4njUB{tW zFyl7F4gVp6b;l1hjfVzdy4Q{uqMy!KWk@g;6PTLFODCA6zodOdf8>=uqNfelo8JxJu#fyF{v5%*Wa%(Cz z$Ux^5FbEi9Fa!cw-#xy`c*t(wS70YIMvC1ZVgYiG38qaJDG?U z2cd)0@F<(|*NLR_+i_Oy_|c@o+}_Zn!AOQPsRu$S%jW{S0>v_*A)DCBN+x4rH~gnCwTk&iChoV072Q^8QtegbOf%DtHSLTGyN z0fi4qiGUoP0@$}jSptqnf1@5_oi~W9bI~VM8ggq+4f}fPmxiICU{PrtoFUR`OY0qt z#cqG@#1&nl5Sw1Q;;ZQzaJCzb`A1N#xzEmOwmtpxS@xSLp}7Qj*4N0Kw12yn(xf$? z!V;C86_5VFzTQiDYQy%RQnk7=J-?#0&vVJmF*U!E>yR__ea+k9iN@QQp5H-sx4YO$ zc@oPK+``ey$}Qbo{Y0_eVFUfWr0+kuJT>3V`Tb3>sckb=MsOKmG6Pz-bvVl{*KeRC z@%0V7Z-Vl;RNet5@y+U{PT3PD06&kE_I%i0r{~6UT0dBf;)NY@1mNRl>34VLc)I zI66l-h?|%Mi=>TIAfxIH(;U=juT_pHou)iU;$#+D)}fdEVB4AEG(dY)>}G=+n_Rf? zOT0BFxtDp+iZjz%+_~Ul5O_KBD>r67lHcW758|BN7Pz zj_4bXIqW|`;RquNjbTQubug?}VZ#PM3{W_NK^B9-#yklys3nbBe3N3iriIhxuTB-8 z4Hc~I=J+bZ)`gKJ+$KpTzkf{S7E&mCWXU(nG;ZT8G6pj^X_j5AGD!K#rHRUTZ$*Yi zHs-w+K>Ndx1c?OCHHBf9AP!8Z^jkNOJc%)@Ku`bLBNCXMO8?nULvq+>bVH#j%Y*Pw zHy4upVbZ8bSGhQa$2I9c-F;2O@1fP$)`;ths$RgX=rZKJObTB}ma1KI^>HuBTj=|F zmzvppZrZqBp6=?BM_uXbEzj~-iJza)FB#b}{P~0F&A?l9pgO6;qB*;Q zxqzs#Xh5yEWGY*Amh)FamZFx<10!ja+D#iUmbBw15%NK(KxX%#%0z*pbPhaL(Yayf z*WeNT0+OVviJRh)nI|*U%t%q$u=E5rR*~gq2V%m+M<>q0MXbOE4L0`f&@VI4tB^eY zJ-`rSLctlVO~ac&Lw?rA#ARsENq@#Jz#vTQ$KT2mflMT_fk+8mKu`@}Y3(7F8h#*Y zmBWuQz$-w&2&7k=LYnL#15Yb$53F$g-*n#=Svv$a#=F9U9Rx6dyCDWN4?s_Z4~*uZN#IE2At)|3|M~Qq+}vEq6p}xAA}176btNtCBfY06IzBpQ0{s&5#KwKbaz(i%0$HyCkN2e zE7m>G)Bg$Lk5FL*D!Z9Np3 z<6 zP~hXQ$7KdM<9L`Tu<;3PoG7o8@$*6_HS?7g5pHJSvC_z}e|sAK=4N8-U<+!b;H<%e zAhN-9LYX&t8ksj#bm2hgf~qkjMUBHE0lW&1!S5N=2QWZ;5-D^@(kgX~HYzI>xr%oo zj29@Q)?M5sME5Z@v4NzDJ{9gWoyUR!A|EBA3jZMIxw}Si0mMrw{Cl{!n0te2K0}`E*E0X?=UbFmUy6CmlP+-AOU|(O_dr0fJ#lju5LS9 zWP#&m0~vJTw{dR%TwXPWg;;El+Dk4`o{9>#6^?gUzq6q*o2`MVHoV>ojTNY=a=)XiT5sfAFh4JUUeuONw&pcm2yrQwQ?8B z%P|S^>L}|RTSqsu0*)4Ep^54cpzGFl7Epzm4=@g0npG#$e|l&Sk|NYH$xm$FF-o3M zF`oj~(MlAmHsJ&1>Is1K=qD7D6`GpulUgYHkrM*W;EM^344`&2T1|FojrxP2=W%q7 z6Yz^uLygWdV&zy)l`Y=WZb6Ifpu4qkdf^j};9)gs!;}Uqf~57gX0xM83TJ+!4kc zrr)3Q#PJppH9ZTltUKGlfe+>~6su!oX|c~`mL4U!bsz7^S{M2+r=%~Aqf4IqW#6xt z^Xo6~&)54enbXS8>z;R`7yd8qNxd%>pfApk^PXh+fO#FXsJi?{7MU$5!1XAd{LJ_vCvdc6uE$5xutqby7NE?HV{undZXZT56z%Xt4(t~}SPs_m*T zmQPu3%K;v|8#`u09IXW*C9uI=$$|hXKgg^SAky)Zm{Bt_YT(1k72GTo?C$w|4vzoa zJ(u@A{73mpU(IJH>Md^MnYnEF*WGvWum`Gq-{?A^xbei0Pgj~R^TgA3jVkVbtppCMxi6F{Y#lf(_ZOsDd4LJC>0!LW$VryD}(DxtQEtJgI+@5$4 z?zmRhgd2;cyA+)+|BRzL*kBWUq(+NT#!LO03SR8n>+V@Pq@htAslO79@b=6eRs(`X zw5?4_VbH~CzXsBbhzQFEjQ42GhK48k)>eOjYf^mCN$WHEi^9Z9?04$A+ga}>-h0`I z+2hw%-VjKjjyPH$6hwn2CJz7SS^WToAae=z)&$-Ir73aCkimp zUTCCE3`gyCEPf=t<#9Zdr&=aLpel~WmUPo3qXs9ak7rQ!_GAoP* z%~S@`NbpKT`%ihBF-vV3!QANSysKHl$um2#*Yd@dW{IX|y{qK2gnBzIVc8Mgrli>7 z=$3QqeW%rRH{G=hbB{_Z)pU5PmnIN+3CAMTq4NB9d_qb*k=f=JG_7zc#Ty4!@Az1d z(a2RAvQujz#He!un!}zo-_$vXMvF$%fdXGW)C`XBjSvvXrcY{I1phfh5PlZmdz5FAP zEz0~?bM#kqT)McfQ-u%Pq^=Y2cfN5$>C^PwES_bV^gv^d+71L)T4&T1&-vVq+Y6B{ zG_e?}p~OdxZmnWJrlD$ZFvCHc(FamumGC$kbF9@m&q@ z2sNF=k&|2X@Gf$XM8z~HFDlgp0X1UTet|&kI6oRRRvAbl3dkY=Mszt)LP9w^e00oO z8$u^`$h@?b9rWWFwS~2XGC5tjrNkp*J;O*~#7Fh>+($hnwKAtYM*UuDEWJ@SmWfW< zSVt<7eJ;j>T!AiHJl0A08IQ31+7wTeI}_iZP*USlX*T*BYsBhq7S zO!>J;!%-Sol=UwsA|-!FXJDjH8cX80g~WIz{%2P}Tn#pgvVy4*GleIMIRE6P?8CgK z97dhBNjXsxEFkRTq5ET1(XPYjVSd^a^X(LpM?O|Lu|KXWTk^DY8Lh)|fMltpai>)M z@{kt{MU6pH-W3h*_4F0Yr(Iztm<@?*H9B@Dh@CAk7oTL5T{AqOoe+sq+Lmh(nqTJ( zACBqylxa@c%x&5kFZOnS{}ii77O(c@d=V+9$1Z#3_H9{%Sp;#yIeV9JUR1adQN}(a zL0ryAYB#;+MO*pz(OSe+5Z%X!196WO6r3kLEGEU|%aT zrSsS6Q+bfS9ubo}rK4rxKAkX=H^-B`u)d!LQP9LtC0xSH8Rx_W78Gm@ifBT8B5Dsp zPCE5i-T^C73WT=EVT28RZBrwWN9{o9q}%`Brc1g((=vqt)1sSM5@GA3`nD-rVW?&! zkUgEQ#&TK=#~__9=`-FAE8>`W8})6Z^qm^`#?VAzb_t%JDv2*A^#PJsUX|wdTFc}s zOTm3wbm8{OS87isaFsavl6SKIJbyq!WNofn&c#qKwOu?A@b+q?MsM5O{7by}Q{o(k zza%j4Cab(O@uy1d#3&`@DA?;C=&$U;)VB zXu#NNs>cQmY}~18kCV8QM|Nbdw=jC2ZX9E10&vpqU6QmOM}Nzz%*`UG)mGb=T(Fm# zP-EEf9c97%Dm~vkCu>JhJ8u#o=_Yp+rGH@%%iK34UrT2l1-Dq*%icTIXw(>FU_4c> zNzcDSY0KezCJ-pfe042%$O$@i)*~Lf88MlAFo^1{*e$)>0%rtcZZf22c#E z5z)pReWRa}I&?n8@WnlLSQ5ccz9ggdSk#w)0Px#$2oRZk1EBgh0E+#KFRwH`nWyE+ zo36(Nl5BNF0g`lW=)$nvq=yZ%vi8MAt0qfLu^1rl%!lOneqX{xd?|(tccqG$XpnPD#6b}T-ko!y8b*ky zikSy98~2+FW2Dj*zxpJT(xdakHmB5(3Feq<%Yk^t&t5|B3zc3GbyYAO-%M=)+~9;m z?mkXkv{Q!>YiL~-Y}TG}w(#(XF;HA8UQ~z?%cn05ph&1|hzwOmxKrZ?3wj0dAHPPC z2bEA)fteW3hLjlJAnpWUOdlq`TBC?@C5iBK4>hN+9p6T0yU+L>+c)iQF$A(Z(xSfl z=2e*erdxATmF)M}GuUkR?T6W(D--L#F~2{#9?&t*NH#ZP`aPrRD8cMM<7VVGTA{dI z_L;1Y(Em{^pele{NN8?N%Xvi!rCa@HnoT&@xi0@f+o4#cbkTQj9qY?oBP zht<%D>e_!h{nSyhM!plw^p{OjaU40@ntFk5anhf0rNiEsGH|)vYWi0WAqAKTl913` zn=Y5XI$n61B<%P3Y+dZiy$6Kqh?%wi$l7ia{G*-t$bh#~H*8U*qY&4fJ-@RyB`U&Q ztu&bt63VP) zpGY}>YH&+PY|8~5J$ zoxe^*RmNM<{YG||o+q=aI<;ta6C9`t`ZFNC12Q1lTX}5GnLAQ|r}60*W&K z_lCk^4UCG!W`-5%IOzXW7;fYkS!GEW3=((57#?C#9E_rH%otvJQ5Z~uG$thuF~qz@ z)EHeg38sWQIbL8<8W4k62030~R|YV{XAmGpfnL>+5W4i4J2R+enksVN|3{G>%+k2q z9~LO22Mb#f4~p8B%Ub&CWk3m2YRyVO`GLwPM+rd0Urb_6P%L5$KZ1^A(KKWD(ROdXNgTg3R}NXPpIwR0{k#WzXN)t2;0tF6QU=P; zBOS_mydWgRZ&&Y6#}02BR&e1}$kz#P`xz9!Q}QRkflw^2(}IyhX*(>L=0vo zKvYJVyOk$>b@D(a`lqBj{j~l|>yGs*2?ElbRCr9xv${ZHd)9MPypy>=0h`l?7y`&{ za|YE<@vbt!kitj!RcfggqPF~98Ieu3_a0fL7YTGyR~lr4UeIo{1~mY=?;nraoXdx{ zIbBY1aiU1#^uQ$!r*C6r^s$mxZQp;bnM2~nu)8awO_F&o2#%~bttMMLS;`S6H^~vwuBd<^$TIF z^1yb~CIS(;Aq$uj9*U%0+r5WjY4#F~s~bpV^q@*3Gkxu<1{8cN);7|Sf|B>3LS3IRnE2Mz7mdB+Z3SIua2wooIBR&2AY>~MnZm_VYq8aTTQN$% zA}rvNoaz)S9m?JrtmS>h_I#8cL!4^s!K|}))^LX0W+kBS8X82OYPCBRx>N3VyxD2=0syR6lCDG?d_KB}~(RTBMd)s{ieu zc<>4JEhpC7Q}NK@P|#UgR!eOM?XP}}A=s4og{qA~`nye0hQ<9TE8tbdg93LsXR!KF z$*b-HA%x-2)2klRnH#F$n~DbpI87-)9NvFJLkS73pKAqao@LME{V=evl))`2*(Jew zEGKTG&@wbco{|dGqmT}~2F{8q*C4FQd(roHAg9=^r?@ReFu>_h+&KeoBiB}K`1Zij z^yWyrVs(pEe8sZRpurjoVfM=k)1bj=2hkzabvr17TVRiiPfxcCB0bw|Dkou?d|U>2 z1rXD(DURH>O;VbdyLBF&jU6A;dMo{>PmF6Sp#2se?+wR;+!o3Z&PdR>Ry$LB?F?e> zX;}SBYNe)7%faev@+Zn^68cu?iTc*rO&hYv@gtyrpMP>QmCvnfMUby+jSH`9l{+A8 zLb9+L*%nA4+A$)AIu8&kqS{tZ;;=WB|Hq#<)sy0JIeQ=6b{+4c9>`{C*PJz_)1k(>)OxbL@_05?~zMX{r!)wN%|dL zd?Fm3Ic4m@)Z(1}6CD+)zQxI-RKVRMS5$m}{CZ0&_U*ihp?lwL&DEug{B=IKP&(B9BDtiWbkH ztQrq6j8srM2%~XZPl*dbR}YCFs5q0{av%%=W|La(X#*+g4}=qbQe@GgR$Eapq9dtnWS zJ$z2_#a^AYJNHL;dWh&!U7rn;XA6Q#W1KL@dV16kVo;dTFbO@h8Ng_IEb;3MruaP8 zmA5_`u1NDCt3aZ1rSss`p;BN&Tn!w@M(YB_n z4pp7mLwUO67WcVrPMZJlt=g(Gm&>Ox)jq=X@ z8ZrjgO=aWLlAXY`<9`Pi^AucznUHPc8BfQ33Sc5T4#*Bl%A8HrP^l$1%p$m@W66sC zW=YG7_jxOh4YuxjU5jAX&qrvS-{tv8km3yzK?Lf=>rFOl1! z6p&k|6hNjntVdAg$oH<~j8Nr@_8*|)+dGDi7MVpetX3eqD7YsRuX6QaTrfmLA6`ZE z=O0r=L=Or=#I>JQ!$%)U#?aH>R5uhZ0p$< z_ZdKdp~K@q62tQufZ#l!jHrXwW51VHD99rb8=6pn2{|`{G5G;R#AjAQZk6AI)Pqm- zIQ#EuJ&5HF!J5gFhIOgsub`gUqnog>XPF%nhIQqcV6IxKqmR^UNA$nijND;dpX6`@ zWtDJ&QK+=(5z$&7t+ktJHzVEC`6YRHzFPr=lGEl-VD{E z-i%kH9>sC!Lh?z9p*W<9k=UGXVh{^uR1pfe$wFECL|9S*0n)_c_+bxa44l02YyJYL zk^}`AB!}|K4?|oP07$|J5R@o#Az^ab4V+jgN%1OgthL%b_zK&p|q!F$>MXfSPM-I`=Y&i5q55Q0CSSn2j z2L%LXuM3K9#7tPodrt)9qc?Hl<%b0Q<`QSMcfdztG0o~o9aFU^W_!Abbhl!RmJFaC z|NVd5L}Ee{8tdD}#x-MzQ-#>|PZyctxEHWx-wYOAp&_Iee?mjZEVf2d$Zg=mN+>M8 zLrW+zE2$;T@K)a^%XsnLC&NNCdc&ZZLJ?D~a2?ANe{1%ZapUpod-6S}>R<4@q}n_7 zs$4aQ(inR3y`-**$_MvXyKulhrOLbhyCbykf<)|+){%AIkoNvh^@gZhd@1lJnvARE zr<#nb=YAyDFk^-E>*MaULyLlLtfy%F4Isn8T+TDmOv8$()j%Sb**N0%A^#3sLwl7T zvV$J>_TkJ%xjU~@5ghq|&vA|cTK$1xO1xnyKBRn3L-zVt6M-4qj5t^tBypgZ zdOQJJ`h;O8Pk+5OnOzZ_klm>Y12Z_yU_JNP|Kk=>L7TafPQKjm-7E^LrQD8wIKzMX zNrBt7F!yb>=OGtEW}WM@Z8nn;s|sdc>xHt{m+OU!xQsr=V(`Q5FO&lIBm-pWZKsq) zX+mkz24qMl$F=W4Q@Y^++3M1P)ta6})79FD;f#F=hnZDE{MvD0O~u!>i=>^sHibm^ zNG~=;qbe@OYfW|pXNAG2;`lXPE?gK%^_CfS^Orf4gmf;}ko6B6h73{-^kjxN>Hhfd zD=^sj{v~a}+D_en24r6upylcG3~vdCnwUg>+rYlN80K#Ugp13Ob|QtXHHF z6;-kfN7Ao|{qppja_}DV$xA*1R9ZjDgnt3OSbb4-#2n3MfC*Z@uBBf{?aOb3p&~}l zFdYCd*()(Q6zDu)6s%G*9PKpGJ%vjGiF2|Gt0rmfF zvnAq2#r&oZdt~B6rJX;I2V)zX|el#)$4PU zbawwd5{MuLP{2y~m`W<91ed4TQ~w;*+|NF&^Q4L2<3)daFZ7p8g`Vonyz)KN9*5<) zt29j8aM8Ayl@KDYu`nxnMg5w12w^76XT(lL!f5dFb@ygDV6=r$+7)sUR|fBqmj{6Y zIbY*JEY;`Cgqmxtn2-R75^M^PK$ZJF)GQ^R>XgVX^jG8)R?QEmq++*Rel$!>$mfk$ zI4;^&1m{X{DSu8=$Tb5BC6|p<5Tb%S)mfm7d8obTmCLTbD2 zl6GDD#UPs@pN1e?A&-S1dmhraKspVEd!s0kZF(L=y*x^8OgY!&1^xF~_pCfx z$RiJOzemA6)P9$Odx#0vo`gYm)e_=Jb-*Sp+gylP8NwB$3A!6^0K%mpI7r$v$!H++*$7%45yJ4nKHMfq}hyqYRF@ zmG{T!l9EQ*Jp z2n-#8m>w`heib23AB`CVh0g#Y;b~V)kYCs@M7dZDrg>ZpCfS>D6d~Nb;&-0F%bp1^ z!!L>!Q=j1B*FWB68oF<&D-Wh!wcdMKL-e*F2m_U{e`-%H0u$M~Tz8pdd(-=v5NK)W z!1Fs{CF*XGNz}p!hkTV2pS=KPDLRq9W8r}%4QfNz*!n0^nK$w`aR+UCHg^mmgv*AQJooKogr5d zmCrT$M)BH%ETGEbf#7W30l-;uyLPByyRWF7so_(0e$fBc*@kwn&9g(Ahmo}uNn~sl z9?c^59-p-~n_sIp(nPa$O~-O>R4qicO1~XA_d^c##%%;oILnaB_ANS?YXT2UCvP1n|=cd07x7!Kv3jo44wn)DCt8TxSQW8~%Z z^<=5%m`&Z5jwqlrWC5R}mK zAQIv#oP0J0*Pn641NmS@5=f`jv=dkga zHLDy{P5x-#OgObv+HByD3AdB38VQpz9@DrUky5#Wf+-h7fLJQW)2mWbG9DxH5sZ>m z$nl{P8CaKZCqo%`SN@9?TIT9aWmpp`)l_j&j@**@)L7h&Q~jGocu=D|=RBnar<8L$ zhwOgPfeb>$xjQF9S(|Co<(F0&J#CxPfzBAB$HzWDnzui=dXPVDLmHSakFf0yN_v!S zsYZ;`e^zyPXQ8yuu9Peqdq)Y3V~^3d4c)6o-W0)Ku$KGZ_{eUwLiO1qBiiTFjkuJq zOAKmU#29sqF5xOioy;NqU2D=PyB`o%iw`bmZC$G|FiS3`+KRdzbJm_9r!NKe{K&%T zj3jQjM0pGsmkJL5_d45RaTz7*gyY8#EOkHpGo_-u-lIOtKKj;D%4favfH%GKbOG&N z{C$M+Tz;!rN(X8}qg-X1QTN$f^veh?qXnrv_%~-IuMji+T`}Iu;iFB0!vIH zNCfeOzlDCr#RF;v#RGkYJ>_bvdotxwCO)2=nC zZ%`s9t0JU9BBr@)m^egMj<DGmeM!F5&;& zie&V!E4lm4#IE6m6!H+H%CRHp5_>tZlVuA*$LyHD&2kE9flBi@NzHN^+ks5!Gij+Z z03T&Ippk+G9XIHIi>9|D;I!D%0VN%}OM7bI!F3GtS(Th+Hz<7#9>>T1!cS2fQJmY`2B!#CuR>`h??^_xgkA zy|DRrE5@&#mV|<0lG^-AiD~x2#o^v8SUgqabyzv HSD+kpR-+cf^=s$g;N&4D-VXQCq(cQ^t?W1b^_uJN|?D)yS+vJ=Aq^VDlf*{tx-DF`grUHkv(Y)&K zNS@lnQ#1*D`Qji--W;Y`!KfoO!gd`?y?QS34HF}s&m5MxfhN9fU8XO0Y!dvC_1Y&e zCp<$1Mw}UZjs`@5>0i@w5AJQG4yV+daO_3&EEwcXjg^>*EY$FYQ&CNs;V*ljVsgCH zsBkCa#YGQ~Xb~p|xjP~!@UgkyJ4~~$e@)UHA&IpQV0V>&;3}_Q3umJsMD{^PZvwd zpWJhkQSR@6oOcSwv^&yte@+}DYAUlwO;TTWF|De&5J*<&w%el+9_*V^W};~~J4>fL zD!yfMZg!yMu60}&{)oHH>%}W=2N8q>MeyWl2aV{5E`AOeEl6MqpD6D24!3|UQ2=0t%QOVRP>8r>eI&{ z$N<~(lpF)RK(W0mO008iNeP;uJ4On38iET?{C&P(qQ~W}`W(EHa!&w3%)Nt;R8y5%$Q$znERE@M?uAl2kB~aq1&JV%WU~ zI^!>zsRp~Fe;eC^*dLqGlI9VK2vl)lyy^F#A$4{!lq{I=#4>-nh7>eYQ<3$lp^sZ2 zqO?K;v!`MZ4exHyL2!+O2ba8q`DJj9i0|9G&7IGFu9w~p+Ee~a^A=Fg@pM8XU6`!^ z8v|T4CjDxKuYlw5n_rI_*exe0bMhtL@{k_adyrM8`hLSENOjoiklNLfqODm|VNF;+ zy$)E6j@3MEPdtd-Mg^ih7-R13n{MH5sbf?(y~%7i4sec;RTvIgPbW1L4FnHTgX2>e z_>baj_1(x5`bSo0#yGHOlUvNdfen5?isWR7FglkJPXXSK&J~? znFg*12i}^CV1FOr9I?S*#flJg#9&GaT*%elu3B%%>DOZf0?*q@sVbL&`P3i&3P~?A zaj~&vqHcmPW$kMwLltbCU!tknM~F4@)SUzw-))x^iHsT#YpBtGaQK#rRMn;Fh0Job z&j=H=$)Ux)vJk|h)!-$w)ns$E)5*_<)r?g4p@~$FsikXn<%m>IY{F+f9fIk)VJG(Q zyTFaP_5tUDXmJ^&-40moH9(7VQnAl|l*=SOA=QP+eH-^Yfue>*gW-yKp z<Hk-%u;_-UDmH3x}6%rP36eV0bN-dOUTCB-G^)*vE@WiOG4frJTI;Y}O0YI%y{;QBLfE~(TMYq7s z^~$8}{KV30d%LBYA;cOhncixnEDC>VX(Ekep)AV0A*;Z8zlLEs{@uYCX1qyhMDEKe znV!m2X{7E*%owIohtjY^K@MZ#2nKGXqQ+Bab4X}lXM?Et3 zF8COoD*0{*D`4A(jR-WvawE;QXtg z8ZOzaa_}Y2>h4?rh6X-Z-cKB3QWZx8cP*S zO4~t*sq@UgD!1CX@tn=+D|DSDN@h*veDWq{U$U01xg0Oz$XO$~jr*?rt2?F**Fguj zU`+<^QH>{Em4z|Z{BqE8xdWRUgJ%mu9g&i)D!Mj>eG=a=IWSiSoCYH^Cf!+yl0oQ@ zvMC4tMGSrrlZeDUWilL(i*5=T2kpv_4KLE1^#K-~%K#SK-DBq+_TJ%p*^V!+$Ud0fF(80YejSjcxAeD|{qC3X zGs=Zs8D;Ykp6$=P(~OPBVY{QPZV;@A-~ZmmBtYS3Nt{c4yObAMu(>9}ND2${)t^-4DqO+CRYz%O7J| zUBJ}jMD74_zSm`xpw@+&mZ&<1=87sEoVkfB%E_eYmte3zhky{9E;VsgV^Fix^!8xA z!IyN{HjOvZySb(zB)pm+xb)sJRBljkP1{PFIazMay*OEclj;G<=3GlpLb#O5l`K@Q zQ0XOfZc~@#mc?dM)~H>uY(b{wh~9iE_nn^-_meld7zd<6gAs96(YQoMMQM7x&ZUqh z)TiGFsv~Me&bf5C$H1BT%+y=-mR){AnkyRP%!<@3q!WvI-+WS)BG z!bfx7XtiS5k1G&~To0bY$F=&MJVr4Y*(4rkJmD2~qhi@V1eD$e8TpUl=48RrZi14z z#{yh{zXE{+^cWCG$h`?7$hv+!&maq6ppyU09N8uwH-Pw|&^KzlNm*a{l>^c-+}|*vKJi;=9odNQW`! z7=OCBIVTk^9mxq$n6Gxpl9AxQ3F{~SEk^_2N7h3b-?t~Vm)*|31&n)wohvw*}RBJ+JH}k7u8I1qd0)h`i~QtowH3v z#QZ8GR@0NBV)CEzZc)BJ{dDuI3*=<+E;vWq6BzL>gm*n{eG@iz38=?o(bwA&UtORE z!1}f?-rK#IpLILZ+sfCmWezW08RXb-iHO2{*$D&f{(yvt+0an#Fhd?f(4+fnV7}55 zbBTq(2GL#_k%0Bfg4Sz4k{iO32~edsq)hBl0Z|0vNt23p3_;cv_5ASAZ|H_YzYa5X(I{3Y7qk47v@3gSuo2EZwk7i^~~^1A^(PK z$SCy|3A4 zZq=0_yQ&fuOs7j{jgVz@SsC56Nn-cUI~gY{CiEYo~-Zu?o~<4!4@K~1LJP* zalvv0Esd^geRwvn4!@RWc0@MK`$b~g5&^_N^v_p)uq6kccSfc+IA1o@2o8)_FqnRm z@}}~*`lpNKYM$~`CJ-%{&SZsaJZlLHkJDF5@ac4jXlWE<$8BW581)tiuRA9-{kNq# zy!3i|sXuBBQ?b5k4Hry;;;`05tgdZAd{$Y3d^x_sXJhnc{!a!T%l`~_MNh}f@PA|B zvE$LR(BaXuvf(k%vHt%JJm&vXv@1~d|3jpskxGIjPJ+$g)h18 z-)CLPFU-H62RqMyKW>V>zO-*%UygFW+j%v5zMa>4zP~Sc-*YAYp45)?wlsTp|5dZF zto`8XU3Td@Z}<7SQ{H&ym?_Cwe_q*s-rm+-@p*Z^qj)jCdgAHbUUtNmyg9RNnOc`= zT;RDb=O*h>oO!o6fraW;*A=yv+?Uriu6+h8K4odEAu{$)S}Y6`J#n#?^f2C3F=KeWOn6zz{f^4~KEC+<9lI0k zgW$V-bMdCpYIAQ*<_q6jyHeSt$zAB3O!KxJZlhiG*Ry+7x#+yq=XVe?~ zg<(=9r@?cS;OO;Tj=OA1ZL_4>L-VBd=_11rfr?HlffaG42x5oluN1z7Pk<`PNGY62+P6I@`C*K%euwdEbI& zUs=z;Q(Mk%U5l!}gn!z_89KUUs;+p3V@u#-n>5>kQ5A!Ca$75O8TOGS7jwx*~{>WhA^cV?x2 z8!3;q(aM5_^f?AsRkk+sojz`BXCy{ezr6>EGtyVR# zF*K;#JzG8S;Tmo&ZR+miGZ8R7MNMR)08NUGr?h@+B>iJ18rr zSk+pJt!>Z{Kk{+XHa$V0trPS!+tKY&tR0F~njt%;t85=C;C3W{So4$UQ&TsY%h5Ew zsG~NW1hZ^C9*nn7x+-hxBw1ipt*=C$l;mi97`3dO8&NTeJkV4&TQ<%$Js<7sJH~jE z7G4oa>h5kTcD}Ao=kP>VKaqfD9<_K|)r}R+M5V&t#ud0WJwf4nZUhHmn)O--^m_Xa zi!QHpvBIGbE4K5m{y=jjuLxdU^PCoQ^Iy z{w}QP!lm?%<5(cbzijyvEj(l+xzzNBZA5{&demdo09in$zrNTwB13C54>*$ESN9@s zYh}$n8w9c`As|S@ydBD%dRcT&5}s;#jyj3VDfRMYsL;3J1s{KcN?#n4%FRn5-gW^f z?>9>T07HRz8xf_f&29MmUV5&F$IH$Uy1_{3vi8LNb#BCxQye+V9Y`h<~M0=ah@#LtkR z3-xuJmF4z%96nerf0q8D^Lcr-f1AhTenMZ^wZ5u9#kq34L>JA{Ym~RRq*KkL&y1ES z91Lf{5-9A(9Ctl0Z>a+e-@bmwF(mnw`WiavXu~l2fEa2Jgz)gE2PBQlK zh@Vv=Zq=GP%k9zo!$$$el9c}Ek)#)awS|FN@Zi-agVhrFrT-Y+t`Q%<*xJ0`aryL| zw|J)QKD&Pk{TcAIxcUg$_YXS2#@gQy;fQ2hG-+J;>R6sME%m{!b(yJDQpSsxbb zDaF-nWP`*){owG1q?uAZzlke+Q_yyJj$b(nA~E}L$iKQsz&+z>ixDb-f49s`dwkn3 zOB!4kpEf?nOSM)>Au@wu5PxQ%Pcc$JW=i*RiI_Q-74@d-njbB1k=;YR3BQ$S_LC1% zeQ$B)EqRq-9rdv#_n7}$TQ27oJARe;?cd5gtU67vcmg4*d$3|1QP-AEFyO!^BccY! z5Do#2D<1?(grbj#EFvZqMea90tfdgjB+gwzNj8fTQ9q`EXynh2YNT!|Jew0p<+Koc z@?78gwBYx2-`?#DcO@sg^#Ng7d1~PD`|4oTYre7ekjy)Z)7#R?I@K9{ir!Yo(n43{ zF55#UbCJKG^&`QjYID4>^&`y2k+}$6|F|JEsryPn0KRDyD|^|6>MVXsb)0}+WXjo~ z;q7K%sLmw8K^#Xxh+9q>MGxveu3jsQIDKJA>Np2y|KVdnJa@e`c1is2<~$D$_d5Q| zvrlz>==IgW0`*3Tt@jGE3;AY{?N&$2jgco~z)g8+iS;{+3Xgee&)Wpq)x4+d3e&h6 zK4Ej2LBDnfZab7=*74u|v)8n?*IMe!lGk#KCtJ5%}s+l6(iP`_Mcrfa7`}T_MU^K#;>IJfH z`bqiL728EaDEKQ??Gz#@_7)chrTRB8fdhDmc6Ypo4e3)$@-?d5-X3VAD zy)sexJ)haN9|d!Fw%%PpR+x82DfW1*!zW`pZJj2Jr@GY<+F-6z#r5yb3z;v_x6h?Z zSyZxBncxebrg02+%3EC-QNwLn26_WuObTm>ENL)^ZHczQ&$z$3Z$@vJQg#{4XYWqv)*{norW2NOy8r<|kW2Ctb$g z^JG5uZtkgdO5dV=TxeEX)!UvCeDvX)2QO;6#zO6Pwb$Y1+l^CeL(dvrkD`B*(x5<7 zl-76LFkguU42tep>^nBh6|-&;V*9>}EVPhe=6i%D4ndT(jI=Ep8a5|}^=EJyU)&DMu=c?}#U3Y^L`(8BD9H8BFsJIF6 zfhoXv{n)*Le;Xp^)FMnBj|5epM9`}56@pcdDBeX>Z{RA?l+n!f$lzaZ%4)1B+D$6p1>(s_ZR<$l_tVP`Fu){mHLF9qK;AWFvV8p9?Ci8-3|6qkDCShlP+jFE;cCBU0 zIPlW!dDPosVMi6(h}xr@VAl9?^kJBV#z@y>Z9>uILQR0Z>#8HNL+W7Dn0-v7lLbL= z!|UU5xYUbNB}?_W+I6foQyAcI!{jZ_;hMoiWS%Iy^~0^wgxO+mQ{TUyBzi}rn-6EX z($vM~Z^_Hy=47xX18>YLq+-j6DY6z_OfLG~Wlr8BLyknP|rtv2D3 zY-wKi)a}+w95K$>QoY5BF8Dk4Y%S z=8C>{ajDS9o3=#@ht&r6`(hb-NHAgl&Kd`YomDBwZzY^VxMBPy2a`qtftV%+ai*|P zCR~D#vUpL`JGQ_f!R+)Pj8+uyx$Y~&TqMhrRF&WrrG)T?UQTdNpQt=A`bQ-`mm5pi zMuf4e3eJ_GL0RvJSS_e9onBCsu`nb?#9)*JZ31i$S?X7KZp29<2)t3&>5EE2lB7+d zX!_FOM-vcxP`*@%@w*OHrASLoR=lDL&#^5k+GD)KM(G6nP54CYmLsgvTfJt4F~!$u z3r_ea#pUTk-VtP3H|FrmqT#aWnP{%X#;rmP4aVAI`D@`z6&wy^L}7}9ziz|zzDK8&9$Y>K!BAkA^1V`aY{5HL^;e@fFy zp<|+Hp<+m5f-q=O1VWotMi@V;xF!VU74q=oLdhh_VdGnjF!xz1;|EQ4upjfS)6o3a z&)h-E?5)Ek!b_jY;W%OI_LIjZVv|v2zv;&%|U1iV5Q-jiBV= zj*;YLjxpsE#Y8dR3O3T`4V7I12sv%>%X`cAxVVXJmH+hiLv2TCD<2> zB4{k0X)@O+3LNa|LN%;KdNgdoMm20pVNUn-rYl)8+niKn;z-%)#lIql#c*_H#7J*^ z#T97g5F?6mpnHW00VVx}(&3SNHSQS7#u*3i#EF6Ty&Ed#iZ??O;W^$!I5LQ%Pr=YJTvwqxyA9Q zANklZxO@5FGD$>5w$8y60UeH@h}>0QYyf{V4go<~OC<1s@^)fGpO8O(?QVY_dJ$P; z)Us9slCcU>?If5Uf=U30%?NSu;(3t}$Ia()rtA?BXjsg>x8K=-6CPg=nXXtForDB| z9gJcO1Xbd?UyeLHpHo^A5ekkyVjt`<08mU3h(OFELYRyZ@gAZvv42oQ!cZW)Fvy(# zbUdHa4~bWZt*sXWYC%9wmvk3zB6~>q$Kn-r=12LQMk?;Q?gzYtP^Q%&ml0*n$T6(F zNMEv-GYRWwOl)YxM5Fe)4EiftQku#~m7J048AxN*SQMdZD#?jgwiXFfjON5;m?(D~fI*s}; z#Xl&nPYgm%kH_f>bJt6i^ac(NY=Oavs=(}jtgIZ4WpG%SYr>@T_nFS!&(S>pbfHX> zT0qXYe{^(11tPyVJ5S{0}oMM6kEW0^*B0^%udd8Ci{N!RJLy$v7{_#@M z-RWAm6!Xw#wNqDGSF**}S$26yRu>^+T;j|4P&9M@SzFxXB0ug)6*+|2GgxR^ce;6* zG6Dmv@#PwhV#(go6V%hB=VZ|*lr1ERHxE`K5oidLx9kX-XIQs=Ad4&no zSDjJy7+o-bvi`b>aLL4UX(o@#g6EnI>B^&r?Bb(N%Vku?_CiW=kAQ&m&DpWS@b%ss zp~a2JJ@=EEF}9@#Yaop{b9bg;W>>F+_1)@uP!{E35ea2_S&3?FUWqDE!Dfn-THFN! zg?wG-hYXKv+$0MnB@$goT2Qyrf@ESt$%{vsga3H$cT^!yvgRK_=OZ*v(TQteoe*Ud zGV4HLT$kD2LrjFp_b>}Q;_SM?d68F+1PQ*adxR29M51E4)>UMTB+aTMv}3e`n+nAK ziz-BUnaPqsZo?guy>-D?V$^u-9GHt*!qVU$u6B$z=<gvr^p<+A!M9vm3iE{ z8iPBM=2dMe*5X$ADKNoK&ha)WoWuI5h=`yKeyRbvPQkNaYIsS>i=sF=Sen6|0sojmE+nbAyrN_v1LABn|q}?Ti9_Tj@De%)+(EJ780*6NwmHwnm@3Bu4)W^fo)>GkipJNa&&!y&Ku#HjZ1HjQ z5y)ieg>89Bs3gRz4lr|YBiPmh%#ERW3)n+Ar7Xb)kPy{s)r2CB5Tpf6p?3U*!w51& zns9qU9nr7E^>*w*SWForrU5dgh}m4z>avJ#qX?&%*aPRq} zwLOE~ElOXW(E&}0I4d^1GRw%iaJ)!QBdG_mR8(Tu)}<$qT2>V~>Nq+#Q7h`OSBLTw zHb?V^u?`jzp%#`BwHB9_!aQet<$S8c2oWola9Vslc+nW2lT_N{^R(ZeMYuYp_jtdT z0X;QliZzWk*IozvcRugx-_+w1nO^8OcO4C_9=Avlp?5$3^g)*Dg2}AL^oc*J?SddT z?UNkF3t+|x@WYFh=RrJ**(3j%^#EdQBGY@9;-c%NuxT(R|1U*QmY##jvWtN;G><9a zrWb8hkH=lKXm~SQ4q!BvTiIX;EN(N zMZ{AW>P@8g_a!x)xlX&i;R%T(T5R*5cRNwT@BnhXZUU;{D``Bnhf8LLr=vt*IUaV- zUJo>YN{+UgN)a%w#=v#HH3JjPCNKszHrYr_qAV)HrE~{*$N7!_jw6onMU#f`Rl^Q* zl~OF_-ylcyro*+1($rcSvNyERBf1uUeFOuq?{(L{cWanpep+Ftcv^7tpdQAYlEA@^1jE??o_=UJpBXe+mdUME|za7=W;TNf0t( zT8up0Gh84Qgi~A~rT>Z{W{@hpU1ku|6b5C4B1?#Ab>;Y<;x1w0F4l&s-9-NHh_)Faa~9d|V3h=lCJU3$6s z;mjt}gepk;(V@hI??OkKxXUXfedm;;Z=mQDh6A~0TDkc-1oedA%$PjS16PjJFo+>$ z0_4c3V0>2kv(ro|f?9@kI1*5#D};aX8k8yol_8hJEeD!}nWcyp2C&9}CdSY-q2oF&g)U6V736rTV+ ze~%zN`>pUkf(-YspnSoZHDUakgq3u=Y)3;6jT{1(Szco z-c~C|QHV#LSx0LhOui<#8O0U{pW^+pKSw2fJ`yj^WBo>;(@fB;uKk<;tiC;az^$RX zX8;ZSz!TJ2174>OzBXzQH0ENUCyAfjq$SB1{ONE=a{Wup55`Fi02wIei}3(idVmzZOUVAH82g-T-eN zUD>THAFTZAsHog4DN?f9m=WU3H@b`<#f4*5$Ra<Z--9yBT!2 zF(cgi95_eZ`dm2HjU?@LADM|fDt~J0A|u`q5%lPJfxsw^O@;7V_QTlC3Zv76EC{Iz zaD$keP+uPGtcOrh^tk}!6H#dF5DjZ5EOV46VnvlE;E^_oB7DS+P@4GMJ{oY?M;_QmdiXE9%CwK0(*3Q~>W=5{DshXcBU*OzihhKSP4BNr= ztc>rOrd>Jf#5kQT$u{$fEFa;=Ee|Y$fz3I5sy3`%SCD6m!g>;EOeJ+AyD_$r$eEg zRSOUo78^Z@n3Hi}C?i!WLo}|iGu*;5LV4Dxi^vtu5JfcpmMjD@?(JtIv@Hwez{5X0 zjDo-P?F-O>u#;)K-L>2cZz7RUc*huFJPRv4l*U>(3Je9igZH}1wIeqM^Ax+4L)u~Z5ZrpHSd-8Sy6hdQp7)c&-S;jtihn@sQ2lj1XIbDQy1 zA(RXzj)JMonfyYQ9Fn+Ww&EG`_)P;J<9J+CJ&HDa1k?D9Y!zrr87<{_%}Nj(Jg~SC zHhQvVI(-RyN!U1R6=vhHHTF2!g~S(0)wL9gxtD4*4cRFw+3=gu4R0IC4sQQbA5*-%GIT?bD3QOEUK4_X zpx%J$%V$-6F0rDFVWUohuA^!~uae-#a8;~FJ+Qfm8_+k1@l6{PI>s22@d6u@ zDeUDc-0hPhAKXkF8%)*wx0;_orU!8kCCIoEW@1#ma5qajwAl?fDQP?V+^Wk2loMBc zG0s=fllewhv|D>R4i?rdoy-)d^^V5(g$yOnG3QIDI(mFq8U&(KAL^K zIkn$Rykh&WZGt&5Tr~wV5AlC8Rql zxH~S9<#;7<7Zl~edD%ShV)1#4Ruet=^u!?_lN{pqqf;5tRL_0M7;HM_mbd$k}rDvxkH;~LcZjZE2 z6vNP}I77}(fH;Mvc>_hKurr*;rb54u){L0g8*vdP8o!7OfG~lnOp!0mm0r;K_Lt(Dl_J{TzKO9r#Lt& zxU7I44i`>?hVA7trW8c-%NvfJ`MfVoYK+8~M72KHUD+FCB2$skt=;B0)t99poWlc2 z=x;cQ6|iZ!RK}+Ii1eA-iFTk>S%%-i^>$!JSchkr)mVoo=*#@|H8snsOFnxW!qlHgD*RJN4V4K#0|ml+v6$v}CMM~Ogwp3|v7eU`JSKzR}K ziC?`Hi>bH070av96RY_n3`q-3-K|OtIcyv%1sA55}3-3RmhiW7dSDd9|#Am*HpCFPu-`fVgI9boSm-_#pJ90`jy z6^R4Z9+Tga@j9Mk)Hovv9lFpvPE<{DSCfURuO&K!0l1>+cggji!>_a8tDkWd>q7FCpft)$b$6o*oBA zFb+VD<{dDxTFdKQL=N8-?|PBz*glPBipy|3bbd9zfD!$_sdO66o=_b zs}8T|!-%XH(?C`&;Kx?AY#=e4v1k3J5!KJQsvkSNms9r?BldGty*|6xD+i=%1YaTRbqA_)Z%)dD#OBdcE**IbZ*L(lw1NS&i$%81u=?e z$s6jEZG4mX?LjNycsh*Qfu9Y_N;T$ahWIUYGTR)*BT3&9o%{tq#H{<;x|g@uUraff zKon_W2m%egiS4=JHXe_3&|%4Dr)C^7JPG#O;>wxLPYsqCr!(#_i=oSmyTe z+b!%7H4Fb>r_w5D>d6;1S2oZ9#`eCGk8>Vg9_N8T8~Scsr`+@&-+=&NKd2b@2v0sy zS)dnJ8gmk$XVxxn1C%@*X)M!h_@P(JX#iy0;_tT;?425(;p8c(&`jM zV#p3AhQd5FM+z8PU{8jdb4cWKk|z*5?|q!`lv(Z#x#LPWdv=i(LiUe1DTC?@N~067 z>)UbmN&?G4WSZr6YHz;^Elx{Y8IjEpf`DxR%;D|MBtp!43hE= zeHOupWEET-SPMczd=ugvc@_awWT@KgfV4ouw1(dxa&jdp?Xm7dB)vhO^U(#xF^yyN zDAO4odR0Kmhyjz-kFz!RAEoYf?bCi{XvvlYX)zUC&RVr5w^YoUalUOZ6+F*gH7CcB zvQAa4h$sQpW}+CTr-7XxDC>|rD(jFBA(vh%C1=UT?a!JaHs~KNRl6^cmWyFThpHq> zBy7`AUC37|ULV_JFeMV;Fy+F7CT{G%v-!xVCf)Z^=!G2P#FPUT$~?|aOc52Y0i`jJ zi0;2$o275t33}0GlvRmXnB(DvC@l-l)M>aLhm-yXD@|dSuKM2Bv@o07G?ysQ~rX#9~4L zg7m|>=j7H@Rvkzg5)A`f{Z0<4^ShE z9ON#bL!np4S0H^#&4(uJhvUa+RPv?kPXJ+wu5#}Z4)Wp#!EuN(oZzeN~KfJZx787Pp$S{Mw7xMB$mPy zzb&Opy)BJgO(%~?iy0UA=9)=lW)Z!yxlLdmO08}yXiZdEPwtYPJ96wO|p0V zzkaj}_|Fy67+IPBe^y8X5HYea5;6W{Ct_s%znU`H|FbERyXLYL{_2zV7;!L;ZlZpJ z1sJ4owUIwu59CtNSJg`4@FoPs9f5i$<#^iCfl*D*wXBUKM(jZ_@p32mkJyDzR+-j4 zZ`rl#I>Fcb)7?i;$w8<$u_Z~Hqd>%DH+mlug04!!-o1b1+1y)@@t5faEE7oA2CMvZ_1qc z6(J656`+OKgVytxg+@)MBVR8571n4?_q?>o41cnQa*VgJq^@UOy{XV#=kBkav= zp4zI9Y{ssNt_b<(iCjm9a-5``WsQac$#8_zggV<58XWMhMnx0tO#1cqYErutzphKP zA4XuJ4!+-?=ir=Odqw714q>R`9_U)m<<}Bo!*c@uU6^*@A^}e#znB`A5V! zSeq;oega?+Rs7M4tYGoZF|h-`h%`v4{LFp9Z3cG^G+L_ccG*`xM^ihwqA6ZwV|oNq z9OPPKfw8G}A-GkVUN@1w#;|Gf%#^YHnxI_;jlQ1yz-rPR5=!kv6wiU4sA)#|chs}@ zXwwynv-*-z1e)Q_TOod|D`04P?$)>E!^uOd!8R3PSi9q0)Txr7IuI%DinP&N1Hmkf z*+?1_MwZP_X#~Te*$pHcD)%KD&e=#&1q~||&82FBRWDjeVeK^xSB41X<79`^h`CbS ziE@jY^(#^o7PE2%J>i6*55>if%Wx-<5!fS?Lati1hBzP&As1EHqGWIo)(rqE^h)#C z%Q+v8Q@b_SL0{^#MIFzKhgC?Pg};0>@QN?S`!du0>=y89(?qw?cC6p~Fn-`FFS<&L zECH7*6AWNP()>;`Eg-P`+KTcJXM!>^eU4ONP<1Xyexf4BQr3E7&sT0~D&Fd|hC$f< zRU2|V+`Av%bSB5OHo!p9GkGc@^qcuYjiC5qy)UcX&uIa_Hw(f><55=oc1D$StBICgB&bVL2W>ivbW#17JqP|#xXd@BA=mhM~V8i`Y05Xr| zq@+YY9=5i7pbs3>TKdOnlR5~n9rh_T7>@_KVaYLEp+yjAIZFn76wS+N0a^_NIeQaU z-#~r|7ZL976am%D?)Dg%wCd9WQ(Se_`x&-8QgK3fQg8Q6o@JTqS@@!gYpCf-H%0H3 zb4bh1^MXppJ!qBWKH19YAkw<&paS(Q$r?Oo2JiWEt%9oQuGB4&EZF5rN8L*5K> z(RMPA`2!mVKOuk-^21CTRhPo*D7Z7w8Qe13nA5f#ykFYd*F}01k~IU>#LYEw8^6Fz z1se7Pdun}nJH{j_OWCC&`(mj$IdrkQ$UtARBq>WBovbPxxPhiPL%GkV)O${eWiUhD zZz>Yza%@AsEO_U_4kx4Q(M9p4>~`{UAI(PD{gA@$2tfxDqZ(o1Dh$Gt2J&9oozE5Q zal&f3gLPXo^#$Wtlpo6*HW+}fhqTB874Y+&j3BTnuAiu4i!|11z>cqj1*(6&Pan=C z1aiOXH<;Zr5r`XGEZrpb6jtPQ0=T$?C{ok4az<`k=j@?ARP!{JKy5XbklRHCF_`Ag zltArMq)m8^z-ly29M#zTxDr*EhUJ4m*{@Za3HX9ex&9fIiqk_mD){F*Ii~-KK$Kri^_OaaX&Q1= zY3p)SOQBk2ZF2tDI;@le>{Df+EG0!ArI|&&=#oL?ml`6({0H@sjO0-qhv^k)w|8soHV|ik~UrQi+#cX_>6o-)KHMWG4w+^F2 zj(xEepm1&PnT&_~fXCPhL<=gXj^Dvds)UXRrI@wX%9wZUm^_226$Im{6%3=Po^4+# zQH>*7?=2$29%dP!LK(e5OsktzO8unojaV6(+*xS+E18S_)$T{qPl~hNOOl@PWtw_q z>P3_waAF!~8@fcO3LgNz?FT8qW~BfvuQt1QY7%HUAOoR`=EF>7^w$7T)*Ae&`EtRy zOKhIo+2iS%-n$JvVf~N#txheUw7H~EpShl#fcFZ7S=|qm@{bCu;{~?2ia#?1pUh3n9;V-^2wmxhtX3etmCmhG=zQbmwCa9W zx5V?JY!$^4=Lo@8S)?u{OvS5v;fTOnA{ zr|Np}_o{%LCrf@pLk97A$J1rBTe3cct}wWp8mjCdw9NRdvA!V@CO!=sG`TezP~q1_ zsXW?JXt7IY4#JsGeyPsz1*kb`4#}h$1~jKCF7Z=yPp!`5cOckBjGrZ|^kujEc`ao5 zae_R%hkWPQ8=v`(oJUe!W5}J&zW1qHbeDpqwACse0cOtDa_8GE$13#eZcdJ)kxdau z*XLW}Ess}-DUV0KX@YKm;4nJw6I$c#o`l)nz=D)ZdR!6bJ(_CstJBqf0N@GataDfK zhw6FZgYol1j6+}?bT#4|Nh*D>}3iXQ)_)1QmJey874|+(H?Mg-E>kbthlBt;>*K7oJ@Li=L{wz z36`$6U~abOI$X()C&lLlcmxQh#R=jLS=CEqwPs^QnMuCqTJamX`NAOx@k>G3i} zv=2!&JP(!BlCd7tFxtGTtnhT1ywrec3MA=9$IaZe>X)i2-8jP%?9uI5U6MEgE2K}w z>Y4UK8DbZlKaCKtw*Fu$!v+? z`7V*ph?R(*u);t+!iNyzv+dm>p+of0YC?>_Np8 ze=xVB%*o=DY3k^c&#oX`FG?R}73OjJHZV75oR>h%%XX+kxSkx*_;?+X6+}S*Y{_fNm27-RW;PaC?pr3n?!fR={MF3}TUF*h3>1n+g z+WNVH)dGz#{yQXJdg8!oBPoEp{v7KE`HJnPfI%72)NTxP6nA>Xw7uFTr zUmB#x;BUhRb`j zj2%XAc^>$fgV4T@x(|$iNuzW<`2X!;LB3AZ_9d>Oy+V~rU z?$0Vlm~0Dt_zRdk29DBdoP5_N1)%Dw1>qXXf{Dl^;X8<1H2&OQwp%(Z8(GxFjG@&b z&$Hg5WC*M1nH~x=G-0l%PFiuqK#1l{L}Ezzx z&f*G#K9-bG{|GHEM_r5mo>hbIS+$`2tX#p^vCV}r`pU7*?dE*bZA|#;PIxT3CR?)P z;@=};t)lmm;d7bp@V2wVgOC`dxg$kmn*FuSCAJlrmBqqgPML*OTQEM=eB}}gXqAO5 zL$amJ12X+V3&N$VlGttv3(2h9@A72pxkz!n2;zyo+CRd7&X`Af_JfvS;htSvR|U+q zyAtZ`xt^qV&v;1v>A-mCn?zL=y3(F~2KCka4eHY{`t>_nGSa=~Gs=EV9-s|=w;iWl zAH(w@IinGwV~EP6GdKLgIm{-MuheW>Pnp2yVk1k)K3uVrsZ$imo9TV^;fwr4^qWw8 zy!Q!XkZ1c;#e}m}vdY-ifA}WNHTd~&9DJU9?Xz|8A8!L%<4{@VRwu|BP*~NFGsC;- z>~TLY#q7KQ3&{7NN2q>RORw$^x#hi|uYW~lI*OR_$I3KXRC}oA&AmnL#^N%g|E4k^ zdLYfszmmY%h-=?4(=qZz?)j&O z?hD+Ly$T8pDe%F|34}iOw6qRwjDDwGyg~1F&pE5wjFm=(|6cUp3puc zy155unw}5(0)abNu>VX3#>Z;)yX@_;t?wvr2V8)#U1v*efY8O6vVAnYo}b(NwNBTS zRB!%#PuIQJ{(EEgb&%TfK&Silv{Li?&&%6I%@;Sl?kDfp{mj+Z=M2m5&obvfCyzB> z%RE^y*?nJ~C=z}L0C07P>%RX;f|HaX+*n0RY{BxQK_x;iDQax?t(w)|1!U8buT ztEThNys8@;R_ym6B{i*wqA*D!&*`f8p5NKrUWklg$}p#Oofb_ZzPd;ydx5?yj1ZdN%G#?du6RpRQ_;@{;KX z%O0GuCiwQ`WgQ*kAImz^!%8>o6YE2*>BZ5@@?Mi3Y<10fTcTbi*#%Kej!>wU8U8{G zlBP%aQjOUjR((d6GsS>VKNr>OxAF^)BH8E_mt+>9k0oQAPt#_b>dz^Sv>|E^nYdL* zfFaNdD7BpYu3kJ%UxAYMuVCCiHn}$%UNtob7Ck44e|WynHAi2u8@jw8;3o9E zFAjIg#mM5r^{vsPFg}cel~AM|E*4=ic4*FcWtqDWPDMM*3ev3#`H%W*4;H^Lni7;O zA{$Kp;s*es1Eb{891u_0o-k2+vV^St84%jZ-ig}kF15N6b){$P!5#31=9k5^x`I`- z+z8%SU)fe$U1w`VJGG$o?y%Ax5`JM+-JxHqX4~g{N~D+`L$2&v`d_~z#p5L<;(@25xOnN1Wv}SeX&D%iMtP(t?xeyXavY1@H z2%4|~G`3H|Zy5@iD#_KK883ig+wicuY;?!wUh^O&*cerK879Ijam6aNz5YLEgx?EC zf;Jyd6Jv8_6I}b{m^#HP^(dXO;_gkKLg=2{?EB|=$+Ox~SvIRhRTpLh_>t?KzuLY7 z&2r^A!$)(*{gKd?v%v-U+)HorzP*~M@gwwRv0?Rc2+1XS`+||2<|^O5@|kj4q)lf- z!GB`eg@G7y{S)!LLMMyfTVZ{d6<&UQ6*SD`?;9EBvW%8Y87Y{$O}+zEIS7k@`tV@l zqq!BuKMPo>e6h^Cn!dZQo#his9uLXbR-IgO5_*g;Iq8i|?~5M0+^9V-txIy-$pfsM zb*+~lJws#G*gAc3#jn4A=bQEwQiJo@xP6SW! zL{aPq9Wb20Km$1P`2(H8IXAXU*oRmpbKZznRZ{!}E~qxj1UK1!vI~pi?KjIyz{koo zs7p`t^9*3eoWcFV>7TK4J>X)U*icwF(M&%&4Le(^ru^(-1>VSSL`dkQw;PEwakt#K z)4UoInQZWS#*b;}r0;MMqKI0)9$9A@lib)m$IxnSwigG?PA6#P=*3$?N%a!-V_R4i z0&KL30R;Y~kogvAzBG-oa_Z>^N|Yz;OWw?*KSzuUOOD;vq`u6f3m{P|n=bdqpw(13 zH4epf%5Cd2`>V9y_oS{2K#Rq7-g9&q$0RigUr41Nmgk!9Q;#Qtpg{;UH{1%*%udX! zWq(ew2Fmv5_Nt#t4br(#lq?bh7D2^X!C3fl=95e~md4U#jCUp(C!Nwx>zupR8Odrc zwg;TM@Ks~Dt1h0J=$vcaH*%V-p(C1?PT3dwx3fr9$JlNvwwsEAy4FVUFf`UT%H8SA z&3Q9|sv8>#rwfvw1IP@_Pbjt40bt24@?x|P>)yXuN|^!h_+<4_@eWWH{t+Ec=oOrc zWlLSr{<+-M*DQ0c*4^1x#U0ogj#nZ5^=xTTfiI62GG`?-3~IVQ8XvbN1#95uFIgIU z5}Vaa99EO-s=NOc{|hP2{lt@e7k-*gd)G6Tb;@yCi}>B_c5Cay?tLNFJn>5P+p)g-#_}VV1O$zIdXtTXPm@UxR0|X4<6YX+CcAM3KPlxt49T8n%A{Mm13~xsnOC{NW@8W;fNQe!=^V)PPhYMmO(C{Eo9ZSnU!cJB-dp+SF?hV9HaH z7oc>UQHuxCP82n(;@80sQ*|8^+b^2Xx^iVxTyojnRMu#k^mcAK$dk+7#ZvpK`Z^aq@$EL~E_$jt|2z!D0J z9NBLvGp4ruAq_4^D9yIt0g5I-NIFt}zkn`Wg{7cK6PTkRT~W7P3lMuUlF;n!ZU#~6 z6Sgi3>k~y#tS#^@nL=)fiu6-O_z{SlPR=IuD|Y6h79GKg)U$3(S(V))<3V3oeZpp&3uz2v?o3_cwpnu z(8nVysXPT!79}6%@T^^4xTnP5UG&EIm|}mOAA4K25IH4>=c`wmwrU$IvLu<3UEWbj zp7lYyLkI*>PW5aX3gHNzn+P>gl9$(y<1w~dIAZ)WRN`Ypv~zj~s)>Ca!~A_~w`BD| z#v{kR@2fcLL?uB!)IwtIu@M>P`H_F|@O9NVzr@Ra?D*Cp4BoA8kYdY-ILymleAyD$ zi9ZIt37y--8E|0cEDxPAiz`|%_igj~=q@S0qH|_(M~F{pU`ZZ}=58I29dS6sjJu&H zh)dy6puOh^DUKLBOSz4N0Vr z{NofL!>kGlaX`{T(ZSnc4)M;>9J-^vk(T6yWzLWdb245<*6~Yl14!Knz8_NG0SIm^ z7lN;F7n%sIY~&|g+Gdu6-#iQ`a5!wF5C-HpNd&A3bi@Pdu!J2{Z$>_mBVas!pJmB zZ$zWX`Bs|S#ov?xRQ5JMZ=k8Q_fAu5-;Dv_;@lqV+CrT+v<6w@o(&bj{t#thTTr#FS-HIo#H z2N6dKhXQwE)Yw)g;2&9e=SW3tz*t%wx@;Cc`Ra~eINEpVdchUkXoi_WnbE;cjBtGb z#@`qNYqrNDgBSF{zEKw=8gp|Xq|q7^AhJHv2i~IZFlL?ZFetaEs!! z3Qh@@w;jyIiFIpky4d`9curEB`n8}?n661=C&Tu_x0h+9v*k|BQ*lxw9uGr8y_T8t zb1hSlXf2b4M0N8Zjx=R+HB(`Pf#ie85^k>@3EqPCekxDyC_`}1H39DJm}x=r*JEwR zyk}qV{O`VElt6NEGGalMA}m47vM#E?Ou)dVHa9f33nEQ@*sJf{AY~+txY3K4;4!6? z;4zYvAOguGN$_5hvD82X>3=71!?|r?@4H}zr2TLEj(MBY@0cF}BR=OCL*9K#z}wT! zJ_I3N7MHWoBvz#r|#VQbmHAWoKRV+tbIss^USKpa>c!Wo@&>px9wH;NME z1jGE3d#f8?O7>qyX#u4QCN8FEA05Et9KB)dKt}gDz!!6r4Vgb)Y18XXeX)_tR}_Rw z7rE%z8`d5LY@?*m8hLFAr0lGVdRq2@qc6X`0+o^74nTff^p488?H(p}%YZRL zU!e!8&@^%QzK0EQ$&IhwK~f~ATFV_~!YY_vys(F`YL_~~y78%<-)eNo&Ci)S6w$c5 zyjKCM6Pt_1{2UmxdyfQ&419H&?Pzf4LrxAGl6yiis_^|tx>PI7-R*^B~+tLN&0{Dw9gQX|^(tfeie8H(qzWMv}-S?pj=#3TwS z_KZOSSyOVaQ)C1`oPRACCIyfjrX>YnH4lyR!(A905rO;Mv8Rv>Bp()qy9_1^$3%o5 zWC|R*rANH7W*=iUOfKLRWV`Q%)tY7lV`j&PiwJQUz7z1HOnhR^GU}B zI~7^6(j=@|C_PW%2{x}AGAfn@0{^Kkn-6S*U>V!xSY%0bWjyBi6O%rED_g99daGBQ zeI${fovmivJ|SDK<;Jd{SO)!qDOv{I?)km-6<9>U4#qqB$VN@i^IX}_T1!p}mgiduI z6n^ggX8s?l=08ppH=E++q(trQbRwOID&+GSotK^dfGpkDCS;c57&Y5-+?fw*Fiq;q z$BY9EVL=N<{Iu$)h09eyEhOxRpy7!Glh*{DhmwvKUK|Raonsepf|MDJT#AZp8+k6{ zB_jw~c3Du1;}0xMhQcVC`2Zu?pQ$=KZaj;WYJ~eNAi{pd@VICYh8F#0T~2^1X9BRR*1|B zG74S+{jip+Ll_^?%8aj(f+c>R^l|Xcpz-k*2-+FER?E9 z!w~C~KAkme%yH{0QhD_!(2_G`w_XzGY~R?uLZc!y}Ca8kO`_1{; zN$Xi8MfAMi4pMTec#SBd=#Wupjzj#U;NNeJ%f+yp`Si1&3Icl&Wu7Z*a=d&d+rY^ zi`yD1_k`8VU<8ykNc919*&KAOyS=6OAKB4A-uEx4#GdE9QqSse;>sz=doaWC#(o5o zh}~z_NyRriFU#*&PjN_ERG=hy$jM5ulF0w_qI@O(y@l}4F2g^&@-!Ag_o&OEn~82W ztRw|y=$1kr;?y>4G}J}WRFO?F`NcE|rrXN}ugMld^<0>iLJS2&ZN-ZraRh>z8x)Gw zz}8RMd;r7>RebhRKqX}DQr0?fkqw1|%?mQ~YWun|Ywxm)F%Q$SMirgwuto%bLZ7ic z1Gy-1RIkPxbgfDx5tb4QSfUF9N_0ENA`*T)=~HSU4sbdW{JDe}Z6bByQ)igH|KPVg zor~dp9wGdgV*OhyHQ71rDO-8h@nRX}nqsVTSn#&(JnTp4z*mMQ>Wo> zz@FxGQ>ZN0Dv|hOv0&!m6ST}d4hW_Dd}u;v&l%F* zjN1Y+M|kLEKqX_~g#b%w6&mpsOcd0aH5ysh*{yl;$a(+y95+DV7AbR+>{&|7phUp&1p=6<8lZKZm!WV=`4Y6-sv&G`R!|I zxdWvXcWg(Y9Cu6h5SW6NWTALmDa98BPJbnC_WVskS&Nf~i&r%JeTo_lK zPXfPK7S7_F2zFIR0w49bwXxx#eqC%6&@|~*JnHGOA;-7LXnAIuM{bkX)Ho2!y%6YW zaZ_4RU1xEhU4hV3b8zD>Km4lLE)fB))jUMPaFEEq^3?vA67|U61J5>*BN;inp4^4O zl5CQrqXnncXmUK4p@`y7$S3v*aN+}*M*-Ne%Jh*wapCk=Tf1&>1yv2>5(LuU6$i>m zcLInv6KWKYG>#h3L1gYKgVsG>1-RY%Kxb(PZ;683Gy}M9pWtgpM*viUojdxY<$v2s zYY`;%)}Cmh5Y^CZU7=WyHt^4(kdHHB2TjVr@>}Ln?3K^zDDY!MukyFK}ZSl)8t?U)b`<0 z9O2FRS7>531pZfA7@ffg36*GpSL_M-|H4vMFjz++GXzUlC__VcL<6f0Dv4^*JN?p< zPJ586!xMp+KYG3(N7SeqSl8?$s7IEdn^@K$@ogoB75Br)n(!on+yU^AA^}s_(LZ4X ztXMbg-v_ts@%*ambNNkia+LuaP*um@2}x9)HLyZ}rI7CZpj77Dt~2-{es4b1l+$Q) zD=$C8k!?@KRabYk-PaZz$C_HeiV2dqT97Vix;h^EU)W6lT6N-7WoxrJ8U3|#g@=97 zo<(cSZFBM`u*DIfZ^IpF?+AzbqTTBOo{is{c-#v$*$m&Q@50?o^2L!R@#TR-B7R|+ zck)pw$={8JlR)xz7DI)4_hY(JAr~|EiN(W%eUM=?zc32t&pG7 zAPl$?NsdiQG9)t`I!w0D@2W4O8AcNm2qux=rXAonYd7bvseL!$8gBRH`6jv+FT@Qy z&MOZv*RES0!F}pVhQ5XTzNK*Nriv<9uW;PCf!X7v=ZE*C^<5hb&D}-~eS; zGNN+9{6Yd$wywq26SJ~e)mQC2g{#vCDwy?yXc@uJSMA?_s(;&QBgT>|yV%DDRnYJ! zYljn$<_BdF!D84L&{?1u@IxYFFkD7kN%4~)VK4!^2}yzQk(-99AO2W z+mLxIJ8frC;}yQ&%5$urYuo6G%h*?DEclaZcd>rIgp{Ttji;}yh-5#}N~KnuzdRI4 zW{J{Qkrga>+J;k?fyqDJX|chVo95DG>!CozyRy0B2S{`G}RSL4V6t zP_~WQVcwCJ+*$FFWU{*Sxt)+BpJlndWQxlaGO6XGDnBZ<0W%X>oV*|bagv$_y31^6 zf^ee9$P5`KGzrJ6KRKBf3lx)vj4a%VMJOl~x$|dUvZAm)rr$y}gbBq6)_bTLAqhsh zs({KY#*7C3Y1Lh(!=t?JDrEdN^0kcFi*f>hlMShglMcCI_F#n%$(0@T$$rw&?xSU2 ze>{VzS?`m*T3>{Db#9+}K*=>}52ZmSU}Mg_v9th~a&>kVlDpx7NoOMFreo*ggThO; z4bB_l8lx}3b65TPIj7hp2BK`3gb2)C3PM5zhw?QcPb1JWem4;3DUq;6P+OljE5jR!C8-Li%l+|wBO}173>>kD^^Df3GE1^c%-5Xj2t~g>1 z_HSq#agxbj#EkxlKse&kgPMh7>5W|J`n{S)=_S)Qb@dfYqzB|`ZE?t`l~-8Es9e3Y z1|TDj!csyR$f%e4gJ1}^$c+3n-^No*7a>cx5idmRsT6xiSxGcTtj5n2y8Ad)lvUzL ze{~Ke|BoUd=@-ouJB@&JD?_7nEAwI*xAXt)Wo?`PgsL1Jd!HQ|s{ywivq}zG5DY~v zT1oQPycr9mX#>!D>8Z2%;cX(zO181~p6VE=)Pq!|sk6CJG^U%ZAGjFZKtx*Tf+UWt z@Fx&i0k5C3$;`~yh0Wl|g>7M_CI}*Q+KzEWSJcE}g;kX(k%ZOf1qn+eh8j$VD@+Jl{O_5|G>9bzO4IX< zxr$ey@D4)_UMn?A1pNO527v(r%m38b;8y^7+@(F5gka`~;}_ONIXHkRuQ;N}`^eUK z)bbJPKB#<)T*D8#1advMPnZ9n=px>a2%bYAs@F?l%p z!hd)r`m^dkS_Pd?-|EAvB<*!zT3i@ME*e4)R&owt@(2mW*oMM#%@8x(d4(L#!V;Eq z7RbuEiU{UXNRjxLGrH{u2pc~Rik=h2y;0DJ=F*4>jvH)Ym!UeF{v*8vx6($oU**Vo z-prIL5PKGsCT22Wy{Oq1Sk zk&p7i{J*a!I5;Lau{%FMvOGWk|KjW|qv8m?(XjH z?(XjHE+Kp*&%NKD=l*)vs+u)Z)oWFC_t~e;?mBzA*+hvhnl5#opK1+Q7HFfKpBo^T zNCi;HCh8yo^#O&I&BH}CpRMjet`K7~ly2=bj9O-QQcFHwvAzr1S?@DNI;Kt7C8ph7mF#s++$w;px zRHS!!en-Y2Vg;O12^(`z-7{lnY;Hq=K0->>R^phYsZ08j$;(=o^o2IYm~Ej$)tDIwS$sJ1_M_igI~&6`xv;LdM1zP@?g7P!4|DQK;V`x2RI(AxEwg z%M{vjnd@atS9(7ztc;~Ud{M|141V$Zk&IttHhEPjgmWG zyzElgSsySMVNBKL-j-5xRY!arezXuIXZCEl=ER%6KRCam%{dt}Rgp1iJ@D4*IkIE_ z3y<)^GnDKTY%n=zL{Rig3kao43vy;2Qh9`*1JFv4;{J{Pg^D>sb0ybl;!w<5Mz1AU zFN#dJQ5qfYF-JY8$05)S8&^%CdiF`mjc&GGD*Zhy@7f~-OTWtQFez1)f@et%EYOBy z?0CfO!{gIxkYZ)a!D4@s#{|dkQG7NiZ_SV#2nog5sYRet8heoU1p!Zesp0?$%hOp13G~#f4y0*yrWF(^7s!+2^y|cumw7(lVvgG>Vz8iipp( zt!waEQkID)kfbc2T35l_!KzC;gYyKIP*bsXI4`?{DLx@icF$uSq|iG$n;)bS^T;t9 zoZ}y)$UA+z5|+Y~ukk5i(q*A{^sfgfiVm02I|>g#6;8?qm)Jw=o+7zQO5yR>zz95L zFZ*Z54f76TCv%ec`;>^n*3df!VxcHjj_KlVv&O=@X%bSLt?ZrW#nUM#t~<7og2 zOeB{X0~O9YCY9j}*y+gyDW_#}P|x*%1D6N&#PMKC3c!FmA9`rp5PF!A9I;T&CDjK) z7q8hv)e6(##wlFz5LUq>#Te9%jOKI&QRv!rp#en7(x1FghMxn^7S*K8^I-Set6qt` zmY}>TQaq-8;|2zbSW{fXQFK;xv!y@3`r_Npens%;4`Ih9u+`_nw++Srh3F%OLtslh zi(bW!WGaXl9?c3d0v)b^D@|zm+h1&rE`LbAnouBp9NZKlk0F}e@t^1W#@+9(@~77? zz5oLsokxBLdW{hfOJd3!ey_$YJYT4r5B8OeKGr7y74sCa0UcE~W|V=j+2;UTZIJ=M zSsi3u=E4VQt{5y4A3;b!L(`)sj-IJYuQy*PS5Ep}PY5zdw^O>{yZkO^MQgs!={Zhjm~>?t25tFEdfEx!Y3i_*|v)K(dIupOF^5xtw|~ z@f$Jf@`)4$9XU3#5*`|oqfYuaL>n8*xMI%E@d&dUcn1LvEy@o$&24umn;RSuRSU$i zr<@wmW0@`EMoEOHKE)?V_PCT=;-i2v!Hn8hPC#rKq9^7_35}5oUL=IxRS1NBl_4(W zAkZm2HrX>vDfYI|0)@F_(RS2~wOU?$TqTMlp-6Y&P&bDVEtUqo8X7AUNYAzGR#-Kx zM<-Eu54)G$gZtB_CY<|+{pjD_d-;uC$A2`Eo<$~P$R3qgLg3f(VNDy3q}<>}M1p{= zvq6sB=0>hu@ud|Fs@rktPJlq(gh0-@UXI-QXEU%w=IVdM1;I-8c$AHvwJZ8x7M z#}09+%uh_G-63P5IW9-R%qb9kKu#4DoLVA65?|1U^Dxr3#tMi%_4mRq(Rlwh_W?#N zIgk5);Ja0t0ctCvvlkX>xS4bo0 z^G21y$%pO)VFhchR@{GJ+8^g&n%BnIys*Q-xMp!}xTBuLos51p6pym3SZYa-{A0X! z)^IRX^_}<6^VG%7-miU~x2&#r^*?u8hVH+G$^UfxekXXJ8R|-WeLma6cqx+p^E>B5 z+1}OTy*>Wohdl?u3;SaF?B0>6_-$CNePLA8S+uRjlzEcvk1?+ZTgsOk7Ng2^jFi=- zy=Yt3)VEekW6UM~8|v}+hC&q7pXp1DU&)MPmoBioyirXz?vV1OsK_3~wreuXE8dXt zIToEbA+ZV_AkZ~5o;-sP4RHN6dm$dS!%ZcS&7fUW`d+-i$iv^*q2{?FO_s5tup2XhjHEe zk(QkQungG8+#@_hCfAH}m_sAg{Yr0Z4#$wFJ56Ll|9l?1b4|h4aehr|ed;P4MB%D9 zb@4Xoi`@MvBRH5Vw-lcc{m|GaL1gR>E{MAK$?xR@n7m z+XjZx?+b9BrQxI?HhQ*k$zz3%+CU&7Lx$X9M7mXM_mgN zkt~T>ec+>?I%+vwO}rkiSwuqS%VqEbBBby^oy@dH`Nc~nXA`G0D2ofw@}t)$0CslP z`yK4JaA!B(&-0U1*-!+v!}?p3+Z+e$3f0ICqE+JB@0QZrnjW|fZZ{X> zCLNoU8O~?n85D;%7$=dB1#hh^EghX147vOLiCH5@(xOamp&);%9Qn+1mRSyI^C!0tUlK;v_Q+y(!Y?gcqbMU z)NY`mxuFqn2ZK^M?DTno$B}h+8nFfX7kK(%4>R#{%ib>YlQulH%(2yPQ7ij480{le z#f?YF_3jm(vP5-I^*ajN4PzoPRN_YqdtHceq{U^CdG?wWe*>6&`77~I1NAg0C3O`R zrK=}Z5lOyAmhq2s2e%ThB=4VTN>)g^?5jO7eL)68B8l>V(O*UgW*FojCzCq=IZLjU z(N7Pl-mOC3Ct#l%&-}FUpSw*^>J#fnXwSwU+kyiO-E=B0+$4u*vJR?o<~viNQr-Du6?J1CKzH3nnA!E!fv6{$ow!$lE)OU~+y8p!1Vy z_?PF#7#-*53XtsSGb@G|tAB_SW^0CbZbzCeRp+zC+&F99+i*qZq!0&M{S`_hFOCX$r=FX;r%C3-f~(LueZC z1y((!+aFEs{%AaDQ1>SMlvvHxpZLcE1ZQ<;EQC6Tn2rcNhs@L)NppTlAW7BIrY1C& zD3)V$KcjqF{QgzNIK-=VurEYkxMcKAasu>1LYwvG)Y4Kg3xm#CIK`+vkEjn!$vv*E z;po!PvY;zxV)yzi^Cf9lA*yyHDzejsIS2VUXQG|dvhb5!e4R;rKKVehzkh^ibTxl( zEv1V~V+FQ?04q9!L9f-n8|T03%dJ}xU9*s#SyPopoOJW)tE}99y&VjoS#(ve4LyEc z@a~5rJB3{Lauo+<5uxR9DL@qt8HWo{QI+E|bR1xF1$y$qqlyw1EyxtZj8SWI50I#E zvjFt0e{wgw*WLo0Re@Fhc2vpr>Z-By8qqKl18~V$@i^5^ilp(Xnd|qISze<>U3Hm* zw3yV&%P85g0X*OmTAdZTJQI(2+Ol(&AyGB9Hvo+q?2N@Z*g_7JEqs31weRv$YdZ2s zRz2<6fueG9;4n&U!~O^KYkmP>sh2$h@35MyQDE6O z?|Mw_fTs-LZpuGv3U(~M7v}`Jm86&FXzT8>C~@nvDCKqEOW@~#t%BxKn5@zE=fjg* zE+&wUqyH4JX9!B;Pw9J7N5Yxnz_ohyZbUG7%OJ|2PAA&XW)F05C&HS28FdqDYDy*A z*mR3*p<_3o#{Ju`+5Cz*XX(jUxOQtObp&`yjub_li-6dpP4N%rPGl!xO=PDi1{h1J z$I=@_!(1HjZ%B=1cTSb|v;5gFesbQ;-sjTn$2|8&^7Dua2M%PggQ*`Ds)1`6DdXfI zG9B7o_V3u)-FTbZC3gXfUgA=x4?0nfNE%TnVAja|f~@l*Fq&3?pti(u;%N>M3r|*I z)oZHe0U6EM^Uk|(-Q-N*Hmg!AkD%l0< z?^>hLXLANb(0f0zc`bym0a`@pouh?(t7)aTDbfPz z+P0w-a*)`T$2*ktx42(TZN4?FW*cJ@vDEWh2J#Fm{@E13Q5tO7T+LQ(qF75W8lZ;f z>X?Q~kV`T*@e3_jorkhiL~tM=nsCo<%Lr(jj$*z&|8_dQizk-1%`;j8YIZ)e#e71~ z&0_93fQ37`uvK`j^S9WwXN< z)bc}{S4^o{Y31*be#3=Q>p$50!0dNn$9SocRqx{Bw4I*l+`~bJ`Zp}+enQnx3+0uu zr$*nHHj%*E)LX2;Cg&THm?Z}oxXa6&+FKAQ+I0%;FW|;*=N~N_u+7(8K16M{G4k?9UzUc)J zVG}R}iy%j^_ar0gsv8D?z^VtJD3NtH=U5zr(PD5eJyzI|2G z2{v$wWH*4L*QC$|hm~5+^hGt%;g_gy$_{ewc1iP&I<^E;sE+$H*=q%s4L+C#cI<82 z`yj?9ZJW{!yMuwQOQlKf&0w37J!#etzZ@5~8D!$XniF+H!OZvqomuQ7$h^R?U8UzM zN5Vo9V4kzUn4$gZU*~#;lBqj0uQ`xQ>6QXab!&?gR^-+fR&?O9J&C)JS$`2~s}m+7 z;k|P*PGf;1@MJg8T71j!Ha2kv%Un>8DA{mzo_SmQ24#0?emwwv?tU!{a~}RX4Q1VH zMU~Q{t$?87dIFu-e8(7Xa01q<>)I8bai@uiFhE#O!c;!hjXwJA@@tgt6C`pYi+*MI z^(Xd4~n+^8RRMvZ2B9T4d@Y@H#v1}&3Fz)6e)?cRy`0u*(XR`xA z$m1Y&ndtxpKm(!ON|9Dd0P=6rh*}#-(2%}(zTF||2p84k%WMSX55k+Myzh~bN6NT< zd$`cLM3W&Pth=P*5Q$FO0n>FN)yVJ(U~R7(zGhw1Y2f|a&76GR;fjTP)9i+3$zerO zFk`>tDe-$K6-j#1z_)wCzyrs68$bpOcjhTS*JNdU6?w_)a)9N5vGRC2cbS5*FfqNm z-R#(9<IBw7)|HZI-tokjWxnX8)|GGU!Oi|KW<6MQaisIGKl!;z z5Q&r#C^u%=RAEKGw;a9K6*w?YC4%{^ttf!lq|-WrOx6|rQE#ROyY7<}Eqt+{1ZmFr zY=tL>*d~YIwfcf}bJ2Es#5?EF7$3E~q7Yjhm$kqBMKEnc8=i5nuHf%gO?AP$g~nZ% z{^`IDw25NUtMNTy-$9YtuK?mGeK++R#&=(O^m@gT)EP=Y0@K}6mdbra#Ac& zjt#-nPoOxxnXU}e5V?1(1#Y3d&5$mkLDFwvz>V`kj`z7iDs99GAt{rf7rRL&%yyru z!PuK~peJ=Dz3V&`3|fh7?xw~fH{Am&t1z8vo;X>wZ#P{{#xE<%b}?KH z%b6?ca0VCO4#Ktel>rD{!;<9Z^op?N{EAZM@`^}KHINYLOIWSTj4`7~Vx*34y0L@G zl8rS_w4*KlFsg=alwXmJzJ7)raFhZB8V9gYSz3(0-}eij!t%4GR{wnbT5Mc&MA%|R zGgcj;H@;z3a3`YQx5Oe?n-9QPPBGZLq`$Yw9Ah_X+zUUr;3wL*yw#N`KuvU@EFd#H z?P=GN{BY17USq5|usO{E+_B<0mEBHSa&!JC{%_iK*L1Z+ z84T9+s9%sWVW%q}{6whs4Pj%yfyPcJ^tmKS@qgT>r(a7FoLt_?r_vKaNbvE;@{=<8 zW^J1)KC|mTVl9*MBi&*Cj8?{nj)Z=5eO@y4O8n9I z?lwNhez(F zvWlo96$Fi?GnaPkeUHhddBU?hH5Co6$%6L-mU6B^Rp0p|JI(It#DkV3LkZ?l`_0gI z$QBb$_No2@SUSof8tgNB=f>yZTka*M9JS1cbtvM8mF)e##gGX~P=Q#txCG!|Ig=$8 zj-o;_Lni)y?h4c8mY}EJnjK6QIcjj^uPm(01C<$SNtdp+RC5lmg5bz(*nt9|lo26^6sDNlV(aGe zCmMVuUt3M_$5eajQp++|FS;MTUH><^yA}i?v$uwqZ(eoEyS5VEhPpSxKQd z7CR(oy<&_tzICs7T^&fA4bXQ&iIw0m)H}MDJU-TbiMi!I(*GsEI$C$aUc=!h4PcBL zc5SJ-A9m$!;Wg)_zRX)-K7;;95ujFyGPHaiv zE2d>#&;nWBgE{xl*Wd`>R=gg9yi&BnYiVxQF1&fV4z*|mLv(&=zge>p{z(Og)Ul75 z#u3B64h6bG8EsgLsI>D!-JyXugk7ePQ%o=VFQXXEn` zGaGVCi6;#jDm<9L);*{Bc$wW)d~oB;RJ@;KyHD({J+5=Y@I5|GxzRLUZZ=g-6};20 z*&Ekny)JsKs%}+b7kAZJUa+g$XVhrJ?oso%D#++pJJvnK2gh5Ts_y2(@MeXKVQDHv zsxz;asfAPX&T21O$^ut;Jt|T}n06F~g*B4K58^?H#9BfmP^Tfp{VV^bQqC<)o#Mmk ztNdb`T{_h%`}mNxeFug`)YZc^X6&xcG+2S*N^bQzaYbgnXKyU7*{-^oUOO?Lh^{n9 zIr;K5E`UVV@m7_=pGDp#5EkG`P|Gj(xamYv%A0PUt6j);i*}5!|E#0UkRJAN{7%*+ z-B^|+TMwP{(d(aGkz_bU`eWP%_iIbF)a&QWj+)s> z-k))o5GTBtPb%}W_EMA1c0dW=7QA%dOpDUqPm5{~570Fd2ef0L*y-$*A7{^(VB+gs zH`_DczsQQ+c{OPE>u%1ZEf3F9S3z`i!37Ls5p;+DD4_B!zP(q{mP zeaVpqm(i;z!HnC<`NZU{?T|qqK#+5QgU1SF`VN29UWj?W&Pj_5uFR@5IorT^a+-9%>_vpU7`wrY<`PhFURuJ)E*GDyCQPaB5BJA3P5F+}}(sBstrg8t$Met0#k; zd3^iYLTU|EhJ_2arj-V zBn3+CkhaKZG$0=8*~0t?B~~{>k;x6B1S^MclN5>HXy7GyJnSwdmPtI`4J8ryPa(s= zMUp`LS))X-YMB`4zjU~L4-ePw5bP~u^NQkWcjNL(FuXrq_-)jD zX&Zgz_}1Fec4{l}1#_~n)4rsy)xd*H%>8Cb0@Wz@fxR$$HvL@L!_R>gTX)6GW@T}Z z?4bMAFuHb4FC{7+ogR8%#wmp*&cxddcR#n{=`a3}N%^Iea{roD{DG8Ij;t}$yeCtz z`ul{~_syd9+$A-Ftt<`gO^P2x=yd+l*bbE$@a8yQA?o!TQ~+PxZ}n>7g34 zv14aw@y|12{zvc217hFaVF%a$GT;x%XnV~2Nmm5QM|?m| z#UO{4PxN8t>Vmob#dtr@4nW?R#JVL4m#LCr59(^>Vj-+uvSKtjp`S`x+mR7Pvq9rIBFKAE`=Z&I zWy|j*OFL%i(+iWJ*%7|NGC+J#M!Z1>&gXg8VEY+VHx)eA=^~z>nYPPL4w!Kw$AvLb zQliJ2M6ZOId+gWWwa}jjWo-Egf!}Ku-%TgFAKGGrTWQtKf1}D zAoT|e)!;2_2<7v8d|~3HS;=}%N9M~#6wnL#kFKDOAwVKyM($+-nCaSub86tYu)LwJ zdT<%pO6BalsNB%T#Fn>#mx6I|Sw!Wxz5%}5#%0H}x{>k`vVjLfe0e!epm(P7D$wSR zs`3K;wM?j|U3|LO4EE%T3gz4CCJJHuJdl#XKkII^)S+OMs$pdGloJs9^u&hZIi6Sc zO8_5_%+t+5<@d=<9vL4Uo;0{JZ*WaURo)pP;UX_l)Z}9bDtv7d|4lC2_h|8Y5iwXt z+2MjSq-KZQU_t=te)J44QP9L=2n1n_C#o_~6NQvWIY2gu^D1re~3-2^^)uib5LWqwHn@Kk%7sgIq#@PO%AR<2@6$2j%F_Gb?$H}@sn}3=h z^wUX-;Wc{De>1FY1s7Nw0AKhSWsViW+r+jnc2qwGHmjBuc*DYX7#qI%yR1urd${3g zhr4b9r~eUZb=~=;`b7j;&z`q84wwEon+%&f7*7RyiDAMe9SX$sJTIG><38F;xw531 z-GMSJNglRbG;EHK;4JG{blLtm%SOzBuDtNx#8Rz1;`66k`3h5$sG64GnLf}STzF2z zInylrIH7p{dyQKG6^k76@OoS9uo07Y9Snc&t;&H{{?~yV%R109wVEa zKjD8+d!7w#S>oplF#IyWDdGFD%+Jr{Y0tE^K8{doVR^OEm@|49U0mxbz;LRQX@gs8 zk=YrE{bNnCDRnU|XI#1Qq2+=_c_s147EZbGaZyc~@!4dklSFxCb@gRk>4O+aW#t~a z)Iy*KObsyvS$&TrVLE(D)9|bOskB;dHlrBneE}7Y@+j4sE6M>x%$C=X9KqdrUBcH` z<1G2_!S?fuXM?w`Nn~9?xDyMkXX*JIS?(Kw`O=~<*o4~p+2&0X+;5LwzLb8}TbYK^ z>ZuDW@zy%xBpzG@Io4mGUYusKt+#Bk*O-##K>nIh0%kT$OmuB;n_$-M6e%Sag@TgW|0;`tO8xVfj5rx)clUukQZl1EuBgqSskp95bq@;^msS z)=dUM7qPu%z%#h7!5=w7k3_K)?UdEt81y72a9;{h?{!~BV@_VkBqlRBA+iUmNGqXXm7_RR^ zLv27@a1=h4e?EiTIrJHgGo+o7eoNakp-kI5rcArD!Db!0QAQuQQ8CB!M#&#vIb^4p$7 zirbMypaim(V(8XA^e$TtpG872;j8{qd@hrdG#N-qd|EZ^b}=lJP0lxA8zoATWhoux}J}{K)-tDYlHu3a(nEfGT*) z(XwxOxGms+CWHvw*A5mQ8tcZVnldawJk}O~*-1Q{Fu2AJ*w>!A-vs!^%cxbst16v& zUh$qQ>xg`>IC03ID@A1kHXV6;oil*Xm0yrLi%m*_DPyJ}(VqkXdj($=Qpb@}(wcK& zgv}EV604Q!Qsni<8KExVkJde-Mr9%T7zg6)(!4Q7_v-tNfCFep)-P?kUnOo8t>CyP zRvnwJTJ3jg(GyM@+0`=EVSoHWpU}FH3Bm#{dyc?(DMti|4{jmC@F|N7b^UWI&T5T_ z52|V4pFf#^y#z?eCle@_*`D6mc^H|bU1QEMi-`C+DO7O+8w0UB;1wN|+Pb{*K zbZk7DbhMH%O#o9stiKL5n64wMxWJlXbTofIgcLcso`M8_ULH6@I6hBkBvC4+xS(aE zuAf$Peam8-39kD1v-^^OTy}1^pc?lpX_b8V&+9f%-o@_)ubgq(<`N>D$S!Os0<2HeGq9YxFRAcqatE8 z6d>mXVafY&%M)`QF(`Y2&sAUq73mll*on_#{+q$=!LD!9dI*YizQRc(RO)>>e7)l^>Fj#IYun^I|z z*5)a-^zdI`&DABM39eQ;wBk{oU9X@335icDo{8Km)n$r^FZhA8F!DnK3v$HkGp618 zrq-oX{Re1u)_a7n4nnNUd6DM_UDC=rgueoHJMZYRSWD2NWycg>1*)F~MrBi{N6TSz zXG+ImV-9Fnh_Y~GB@-o!fL?!w24~ZiQzOHMZS(jkC1f~wzzp(NI~NftIp;4XrjFFY zpB1`3nMO!q^81lXp^e!a< zitc@k`YkBFf3=T)?p8GS1WP64rHy02>G~;6AogZlcmvwt8JJ4deZ-1R_EJ+Wz{=Yj z9kJDW+PCXB0Seo6E~ye=@H>_TRLpd4vGmF}?pHDfOBd<8a(I>jhA&6>W219J&-qTI( zG{BxzVoMHz1d$5>SIQa0qN08^%9eSUh?kG%wmO{I5S`B1abqEj06OH}?Rc{&*f%#AGo4beeUZ@3=CkxBX`_$hhfV`Sv_>b2PK#nL$hw{Szsn zCc|}iNN!HK*~SRO_vdIM38^bmnLOeO*0soxj{L+qbZ$+{3cFv!E~Xo8oc{w4>%<_a|NJdWe_Yv>es$to((GVjU+h)04RK zA zDENfYJnKB*OJ)$8;QRdTKw7k7mgWj=vhteBiX~0sYOBPPO4R(bG7Xi4r`-XB%zb15 zOY0Z}e^z>)i%=eJNO6F)X7-4*W-g43U9oIs`9^z*Y^8%DDQraA9j=KIbzF&bWd%x- zBA7qn138tv92zO|>ZxWv9fvVfi97SZrw9aTl+9{ss+p9{+wM}6sG8@~I82ahksfXp za!inKKO02DQEAvq`-6KTZytsPp(>UOVtiGvT*pZu-K9s&GjS=GohJ5RS=W$8mgmKK z{Dk!L2?=(@__L?Q_>pGB`1cHw374OxNFW7K`3cKK0IhV)@^Y)8A-;0OjVA?raE_}~ZDuThH_Tr$Mvc*svNdDrun3ZWBs3m9Q1cSHjBSAI1bSvU3Aew!Cd>KvmKsgLTM);vm#!hdH)C5UXmgDY` z{M60EYluoRbn;1-mshl&+>e#QsVN-HwD0jmA7mxbRY+_dhAPlGllK-$|HR7iuw#B%fI}%1IDi%dP5v`a`5@A+$7gzlOHGdc2}8m6!>KH zrtcv}*B;_>e^CgQkP0Itz@_M+Gl@*o#c+_ym&0Ht(1XteCi@`}kN4P<3Xgcmfd6m! z|Ci73nv}+SPOkw+>Em{-ild~%BLLJCgSEY(AvNXIcKQ}dYAlTCXp4#{G9A66j!J6a zyJ#vh;mQFCLb<&FIyF7AxOTM!{r-(IT&yxtdPWr>`y`8r%{H~QPDRRuDTq*oOMC)Q z$%6NW1umf=rDmSOc<_=VG!vvL|JtvQ?59JovVf6KJ&ag8 zL}n<3`9@|`bI4-se_h)sydkLpzr07xLJse;@PiaReI(d~pBVYtMF_?vTaJd7n9{Se zKrOwg0fvwPxgP=z4CqUmPbGY&M4snJ>CQZaSn-QncJ5cZF`fnQp3;wf2823U<=2uS zR=*h@kWuo7d6{yqQH%SHPG&%!wI`tt>zmmH#L9V@qkQ0s>a}=X6)CdO5D6ofTs|rw zc-U-k=o-mw&mP+gCf_c+7XTSgL_DjyZ4lgD&vcv>=`kuCD$=$D<^+J``=vehJ=*H$ha_)H7DJOhtE^C!9*O6uZrA{^L z8C!}@H&&k}H%Bfbie8BV5O~V(pVL}{#OlZzw-QJCKu#?$he3*bn!8dWtEP2|567sc zCGu+frz4;utq9TWtJ_o;Mq0A8m`>J!j!&5msyer^mHLS%Kl1DCSp(1W35SvB4-Y`) zVqK00Wd6tw4_shx{hWR>W%2wb=k_GJ$G!FPg%T9++UkoxshV@pbo7;BsOaI`ywwc137SJ%-uz-Vj=Z(Whwfn@=}Rs z56+I(9VW=Y=6#SiJeJd&Uyeg1=X&vw=lx8L7Y8A4@s+CFACf?u`YW&TbxUbplu&%q z9!a_kA8NV`q7b|I^q8eYYt1^kH)6rMKN;ZPUxtm3i5Coyi67+22ez*t6)Jdic|7-d zzI5+yXqUGqn3a1MH?RCrm$z@YHFmFT8__hd%)ac;Ep~e`Dt#~oD#kSY+Hg(;);%}`Nj>eUTpHc7(24Zbk;?{Zq9 zTg7sN)^F1B^+R1LCk9ScPW7WsRqPhR{T>yntm0LYa86IV%5?dY?$SG}hM4vs&cyyk zAkGd^8DP!m=&qKMpzD`gNkH$lo`b^aP-fKb8zd+jp`K-`V4?d31bCzjtTYbquYb2Z zRx?_I2{0DO+7xr@-SPgyhHK)!W61o^=H7!OkG-dh`iA`!F5#(4*&hP~E{%to)E48) z*Wc2P{SPf>iKBOI0OaG(I9 z9D00Q8o54!Y)8b{yXj-|Oi2(WZ1N$#rGzol=x&GkGWX-+8+rVJnH*Rr?svCOhX*=s zJ=CR^?O0(21e@stvxrxVp{Frc*ZMvoPxdt+35!5^7+*6S>uZGuX(c6S6arvEjBMg8 zP+V!v!7mBF2TohSXRHAkNwaIf45#Yo^Qcct+WcQjYVVPx8i3ROgh%`iRF$mq+HMgl z+v5()E}Wgmm`k6g#}V_=jdGO6>9MYBScV9g*3ot4T`zCvS$lO9^DZ5aUC-KMH|f=N zHmdDd(0_>alE<}jxH<22>26{a&mB7)$n3Hxzkvl(71xfaO!L0r73a5??KZFV{^2H% zb-4S9X%8mmE=~6kYXUWQJtkiBZx)Nj7i6n1%I+bNzZPMBhk2{rrGW}O-+-HaySV`` z=}&^$_uHb2mi1btFQWn@F73ERTGS2}FhoKU4?ubQ%^!f~^@q?~NE{JG1(*$s6w{ge z2$oR#Si2=O@{dht&_8|_zdOxv%stmggR19)FQVZ)`3WN7H{3-?2HX|4gKFg*Kf@7a zu=ZRhTjg(E=?Xu)hA0iVr))=;3-d5Sj=6_KT{1}k_zk|$2nL&IC_yaaSYP>q6|8%~ zgj1W0gkn2gGUFs%Gt2UTeZ@6xIbP{$X|x^ye>^*@G{U!qy#-=cS{%rx;S|#gvHDBB zmrO6leC#%K^GQRJep&=nJy&`0x~=Y@!ag5a=_o%^2Hnf{c9~Mq$-5Rv-@9r?bK)7o zv7D`}e_@eWGz7!{SdfY_@kEk6d0eZgpNr9@RsPkx*4A5_SA$?9ol1`kUafaOM*k(I zfkHS}g&uCiTLUJm;{5&j*@|2t{EFQQDZb-yVjYSkUM){pldB@_Gw_R5JXjV_gt3PJ za=CpF4S`+|jeNB$OK^3^!b|X@>Jbw{ehko;PYo{LhmrYS_&E_(3&h6NBtJ}bMv&n2xr^^vLD%@^&kMI)!~G?*4UQ1 zyl82dY|c8Kgwdh>AVBsy5ko(?O##6x^(?8KUQm@WZVrSn!Y(czm<=5Zt$bo7V}{~v zug%6_7kFuvD=Tc{*!2EQ*v4CEY1N7%?%4c}R3&n|)VMX5t+M1v0!j0uVA9}8a{w3U zG=*ke15Y)OT5bQdem+Ea!{H|@!5AmzFtvl^I0YKedL$&YVLvE(n#shg2!W9c4W<|H zAAubbuJS0f3>85HqmT{b{LtjB1FmhNvsn7U2Ht>rCO&n>!9>AHHhfgl(q;ASPA4(% zbsl%RJMO`W>mKmxgFN!~%knz0=?|+Cb>7}QZux5-k>V`XSQJOmjVaTTq-2xG` zu1N`2XT>uC2jX5>Wa59`H>3#ClybdR9Kdq}R84o2Se#GSP#=B`V$ho)N!yE+2Pm1d zq!ju%@QQ@*9WH+>Q}q9#?l{R;S2jsx5|{w4)MX(>r6);Ckx+e*Sjm=ZcalEyEv<0G zwX3|-Ib?Cm098e&yV^Bbr(5V(O{cfsS4N5inmk~O&f|m}L7G-~Z-)^EJE0MV3me}! zoo*i=>^DAH9}$%7BSHkG>p&mw$?PZ9{%f#%)&6_1N8ZnmtH|klUpxytH_$g~eK*j| z>3cB3&l)p*4r*OBJO?Q6AV#1j{3K_e&K?l)ExJ+P3lw$q1=10f)KRq^=fuGI$uzV4 z^0LoHabqKBr>M0}_D+89mN#7PASZ%EWzNtGvp1FQs?N2RbI~@_qIC%`PkV0S%1e@K z$`KR2tS{SHtv^6&;9%$ zZ`69-<`I^9UnTuah?nht7~?o_N}%X?dGy2sv?V-jZHvkDA*MP}nB7ldu;^jlQ0zHM zX_OOAEFkr1<#f?$>iiNUA4EeNPY+(Y7Eab+i|hi?n6p`eI%tlpu(@rFhWXvWn#qyDN~w$ zaX=XT|BVIbx3d)%wjV2L>e2$y+h6~L`hnboa7 z5yA_aGQ%-Q&iUQ9Bq&nQFE?q0Xv1%tn03|unu~&i^niN+~=M+`8J6-1tjX6Z_z&SR!YBdr$!|O#f=rF*w8*h>`h<+%w zmt)lV39k^zB1$_nX3doMP-|x^t?O!J(4sD7h0NwnTd1LfjgHC4|tCp8mz6D zg_W_XpM^#14e{yQ|A*7>@&s`{WM;AP&yF9nk$8@urqWV*>Q5KkPw*$#i;a)QuW-mP zxdA=ajmkNqnL2$Q%26jKS8{Wa4Zf%3?di%L9<#H@i_=V?N8sY&%SXZkf1)78EYNE( zdv>1I2`jEamf+@9pA;GVMLsnRLc-|n8c-sW_SLA^>gBui#}^h^aEt#VM~sc(zjDMF z+5X>h#OPW6$@f^9IQ~n%$439(^1ZQ2QVyhzBh`5X-Px#ngE1(Wkb!DpnrY!wq*)px zwd*(b3wER-SAM_O%hvM5*40a?p*?ooZ>sNh&r2r?WyTio1V;(0SlV5Go?qX$rk0{U zPCwi~Ud9OCbUt_|m$F{_zejcbx$wGwh$89u^ZT{nV`=5%_vIfkqE22f-db6@Kvm!X zo?I1KhVX0?)$cJ1NnuR?W`^HL?BGp+OJ(%yU`D zVMMikbExNl+Pj;9e3DfgErCVXf=W4u>T4)08#&ei()^sKY475I}}U6j53%QLk0zC+4n1c z20i|AW7~Rm+kZsqArPw=B9zp(Oy@${?8fqgxOsY1puY_n5WeyreMV5ezBL!0vb3nu>U*a_7|P8G<>T4B*fBZ6OyhH^=zpx4co z6(@pX@RoZ$1)!ccYbEx%tEg)-Bc+9`4$Tx$~`Fc=UTnLL7 z8t>vakI#G0u`&-dWbs znVS6U&;=d(rWOy5%XkdxrIG|7*fzEuaM#F*@+=kFJr@<97!)F4in1U6!j6wf^zdE+ zrlpgRkGl<`ia$mLfwwJd(P=S}^J{(}^(Y)mVJS$Jg7ZE>L8GF@Pkux?Yw}Co;rgJj z(L~E5Q))R!Qj6$z!5e#eKm>u$g)l*OLkQ34{4{=Bgf8?H~QM_NfZQ*nMrKvZ!VRT*x5D3V#Y!t_K?TVgv0>9S|UEmG;eHQ%*FR++LLV2RtSo#L@QFt zZ)#5{9hDl9&)g=x)01V@t^SuU;(ism_O{VGu)HvrXt5zrD1}uN>QL;l7$A}RP~If( z4Badv$lWpgpf)(*HeOU(>wIk4a`%+5WnH(eYH7SRalX|^|Pthfx`;I`lfp?%(IE&W< zH4}FKKhEAMxVI+y7LDy>$F^&3@>$ z9=dvs9&^s>Il3{yn~P0EfNv?|ls1K`_|e^E3?+xGsBjH!Qps`?H&8)tl`@OkH?1^& zgD%t6M}A;}HGpJ}Y=1-yZ+C_a4~vQhnNcMWmF4LwugL|yg;zjz6~bKR3+iCIixft5 z4N*g5jPnmXx%PMc)cv~SG7g|v6+eUyc;(Z;50KFC)$i0e{gbJIDdSYO{G8B{?b^A8 zZLY1C=qT15E4qYaKWMJZC@6|NN+O6W0|ZZEH9J6Iu1y~04`n^Rq59u)Msun_ zOE9RWWY#BwRNOST&;R}lTw7Mlo#I=@o#rdqkzk_+s_oW9#KYdTPrVWV-CzywwSfv; zOJ1Ifz$AU`5;0%2SZG!&c!_%E@*BMWH*1X=(-b!6U=_T_++B6X$x}HxZDDW`+J7@? z5RGZGpy0zkhjX@jw^BRFv<~eWvfn`9#&sqex0Ab2ZTpUWC}V|n3dLZYeg?y`(|$P5 zpC|KjSFDQt*{}yWozs-Xq=8A9f`dOd=Dz;Bn~-8u9#4urk9P?cxVO5T7Ru#c-S%z=0vq=r) zDVgF~#MwY^pgY?3sNXXZ0OAb)q)Es{-}7bAc8<(|^btL<=LJGTd^Fkq(IBb&fdt{6 zC!43_^p$F$#vpxkMQpEZ!ERQ1oPL?jYp}Vo=!}nE3n8kCB67r|(r0dA{Xc{Z{|N1} zhptN@tPGi+qp&h$Qo(}f{+sgLcKsK1bI8drnwV=8^*Q;aZiTRuv>gi2UtJgA{0>-f zKE!)Lr0B_(&am+X9iiVrBgxm4E@eo`rYFhSI<2;k)HU>m1LvfJ_th?Kzj@E>j>9Q& z)A<57rV;RN%tjF=cGxJBL#qhL2tc&WR7YEQCX;JA;zhhPot-nM+9u9RhP?R(-+v@S zoL^l$8%|niy*kh?8<8petDtG^H@eIbSV(IM%3AkeAN-DIP+uVrb=aITZ=>%TIV&Z` zszDkc)rMff-~dGr(|03B^!e)vhiq0YogGFu$fk|ctD}^#V?Qy+=#g+83R7aH(U+RG zg66|%rzng?!4(y`fry&KZy}|^C@d$K=1}(WA@~nUiM8>!jqIrRb>g*4(|f!Bk&Ng) zqG1DA3NUdQU;twM(IiE+H;5VOFW6G=K_B4F-oB^j+0Fz7=5}RlOX95yZ-29~&w6s_ zdeYs}plGMel$nlG`du70Ntt{xsZ>3nhLPL)pKtb0NvM#gW+SgkiK9+g5tB%ax-6nJ zrovD@Ri;;>3dU8ZUTmbq7t%s2WmctaQ4LEfTfU5tsf*HXpam3NplCDZkhYgliYck$ zDWTCJ3bpILfSq6B>v-#2K+ih_mWzsv*d6Ljiu1OzyY8Ks&5qXP7SNcuCnt3?+2a>> zlxoB`KZkfzp2_Xw!)R-?hZ}9v^@ImWI3R+{?42Yo^#37gZsT&s7&n`&mIPVIVk+YRyX!&Z{#-e0hpdgTBJdXWpRVWBq-eS~1pJl1Z&L zU10KwPX2q&MaE&_pNV#sN?xWjj>7pvqtfijWJrVT4uGNh9V4?jpbi3rwc&f}27ppb z+~>Qn*EPz;pv2!Jr|n$2-HMHazh($;FQM$6@C-q}$px*C?C#l7Fu(#NZIB2zR&(jX zQl6xXWp!6Fge>Zp%InU59oR|%Xm`+w(P3dRuxVk_u|pzp(L#xO79>b}7AR$%2%-l` zIf@h$+K-+l4(hw3q_MR1`dVz~t4cJWEE4rg)e^{1yn~v1o?aGkj^G~-3f+O9K4}AP z@}9DvN?vC-yH{s7uU1BMTG-v>zsb2;XjQv1OQHkQuofM0^23Dvm9k$!TwISy3!>l1 z@OEHP<~)7;#{+u9$`E#B%ryh$4~~FcvSfwvph@8@c!3K{!GnY><`e>U@}my-k^Xl*Z==yuf~Y3~(Dgtp&b+{b1J!+A7_g*Ln*GNuyf1F2RQ@`AL0%$y?ELTIW!C?x zso-S)Ke;EJor{p2iI9ndlaPs#?f)Mwv;0p*#pDbNm)-WN${YAWMU`rsEjuuX3DY`+ z78n9!FwkG4Br$yf6wetVH9Nxd_wKBFR>tiG^T!KneNkoqya{Lh6Wc!gW3AVhzT)pu zrPfDX{J+nmqq~2-J-_bz%HQYzzNh=!{CyQr@%&QRe49Nt_*?7S%==?p74Pr&)$v`~ z?Eh2ux0?R)@Yy)bA?ZAl|cf_E58h1+eL?!=VG%TweKX(lyt)ojv5n zXV_eS9d}D>+1N0&i`}8Atrqer&3*R7#~@sD%8RGk*UZ~&UFVSe^VMBPro|M`A1u!X}*DFOk}f z@BabM_C0in_;>VHSRi6|$s4qJiTt7E`!lC&C;d@tMTW=MH%;7gb-B0Y`B@hys<+Pc zJf}I=+BSxDJ7-yRpRmoGYo@sl;x5%~#hgz8$YS!?lNMgFKr^pNN`rN3_L>_tmc@b; zgGGszYt>8coMhA4z8z$ErKHsq_qpR5wzA%p*hw1aK!j&cl~5N+7&(cVxQtYmgaz7L zHT?WbPE26wy@7wVDY8pF`3Eqnl>hD7-&tG7z3IfCHad^rzTlVY>U(o+g@$*Xd4*`X zN!h|zVtc)pCcc9{xn9s?RLuKoy|SvY$W;g^yRY=eJ=4(OvaqHphA%N*=ikm-r}^2! zZ!CT2QZZmCL;TCv67P;pPsBiCdMxibo+J0s>P&w|gjG;}l*1n7n($##<-0hnkblzQ zYkq@vHT&3D?rA4F)8zK?adA7@x)b+;lZ)Y>-|Cuq&A|=$&fWAYc5T`<+jS^d&MVLa zKs>NrrBtJYK-clfs|+%?wYB&Lo3K7iB#zM%CdZ&1P_8=PvI`MVmG>z@7u8F@ z;L}9bn-V)=vqv0aa*=^S31gDdlpDf0a;Hjd6$@W^`l&1^wCHc#Hunsz`1;jdCt7MV zJT@g3<@WN&lUMg>Q5n~)=RG&O>RnxHe8Bp2<(>Avgo4^!){ScBL)@gg#l3uOP;B^f zEUIIG!@CHF`={L?D(|ar5?J=%T#{DYYD(tHaA^yRI!LE>Nb)d2$v7F~rj-qnjUPA^H5R567*i3;HbU z$1k}KZrO5MaYqQNr(U+fliNFn-(=~y7c)LJ7{M8OH)h9iB)T`^uid8UT@9^t>&JP3 z@{UTvM!HeX#|cxQsLe> zTmxP%?Uf}2*=H{_eC8}N$IXJ)b!I&6EVI|^70t%JuBl>Xb(=FMEH~LYgFSYwhJ@J~ z&g|~Q0G@u04NLT^Zm2=s3ET4rGW54n1|{HKHPM&+aAauqdcVxrKH19;$;IVHa-^p3 z1(c|De=GS=tVz-16!xG*C*xm)q%fn2A*Q0TMDoSV|1B4sv#uyVn}Y0ckCU}dRqr>n zi`17(?O7=B%@11VICPoEqR(m_VAD;;j0lbnRlx~((Ul+H&}Nka#U&bIB#dau;prpc zL|2xlQ_qsIPFq$YGAO#03wnpa`MeDoC)b`qtG_^aOhoCYfpgXXtx7o zVz&cvVK6Q6o=~);$C{CdyvL^H6B$K!D~Hd+z~#A6t70=eY~XpwD#;=zJWhWh9wRjp zQiy}3y11y*VD1Fzl@ear1IMp#)l=`!d(EvX(FwoKC&rj@IF$cY|r7q z!Ru;fD%;$MoQ1HrIRwsMP#9oLlFIVJ(j}aUQftNBvZwac9}RQ@dCuDqI(~$n!jB6^ z;f-O>mVHavzE)v2T**wg@=D=Su<0xHfg6QP97yXKpfZikgd$~_CKIZ`i6+z8J!@$; z)7daHe1R5OL9P@@W(+S}nU7iL|EN0Sk(*ftiTPA8>B!WC)Z5O5JTRWx(c4dBadd$; z{XK_k`hX{Kmvh=T25ii77k7d7+P964D$=Q0pyb#N$vLgG2MWMvs+A?uyOLvi|D__| za@?>1SBeJ>dSL5wXyL4P^x%fxph!0!! z<6THsa-%aLbHT!RuoWGdPwx&(6uuE*c+nO|Ki$@?fo^l z{l)3R>1VlVkneab_OdzWu+!6S&x(G^u-dej*RTih-PXhVT034^i??NC|EKw?U%z4g z>zVoTGB(?`2WtD6$rEOyUc{oLmM)fkF7CM6eoE)#^FowI@fW2J{TXo3_8n>LjT{Y4TC4<5|;-LI_(=qmKYWnn`r0E{m)x=$L!aY*rUC~ z4)(fzSeG}sZPGmJHo8@VgDluJX|XA_dur2guEh>X(cT0=0uL+0+`&sa5FA_YmDd36 zA%bJME)i59e$&TJ#p0+Kcyq%V* z?#B&seD6Hp6MbL6<)REj98W64o^ePsl^85pDf(j&Fd8(H3gS?L2l{DI3V&B6ga|M! zW!{aR{((UWt5Pk{w~xN-x3_%WwJY zhzc`Wp)!}nPBm2k_7NcAR0-(In3tjou)B-PVRDSd&;qNQO_{#KGn0iAmCxi%N|^%s zMYV0HN{t7?Pi)+%o7eEG85(5OC_X)C5Cq7 z!lE)h2>FkU?$_Sy%JMJ1&k!dZUY4V+UtC_6tE~^}fAhNuWXVbxOhYrB21yt|3O<}g zUvhpNAjJ2=33Gp-pybIULgDH}isM>G!shzmT?2E?xIDPh%5|O}Ro8}N9~g@#GRgPG zaV>I|#{M?$Ws*ip0A&m*hzW6dI2I*Wil1PN?V~zVAq!`QQ(DweVj0U4;9#fbN?{Wo zFWju6q|8y;#X?CtgJ;vEv%{@6@{FdT2w}w zn%Zb1R$8i`Ry3hZTU?KZQ$r)R4r61MQY&gpWuf@bRBbC+h>G#lXg9O(-IgdMuuP(`QWP(7xb_E}nrYG18$$Ig5c28zM(aYS~a`sMAF72dN_k3g(Lo z2Zo7U7wzArV6FLuoZ&h#rVCL=5v$o1B5auN9J8Z*SOpPyUH$HA61o zgJ!D&`%G^1xEX_mF7H)qrJ;u3lo@jd(dD3dmQ0Pf?pf9IRwHg*H3CRxfQ0j~Dn&w- zQ&7^16P+^z#DDbm<`qFG8N7V-gW-aQ^aDUd<~4X_aNtsKg24oVfkYxANU!`pP)Kh; zK|fIuU*yR0VJh*mjIw%FyAMCqIOR5eF<{xNgs9APrO{*4>A8F~%Bc6tJ*mXC>T(p- zSSzb`Y5%fZ-^Dch^*a8`T&XfDC7>h5B{lIP$usL!9 zzmjlH3OI^0fgSrHuvsZHgs*DI<)^GDUdxQ{veD=5e4gQEUnoLJ=Rt>U^w-$l>rjoDJ&bQ9}ioqA6HC|@; zgql5+06bmOw^zrvawyf_sSx#^aXpSS0G@V@jrIB9?yk$ur=m@0sBZk%)Hw|vS|rcw z-TyL+jajK4bqxZoyzdqwC}&vLS>Vwtic0aoTyk=d@@8b-6rA)BK`JB(s47$@GNw98 zD|!+F&8}BpjhWHr+9Y91oK!nB4jGs(<|0M;4Kq4C*GOd^I<@F>yp&6&b!rOT7u{=$ zC$_{eZXslVvhetv8@c61FFZWy+8i}>_bY4FkvliT9GJeCvk!qF`OZJdW3L?Xi60;R*_~nK`ZU) zI1+TUAZ)P|Uy(&w{+)zb`IDa67znqDE@?r`Q>v)%L`EW)Uv@XDUqm<;H;kfGH(xRU z(`#v@{35z2Fus(>hFZiF(R)Vo9o5#dioxgcP{e+9#mJFdQ>C(fkc zue@rJfPzm&r~JEi^_R%}#?D%`UDTnQ-meT!?bq@$A)C4q?bCQ+n_aIC zV@iu%s+71AC!uu0{VG#K44)F*+eB z9HG<$GjkHoO$d2ny!8FvWnD!+`82kt`s~Q>o2+@|Gn~~JZEFsP)dM+n7@|$_)vaO7 zM{VF)V#Qj_LaQMXTc2#AI+1*3B-$r@(rC{3LNVUrtH%cj*xd~LQ%kcH0|A9<1GqbL zZ{1a`w@qf1^5dI1{RZQ$^Uayg0u}bbn?_W}^ap#br!>(n>qC{)V8_NkNxXS&^(OJB zOtcr#Bsgja531pzfxOT2+M~i71N-PQkl(sgsR$QGktTN*Q6>*(Q86Wpbm|BfF0iS= z+}px>203<~+xZA>ak3`VxU!=XpWba7jTZ6{gb_@t$X&d4z_tegX5sx;)7k#=&H zxdeqP&_UeLq>9+tY?Uf()>a}pC3uIa;KfK{S$$xZVgnVED$hleW21A`o*E0~UM?hW zMvpYX4D6%KZ$_UsUKV z28*OL2!xXB1Z}7}Nm1O^h%rqd>lQP!T!K@Z582Lugbb0Sk}$Ge$dp~qrH_i0!|1o; zUwwRNLjS_hg!Z8}{J>BcF$Kt+D~i@nta=7i``{DrrQ8|k)aDTWgFRfwmde6{dxo2? zvo>?+I+ZgtwH0xKlu~0s2_^BW6oFwxF3E1d^je0N(#Qqt-4VI)0&dOEK)%xRa3b+?(Une{BthSQ+p6G4w{yQdP?LFWM_X98UE4fpn# z7rdK2#YLbJ7P-QR5p0x!6&#fD72HPTZ62PJ`8!k`t6=EDB4$np)!E%j?{YKhf26X_ zOq3 zb%(O%Gg#Cp4*(`;34j0--?&!0GruTdh^f1GDkRbScIyH z-j4?_>rabJCbUti-afAXX)rXSZNVk zW3L<*{o=Qen6{dJ41qDCA7*6@=I3O8zu$-k6pugz3&38|vz6JTTS{+w1NI+p8L8?k zq7V*Bbp!AvMLrr*N5B>(nXG~E>IN6pn%G{u$l>5NMsYt*$ROTQw zwF>>xupqP+gTOe|Ia1TA??#G(9msM>*r!QT*(a@?w-( zDB%}S@`=XJV53uFzM*F84Pe2=7n((hE0hOw2rx>VQ*oh`!bQT!iGj)}N#oL}%qV{- zvCYcke`n+hzEyODfEJ%A#tcfiQj5=ry-D(nR1ylJh!Sa8X5|i#Te_JZkzf>eQ=O}1 zHqLd93QEGfB@`y631t#8@s>pAZjyW;A}$~)lwVOZq>^Z|Qgg-BVNNCSYE>2CqUd^jtc=VT z4UVWKN_n-t}|T1?6(YqjB+k(<9Q&Ck`^-3VteO zYg!2e{*vjj02FIl z<-wT};zC|b?g8<{#JT^ntBU-)&?&q=`JG6@VUZ^^LhBULeIf7;`Ez3~Hub`AcyoAu zIT-0DOGnKi0&%HWkY=4L&;mUfYfb*^{*We>0CHVP6Fn*LDTc@rPjVc?fo016_l$s}qpflt^SPr%kvCYOYFd$$;Xeg=J;FNOgFp_J<++pH@vlz$>Fa1ZvM!S*J zJ3Hn2N{5@_z6`WI$!rtcc0X1tNJq`3zCLGg~a?k*|@02 z=RtFk;uOKhX(}gGK^}LXJ{gL8i8Kj;V;w4Am&N=Uc`D~ugjTAwXi#Ls(>Rx+I)4Yd zlMBF<5@-l@}+v?hlYG0%ala z;Kqq#3xyX?vDQ?L-N}m9WLEDXG||`CDs6Gw{&vjFK^TMad*b#z-gs-CH3CF zap3=z@$H!F*dk3R^v07Sztx44_W+P+9oNR9iPcci-Uyy{uOd?`Xhi+NMF6G`-+uey)`;qHx z$4@+c9o4c$YvW26RZKmn%_7=diV|v>aFvlp7y4q_Tpn7P-A6$!bWSlT?)fJ2+@l8a zT)3Lb8$59NYOBjtRt^OOwY>~yQ=fJdrp4BOb1cpd9jF{ZObrtykMln!e=oqv}Ldvb6GR&V>%E_+&h3gf|JUFSRgINv<4KzQ$( zr@;N@!%zL?*H3lvC8)ae==1M0fTqG|^tU@|6d4chVfmWIKK#~_6ofk#pDiGBE z4|ziz=D0g%L@gIk6v;grF6QNbwt@!K@t;ka?i=!Wy`9Vnk<3;}fsx5Uc#g1|( z`>^B&lR9)z5n)mSI^rKHxtvIu|LB(Ge)iLfsUxr#dlaf)<1hvI!-^?Fuov6>*Oe39 z*BQkMlS&}yA72MhUp9EV0suP8uf1x=GZ0@k1XImpapZ6xHouTwY@vP)ShS~Q&elQ` z>SRC~CKZSJd9@PS-LkOe!!o79hn1^|NydhQ#=@wVg6eeH4l0^f!+EfnrVVT)Gu?Au zeNuETSk6 zReiK=#wr^C(F+>g0@F(>8w1}cENFAkT0&xoH9QBrib8|iJEFk1A4{)Mi&)5 z1`rsY0t?kY3UaP_1Y{R2sr6?UH52hSgUW*sf+uF-P*T0%NoH8^Ce%x~!o@-obWun3 z{aK-kZ18jkb56DPRA2q&Kx&ZaQnjaB!gPNS84LF7&~t$k5oTtl-VnmhDiT5 zp6wh_`}5q5YvEcMn+FP5>zhf`v~e`&DO5(VKsON&n#^gu!_%MjJ{JGtb*J%qmV)Sd zmm=@_9+!jzo7Df1g-MJhn(h5>;Du^BQg0!TEYN*7pA zr1VRq!d-{t@WQ}M#P%m?VUA`c%Lw=H zOHIjZB+*IDLgxr~7lVwDhalqR;ZD19uk!j=zr3qv{Zjizj*?PVmq$x3d*O|=y08Wv zeb>>oO8CXWcxpuu{u|gwb`Qi$e$Q!x(-5{~6s+zz(s1$Rv@ETZ-v~&f>Fo0%0$7($ zvAwQePkdq`_aTWZ``|KT0Q~>6>CA2Bu+4T)CBf^%%H8RLa|X3oTR?)JCn1G^-DA^9 zr#;y)kAT}ud`tVj|Bw@cSC?85d`b3ko;$Gk?ApHn#{X?HSdIe^a%K|DPFD>I%Yb`z zemT+|pu#MCQ$%73IZZ@?H4S06qwK2Wx)uVB!W;f#40^>F0G#@iJM+JuqlbS_my>08Oh_hc zA8oK_bGuCO1BBjI>;6sR_B*B)v;N8e8-RE}%iZ_LTM|k;ogd<*U1r$wv06MTNna@i_c_0J2vocly@cORs|ptPWVrfi;=v8q~>*u{Dw+{aiYpaR?gU?XkL z%2Z`tC1O1Zd?%CVvMj{dv6QY+u9UUCl!-e+8TojpvC{W^CZgmWs&qCV4Ph&ZBMctj>_E#pzBm_4`qry zCoj5{WS$>B?=_p8-__gN3T~jb;zG5*wzAUy4+4P-2a>(L8VAyinHq;;%{u%ro*QWD zQbaPnJ)X8}PR!YH=3@XIbCR}*hi5f^(4-DH2uC$JDI2!xfziqtT%|kzLY#XT5D<{p4?CD;usMYCei|iTWX|0@v;A)G!l~Vj<@!X%hy0Aui z_u6GhK(1CYl@Bk(=6k5v_6s5C_8VzZ&xZ-g#{03yBZ*5luuvN}bnuO@ut48UsF6S) z`>;f(-UO#yn?fdOi0EKcbupoW9$rgq&QaLUzw81K%yS(2ul>9RrtQ=WB9W(NFy8}8 zIh4i7za&%#)pSsv1g7B}jV-^klA{^H|Ei!bxe?_ z%^p>j!H%$?|JSVPrR@(pU3Wx~=j&L!8CUwk^r1sd7r1r#> z;$P4lo-{7!T(ZI6LGMfTTe>d3I8=QS#1l9r#?PFhvK?N(WO|TB;_d-Ya_P4=IU0x% zw?KKTKxtcYXY-vBP)Q;C3kM8@M*;!mk~_B|yelimaM!(rHssnoJshX;cYwn=FYHSt zVeKl3d0g(LVp$RsEcA)~sAZsVfz zLlB86IOQRNQg@WK2oky|Bod5EiP8J9ej4(tF9c~I7xVu? zH5@A!;eWajMovODuK#~A9Q*&2jx^LAwIffx|9S*Xqf#m=S&9S(MVP7F@ArV1VXPm> z1^wHbeN|;7<1N3_bu=;v(zTgm*t9l{-W84eopPd)xAHi4-2C^*mhbW5<9&4X_HUkn zz|SVXt^d!1#OI{|Ro{;Z{9kGRZ=KJJO9D&Z@Av0q-<0dw+YNzBWqpF(1*NiQO@rgH ze{pVaPn@gvOYTF1oF|>0wv(mN^k((dsp{(c^F8+k>uNE_(YK`B&Blu{wKLwqPKqyF zhkO@2U}w{1#nWQ9%qgo85xx(ws8m&-xmFL{A@g!FCt+@yS-o46VzHLpUSy>z>LpP0X44*mSFE<2vQFp0k6u)?(|9M9vvT;D3KTyjt2m zrGI9P3v)jN&e37-u`9dP@9{odwDT=`$}MWHHPGQ=-|1lGBPV#YsDJLfmcYoawC$OJ zXp5YlA*eN+o!)I4kYdp3(bKt!hD(}msQiF>=(f4opfxEguwp5|stN}iX-#`EA!KIp zkT~fl^6jQ&OfRh{#9!1lcasNLS!0Ju@Dg?q0Wb^qXzinV->aLT- z=ZR`gBONDhA$Z5dL)Jw0Mj}7D8R3Lt{QLEL;*s?cCT;0nT}-8VaYuI!qzxT_h@8AF z8^HQVx%JkNa>M74N!7ssug$JTp$ z6Q2=$?~u*;Qd?T4?PXmUgh2j=nJll{wQ!!;2d|a0nAO7#maGha_>zmSq`r<@d0lC_ zpK=eY2!gdKD#Uq`4q zAXA^Vbl@$3rEEMai^=loP``?9Bw7G32@u3cC~y)Eh#9XEQx=~V{t1mE6(W(iSruzG zNRTR_dF2GKdJUy7(Hj_fd@K|Wl+7QU3;+16XS#BW-+a_w1Gz2}H=KTRucS+z`WbT4 za?t7A9iLB}$wWPonZ70U?8{gY^ghj>OA`ju1nNvFv|z<6v{`ZmF~l#6Zv`{d8rBV^ zw@%QHO~89ZK1vsJWDr=T>oM|PL)g??Hgo29IuEL3@P>|ywDr+!&$tA6rPz1`Ds$AT#_ZhY+laGxaBTYd97=ePQi8cfUd&Cb4D5$ zE-)^kiHoSi2uaA&Q62nD$`~lr1ZN&6z#K!OBs(cz@M(Wv)@W!RD&ca^Bs(qoAqvIbAkI3X{V|O@t3je?Bfalik%?Vo-&Kypjm6A7SRrQP09DA{# zLx5N$i)Hgs$>?T7+#`#ot%I63o2JdRM2Nf%av4g&+0;9Q3Vs6*Z?ORHA`_ych83y@ zOJrdNbLb9EC_qKj?Jk{l%p9Y!g55ooGPal^1Sei0{@}u{tgl4qX{7vBPQ@XHWy#)_ zCL`Xl%u4E&TVB^z%HA_}bZPk&8DB-iVsh)YixZ(rLPVfa+&)iL#GA8n_+Qr!IFr#Ej{Od-rO7 zhf+W>?u*#teK46Qjc$;50UxEx5kj0=4nd;)ttnJ^ZcZiiBm&L$L;`zV?3crI@hi_g z1X4`r3*>Z^3cRgek=-w+;yB@*XC)JWQ0ZI6oEj<`u)VdkyV)emS0(kpBvyKJpgvuLV%IiZWeDrhSno5JM*<{scZ<4|RaIdZt72SW`R zdEp^#>aCi&8aK0XdM6-SrYVzz^blNRjTJ!*7S}R`2-X&KE~!2Wj-x!&n-xxZ&w?*- z;yX7;R%!m!ZRmCqn3o{dm@*ATz-aR@G78bCCPO_SDh+zi3K6v52ogA4IRUHJRmfy4 z6d?MHBpL;YK|n6kiR+UZQHPQlp-hA<~qwv z3fgA^h00&TXFjc2IDXjNAZk*q6!1E=82hxP+y!R5{+W4s z#>?xU4*!oL&$L_ijQ-H`0}Q%2i9wfpXZ9WKhXxX7yEgkeUcB>p;dcKr4ZS7^+l#^Q zy>{+KAx1PReus-rb635Ef&kQY#@H#{r{cn zj?wdNc!ib+RhnQSO!rc)%0r{uH(v$w$`QnXexpRFJw3}gu)TiL^BE?Xzas?=G-qs8 z`0k}#>~CDeL#7r$6de@k13022dv(oLzKz}oAU+<<;CR^J2l!5XG_`f|*P;1z9ZG|@ zSy}TTSM5OY?xptf9xrp|h~HwPR*0d;cg^8iqw4)j>N;X;(hCkaFN#rHk(9>8+I5?2 zMN8@4ls!>=Db_RYQdt43AA2e}u8SqzD-zk4+Pif}Z3Lya7#1j=2z{fGrSmwe9~F9| zUzmBTK>sVaQo!)%_daV1=XaOed8`|Ej{0^hUyGO7ohc25HJjmm^R&nMYTq=vdz4)q znDs^xSaWC4E4mWvw>W1T#I;HnoNemH9P)l<-lGdh7c1!UW8RBi1wR<=>3efVAoSZN zitxSNBRzK$wy<1OvCr>mUS!AKj+L;f(7IXaYkV}QGr}J{%Y`aFtv`lG(8&XNs)d<5 z-I>GL!r7Rav5tjr^I8~zpb1~~UB$OMc2FU(m?%wO?98!jynI9>iuf(GzK44rWQ6-= zxr)z12!9J5)9=|!awqH0t{|2A*T(GAfya5X{Cg|-qgKv%Yi7#|j6&*N!NM~6-&i{T z*H~;J9U{wmGJF4u-`&Ill0=4TO@8mGKd?B^K;w2SL+9d0XK_v+{x_py`;KQ?L8?(zU=^ z0iZ;AQR`zz-IF?dDch44Z(6Z4sqqbO>BU0O`MB(4{`Sa1*t1we_?e*hIgOref;Fw$KmByp_hontIRN>UD6>3_?FTL}GUwa- z<@Hg#`c~qNC(LF9u$ z5L2f6_1HzbAgs)auL5YEx|bHTB^) zpMnb3?d>7Az5%=w?&O@{VksQN0j`}*E()|`^K{9j{Pj*elcHGEWD$^>q6YUQ zY%!G(N=235|9t;INs2FrM8=n0QT~RH!30CSY`v@P1_S%dPp+=CZhl&olyaL(Z-9 z*03=aL_8A6;RocT^_{@1?aDjgvOAyWYtg$(rP5I`%=pA!5-6H+Cj<av(tLnE{0A2K#iUX{>mxKDvH;~VvDWpL~z-skZ@y=hU4;zldK zt>QlzrZu_pis%=$D+tjnqIY^2mGT34F}39-yNqa+PnL2@w6QR08L z*A6Itz2_;)HY8?@py5b4D2*7OIGq8JGVh3z!BhpY*3^#tNkH3plZCmJTe$j}mKDf5 zJa#w0NPEcEow)6rxv##;OeR!o?4+hU*6?K;AJN>M^vHFuu+F|L>(IMx`f{QvAfh{@ zP8>BCc~2!YEyPhMqC8~&T=is31<8=7Y;R~trR%Y4GHHsz$wmV^1VB(N+Dhi*+VW%n z*+F+$qzw4bfhFIVNXo!P5p;qAk%|P4A_Tvr_Q0%}*;}~i#UeHP+?Et*@zT0(6>Zk+ zsdJAU);*bEwKHp?cmK>Jt86lt5@$FJORk#JoIn8+x5rGHmJ)d(L}kUyED@p#v(fBLw;+Ym&LRgbf?PU~z#vEFEQmwzthxPiZj9$&HUsv0qVYj9{=?33*cQbLUM{*LHJm;5CPaR+d<&|*UTvzd~Cw9{NR zKFy8?&XWI~N&0^uB{}>7!wzA|`qn&XPj2b_ot^1-HJf`|Z5Pj9K(P9$DNlesd*Aae z>6s>C$tU@~q(%7IU3%yV3?_}M%eFGEj+8S83LZZqQdG3a(%yfr&3o`fN97{OkWiUR z`6PwBr;8HR*zJM_^Ls}=e>NI4^Zx-vC`c9|{5f@oB*oM3#fjcb5}%H)Nc`-}hkdry zePye)2tMHkLCG15(XgnA2qQ$!oL4nB84<-~2S$XdiVy+QBMm-a&N}}9W6`5DLXQG6 zr#fWL`4cq>MMwn}m?MmAMF@T_^_Ww2#9LluUv_r#ZtRFf{FEneYZYzTdGZ4)Q-T+D zvO+Fy?UekOu}Mg@Hg9Twb9OHAXF5%wvlVM{Z>^^E*Yznor$FIAr0@w4cqZ&-$JF?> zF3@-)p`3D20lDB%=l{joI|f-6H0#3c-fj1^rfp5zwr$&XPusR_+qP}n)3$Z{J?H-T z;ydTpji_8ZVy_jo_O7aY>dC6i%J{K7X^qVCZp?y)7sHO%zbseDO)o8~&M+r;Js^RtovrRin~0H!h0q|(1egjd zcMWPeZp#+E7{waiSc$lst96ZeH9DNR@iPsODjrZH)l6EdSG>$+7Funz%v)JKb+^Xx zurW?vRlwHnxO8_mcuL&6NuQGSWI?EfY98zPgPBGa9H=JE*=Ywmj?xLn2ES&ft`X%h z@Oj0>1oIJo|3zxIVbF@*`{Of0$2(mu)LcB>YB{mS#Fsc)?sy}%*2r)mV@yJrp+dHI zY^9MEKw}@Yw}!}(q2jZ)a%!c4DJwZ$+}9+&#`MB#P%l$6Y$WEVKV5tZW3&(m+*U0F zx<*&qXQXcT^C+_6+0fvQBus8B>X22sQ`nDeVG@}x80CaqTpnqa555s98-B*oHwuky zYYkb=%#A75_<`xsr?l0DLjarN*SFQ7Mu<``p$bH>qhZDpq-9{3*(~I?jSVk4s)q=Y z4KIqH>Pr6e1*;^jpG9RSCauv4Z;aikx>vF>*3|5zJ5m9XS1{Dv7Ih?wdn7+_Z*Sim zXX$yic0DfqAT^|UXw8>uOS)Uo9i})^sm_n5I#JmdO-`W7<0Vs-xfy#Hpdgf}zCj^X z4fPL0K+(4-yxm(Aze%g75>LD(rIr)J#E*X%x(HVa|B-F%qKWEJIay=57DCTky)1rk zzOf00?Q+(!2NTSg`*_Au&9&L5vDZ24m?epWD*cZ${DoGE0F6Kkcbf&kR3R$mA{nVE zoj8R_Tq%XpC!<2?n`I#@iZ?M|063Xgz(5{oY`+^y0(mI}a$SC^U=nRg;mJ0lHoWq% zJ7sruK$pOZFI{carA(YHI4X{==p_G~;~+7Y$s(bk#f$K*bFi)ycpj2Hk|_=&yT5oi zeK^>`kAB}e=Y{UJP~fvg??(8az;+t}nM<+qhxvyCK~;p`I-8^1I#YD8ivH5|p?-3p zrMXCLzH6{DE@_E*-Q3+_^-n-v<-qVPbWv&P=&}er(qSl@vZm}#5>d(m!(w=fE>#Xf zsNQvX`eu4@`evC-jmaC4u4iw(+Sm$&ZqOMv#+_wRd%!1bE?e^7z4MvhBt~g zMnoM*LI!_q(kWBO2P)R0kms&pSKUqgo+IR~OeDu6B@F?K#qsA;$nzx?8)%27RVWg= zF?Zg9ov-|w5|cHa$BESsm*58}tVI>#i>4aFOchro_jhLqret%W4nQ0>N)@;4i_H{w z>>R}GLYJ4PghTp8l7X6NPZ^a%mn4EJL4ju*)n zO%}-?u@*SBHI@)EPH4SIr#0*k{2`(gl0WHO^s;o#a+DUeR;_ld#w>Gp$hv0$B|FPx zR>^9>FLi{6Et^&sQahohCB!tLB~mwGPnFd?#>&nPei)mpe-My&Tw%t+$71g3DqC-l zLP-$>5kut1FP94>6%uHNCe4%w%}{xs!k>!xHYqG2yrd8akZab8KtD`A@WXezlg2QY zy^_pr^cbN3jW6(Tf?&}`H#&^7Lp^TA&@4!uH&`dt#lb0f&dST*u0;-i>u4ADULSVa zDs3!LL9#EcDkYKJp|E@*Nx>p~3ZE)>RmwJ+_V{acdRi~W)kUO3={4Lel~Nb!k7QC! z_;}r25(wQQTI?+;rF<)(bxv&EKuQK$_(y&?<a(ONr~Qd=0;F&XDtTZdz? zQA=(^9-0X{IO=jf|GUOALP7vw6I-2&tJ{M~>w#u|Hq2cy!2B+6O7w|bQfY0%3Fu6= ztSzxO_8C2AKSc2_22zX-evvGIe^i78cRjmaxuY9Zbj2{!)rJGyb+YkYxi$2DoPU9k z9A1K1_!_FI8J5Sk{7MhMzXaFx)9RJluTz&t?j7!KNBo|QfcY@g(L(&Y&FLHEOhbTy z1M3ThB`EO4jfxL4A9qC~7uDHb(?of+bo(quG9Oe!h4iHO1Py-#CN3wm4is!)ZgG zx@ycG1LeQS6mvly)U?^@cm?!gnXu^@_?T&(E$N%l7_a)>4wAgFD?ONNk zuTmxrkp~*AV0|xC+O#WVty;9G_K%uOPRyP5dl?6PM(tX(>`@Pkubj%P`+61goH(A!86gSw<=Y3ZoGZ`TnzY{$d1u(*Yp9iGBeqMd z;h`0XVPa(W%Xb1<~B_2UOUNnkpgvrve96Ynt#Yeuy6kiqZ zj%W^34cAz-3$TUupfiTsbBx4SSRg^ySn1HVAn7r!lx92!lzAk3)&s`Wif&uMKZJSg zGf?Al$;k-oVEgNrE%vg#!4Fv%Cj=OwLH`pFDy$w3vc>k7rus06FZFECIHjneL8}`0 z4I*@fOd5bg`I_^zzMDTz765ZjpQR<(ubZ+W;-jr}C=r36oE0FeTqGE;)GE^=ozrWL z5`I&rfQv4Za<=?DX>zxr(Cm6`gch#VyOTA3)IxCz+aoQ0x=oz5^OV|B9a&Gco$7e3 zAIENvJCWA(@k@lM9iIyQ0XAd#kvCPuHm3{kb$gK%8FX za_d0dpW?-tzT@@y43>01s#e)5izm^{th3hU{Ycq5tN8vpD_{aj+PIK@kpw_p1DBmF zt25|qNyOh^Z=A3GN4aQ@bba>~iq$Ru=2&vVv3vf`?T{wKN6;|9eLhb=k0+z*%sO>b^}cVwtK~vAv@`|=`Al^?Zxg9F)&(213n>mwHvaI10v_IzmBA1tHM|9c*0WkHb8%h%S z#U&G#xF#b!jlw^i5-f^NR&k|{?WqSP;SQp@i@dOxTn#Hi#0t_(X!`p6EPk=&3L=rR zJpWXGD@u1=M+_BWR0=c{S`*VyWe{@c4ojv&+?=vl?mc54Ss^|3BHHQUNskUATEs#k z2xwU>6$JKN5KWl*^I@;>Zg0l1lf@_YCa;UHy7!XtTg9UnY;6cFf*}EY^vl}VRAKH) zCYP<4vou9x#4DA0hfp{mHBBMF8QG$-?;}c?EE84grZ|U0=BlwTiQEOlE+vIC<}TR< z10SkQjTGSpLoY)a{e7ATo8}Lty(lE5%7ayr*3>;?;7h8X=v|DMUlQMfdsHIcrpFR) z1>Fa@MUb-zO{WHc-U1|B@4W+Q?%4d{gM}i8yIzqB#t?vnUWj>-W_I031tCEBSuY$cbTQh3ZzO)3ezq58WL+tN|HtNCBvfV(if_z z!rN($1=Qn;oTzyD+tDx*p`3-$9gC(eWQzJPAX?8Xe-IC1IVvt#aw65*_!hIiic;nr zZr)fEuOj(v(9q}6?Sc&S-qKi)=P_ib|t)Vn;_XN=OU898g?9HVW-l5bVV*=C|@ zqejNMZpuC#1Sd3Nqz66qi02cj$u;MT+f9k; zJ&Sm=BqyguV^)79wGGgUtxU_9Rx6rwWwd<7HYYhoYSNG@@WF88BX(&Lf}t zbZmeAn8m;n6EK484+JRd34s^lw}3{6uw+PWEcQ@rB-+^Gi0R5E@5!QR-4!kuRAo!E z*dt+8iXrQlSDr?Vw!#`%LIcy`Y$$hHPf||et*WHtvN2KFi={%K$l+E<`7k|ZeqEXL z#Nu@eVq)Nz9fFq)aJ1+J^l+50f3)=lRU{Zt|9geP}(Q z8ql&59H+zBNMw*ZmMIP&u3Monw7v)`uWK(N6|;OBH_J@#4u{sP4~J{CLd&o^mEhle zOqyf!LY`w|_7X0f)Ye6kP+VEzW@L8)nqT!04fKdt1jYj2PyA z-iK#Y^7ad2r{;m#Hv;g zlYMT4^BZb@ zEsg8OZc22<{bhJzmnZw4{T4#}H&mdXYv+mjCLhn z(csc_fPL4{sLxjUKVM|Vt9>ESc8y^r^1A=nd%{9J7giR4OU8oq(9c)wgV;Meo$Gm6k`D&RQe{0DT ze)Fm|j%DLlpDXPkrFgRxmN796)8di@I@kW=+UHP{6DKL(4e(>S8{@+!v8R^V5`BPr zivfVI2c!btLg-LOo(Q3bpzy`P{3J9P1?I-w} z3U-Z z6_PXpd886ZH#HmpEN{IIe%rKr`6>EF(KGDqU=H};$B5!vV2+3+ z+i?hix5vpu%x;boLN~a{ZK042lg3=7#_TW0D$t8JC=eE* z{(e~Va+##tn+}K&wl0rZ`n%~Z`%$?Lw7dcYzj--r`)<^-4$uDCmlfO|G@xnMkNT3bv4}!R-&Z*oyh;Je4Vr2uX>s$aEMy07RKa( zvfLV)0ZV`3c*>FS2a~OmAyTbb}lq{P_|$CM~I#+d4{x%gB^AB1^~f}e!Ozp6Y{@Ga`XKb zM&HX8hj6#+5NV6U_)b5%5}2`Yb+e^3CiAi8aw3dmCD@9-nEV{CBwpG4#SE`^+X@xS z)nXg$PTkPXQs!Xd9Q0>u(&EBVrfQgHwMZo;naY9YeUm{0R~F9LVbyZ>Ov2e-GOEtl zhdaE!egGF-)Ma%>Pm$+R9Lr_(73#N3el9Bwp+gH5_S0~{gw{Fje+Gy|r2v{lrG%zT zr9j?zWpx)Z#&eo-`e_|D&E1Au0l2r&U&pVr>c&yDxg>Nps?6RSW2VFgBETjKkEd*n zH1VN)7}Sf_Arfs`VC)Jy!p?op>kapJdWv*p&WikQoju5eAxf`6WLM%KA4zQRQXve@ z;(u@4^~~L=>A;<;uXHnTPAN#4)Toz_eKc3FCkdPOkvSex1EdWTBcc7*RZZs9-zfwe7P&ba%F%r+R*{mx}jjvE3|@o+AkU_@M0 z41xs8@1$aYRof9s{*ckl*OCT)FHI7{{dhe86b08i41~-Od3FqQx=m&owhH?Hvj;Nv z37#vF)f1C}F~<9Ck}XRX_fvN4QJUOJA3+K?U{FV$-y}TPk5imw+sj;OQo_m)4wO&o zimpH&-;4*sGM=%{ExPf|=n%nVr&*+2NEq3wvQ&~CP?AF-M zc`|lqRV_L((?#Bfy~!%by`(6BqRr~TKIeX)f|BJL@OoqBtO_CPq(yVgH8Q)P<(qoc z`4?wl;**$bVrwB^TK+Mi7uAFpO4{KuK~IB=*%1J1^UR0U=?+UBJkT2Xs-?+b+*}9$&M=0sib~-*$3+j@6CRJ^nY^}Vf>#i|4jdH&LYfo|MB@}WMTUM`~0&p z{4ePuqDfldwpLU(@x+RVla%IJut6c}?V9<~`62BP_0V0=Uq9uLX9$$DfJ9nU7lME< z2ui|dsJaI|eAfEUS7%gW77zc3@@ydK_I!Q39qh!c%zP*NT>5<71$>Y0^`87V&YNecKmxtEaD!TDnMy8}-Vz z@ayUrH_RhyDK1u4lL988R(I=5F&dbYo;8F{x?fr~)|aMtu#$OjHIqLicY3!%GPq}_ z?Q{Shfl$r*OY7vbbZFXn`&@mijkd#6?6Z#6qa&Vod8KgF5H58D3xIRZ--l;;q+g;D zv|FZv`8X>8nSB;Jh&U(H1Qt)#wsL?wOu-7F|0jfV34{}gH6#~#ub6~f%`Ss$QcfG- zT3!-s@^1)fV8V6Bb8$?-h*w5m{Q!`=qw||lDlc^v9*GyewE`)_^KgQF_v?70SE~;1 z9Lwca*h=0U_kc)D4fP6j2VE)@6Sa6OT+Lr8HSyVyR` zFaqFl2y-hTl4mlH4bwAO#&CdL9c!Zj*ilr}ra1ZZxGsdq zJ|)NlHqFO80r6Q9T0BMhvRqs4Jp06B z2poFZVE7MQvd~vt31Pok(Lkg96VF7=_(fUwyt0q~k#<@-T}%G{hdD@^#NRzR1Hy^P z8seK1CdZrL|AtBZ@0cRM@g6naMn{`|)AM<{B!V8P84^=9iei{DFKtSVa>}SB(eN*= zx^>uCe_L->e$7Z>X=F7{0tXYTYP7hDg)zm*gOVhN)SCiaSvF4{MV##V_*ZXpB|V|jSsBp8wIE@l*YIb4=Ut1T54!~+Sk^)`h*KT)eZTud=PLeW=gu! zW=JSq>wpO5{#eka`tdOjn598&>qQ%VpC$shsijDv7;62lb;OqAg>h@Ytjr9-)g=-2 zBoZjsDU{`kD1zXgbqxRXF5!4GOxHc*usTznN1;%hxQ13B{-@3d1)0<%-0vE$glsQL7R3T`lm<#+>)XR;U&gaTWWZ1AiJ zP+h%j)!qi(bL%kn(L$(zvHp)U>5dpvmi7|Mi{-9ECa>5 znoof%%(Iq4(gI^{&ocCh{Y>E8n;0pY@WQ5A0r|WyBJ|;b-K$dL4rPhuA^o4=aXwl` zw{fj0JhDV#Y#Ll6gp;_o67+gxM<#$0vDUJ3VzcnE0ZdCk9lHlSeO8-l$mBmS*ZC3I z$2M1b>tFnc&PKq|B#>0^>0m1_K(H6&EIq8?ZlIsmII&M(c6 z+nC&>X(89F`B)s*G4uDN*fjAjQX!k=+`J+CeEj;YeI6Z?_%q0O$q3(S%upt_6`TQ5 z%6mb`Vxi#|?kdq~lVuGXl&(iWJ>TRf^cE8Z_ona$6NURlNSicD-=JGs*0`hGHDzhP9Xq|4DgwlwAAUhkeh-hxY;Dku- zVgD`h(JV0O;h-l<`YM2FW!t0!sT9Be2;xNDz*H?+3e3@{#V9@^#nBN^E)Yp6iEIJO zkk?g=VFTa*XHMA3WZ?RmmY2nRO4Ofmx=4%WZc)>{L_dEON&Yk0yjZWtfGm>BW0v*=hIvm5OKloF3|RCpj^?AOHUJCnjX)|LHqP>8urUPU$e_yb z*>|4gjRHQ-i6y8cH24xn>n|tJ2?6fywF-PKVNqrI=IVszv8b_mbwV00OJ8C|Ip{fE zHg*2$uyf2j8Lwr(ZJ@N20psQxaSz5Ekfj=MdNG%xOJSlvKAa!SOpsOt8<15E-9u6` z!1tpJlTs6%+ACR7cYHCYL$goKqogRM*i3m_)TkWPlT$LFdzm7Uq#G+3^ZHh=TP+3l{rbNCF+a%k;!pq zf6H~_-7@peB79`;Se5zzn!EN@2(w#YxS0qwV~=hs=!YhkE~Cn&d)N;(27Y)oIl7-3 zH|_sCBHL_}-S{!4=yN7&N(M8ZQ!iJxIJ8py2~D7?8gggrs_{wXf4_66K@JQ~LOmDi z9i`Ck-J}`(b4xckdr1$s>!&gAZayR3^aq?e5EFOmOkil!jff$0>`jNDI6Br+IBY6` zgQxyX?izy7tb5rG904`7m{;B>#WOpC8@4F=$)PzDeU(VOB?0DzpS$p)*-sf~;%DH0IAu8zk2tFJ_%t27!I*RNVdE(k43Z zJvb4ESd-F87l*KgL@?r;mAc^%lw!A_EZ&PcKCosXR>$s0`bp8#YO$Yw`YiL;o8aL! zXm-a8#L_mUVIJi1v^)2nlB;pCO-1R^MMSU!s~VHP^hw zUTr!XT|U<5uN>0{=P@;2ZMqZA=EX7BUiY`nJG$>2Jx@oqx3?VE_vafX$t#{Z39?n1 z_hCTo*nO^;tdOtTCe16(+hBVK#_T2j#$K22+dhOG$tzwpLDS$)@d-g<$@fh=GQaTH zbyi$Z5k;=qcUPrr$;NK%2^=X=_JtUCmGSXm_G26ULn*+qjL`jJC||$co_h+4eLmhc zeC~Dr1-*3q&8hi1sIlhMJ#TXA+L-LpN?$v9cYfHrZI9V1P1m*5^x8aL!c5a$u@YEo z{&aSh`Q^K*ox*Mdf73B(RpX)^sCV$_T)m+bTUj$yBuR+=OMbr9SHz(XamY$QyJPxs z^maX_$(N1NO>x~N4hRncY}l=w>mQOG1tI|$skP+d;*a$jTPe!j&7^yBoVI-cH5bR`ZHJ^jmYPAvusB%_y99BPi#kUk8RS%LW$6QJ*Bx{8J!|2CRPOCvwZ7O#(!Dc z;tvE{7CBI&jE%nOp&=4O?~>0uP!D~GFlXIpj zP}8lauCXWk=rx0(id8qDf7s+Ey-ZWh%HVb;%;@6%oQ{Z!!5YWNA1U(v&qV~=QyG_m z?z-16#3x}J)1kUIY&c3!t|{Sj`))NKD#noZRQ96ZeGR6Sf$b%?n~{`q>aeaMTp$wfnt zjsK1GS+@%?3QTkRjyOc~0O7(gKPg6E>$ibNRfGqsr;%6FCpA7gWAeMNk$nL?ho{!R zpH`}`=Sl?!K!J*dcVjh>V-)%?QRKpwKv$g{o#`MVEuq>hW`~hHi#fM0hQ?Obj zU#wP}*9WsRG$I>MmsVYeZVxt@Az#WaDujVpwg?e39O!bjJIoh|i0D!1ad#L1y*Qi@ z`n8Xb{j7&f4@W(0=&tj;d$;}B-crX<+(&{RiMc3jXh^DPgBCoLM=cySb$;aXsnhRC z)896g*EA_hTdUf&p@hS;UDJ+Jbdgb@q#&qRRDpSzLhK*{Py+y{1LAxTepLA|{D>Dh zoMDq>4+?t>P3w(h#C9L=OzTQ$@B@N`j+mr`Q)P^ho=V|Y zUJ%ee|Nd?fzEp#Fx2C>Ur6=34)LmFzHFYVneZOQhDJ_4s0aie#8EJIS%zJe~T=E2! ztgGY?lKK;xXbyor^f#l7O`~bM;X4t3-K(csMeZT&k;}N#Bd}DCJqe0I!IYx{1XvzX z6e$@+-l|1WJ&?PcX!))r+`Gy#L5yrZw9Bi)24$;lSE_|hbVr!g@H!GBv?q>l24`gjn)1PJ%m+q68o%qG2_5%5Is^y%{iVp+ z)4aKI&PF)vzB;jL{T$_GHF=R?oxUtBKgPpTqb)ztt+ZC$sExFG@m|4$#5ZN#HhyCl zx?^mDaDayB*;%5rCenYckSV4g{+btByDNM2!O`B`HN8B5Mf$yQ@TX-=uY-93 zw8JLFYSR_p>%!=&;aaYnd-gJT%tYl~;(b+rooel>De}*MbS?4-x5*B`!}P~W0%vu@ zlMHS3J5=KR$zS5e&wjA$@;rT<$g*$~tRF+`893}!1sB?x!-`9lp@bnWa}q%ZSfCy# zo{)yjkP<}O5Hq${G)c(mv#eP6{L_2uo}T*bbHuq!oshavcxzI820VFb{7KnWdqK5# z&|yTMHY9V;e+}4HdUBwUQWUZh@&g79gH;8w57- z*9RLWO)-rv@TjzsG%!|ZKev)^h}hm=ChWZ|cJ@tCyl3gncp_L7CqoqG`{udDTAK0G zOZ)GO-i~L?=18~wI*}RTwXJNR)%zRA)4&L@<84u0H0R(CF!M}y0{J@{=iDT+;iq30 zg504bvA9rpYl#{i2EgL|qAXz`5E+kbkU&HQk1MS8 zkEA&I;f}3%(Dqf|a`QD!-R`vwqEWURW9iE^$L3yAjT2h2*3Y-zzj>ZAyQ5B=K~E%S z-mXnHqj$OZaO+IWJAZzNesM;d@2=FED+?M9LF%=Du$Zh+HGaHSrGUOcPx0L#avc_M zEqF60Fu3rJ&}QKe_KupT;>W-CQSi$l3&qzvFccF`F9}M-Kb1z$zA6gaYVI(4j29)C zbJJFZ;+fq}P2#V(9>cYHGS;+O+!`O#n-a2zfoG2??#a0%2+=)?6Pi+!8U@&=)_30{ zRbK-WuITKJ4zcgkwYhM{Ezt23kMx@R1H_5p$IC0P38uAnVj#&dV_wS&Tb3kd^^B^( zreG~e%!1XZNX#bHpnx?;^sxk|1JzZ_z%Kt1mXWfK=E{?%F|8XBUvgNIJOC_6 z!2F$I!vd4w8_z9^8qg()sm@2K2;@))jCj!gtH)u3sM6WZw&`c|G--k!@(pnSP(z4unwmH7V;_Z`HqN6x%GEm zsqV(pR)DPVy@?t3eF@F*sebOJUuI1K94E&{Lgj=4vkx#ibI!r0%@8aT9)9?7SkXlb zUx?MZ3XDJtc3MOTe%T~=^p2}ZMgP*9C5lfCFLYYcIlq6Lchj6rRWuh~a zZrKpjoU#iT#Ny%Kul+tvlO@?mmN-%(jgLF(qvYp97K*EPAe3mP8KvIGMcbcS!;^Sx za%Oec9q68hwO%YT2I|9%qi7FEK(0ya3j<+c^kvXXFodvT8}OaN!4f}*ryjcThfgz^ zrC5NI33ujgC(^EZ-@|qCU)>t07EAxbYrdsf^h3BM*92iFkpn9^V^PnqjFis3$<63$ z8PuLj^0$j#4Ymm6)m_E3mVa}I2PCD3NGIs%-!mmEFTz%GGUqI3U8huX>hfv0cIVb^ z#Ya|lpw@`yy7}eG1O`Y1xTh$XZ!^bjB(l^~B5wWz5?zClzeXm1p#7m6m=9k(@3`3} zkGp>^3K``#?<#IE`qOl!45x)R=nn2O^|iJMlpwRk=35}poVvvii|GXU zq`p5d9$A)r5FViVKgy7T+O%}kWuLp0f8ZwW%A+Ea6s-N4FK+uCsci=fKCC?Vy-)OU zJBRYGYUQ-fb(hGQXC-2q4;+b1ONg;?=9T3cW0srno)vw#6#U4BWsQ70cO`CtQ?t;M zKOz1ooGjFWzG@=sdPIC44IYJ1NsqA+EU(Iq)GnG1C^&SFUoQ?esAANN-vAgQvKVS& zTz+7zK`@f`XaRKaDo)~EvzLeOgtkZSNp{wv{Y>`5d$flHd>v5=7~8haKy+7Vtuoa0 zXz(wRScvj4)L?XRUgt?^yN{};(GU8TIjC%GYXv%9KxTqp+126@0k9m1P#lB*06xWh zfp2UD^sx4urc-4*n;0O8hy7qJ$GKl|d9mg(VuS8{%}VmoVC4`hIi zVlOQ{H7o&1M}-F9ILcu^>6)k<0FAAJWypp``T~@?I70zSC`KO#_UkZFNMb&KGJmO8 zkn?)JIh>%#TIp1No;tX&xnWjz-Gm0eF-(9zT1jjaDiKRzjaoRdxj{{ysZjuL9B0fI znt)_5HI4YVst6gGWl88^mayz#wk#(+y)VoAKS!+(2|l3aF0i6OAy8s8el$~x5gSQr zqax3jM+o$5ILnKfr?6q)ABQ&(&{VT&Mq`>Dz#dphWmYgyHrzk6GhxaZqoSMu@+q1s z*)&O~UjZm5U~%Hsg!=2)_ADktXr>E7Rkv7a|JR^MWls@{V^0|sErLzEe?F1jOQG;M zqYZEoKB>!L_mk~CBzR;jAtlDC1xxh>GkJo2+{EF3io*f`$T&O z^LqN{GsXQ@0)O>K15&g>zTTuZi6rcxSxFpMZ6h8sUf8re6g{JiIGS;75OaBOwwTIN zB%?YKU7ABthv`%*Z0_rlBoDk{TGVV6%3np5%`7>MS(7Shsd{BUJ5Jd@m)y5NEFxJO zB*-}BKd06%e_C$|@suchJCrDJe_f-coizS8Fdn=NG8KFr;#%nstx#Z3 z3e)Igua!Wgj0E5a{tiQu|7>ChX*l{Prz}=^BTM2%X~2UarQi0~{E2Ql&D8lk%=#f5}3tBx5WPX$DaV4JO2oLs6BRkKW0VCA?c8k-z^~ zR?O;*HwvJZePZMpP56ezuYczY##r+5l^1LLHHuLbgX(t#W|;YpCl`^t10j)|!rUx~ zM@VnXm#~&=u?9dL^I1^hOSTMS)d+|9W?g7QwJ58*=Ipz9dvcfsP~Z}h1?KP~0pTpq zb@}b438q5Ev0!+RHlz9KlMMw2NhBLJ57{@Sy zi7HiE_XmbFkk}HF4?NQP|o#t0l>k zpESQ-mC%xl0Rp|rx6OY}U0+>$wx-9#wO$TG!@Up@k~`@}qF)@d14nay!_gPbrZH7h zFa)P%4gjTM^Qs1=8jPEhSLl182sLs`(lP=|E}3~8%)eR$27(-bfyVi53Y085f#$m; zbVtw2c690};a@VNsKVhTW556K%D|v-P{XVA5H{kuPw&%in+R>Vmb&LvQlam9(Yf7U)HX(%-t6 z5l&B`1Qj@Ep%@Nj_w0y*DipJre98z(hRIa+!D#ZLU;|~&1Y_ak@qK?uW6Q$H=@caL z?J_ITrL)NMp%E=TO~AvtBJb0K)FuCW5$sMc36UInU(B2xP57GM6zQcjezcNj=^?D! zJHN(f-;!5Hv%f63+o|SZ*GaN7}6PiC);%Y_lT%tn_vTeVoV+fATXhTDAAMVK%1@ zQ{R72_xhicLa5z1Y=O2Yxf2LkwY%wqu^M+);M1_#8pMK+NW<3ex=Vu4uwBdhg7Z=( zJ(32uqhYF{foa(7i@{W9V3_sUqXdBQlpD2%?RjysqH0=KaQYOH!ZVf&Zx|rtTQt!; zkvEY}7avzG_C9hq?@;tXw{Gw+r?0l!mMXTD%`jTt8tSJLYa|?pm&mSKhmBW6ehYT_U_ITy;qLE_1I@0#|fHl+LseXD>Rg(i13g zvehyq!|GIwl1WRCZ|Wz|i8o;_6Brj!6A5A$_C%)=&dDQ3ON7x&Yb-k)N^d^q4JBf1 zP^_31zlb$}?cm@3qh65B4Y0P+1{{d~DQ4r#sWJO$nycZ3DogAlf2XNH%) zVy9Pu^~>6hr~>J!4a2Zy+LEnRdYKugErAqx(=vhYYAC>Ov+^D{I+f!2|FHHIP*JsA z+jN(7NsELCGsDo`-Q6J_(yes20@9t*NQsm*h_sS|(vlK_2*^JJy#M#`!urGYuw26i zmb2$N_deIY_TKk7#{mV#et;p(b*>=i<8OVdu5~Pj1+xGwX}vDtqk~jz83tB3$9o$T zF?CK#oEz8$&7~G%-%(w^W57n*&jKfwy?8^vG1whODJ341(IYFb3_5CXTWE$CJDHE8 zfP+oO!@L+8SMIY;vj;pFEF$Hr`lBUJ`wJya0tbPIXQEZr_5??Ks9Z%mP2x$sGnp0v z3IR8AOpdRHOLQFHC|CsgpbM9158r4|TBy0s3l_5Z(_KIL|ka3ZA- zd-ALb+IMiwuT9`D5K7_ar%0cms8j?$vsXHu%RVZ#j5>2cj z!R6K*i?Dib<@v*d@-04sl<}Yh3a{dQW+qT9x!UeosMGW9jM>=p)wRLWL1P7iRm0p7 zgAD`ICH5z170;B8355!F$SsCw&5P}kl_%usz$=dS;7T|kffFpP_=5Y>dt8{6VwFy1 zl~IP}Ixf$ftdfR?p;hA0z6xd;8l0;Fd5L>bu9#WC5X}$e2j4OTA-wnYxk*J9-@wCI z;Gw;~;hJ`xU6y}uy>wv9ALUmBbVnSy$Jut?r?Uoic6e(kCVkXhU8t74&kbwk@k>z0 zg!JPjHgM(g>l+^IFnoBJ#PyRN#ktWPv6sAP9v`a_JyA6Vl_OKz={WHzY3DHQAxQEoym zrtOC7;u+V=RT~^ow~cQJSAX2Ahs52vl1`Ymll;idOQvedrNFZ8yS4rdLH-A#Qzw3r zS!tZ!&M)ZiWEE{GrR6?kWKId}mpEy7ne=wrL_2A`GA%LJm&8J1-6~0UH~UzV2lGaG zi=o|?fESG|EAc&t*+*hqQ-!Ga9MJ@};}`*UgQ+D&Fx5{KVaMKQ!sWkYIqQ>lJ5l{C z7fWSBj}t%2#1*$MQY+60keGE6Nw-A0dg=rti`hp8CG(G$4*>kUHLm>CS>v0gm!OVb zcKY;~spK#^-EIsmj~?Kyd%C4Z&e?+FVvJ283bx+)AbxI-3^0jA@fA|oi^l|n1we7+ z7a6&D{Ys9xJ|!Q!xHYs?IQvupHP z^I}t}DG;1EtZ;2@wA2&)&gJk-d?pm#VKumMklD3s5oLAADZRfu+4v8}hvva188&Mt z<_Pw6)9SE50pd;MG5IB+Avw3rkaC&y|7IV1563aq569{B0_?zn_ca&Cm+>$fx|hXP>dZyt=o*V?Q|FFhq8+ zue%oQdG^`Ulp>beuIa<$NxZq_UP%vA3gI6;%}v=|(Vkmdyqdrd(Vn84dGVU_ox<8b zC}Ns`iySy;39o`{;}gG?jj76Kg?)Tza!~4wIndVkKtf08F=!mg<@M~>dgkv{#c)~D z;lz`*h!!0-IkQ7&=&|e!;9OcvsmygL_!rDPW7%i26jonp`No8BxW?kR*6SpHi&Joq zvzi5P9mT5(`_T~-TYj%P&KKw^9>=g-&M`N9&agI4um$C z^F#ekat;0CfUj;cDXSXC&U>UiUp|#=QM@J9X`gQ5U*{PJdtH+^!I1dOUjk(X7YS{D zF(xgS9)XG0QAs!3gv=_a1|4s zwRnFg^%wn48o(C>m4$rA75nilLjx#XuXD9&w9kt%&*1~hSKN^}xV9CvUu8)+|Pkv7(=bYj-&(fFbHry$p$*(cb)y4hz%sZL6-)hX)G zYS0D%e*Zxe#qU)mj(AIMPs_b8Ede;xI|e0a#7p+OZ@s$*r|*Mx4|@lFGQLR$(_ipMje5`+C>jX)r=p#(wjhX+zTi6+f*#B6<0bNB#!&tHa`5Y*S3fG z>3%%OYZRsHUP+ml325`N?_j;&<VC56^aQ8H>~e(Q{l@=62o&JrZxS~?`#Lt zWX3&&0(%2YOf!)~8`tuGu2v*i!~%a1FOjB3rO3}FaAkB6m&REx$uTv)p--Gkdl_4> zmF~zD9{a-qSNMm+3x^-JxSVUU1vQ!SG7?G1r3kRn%O?*9BIv zNum2E*@R3u262YaIU;i8NYNk4ACzMH-x!HJ{H~0Z6L>_vrtCA6T>yhlKcV6$wcjXM zY$OPSQ{o0|l;?tP)DlD?+=4)z{URq@s60>y%{H-5<+1XwDT;Jlga^WOjE|CJrP7OE z#X+I{#NFLsjN2CRw4nI?cK>n1`s%3cahh7PM zM(WxZi5R2Sgt!%pl&1}?YZbp0`3DVaDd^MipHw7d&?PsCK14M?nvxEPN>IRkU;0~2 zh|rZhYFUm!fLEG9dq4pybGgKN z8ME(nfZC$6GV_P1g)*bkxvPnz(lnKc(F(YBPoDH82qYdBj)y%k?s@rqaQO!v6^NgY zxi1jujp5HS_Ioj;z{nuu!W8!RA~PiJ98ci{FjF3V)qIV9n5Z_jp1v1nI4I|dtBm8I zQ1$hzw3yQWaLyUGS$kd#H4Q~jK8&kM4JJ88NlmE6{5UED^Op%rmWXOi zE!6~ZO)cVYvb1&ctH*Vtrq?jb{j~H7HH5T%CD62TB+#_m3CW)Xlj*{C%UL1P!K{A* z)xLN)qW5^F`Aeci)DFz?M^vzfDJ6Byu!1Nf^$|@j#x%N=NQDeTi{HHZbW-&5158*{vCw;1=W-C{sac825{R9hvImPs9vHh^cEWS2d zM?sOdm9z`zl)c(JwA&ZI94}U%_WoHCJS`gb_5GuIvCvj;dQp$}r}ccLa#-`2vcAT* z;bKgX=eMt~$Df3R2m;F^qB%a!T6;1m9MPT$1_1y8?`6W#-mYM1D=C}UV zcoF${b18lC<64QWnbMvfklSNU%6G($gm}ZE=vwayz#daluL5Pqejn)gI$;1WaMW z!?qK_h<&9VdL+;pEgtqJ$b%fM9j=1bOt`j@J9Y#Z*#7JJT#O@CA8Oyj`m>+3?+!fD zpQj$}Det>HG1OP$spfU&LR)_Ft~aVOd>{IEn=*5O8r=&j1xYt_Mnjh;nr5JB*hulM zkseJ4Yg4rJ;`*?Rw}IF^FMAj4Xx5psg|y^g_18)BS$OMml+tIclEius-eM;IdDL@fVrJ<(v;Ewx+;!r-6j2U5*fbVqr`Pb1H1R$mD*1OyUQP zYH1<(<`WN&4wCs?xO<%coBRWOI z=2y3G4*SyinQQ$(}v{8otOb7_(&eiBtErqj% z9lxi=hK)&)V}>OBBg6QFp*iCdG1*cnzGg)u09k8p4#5Gl?q06GZuO5JDRDTDpW)%P z^P6ltqQlPF{j9)iXLKQZNbz#NScI<32nQR@vOZV5<*nyx zgr1xl6`Uj0F~!a={GNe~hcaXukEs|(SU@d`jw(g+kWbiHf+>fMX1ovP{hJJ7ArZuM zmYfdU^eq%Tsn7&z*;is{ip65V2}&t1T#*9be`d>O&w-1PDrVyV2q^)!JwFAM8%5w! zFysKUhoz$!bG$k&PF7Z4`I4=-eu#Nk49@2L7J=om_Qw|E@SchN)454+IG%xo1nq%j zpdvNQIshI%TAVoKeF(Saii%?p{!aR-XG#rxhBbpl-rBH3G{dy!`o%!FpFm1~Gz!uo z_XjIbyPzrN@o*qI-1Ty0FYIYQc%e?C{o^^mhvx6Yl<|k9_}WHx1$3B4WfS@DvkCGZ z85~Bu3Q5oy8H*e5A$&@}^a^s@uMSjrP7 zHkF`>fb*bVopl&@M_VfmZh*`7ov`i(ytXDg!o&k<3huv#N(P=#5m(;A;L?aipBbrjL5D2)@ z#xjPPNmfV<#hb@eVV(y>I8EF~G(iRJDC=%zZdp49kpQg(r(@E3dXx885_b59wE*Ij zhPa)xOc_5A3|ZIm>hA@SWj%Z3^O}w)>5KACQM09?r;rW1IA(Q{RXk{d);|_NFTnY* zkwHS)7=W1IFRo|U5i+@*sH}2=5kUpP8~Utvf!*(=#1feSX|&_du?gPLR}$_m@7t)# z$U-)cF`}p@F}@bmwd@+qRFbsIF2%q!v+v;GbE!Xq7362wDn8E*_@!(JpGj!jl_JZv zk!BB+Gub#$3V1AJ9gs&6@kBC%p0SV&>FK)9FZ1N%(rghIWxejPN)fizb0+kjkxJ{v zk96luWVwc)aQIfl*zyd`*u2}&__7TVDMl-q8f#bX1N=$OnF2{bFy=eqsDnnd3UV>` zj!S=V2X!rt`0vs_-83$eZW~B$HfL-!{24N2ZCb|BgVwJhb#z$j^uyao@!jhnHzni( zXO$A1)C~r%LH^`}RT0aFbMZ%Su|8tCL@_OSq+?h;Vp|#c`kpCefJR4|#-B*!O(J7H zPU`Q9Zz7f$+o|X|`~q@%DE#JxS>Mzk-%$6s@cj_=BnJYBL=q(}Q-tF!90Q-WW0xX#AlyKWVgX)f5SWqm*@Toq!G%Z^fDt{m)uRx zq|f1T2&2HJ^`EBHHok-X!BX*)Y2Ad)_CHL>M>R{VM!lt|C(>zg{R14uwz0tQ=8f4~HHlZzONAlx-%j!!E`09RDp(P_^Ox{l`gq_s1v_4exg_`IJij^0N?+ zMaw*{aeHy7~Fl#Q)>DXteV+Q}nuvQQ}$+q%)!8}RV zp*Xe&hm@3%$>k zJ~^q%23pNi6WA6%gGuz(^`8NV2MGGI=wz5YM9<1l`LM!uTs;_0*)jn* ze^jU%f@_Af?r|W#-piSY34_Q13r27(<9(p?rM3yF|t3I^~un;?VOBe(*FDo0nH7( zC7?Ok|3W@g>+>n}po#Q4P_Wy>1+4J_E9~%ZjyPmopJc{&Z(}8RRIESe3zDQ4NSy4-^ zmSK&D3p8YM-8;#rSl|CDj`)K6F_0GDx=d$^RM%+UV?CczxD4C+E;L-X(SZK~4Wvqf zq5-f0sX&~-n{YU9!RdW}&yNZNan$?uFHGW>LbwcpxO@y2)fXhwsYa{As>yi z88|vWh?g>R_c+6=?@QGfLT@17hc$G-9=Hn;`@eJk005vXL_iKI5Eu9+BGCUiZ>V)=)B$ea0Oju%33~ezC?pO@^nn34AOUXO z00lGhD(alo9WklsPU7`KWT{|!lmA$ZJb3qh9%8_B0s)#b&yOn$_oiQ zv33|~lBBP~&KyUAwBBBCAlzNj>*o;31X-hZ#`0UQjGpHk+s->c*C<*YZ}w~1J9|Et zF>J$b?2)?=-EK{B0{#LK_=*@fAiMy+$#j5QjVa8YtIXPd8FUC?Y!VVxBNIL63*)6b z)WKDn5uYegS*^72P8pL~gR9Lua-CB|$x11vCf=qQ>o;1BApbJQGQR^0@D7#mH&`xJ z0@tNV;9|Rh1$av(VD?<*A%u3{*NsR~L?UqzjuS{|n7WACv7rPg*|>TAF`jtxK6Ogb zq;*Ur16EK)m%gl+pmTL1)8F-55;f(opI8oeVYx#h{LRyXFC_x_QX+70+{AKQA`JX< zU2v#?m+P|eXE$Xh!dr@Z%T=lr5tS9t3|$z?pF{THN$+1Efi%3T0ccJ;0lmQTuc7W_`R6t1D0kU)5L~~0S+|bs3I1U(+R|EhuaMhfH zWF1nw(5eP$1?h06&UGzCVc-7x#UDYQHDS=K!yco()FF@j%y198_bxzpD1*Pf=hh`4 zNYVlRSJDC9QU(N}@1Vif?WMR!*ghq2)=wN22d9E})J9tze;8Ml>cx&iS=~p#XkeBM z?@bi-YA~1p8&>dTYoy`H)cq*{>hQbl@z<7b+ELEmxpx<$e@PYqIoYoeaX~_l^Jd7g-;xCck^fjBuA$x| z;wT~564cWLV>RhuXgT*A1*IWgD?-{`^QxSiAPr@hh~g&~zd+XoSEOu0W6p6MhvY6q z|B@^Ka&cZF0s4L1#cpS zqt)RO?h-GK;v zhdB5fL?8g*3K0+*eK(~W_;wQ^q8by5$Xjs_-RO*7q2oI0WRsunDEyX``ySQQSv#R8 zYem??yV~wW+QUp%LUG@KZx{9t6`}RVR3dxsWq1Qu?B=@=-60YF3K0-=g$P1xKz8<< zh;EC7-Ve~I6CZu{+5?mLfEr;S8-Zv*XUkV&XJZZ$b?nxm4khpAq{2UA*eo_99ME!F z3}Z15ksw02jw{`6p=oat-8pyusc11SPm)cCkEh(cE7r7n(bS!e60*avT@?CC7o-Zk|6JceD`xfhM^D?};~tgw*8;PCF{&!~{(R~{e$}XR7P{RDk`i3@}=9_l&oD`_MRuw>^!%Djg%^fO%?Qi)Fa%e93 zjr*ob;JDpC=()_Q@DMbXuu-;hLZ)nRi23wezQ~5>rm$XCYq^4YvT{)|Cv?AU7(Laf z#EHmg_)R(!K9XQAb=ZYILwbT0e+L-OJ0!y2EX@_Q0k5bHe6w2MxGfQGER8R3(hC5w zKUDL)`uf^iF1ukgWeK|!6X|o;bKHZv1isg_uk})t8bziO6x_2 zdGI%t&lRnKu4wJ%W(juA+g*bjb(}O-&_C-q$K<4~o-@*CS4k9%_Agi z*QZm>>%u1bjb?qw$Ru}08s{C_;I9@31ioTvcCK42&3RiJ^#8L{#RGWU36*bh7a)dN z&eInnT)!FTnd$N(ulfbcnXcGcTn!k-)z+P>wgs21(O+6vrgx#aLl^wbc>`j z^S~HvH%h%#y(}YB3LNx5$Bl~R3u1xWKyG*hSsWARimhZ$3ZC!C##q=3cLBOX5&YFI zBTnEIAjlg6{wsfS-Btws?=by@AgXOn-4>p>a@Q1EE3|i$pUcjPDW*bXo9(%u)pn^C zicLxkca>qto;2p<3q)HzkdP*@s=8R)WZq*rf%0kVokEoB4oUD=YXte+myozQsQ_Fz ziJI${B)CzZwg(FJI9$(umY}_Oy0XGio}d;MCutcqlGXO-Xg#t9L$EC0GEwU;-mmu5 zI~hRR2g)Gqf;#|l-=PZrYK^!#E&+krxFLXUk~R13_Q8i6o$DSRJ){R*mtD~x60FnL z^OA1pykww?euz4mvW|khaK!1cJ0$EDE&ETqA+k+e(6JH+_by0xNQ1u-qF^?zD@Z^9 z6@cSrLC5`n=^@a!Uw5wC9vZlIe-Z7lp79d#*bRQwSc}q0uBG_iqeQyuDeU%;cKM92 zarG1DL3Gahhp;B**h_aI`j^HFVBi%qfT53h|F6C%_icGF04aZjP{c>mnGE1**!HJ^ zkKPM$x^4SP*t-OrzNkv|!a$)MHKXk=#jr7HgG%df`~DQu%+T?I{L50@%^uN*=Z@Vt zq_+`)+5V;R0vL2f4PZ#k3t;~*M7K4<&9JM&diB32K#_ z#K&@$=#QD9Y*z|)A0)%hID|LBxNA%YX1hZu{7q(MhX{pBY5+l~f%}F~0JGgK6xdJ@ z+65ssD$Oe@5t5{@q6ZvDf_bMik|?T`wFbVn2Q?wwRhc1s5e*gMRVpB!sf4-eAjVDr zv@3%A3y5WQ7n*-bCqSE1muR3j6y#vLiRQLWxFLJq;@pru)N-`%63+)F;iYT|idTJZe1<)97o0nk!e7DR;J$| zi|>QJzb`0fkDNz`Z~;lr!zb1j;;9mJ&BflGgzD0RWU=Y{@T!v7b$7w}m$o2qZ~-pi zaD%CCavKC_h5z%UJ z8rE+ZQ80GE9e99uh=jjd9&YGt0V2^kA;;qe9^h?>aI+19&_PV{UPP7b*mqdZ6}my> zAjsh-i<^kf?sYfO!i+#vtsYu5d}Vn5fcG=Bn`q2~{q-(5|I(0w6GDxE4ul++J#WHVZ>hI1kMs{k%#L@kesb8E*S8X zZ{?Ao5!PKZQ!wxjb?`Uj#t8{qC>#)g>c5B@czeL`|2wEpm}yM#bB`%jI(=wso__CY zP;YF7J$nZr(7)6`;9$FA10Zx45Bp6-ck~Z#RNQ|5LkE`?_h)jA{n)xxLM^;gtK`ZN zmAuY!OWJQaJNL;-mfM>gK2TF0?_t^81?FFp1suRDE&#FrH&cV|5C#93HHM7`R{!tK zRU9*t7!zef#e#D+>&ft&(oveJX%Y+Z1>H!_V9rN`GH!#H`*x1!u=MW2@-K-34#+`) zVu6S@(9JXox+jGNj**ScsCOq z{7`YlPv3YY-*d`J7>gB~R-}+vgvzrJvv+BLJ`~HzK57M$q|t_I==IQ>e*V&9%`~f9 z_-yBx3YF3~rnZ;D>la*Pw0z(l2k@Vhz#E6?KbI8UdHd=AhvO&d^wibiKW}>Z1FI^l znv=1;vxBjdnZ2net2CO6ldBo4s4AcG9uQS{Mf#8f1Tndf?nu$?H7_DuXdS2Z6MXv22H39qPp7J2({U-cLhRihnzw8jdpliR7<9)T~ z0BS@0vS0g!Q0>*E8)|b>UCoH0HrMrZ6>3BLg0KBT*5_)X2ekoISFPkC8ZAcmhUi;;Q_yt}2<>a_d`A{3;7j*3xg7u0qZ_!Ly zOMk_ROw9w1HO(!`K87)A3lOW25G*O5RknY&ze9dmXooavC3~EJVeO~n6Z^#;X{vjH zT;^#mUJFyehM$z<`(eHp=WPOi#xDc}|7>1>>^3Wx^eAS>o|hk-k9(arRh;iNm_9!{ zzBt%BwtC*xcJbZUW3X+g_rg2!Vnt!GP5xr@!i{;g_X1!Sd$G4i=^n8+v9Q=yULITN zEB66-F_X0IIMjBu>2+I@H->zS6$_Kb;XBDQ~sZ4J_RNztY?%? zg6@4}-EK#{MEK?9-8BR;KN%@BXbd$BHZ~<+LOHdxjZ56{T)k zabx<)HeZev?}u59{>gzd#_%}pqD^ze*|6>wK`+}lUSM5iX{zmaUiJ^4o}Qe!Zhv5D zco&DhvH}n{KDOH<14a6R-69DLE!&dHMPq73H8Snx`AAajHt~S{sf~gi_G7HF_WtG1 zTLsxUA9!R_jLPp|q@Pz*vKGg*3fHmVRJPi+g$t8?mzQn$RnN&5~dddx%RP! zuX?s>%3dhT#ZZ0Nvf1-W(_~-mspsWM`xDXo5aZjXA5$S1V+5@8?m|b$!gs@F;F0TL zx7T9Dx9!yIWUyaMN~Kuk=P*;6t%DE2*soK2jh!sMk57>leu{Nob2R$;Y0j#9?JZtg zjq{_^!nN7fqScBG!?kV-f^*vC7X9L*B{AQ(;LVDpFmo*N$ko`S@INLe_HWn24HZ*e ztrXzOpKZHiu47FI3-Zz=`UQs>BLw|v{?tfH)dYE)tjk%kZ`gjwahzA$wI2=LU zP{G%8rd=Z|EKUfT7YwluV@+2C6L^js_76nKQHYueav~QFzxygV85KDVVv;rWX?xhd zvaaP0ST$Xr+pl(3(87`MvY^p2= zbeg{N<(d#V#_#zvr-^TFa70R>-AFDZS=$Z7jMYnFc-aV)_FZ0->-6DEdY3osz3S|x zQp`}|XuQkl{w`#ok<3Lqb7S+*Bf^EUv3FJt)dRZ<<1x1QKZ8@ohYN=ScL;4P7N)$1 zT-Rn&PjuMa7fgT7qXo@rRI~zE^Y!k>q@un~W>K!~k#?H@rHnpHRIl?i}n7% z{5jsZ%U}+E&b4`~6TZmYfsUb3rX zgfpEK=A=Gw2$c@g>gTDSvW~}UTgIl}xJ}(o>J~gv9C`Bu#d{5?SRb0R`q=RAM1Kaz zRPUZM1-HI_HTjO(yWoq-$FyHug3m9Ueh%nNeALk{`W3v?fK5rpMB#S zhf60z1pN!U#Jodk`Ga14s!4;DxpRpw8t82qpH|aLRQAFdSBOFG5e$5q(uazD$9}Df z1nYXrg;VM-$F=aYlsf>?DRXjk6LEewYqtb%8(dS?>XR?gbyX%rnSzx}(BQFxJ0G z+QsM{{Ol>z(v8`h|BJoGixty?&Rx?>kjlBUuvO;XPp6*L)rDPalMUyI-he!fFys&6 zf!I9O&9x37FAK2S6r-ChOsh=w0eQUxu$2r0-J#5Y*;^>klRCuMWl_scAqw~;@#Rw& zA`F#?;)9=jWkS-`>7nEgd!q@uFxh*f=X>dyjxsS9$0~YNE3*W!g0eok$@V5uTk!Vp zzR{O^GwYKr!!|3*!!|JDb>h=9k(sa5=r!M0lzL z#lfpMr1mH&IKB_oF&2ZFKFZJQ9do%{vnf+wrF)rU3TOCWlTHUIzr#>jat5BVV2{^Z z!G<06r^#RRO4lE>SZ9oX9-?S{qgjP_zskXlK~$&KAY_k$=Y0#l(LnlW84tOR%LOaR zJ5P$oxsoa~9B#XbJ!O3|%TEfvICb*fqbU?QrivhEnbc|HB#t@cSZ$o@Ves$gaE z)mj+~E4N`!05urnOGa-qVx+pdtlT$m4V^%Bkj-I9mg3H7d7kj(xzS`O`8X>s3YaYU z9gSL-HgAP<;NVZs?tVhd)+}{pd~QVy!8ZbjZf?l=<%nQg<&!QBw@MgMD6wA(9zOsTXfg1=rg~PQrTS-399Yxj(PPshy7#?-IGgKMm#XmLfo&WlklQ}Rbf+TTO0HG>($I@eK|K}GP4Mc?_l!JtswijH+4x)=%-fXwyG^v(T9UZvw{F*O zqSJ0~+RubLVWym8O4{Y$(UDg_>gp-(Sgd)E*;kA5sWwv@z9kwPW*#oxbIK;NGbIXh zvt}6j@?Ap!2YE(UZGMr@zQh#47jvJ`l(}oj?iog=)P{+8RN7ulF=Tnrh^gXCnjF!n#ewv)yE_XiPW95sB_{y`5gly)G5qa-*&K98NWv>-VQ;pYCqzmiJ zz)>Le^z)El>e>#0pCQeGafWCEk7D8u#s0bmGG~jUP>g|VNk#pJQyK>As64G^PRg!K z3ojVkl367hklXSsj8w&&$wa6^?rF$!-U9sr1=gWus*t2&hc9u(DML^GiFyRvjzA%f zJ0btp*ZAZiHo#7@SDUpHw^eQDU|_#-a!F%$^GAc@AbQ>*ZqteT$@&)@dH1sJ%^m$> zZTPWJ*fyp2aPjL$4m0}--~D-~{dKn(R{GUBxT9<F*3et3M6BzH+{M?HBvM+6pg{ z!*m283V4$8;^ZRpkKM%9gcwl!iT~UMo!ghscpNE@)R_bpS?%~?$~#;lUdp{2rYDXc z^TAGqpZ%GP+h`;6k-d1oPWR3I01%sV(7jlVsr80ED|l{DQNYW>XE21ifpDdMBVloh z+V3^VU(I@rnp1D;^d*-qYT+TTDowS|82!eKrXErF{-PQ$>(L3%`L72y7K40Jjt||) zQ_x9z0;~KSfoA$$80Ow7fsITU!&fYP%6O``xLksHYnJTg5xz z@Kw9Yr5MoisnJ=W_O~7P;$YG(4IhfFA18~*5yGd&Hy=QcT5XOz+0 z%`jG%U8E=^ox8aZQGQP-f>Om^S>LNOLMT-v1`h|Vv0JIpd`cPa!!+BRJ)&(Q;7ymn zj|4LG_t|clbCzT*XyT%>%XrA|>q4mU7w5yycF#II`#itGYGEVM zviKOf(d3M$mgvtW@5>EucPx-SS|Z}C4fI*0OG_nK!)x}bK@K&=d?AQRVPio=!iCsH ziIYY(ApQV{yuKLbFu!Wmd!%ctS=ia6O{^Q?V>jmOOyg?a-rYeHUQGGSQ8Nw`>*`}8 zuv|x_TYr$}XYgkDh>{QWydh(+)qO**Fm!#QO(r0~MngoqvWSH5LnhvDRHKvcu<7{U zAJx8La%%xrzOI-*k!jorii+mqd%^Q=?kMiVSiZfdQ+-U!bc4Y?nATzkbkkhgyr{0^i*?Jn#JJL!zYmQPXSIY`6r-y}?@ zqkx#UJ3-#HTCyr1n`fr%-2+Q_a58{YFplTbUfAG??Yup!_bc=*2TTpui)FpEh*;*x7m$imkl${)hbLkCpoFW@>Hn}Pt@LMt!&?^G03RSw@O8HxkgqJe( z%}dBJw=7KEGyMYiG;9xa-KcB!aS)gB}8x4=0gn0hQ6}jrZ@Lz~FJoC}*N9p(Y8wi-ftv6^hBUgE0J9nlty9&a*lO9=Gs);!>A}%$J|F}n6nHVj< z{oNM#LwNx4Z1mC8i~yuQYeb8auH_yzd`3qv0^{4|KH3ob31;^&zp>_+(uM%6s-)h< z8B;XSSbaPvkJ(8CW?qQ^|sG_8s3HB;> z`Elvev?XT`4KAxiF!g2&b9YpZu>RsS{S0uAgO}t{^VTWA1mP_^NOf43kL?j|x}Kf^1SYnZFrf`0?+3wOY58 z2m%cL&LnlIt;3eaDIpf9fyqn*k^%OZ7PiHQGJmO!=NIaBvwoX9<`I^*9J=uj9iAr^#{J}vTlPTd}x*vsW`oX)R6OX8j6%~{> zd+2&5llRnTRkYpI9ApMxIVOkt(Hs}f{(u(A4MYa_9F!&$9BN=R#U(2fY;EFU=&DZ1 z_0>e3yLd(t%TQ;@8T}kbeh*HQL%h<%w?lP)Uhnu}H+psrOHlW7?`Nzdae{n@aAo9A z+Xqfq;Wg^*I#YGnUJ_6aU(D7Q`p4GK*_ARs5R;NwS~@1QoMMnyjOFzDjH-m1lKBHc zZSiI87Zjy%@{TzfKC=KgNex&g>JJtf9s~S_?Vox)WcsS4@D%+qjQGDLjQr@(Z)c3F z0QSTJ>5Eigaqv|OaA)V) zAq0=mg}qMje`?=Hc)ZY~D$+wjzn3sZtoWX{=@D)iGp;_uSkMEKg)fLj*>!$$_Y{mX zH{H-8z>_N#mB>w0(ILqcehIi!3)Ju0t)*&8SSFTQ473uJgb2!Mch|RLxlH>XwT!9B z6nWXs9IGTsH2Q1@(ih=dlx%qyyq+Yzk2wzxe74&{=Ue=3-tCdJc4x^it2*Kuc>~hQ6V2Hhh z1&8PEaQBav_II+VXg_w5S@=(W!!`u%!58uMgyjZfaB>@#DRe7Eja6mKbo|VIiUD@* zV@OI2x5Y|4pCAQv(TwU7WqWegvbSn}fpyQoUMQ95QBZ6_7H}?K^Qh!ed*=`>lqEX9 zF~jb>>OGmfL;F-OFsLdtpnIj;ntcXrP>zLp{=~D6=LzY^_utr_J7w7O=^$gp|D_y@pb~e{ z-t}o0hHIS{&KH&-MuXS=s)?16pDfEGGt!7k<3knB*lQwsrVi*`f9^DEMO$;lehVKu zU2f9)GAqHWXHd5DLus6t*R8KPBq!~Y3g5o9D`RTUV93jY9gR>AJI}W>Z}$nQyabS} zn90#Ita(E}ajqad)@O$8kWI9i zXHi+QdrcA_=iKo{YCdARtK&`57)5$e0o58F-J= z3BBN!`KXpsHc7aXE@+8HG5`AXp8t zL{rC){1}>$Mz;AWBtk>IW30p^MW?1Cnzsjlvu4YY9zs^J7n6oHyY@T39H-w=@o z)HCGg{YH3#jg)?WKVG7Z#GjfP&l{H*7cJf2HJ-(s(2M;kkbuSEofHEdftbkRvmi$< zTYsxELO5!?H)5QoRMb`Hm<^L7Szh|~rX`+BBZ^%+;z|-*(jzuMVKi9THOS8pLbAuv zS-wS=7x@Fv%@5BUI?BB5QrQFpsoAV?r>O`71g2#J{gpXql@!s-J8F0G_NF|KZRJVL z!m$$`*{m0bt*W5K28nFYN-zS6(q^3H%kt5Ov}Bhp1&3@%GuMIpJi(7=U7vL{B%uUl zztva)mTl!NI`tNHAiAPegxM!|suLW;*29U!eJqWOd-d4}S?k-nfe^~;(ye{sM@9A< z#ZR4^s;wwnd|T0w!$%$UYpaI(jQhK=RcOf(r1dnvQ4tG&;K{~M{xf4t+-W+;5E_}p zC8dTGKskY@FU{ny|NRq@n*kv{R=`^;UUX#XZl##9DspeqTK8e|$=_<)08cC~l)?tr z;++b{-a>aihcS)aRSQj8i~w8C)*SmP(^#tm!9SXuGhX4-AE^{2h<^M|Cq@x)k0M3^ z)_zLla^Yo>Y8R?WBY_h(WkK{e3i2YIFzGd`Z}tDcsk&m~SUCHp82D&dTn_=Q5sB24 z4#RZ<_r(|XP!uZT`+~7(F$snLi|48gimQp1cyM=LAhlad)@i z&SDF}-Q9yj0!bdO}^q^&*!bJ4j`q%B+nwd{JGcNW~|lgH(MD9z1D(*%TA+RWANm2Msno`0JZ@_&B|7 zCG|-1cDf?deP1zbtY99U6RzIx%zA?)hu?C|KRu+^e}0twuyKgqupWWFBDh57_~lk((=3AtjF%+ zJkTYW7_aOA{|{CvoGpj_&6X%^yl4gkxPuEPN>W!cl&DD1X;v7CD`y1N&?7BaMN}(@ z1|%^PS}OyVGDxj92!J;qv#3@XrUl^$a-)pGk@PiTGb9f(S)2ZrV6Tu!K5CRa(uOm@ z_&uVo1@b|tVb_DCjaLV`#Q(r}i2Cy!^n)`*WTmoo|Gx4PM1+oq7juHcKq~=Rth5R| zU^A`UV_W|D-UGZ2Ifk{k+WAYWagcsv#a$<$ZS8Xf0pcdx_)<%QfH9&){qvR%A1S?!Q1)UGvE%O4jx-@a@9&fV`cv)$ch8y zBG5V{!~US7XblY_!?f>#gBW*q7A7C zPPp75tOp%)D|RQG&na(>kqheAq<@_lf4Y}AT!$5j@Mfu%qWI-c>2Isaj;T1hG466Y zhq*I0X3ge{#9ro=6{#39iQKVE1P$w6O(I-vrz?;`YKZysN`}7o*5i7aee=Nm9`IC= zIP#^u4Ek)h>fE8E9?LpW7*h;Ht&Vw<)g|=Q_>PkHqvD*B48iWYjM~ipjRmA~QdIOR ztbDS@WG{^64s1ornd$zSI_Z^=J8i=(2T2>s0DV>}cRDFDclT4g?&8jB_vCeA+3*`j zbu1psjDO_sv?3Q(IRVf%*D9X?@UT~-ME1NZ;QAtrEts{*r?jzZ@7FuUcU#0=v^;MXiw*N?`xkbSU?eNQvjlF9cu5 zJhZ@4gjvO-6QLT7>uFPjDQ+Cc#R@Ynu*M_hen9g-Sz3(3nEE)C%g0 z$`S<0JL6rF^vm2uv^nsmxAT;za1|KN{6$t`!t>=D?h=6tsT}-d_jUxb|8_p$`7_$J zmRtCx+54-4lu!R08VIVKzMOMq&(6iWIYuIq!v}VJ+AS_ap^##fR6WEasv^oAXk+Ys z8>$l`&|ycn$|^h_4A1|+7OY<8bD_h2#&cg{I>CX5&{TK=u(!S1bqkaIf=xKoyxhbj z3dw$bmMiv0+2!!~l6NVh&|#V6WLXvkhR6CWZSRz~Mr=4@d+j=6f=PRDN%a}lXEOgM zo{d?qfrQrPmc+;AA}d3elNS(PjnzBNnXX%>1XN6rkZYR|8c7=c_e*XVM(=xF?{qpo ztI7YcVzE~w+1=&bT2}OhROwY$)~nPbKP-@Js~to3q5cK7J=u0?EjocqBr}~Ny%$sV z;hgiNv4DoW#OYM=>w6bQR#?VF>rW3L^9~x3y@p2C?t)cF<~&6vqw|kSB_Gury34r( zb!|*&h#jef0_;IQ*dC-nknBfb{BrV{+QnzlOHJ{QPDCLXp28NN(og!cRHkA?;{ zsJqfXJaO<8edoS)9&a@l{9x`272@alk50Z>dQ|`p7EuUDn*rX+LeF~;N_Mw^CI!& zT&^UB?%!hk&;T$5iHqI3l&eggCn}yXf|a36-LuqG3w1AbP!UG4h>)_RW&<4-5688W zF~V?_P>%;yM&gShcZs?POe8uNYFoMlKa>%_xtUJ3Xm-S2AzTu#zsa~9zga(5@)1TM zBI`K6R1$E}VXav-&eXv&LW0jtuC7_{VliFRgY7yURX;m8ec#6krHo}Yc#ob@v?Y*A*7pToy>F|!k7K?pMMC^ zWjy@az=dJ9X7Toq^secE-sMP3%Q}P3Rs#=hiB{yB4sHdo=Qpx5ql)Su8ca+6I0HM@ zXnb}ia6~mdakOhKD;JthAUCP;(z9nAI#e>(JC(AmNdtRN6Dmpk!WA&W8a{Et`HYqo z!AbeV<`-ru0=-h$%#V(+6okSzVVBP)>sQ9qS42n5<_*#h;aOs0XVyg~#YCJZv&d1T zcBEMchQE>@(HexM{dm6)8c5TdDSDOFp*@mT&M|tG%xOK6I(vr%9;x^Z*z|^9D7@R_ zzL!n2gg>UYe%U98-G*f+yhY~g7%2$L-J0%^EJBqk^NrwCnW^!Mko5ZFK;kG3hO(q- zxqtaye``1|q3T44 zW27W^mgD5J8y49uJN{H)8Oc`<7t&Yn?rg44r3jG$9AIYr3eg?+m`7cLuK>D&2V`D( zf37sM|Fa``;x`S@+Xq%$#ER^DhDi)yhjna{E zj#o@jt*kxGld8sc+vFZ3k5N?B&;cm*1+hSqM%her^fVhsUUdU9i<$H-20WXFeKnL1 zKA{=YuD8#T!HW?A201BR_`WY%RLd=TD$jQ~$C_V9-)_K(qq${V7#LGHqxMruoJoeD z!H|{oBP~m7X1o1GO)hE-15>Nk7fEOf7;9jnP!gr6{xV2|4jAQ5en(c_l%NalJ@?*& z%w#fBNzw<;?1DDRvPvp_jlEz-icacyX)qZyz%q5e z;53t=8ng&JD59$;;~=^F*ReV_%RobEE8h{?%T=3kolz1+!!Eh`kwHQY+BR3vwB<)4 zh1&j4q&7(Lbp8&QPHa-?YYQ)B{M#zh3?dFyz(#e4vta9zxqeqZ5Z;4rS3C|O2iPG_jSiEl1_^4{yj#yW2NZL{}&ebhC*m7RG-cpPK_B3$$z!ysV3uM(0$$p_VbGj$`#D3);aKxG}F? z(P1UTS^c)``?ETxH%Em*`h`K?sna?Gc5f|+kk(+*iK&97Ht4gb|M)XMh_de6OCR7+3oFxirpDhB9C zqdN%mEVDFlt2|5bZ{zz~6)KX?H(HL;-E&<`T!vl?b9d`o0EsYJdAh^B=vvTz5975c z*=1OI#}JCgt$iF3Woi5}6rcfRC&qopLdChd3%%YYf7^3+H`b@DAzr-wcL4tH%ja=xqn7W- z0{{~B?4?JWD?f6C-qiAj$`CvZ4p)T8Mf zmz#;R5SbaG+C&!D-W+zUvt1{*& z)jZ^oQSDb?S{yyBjdV1r7G!|Bm);5;qRRz=LCT)~7fgK67*gPvGBhBIDH)Y=lFSFm z>Nl`b@8RT&<3q~ucL^UM4f89b0)m>V%xbwJ5a}G1MJ1Mr$8F~z;jDzBbC6xUQPKst zQ+iSKlg3lxQDQuqEG+K4OB&40)Euj1ZI6VUb7-FE9WmdH)o1K9v{gu1EZxnf;?} z3WRs-0#_#9SQBZUIQUwvlq<_9lTX1a`iMh;H0Ixl*Nl?3# z>(?g*tM~|dd-OqdHCTxGcN!2EdTMd9dMX44#UzssM3N&Qswg`{3_ZHY&gELgc2aVO z`0kSlSvhdO0c_(L)>C%q4O?n`tJwR9G24$c4q3~XG6)3pZb$XCcsZ;TRbHxi7Ych$LUDP?EyD6+K__G=p_zelVw(i-t7CH3er zp3=m~nqo=bH{$V42usPLS-2IbZI6Ymi63DnQG&G*1NKMGAipS9gH*7y7NMjanQ*bN z=MVOQAn6{AO`N7+9Jl)cmH{F7G;t7wipQ1MljR(gSZLIu^YLn#@!YtPta_hu6C<4= zJYs-M5au{+nMhf!@sZe{j4o8XiuxsTxwAcdXFwzLz-8Z++(Q&rFutOb#EJ(?PSVY~ ziwlW?IdRnwIUK%Zz#E;B+>WlewY#&P&j2NASRb}cO43~uL!aE#@Co7IGihUO3?zil zT;;`S-bZ5KyCV;UkemWaN0D9Aj)F8hLt+38=H*mcVQy7+_+;nrVltF;DZFQvqRteK z?Sxl2LY6;fkiTgdo;^Du*jpFeSnnM7XEH;7)z?l@f*^KenTOgbkm#O!sU(g`DXTyT^nn6V0HZ7Z62+J2%TSk z%zhCHVV?v(mPv{)oV&=wL|sx>21HBBkGR0rUOmv3Cxd~z(MI~7v+jZKRs^~yr}Vku zFoWf}xUQdCbUx>y32dP+ub#*=mC;Bk{3y2T-_Wv`DR`J~J6AhACU7%HbUUvzPGnp|Nz5 z{J*Uw(>)r;cJD;wd1Zxs{))#SZn+%4;bS{4*HzL#-1D;gpaRkom6qfK;iG4Fw({8K zDB05vv9Y~E#p~`8za%G!O2yC4(FRNMYUpE2zYm&;J z@*Mh>077o)Q}M8Xe5M7$kQb@nMI*jW$~^g4QmEt5 zPUR%-f$S0k$BA~JIN$hqhlXCc;(<~WaC5dy3eV+q-r~-Au}tdT`DMQ77r#hEj%x|} z((%T){Z0T`-xs?+P?wKgAI8on-kr#63i_=`7s}rtKfjm#qBH)0+jmno3j$k_?39FC zkv|EtT}xajW8F$9sShGKC}Z8Fo^AZU;s5VgbNCrkt2PKQx>qfH_NUA!s(iEZzi?A0 zrR73gbH1L5pKCJ-@()e>PjwR1^&T*`gmY6ghF36^`aFmgO5&o9H*ZFzl3f~Y+pHnC z``_{=I`?E2bIICfvOQ^w%#&S20`6yX$^7nT-%0%J)-iTO7GJVF#ses2#X+8?nY`qu zZ!J|M0LNFmO-atvK})AKAP|8~Ow6vlB9rtsAR8=&;LpT!UrwBA157Z-8dRZS;VBW{ zeN*A#*{>N-%?BQX=8zVkm-@$j4I#leC)^l7U^u1O{3JRTeSKZ1zE*p>-{Qlg=B8!G z&cbAT^icEmj9#Qz-y}5Nqt+gX*{M8ZIna@@XDgIBF#>(ryD+zsjlbn#gCaX&{^JE_ z;mCA>=#S@DN8&RLw|73LB%_dKkvLEupSN<-nza)>tNgmQ7nc=D%*t69g5FS^@QTb^ zaGYT}0uVO%fw+9Re#!6vQMXPw`r|VN2{KQ6JF7^MpY~SX)c4$6wCpcTHTMBbN#h!_ z$Dl!~sc~gU=rI`udxR6TGywcOI37>9Gc^uvd=mvh8>D7#FAJjf5>YVjOy#&q16sKl zQr!*J$u-`EMtsd0TDiikB_Pu4SzH9@^gsljFK=OVhz`fH7V%YCP_omL|XXaVH=Q8JJ7wv6V}Wn5`@5Kg&*5vb+CE zoS@NDlzH;}Km=gH2hT=9FGDplp7McS_AiCz2W411;qt>Iw}#vbE%|8?;M*TlL-9E6 zX%Pl@4~w6J!sR&VG?0KuTTHLq&5dU594x5192Z>Ww>GUDC7ZAOtC>nxug&!T&SWC; zHum)ONrBBAalDp|9I4&K6E}jQ1No*;Hua3o%^|-u@TJ>1Xmjqt z%LmN=e%FMaY}}G&%FN!hH!)X>1aIr4+Jp%V2b%SsKRCuAVWngiH`nG!X7!2D2x=V7+`6vfcRapsi$OZYpgy*VUz|M!|u zn3vySwttidt!xW1r!s_~(#;3=_@TDy$l!OeB=EvO*m5q?a5{*V!9!dV z(uZjFu|fi1eay=#nNf<=*KC0rHZ-m%l>{wCf}0qz=QLi!t_T6V`y-~|sgRKP4=A0H zi`3U-p&AxC4z)LrhUOwc#`ER2cq#_fKKMocP=>cgiv8;pY_0yluP=tJC@`77JTkv} zNGxIO{=#OqqIu-VFzhjf9CI@}l`JbiV!QJ^h)hzX=pK|@!!i_4+luUzM3ITqK8O_a zvbB=TFOL|es-}maw)NXQRQmGR!%If~ZAmp{gL(sjNkyoOX1b;V1@~5eLoAD$;%$vy zURFtsj8>}E5=CB3j}!GFmNTr&-X>ByV9AqLie~wje|imz!>gTrl=Ro!Df1{+&{dM} z39FhO-TDG{)$ETF3S5$n$)$7>4sl(4wrjNv0B$MHo%1N|9KwBeq`aJgs#Iy%c0~)z zZ!_f#4{r(^QW_;GDY}E2On~NIp`5K=fQ``tc1+`<(K-Mpi%5I}J7&BGmA|FEY7(GD z$Al`YL`NFrY#(Fob>A%Qa4Fi|-G?WrVW3%nvI`VSUbRw zMq#W`?GXlf#VO{pXOd5!hQz$L;v@G7OEwK(*#t*=`S|=QehkdYMS8h>_;=IiciH6) zxp!y!w^rVBiZBIfXE=1YC;VA7o^VY}xF*ws{=k-)_;&foWU&Rp7(y|lb()WAYHWvc z9S}eapL257^STaXT)hA~K*hf{RubNd?)aox#*$g^w|Sg&TRRYQ!4ib(@Cd7df!QKDQbLj064D&8iY=fX%3uHcX=$+N$Bl; zr6jmiCa-pp(tS^S(@Enm8bG<$AARUR`NdI9()bNOPN`6UmFNc^y5m$UHJ;Lv=M8iN zk8FV4QY}*~2!V&r_TGw9%2Leza|y)MQ;2o6&Bb+LHxoG_zXDRA+GigLop^2`nO{`0 ziR6vZCPBLZH%n#vS6%whFEL43+cSUUmc>Y@FKcdV{O`wmsc)bt_usWIj{jZCBz5>z z;qQe0t-VI;+Xtn?i?5jY|JIh$CGbgUUd+CcF#Q$y(PK!P=;L_!izAU>X9gn(i-3)C zh3n*~?Vk|gBiuLSe(ZcxO+o!vT+GiWXLi?dx!)qAZ;N8>H(~cOAvH54&|yvcjwYY+ zm!v`A6sogzGi`Q$W9Dh)yK(KZLXq(J203ExK23AM=RGpimwIDs5#J*ZQhb9XiLhcI zZguRN{BnjB#5Rx_7_j`T6c&%ukSRD@FE#%1QMJ}Fo;E5T3!^88fJe+)4l1{Jr+(RT zur&s;a$hw=1Vz;fd*gOHAWIySRTkd9*dc+i>`k{E_TZa?r@W^MZ_xt4J#Xz7L@9`Vt2hutO8d_mhRUS&gs!NT5Xi zPf>-pfMM$lk1yzsUC5~Tykhu@umIodZQ_jjSQ0AI1&nY3MAp z>fnQHzyX`y_=~?J;Gk$c_!i)tBlY)FjQ%PGmzZ_y`n@_>46}d=5=TWpw-}HwO~57S zz|NkiyXfmkUKeOD7m1#*bx%Vz0dNpGP60T)4RxTG$ZJX43uA0V`H%)nmhaJ0WMnh| z$jJCB(^XVb43cu?D0urQEoNU7_n`(0R2H+ohX?xPc&2N)iuIwTaELb0m+BAscVpF> z?*kRt(5m$ymqY+iq+%;Ru+Ckq;438lM7GWr>I)T(I`F3jiXe^j0p(wau}{OpdTf(i z?1t8R9?(e>nI2YI>;fL9e=*s;(de3f0Q~^$4=qu9%)a;^PD+DE(iMKwuHSP~k>HsA zsx7>g(m=vMo2tCkA&DmyU(PIs=%sTz1n3A&8@i;$k|u(61EYGc3I`z?2TeouR~i}z zQao512POYTz8q=je)C*>IZde~k_C-PSNXnV$CwP7j`1IxX&iWR*JF-VbreHR4r?oK z(-BG_iBuYkFO#x*ko2iE$K8jMVrGY)>f&MuR$E!+ZS`zCsTsjvUS-I@VccvVDp^0T z?6AkGuNNXiv%SLA_2SAz{y;Nlu`uCp=gR&Ci7lK|(Qn7SH~z2TG6Bj35<4s(h@PWn z%wvy-9=WC-OF)aGfQ z;J~=;bPpo5YP%9~u#MMYG5u-5j}X`KRU9Vqn+R#IWZet9%ouJ=a8w8LU2zt~hwyIS zE5fSKXL0^Zs?Sp3AD)ApWYelKf*AN)Hmj*VFPSf^!F>^x=AX$J+Jczc1%2K=31M1& zSf&Q_Eb1{1vEz{Hiwj>80fvgr=R8jeVeGa-ekucoeXuTfUcg!s@i$rVJ~AnX82#91 z=YwIOk%r)vAq@K$ik6M-k?YU6u|{-kCbSe@jOM zB>FJ=+8_sVNr(4P7x!GciR&_|*G|7yt8;bS!n(_8SXva0RF;k<_j?=9$*oIhu6dbU zWROJ0CiFAf5s&(~p!>+cvTgAXNEUZX}(A(?uG2 zDwzMkDn}JY%jdZ>;n~I%G;(I%OeR46#|vHCOWq{KmqfZl;*W6sU$If+DEF2Y8uj4* zTV*68`0pcg#8>9Kmda0>0hz@@kpi@9ea!UB^OA@&IpbVn+K+uP;3e@f zjO8Sqy5VAtBpDx~8vJw5^v@ih&3%Xyy5vv-pL!j0JA1XY9h6|=Ar!6jIc zqo1G;XE5WB<1lwQD{(AF@z`HQnlCh}jiLthPoDmblzJkROE6Am# z;fv&0`HMAiKzhR=(#JdmhRiYlm_bgwn zU;mD5j*M=L9l-$H{XL%K^NKM#&Z7hP2HbD(v=Dp#)tj8|zcaaR=e~+i2wWN?sT~!{ z`PI%NmU9?#YVx%rQJpw6wvn?=WLP!1Ot4L+&?5JNB!YUB zHJJbum!B};gE-necqlaApd?N7CgzH6do5Upel_SPmqw{s=r~}wyFx@N#Ow#R^efQC zp2vq!Z>Zd?Oyl;g3-#w=i}#z~5~Zhr&5@Yi-?68cJ;@Fy!Lubv#?e!xt=5G9tGS7d6>sy@0jj>92~3RB9^wpQuL~u`PdH(?M0YZS7q+r6;7#kOo~(@MqxFGL zIM-S{VOMsk&Rha(nuqjcckaHapk;aza)C7!%(8Xsd!=m+fo&D?r&Wyi=3?E7_UFp6 zsP}Nh{_xjJ>{LAD{3y4nN5bw~)E1$ybVr1rzHM_iIZspYH(Q#1GVa5aJ3PkllHWV# zi*|yYYW2F`Lh*2JC}GQ7GIoA>ig7kOzT{0M;10?jNA13-3OacrwKPkqa1lESt-bnE z&VF9<>p^4%tZP)iZkib8YT(z3kr{`PF+$DLvCn+3n#_ZILFn44{nngRmh_)CP4!|e?bFYRL@O6;&Aq`E2 z)#NZ61tkf|=R-=LWCF@oe|AtAPcWu6H;TygL5POSTAg z&nbew3IE`s=FmUUXM@{BlG02oFe}JuW{Gt%)X$rV&@KF^p=Mm=h#-poEd9l5?R@wl zPcq|9?Z{hQ+Je4^-qMT#{J85{ou3BK+1Dc2iTK*^*sm5Pd@3R5U;6r;B<~PBaqz*I zHX;x+?oamYN#Zu|K{Q|g9=Sq4IQa`*fW_ba5WR}*i|MNJ>3`f6q^V%-3B`LHEdGYj zq~~J6^?k7nO6niM>#PI{qak(As;S~{UY0bSfA=uo-zDs>8;?#?gy z6uh*LPYK1m2BabT?=HBLa$(G+tkGA)VV_KCCt^%|ls({Tedr@l&WV!!WK;0GAXmP0 z6DXSwn1oImQRQ;w3aXM;nFoWlXM(jA~KLqRHO#io0zm#D) z04p0$bgGnLAvN-Smi2&OCB&pQIXaWZK>WKSRX*x#=*0=612Y>U6Kk7R+?3Z!N*cpL z3Kx@#Unt7?ddeN0?N6RP-y?-IhO=14nN%+z?-9xt#cK(p+6_kC)@oXuZ$1Kp)^Bb4 zBa}@Dq1NPpDk+ci=j>t;1N_`~5idPjbHy3F>LGlV$<*8)1wYLhkz$dF9SOf;MCo4S zcG8Z!_;=Ki{jp#ZLzv9(TjhMm$~oik<>b@?61CaCEuXl}JL!K%DCPQkYXs)O$W5kZ z;7{!-lokaaMrErN;vhy!0hDo-#W#m|HAbeqGO3`9v0s^e$y%}Fx4s?>P+tE=-^ z(hURuAVJh<{5fYIEV=%CF3g(5p%b~boQ6&q)#) z-{c)O1JHVZUr{%+_FRf~M2CZqjVI--llQh%Y0!QqPbf*7z%Y>b$296W-=TNDAcYN- zm5kR;cZtdjeGqFWeIU54WU*yZE_ao>{i%fpKQ#Au$OHjO_J{Q53R&Ov8>Mf2=@2GO z>9*a^>_J;P-qndI`*1p$G4+-nt1K7V}Miya2d3{a!APuXjQ@gkm3JYsbON_23cH%eTY#=zLX5b{?kh?r_Q)5 zf2I(cz50DG8D72KMB#I1^V47^LK@4IjV-RGY@S|cYOr}(h4{pQo!p?&nOjP4q71xJ*WyWM?o}Ov z^fw%N=iR_Vbu04kHYzcSdyXg=Isx^vW&M?GXv*!(c;RJAWQ>gRW z9AKtWs1ueH-F;RNGNGyjPomf)zozG@yIt8+^{V%9HIhvR#Bdq~bHwrc7emqSlJgmP zXc@{_6pd>;*H7bcVaVALR>?-c(sh=7sbMBc|CQvpT>d5JN&2xwLG7!&fIP)kE7ZsyQ>bsaXwDYipOYFxd67HVjqL)u35} zx;Sj#!TeL+)W{L$9Q+5|xz{sk?j?pxpe8sg)gl?ZSjyX)QqI<5xI~NWX~sm}^IdC4 z-`kW{gI{u6nas;+p|Elr2vW>esHC~0HPDMw4yvD)(X%nx;JCW&1O;`imTM`oxA)&V z#Qgd$-r2UBa3%J;4V_e|{WLr?h&4CBjad0dM%LZaT#5CY?(g=V!2aXRov+`0@wgAO zZG!;|WsO!CSctCKbEBgbaIYON+U5*I1*nr#AMLrWj*G2A$PEIR<;97pP~W3CAqN?5k7kwfNC@@NX;h1t2GBPa#LXZa9c$W#`XA0p zD*hlUK$(0TwS{}_JC)~Ldma4%)7g(M7wYltHhJJLhcNCcEO3%mqI2Lyo|=ld0QvGL zCEVu>sRZ=IE8=03y^;O(@h<$<#k8Jt`*Mm1=&xxEq$`swO$NhkTAZUjMQIS0KN#HF z53qCSpnn>D;Z;}L;s@m3PBFD$c(MF$M(b(ZukeZhM|uu$bVkD z%l%$4q<@-+K&&i2YY3$TrMbE}!b&{P{X$CF^q{U<>W?Pk7 z@Hn`Two6W{4AZY}vN}a-K!-A@6`LEE@Eo`N$@N!J`32B&8o21uax6SO>j|7pNr#Wi zEqI(O0rYk$atMS=cF?HtY)|NGL;}*ch&HqnDFNcE}@Qf^u!z@X% zR?)#Zv7oF@@!+`RA?Wl75c(ew{0_|W%Lq;K<7y%Ry3q4m9a~!RSpVf-mZfhmpg9Jb zl0keN#1dVbvIxAa#M2WWn{~9QTAE3a z1z2(_yjq$GGF)`qjgg>}$Bkk@o0@_5;A#F2U}}7aGPNe|WM$@_zh}qa6D;51-xJMh zP0d1Xi3V%Tt%>?;=OJ3`Up9N`SaKv^MPk#ZlLJS(jt9h;bblnlSp>$Wt5^goPwM^` z-UaAwTC_k4Ym+}ArB06s3Tx!cW2H_)7CEW!sMyqL_drE&^Md(Ynp9eb9NJeph8(L` ze1>=8tkmhLDxo!pQ9cGE|9WsLs3;IRu3HqSJaKHZo#upjm73;6%1Jdgi)AkvdGnzd zULuMq+X% zQ@NpCfK{aGJGzbmm9p%!8Ye0xDz#utXcSU%O{v7zNRS$%@Aw8W0RX?%8U;blnaZ(v z*DleMjkpINGWcs!Lr@S;6z{{Bo|QZuW7wif4&2G|la%5=EA47T%$=5RTyyPjRB2v{Uz)Oz=$9G54I9m@|xs=+v0(%d*3}<3}l+f{y2l zhjPT^U*-}P3(qt1IR#f6>v51iFp<*)Fja=?@5P6@?h`TL_wdRN-o_s5C2#Oil179c zv^c{I3e0H`BQP)+tA!ik8!up+02HyNB*mI-vZE^N4o{`g0~SC$7Q0T;wXs73O7-;2 z7*%JvBL+Qo;m;H{fEEegE)Rv^4P#5hkht~+NsdC$Og?r;3TuTt-ZYmEun}uA4_;-@sfv?O0j; zDn=OcpRS0(2WY)mFupD*2*FlslVr2TjU?VQ4bo=W(*d@>xo;H0{Ko%AUMHBcprE4% zTm3R2gx}RKAP^0K@wG<}F1dQHgSk;3fHi>;eA4f#R)Ha(e!oY-v1Fx z%M}Jz?qu7LW_MfTBTW8=7VK{2x~T@K;B`LE&G#lj*0p|_0WO0!SePGciloX@jx_DZ zs;ufnbR~@@$j_tNUkKn#nKPHi2FDH*`@wL&VcC%7f_%YP9 zXA{;gUV}sfiz}XE3xW%30XLf3618i0w93UR^p^ek4mF<+OIW;=8h=;OMFdw&?lLbI zw(aT$cyqvzw(QO`9R8e-C&D77;*^yyqhhG|eE&aGF5?gx3(+iK_m z@!XejPmXy-=6orHwCv7KcU^fq>A1+Kck(~L^x*4YI~r>;?8Vxh-RyNq@|PD0>m@UF zbrq~1SmFKgDyl2QG_?~y*x~AsP}VHMt(T(ICSkFd#s2rS<}%RFwNwlL7lhIvDx*!@ zXY=;@=asMfjq=|UQt9^HQ@@9(!%LerT6;MrLPYSZv^jz?104LW7!E#6z8oB2R}2?< zR~6IseFgjQrwA4?%!<1?H=J1R2lU{t|6CDztYK?QEV(8GBt4PgpZy9s-C8=(;GX>k zUfL7j7fLL}Uqm>?LTi{q2LdS>k&RDarFK()z)KGF{^CG*|AGbr$vNTb7Y3}6H^)NY z-e=e_*9*aOS9FJbO@Vnx=gHFwE{>E)sQ;c+O<%tA|4xOy+5CkyZH0LIQxWFHCvfl3 z=1;>UT+!KN(GOhq@IBW81PH@**nsuhCpEZ;Z?AOfRPLOKJhs#20_z?sY78OYNMU}& zRL_=Moc|ssc>M08AoWW2vZ0LgZQ}1uRFtVp_0Gx6_nh-9GgVomBbI5oQpPn0g3@+I z`#LTXR<^-ur>2fgAMgZTS}TlXLq>Rug)tD7t$}a;&6rfUGAD&FNtu)FNUp0(|5)<- zXP(T^kY@52d~iy8{%Ne@HNHIYr=XGxO6wmC3D?T1AN9CO1@Fa5-lop&^&;O z>a*F^Y@AcF+nHZGg~SBru&V5%EV8qI3~O)J$BgGB@>5u97Uk<8v~_sDDytji69FsP z-ZleTsdyjROiy#Rc_ToHLZ+s~4&To8%w^ZB%jW}X>07LhKPW5ZkWdgz;i+BaycZZL z7D<1l%B#}t#ZF{2PR&o}?2A3^kO1~%JHJTT7H!)fk*Tcr?TA!#% zZTzu8@3mJ|+lOR(hp8}m-Zl?vZl$`W1M4a_&NbGy1KJKJb}X8v#SHjl0|%b#NCStf z&(^Bz9@NaB?k0N&Q3n~F9Crbzwh^T?u=>wIBt^H|ai&M*4R1@1yzx4le8r)05 z*O7kqQ&Dz{tngZOdC}53M(zS5+K$Fs%5B~NZY}3dY;e^wyYz(iMI#xonvIBtXK6iR zT)FKD;7{rEL%B_y;<6K@XuS-z@0S36y$K~>fkEE7dcHuhREe-y4I+QA_Fak}JfpS1 zHbKt1DkW1eZ>O@XQ8ef0J!QpI-%*Q*JEgaJ{2#`3vGb%pk6l^LC=8Iy`L?t0-ol0)A^kXLU=aJwL z>MbKO>(&fn(mLIrrT$Csgtmx?X|X7z1Po>^7}6$p6RqfJ<`L12$bzuAXFj5)@zjLX zWBFFpOwo=L1_wppW9~d%rLCMXy9kyi{LFI_XVcJH*mPG+plJzK{>EZE2<|DWU^ubS zn3S>Wz1j(V!N&N{p>fnq_zuK=>v4N7Wi+o;LuQ63*>bIhVUva3Ld_o!hdPYKibPEB z%x9d-d*X+CWdv5wPipgY>56mg0)m1p;r;EPXXQb@3+*U?S`KmmqkvYosCjF)ZHy#-5urTvR($*Mg1+SqE8jD8^ zAv1xLZW^fB5Y)9o0!Z2PF#{Xd zLS`FAu-T%JdobB-`0fEs<-M(Nd-lQbflWBxbNiR?;UDLjIs4YN8+ij7bTyHeG9px_ z#nJ_NBMO-~Mh$lutthK9L6c|J)5_iKV$K*E4gN<_C`64nN+{`C#*j!O19F!BB9$PSOEu5kz_agj| zS&|u73T|9xyf~B`QI?m^yl63AFT*;jjn3Fx>*U;l)u(YTT7_D-&>&HpzV6*?IyCN|fYMviJQaBCxC0c6JhD zvQkQqQNepc7FN~Z@>Thu8dUkr$O{6oibuAyId;t$E_(;~ybAQjy5^50_fU&RD!bu` zY^WQ_DikzWB6PbVT)LNPtkEQ@q7m4>mdUbb8H;X2ek4dt-YM)lP?kbXUhYD!BfldC zi=Z-NYcCX66FF))rc7s+qN~d21&fy*(2B{^5)P~9NYBWu2xWFkNbteSWs?y-yq8I6 zUce%!$~$8<@Pu|>LM)VO^8#VeS@zV}jxZZb)5Ac`fmyjJpW7IOS*K-DHlWQN>%KqD z0bqGk{`LAc8{+=1%Sidh&~^ew0P$fW8uZd`r|1BF->Dy0?=M!iZ@dB*!0~u1e9%yB zL>wPIGk=hLpbBU+A0}4*N=N^XnmGuF`ICWv4&qNCeIEvi;MFnE?^>k*fWa>tdgaHm~BlMouF zcqKF!%O(dZdLh=49SMEd{J}?{S=O)e*JKLVU|EWA4pp-`x>(hNKbi{xlgPz`fM7Ep z;xY%q9d$OB1xdwS?ESm^2eC+&lFC5!(9zQx($#y{m{jfN-j0Il`ke_z%N=F(b6uWC zi20gZxa)hGVDmr#JY#Q?uJ5;d^2s26t(v0+z%T5|W$E_=IRL5+`OvCt!A4AGPs~>1 z&VfT-_r4hukT#AO@@|8{u@MRhQE2`4l!6B$<#Q~#U)9^Y7@*5#b%bl*OYKX(~k^7=6-UX&r>@vvq$l@PYpja<5u=FFTSP@^F!}Wk{LlQgqYxC;QhbEepRSp2qNy za$g}n8B6{JN5wb?6%vfq!n6;Hlqgj^)@zw7c9fx72EWGvO*pMa&fCESWyUqB{&6b5 zI9z2rI;I{hn9eXdTtNcA8-zI4NP43xxyi_0wxEf~oNI)ma02^F+7toWzKMJAP{ z8G+p9b+t%;N$7Hb0x_AA(I3lKbyn)m(zd@o2Knyrqa_{qhQRMYQ0c>1Cpa3u!yFC; z3$5zVG((f(Zc%Ic!a=QJ!$N7EKWfEN5NPd8f5eAU>$q#oc^E=q2I>Gj5?4RbC`-4Z z&}!hxP#!FLS@yG$ZDD!QYGD#PCHcvwu)TiHc{USyj~fN~KW{gUA`b+s6NqWPcIedi z7t{^=o*B*yq$1;@^Y=@;0s~%(7-!x2JS#^LPz5;G&L$4ZQP+MI@$%5ut6+ACNsF(e84RISU)Jr`N@0X%a-BMhA_WVEo5 zA9*hhDc2igk`}galeuHjgzBrR;+;d3R*o58X%D{cw@r-uH zN&8|fBBk1k<29-bXS!2wKww_0)FEEK#9;5!2r`$wQoow8uK)r^Zi%H%3<-(XAS%dv zXO+&;!6Ih+%afPr;!N}6xTA4YAU1vKept5|?#5ArVDXygFyc#7=4Cd0!~pHFED_(( zLa77M^`#o?QF9fR*4FGbx_Yf)E{^BoDn4&J-`^>Ed<%EMJ)w)^=bOSgz;u7#!uFLS z5_xSU_wi9bZ7#1P=5!0uVTt8RQjXLyvlrg-eL9W2X;F!ujjewVx$w&y!eNt-F@ZkiBB9a~M;vj>y==Y_t+M2IVW#I`q6a)hrQ+LN-a zQNzXX7W@)*t5Eyz*|z#qupXt$vY!s8?!_eDENA@n@$UM_j(Aht-Y2Z1BzV6*lA9S( zfqw$KTBArG==x?)d{pxzqGtCLockqU4Ps49hUky%5tys$1(M9kpjt7w;$|j4#mXqS zyWkA_-}Nexw!mcr2Z~0e0~cgon*B(q*@f4)LXH@U?@iXvLPWZdEN?&^gwVJBvcaE` zIJ!fUR|vOgMa^^s5*!`9TIWwAeu5{*M$(!F+VOSsGo;vvCC5eW1HB2h7=EOeYBh>NP_oEfetIyIu5Okupo7qHK5VSj`O7W!+7ug?K&Vx^%%A^wA5 zVaRF#I5qg0COVQs;IVxW^zXCb;_B{u%yiVAF>)-}w)~1iB0B!c>!9QZ4zg7}v?qA| z%l(?J*;8s+9?K7tvfJDWBhFOu&c_1dTwXu9Za9SEdmctvjhWoSv54bwQemr)BW+8{ox2UP8+LiDqJks^UG~yV@e$yJ#a)-654! zqLE)J-smh!$z+{zY6xRtvSeM;DM)Dx;2CACw;FjuG z+rF(aY};!)sZ{S_OsI}@#=Fh{xqa_Sm0O1z1_es2RHmBR6bwY6K9k%p+;`JanohEEsQ!I!)beeA^oUx} zXmuoU$L$!1{?Nb@g~j#qjnYR?K*h>wTGag>o1oK(0J&#+y@NeW-L6+3-!qZnJNA4h ziXi9Ku|Va8G0@I^@)DNPuz1`{BOJLlX|B#R8*2+~dE~Bh?=}g?9lkvx`$r}BPY8tg z5ED#ww!tcaA}41M>6?S2ICQK|^(-X2lhwTN9+;@>b&5>6G1E|f%*6ANF3I1I9X!Ki zO^)DIUdF3E2@ReQP`3l*wL9f~RH(IT0YmCQ8n>ZI=Y~IP@Xw6`%#!cmvM2FI!07GW zH|Qg$fnj79+6d#hhT@C0P+qH1G`p1v`y0iiRj58DW4_>-0H@3@Pt`YgX zh*|zeH_5+vwy$}Yp_?y&yUZ0U-j%^h2pm#D4FxhUKUar?QnXjAWw|P+k)u zs^_2kz2b`%wYtoPyL#%xZie}=7Q4?;ZM`I{e5CfjiD}T(QsZ zr7wlGhPczlzcqF%7R2o=rap@Mr=^S~g`l(`rXrLN4O6U$%VFkrT+lFnd#zV~N*o&7PC|pgTX(tjqltn$lQpy zT_*H_vJ6wY6*^AN)G{qjS2^v~TRg#Fn~n^SQNcHXJ%<79FqWiqD~y z65gHPhv-yQ=yA?NOHr_X!~b5y;2)dDs-{YI+cq26kNVS<6t}@as27k>yndAXdSiF| zcKVt=bpWkC zhQ<93Ag$m%T?1{%j{i_)h_j1~%W?{z1Q>%u6_ZZ@KuU=UaXSDwcEM3mAB?5DGSa~a z{*Yl(AUkbYD4`-Yf%PSZWrzvP!WSAK#M|f_Ah7JW#u)O;l+!`L`5Wrn-cPcCv5=S& z#F6RSKBgmoH`YrmFk&iO+?&u)Br%f4n<+AaVUkxcW~7;5vEDc)73h*pC9sG-wVe!Z z>sC(ztso@RpmoWQ8}n<7wSNZJBSudNfy=aKhX(G9RLnl1fq@G?X(ly zZZ0~^bmEVTbaYsC><3EwYGP%5GFduc7R73_4NtC^U+M=4ejJy*U;*uw&M}X z8TnyUDKY-x@?3u4S8POAp=}a8} zoHFdBD*^zykt1nR%xiqWI9^b&aKZ@csEZT%n2oHwcQ`Hf8ZQT?%gLod6QE=O?9%!_VziXwl#{x6yu$>sNFOv;L zLe0ePiN!A%uCvZex*UIPshRHRQqbOg^~mb;8w=H9H?k6%NhHBoiPDoCVevtgA3>5~ z`qXcha>kcXT^~vXxprWB42G8R_TAEXL8f%LD_P%G(-r=fDLlFedEsR7&1+=LaW~N> zG#2tN_|Zp2-0ymh!$aJUWR#2nzRsYVhx%{yWP&<`MV62G7fev&^V@SCrZ7ihzFwaK z-No~alNakU??wUV3=jTMA_2v86qQb>)&zXq(KN<0NJP>PAHLtWLc1%d0|AAD@Tr_e zb*8@j@vniyY3#q?Es7*my(rxT+dt%7U4k+R<=<0Z=;3sP4frn#(8B_S<8tkH+*CCe zRTL3@-RB|}NL@tIm!QoJCbe5$Q$f-fCY#jx2V7A6t0OVw({xJ9xW@8WJzhR5hV&4Qy9Pf{*XM`7}xSzs3I$(b>Ve~IW zzJ=hntx^7(aV_*IFUNzV$~`iQ7~E@))T$sriF|XCpzcH!f{3vG4QmXI68MxoizjgQ zT0T+U*PA5-|K{u>dwt=-HTd$&$TJ+}mZa+$cwj4~)4V8dH|zBny-Uh^iFYw7ComUE zlOEEnRbwBXs@)SE1N0(Mt|mEPWthVCEGamg9%DZAOzUJE{y=xS91$)*_VZ(0N0fYl z8D~A;wTqWo`iniu>Vs*rpomh#VpUSWv!n@ghI&p85PDq$ zRIAXZhoSYw>>injz zRLuA~*xXba>y|a47>$S{g0ROS4J5ia^>ThjQNk{2;XgXpajw(h9P_0eN3 zcY{->V=m>pf!CLN7v*dE?iu@Agg^@Pv z0})~#Zr;cP#nM=3XvCX$P^FL zWr0eGG;(c#nss6g@IXOz0UusW*EkAV6gayQeHLv?Id?|It`z zBa-1k`Cz`Hz%y6UOWqm)Bdg|VT1$$G>=q?>;xm>Ru_Y%x%}X^NfaA2x!cR;}2$H2Y zr(J%N`*WA9wE zvB6bRZ2GYqow(Ha!C>-E)j9nii+Nf!w~eGLd9SAAkH=&f7MWx)b)6Qn0fS@LQ+p?a z*G?v6Qd$9y>I6@J>5s5|!={gLL{jeKk5 zv77Otp3{2JwTwZ%I#!Izw_q$IWMybCCL+Hu@!ZXPRE)YdT$J|M?T!1+GabHRw1P^H zjg2xGCT8ai;wFt(=#G1*poA;mQ_`h?*z-^ftpeSV93&V59`&#DAPa_`QFtE<35pFQ zv92Ri!q$cO*M^4ELKM}Ri8R9~Z~F0{U(2=CFg-C24Q-)a2V6@xZ?=O%B@|2sK$o>o zlmO6!CoueE$F(QG%G?Y{+;;ss&D+)N2V73;+jakv`mEXsMO!A}nw`v9Gyje6UM3*kBYM3dK-^kIrT1)RqZ@NIdv6lMW-4iVDxuogbY<+sNC` zWw+FRZO`o%=gmmx0XSiISf=ufN6&y;V(BwUdoK2R9tc~ooBaw22$wVCmGCVvywe;m zc`k{dX*tU4sCzCe%eOD9!f1of(|oF)u4Pw{q)96YAXg zm;jJmQ&G#%lb5e&WmNa0#X2Te5@7Ho&54M-2Gub9_kQd{x{D2%0R@h(_KnQUt z8%=jjZ4tN@zw>MHnLHo6dSID^@6EFs{4HNOSVfLAKWcv_H^S^k45>@9T`zD@U$BJ? zuq7MBherqOMB9hqNfaYpBOMPpxO{r!Mc5m;b|<0_`p{ge5pN&Xq4WdAN``*4jexgP zhIFWd{ni1u59>w|qUZ*enLvNPph-2LTGUPIRQ)-@&6|7i^+~ zY&bgML92bl+DfRMarG{Lwk2$?!`YIytqqJ32$J!z==a#tT#L1Pf#>Q4L(aa=NNIR?qRaVeeR!j$nF>9J3Q*iLdDMlkn$4)SP zb!(LAk+uHtd?8)98x;yc-Am0IyJJ#1jao4nB{}jv+EZxN(W|-~)e*T$_QQBk@&($K zQ@bQa8DHn8P8RC??4~@dD6uTH)3GbjfpEYz=rfzvo#D+E)#z6B=8>PdyrWNa5N7)-s##$% zSaNa-O(|3gUNS?H;>J@!gr``o`0KZrY_X!pn7(X!gwoy~T zTd^;)B8#_jvy7F$HIB=g8Ei@1WI*XaF+=uGmtjU9avd20E=AI!PWnXgJ;SuNVkazW zlJZ~p3`rWsAsMogDW(Sr=o^f<zSI2Na5hM{TPf0dF%QugF6dE{qsO0cOHsdPd! znE&MtW2N{Cn?^5QvKlDQ>Me;L@1b(S31}EAB>gK==!|PhLZuT{a`s*?3DQT5Dmq~& z!K2_oNRjyu%^;UrGoXl|X(LV&Ip?N>otvq{F1+WS23P1rK;>8Ng!jo3XW?CDb<>JE zLyItyVzu4CVI=LFiZJ@~5@MujfX8Ai!a){`edvQTYJG*GlBPc`&qRS?FdZ+rE|T8Z z5=vzz1`z&<8}VIzt3|>AcXPy7lwRZDf>Dh@LNbjsBC`;#OcQMQ*QqdFicdl2R2FSX z6imLt5q4O)1mhcC1ta_%0}x*E-1*cQWg`jabj|gbM+6$lVC+?cCLFaeSllq3IFNUO z$Ox@zFT^0!+cv^LY~$zqvvLe$(frphsKduQivUDGyT8yynXlkJbJMwm!$yV5)-su9 z`8cX}5`hZQo@oyH3M4_XP(2Q&U1P}Z(0}WHmvX>{845?9=F@h9zUh(zZ0gX1c z;VCHPX7&F3uE??vOSbQaM%dCfs(|XXmg)*J+>IV$6i$G{6l?K#AHizJEI$zj6KC$NePX>wAZM0e4Wpsw@VHzIv zP~%TFVhzgNtHS9OOPUNVwBuYN4L5-iG|Id*w37s+dh@~vZ~~yHfyAmZ`XIehb*4P= z{!$(+hRQuE&BaGZRi|^H&JMho2@om44epCO?)at2VRO zWhBM5B^rx$+mR-73!PlgRN~o7?&FWLv;=$E=3KmWGLrZBD63$zJuu#y25utIR(}UJ zF~u;@cxE*o%Gz0>xnC(^L!@ksf{b`$87p9>5rgcV>Z`6*PN;E%k6*Y^pEumBGc>+X zIYCIMx`GJ?wl&1Rp_iIMJ(ZpvZfX$DW~ZL6TE+@uO3W!YVlp(CO||?If^dgLVZ(fr z(-bOYWO@&NG8CABV@Y4(y)cWOuLF=P)G12W;*Z%h@LJiSQ|pl(jNlFlQhS0wIySXa(L3jg_w~g zDbSz|o({YPFAANv4v*32DbOJEBM3ERY%WO9pd+{&%NnRxcNcYvByc>Bm@y1*fzA@` zBj{?_Kr*V)44(1L5@ogCqgd^ea0eVzt$vWRzkjR-W8R!y4jVbplz!^*P!YsIj*R_P zwvk);Qs(6X#6DDbhWc=ADm{6hd2h?DG(DdFx9P@}UO;eimVB}5&b(Fc{@?cW-*%aO zq4D>Bnw4kBbyRSEgaOvEA3JEB8TnRI;+4k4bG5OTY9lZ0MsAAroK&kW+ux|JSUWb$ zx!ix#XEXBmro>N;iLYv7Kh;Kl+Ks%FOC|E}_uqS8FD;MqgvU8Q&ywdUOa@Zm-Ft8qg!U6qN1>Yjoe0X(R!l1rCa|T5D3J!i<$cq+p z-pva6)=&|Xwx%DwiZI^aV^Xp|kFzAgKxiL4-N)t)OZtkhe?BK7{)At@3+*0;#d;`X zQ=kJc{`9nPJ(xp;I7q0Y&M2e6G1toHKF_LOvZFQbmWDLsCJNfq??dl^e~R%6?q>sQ z>|q!&Ui^gLwC_?>tvWO<@(s{u@T3j5-EfiuB_M$mZuN5W@;2$W*iuBPPswcy1_ z#CgPBA9Xmq{hXGKEs|{`@k=7oPnjDsh!}V-!BWP8RAekGk$F5;tUF>2XWdI$4U;Gb zghYCTfF~?9x>*U*?8awn6nw04fPLh8o#kK`_m?7mpoo-<^&;JiJC-x|pI3aqX}3x7 z!myYX8WmmNg?DIEk?r+1!(e7?=3FLkQpYWax}Zdch$7*!!A;l}qgjl{t?dyCIs^GN zc*jUZNq{|u4$8cN<@ghECd_h>c(Wez)9^w2gF^edh;5CnmKsz^j0<73FH!oKlC?Oh zJ$Z)srWsb3jy#WN+^4s~(3DklJ6vlS>m&wq(0!`6A`T}MkY^bhJy!fa>wd3*+})b; z!KJd>r|vHZYj-Uf2W~aaSo@OSIopRbKE)Vs_ z>Mbp~d{Na{(*_GHlpCK8#BhzgP8rYOS|8GBA<__b-GQ0v6+)$NSMKN-9wd|Cww63( z`^GIvv2hRGaO@Pz4%0t*D!-m#McwjwPsV$U_t|D_^6dLVpA-`ToxK`7f%kGOugoz% z??Boxx*~K7toKxQDyc<|-H8pR=XI*-P(c1hOPWEneVrHfV7!gF4HkMt9o+Bz9aWss zfvScHrrqetGqYMfBdJ(6L?N=XeFep6w?qM>&oUQ|Xz_(RVYhGpP#( zXV%y^)s^(56{=Iro!b`J=tvE8M%w||HFQSJVvIxUQ>&BAVh>kMCYM<}WfnM;3at){ zOhC6E(Z2&_knn1vjf}mL9WKfGsV+EgZ#`RM>oOVGV=Z~XZJKSmoqFK6uxzT%iMG~l z8@2}68P1SwaZPZQWVbji^l`HW*Gp`=J?KS$m&@$Wq_sLwrH0YzQC2+|;})H$ZHl#` z7shR}kD_^T#99=Y;|&E~B{>8~Xf2)%u=}0QHqFPuoATzww+SlD=W+fp5 z=Rd9W#d&h$kwuUgd+asO%hDSVAjl}X=zs2uWtg7qSCH@-Gm-R&=uO{T0;;oWYIvCKCV0RFhIE_ag z5|Gc+#LP1@V$<)E$p3iCpk)|35;%VNG7v#p=A-Z3ua@^XWsjTYPs?=U%fh2gwLgfLv2A-NEq&wZ zH~pJ2di&*W+<+G4IK2tCf2f#*43+18#j(qP*TS&x(*2+yFgD4`q(AD6B1d?1pz^pw zG)EZ{n-yY6-g#S?p+Fu1?k0xIUP;)<)v{|c4LY5Lndjm)DYA#+h~9B_ZGmBzrI*GE zn8SXfgV>mx85`Lr8}XE(oD}Nfu{LaqaKG>S+=2_!@VkeAz_wt>4u$u|xY4ua$S#v0 zARt&GY)qK%RHZ&>&bD_~xtU@~tqOM2N}&fGi_LUQOoMhQfK<5oQ+~Z1ENm*Ci&C!l zGs75!q2j!|;B|1G^fduKHPia^=y z62^>vk##4g;Q4}*{)JJdu)>hCd+RVMcNNykb{jsYE2^WLS{a!ZX9JxXqW(q&1K;$1 zDP-Q8-xjk;^Sy?H30Fzf=ozwC&>uXjt?QKfOe7PZ@yC?;u&9ArtpmXs2Q*$i$k=*I zHhRZN+ z?Px7&BZ9kw()wP0T|2$DOCYRtnRFk|!AME28hh^TBV4hpJJjZ90wj+%ub@hn-New%7b%TG501kJn6!_ z>=nqj8?$pNi+@AnToP-?y(h{#9fWh@I6i#gpXP{vOQE9v>0lnQ24Z*V0kim@@n{Hy zQJ22@p_S&k)W`eR4wlhi&mjW-Ro%l*dCKVNFYWukXwb-aV&45x7pih(t-6-?{+N5# zKHU4FnUws4AaZV5IM%GQZNEig+BZ{Ja0{Lo@N3$ z?}nY&)s@#3_c|O9sP>EolVO$t$t1UJ( zV0-JNQI_ApDri(=oI7BOp@u#45-$FdbXWe>nDEa0xHspHV3Y~Y7?UED0`|RJz{_$d zJcCvQko)}%m9(`ntPLdPe$+49*Jtt$a5)&)yQhZP)d0I7q}I;H&^{bX(PGbq8!d6q zgmgVrpt@G!Da>jIvz(?SllT;IP_rM$i+4I5V6?poljVs+*zo_vLEJG7q1UiLQ!I~5 zFiUnH$GftKajSn@L5$?gR&27w^s1=FP4ZV7Jc~HD<{9i}-HohC&j&)b=a9h`=yRm? zB;|?Vbi-c9NU+WVf1}_yh9~EXXWQAn3GzdVx@ybhO4@2t&jpwLenL%b4|f=%CUcx% z(c$OKwGD{os5-P!l=)juQ#U|m#z9w+nUxHAt1&bWIJ;K5urO-mQG3~YrGc)w%-Z0* zgA;vOV*nTi+&ok;8HU(Bv(z{9;C3g-131o75J(X5%o0ya0$oc)5%$FIexlvjhGT(Pw%ep(AmyNjwT>8z> z&8G9qzcLfl_Wecj{_Xehn@`73(dCI4iz}R;_cn4)0h(UPymqDBy)8O_f?y=bjPj~b za-Zo4d|8Py6Fa6zAv1g`3tCpK0*>run|G&Aai3a9)f&3@IF2vmuLoT#(oMS)PpETJ zBot<$n@i7#cINpPhCHm&1py%<^`DUgAta^?bW49zL*4mNMwkeP&u!nh!UBmk3HmIEXemRQ>SlLUR$h~^-_(s)lR@K%ZvhR+@>m?k|>h&8qsok!kBe5oF z$*pdev+8X&Tm*Ch;{*{(yx5coAzhe_+bu%gXR#|3r0f_nG9-)`!@ze36jd#JrPMx}S%)fZkP%^zCo_D8RVQTN&b z{WkfA4;Kg^&CIy?BwIDC*cgRJ@YKG&7C&~FLei?&kTNE?Kh%Xw)CI@oOSJ7$6rbYp z^s+lqrt+$s3Ql1=AvXVigf`RqJ*eeo94cylP zbTVVs5M@AP!kCycrnu4C=SI{aE0apJ!xZIt$xu&7q?NylqpFr9!wc;ug*oEsej-uH z=wUczpsAo*X{%8lw8~Q`ITc_{Ef)sURSoQQ1+UAVABvqK4*C|c3XHLrqO<~FMv0!_ zCMOFQRqZ;dBgS4GfXxYs?MEH1%hlk2GQhLwKs`(t0JKm~?RXb84~3H*hwkd1M@xqJ zsx}pUQw99|lxySJ0fAsma6jhs2{lGd6qVVk9Yj+^*n^ofHvf=JE6hxkgKccyeBL<` zj@%`-wO{mGq+~1mZONneR={~C_~iQTqIGUc;UD9!$q zj5*0O548N^O3TD$2s4YDI^QUXT>ij?TIlNj1ijTP?eB+nBFGu{KixyZ*O={7Rt8o( z=;Q=%31!I4gc!;^*ioh0x4vqn*}LV^%=B_n;w`y{TW_fjncOb3#FVcU{D_xE=qz}5 zN1RNqvRyTQ21Hmq|7(WF5LOm9Rk3j_D^>ne4U6qP6z}%I>FT5uPQo;|iE-SmF*s_Z z64XRZfzS+<>a8M0-M<7!F^z6x-j4Uq==9@jvpe`<2OoESU!D()JCB3w+nF(FJ=@L; z+rkmE0TpG+M(k31>s|NffSQ<%$|0PWOjgFaQm$PV_DJFEjEwcpwFk@43)qsWX_-ou zApuP(t)nr)?(~sdbH)T&`${=oGpYfxW!WJVNJ+Wp<(}mqvTc;f!p+I93~Sjd)5eay zUq?0^NjZ-;97Dgl=tC8@T;w1ssV#aHo9bwP)G>OCnm&NsK3hqud{F7Co;7jK*B)Vh z9*W}99l8NcM=k!#o_HZzN$D4lH7 z#7C663=M?B4A8@#Tpr+9A`eKDRA6fub#Xzlg*8*0IUXU?QjU`R&%RAR)68D1ZT+uq zoouNYdZ;(chA89_28SgiQUtGR6Dk~5IM%h8N$@{iHD!1X|Mhafwz+Z)y&Qq)aVBdo zJudbYbke1s-=Fiamy`!I>zBt%N2}bAwb@NPcK>y6+9L0L;{`!_P-Bkn+X)xiI z6cK;MN|QE8zfY>W#3K0y>J8DYWLIZC-_zUM?PPCBiNGhqM5@Z~L*rJNuWqT`ZWHJM zsv&I2T3b}X_Xa;`NP4oRqnVpZZ??IM1u}<7#Y76! z$%KB3sBjVq6x(XZVRlizyxBi>sn*hBP9x##g!Fl{9I=UK`qB}ZrX{{sy ztur2^K(9vx{QG1ovW#sxJ~AKg&U~rSCxZ}j6m+8MoAi_GLbwJ0x$9Pm4C9+*dbO8al(H3H3Kt{0)QUi&=JB} zu_yWEv!y%zjvgMFJpGGw_4g5pSX05VVLD4aYm(N6k*Q0!rzG&~9&D?}?bD!Z)EF+v ziukVnJkmj6(cyWZ54-j${K-X2)%$n{wq$)gs=PV}5VHix2_e0jb4lA}PFc;AHTS?b zDqoR_s^kq#%r%s$Gs{JlNdXy5oUUU_?~UJ!DE`sZUYrPM>$caWy`WjmZ-3)IYZ+r{ zAd7qV2dx<(lfeYwhKI%Qtr;u6=esy$DYz}6C$z%-+_VUH-Y=~xrHJ|)(+JJ9*D$&t zUS~!OR_BAS24~)Zh0Hf<2h)8$=P2QuE>n%Xvw57522d6B?WZgg}-C zpezf){csgqwh4zs{`z%bQy2;gJBQ_^kIuCE;*MB9racpIwzWj5cizd99v9bV-?5)&lmEZEtxjv__S3btEPu*U&U9 zOyJ*%bC+KprQQtb(6J+dI%Dt1Q5Bph`%H-Suvs&yMR{GH8-mXv((H)LKcLJJxNRQk z&9m#LC+SWxFl9t&o^NvGcTF$QD((jsmSQVD$7AtJx|@dP$+3yq_wa%9FW?0jS%Z=H zyOyxrB+rh;p>Big*AejIr9jQCAuLeng2KtorTO2NfEt^3(217; zJdRoiyTOTv$n7w3rbjhMD<9-$C4YO(yMgvkQPo(0viB3z@t^l@8tXh#^D-i=ohUX3 zh5IwilUhVak}iktUH(D5xHHqk~HpzZ8m zPrR4f={;DCU>@ZtT21z|9A>jVv)pf)@!&)Ji4rj14$K*pc0VVo+USU}EUG1$Un!Bn zp&1gtu1O1$2AtR5m9?WGZ<6+YLW^yGf4tS+xBuM+O{F2LsP^x9R)_vUW}^*5T4)|( zm1)y>v0>TTt9zO?!rhg-w`XJ8V5pGI?kd1IB?`S!Lu>tQ>h|*H>F$C}FI|b-xR1~% zu^WF}i6t&wK)p#Hw-TNzfvjSnb$pR!oe}5xFcsCC->nwSAXUtFOkJ2bAT($?`MMe= zPC(oIfLe-#(OBhX5vZ7|+8$|A4F%3p)b^t$XctOV%noFWXRF#Yu1G0Z5@1OEOEaC- zCflHqieiI;ao=qDmna3zS;M_NF>n=X9YeHt7n(UPmL-&pQ%?o!zL6<99A@gw(AnVg zuaZGpVH)r3>OvrOO#6P=&a1gRJx;^IK{K9Fl8Pl|EH5r4>nJIg0(_ixY0Aa%&gb9E z_RGQk7>KZb3OHzmd+WJ)?R9Xfm6Amk7y9DI)ATXiC2?sP7HAPZ1_m8Y3^<&qcE|iM@=Z@2Vo) zf4Dr)*q09qZQYB70Q4n0E0haH;|-vyuJ7j!ZP!8W12vFYqq45LZaSS0HuM+fiGAc8 z{B0i;1pjlbhN!~Kgg`cbxz=0_=|Hd?l9*sP-c2y@R@bA!7Nx&^W zZoIG3(5^B(>T(-55hUMQTH*5!XLu8Hw@h}*l-?fh7x-r6#GrWqP?O@_ZZ8ptPopC4bW z!FgvVd2CcY9Q=N5WR_)oGU?f2Aa11vZAS^_Qw}e0$N#LdR$cFWwfG^wkP(Kwr4D(E zpNTV=VM8I@AS)fH$Sx;k9~Q;9(Crc4pfo32er6l`TO#9`Bh~+5QtZ=rz5Yg8ILUU- zNbzR^8Ho(et<9YA;*WcYq@UTd#aj>QkLnrE6!4sNfp1dIp#khmuFUKM-s2Qa-cQB^ zsT(v|r&%iuB|PhK7)fO_nB#=;9-U@L(7UC;*1hecEbI6=x%TjO2T}jcktyve)cYKJ z!uwf*ewPj;fQ8*UNL~ijaGd7$G?_mdzDPoG#l&mXEZ<4&a=0OI=ygigxp^RmT#Op6 z(o>i^t!&KOfAwJWxGZTd{Un?~!b-%N!&e3ot=?gw021abi+4U?8R<5q;s73vD9h$y z#j+uizyx{V%9?Hc@CkrA?timWSF{_G^VHpT2;3PgW8K44p{ev(zmg_f=2EoqZR$D( zVqEE5R%tQsxf19?!39C*X+pznhyps^pZ2vhoiAS;r_dqy zCEuYTBoQb|JSDE)=2T*RtOdSxa&2npna~m&{BK2jx=PNq>YPfsghjY(Q4t>DA3ka{ zoX(O3kvkE|e|WvtuSIYC zjXDcTPb(If$Nq}V!9YrRa$*qWLLXNvg8 z)m9rLr*+)=?XX8yq7!J#Wkg;XJ)RLuC)d{bwP1Gj`}c{p-2=bM8ewS$EE`?6*T%~v z*&K?N!ra~UW*o&?UkG0KCS=YT;IUG90Z|uKn_1&gHI-7z1*=FVHc7f|esx3SgY6{t z`U{jYRzmWhP|WqeLop}oe?{@7<`27l4y2xEHLPxBahnjia5xTF=K$N;r#T6K2BhO1 z%jBwzL0gm3&Z$~P@`SmW1e@-_BP44#E6OZ6)@`^@RuS2+^f>4xzY(&6Hv!&o!ia0E z@KHN~B*Mn^(a!PFRWA-=Eb6L}gFEqW%N##cOUKt+nimK5Y}m1&%G1X~xx{NmTrjFh z0Z&D30^KPtL*nNYz1+@2_XI09tH%M=)xAQc6cMJs?O{LYd)fwDo&`^*0@1 zp!+N5GPbwPLY98WU98jJuCSr6(>$MfH-v}isl3F|uDGBqBu0~pJpCxd)9{qTLmf;o zIi-G=cZ{r`geI@S_&u$f+aA;yQ^<~iibEWjZB7^($CHG$5%pgF^e03(RD!6d|EVl) zD3zS4WS$~Qe%z~gclG6BO`dZ431nVIXb!N^+a2#GhcN?Ns#23lrXpR-8}4t066KE9FA0ce-;bS-MQz*gOKXr z3jz_Q)XYI&qyvFs4&v~G9ZIAO3aB9m0F%4t2gmwXOf*?U-O0W>5g^3~_+TUkd_?c2 zP1ogkkogc1A8G=%k>_!s_~}IDI*|fS76zz~o<+ig3#k75%b@rkX_0xIw95ZL-2j|O z0)f`Q>b!(e9rcM0dp`|af&~Jp5qm(z&123UeJjttup?npt$tDny&)rF`SXWt1#GvE zS|NfN2a;2<>GukyI#IYr?oMcdk(j_B9^ix6`6KJrZy|&f7ietNzLvYAz7=F(Y~kgm zoc;-f)Jv$4v)?-HI-Me~`Tmuk?K!@EyQ8t=8Z&Z{3&Bh{ZJ@GnKqGAO^w7e@^``5C z9K9p|fhMK#xqtn)SktcIA5K@`bv>fXzy`qsj*aI&uBDPD@J5O60msZ@J&fOr$1NQ6we)%DvJ^Z)7IAe z&4%V+okH}?hW4jL(IN$WrNIfx5`rwl{n&F%aX7!@UNqn|z}$~Emd)p?PNi!4ZLpab zN-qo3K9@0!&)|hlx8jmRU`9ux+MwnpqY4-R!*8GX+zWBT6hy=EuymB~{Ov^U0#Yl{(6UsI958Zy3 z*x}{`R(#l6`{z*;L`_unAl-P7_-&18wfwrwo{NTxGtf-1$gc`qp-A&HkuB2Yw$qu)Lyp%pYniW{}WR7fkP@#!`^mx9u!ZHYI~V` zBTOhk+a>m{vKU(@6EJzr!=-|98(-JnskjiA6p1?`qYm1H!Qq_g%Ele z>qwHdQ_uI}d&?)65(;*o=maMZ69`(ZT04~ocJ$dM zr#gS_lH2LN63#zS-`5EPj0M-yJ?1qS!M{|TK%Q*>xixBuaw9EXr2&gon0Iyx+06DL zH{%He)(EDuW##hcJMY}BjDs+LmWssGESuVAzsD#^E>kpbAHz-ATfKqKq7An+O7G8M zFyeKPBrN|VX#Q0}c=KLJJ!_(Sz$UVyps^|3myY9MpqzjyQ=CA?J9T8G?+PUoHA2G%l6-o=P3M3ioZtk!-l@z;O#}gxagm@yM@MYaKIG zqWF+JX*Qj?mpoy{6%4T*dd|OQ=la~|yuWzq1EJW0yAzX6L=M)B*)RNj&*khk!Rr?d ze9Xvc&z8+v6(~?b2RC=%>*LnDQ6<1w>NKVjN8YN@@JjnlVQ=5tBg?t2^Uv*X(CqrF)S0hn~n{B^}CkXakKW81AU^hd5r$LxCa z3!PIaDI@jKcS@~P$~tL__m7-ZR?XE?t{cL%A(fvw1#&XOmhZ$|v_`j73r_86c^2`X z51voJs6^acBvM{Xh!#ItdW+Y-HD4ZF4AP&fl8Igm4sr$i%$m72h0>2`_|XhKHli=v z)F<*UDq+Pnd8q8ZTD?!mc(qr^f8a7Z^Z$;^TwMQ^%afWK|KjrB7TNx}_@_Z5*&h*@ zxKs?A*{6I+5H=fYx~3S8S?(5XDUIc?NBrW4 z320w?vxe+%Pp%J>h{mE!F!qAtt%MSyd3~sb7Psh#;;o3!`+5m<+Jm!umeK%%QdT+l z^8=AI+hv}|MQd;N-cRhfKpYfeD9j%iSOUckB@})!b9B07(^3`TmgBHdZR8m`$x0=n zD1*=e0ij$Bb*o$}Ym(#wS>bDPfxntN&+qUR)#yqySQ(AyeCHy|jLr)7E;*Kkz zh`ee1!UH%yV-Yh&qv@#vfH%MvM$DuAOe-H5jV}jS8kx5JN<)Dmy}l1SeR^w-M+{35QyM1z9cVdwC?k zj{Bt@!C*0xy*(i!%RQQOsoin$YAM}zuy0)niF-e3swJF(r1R}$5z z;@#3m3qW$R=BkfB|Nn0AIinj?5B<9^K(XSkLMfAu*nN}v_?!Np??J~i{;%(u8 zlKDz%2c9?-12@%{-#*FaXJ>KJ4?(R8`h9Ul4Kdx=Be2vMvUX>4b{Pa-g5Zj0?0hC= zL)j3M&dvWC8u&X@AWA`Ghfn2KgG*`TQcACpomusx_^nQasDMw7u-v#Bz6SOQuUanB z(yBs)tJ0O&v=StOuKEDV$1Qw@prmemM<+57d79h_###=-yGD3WOk`8#Frm7iH~QNJ z&DHMg`6KP@X0_u!`QD>0K0nxHF*jC)#bI=6Iaeh(Xi3aZ(F8e_PD5hVx@)e3yL6Lz zv4fJeMYGdczopb36<8$E>9yWt{SP_cUCR%%Y3^~w$&KuBlUYb9HJBxyH@pVmf@z_1 zR3C&@rIgUfLpYQr{2VkbV*Z{?9en7nO)*W-)Z4s;hs6vL4*w;*CVow)kqkhkU*`4} zRC{F?Zka$|Te$hWv)8xy%N*oHCIv z_+&hjdlMr;?ac}CGIbl^v~_|Y^!PS5x2|}iq{)z%>#}qgxV3P zUrX&(xWN6|mxo^nY7R|n zz3J&*X3{e9v_dUsZJH($m1|$AJ=G~SdYZ<2?sA}EK#?J+H6-Rs$vEvYFo05<`OQ(@ z5OiFImfrwC=0PKS6IsL)3;Fvz!_V8;RB*pAy+LTq>nFif)`k@t;*39v)7|a+fuxa% z+NT#-)3Jw|qC0`0p*E>yijH0kagb`;c2s-UX0Xvv=_JsR^SmyHj^pM{98{s9@gZZ< zc4GfTQXeK>&b^_nq1=|tSu&5x&%K4c3I90noLjRxP!l~IG5W#{AJb8&9;6gK92P4E z4$h{kA^5m^=u=G}yJk<0(n6rO%rGX^ZTtR)o|!cAoNN-#2G;9$OL$o=uKiD#X8Ye^ znu+DVJK5{D>*7d0*J^dAA|^y@S3ao_A1Hb7ibR51C&VEpXi+ljRrI68r$tZ8Zjub; z`BWMQiqt4%4rHE3<~3%f%Lx47ba^+S;2{HgICLq$Gc|6;?F{;;pe;rMS6%eMpwkgb zGElG~8Y?45=SL4O+>nfT^`oF{M2R68qnm-$!m<`gKt!0u(x8jTqf{lk&n=t&b8 ziYU-ebnX^dQ54H$)U@1-29q(c{QSUg`rV7LryHXcqgb=pm!Unz!>h8%e;;Fyv>k^;#LHHdB^gituLzRFM~et z`X`{_Q>M5Cb%VFKtgl=t+ss)_l|F0*5_yQO8Z^D`ABol(e_pvGb=hMCsW#|Ne0yJ% ziD`+WZUItqY3UnemBtE@js?V?I$hHa8RU_VpWM}8&topkzld;*OT>-@&8+c72s9Li zkucGp%8fqRX`MrrOU4FP~5rwpntb0Xajn-Z3G~6-yi)8!L7)&E_Yi{Q^ z83@aeEqgP4-(6H~XOhZxYFj7AA4=8=wPMf-?9&Dq#IIE;mB6#z751Ikxfpd@7SXmD z8OfCWt;h9pY%l2Gx*RAJ&Fo$qTGR~L{zyM-nXBDCB5-jDaviVQE=Q9o+F-Xt5lpq# zcVy(BcCh90c8mYsK91t@ zHqn_`DJ&xYY5oJIpU%!o*R!*TtSUsy)tL_`qM~^pHFzxSy3evCDgf1mN@w;k_LS&I zWGrnR0zvjCIx?}q(9EFx=ot(G_ba!LUVHbmNX9&N5q*uf0o*M;Nua>$De?>c9SUY6y&6=475QUyN{e_8L&*yj=@zDJ49DITzbe!iC&kiwfGjA&z2vUl zqVuZJhbM?@Yj(u*z_f`D@KlyY)hcRfmar{3uY0EhZld0h6M@(;Ghio2*fukG#edfL z!WM6181SpA%}Fft^g*xA!DwAPPxgBHU`_{ZEm`d31uu9tyFHNX|B;O32Ub6{?z;;`=` za)dd}x*R^t!H0RG_kn_#-G6Yc!hy$w4v8kp7PP3A+`G=#Is zF%BalKtt-AXa(*2G)e9~w0qto70Mv`L)*aq@+%0`{KIio5P2djpVTS zM%6HbNB!D$KVMBgcU?w8C?_G^_NKRP z9z>BFtLgHfAgHTsRmz{)VRp@f&?Ud_Eh8D0;Iz0ck)$HT=W}m_aUFus>>{b7sgu^& zdN+0&Un2P=f8xXRwhzU?mYjvQifAi5Op=S-?)r5OtJ%qgbt*sYKW@YIJ+B&*kxSR_ z8k4G9+6fH@t2{qIIP&j`Jc*P<6b3BA`^uR5J>?6SylV>;o{$*3QpHBANKcJAXd<`0 zX{oyoEfM94HyTVt+KcVqIcM6c&%_6I8n2v(tgCO15x;@?(H~p>38??Yk5=}uH(^wl zGqf}@a{dpLva$XXXO&zGo&R;PxSgX7qp+}@yA~%4I}r;rI}sNv6A=q1K!;Jn(ay#G zKYsMzJB&(<%8mxMPWA?lCbmW%j8ZVpjxHvQB1(*+CaxAnCW;cm{QQiHCQf!Pjz%U< zf6oDWAnE&ji$8;0*pL3i|88kim&m z37k|!30wqJ37i%6SAp^`HU^+rTgY*ke@Fud>wl)os3$ch=Ci!e2h3--D)~FeA!lQV9B^{lqPTas|=@ zvyU$txeg^+CSi9nYUAo`XoX)1&7ijo$B{ZfVgHu)pl`kyZa#3~ImlJ|;=14R()s$_ zzkBaJJ{W6vDDL5w6A%zwg9v~@**UwY-9Lw zEIvd8cG&)6Pi?FUWdoYD7}4;3h$y-5Snf*>fNg7}wLABaonFs4Pw#4J^0;WcYtU^M zKR<-1=8d-!YOu|x;DMVoK(+zUL1+(0@hJGxZ}$)e3D60A^ryY+fA=!mwAZSk`}kB# zp!?A48LmfySBFjY&>y$!t}_&1nec>i!F|jHlIlg&tD&oG)*pSsIH;M_Qmrf?mGMQn z9f@CBjEGskM;x7Z-5l zotocb^B6C-{>k;e?iMTsw{)Bmyk|4&w#ashiDX4-Ga7Qm{_XA^QCyo=*T8K(?8DAA zq=h;zM&v|IQH7!3Utn4#U*VzK|K@H0Fo0iTF7%yP9)|LE5iLHHRqbb}HOKvNBTpwO zTXR=&s2ZXi5&qsx-(CIAzx7PRn8Mce(4lL@7E-ll+_QjTh&`rDeEeuWX_dRYHodnd zW^KfzyVdn^g;t5YKEq;(>zFtc+xp10Z=qG&kZ-BjKDv_O`01fD?JKtbh)~TRmzmXN zrn=63wMIFhes9Y)AYMsx2c{7E$PA~KQ`%DTUSqL_D2w6nccrojnm?`By zXOfwcBD0*HmtyZjq6>^#0}rxATwFJsLM^IXIPvS+by$;B%D$gI)xBM;-)ny8L{+0b zbO0dgBi*6Es9dSvd0Q0iQ!K1Qvo)jW2kQ`F^#znmU1UFbTb6hsAy>Fu`v{C^8NF@h z??WDA7EOGUHQFC6BkR#`L#p}ft%RcJE4-Ff-i>i=_+-phHfng1WR2eOA~`)|8(^9p zWpq(tPC6d&2 z=S$8uR#)<}zn}>-?-S&`?rg_SJlqAAy1b-AJv4^#Jzr!upUJDMbr3Jv;4?8BfiW*m zeNhiq?e3UgEVGojLBnsS#?n%Lv~(weS4&@XS_FGYpCZLpG3PaL!RbY+cT|o8bQ_2f zeLC)vH1O7R6^L>^TpHdSqX11xKAH&W25(D^KGaxStbO4{J3s_`P?5&%Ntgqt4+C?{@cdlBpFcZdY2#Er7Dwaz4Mc(PZZ(P)rK@O?bl)V0!k&5sj9oD_DI# zYLo1UhS|ss{>FKzpE??wr=XR8az)AIHR=}@D+YL4ec2>7?B#q^bBWIo4wH-&$TRjj z%ZDz1Eg7o34jn~Ktel1pNz8f#a}cfEg=SoVQ<;s@QuB0W`l}Jb1bs((iN%yJCyd>i zkxuTlkveDHsL8gTQT1<#QK7@H(c*}LS`)gu;+W=o1jSB78qFha7;QiYlE*1 z4lcbA8_*~ftoOoJUAvhxRDi46HIAhbddMAgRc<`g?KqH5j zsu+FB1=1CR_rsVPnUi_6EB9x4e4o&#I(W^}OE_)E`7Ig0eU$A%4uDs4IXWf7EKJsf zm6aWP+aN_DigE!_in>pn(g94QQY=zvL->!RR3}6R1rBv@l26;}Nogb0KBnSE(s!`eT_rS5U;;Au>n0 ztwA2y`l?H30;lYU-}Gthw&pOV$vo0mk3pJu`WP}wV2xDzOt5#T;NdXxM%ciRDcQeAVQ-nb^QP`RgBJ*6*Hr$iN zUie?SgDfL=Jmy79$S=31Q`SiT=906{al9E6!_L|XZ$#l$^0ryweJga0#kvG|7^-sS za3uv%nw~$#{8bv#gvY6T?oQja0k&xV?DQ$X1+-Uzccdu*Lyus693hA_1KesPu5#k| zyW^t?pr817T=7Ohnx|wF^+Y3=fo)UZzgw`F6F6E~>{SOS=I3G?YzV%puR=ReBuz=i zEWgt244QMg+?TEBY~6~*<%mEYYXHkOaybVycbd#_U5J}+Ht|i^lD=bwGsapk6*7AO zPZuOE39F#NDWqRSY^mRJm2{1aYTq$XD6oDB=q^@trFECnM6=E`?ugaA&83xB*EsuT zK?u9yI5sc$%p`C`B8d_Tmh=%v_X%^f@)7(X^<)`Zqr5XI^BzkBtysqk91NxQv9QZ%ZGNmn>s= zkUuGAa&UE&a+q zh>OK$qa}5rJ5pBFR?=pvZv6K8SI1#hiVNzW7k|ZVvPPsc6C!%vF@(O|z%HaWd)0xC zza2GqBmCHVbI8$`J``VLB+YhDYviYYAh9mU{mLUyiOqlq!1eLRpNq^7a;?vL4V=C> zl}tMBef(l|m1Qditgk|~R(pssi9U;%V zb82DKmFnO(Mj2pjK+_ES8f)w`1+y~hkoRH=f5>9mJ^>hT&pF+#N>7JRp91Q+c`0*i zoU>Pay8|laE^e~AoXVn4aYo0Q;CV~&bd_=fwvW%9(D<|FL!I7=;b2UE%1Xg_vPhLK zIM#1inbfEn%d4|sX6qJt$`%}2dITIs%uC$Z`K1GkM1p5oniHZ1uaNz2pVrDLx%`xa6J zF+i~=FL8mi8E`k;))=(r?4Zq~Lu8drfST9t-r>k4f0DV}lGEv`9`c0>hq)Y1aS(oY zxrHFHCmThwX>Ep9-G?paw2`e4tS6^9v+;Ehycd9Gk%)C8-;&mUZrQh+!A>BBnjhwG zQos$5CB=1uu=bNMXyHed>{9G*Ok?0u2Q#K9#Hd4}JTFP;;9ie6xY{WPaV}IMvU;w4 zDPX|^;rB7c(%&zo+y`ee<=1VF@8TA!&*h3SvX;GEU0;wF-5$ZV5pwGb!TM?YIt47V zs|I4Eb*7k$b)!7LP2&=mn+DN7Lno_DzN09H_m(&EA%110Oefs{#`eD5$Qi1~BiEmf zkhK-_&koFsxwLb0Q_u!}Qa|gaSO@o1HN0&qf3=Co2cjqUX@Uv8je%o&*Nu6%wHbz6 zkq1fVF@snUSWMgY#=VvXg%K0V?fVqj`u|61#cxR-s~Kd{3hy=%6pc4ZRx0t0+ThbMKA8x5vJeIH37=YT;|WoDC+6UeYiaT zL$w;5Q&{7M_-!On&O5>nIG|JHgHdYkcmi4Jd=5Lh?2Rj%7NSjCD63P%UN3sH%ACj zmZnzhUYCSbCO((Hy`?MGS+EjnE=i(`6wULQcjAw{OrjtgLmi{cGL2Ird?gO}7U(`f zO5oN+SrG!t{I523g3M)tXft)7fKUa4#3g5yFexK%PV)x>%~G5U6Rh!E+2f$4E#6&r`B|nzd}* z^Un<_%b>D7XzvVRh#5IZE@P+JDVZ2#N!+8f5+$h*sz;4N#Hnp%3G6%Ftx%dhtWehW z*Nj{FMhsr7N5|1NZDskzcXXc5vJ%6l^)(Knyj-Fx>&wM9CheS=nHY`Z>8;)39ej3m zxFX*j>SL;a?3Tc7;-q*^QgiL=5wbuTmjIN%BVD|G14qPcHY%MCyVOFL9PDELT}DFv z48%O2anY@ETE8*Hx5gwy%Iw<)gddxCjcSoZOPY;BF}_J_X}dxs;tA9ipT>cri1(_GvHi`{AgF|djuE#Ec>b= zj5?b~?I^jwET%{7#~WpET%_5#Yb99YQ^emikZHFZ1)o5w2JjeG$Lub-Vv6J-Fl9Bj zU8oo%I?Lk^+11eqo1$fgN5+G?NBSMdgcuJ7qb_h%>5)Ucf*J91x(?_8z7Z>Wo!AU( z15pc-UDR4XCTugEoZ_8WZ_)`^W77$|oS;3}yl1068T#GZY?CK+?Si|h(_)5;K9uL& zb|rJyt~|_cFGcfm==dEIr8tlCyYJ}c6QR?gWL*lheP2&9DG*g{=>aypI<1HP>w%H1 zp|2;-oc$9vyu{;6m?X1>kqku*f??+f6GaQWdEgjw#d%?C@isf@`V6b_v159M3gAdP zBS+>b>ztOcNwUX2@W7JOSO+qO5vTUQlMygj^TnPTd)-J#58 zoF-!OOoKJC&&Y2oSp{JO_9|TyK^HQLBzBwbdX?l@1j87HsyempMEj3~&2FoW(#20r z7cAVaKxNU9>Yi@K@6g5}czZ9+^kH9J>Vwydk)BZbyypa0(Z@VZAHg}%Bab~AF0LC% zav{{lCKL8tf|jgLqN}D?Mr8al-?f>i-^8DYp0@je|72Kk{13y5odv-3|72LP60tF} z5V10I5wUSG|98WR{eK!(lT-8n_>E_!EX=%9vh1(b1|eZXW@}_v=Qz_~Hdy`N=ld%v zE%TTh+v(sqI?-&~E^mY7T-k#)T%WPUT`exXwbh$l&~T0HqS_{x}sH9JmXf|%by*(cJyuQUz$%XTaQTX~lGkRLj)x-2>>RJbi*F~Sa%f5J9U17lR zf%~c+x3={(Z!(LvXjbdd5XQE1lSwY--=~>EFPrC~-|Q>=W8XeZ#eXQ^e*~o>nCjJb zh}10CKY2lMa2#uT`dkL8DEBt+(D|TA7DkSwQYZH0(hnM)c!q8;bC-2T%37LlFE5F$ zu4~zyd*lXGVYBSmE_By6|517+g{nF;Wc(Rm*%c(~dn~(*t?si^Q?B)6Vac}ht_}vL zbkYAJ#~#t*xBQgI&0+qsHaf9HT(h5T9D6#&7qkdr^h)C zg#If?TiQ|WDck21g+YNPRgf(NP5>;CObjOtq#>N)#jlYWDr(0XjCQN4NgaqaBixQU z|1}1a84NuK%EomzpQypq(1(i-erJuZ7LE{Q-7}g@P?#ZI<|R<%brYT+z0Ya_&aaK# z1rJ8p>rtZfIfnEkVhl>Q6rp3o2_qD^}W?9=W&NLsfy`XCnVTR{Jv3 z#mRs>)IAJ*zzGNRYsHOH{0hifd(s@_(VwdNQIG$V)3 z;i~!b)x1Qy>@+h!ITlA5)?8O6~jIJ=apHwK2_WjONzn*1fg!?yXP{adTa1*KDp3So(I9il)^BT<9*9ngMm&&&w^+%2$uBfs?WH&&Pfhg(I-ts+&w7FM z_gwv5w%ap~=mgJfW9#mz8Oy+)LA2-|4HMT5=TL(xi`GnH)=Gxj(A9gm$G>4pnmBRM zx$gFxg7;jEhHM&24qrJQ5##%wV~EgX&i14tRnkNfCs$vcF&B}XAvsJYYbZ^#6}_ja z{oTjm7(ieSK?CP6(#4OoEo)W5{CkTvWoPc=Jh!V@cn~&iv8>iELoV}-s52*XLKh_V z#zoc!bL~13vvoq73}&kI!$>jE6yBM6r5r{~XghvpV<{2=XJ4sQk0fwrjpkoBeFp92 zuWc#JOpdAggo%-mmg$9<#FUg6ymwyOiZ1&joZv2Uh7-B@F>K-jn=XVHh`iS@b-(&R zv{K%{`sR8KpPle5hB{QatWDL?+pdj1a92&wzBreRr8wrAWt3CxXd^pZ7^anx*gUh- z_q19|Su}TBBj&qTG`KNPsa18)>4kACS*4C9Y?4yX;4^SQ3>=N4H@~BB!g!Z>y3obt zZ!O7j=uuj;3*}ko8aR5nc>P zaMmZ=^1o5kxGOoloHP(yU=h`pcAStb-_js@P$hm^Taz&4R9xVL4|CUfJc>YrFEa@B zw==$ZS?PY6ca_f^_(4qii{J^Uz6}wo!OK>i`Kz+IG9SL(vk2qbd1c1i$Q`KGxi43> zxbh}->Qp&!W|BB%(%k&I!ARslV~km9BQW7+ni{ zn0LS8nO(m~=}NC&;H0|QS+kaCfg@tdnr-0J>8b<)xDVjR(9?5`>?)#%Kg+*BT2Co9 zwVx8@NXh7-JRl9JI9V>Rnw%N3RdVjE19EL#W1~sRoNb>8xaG+G6GjV%9XA{&4U{gf z>{`T(TYXh5_ZsvCJ&`kRRAGq z7He8TC8%D3QJ~JiWTnjpwSKo)foqrAA8tv#wMcZi6t^$vg?|d83Sz} zjeMT4)Ed_DVu@nE4hfRjK)C}ih&eXG;x7T&+$P_KD2+14^X5RA6Y>g2 zTwOz`lrfNx3UX!rgy@hMd)lo>!T-=HaPvz|!u`}?ajZfZVps^8HF|duS3`XxkB8sl zQ#L!!=dTJnvfvYI4R)a1mkZt*CSZK=%Pr-)?8E(4h}2`t6&}8fEJ4jL=P=jbnohFq zI+6ufHdzjGX^~UlF{PwGAOq(3_wb7yB|fNIi-@3vv=S~!gLN)DqpR8UDFHYayX{Y%y$j_R_WM{+H%YjJbt%+Yq=@SbBU@)HG799j(4h_(ou2lbauawZ^{Da(KvuIZfveK zOMM!himmDKe~E9xBL9EXL8L@PZp4XVzzK`L7=wf~?v_V!8EccYF?zR`vWIyxG2Ou! zF^*GWRtZEy-@}azGcIYEZhB-*@SBGN%&1bx0Qr$hk>>h`ya>U$L>(fj>kAMm&pYMi zU|7RAZTqM!upm8f-vC=Rd$F5wb2g_n&3--yu~^`j4y~qLMWAjH?U4ht#*ult2(Anj2Gsl#?=5tH%@dasWiyfP1upp3m3>^af$(fDi}ln z-nv&jCOEe>?uXWkBTgz zeR2k>SS!7^G%E%xCj;lpE|riY2T1r8B7ozTq{y&*YIn#L6D)>K2K>xMSpY3n4x~fMH@n}zPO=iLS)EZ{c~xaP+UFdN`Xv^bv6X4y_v@+ z5NI6B&MsGQE4wvJ*%=!3gCxK*QqBlX44gmSURrKL;pVNjXf}8iKgbrVbF9BxXV>L^ zR-6#rzbglM{7;Te0}QM6$-iyeJbVXE)Az$Amv@$wUA%#GvA`!ngsl-|2vqySQ(;pi zM{tBpibNUK-V8=(8BnW`FbiLSm~G+YUVBqC1{bZMntu)JclKF*G>P_uP0}JVWQeEn zVB;ruVI{QBmPEH#+16)BbOqvho`)vldl{}9%U6=(^zDnYz6mj*5)%XlI9pYi?-Kh{ zYA5-zIa*WwtA}l18|j&?c2^UNbGOrP3`mR51$Z`{gt=#~Vg|g98jmw!$fhY}P)mt3 zklcF`)XI00!U0T>Nk08|7ZA1F6_5Dv?8dbvx8)q`d3WG49=28*D$fxQNguMFpA2~7 zO0SzuG0FlP1!u?3!D~-{UmzmrP1I*Cq8X zojT&?ZC>IhzMM8}mQs;V-mUi-OX4KDRH@lJRkNO%_05z|Ayx`Y?8>IC`MehmT65wnaKQ2l#ahO zDO-VzcM$z~M!?q_B>6Uq2;w^P-gTsP>NaOQqMbk>n7QIvU94``a=P-yP6mPP z$ITXuZjCo3`~GBj`TeVyVXz&7VI+nWaigj~{KrPuUOaSd(XA*rW~*@10?1g~^Pjag zbcoAS>5S$nTnoVv9<#nn&N=(C-=)#dix=V<*ev^ z`e~v&t2HL&0#R&}kH+6}8`^T(Cl??OrZZ1o?|B-A3}lTpnSi%Ym`VHyJa8CTpvlqI z`FSgF_fbb*hh1b(?^DDAA6{WcaFia)*XNF3u}<$bT}H95QUU_O+&Q`@+gd2E=pU_a z$5Q-+Hx1B@r{~R|a4u18b!9Rejs<=SyyleOoR2BL_#(W~@srrF<0nmHeJ zg)|>EAb`@D#P;UwD2MD3!>#U>!^jGnhqbqKDxaehp>;yGk<CN#DB? zqe<@1eaERNzoXHy=UkGQO2atM?n5dj{e-hEiL5V?H6SSw`nP{s+1nATT4+fsrgi0g z{)k4S#!BUawgF`m+|~y4^!6R+VW{H*;Pde`TCBT&{_Ai0H1H?5xt~^vwP|ug#s1Q$gQMd-!q$KYz-fv+H$=d zF}qEKzk0*=vk`a|uuCwPB{uz6(%)-OH5A9b8bM6Iqv!KU8@`8TXLAf^O&DGI2jBBp z$cK339F$C`vAUOaW1z%`M^pS#ZLuAhT@mu@)Qh)}DRTRk((5EHq26AyPW`HEiH)cv zL`Rp-qpJDq?|Z0tLeEPsIu5^oS>Pb5PC9?-bO!t6^B#UX(D8pRscSPdU3=W(WO*R? zN=(I2?89XH(9&IDs1kIp!t;jtiXal=?1S@rThP@!zlxzzRG*toxi=#b3b8VT=^c?M z1;={ao}%N;-`ybw0F(w1f8|^Fio^90aodjMgaob`N96HM7*@}l3qnNVTv5XxGJ_FH z6!8m?URZ@^9BU1g&29@%Yxim4q(hVIIEANXnK7h+@jCrRyJf}975UdjBx-)j%4=Fa zuTy;>my>}DUPQ1bUPj%&RrNEev+s(S$>bP0EyM*WZO(H-#~k&8S0Z=+Hrw*$C%d;C z=6iB+q|dkN@%Mczx1ahK=%ZgU;GZm0z&}`~?Eg>i__474+cISV0EpN)SpU0a%Jn}j z)9$HDZrjU8w0H1^;S}R>+j%gkIKw%F5-e}vBa%LPQ^kWvk$9{4q-z=5+snHF;3+^7 zXF2&8$~W0}we_{nLg9AprO(oA?B^l9-}m`BqTi~n-)C+^?@{je2j}a#-}uv;o5joZ zU8%shTZcK z?e!CcYG9l=PRyQet>q{p*P?xmSTKjesq%6Kc?k<17uK9>Qe!#ICKsCF z@bOCQ*}F27?d&|2TQes5pYITR1pDgF6HW?(Pzt5Ev2?++7EEcXxNU;I0F~eQ<}t9R_#1 zdEW1Szn=HkU8`$#cm3#9-L-0;y?33{JF4vuwZne`F{Z0=Z>mtZepQd=2Z$dVizdCV zx8Z)hb-R_^_?2V?7{R0#90M6u>>PajlZuU?Cg8CPU_VES# z90({5=Kmi`1cyo^)4-EUF-&@e6PE!}(fd`V{6qR|uD~lDWQL)HNkBnnMhojW%gA4d zdbex-B3WsxWq$By^V6E1e~d`Q{P?q5$dFd(os5twj$SxI(+)Y9=7X@dZOhj z;!)TdufX>b#^n+(+@>9Vn}POp8#l{BCRo*iR8USWdbUKsPNgP}TxAr>QQRM50p|cd zssjz-0R~QLI7+>%6I1pZBeAkBnQ8abcwi|tjsq1Ou&^sBMsNvp)HPn~RC3EYNICcCKpAvb7>f?5Ai_rWbR7q>bd;bA4{}tA%x|Z# z#-R2TIqNVpHgY|KGTw}E$A&6O%9L5p>RHq=fp@{|vmeNPjCpK#`%f;h!&h zieI7${gSr4WX{gh1!J_|3W(no#cu>U?hew*9o4}Ux}J7RnF=x6cPR4APj6@Fdc*O8 zhTbAA>>Wk%^}j+aesWY|uPymf3co~U^3Hr`jEhFNFB;`6rf4pwavpp)_%*$0dKM$@ zxgrANO4$4K*mfd+*Fz0jV|AVSJ`v$EaUg|AGbe0pZCWJIl)YE zL!IA>wkI(Z)d>&!X*|#QuZvt1Ki8f#_gVs${vnz6=6;bxI}-v(#mvlnmOWLtaFXcZ z4$5SN9m%?q@jSKWW1`OWfn*6Mv>nGA$`TrER`C0){Y{9QwU`omo0DVP_pB(3?!Z&V zQzl~L-wT;*T*RGVnIq}KJ{wu5vi0-x>FN(HaHN0FSs_l5A)I^<=>|@B>01>VoezAA zWUq^OI*NxDm?>NSWJaMkQ|KP0P&94(dDcHI(GMIX8!@Vwrf%^tDXA`kPTzlyG6_B# zVK`XT>MMGIKQ#Cj+4;v1>F33w)pDOchoP}A zv^Pu!FV?%+t7$pusoC-Po56#kz^wvK$e8O+rjClPAyuuG1oK*lPifJBJ*o_TN6&9E zgl8Z95oM>i5bv`au&%zfBt7@!IS}q*}Sug;Sl&(&p2{@HZlfOd5_a;Q$vORn?^y=R~V*;Hq2= z<>*>bHo?L!bgnF6DZ>EnN@lD1%fsA4WF5YqGOe&`#l4Q2@hwbei9McK*SNz^mokKG z6&rCEwpO~|DaE7m4^vsAB%;kJw0P*hD&mNvB+s$ubeaylANc26_8KQLR6gmL3=~Ba zR>&iMKfdvN#_Fi$?;83&TlB3jg?Ec=>VvoI(NfSOsV+{N;%~}fv}9!WOPK4 zdH(SjD3xJO>Uz;~NFc76ueYi3V0qv4nJRMpc%{-Y>r;BaeerLoMdaozOPal1NooT8 zcCvA$Gb*3TvQ-@aO`ajaz`^nHknqmZL`k|liGAQipQ?IO*`eniH`7=K-odQ(khI<} z(AR{_Z;`)O``=FMELR&nL{zJ$oxzim68x!*e@ zsNp=E3OycL3++$Uk%awV@+IY>-bu(8Xu7D;1qMG6f z^-P>#?T*F$p!%OVKT=1pRHn@ zLA++;Wx2uDbBjxDzjwmWl6GWlV*04q21!lC=!2UC=%bt3L}1vyINHP{UX(M}X=#`m z8eqkh1h?s@EKP))g&WvXp=LSs1Iw2_C=8NvoMs(_tz#58HYC6!l6>1VFp3W;jy8!P z&Gfy%F)m z8XOgW-Y&qL-5y^jv}!dqn-k7bv5&e1GN$(A@u}CElm9}YnGcRop7k&z9K*3h`vrK) zO^U&>^n$R=*}GiZOSHF%Lp-(qqpnSJnlUlRab+-&7`fpvBQgSA7dh{E61>3!EjFk5 zBSLiq4Guifr}?WW#HQ#!KZUooRh#0;{iu$sD##IVX;R!tv+z6Nv?zT<`>Ld&H~krU zxOO)T*(lYtlgpLn9U~~bHzh~U=Mjgy*`HAay>%WHuz^KW$%^{K%(wA8&z%QUbC;U( z`#1lJR-z#tRTG`8;USs3hUm&==6jF#ht>}o&Ng?HR&o%hHRExanehMm*gthH3nm6= zabQ9zSt=JyCU=wYEsU1Esy>F2NW&K>W$!#h#|_<`jE9yOM3am_D*qSiPEJM5c2soh zHxI`&P^|I_Jvy}_Gak5UsRc%6SFEW~pap9&0|myvHAWOu;zDenjZ@S1F}7Bp%c$|z zo}&W^LcYsMnht*r$s9kp_>H=}HTLJ`luqm5CelBuh}xBpNRqlGW-VBS?Itmw_i02{ zMpur_hx1@d($gWU@NaeKA2Amx@*;6(Zj7J$3b%o{1R%@RVDYD~D5Yng5n3||(0_Xf z%K1ax6JVF@5@3hj69S$u!S%#m+CuU@uS>B%?ZjeKNKqS~#DR?zCe(Z}Kb1X14GPv( z?Ems&U+pok8WDHt*e}MhfgfD8IEB+7nfMO}@wXbL(8nm>maxgmhe@u6dCb1RtA?w* zv(F+L_QN>^J5gd!dko%r+mt?VWM(gBL2L$LVi4~2O|zFwmK6RSv6dJ7f8B3A`Tk)Y z9}{D^-i!x`d?PT5)i?gIOYZ%tWTel%^re4SVRBM4dCf@evA&S5?=GBSg}$#>cS@MG z?}gzpx_mX_OGq7k8b#M~h8mgY$IQge-W99o4_U<1hVy}d23wUP2BOGCIZ48oq38Lz zJ5Fo<-8cHxlFak%B#x}f`7U}zz%JfliMcA4zGBr*vfe6CL`4hnL|d6)s;wHj@~+HF z<)Rn#vPQ>Dp|6Epk5Je1Ide0UEdhNkSMCWBAKlRxj*m}F4v<-MJ28Rtx3vYxBF@Ar@jJ;xKxx#yOLObW!h8keZ`Sy9t}}oOs(=JP74}^Wa>$aLpbH{5DJdK=+Ik^PSqK*TF9MqIAW)nx z6)|{V(qcAuw&Z;Z@C{F}HNBFq=c7qD81yUUFplpAdtJKa2AS%clevC41}nRQ(=c%f zHkpTPG{%&AA)Hgq^fcVQqsQOP5V))p-{TLm{&qe8;N}Qsb?Pr^vb@{kkM{mH{8^H` zXtdWK#h&B+u4Z>o&MB@vG~2otH7}WM(OW~TYhAuS#yR*M_HmK!T=~Dr>n*>Cm<=Nq z?M1C8y3mRqpe>8l`$&amQBHe;F9tQJ_tAnOmPMooJT=$D+XEk0smvI51Au@-cT8&{ z@+AScFwC<&PfNgbvNE*5D|_R>%WK#ZMM!}T;qC)DS`>l^DIe{H-x|1Atbl>)s5t_? z)X{u_iyp^^t^9RO^Be* za|4-61o>S(2fJ355463GyTHXA3hgyU=$#zYt2-hstZR$u3~3elGxXg|v%kBy17eg{ zJIUm(lnwNzr*3Huyvde(of@`-v!}TaZt&LCOdRd-Ha~Q=yJ<((A?hws@>S0TIcc{U z+_%O_+I_(!*-~rNcQS6tSMew_m24j6Mlw&8_oVk}tLtlf5O9BTyt;Ys;5jNabQ8dm z<+F3Vym(26Sla_^+M`4~b;S?sZ*W$8o$5?EDtM6#60CFNv4RF8k z!8VtGZ+BPBt{|%x^))ziNp50D+NKEl`qsX8>pnq(YwJ%kBDAf)hwc!j)Ur6uXIleD z2rVVC?Cy*?6{OHyS+}jBW}|3XjBhd9NZF%fFC^uWBl~Hus;d)vScG-5%47Ps3_RsL zBL5Cp*EYLdsHmz`E#w^5{)nc?C49)T27~vh*1@jd07+J}vwy#fA-CnGChn*j#ODyIJ#ajg zGfgz6UtHD0b;jp>YT2DTcmHhf088BaG#i|I`5gzIM&16cpGM24#}mj@c^4FYA}Y#i zbpIpsrU-8g(7FJgI`}A$SMU3HM(TCUTj^ULPM~z@O{ps@vMqkoiJsZ5WZYt~b1mJ< zYC^%+?q=dgA=d8Ze;a0`c+?>8Lc;5-_Hn57v_k6U;iB9l(^oB7Hk%vjp(&_}JA%qAG=53y;iYPWx#u zi0Et9b_kvU8Vi#=F~bzM!Dfkf;El1?w1^E;ZI2gh8;Ke`wpV-4Rfdi9C+ucCj)>J; ztFMThUa(##Lpq2%CGNpDMXBg_GjpcHWh!1Lblyb!93ON4bcRqwUD3Ys;EEj~Qv*n1 z*i|cqdg-fYun>u2YWYr&U^|3*g~JJB*q=)2qKc?QwgP#)B4qbtO8YcmXgUbG`X(1p zEcv%l+cTyPcuxA@Jf&dH+=4znqULKiRIf=tDtx>ZI6(kqEmYL%%-~db#r`0abQS~e%0`!Z&aY- zt_(ePFPChZkkwf{$tof5+Y-vYBK^+F4k8#u{nQEYp=n+(b`8L3YY2eKh1uFHDMpx zeWim;)P?UknU{WqIBzlc6}T?w_(vBR{p&%Lbs=e6bjv3+rY_@`AR+S5=%&0%3m0hc zWqwC$5nZAFUo25R&i^iZ=HTQ0f3QTk+5f+?XKpU;|0;Xt3E;hFzVpjm|w6nS55%1X_#vqlFF*YWLFdY&}Vy06bY z^RcnAx$0JU+gSla#!mFax_q7&&u(|RQ(t-B9%s+@-rpLmYs7~CilvCXOTRgJzS@-6 zh;_X&h}m3C+75Ofdv|sDXde62yqeckRGD<>ih(Sb7gT{5bM-Z$FGtSRuaM-M-!m-e?(2?`)t^@PxFchV0G^4}t zR9fC-ap9~pP&j#64J}H8&J1%)XZ0&|EYCImOpRGg{Pu&|2aL_ghK+@e=ku|=F`s8A zEL|ZjLos+CH9ft#`04mxH>fwsEkj4mt`3;X`p%=^zbvdP@;86hOL-y1>$Pggad#+} zGrIZzE-h0L6>bN7LwZyhCDHLSiU)o+0Dox{v9gr z$y*8hS&s8k@!FH9hrKUQ=+;cackI}hKUD9opWiM)M^Gb$tx);a@Q6gzkZc8oUQhsK zDyeqKqryT4%or^S#$P^?-t0PwN~qzkc4g#hS9*FZU@jDxSC_E{c0-?)nvI+GrQLt zxLs#yWONd-oUycM|0DL(CO~F}Lbgz+B2BR>z|&*N#+?tbPe$R#ZlWrMrCVY#MA}PE zz9a%BBQmZJXC?=_#THXLFO4|b)xiM?D1sPdws0y8t}OcG0FQKDiPFY^HMhcd#+9Hd z*N(nu?!G~!&UhikUPSyB!tbTh0-l|Y6m?9aYgf>JBjZGt)nTId_E3O%B~9}j$(ub7qW9u++y zIOzyL%RX70qI=aHrN3E)cMU%}5Nsq{1E8B#Lj?V))918G*A3b$)Y|CIR<^5k`kGtK z>83MXC|2AOT?TN-JQY?3{1jXrCn7K_WHBc&Y8Go8?I%9k0Fif#vm_c4C^s((8UW6! z;8*SYXYB+-8tJ+zv%f*y`iP{)^b5Xf)2tji(zd6GhHb((h}K17?2_rdAOm`d=<1-eHH`9kyx{vaeO8Xv%nI>ZWm8hWCuG`5U>63 z`@IO8z7TNj5-q+9nS33mAGfm~&gfqvx43+@cQTJX>twHOn~1G#L>YIEDyh6H1SdoE%zlc-fZrXAQ2_>e1H#K zPGW4Oqp()!&_qkKn((8m8Xf0)WqpTgR5%E-@>tzY!TQzc(c0~W>mVhla%5^E+{Z<; z+B$IQvrfiWn{mSa9TK^M6W3h;+-AQ#{804}S4w7gKXdRAFGq)WI$s!$3 za2ZPHZe;qQkc&X?8pKoEGEZ~5+^4@3wDv=ld|W)lfn#%Y&nZl7Nm58X=MNljLWK7W z3$N_D;mPG;64OaaLLu-3o_x1R>v-F7`!UO{OCu1an>3i*nVcD}r=?bDw`=HF4x0MI zq+o~Y$R{1{!mCoEhmH9DG__5bl&NQ$4bJPqWG;V=tq@zfB}U>`t2b@|A;C&ejPZj> z4Ew3Rpdof^sNUf5%@`u<%hi`B?Ff%ty_D!=>VqL?MgQ($@DuRpvh6No7GYUyU2`-x zv;OLZ(0F%xqJe2nG?fbqqCZ5>UR3juf8+HU`z?Nn@Ba1?TMzdrj%a7Xxn!etbG&YxB9k2ltfD1%)cCQ0roJt zD?}w2OC{2l-z0c>Y!u3j&JJ`Hy*^n~{xIFD#b$Q>JHSXl8JS_wE) zmmyYmJebO4+DoR--QiWX8;-GNZ+>!g+L>}DzT<1>YB;eR-!%o}1Z=a_U`ydDP zvFY(K>m0Z#V@hIJGjv8&*QY*OBC>50_M)O;*MSU>p6#tivjNw6Qwy`cIbzYsN#PHus|r=P72A8+J@w#XWMu zo~ZL>b=0V>qy{*EiG0}1?H%s%*Ba(miQSfbVZH5JY?|3y9Aoj$?1DDV^XiATM+^6v?%D`{V21tmbXeY|1}lz z^M1CK=huRG&gcmf;vb9f+1U8lxRx))LYB?y9eJln#t6fHo&482-f8b$Rdo9(^=J4E zRQH#QtL*)WR;bDT@lKnB>aAShg=i$#)W~YZbQrbCR)QJRa!eL4M&(?TxyfC{v$&FeS`L4ceSasFz2y#k#;hR`Jr9s5 zm+wE0bv(bp=O>Xguup7*SvS%NH5*m?=U^?RtX2`Fq5TojqQE_d|KuOr(QO@!kKA6? zEyqs0txfROe3j0PiluBfPl0F>u+3{s4O~m0wL3A-`bAOUA{KxP5BAGoH3%lhqRmRqhB@a@V1wC85?1>w@6n8;uUP z|FErDvX++lychN`A)vi_V>LreLg!9MqV<~nj(m#i+NQnx(1bk1zTz}}m5k5L7-C;2 zd*^9>Gd!Vp(!PyBvYxtOZv@xnKBjhp+qr`nn$9*=F1bh3B5FWQl)9!|dZ7U19|l6e zgIYB9?*Kr(z1XLrQ+S`Qy}P-=4j?=5SbqjxhU9`Ih;O@exjGJ77Sc)(KkV+xrx;IA zgX_1(+_x((`LIT~W`#MHeBrG1G&*0Q=Qf2Jg|}qqUzZ@n#=hdGRSjq%iRvNaBeZdb zsKaw7r0T%Ek5aeufd|1oSpi!!aU|z#z`--hyQ4QMp3CZ|f?RiXJ*g1z6V;XL0zvxP zH3TiuH-*5S`}2_*62>pFjF=;Sw<*gVee8Kf-=@Eoxgir3_N8KcWt-W5mgz5+^FJbp zn@z$}g0;PSWq#HjaE}6<(xR&XLqNR05<4OhBUK#A#M<=fdI0kSuGwCqw$`t(8%tL% zA9pHSRG5kLmV4Fxbpid@cOHahRp~qS3-U4&XzXCkhM^ti3=szK%2QMWB6z3FA7H;g z%=p&PtR)OCAWKZMY8WJ7<7&M67bdVwr;oP=r%y(R!tOli1#Bg04rA$`rv_wODAs+( z2xPN@xnk_{Ag!Lozd&_JIF5srEHkT|;{j3ZT8B>KpcQK=4cD7W78#0wd$Q?b{`l3N z%ZBE|d6#Fhst>XCP!1xKtsht>|3QN!>17miAL<`wT%%9VJ~qejwOz>8B1XP*1QZ!= ziKZ%;lYvAeip0lDp%TpFEs{5@xaM1r3gp%RSI-}!z~;>X^lteqk8|s*-AI;pejzu% z5DfBsPo&uR6f)sKO_z&LmW6?#%3~P1nSbNIlXdc*#mr9kT$5ve>6@=%s39IZm-o z_OCUg2fTW&2(0A6zn1F(pVA-|`}ZetZj2Y>l9uSe-WXc-my1Wuq;s&TT6aL{xZ}GN z!9PB``j5{_4G_hQjoaTC&tai2#Q>IRq z9T#PJm=hq<(Zu^{T~o2unILRv$W7H2~!&^ZW;R=o@W8r!U!KHn5lu z9tR0455EdU=gTHj34D3&5EAp2JABFxAoi^`*zlaA*hmWqL{6Qd(yM}8fYNJ=tE?GN%LH8o`?0h7F zx0g-SGb3>}uZ7EeOr;H)97y_WwMJP@_vGPSkWbGBV71Q)2w9>#TDoHWzrdI|A$oIJ zay~J<+@VE=lIz^_LF{P;!<#2lFPJFwzGKq@pP(%&o_HfIzR=f-XIL@)A0nUq$r3?9 zMMC-7>+PPsqhl|OZseSQ4S)0e~Nzp6S2awb%|m9GeWP<}6)~ z5N%{B9)P3W6QaEB2WiZfw5uPE(GFkci53S+g)YXR7%#Oi1Q*UX^8cHy!SmmlUR*r? zPqqdh@Bd_a@o;hcS8*&K_y6`cH|CD$iCer^I4A??I9`xLUq3+TNFTNkeGL_ku9j^4 z9FxK-{*S0@!g@>;I-F?gAN(e%-{HI1P4BwLMxHSzYfm)qbrbeBXP2>h6z`X*XO|~p zd*yHE-EUvs@4HPrUo?o{RNtO`Z%SjkQ!XDShc@=6Y2Tj%-?*wD-CpS(D<_nd%d+#S9?7A`^+65}budIq8X2ay3CXVA|ac1{n>bT5Uo zo#lf))tl+(>(&^l1u`N#*JDV|Vh+G$t2w3`_B6?v46pt6V5XMLEXq5F&lvY3sl!(P z(&~Qp$}B5kjtg9~)mPom$Ch1ey{QD(Nx8ZQJ4pnWW$hU=cB5R}Q4ON^Z56HMG2sC!bEvM;+_m4Kk=Qd2=)4MaQ ztS}64k7QEr3BQ);;*T2^BiA3EBXr~|dtx$V9PKY1hJ}Pnp#1*bscenPjE88R1mbAfANSwi*k z$t3k~Jf6yFzMSrJL9DLSwc!BSf@~`;Z)<)-=8Q!5FNKX89t>8;eYklKn>lxXg_WWRV#Ch&c*T2RIK+C*398(O^nfI{wEj&@ObEg!SFqiisZsSI;fbyy!+ zMNAkT8Z%RGst1fO3#v0R8wZC-+t>Y@_||OFRYxGaHjH|e+kv6;q(m(3OC9<{Ahw>= z)Ow!PlT~&AmDO@P$lE;ass?)c6uYD`pkPWV*6x&>rszU(i6u=u&KG8VoM9qJsj70P zNz%Mh;JG?SsH{tV%c%k~bh0SBgBwx>=sTW%(p#t{dsKg2`CZ@g?}78I1~IK_QLJZ7 zjkx)1B;Ua3AOXk4oRqrhSvy3Q%9T7T@#lZbw13h2@E7tnfeS#-_*`tI2XTFAell{Y z|AbNYVFX^6WsV=j( zDDLg<)2^2K_CH*IWS*`^_4XhMv*bC4BJO67&Zjr+U6%WQ3x`~po-Q_-ry?#bg^1nb zkraso9m2!w*i04I4e%+1$7ReH13Hy&_Bz@6Qu$UjCrl!driH)pYOP=D#JzJLFmG3% z*ACK1(kQ0tF4%qBrG=QgM9&?w|2}i_{W{InxVWM`dCDS>CN*E3d6~7(!_nTD#-+l? z?>ELFIhPCE*L?JvopdZP<8T)uaq9CQBN)z?*0d{z-?Of@NItY~z*x7yLsKdgsINV= zv}v8V$9s7C`3;^W&UkUrRU!3ffW$KC6#Kx(i7_vQ#WET1DeeuUo~}_@5V`c5&6QI5 zy|VMn7zjbi*HLfzbI-&=K}XnKL5Itw(`-SA8X6lqbeuG+6Zb#pG?%LYnF8<*pYE&F zzn-#M=?wkRl`l-$i4|(E%VT?Z6%=t9+ASB2+9?b@Bh~&m3;BLN_S8(Q2T(O0%So9% zLM;`7LO%xaMV-|8DN31y|GKf8kRzoN@NC)qq5H#3;CJo=^ED|hVD@elae5ZuqL!ej z2Pk8cY5zTG>;1y9UImjK76YD^ys?(+mf*%sM#t}PMKvL~ozM`7*?=Cd1axiQw;Z|O zr+LX1kuF?r^?CH&=dwd59&+kCtA_4-eb`RVb9&_TIcoNh2TjQR!{)37gbZDmMXhrF znoHgq&jHloQ?9;H0w+g;reg?M3paM)W!8S`fnAMLjW{FV^7`bm_{jxHNx)1Pj2q(H zqGz=*2NVlU!rOlRNi{=kqHd%$+WbWPw!;hr<53{*?R*imzO6pHm}pg=U4(6qhhCEh zZuju8)DhG`t}kqAMbs&VmHF8+`B;}!Vg~w$KL?}fdYxh!<3a4Z-0OSfi7T5?8Zgn6 zXHo@Hd&AfdOAcW)+tH+fEAfGL4=#NRkT`1Jt^TRhh7c$>DmGyT`cyT-qgKDCUI+k( zuoF)qfxTw@vtZ0%T-UBp7%n^o9S&|+59YaWvrCWP zBN&(^u+4z+#fWUDKj9<{N3nXxT@sN)4f`NJi*Q7bm8Ny8F%px)1+Hn0VD|*^xeGaW zKTrO_z1r*MXZM#L>95x{R5E2mKOX%<$2b%IkyFT_b!wc3K{IgfeuHSEIiA$>gO^^ywvt&kpQnhND4Y|aeNzT} zviqtmv3w2BLyyhadU`WsN^=^wc{0tNJ;vzuNe|-a!4VxEo=NKJZp+rLjWamOip&0l z7*ve>5;+>=bAn@HWx|XA!;6?Df?;KC*tH)X4p(7Bkz^w4exnE`d*PaHtiRcwQJDMb z)9nQq0ZSywbaOe$bfQmq&axq=nsytg0I0%+H}vsA^xlg}uzXO9MVb!sNt!Mbsh(MI znR!k-LaDvqgeOu->Lw67tkhzxAd%JfMz`>|=o}jlTq$@o+Iu_n)0tC)!d#jTXH(gU zQ&K2G>7nx}9oN(I_i({lg^c0NS&WV65D=Y)E)<&Ok<>WFOD~xJ4;a*&J9vj%3UI0i zhj3xr!ZtrKnw!NTgMskj;&;@e{9j|4nf;$)KaHSE2R5+vP@R6B(-@M!GG(B49wL!0 ziD4ZjFDDn4u#@~De+0&ol5mjxj6IB=&D8#h0C=cfO7I=FjgtN22)e&~-mUU5(IANE zeUQd$96kQbEIWX_IH?f+dFb8g?hcH7PHe`*6SKO8K zJFWa&f{t2c%wYD)YsvV*CR{r$4cP^loTlVcpfqKqLk&^*^eVchrz|APAfh~Q0L(7{3a>u(s|3OoR}oW%|m9 z^zSBZwZUVtiyeh9CkeJT{>6S*9^IXiEY~Ah=O>D8NQ*LxZV5qPED86*148kp!%r0Y zE9&A;ctOUY%Db|C`NK7A!?sDitDIiiYyeqO?kK*vLikpQZY#7okARu5`I#r3e?0{n(r5`~0QM8^)m)0p(c zfN!&Yg#}0A`tx`%Ec8znEL~k?2~{?-KBp-Xwsl|4XV&gobMv>C!MAUN)sH?SsN@|d zJGYo&YoG#{MOha!RJWG?#?;%Za7>C+6;e`O)qvROMT}ZY(ZK~Qkja#zUXz-cm%xil zUo%LuB_zR7(iTj*GRytoXCc^!?{cP`LUInUy39`WIViG?noj8C=V<6({I)9fVABXr z=-@w5p>nk_787>$Pis@K`3Ug(m$*)4C2=ZbIVckUZU z7*{f7)%QtjJ7sGAlsayrM>hnGZzHAu5ivd>6Dw&mq`IyAZ2FKa_(br96`xyyzS^J{ zvm)%Ppdr$Pa|QPcz z1*>ZQUiV$TG&F& z@KolY|IntnYy7aBuC>(7lcO<%ujxVX9#uP`#khmpZh;ZRLAUFrbrv@kFv0D7V;^`P z_^oXdv&Njz59EISQmnB)WIr#t{=I=?c?*?i8+No_LwQ3iV^oH5F18%8<`&r9u|Vph z@vt%$%qI_zu~#7VS@ZjWwh2)-G(8340B#L%qbOt??S>-$(f7GM8$8jwy!nLEfj|#9 z5p!?WHjj~ppEWjTgGb zEu*X0`>cQ$p$n-0i;yxF{8cPpMZ(Kw7AbhjQqoum*iPqHw@66Uvs5Rx$+ACtT;Zz%IYO7o* zWYsP_s;3%zZT6DA(qCW?rlc$F^!7+Zy>|ywY#0j zB>~r8_`S=n@Ucs=;ZLea>b46Q@R)eM9B_U2W%OLu*}mg&m2;nY9OvD_ve}RE1BMOO zVZ+E{K#&WbI;~iJK#a40apeRb8hPPO{PgeeY-)Yx{-6;RiKyBi zaX1p@DT>wd6=j|k2dWKVYF*!}noTAA$)!^x9iuJv^sNy}O2>-BxY0Zzo3aBP{oCxv zTc>LOjxl;Ym?Ji5B5^0PY;7s4!4i63pk;^}KKjZ@NjKQ#Ws@&79+05@kNTMZ(xwe+ z#oZg^^jeRFy1Xnj*Pb{z^<6B7oRe{_NfF& zxTjE_S-rTDH=ldREO}$|)BOh%0(BFsjhSzbK{*%7{B*z4z`SX9IFM_vLC;+qFl{(=%Z`CA+JF=e(Q6vJt zZZLP8)6&8$x**qhY{8z?eF|iS_Uu+wPmyOWyh3z$(3z)mx92W&n356_;L@i`MiQq+ zKV-m}`y}7sIuQs|dm9df5_+xW6(jHQAMTGYWx|U#h8pk-qa#@l1$2sQW45=Uc6mO_@hP! zj0JZ(wAG>HVx#upP`V=(`j6*0A^m*c4Y$-*`@>Wxo)bppPBpw6K9wnq)yO7{6+#Dq zx84mWb-$9z>AYqDe(|R>Jf;xFD);|fen-L`He%>53;L?Yxbz-*t0+hv_nLYLDq^ zdWXr;`T;pyr0YixZ-GBu{^3O7=oGl{dlWcONk7sN(B~uc@pfe3tL1<{4~C`%Nlst; z-u4&V5O1!Rs<5|fTU;J9drCvPZo!w$gNSYhq9$K=O4xZ%drH_QZ`sat+QHzk#9JHP z=uk-KC#>XPd+J`<^UGzzdgw6i7#h<1T!puTTf~YGJE}(J;=xmCiQ%CO(gMV;#YFS5 zv_za)*mxyk`swasatexlhh5{Z$!G7P z;=gPCO|a|4^%CoEFDxhhb_N#ZIMLGf(?C`=yO)H^XYN>k_)8U*7+lP zhEQ1goB9=rM>XLN_7rqKAB?7Qa;zm6?Aay%sh-*x?T0LEKcCyZt-g_g^+w-eK4_#> z{%@8m|9@MqJpXT*WZZoJW4Uq*@cvhEEg#>1Tdrf(r>(&36Q*ONpLOKTrxvs@u*P;= z=$y!me{J9odlV5LUzK+?znp=0U^_yP&~HSO6y~rkRJJ9b6qX^*&EDEIXWoqhcTZO- z?+@1}w(riKua9C1-c|2!N9TLK@4uTD#pL?BQ+?kE9*^#xS~zvzAD$wGS9ZI*HGBt~ zx<$KF?dR`>SFE}rj$(S<3Z9R$y%QtNuq^>Ova%d=%-$>RRn zgMu@1lNEhc*!$tS)1O-YVnB;s$Yp44L^P;yC-lNkiAGBobJ|z8`}GHj@BP#4d!e`5 z^LyF4<_>tPxm&064cx%$K*E?SStK@CL0VAaNDo>HchhqH z!%zb#uy%rO*8fK#{v^p8z1C&JrxFI8Gh5UrrDdnS7V zG9AaK3kh0lrTE8!NI;Y~ht-u!-O?s2uef7AaL^j*e&a1K6rgC&g0E z_Ch|j*8x!WE=nZC;kH`y0ZNfN&NDqL!2xxtfBi#4BJZGR{S0{mTa}UBf(h5+2h{m zQZqbgQ>1GG9kkP=3Z*0_Tca_Xia@=ib(=p^ArN~54t20(vX)4ab>m5iyWew5N zWTBwP*Q`iwmqEzHEe+XFy_B>b*p#VXTaRy~F3p=$XOVQNqg&Rh2LzhD4e&K|;}~8< zv!1Voai_Vi-oVO@(Ac1D$1kopor-FE)8=+-ChUad&m%b$MoyxEoVR;K-~+c9`1LbC zy2DuHp6Z~B>1qJnt7Ob?TOkvn1l#SJ`m0U^X|<6yRa^{B#0_cf3G&=|3<770Z2_M2 z$$gULex{n#z+)$aBo?|{^7e~1rC?|iO*U&-2PVreMEoyq=N6g+LXw5MXFs<#Ec^B1f;rbQeIp2wT1FT#qi#uV^NGNH_q1jP%2Uv)=(0^FQ9QpXWx}Dz~37O+c*&$d=AV;0Jil0z8Ce<9Pm9I zL9wk*mzQyCYreh74<7#;(0SO<-}vpOgot;a5)VzO9A>$53#|H39YArO(yx=yqVQ&| zGjXALw%-#Xt-BpLl2L-udJ20doyJF(`C+{)%SucyNp~E6bykH7)JH7ndeh zG=bB06d{2mH57R#7!UXF1?6E>w3Ip9sw&?lNJo|@{ZwJjjL~4$uoA@shrVufaKBuoJe1bae9;e`uKyNvuJ{6CM>L5GYUcOh+n@g70 z2tu=orzXTy+ac3WPd3L|rmwx-eou^Ex^bDD&%21L6&W7VWMdzlZb$bWOwUkkMA;gJ z{Lxpk!DK6Yj>*7q=x|M(P-EY8xsX08_F7f`!)}@OIB7fjh%|{8WO(<{BX(1N z_QP5e8eSV_WVw&w0|wG;o^v4LT6Sjz;>Sm)hFEz|e4Y!zkgF2kMm^EyI3gl>SR@^O zjyushHrV?()R1oBi?XHapiVz-vxDj&+X1?L&(YNsSloq8tcW8lq-bSQ;!On(LkkPp z$haUUR73h2WaY353mBvzzIK@{VJT*xx0P=)eiFpZ_*0B|&WMu3WcD9K^(cN`g2^R6 zpMPsvMBIQ*HPhXo8z5v72|6z5lN;83KqyAk=YnG^vZX{h-cs-^+r3%nW0O7-D8-W@g8B%rVA{F*CEr%*-%mX3vR_F7Iy8wHC-=0Wr(=sLIx{>pB(}e`(hjU7M*zNraGyKD>1kR$Qa0lS`ZNrgZu5=-_6Q-kNg z{V9}8Mfl0?;D&ocwW5b>oJ51OX&()^uLr=wJD#T&BdTN2KT8cnqJr=o7mZ3*$L`3q z9HIRa>Fpof)1|&_P=59vkND96x7M9cH@tt2jK5<8@r{rj%Jt~eaWPP8wqw~+F#sd& zgZJ-o*q^|W%Vy0KMg^lI0eg7|+_Vq(<{f1ti}LedLh5aEeea77QT5_(%$H~VF6SXP z<~@S#TFky||J;ZN`ToF*bpdd|yhI+gOEtVs=ZPs_3aT#zOln_qIzyh;P$Zg))L9G7Yy#_Giyc_~N~GQ>j(}Yz|}H>5eR}R%bGpaD*~H5Lc-a@B2^>Wi?xT zn?)4E`C6^av!#=ngVTZ>ll=%~PI6qnM7DA3ooT#;cfCcFZ##vb9uwM+;77h;68N;K z33A-Kq8`@+juQN=1KfW+3vFlwd0h|Zdjw5keB_p)GG*P_?f=vR-0gfvNTm+4+|fsj zv?UH=jM&q(LL~rp+%mzZ5ms^89u_d{t4EXV&1_2*4-=H^c4(%sIlXnYaWU zR`Gyi`QN{KjDiuP3&e`057s~=()TP6pQ2F}S}|6WYEyJ3UrQs%Y}D^O)uIT|keRAd zT=T>G~X@U{9rQIOjXy&m8Ct;ew7 zSb92Qu1Ygj(@^5iJLqox*SR?=mk^U^ zFPk;s7(JUw`to2%Lj8fIYUzTAj`>n!`tO7Gr$l7uPX|MYKXP+~`Jl)*7rpu~0Ai=; zYffy0IL{d)t$pTc&*{-rUB1*dcs?yAZ(%(G%$oQ;%9m~r zwI_7)fJx7U0seCbxXTZ>@Ku7f8s+b|Be|)Xhmf`3wu*AL3D<0gupM!oI9MuJo00O< zch1ecT6j)pMxyu`j#zz_40g;OZ8eIYt$KpgVTLwX0`^FoQu_MtFf+6?C_PrA{8((6 zccATkYSCi|oz8--9u85pZ?|<16sl4GRQ=K&T%>FsU(*)RgpXk?f2*f2R^Z@p;jSotsa+3tViILuy^F}@ z=C3xZ;p&DyiEdX42T!5vpo5l2Td*7|uMR*ZPzWr_F{^};@<=4CI#+H^e*`jjD9fnw znF?G2TgKk`A2V6HzNJqqk{23F!Y*gBunrHmJU05GqGHo<8_L_1EVj+w1-jLB;HM2@ zwOHz)x~J-!%DvR?t3=*6{gh4B|7_~}keu6yU_ZA1&`?1SX40h21%W=LZ96+@f2Gb? z4}$ z*3MQuzEJ>NyY&uf7?>k)J+J{?!kGIGPZSc5svwfa_8Z}`8|R=WEdES_9O6s@`K)YA z2^fbW$;#C$bL&C2l(G!v7hg*oh!G5*;txf|Vt;enNhZssZ7RFscgzT8Q(0^!YM35XgbwG}gv1vgDF$MYTr7AtD_xBqK@o(J|?egN!d)iNzeO)AaX+IFWz1-FO4L*e(u4ADGHCP`a5QXB` zIUR$Mm)H!hjBLv(Z3r@B6vt=EAlnL2^E5!QfP=lNalsjuja|^P&m*pN%`YD3G$fGW{k)?=yQB zYL66Dsp2yfU8k81afhDbFs{y|nM*Zpwq-sebF~_O&DjABydqPyjDS&4fviRUv22oNXfeRv$GvSpLc(S zacd@`Q%I{9(mbycp#SRflBPjoL|He4{e6b+foin@O^NaxD=8@ENrU{hC3Fj&M+ZJ&9!MaS? z+=#=MS5qE&i@$aHDz#|Uz%C2Rq-;TedZS1JA(9C4Lmgk8@{@FKvbcM%w_w35v zEdeh$Q*sg>OQG4A4S`uS2n8;RLM;@LS>!+Q5MOhDI)L*8-beMYokP|nD1Hy?VPi#u z;BXEoS`j6a6AFr1mw#|jbB`p$+yd$jzqN*mA|?6Im}<6$wJCe!rJz@Yg2W`C@iK^u z45_IQbyg^sKF0Iht>UK9YTlS5EqZLRYt(w7E!N=RoqfM(CYf(`uK9+~dE27WG)X9+ zvs6P>*N`6W3$~#&(NO;~O()WnnW=co0}%6|tsVwtfzT+-xEY_!+sE=&v)SE;o_VH* zK_tTN+|8#U$(8tryguhB*A9PYst{<%a39GP^t1$%OE`hzi) z2x1p=MajkClUTwjmL-$H5tyES60ZPg?D!$jV_?e@+CEsMqkR)67}G~U;$-Ts#M38Pn)f8MiR+@#SG|7m_b_m=NLdQs zHD|!)xL#pM4u9^@X26sZOdj&5cbGLcicL`Z3_;a5vpk%u{HEKQvKqg~8H49d-=GRt zg=)VP%c9n)J0-8JKfA$-LC~=P{P(@D$ zx`VnDFmp`!n+d#UJo--4;}4>*^@)e5Bf!7cp2yrtHCiBRch}!q-&LO86R)c{&)#3W z-oXY_uZID4OM-8&bLYPF#fAjkd>Nw8Xd*rcORwd6&R$3wrU4K7z*)F@_mDelVXEVIS3 zRWAv6jp_(9*V5~IE(*Vpt?$6ZlNJK;1Ia+AwR~#<4?>E4LD&MiUQW8GL)V;0gIid| zZ*DnA1#L>@pwLFWQsPypRO4!zB9L4tEmuY*wMBX)QrU0@llpOGN#vbbW$gBXlQB_8 zWENfCW{HDjV+a8biaN)1Eu&oQ+%-785^`oIHdWZ&XfIv9rZ5-Qux4;bre~>QBUAq^}#*Js4Tq z9py6Xm*9;gPcA*~Bdq%@cI0>eNA3HwpDq>W+jOo^0;NR@zB(ofRv(4`cxZX+W-JVo z-6CLeSL4RSECxn<2tCSad*N=mW_fSgXL7wE!vRyYnXrhoLjucG~KpBaaPUi}*8AV>^$oDG|tS~Nm4`+kdO3T*YLtJf@Ya@OsBc(qsefoy; zjC51_d00vF)c9XIu!)I$^2u5Em8%>b=h---^U|46GbT|7(7sMuO9A?<5whz=$J08M z^vg($FRKJb-5DkYs+cpwi>F*#=;9HMW4@2unkrEzJL}#?XuZ0^d%Fx-k`(fD)zl<1 zhA~9)V_GGGHTRTe4fo||1&Gxm&NROlnEF;a)~QOlHLjmzS*wY*x0vXqf9;%6bkt7d z>DXrGzk>@wSU^}Xu=twjR@ZBc$?wY8iuJJ3g2RTjrH{?CZAMOaTF?&{PC_ob5_a}; zMl?|B_p~GnS_M`#_afqOklXC2R9pFZsebL>`IN1dmnh64zA^D$@tf3Zoa5%>^P?WL zJ6RdHMV7j>-zZJdFZFgU6j@(23h$YYmZGs=wOfocXhr$G={E5)p$^Jsn|3C%=kkYvvqTDYwo@LW9tB zLtOhk>hcqwZNz}ey@1=43)zLq27++TzOo}3l~5+XGxSbbD|WmQlf+h>tkS&h=nttZ z4j-zNJomA}aC&Fjok-otm>ONANt3FDZ`)Kj!RM7lIHswiI1WT#WMPyZTfEmb8m8^E z%*E^r%u9uoZXe`MaDu6Y{I7PYh2AKxce70k(qFQZ;8Xf^m)+GnVtqGA*EgKMdW_5k zsLGaFXRhd?Ex7#DW(+%_wHStXNHK{K4C9OS)_)VnICZU5>43z}81g2%E)hqbaE2vZ za#~@Ys%9?wc(MY(Ousd5Z(?M(`+bIU=Ubz$Q`Th#I{7CzM5ndUl44WK_7(SAB*l%; z)M9jfiyUveGO!t)OXyBg#Y7s2%M#F&iLLLNh^?&+oM}*|h>-?a!-6i`e5yInH79bt z8FH{$fU#qXoMPo((%ZPZLG0P_0cj*{HczQL>3Tu_xKlkG6S=rUvh997J9_u$00Y_- z;14`4hpk`|iCy?NKIJjsdbfk0OGD}l&a-9(_7I8HHsjZ-2`|-2`UmHEdc{|+J#w3_ zxQdjH&)gRTP1{I<<<4t8*Z0y_AHdPFo@z`U7sUKk$pac=`D^S)^Lv=t*Mnc$dErwo zT#1>sgSq|k+jaY}BDmKdT2iB;aNyx}fh_i0`h&)h_U2{XH*^|JBDoo3`+Y!kzwX)- z%Yi&tcARl71=Gcd*aR~1UHZ1=c4kxxqSwF=F_Qy8?0Eb&E0HI?zj}<_Op~~TxnHA7 z7N7U?M72hpzD`W7nlNcZNpf0Er{dWPQXM$^X^$ttoslYkOB8`0*gto+y1oBaYI?0H z6Vg#gpe7l<7^ZEUDM*>;?&tY=HMo_{qv}AwNID4&a%?KK)M>U3rPsm3Sej&jb>*Ko z?=L)$Lx**Esq^R(-SrZ?ZqI#mQw>X+=%Yi8w1JcFZlo5lAG=#l7Gzw_2TWi&qwWBb zcy+NHd&`b!!+d&qu4c=h7_9G&++y%O>Z>LI6il$7ih-X2YuT<#HxsPiIz4l#@sNTsw}BjlHPdx_fE=w zi1mFZr8q@ww~nIfMi6SRP7SvwvNiVxwAkiT;M>Q%~1mf=^8a5*vA}jU0qkI&9OpB`0 zaKUU0yF`90%q{8PIvrFL5XRTTwK2a%2F4ryr(FxgcWo_Ijr~2p- zq4WS3jumiGC^d6Yh|TTZOYbteF7qZ!5YKV2`lvJSvVVnoQP9E4zq^@Z%J0RZBQ_xJ zwPKhJ+@u4Yh+j~r^n+#&H3pRG*xul%`Z#YP@PvJv+)em1JO%ojmA62nBZuH1^#t?c zW%7qbpbj)G`&qJZ*(Wfm(rJlzsj=%zjW%B9?OSPxJo-AXR|)sIp{KWlc5|8w-r+Ob z(fU0sI{jbuS9*wcgtY+$SO6DS+2<@NZ8W?;FDYR*uJVe7m?>Er;?7C5hQURxi486I z;x6b^VW@n=TA~Vy&oE9~A&$;;LPy5rqq-rFDg!{0cIry_C{0#K1{fD}Zzr&Cm7`Az zzDd6^eSiH{e)#!2$TCy)3wa$n6f+NPo=qmUBsDeM>ag@W!(<7`QP6K?*I>U2ja1(< z1Oa@(iY7RVXJ{tse>kFsavK&NK-kjo325MQOrj@)hgO4pv>96amBzqP^I=V!YJ7dM znj*8Y@;SS=baGVp{x&oky$j>TT+7BFnuo&y0>onF=+ssk-??Y%JyCJXuh>7=TFhfF z)1G5AV;qW!GP+!V44>1^#$+VID-!tBzgy;!*v+Vt|O*Q7ThoKNc9}> z*c>FY;EmU{U(;E;F42EIw9TQyKkL5g3EXf@E_j?^!|lFI3R$Tth&BK(F?@ zhbIf?il~^lTEvKf&VLyYakFy%o6jZ>`~S^nQ-vw1Kw0gi z{|6Mp(y<}53HnwP6fp?x;699UiBik&%(R(mDiA71b^*6hTpHWpq$~MprP<%W2e>bE zH*@~#`3jz@-h8nNczry-a(g|G?fU)xyjj=f&y4!6@^;;|nA7Gm3Lc?~)oUfc8yW*r@%OWM6x zA-k&DkBybtfMKy#KMAq*LDO@M&1Rdfkq(BZqvE$#)J+Juy)77P_MgxT1!+GqLB-0jS| zUDGb4)+p>r+UM_g+iGS7jUyU;Et6MmcVK%xtNrFN0Ve9h%C*kC?F1Fa+Gm?da2djK ziUgV1`&wvD@yA1FM^Qo^81ySyqLb{-rOI2(j(fXEZ^VPT=97z_sb{F@0$OqY6y zpv!Kyc)cY02mwdRDU>+^=>2I|+t)+MqEg3>u~g5hB`f>(6Rr9ZNn?b7_blVAP zldA%F5G_5Tz($WN)m+S>46vKs$P`+JZHWYyFWEU7u8!4TqoW~ z`|L^!OR>tC)PDCwc<4@|cN--PSS|lH=0qyP?C$*b(gk#Wa@PJ?le3{Ryb|WZv>TUS zUKS-bCNBi70ml@qH=={K>(=<-YkylZz`qJe_Ka#u+T9Dj|AmsctKMd)d=~MTP>LN>z6 z0`?=K<3hd)9stlC=YJ z8$FIz6pif{v#>Naq?ybyTh~z1WN%@s;URz5B<7}I#$lmPX@qvm(lYh{J3z$0Qx)Ek zo72aWuNTP_HC5663|A#MOVeMt#eR>tEjyoXD4K`a4~s*%t8fZW-Pahs&sQxMTFH#5 zv&=D;k7lQr;-T0maMHH9tY0gM;dx13yzO@drW+XueQy=Q7<%`2k4AZBq-z~0XE{z9Bap--YuL87f5F3H=0*eacUeQ*sEl;12`kKD=&E7QVqPK!g z{W2>?&*-@;=tI|I{RpTH_4RMn=f0rmSd}~>gjVWzn}b9`t)fDquV;NSZqr&a+(u`f zv9uMYW!da`|1l)%0esFk0sbAobYuHQe|EHvL4?BjcrK7(J#BFdFJ)~49M11z*Y0YD zpyD(29qJ0u}U={li8}=1aYv-hhu7 zBK@sq}HG=_-Vk`L?n zsEKe}A3m1OX(CCAQ*lpmI#?#X)U_YPu$Ij43rlKtY95r8?`i^N((sFq1QTw0W6bEk6?w z@J-(AE{W)5zXN?nT88faimzXm1SZ`+nhDjr8Y;u`Yv13OUM0jW3x{e}8n{2}<#CM{ z)KL-$_j?yPtsBlwVTsVo`D~)JPYr1qbcCH{^e=h%{j#%iV92BNm#+{++2#VM`iYqc z!J~9dN&^iO$BJk1txu1(IZdD9b1_>Kup!$UepzqW4Stu6Eyar3 zN55!sD}~l)mkkx-PV#i|idaQ`@yNA*1|o5Z1wP3HQl=2w&#kv~AigVCEXG7b$;;#g`PJUY9D2$aDIXw;aep0L8aYMxkCpjtzzxD`2c$Y!=Du4-_E4=pgc z8(=gw^7eFE_E);MAUifLNl3Yh61K@KWt}k^28Y%ixy{e$nSQazg?qlnwQKGD%JoKx z#Yc_vcNU6|Yx%z_+)49swaY5ZBz=O2JsfnlR}K}^fe4f)asy>PO_v0d@HLb$Gq^EW z$R{A5qJAPtWPy|YLYy%4piA(luNR|(nE{6cFWGt;NM*TumMh6Cn8+{_|0~373~au8 z0{PATe>AU!8qi(?sfv>IE&dif13BT2R%D+hPu{NhMQmBJrI{5eg$cVDnab1ZKuC7K zH&)rUP|w_aqCN#47CK1vzOt}p8B!6OtD(?g9a%e5^q0631L97_(41#_Z-c-Q6&+9x zR{CG^u=yNfjecs{I^q#A>?J$VtC1?fGxZiv{vzsjH8;$kNee`jO6mJ9fc~Ku{%037 z3`Sx`7b&UgbHWBng~D!Dr2!h+b<(uqD|9PS*A3xA8msV~drt7$_HW0B?Ak!*y&DS_ z*1Lg@GHqd?6!$zl+5I0ZFh5X1f`HD3E77BcxBJ51y zMBqzpro-4pY2_&ejrMQLKa~-GaP9O$+bzr4@V}|xLa|d5pva;60NQ~eyKA$zjwDi2 zJh7lpXH@R!@UydKEOA9&^8;BVs0cr*;LHevYJb7Qk64oH;2(=S42neigb%`dj1V;K z1o?dwTx}%_gIPB;XBj2Iw{b);@1_WZ2?nJw(;1uSa)?i6nwm}!(Y;`t+KccSsG_g5 zJ{yYwJPhm&%Wu98lR%<4e?AAL8b08KBhJ3pq>?ZG5)nxV+b1_xBEU6u_z5?%E&+2G zlF*meW=Iwkz{5<201r@q`gob=OxatZtqzq>qo$W?w7WoKe&;z6s-!<_^ch)j8fTx} zl%$Y`n5d8j)_mZr@PrIDyyxYNEhe)>;0$IV4U4t!S$1F`rF9%%A*P;EnCK!CM$GpJ zuf0c%l&0@jr@$K_&QJj?si?m?QYvmWzh|da=w6tS^P3BTml$=LrW~rZ<7{eOLjnIE zIh{6EbLsER^IvOvf>I|*xDdL|)lat9jq2j~83})(1&4uxU_ERu3TS{X2ZI9AgJ%>e z#NLg+UgL3IjTi;hnmfuiklmu-H9Vi)?@vzDhq=x*BJmn^=w(V2LK@P!<5HZF{Z@-o zzb@R`@mHFMBQRdDrpBbsfY2n|>2lk{@53`4c3rC>1oX<^95p4x5q(-4|FEd-gxXAqNy$@eD%f$YcK-?1-@)zE zG{Rxcn77B)de>h=)=84Q<2xD~vAqsEJg?TKxrFRVw3rbSM2*MG093Q0Z{zgiKgFnh^z3SG^y$095RBjwXz}j5h;`J-p&Ug|6{EclL-L6luw` zDO=BhKl>nQr4Ib+1)ljKZyFr{hcv`a_cnEsIr z_9RAC6h0M@43yMaEk&%9d#~yW058UHE3!SGwf$<`J=dT^;MQeOgFmOSZ<;D;yW4on zJMzs`BI~5Kl#lbUFzP{!b#rT!=0E*}G#EOJk`gs1Pc!T)>Ic=?5f|hE7zmfL=tJUs zl#%&xz^zK3=5u>9XkF+6^!(`iv+;u2|4BINr_iP`jJ}7KMZlBUxU4tP;0*W}KX==R zAosbiKIBng7f7?w@%PloEwRV9@~PeL29Eb%cAbF^Qy_x5uP!N3s1RqWhO}HEvYd|U z{;8VY_uU$32SY*bd{mAHkofmM5Q!aY=*MTeil1HF!3)8M=JH@GjK_*7y+_cvX7P}D zL*T{AFRr)_>R`nFzqKD1mwPG=*?6p^nKO~wAOH-^zQdlk94&5q^@JtV0J4Cla3Vg# zpLj+3OU?e+{KoL@As=>G^@~;lHUeL+5Y;fDvO4i_94&Fe0UH+KK^u058cMWNFdS)A z<3hk5LnK}}4NE5{48+ssYu>Fx@<2^Yyo7Y&mt^?uVQ@rQM}AZ2&YY-2ax(sX+{hM? z6>FKGSD=TcgUu)9eTuCA;V~HB9=7n+J+&sR)A#mg)$bQxF5?e*o-$B9+tqX zw?{^Hj4EAaM@y3D3oYt0{#hMtaqcz4LC+S!a=vbCz$Yie55KocimI%fyF)F{bD8z4& zH_4@jGHD%shjwT;+@(!ae<%&DjH9IaM=+gaWk>u#M!{UR!;lC748=VYO?33N9N0sO z0FCPVd#?k`@de_(;`{IhyM*=d@-?E~#A7_`OpJ$%&&&c88FfeT5psO`A?zW z7DK76|MKM*Je>$dn0cfeB3WHpRd!NM!wpqK)dwAP3Te)N!2I1Yoo2zjr3(WNgLCHV zH#$wiMf&fet5B%Z9v1e5pssV=Q%MKQVM8?3(V1KWC`KBV=Fr}>f1(T>P~fR_F>wp? zv)_pFl^YmD#4c3xSS^2JTS?j!FM}QRu)j6>T$vL(ESXRe%e&i*tDfe=m7t#W>?U!3 zV5|hGb5x*`){Zg#98uTa_l=E?gSjjHU@qI}Gr@UUq;anngm9r4Q1y9?b-T;xgU8J&F zcXxo%a{O*ny{4vM1-2>o_-@@Cp&P@G`3LKW4r|6V7Pf>_9D2UZ$2j8*z;3te^L2IF zt5ao0i0uy-VCu)p9sq`LRs=qA)&#x*uodiUD%?t%lN|gQEK=UuyUI0ha=A@})U;zn zjMVnhL4MNlpda@+XZ_Nm?}9G2izt-a=S8i~lX*CYvCl{3r6>*Xaj)9;vXwj_6?qEI zL2#kNg;&#?IXvezvN@7~VAzv6+?gfdqgBUi#~-JF_Iz>L*Z9#M8r8($0ixu4iH959 zTfObcAkG$gqvv1ECFf#Y5`Ou;YTI0-6p=mF! zptE>`9@<-2gf@1lowGFZo(H*{48>(N)I|Z5`|Y+`&uxusD(5Ss zUj?!?)~o!8Eqoq_H{Wlb9?4El72avUobS(I=KX*-t&>v?wu_W2;O1D);u6`|<snUyfbo{b_YI??pof%+jrGit^Bm{!+=R|5^3*2IR86 z({-!ruzdKNL(237C>ks%mg2Xj^Z(=ln0l`Y zF=+R{HfVsHyv1sRU93cCfy>pU3w_vOfv1)_l|!GapJ=>B(SBBhAsvF?rd0OcZHN45 zDqqBFe9)aW>pE)J?=Ozm zVTsRxCEu~TZ$rk9g0Su30&<#%jzI#;K-U(50*j+aWDlIqlY2cfve|RJ+hgQc;~!TY z<)`ifPwj2?1}1`47EbGk>)J=|DEruLBv*>(tj`T$X={f%uE_-}tbYg4{ZrNO0~(v^ zX;-;rltS29bbvDBQrN+Vm_(E2z@3a;+jSpDk7eO{75fj85rh|_d^QV>7x~&a$ZX(2 zrxO!;?IeWG9CQRGukPZcPj%VfM`W|7OazO}^V5g5vybvugFQKSmzv#4L?EMJdicGZ zp5_nc`0@4Ky}Lf1q4~)B@bl!I8lj z3W*Iqc5YM4uC1-AsW`9po|LlI|~BQhc>Te7Vcyd9HZudVDKKm*uek;!?G)ZU{zgo~crv z43!xH6a?+lat3o@LL~AX=pKyd&v=8+I1Bk@*w>F%1-(uApSiSUmt#;GcA4TQzGd?6 ziX^zP^9BiiF3X|owWY9$)jerB9Mhp(jz1JOFd)ZLjwi6sr(D>sPIdy#=N*S%eosSN zlCTz29e4fsSJRe?=jHn}i4X1fh$CD@-q2HUl`&YM{d}j0O?TFC(ayF?lf4!g7dS~M zE|rS@Jo&&n07Jk_4xdVuF8iIJplv?U*x0WqM|kKA`-sYiGbIwrqf~G`Q{UJ@erBnf zzAb&)BIo3vSgE9EVtks}v%v~(+f2Pvg107GXUz()0XLn-5-Z>`zW5a^FLbj+vU53~`)?Tf{WuT!66QI>JXS zj~#eLUB~shil1Nv#ABBaS0>9NKTp-D@dP!(oHen6?X~iq*7KmZ+RT;_=Cp8~?-+=d zuPSJvh(@OEejOd~5b02RM21F*Id>nl>A~fcW0B1{oOJrH{Hb_-<6t8`ZuC2ftgO-;X@wby0Z*K_9akY;R^0A;%T_8w7<(chTv)?6 z^v!Y~M+&cV0osRGqT#af&Z{4TRW;++g|^4Y2`O>3B8jQ|{it-{}Lndyr}$#$5HLTm@t4zl$U z_Z^1K0uRggxUZXik?3=<;KT8IdoO{B0=>E6;o&Ny5&M^ZRyZe`>T3L>no~Zn1TfD? z`}q8Oy9d6oo?a0cs*-?1)M1ZFbY17k4Ds1O z=+QMb$VPWd!s~z2fjaq)PBv>38UNjrv?#+A5Xs#k8Rw85@iK&cNE`G!KKG~_CtKn7 zH(B97ONoCB-3Et4qgmN%q<*11di_GVd~(GKKz5^-lTsgAY***Lp#8$ zdv=`hzyFYMK3{%pEzgn0s6+J(=hGX)!MM7iAHt;Iz9yN;sShVKRkO#SjN<3j>WTl< zs?h8q9?szE;~dU_HWsALaS@tp0^<+|AoAq;geoB4OwI+O8r**h{}B-bRhwrZYHAxx z!Nx^~!BfzOPcVCprf;wntZQs~va8~+zSlla#JW{gWv@`iJxNl1D~U0ZbrLPAy@a$^ zxz@W7*&SQnTAt*%=RH}%jkNAP#n?WVZhf?s^&t#x<9KbRXZL&pNhs59gN2pb;kbMW zN5^kSe?sW#fF(=k{>{*!ESia*XEnJ8Z#D{8$R&7l7uq%OEVB8dIV>B-!NC)^v%?kO z$v;6K?^rwl#lzVSboKJ}==wCi$NeW%EiX=TjA-81}U6_?AJcZCuY z&&DPoDK~Mt%Tpfu!UE3`U|RC)Y*x(7Jm*(p+Nw9UgIBXu%6KM#vT>7uZgT^7@y8;& z1+qt)rU7yT`3P}t-60rPiK19a7>D=WFx#3Fs^1$xWx&4b@!fa$Yt&LIV^z%v{zdo! z*Ivzt=p8`rsysY}&|;o=AWZAS!JcU{G~H#z2+h3-Fa}q$bt-f%>zDKSN2d=}L_9&~ zrc*yg;VJ*@xWcMVW<%jDS_s3re#Y@bEBRM|e=7Y`pSrO`5}O!oFx``FiXIVJWN~P_ z!c_bYEecCE!Nikxc=6A*)wJDGrOLe^PieLv&sJ%fYn0guu%bHd;l-bUJU)@drVj+X z*$Gf;U4a?(*qMO{1eb~LF`kk2j9b#5-BKC6U*W-0Bv_J0?2~=&n`p!3Z zyh~C(Sx3`Z)ZXWl^#{Wcfl>d=$@Khsiy4g5{Lyc&pY!>rFl=Mz9E9+q622Dn?Nb1< zMT#6Xwhzm8i-Fg5`KQBRFBF!twD+5%KT|YpaB9_*Fh0@#?T!nm@oPz1uxdN{=j=}{ zqLRbvH`rr>%5q=Or1w#6MG2cGXGvRiRa6$ zJ!U{VOuRQvdNom7F5>%b4}xBoepfrsi`@#liyvSxSOwMHO#c|ekPb9V1ZSpU2mrF^ za$xjsN7?OT&0Ib^?B6CKoIvUatiTpG$&*@C)~(M}ROz-?AJ-5qvzUU`oM21R6gyWF2U*g4aMM(a)*7AyCT&>BfV1hXJOun3x%RJ4CmmgruT9hpk(VxPu%O1SAD3S8stGQH{dFy zRVQ5TFg&w#on^#T!SYvrt~lFf{KZ0@n%mr*zBI)+yX;v3dky%8%Ct?RFt0jxTAL|4 zg2rd&y@LgA{ir!JNh+TkFz472;(gVfp`)o%r;zl{efum_8>9NwFbY3-d~q@T^~N9h zE7R`SoJERnbRoV1nvhm%l5jU12v}p`1&YUwC>!^?nXQGmPMYc=2$iW^k}PG()wD#K z{H*c6O)Z1)h*}sH zS&Qs}@s_ZuNJiGS^xONw-EVNJbjKOhXQah%x6&M#ksp2JS{r6(O}+eiNcg68L9P~| zs-jV>Q}@gWnFP-V6e#4`ojMMFLkVaa;~cQqz56Z*Q{L?I^6M<9qJzr8pKPcpblFKz zqqX=N=-n7*tYXQevIf@TyKwM+fNcBSUvzeE*UNp{MoJazRblCJRoLNf z*|PTJ!H5YjcwXjNEy?~BhPQqAqTImW+w!|IhRxoVh_6db?vAHXScqsT;as&q;mip- z{=c9_iq6a$Y2D@t3Bp8-7+lsi`aNokAk$z-qgD2afQ$DX5f%>(G zJu@j47?#h-{)Rk6rb*U=)+D=ZR;Hs3};Vm z@!=apYG$JJA>p6Iq#+p2EySudQ{=rmUM}731d;FCrxi~*S-Dkc2FE=>k!wS?$Bk{k?D2GxlHB9) z{y#W-$KXn$ckO#(I}_WUWXGA<_DpQs*x9jdb7I@JZQHgp$us9UZ`E5*o&Trvp}Trj zqpGV`UF%xE)%VrT=u%%ym@pUfG92sOA554%!*033Vr8E?G*Sg1 z&j%UwR1pjS{m>d{d|69iqJ1K^;fv$`*a>UM<{LIqaOevCl@_ zFUXPCK)Iu175#+!<6jG9bIZZAjc4B_zZ@f|yU7XdWOBTEI|aTr5F-KIoDlhuKgOJS z44FfuhN`2oakevV+nqj+5CK|D|MkmzByJw}E>?A8ZzpIhZpitQpK|t}yNQBbFKhqw z^{m6eQwM{Q5ZZyuZUP78IEozl0B8gq_ETZ;M+$R zSetNYEO2jy+&G)dG;qSGdvSbm%`+^VmF72#iGij7&jdzmNQ3|Hl$d??mu$ zNi&h;?>Pm*i39eXW*4#{()!0Ms`l@CEV`cCbBb@odelOu=l^!L#ZAJ^PQuCo_b1asd);WQq zf}a>F>)wCM<(j~}51!lubF|DyhMR-`+Qv_fOvTIvuz_@@-8}pYMUXl(o&l zHl6HUozNOQac=gY!({&dn**i0wtF)}RG?L|!FlNR{;406(@@RZW9pna3YsPPVwsgy z=3aT+sAdFSzgnMXbu2%CE&?j17=YKic3hzA>H5ZA&*s;KQP6mOw#mqEVU97~k*uwV z_hn)GFn1^C-&G98yP0TfTGE>Tc(Z^OLT|K6Ry4b#Axb zB$YeSCdh_yo0A>q)Gi?oq_<@~d%|j7bbJI40BQ#;DZjnz^-OQfeTW>KZRlFIyq$N~ zf~cDt{X2ozi`kDi&&2zBMY&YFk!Ke)yd%r~9ak$Ecvwzj_dKiXB{u6APELE8oKd#M z$x+55T?5zm|CRJY4LS|Z7jZ+i&9&TC-L8BOVCOg1seDw{XOnEN1Zw#xQI9{ z1(>GAR3%A;hO+Woz*aBrv_a_%tu0odA{$$#A5hR|(${jE57iYh_(2^_v z^yrQpbvn<8V!!aR;NWQ?ydoxhp1NQ^x$8LR_eeQ5T|;}m1SYpzsq|-fSR?v5*GXj+NJpLEL%DcsEGX8ART@-|=BYh;NfywO;VwMQSP?=u@;&ee3q@^I zkN$ajYO=vu7|F$^4(8t1IALu=vVz_>mP78CHoUB#0cFoIo5}*2Q>2->*u-0_80yjL zX>;Fmq9Sc-n9`ptwL+pBOL~_`BPbf)*Y(s|m7QmNmae+q$UMz=LU#Nq@=@4ncuqIJ zw{yKy!f+B0_o5U=tVqtWx&oReMHbO#!)8BuYCxP5ajO~JGPwIG8g21~dVA0F|5a#6 z4YCO77XguOk{wQsJ&(L>5((hravEbTs^CRLP6kAmL6h4!oT)aR^#5+k4=EC_0xc`( zZF-z&#(e6ZI@i=cZ#Dgh8%*nT>~GS^2U)KfUTc+w4B>ctJ$1n55xRv!&kC)@Tt-!& zzJ@Ury6N(0477i(u>m=vY>bl`;`DXzCz5A3&6uuKBcV|SmDns@<~&|5QIcO0kAFYM z9<YA=fCwtv#$=bGbDr8+0;=eIEQ+HP;JdjX#7yehTt+-Ro zNmyWbLeTuZ4ky=7n4H{?Ob_6okE=~8b+UFgtRnoKKa5O2`o=_8Y7|naw7(kXb|faf zj3twAe*hT&Wm+neJrCd+#-cx(8)XrrjK3IDwu2M9cbq|cwC~65y@l&+h6>DmZiWth`#Ex5kZHKyNy~zQnfa`j55SG`d2E!4DvVIPCf_f>m6a(8Zg)54yU3kvi3W|Y(@KVMPJR=kF z0DIuP$9$i)DhjC{M%A_udG9A0L3qW~MH2qodgWC}0Kl-@ZCL%T)|b|tUZiF3gTfOG zM2N5hWQdGtyI1ddJvQ>g(JS$hOc~MdE}<++QTT32cu`82CEapIk!j@$>?q~09b^PK=$9E_9||xY9)HLA+Rp~SYoVxXyX1^*o?H1v?bo3_rT%7+D>_&nY|P@CCm}W z1e&sC`L8w9q)lbcF(6JrAElgYYeQz<&vybxx0UQaxDoycDgRA zKS@TeAo{{efmu6;rDL*bQ?AbC z$61|_Ypl1rXYzw5d;aD{r*qo|_UiDO!(~YDwYf3+Kkp#X-?v)YuHaph;>gUO1an%V zk>ZVZx%98wy2bpxs{LAV`^7D?Ep~|Li5W;R<*INwKVzP@ZRdG`vY&MFz zg0eW{^vek|yPbMB1+M+27i+sM&2DpIyWS4iKU^?3`ZE$|4JCN{F=@F0FIw^{ivcr@a<`< zC@J6gsHml=HwJ_*R}lTI95Id5$>IP=F=ggphnW?w9^aR{wOx19@+@cS`i1Q?+;w?Z z7u@gh#<7(S<7sXFG>5+}zXtL!GTFF3J~aqnUwFR>ZmceSKHGRYqJ=3P*XR`0x^dXf zuO4Io?b(!DimDQTI4jj9MMoo@M}_SbtL5L@Muv;8T~9iAH6JfgFW#@q?NSK32sJpA z6EmG7Fx9-g)&e*e`+7yJ5+ms*@nR^RH(`nIR?%d7>06Hb&2Z3q%p?W`b4(<`a*Ub9 zlzTC!57A_AwTXH$ydEe=$UwTN3!@v~CI4s{8sGPVKw=x0>^TE@*0> zt}=Q4`9p$v+;raLvaDY@d{0KR3)oR_Vly;L8c`YAH1tM|Vu_igHAYhD-~!1Nw^Z2l zYp9&z#_AQpu)K?WeadwTYORLuTL=Eu9i@w^VSdWU3rV-HX-1Zd9Z}NAn3c5)`SNvP zs=1PrPWbG06|8Vq`N)Tv0QfQSPI-?Ut1bTT7#XhnR7lSjT0%TV94nSJTjaKuk*T=2 zE72-Vn4FK6=U$LlWVoEAq+}S*W*g`iP8$WcDq9nS&v`H%|JAVGS8o|L|t=o)(CU;ME9DX z69Ov|TmHLg3xZs6YRvc=C}tsBsXS>ioH&_n0oJ*zagP)gw=hR_-~Ux(qo1K3=}IS~Bo} zul`ElF$%&UeE$#r^T_Mj8=tNBzTj+5*#sIEe;KoL)n+RfOl zOH`JgzP+NYC)&4EvY6d4+B+QGSmVro1eF7BUgkj_DQZXkaF=vlI%PN6xQifKT^_w} zWD#}*4H_STv|a1_AmlH;kT1>WoVhmNJeLZE1wy2OgM4}4)Xp*3(9`-6@KAwpRLNRN zgPG1?A+P*Cp^je$xwZMC!tr8IP*7%mP)ct6&=ka3!$4nnhR{Fx4W8#+_G5!|$Pnj$71mZ8vWhGJYQhIHQvWI9R4 zNY-kFrlI2*kqS2GO#GiQ7tJeK(|E)Ui)ZKmrB#(KPE_*eCc2ohY&>Gkaq;rDAtcC) zcT#9o52GTcOoZc)Z7g*|3Ecu*8ia!$U%}wHWsQVO+y|)m>U^d2+ImCLN!5yn8r-b zV%!(m6C1`#mrOPls(zMPfI*9@!5CVIE(^KWexwZjmhbZ0k%V$ zT!w@b*1WDmCMoQbBpbyfDz6VCyujp;9ynHwSVwE!ndR|NF+ zPaSkQ3JUB?3@vfHoR=N>L49{R@YT%+?CZEKRMn@(17kb>s(7Fomvy?-_2(#$uwhv0P%$xPc{T3WUwB25PyT~F%$ zhb4}Bffd_czT0P4LUljPyPgVyiOBOoKARETCN+8++)R30++FM|F%(&y6ik~%1Oyj; zNMikSvoSY+Pqxy{7y`V`;Sz#5=@3#zu+9Nm%s(H77Dlz(c6SyCjsF{axSfCMM_s4& zR{NOVtlx2VOMRICCs4)uA1ZYL%>SEgCN2^H7Y7Lo2jIWbo&FzE#SQqMq^h%up*3pi z5%VwjI(^ca!YLIrB3F%yQGgi!jlLh8HO%{4k)$_qDgRc%v|MCsOV0#p`+z_aMLgNL zT_N9@6S3Q+$Y;qg|Jl>ayB_h^tH9&!vd>8M{dSHw_19~+GI2Ndz*n-s*R$utZAzWM z=gmvThw9)2jvU=z-z}9#QygxEuTbv2j1uUQ&{Z1wZoL3ftcz+ z&Wr?!V3*#}GA4Z(&rVj1G!5s#E4L%kRF53Y{6)#|Wcw@#i1~Lf% z>rVNh^V{*|*VpP{;;(LOKf9jp?32$6m0Q}c%;P433_M^T240B8@|DicKG3@Cqm^B) zDg2w*q!XeTPUn7WRJJ}#3kq{f`5Vbh)g|`;Zx90q`!@Y3$^7;dg@FnjsgKj!`h7)4 zuam2>qQLyl(?*d6#_L__e@E9Ls$@VzU&^OA_IpQIm~n8Qpf3hxK;MTd{62fBY1X7~y+u$rTfjKz zA?pHaq7NAl7;#VBUu?oY2h&b3UakakQ4$gbH z?ToB%98){Km5V_;Q{{l7$~5V3yV8zUuK4y=MQJVU{qZa52B$7`cS{qiukPvPCoIi< z?E=#($F1R1?<7UP)I@jqp{kwYk9uoQ(dgh+Ukh`@l-7B>APqz_i0r}CC|}_t2^60f z1^bX|c%D`5<1lQiPSi$7-xt}?2QX&_oW%&d`GV!uNllr;YK=M=O7ojV^_F(HU?@`c zv1WSWReK<+$b;MA1hd7#-Rcb;PUDl7fiqH{0M4ALJM$^+)TdT@L_Nu9oD5dHX%Xa_ z-Sz{<>)qU@I3sD@W&n%MP}JsW7*Z43PU(U!uF@gl^X?`8!wleVKDnL9vU=x7aaD(5 zVpWE7RFTtNmjYfMZ_&!%og4gYq>*i>%7jiqjTT6{S~Y#ypOGAkQUpz;PR)eI_~KWS z4^Fz>6GOuh&BW7Akq`b2-tbARy5-({&HK@V^f%6dhL^5N=T{b&@O|cQYm^g>2#8Bn zagtWcX#;aXm|f1K6v<2rJ99QV8?|jo4r<{BhdVU z)C~F*1+GjX&1fc_8Q__Rv@N__c5Zmyi_MF4f6!u>_e#NVZFcar{S_epGKSDf_+HPs zIeg)g4V!QA1Jt8Fj?20nk z%Qvv+zT}EB)!C&@mvo@$ie79(RPPq7znjD+jow5Li(4VmiWiMSAAvVxH{@HZfcX;70%n)Wi}|Z zS%rDIw%DYDSRCVLT0re0TJHGDP_c_rRe95!vk4qz+8?#olyuo_EV`&^`H z*#sA%XnPk%p6lP+yAu6>@)yFKI2N0Hdj&*a^GHL~8M?l|f4$|6;XxDA&d__Tw&L-R zwm?58W=+O^$pkB6Xu;iwry<=<)L|~ZpcX!kr#4wS;s;4GbKeWRJ?AFs2Aaly>p!aP zc$QT!I^+o_GSc6?JSZ~Hh;Y5Xer@2gV*jGsO6TDt@HW5e<32&vu=C(=Lsan?Ira&7 z$uy%GG^k>Ro2MGe5YIQaoWC2PYVPM$=shlt8Izo!OWLbZGajRIKC~{hvFFC1mN6sX z)>+LWiU(%B>dSolCeASfTi{ITE-GA0dhQ#UFJ*ozJ#u|I#={V^b1J<$$I$TD>!d=E z)?%G8>?+ozyd%aRpwbkN(&A6C1N{vqJ(P?@Lkg{0%un)nmCD^^X;P?@x+X%A6C%S; zUJ(2|0x!3NhuNCkUhpeTk)3-qR?P)XzlyNmY-1Q)Hhx+atbJV8)m=kE7%6Ngian`` z6&tAzQV91jC6QlPmcN1!a}PlpB1;IBkp}9HLuI%>B;qb_pDL9IoRwj^#f1w`a_JGK z*Oj22YX;d54>y!GaupHTSL6`(yYlP7Lb?CvKUBEU!aJGdd(MlNOug{GA8B*s(zfcOKJ+%5pT}u$Mw7c|HC_`*L+ws%{red$%c>E!PTdYykQ##q140~ zX50WIft2hpbC`uZ8wRO9I=48sKdodE>Z{Z;33}>L0Z(2}*r55n1BS!BUs}%w_U^az z2TE;oDrPS(^i+9%^wcRrXlIz5C!Nb2?GxhImmaM?Eu;!m345?tF}M^QJ7q)CcO8V3 zQoTXrmaTE&r*#4*M*zLKIpJHaFoHQ%uSlNJbROS;8I8YA1??%;)q&o>2>!Va7O5tp1`%t@m$M5TI2mI~5|}$ICaO6+Y`09%X5(w1f~$0vItPpTiYm)>tr_XKf6KB? zMkz|M?*xo`U?uY^Td^ERWvBcwU{!#`G+gzMS&d4aqDq-8mB-lkRdL&mxVeX@3^tp9zvbMBt|dL?jD}bH$Bo(q<3HlV_d5N7$iZjLGAA#GB&btc!k> zLbFuSV5HjsNkF#0!cwvI|CTiGOO-T#`W2Je{Rt4;mNTbvn{WzxKt*2CSje1_<%dR3 zcNSqVkfI*!{Rxx~_hmhTlY0&z%T42@#3p-Hrlas;oG0Tpk~F`AQ!tPBFUH3}QIMP? zESDOSG^b)eE2A3fho2(Fg@=<{o5M(N_@{#0xvw^Qk%g4CWl9PG*hr5Y?r5DP)LW|b zt5W57?0oL4a8BGcXTxgj<=!=AN{{{QDReOpTYO{jvLhw2U5a zes)!8tOS@KiO%JBS)5Ur!yPpAsndyRE|>hxZC!@bIP>vdxdcFPY;5y@H@6c(?zyHJ zklCg1MGsuohNN}KiW8)xvZfzh)_xK-8-)C8S4&_#UDXck-}fQxv*9H z2=Q(r6Q2TBMP+u(L0wv|o1P8y$a@Wl?){D>C~J`$8N2tJch3RGmj_YhRK1WySyDBZ zdr6h1y&MAo*<0A7EmL7|sXvoe7;zM27g7{`*(Lz+5#gkPfG|4g-86==5({R_9g7+{ zk@UVCH|Q@8cMo}lN2Ux5=>WJ)C8{A}f+&G^3HQXH{ZgMZH^8hwBzK zH??U7j?E~q)Nb%;fAY3R*l@h8DOz`o+>T0ij9|pQtc!Ygj1mwC^+R`w0ENyd=^lYG zlf3F?4Y5`-sjvvd_+iXkt7^%046w|tzkfL~$;B8Qqseoi8_=50isDRm%8$guzB{;( z)oVIdVmKhuvrXw}`<7s!*@Mb4xDPLi!opT|^c z!wo}(-}QzKdQgRJ(60(?%<$~9;uHcaOzMRgOc_abx1ma)^d&!bVzPAPjThe$6sdK` zXcE1p`e)0#S-!PC%*V;IDlL)k)fO)oSC>PUJF^&UlkBf8;^ zga;L-eh*;bqi?FzJZO*nf$?DD#=t(_Qr~Zy76E0u!~o$&n{ILvpQ{1QgxzK$-h$m# z;V0CMm(NhPfIq9dB%W^3@8mlQs5*ch0rF|_qMPI!fljujovd@^78N;&q$ZB}po?Zj{3 zv-L4%4;KW=4--o?qSLTj}_K>^u<`kvLMxNuLFj$vK>!5s0Rf}8NDh?2IQ-;+1+F*Wi1Qhyc#7#tZ# zlK(wvQB)D_zrC9;Ow{+?r1gZ|Upn74+VHojPw#J}kq6gx-({RAz06zVd+TXz)Z8Td z(oPL8+_8~2O)HbHW*Ry&nN?W*qW(13qb*s5sR>)-8Q_6IneZhJ^f^9PQv`kh7$MQh z!zGc*SWo5$D80LlGq&f=XD>DYUcC)0B>v)DQho8LGk&mY@t7O12STiAn3N2wd{g{t zl=AyG7 zW=a8mKQ0G9iH^GJv1{-!Zc(4^s{o(Fov{)oJl3*c!R($KCzV4xkH!&%A`_nNO_s!Q zxSPUpQ#D69syAkok%*&(k*V!i|0LlLWxJ5j;gv~hKa`N62|UYp+a)*5^qTnFlq$wW z84n!5w@5B+QQB$L_wCY0%a}7@%2-k| zYN9~d>QhOtK3o5uw;|B(N(@c0h)zHh(Q0GZsM@vA;wC`%*Q|D5MX<$S#Qm>MxD z(5qvGljfTyyjNr+0amP+s7(I7*l=Ei*i1Wdy)Z|epivX+9L0eRN51MYIljlK;fJoA z?HJk$EoaTb4mE@dDlcyy)xb1%5zEI1X(U8AtblRaaSyEw6)zNRa83g1oV?PR zuS&87^4DK|vE(T6bn+8WdOwPWDZBj$Iv8Q7J!SqMQ5!*I1FGbJo_Jkk$11u3+;@J~ z?J4E`A=*YbA{mri-K0OGu_?6Ky3uu3Pqc3?hz8wNq!-xo7e=D1?CLk-p@5epG|B}8 z%CYNbImtJVRdy{L7974vAtJs=@7)0+ao7_3vi2j08B|Dpuo_r$G2+7Sx+)`9N`9R3 zb_sWv!Z`~hyX(W z_QXRdlRJ%K{^v#G>lVN4>jjwckqd+YI`&TDRz8wX_tfA~U6rWXy zAmDJ=q)&Rvb_2X_9nj-iIa2GIC9(FghLX14E;oD8hZ?^xuA~o)*gKxbLg{)US1AFq z=~7Q|Z|*6pQ1OjI!^Xo@@beF^$&p#~GZ@>N=9?SEd9D<3Q9pR$b$J1*iyisn&~RQY za2?R5REEU3?9s5HGGmMe#0ah&&`u=OMd5fE@|@YDnUNygdrp72g1`Uin~(EDn^v$N zdW9c_eRh7sDjVFzB7_R4iH!I*F2qCBNeNzH0?u#8+9j97CISle&E^hdX+8I%jDg@Z(MUh zmdsQeV35u7o*j+6%JwvdLYfGtSE}VpGF22fV|S?E;v)rf@c2OA6mh7)Ey(qgm-c70 z+N)8)wg1Rh1J@9AguT7t3n6j)I_Y~8{PI>1r)aJ#&XwLB7!VKUW79p>mg02WvBWzq zYP$NF(^RK&Z4MumNtMoH3G0`C@?C_m@T%EclA)du4qqY}_?8BO1#>uKl;A+u0oq|~ zEcjzQQ{HzKVebV^58YYeZJ-QqG}}URzo>Rcf~w`}5M6dJ?cE{7%=EB`7c(q^5F}(* z?2YC?jP$sRaMyOg*!4*+%%Z^65RvNF3qDBk)r-rt>IIHlLG~8I$#);$x#uP2VI?5k zF0U3QX}i@3rOXQ!g|Xx_jkoE~os5UI&>)7n(Bo~1I|B5qK)Q_c3n?F22^33Jv5GJ5 ziXUFGAq-vQDPhTbnb>FiRtntP6P`RJ{#JQlcvRLi#_w7`t)P;X8Ix3c4$rK+BS`y= zN`1vk`+NptZ#K&8(8dEX;%5(JBX+VQLX83RP|W*i zPQEDcNnifLntxN$Xal|JhDRRU@$^qHwCiceVLRI1+xnNQ+YE-T_t)EXpNyF8&)N@+ z+U}na|B0t^{3o8u{lDd@%p@$VtR$?g|8MXiH~W7IKD^{|oP7QM4#N=Pp{RT|(DMx= zQl;O|0db;75XK1R(`(tPlJ06A0%Y&%J}bDbvSH{@D@}1O_P4Q8rn~9hUH2T&bk6l2 z!T9xfye#nf{`Pk7)BHL2^?8_c=<_wdv`k#EE3n@EnZeuE^_fptEztEzCs28}EpQ?* z?9|oeZ8hCUu?njq?`ufv|df0pD(KUIc~_Mzd35B zuyYN&w0bDKc}MOpFU&O~V+n7MduK-lY%DwSwLg4=wTSicy&;NbHbpJqgLbbqO z;_7cMUm&{VG=6w{So*Ys#w+oW$mrXVoMV737}@pcR@4H}$D;rBL^k@6mzXlA%5qE0 zHYGv&HR0*G$+|D&uPBLxLf5&Y9vv!iv&Q(Ags`TbVB49|@*Ic_CGIqfP(JPjF1ife zV)cUZk@Px$53Eq~wRzHS(>jKELXqJ~JY=JfIsRDwOe5%)o* zgX74{K64%d0crImx?_qG=2dKvgTPYFnP;G@E*WeZ(@yD>2Z#_Tb^=s4N$az+9^n`e?mGV2iAA7N2bMvhuB3TB`I zrf3DuC(n1bZMKex78))xC^(%l{&kd-7Jo>KMn6fRq6LMxgOlr= z6KT&iaLX?3-d+o@_1-=~$iKPY`Z?|bG?8Oj<*2#&n%eIVuk%g$&82_- zv!z4w;LQcCFzR2s%H7Y854p8d*90X&p0K4~={(KGbze8Fg7o~3R3!6HpQP+> z_(jgIXF78oY-jl*scIBv2X0Vxd;|26JToGT?Al%uZ3iD3+@RWA(%Zi8i|O*8J#i%D zpZwll*LD6m0Z(^e`GXo?{%6pt4p!zF@`V_3zS^erI1@eUjw=kz#m^QI@7tdRR#__T zQ(flR{m;1CJ}?TGLl-lfR5=&41d+sj5N*YO>l8#)2)A$~Td_sHer0`=|^XXR>_FGMz zXmsaH`(3$wRp{XcLWoVA&5z)j{qk|`?6ZR>lcZllzU5$$AB(H=!;gBC!`7?V{7k_9 z;i%piIQ-F`t(BbwBfAVw#}MZe{g8*budaoR911-`?UOwbE%uc|DYq;jEDuL^e9x2$ z8|JvkQn5ThRAh~Ec#BERk+W67tcD(XM%HS8kmnHXqI(arDfJ3U$fD-w)-VVhVr5eIG81y?;btVg5yqpjPbepLGfUxgyfN zr1)^YS^BM}8eTI(n2>OExYcVBD@)gT_#nVbnmV}nLAV?9is2(~dto?6XLr{%BHT6A zkCG{~)pa)SGriSSSSz+tfR)|nTO7|BZ-H6E7qUFo+`{Ukt#W}wu?xe9Fu8K4jIxvn?&mRoIn^f3uQ7M42b({ zQ`YOB7b+CqfG9=}9%WAj#a}+ax97(0MYY5bz1?X?xkZ2!%01p~MjVMWuHs>8GNG|4 z9mOGGtkH6o24jg+T`gRFcU4zy9lxC2f%3?O4>7%zmyDBpiOd*#-AmA``$3Saf1O!t zXr^a4!{RBL4xy#o`$2PWxw>4G)j^7dd}T=9U?yyp6tfvCl?O{l8b-P# z0?E%XTswZ{u|yDxLt017P9+t+GmIG?hlrgBJ>Ki?W@;YkRZg3UBLLt9Lw?Qumh+ms z*tctLPWNk5n_S+X8C`_%Ovee1Fk=iO;N#G3;b9+j1TP}kLyz6-i6WAnz_Ul2eSvq<_`4#1Lh41E6J6Uo zAm%kg_#QWWk}yFo#~xy%Bh}1DfV*@<$)aWX0xqwm+#|q0)nMBF?xck(RKCgMMth!N zbu&otiFc967QNWC=btZ9oT{hd{k*NpQs7q2=TRX?+LUzYi!+38a2GDd*POoC9Y4-i;U&8^86A3{Yh#%c_H3O= zYvU^EZxm8seuwR*|CGcZi@f9+9Tel3WP3Dwf4B;1yX_cfYY43?p;Isicq(U5wy@8x zm6URdOUBYFn95^Nj_wnaCa9GJV_l*-?%f2csO4Kvr6+q#_31x80Rl6lAq|?mz*dW( zFD9qgWdk4}{YaI6L+4pf2G>b~eupqF+R?q$PD!|nr%7O{m~`u{7jC6iiG6_UR6dtP) zrx_zhpt5Od`f+W@<6VPTs>iVsu7M>RiEPyVN?!OQm-q&Yfx9fLQdKm1yJ-ZF1Et>eisL-mKiSkSX8rnp+woR@b4jZra0?fRAyZ z&voRxlBrwCVJ^#y9h~|hCSEOdHRs6uk!WLwa3#}_DkW2xrG_f5rgdr2#v-*=EIai| zCa!#jiTk=3hD{l>C&_K>qb;2ts$J7OSK0M&Tjt7%5U{HfF=yHRUlc!q-Ndz(*))Nz z6>H_!<;(eal?z^=sPNy>k91o zCVZVIViASG3H*fth>U|RgUJ`d*{VCmXBCOWXX=c;^+TN1BQ+8Mc#pUN$rxuXmav*A zrJERq8H>FS`o~Hd@v!T8q>7JIC4UX1jcHV83++<0VJ zRR?A3ImHi$hYfEn$}L@${cb}eEA*R;u3&F$!Fq*agqtDUUaNl>#4Wi;Y_aCl{8uVG zqfj^J4>6l?z76hr_F$Y}T!~v4T!+2l5Cc7Xoa&O`ZoqO#+uOg55RvWOQ1wB(C*D-} z#jh$9eymVn?eCRf-I7Mr%ui@)_?u^H4HO>^mx=MR1!ywv?GhNE!bpL*%v1Z9vX;yd z6~{TyAtnq25uLb9Yl?b1iC$JO&oxQ^EIkw|B>)8V-nij|U4l!D%T?5mar1sc`hqEo zYgNXXL+z&)DMs#TFy_$h^ep)T;EFXw&@$M<8Cs;w(1PveN@hdl-VD>ktmkHZ<#^hR z5|E!-rHnkc3n8?u`+TS5@Pg1^_{L}q6U5V?+$<6e^#9v;DOrTHnjnQ<%~kCEF;^T! z%MvHJ5lFRJfO?Ys&!WXhxwNI40emI zg<{MDgBl*>lS&m^3EZ!0HgnCt1RZmK4u;mjgl?4~ydObOvyB^;%tzIZ<)qNtrsnJT zca`!C)$A_=2|u9%WWJMfX}548I2Ip8ASw1Mplk=o%x%ZR+zQ&E-c2oE!L{BsCI*{f z)=NhtUHHBIP8hI?30B8CA&P*$a2g!C>Cy*d{7v!4X^@{u>$A&2>^$6y_j4GE9(hDV z`Bfn&?$Pa_bE={i#IUlH?Z4XcCTkCdq?}c775=vKh-T7k2Ey4%DktEbZTaO4X zSrG%^Ew;)2mg%Q?{vId_5GUs)NgMoubXF&RJ(3>))K%*_$qt5Tkeq|yNqCu?xt=)F zGfaDa4|<0$F*QXOILl&rYoRs|a=x1Fd51qCvhb`?7#+BY)%Fe0M*8s7+s$C&Zy*m@ z*XHP~w+;ypU#HY|wk__jMsjR+AYK&qFL;Dsg=A;=CkG&Ck z$!XocX@_J;EPmquZXdaBrs_4caUSW29bE$Du0jHYbdFiu_2oLhb(s2jV+M|;$?r?j z-Oj5+5b#*U!eq<ZgBIQb?W2BJ^cW!xxPKDOl_o6HT=htSTN#ucMJVs=@K5mo%D+ zkP(^xu3?e>T>>tVSOZQ)r_B<_mL9hdut)%GWNt;l|(?Yb+^UPU%3>GHGjCD^{v{AkFcS5D@ur+eZ!JNt|v+Q4c0gAs^ zOWqe{0CJQB(ie?}OqiLp3H&ylswZ$ZL)sg!x{a^4H-ZU5uj3XPh|3s-re;>PIPvV* zIK&63%ZtADIyjk0@z)Xwf6r3EQxpc<=XW&(6K4Q(S4seS);1fNhc<6~;WO_?CvE2? z(9U82o(yDhVx{XDAEY}QcQBYg_y61GtwQV*_uCV>7pxYK<>BhOWj&K>AD>pFs^GkW z!D^PgEy}CPJd)r+VGU*@HxVUyj6!jGgUlT`;f84~I3B9{f9x3_XjCj4#fNQ!{Mqe-3@=)~!|UhgF{KEb zo%)>2@dvCp;PabnCrQW>q@1#vPtm`_mhTJm-@!>qsPp6VTF2nOqb=H*pbq>68VSV1 zx71x*Kx|n_{Px3sx&>`4o7r{C>AkMIfDXRf;|riR&G~ZIkW#@xlR`wt8uG+(1yeA- zD{w1VmNY*KB0BzU7y0qb{DuTJDklQU=t`|so(Dr|RnkW3ef=g*CqL$%tQ0lq=S zm(j8gXl;JW#_ZQg`YmuGy97aqt8WrMTVT;>V}$zNnDjq>z1s|Vr4Kqoy~zE{d22vs zd~yU|`z}Bfdj)xu&-s9UH_x*xansMeYpUwe+3cv;ud-Y0vJpp{vy@w&z_n*esDA~9 zaqs&hNrFAQM*|7^_Amnw=z~YyLF>&uER-B`e!wdoF^Neaj7mUe5)^Z;n5kPPVKIG{ z%3pO~Tg_d=#_Kqw!EM_rx6&537|b$pqk}iDi;P<24EgmNrymX98LzhgBx1zyh6#5c zhZiu^@<~j)i}08tE0G}-k<-5+HpDftJAo6@8X0-36xZ8e+Vw(HZ@DPF{c&$?YsspE zsPc1eP{T&gcUjukjq;=I{_mLcZS~LX?hJQ$rz{|KewwS}d5#733rrlRq0;Yyq#eCj z#IJyccEyX!PlVQbng|W*XWy|9pQd{6^r1BJV`DZ}d8Nd`Ow`Qcc-FaI@_a~h3JC5~ znlVGW=gbj8e}f@f$m11~MY?;A;|%@-_FE$&S;GAU`ncHvY_-^*LmXMHM&1rktwx>( zP_6qR+X$^UQCN0@S6uup@vTOP|F#~%I~*EvAnyxfA_6hTZG^Y`P9}e1a*psQ+MN+? zGT+g#YAm0rh?L*-JtWKsm{CE=OY3(@jGr&5#Y%I-c5g~vU!{M4utksx{U@->{XZ+J zSy{OL7hsi*nd|?SRI{%{`shPPjCG{k-rYkoh_Nc)LCw zv;E}-{P?IY<-Pj)IE;Dv`s8Db5y0Kenb-R=jbV!Mk$t>99T#_UyA*&d2Ya zX4!h=v`&0TbKg`MqetYTbL7=2Sz7+Lna{I2rSAE05m_sP!v^GuW0JMb!#8HzQ8l-m zRa_b25dOHz?G1aFy1tYd!1(;i)kJHIW58JW6=YT046HUYw>Yn&ytsLkC}vn^A0G%FogzaB?46Q-tqr5YKr?q9!Xkn$H_!u1NFAV*7H6A+^?)poj zm=ndz5jQWpS$_2>zsqEGUU^;Dg_3jbnJM?|kze7Kr%x>)gJM>ZGNttNwm+57*SVE! zVo|qDe7td11o~?*6<@iPtRr<51S4u+eoWrA_!Gvq57W=a!yIk>MN!%HttJ4o8IxfL z4i-+&p*ZAc?R@{H0+`fKzJP~Q&+en8^xrQwY0X67Ke)8gWLEP?Ry_nX7!TeAKS zXYUlZ&Ol;e>?M!Uj{>Qd$XOet#o~v)Y&$&8lbyXKGe%-aI_paWn zceV0C>|AEimE+8yWK{awfbehL64Cci0;;(=RB*gB(O3gI)J0yksPhnyYoqMxY%>;-H959Oc9CB9KZaMe$w%$P2S~yRz1ln_Q&zUiUB3 zO`SG{rtPgRs3ab1g%VAB4iPCgnV>3LSvQ@uD#=D2l=4JgbBB0C1-r~ggx`5;I2UCvkFPqS8^3!fccfkaNBM1@ zC*NAxg5KQdN1FQOn&?dR%}ME&cfXyTaBSlRx9h?}tvnW7&7EF$^~|qtNE2H-9d^e0 zmiLwyLy^(nu6GZ6@N|Kc^ak2{Yf-|aKL@rXBNXHJ5^I;$mn zXkcvt)@=!JTc8Pogz)HP4u^_~@+(L&M5hJaG^2srdqP0a9-0B-@j`S{AmP{7;2TT^L) zwsj$TMk0m^BRKK%M3RcWxsOiZbh7J|*>2Xu^FIT5mork??56w#OUhOfGkf89IibO)4D>_Mo zjaRHIH##T?LimnU4CO{}Z|8z070nX$RQhcK+DyA|QqH0>0;5)Kd(6A-xSXi;+e$jo z>NYz~yY0f4Yz2xqOo~wTIR=yNJ99%?*i5F1s8(0Chu$MF9Z&mb;l%1|7FrToWi*s| zSeiws(hpocf`re0VK}y`vl*HlkS5&2Bw5n1IT7>gy7td~f zDUZc6Viipq#nMEytlkd@UT~U;mWE&O44~V!^))4;XsgY#2LKMS!THjp>OX{m}Yj+p1w~a_Z+$}&- z4(Dd%fFu+T4w*WM020SsP;ehb564q?HaHvzt%rs8XD)Ogv8rAGg!pQ3581_N&QmOy zjJs}L7&~`W<#~x-)VEnxMn(T&A0V-S zba58>#WAL_;13#Q0y@itgX^Fv0g7*#=Ak-7 z%2~|?DIgUJhSxF|P*qt{z-iULY(uSC56odI`2$ZC_r)RM=;DqbDeTB_+qaJRVJ9c` zGedpl-Lg3|kJWS>+u8EvMk!@IuiM1hspMF#bNZG@<&IGQx^cfrP@d-~mhYd@7mJ82U)W-glg95DlV)Gw#3;8zwoZ*YQ!TleYU-C7{ z;KzRrWN8^()!MAB%JjkbBR->OVMlu7tmj5|_qj)%JKnIOe_T+|?~b9prx%6hu^J5S zS21yL?I!8lW?9#@@(SD;9Q@Uq_MAA@1}as2*;$d5j3h6Fyslm!z@RIcC6bM!z1vj; zt!yPJzLh`pB<^N!`q~i_pSzuQ=lSJBU$TREtdqdEN7v-eBS*ts`0@MFbLfxN+n?3`#mrjYx)|4U zT7i&87YWYj2IRQ!DjB9hFQbRG=lboX^6X-moZ2$ngG(h2?!7pPO5%rKoEgB+k|Znd z+=ZeBQAx>2gK^Ij3j=|14#)>pwL@e#)u4~_+gwDXCjcQYHS#u6$tgEb0E(CQ!m)hFSyFk+Kz(YLqonr;{?Dt_mrUN$ z)W&_;v_`Dc2YeILT~od$mno5D`;jc^kQZXFX|HzH+(+|V=jk)dwBQQ6@K+ymCCg_}8XEg&H1l4aaQ zKR+;~{R58A;dy;o*HgsXAtoCz?ZO)*3khlJH7=O-@r+%@R0~Kbzzl4xY0!fE&s@!v zkM}B@GINHPntV#%&IeYkcxl51aD@s^u87@jxjiqb@V0ID`3yL3o|kJ@$ImL=ZJD30 zUBd9TweWC&0kDmxJnWiim3S>KE2+j;qfXx<4!P=qmSBj1Ohn>=tVI+Cod18z8E{_6 zc<#L7e?yCsXOf|xdK+{qPJ%q^nfEVIz~qSZq5?eGQ2|Ey9tik2dt5G-P-g*zAai2* zXHkO)^%UDN0WqZ8?~*Q(^nWg)nd2y;54qTl0!{@bgNJPXG!;{d?zTQDu6};x)?QPNtK_wI+zSW|9uS_oa6i?$8g6U1(yu1pIVpEM`x#-=@0czR zco6yFlidjzoe%$&l>TL!V?2mL*tfiI({wwY0cgF6f_$U6u!^V*to;cdr-3XS{0A%? z4tIeW5m=}!-H!o*IJ=%mgQ*sF%}ZSU$VkY&gVV7$Pno#?Lxtvc4Bn@KBHjJ28OSS{@Av5->~d-D=C9$>}l z_5IasA#c^_Giz$gDedJ7)}}fp+M9ZTT2)1c`7MKm87*lxlESV4Bd=uwfDT%N=VW#z zZo3-`l)ToB0!|_%N@Qzw{T(uWhg7tnN3HFFN4iQDY(L}jP1@9xIqq?~6vum+# z8q{r#ZU9=o5Y{aVaL1t@={05C5`@FprZmuvCdYXU0!%z;SmLe*d(W-g2Cbh@UjnD!SA*?2whZXTyH$-}!}-E`B53Pf95sPw$C5i= zR_W*)uZ+XVpY+xJXgBdEf6jZW0N6|5y|!O)#%~w2p4%=2srwKDzJSYaE(e(ZT^NMw zU#*|Veojz&s~`}kT?mv-V`rVb@kG<2pOYWt2?3*jg_x}W)eVOI)NJjUM`ndmCl^!~ z7};xge81}x_3X>1QREiD3wf@F-g^W1A9QQo;LcsL_U8YCOaAXXL-`yvWTAM~cN}Y` zbCT>u2cUfJEJ^m#dw6dhCB^~Ii}wh0N1*B<1{v|RL>}>`qJHMPA}T#e=H?Y5zV1rq z-irJ{a2Eh4TXu&yH(TSg8w0^T?4+n?sdWbF8;ezl=e`XA$sbEq+PiF5<)&)KyKIkh zHwnBvIG}OJ-L-+g(~^5W

~<7ldwCWirG4oA?%o6rbgp-FmcgWU*0uF@Jf0fGHlCdt!7CDe$f+4v zYn_tnuMB{obA%L7Ao3NNBl4A2hf|ldH<<3v79`wZ-cEK%IBMK@H6A%(@A@H?DV%n_ z8~#E3;tm}-;x@fn^ zzWD7FaS=A2VRa#n<`KUb>}} z5@q%If>r?Km_YEMO67S6jN|=6mG1-Sk@Ts;gt9cx)tzq}#US2b^6deQ@ZMe_G1MPR zI^?aqIE(<%Py6>77dc2twZbSjEcZ}oMBm*rb>~tazgYTdK?#E*lj5!C^lI+dU)C?k z9mALQ|CU+U8JYk4`!yzZ*8hvl!omI@Logc))BkG-W@lvjZ<(cGmX!zo`Vs9D1Ww94 zDbva-A%Utu49zmJUAPlm@$Q4H70}Q`h<3G5@Uxh@7vHzN*5GdZxt7;g`Y^ufXyDm5 zCg8+#qf6-jGj*8mKN;Wm*W|D3_v@!Y{Lj0^Wc)7Npur;HH>beIn=>~-pYLDWztr(R zeoQ~N?VE@1&c8cs#$0(PQ`_8@#{ltZm+FAzl(bhm!meuT+s2y?zDZAeiycCM5LfF$ z9a)JJ8u579Y0LE~{z|#cJ6uX{uEr2X{EF6&ba=bl$SM(m62T3w>>>fjt|BnPzeGb3MEwJ?^zUfCElRhl4()H-ob ze!mZnu#e?K_n&jhf!)DAmUqYW>npW*#uu)e&K9@LkM>vFRe`htJNi0nOz@{l8k{no z4bsTC4LY#xI@{-+Aur4A-hxX#v;g=?tu}8eDz11M9G^}kvo2{w6pTcq2h2?Yd-t|J z3aypy&-6O)ONq!XL}`8o7zf=|nu6No`~bpwR433yAg%T!qL2zEaALqQR5|0@d9>0F z`^}r@(fuO*AxGM=1vB;P8!6S8TI>F4EA=UN?Kb=M zCY%3(QSLJ_k(uRLXTyjlBK+*>ddHOrViCzClMNrC_+&?R4(9{{#Ub>Dv&?tm{dmjQ z3tia5jVC#0vJlrKFqbL*k!)apF<2B{nob7uc*ut`Q&N>GI6RF(ED6MqafQ1aKf~yd zT?_RYz$tsBGnsj{O)plfcDA+UFon=(Gg~*+_m?Mu5kKlFJ=nI(MooxoB3*u9(y@fS z4zF}yTUE=EE`$+3n?iaqBHuOriDqSn8Js3bnFg#W*%vZT*-y8z_jW*sKt?y~P+Cs7^5DGDR(lxpgL^7Xp*+Um)fL00FwTxY?T9%)+@vjA z{U`%4eQX?88f699@T@|0XfC%;>boiPiofC3YGO3s>VzrDv?7th%r$^09EFdrBZzKz zu%Z0#YR>);1i%=`6)C(`W%9qQiR7;87X#Q~@J=+@9Wzdp!Uu0#yH@3eH*OE~Jtfzz z?+y+toX1XuC%m2e_?A=vp5@6?Z-&$Z_K3on+C?c{QjyMAN5pnaq461q!x#=Vv!JsY zBMzt4#$};~x{?h|POyvMneCmTF=(v6zq9`ZZhUjdI{*6B6RTMok{`EKyY27b?0fr{ zua!4vNpDD@_1N0M`a3`&=;lwKm%(8N(FlRV<{+Vi)BYkP)6;oL!pq$QmQU|#>h3IQ zXgpk3`UTIGjxB6(Wnlx~jx)ZgtUT0M1p{OYT?N!JvMM=qNr7A#0;DY;VjC1wXHFVdyYG}3fApVu?tn4HCm5m@uGBdu-c0az&d7${z z>1^oS>4t(*zA;$}UqKrtKcn{vfk)P06O%v-1(A2BW=m=3Ni5)WG_ zEj7uUqM#9%e3n0t3Nfk`8oNeWr@f@{LYdm(SdU{z$`l5VSVU_~@4ky5T#8CGB2Idh zDYci&SijFOKf8TH(~Xs2>+TL5``z;DVmk)L-98clIoZI7oqoxhK1qB@WT6eU=Tsejj8O*1?C2YbHNi&X1QA+C zp%mQrZ@Mp4+4hLlH{*Kz;oPCd%qcD{*R@B6%5k6aiHb16iOr^TgHnm__OjmEq;ba3{5d?k_9G}2Qjs(%DRh#jl9TVUkFHV3KXe~SKnED@_li+zIHMhDlREMISmZu5bR4SE) z1(v;-QnH1u9LxZ-9avJW$jthmr#d6s+)JQIJhdVN@XDQ}+&!yG7I!DD+NwBosfTLX zEz(o9i&FE3(-5X2KY*lld*QpmwbTVsm{z*8oDHUy(!`OxD8GQ4S+HY9w$fz-n^rU) zGD4F&6s<*LQQ>}1CEq~@GJ??tUQyw0Hd`NI3MDZ39Bq<^~6wPeWj$0am15pc7%@-G<>Tg9a{GG$ljW0BQ~ZZKU%%AX;+@ zH~r;MZyG6S1t#iM%*IgNboKyq2)Z4XuJA@P& z60!Sj>2a@}ZqWj9i*G|0w6f#636LIEft&FRZQ>0mQ-I9iDdW@!tfNz}Q$HBetJW}*bPm=mPC^=L!;03yu-;l#wHt?qrEJHo2l;=UMfKgF<(ERg`F8E7nP%c zJfulZc1+JL;h|ZzNI(-|=@Ivd&OELyT%QgRF?ADVQX%p%b)&U7Mu3`*5rdk(N^%Hw zyVRq(6cRRkS(d%U{k!rKt9U$_23dHg+$h>c=)erq5%#ae|on_NU8K-}2i<3V+#}rHeIx`s%S@ z>YfY>O|E&rCDU@q+8e`0f3wk))0S*L^ahRgtoc4sR<`M8AU8?GrM(6`JcgI&AK+7Q zQnvb27+ye!iJh`*Brcn@PH>FV}zS`1yL|S z>tCD#Rh&YUG@pnt>!bt`ROyH)D{(lXVF^Q&utITT1_gJJ;*id9A%dvzu%L_Y1O==8 z>B67s5)uOza&os5S#NdT*BLIr$eS<0BA;Ga12wd3I6* zkY>1w5BJci22!~5FgPj!Rv;HtsG%eTTJGyTHd6MhBRzkV2@6ri@&Fu^xhEr|V*(_I zqaTo_Tb(^5d5<5oCWUI-e`uQo=#gvhGsGi+9vC)zp*=tF*knWx?Xi}rJ@ zzkn!IQ+xZIe!*)#vM}4Oi!AOJ?37`j6kJRY89QJRC&ihahsY;1@S;N!aH7E?Kv5?Ipj0?v9NsC+1(pL0&&L(8NR)Z- zvVYkjqr#@}sI>JF8+A|W#JvQdt#ww)kI*#Ds#`7GnUtR$f~7!mQHcQtxcEjgZD%;ZiMf>4!(Vql&Sa zFtIskh;en&g>~@W#gQ?B8Oo&#IA_tAWn3%$6y(~W|es>ATnzXh~t4E#&8}R0!2zfFmaMF z5AVf{BL#bR4;$T)gGsa>vrG}tYC*-tzu`Th1dc%qg#ozUEN`Vd^Z`OJAIf_t^XWl? zLAiJx{w8ZOGiTn^UEk;;CN89*0IbXJ``*+8hm?9qV`#A#+sN(}fbJ$FA zJk-^sg50v?xr2W{kOuZ3%@`kV8}xuA?R%hfd#@r6-Z%o4w2)Dk?a9Y}xt>Br;n2Z^^E+8&1KUk8E2rv-#&3}lJ?3R*x0RuMUn1&_(B#B4DA1Q9YnB* zPC&kIHQ^KjU^6}bfjk9P1MkP(0NdMMHEAdHYx%ce?rr;RCk72aciNheB-pB^_e=MS~-B-IaBGm?@Kg z*iTD33d4A5sRD@=_S69ur|T3q1VO_!7T5xCGfjG#8 z5TpBm%I-9QZ-c{pSMMnm=lGu&5ynx+z8rL&H`!=rM^~dG6qw~mnM!ZAac0MNfsBK< z(SAQ7xT`MiuOYSazOFw1gqvISF7%}(>--C$kx<=(y$l4^U>e@cN{BSZOdPQ7=_G1{ z%`v4e75CUW9cD3zJXs|OnKG(f$ucU>R!u`3*&pLKu%tid&*1%r%xu(;c4U`dV$HtD zx*8Jzv)vWd$u{>HL69?q1=n$WH&;HKZJ$vO$W7PQ7Z1& zpu}@5P@Uz#Lb|9lAmEnD&u!ShUn$!;iOh_#48e&5J@&EUJZ3a2AdpNUWVn&da`!!i z3fkffxEEl?t8$dak3xVpb1$VDzyk#UfB@Jiw8Ac(W4H@__@XjDwuMuMnuj+1f}nT~ zrh@)>4z>btqFLfKnX0|8IdLG4P*+4!^n$ZB2po9ERv~)F65-?ixzIjcSo>2Tu;@q_ zH=I4vGuD0#OEw1zOSb;4QRL%)i(%ck=lTYnefq%2zP~|rH9^w%8zen`}pO*c~P?oNNyk)rkTov46S3r_ps}?6NWNaL*Y`MVz|R*FLR? zTECH@T7B5S;dtEAXu{xuU=?9F-u4~+2eFusNFAi_a-Sx4A;hKwTMw;%rNi_8 z*XhJL)an4ulIS1ImSA*{2;Jz%{~r>?ZvX7|KKhg!`02BU`PTcuM0&~P{oh1Ow*M9_ zS=s(Crdw84j{mrBS-IH%U)L==BkO;QmVLF~oOah=Xs_T0sdPH6o2rNgv;>DXv{Fj~=~~8!wlfZ4AcWrwj)E zZ_e)@Q$O^Zt8b^fKczpHKWPuob@=zYQ~rPd2x#|yJ9G7ZUtijPDU|*^DjW)oIs5tk zxN_y$_H2B&@O^&RjIA1c623h15*o*q*De!UnsMCqRt=Q$8|>mcSC2W;G5t~*Z-+A;_D|lmgmQ;KH zDVfu1Gf_dnSE&h-+J{tyK9%Ph7IXpzEnft+Zw#uN;=nG^TYMt%~HudH?likqV7yT6|wydK<&NY~!27Z>xrq1`$zKr43_VTC~^@^~|!ysePutlV?3inRc?eXiHo=bpCvUS(JRwKMli zq+`l!=hMM{jCV|A+L4d%A_w9&_nzsSr*|=sfned|)t@$OJuLKQ#>!24C=A*_{9cE# zhUXCu1|qG8e(+GYi(?Eo;edPPvqNPPp(~|OqW>_q3UUoO>s?X@@cldKZ0mxH>HNoC zZQQ6nq5~=@3kkI|Npvkp){+j>L@Kzm!1!*R{N%}C>q(_=*VXq%=gW_ffP#3`xAxRA za#!a^K7ZoY)^@cv&R#wx4l*YW5+aTR<-*gUP=yF`3xaE3-7+cfHiIB=~ImTZQt1gWnp<3I6U|HV6e_QP_X816)mviSt< zeI->1w+r?%$kKC>HSkV~a;@T=msA9@fFZ?_8OaGLG2TmxL^+C(g)t_X4RZICreYMSUI&92R#f*7bFWDgr#kj6t2?3o&k`d7&3o|jIE6?fKO}Wiq+^^CrI_ z+TT~A3`uO1D*3Y{;T%VkbHzMtr?=I(IbhGmnkbFW%Ngx?c%zH3%W4V=8aOF4UC6vu z;2a)V^D?z3F>|CY6oba_rMzA-cS#hqvi#BIVB!?}JqMoE+NT6}$@d=Z^?(;4PZFdx#1g3sP8a z1e7}uxFbjA9CiXpw;1+z<`VGEO?Z13@A)-Cdhz6^8J}ILe;nV3yoI}_s4f^Vc?1-l z6tFrJh81P9kk7SnSs|r_hot}e$=JJ2gNw?`eM7lE9Y-31z;jxxkHM*Jcbuqn+dU3h zLo8*CEgqK5A)B(e-QjF7F0EMvT?X?gh8&#}roT8ri!AO}jg?^fPj|Uocl6I0z2BdN zXrinVnB+3DKwCUnCtO11Gx~4Q&ev|VM7_V5m|q^ggsmJmrT**Jt>Av*O2bT~n`>Uv z>oPwC3JQVRV~8G{(`tly8!`rRpJw&fZF=KI3ZalA_5(4XvlwVw>Lb&aybwiCr@ho8 zjJHOm1uQU*bS1n&#-#BLXqcYHuQds1A8ws(kz*Ka45&kfiB8C(G>tu~+eIK?Dx9cn zX^{;Pd~~KI9Twql!u~wxCaIZ9h&*MJF(!@7EYha#>T))>d@al@?7KbY+oeD5IX6qzJOiy&m=CVP1)K2wF3A}vts`EU%Emw}cURad%!>wgw@S(*< z9jEHWHlTOilx9%)D)H9(#1=oT(W2UkKX?zqHGx5Ie!fhR@V4W*-F#tiee~L$1m&Xi4jm^s3n7CQJOBy2{3WNVQ~H972ODEGbxZ!pycNCf440qr^xhvh4%V) zQz`$UTh)B9h!)LMWf~TGAN3Dg|0AtLh=EouCp8-kPUQV0953Ks$~Q~4$zE3uI&8WE zNjIG*!;6>Ldn-tgYced9#|>xWMo+~S0z)+{ppl$I8xXAq?^`U`cgOK@n>c!nS2Onl zdl*jp)oXI|w{diSQf2&&d+fJWxL?0XPrL6S?(Niw)hG_pv>FMP&Yiq425*N0opPLJ z4H63m%k!SsZG*c&R`qMwT5H~A50CwBdBKC|bnNqv5wde8QUnd4`j?bpPq0+h)NsP{ zO;FT`MfzLe^>tai+TP-AMZXA~>K?JVs+=h5lKI(NMfco&z~X(RCpILKll`SZc$JT4`ub{KQWHI+f|k=t}eQ)|4- z*eB-a^nRBZ)rf}cvxD=LhI`%dR@v=?{-(Ms_O3jtfm^`)IqJUk+Ro{LR+3mP15_Y7 z6!9;U85YP}yN${TZGYz+&}8A*jc_|80`Z10_e3WpEZ!F_xo*T?0l{`IZj&-PSt%;x zK0AS*$N7YxpARoVF7mffg_cKr`lA-b_RXwWtswaauo>IJI@A_!sL)NjlCm!Hxgl=y z1LR#<#E_qP#FU#wg^@1ubxc|%xr^q3L{c%mWB0!SUZJ=(iz3ImV2L%0ChBQqbKKyl z*Q`3GQpx&EVru4UWjp7aN`#vYS{h^GSf%<`$rV*5lrx>&uhvV;4Y{ke77l{AG?aCJ2m^1#2X^_ct+LsFkGjEa}o`(XCdgO#9BE?aMd`XXqFmqAv`!vILu**`4($z|v5T!<>pB#Cvpqn*izd|Lb z1q)iwJ_A|r)>?T_+n|s;=b=GzM!G{(@Ygo8aFKExR#vK$`0tcST#U8El#6WOOwdum(`Iglm3p2;RjC{+cj$5h5bbO2<LL43NONt z-PiH`<;Z_Arj6nRr*Dj$dg%W(w%c#O;>Q-cZIK)jFbhZH)6T&jlM?Vr5f4_~MF8Om zGYW_QBcTdNrb23|5c2Vm(I|bYSZpEQSiUY16VJ}GF@F0p=aap|LprX@xd9pFyQ%lt zM;zZ7DVQArz4C}e#D2C@c|2t5c9jIQ99fsUqa?T-=FvSEmp#)dE{q)6Ry;o0tB3Cl zimbC$OGU%_(#nW`;Y59{pkeBT>m_+I;kZ|w#8oYuP%;Did>%v=V9O zW(9R6x`G{Z@sVkSWh*AjU}OVZWwfJn8L`lE>$$C&p9OdAKK|?iS~o(Y^ZeIP1iZ5h zH8|mzY898hTK8UJ5FfkgjN#k$+m#)2*su4{O9C0AmPetWZi08*2mS2H^xJ>~&67n( z`@<<)vDlrkM`Z_);7JhHL|NfMaN_eF+boDMf^AFho`*=fn9nZn?MOs&#qjouXqL1@ zx)DGFgf_;-pnlP(B&w@ZX5<^#y)Thm!()%x$x!|0JJ@36EFP zgsmIF#B`OnFh@1R)pcL`!W;T@6Wb9Td5AbLGj#&7IdukNBE3oK3IYYT;}PNg zeE|x`l}~ldMA~zljXL-iS_^zdw5;s*M_M`h3ie$QvB33noDcUhq3so2q`m-|PcmL6 z%2HR>xa(a>DuulDZeT_xg24nXdO*=*!r+hjW?mL20;!}#a)`c|Qz^Ye=_z|7)mHN1 z=u{Kt`_Mu&%s<`~`>=^u;_8Oq78002#pl97qT|76v-G(R@vXRc_>{V8b4IzGKk|67 z0(ox?{K1QS9?3>+>V0#mc)@l>#2505v79}oh?&qcWDNQ%+L6sN-Y{&&&lv@y^dYdCQ70@7y)HEL?OCt$SsG976I!Kf{)zYF&9Ce`hT_-ucSYn}S`689- z3G@CB)8xv{T1Oig0QfZaYD-uM4;>A%E1bDurq@Sm2ns7e7L6EK6xK|+X%pHGiKcW% zf{iE2%o?z4%o>LdStZV6bXtBfv2ww)?8<|>*Gj~$>@||YoK}i~fD0wc@$Uw=)kfsuG;@?Rw-6 zTYV%HH;G)4b=?x;^xel|Tn7YL$1&E%OCcN++~$vjQBe|c;d~yXj&BM*P{}4w+;I&0 zl?tV{{3e%$=Ps?0*x*L=HgWc)N|U{@itVrv3dB!};gf-b%N8 zNz1WUFqbW!sJiKd?~KpxW-pJmGNfDb8VYauE|`$FGEj=3ln7#0J0VGeNmbA@A!_$C z0`kt8(1Q?s?kIs=S)kgMrbJ!q&*;knDw-kWouo>`IE;1C_=Y*#QS-|KAe>^lDGdItfRX|5x-EiCpzRX( z)<_&OZ!`B|!n`SXixXkv6;enMG*eg*43|PISa(?VNgV+pWCt)2jFB=VoW=Vn&;UzO zMf8C!F96sm5$ZQb6PX3p%3Ee6z=MR6 zMLhJ`UmWoS+6QBqrOHqk#fD%+P}TINX2Thm@oN zI=|oPa1)>Ju^0dH&cIs$5e%WRV%P}YIs#ych}jTJuKg(~`zsDM3XvnB9VN$#g(}y~ zUPasnX|RL6^L_a6V?epx_rGbood2cmvaoQn|6ev#lj*4Vs z@H7AOFXgRT3jt+H2sq9Jm7zc;2r?{1BCfmJY`KR!CU;=qjY!@aaF_J04j(r){6@~N zDdm-oi>+A+tugVR>!7hyH0F?caZ|0Z)BD^vCy@#(%xvKLyT; zkMHZuc)vg1Lcjma zwQMwh8B69G^Q4XM%za9ijv*F~ti6VN8X(CJY^rNgh#>OnN};O_#i~*NMsG36zGO#e zOSWuK;ZyqffN!jC)Emq??XYuZLB`aZMNXN1B=V-YGUQ(C0E5tVjN`l{A;T&gJ}5P( zB`&eCgz}W1e7s-eKzS}7L+raZT_e4pnO-frFX1G}dDmX;upM3hZKCE{bt(Thntyh} zJx_SMa)a)(GeEPV>p5j^@G_t5l$Y!diW#*=rU5@9PP>wuewWSiY<0Ldo#8z>pj9~_4;81TRSO^FWueR~<0Wdm? zNWZf*=dHoQQ;%nxt8iW{U9HFQoAl;tQ+z$fYs)QL-J30+wC+CI?K~)-mZ|Q2aC%_f zTd&<1vW5@ksk!!j?8A0YuH1D9EsB?piWo?VF@oG~Aco(BYh1085=08XSE_9uxjcK`l2qOO#Uuj<1vJ7HYhmP~$u)5Ev*+zj z-)v&H+Sjk|-&UtQU<8}b1!2RmLkGU&q!!p*6m^Rk?#9pUQ-r~*iHqGB!W&lTIgZJc zoq22}x$5)c18`Q9^6RaJX2`$x#R6f-^f=R;zkFrFt?EM}k@FOpn2+%6I7R-tK%+pe z1}b_^(q&~if$@-&lH=rx zm)EBzT;(2c8#hMIzoyuDjmP68$vw$Vk(6g)r&)cO8F(Psd!oSd#v2=rH+Swex1WKK zfz^U2!C2!44sYxv!+w4wnafSNTX;^+W6k0635;PEfKg|$3C5b#v`{{YkGt%Wc=4!G z&EZ-~*zW=LG(<$~6pYN{UIBRp=L*{24bN|ufP2yJlZwcTpw4^th>_=Nkj-sA3xe~c z_d958L^mM?8VW{^MbAW>#lpiA1EdnW`zS8-o;Sz_T!+2nxb!J!T%B@5q<`0z0#xhd zoFYR!*~A5`t9NmteJJE>yen4EaGUVB-o#r-+syWLq=*hNk!BZ@a8d^G$SndaGy7k=Hakm!QLC*#ok88xl*imokeg7(R+ zUB0$9uRSt)v#qhY7J7`^6;WT3fg+RLYCu~Z%@ZpR}@Ql`2TSr#Dx}xhs z`K&WQd2a2*qa$GO3_T=oV2$gx6t|~VJz4O37}V)hkuUZ?{_JYr_wiq4&$*?wOd3(4 zpwQ2@ab(!imv^}wGD=?M$HORo-LDrbMs^qdWnz01+fLenGxdp~@U+ytbbtpe=D5>D zS%~_|CTBl%t3lmD{+AwaY$imE)JFizlk&}PS^eJ2%*62O$utr$+@T&g^jcNMMdEYY z9rG{ST5w^>&eFouiAL$On~%rx(?AZZm6HnC{en8nnbAc7m43OhZm-W|si?Q)3P|_B z@e|Ph%c(k|uq(OH)p$e6I~aKgu|Mh<67mLp+h*f6Ncx9!KeiQhhx1?Y+HG)CFE97b zZL^%RdmG{c+8$HM?_V=i%y`a8dUgcJvXh-xPTu+#f&=tW|?glkZOR z8wMOpz0{Db&4I)4t0$=2ppzjb3ErAeBq-1N8Gg&TI3ae?2-ktlV3;!mc|Pl*n! zj`v70C42~RE50}*evB^2(3d4cUL{m?$Qe|FF>V@?d@FMZ52dL5<0@H?ty58Ta#M=>AP29@i(eRNnmApLM z4y=ufaYZIpE>_u)IOQF3jJzO-Ii+s+tb9GXky}s=TodX*;`c$Nf`J2B!CAX(34EnUu$SGXBu^p4~H*1Sx;L(*X-T?#eHVii{57nyt9zux5&O0MQN zDFhaWq#@ayBZpxHC*78HiKogL(K9+t#iCbJ^~M&<(4Meo4FdS%8bVEw;__Rhw73ON;Hs)*?QJ>@urV2^pK_;Iqq#mihRVw+Z+~ z;u-@)yNog`z0iw*$a(f4W4zolWMstrGA26qGh?^^kF#$K&ZO(wjcwbuZQJI=wv#)Y zBoo`VZD(TJwryw5Ja2uc>YRGsUtd-4U0vP#NAKQyU29!e^;&&O6}47g$Z{Mmzp$v9 zQtlgU9m=NQyM)9pzn~{RSeI^F@-zFd3#A=awvZ2o7)a9U8jNC+Ck+jaJ1KHJ?j<|d z_gxe2&Fs7zulJ*xV|P8^sit`D10($gucyX5hb@2;`qYgkfN#Tv;^kgaX|dpjLo*EOr) ze);llKf+};13r&PLAh9>CFc~1TH!H4AG&+3Hr!j&frE(K&Ksw0wxkRg(Jm8$?ALJ> zF}GbeP6BULC1O%Bo~ZMBmK#~A4oHG3Z@}TAoT&3c&jl3z>D0PpDEp#fV9_Q!JWW$= zh1B$Wjga#&R7?}5rh0IQNOG`cKD!O@(stE9miuJBBPj0X58FR|GV_KpxRw63IDM(# z{w1hs&l&Vb3Cv$ngHOP*VSoCa()=r@^zGIwqrQ8)gK9)!ss2bemAQAb1BrI4BP!lO zU&6oJ4V%TpvXpo3ZP{#bMK@J>zIuY{t;RTsv6W%GVL+d3wch4$5Qjngxr;$Nux1~_ zWpSvB2_Hh6ZfLJhm*?H`kD1S}*;{$zy0>bt%|7k#P0gayT8wti`1AO!Kr0WN@CaKs zO{L*TTA0Bv8EGslWy?3`1hl|thdV-;G`I##2H(jQ(ZSB}~_ilK<9NhSQ-u!lt_G`h;%Vq&8$0?@iNj@zw z+?H9axeRGV(Rao6$=g_;?ZuRkXC${q3y|ODfFKXaGyq;xo~0O(iN~L_EfygpCaoEO zL|b0Ff!&Y50ZS}L4qaOuC1;w9e%_}fdwdirz@ia%Bajbt!?;X}f;y)Yyy?HsCyk7R zZ-Vsrxc}9J=)}5@ukC}FY{)c$sqp!YZ73w%h=%8CdPhKWF}lyMwjDp@Q#SiQU1UZV zsm)D(zvL|eP1tYR0=@8FF>6gQBc{mf!mL+O)8c zS3;X0BFa^8mFXku_CCt|2%&rRu9O;#3$PFM7az|;4s^^(*I-Vyn6Nr$3a;HeZZ&2| zSs8zaD6D1Zt}V&5&B;T`czlGVTvG^Noac$cIMnxFIM=fzUH=ENWQ6`ftdM#9y~XjZ zg6xHO8V}jIujAE^srudzpGmc}V_wc9E^qsbC=dI_dy;6a>yCndPH$1}alTCBX9lV7 zrlU2)WIgPgf}Q~<5?MGmo0d!XcLg$MYAvu66Yj`+Vo$ zpl}@Q?ElFrelg3#Rsd+wr}>jyMZ^f4+);H;oDQ;{M_G@dbQ#>FMgm>JT1nFMHp_ z<`S;BS08mjV_z63=-*V2y&KG2cqdiXuDJ6FfX!+!)e5G09+1PNd z&bk@9NC(6ndM2P#<-wLBud7g`6e*dpQUf@~Mh;3H(#{ZL3BOlh`#AS>Ask-FKQ}1? zcdcINGZ=daDk}{;XkMrr)Uf`P1=0hl z(H9|cgpU)WvbwD!W2cE!bLQw{x@lDIvDHJi>RK(HaGzf(3RjZ7Hp72G{f=vS!hk=1D!H)`5)<}-gwc*H7`8{C8CiEL1t)Cq zJuK}z*#n3q{1kg`wsn(^O?u)&4Ylj8u_+*SFev|VFsCzP%K$ATjWTEo4s!}3CZhi{ zlAKy?O%5hkzTo)Vw4@g2lg5nxmsgW&R$-e%;3JTp8D=+zzQe##vdPv(IinB%@CGMQ zgEGbjVk%d+GtacXDWjD>+L2_C?R!6Oge3NQ<$!!p1kiBI8k}7*rl%N*ShoTR7I5KZdVd&}1te;Rg52K+;)ZgP4g|>nidRZ;sweZM$(7z|6khc5 zXPIAlc`5F>B49pVyt*=)CzkJz;z7|SJgL6$L5+H;adK~?Flw`UMb00oK?>NX!vSmG zMB9S|23=6U^@()2&tW7Zu3B7Z5i8|fhz?is%AMQ_JE0?2?S1hTs`!daDys?(>i9bn8WcewkLUCgv zEuAhlZg5g0CnTvToj#b+Qd%Tuydd<(EZjm$ZiX`TOiO8o0(4Y7EuAg|;s1Y^B`)a> zS#dn9AEiWWfR)CCl!d{>B^`*!nQsgRZ8l^9%8r@(r^ubeBc*W1!s{8X`TKnjMrjEn zz}7bK5ruI9N{;@r<_aADcruG$U}&aR&!{MBisCFN-_uR4_ulpruk2$;SpB^m6zWElLDoP8#A z*6wSJi}7R|V3fAT6P#Y#8#)>NRwD6zb;I&teBbiZhZH_ zQGjt6o3fuSD^`m@0WOD(5+_IEqsKfW+BX}R$a%T}CFCOL??%fBSIz(1_8O&2Y(JlT zqr-%JSPgi+hHWfj?|8s|bcIF{fKnfP?M(@S{$sNe{DA_61B) z^8G*s?Xs8^8gw%uB^p?+hlqATN$mBYj{`wRN5<_C8@z7B8k?Vae(L}wL^uLmq7WlC zy5e%*i;rp{%9(V-UxyZ2t1qXbiTvU%wd=(IhCUFL0LGdp)>gczpb|t8d+wVH6j@do zKcA*Z7G>Rx9sEUhIG}du;vqmhra;p9YHlAqqJBzR9zeS_H{oi}_*^q@Ir8wkW! zxwNk`@qrwCZY>y{##3u3WEa?t=%eIgCxf;ykSLp&1~f(_Q*~XYXN@ws+1}>7=}`c+ zc;<$XN8GwfknxHdk#@S6v6TZjBHAA;M7!~NFRG`hh8%t|*^hT@A#0g&@2eo}Jk8Gz z?doNg^wrly+?fPjwg+m=#Ge=4>JMpYPVMOuNv@%0b~Zu_yCWIB9+P79g!hr!6ztWn ztcI=H+A^R5iA`&36gcX~NtI0ua6X>RWuE82vxqz3oL!h{)u;UQII7wE!{B-+A#bGK z{q)*2e9Gl1|?P^Ptd~DaFpJjHMsblYo0R@%`39EC(7tyyl&@66o zq6=i2I`6P8OxPvQHDqtlAcV7)6u`u)mQ5wbSXNq=ay6^#taOntOYwj>TVclAp-V5< zlvk4k_}W)Wy)QfK7OS5ukXt2-&1&qCZfg+3*m#lQY@;%B6j&JBmbAzu{Ew#+ynwOG zuNDa@NY*qL2JknlTb6iqK5j95_2O|WcAt)ZA%(_lB3hk}dPSkeY$|&Hy+TG+{Z$o) zB={6WdQy&Aek&FMcuhxtdnBco=~rd+b{1&3`!T8Xdt$gA^Rtf7XHM~8H8Ozf_eEo! z7_eD@)M;c59!&`CjbcHOORZw4ck{NwQ0hv36|F8wdEr2hw5ESj4(TN%)%5KH2I;SrFZW z$ByETr%Ttjl=szeFSwQv!jAVNh>Q1&`smX2JPF___@_$HCI^Q?817DZauZ~{$Q4}r z8U3lxpu}Vv2KQKih4wsAP^t1Dkf6n>aj9W%=+C@3g0J@#hrPU39Vhjg_-s!Du?*=uDpL*a`*xz>|I;mKd^7V7e)oD~K_)eWH?sc8@9 zhi=^nI0i|vI9$Q-ILN>eaA{DPr7h)3j0WOJh1FCF9OdJnl81~$&lkRUp7?Q1aX5FOzY@a&%W!U}71sO9xRWQSEq^Na7+wF-;ik3&dEobCAav*hNfGU*Y{dx=WRu@z@JiU8 zIU$Eh=~{5*yU=juTp)*o!o*W)i=!Q+$h^710qOCfeUmky8R^zAtfGlb4+7Hhjdd0m zUE4z8l>(M|yT{NtRBh=&WYmTRcVcukty(aF7mOA~XfJAt4;6?i%mz=u$pCmr(1n*p z;XeKxl=6B0l?4D8bb5Z6Ewoq(z*_N%?fM<;KN}{ygUO<%RMgNmU#QqJ-?ouz!7TSL zK>L{APL z+f*G0T1nDWxVeptV1rDA6-3aNWnx8_s@;C5A`}Z`;4_Z#e2I*_ijT z_?`kX6h{Iu!UvuvKJ~+m2wN;l=s)dKs&ZOh6LY`~68q@9kT$mVf0^paHNlDwr^cQQ z95#uS@_m^+LJ3$Lx@jyE>Qe=xOlT_BD?;!b2|r<$P0-!VoqQBH_at=t%t*hmJIMANZU^&&e0N$6UmWj=mW>^ za_|F3Ys5D?pse=cC$+%}5xhY$5vt!B2;aLp98BK^jyKbg;71>t|CNOVbZ;)rUIm0g zwx>Gj|BE?$KVT|sr6(G(OI*rRZ>$a{%5r3jFDh{Myt0>AfebvO^&(cR<9Quii&J>d3@XGm!eyKDt7JGG&IgOvO;SiL)N-R9z01)`r>K%0;UZL^C5xz%_tBDz zQ4n-!Ho^2vLCEbq0|-_XU7k|sts zN?kf;^&9=!PhzP4!iq)0lYB>rg?3O1hjzFPytBOxzq6A62NdlO-jDhKGDue7 zBMzi&f8D`Q4KufBAi3_!$snhN^&AVB7x& zGER{tm}k3>1Bt^y7|;+d_|gy#Cc?Q3ybkIQpC!4*hP$`5=Izn4ZOHBAe{{&d_4e9R z!n?DB_1V+I{2H^equr(8GQ-3LSs2ZCT+&BCQ7H-{=P;rdl^@(*kKn=^eB45zt%aML zGI7BB`sf_HXQ$Ip-v|Q3_JzXF^10fn3Elb9%7y33cUO9Gw&0Sr6&jbe6^g>tiEmvo zNqPC;(oIf3W1eQw>fc!c4JqDM>FXKTx&8~cZHMd6Z~ZAR&P(md0rhJxxk=#tMv~1X zflo{|V}_d_MO~$KSBXTM%Xk>!cF~e`)%f5q?BR}vA9YYK>?Pt*Vdbd;u$lS;=@}H# zhMOx&)Xz^GkqM9z0@&wfiL7L%>IhOAPs@p<7IZQct&Zpr&5js0U|j)PyCq}DZPFn| z$pEcQ@=SshYA8|y#^ZHUEnIS%E7mCBzY$wE6ZJ%G=&lQjVwf|`%eX;!P ztXJE#+>LMM<8+)W*z5PP^7#H{IPrY`=j-g{zSp1e>AsrAV7>+T8h zO+Dd{--17$rkC$$!=iW127`mahqv9xMXF|QdrKl~vw_W$k^DzxOVjm;z%aF8Z7j1( zNyF%33qkeRpt(&+vt4HFj7`-m^VDN*OK{W-JEnGo+H^|`?TcmIWd-K^YdJfUX|j z5w2dJuSdfk2tSCOX7`@u10;UKX5IGy>dH?aUDfkTH01~8VKb>bl?bpAhCdyq$6B)O zDa`qiW^=}oCO&$SA04H52AEHHxiiQe8y&@O> zpZXtdvkg22c9`Ef>JzE*Z$@6Mu}(rZIKO1mn2@Eq`)SRs<&W#cS_{4et_}B>Ym7>+13Bh8E@K6n-T0T}G3`!f zi()sl?nx)Zf~JGWhqr4W2# z;$^A)4duQ&-1lTgR_-Vz)oIrS8kIq&13Ho%fJ+tMraEj~Gv8;a^p|h*SKfra-{;I! zz{O5Rl$D2!%Ju9CqvWSY)v}4>e^u6KLQTmui_=^7tqx=`v62w#lLVXR?f0R+){Vm0 zlH3Ln5oDqx@A8S-QlR?$>8k5*89!l-j|*@D9Ae}qqqXamKqE5%VHa*)_pSgVNg z#b{9BxdUS0IEJ|#|GsTZ)6Vb+@;n$MCo_1Cl)RZ~3#Av^IHM;;iT8$FK`(m(7Xouu zsQ}Zoj)pkm=B^aI627Xj($xkFZI*2l0t&%cZbTa^F`mhR;AQS3BbItauQbOMk$-Na z4Xtt=8vzDch^v%Jm*~S)Ao#{WeohYPK?oSD7(-j;qdJlYc2qDQ8mT?lhEXFHIuYc{pYIPiIKx~2^!{X*+bx|HmQYQ3h*3ga67 zijeG>EOJ8dK4oruB%P7k6&e9`&w23WwFU*}jY@_VtV$kp%<05BqoC9XAP^c*A3DHW zA9OOXV6I4beO?n#%sy)J;3DOP>kn ziI-)kEDq@Y!fSWhX46yW8ZMXT9nQZT!&)Hz zZtDJmv$!<>1!Ka=>w?vJr**$NrNA(3@7@qnpY5AfFN#NTLajiI>J$=@BR{Qm{{ri zzzJ?_BdqmGMjwlS~bTXM$(gt_<=wT;AmI6Eeu{Dr&igTINLKa_=@S8}> zOaK`uE(uNmQ6<$o=9JfgFg8xX${6u(aNE(6VOl z4_;xrcNQ*lh6~qh*j$rakYz@LbXZAXs3@B!7*cdK&}}doNmqhQfFVRGaK4i;mq~#! zbQy@4o^H%+nn?KUp*9Nc3>5t2~8P~3YTwo zSniAuY>&a)Ut3g?<}?y*@CP>}d>kSrpcz8;-x6z&8g0G7IwjZ?%!0;5gy~^GlLrc&7vGo|bYSdv*10 za<=YZ0IaMivrY?S90+*@Gm)zdO?uM}mHhHmG4!2y@c?I&$$W7omb{=A65V59cVJRNV5%x9I7M(eCKqgiaEgO21<7xE z>>eKtuEroVaLOzLD4u5`0$mQBOxTVZweNbog!a=MMf~L2+jo?60t1vXYb+pTnBd&r{BVTg27kGMnLaS<){=#Z)&kYShG!9dQiu&m3X)2hV; zQmsJL#_8x%Z-F$z+jdNv5LUu0zy2DRNlRz`_S2#V|5Kz-4i;TYLf`LIE1~duOwu@8 z-tBsGyoLyIhs~&JIb4D?UJgEH52Wz0wgzChB}Q+!+j&N;CKd+|AD~YB8xvBAB+T$; z<2rH{Y!6=MRh9|tPw+a+;yo-nPF^N0+h?9gWTw?j-)*lqUPgaOn;T2J@PNa^wh^v^ z^aE>xyXlAxAHRp{b8tc960^l@->R1vK-N1T>)g7VVpM{RY3kR1IANnjw9(BZh<$!0 zrV~`Ajg=dxMeHC>d*xmumR5&GqD!kf(V z4MxS>N?J|Wo}Ou01O#d&_vCt>U1)vx79}4L@T*y|X>;{KYou{Zk@X@OB&l=93{oB8 z=ebh?`k8KabEisFQ8^aUB`{}OaC}=-H0FG$+;w`ZO%lcGoJ%wVoxXGY@T6 zy9eF1SX&<)fSgW`y+0Z2YV)t+T}V#RJD$upIC>3HuGrAM2u6sz9Kqd+t+FtCG@{)i zr4cOHzPy9G!DHA8zw#mH^C~u*Gda%IWzhyg8%;Prx=7nS$X;4LHm?8J_!01^(|wq^ z*cg*uP;HR(-Rc;@{IxfA-;Q=pyBm5$o z6BBVoj|DPlMh^fCn`2>!$h5s3X44!oK$)+W8_NclWDAqIRuE}gltvt#U#g|cvm9N- zZv8y<*>lyB==qwi*#p1NzIk(H%g3HP3it_lZ9iTSkt?_fULb~rgP;37%Y^Nd85UO4 zD>fTUhgBs40eK2?4WD2I;km|G`GS4gX|`+ZW_tRjY*j42-q+^c~^^V zKtkif(kt7^`!w2K!@1eK%+CCZsA=?c(Ee!u+-`XGdFwX2f{J`eX}*}Or7tXnTS@Va zvYANhYc{*!IjA;s&3^l*+goPon7))@!EN-kN!PdV1ktz90){ubGiTEso=4XiceF}J zWf*lwRZk7$Y~zi8OL#fuaq*3*Vb%N_9Id)N_cVU~J(ODaASRQyLU{)42juUB-Ek>| z!Y(;3tGzW(8LCnX;_yI49@9BG?z%SWa1O`q2VmIHwnD}CR9bK`4p6Q_2SvKKkYe+; zkYpFFd>?T&#C7N7pfJ`PPE~G^6Iom6&c&z8D4uZ<#E1O`>@fO+twGRn7R zX)JT#t-#^m5;SK$55Upc4)x0NjG|z0hRgDZDNVrP*}8%t80hv%Vo8Y#!7ysPL`r%k zctTU-V~0Spk4-RYmB4J3(? zHMmz*Y~A8!-@72i>tpuehn{~cAZiD7lY%#6Tu_RckcftLL$7Y0eyd-u#vS729(7HV4B$WzD z#TfmiZ$p&peifK-YYw*0>2F#%W_`*UA;t!DFa-rW`)LkFsh8x6iXkh6O|<{sfHkdN z!JJhI;E;(r$mztsyCxAd5H!bZFQWXa@Dnm66E06pJ>Yc)Bpm~ZG@h<8hsKcSBFD!= z>o5L*iGeo#0TC9(fQ*E#%!L}AcS~GM$)kvpQqr&>*=3$8095#Jgo#{vkn$(z`W%N|VwQt7n3&>>=JI13 z#l!%>xw-DsnG{?!VN^Ix&nCB|LcGx5>Lw!rI_476X`RffC!`x$-^B3i$@_0wO|*UIC4 z*okOgMI}(ri7J}giq_|*f>t?4VINERU%e{LYc(&T}1Y>mn8Xsp=0=v9pX>CaeHPeey( z4U0ZLxd4f5a`X2>lKeVuQJb#ctGccdEW3(9mm=<|_KTq#$zfS()6nI#;C+xvE z$@_1L3g^ES6=shAjiSQJO~lN>M8wTb#LUV4|LZ9n|JGCbYUsG(w^lSC5tY=66Vw{a zeg+R3uaaP#lE902M+SoT#-e`U@%pA?7j0BZvZAoM?{HDNuQ^?+eKp~Kq))4S9IUz| z|Jk}Hd{NesjrIS2eZ4Y_9f|$3K0We!qS%}I=i|kl@0%#f-`4*-^7HKObt8q)AMi;g zh<`uhFx>0R7#r)b;d}knL#TP~bG~x0aiH+wYiPQ;Vo*b3n(6Ox@^xyL@HQD6+gGN3 z>f=Ce_fyTO^)p-5ZT#I)V$G!%FYD!FoPqb|guX!laBov9ikGJk13$|sCHT^4_D8?T ztz{&1uNih2CoedyUR&=ZeXZ^*CFMQc#=%-o$I+&q4ch_xfR>`+0pg zP`jEV@yDSBz3WA6_4(kOM3E^)V+<)cm57kGZDCPU@PTZm;(W3sV17faYJYsY25pS^ zasb;)k^Ak|W@ajc^37vIO_0YY!5?!ZrG(2^k)nIs=VtH4N71-3df>v~2JG$N=E5%` z+4fxr!)JPHfjmENVD71t*iDT zkh}2XmcJ-U$ADw4j@FnEY0|}Tsk91{qnA7!%f)?)3ND@BOhF9g!Jvm7QJrW3*Kss% zyfg)yFmBSun9s-ZtUiNZ)%o3{^PEWDW4ShewI+gAhSFD?2uFNJ7VUMx-F)aIiKYK! z5lDTfjjs%gR)B+z@#M;8vY*s5lox(RUj~vjtQRCH#{hC+{lhlaIg(Nx0rQ@(mZ&F8 zdwlFIBaf?Nnl^^7e;TCZ0R1C0ijeViTRM%fNI=4Uhu&1cM8ot9&+R!QIV+-&dZ9 z!Uy0;?RNj};cpQ0fAP$(@s>PW*^b#?Fr;mx4cd9UIoM}f*FZQ^i68iv~V|NoU}+OQmmUw}L$2BTJZfx9fF|Ng?PLD5$^LFPzv8kv%Ke zP;0eZ?`rjKw`w&0$-q)1>i^tH?SZhZ_ofP9tCshtU#+n?)zn)*Ed52c$)i}0JuT{$&X zq|94sPuiz|b2Q@BEi|Zq+X~=3`{c|F4et$baHnZJhvs~ap|AwW&a6_JJPa8%Wu(lP zXX0gptmds4_ebTt-8ItpWDs)l>nm;3OEoGInFR1CUc2w9ShJrAbj_G9^^ZxII^%$GsEH^C04aq_ zbw~(9Kb)6vMfY0XE@-E;6eQwjJx%FIT7)KTOq z*sR?p^_Y&NZ8w+%EL11&)-TLk*_DQD{NUP**xz&K@Yk6u4)ZJA5a4@RnQL*CDz(2) zC`QVHTYEo;_D->Yr7Kgg|CSr6*@(tGs*ioeKLY}kp7 z^QPKDIzuz&54}#S%)3{oTVxPzQ>gSWkmP#hUJktXU#^@pS^U+jDuX>(D;O37^{$E6 z9l}x^ThwjQ75eJEgQi*s`mx?Cg?{$E^iiD}u?bhDIrbYo@pCPssz$od((T|I9HmVP%dzLDaC`=|pudl5)?H;kGx_M`7h9Yr z?v)JvXr?n0WyU0JTe@@Pb3RmjDzlL7ni0Htm|+|-Su8-hr@-Ieqbd&$C@04pR;?6g z-n6EtiEAtXU563CvO6M@deK2Ek)$85vucJORgM(--Dv2bQDIIGGnddzC8mnjKMoSz zho#28qSgESQX9g#a<Ja@Jb zLCZpp>bTQPSaROCm2Tp| z@j*YV^k(~#K>HB)bkjrgh%x_7yhoR&@Ygu1#6)`3+;E*1Gg3 z|LWZu%3ECS79Kdw3l%=M#PlrrEnxkn(j)1oM(9V|XiYDNHQA2B7n+~jq_fle+nFyq z^ZVT>VLH**G*zcnqB^(Rsy8#geZ(1l4se_S7SmLoth7qhe8)``mgM;oE5;meh8){4 z2N%9v{dh_XV5j+teZ~9<{?1UJZ%CB)(O@aZ$3c4+x80NR@=pC@T$=t(;=|6C2o%Nx z%8TslTnJw>$}u7FDCc;i;|?Ry+$S-S4%oEvNjrSEY0~TxfOL&pD?c5r8o$;9bGYd- zM6LR&ud*@E?2YSszPZAlu(`}Q#X2iyNe0Z%WNMWe+v1Bk|ChPhM}W4p80QuhPtK%x zYL;v#mm5ClxWnz@E;BQY7|rS8M~XYWW^Xwb=~_$Uqv1ka4>yv<&S}*Bay4)oyrg@j zWxK!x;`sn~jE2<=Ty$c%dR?gZ%!G)sXtjC=i6Q%qYcgPm6V>7eT%^jLmctp3riZxO zIx^4b*)mjVzrbWT?1m$IhH&h_dNAONV;dfvtK%jyX~0Xg73kwryP>1=DJfro5*SWv1pPESd1e!kwaQ)MloJ zG!q50z>151n#L$d?cc8PPyyhcs@Qfr`r?tGi>s7FZVl-`v zt=3k%7$$`A;-Q|S*jHe=q$zep2H_o0^}TviCBNp#NMKdSh?bgSoMhaYldl-M6MA52 z_o&Rnp19VA8^LNjYt3%7$FWH%+jYv3<#FP4GCAGqPCNwy%TPspy(^G8WW4RZ@B>dO z()x$i?0_SD7}E8~Moa*2=7o@X_sei&ZFaU3F2kLHu!Y5r!$3WI?1!y)3j-`m0$*Bc zTZ1F+bjAY(-iY7i6fb-+ST+NXp~FBo4N0W+NhSwCA){>X{=!|JU~w9^3jU3{mOBDx z+VQ8lW!EKVEw_1(sObt`->gjxmfZ>-akfC@+SFOV6aZ!QtP%dr;TV33ck>52PwpK= zB~>GOFD{WOkYofVKIMRKO5s%jY0*PTp~4NP7`wj!$n!rwc3<3rP=I#NlNpN-aJulT z5s^S4M}N}FsfoE1zG&(4cU=ZSs7)VY|5;O(es{|1B5gRn!9-!~S4}D6a*^kwQTJSo zfQx&UEgX)tkY;FV5tCMSN<%(YR)?H}AC=3Yjre&Y`L=^6e;37*-@t{%vyLl%TcI{) z8R-dOv4H(AOBcu1EW5b6HS5%1vJ4?p%gm60W@yp7Mrl-cU7LNNOm^RZY<{9ktJm%Z z$;D$krwybvqkcat`m%-}q+<{o;Wn@v)la>0JRc^>&8KUE1Ae*~mofrZt&HbD-F6>e z>nX|vPI;akY@oTAALgcgDWju5bx1`}In<(c^R#SU;5~==FIzFtwQWpSCojP#>tGx) zl7VxSu{UrESlsz>uiI0?Tlp8Z_by<$621`(4KXZ!+U>>3PkCm$SR>3LC29^a@?KZ= z2LHy#i_X2P)p(Sp|4%H$itG)f$^E@=qNlU(uh40y5qd593W3<;4CDVEWyp#n;(AwK@ zbkKkGyADfpI~CMl{dy0FOf1E4z_@}6|nm@nbx zN@zz7QN#*)_BlPdnC%f++D5rF60umhGY#nV`QY#I`M5>~ZFw**L%8?YI1)0k{--u}&Q z#sjz+Tfrd&vy{4BHY%|m^5ZKn!P^mOuh~wCwoJ#2+&97ks5Ldv=~XNAnwDd0Bd8Q1o%n@i@+| zb{y*%2y2UQ$Dzk?8Ru?3eAIrc&x!Qg*+C;7+tjZ{ABaLrAOB6wU}5@qg851#V{P9~Ss*A8ntJ5DT@F*y-t1;$*)?`TYy+9Zb z@2IUVBzo{D3(c8UUnl_NY;4ZbtFQydFT1nY=gsTN>ekP~tBtMUgByRp&v(VEyA%IW z!>3-sZ;kJh-qh#UY^Lvy&k_Ig!q`7LEh9IC{)vL@Z#SCn{u|wb2EBCMJ2MY}s0U91 zJO9u7(?b3ileh&*|C$39Z@t#Jm93EN+!HQB#=WSMmfFbr_j>FBQ~Q~xo&-JlU0Un| zuV&mE+^v>}`l5*M&6=t00OTvLSmh{Nd$KM|rMcP@-wb)reealURT0755qEX`eybH> zR&T+GWZ8LF&?v{m8%eaXz(8l*l&E6e^!gmggQwStmAkj81H?b)qPv*4GmzfwtRv*# zSse4eKJM@?j!8W)3zqQqHy>Hl7}1Gu_Oh8ze2c@n@+3@gVK#$nO)Mc zX6Ls7@W@f(RN+eL(6Z1)*xDfch#|2LAGZLHJj8VQ`@mRTgX9r^FT6^C8!xs<1wsC! z4S&l?Px(0V88^ZOk*h2{(iaQemj)%-%V{@*GBYG^{j`sk z6*KLlWVa5%7hlGUCcxJV40z9QOf$p6$QNG>tvuSg92{W~;0WY2i#*jzYL^5CUC(R) zimuAwDpz=4!pKN(oTOV(0gRh|9xKxU(K!)(cv&yrHJfK#J|*pn zqO^7I7uMz-x& zFzV5?MY0~lA~*Y2t4_q5`zRUMtX1oUtKD*)SE^4&|0I5UBY5$)J~DoNr<0-jqbO)3WCZvt6XP`MSOki;b!X@BYCR*I672#xaRYh74yUI>ydI;G> zS_hh(qGVeD|0X~W;&bzlHq8fNxiARwF5ZD=v zt4Lu2TUWqd+5cUw7Crq%)e?(`W?f+@ile8dtgen8_-E?|7<8iQzxB1uS$~9 zTL;_bW?1)$5l;;|5=(h~*6F+Kf!;4Qks78tm~T|PPNgi&)|#@fsM>HG)mI7p+8B=x>WTe6)Ld60zL!ea9&KX=|!;(-mdH zop9~mqHLGKL$h`ypHK=7AV0XRp54LpZk6+vM(-q_uVoXVF{hWZESj}1@j5sM<)E#1Q(^LSh-*%jt-&C@0MFDf-$SUJ7YdiOR+pp&;%AkJE4bbK)B`XNI`m?2M_>JIcTtXK#Z8^Yz1UcrIF=d%sFd6jM98+FtJ2L0;l= z%-$z5B+daoQ;K?pwjec%U40^>>o#N;c+H z96$v!SAzz{RwI;9_`;bH!d+kJR;sgL83tLt@v@>IyWu6LuK(2dNCnF^ILk4agamE2 z??*eb?C`=A-ChplV13Ms@H_T(?%sE6!Wk>n< zu&al4Z~T;$7r`J+?aw1T3@(jB3e1a$S|Z@a9VpjGv78y$!+!ce^375q<+PBwf-70f zxneDz_70$CmkAvP%*w*dHXl18(3DD*cUz7n;i$vg-B$d<@KzQ>RN`PZV;@eSw(E*X z!klL%<+!!Wj3RCCs7p}l^apHhmAZn3t&;{wy&&&!f2)doS+x(=2A6Z2OEGZ;7W~*p zqeVxhV4R)7c*}<*-N9iKUqR0zgxxniT^7d?~?2C z@JB4(skd#`Kv9CR(gEra+-(8$eVAHK0{v z-4Ey*iE!Clc9|a}{#6OkHuv$NJnIv-L^1z| zvv&^8tZCmxW81cE+Y>vP*tRvXolKleY(BA*iEZ0_Vte+y@7ZW4t5>gD z)m2@$`s%x`{vHYbGnOnfgR;_$tzo^_LW>s63N*#632fPn2YlJA?F2N_Xle%j2xR(D zE!D2AKdX#c?hu;fUZ%9U+bdokT|H$(3p3UPWBXeRfFzxA> zUV;Qmx!yOC0V?lvn|b2zhX={cx?VZuBJZU)NdxaVV}^C*AU%<6Iu)L7W3) z)|p@@Y)XGAj@#9dD+Ya+^FbX74*Nei0AixUQHk0T zY`>F#JQ<(w`Vr?Os5MFqCO&{vi>g8}K!5)!E+{_{2tf)2Qyyf9RaV`@p&0H$NW{5k z+t-js2A?x|!->Rh#5OUJpL`kRDzcHuR)wCg1R2Wk0L7q3p!vS@Pv#v4jFf2yg^ea< zG|fLL$e3@KalO&TVH(o+(QgSEz*IYJPL20kk34&o03NB6`>oOfxf}oNgCCskHQ=#;FvhZel>AqG%#%8P=t|k1}LT2$^Gf^x;H6 z1EeF79J6-bm;ln47$_%usgEe&gJ?QXfH1a+PSOL*y+Ym9BSqrGF&Tov?&u_w#SOwh zDNiowBqeC_!RyD_=nBW!&i(F-$PBK6?>CWeV>qqiI;oK6I6x+SH(ruwb;-n0ZkWkcm5>OQ#i8dm9doMv;w4#k z9N42={2PY?01@2WbO^hqH9L=p;aF~SO9dxzvTxR+ts(H9ZSR9u@n|pul;hDYx!>fR zT}UO2aM1S9s&nf#&FN6D6}J^5p=1Sd^W#SLxWbVY&kwfhSnojXDYYlwqeY)9MbP@_ zZJL~Ui?!_ZsH8S?dMvp~gN$JaDOD|oRD+{J;#k}FiWBbt$=rmu3sHZ)*B?K(b8hm# zP21b@UMQN|jocMTi8nZoQ2Vai^CPjf9+<6q5Y(CSBh8ufdn~QS4KQ5{8+%?2SM7cO z=#*co-@lYR^G}(2Ssp)?z5LNq)4Q=<aLH5bt1aeg!Lp&T&pWiC%i9~kp!DmAZb3eve(dg=B=~Ljp^Wm+e=~ zPm3!rp&xsXo!@9ofp;s2y4CVX~!ji*(sErH;t0nL;ftopbM#ap@TIE zWLkZUf}jQf2ZqZ`RyxC&>w$u?5FXuX(Dk+gU>A5~AoOKuATwpuA&`|q?s%HTcshSQ zQrm5$_U^E0c+9H%AbW57*w1{+Q@p=^e((0A|KQKLv`M7*t+Ywt@UFB8$jV^CAVqFS zEh>r7D?N)VI;<$O3!0iu5Wkcs6uz3@k@N%%34K#6$b(L!J2?ly93mm#9D=MN8$5dg zSEF*}p(aZkUur()>6qG|oT@)CFLF%e*3tw;_CsDi?=vH@?iuur*X`@CaEHJ1<#EN# zA^Yh=5d}I&G2Z^f^%&APTvxKV`Lg&47otBNGha`$da0!9%*%1wCV+RnZ(}|BM07rc zDy~MPzs$mz1sHJQvWBnu<^0jeK(rB-o*v;bYS;{~7l2QL)TG|cqh|*WIq?pn(< zYAtaJAmSa0SV~&Xd2FE9jXZGj-Y`(*Zs?(S71`SFzRCK-y>g?$&QgcruoQo!y;uod zyVYEu(p7C6)0H9n&LPokE9FSg-t(}uD=ca?h1+JgG*;R~4GDHLr6MG|;k(L{QM2>6 zWW_{uhcx}Iei2OEiq&M)Zx^HXPh_Xw(!)1?f1d6zpIJ)eon&+o2!N9DtEQuQS9CVn z#OoWP=M%9&@flDGZkBw&e5V?#ag2KmyE zx2Wdj%JD9F~1jG#nfhpB{H**0ZxAQJy6EQdo{Vwj2Kt%N8f3vUQJ@Djzu@^=o2@ev=Ty9%K~HBQQ z(JN}JN}3q_z4!8YY%L=~k{?{KpCZNLte#RKeMhw9$qQo4MI)R_4H;;L5XG)^88Rvu0gR(5t0HrD^M){KqqzcTEyI!rxc zeu6UrRW#^I6cKQo0E&pv!<+zkaP$kln`>P%Z={MIAhtt921jqt|Q4E3BxFfe%u+_3#e-68f{#GHhk z{xy^{&RWyMjR-?&{u!Asfj70BKkZT2A_Y&9u~R4m8sHSn=b*Ob(-dk$r7PLTy#@hq z4zazypL+qULN#A2vF{J2)9pt-v9AwxEB6F~++?||YlxuN%Lb-Bv=G_%bLZY87M; z&L=<>Ec8I;jl=4@K(4^Y^Zlr0040*+$ZJj?;5o;vX1e!keu?|+r!kKpA<_n(w^n>Z z*_Aqv&b`9pMB7gFtvE1^ExrdsC!Y7yuuip+2U$EtCti~nG`;Bi4LP$bmM{mQUCoGh zGex;hI0@F!W1s$1pXJ=Ui2`ioLSit0mLmKjT z?ikvglu(@J4^kj%nws-k88VKvE#qy|73BK7>BRd>DF8PJ(;fEcE@N3W3Zl zAWWC2HTc8FpKpaL=f_$Y{dGS*nX?C%9<|b4Ex`fuQKp-6jZ7ZQMDT}0oYHqsrUynG zEs=GPp7fG-`xBsds@2BpmyilfeSd|Luaw`fbxx1Rha{H53%HRNBN zLxOH|-j|}AwuhEdbW7c`xw?t>(eaihK39F>>2@4@ogkgAuCagP0O)lF7&f2sxG@u! zNfz|6z-jTlA7x>}G= zx(4YfxEKfO7pil!0wnygY3S*me6!*T+?bg%+_|49e^^O}^PG>sbN7;bClpeHf=*{V zESk9LOyJrZ@4V5AhR%7wbNC7UnxA7)P)4g%Qeh}%gbX<9oQbVCZ zI0pyk(-H3Vnc5ozQ^}thn0?#Ec8n-Di>@%8L?&f#)Bs znnha6ep2s{IJz3ge(%{hV1LrD+w{h2WkxC8flTvh{}BPfG}kj=|9nw;B}TjIG45~R zupy_QuwjtQgU}*K*(|e>OZVMbgWh{p6Q!?(Pk_d74En%sSp5vfqXf&YYT@8!ueboy zRH3HAtaRbQN6iONwXrt>dRx{l@IAnqDO^n|>DL&^w} zVI9&(m~)I73O0{4mKi!38ineDO-89o%mqL5L*|a<6&(9nlFy$p&-`F^5Zm{vNRm`d z#0l@xK36KphlNN~gG>@`UE-_BZXxnDf&1N$g0*}5s8Lf%9=z}H#(nZvfn~x8wl~*| zJhKv4Mn+nq)1@^+rPw(7g4&(W>nwv5^%-v5F&g^9y`v*CrS2(ZCY(beb?I#*WvRQ9 zj6D2nMuz5-jAWHvAPKKgrq*4(?Xn`Ctg)(I>Tt>{CZrY(Rp}Ot@RktveLy~UVz&BV z&ayp{d~AmW=22ecHsv$@J$_jddlgvm_aK(ebE|cY^0Ity0C%St4?96h9GS4xMHzgB3`cQ8MA$G*~iq{a}V-g$I+r^e}_&3Y+DGnV?+%jJdo0hiGZWq>Us zbK??s$e;bmVwdi6?54?KsKsV_MtI zY%i{g85D@`)o<1;@VO@O(V)N>YMS$0i_#n!XCo?^;K`a9SN&Xw?<&oHU$REk-D>h- zb=AoXaC8&0vXH2l^2TU>B9>!&l@Q4hS)&FI8S-8ECtGM)pI)ugWn$F2d+h<38QHp9 ztWKtJf{>mgYs-~CuUw`w^6hnCJQ+gR*0}`pYdZ@uo|ao2gY7!1f)7{SjV)_fo|gDH zoS!Ecu|0-|3EnNx+9dF0a9tsYoix%C|UbBwZV?n1y&^QvY>%Y zknQS?yX+Z?#xgMFs9O9)TNpKCHPv%w@G_zE(hCy7TEXQxJknQySi6Kq{j1PegGRYh zpf(`TD=DLi!EEV?qAQ)Ohx}g_`NX;(7P0fWOjvn9Mc+tTcb~EXl?fgH$`ceVl@B=< zB|&$M6wE55B3`XA>Oc(`e@OWxNfp>g)?()0-eyttJ$jKsW+4is)YW3^90<$lvX#wW zqZOjC->Nx%4p_0B*N`J|z&cZCe+wnFC}BY4Lm%vBp`j)N=g})S7!WjLdht)6#Xfxt zzW$6%%R~z2!hMGsp4Kb@fUKz9V1d|1=k~Fqy+E<{Is%UVur61E=QA#aFnTTDfrVHy z3Xyn8IS2POe#Y*8hw{Cd+=l=&GIiXmAA^EP22b<$zOhS%oe$T+5v*Fr5j>%37xR7i zDCmG7=Q5MU6{HWIYdki<6(r{d&NWgw;u6`~a7!#?Wh34`$WpWUEl<`*%*ZhQ>@CfW zcqWW;3-h)oPrzAXTR|{pyuJM7O2cUdSw%aUq0)m%V{}%CJvy>)qP!H%`Tp6bS8Ik|~Qt-|cr~ zj3!#2Px1S1JY?t=r^+LV@%rA{u$XF_E{rf=*+h-ZhQII*O6YwJRm8 zn{ZGRw~V_jx;T6)|NRfLKCJ-u1?0<~j_5kPE{WE+Zc z&DkvW@Q?>@kxi@SF)SQGJl~wJ1CaAW0ss2(?!+>eUZ=7R`|A!r(8(qjqN!SG9TxyO|Eswo4^&IdE2GKudb!{ zdb^x#FFWkWD#aYqh>a}BJH5r<2I@HLkXQO2yKOshcL&|>{6zXu!?D1CZ`b4Jh)@>p zwKD7W{plCM%-)9BIrw-EOewmHwXO4$Szqioxc{VYX{z>Jez5e2S)(RL$Prgn3XxG2 zQ|5ZG(n%`R#`z9g_tsNIZxYQ|BIL@0|k7KNJ)Ib=oIaUc2DEv&NZL(g!wpx%dhwCO~Fv{m1Tus++yJHgY6}R))M&uFW zC)NmA#!&mkUE6kJO>gYiI8-*Rpocae;ffx;+a4uX=$f0&WB&X*1l`(r87TysI*Vff zrCRKA0yTN`pgx9S=zB>ngaLoPlY_}9Rn!SpIGpFLQHaV&JFF;0j^3^lfgOoAfgj74 zJ9@3u+E1Y#1*9VT^L)jv-ObQ5#V|Sb%i6cgO^E8-g`t-wC3L~=0kqg~ZGH4@3W0om z4%E5>>K3Oc{pH)A((sM*Bggq%sOSX>lQ<5H(!xQ?pQ`IxA4C$f`GGc9FqogKSd+PcZu z2=AlVCeUO0Y%52{Rt1jro%*P&?OCBs#&;?_m<Y7(&YE=YZUPLDAaaa_XIUt_r;3Mf!!5|4UY;g z*SP`Q{SjTPws;R-(SiJnbg)~L=QM6*>EXdQEt(Oekz$CbI`;ccH4lj&bP$r3)nR1O zrS25b@nYz|>OYYz8H%=WbyK5yR=v{o8}69Aqu5;y?I@{G%1r2b{Z$AgIz8tgH-FrY zRLW6q%<)1=lo0R=_bB86%+buT4V9&jr2;&?cau3u*$4 z!WAtqYT1p{p`GS`k+&xAswCYFi6x4eNpy~{Y?OcX6 zZmfTIvLWg3**L3p)Ky6$?9po~Efjr#+Ar^=7puA-gKG3bo@cnCcWha#G%JAAilQeo zwjiikpmIMAs{t+Lj^qkHjk;MT0Fm>nb{TD9(mbqQh{WUvN|-1hcgq^^G&xWJK0v|0 zr9swg(EeUV#*~eDJIZ&m`k{Z=mrE~etp7b_zN3W)nZv_-OPQ5nlNJ=~>32|=u=P2d zMjvHM-l?G@yNgx=e^QD@8<}?J$&@xRgGC| zD+=qGRqPj&%_|r386H%_7n4h`VzzP5wi>pg%sk6mCDMcw_tvT=-a@ZT&fYE3Z36hP z)iY*&kKb!9C+cNzS1bdJ--VU{gFt#mfsdlyH@mmV?LW;56gZ!qN&Z=DK4x!C)CyQ}(jllvb$b{kwqgnM+~fgDmV7V1IyZDkPHp}givDELoAU)9*S0_7cWV}V z2#OXCoPG(6iSwJ)t+St@rM#E=joEi^9H>=s#Ng@uK^S9FRSSq}H`oaXQbA)GP1a zU2OgC(uSEMk_%bZ*U^iWgQC6Tc;`EG*6A*^xHHg6HoIfWjhEj$a_7wRyWfuxsf{Fc z?0~t!3bnz^ND5TPCG7MX*XmjH8pR=6Bp_i6Bj}5$6RxoF2=4= zNl$Pvl2m;W2j*cDvjTf#gv|txCWVNC%?Zdu zSEg~N^sXA?3XQA_@^Es!J)Ab%a4G1c-i}tj+2pU0IIv&`d4z{w6LGOwS4}Ex%iT&e zxbIIel%^MX%Iw2m<2J)R;HFbJN{fG!5lPdNphDIbBVHNY=wViq)zULb%OxjCDDh%V6 zansVHh#=7BkNKv!zVZfCO?7!;L_?vb@9TT94`Qq$yumM51I;c?&R2?eTZuIoQ8%(I zgWTV9nwk*ql~QYJ?sNo?9cTK#p15`W&I@Z((;PP>^`me38?y9*cU!G0URz>1&i&c7 zl62%iu=|`;v|5gNI?Jn&+lTs?&viW2v2yv#eWH%n9aKhPV-mUG!4D+${rZ{C!65aD zjs%?M(xUo&+b$HyC#`wJO2=Y4=$NnOV>-%dddnx={=QDz<3TxKyY~qZcRoc#Q2Rlq zgnt1@j%8B_+@o@^V zY%Sz`YoJCM7`Fa>Rm`56x(#7t47NW9l9f-PmtE#(pwX_+ew=XWw-#gv*GOpU9^8{> z#rMC`dtKbBL#4X}X+hknDYYh@FiwlVS5r7CF41Pp$(Wed^5{gCMBJy=*LPD$mt_Rjyqr z&<-Xt6rYmDC7PbVw38esLPvxp3*PiL;mN{rN)0NzFB-Xru8S+NYQq`uEbZ1n0*wa= zbP$TXtSDm*z*p2Hnh~d)!*Y*!A{0Sry-y*M%t)MxSiKNwPq4aN9dKiEB23weRc&xq z=?Sq{t5k+rwX3R4>c?}OzE?IR7~#x9yQZLP;Nr7PHqW(_3NjFu6!R(`&A$3I-j=~5bO0g50K+$Aqgsp~G-kl%XM*puzy3;40M?a}Z+%Y>FgR5Y~Een6!tG956rEo&qlN zN24~7qH}ok{703dzNgT@AVwUPDSrzMQpWI-%Gk#=HbVf0X=Aq0gtEQT(vZ4Ah~rX} z@QnL`)aM(u({U4&CqP9jOi-n4Hc&a;bYttE!6>w`p31_m)j8;aiagd|W$;<0 z6^7#~IGv@+EW?jA$OK@5XotR*VEItPGTD<~1>*Oqv=AV4KuB7DFHkj_P;W~lrf*lW zw+@4%Z>txhFDI|AL|Pm;PoZEqKmeWCBswfGKO(VFspxF4BR}lf!7!m=@wjW0K8X z(WnhAgJ|PQ)WDMLwNM4R=>x%FoOQ89Mi=!!yc^m<#4zs6=s3w46-uN~L<;S|1EHFI zAo4|Ph%}_imx^2_!39B;4=T#2u&k2r%IBQ*f0;q7NV+;F1ubg$L8yes1JwlQfNBkA zZME{{zx9o?EbJES!d1GJI8SKPJ;iP_0N{37$8i$gS=xyqmdS{OC>^ytje=1~cz0A- zEG03v)1Jc|ghsXAj6Pr+Rc!*n)^eSZRm<8^MJk6QqGUny71ubc5r4~PX2E+BW zlYO?_hz_sUkX&Dlo z7lvF8jO9-kOnP-NNUeiDqhEKRE90IoJ6~&ebi@gd9~lfghQs0vHIrBGtebX|a#erV z!#i<0&om%b|GynPa{VXA1v@Y2|KQ+}jh*LTk_&bYuK!@UVB`ER7sE{d%W|Ri0I#f` zT&Zp|0R{saN}fYSN)4Ka*-f)wA@aU^k+8ci&J$TUKO{ zV82!M;X3{&XJbys|Kng}#PLsup#R57GSTNuoo zA^)`A^}`v*w}2<0m){TFyXHFSs)Xb^PQ#(IJ_dzG@RaNL>51;v%TOP{60YgVUo=VxQq^hwBsfqH zt3pEIWD>_6S%MOACbFgX#`BCd1Z}AEo)KYXXlSLJ9R;SYzd*K)+VaN#HrHgLm4-qL zDi&Dnr#{g+$5mczwwIn13euCAE=9Odv^YF_5UiV&IRkY@t>Hk_<$%0lx_G<+iRf=SYlhHQj0 z-kp^(78TiY9~m+nno+d0FEFm{%|UCo89*Z1hJYNc6zwgYe`@SUM(XVE)z~+L!~atb zrxWLuiiSl5RjOZu(@R?~Gh{6Pd<|z{UkS=b3rae4G7h1C^IQAFA)HGnf+FSPhdk$= z>FGG>z+vw1%&}iE7kjulc$4fr>@*7m>p8dtJt9z+RF)o++3bJVve|{%vt8x0(M`Ch zp&EIuXHVt#CQsA)`i{9><#9JV?S#OzHj1WvPx*cgM(X(%OqpwsT!nC@kEYtdbIpuB zX;`?%Tf2%a9!Ha|=15q%I)P?~$TiX&Zf?*|o!OpPhywj{LV_ah z5RtSy0X$C*q>aWp4HG9HZr15v!dKUpTDtMLK6}24SAcYK zs-ppP;hUj0s=YbEn&oOVUvM4~M4FfmG_-3b1_=vRxQ2{}O0)7-rrv>ly-Sq-^uZy>n926eI z$R2viK_J-eVpM*H1+8CsPaKBO;KQT+i%L%6y`$kV7B}{$9_MR_WSBt_ zXQTA3kQ~8RHp|vO--knWv6@~HUY`7$ec8%Bp9rc=99_J0SQJRr5H3{RP!bHix!Hh? z^>7i^It?hDGi981$IW#kmDq=~=eW06-m-E8(1DVz4P}?ijvE&fRKo}(I1LI}PPw=Q z!yK)z%1Oz?TbBa+veh*D5bhR72l5@Wu$m$05^EfJqtquq7YH!Vk1Y_`(8MVah;f*~ znHbtw`4N4TOqGB}`LY>1^Gi}0#h77)I`T*)hzBTv5(Q06s%m-9579<*M#Z4~FR7Oa zM}#cu6i^|>M#BFszCeg~lRCn;ug(;&uO7H6*r}-Se38-J*GR0H7f8M1m`fx#NV;Z2 za=c!@{tFJP@V-C}Q_o@8yr2j&%3+++&v^S+Z^X4b+;NV3N#}J->JJv=iS?haRFi(cxW^q%dgGH+1f%c0KKhG7pJ`j*M>JN zL+t(UzwT>nnj8^hKt!t>i<%7WI|Bz3MTHHy4&Fa5TMP+50C6;pPxqrZ4vLV4gWjJn zPH5>4lxbK3UXKY>L==WqC8}Rtlx%VNA9_K$?Aohr(ZzF5@@~6FL_#(AGsJAu7*qm118?uZ8kOB&YKSLgS4g5Y5}nL3rPdRb{N_PS zDJWQ{kD}#LXTH>Oyz)@BRTI_-Hc4>0DC06kCmfN&yC~cLIcZ;8C{ni&m5=Xp78Q@t zj&Qk1BGVCNgHsMygxVD5Plsuv81xV2{iB+7Y3ncVW29e}Ds~&AjdU$l2xZ^x4$h=4 z;x|xnH#%Gzh6wsHzZ^zFpWs^8}?@T?M`|S8uUQ7|zzZ+0&d*7BN z)a^g=pjyOT7V5L*WQhw=gA7?kDdOnTNkksGM)%*h6Ru?)=^XxUV0E!t!!tJ$YE7`C zqi}m~X-P!B5~R3eFa8RK^qKTJ0DCiGf=(q%=eJNXv3wj;cI1~7HJtfOY$viypJaCymOMGi=DK$@ z{@F4lhy0Kbno)I9iddT~aT?Ya)^5#a?T}+KyYOC$n1=xcE@{k9M;*kN&gHyXSW$@IJ<0nU9A&F_ti&v0;kodUb%Brshs(F|@sv0I zanMn<8a+wS2Y89S(goaEiNEiq&?8^W$pJw?86$M$F}>=feM}sRo0t7V?+6>ET`L#D zoyH0eT*V*CadyK9+j&_PD(WMHOU8BC1h*xbok>EtAJid#R^Lp4 zf4mHa8$B)^NP-5xVNzrmTt5&jB29W_MUxk14ZrbfQFH`qPfvrhkFNd9b9r#nVdf;+ zTb4tV8F8-aWB1@^9bk5<1MQV|9iUwe!afA*94wd!u`a`Tt0G*H5O2~}v=l!~(2L(g8~W?~ zDE*NL0|TpI84x6yg2rsq$n+$7bWiN54L;390yISyA_k)iEwDXsmhO>ry&hL?cE2t` zg$RA3e|iV25kn0It!#OUcvLRuU5GQ4W@2SXy!~KB7r%=Iulp!gV4e?cEFYcyY^t<4 z<#fSC?(zvYp#ByGipyu^6&-(HJ38yU{n#;v%Kp$9CB&^N%&i*Wy?l&~m+zDVP|Df% z0VDpNO+0V89&Y*}Kk<+f(1$j_85qm}A1AA@(WKkW1KVqxc-+WnhL(;g59gSbkVC^Y zmBd+KjbuJD-9=?!m6aDXF*LHxCQQxx>MJaikFgIM;#0E9Dt)YJ$+~YIp8dn1`8ij* zW$*HCi|98gqIH*Rgxgm$YsJL3HWk4U{OfiQImIH+QVjsjJQEf zlYF&Eq+!l>wXZ2X=HBD-uv#b#;TM~9RTR-3#Iv<1*VWtKV%dmSp)oGHhQ6+f2}5Oxmx+L5qq3>$PXBOg$=) zNIULt+*Bfvo>tEswDjMh)Vt~gz(AJ-@g-K?w`B6-$LpGl?gs80V?2&%{|jcr{$H3p zSa|;@#o}!LREe{2kg&7z{0Ef>8_$1YHi8M4JT6m@^l!*7I%JZnvcDJrfg$cTJS^+K zkr3noz~2Eo6u=xc$;VZwH$|>E=t=y$v*ohUNj8g%qQJt3B7+F z4~YN#`11k`cnly6_&QSh6#mnFNgQy6{-^yD*c&G;{AJ27{PlX^_?h?gbwWIBc%m;P z6tFel+^hO3Q`2*9AmslkvvRvWQ<}-z^W+=9u=J;Ap1!pxVWO(!>6X{>%Fn^|yxcNx zRO;UE=>5((7ee?48Ls*JCjs(wb|a6$iTkvna^$Cb8Aj+PDMi!jSm9P(W7AZg)k@WN zgxcu=`Bsv&ZJlb>AdYFe%YFUgF2v&EwK1e~Vu5`4l)beolrHo1%g4)6RlwKT0rQ`Y zn0)TtRziIPU!l_GI*VMUI{IH(-?V;Ux=L3J3}3pZ+QHp=#MSY3zP^3zNY|e9nr*~V@HsuwHiDV5)N0^Tu9~& zYfX*+Hur@Xt^~!KX|QbHkTpcbN?C|lQeXk?gk_O^lU3xC6G|t38&gMKsmtaa?~d>H zTT_r#uXPr23*4fB97B&CKvrt1IU%9pBD~gbckGj~&kt0v z_q)6wKZzCVDho?{0BbP2u^<%IKEJVGlhL?Ci=>#{-WHp`~l-Od0bpOazbOMa~6c~fV@@_hH6HqZRh>5z}uBM1BrOI zVY2~~DX|i61>|s^tA%j5vd>`_KPjzS!V(aUVb~#VV_`i>f%>BEMWFgK$tR zEsM?0K^A>p;nOL+=CUlL=ki?9_{#p%ep(B^mMF+FtQq2-f~_SDo5iYD5>OI(7 zu9#5Wc_~yW~vm4<@p#aAEifGM^ z+Dc*(Mi%?YJ@Rr9?|X;I+pgZX)f; zpv3EHGvdGYb6d6C1G=Aj68kHMW0}kCg2Lo#6VwuXoxeY~cBCCvwK)2-`-I(+;4ZuG zFx~sV^k2Q(j!`mP+-j~~N%OuR7(-0VC;nI95}GIB(?$So>6-b>7ecgsEOz zaUcxhtiEzlO8#pRJ%&9UatYR!dRyk9-RAD;sMrJNOqecW=&=Xqe<$1`3o60RSY78} z^*hVT*kBW-IxDDBNu>QvrfmyX4;f+-_V0|COx)eQsn6Aoy-&{ct++emK>9LvyQ6N8 z>V(TKZG+0o4?nwW?_>ldV%p+*#Gzx0owF$h-mWGsst@0;_M6iF z_R-IH_Q9^{i;*D2gHA$oHt!W#_rO-jwRg$-ww5!E_;XD{w>rq`XG3k1i8_M86hyHc z7;BwyQ?9pq=z?z>`j1Ml`2>j9#*+)?W$y0hc9fCsRS@1!2X1}hZ^QJhx_a_{l*XSM zvDbI@oA$%xvWLF%AV=pJlPMGh_Y=&}tz{CplKMlj`h>Z0jb$^J)2?H z`){^hx9ju2nwl_Ei4b4K1ZFGAgnbr}!^}b)?rQ!u>%PSB#<|HD^zew@m!ls5w>*F( zgq*#U(OJH=a*$}|vpfq##=0V}Cu?5;wz5n7MllZPf{kto$O0IQj^6lWDwvVawB0!9 z0=g<1i{OxWAT9COxNRH+h?=G7?-*SEG$s-z6pQ3*H7 zPFfJg-&wakv;xVR0TDf*Wu$^Ka(3Y&N!rRnD#!t@APJU+g1%PCLY~AMk<+(c#cy}- z-*LJz-SaNQW2EEgy#-!9mi5i^5`X5gfNN^Xs#bA&%QfP)r(tb@I+i9&6t7CR7+0iB zY9IWvl+j5=TGl1sl9CrRR~Egw`wHPhBjK=TtVN^{Tcnvm{!NbK$+)HaihR613|8yN zi$)HO11htvyA-G3-W~n00$D>02#hJ(hE~)FgyoTxB-#C6oV{akE>YJl8t!Pvww`1s z*|BZgwr$&aV%xTD+qP|ENBi#gJ9X;by663Ms(StCs;=(p(Q}SD)~YpTqoD`M%b=sj zWEI>X(ML1@h{`Fn!O}S4=nYD#`-Vb>0zpLrgp2@zEsa4bGe!U6`y3!iUvKNl6?00eZcZoT1K1%~hP9NdD6_9a zZ{2y}kWUR`ghrbo05d|HCQ0vj{{VEX^DoG%sx1po)xQWlN4^Y<2g6mK38JA+(YJJ{ zhgb~8OkAy~?9itcTZeRV%7-HlD)={QX*D|Zd-Y&mf>Qn}%sDP^2u>=z!_bIXP~d4T z7q&QJq-~XH_*quLsxXx`hom&FU|=Tq|GS0)j#iAArcJxKW$@S=P>IKeGBlYDbMJ_@ zxmB)WZ8e}GfoLKTI6{QlntJD$k>viTrvjz&nl8qZ&!F=oG9@*5+LT)XET>rcB12^; zp^n9CG&x4a%HzXcKI)HVy-ShzwJ?{4bcf4L(~(to#<;-5Pf9s5#iM-Z=vaCka7c2+ znZR-kB8Fl^$jlgW?RcZ*Bs6pA2YW3_jY5w0(Je#~+q<`8wydXbSi9QF)fR`4&8XVD zn*yef4P2ZWof}@KkrvldozaHnw=6Wi)bwt0y*(oq^}}%KcgOM7g;Uwu!eycpP=@j` zV)6^8N931wiNJ0uvjJOG(M(zqj#iUE?FAu?ggk~Z;gf~;5`p%fO`*ge1ihc3nLD*T zJg$ZBrosl#)4-sKH$$O)$tcy#)#V7&sz#ojKT#sK$~#eMiJvV)%Bnk29c5kENr)=r z#s=usGS>MIKS0rk4Us2KC_^SJp)C$+F8amFC?)9a6T{cTNz%~SYC9GyhEQ5_Ydmlj z9*raiD%@Rv$YaE=AYDETvI#EPbDt_|ZOPthYsPZ#4r1f|tFa?Sl7nG)UX`aFwU zLM2!YYn_kHs+VLaaCrF=>OTHI> z2!N#oRG3y~1=*ZeZ0goK@djZrK!=`^ZkqGzsu0H?EGUjv`uz&L{~eC2Xhv}4Cd#{N zDuS}#%L;bj)V}5teULMA&})6zxB`Tnp``vHzg(bm?*MXGhgGqr_U7Rrkq9*Lk+~EF zczZp+! z3Z)_m?#C7|e|6^;oF7ptH5Kq0cYp1bGcx0s82bf}(j*tJTS&vZXe%+f-Xv+{;J?edB zf>w<0F2Ww!BTGaKPm#lz91g?Wqs-lg<+#jSYT^>J9^wNF?Q}z#9^Boy2&3bCI2d`K z)JIl}u&gda8#k(|ajn$p_AKO23fvIp*2~P5%n9_nlvliilUXF(=e1HgI`Vhq6h_q5 zI&seP%LoNxOYpeMC=9vhp!B6>3NC*1E`D5#ZS5nQPC8#4#xiS- zAvy-7EFTph;IZm)PsmoE)W!ucT)bguM0I)hQVc6|h_}Q!%6bxl6Y~6l1j|K5_N1jG*&FRDYUAI7s`>Td6FU*gWM5&`j@9rCreVzzgK3=CcSOtl4vP0 zAjegoWUmC}Q^pGATQ(AhRlDEr?er^Hnn4o=dms#j5yFDZIM(>eJxkDl@nRjjQ6+c1 zcI{k$SCdX@3b<}xpOtP$deAhrZ_)a|@Gs}10B1kU1jQJxWff*@(uq=^JjM5C7U@Sc3eioht*s5ODS;Ki3lB#x-VxE^ASk)a^(q9^gUAdxA!!l3Au z)bt8W{vy#sVS@z+BtwdhAdA#737J_cX}{8w)atELy^n^b!4inTuB98iSz9v`3bVA* z>{TBAhn?|GO8ymYP%IXKpmDWQEb9m7rA>uRof&uWZ|Kx_B8UTvH&ckh7T(|SF3?FI z8pDAHZj=pNd>ZH)1{a>$38C0M=3Iafa8ZSJn7 zsqwkCh`w16S7z=Z@1HxwVQ{+fIdgcfHxW8oFuE~+3L{smPXtNbm7^zKKcYIwC&wf- zNQ?wHGv-py6);kEg_tOY(yGY=c$A+-u{(9$p)9DI+x2C4jWBrVbvw14=Re%|-Ff0L zsjaV8>8>UWy7CNKQ3h$^4jnEBZ&)m=GGiS~s~~j1_wi*N=AR|U1K`r)P*$0WLu~Cg z$RcUD12T!;d2TEq5M1NIG1*;agD}|-Av~@SMI6wN=BAN!S@X-C(Suip;8Imt2EL|i z5#9x+edQZ-Z=U5|-%qRF2tTUWA3q3u7PbwEL$T5Mc?|dAU>XIfT0(|7tNt#kM5t+m z@EH9^cV5&f>J3-c>BcsN*F=h?gP4^KyhkdGmP^5M=q6DDmipLL4Ll)K(!_~`V5Q{+ z)A4i-;VFgSF_y*d~#}HBrgZqPjbbDEp5JT8&;opjH=)(j1U}&q5#3 zuUfB<%<*)fiv`ahEOJD>J~LZvBL^aPiq#Sc-`F;J@kni$RjCHW4Nl!dkdH99ULp_K z#`7D)OCx!Pp%J9Xj6fH+|6?MG`8L4N+8t+lM7`FC@Ks8^nj3Y!7Om%B3?QM>9u3mV ztOp##w##37@L9?;5@Rp(aFxb^Qh4kYd0YhS6-Ygu0t6N+XuYM_V|_Hmwbp$pT~LauG%1C! za!}oRR;a{ksu-lTKR=Hv$SSQhK~-8dB~(~t#u>S2 zBq5wX&of_pZ7BFfc3Fj^Ywd7xAog6bS+`d0uu)9fgnDe)gH1uo?lwcgl>3JI z5q!3g%*U=_+CY&%+w#Gw-rI-?`$yr!OZO&&K;`>OVIa$vD2_46@#M=ZEB3*|KR1Yb z^TdTia@ipA229`UFX}<4FgcY zrV%Tfo~843Y#)(nd;e%)a6q$3 zk)g7g_fzXPNDARw^B@T6@t+?{5a{Tt2gDQh3|}J|cPdf#zjqed_;yLZg?wV)=r;d? z^m~@y{I@m7|I(m>`TuU87$fulbf{qD;P^i}R51OQ4i()s*Im)qUuYkYBSumUCasGQ z&~YRdL6kqZ_-TKU@9hKAgS0PcG>Cxqr!gH;w=O zHu_w=Ieh-Mp*-!mY3`X&S*awf-PH|pgv!q{;knfr9n~<_R*UBzscnrp;+tr$t=5f< z%4|ec@d|h7P2Th>uvQ}u^R0H_>(^y}?s1KOM1T)&i1pLy_w5L@4Tv2@Y-wgi3SM@o z6|?K-AKBDx03K>)x+iLmxhpP=NVR~+_9@oUs|6!HqAJtV(Jsa7<_zBXe!WSUe_uY2 z{yo*%le$|}Cp^`RJydCJ*m>w0dPj=I3rS+=c`Z3~0uqQm*Bn-N;%jwd=3iabr>BoN zX?byR(7smV?V_5DIbtwk=>%o0pSbdx@ zphH$&F4!t~Mc15o+jub+OKyFxqP!B6Pq~4{C6|K~05|I`t;G}<-?zudstar#0Jjt^ zio;CbQIjLa9MF9k>i5nzX?pINg>H`$nk0)QE|f8Szda8@nP=upho#&pF@AVLgN1)( z;@pjHp%ypkYW|>-eUrf~s&+vdx!bVCUorhHe?4erc-V|c8tk}Q4*^$xWh7BKao@4( zx`d@0w97SeaME~i%DHm`2Nt~TQX{t9jLNA!>iLR8HKDG;3}^kcBGQWg_E=EaWFztI zgnfHF17>W(my~!(bXZk@kZKI}eS>juY7YVt9Ge&D;Q)ibe~bqK|42$r81Ybd#_O1t zjlzqe^^Wd9K)XImIdjlTSr^v18YY9?!vq@8%s*M7E|DH$s*tvmj)ReHad=E&l4%ThP?a`U`3 zVmhgPw^CQ4En}+MsR>B@ry`S13V`uYH1`mwWM+NL5hQ8mjH#*RioXxuu@aY8^=mJuaJk@K&f@OHS~;mRvT=9{ncOIGMHWoDU-tfaZaqs)OGCw;#YpDW}s`t^-E7- z#2y-cKh8T9ZZpM9wKAu`!aaAd@m(a(hf$zB1ZtJSQt5zV_3-x6aB^nO9+%0Hcf2K3 zqdFWtsK-q#OX_8hv{Gh7$8qTMj5&ceO;(aeniFeH&RpKys;&;n!xMzafi&MU2Y89h zkw^oq3zmz5BRp2^05EvsVHq+wH%Q|-jgldhZ)TRn&QpK$rCx}0Aq7IH@Wqpk4^%X_ zSF9CZCW1qNqle;w0wG{K7+Hy<+uWGFC&?({ogHagO;~57C5GgpK{`f;y?_=%Nczr} zpoR?3iT_7oj2Mzj-5oF(I(VuH7?+Vkd0_xeX+fb= zb)+fyCC=7PI0<>vpkKA`JX_z|rj)W<+e%+eNg4&SvRY+msgre*gCVn_3%h4fF59CW z3eot6ZX&{Sz9CB)wUz>*Yv6D;L~s}aRQ*y|Bo!7yj!>S%H%f|K?L}C3O0e#`g?LgB znB&40l>j)GM@1}CRUM&OpzgZ~b-1*?^br^YKkfwR*eHr1xxMf*k@tZn=R4SMFkb~V zx_f>W=agQ;GV^qRIEmXfj4!3eI2p3JsK?ql-WgPCymqlB^?0T`>C1Q&L_hc8<2BQt zefs7*nvBlu2gz$LN~1!?@X?M~JP&K-Wz+Tfid)~X>r}&78-MXZduyx)EK69ciVWM(s9o{ePM=stHKH-YiD`B)a0K0w0wr!q8-YEV$O{Z*K&@ghVasD}MZj$qv|i~ClQ^M}A<0F|5P#%A(O44%3Th}wxPugEV;>?` zSSeUWeHtzjDsdPP_`@G-XfoCT`j>wikli24FOWZqiAYosSy+Ml0LG*qn8?p1?jSWj zfG2?cq`XIOUvfx4YCVc}Z|2X-GCPd!)%n2fCMiuXA#NE?$sUvDlX21j@lriX-6MK` zkTw!zlyTZHbul%_oqCw4+Cd>SGeiraxzwC3w$RX#Qdg+>qm+Z7pBV}+H&_BFqqs~` zQb(C?>d{chP3`i-9s)3@l6LG|GV93cg)quIiCqvooMryA`}_{1`}z*_P{5x!@CHj5 zwp>;=CfpD(ak3cziEsb280mLDK}?Cf9F&$h%zYY=lR#jpAB+Kpn1FfI2uo>?AsmGG z*r3wM|2Gjy*KpflKG4e#E8#AU&fr}>n%j|mC5NV3-(sT?0i!lOEl+r63lh@)h!v0Y z4{^T}yYg82pn$lsx;!`sR?`z2yefT|kq;iCyGK^<>w|m3-m$}xeOV||7-@j%Qdl-c z-5?@Ge^@1sqpv$E*`^O8>9PIno40jNtkD?nv{T{GC(3wnF*ZfmRO8g+ClPGOdR{jX zo|;MesfR-u++$Z%Xd?IQF}-Gq1ufJCXrBD^^l~sUu8DodA+oenT_0Z2&)mXcEhkA; z#@UCu|A2<@547M~_Q`$OsfR~{(Q`)MPk?xCMb1Qx%X7J>Ws-LO&do2Cab#Gp9Iw?s8L;+7^+7^Rkz3(_b+h2hsnqUw#(B6#C>wi)f# zhlAsd((W|=BlI@YA{Gd!%OE^yf_%WzuL`sVZ5p;?u>3}xxbu} zKQe4nP>Z%IO9f!a=d16l7AtpK1 zhYH|`wUcccDK)0MYQo6=-@s_(z>8@7!-|`5Nu@XNRDbnv(qxX$+=uxG7sTMm4iuZo z4}8EE6^A7l|B!!80CXS*LyY7q4h7n)^gOgqNUra+4uIs^!hV3<#2yIwQ2Fyv>&FQa z7Z(m_eIioHQdqq{@^R<^)LoglI|@`PNjMi_iE-2ycA4GnSy)iUJQA6mS9oDSNlQB+ zEVk29(6MmGsmpf`O-BNJXR(X#krPYpOcufvp&=bQDPsOSKmck6= zNz4Ps-W^3QxRco*ZhF_>xlltf4}XS91CnP!I~u(aC>3~bo!giHofP`|+7tRC4cxdF zIsQJwM$NT+3hn$5lvBos^8q^`F6NGcj65TwCvM;F3vg>g>-%8MWK@~U4S2UbvU&|f zReOhB+f2pBF6=9sRP4UqRc{Y=Ox2dM!L3wR)f-}`ipzVGw4+{-l%v!RE)SzyWZCmr zL`|_Tu4O#mh*y30RM%r<*SCVlmiZeA=VPNW{f~`dC~f~!gDmwg?N{eWsvk>C9pCU! zqCZmUeX8_EP?EOj4k_U@F(Qt2uPi7oUb1E*|7yzp`2-;!v4~y&_>Zy{$sX|jeyIAD zjq}cP{HTNatK_ltcX-rmFi`yT3%TTRgqYC=Gfq?IC*h68KXJn^nhS4o8NvnDjqR-B zJlV#!PNQV{PZGFI5(yJ(9cwu3Q{9??)I8{tohfv`2ns5zRxkOJ;Uz=IXjBpnThXc? zX*f$9Yt;hn<6kpiFgds$uK;)14Rg^3+`Zu6>yp(?8ZGyM0nE`2}S}#KEN0U zw6qWR=gLmyQjR(%|GiqLT|pE^LI-{XPE-qwvjDaUGj!CJQIuQt1KU@t?aIBO4wTR0 zNN!2`K{X- zoP?RjSN5mWuO(J9j<@3{5XPIXQ;xS+vWe~!*9B}@Xtxe#v|;40NerG)oTcrrWlkAh zh+L%{om)m3hw&4S&GkTLIKeoeM<&-P{l?Z}S6I>mJ;oy5OdmI*pF_@IaoVX3E7@zi zAIwrM^|unD9JKCX)HMtrzrF{AjHTR+7iE?J*tVYTh@ zpm%ulP<;77sW$kUKw5FH0Q*j2Sw7a5Kg{O63+xA`5)aV`d$~w^7eIKe1xEfMZX6|`Tafe+?OZFrZDTmj{EfSHs z4xG)K5~ZXF5P+kLSCF8~pZ}@44wlnT>TlLJkdG<}(sZE0Do9t>5RYV<6qc_KD%J+H zN1w-bXS(QY#4n$CArtPMvHW-ZHLPviDeuv|aQQ*T8BNF0`?PdP{WQ%vIDbj~ZDn#{ z+EZ)6j`dHV)_HB4yV?4Z6hKS(cWbNA@G+XBdy%|o_e$Y#^yqtC~0Up4;LTSuv!*#Yv8u0 z$>lHqPGGhBAw`KTIf3QHhE2JHK3X*0c|Z{aZ?!a_wNX~w+BJ{hIxI31Di+rm0J%_( z6c{|YagY{^Uw^_4Pl>2hXodrqIiA-TS3jTqtvL5jiDIxj~`qFhjmN#9F2Xz!>OZ|5wgj}9deZ_59L;-HSw{$8yz zom2^DFvO;g7U_pVqOqe&qDB~Jebx>TOl#naf`nrS7aY*55S>`QHSfuh9&dk7<@ccq ziX0>52*k&Jv$QFJ|+B3|yqLpBAt6t{<&4ZrH?dJ15e zs`j=>Y#C!@uCXJhu1FEMs}U*2x@S7kUzEEPI<8h6BHgCwcQ!s#PDYt9&eot*R%bra@H1 zZT(MIKne%9t_gsL6@a<%{*-ub{->7K(rM(?v(`ai-qYcM#52~|%1=yMdoge7GtPWG z#HkJyOh_1JEnGykR^LCNXRJZw9n8V|I_k~9^>Fs{;R#9m^Wk@?_H`V*ryxpM!}J&9 zr}_)NnE?uOOs1u*-cG}EHunk`IU9HR$XOd3)?>kayg^Utl2Xjwjlg{qq$Tz)naxY; z@w=i!zYGwUR-l4h!3+G|pO|Ec-R;AS8hFn-9H0a5|eP3vfcvui)Wp383| zhng|GTfs4D?{pA*R{|0JhN9tpbs~Q3XbUJxQwr=hLJAV?<6MjYy01wR z=V!dA^GTB2&h3XvvxDc`b*B4D$M0K3j!|NNe(A_s=X0;o#q`4;+}X&Qz(s7F?CZB- zUNb_`%*OyZ#*J3bPxq6%Q52E`D_ME4U9Z3dg!(?%Kzi3V38J5|VrPycpi~`M4nu;e zkJ(MyhIl+Pug2tlu^49J&|>8XFhTps*ICozNK;I_gq`(RE-d=E6i-O+b(~1D1LcZG zm>3_0;xU>^Q3}x!zoS)E!9ju=aEy;4)FcQa@?t2``y<{~Anq}}t-#*kdRX?~q`WP` z-Xi_13e51G=DB-V=FNo0iF-QoN#3eqc2tL2$wA<@5SbihuCeow@A+u|LWGw;*8aEk z-~ZDm%*e*V^ncT!n1k_ue8Q~%SqJ|A`GlGNi%)nmhO8BSdsS_VP`vnw)~1m`p9szj z*BIFu1Q)ccu5s)(48=pd!V?5Mz0=AAWL8{fdX+MQZu?`?A)7c<@#B)ysrWC>SE0^v z&*9~3uAblb>GS&^J~8)bKEIEE@7LW!&o6P@zr5eyh@MZLUzcOGy*<8#ggQ^Ba)-5B zlb469g}VEIjasx1Y%kBR_X;)cS|k^cw=$>`T0dOQV~uFJAM?Y`5^H z_z-ih+M5&?#ZP;#TK*{K6$vy$a%9v9fQjGgEes_;@0qQXy9>r7muI-)v(ja#3$EK{fHXA4s59$W- zl{%~@3*FH^t1@CM6AL6LL$ITNxq9$m)VLt0QLVl76raFTciN>?QCcNxIM#(R5~^)k zL|LVf%A;{haJ9kjE9jGp%fR*rdiDat34Z}e5F9l5J9)KJ8YdTW16yeFlQL9iCnM19 zPF|*aE+Lh|z7l!@L+aCW`d{2%z7z-Ye<2p!3UobroF;D0D7v#5&PUW=2%fn!Jd?lK z8-Ts|cSb=L6Zv7q*%52|;JOrRpmx$%S0PyJ*&>p7JMyHIv5qTvpMP>@JJH36b1iz< zMuKK?4`N=Ain+H!DHBv>LO`xS5KJp52luNuik(+<_p#FaLeFe+a%O(h#_+Org*E@C z;l&bP8=gP!v)P%ieME54(3}78AR;@uO7kTcV`X6%L$vws!#R<%K~RB&v5OzveNiZ-(*%CJoD6DF*V`fy65+J^Z?^LNq|efLos?2>%6bX?g26 z5!?mrf?J_3yCUb3#Be7UgZMCt^u)(cVwy6g(2WYQuN8p5!sv$lXiOe2rTbF!kc*Ncx1qtj+KFdAl>FvH}>7>H976Dh4L2q1<|+K zSX1m-JlM;z6$!*fBe|2`@|d(YLkSJPyUUCI5g5AxIIg#*N8LPE%z%So2zijVYVSh` zB54RyLDi^@$EUwWn7)~_UShlGblq&;B%IQjOJ96S%M`KQVepc$B_YY?kUA)4Dy8gj zKH19HG+pC2Ly+ilJ?R_bbV35p<`AdM<}f$N<|w)|-*&Otb}*BBuv+~%gwV!u%E&Eb zFoWrQ!Q8AMXLNu1Wm6G^QG%c|mpV8{MkCqQvxS=7n$JVE+t4@773xNI;Zt7v{*2X_ zEEbhfN2vyNm{)@g5CP3f+o)CsMr$jh-94zHwacE@Eqjn*zU`Gozqyg9YS&_FIMxx^W`2e5hD!hyQ#U-z1r{*;=c{)Mn z%R#eo@TIagNg8}QiZ|j7_$|Km6ZGoN_1G{5nq#jb4z=c|%+w~j+YaMadawZ)c_>b2 zXFk=9Ew21X!pyY193JW z7Kwvmu)_?8*l{7_7){2Q$Cp&;foHVZ9pE6RB@wm%HW2g>u|YJV&BcJ&YLGD$Rzn1; z1&!Faf_7m4BioQOs5Z_%*l*yeMGGC8z*BEOrESgmhMpur$K9SmidIEkdC&$T#3}2sxi)3e0b&?E?s|dZ0GcOkHbvOob_mmmeTZcBU0?99^+q5#z+_8 zkcS^`FnUEkDl2JQbTeBjr2+6C3Ky}uCf%?tv|ib^tnOuriQf;tFc_+PAQ2&RT7SBe z?`M`w4YjIhG01C3hILXIaw*`{r*+p;TEG0TY9FEg88Kt6%M$;*kq#-n8_C51&gpP) zKZsw@t!d=*s$cu7`?DQzdtYdWRq^;1zdT_AJiqTyja|jR|959@-S)E4O1y)6s#5nZ z%K`#Els9GV+L()w<2kHnA?TcO3ZjM_?*FNiq0RW46;%oRhbYojtsKMl1havhiM4ss zM|_~od~o&uj>C_bTd$jr)0&T{U9-=Zr`oG?ua|c+vs&{{ja&pDxu)njOc5=ZY^BRZ z3oi^G&JUy^YN2aXB=dZY-jomLvl+`=1nDZdRp*_4A5LI6ug-j|Kwx-_*}eEmtRN#y zlWa6hM&(xN0@pJNNU>!EG#{wds=f7A6!rY-zH(k8}Bx1N$apnW-qa!Azm;r z!U5T^CYM4&zcn4zvz$Az;e$C%lT2p9<2$sk=8?_*zLB9vF=QXRM%kb(luL!vuTe_n z0k~6vf`a3g3zZ>Kj+ql-+3AxA-FR@+B)fNDlAR=2aWaFzeF!tJCx_1;(~6<62361ohAPqE?k3+L z35DKdm1MF^FRIsW+ ze^+=Ky|fZR1P1}=NuEB?KaAgXGIfWXt{8lqGJ&9i5wbbB&VB^!!ctB^=eirLA+Lt$ z`nGgqSFZW+eKq2e5C1RthrsuL`wue{$A8&LLH~c_-eP58`5*Td8w1P#;of5UFYc|* znIlQtnP;>wFx$$a4)JnS@E>?pN`nFOKV0?ogPOs6do%#Ou~j!lSZ`cg{h%|_4okzC z5w8n+tq*It&pj`XDZN+KJ0JINwS0Wv-@C7)xqr33UA|xG{!;w?$hGnNOa%FM`dIbL zjOG0{s*LsX{Z#q3Nd5b5`>k;M;{IiV>*beI%@Z@9>th$&%RR!IQ>+_2^{i7-6MLER z{9I);*1LcM;>+BMT0JxK58qXf=F_1~f47FeO7No*f>H(hUYD z#IJC^{qFfw#BW8jvcTPXfnNMO44kj9_@;u?wJ6o?9A@_R8-k_b@&sgp1;i7kYzWW|M-pk>?$^S9;OYP7o|Ql&KsK8fjm9r|q!1Hi z$QJ7s2(Cem*8+<}6wFexH3%evjhFzgB`_yX0j^c>El2p2pB@)^mO92Sy>*2UTe+me zoEbDt#e=!EbiL+L7ha^Q6X!Nd2|I#^H_-C5A|Pti@jJGEgOCj3_Nq#`<72+;qS-&y zlOH=1-Etx}^4~ZjGwQ@Y`0OtR{pQKbmvhQs z10X!7(z}^U-Oj8Sfth<2%&Tsl0w;8!t%oe4M-Gnj-yUiU=mDIlAbV!Ybit#;QL}<8#x?vU5ALGLkg0GPXj309=mIwfHgk6NXsI*An=7z)Jhn zlBto|m!FzrQ;?M6ObKn`?&fuN2kjRUs9%g+7N!H`-S;nGpnP7o?vl4#Lff4e!*HHx z4}Wm00kN zln9<%j(6Bu-a6{e(&)h$I+WVw^U8xO8De8}_5{Wl^wXT@#6b~9rDEtmtXImJgsw=yxcMP;pQi%se#uk7g8FRR|N<{jDo5_EuD1DLmX=NFW=R3L68F?GI_$PG&rJ4;P^&kYI2)pc)|e*3 z0DEh&$it4}mMIl}!G&&Zp3;hFsnfybpGcDU1Wp_72CdKu8t!=*0243aud_Lq0w*bu z20>lnmh>s^O?VodrFwI|GaAS*>6LZf@xIZ#N~kcL$xB_tLvM zyWW2|+@x!?bZwJ=YqwS%*O9H#j2h&O9CaK+>#T|^--sUP!Lgt@Z@KqXR!xA$k z&f$G$WMWKG+cGsWjnp{{4&X3lEau4g+j2&itp?lhI8UktI)5#;&Iy9T&4w0Rv^~Lc zE@`afIbjqe%bpIcK4NOtZ7h&>;!D2C) zuk8v`iNf_ON0n?nf@L_);_4fdHs?`_y?_cuUjeFl{D_B?7&07-495-JQ-qanJkVs? zPc@j2rH2QS4w2Iwt&vq%;^z>&sD5xwD@TDeBoIwdx8%{|NhDy(a0tUH>8hzZQoZDt z-8S02G^YD_WhSq;wi=}S5L%sF^K2!lS;b;ro`L-W5|EhgoS88_n%1VLx4IRkdw4Zw zq_cgj$9o(i8}F=vrMnRcoLs}(6fIku{{pG|7q}#kq4aScgjOr?3M7}js;rJ;A3_3p zqbJfQBquE5LqiyAjFzSt*!AtdGNQV8kfT`?m;KdOrq}Q^-1G$mr8&7x$g^`46H!gK zkux9TePp(fS;bbO`*1Ya!0b%7A?Pp3hZ=2d_chq!gS(J2m5K;5m5wSEQ`SB&tGHY{ z$i%oYlW_scw&8XF$yD~mjuN9mFM)XLV>W%y8b{OUSyr2KO5DmbLhy0Qn>+P}dL;ze zf(K`+{!s}$>5)6=1cq(m1wbB9c;ewyyeT6yJ1Gl0;itm0Vc32lXCHDyK?kvH*@v&u zkt<&BH^0PgsKvu5nSu!HA|49QF>&Z=6uk{&n`<+qq7tE2Ff%-Es>-XEN#9N^a6$O0 z@f=Md17h&7E2ZbLd(-n8~HW2I)VTU0S_D1ko_@0U+6e#wO0n0`PnUH zAl&3rI`WbN2tWByZ^w%HPcrl%E*k!TH^31sL@F_GhBd&s$Rj8i-a-e%&72gp#ZS}% zt;c2#HqR0e0;Ze}Uhx|S{v^ivF@-=r!aslnA4?=Whygth1QbtPG^R@qn*H)Ol2FKE zoJ6XoN3KVLw}=cgLn0e!G%_(t7xYq_d;O6mB*7fb`%7r@+=;oVn!!>C+_&ZjZX>7q zC^I4vZ?Z6WOgVsLe+-G6)ih$Sp1}zscDlakZp|HnV6z4K@`8Qfb3BODl+P4R9N>1TTba%WZFT}bz# z_8eSR_Vh7@_K#1cv+S%5;eepxg7T6hDaPxGS!yC@<=^r%uZ5veLkyN@3dCaYJeEUf z`Vc92EW$)F5`qv1+Du5lhQJ-Ba2Sz(Vf;A2V}0Vs8w@2dc3O*baQ}%*g3yayp+#|< z=uf%!svrofLdxt!uYt4C#)NS&!_ipj|js19W*vI8brbv2}6Rke<+fNyeKv!JoSr#{tz{r zRJvJsDT&@)I|Q37SVz(*V$yJ;f>xT5b}$X&pdszZQ2&Pn34J9TribXc4p(ofq@P^! zcQ5=*8kI;8>R^nyy&)FL;Tv={HI`IjlKD{ey33T|kD(Gtww@t%mnMJciHtQMz>4pOKX|^7>2hHeJUwd1}R#1j8UZRNF<&{s0G4CkLv5{ zCz8A9Pu&${2YeF+mO;T4k!!VRUT|K8J>_1xbZ#pqIxDF+Y0W%Ocfl=T$2Ivj_py;R znQtd(p0nDj;ZbL36lGT2U^<%^`Bp;laD*Ahr8UiSX)N%p4L2-7B_%2d`Dbxx$?yh( z>n6v8tCbD;1-l&2w^{FQ$yaX4)Jt2X(VB*~VZv=(%ymHjHmkk(XKpRkRSBLMg-S+4 z4VOW+A5$@^LtCYxqLe4R%&rp*ulZqoKx)|{Ck20!KwIvBJX|iK3j{o1NA%CK`LeAC z9QKO=a=%+eq93pk5hc_*^GVMIQB~#_r>7!`gV6_916I?*-vzDHX!KIx6mZj#p_(}C z*A&x{Kvg@WSYxx%3aIGA(l5OF95~_xp8-i8p8Un) z3gynU)*QL3JNp=jS9oB{yLyklCX-kv?1vuy&^o_JS|RsZp>LAqu0S|I#88qI>&Yw% zVm+y?*A_0w?cV=zb{9mNdLH`*ohN^wpQu@YnV1ro;By3o?Zm(LxuNKPW2CK&UGZ09VB{UJ8-av5j=9fy=ZDnK^fZaHT0wxh z2P?C=2f|X+*9l5+c7;lCc8^HNs)N}S^zF1h0U;K>WVGIrY>6ynASV8>>ipttg&_JJ z%-*;)5F!9bN{x@7$P+aOe#%f*+#`zk;72JOo{v#@5>Wn%%}3z?nop%inNLQo#ccY~ z0zkC4xmU?g(4rMk0Rt`~Bs!^kfg3UAKjogDL-yMd@Dw%`Z4R}C*3}cEp=Xn1zITfG zf1)V|8^xKZ=Y~WVox6Q`SDzK^GL1#BijS$w>QzKf+s=NMoNjk;09$TY*gKtj(W1xU ze8_kvJw?s55Z+F@6khDIkx;HC3+TyS7ui(pcbGds@ zQ!s5Ss7UL7GBJo$B2W-2vf)Z%rjjHDVdd40=}$H~n(hG;`;YM1J#~&>yg@+`a_?v{ ztHB3cY%UsN3KnMW#UUoXFr!vR_hfi<+V@=Sx@!k+_8F+*w|jZ4DLp|!VmOXFTz&dl8{lk(IjLcmokF&IR_SXaOjk$vo8PQ_==}u|T}Y z*sHF)60IVLGDedIwDE0bC5kr-Fp`}%HPd#;1N47NiD5EOJl^D)P1VuwT}NRz_a+T| z^n65~QI;(<#i7HfCcSi1EcZ|TZ^CF3&^CuYh9e&L zcY3H9@EEaAekq> z-Q_2jN+IuA2fEc4yaC#vx8K_8>9y8OxG7xt2M;wVBM})aVMaX8qe~a&izyBB#FUe1 zx-|C8H2Ni~VyIg33u$Fl(c)%b!eble|rE7 ziF|O?+@(Kr_p*RN?S;A~zViI)51*C4RUk8pNdg7RE){SQhAFP*jXbI1f>Oa%Vd$qE zE1k5tJ$G96*PR7MRa$_s8~ILuJYC%Uy{m28<{nvNI}`K4~~ zJvPpr!Z!=@bEP|D$lCB*J^YPFjg0+Wx58k}M}4RRT(g{D3`Xz8h480bf%LHKBr^?X z_2g8I*s^TJ2+rFodx0zN$-?Rr4^a{LB&6j=0grXl{!| z=J#IV$;iu9h@(0PbVO$U+df0b2(>|@#|X;hM#@VUYx@=*3NT!&0f9jU-ykQ#3Sy(h zk!4Mz%|EMy9ydntQKR8-=c`4#3E^)C@+GW*VP)(Tuoi~$PwHzx&bKh%9zsIlmYI72 z@S(T7lfQp(167H|38}VL=}X8n*N@nplxShQb=ZDc3gJ|WSrY0vO zD$2a6&Oacc;H}76cSKDN4sBMrYDTv!dqpc#){|Qum3UpNzj1i1PV`D=FOXqA#>?kR z@XZp=@hun!N?eZg+#&v?+Vw91#nZSw7CFh(szAHy1)(<{*TA;Di1ORgdR$Jm$)S&+lXYU-GSb?8vXZ5ODt1CcE zqw(#XZ|p6R%exMcAd^OVd6M?AFNKfK)k6|fxxFgxVUSv{2M#4M_>%%Sm#T+Q9#%vB{gsJ!z%2#$f~|}R$;g66`4nT zGRI@B-tdcV2P9J`-KES<{+@8yC*kPHlQpN}a&}S#O*B>>Y%gRA3Y~h0B6hc6v6NE-f!{h(f<`peH{k1D25b0L0{FjS zYS}pcNAt$X&H8_6-q>0Gi#K`|Luc~NsoD~Jhh&zlOy#v50u=McrU_OV!ZwbN3DDFq zP&DSP59YWN@Rq;P+3`F6zO-%f@%x9`8@bg^rYD{(PH!-CiBvfB08F``nEG;jTOM zZhd(BW+CzKhpB88swR>XAZjf=btXFe@|s=zIc3II_w9Wm2hzQdZn(LBx-;_%oC+wp$LQ}qD=v2Xs3IO5Qpx3Gb^kGo8;e@u2*rlpa_n|_Z+Ct3(`vE z4se+{e|M3y6 zqdPWrwWrHbfB6w-bJy+PXM3AXeN3yl${is1x&?!Kny-Ghz!b0DT4DO~BbkoSK4(J> zUQ3K_YNf*F)V0WuF{#o(g4D`{I?-5>ZoD}<*f2OzY^f7k(DM*I<%)tV`7zgTKiPoY z2n_DMh|rsqjE(`*Z^m`cRS%>v#bF3c;&{~{x}%Q@Ur+hmoV~)2BS!M2`&Zw0nU#hl zwt#FpyWz8I6Zpg%m{N*>Q2l=V@s?Vi)q4t%xnV;4^9?K(YBT`6Q2N!X{?mns#t4+` zhb^D-OnX^b9}gyIN%MMaX^|1|kvC6?hrWO+I&YkMgwSvmiwHFqc#EwZw|c4{1rvD= zLhPcL3}gh+Pjf?GQC7y4q&Tx}YJ~i$C>c7XReVMt$hG9j7?@v$5bY=c{B3x2Jq;39 zjAjSyN__OvsrOd2;AIMqbK)mE^Nyd`K`>L9^cI93S_Q*lt|iO-p?sVYc2p~)1`2SV zG2Y|9nIbn|6CsrY>wVv)j9Q`h(`SuV#{xrhpFZd%o1b~F7uVDm3+Nf zCJ|tsmT;flL#xAg>F~4?2$SkDR{a+)iK6iNy)_I?n*Z6kpg|6AF~X6Fph!3v1896W zMs@3Zr>n{3qc(X*vBSL_P{vev%Bv%!Hw%s@Z29|_8d-GV+j}Ejb7;)?>n{Xwft1j^ zKpbG~+mL_s>1p#UJL>%xyC54mV-z6&5Ou`0P`JXK3}!4f5v8VD0w3%@Ul)s}5CO&6 zpEO^s6bo4SuuLPzU;b+c11J@&@~qI#4GVK{#(lbiYai>7I4nbr9Q1j> zJ?xDA*T?AKv?9==KbpL5=$8LgqjD;CH#u<2mpv%`xNaoEvMm z4&}AdLX-H$9jKGX&?g||i*S$?GAx1=H{TkIF>L$0m0GI~E!mv*S}u8~z#f5ByTsEB zUBZVN73NKIsI+W4>87|wO%|2a)>Pv~MQR;K* zPJbpU>&Rf(+P+im(6yFwUs~zRftxYx9#Jw;ra2bn5mmRl4w*ftpBm*(+v$rY$m7-Q z+`&|F6$+aii!1vea;7U*JK@H1VN-02|Ica~6$~$?zZ9QLKNXT3*aJR;ll!)lFJI6a z<;auhz0Hg}8h;xob9pcryzNge<>~s0eqouO*%{rBj35U4m)0lk(Xd@$>f3mcxn|?4M z7ePi){xsAzW~0r)pa_mQz4d~C&fr^ zQl_|5{?{luI3>1T#xl9B6n^S4w{S0ZMj&n}|5k!QFlE`P9zuq(Pxv7V>R3{r?UlH= zl36)v#1nf4k*Ks|N<`_E{FF`>JIfV;7%y>Sk|G97yCMXr_X8@}i$j*=2br`kCeKxmq+8~h{Vgv!uMt@sIGWyHUWhS0oYRq)x>Y@kgy69LPaGX? z@p3$`RUR$qpWF{)Q)>w0M~g!olqTY@8H9;@7SM1#QTd#E8m&o0h8FO=$4qdf(ndjG z=ZH~WP$TVxGH5$59_W-KPt5-Udvp#~{>)|0S@~^W`ZScFUt&G z)DCR8)5kfmN}Zd)WYXafJ^hN)&}4EBHZJ4J3xbkQ*|_dT9H7+>i*VtrXbj_|vY?<{ z*uiZzen<3SI*atP$Wp1A#u@B!RM~O*WG&K)H?j=yz{4J&4D>e2dMD5YLg$okWRLMg zVs(oCj%*K``@AbWV05`NQE+>(QSgu*669Co6*T1`R3SMeLoG31iI5r_|J+b8X{s9xk`x8A>$8Qs29G^$I$^UEeLr+9kqBZ-#+__JZy<)^@OSD##o z32El}TaSmx8iXT)^XHAdM**LX33b(I`C6W-Wba;#5T4t<6jkHC^&j}cy#lC>jA%wIO$1Z)aY*7XZ$jNrw~HzsbGY$I6v(WTb*qwd=Xc}hH&*Jfr$ghS5> zi9~#?aFV=uV3lSq4>K$Eq;8V?U{V~4Oi7wuU+U0tSFxJ;XfW2d8)Z#TIl4o$1XDYJ z6gPT&SRoB97UQC%eP*O~8*|}1VJf50NXOAZ=e&!tX7C1tRXK zk}L}esa-3olY~C{oTo5C_O1CtRBj)!K{+~#AzKES)n2bzi-yi{w*QF-sQ-zF0Q518 zDTUZ3>5#`R8_<6N(S8`f@5-mQV(DNty*1J0x0};Rs5z9}X=1^jYhRg*vYBY*5c&O< zB(ibglL<3->~Z4J_BFSa@OhuVxu2Xz*7|VYn@l9y}IN6c2mQH7DR)W3GpsY z4-yoBt)VjZ=l~IYcLBEEFpX#eZRdpRk;EV;hMEYCr^oW)Z6}xv=2?8@0s-e{m;eJp zl@psgqTI<-!(KtRTgPhe(p^<+`gR@lKR9ybX#o`4Md8cHHf(8y@_w26aj(Ge`&By+o1QB?dA`;qd7Zd1jE4I#>qRyFmrdyF~>*Y!6U3E2x7r25X#k z%F+0<)juvwyU~?`8#s4(Vg&~p1Um`LL6Q#op^7y`QTLAEl}v_kaI^BR?ocpwt@pYu z-g2qW)I&SMoMWIm+u}s1ke2#;W(D7|Xy6eBd!wpu<=vUYk5TKO$-ZO;-?4mIih|Up zfzcFuMT)W^GhPBFSq7AA=MJK-=ls+eclQ3UYr|&R-}eY$=;ccKq9JP>geE+^JOc0d zyTrijl8d%0`Ry9|#9L1&pU>^e)vOZU--*Hhmm1N^Pz~X2teH04z#6VqO}_WAq37A} z1R@ZWkMPm$Xnmx1IQL^0P5;NW5c;A@}BoO1&%La`MGPnayx3rsQd%vmlCM%d?^g!J+UqT=I5ezrx* zkra;|H}M5Ux_l+i5k-X#=S5Ulo;nDhxw)JKuM(G_BAWC@rg~a3BWC*8fW`U8=cXwc z3ZQ%q6w$P-2%J0+iH7rSP~%S|N9h>3Lx{UY6F zu^xzLXQ#l&k6Rl%#sXoQ2tdcADTG6Dw$M@c^q;G^xiCaTEAGNScb&ffS03dk3ykRA zX{R6C$PpYr?;H4D4*hW=zP&aCYRNfo#y>3$3=F+)#)q$FSGAU|?wQEiq@LTzW*jnb zO`Z?v-z?pHK{&@xObm_V&M6a$Q03n>A3@w!nf?Afl#z&{V*aqb+fCtc8fy#!7|PQ_X9BZOa$% zvHUASy~IHNeBV=Py2gxz67-zQ{0tW%qRPubIiKu}k99RW2H_t>iSUUthtB)+YIgcw zEfl%fM2s@0@lq%E0mrC`dvoN<#yb*Z9go&F{29Bcf2np9Qb4krJ|cSm5D~r{Rx<7; za)rAH{n3Yv*7=tgdS`FGdPOp~p?ag$4D!H-F9hkzmRS@c6sE8B2Ao^KpH2&$Xu;In z(eAUj)&`WIJ`A?|i;BWs*qXwsylIs`{01aLjgep=o=kUX1=&$Tp-5mrC!+ zc!zsRqL-7;gVb2)D`-9!AaOZ%5QV?)>b`{VHPHPFaV=#Q_WUxU+9yZQnn zt1O@^`Qg?{mja=>6EW^OC1p;3>#q=pww8 z0Q}F*?5WTP#h7hOZs=F2{iv2!+liwN$hw4}D`y2$Ef^^*Q(D_Z(K{_ovM%TVmHiqw_>6ytl z)WuV^peS0~dyrUFCI7gq8L>HTVupe>Ho+#d^&oG$so-ihO7c(LO|WQ9KZ*};l^xSw z4^R~&O?2*ag6z&S6W9Es>fQE7d>w2;`SIO&Z6(agoTb|Ye3^i!Lecz~SSk@HQO?sA zjg-32)TWZLrhthYHB<=_p+8=x#d~Po?%TmQm z`)zMDo~liy4Tp=iP#Y;wke~|fjRnsp`Bf1tVdKB1Or#LXYJ(;*6&iU|*CfblwoMO} z=;UIX17E=YW;Z${m!qG*+Zz6(x)N$xOFAP{HB`e)UUakWZXY~LK!(|snbMM3Yg=~3 zzvwEq<+)PF&fY@b6 zd(KlmCLrH+A<-`0^_0EJIqD?mqtA;z6p9;n5?hB?vBkM6%xOzl-Fp(MiMIWX3;H01a1{DYyGn!8p)=}yOY#U=GnM}GXyisgGua=4a; zKUdL;8GBiF@!EpK ze9MqJCT{COT0Gr?ie4RJ)HH;pMmd-)O^Z(5OER4UFboCBD%Hk9=whyN0@_5aMz)Eq zNlw;OLCVv_Q7uWARO@X)a5d3&C;VdmroR-v9x%r8X*9W_3TGWw|_HQzt~44y;5BI?fD zu#T99qlJgb*hUhVR3)ICzCo4Lz#Ioub-6{Tj1^9QSc|KmAk{yv@2Aw^%Pb3g*3>eN z8k_C=kqof<8D<{8aqB2-&E93uz-jx@x25F9KazFb<}jsgd&a}8`L%nIWZ$MlS4tJX z8yaMD?S?*`@Zs$Ez3yB0bw4fnwXe_ndM@|0BQ3A{3Tf63JU&W@p%M!q`h>|=zB&wI z_}+dO5y;To#zpsf65sTCMwQ$9eRQ-JP7T&oeYu_Y1`Zt<1WYF&f34s=>0RpocAQ^_ z=_iawCMsFMAdOB?GL3@^oXVF3QYz}+PCB_bu8)vQ@Ci1~_8y|wnGh0tA>m7&=$yTY zzZ4M`_{=jVpS>+jA1sI%h;i}>X6EFvsv!~#VliD( z+XJ(cWl2SAY`fk*wW$fxErZ7&m}0!Id{hJqS_+)J9H#l(Edua$ya9wfE9qwY70J(W zH1*;u!M*gLAIKc7}VA3dCXNlB*!W>X$Y?;zv>}e z2JlvIzC+FMkwp96ttuQ)Oa1CKq}fdwO-wBJ82eQiv~W1mRYrsAwKi1$GP1N10=a(| z#GFHI!)pm%>zOU{o zhFNVB%zBUgf$JeFTtct_eSW?AmWbCyjFQ29rJ%pma`~yprdIDZ)mW?1m2r7Xkp(Lt z+isZ%cn}eV>#L@i-&AJR`1^&Pz4iN>Lh!Cv+-$QKaO3{a{o2bc?BH!+G z(&LYuKN(#NjL$dH`w(x2=GdJro#vc&!S5kmlgWX4okQ8+)vu6W8hlICJ!Rt`5I+Jk zx8y>UXXzr;2{9#BsC$YgKEe>Kf`>|*M~s`B{}^{sF3`sutsSU(7f0Bwg}df#S7d8p zI9dXqqfe3EU8nv8PK?z`a1no8TW)eQEWJ2SfZ->`!sZb+iM;c4G?g2Vmmt1~VQo?c za9?i1m6zD_^f$wZ-OZ83X?bs_97_-3NijIxlebxpO5bM-D@@B4exTYm9fk=oxoguv z#TqgMNIdhH6rjI!5Q*T zGCT|afrX>u4xu=FV&$_s5f!`YwK{2Y4h_;JN_>@`}m0^FeVI-57FX#>~C3e zRh`T)%wB!uO!1*PR`EeL(cEx1ReW(b8G6E*>v*b~)60p(Fi4Z(BS>JmQ%j}0Qi*%XmwNRtVfBW$S zR`Yf=|BmZ@Cvn_g$BgZ5VlpBhZej{3JYrLjg^q5b3yjN^SlF0rr(_z=Y9G$VCl5S4 z$D|KFe8;5!`nQ=deh-lNyJhG+;dyrt89QP8$cJ`0#YIEb>%etfJ~IEc6-gdCN{?lN z*JCoz7|F%(!T076(cfcouYh~C)+nd&;8ED_J3nKanN!gIgNn(RK$o%CM5XQSWN=$M zfXp7$Jo6i{RSSO}%v9#-^%Arj;C)yJ>NZMvnIf1m{+Yki&;k7xanl#2G>VTkuH@Y0 zF|F`P>+I$&xHTW{g*RSSeyz__=*!kCn0#yPN8aWC?1yR94$w`csnSD6nirO`fSV5i z%;~e-bXyhT*-}h}K(ex{-w#Ha$$KRf0lG&;lxK@6D&}aa#{C21i*$jv8ur7tE*O+? z0wFZNQY=ew#3>c&2`*)NViVGS8SPNPkD`ce#|b)phYdeo=GA{)<`I|u1wlqSiT`i2 zJnsJ{sbc-VF(=?A;RcYfaI%uHu>S9YDt4~_BB)AWoVK6+q<=y7swURx?N+0PLf}qP z6A5O4ax)PQJ{stE#OhojvrUB1W1}V@*xMm3&jB)F#hT9=rC&D+Zu-}b+Y8n7ZeRX+ zyDT8;|4e+oFaO)Nn-KW-5A#dGU!9fle!PSJbfGV2{*O0cslcD>d+g8UAAkSYeARD% z-`}5FY~Gw+K6BR{b{ZrK3AOqAzqnGHZnmE`8bRFvFZl`jZf5t*wuy)%)(dKhV}G@s zUUm@dW2~Oq|79+m|3vxfDj0u0xP&qSy6#RGJCAHQ27R!OIRTq({HBqLOT0oqM~=b{#2 zz=q4ltCZg6qdSu5sY!t$_K@%)TVdnH+{@K9;OZt`hmLoIx&Mo%j z=HoWj?EJ{i09~#y9P)_h^-~wU(!(hCpwSroxw%e804o32$0WXy(KwgboDa~M7l2D~ zJ!m^EY=76ctyV~6QdfW*ZS=<+6nYS?QVH1%xAGdFV?D!so*!vN+8%2|H+qRN%)G+E z9M##0RtcaT8WPg#MWY>w1GmC-oYJr)9agOq>R-PZjDX3?U?V4S>8=XChf#lCz|6NH zxY9hXV z5ZqWCds|Q8-d)?~6lLn6;C3-F+TnjzLM7Oz7uOf53k_!J^9f`aiKF!63S1968`q@4 z2Y&WU`UYvVfMk&M5IG&+acV$6vmPo6E8arw|~5w)4H{&a^qGBOIhZ_LxJ3$86HVVc2-A%T?;nt-Akx-={Y z{VNk-dt0*Cy%dnRl)`T}2n9dYAk_Xy$Lf%jtZQd#(&+J=7ni8by3!_k;PtYq;Y|Q^ z=c5f9^u=_^LNRaZw~<8yKPMC0ERHgaKUA@MhNwskI{7uA@6vMNt*Ush~pxglCqtMqp6JBeBGGT19qr3-O#^ZZ=T* z+i!$N8cVHHcUfI^!h3FdUPv~tmv6on-wd4=Rx02q-wX;n!N07wB8CjI+7A+zN2om< zWBEa}8n(T)9)rg^?rAyf9e!4|w4bg3hXV3S^i@`>9|RHhWLmY<;co3=sQs$-xDnfOy1)cj!_?zh{h ziq5@~((-r5Pl8l4QKf}@pmVD068tmet8L^exU4v)<{~J+x30iML4#hN-uaC_dXt;$ zEd-w1{Ap@64rbZ(oQRDv>w*-o$XV+0caV-{3{FU0vyq#^oioOBp8b^qJSQ@+9X18L z;*njS1v=wfNLcjvP{?PBGW^%#pOaP}TR#=eGPNA#{65>bb&*rb$AyBo&;2Qi-pk`x z$y?&VWdYj!FRk3e(h=X@iE0VvTcqS^Yoj3+P#6MjmelmSFv9yCjQKl1$5AJLjsQAj z&-YZ9_rR6aZX;1gNM^-Rx02*gAF^9J2KL*5JMSMJ{L3v}{^_sPSBPzyA9=o!d0W?Z zx}Mm>UV95rZVsJ1@4$^Nf}ub7^~ZD6Lw#I61Qd?;14#9I*NS` zaxd;md_9cq*YdbN%7#&Q2=EP3S+p3q(;#w%4=LxELR{>^v76tYTxxu+;4V@L#V465CtjoqvUSXoHMxy zrokBdA(D^zO;m!|cD4XjI0$XnXcR^cjN)T^K~cw42>xV-Gr9=tF4hu;9Yu+-;3_iI zbQ1V1*|{=~b30sLkMX0c+ejO9M+%m8L)~w;slG^=)%qGQg#9s5nmqL3H`lrB;3WhRD80Z0gp4DYBtA5Q|eqAA1`7yeG6Os&@?|! zR7hDZ@+e?VM4~hKW8>6yM`iD5Fh`R>m&Zu+E|Qp&RDZF$Xpp2yeO4!*U^OK}RV%Mk zH9}lOQOIM^Wr-InPhuE^%Ua$62++R}LuNhdWuDp-r9QY>CCy|2Kb%I>Dh_O`Ac&as z$IgBV3dd39vSj0oSTpI5TC+@o$g<#=kWzvJmM3uHORK3HJS0Hqs~e(9%Tczgk}R&% zQMN4=WI$1~2^LiKyIC!34Ay--##(#=b;9OSvE!s6>}Q4vdXtQgXm1du&C)Ul33148L%3d zAhAYtg1j;}sq#`QEp@5CA)$?MfwIjSc;Y+d3#1RCOIU2K>Y%Bel+&p*0+954m{2yH z@R_pBlj5`uCBg{|w8>&}$ffH#14raE#vx#~v6G?8Qf2EkigdGBqA@Vw|5;H6CA9?$ zE|Zn|UwyqwstkJnX2*Z-f8vA>GY200QUp~QsDXyW06fy5V#?;RgPf>9z`SK+%4>Ve zV0rKSLg7bIktWJ4lpv~9rktTx9>suEXN5;rXLT>rjZKpqsvP63o_w`|bdeV8M0get z*R8e_;3-aH4IK5pP$tDI{V_9FkrcCzr=e^1R#sx1d#3_d_MRs_2tfyl4n>;@<+sLs z5|nr`iO0rUj#`2OC^wQ8dO4*e9&`fwr)T9*%vBO#RCBb7-4hs6A+G3*7A9fA5G_lS zg4T3MkFh^qMe(jaUh+FEXYjO6bV0p3I}np|P2AA|+JgIdv2wdO=dU z)8RC~e8wvk{{ggv>bKOKKBLQ);=t}QT`OaC^A_^U#-DUY$9361@|cB4EGZw4Bjn%Q zVp>;hL^>TyS9lT%TR$wK{OgyQo1eVXFER$9hbX6$_L5r_`HOU^r5liFu}YO~RMSMu zJbc9Q=s7@Ec zB2PgVmNtPBtRAVBEg#OVRIrX#&VI?z`%sf<#*l^cDwlxhB-)&?kRgw-_;YGxPKGyx zhf^3~p}|XFvB6k*vB5S!;0VH|%p?_l%IT!OI(E4cWr>u#d4LWw5>I=4!lgWhQa#y% znX;(rO21V*0tfhm2|ZZ^E9$rC9-QCY1Cx;az4jK(#5*u1WBFcG9Qm6q6=q{MYu9 zuvTFO`3?U(1Yauc1`G@@K8s#BTBEd-GK>%1_}^ly>UY@Y0@RnwQ>TDio@y07pyQu+9+AJfg+hcCKc49m=(3RQ zw!X-XqKXw~X`BkD2(yO4){+yiBFvLEYed%3#>m;G<}iXfh_Au5SmOF2g;T9eVc7%Hy_c`yxq7n6c<(!&cFmZpBh!NfY8T$XC`9Br}pk@o+>%5eE*vXGTuR&FpTa;fj%ZHIUNb z4EvV5QIN1nGeVMxMwHc3k|+mCaHdPOV+43W`+(UXNS^(C=hME?Rm*?4g~pxEDOS;WIT32;4Ab|HtP|hy!6cQMF^{BPuYFsn+h=G7ReC9*cnYX zZL^xVx_h{-SnH;i)LsGK{*C81|8QXP9~9F-@Q$2 zEH2>XwEw8^Syz#LcKx&0S=Ry9Y1rBMsJp}_rxZ_QJL;x&r`;)p*+@v#eJ^ndO7E-d z^kqyjN1z0)Ogj~GAiJZ6At`13o53Ji9VCO@-KD%06L<-ryOH5bq_JdcHcds6H6ck!Y4>wV-rtc zl-8ES5cMg4b0@6HLPg?rnIz-8j)W^z$i*H$S{~>zoa6#9CFd}*pU=C~;^Cb!(tjFX zJ09@xAOH4&pnLd3#y9{UXG5`5WR6w~AGcXDnrqU_cl!A#^h4lhb?^>6trm2z*3dkG zyPC@%=x;2A*Fs`)Z9;sL-#!ap$a+fVMQuqX!n@L{MfDT{OFmQY#DXF3#LB;|6TH&) z2^|G&IwEVSN&gqjVv(_R{u6m}^acDbleQ7?cUb@u2fV)zGymP|h080P`U$CY{wNu0 z^+l(8rkwOj=j5RL3;Yz0BgOpz1&W%cHQhTz)mG;ezb*anOYP<(EXjKwf}yE7PHIU9 z3C`{#M&ums6I9l~jHoay36CyHSY=t=7zWG0ysAeF)b_$~RPa&-s8pc;q+yj<*!(kb zj2%Ck6jiLAt-e1C?NY_DAGfIZ%WC(5b&s#UAN4?$gg{RBc1#t`-XMtFwMH@~Viaz& zHCu{%d#av%=ivC*1oYi~`SUtr?N#iGF$jAdM#W`F%1+ORE4{&bk-;3PS%n?1b%P&C z<<{XXYxetJ3EWocbDCHEwL!6!h*tHPom|>1QNL%F;+0Z!x5R}a{zjGys)#f4Z(eo4 z-f50Q$VxJz$}ee5mn709QExRVr8u42JY%uf1JADK->cqxd3f&pC0QMSJ z5-iMcbP1D2QQ(aCgq}5pcwj|(Tl7jwD04s0pk4epimz9KxuV-^GK=H(w$$?9ByKIZ))-j;+$2Yv4|jx8 z@r{KgE_5R!_>L(SLD)J^=Cd3d19427-jxJa7SdmeO7qvYa$3**X0?hC)#~XTJuzKq zqpomw9kWBg5Jj+Tsu}y%*vqkn7B`ytOnLXVC3gDZEMMy?O;<)tS>VYH+3I=WMMGJ)fSq{(57lHVUSqi8o zC8rgmZhm3dMCjgknU!)9?%Qh4KXkkL58c}S54x@E@8w!;0)uXBzC%eJ)X9vJv9n9! ziJEiFU-wl`?={PnJxsh_nh@a7+u}dEeCz>~%5RgkMjum;^$Yrb z$Y1~LyW~8r8FF%Vty7B4arN(f;a-g#%{q)EwN&i002$QY%`&;5+XqGWoD3%Sz5)UME_F<7KFo5Ha&FlTgn@#8E z#@yj@Tc4qn|Myc@eQW+t@Yh}kcdfg%L{Oqt+P%&l|3LqqDXNkd+xcIb7@T3_K5g`a z3itl<@u)|ZN#GvA4;MndpMT=m3%rs0Jr|K{&XponEwobFB@H#@ka|=hA3dt27FZ-bqyEKfKsW4S7y|wre2eivC`g zE(q#<5&ug|Jn!C*Wv6UBY~?};^Wrqnak@CDE7ni3=X5p2DI&FX+ZF@ z6)3y4?bekvTJ2uZ?w?y)mj5;dDs2wC?ehOl<pmKb0kHH%`M1+8Vv&UWGXN?Y3>nQI8fx1zkr8N5h$|%AMzoVih$MJM3oO5}@67Gw9tflYmCEm_F@`hyjj+(v3eueV4HIXK2np1K zm_9yJwFFsh1X;p>k+t>Gv1`19u%JT&t;5v_auxCU+-VR*y~RYzUt!yrHGXYaAw?sK0Uh89E%J;G0~o+_;40}HBJei>$O zTRC}RKI9{F1WnJe;5Na`oB*SoVOHpIvFvP?q8>66^MZzJuD4MvF*Cb5tD4D}_;rX4tIzSjZ6@WI;{{GF`FT}iF zq)RTNX*ZEC-d(>bpyEYjwIhPQ>m=^kH+*uY-vY`T2-y2-UO%ccH9~uB?25%|>AVu= zv*@nv9le$7myq*N#8#$(z4}&tj$DSEX+gEy3&6w8Idt3RNe*Sx-{OJZ(9c93tF|j> z@=CQM_dWg+D;n*LWsjTYTwqUPeBfr{2ZE!>>yY3Zr$~p#BA|ug(^A#k!ZIkI;?gMt z5z<{zY>)tJ$nS3-N%?A0Nj69cYcJf}oJvo7NEx0txbE_<{Fw#EpMC7(Hh7Je5K$V+VF5w>A*RCFCeaeAR6~=}op7aS zl}Ni1N4)Gt9V6h8ISw<9+4B?hS0DWo?pIk8l!#9FpJoLK!G3ofXw_*kl+KHb*~Tvv z2=F1q58g_wyy_ey=T#ezgLO_xfHF~0(e>H}s~m$YNb?PthI3Ix4h5Md_Cf89XLcA@ zfor#nhTH7hQD8n|87!2M2?T!*0{J|vMNmp`w1EWGMlCvE(Z|GQb)KX~$<6BV6J=0~ z@KhAh4sZVj;V1Ie0f2zx0v=5=Emt}txNeeAOZ7m;!O)RL(~uuR3@*|T(w^Uw0K8=y`=|BdEfBY?-muDAX^9yc9d0d0uegvgpTj~b%)%b+?C6+ zw&#tw`4fw9=*wl>0NKOo4;|_L`lATsR#kp*n=CfcKWA>&k%~M&65@_#x9YOV$Z?f( zCw4$*)&=57{+C(cX5+oOI zu_jNm2T8Pf7Y~34zTrh{$d06B!g~7VaIqfK7La|oT$mkFtJTS=5f`m)%%Z9gG{Ta$NeNB+`d;9F88?k@iQOM;!%Pkq;D)EG#OQ;S_J^{>Qo@BD-!bivqxkYge@A1$p+m|m}_!<49pZd zwWG_~ndJg4!-_|H=a4qXlV@!pLw}8B;BM5~{4PvD{LVbb+^vK_I_WwHd`tvNX>1oJ zp9F--5zO?-{J^XQ^qp07KKQQQpBJ2<5O}YoaG#UjXl?2 zFeXzc$E{Wlbi&TJ=5tX5{*NUw1cah!U{`#$>02lmyu? ze1xi$)O$tN?9Ll4G+;t$(obih99mXImj5`=1X~vK*lpKD?}s_JiY!LLa=KhJ*Dz5n zC0LxPX`D94zgNn|OQ>?pPYQF)SB4Re2@a`iDNs?V2^eNnLqQ!I8=4s9@PgCW++9mc9~0fMcJfLYF#pw0esUZ2E+jPrc%Y@yC|@Gi^u$MDiQJ5e!VM^u z8o6m|3-7sm ztBd9idFoi0nDxT#qjFlr9o?Agj5@~L482$D`QnVcdYn0Xo0rH7D z|E@HAxcbn890wAlAT|8gQLTe{=T95)9V<^jhWmG=j~K-Dx>!1I@Hv_ zV)SWQq0r>M!YoMgq8l?7j{@@uIrC|_&&hQW?f{!_&9m7winJn>x&e_8imytCe-#E~C46Kqadk4@f@xi>lng;pEb)AaDz z9uPsp%@8hP1DmQj2c3qDSsLwRvKws<%u zZ}iRohqJegtt04`MYow@o0*xJnVFrK856T(X5MCIW;7G`)M{y_XI4+uDyh0VWhdOQ0DdgxM@tcuvn$7n61cC4Hr<)R|7p{re~EK~Q29-W zVczfJ3Ld&U2QZ-C|EwjI#Rt4AFs0xCC6D!g`tOt#fn9nI*j$G@U+kK^p4pT)be3=* z@E*>_9d8U>FLpz^)!E78NC_LnpYZE3fKmVXlX#cF)jVi(J#ueDvAXv&$W{s0o$q#| zdtKSdJyi<2JJNgrOr5&@95GvVdDVqZ-|~Cg6(2;wIRV5OpJ{W)RE*$3#GzuXQpPw^ zl6v)w=gX!`!8j&gVql2e(ElP#Edfxv12*Uvn2(~Ch#d9o$ao&|jm$M!DSs)#YoH}V zII%Tv2xX;1-lve8fDMoFS)*`<)9Oib=p<{pjA9;-w9OD^O2Hk<2K~ zytY&G6OOSUA~E+wEUe?J&U&mTuoKa6mFb!O0o4sEMurKi{17)d<2B5g;#MJ(yq^jE zmMFCvKX&y$1*eKa%mHSXcQpx%1hZfhB_}T(<)YcvoRlMYZ>be2=_PkXZ3m2u3q9?o zbZ%^r?c2D}<0@>c$Ww2rXfIBtBS%eOp~Cx{8`TcuP)d`zg_wOmYJOdqAGF7UeE&>2 zbxJ|QG1+K~i;4vy3;?cw$wrd!fdPrS;-q5zS|efo8{s>OP)|+zx54w`RVQwhu`jpO z|IV{V%j1Dy%ck)u;ZXv-LqPsa7^JAO1sWT~>oTM>)L>l|bFu1jG!NIlYcSdJz8k}M z)*b}Ze8!h)Xn5uyX=wSP9~+%T-n+Bu0QtqOL8GiJA9+8S6pvdcI})WP32pQfjNZX+-I zFL$Sisu~UQ$pGkO9j4F7>t5wNta zP)+yUNFI!Cc$kaP9&G>9%RE390a+;+a$=&4-=C*A0Vd|^yF0=p!+_rN25Tthodl3= z$t*(e{1B8!Y#K6h9)LjMH*b0_LhpKG_=UZo`MsuFMRnDZMhc%J@+7_XyZfVh_Rr3j za%9(0dbdt@xSZa}a|<0Qh*3IH=uYIYQ-fj%&#j=aL+wNMwN4q>HEjxp`mcu$(Ebjk z=eU2>C6Z*nxW*r%-Lrd`dhaYRIUHFDXi>(&mA!o~_U zw@UwvirTj!aiWM%mRW}qF(_&(qQ1bRH@S(dp2O>eA0OS3)Xp>}o3J(NZ5ex=g4$Y? zl)^=lzhTpVPHqNcF)WsR?VMB#J98y(Wt|v2wGMW-ng~+cI~0ITb$mufIVUYeD}7}# zi2$bFljt2C3gqk5oECvI9S2+u6LK-8!!%GuL&JI?e*b*-ULdVrVqM&13;)MiDc2em zN&N3Zi;;z9)q;|3mNU6nX|GG&w|<4tPL~Y{=6fO{A~Uc1w!CH$5?I*cBU`S&6~oo$ zzH&+HcN8aP8tl7joLl5%**5cMHeA9iyk&TnCN^9O59}|FjjdWV{JKl~`LZk^z^zJj zb713D!=cjf9q;G+Zey!1CopE})H~obldrg^W5=&e|7M%}uG6=U`))9rM3rYanX$}b zZwgBzCLg2FX@Xx@K%v`X927DJMy@anOE==h7--{V2wb` ziz9~*zfsoDIhRattNgv5MD0j~DPUR`3jP=}1=iqp4yzXZcc(B{Lga`tDN^}Y?O*&M zL6XJ)Nwnkm@7_6f-v1l#92+~&f6R0299;jWdybR+e{#=V${=MQ(?6l0s!eN@D8$9# zaHtOgY>T911Od>0g_zdIT@N{a>}0LVwk$laWxu3rFm`m_KVPn>D^(fRnAT)}@}4pu z&km2){4d=ub~*NIWA5kYd)W4z-)9qH%{Fk~ex3MBB9*A7$L8_zeR=!TkMQBT=7{+5 zN6oXcZui-il;2{?6M5>ga*cOWSCmPX_oLvVC1JPJ#7Ak{mSn_#;cULC!~D zJe~%OT%hl8^nEs==lowyb4Um(66l@Ub<>A>>9FIwkmR60P~;@Pl>Els-y!tmI{f{k z=*95!cjD2SeTD4tF@B9F3YT5L)AufEZhik6_ev9O4459$r{But1DV}a;#&`1fkK(L z4VNxVl~q@#X|XCor>d8mJg)-Jg%gWN+#xerCnLLYfyT`2!vLfhJ7NDkU| zfb#{VIVjF((sCq8g{7u%HV}8PysaZ$A~O99Gq!x=tcvxiBikQgi6zUBpW!5u__1i<{=f&B!?f2>9x@Y>KtX!?G zMMO_`XJ`6w0$OS5qj~S zU`F*uiv3>HMTZAbc8Ye3Q&uA)^DEU3h7n7PP|*twi^ab{+*mB|4%q7dMRCyJ(U4<-5C z)TW~LDS6XN*4A2>B`!McR`P;fHlrGw%X{Wfvp%!}Y^3QzV%aH)e-`G3tmy5)!_GN? zz%ve-TQqo!ywSjPn*JTovUPYrpH$hr+OirlnMMB}HN?3&M~a$x5VETs0))=mS!KA$ z>~FcwN^^R#Y${jJUVGYIzDw~8A^qI(ajbI=kGL+S!jTu6d?kqA&wSBxGXf^rt`RB= z)=C9R5Yp!ySg7Y5B2G2)3-AlpKZ=+(jzX(04~-f-L*(nh1XAMC2{mU1R;qN&)}lAS zFYSsJm0@q3k~JAH8CPpVjKJqh7h`MN{S;;!GKD){)$;{0*Zk()kj~q=IO-PicEgKd z8C4CdI&Xg?WHf1-cOeupfrjHM2v~B_1TMKe=-KKo=Tuak|Kv-_IbU|$>7*Mmh&BNd z@+2Le^m=H=U}YsA4zwF{qnY#a=%f^aS(@|WIT)nmHve+gzsl^wS+!XWg+K4vMSIxR z0AI7OyGwn_>^?rJ+7;wp+Z?UP&G#$41kGI`AzpTqrk!*bFUA(L^^~5>w|3DmIc+G( z%L3w~12Z8;2f6T!tZ*#_^iS!4B3O;$`p2WE@R6`(gmPFSlNLA!7UW2A73g3M)7czi zPYgJtSISu_WyVq*Bv0gPt&E5#Ja#d^A%)FNFp0_;D04^Dz$Ep%v~J!61r3{0Gex$k zLiRh#v`*hE-+;|dw+n7R;DYC2H4i4D-Yu$exhYdn*u~i`EPhB$0>|5~k6gpAj;O?* z*YY4c>dZE|e@=RuiO9F}A^>5bS%N|k-rJxwo}Ce1G7`*%zwSDPajxEtco>LccFk5f zAWI{Elk#Xd#_ZTQ!UPV?Rl!cllJGcS^ch=oLmr#spc1&^^cl8)(C{=oPT$~vbL}A0 zJ)CMWU37VEXQ20N(A16KDBTP(eN?@6LmY<}i>s~HC1{G0uRsBI_{dDECkk`EekEPY z<4;=)D{D{BDq~LR70+~5D?T;LH*c_-kJh_5hMlj-$Gb$C&wY+^`x7wS5b_-RW>ZtJ zWUH?$NS}6ccW=V(O+c8hXl1OxGAH@6AEzC!`;P6f^I)4*+y_Pas!AUv8lV_Aal`X12 zjd%*EtPcs(uSudIgits;$Pfkno)cq^HLUiq`rN6cbpdgoF%1;Mn{|`pY5stban>LL zFZf#iJGw0BbE)R3zJzbKZ`9Vf3~j%xlnOjvg_5YkTEgo0ccaesH(!3D@>mt zVN2=$Q&yHBwdFMPZ1+3!?9BLm2x0cOO74?J6G5@k#Z-ny9a~j;EAMKI6bbW_`WUGS z=5h)@-EW(X6ytA|T8$`wouD!+n^{5{LWC;p4y+oaDoJd=*&JAM02fdluSa+F`8ljH zyJQkM_p*H@C4!Y|B|T&Z=FC6N!l{2A@>0z0dWb9V>Ds6L8NMcLx%KW2V9Va(UORe+ zuw2TBS#O*^!rBYtCZ$XQ><)CYB%v-Z}e)ISA zfL9@Qmg3qD<9#Oc>oK)n@0cI!r?)r@ZIq2+g` z(?bd~`uJFTGrIaWrnh?|TN@O#l#GQ_=DrsDIvjEAhrh`0Fcl%q1yg&CQ5?Ddet#vE zu+DzLLTEufq(sU(^Rnpv;l#OMtn-HFFq5x3fXSwb7Z;{j?fDTv`78y#;a_N;hFtB5 zTQX2rCjs9B|FEkAxEjB~2Czeazf1rM6Pbz^$BePM!YgbQhG)*ljJ@v_!vUziV}d1} zZ~QiP%GTvn=q@oy*Y)w0efyj6aGEDf_+U8tYci0rGQi*#lkxI&iT9HoQO|6ck#;9` zjFiC`=~qlm05*Bm`32%t&iH0%tj6aN;1A=>Qj2z3m1C>Xr1P8Z6!aR+{Ns!kShs3UL(D{*+W9mBnwf^2-zNv}oHlOqt z(=8#{1J{0OM5AAXJ#Ky~tsx)y<+hj;vh>_rDGxm>;ck$;31s&uB>C+SRqO8duli3~ zCebepvKbLhLSH9FVi&pDKeomqvh8hWj4N0i?nM_D_4b^G8ES)!KDwS;GbI zE(w0VMzQwn9(wbReEjmnbL3KhL<~cZS#ZWu^_A73+Bi10QH%@~XN7>jC0}WUTI=HZ z#!U)PRly`xku{DTLJPC9ek3P*M1k|{UU(twS$G+Eve!78!TO&nIqv^qBU>)6|Eo%l z{XYgdc2=JMW{~6L`kzWU27aXMQ~y*2wTg!-WlbW}Jv7V=|zo*Z4 zhF>`;BgBw5&!^LVr@2C(Tumdy#9wiKItRi%r(g5cm$!e->5kb_FIA`cYL53)rFoY< ztYH8?9!#kWV-*|h!8>MUu`o7s8m2URfZ`m6BR_Si`&~@Xy z;mR!rs!jP|F+Lo6>epjb*-9?iZk^|!2_KnW-XU1=W&o5%w2#|U8kr()(@6^AAHm_Z zBZr$!-T$RR#Jti#~`-&^0ZiKVWQ`ny+tUv)5J8;a9cKMZ_*QfsHFb~;9+od(~W?Zz}yRzlFsy*y~ARZTr zr!>S(duC6S$_Bc84Y3hh#v=Zecu)fu@6afaD9olyZ20#$M@fLBVARxP8a-?!ii!$n zR>}~%OxfK+*@YeAi3g9bZULcjWhSJZ`i^IF@}kkJ>i7KF%KOFT?~CTzoNr@x_TTG3 z9rhjIsP-LE9-FK}=w{2X$24Y)_^qzW;PEBEyYyC6#wy0vq$VdgUhfZ$(Rw=FmxIQ# z3ml5zi{o_bhr9wq8f-i@v{ZF)l{iRM)$o2zQL=>;C)NK|XA5Z;W{4;5t;Mf1Y5iSRyX6yfv{^60sQGKg zpK=^q^qgVMI;J#I;d)g(R}+@LEdl)7M_BS0G6H2Zl#C#nFk2ty5Y=kA(0kj7)V*gU zu65shvQdx-L`DA$;T5kMu*Iqa#3G!~=TTJkwQPo@RSlPi?ML9MciR~umG zzR0R0tx?e^cvo|`a0Ku)J5EJlxf)C-^;3r&0Fj~%2`KnwNSWa3q;T4DbOWCaNZzdB zmTR0-^O~3+1js>msK_CAKqhQVst-I)nhh*Yy5&j}xLYTJm`SHB4J~^1ZgZcL#JGl%QtbH|aS zyC(Vs>p{#(@5>UIbXaK1`T}0YRL3zhY0$Cw8vbj>lZD)2x4bC97*9C_q|r~`z2+%a z0a7=5kM1X_}+gd{3F3%s_plyH4hChvj(9$DrqLcNP%uyFbDvScQ%$@?U z1w&mwB;K;>j>X?H>V!r#jFCfl9!w-Db%c^;7kPnZazX-|e5pB6v{3g=s8~pfrwHZa zYbm}xQ|sE$@D-1`4Eo=1iw5`q{kw*p&=*)mP)LBk)u>8}6zywm3vp<5{WxaEC+FsW zuP-pTz;-0ncj){``O}_B%`HD&(ql&dVB=X3?xGo0u1z-*+gxg4EnLUYrcLMHgfuxP z`G~E@G(~x!B@;BM<{fB3tCE(34tMU6*~Ex;so8Sp^gFgKNKsQl-nf%jDwwO1`~@tKWea#fgNz0= z>Vp)ky$8V}k&=NT2bwVkxE*f_p#mrQzloY8-Wzq0fyVh*c_{&hB!iTc@amA(D(b_M zF?-pQMd!0PScBKlZ;j=W36~q{{D)_mwRcg>CY9})T~H3YtpiK}GHNz8p5&r{(7AU+ zYujj8z>E?rVtF<=+3W=X-zv;s{yIejzFD0~F=bXM{!uOF;r*&oe4vEe!V6YP_)v#E z@!!gidZa2f%_GW^QcHG<$D_mcWO6|z=hV1*^5B-)MwPP+>wGY7R6T`;b>7 z!&XHvV{_9QJnl|oiPnK9aO)`gj{O!bp~r?#&KLd@uCc_qtIj)c_?Fc#kX?u){ua`4 zH+G=h+7AIt>I+CfG#mUGY#wxJ9LJ$_wTeYn9}Mdq+C0n%PMvUIS7G3X?`A9&08 zLmtxcTP|p}OsUP{Lk@(!2ijv8lnv2jd%a=H@b*ksl+_AnPqO|0V9=bgG0bjfd&P4cd`@FH8~K`5l1HsykalxF#xQbzF8^dQfAzbphc5OgdeHZ zQ#dm^C<+4isHCH%5)|wRur;lhLCS1q!Po}B! zE@}*9MI=?owB{(H6vWj4m0N3_v;V~kNlh3I}4>|s=c!k_< z#CY}yeKezlD)H)OG_}LDf=&0_*osJM1*I96QSGTT?#f8GSklhUW?;MjN@so{$YUTc z(71PJU>ItwR2f|j4Vhp`^8P4Eh;|GAAK9H!gCVO}F+UtMHl!9Rh5Y}`Uw$<$K~A-k zxsb;C;HEI&fSA@IeK_8vhKNV)!W>UJLfd~(rf!+$qEHKNfbu7SSSO-MA(S~DK4WFk ziq)!m;?PePE;6kW$wa7J_e4r=VGzHY^q-V=>ZzQnFuLg6G>`{YTQY|Xft(t2fy_S1 zE#D{$hBa~2{g3z*YRyJK1RQ)ttcl7HU70|zv7}CvbsqFRX$+QTsImtjP!yGUj;AD$ zjFC!KrRY*M&lu7?dTngh>#)$D7SpQDA>uNTuA;v94+8(q#D%iB<59;7%ODju-s<46 z=*f)S=*+EEuwIr=K=^G5#Siw*N6|X}5g{6?n-%IaB%vo!$-Npcm0Aq}T~Wz>fQH5A z+Q`oWS{aGeMklScGdh;=_Md(G_z!#!jEYxfJ55M@bndZ<>s;P-4Lc#qc4Y+ItN;;y zsGiuZ1l7^Y(#`7SS*5GO!yB5KWB67&5OVR8{taG{fQQa&lI=Q=VHSfbd$6LL* zE8>PRt_L3Kb?WN0^LQ;fPDg}zc@QEx9+5&^;4`+_sVS*rqvRpTK`MSZNOcv>O_Diu z*f-Ze`7kB#be>ZM7r_WjBu{)OuA@N8%tj9@_r(ReaKDYGnP!No+;@5eV{r{Cw_*RC zRl~!{+i;4dmS79!%0>_wkvJ$ghBQ{eenh3hpz^o3(FzYDWvoT5gAe!QIBq-l;m<1{ z2sFjxg5!59`5HdLO!i;Iqa9AyUbCSR2mA7>M~FUWz4~TWsu%H@+u&vAGk;Ss7MbzY zNsVo!pdpZ`ti07$A5{=#vPHqiG}~mxzPC-h@(al(**pdpX=jY^>-^@~o z`O;1kI{nBNOg^!;*`OZ#%mPoDadC2v7qr{33XAhd-6Cwb<6o&e6Q5ASyxm| z3iOP}XyW=y^TW1hIzk8Ek6<9umZ5MB8uF0q(-S&sq9+G<*!%^I^?7+G8aDdt2)Dy6 z3{SpKC+~L!@f?8XcSjcS5znuWB6UQ~ly3|RMH60Gkg?sXc)*e*kU_d_(q(t>m#e>8 zdhaq=F2~?onU=d(pKiMQ?k+aBchBxKU)}Jevd9H;B(s1+7^a3p7l!u=6h>?16lGBv zMF2L@3plgDjhCNqJk82GVo&ehJ(8Xg6v?2LT_7Ly2^fW#ru(j_?OXPd3p)8#jS$|+ zV|ylwgL-t~wW#*ji#LTi*WoA>2acoloo-Wg~$ybeSy+xcdlt;9^Nm|LdRwIG?(^P&ri(`$C#mxGNa( zu1~#K>8c0h>f$lg9K@G|n6NPS>f>XC?&14;82cg*G19?UozB8x)kwDm0hrsEHDtNY zf+uGTdqKu1f%HE{{LlAE`rZ%Oqhp3;BmLtFHz=aH*R5SS&LgHD^OOXZ=?e*7 z^B((TYNkWx2j=y6nuiTV_FNAX$=qxvLf%V`Y>VtYt530lTf^?V(TJ4jehJ-xJwxU? z7|Ng#P4Ub7nz*I(_Ik+9x{h1zaa|reo=&a zeaJ+V>mNtXYTrZWcZGtFdWQt^bKKSsplCX-ii&{L?EAr?lEBFFnT6d#AiXPMPpDNBp*F7dLD zlI{>6$*_i35*iUnK#`u$65^laEUkdM<#og(aNaBG2io23ifYFsMl+Xt|9|m($opC?19aD9SJ(WS13_IB5T2XALrbXrwdzpc?_T zgtxQ_8VeU=7*bsgYv|rOQA5ZB0$`(u*TyO*ITY#Cn}CbsS^*+{n4J1<$0Lg~*voWj zW)nZipEq!&jAY|oMxaD>z~RaiHDQ1Wcw|FBB`wxt9$;^pRf4Eyw%o0Id^kbqDy0PJ za-iUFEX(;~c@zp79ajNc$|o1wm>b=QI#8mR05EMRF)$mQM7{&O;KDO=vsMt=)dh-6 zst#naL#5P8is3*X?XiL2P|qFcvP`=knMy&cjck8dSKjOj>@IRkz5tGd)lUC|^25dQ z-<2OWUhe-J<%f;qKh7IAUf%!iyy5-t%1>AI;~(40M~ruoF$2>!O9X^FiIHEIVcOnK)vRij#)e+WLf3KmFX4MuDu~l2gQZa=t83 zIu>0HA2J8$K@!tbDq!J^gM2hoV31AbPL-W+pzSvBd*eTPeO|u)jJ*yZ?%!^D_N`R> zwN>#!|Fkut1IbD9{6?q0tlObb&1%+l-a`fYD+yVyPuv9-s)4vZ-DvlA{XKBOWt%xK z&P98KGex4fQZwl;`303$TG88Xikf0o#;hlv`83|wRGFroY+54YbLe%(WzSjGAGKI8 z7z&;SLPE@NGZ-A zX28(t@7{!V@ZKuBYxQ;cxIEF(;LIq6c3D!WXr_&vV;L!Ik#b67|N5X%2R}mNU)nIK z@|CpE04Az!H^w+{OmhK>Nc>dUd2QG<`BIz$w(Rt(1s;@)SU(Ios)VPsA;AOsV4HgeaROCwRLm5EoZsh zo(Bco`Vtn)yowTS%xLY_vTmN|L+fVQT>mT?4)L~e1Sl}d*HAW28SdZH5$sO* z|4ML7|0TiYS@@VMnPSY4ffhT})LV@t^97W8h&wrA8&4#nV%!K%oA>1NycCbpt2 zv{7fte_b%dx9ZWejmYk1IeWPw8W4IltgW?%Ix|xwBF>L)Cv#&pP6-zPqcHq8djl^o zznlV3XE6<_OHu5_iH+0dUR{?QhlXr1#gr3mSV~^CDK*}v@ zKw4dzNmCq|sK)=!xk0Vy-;G+)899oqLq9mCV@;b1?2d&%XEQ33&(&a8qlJz6Fw0Hc zkrLJN%a?RS9w1RH!Lun(x?Yt(SQ=w>TXs=~U^J;Y<}sp6^{R5(fgr%uzzzKhYTNTY zER%VaUOPr}XYRH{aZ6Ay#QG)tt7i}Qw{gg~%V`Anf9d832Ph`#9fE`|1LH_2;Sy9A zOZ{V3=E)WUWrcG7cO}vAiXuH+KhS)gT(mVJSeg7TYfGPuhNtHBYD{^qTaOheAXOf~riZ4;?^_iB zGdvce;r$OHXbVYqacXtwt84C{c&9ph=(qBrkzw{BlxtF|k4;Lwi<-T+= z#jd$-rx!%gtnoxP(X0H(-To`HWjGE_OrjKo)x%K8hR48C?jq3sd#fFD#~?Yl$Zu~` zo~zAtI9Q|gDW0y_cn>`)fK`;Nl8FN+Pq<1_U2QN^^jOi^D$b8vduY$hA&S~i zJ>QF&J%My9N8t`5Wdd94%P?Y6-{65gfdN@aYKF8M^fZAtI7Qk$#IPZc2}6M+MtBD= z7C8s6UBob6k5F{f_|Y^dN_Z6WEU{p|MxGc4EpLHA8Os-Lh^}))l*rQk**!vn+$k!Q z6<8^U2y(qX+-NJRC6F7yG4UQFY)m#-6th)i0g4HjEQ-7)5aTGYcid{a!;6e2FuZvr zFl_7$P9q&yRwQ8@K@zT#OuVmA@-LojVopi?GAG}6&8bs#+6mad$37Syh&W1*L)3Tw zNvDTxv9kQ#IJ)NGi4^z~ix&3QB+^6%lWWe1Fj&vMI9ShhxXj_o@D; zAQgDOO}MA>C1XP?g^0{7krO!71Ar`_)|`A%=Pe#XFjMUEV^To)>5QA1FBDt~`B=@*gku8U6owF@tR8r=-YgBI`uC@WuVUfH${f zk-*=X35vOaT@1$u5cIlGw$k3}#o)oMInVyD0lZ^klF>m-ait;A;INB4r%P1mRGuPI z>8$;Zi{|+0TRWyenybt7?6>T%mR~W;69)+ZQfVKVGaNk>64VSetUKOn1uFCDqguVc z)&*{h2K}X8#t=EsE-3D#7*hSJ`A^{AL+9Z22$z3_2Di#T?;+^(SvHWjBwZfFPS^?;toIIf>t@2aMMdu@AEoYK- z(QxZ%`4z}2ypMcW6u^%t3)O6NK)7;D%N~IJI5?CNzX~aV&T-*PWkr&3M{No5n(RFG zFn%b5i}%D!eCvaZ*o}Y=w_ZFk^TWa^9e^!7B ~;55n&D`}n1SGc&h#Ui(~+E#dA z${c?-q&Sx4a+6unn+sP>m}Gt&PqfFL^>V#3&Gvp*iCS$T)`^ARW>Ts%SZ%r1nfWuN zFZNMYs@%Yz>BVC}Ep{9uy|WPj&IL!dn|YqB*HWL}uS0nDt3rLV zL6oXuUdFxyvvhIZwxK>?-KsYH{VXoHWe*k0ZL2z>@s~bu@7qW*Pn8lG2kfdtVt`^A zMqu!w2kn&fU$rcnzukPmTYTFzLhdaNelSwGO!NObDoRYZ6}?o>KRMAd6w6Jbj(B$yj6Nsyd*fC4`>fsu+ak`EBeZI%*KoQ11fcJx+?AhV^ z6VS=O73PHkzngvCo85sEzz>#GAT$`o<8Z*kiZK+8tl!`DEDOSD5w5y#qyN}Q{@jzJ zcXq;H6;ymcqfU@X5^>Hsby<>;RDEpJ;9QF3qgQj%SV~VQtj|F|%6OubKhJTnuXGgt zQ@OHSR$*%BWh~h2LKk`7O_V;QXK~m~)R5Gs!mmck{lq!`ZwO7plPoAJR@ml#Y()6= zh1%p@!se@n-TPUGZhh@QuL2S6DsxBBtx0r!c9F|$-n_>*CkAM1Tldt>1(;bW!AUTL ziC@IwQkHIEf1JmF6+e2z*cZD%+HyL#DF9H*8;Z(#uCu|v z=}b>T8t8=asp@Q7h?el*mB#!2c;s3My+~dIYn~vpe}SwdFj{0!PWM_0f|^5N=~+gvjbe_b=0{i#AkLaN9a>1_!PI# zx6YRfM*XP%6UbnaM^ZYKn|*FH53g3gFuvXG5%D;i$A9zNAXIHqq~Mf(!P?LExgVC> zICc{R-6#9C*u6VkckBkcJ)85m!Q^p@ZTk%oz{^UUgQtl&L!?RE2gw7gfJ0(6?k4jq z4Bj2~bqDLrNZ0)>hT-FsOS`KzvI^ZOBgpXiWs_nHGsRBnzXWjy*2syTUL_oJX|7Bk zV;B8qgW<2$z263Y{!NaLN`_|@KwFfUD9zhg!KK&cWm}4U#n>o$VPIueXOSo1oc;6r zH>P6Oz^44~5XwalfuXM{SrflZ)9%4(UZd$rUa!E7EWl_SfXmCV_UGwCpCWxz_W2!?F)m*okp-B9NVu9 zwB$4|{WGHEG*`Gwh(xgd5WuKWhpVN7n+^Z1Zn$ZE0g}6S8xY%c6qa)rbut_oK`4EPjY^YX(G28+-zBfU&80T!6FX$ITF0*SI%! zskzbfuqkqO6O12{_(xKnphVP_r8<~Ss<sXnK{4%0dQ9j5i9g~Rc{{bm@v!=|=+=L3 z#I`5hVG~LadvH%}xh-a&0_oWsO<%Hc+YKBnvGkdv7G@ruoaBG3Bc#keqs8r^r@2~& zN<{4%adf+Pp7=0>sAiu7^Flqe^fGpVkn%BoLFFX=R`eP6XtCpvfM~w)^y!uCuiS7 zrGA7%bBa9THec^#v^;vuwJSf@yg##6FQkJv%CO0hKMT!^ZLnxcD?1qUhE*J7wLow1 zHppLEmq`{@U`OoEM;+`oETK2xx1+2;j5f&ZqSSV45ex{#=R-i1%DV>`Lwll=p&7$K znqWR~yVDF%nr1`J#vvi0BCd*1kkQrd0!p{| z*x|_)P3KO16*N@6+CP8m6vnuyCcOsQ%u{gwVXl8|0UoAyi1|DSCL7v~x_-O!_}&yf zz4`NiI@}$Mil`1=A+PpKhAI#~>Ms7OCu!PS602Y#>_19)-URxa7+fgbBT5imZZsRF zu~k{i2N`VFJCP~XnL`>*o4CoDMC#CAL<6MLRDMCGQ%rP;F8(`qPd8M!Z3M0j-XQr_ zyHVg)HXI&t9pWUA!~-5)rexcm5sDHz%Si@YT=PW|l?J^BwtmvY?D}(3 z;(G0Jwkl>b=E!iZa>D!Z`bk(A6qqbZV@>Sylmc3Y~Zg#fP$v0{sS3)9^J*P6J zu_?P;0!jZjYJs_>^4;v>8IlCN(suei$KyNo_DuTtmhm$`P(t@%wjE3IoZ1mDli@o&?c^1>#BhzFl^P-u(jSZ(Qvfz1S4KNSo zD|}7*+oqUiQ264VB$oQzH7a8s<+j1!cO3eG@n7^s{7-@k`+pNu*tj|WZ%h#!EdOPS z;9%$YKTQ!_Z2!YfCR2wzz|CXYJMiF@I&{l%Xt?m9T1kc(NxWbV1f#xlb;reWzV1zM z){RB)tCaTj#aBIH>c@S$?e}N%Z8fFG&Sf9^(!cEo#LEV{lfa{O!$}_H=8_vAVd#c6#J( zUgxem`_)x$%$omTS1rU^&c|oDqDI~NT%N|G!b4lWt%Z(F@Vwj7dVT$F^+q!3=Q%-6 zZt5cK*`kXha=Zu@vzP3mh>gKmE}2c?1A6%9$GIEeZSrlv&x8E0<_puF$#{isflbvG zp<~^bW|rDr9ie_*{i4%@O9$~}%;mS<$XZ4DQqZ^TJg=im@4N?>GyZPqKfV?=q~|{4 z&!*@syjPcK!3LzEDs#!=6NTw%C7>$9kFHi-?Gxat;AUM2&V3~{y9Y@t!odkneAc)K z3zHJ7xeo$6bXss*I|c%7Lc`-hc8F-*>8wScovP(HFD4AJhn2x9k^jLfircNdc98}yBf zsb~uLk)6UoRzKYUtI;Q`;q#7abK|!7ukUga&!!z$K?U!19+g*pU4Pbnn?ajo`(3#M zZ>wJx44FabZ1t* zP|fa#V13!b=zPcwHz!J7aT`c|VcrGe?$-@0cQD3LDeBzj$^wZpHgjdP;K$lkrpZuK zav@@$1Zt<6dwZq$Xvh+N7EKN%$;z#uHz$ z84kp5n_7Zqm53yTx>Ob+s!yW$9_qcU2uIH-Dj! z))SZ1K@dKrjZe6#rr7?O=Cgn6Aa9^Lhi^esjr{fvr;1v6aBGtFrP1KMsXVkETQ53{ z{-~LlSTrP201pw^-bz1-8y27vLDb!qG&KM~WWJDOkb#G|p%lZT05`a~K#l{khdeWa z`rMF#KOci^cfq4WgZJx&rPuKrL>^DYC9*U@p~!3l9?8D}thh0%`iR0->1jM5(RiK; z-lI>D@s%zO#UKP|x9pqNggJ@7EUruOvsCO4X#Ob7vP@pWN4B#*>Lz=Uj5hD1yDy-l zY8xVE2aQv*07Y6mHk!JI&@{IqBp^@^)<=DXEXA=*GeWEyUxf)K7A%el3YDFdP(?k6 zrABw|88sFod?mPz;Okzc4uLW^on@NhKRYo{5Ry4Ru=ns^8NuifESfuw z!h6#9$~x-lAY_b7itFi+n^{Y+o{TcAFUB~KbNFE!UR0?|A4If=`#u)dG~bLUf0AJf z6+yK0hUKlrP8AFa-%Tq|LM|^CEt3yPR+bX9KV@hP>eP96Ai`&qlRtLX%3lsm?2`r+!XT zbs_RLe$@T6W(e*sr}*=UuGQSVA4#J&tB37+@^jVv0;X9_r(?+TY(|=v`Fb8N{VN*p=6L+xyf9jnOT!Wffg*EsnwHu;k$yArde^jCeTi^5W1K_X}GRU+q2@5*>cZCx6I zwJG~|^4W(el@W3g!bHwIrFs4hi}_g{Q`*!3|5+V;&0@A%G?*OGHJ?@-^)sK=b48Sl zDj$g1tojMs@ycBbq-SCu0ei15T*rKlcK1hxu&H0Ok+jBkJQ)bPbQk;OXF0QpgKQQC za&>h&b)@OBi%CN)cV}$9;))V(M(Tmy0)pgBPq#jiICb0WK8T3HPI{a-DV*|U;~_3L z)Ectey*2R-2ahrHyz@PEo| zVENJ@?f21?xpSB^^_$1gO(X3kQ-DHo`pl=ho=#5<7w3-=AI~RLx?C^?zjL${AeD77H^R*lMk>v7o(55FnK9&1t`x&FhX=S8cMg^e{LE#zHG{j}3x$B)1_a680 zDtg-BlJ{+j3uL*b1z4{H=$r@6Q44XE6|o%!R<-eXM13+yx<(~f3f>eY*k){zZHU3G zq3mZr_7gq55>iC_@{>tP^z*H?UaHI59uc|KY{texRu0y9Z7m z4kE7#&`lk0?-!i~3-sWzrRuSn`TxV(f5&6}e}CY(P4>#(R5GvaLPjC8jF1)CBYVr< zdqreRc4o3mR(51lC<)05+2nU!==09Yb^Cq4-){MXbGa_g^Zq>NanAjm$9X=VY@%ct z0+;4)g@*389`0AVr;aGGOur1;yO0M})v(jr;JO|C;2k%YNC~v`nw<_o7}KcI+g&2s zA3rwe0vg?TOO^^^>%SQUp;R3);gzrqW?*7G?gi+y=zhN*p2V# z(Y*Zy#eH3x?fHf^MxJz1wS6@mk4p{Gnhx{(_Kjld3@F3~1kxql<( z2@P>_=mn*xGM|5W#P)fStz4D&%YP~L$Z$;r5F7L8cC$!%DgoJz$3Jt6tft!lm-S2d zu%}DxA2mtK41M~fpZtj?=SHthM6%{#V%o5`#xJ6=i=QV^F=-fzhqge#f5W5&V923# zC>VHdC>;hx@zj=*OZ9f|_PKjWTvhuvb^ zM~8hcybhmY{&LtI^`?*ZI&2?k__eb+`b+V_(JFHr^YYZ2DX|1k-cskv(&Z1jvwM4M zm8F|%eH1>Ple!N+?!9OzF|61uU#XfJS>IfV+2U%ibX0On`)G_NUE8n{B|FMEBaA+O z_@RV?W^eByV44r~t_T=_r39h%;$j9;v zfhA+3!`S$jEqN9AF8I*k)7X>U-BOG;mN6U)?BkIs?A?^n$_Ic=?O2~`b_tvWy0H^|(y#Ia31 zOw8%3qid@c7uvMPl+traTh3Ke($xF-Io?udd+~#X{rG6FaR=Grnt#+{4Yiw*=dhDJ zdyyq;b+_eEge=QHCX-lrB&kM zO*E>H0d@`6Ib=pRKa>*LY8kQmv{z?SsGr?1Uh+|Qj99R=fgRWExkMLljPq*-wUM_< z4cH*(w>XqlC5vUQO5-a}0o6epK$bu6R-9c z4|ZIw>tLTWnGMNUEp@P=SfAD>__pnovb(XF#rA_N5eQJizAo{Sk|BVJ`UhuN`mJgA zee?9_83A%%!iW@8I2lZ&;=az~ubBNQyRxk&bNsbYSXaaS*ZlMnoaC4 z%3{#XwSug#k;c-$kyg5efmbgxNSct8i!Oc@>%IX7<`5cP)>SNPE-;3Gsz{On{>O}5 z^AbsVR4{-S7gHrdXn;p6-!J#rN z?RyP;oxtr6858okUok(+h}?PyB_9uPm1E)rT~g$dN$iy782Sn(x0Y*8^$@@LB2h7- z#*H9|>~3^u+gNGj)m>d{V+S&{ORQKgFt8ob*$Vg!4ap*jMWv=IWP3h~B`xfiKis|* z_jJ!SZ8Mckrk?M@upx88RXnHayRZwxjJ7tkZw($R^Pz?KZ#jg<-MpW4qhRB+@5pX9 z%PZk3!ohoy+M;C<`9jXYM|C!(`VLK#E}67gUl)7sU0g}b7gH5Fa_d^bQWc5xYQJc9 zz?(JQiN%z~tiIdew!b)5%XNr7)${65jp+l95mqQuo~38};E0Qhf}zO7^2eE33*B|+ z;E(8-rY;@N5}Ln5JZ!MzeLK9Z`K;+RgDEt6*ojT|Z!-xQX`t~$d3bCX^^?MsX!>8Q zqequIQA+q`zCjR8?m%MNRjj0M{ITobx}^ddG5OfNnds1bRmtJDP`*y~pV#P{BM-{n zRi`;$O@A7Z=vcX;$vN^JqrKJmlW}?K z&(^fE4*^{Jl$JuRY>92`(#dOGqqHgLp<_#&9I!b2naexkM%Wo4uVOe19Rziq>N((v zlS|2*$>aAz9p6~Y-LSRpnrHJN?6smw;JiW0@n{bOv2;CeqSBOIHG5 zU3qVA2mi@|;hkbxBYhk8pzOkRuF%FW9vnQkDfJ0i$>;D(Z#y(UzrrF_K%(!<=7>&L zz)O>gPvn0G;p>$_x?)*TDCSYn|m%!Uw$~VM#R7nMt9PvV-1A_smx~Vxpuw;PZ++u;FMGR2G|IChC1a)d9XgAO*e8vq85Yb+ zV#_YKI@lzPbi9tkANcaMg~D{+j);l1Ne+XvcnweP!2v^{4S7g2e876-olHH2_*J|M zg1)Rn;^ae=4<2xVEgo>W!``ZDANdvSM}$EMiqp}fXM{}-pLN|bjNa7Tk_~V&k~CN% zw#`<;7%8|c-aHm{gMe45lMc@#Qw}48o1j^wkTYJqy(8@9d!eiYoG|6Dy~7in0Xe-E zU2|+cw+aOxKc-PK@s&)_Yzs)xl;*H$mmuY>NH^JQXtELZ?yC`V6q92Tzd02=9v-U@ zvH4VbC;|PhY#R<5CbQkpjC{7?g|&z)0FSj0Av2>ctjn1Fo9@V-NhUp|n5e2Tg=NiuF1=MRO;tqLm5Kl8or1uLGiL?peta}K-jc#lK{ONbi zll$hoL04KlXzgD-;g^sL>g4AoHf-Qg0TD*CUTJxl$TiB^(FM?LQ=yXtaTD;x#QS!3 zwUQOzdEZD2W!4Lm^}-s-R3il7I<@ zPTI>+@&B%O}2s%a*We)2j zqx`;bXI@;W?Y+ysrxQ3<1!N-ncw3n#<~vvns1N0y=U3R)INYv3))k_ZkAPgxRd zE-8{(uMm6O*f$465}xUC4w-=UdnuL@d=Z@jM%{u8?WqhK4jnZ>y(^1P8reC5F2u$; zJc&_-&r6FMke3amk_TW3%5SgPY@Bx>QH-oo^;y?1UZqP&%0l;} zeAgbuA?3i9{ETrbN2r5koj)YzDqWjff=8=q)WJNAC_CR%3-2mjZYaceX>s;JFYw9* zpbZvwYol@@9#}CpYqn82$>=@hvgzPK`o%*L?!BYbi|_F1Te3KJ474aWS#qT|jrek< zl+_G`AmO(au9;|lCrvfF2};L?5;@ZeQg}0)>X}@PatI)lsdF4eY1=xp zCAb8Z7@QYaS-F)1_+&VS-^MDNQL;a4m!K>z%RsIKfw)^lQ?JB$aSLYpzS^v2=|o>{ za;C1_A(PR!D-u|6hGS8QWr^Jg_m|UR@M!${*{DQmgG*^PZEq@@MvyqXvbX$CQ=Ib5bwohzy=?b5r zBQ0E?_{)1cymQ zLvMr!U3_8&_HWQt#kq!Y)fYnxEmoDh2Ehc3;w;jMrlm#(;mjGDrm=4~?z_gqd86pU z+dCJ6Tuq1+0~_h1ii~w?KTsx36Ott<8v;RjVv!v@)i1vVZxGv$*cx(&KEJ6tVpgz8 z-(o&_X=2V&L9g%92sE@~&>~&~PBwaDD7t5%Xy#=yLK84e{m5@}Nu&zart|#g4NM;@ zBX0KDZrK;*On0yc@U12lmrZX!s#MXvE10_(HaX)ni~$sS>YVM}!7&bBf0IRW(XvR? zP=-(XdCm)W8uh ztKCs>{)H{P=QVt&BGGQ9V1oPnO_>6-ZQ^ALLfx89hHNb!gRn2%J&kDBAI14wSby`o z`a&Ttl}Isb#4M@#y-TLNM07=fXRI_}#%b)6=Yc$Z(KGg>d+!bB`bHh7e?BoHB-|~T zxuIx{J3*WEG*TM)(-L3c=ioKwPxU|Pd8kfx|H7dTK;|rckB&zzFTcTDt@&uG~DR% z0i+%Hl<%=avg>SDAJJ{PC#vpPK3bTXZO_xNtnbLP$y#jXFPFRPa4fs1Q zj4Q)D5Yk5#q)k^JBybUTTC^z^DvBw0#C_)pu~lKbNI_hvY(LE*AkW97D$GezNF>3; z>L0)a`nZNc@-$LjBrk}Cw(j0g#IKUD9+J%BYk9dhW>S-pHFDY=Z(T?IFK_|4N%6)V zc_yhfA-10H^z<8_T?-69)318Ged)Y%4fDQ>Ac6dO6Rtfw`VU zthc-T*~6POk+e@9Cb6W(7MNMsM&!QOAd7=BewHyL4}Q@5os`^A8Y%>45N5l08!I;Y z2`yU&@Q$P`+iu(d;Mm&WxWe66v<8CfgiEY>S|v7(I1q>6m=M?d&P>0_qa^KgIGyTh_#(itf5 zY-hRmi;_OWv3eQ6_%g#XQev!T9`7&WW;hPBhPpcRT>TO2PoypFs~O1Qr-|*lk?X;S zA>%z|q92Mu%qThVl)2wAN3PH8({cr8oU}LH_nC$og-0ec!xb9eVwNE(Xh5fM}9sXryk{|z0Ew6@tI`iX$;F1nP)(2G^+?q%xm?x3!1Bi>8(tF z!ZU*6A4~*8F)*`P9${wRZ=p;|v*UUQdpksXguU^sKP5)L`J1k78?O+3s&9CJEDpZi zyC}@Sez9qB{Sx3RE*=g(JAb$D4W&-s8$Wz~n?K*VjKgRg=O(uL;zw*p3S5=O?J?oS zn|XnE0)y9U@x;Ym!Y{~E(r{zNGH^p+KNkb0EILamdT;itck}NEv66UJkhYZDj$nHk zMbxqO##a!BJ1iEp*z!aQ@r1c&A|_!d7!Qzyk3LH^1RHD9HQ8$95@|u?Ri;~WSe!Wp2WDK!?)ed`SKLZCm?1f z_GAY2t%X~?pmx{1h~RcY^QhqV5YG0N^4>LDaR3vOM7AIkF_$0{ljVIO1|0(-27618 zpEYx7x3ob_Jg3JKRhd@6)jEqOl*V@>eJHa%vzhg}NSyOx0Yw|KZ3vtt28?<3;!Yz`2o2g{& z?Oe~tps~7|ZwbQu)@##b6JH1jYxEO2zTh)CyWF|FNv^lD0+YojoS3+N117+?rkrLM z8vQ+;2z2kuK6btEN^A&sbU4Iu)~-LOkXpOx;JK*9Ymn`xHuoqRIM!TSAoHHR z&Q3q8zi_e%(9p+S*6eWlhC*9-&1#&Lz{^)enATr7E=&wJF|-uwe0O5@v@uo2#8xAd zl+>ifm<*avnP?g#79wt7J5E6}VLlTMfD;mThcy$D(OR(rU`n5nugJA9wHj-m_Kz zauB-FEqL@HN@Td=>o1|L{i51zYSyD)zc%;ZFqf_#RpgBBY$S?x=^af*jb>o|=vyxJ zj+2fa6{|Yf+gQ|F*9$(_o!q&yy}q|&*DbQVDXO=d@6J8HD7_o)z@J0$Xunc#PrSBE zr^>l=Z_53(E;B}_d#`ayX6l?)HP3#Uw#IzzbUTKiTodt&hOG)cZE^dRpq3E$wqv!p zA&9O?iY?4=)#Xz&d%G7?qD_CDQX&REIzy!|o@TYo*D5r^3#@HdtCg;k28LUZmt&jX z2KkrWb@F)SwR7R(;q>NYp9jSOjhD)N^(%)r>u#%wGJ2|Bc_NA7F&-KFNqaiXcQY10 z1jJS>)s8fE@a}bJ(gY*biq@a4?M zbQ0u@V>YuQ3V!5yP3?It?k9e$uM)X94hWr1zI+euo-RbZ#IsaZMs`#;Sk}_uG0xo= zw+%`~FJ}{3T_NiMnDLHB87K_CE+VN6KMBi{9gaf&Vf?;qqfZq5h-iTVqMxz zO+~s$+u z85974i{`}Wwwm)%%mf^_^jsE`DD+&07kG(6ciIwu(gQ(Q_EdQ)69p>f9%FlkH&mGQ zNSFn;J$7-ja_aeL2D})tC3{NwNNah~KEu^-mScXs5BJN*A<`zD;{f5gtF^1{3UKZH zywJBVsBp7z@XH}wY}gR%0uJq>Grj<>KvBQo0@c;T-KV<6y_@jNy@f7c`qX%Hudm(1 zA{*Dl?b2MaF0#$p<*U2Ap8*=*;4q&jQ{`$+$fL?vxOr(urqwQzy*g03Rha>5$-4G2 zOVrmPaNhjAo%jC2Q-AsK5TpNgFKK{0ceDLS90_nl(}O07Np3&w=mc3ay?&hqg~F)!H47}$i4pz`e^&y zdKb?UHt;xwiuyvNgo(k;=TWT@GEbns_}OZi0|R{PO+7uuLQKHtQH=LTLNQ>pq2pws z6I5un3?#QFfeP2r0>itCgaXag)0%aM%QZInySoFvKPyewY0lU6bCBJ)VvP`D4o{-q z=2(wTKNz?*{kg2DsT(6JeS*zl`)iQVT16Zo+~Ckm7&ihND!9b&HQ7QPkBO1ve` zlo*}t%|YCWPMP-FXyPi=w`=_`V8C_MwV78E z4~lOcbxXG%%yC=VE!AQZKDxSz9?Xu=YDa+ff{Z0j*;?NoK**Obd*jE9oDu0}At7{G z5!+MfVVplwYnAP4_}7=5H96YGZYc-k z%Uu;8!^S5|@WmZIO)q=moMiZC38tq44Rf&f^!JvRrO*1Z$ z@~26**L(Nb+pH8fJ@x`jH)Efo-6>-5%WAZJeu?sa>ngDx4L*RJ@m~2a6)Q!``(<1B zge;s*szg+#3x)*nR~VRFO1|ii^BaAl*;U;jw}muhlKEnVL$pO!v87+whp62*V$7ew zXrz@TQ7^}qMCafulD)~A3$QVlr;le&k6kv-@ia zPNm|CFF})gOpqlJm0E0Z;$B1j$J$Rge434+p&_)p9N-XlwGghug6z_PI&J3;id>xa zpi6!?CNz{6%S@HHmKaB0h6Fq@5B^~OF*MLQ(ea7##2lYIiFXOS4sDe_pt66fewj2h4C?H7-QMDa{DSy!88fh2?^*(!$OTbeVOV z{7#xy?qyFKXrP>X#+KlS(al{8Tc1baW7$&)vtz&^qt^G4>y!^bEs%7PAtRNf*GV~QwC}}Z6EszOMk0qHAA(QHd5>LiR8UEYnWGs( zm38aV047sQlSWju2B4jn)J%{(z#!K#$U;d7{VRt!Pf$Oj0(t9oO*eq)7fFD$T`9h1 zb1na19m7+vz|Z%H$03ze%2ixA1&9~T(~lB9zYfi*Gx#~>D2=tM!&DnW#~gy<+8oC8pc1mi?_=I+13L7w)NiEZkPrJ(-V(~={&Ua_-H$@ zv*qc@lXj7b$x;1D%Cm|u?Igt)8I)eCFL^vWY{cws3lq8TdGS?LZZJFEyA@&VqllqY zG<&;iV*v!)_gNb8qImq2w7aKYP2c1;M@O=3V9s#%z<~Aobdq2l7a~4CZ|-5>B{4Y~q0ldVb(2ft zuCe(Ze~~@G6rB=fdQ!!6zaEBrkN56#7|ng+TzGD=#A;E24{O0wtsyfpL!X!-9T_7l z)F~q1hdPrup_OMwLY*b8f|^^d#`yRUNI7E}1yeWD%WYNEVDU4)@h}ws_DJ|p&K689WS?FXv9I|f<9#HfF{qp z3h>c%_B@)s!zDRQ!NGz7zRW@n=4=a8EQp_$^Ean%yv8@dy2$v}M!=I z{aP5EZ`z8JH*>RNt|cmW{^;4kBV$-8+aRlNiDF#xaue65eoxz!BQsltCgdLxcxMUi z`e)+$?l6}z*4q>MV(K>yu(l%~P1)@WTOV!45%jzRQfBV5N#odh;!0q9wcy4Pyuu1- z!qOpMhu-7G-v&e5zhc~RU|H*-HDalTvGK0qko5Ej*81RDtG8@ArEufnIsQOP61+kk zlSF}b8RNcvXg@9mhABJemD_yc@lSMovZ@J7BgHMH>$j(bf zPTUqUNoc{CA0+(ZgOb2VxbN2czQjpeLy<|on)0^r1wvl*887XnmBmBYNGt)a_{-j< z2fE6Qk-WTlGhX!F3pJmpRyn^N!iHLw{piDIYs}i{2b^EOV`^N6P3X04R=G+fCl1aX z&N7)3j()th{*60j%=allN%hn!L+ll~Z zuCXcq0}e5*qv2-&noo8~QP6wQJRiRo20FxcY;C0OTBK+0fU|}-M*1s` zrx`8XwW&9bmK*Xy8swr^WLdV8{H{>@Ser9NJ*W{!``qai{JGP&^^m8-=L*i_x%?(< zky-4UbwI8u*argcHp45U2*nd@M)3CQN>a$F{&%0Ha5#y zewwlUYI;$`X6KhvjE1J?kx<7`hJa)73_iT0@uJ;?L(3)mH}gU6-<{v_uJyWVuN3S< z1;lONy;~{RNT5e#$V_y6%t)_5q89I8_r{@4iXY^ob209Aw79(WZ7SFx4~?iEGTgA4 zhUhv*R}anXmT7-~FL;x9(LXkSBQI=f?W3@lyNleXw1Eu4Sx+38bh-<+S1Kl^5JOhX z8o^VrU(DuESdse(q|TgD$P2JZlWi*`1wY8LNk4TbFVMNa3q)_v&)lIPzdf0^`u^t2VRmBQZ-n8GfO6ZnXXhTg zK=&!{+`fe$#EN%PROWO)R10GI5$rW}=jv)fydHC9F#RGG$p#(ti}8epv^b;bJdZ_t z+GZE0L+FPGG#ILQD@E)U^Jz{jp%OmtR;U+>odT9?D$_->=H9vzd|bn8cDD3=BBUE> z`rdPkG~QtV;MpRl<@T1C6x+7uB~7(NCRO#F&(Gx&Y7VEx@?8#!GL)NE;Q5j+ z6SVp+46iQ#>e9989x%=!&1ZbGC|!veNJOFN);Js2onuR3Kxsggi@F( zUL;EMu0A9wHJOB>Xz~bv&NX=i{^l045HJf^5XJ(9vOs{aGaViQ;D0+jL|x?!DEeF{~@8&oiiPU5E zm*HbjaGCWr&{tf&8InO%fS~6A{Y}pb3ONP@6JUXW;b#Fs&H)N5Cu;=YwLZ+caKl!%UFNb-~ zJe3vGHz1ipg$I5f59BZKz+lIC5dRJWI(uP~fWSFCZM9@R079%r9W@PZDAPWZ`$FEdq-s5MvktwB~+$q8)!J?nm<1$6FdIz(Yj2tasPN2+#2AwC?wAfBe+Ijbe_n_HE_6-WauUeI5C%Sk)H zM)<(s4c5jpnGstC+NG&XEgJ*yNTJir(>Sj?)Fc(C@SMM?w7_3I(HnwTHv-4Y2XeOK z3qN;9X`;4zG9Pg~?8a0sT}(E;SOgq#{w)L?fe*oy&HeSRN3ju9EeslpO|Dn{pEFFq zGr?AiDlVsaz%dt?LcE9eJ&zcU0*c`IyCnS;6ojimfY4)C1N{fexmzR=wH><}X5-Wy zGxUhZaIDBCJj$5lvLi;1&1kae0+GUBlJZhb3>tlnuEj2^mNH#ZG3hB~+0<%11l5dN z=o3f8gs7mLzdrG=pd5P{{MgGNz_T;eg6A$zBx*bHvPLmP6kvE#8_>O2&FTXEbNYi7j)NjflBPc^44WH2g)z^ zUhh$i7*c1P_AJE#M<&3-o*TcdTkE(ahC@l5j0(>AU6Q{t4G;)Afdhh^^E1J7nvBQW=fcFc^Ky;@K3LI2i-m19Y@MWk6X8`I4xO20es>}KQ zy&B^VT%`{rMX11_AOU{^2EoxFAkYa%6F3Xz90xcHhGQ4&KVUYxqOukuhkx`XkM;TO z%H;|%{v7&@4mKvRR9*FTnoeM4R&*puMFj>01Na+1J5HN|$7vIKHUa?8F#rS@qT_Hj zb>{$s=A&DC7fpmXdclQ#c}E?$=qC@Q>>FQ70~wEsLJuK5cMD%$Ys$Xad~Y1L>ZTRa z%UGGkOGvCxU;&|^0Dp5W5+ZLx5FUG+H^IQOV9s#>k*+hbnOBUfx4zY`mb)J zBuB~I)$$w4k9sS>n=%tB@4SmpmSW{thc>czHdx; zQ|5o(_TrUs@WS-t$Q{#LODzCB)_V(*H!Y&E3N(EqZ@t4rB%C}COM8+9RB%vmfxm)- zFf;^_S&q}^e?m0q92Ynn31oMC&O`!**V4w#FQrVKkYQ~Qptr`U6_=T_hwfr5Z#mTA zcM=J5NHS5t0i$38fA^qJK^Bkzj0FS*B7UA>Y69T%Y~W0B!+Nf`DcBCMT|^W&U&w-> z<$8X*v5cMHap;>~3#vZ2ZP}((X?@LcfJ9%01C>X)tEFcgJbb?3#avl+i_COO6 zvOVxi!Hysv13xCBpKRT1!@BN`>cNXkZ#ar_nJ}Aq!+2!Zrik39Q~fq$1Ir0DoTKKH zid{YfMhZP=o`!oVJCNj|0)&DT{M8eH1i&YN5Y-tNa5ln$&y#|%dSpa+`%rO>s&R*+ z-H7mJrq58o;c6Mz!fj;z`4fG5B%DV!bOwNk*yKIYJZbDWIu?oOYSs&5J+*gB=tP z+UEv@jdGmvq$evQFJBrgyWA@e5PQMHQ(}9u*XO&JFfqwiW8K>OOlBnvk|b1!{!xzr zBnUf31O_1Q*b6y}=>MTffOCWP>VKL98v#ESq~Zf!P7xh93E1W5ak~9Q2n#DO!-z(@ zoMxV07gJs#DMked1x5H96M+$Y^B52!Pb0vc1$4em@FyVgfPiy>LHfo{NLHfb8t}C1 zaXGDmNq+t*`fxHu%H`^=1j)>*w&K+7lUo-~8y^QPB%e_wc)B8^l*Ib4-ISYvze8Cp^S7;6jb4FXekJE;&UJf;9Tg2 zo^KnpBXTPM54$n_>Msm7Qt}QO+NK+K=(oN599{UY2E5LTZ(tp+rx|H=yD%qh(!{GD zJMrqqV-b8}!%1xcCc2-P-=7l;phEMHx&|QViFrUUgn0zdmZs2iOyMH3J0*^X)tJgv zg1#p1nnNfLcpvS#pP~G0Qk!rnKT_UP|7Jf>XwLszw5v)A{VVn21Vm{X*y&9%(|W1? z70!3!3>08sD0sqOfjQ2q@Z+rd-y{S(#}g1>{>S2;RL@Ad{$_Cj-&e>mq3icMFOJ9v z%{5Miu7wHQy^LQ_1woeC-rRG6+P8PnwoHgMQGxkKO#@^`1tWO&aYp?QC54@*2L1kSU9_CJc#khn|#YaDhsGZVa*7rrA_6F&wJnv45ZdP!iEi(}zBYxCl& z>Qp=pwYBgP=8guj87eUUsA+H#o#7|Z8U7#3plBQXxpBZE)?J2$`FgD4h!!j`5gbs- z;}LAD<;M9d33Kr(4S&)_(-t8Op{HHC^a(~TZ(rFCUT0RijI!{7|06bVQux463Linx zSu`m627j)agDaO$R!!qCa@Ci4^+oXdtV?11-+4pyR(##~X`%~q!C03>RIfkOCa0Kv zaP-A@5ay0PGsW%5BvQ|^2BSWiHboc z&o>*EmY?cnH3pjrnkNS&*1D6&g71qOtrcf!&J6i+x$|36rA}*H;S>6XZOu%Ih6>L= z>Kh<4&T)`NW}LHo2m)|aeS`m{PqN$TiO7vAv8`qAwjQEwvOBAm%79y2W>MaAjSuPC zxD^U7!d5J9*E}%N*B=EL=+?}}kmwSUw4;K9f(`tYd5}2=QGXui9O!@GobMZS)g%24 z8{u!SumQi?j3SUdH{Zic`DThPv1JLyj(7skW!~~{x7HENNvQWGF{abYgY)g<4T1BQ z^{&|tWK!EClj5MjBZz_!{FQl-SqBU{$vTj;?k0GS5Fnz#SvcqUP! zDaC~h2dp$C;|V+^KYsKDa7iy}sMauSv`PuTzBfkFhzbr0O7K@R5R^9%g9Ix+0ug%;=GU~aUr z=N;J8ptjII>Ki~n;1ft-C<_pNmgNYd=o|c5l9E0;w{QItUEfA3AzO0ww6*iGN&muf z?=8YYD2ZjlHLlUf;M;rXwu+=E@+lmEf*kx!3WC4{Pawg8h@WQ`5gc%y9CZ9)rI5r} z5tZZSDDbc^b7@N#s3hVqtzPE-LjTqhHBf9V_B%rv6CD#^P-`q%%X|{KOS;=n?1T!< zKiX1&AadC;8U)<|!vBK?1v@x45O%+?+5wIvo)Lzz#tq`+it-~`!R3#Ml+Ed^3D^ti z17*~`S2dX3@Y=t<$BQcB+6ORFHeZG8uzw{BsX{{Fiqm6CCEvq`5u z?nqz?jwc=i@pBYtfGGIE-=Kj4PF4>T2tybLcoxn1ZbAE*jYSMvm7q&Ml%@=h!0R79 z--;KHFVr@v$6-JC!q9q<-CwEQC^Vb|7^Dk*R@1g}vV%=aoQMhy3UcsQTX8_>2^s{4 z1H#VKqHy5(R>2uGf-;Tq`llO<2hMt|3L+%WYwu5+W1mz!_ss+`EbqM*lG#icGy8CN zK2rMjE;`N|R3#4__>UR|5D4sKs+goNBC*+%W`bdKswZrQkpm z)ZlNZC6)4bp0iItXk(k&>YR1VX_L{_6IC$6*?N9Hv3QGZiTugn}FV!L6@V zl`|UuA33O5w^r8Lh#)q03x^zlaYrP8OrhTid20mkV457@%Uc)m^iU)&tz%d(kYb_2 z^N+R^jsrCuejKPlz_WoGbdDT|bf2Ntq@W;n4Ks_GUoKkX4fQT@Wx0Vacs2=4VR{HI ziq|Hg+x!@P@XHFi+Lon8a+!x=dW~5gwM{E2Ix0XYsKMVD2#P4O!7vsWqQ(Y-pl9)* z7&AE2XOsC~pH0UJNeqUF^-Hxsnv*95LG5(?c9nm2=`vXKj#Csa6@Tt%J#M~3{76($ zzyYJ61%EX^iAZ5cIEX6y>~=OB{QrO8FeI`4(GrN$7mWcEK?=h8#-#H{dJO$OJnKr% zj_&`#w{)dk^g`}!oLAfwCQ?^m@|8T!(+Lt@%JL++sNkUB1%K0ehamzB5)R_@oSn~u zgU_>quH!OWs{gpmULxT%ln1#Hsc{Ho^iHq{|Uk!j9S1$zNOqW;&=3HHPLTxSh6?3A77zL+>L;lgcA@cU7NGQkw z3eZ_7sOAm->`mG6{HHg?G_uqFZ~)_h0dvrdDq z@{>m*3newuc!SCM=>#JdT1~>pkv7?ArOW+wRF`FngAEM}OA)J|Rc!Ghu^=ie|7hC) zIkkwyf}mxv|6n=4Y4B%TiYDa=wHOY&lDI|lFY@>I?5Zy{%WFeCLn_JX0)to< zNH9>yf0GRKJOwyomp6v(2EQqdq=b8&wt{AQdDBaGDe^ZxzMFsu>4!BiAY>G*SKs&miw_tqh+VT-4X z#&ZOpG36$CEB3%Z40|Joa7GA&>#ebpabFZ~S~2%=t#)6UXe*;Bi!j zo=uoA6oZC;cA}iWDqh23&;CEQNj_p}jXiB^ zY7DIt2@lIYF)uT;tCZ;>sAgD4SEfX@qYH+tP)@&SihA zm|OT5K*GRnK`FlbOBq&mPV9JmZN)V)`0StxntQIE;6ZZ&wx{vivunvF7?BRIA5KhB zZrLccYV_{16q9gX>vC(J?j$GYukUj= zDhgs?AKxpu?IqWGt+=pWVD?UU*-k99gE8ZB8w1rD{9~n_IY+;rVI+v^Z2rGEfztLi zPPV`Q>G2ExJN&Bl`qmD%`u4`whHm___>T5Y#{3d@_$7^<%?*uJq;H6d{_n&i{#MG> zQTmP}LM=kp2Oz#lTxS9D8|t$FMG;@W4;AryS0E6;0{^{>i2VAqtR7H=D9P}vzb^$q zAWF8K^Y~ve(4b6M?f9t9$NBUK76icI|KEHH`3?Cl;%JZ04q|y9^KOVBA|&6^ceFQm z)kX#tM7@Ume((P^YJLYG0LB9S9WVYo1yFqG$;#t*MScQyA|gV~F(iZtN01KCi71E= zp(i2`$wlC&GLQv&e03F41|ej~sSL)49$(dilo5I5__7$J3`NMNI)MnKf~QJ>2(5yr zT7hsx{dTGrQ82&&r+PsEd>G(VFQV9n0Z;WJihCIFR4)h-`hllHif*uc=^ym}%dbL{D{A+J(`o$3W6^!~O3a;p5dArRCa_S+H=;OSM9NEykWPW2*F z-EUh!kg@etFXFghzik0Qa^X|G$a`Y_wgm)!dW{cKM(F)*3n)VGZ(AU62>iAMf;93;ebPRFFmBw=EFo<7Ai>DI@fP zPxZn;r!$mD8KD<^suz)$PUiNIGL+?H;teSy^g>ScA{O|`m=#h+=!O3Fcfr%)9;Cw~ z^g>Vd3Lx~tPW2+r_sL)eQby>7o$3`p=oL8Ci?GAVo;p&7oo-1ZWrSY%sa}MAPWD2P zG6FCBR4?NFlTA3JjL<81suzyXD|o6G4nEyBLCO%8ll=yyjEI|nQ@wEHBP&kzBJ6z9 zC`QU~mXkIsQby!l;Hh3gz-fmMDFazfnqx>A#B$PDLdsy4lb#GxM(72f>J>!B>r=f5 ze>th7k+Q&PDTjAhuob(ORg9T{Jwqt3H)ZcTn96PBF~>;V2Uw20nWeRG)D{^r-}#>|_8ZF5cU z%}TKmhr`OA?Tmz9i%Zeof_?4Y`(n)ADRa^X+hT_#(YvF&JKifl#6Fqslnx&4y_pQ% zUGr90obmQJX!mU18Gh4xH1fdRt6I5G0N)NBMX-=+cVx?2PwC` z5@-2ZUz9}8Uh}Rr4$Y|6n;%)llHacPnr?j~-8t{jetmR!CUbdoU{v9tL^9p@sB)=Y z+n^5IU0Nx|xRGG?Cd!RAd_AF&^^VbpQn!z7ad5k%pJo~1Vvwyos@G9^iw$bwT)%Rq zR^M2|_qP@`ZvT2!tbMuUaMX?$Z^p%?hWFrs*lM>_7IU{@7`fh#V6?8c)xK!ZhW*;S z0?(VOs{LhwUp`TqSLBpRxmH}n}wC;^$gT0`qFzWZx?*$+Ey60eas_0uaiF8s&MyWza&j)eV@Xn zzn9A=V|c@Z%lX_BuOFE5*RRkDele4zvd>5-FO)V>9lRE(#m4_AGSGlw@O`>+ucz7S zyfFD|mhT_<6tnw@vYMj&`?8+^*>pEM!q6#zxE&(p42-wDZWdoA_A~PlwzE#)Rh)Ph9i8=~sPqi|6%?*-G9T`Nb)FOV#CTu51pK<~wgay?dvz zL=^Mom$sM1^{!tfwJENTAG~wpVrN7lU0zLBCJ?HTSm2*S!|2!q)BS zE|T}qE80X-vbK3r`3y@mH49z2zG!OZG`AQXR`yYUxmTfKW2iGpMBCu^){vikvDc2m zftat(R;k8q)j;3*fk#2aTpK$Mco{N5*7ugi+*JkO-%zzJ^p=rdo|*r}w8;HJ`-uzG zjI#^|eQ5Iz#xs;wE{0_`?@XCLa+lN_$Gy<;q}4ibi@*O>(p$$_G-I_kojo{-u`&!U zM7Q6ZQvnf$Ro_`I-%4W-F7{Fsp%-qssMxFDakHq?v?1NgjyJClKy;W_V!yrbOg#JT z;X749u*t24)TEdXd$vI|c%C(Fp-HO`INL&l9WQP~RIitVS)O)Pl=S2SgYMMS{{NWr z%Ah)$Xj=##+#Q0uy9al74-UcIE$G4B-66QUyGw9)=WuZ6@!fiL>;CCkwPwreshPdI zr*BAYX3NJ}Hi9mBOvME^ON983?%}m=EtBMcqz^74@j@ zx3IxS75g{Fzlmyl?GG~{pW4oL9e7ex0$) z(Je==_qLJkSey>kLH?KCqMY3r&6*k()O~W~p7p1zXwMh#K_<;k!{d9d$#?Bm#6&>k z^a*^``ufwc$MyLRjh&*Q&%@KRz+9GvzOU%H`6{j2YWB~~5?%t=nFfo6r?cO@snM6b z>@UGA&X3hkd)mw1DH5M9KHIm24bIt*qfug=-mRZoyPiM9L^pSb6chRO(T86zeTQz< zJZAWmvx-F;UHGMLfbg_jyKj$TL@h^tBmm}aX^-RMvYC+Q&f7MO-FIjoNl=;ars93# ze$EkMqI66oe4Y$$*H>*uh&b3c1J%ifKO zF9^%qGfz5K@NDvH2HVb*Ak}E=NoEj+3CV&<*KxhZGL6FSF+Vgm%-nSEobvlJ4)pi| z-%Pl`TMq5*%-cuA^%WzIlJDkf*uLv&4&llL{`6X5iv$0V=C4pHgO(mz#}+vRMPpe< zY~8oc29iCZZL?lm5wimH2Wp+pMM(^{9sQe2UP1+%M`wX^82s)y6k~3N7qac-!jb80 z0H!+)QiQ{{Cw3_KwUyMH&5|_%4$nD_U+(?4WSv;}0nA$ip8;M}{Tshn?O1f+UrU@& z5FjQc;xU_s72ZEU&>dxD^!n%WGafofp<-ZpzuVq-@sw(Cy{=yO`h_otK)am~D5m|Q zUn{kdndY08=3r4>g>*auqv-$pOxMSE(lryl1sT;~vzs-)eW>o3%({E`l#hMtI|fZ= z%)n1XzOH6|ySsOtF~iDM=Q-XvS0q11NiN$?juURehF7m?oEQRh&@Eq`i^~leqsR0~ zH!kNcxTuJKESydB@-~#JW@oZQE78T_<3Ph@M;l+F%tsFI<2;3`19^yS zpfo~LPmX~F|7nen$}zRFpNFcN%{r8%Fk%Y`%x+kirN{q~ZPSd%RIplxZ{W9h(min^ z`bN}y8~RA|Gfkn0?y4g67Ab%W&2fuJX>AxBbv9$q2$H+*v)vp+lh9$6TXNe>h!c$O zB9|pof-;A0u5>TZ$;N|fT5vFKz)bfXn61b~?5kLC%Nl)b|Fktd(Q;hhv|P^@*q$G0 zl;XCDpVyXedj(%XGv`LAm}9eA*KvMITqeH3@9GcDW`MgVy}sE6Lc%h`7^vAJ>1OS7fQ$Gm0bR-LPZKf?r$5;HXx_$USXj)8eH-y9X09X#4*yE4w;~9!e{Pq+*OG2E zVg*>Ty;SUNqr%7#061#7Hx9zDPx+jG4MonigOf{?Mv7q^?j;_?7}IN#*Q$U3xV7Mg zL)L0?#E!){K_CyRPvzWJ zz!ovWKMSo?9G%g6Pr{wa`yqEZhim;GMb~s_XF@_SIqPsG*Z-= zY`#v7ZneGFja>lli?!Si4+_hG$66Dn5*{A%3E%Ye60}Ndy(j~W%;Mb{Mvaxvu01?& z5bK-{{9k;@EL2eTz2Iil#1#IvQlV3;p6&S9 z?I6rnSs{D2FDFhrwXH>%J)0kKLy73yhG-rX%pC7YoXvUla2s>vzClOLMdu<&sz0su zc;o~w+xL8j&h^|UHR|jV999fybgOqugnES4xHKL!vV?}S@MkL{E*-y}G-eAV?GhWQ zTJwmCG!OxZtYLGsf%KM(M6EJCVdfZ&ZYwQ}^hMcsB`$bcc^-d?7`ew(gyr;JShai9XPnP&4|F`qc4uOw_ zPl5OKwAF1^7&gZn8-yzOCz$7ttyr*#`u2#Pd`quRE)F!}KAK@54}I3NfazqzqXHN? z+d^E$0B7L9XzP0|)#v$u{7_4EM^+*by|~Yzr_52aagXxS!*cC%8G|@sjCaQJk~N1~)JgPC|A%qwiX_A{WRd;N zs`@8CihX;2YIxi&w%6n)=-ti+tGJVttgA_CRU0g$DFv)U*Zf^7aF?-seEi{ik4tK8|hL6Osi+JxY093|SiAZuvPI-U7GpP4L5u{3`Jx zCgtL#%uoBbSB3En4EDo&tvw%>P@Fs=g)77N18C5EE_g7-$?sx=cuU)UgpFFv{2?Iy5C^5b++vyRcr0& z3*hmsHwz54vZ$I}{Q<#rHwB)FP3E+o-7~UgwY7MhhTn*%W-^m2i73p*Xdf5fPrebc z@`3GabDw=6xtXhs%c=#S6`mE9uY^7D1CA7aNfCgK$A|{|+DvGb{%p+bk!7vAMB7sF zVb~wE4o{Zf`mJWUzyfC2&Sf?9(cPAWO7Bddr1W}V_v)Pcuc()GWJ8X`eJ|1YuvR#| zmT0f6O(u)=v?|$8QA!kiIzN_#Nn119_tmY}9kAP%A}hnfP&HW{#Nl4{e^%^sF7n4N z;e51y&Nt9oPU9@-_&XSrJLCP3^e?DPgN~3O5UD>+UwJ-=_PEW8;q$TVKUynek|)2g z_NWx|Upfo%Ft*yubUGSvdF90afSX2?vmiDUN`A50(7~~?A(rdCq=j`^I6;|V(QIGPs)tPxxYz@Xln-?UKJNGz z_+0C&AJNeprnwr=<=o77^pCS+9}1*yxgc(N_u1@<3?PP$#$rDD)65^yaKhOTr@6bn|f*X0tS#?iR9p-&`LnpZ?MO z;Y1&sg?6X~iqEy@W)^0Hn)%a<)k*dc$+XwfG0f*{=hR)*l?&bHut4U{^w@xoz>JLY z=-0*6_=;>~rhzAbPuN+WLz1XIq=s%f7K zN-DnFXZE<}xsP+6w>?rz(=|>d&23`TmH>8Sww7=v& zhVt9(z--yM7DvhIVptuwXsaRz6aGfqC+Qu+4r#r{+GUEk!EARFTVqG6Nlp;AA`#a< zxf2_@9OLxttFqixl;kzLQ=8+0ms1;?;qQdM*@|i_EObco{cm>Ud$+?rc6VETQNeZ_ zEZGo-L35wWb~4Lkre1q4hGBEarL(540wI2)=Ua=Ub?KdUcavRD5(u&JIbv)Apj5|K zhp;J!Vc1h|)I3}&A$HRM;cJW|_tITj>1%Tyu{m=dage!u!hWHVwL{B43 z3fBwkDB)aZ!wD2x*Me$4M_ajR&{ zvBC6RYYyn>CrOuTK7$sM11=Wmf|*FLXl2acAi#E1q7WhL#}Fw}1;fao5u^+U+*dx84}FfY-WH>AsP^1gv&peZG$G;fv^mU`sdbb2)u7>Ip14BsL#i}|yXAT~w? z*Cl5v?Pc8DA@T8PEn~jgW@QIZcW+F=xe?7b%WbQZ-_i&pg%!w?Ai3{(3Uwx~rylXy z6MyOnZc7UOX5lX9t>(~q=YB&5NYO6aqWaQ~ZFx{nLSXYpsW}eamSa6KF``LJb9Mj`G~1-EOnDe>aLb)| z-4r_t%ga{z^(Ji%ew6E{_HEQmq-|U?Q(K>jiOVxJP<-tatIkNnmJm#N>Otz$?YKa$ z<1hqSzdsa3CnKA=+$k+&sa5&kbEQ-6Kg@^EL5A`4{!er8V@}=5w9C3BQ=jZ9X8Kpy zp%sh+_IUxW>A7X`PtPK81A5YwZ-m_svRS>d=6JDZsVTCFMt~=syTI6xayFu_v05>f z4!4y}Rba4KFL8+$so-E)oQXD2!(QG}rV_o)WS{9|K=#7JN^E1aPAmey_KztbJPt$n zg=Ltn0u81mV9&$0uD8Cicwf9)Duw!}30@D}eiM=)*NZPE`Dg)bR9rRdmF3O2I@|kq zg&U^cZOHJ!M^a)Mmd-1N3uZ3=J6e}fOfl<`mP6Dv7k?~oH-vUQeC16ggI}sl8~AUM zu|F!rAw&5FA>F zFTwPs{s=|$*3$z;LC8#R=Y5y79P?k5x^mmUJ7!nyqwWo&1 zG$*QiteS_3^z`tqW3CTk(EPLe74Fv(26&;NN#J;bu;Ii%ypg7Zd!@64OH|NQvP-)4 zpf|MBeL_q5@LfZoF`XIhiT)P(DO7J{gzk>j0BmOei1mk{Hv88RDi1nOW*k(~O=;3VCQc{V3Ly0~TkpLF>*U{-9Q>Dmf{-+t~ zgTZ^+uySp&F(;+A9O!cHr2`Gb8TAS^x!zIfC~IMEoawsZbcKB=cphFSAYd6L^C%~8a1-d$)ux`UCT4ZuhaVFXfLl+;p>I`G;tu(&YWt`?phCy~$BDXn6ZZ zHMq_c>O}`K!zwSe9oP>K^22&#-tvAc{Y_T#3~%Xl+SS#|3||pOp(?2QOYSp0wDja_ zt3jWmzapb){zzRT6rs>^X7HQmardfXXsT$kBr6}z{;r~@9E+<6YeQofsMll(R_XNgFJa8Ke@W@>s+GdD3&* zav9f@^aD(Ls+&}1&WG}(R%nH2WXeU-gOO=0lLfe%+hqt+=vl^_av3|Mx2$oLCj#r~ zMR0aw2J0LDxFqHwryLP`EIpXh*+57g(+lwAi`6aRsZdpl-C}@1rgDU*1XvI*c{e%Z zawGbcUv@e_v0f@1I>J9Q`9F|dzt16z{>V(fpJIFPpcwtBK1Z}K9XTaMgMOjL)}%~l z_9S9jIA*yU@N8`Evm$zzOB3Vh`V0z&^E%XV@NI;Tm+pT(S-u?w+u1UbERp&a72_$3 zmTyc}Vgk*i!7q+V>57R?sg5*HsIE{?qK=ME=_u-D11igcI3y{ zeAi#a05`plJraK{Kx}QnLP_ne3j+-{#GA<6S43C9(49eB9n*Z8PDc6-v+XxJA!BfZrlUQ@*H6e#~83Znm~Z3avGg;DVS*EV4jTgX~Gv_I@r$FXLg<~}l* zo(EzLo)S8^dgjR91)AO#a1t*IFw_^d0Kgr=w{+rZ(62-A54YG!w<(<~Mcbxu6K_0? z2jl8!gu8e!^K+^ybZHO`4!-i};CJd6svnJR0wwK(A`->pDCa$4q-bLkyf|l(z#8vs zx#u9pi=Scc?P_hdH1`kG-2T0Wn>_qU+x9wsIE12kANN7TQ`xj=~8?nzYi zXTBIxJccB4MjsG8c!*f1m7*-!ASM&(I!R!DhkQ$#4AT7f$0!4%r75_4VgA6~0;^Vu z0%`54dQRwl0k5JZ+t0bjZl+2u9yhS zAT9fu;_+lw`_O?SQuHf1o2|~JSX})J!MQa^<)eExlRt$rmy4jC<6C^ zapSkN3OTpK1$?rm89SjarUVS;YIw%JmQwftq*laYJB~UDpQVy^X?)%^P$K1C#npU0kXOW22K_Az56B#&T()a z_NDG2=#0qiP_fZ-u8<~4#&K2Hd$#~q+A@6rh(A?O){wQ3e#7CPY(KX*=CMFxzr(tt ze~4iAP#w#|Bi>uB8M=x4gx~PW{@arb+i*7&ZGr2KJE=(JA?6PP7UiEN!|QeU$~g|Y zd&Z$zbez}R=6ho6@vkVMiKX0n`neF@5t2KdgB;PI6MZfyj{!S%u*1e^6eT;FQ#N87F@|<|8W;v*nldB=<>w7 z0WgbzVrc~^wf_c)D%I56Y-bH*-bL_b&5H4M&4S2^5efE--*MT9zL%=)^nx^wg&O5M zROF=bKv9fMGmU1xPgAI-Ai0MHj(7{7$sojenSqt>Lt2oYIR?u6DusI`(QN4imzj7> zYwjJMs7`>DNg8h?1}MP&0t9#sDn>Y+EXnqtqN*5|ly^iG1`h%!dY^ZL(|@&7P0sv! zDM8$XDzRTXJD+sB5UF~ykwDKTwMhWcqJ^^)cwKW&PorJmc*@U;ps z$u=#k5CA4#iaHBzqfBS>ElX3y#Q>yc_d>zj4%e(7{ziK#0#FKpCNmH$2jTgOl;Lg0 zL9-^IJu9tZ8&bTCUPw}0b_cGM7}KaZD$d#*qNg|lw%KPerM2F~{zuO~A=Vooy`Iu} zThqE~aGC?Sns)`kMeDmVC-V%Lz>QaS_M>$8?bQ`M%=B6YzuHT<3%hoAxMCB8+~oko zLN(p~k#G<-YNwu~D~IWK+1No|>i*q|369Mp6yzJJGGR92Nxsi_GCE;n+&zLNCNdF4t!gs)a3!u@;iUhIAF?>dM)fW{1LIxH3ryD9&MQII^{q` z%S$rH|5}o;N2TRc+XF&?S5`~xS%Ux$gEYaE4~rvtJJ~RxEe&>hH#(-wHYJs57KYKJ z$&GDam+ebm z1*P3B!aquM$n*Jj8Z_SqXLO1F-}{te*pSF(8yM-mHKrTEaS9r@I!1V0huf#??7PPK zePa71-Nb8`^!p`J^ky3_{`12ye|$0vypAiX=Q&|duI`@lNj-vDejKc0&$O(!)AZw>{HV%Q63j50&7|3T!kL-X=R$|am-N2fsWJvq z25Tjo04bxq-H=A1RBvePeG?nwJ2P*9eB!^|E}+vdHZedfUR?S6TdpZwsu-MG3~cN< z1%tuOof%V^d&5JoQ5%^KxwfgzJ6=@$V=-Ai#&(773rUU{T!=ye2TH-t4W6pO`iR8V zgxsn6v49VG*w=dx+;7B^L&%6({I6zjg72%9WEr$z1vhq1!#UEZ>y>1JQ-xLK%;{V5 zX;>+2+35~^(7=*bT@tG6`=r$`h=iW)j8`qvzHdzpW5)kCE9^i|3Z+`{N}dJfsILo-?cih!0|2%&-UauL z8^h{if3s6I?s>QJl^guAgjaYO?iS6-UWH~pL%KLCR7}HkR7~D%D+y8fwj{sYW-F~@?YV4CtU2nCG{;OKV#}pNI!&G@+#6)#&tiYS0}EfMWUx_(Mx-& zC%XBtr}S+}_+~r%Sg%;8fz?(~xf`BcIF(5z7mvwp34h3BW@zL}C(Q(jbqW13iuZT! zTspd2N)Cy1F2qZUFJP6yr5-618$X8$J9FZCZ5M&>eW~lkRY#YEi<*#jB zzQ#V^`FcmNAe9z_nG_5~_0#LzRkQo2lCi(8DJHE@)W^3B&mO6MNA0M4dO^J^uXzz$ojwP251W&2;09&h39lTP3{xnBX)J2Ti^uSh-c%&*cZkK z!Hudga%%-r5-ybT!wv?`jcpB4Ycb&0kNh$ggjTOei$n08v^O<>2r1_gOe1^!dQ@=KMCM z)!s8zX*G+D#)KwJfr|6*3+3V_2o5#I&E>5tZD!~}4?^zVDG01C=KyzX@(|3qp@SVP zfm!sOulbRKfC|%wj%lSCdPm0{^YS{p9PeD3foT;6+hV&Q&^z%0XCKX2MZhqRBSN#r zo1fWuj5t^*QjLe&qB>1eHaDieX;eSA;?LY9YexR?q&%4dyB&-Hcy~L0jop=YkFvfRk1d*LLKtQ7X5}q@XEZ# zs30Rs>c~*4QSm>bvA^paalh41sD0>f6`|H-r|{DuA9Fc#_qpWY$rxe4Bc>tn3T))Z z`W7%3Pst6)^#N!&{|>6P8cY4^lfa=FoZX3Ju8^qPnARs}HeO+&*J=uFI#$lU9KW8} z7y6urIu^{`7{Rh-HIp662ww@2aZmMF5ue!iE)v;9TIqdCO7%sYgs1gsy81^y+p+SD) z+|TmU^Wx+t+Mgd8yNZb(A(uoe9d9mlJv3SU`!ggj-CSKDcq|H>=L3z(K;!7#K_9t5?W2{j6c;ZI}YhD#bz3GWA8L$(eR!l|?^S+L&ihurnLF?(NjeTOONyS(j(d7mk| zNakry6M#R}igr9iW2Y%Wq0}t|2#a5ogzXmC03%wk;lxZi&Hz*F?=%70pR(gQsr>R>l4&8BEc#NKCbz%vgKXGpoy%I{aHEUl*wqzvIw@^XnO9 z)EGk#bpMr*kLwY_aF@x?YsnYgTG;)LH7RuBvBq5j`REiSS*fFSO2)~5Nmr6J3?x8x zm zGw%rVZ%R9bFF3Cccg$%7tbyLWH28sWPoXV$(f8H?+aw3_C?`O>t z=b%!^hnLK+opooJ3!PDc31^sphVJyC(VHoLJ2Q8pY+C$g#ID@9G)2AVr;%7bJGPEc{zktG3yN1YEFB)sVTVQs*1iXGp{`sVUZ zWpvY=(>e)FD}o(g%!KVo`nG7O_3^l^Wcr-#h*14H((u*Bylp8K(WotqiLc8#3#O4h zVcxy$1B=J%Ec z4TBe(c3I!OiRY+tZR|F6SqESLIA{)9ZDKfW-XD^3TknJHz9JGg&1upTx8vh6TClZ9 zn~(K<+Mm9X`C!|0lM3*{`cW!#EZ=sT<}fyUaU7RN9Jt|jhD4n4x2`FF(v3NtNjBqh z$M=`5S@V9mJ^On3>2;Vn-*f-*(?9}O+X901)sgtz{YRhDz%y9(&8Hs$pxF_KBxe4hM;iS`m?2A@(i zkN2;tlyo5tXSH#%(h9ELb;0U^5+#%K6ija7XaVmrjVhngb2LynGK!ju`FGhc3uY;& zp{ZG-Y7oB-lM12+zW85(Sf2bLdk9de1jSfovFaGtzqQFtY={<0vp4ePjKT5A>iqlB z_Hcv9aPGd&Z?;%D~fG? zb&sNAPXJhDI;WN|KXi$_0r6OqRR!AWa9ti*%#`Ghc+>Sxco4=q=K|G?jqVB^JG=BED1Kax$U{K-4?FU%6#R*De_{8LgY-!Y7svN;Z-K@db&=l#6nkrdM-dg>U zWXcH&27?=tyD!yK#IsY0)l=_?_%iB*LpJNx3en!d3Mj?d3!#WWH8wCg^YLI93HSRY z{V~m7B)2WnBVz;(N5``$-@L7UgTJ=8=fW-a15AvJ;V42Qr|+b4w0_l&;L2z&tO?Q) zcH#NE?;J(F3uCYnol+JEJR_Wfs6V!COORr?&op<=4331SyK9{H6)m<+&z&CLL#rEL zet}%w*yQ{e{8gf|3BV%j8@7KrxusugU+6p~co?sqrKO6ox@xC9%H8-k(@!p#8s`BG ztgn%IlgY96p+6zW-@LMHWdx1;mrh=w(TN0P1V0X3*JnZ9k|&!@Mf#tnv1pp=bFbJ* z0;p&(iMZ1JEMygT!1=D??jw0AZ;|qNhQs^c0>+cXse)N**GN~EU}(B zXzAjWh=FHok2WyJNz6i^U$=9@0?xg5MIKsssi5M}xG9Ywxt=|E9lR<1y|2Yxdtz~nNPZ4&W(x%&z31cq>zq`{VO=QbVe(jJ5?a%Ujs<)&LxxluyscRpXa1P{UMN%h!gka3U2jf z_v6bB;(zG(S{~`$uUW7VeNp>!GeK9YSqG&7ja5=k!F(Ug!-u!Z)Bs!Q@9SmT7&6AH zv45~HNK~k$&CcW|oZ0OVDsy`*oOs6yI!$vF$k7uN(+4HD=&nUI(YSsO1EYTr1g(); zmLgkRK<-7`J$x_EcCeD#>vDR)pHpaOG4-!Oc-&i!6YKqC*Bi`yuE4o*8#Q)XG*lnt zGo4Q$_a~K&YY92zi%T=^CU@lJ zh$_jTZeh;^%k4aR=|+2ILg_~5Yvma7EgnlrG{sFf^766G81nHXGJresT6|IS*D&}B zb17AT7;Gh_q6=#)wZ{<5Ne&_s!A-zOViHBWB#{$E1EMyPN!yY(Qb>RN$sykor&dI} zj9fj*nsc&{qt9$P4Cg}A(DUt27ndJW)C5vA(f~No1;>*HJK$_(j8kN~jJ+@t%~TU! z#z-Cl5?ke^e=F{4;D0Z@BLJoJN2nIkuyurHwwc?}CNaQyt1C|YxY`!5k`>cL6XL#< zQE3d&m%g#;z-^n~66r`dI1= zluPAc>aKV_d8ZA>V{ocb%#Y6WYu3i)CQ(tDi`SH$1Dy4dU-@cw|mgP6*MBaNpO3-HkBk^`l8v=YyHkPdh#3@m;6oTbd($vl&<#_W5`8UlNjQ zOTn?WcS>Llm1-rsRMFKOB55=_{zxcnQ>aV9X#)BbgHgEhICpj0%YMr8u&e_gzl6|D zLn+@4sM(JAqh7?)cWLKizD8q`&aR2GK&ez^^Qj+jtR_q7ONb8IZa?8z3rFl2gw3Pa z=}QmO)cFNA$v=aCuqo6%LZ&++4t12ax!OaqO8(LHg(WfJ&4qW-m}>C_OCLc%J@kQ% zDi5Jj8y=XVW}9Mr05>a%9Lb<=fC5Fc#Ojmqq{`^rv&RYR>Hl+=x9Dlx*l44FO$`b8H1qd^5?bTUXGXp;Ld1Bb1; zTz#-VO_`pgKec^t15H?BsM@tRZ4Tl5Iw&O59)V@xyV=a*+ixo-Yx{-+xu!z1RNQzI z;mKsu!6-P>2aOz#(z`!tEQOYAC`G#_Ik)Zmms;B;{Y_D9$>i z6oXlm4#R)Wso+@Fxf#IM8m-s{^#J^llUoL85QF?gw+YO7dS;$8IK~R4Exgg_P%J%* zJH&TxQZ7S?A28w1_uROAK4NKAM)%mTw}u}FP)1j`_*omov12|C-ugnY>1SYIk5#dq@SO6iA&F@XR6H8_H~n$gDj>eV0wE90_~mSqy+8b zb8zgYJWwH~@@NeCX8i#vqiXpIbH!w;*!e6$^@1Vz1K8ycA}l5O z(%y{O`!qTB948}wY(^er2#Yd?dmPslI9=0{xEEGz}Kc7-^0ruK)h;)0+yPjw4%)KYuzg_dlRzZjKD2Y}V|+tWF6N7Ejv{@;}Q>R3SVKZZOq%N4GM4}wG+52^&MubGBYK|TTqS`X9D^Sw?o*qY&2pAwsXU*hJ zqiHY`Wid;3gc0m|K9YG2H66d$R+38>Aec;A9q2PzB0_@rN*MMcO%pa0Y>XUMFn+Q7 ztAbvhKrVT;KEJGfJdQRI5R~>M4B>yh{sR#-UwYH)@BWjC9A^BVSBV_amm-7Vjl{44 z#jw`xd;}RC&Q~&OY5gZ~xWKY&<&{z3I5{O8%Z;lTP3c#qwJNV-mXE?cQ73XORaNDmZ2)=xLku>d zaDwF-8>;k1u70f_}k0(W_w(l%p3%M!|P7oX{7o-blQzVct4P2M(=BipAj zn!ap(Xh^jTMyYwH&wg^Q@1)q2<%0pz8pAC$OZ+gDR^k`niNTGHDbgd$KZ4tq*;u5d z(9eO!Rz=pfaw?cKatRLz69LkD)irR^A^@Bd`k#TRBwX5ZPgXb|YWPCnV;Cc!2vWwT zmJ~QWtqlD(KhcbLRZ`)8qD8ykfyV{QacRb)#s%L!#(S8CO0=`ixlAza(r?rV<%3>% z^5SvqvHbEYZ(}%u8^lh=hB5J^u_Ii)UdC+h>Qse3xKqHRgI7A3mFT7i8Ye8tB_fe{ zIO&3jRa{8$;EaIxQtW8;Tjv>;Z=Xwmgh-wb4JvM{hm=F9`(J|r;tdD# z?B6;$|Df^UBvqum6}i#4o@LlocGCxQ9q`2xvSwweGo&A9es%KJ7g`*B>gaGkzzhAwiEUb#w$WrQ^*#Pkvmb%fe zdg~%1bBq#oux~m@YK81fi3Q+O`@<%B8B3q!(;6kY*ZdevHiuP(>_F~y(TNiyHnXN0 z2JH)Ke}R>x<>-y)KVc>Ss5aAqr1V_$CHT>Xcr!p!7_V}TsE-ys(A-Y@Ia9mX7I%yN zWJc5^W;w1?a9cN|Y1T~n6N6+US{|mw;ga)yy^$H3^2h4|l1>WJ+-UAkXHb&e3c*>v zhEyZD3O#U=M|ZEdF>;aR!DI_m6Rk$?B()GBUTu1KL!qTR`F#2BNB;Zun3FgQ2&+<*7|2T7`uYGptN-kxtWLY_k;sqV8N zeYPI^Pn*Cuip~sJTRKz)f!mG={*a?}FRxYb7Wx)f4uMNU?s$>gx$IPB%I*I-1XH5? zl`Ljtjqsl58yVQ9j#I2K7x2Lne#7+H=H^hJU&V?ch{w{%8+?hkgE7l zQ2rJo^Nf0>DDxZ-=ps+(kHs5A;0t~mo*ex1=tM|lgkqR79^1MbO4!&I|ma#~`uaXd_{*0=9A za8F~>EnTAKM{e9u(0Ic`z!-Tb+3JkkF?bWdsu_7mW*RhU9YT|m>z}G6$f#-jj5<## zZ~SaqOjS2{Qz)SsaVR-Bl0I}p1|jeIg>gcXwETiQfP(BbS7Ld5XcHr=-imcTBVPf8 z^0WkJ+_mY2MEnF~>4ofOc)|}Q30ieRuR7CzY*W>}4a0;r-W2}b?ONA)#`!2u_TRRk zzaG_{VQ#v)1^NJEgS^wg4N@|{73QiupR_)D2NYcwmg!0#N{S=VH%$cp`y@}^)~J?G zQWLzYC!|e@{^rV1d_xvN*qk)(UY7Coc?qq&LBJnMq7ZT>-^8aG@yxchn4j(vgV@0Y z5dp+!2g?X)=`*T%hw+6?-`c60d@L$ei0cmHMZGxo9x78}(~XoSMhM$-MAk$!LuCUQ zQixe{**xRLo5j?lV(vfGNn z0^xkhh?zs3c`#KT6Z=^0#y@mrt1=Nw1XyQi@|ldT2hYR!HFH#~BUrL`FW2NF-@M=; z$xo=uu#Nlo@R+73MM!V(_p>&V)vg5(TQ$#)Pj%(Ln?;=B6rsk{FHlsTV#x5pFC#(d z#$S|b9XAmx7i0!`cr%B6Lm#a;ZR?NV^c-*eS5<^4_Qut+Z&T#qpDyu7%-GK`#YN9E zw10>-A}(Dv6>*|AOmSC_Ll8_huHO-tI$;BgYVrxZG$)L6d`v1MvUmXPC8bA7SFTm6 zt#vn~SQErlh%H>>&rXtp+r_!%S$*y}1rhf1g1a{mMq`*O-j7ufB%-GxV zAUn}O@oPL7l*HJZo25D!#Vx)MWZh5(9VOmD3z8*+XqXCg^8BRzPXS_@bYd1aFBMiH zk@B4pW_V`F?lBE)yr0u zG`whcPYa()=G@^PuB3+|2T1W-vZ!N+h@+Muf_$;tb&`Z?VQ7;6v}F2>?Vsk-mAHm6 zFfC)U>_Q@&Sp3uj;4H9tYSZ>V)!g8Z$u>CQkNMZk5+5 zLHFlH&H^f~Vlk#;A*HatAGZYIzjJXM49i>4WNn**XNMe5 zW1SvJu5fNzbaIRqrnNt#N_Ssb;UM-ubJY8tIHOKL#~SVMg0zv^XY{laon{5PCEP5v zpRpB+nw@erH@4M+-S*rmZs=cYjvKC+V=X~{x*vG=MF0G5(2hd}M4CI7LkMIQN&AN3 zERXbm)(X4ZCI5w1-|G@KBCj*Cc@ubNOllQ%SaT1L51_F0#WtRO-Xr)OcidDbwDZg3 z%DizL#X{=mm=a9QUDEAXDn{RJ6Lu|>HY=lvdmpwe(OjJO6I&@3L6q_;c5e1QScin~ zef0XNdSir|6V+Z>Inq{Z#Lwetb5PTqC1Wa{i;cb2-UWu>naj=4KsW&1@a06eR7|Fh zM5Jr6W0|XQ0aAXlWbY*kWnDY}hR~>Vb-Y_GJT$Z<84W%7zFY&)2^lCt>e@8ZJGmFI znEb9HRa>BCn(56G<`QuPT!~+CWw8oiq=Cx_0Z=&W(^+CIzU_>!r^Ti$)UDys7RlYo zm!QDVoH76hjd0<^^-B=lKjV{x^UzSM7z!=RGHE@@X+?UshH%e1fZ`NoD2e4P^mMa@(uT__>G5C4Tilyoue@ZKW{Q> z+3hHzsdomLPRvG9`D&ZQ=hx)ROvU?wWj@R^9#tLG_8yX;YIjgo)eNG}Kc&y%vqC;p zAZ>J)=hExTyPvZuq>+>5>Pd}L_I(|ld&W|EldEiM%3$Y2aczVEBJQ`CHxZ5Ops38$ zeEC07x~VqxT7OUsGi_#0K~C_X`rJi0@=GAfvpw#J-Ha@QIG-8kWYkr7iU=3rW(1Ah z3tP;}QoQ}u@T-%nfKf5PSWfU2%oe5{^#Cbr@p3zf98nQrzOi0c#o%j3SB-X54tXRp9W$Lp1a?(H@vYsPLGA6fr*V? zi>rW{lgi|r5TDeocC?;cv`cCG_y6`Kw*A3a{FoFiNVImoTDF8M{t+=XgXL>w%?ja8 z{!+Gtaj)hA_6?X?KN;FwfBf)C4B(Xk|DmD_pC3Lb@~$+edxXpJ{Q z+Nx$!&v^4o1N5HEn5#%pyJ6&yIoIZ4zV2Q!=j!KXGr7fxa|m0KvHM-B(g2(CELlf^ zaT+Ujn(BtH+o+DuIF z;N9=ij)Ve^0($TT=UP9hhwe`%{}>gu65&Q(L6m-v^S@*YQmDD8fdGXioDckTKgx_} zEH?UoG<#!kCSBL=#I|ianb@{%+qP}np4fJB$2KOmZOzH^es%tI?R{yj?yg#0U0uDD z64ZjK2a$%w(5a+1ig_U|RTnHOLF6h?2O`MpOoa((6H1D8qGtJ6G#k_uo< zzvpt;j-{T^L5v$G>+P)Qwkv2q0PAOTqOM!bUmZ-HWl3E95+Xt%z6D1!HP?Rn`S_a7p`ZIiA6uSd6|dS>9h{wAzf#cfleL&2Zzicsty8gMrD_G@@KbbxO2?+{7S{=5fvu(fFQ zi&4H$M{|F$KxWOr-1r;{Ah#r|igr6heqk0XnFQZCmu649KCSb*Vu-0c>tDd5o4t>y z2CKjcXSUF|U~AS|pM}3ZZu!oq*rh8;_4ukQl3+jT->LjrswcJ?DyaX%XJ>ZiwGb0zDGX-^YqL zl4YVrR#{l!DtKh}N5*?4!gCMIPqIVth_y?@+9>+GyEKU^ z?fma}WMd3jmI`cfB-W(}{0QvG1`1^oCO1b`d{0sJIIBy3GwXY2uCuIW-Pf?X#GGq^ zH3Hm*;0YF=DepPdq3Xi`I*S$CPFt=|N*i6ifo< zi+z*~xy&$Y(!C^8#N1?4RKw&JjR}Ae_IEYjspl)1MK8SrFNzf6@wO`9jLMBHN0F{B zaR!@S@#^q}jP;Q9_uYeR|1GnI=9HXS(ne&3;m*SlD|gFy?i+JX;-wr9F?OQM9JhkK z`Q{PAzH)>zl%ZJQm3vrQxGLH(3&GnwL!3FEgj&P_l%*>Wl+W`ObHw$T6_WVlzUN@B z0Y9==!2P?J%~)yD5=jR>Uq$CGNdjjf!+P3i|MM7BfuEyclx%Of^V=gPCIQD>(x8q- zh+||I$WgN6a}-f<9d3>x1ri8&@w5<0(sN`Uh&cZppQCs!Stg!q+!>PtKTH1WQ*!Wm zIk~^khMv!H);4+jR*C;3JZh&cc>wcvMT!O#lK@e{j_0Z(&?z_lq6F};?u97uFbMkZ z9Em)S^@tH#bc^1@Vm@VVSoun0Dq>152YzsJNcJm^D5xl+`sb1$4zV(G=2KhBuVCN{ zko*0&r}&7+kA^hOf8a@S<2g5kXSDbF>-I{!-Sm~O4=+(IX(*9NW1dD`!kc*_vpdWn zgf{ceK!Ynh7=$+C55OUGo_P`VWV5l5+V|arhSGUB$gRg6gnKDG3=(TeCnF&>7Irco zF>lCRW^sxSn;G@2voI(>3daAW#Px@sg5YU9b^22+;|2-;XMuv!zTZr!2b+OGu8kow zw9dmpNxSwm8cgG5kXdW|Nu=|(lM!e<0U@ag(th4daG3Z}w~l!R z4jPxiHJ*rt)_BXQc%<;MQ`@XN7ylQbvi2YR6QS_40E7N971W!~!a?&RbeXR|Vf=&gzT-v^!msHclI5jkqjgqN5$AI+0) zx#UP8vTf;q!bcBQt5ZI9>NIw%BMdOn+{Sy3_Ii!KJ+JJfzMOCT8@oH&#ABHVPE+^b zXF(t@!m46bCq8`&5Lu2TT6i>KZ5sxZX0L3atGyh))t=Z?}eW zkv~cks2kr#K8-}s2Hx@>qz%-|{yALh8m0-Xw$`Tz)W!a+UOvsBTy9{KLA?Uck_1*~ ze(;wW2I+#;6-McT69&q_>mEa@K)tRZ+Q8Z?Ln?>sD?>E(ItOqZfD*7SH=sJ8md+?% zN#F&aiKZZ%P73VND5W|;kDn8C$GBXBy5K~v!FG+DO>=t_XPEj~u3^F=_}k_^{e=;1 z&blcBY_3In3i#A7MC(_NfhSDCiSsJ(=_Zre+rtL4*_Si_dX0aru5qb9pAC*T4lh6I z5$?*Objkyc!D{DZD5>U6H{!+w=32|<+pkNtO8D&1A>_4G;7&(fngWda?DIBoH@ZMO zlhvOqa47|})nAJ?hqBfJ>;=@NCcs{AJ?$(UWGrLA&N>HosRi;wi_W2}w}5vh>QZ4+ z)LX+n0=v}&UdOP`#s1Je30q47?2XoNE+k!QJPamn%wj)m-dOGL|G9etbT0~U)>_~@ z6}8U_;`?h|<}NUn1len?@g4_VOM~<3YfWdsF4QbE+^25wl_0j-e-!10cRixcKXwS+ z{#w&Hn6(yIFW@d!1mLa}Q+ktC=2I~@x?npKb>SPVbzg#b{wMA~p|5T{uQ8We!>tLr zleg&j+I>_%!q(7mEta-~t%;>fHXy#pOD@&hDuj;|rp60mxG}rZbH<6AUUM;%mmYF{ z+XJoa8@BJ5OD8}bNMm*{#Du}F#U4^iMWirRLkJJ6S}^od45<9CsV1QzePc6SpCBQ( z3v6(`D%cRSsu<*)SuNUNe^5}x3yNp~;(Vdn;~~-JIE7RCYg)Bblr21CbpY1#5`}~C zEAp}$B_JiXA|7g;!&X*nwG-0)ac;P zJFAd+O-e{zlv!rOF&&zDDxMSdHs$zlEoUBV`xMz$H<1 zx=ZcHXwiUvsgErw71bO^Q(tKIFb1V7vW^FdA5g8Ly2V=3NN1}A&G$s@ZcnuD-`Ktsp1Z|t z%=qFpF2X2aZEGG(+^GkyRrgOcWZr1~^iqPCXJLM~uDq4U)REOZoY5)w-)ihX7x{fF zGj3U(2(xfL$g)U!cVtN>ov6+c&FB4|+hJbxNWn-A;%Wlz{KG<3fZ=Qg_GmKmj7muQ z-^ysFI>7FD3i;G%MhU1VgXL$2aW?gLWHvD!i+^Wuf zv&2@GV2^hc+mH`zgjf~VC4 z+5NZpsQ|VG(5(FFE&2cFk)ydhm@yPzOM-os3-jihAm=oToUrefkY>QZG+cWI#-uW_ zS*|}!$fQ;dvDMU&vRRV31ShKrF*q=n&cVrPL2vDrl+K~#G$VJ;OVSila9NT)3Q^RA z*tsZaoq)H7C9IL6fXQmXY|WJn&!J?cpm!!pR$)>6wxoLuBCiR(j%k^L`=NUZ#+QWH ze^b%9kR+?|F_<(mi~X>9V}ug z2eGqA0=dD;^udYYf8voaVAe(814&+KrZZRw>IS1&v4_rRuD2cVM4qG5VMcMque|Ry z6{|qRdm=JaSQvgwk!(Pex{EW{^tY7{IP`||+h~Q7F#GEVPU_gFJrM7I;;|M#WzcO< zxbkhiXut)LV9Wh1ejaKtXFQ2V*a;1{6oYlzae}cafsaDPf4{4cO9% z7eQa95W7T@ZO|W*XUm#`@d=6gY=HYknsS^jUQ55#oha~XJUmE1Blw9#!GYojNKWIZ z*%P-|v^Hk^1Q`2(3sJWt^;lueiFdm%IVtldz9*iN;A<97KzcnVt&!v~)NZXEJP2g+ zA>{ch%=!o{@MM1@dHV3LR37gL#4m_h=*AqrbROsX-ve{gf8iPXq;u)7__x-+bvn9~ z*1kax54cCmTLp)M_BW9#ENof`glc_LOoS9^P@1;wL0%R|CN;KI3Qyno5GS3;K^ex)vx^uqteI67Hi;< zKR+xaYstr|d1tQXDDx%gH0XSa959iON2R|3{njag*TqUtSFB9?sPkz%NlX?U_Bj6EkULc^DW~+ZJ9VTb&2doMI(vUvz!%GbsSAL9+m7RU;fQl33R;7 z?*1y7*pq^TsOQcj7MhnmytgY(GDj-5d$Cl->X1kqyp6;var9SQ&B+pRc--zBR(49? zTgk}IAEE6+FpdekJqt8S-8N+9Nt;4F z{Y1eNZx*Us6tk^`-5xEv#qTa`SIUd=8~Yg_VwQJ$Qu{OnRDoey8r{wx-vu<=R68c~ zw{q+iM28krfQmk4}C zm*rBF>qbtO^>U&E0)@Ij)$$k*Ryb8a(^(18Ojxc`p(dR^@_z2kv=U-`_)=@Bp9jxC z+B4eJ=5l#W6FlQ}Z{$t6cj5H<@__CuWt zZ2r9lRoH4rn@>`kApNGO^J$U1Ft}^7M!PkA#jO=KRcO~4De8<{E{2F7q}>W-%UrBNv-rzq{<^C^<)D?LEGmbo)hFk54iIcw2BJpjeA@ zWW95>h%7O~xgK{#!^NzK)Fq)6C>W6mSTunh;;8AJv%dE-HV+;EH$ce0cqPdD!@7j8 zMST{MG5-D?exH+25sxKplai1}fMgtdK%vWI96E!ub`HpmfeJg1=n!SMUm$seK0VP* z$FMWMoKWaYY8x%AHDi76hwLmMfd34P-_Oi^;osdP7fOXz~;`uwocL=)j0YTwjr7 zRAu9~`YpC~tI!)OSUq;(PbkXG)1|R@@mZ`{UfA0c@dJKtYB==<5IxsQ2FIU?wgm1T z3nt8&k|vo7iD)Ag@8+6Q`T0e42n#3XE0-nMd6~<9d(V>=mfimv*)_o7F z>xMhUq~5#1;49sQC%AX>t50kM&*QEr>x0B7GamC^T!wTtODD^WylD>mUn+$KpGQ^n z;rW}2MMt}yntGy-FpxMSpVkVOJV_gy4V6zz>b^b)S9A<8maOTJf@tYP7tCkvsuLqT z)-50m=VDqd44$;L#PthuHJ`_k7_mc!I&9xiIruJWw1@}C&v?-m>d&zrIio4a(h701 zdkQ`yFsqrTbD;_3a$T>YDC#=!UU*fs(Q9z5Pj(G?p_6)3z78kBWGBM z&~oH|b8m1U|F~S$-{}H^UR}6IT?RFLBD0**UO`LAg^Qc&fA2N z%1-LeFKv{IPNu}ZEgOfbWv7}=Rv_g1sj}^(EwDMuCe(N|PRp<7ofk4PrjthjJ^29e zPq!VDc|g+6o4V_99XA8DPh`OuT3-T{n@#pW*|-aEmW4!a}95Qu|p4hFjj8eSKC~4 z6D}WVrhLAzQqPwEsjoaG<(!d~6Fe_+S;= zQQ({M5Zxt@Ug&s}{-h8vL&zrMZbazDxag$%)u(D+Ik!JxM={G{%%m2;}8&!h2v-gd`B{Y&R0C?>ihW4Mq@3GY=;HCwDAL{R(7P z=cXNyYMzc;Iw?2qDZOiLC{MLJ3Ul4SM;kzZn$n7nLZ=6Mm-_7+S4D8XgK)5tX%Ai- zlEp98Ja^Edi9ZIwFJF-z2mG-vKnnET9;e*$6KBn zaDIeJPTC-|?5%`{S5+CYpmn$HubGTI04_1U6+WAs3OEaEht+zyBj^X9ISn$1Y6JBPVk6%Xl4LwC{8s(O?8$)~O_ zf00`K%b62`Q2%u$8;dKsA>RTol=Q5N`n9*?=%^SPJ{hkO&D$}7t9+zn^qdhvHYv|} z^7JIbqdCUsFM#DuN7E3+o0c0x{OtJdDi8PJ7e$+9;480=LIF(emEz}n z!k%z+(E=Dhe^Tz_`6t<}XN^*=d()A&@WhHn;QbYutqIuCYU_2bk{(|P?z2s+z?eUz z6lAqrF|IL}T5;A41G_kQE+gc_Z{SY%ma5I04EU`pn^z}R^PV&4N2$u+4aM~^P0d-+ zyUNT-wR|$j_OAea!t?jB6sP6*suCx~J+7A12d;d}b`88ooU?C^^j+E*n0rc59Sg@4 znseRo_ur)(3`bf6M0|cg$vNKk{#ohHj6Ha-m!&=`R%2BAxF zHjuTO7asxTZ*Gp9aS;Q60wNRAnz4R=YPERCE~f+-JW)r#<(Po|O95NMT0aNxm=wRo zzSD^nAES^@AnPp#k`S$aih&CFVL6px^GH&PK{ML31M7Ty2~gP~C<)4}u2YcvAH3-j z(C~yC7`X)Gn4h^xy|?z-`xiYai0cJ*gFc~_a$Rhn!77k}-YKZ|VEhU9gw`*8B#;Z2Y(kfOky|J}_m zg(>)bcv|!CmcjycH(A<`~TS%MfRX#@t6jdT^_> zs-gV@Z+#hrqO}J3iVC;2jFonaAlqQPELnJ3A9i%{wU(_&(!y)t&8#f+U%4AltFEt- zDs?9}seg!AoI&RY4+ojoOrV)eEDiy~1Shn0h)+#oiSCP`e=Z(&3h@ce3o()ZD)|`7 z5iWFb)Pznz%q_Zvoc%KmilUOvGDr!C;*{2lk^%g@j}u4UMj%|HR1vH-6*1c!@f;F= zEAY2Rl=I*@M!8UwJ0fp!!;y_1s{)(Yni)YH>F}@J+8({`>{LAq$9@#?*Es&e`-hbk zKFNhxK$Nr=-48?7>niES@OV0FP54i!!`@OkDY#JIk3HE^Azadp%5WnwoPun8Q69v! z;vySX^=!($@=-KA%U{L)&3x)n@hL|d zDGY_3@F^?)k&z)*bd`}g6wR8^seMWNGby0FvYI<0gIqy>(O=Sw{;%9kY`nBAcb?s( z@>4lVHr0K;KaM)_vmz#14`tCICMQOwVqi$P;6PEW@}<%wLBtPb{VE|Xl2&y!WkPgRW~t4dG;gD)Ne^l#9CUv0Esqg zNwfP75feMsur*O3rTGyxE(Ax2RCuWUMJHR-$}G|P393!y6H{)eVPmH5Tow~M)F!Yr zG2v4c7P>1r4ww-C7WuL3*qVqesG^XeTFZ3a`}#<2u%=&<-DF{HiDF?Tdi<30Ts^Cb ziJ9u&7?W74TDFb$Zb?KMS6|-Gi1JNMRBWjG>HO>G6j18rjpbl3FE~CSris8c7L@x5 z*3(~%ZQ<|WzKl8=`bzY_Z;RF6k9ltjD3P!0p2YvA zM(f5f-sEJ4d)M5B4x@R=0KFy_@1_!f*sM!VL11z^iX{JrgOFDY9JvVppWL^fTtAe3 zeG7KO_hB;>$-Xsfp~vVNa`HO{h9L`=tXHZpBmGFj-JeN4m-=&4qS>+-VKew8EautZ zBInnUi3^8i4ms0S{ZSBb{W#)}ky#mD&+VZI1PLO~Seb&N?7_YZYeZO$%=p-gY+<|6 zR?XmIY>x`)%AUQ(@cy_3-@55^iCXa6g>C=hB;D7gK%gj2EuZD>@btBtm>zUo)JogR z-ng9K?fW}45WaXw#D2U1I+$KA8ZwzS&xa`?qsdAziAKxk$`%7l+qkE~*ivcI)XeKX z*ZXok9Mi+E-ix&H-ybJev#HjAVz$$b-$E);yd=L7{xTDnn{taC?#R2!_$99~5VxIe z&$?Z&@CT>?}?;&nhS64$CR~)Aj@^(E!+1u)Pj+{H*Y>ZS8qDR`O zp-GO|sI`ucki>Db{WXBsg|?!r9;EGNicm<`)fk>(wOD&a)NaeZMI=!JztyrH8u**{ zpO=OcIyS9S=-71E9&}-Bmz&Sr%oc2qt9qm)Z6X{|v$wh*V*F;0H9Ms3P76*5zBO}j z#(9T13*hZNi`dzU7Ws2CZ}2xq;1Q!=`3J61?%`*mKX%&7alx zd{W*=r^OB{fac5Wb?A8%SILA=vP(pfFR!yq7J-^Q`5W#Y{3W!iiuV0ICL&G{ zi@4*1x2PWy5WbFYH76j2)0QqK_;T1m3_NdwPb(FEW&GXc)9cHqRw8?F_NJ7Yu5RzR zhidl0Js>`q57F z)zk7JzHJZRD!e`OpFU35rzyuJW|C(=dxEEd8dD#+2|Uv?r+Y^TrbmKDkZ&PeZygwn za2-!p_sLGM7iw8fVS^k6sMLi8(F)hwuZ)j#p>AC^pnZC8;9~{yo2Qe|XzBaY(1mx` zXS5Ichx;Xq@kXYpM)^#~BM%R?+;V~}@YTAqVrk+HS1((S^K2Tj0`$gnAkax;!{H+3 zfnG!z0`^6L++MuM4B=irdI=TIp-waz$h7A@K(+6)(3G#I;Wm9X;axY{hXED}rQtW8 z%Z^I;tcM!8Nv}l3-}L;3N7Bg=2TE>aWz{%w80MGt@K&O~8Mdo21$EJrd_u={?)&A% zwXHawOTJ-Kd!f!Yp`60T1eFbgjkywIIpE@<87%m}oICbV`QS&BdU`0rq5fRxi&t&Y^aBCF^);9+s>1XPr8Utxq$T3gAu)W>+lYfV-RkJ+OgFJq+iCqt z2z5M@*FRuL*E6?QOFW(b;YMR7DfVOOwOBu>H)3*mFn`P`84=dDEz(blmYzScJ? zeZ~+i2a58_RCv`kpD(M7(4!4U>hyF}5yBiGT>DP=BnsO*^Nr{E@-3mhHI_Q*dmI!f zjk)$TWFCAcij>+$JCUQAmwFq;6H8Ntktr67WJXhsVxn=s{7*L=b=b4xarSeff?rEK zE_LOuoC(vB#$8s%h_MJpuu_wLC?)HgDrvD<7c`RDp?pYQi?$HxmBJCC-r6EoBO|X|>(PH}=FYn$5Z9xX}5zYUL+8nwe zjHQIMS%r6WWXR}Gdm*B}ZbL=AT!xAma1H^`dG&uPhx;lD+gE)q@Hn-?X}5F(-u%4%@vXJ1-?_?}oRwNg?h~^kR59(y`>5Nbk-SX3a#Db2I6{b2sW*`U`V6F7DAA-`kD$A&g0QwLATWV7ZyZsa0CXgf|s8s+_p9 z*z4l^m}AotK4|?5_fq>aw)eaK8{5J3cU!nF`FC5f-Y6&}r37=TV^t_nH-o{ac`?X4 zsz$#&OsQ2o=y~!f@9%Rk>4%n^LvPJSB5I?xAaAVq{H>Z(f7xT(`ht5LT_x8i>9!zO zO^591Xj}D=m)&JddtI;cXxKpQ%0}0KdYCq-{<7El-;NHX+p>Wygq^N6-lfwu*WD7{c;hYLu^i>(`__)X}xU zZZ?dhPwlX+$U3#LihmqrF6!_|0gc>|8}ap&_75Gz}>ci?7t>J zZ}<>8EFIR~#Rs;${z?24YE!TEa`mY9xo_&zd+&so_lxcJwsc=lx}P`0*R$UHRnOyJ@3Xd-1^b)QogV_h z8sH4~2|v`(rxV!Qr|#%qxBsm-{M8fn;f?n4LVbOsy17%;-lu-&(I+_SeHQ<+KyXva zzb){Y+_sylr0i>}ps`Ua7HRJyt7Nm}(Lt9y~syGiZdrt$3gpMuxff2>EH#ccXz(;M!Z zVl8}A&GwNX-v8_7C3w+4(kY(7b_2@kawE2$z(Zt9*~6?}>-HsgH>>moz;t2y0*L}t zZSO0)2e`wZf^Ge6NQYA^T$sw+YEB65(s{Gl^6grVP1voQ4dY(R8pXla5U;Yj^RI8B zmQ2%0r)|a=ttC*MC^1Dsj`wbDTS(01vB2w}^2yt;lItEnLv?W#)&%5Xh6sKg!=_?@ z_^xpR`HNP2HqzY+|m z-#4caEF}qh=Ip74p~wO;fch}G76(2@>OizcFxlxe=35m>V0$_p6zEEp{v}ls!MW2M zf3&lTm1laHan?cZW@Bom3hZSPMDMpPY7L-Qof2YL7qZJY6?XU%up>81An(*a%WU9` z2d|x#ONOl}wKA%*zx`9s#5;}L0}Mv6QrD#ttPe3V`00dX!tYVHm@#|qQBae!xQFHX z(-A>p>Fm&w8}M;`g2k(;1$(OTYN4_#^myIin2DdkJRy z_}b+TK)~JM^VZ}<^O3%qRxJ|-cN57_!vi6#DWwJb3{?dPr)vhs1^yf(hrZ$Qyx-ys zx>)J22hG4eh)k4`5vri=FHpM z!@VyU{UdqaiOjgww&(#gBqP>VIp=zvgdQTzGSTfC-D((z0W4jh>!7>^mqBH5yN?z< zl7g2rA7}SF)P5UUTKBdd%5-#dO3{mx*^WA%2~lP!uxr<*A+ypAXY7|dfzN?Gneo6_ z2K1x@{Sb|!KRyje^mdpaU|}wWjhv7>=fah84TDJF>4*wVl~Zz?W4O&iWFEH3Cq-b| ze8*q>Y)YB5%wlwb@BG*YGGpliRk4F1JRa}zw?V0cvd*OUkOatEIHp<-2;N1O0T;GQ z2j5+Fr*adU`@=pp@UUuEs_L#V-d^Wa&5#4!Kwjj>W?q88M0~#w2&nVt6N~zMswZP> zagB1q;y)gW8-m%HaJE2`9VxJ|*MwP5sVT{_Jr)SvI{|)U1I+ISuWqrWL4%_UkivbW z0IbW9Pzr#^#Bkh`eG&blK55<6QJW@^!t`~BC-6>{vQT%c9XZ*UJF=o51!MqNzXx#w zCT3)M*q@MlYLHtsR57w;sf-G>pD8$V}TZbaHZ!o@X@WRN>5}+rQ_A zq6`@CQAYET>)6iq@9tAIgQGh0p+?sc*F0%$=kp+Tg1I7lU9xxX?nPD>uR(df{c@!Z z1MEmK(UCjhmR1xMr%Qttp@w$eJ&{Jo+)Y3Mg*8V$2S%F)SbfM%aITdy{p?G<3`M#2 z5#QOC(SZdZ;P!|*6~65}0NEo_@dIm#^;eF~*4hL+{*-pY0%V3&>pr3Pt1I;Q%|2h# zIo8ZG)ae2iZY}d3gJ}z(hc35Z)@6M+h_k^qyoYtsgJ-Qd(wB9S$Ox=J0)X)hGE+x3 ziZK-kEs&4Km=^vL%5$L>fUsX?dim^`SP0@9)Zt<)=OdaCPZ{z7tjw1kmeP%jvjWNU zFMRDyHYPYUkf^yWX$032nNt~1vc@|ckyFn7JJNoO@k-c)n*U%x1*%vFviz`6W1DUS zx0rDfc2C_*xd$~b=i{eymln8F=*p^Jn?Y23Bd^mshzM2#5KY^GB@K_-yF*{b30pe8 z@(Arie9r*gqidIs+gwbMM{?`oEV|T`!3`7G(B?RZ^99zXeSqc4J~+4{J`31jRb`)% zExL;eAtGBuKF6u3&|nU76lbCYLPmkQJ=B1buj<|qNN5?I`zG!s z%rHzfCYC{Rt%vJx$t(sI))Wh$_t|&Fqpi`XoUxQ~ADwwZEr&dlYVblvfLA@q2U1gjA*4-8g<7o z4oEIuog8L2vTodtW#^rlSb`veM@n>Z8j5=ZIcnToDw(Jk8FN`8psr(!F}}5g)?ZKxECv4wH-d%(0wF20=G`_Vqg3jt`Egc z6o$L|3!~Ol4x$!bmyYXl7AA@3OTD8%0s2f)4o=3z>w_+AizJfeRDNhjDmPL_?R%9V zpk6dQo$Cxc3K^qE4F_q+$zx7>3Hstgx00bpNXpa4$2*J{96iS*Vxhf|k;Zz4CD_WiXsi^=6LHteWPVC5S4t<8A zKmRN`r|6-U0z4P7)86CORqi7zv5nfKbd-DC&tDEYtAmu-A}0sE=6PLo3zLx7{v`QA zfamp=GZzchmA>2TATBI^u4lc)bsTZn$Q~@YNEW2W;?+x)s(hfnv{NwZ%uQBF8`!&* z^l@!Xa0Jt$uU>hMXo7$J&6}&%9(Cvb!q`)%6cF$Ws7SigOg}3!iY^${La@)VzliJE zEdtF8^e?$}Ix&(1PDa6Ez`A=`nQ1=R^pei#!NVGT35)UkT1zQ$-L6i@bt9{RaTYh$ zB`f3TCMR;UQg1w05Jz2=_MQW#j^7}=@GEx`p+VRO&am8t?Te(^K5282q0X)dc0lgU zT;YAgw8+oGE(PXm#@Id$)89Bb*hIr6fXyH~uY(jkE}<^Iz|>e58$p3Q<~}nyc^VYd z{8r$*l|BMvg+(W@E?hi6e%~dQa1CB$_BY5=quk2u?)79)GP-Y@8#~MoVU6nlF%oirwfo}fM_BK+t(KO0VM;w`qCUWm)UXp>D|NQ z9@E_p;1u{pphD=!8^FH2ZVd#+>2fj;1R#4?qqjse;=*93{#i)%2Fc~@;N z+2UknM2UdiTPwIj95gP@u!AiV#$$MlFN-VLep8euM0wUnZVlMAQ(LYIs07Jp6TwfT z%2=VaLDJH$AB>qj+dm8_ct#x+{|jppVQe5*aqK_@-()pgPkv1>9ot51sV0MW`JSPP z%~yNOJh^4W)#g+kKM^rTH4BMX=2N=m`283~c{9x&lg}eFX?+Prs)O;in7QI=F%k0s z@OqZ)a?Cq!;dK;3XYXLhlhFs?VxgE=s^|mTa*9@g@Go?&YeUnM2Zk&dBT zSDHf8c^1BQ5o<$EK7OpA;+i0P7|X7EB!}tJwtafcvAI={4ZkVXc_w3vvxQ30cuJn4 zIV#59)zKiz-WByhz7--jjvEX)jZB(o$NHT zIVi|U@t{IK!I|@qoRUJRUmxd4MDC^$Meb0Q0B27G{a+)}3>^GmCMAm8Z^s!?j&PB8 zQSL;DuT4t|-c$DtPD`gv3G)~p{Cav~33Gy8YK*hXt;=vp3Ky>?va?Iw3Sf*g8JQ%x z?gjUSNVfP`7dLG=^s^~envP0i#fkJVHvAN2EPM1L5wQ_bjzpw?UWhY}YXLYR$(HxQ zcGwb)nGQK<)FwezM&3FIMVvXYG!V1jJrL%bO4&G^P7*=v(#eu8XW$xhKWZlj8H zjZpRrKd44zL$WN9TVp0>vaA~2`k0x!V3{ae*Mk?>`X#-7f{5cpZBOF#n~x9~30otl z%AOrbj%2n7N5jJwIn+t=Mo)FYhZL|Ny7#@v=^%ffo6H&4#thqczru3RvT1l#5mP%J zW5ZBGd-^?{6oh8?)*p$$w3qwu%N0pIG6OvKs@4Z2G>oG-(cB>-3=}rY($X8(O)%fn z54?MDG1b*X@0*C?sMj4Oew_)Sffc(&c&qsWf1I?+nKSsALUD)G#vxnUeW0xu9e_wv zLJr2)gm|hbrv7kYNbf3cBAkH&QogzyUj6l5rL=fGWeqW4g(SUAKGF6}360(7@Uh2b zYgoz@4t+!ZZ0(|Ry`st9I@sz|rT!SDjeotO29!r^RkwoFDd$dE3EU>%x_F%D%atZf z?#=AfrIRs04)5 z>#$l3O?W(vEY?5ztDjxx`=M)&kk}V&MVlWM_I(Tw1RpkiKI77$U4w6G%mLl_xo~fs zdK(7wl*DsY9EuyC%2vqDo?hCrmP-twkb(r2!kQ+z@*2Ya_Ly?BljPxuV#Xssb2GQj zcNEq%weaPtq024QKW`v@MefGvg|RWIZD^I_1TsnhuPa*NT4&BRH=W$UlXIP2Mq92)HV+90!ZK&+#KoEfaxi*Bmht-4$X*q6_ZnI`C=_^;uPa4`{*F# zXIRj$3tWpOj?Kl)3Wdsq$LxfZDg%*d5|)#)w#SA~Egka4|Mq)ZSp4a8cgopjw3T8*_P!FyU$z;Ib^VlfyzzS75(_!4ksj zR85nCNMI{UIb&QJ`fLf|GO(-a!i0#^$f%;NfQN+AAX)(uMlg(a4QP=hTe+$q?hH-R z7$pxX(ifGsV3K#jduN?N>}ZY>rN+N?OaCJT&fb6i7EB9>G zfhbmEi~v4>n{!9sb?mv*cAD)D^7mpx7 zzU4q1_fERuP*J3T_Q>hCoKd~kl_NOnI>QE)?#-@DvV4P@{0;Fi zXMT~IfPj9>#SRkMAW205fA{Fp?FS+92y=)6!jN^FXR;SRD#adPAf%^pPH`6Z9v{glQ-ueIGRHe8!U@@X>7`8{AIO@Eo(Q23 zTaDf<33dk82_kCO%Ts{jVwdI3F`zLhhnFDeOVZqX+*&k}+>#93@ zU1s`<&ot>Uq%&woSE`pmP2fa6TAdyp=32=sq=xGQfivsU6{s4ugY;(n~lxIl4oBG@ztt&6!_KI~Ao z{K#|2agTznMSe^=QXgA>jGB#Zv%J`1OTHXdz$8X_jLye2)euWPr?QQ+(G**<9}Odd zIW%DFIb1)CNn5$5bAQZhG9y2GeHPY`Z8oM%tM@E(UMUtY4@;Il?aXZeuFu=7IT@ze)9g2v&k$=d z6>lpq%LbAc}9x$ufFW@mxH0H1j>6 zikNGp@!PZGL|JPHOOcU|#mm9UaheJR{-izL=#2~W_tY#wv9 z4)dQ_yqlYBg1Fwqm67(2ZKzlhzt%pTWpRFL;_oE6)pDvmeag8u*Y))8Sref0c+1UkL^|Eh~w}W zqrFQ_CDrOTj(~klvM0_1mM2fLMu*g_uxp>|8vNya9Gom7AN% z(eM8*=7*$KE?#wUspu>yDOV{X>+nFy`uSl}8olk`#h%n5%^-#zpN?O1{boepdDBEk z*?2s*jgf~CTP@&ZzXQ4rgnjj_RZf0wSYLX4mJZasPU)Au+$>iOTVyrqY+e6*fH z4KT5bvBK|GpJF#I$s=57ZEnpA@U(bd7zR1cfC}7XJx6#`?A?C9=t8}byZCV@%X~AH z97k^?T0pysxfJG+Jlnv~fT@6jYWdkncAKgu8}bK+U8BYT{()s%GP0MQgJrvR92aOP zeAUO--K+SsWNt!n`3ks>8-Yp;BV`?1YGTu$-0W9O*UQ>jf8666Bt{J=6XWyalcbTv zunw{}@+;O#m#qUma==TF>5OcqAT8l3HE13GXQ&=y~ zqgshq{J2v82TbldW?G*vK6TXsx>T2B=VW;OOdAYmr{|5Hh!!Z5-n|5rL#&@N58FoV zM+h%=W#f&rAZI$);MYD4XtU-4PO+ipf2Fq&@_3FU7cE^=86T4ZH_s=iNmIi#81&aQ z`UGZP0*`!>fp+RZnvX}KX2xUdQ$A`fNFzb{QtoU9zHKxrh5;9~s@W=23B(o-J2Ugc zw9+sTAzzH}f<+fbhy>{+dOA|Vx}B?0_;wBzo9{vGCF#NX$|V`npB2UsJJ*kG_f`h6 z17JKHD_}#y+v*^vF=w@)GH3M<0!EgAA^af9rEiC48vj>5VqObIQPihcY%y3G!gt@y zvqNOQnS8vCt8MW)q?WM~SjXmWlr*~D2RY7I?zqDSK_CvAsv%9xJP!kNh|#(=D#Kq9 z6tZ5|moVt!mB8xmy1mW#d}ztb%BTv=fR{u%$%n2El?>ODW?pzQLdjs<=)GtBKTnX~ zA&Tql7odRc7|xQni8Jyiv0~^KZq;L@x}H~E#((rK%+E`gun*>FIKIEztBsgTiifRj zt8#+3m0?1wf5)X2s1t!K@6W7lM+~&N9&y#9G<_|l?bKtXa6t$1r zOP$Io`SmVLMg|FDuPPM}V&Vw_jVZY}K-6eiGZ+2RwN7knzcPY>BVl zzPOh=6H7)s-Es~%@?*pAd5ojd-aK3o4Z9qh{jiP>Po~s5zU%P?4Aog5xa$s)G~Xzw z)>o%SCJk27UbL)Vr+oh`QvZ8pC3)OHGQh@}HmAO8FYp9m%pbQhP}eDl3Np-spXaC& z>?V%HdpaIr`PU$Y{~gXO=O7+23%}(#eyztuS#YYFo=G!ZR>uEgN+Ai0mDP!p^VsGl z3F(KFn+VpXjJZxbDBLtL=3%;PlOCwwn{v!n8g-0SDx~wkk5dt~5kwr3m}autk$5Tg z5-=KhDeh_=Ww&6*_zF}R@1Jsf$12(*nq1BcKR{1>)%;`MC zg|+xzeA#~k;N8xRj4CCjQy3}XJMmqQ3v%ifFyNG65MGaqnS?~yaH{zP@I6u5Lhsn= zfHzXJZ?hd6-+b5#J$O6F0=vpZknJ4C|084BjsVXNjQN;k>w4DWRC=6jMLy~W20Zmn zyBi7O>_^mJbTsa?J&pG{s#)A906nBn_7joX<|fAAw8k zB+Cc$?`T=!axtWS1F%bNB+I5L6i!7cyV28l)gx2`R{eq64~q@N>HE@RS@B2?PY0gl zh@%p`a~!0m7cEj+J=`wq@#>>&)k7tNlT@JL#gY%8x<Spm_ygB*=g-LJslAY7&y~55(tk({^fO~KBo5AW`C~O3?~F*A)Fkr z51k{Z%m+pbg_7WtVG^LUn?w-pbP`11YNvt;&3G9`V-g~uw1Jwy1O%I@;KK&Fy`O%p92sk{xG9mfV+ev_^L2VeE zmp-bosN&>~kSkdDT7m7Zmd-N04(<<$i7UC~*C?xg$4lI(A5BwMiK4FLGLCMGl?#AW zI&=XhhwyQqT$RQZM6ICaR=5T4&|^?xQZI}DF#SpN7U9x}(y@w;SBxC9v1LU3??$Tc zpyI^NP8OR`F#0k2C>1+4JhA$j3^$r%#!3-dMRSk0$qaB4$B__8Wawx+GfdDUsCG64 z<2H+P{+$VOBJlaDZxUe(3{*WQmq1br0Nti&oCN>WR&)F0pbr6gKtpB&{b3w1mS#t*}hXObU-*x*p)Dz%-|-O zWTW5CHN}HhEe(`?P0XgmI|CzHV*`zvw*#nfIOXodQ!onQpOP?u0LLge7B>YUmPhaf z8U|Kl*+YG$GVs163{Y`~f+FmK^(fo|ATa@hYt=cJ1?9)L`o@n>wB$ubg4bZLQ8<+m z{zFKuFGahliE_3OOC81D1SJQDaX1pl$L9L10l}`PH-?^#`)}c$VL+A`c0>l&Anc(R z`XNY$qZ|5X^UgYlVpNQ7J1|@LBd87F^&sWFz+3W5ZmSLFNK1QxzL(<;3FhNVpWn>I znBNS&ww22c2_mEOzxwI0+v08fKgTl~7H4`qf5)8-ihrcsdWm?M!g&2qzyLu(q!%`X zAoETjpcl>L&8!zK^L)U9%XwP~+4nzi?rKZ;*A?_@x7V0s>&Hzf4or7J1wr+3eRIry zrh&+1Yk67w&DkB$%WpC!bH=UjaQEPwO6FW2ziRNB({H3E~M}F^vJeWjt5vZbOLcm1UDRn zDArN$Ex3H?6#Y#HPE2@*!e?I11~9t0Tgzbxh`UAm!e^d-A&nR}!AIHtb>EkOX8!SR z=X$q}=Qf4YwH1t%H;vPcd;3c(5iPH8I|B`;{jEPTpeQ;&rNx1f%ZDyv*4+;`(L=Gj z(P<(|&QA7s+IWg^F%#7e+@#XwXx&!z16b$ROl=sNA>|wUFA9kQqi7!v{Vp@{JcCkL z1tj#cswc#PPK63QlMPjDI!^LK+%@{xcShVm^%TcU&=)|J=o8Dew?CZs$dHWeg}l~$ zm9kO1u9?^hIVYBy?lJa)K>blu<9mfHT9th?kpTqUlP8j!Ks~~>?%2jf>~}wQF#JLkXzZv9$96+1>vdg$KaNGWCf$;GF+q`jEQ77x0%p{hALd zyCYZj>H>Fc{Y5QSLeQD`sw0a>Os23?)E-tfLGz6f(q_iLn@b$oeBi;LmD=9l*6&bJ z?0hc?Ucw#E!!_&fq|ovf8=3ErgtO7=_{F$7xvIXjc8k*L#OhhmRv-Uzn!|#y#Qp|f z&uHC2DBn&StEXEqDVew{p{bh}Ps+8N=Kxh~?UCn1?zWd2b%l4_)VTA!pqwB&^q1P7 zz`K_tOqgMcDQtd>mtPWJYcVUCN{=plg)>kuUWvP@D!&$}O4F<0> zEw8k+KvXrR@q2>L5cl8PPZMo?<5!QTL)nEM>4zSMQC6^pxk;I9AnH})G+917OGDdt z^}@BGk7dyw!jQEBB26y34&5eOjPv?4LDa_?k}eBlOO7ySMjmh{m&Y7L7}%C7ZEb?y z>IscUYmQd@p8%Pau1|n@8~Zfp;+B!Oa>D568OCQ3M0)EsDvap@D#?gi9&;n&?)TBm z+f&Kx?o&{_Ml1yi2|w*Q$ZkLoXfD)4_Ehb#sd4vm6V@t1*d4lp4n;jG--K#L(_K%q zRJ}VQG3lMj#<>#@_2TqP5THqulL2Z_!*AdJaU z86b0`Abx9C4wLo^uj&c`HiJ=A8xm1qxQYQE&?&0jG%(FXK3T(nZyhaT+j6>?Fsu0NzAQh`bc*b zc$V+?{>7spOSNL*ED)!1Q5sIHIA02t3iT1q{K_-3#owgihCiNYtM%cFT^7@u+!?1# zdY_hQC(yT{=yyk5a_0j0#NNkxKwT4~#r>E)U zugYKVzR28Q&=es^QPZ^|jK+hcvf{3SU9oWck#Xpz^6&nt0qhOU0wg$i)w=|P6(ao5Z3BPB3}b4 z^%kazMFbRFr?5~n19!rM+f#$waFgV9$)+Re<;W1$X3=lboixFN+xsqf zy|QO$U9HK6iHN*ok+I@u6PXnv!cK)%rMHUM;}9;!hdylgH{0#?e@|4nb=(>ll$dvn zE*}A9TCDJ%{A^j08tTvVEggbzm+ek@H-BTx^KinhOq)x4j@Y%3Oe`)z5STJ;`BfW$ z8mC&ow-r>BxED;+E9aX8s1K(7Rx#C3fIJ&eD*Dx5d|t zqFk_s;>{_U+k>kMi&odMP2~TAB3G5nNtxoPPXbHS58ugHUmR+r#j`|-GT&Ym^5a; zNQ#U8H2)=@_=FM}Ke*PqAK>Kq3Q1QfP&4a`is3U7rUHYGKrg_5WiT;&`4>*)z^2vD z3+$2W^{v%id%Nv*^68lN+dy32*bbwVG-491LOs&Wi!9OTz9g$yhnqEg~F|J7#M>Tb(bzSzQTt0I%nSxlY zwXM2cwy-y(-+1z$4*qg_I9VB`ocbfb&8pTfAbbLBQ%Va5}?m>FHVDr zFh=W4pl^KiYxjl!m3!yBL? zNIy4lJR~Kn=x(3@q7eTE99ID@$!k-GVQfz@LUT}yLy}sXqc1M`uYlhXMoesv@}a+C z4iRqkGF5$I`rc{l&XI(qw5?+!L1N7@6Du?3#`#5kMdx5~IjDlT72STbXBYYcoCO>B zB?;kAb0IY6K>Z-z^aseNRq}{R39vb0O?DF&4n^MN63; z91H+4HT^_IBy{GhUBHWroOUiBGH9eX8O2m!|3Z>yoZ4Fj^U>MmM$At`_M!1K$2rlB*o-3q3aj-@|8C9}KHZL^-d#3Um86 z`773e>z?wbr~=IS&#&*1R+xgm&qCT4It>4vIkNxXnIjv|e>KN09l7`oF4XR4P1yED zCfo39sc1cHg7(-+dvDXh;`!4@l7AOfsZeb3RThkxH z95AcSy|+iV55GTi)smB2a~u(m)zWYJL)m*qPaekh?_Q$qzsXJ0dQ4k#GIpa z0Ze^b=EL@U-Ygn{B75I6RkfF@^1G=dysLxEF(~&d3gw~Q$E~k-GrTBvY&;d z5EXaT5**=T*tnN=Q?;S5*8tF)VRd=rh`pKk&IZ^+*OFFfL!+oy1|5+F-#}tZwiNck zLlt!MS3zT7_-%#qZL97ZyZGu{bDOUd^gHX@Vh%aOq4(xq6RQKUcz zAA2cDyp>QMcX}L=B1pV`DLBqZ{Kc@Ic8)ve%|u=MfOJw*fo>pQjC^1=z~9H< zt>U=x>(M>C9k(r?JI&>SCwaeab5fIQK#gZ%-3LojAyQGjV!(OCVP<@2fEd{4)D$+>0T)^nWJzeXA$Q8+PniA9(~y^dI@EEk8( zYCT#HA^A&hBxd7_#vogJsNGQ|<`*ub^{hc(AvV3qkey#g?Qq~Vf!#;B^B$ZSRS%uy zONjdkt!DLfwyd3NBklS0W>~P(k;BYJa{R16tOmsa!$Kf~E{UHGs>;$wsw1*Vb*@DFUW(&6Px5BVQ`ee9LIOiJwgoqkF1eNJ@I^#NnR?BO za;n-y_0y2ciLXVWck1s*hsYMzx1e60h1Ra%p_KMb!@h$Jq_plIa76;P#C*GK*w`~2 z>BR7Uh;F=9t({62*Vn2IdRSAe;Ft>L8#n$x9w)MKj+E>)It$474u!wHsQ04L-ioVn zScx+{c{#2J9%v_WvFONd=P#c?GH7N8);eGskERGFHrWZJiR81uW7(~oS-I$tz$BYB zG--X0bfa@yxKkz`W6paYclNo9K+qnTrv?3x!}6iCte9BQ4@GLoQNXDkk(l! zSc{0=m$=B(7I`G9=FgL}uJt-so;jz5?EAELSK2i@J^EFoI8D3VJZ9wsa|ne=FSC+SB9CIw-Gl;fffT*z7Ee3fVY0SQcx5WaFvpC8Qs3edn^eT9&FtzWDN3 zR$~Xr*5{c`$4-z`DGK>BW~r0VIySm}yayWO#_;1d>;N}S_xd?&YoGyH=VK#Z9nX%D zb#HC!Y{NKRm=^O(8k@G12iF;b*i33x_tcaQ6p6*vZVLy)%MdZ$=a}C$A(Yy;-~G2P z`;)&ZtE!EnKl5QhdR7SA7Sj_#i4xbTQ;t8m*^+Pvv6+VIhf|@ZMb|bXW#?eKonu57 zFShBaO77y%5?gWas_&djGJhDZ*}vCEE@fapHQZ8bZ3nC2i>4lQo6zil&OO_!t$E>T z@zk@2m<`5;C)~1SsG2agijK3DtIJuU-MV`?VX9fr^*$BX==ghWTnQ&|JR~i#Cl)m< zOV-c(Ag-EP)alDHG@P>X)vbXE8W&3p=VA?Q4px3(^9l9UkGkWP75mR5pWo!rz>EJo z8|3=GvOyj$uK%S+)R9ZZ=SJ;5(UdI%Yt0)s4qJ{u7*%0a%C{Sl! z8{p^7F)xqM#DX%O+R!yo^p@rCA$NJGCYp@-IV;ZkH;X!^^e|oK?l|*12Ng9ZN5&?V zD7u0h8 zR+2wg7P4GF_X_%i5$0Y7*i-N&j1-zQZIsD4ntW*%E^LYTXd~%*2qNPU5P(P9-4Z-; zSJ}7Vn^)T-55pY>pF*IhaPC(1Ck(4Z{O+gOfI4!@$1B`(tA#A(FTZd6?FTp^26Bw_iSQUR}PM zg8b7S8#5DccSXMKLvr?XnuA@@~(f+T=aiQpi$WBoS;X^HL)gD;?umpM`|HN+j__<5QVcAzWxQ zZ5b|FG_Nu=?`@y{;|=}nJXW0oHYvVnSmb|wXk7$wGMnZ| zzdKr+s1C?kv+zDsHpEWDqJD^I!V_$kyGsRM5W~UanEAt1=Qt;vFp!03Z{3F!Uo6{f z5yLl10=hWx?e+U}Gw)*m#=Y7g33xVw6F61LgTo)R1V;S%>4n&Rjz^c?x5e2z95IzZ z1q#^GS5o9@_&5j&(OIl=302K(;zC8b+=1lGiW+nY3)v|7&(CV_j9T&!IBOU=Dm1I| zkL#>LSopHAwslCtSS)5Su5!cDlYZ=pK!11j32oRmXL69D!Q1=qI9k zAqSw8|5s&AC}Z!pMR53id%tJrNRLScZCPATGNU}?r!S`G`>nF3{Wq00Rr_?3Tum%W zw51+V;Rh}{>Y`{fegu+-maq@x-y`u`P67d&j5C#!lzhq_o=5AyRd>@EEK6q<-1Xf+ zw9F&WlAMzYPN@{O37+Pzi?&(uIblZHf#UeEz2$cAK)c+NdmLPMP{?x*)f}P8FQ_^p zt^~=fz@cGkIy5_oxo~6$8;s$}MCO&ZqXmvCjb9CU=Hbdj`1|%*+^GF^6l7IDtWC{k zt)gpm(vbcg4$dN@l32QO%1fkemnjPca&2lotEj?=5J02`+IqeEjT+92hniQdqG?A} zm+Xj!4n9m-z&JnR+qK3`o3A~30*!TnNK>`^`V{dfbtB`?`+|Di!X9(nw$8KzSryJcg%$v4R&nyVc5x zCp%&bBePVQA=H)A<15=iCpH+^e!>u0u#Ol4bjYo>jcSZzu1UB38P3^uq!P(a!x!9I z&c(|(LNmGEx@)N|i7@WE)t2Fm7UVi^k)-TE7h#r zlpW2YmmIxEKzw}Pdc-5dN4&{myS{%I{vw%Evb(=Z(-ed$>~EHGrP>>4YXK2EjKA$? zl$&4Bj75G>W6~58fBrY-g*xXgJoJ-JtF${vi+PzF^|<5>I=Ci!OF~yl-9wQUZ4cs( z0?z3IOr+Bzp7$EfdztzgZO3+TX3A}!^QMs}6q~GpM^S+=abe1QQ|H8ruXWigy2P2N zt$QFTG|N$f!f=BucMC=1Afc><^BXQEV&qJ?(ba3m_QGq}!>GQ;Vl9nR5NpeuJl;mx zJglLtVr{n){~3YvD75utg(6EFLoM@>j%K~VZOu=v*4OrQ^%^t$ilk_Q%ZKydQ>_g@ zY^;t?nYP^;K{gK#busDDXyujqzZpDkuLWmF@=k`hxG@2){21(;9zLIB$AYD$~#z?*U7VYii|5KTI;4Oe|Q zjS+6d^cn6-^B6wl$r$Q>5cyvUj&LtMdmVY@00HBhZerIYE2u8$I=tXM8M^)hHpng6;JT`WcxY6e<@srAhv#~n&!9? z#A2Dj<*3rAZF}$Ae(Hvy`Xd^Lb4!qKI8Md-fj8ET(0QebBbfUuDv1vPw4` zgyLxp8RWNXzUA*$Yf-i~t?qTwjNg#2alAn-FrGV&+*l5{(T`3sh>HK8E^Q|U={>#j?RqS$?o@{1GP*_H*aGU@EymEVC=aNW7e3_C)4 z(uKv!4mZ%iCPUGqAfu^p%%RKDp+j$KY#8!0qJGy8t&1i2hjF*|ikaSXDR@SA4Mn&ynS&Nn;c zQ@Xf&pQ@sG;2z3x30j~=;~kr_Mw-jVUPfll@-0(R5O^(K z!r%|nU_rl9lzr7Jp^%U&YMu5WV5McDa91imRd$TCJ-WK6;x{6H@tm;G@cNrg7eAP} z9@IMc)#+=bbfWVi?Q;es^x%|)r`HYvU6=_6QKk6yF&`c<7iEk2*(K+MOLLLQ5*lRH zHsEPc!PklP^ z=>ZM6YeZIO&Ru2Cq*3fJKIUlkV*5U?m2YvqZkYKJ48umKy6AMHko;FtzfL~ zNy_t*hx;I)k7VZ^27tZ>_rD7Z7u$akmY-gZ=FCba)@rVH%!;IJEG++|#@WS{l$D!{ z{r{voY(F^v7u5lZ#OQIOhF)K5o|42CYgFnQAx0%52@VbZfD}cxX@mriBm2`QBxGm> zScYiNARL+OUb+8Sv9h!@ufyk)rUQC3NzO_?-E3&eG>_9*$K8~&g0mJsLjtbM6J_h3 z!A)D#BTwTn>{8nzY(B6V<+4xgT1e6x^bOGn_DW!)IPTl;&U?bNEwVedOGnf%$=$@Y zOUHZGFvx7H=#Kqpi*K+#A~q+Z&|yR%nnNUlg-f!>!kSA<`F7dWG<>kls85Z9Im zs&~TzTc-oH+aWO(dLv8DArygXujt1q!t-`=;5d{269(##)__{dRIFAy_69{;aie7_ zAsd;7KS)7qzaQdyZDm;0Pc%BnSTbh+F~(dCav@$UoJhw(!c;3T;0tNIkT-#AXg~;n zlu_^nM$j3H5+rDVus8$Rr8n_#5hCcvk}>QgoC`V28JRaSi-H*^ZedInt$J>zjN0Ac z^7@pOb7{GlR4NMMFVLMP6#pI;*CMhSQ1A%i+y0Hnw_Qi5K(SCUK@O-u6`K&Kxrg~Z zx*p)s3p%@vNGcWB??DDA^~pt43s_a`D7=R4K?c*IR}TfIx06wge6Y7{JOS3SMccp6=A_EJM09NmZm7Y7J1j3<_4n&g8<$ zs?nF6WN0b~R!k!K_esH+otn?D7PTny4ZDWfa9KWW%c2-O0!bY9jzgh~4vfejGX%Kb zCaD3~nfO6q04i>6%aCCXw;Q7f%D{{`(m?H0q)g{BD2SeL_c5b_a!%ML?he_7Cu$im zmp>+bRfRAhBsVXk%*>%CX~}53h5r|eT#zgi@x2_JsNdddV&UY~=|E9dT%9|nC z5fb?F_kJE2I9n-Yo+)k3BmVOBcIoyD=($lA`;CVdGfc zS}AU!S0ljV?)=9tqGu?8k&g$DWa_O#s&V;S6ZPR7IZ9TxY5Y;|2%*<$yazIOD7_8g zFjE z#16lHq4%`XXAsyS5k}2lwSO+OYmrv_(;~uzn>9{XUoD)(-5lVT$4<$Zl(r6rFq(;% z%YL1GKkb8Tp66R_ou_(fljl~gZKi3XJ+xlNOQTLOV`M{LsjRDgv|c|Ca<3ZH)d;L( z!{-aB45>09($?0O(pX-S(WpP(1QQ1w+2)vI@#v>zBsOz5Q)h#LmKzkC(*nU&WW|G6 zsESeXv|VD;@(azIVt0e^$UTk1A&G%O$<2c@)A*C5+97z9b}SHH7o;j7FaSyyBmkw` zKY09u*FSLmgWo>{AOS+b{^8rdS_1;ml!nGnfZNxYfyQrP4FL#MfdIHhq4C$+n1%|D zz~-J9gsMw(84ZIG16c!M0EqwgrSLS8^yD@ghW$qc!2sm{Q5gTIn*KmMc2A>W#DDa^ z{Z)5^GTI0r{&VE;G@?c#2Fm=S_iGS=WB(Rn`$r@GqivKiJvVcp*w+SOa~GPS*nj-n zGbWZCS6!DSSt`niIv%r6UXVQ)rx${~fY-)vZyLT8zthpWt_UK;odI{)2!|;Vbo7a| z-t>nvasfWVa!k@$RIbHw#7l+;ia8NMr=cHDr(v`4$lflEkfWJwX&={|$mV;P=-4S~ z*nVUv7-3&>NTaGVqBIJ#7AfqBcp2gi3Sm~{;F#UFa7$WpoKQY!8Zf95YGucXd{kzt zBiQsvy`*vQaLZvhWm4p*;Hg#v@!}d(sC@IlJ$n4ttoOE^NRWW2ngZT+VI=> zKSb{ef2tq_AAXm{B1J|wtoP2<%uNH{e zElT@dX!I8&*sjGylmT9rE$pNzl#a+?J@oV^FJ)1xV(emec93uOD6^M-`>y;Et>Vjg zY9p_Du7Qr%iHihgfiq19IIRYz$Y6X1icWT8?eB3s3xF&3guJn%j(Qrd+1NINoKtx8 ztk@odh6U8NChN~c2X6n$ThsAYVj++(aCLu~`Hc|)Qgd_B>}_E)^%C%od{iWLSQkjccyA$i$9y+{H4G*D>L0J7 zwZ+mC^28nfbV`0gob=^_plgHfY;x<)4o4~RG}UbL7+o2!@sz0tgbZWJ6}ExQDLCPt zj!`N8o}_N_Ph+YrX@C>IaY0aC8@jCMDeZ&U~>FZX8mu+5_$jWR4MSm{x@f zewH4$%|)z9UgEDmTNN#B?yFVNPOsi7*KFbyAy*?X^S;ZzJlXHV6We;mPon_})P z)+!iKo+^btF4VjkzNFSm&vJB>2mC?axM=yTv#I5_?Wh&HZg~@XHr5R=Uiata*K>*MG8VAc z-fRfvD^lQMOx9;BG~W?jHV;L;1KKJ5-$QGjnJ?T$+^ZXy`aXe7qY2BO^=9~5Ezc6dMnDx zd#keE&XaDpSS+*pJhnA|zWqzqU7$1JB~}&E8@C@l;*}j!x6?!1F_;j4sN6>6b>{t* zxUu>si}2^=P5{u?h(WwS{#<$AuJl&qwM^2}+4J@@bWvY`U(olr&4vE6@yex;{dv}9 z#8mF|t>=oLUfIR#yVJt3(I#H`nyCxJ$~jI7Kj)G}=GKeL<-Ja`!bgV^D2KAKDuthR zS%k)~{%J0L=zIqAqA3FJDPqqnoM=3LuDw`T=iwsDxF270<=(jM3%2$DBP8V5)`ypTmaY7}@wnIW;TL5yeK1UG z|9Jrp9Qsl}%D;SBSU7a8Oe_65kn?e2&hd>pou)WGk@ZmcxHer>;(WJgFjO)pp>DVi zd8c2?gWb1@R#4iB1?bp*K9pPQ9D4Wfz_L}Zk_{3MKKR#memwbmEL~poy&mtmz`RFX zogvzU+j+n&zqJY+cUruCtXz3~f8MxBeXAB~5BN)RFzC;>bN#373x%yGUFLrePCqy} z{=eX)=4RshAKB?Y0u-y*{~;=Iv$1ge*Qivj4d*Bq@MbSmm^8uG(d}8Q&9h-dN6F(l0o9?0 zv}8lqCbeMueII5MH<*Ba*8oq(ao#vvepDvB2t|3M)~kmJyGs;R6u{w60`kiZc*YCc ziMsu3=UYudhA#;Vn@Fm36SYgwH-M*B+QWxN!fJJQNE?&7=aeY&Ey(&McCFE3!f*eu zr+PG<=BLOv<2$&&Vol`Yc*GU3YD%fKYBY!E!eN_2G~#52zt{beFDlIMq9!!FM$>8g zF%!4RoS$j(5=af(brWjIeF4W=fxK{iTBk-@R*23v6$eJQRb56Qc0rDpdk<54_fvo=11YchI=M@ zMj64u-LkQUw}Pw@TH*}UX{d5= z7AAOmqHX9CQCOh_^+{S1Rn(hNoP)e30(&C1r2J982C1ti0HR`psMew~dQ@q*DtxhR zv}G8p5q>NT_FA=$O^%tf5~mcK0@--EjQA9E=t`(KQD_-rpUIihFDfg!R$ghoPm7U6 z6mh>&e!ai9^G0|fAD`^_634N{=5lmQ%&pwQ@P>UJg{3kJQ~!FY#bN$^cs~#2j_o6S zS9RE#j$t6kJM1u-Zrb|m(%bxq{-ngI0j+`e1>p|w4z^v<97 zkVm#l4F!~44^k9hkAa07)%NXU;C%VONul7}3G6LOGVOoOt{qrf z?E2|GKX!LSc1F|tr3yjPCOhT0qO+2HcqL+aE~Y_57|!xHF#ko9J>7`VHy1-TSAR=! zaZ4>faZ^(P|6QSq5I`ELqZOQ@;s)XY(MlyO+5ot0#bt6FPYC_vX?ET@e_Zl z1^6xu4^StijICL;NU0L1_z4J4Rb;d$W@?zswj(ckiiS8VJ-qG*bu~;Xp2FOcR~3Zq zbTFpJJYArJ2W$Z*e8#M!xus=DL;cY5>}GLO*l0!j#Uyx`Q;3K;Z1Q3e26Qt`h&&ZS zqb+A4Zv!^h#l$1EX~^KBx#hQ|pG0T9iF&A$sPB_dtc;FD+h8|xCQ%KNQc^>MvW=q} zO)8MB-8@a8^q>39Wv8paon^w^>g3kY8=CcAhHj!coLhy5((=5JtX;{ylJUkzZhUX% zo!DxN5rs$XS|H|Lp*Hw2gx6MRH{K-^qrc&F(anM5BjX+!=A<6~#_GE7?tu?u0=Oe( zTSYsjlY!IB$$-<&h-6**j@_y%_eRHWM>tQCN!c8dE*=xf!Q&wZHRSBj4P%8C-u`79 zS1i~4XxxV+DGi+wNtFWN_U%k9<7spMAB4w3QD;0?)IG*|T(qvDUItzXz%hBoIXPi9 zqpo&F8d1=&LOZi8mcug#$fVJ|_ax({scjM|3h$mGy*5KHv)^6)^YTQ$)J~J?_i|qz zyb&KFAamLxL%d9n@XBNy{fC+Hb*y)$1tE`}d}oe54#(3#g+CcXE3^45$M*;R@uY7L z@=KxaweGd1<7$Dy$wCp#{orMKpQv5rF$iW?m${*A$_e{9Rt~THfjYReUI$Ff4lIR+ z18EUY3!wW=V~{dp28MSR@o5m{OadqgX)v*uooYy|)1KvSbMGgiw?sbV&k!ym2@mXx zb&+&?7O)ipwU}OGxM!pcGace4N>}f?P@#T&ha-DKx6qvcv8-_$AgsZtHA6APh=T=; zBFbsOR5^H9KBgQa$4?42n@Z&B$?%B+7@zA>5K12we3A<@nNA0;=a8pew3O+Zq?3%& zOH^FPy|D9zSiCk{U9S%rdO;#4iYgBO3iSO9U;l=o_f`SPpMwS>qVs=XuJhHuR%GhLPrh5hl4-0 zTE`rDbiKEV5X8*=x>=Z&wf=8*sY!^t@`R{|(XIJWH*+qP}nwr$(ClZkC}V%y2Y zw)O7zR^8S63theG{;GQ(_QUuEVp&Xk`9uyJ?R)>DvYg-!+0ExbLXuJsqHWZESN0o% z)%O+dL>$lT+m*yNtZo_vrAA)rVN#0=suniYP}Le>#wIQ{)cn`HB!j68EH_n`NB~5Q zJ14zM)P5o!Jjz>|MqMZiOVDDNPDP_BN)IcZ8^Skcnb?wVxX_RZE?gkSle6n!4ikL4 znIkOmJYvl9+kvcs4QWt?|_Tt@kOl|f5Qd1mw9{^B)?&cFN?zkS}0|z&T3Fk9}?w8IBO38R=i4*Os9z3ZqW7`3E}MKC&b8O$+89^pp@kV|M$D*n&<3 zE}$ovFmroV*y+;9HtkWvr*hl+oeM-)| zJ3KsSjRA%Yauno^pf1D#;{CD!77n%;Hu=GBWg!@#&2!Zh&fm;;)xJ(h$wIX&9v;&; zHXJEH1{EhciN((Sz)9m|Fas5nyXh&_7-@ua6{jOhr zQhwP5jefqBCd}MYdpfRrY8)n)9~nnc&de zpH}d$J3S7ONP&H`f?WjOpc~J^CL9VgkiCw3BNo{ky2q7YCZO5zxrl(t(buk3xuNr} z9T;~C+1fVOP;{@r+mx2rYjQcp4i|?ZBNPIt+y>U5V?$Db_#o9+77%Q< z2}AfE2Jd9lJ4-=93K6!buAu3tO_Hmcrw2OEYb)QkPjU2DY{AE?7;xnQ7?I9eK;X;!J1o)__ScucqQl4z6FyYlcq-6`m3bB?>A5t&5fK>L(9A_7IJ{ERg zVE0iSDa&OR3LC)Dr>A%nHB}6&OV7|n4QzJ!9Wy^RYY~-{S>bmK&)})L;lT@0mcBEW z^dB_xcIKh9uoQ8LA1QA>51z1!`RgI}7M2-$fp6z@d%>g3?gc@G;Zj5VRHl_aU3|b- z`k}5JURkWdX#Da_PC%g_L>c};?SSnRVsQ_EzXIMqCNMZsK0-S2%TCQVFw$s2SOz~A z==~+Hnm*V9|0+^~^~I47n4ZHsjygAjO6(;G)$#OVvfmyTdEe0Up@t7!#?H)_-a-@v zLDZ7X;7w$2i^&;ZL#(@>#^owP59Jq3COKZ_K$O4!OC{qG2a zRMbDzuTO;P^d6Fm^a8MMXE@=wT>-~%%-8BB>Dam{oa-(oFPmh%+`0oE!aT!i`uqQw;=tW+ZAknEo&~_~H^<8Ih&<46Lx*(V``|EmWuEavkyNa1xn&akc zy?G_0WqG7lPy|t&+Ilyo2P0iwx{vuv0q`v>be+ z&YrMd`K|5j(EBVNVU?DADoH8zHdEX?ou7e60~5(1K>QL;xDx@V%eY5AQbv8s=#djD z8Re!;2rqdF)eb{M_uwj-h=9U+v6fE?aei1wKE+_zk&v%ZOgqVC3bZg*>3Mih4E3Sd z@XfAd?_Se-p=Hso1J@WxDMJ1Jzk*>Yges^7iGkTlbg&-DzjK*i7d4IL2v+o02mHM< z-5bLPk`SC`7Pb=zIH`gV546@*Se|vkRA0gEgMv%G3A}1l@8!Cc% zm@N|dNfY`;qi;^p>rE8A!L;lUIk+ zgX+c9o&2@*z4W!-Z;W;Psa#L+)))W&!;!(2|56C>7`h{uivM3&f|x#;rNOP z;XuIO{{D~8rRZG?e{;YRVV}Buqv|9rATomyzRX|zcdynU=winZ6~3B-29E^MUTen( zckg@_SH6jl$k#cTC^6)OP?b0zB2ec|JK(DhcsU`%MFL18XyyAn9Ux`{0`U?7582`Q zgEeQNqIYZ^sC8dAM7{vj*AO9k?p+YXYwr=UhJO;?7;ugK<1IP3E?bNqC=~2+S&fr+ z<+M1YIK3 z#&XudOua<79VElY#d{hO0Xl|S#gN0IHOzlEYCnbb!~%X zZI_NEcck1xe@$<+xa382XyYehcWI>c30#uXxO4CA&jjp4cGK7&s=tmaOrO^b*XYYH z!z|yz_V^mZfh3)FVG^e;wlum4T6QSJyTS|;ff`bRCZ0Ny3PXG|E2%H3-fn)bPFUn^ z*s$pdDYL*X9u{t81r{NrADoGSmCiQuswZuSNffLU4Kx@+V+9A7%=6V&YO9cK-Wi1l zX5&S^5;Pss&jtMNt*#trvJR5AaSYO|;m5UR_?(}FBSZO~x{jE8qu}iuKPV<}i`9b& z)`qhM(=OP|_4iVboIR~N26nb(`>c)dXl3VWo$|KLndXC9!}d$}qg{D|Q49}J{+!Gx zjjawbDnSwcQTfFiX5LHMAplK!D~wZp)CJV%RxxmP-Q-Og6Zs8j*`}fH?I(gFKNy9h zUyrK7DN=8@EE;e83H1OdgTx`9UxXDR-P@Vgn!V%pu~X%zgnbIf#;Wc=?d=~hfx?pq zYa^`He&K3{39=^6Q?X?o%?zv@S-AT;x;!}+RJ0ZBExe0V=$9;`l+a|amRqf2S|4E0 z^B}eIG3!C37`<~|5_!wnOIxIa|IX6xw|Je@xM1`Q_x5>PM!Sd=DS=nQz~RG%U_|3L z;r43_ECv>BH^uFoq=f>(;;|^{wP0Ptwn!mI!RbymC-plbbw-C4&bn9I8bds5d1g?nxq;Vm1s^>q?7f5=5WN=nesq#TK3cXcAknz zC38D5IN-7Cq_WQFt`5AJ>KalK98M(k9!TQp+6(90HsSTZlP9vtivQ$}%4!Ymfsrfz z*_wk)DG(}~V-EpE=?D%*?Mc`Nv4^~qQ>x$qYo40;h)q7J+8y%UR`Nx3|HS>H5Nooq zKHjP`Ae-yx;?u5|qAeK4v?n^KbO%m8JtlVmNx3&L>&HBAW#>>;L-X12^hm7hi7(4P z0zC^e`#ii^A9^R(jhJG-OVH1$tCSg}sZ8iPY?m*JHy=#n7IlYx}!{t`~SA&?FllUZ2l1 zg68uDhd2tr>z%64`#7+AE|T51qLz?ys> z?Uk^nbgczrAET)0@3lBNvqReJ}j8UIR7wA29O^yc)E-~jzvIYKP zxv8cmHHwoMZ=^Ab7nHNPAFK|1`T<=+rCX%<=Nc&ac%Vedi?EGtINc>U7kjfkMtW-RQ)->-Sjxo zd5jt|Iu>5naUp>}!+4!?yJcvfV={G$`(fnR|AX_*qA|EZr6o zC&gdoHfW@8h_1QbeBbQ)N6psSI2~dse=&JJgVhCArljN9Wq|koz1;n{T5gvP)#RUU#w_lEDM(J z(wy#fw@q67cgbw)pjv~cdv4qtk{63|vsVA7ZYg@rl$FEfxoFO`u)EJjL9BDbyki^@ zp$;CQc_RV8|0crf+f}O155-0Hi!yG~U&L;!zFPa$(S0=G#Ian6Q0*6k z{z@!7W}?VhThIr(=XGIZkYs3lk-VNaVeMwj+Si2&cm81v?nCUMu~HXu&6m!yk0U0q zZv1LGG&G!M1b@(0{_#=%H}ZpV8X%EeOSMit7V+KUGowQ2Z#wu?6xH4hpE+hKFZ<`s>PG81WC6<2Ot5`R zu=j=*Ag~({Uyvff!!estY!={eD_QXJhxGC=;h;f>4bA$@2<7*@C%9K?ad9v2M?&B5kiaZFKc~vfvb_jZ`?q%BC%Tm8 zhuao#oVKN?-}-aeA22tC&y{N z$mfsOm-2oyglkDl%t8NSn0$%YVT85e@nVA){i>vcDtpSHWV_Y=-SA2Cp??6-#|26l z{)PJbL)af~8*MXj1`$`tU*CfiEnxDx{Q3hntH>GAH{{VT03|6WncExq9aK8@g8+;V zVnG54k(wPXO^w6TO^pb0@tIP0IPaM8YB9bF3WzblBq!S-d>fg`95h^6{W6p7^tG;7 zdmLP_JdT){vw@U&+KS~8ca#UgOr&_l<0Z5MQIk3zR88vuikF>8n2G~URz%80!tb0- z`;IEz80)z~Tbk%yyI6mh0%A1}5Z^lwKE&FuftP#b!|UfMfm~B#*m*zdgJb=(GNMg# z;f~R-!qm;X4dY!Aa^03t_B8q!0n$Fc%&r_DY+z%%YY095I=Hzbw4D6RVruB(rl{a5 z@{kk?8?{rJw$MR$w_d6l4A42+@K;8TQI00pXSes}oW$Z6jDq#n68X zRb3e=D?J?zj?xcy35-n}!jK3qu|ShmtVg0?01y%nJ3x6 z$}obWh2KSU&$-v=5yDpn?{=!tNGO|8xFfuvGJ60r<`{#G+sREK zpAqO&%=v8%TBp?QJn44A8VGwA8hdx7c&o8-)L>fn&yN+vy)mn76UDzvGtr<o2%#2DMGnmrAMR|R_sJvIRt40sJysIj)0uybR#*30V$>6?qCS}VmfpWaOZXK zN9^1sz|k@0u{w}crCl4=D*#GBwZC!9sfe^_H--A2RIpYe>TotO)niT96{#>O6iyVn zA>Bq&61kKt7}EQL_K|n7@NHw6&e|UOy{`?w7fe=}0+M1CnB?io6S!!7M=Xl~;1@k< zqSfaHjDRIkah#OriIY_32}3qleIUeL<6`%+>M;Jo$e=qu(Qi8^AJIDbrs%bb2M zh(Hc69Xc+z4peH`R6$_sW;z;GEq1Bp>fpV{tzsaQD_<91>@wtP4At^<3pJ1luZDV) zH4R4|%<-G|wx*(4%R@8n@Av{#hGv4#Vpe!kDM4|0ZTAa@{_qx;WOs?K=&flwqwMiA zt|D%5L2r_rW~GeWb6K{i7=|NtE!hHKXgrGeUF>=UMBzt8!fF_q=vUXd7^8D=#5k{x z?V*!lak>ho<&#&b2XC>Wf1DKCRAysd7P5ci7O|LqNlrCCZ6V^sT|}>q-?kO*I`7{= zao|ty1mrd{w80&*+Ecjvz1H5_bh1&{3Axm|nV4MSC*2-#Yo?ntemoFw{d?a>%rHU|@<|9hJ>*CMbbP`qQyoE6(iBJpy1k{0iafMf6mctO#f z`CsIb{r^E8*|=E#YaW-U3GIohwwB*Q%3=%7BWez`)G$s?+!PrIrEE&4*w)mtY%i5# zZgmaJ9M*usp-+I!k6q9kRj}j73-rMfr|jDkAYLG<^6jwFT0{6sG!m+jQo~it zRp;sOamivjD^^a{>mw?EM@0T{%o09gnIYvVVknXhjJ* zT5`wrT|7*<4pwPAt;#WM+b{35EzKrlih{wQTdPkOxpMw3Vv5fMWJoQ@8Bwi}Sh+fr zSfh&V;m$|kDClCGFipNJepx=Fzc}r4s#Pgk5M94C5>ZtY8g%JM2}Ukdx_Wf)n7Wo% z^AJ#}0yg1h-AT>N$V)ECnDAS#Dsge7gu_OVFhJr-qtL4U2Y$Jt*wxu~!R5Tk2g{A< zhkLM2JuKqbnk*l?6d@M5$BVQ4QA5o7m|Ltzz5%r`5wfyH>EH)?oqm^Ey5u4PsYFc- zLZFFXu1*Q;(@%TxC>&-%IP~-v9 zHOXfjyzlGB0F0@J-l*phabwiRtUKa1W1rm-Hsf?b35tIb3ogZuN&2ei ztlLye=RT)zz(+tin#A;I1sSr5xx`bIbfCu}5OCHwSKM#&NY9D45#*gcXH5Z_YYlY= zeZvd_3;!+-yo2+l001V>5sO8%^9>4-f*v;K$8mFWqDL;=xm~Q*p)e7Mh{QO80GT0kKk*Kxqe1IR zHQ9`^&4Y^b;>G}@4zU8n-YfMR2`WA5x3KW{PmXE?*R~c{_wY8bj?O}bJ<%GL%{5Hg zycWWF9#i|LO}!~2CR%E(g@!ge`-nM@n2U?djd7|QKSBRM(Xaxw{5oE(1=osDACk$1{D_H>pOCWts{zx$IWoyLOcM74xG28u zPrhPvRxmpukz6IUJ=1gAJ2;gZMXwuOs2|kmIZ+mR5~ik!{k7DXq_H7+2U~3r z)hqUMf(jW*jg4<CMUL*i`Nh(uMOox0p?PgR~uKTcsZ}#gbcl*7$x-&Q1 zRdt8N#eB;~HD5_#9>wB8O-M4uS>d?Ok;Oziled)0zrHPCbl#V8V?K^S-~K1vUyfN6 zZ{+rOGW(}Y2qMQ@?{a$25rKY}12$7ThEDUvVX*JuU%ui{=Tx&l4jQfqTytW>=Q3=T z;VlDeRdia8ghgD{xRk80ae`nt#}E|8JfOI&$BmtR?9qK*wI!{vvnl`vZXWqIXb_dv zi15dyEOn_Bva!BL!QMsz(>lP~Y=g;@9u$~rP;Eo&V{@sPV8Q@MJ;Bg%hPe{! zj7#CjGcP z`g}B^u?bC(04;}_kxr#HF~LiBbtf#>qd-(%a?I6N_1N+py@s6Nlpf$=*LnRz^6+B{ z>|E?nVlnTtm;r*GV?@Pve^_RTWZeG=(>b|6KKq?C!}JV23XG2CcfFYO;m#?xqwO9| z;kkyHaW~7Xxq0?lCm^=>GpO<5Z>a)hTd4kFYjAkub^?l>Te0r(#i;KA!6jv27rhHA zQMvoFx>OIi)1d?XEtM1?!+>E0m6Krk3DGX(fcVl9`bdp(a4yJ0!53D^`&8dfE=Q|Z zu9emed*00ZGw;|!K=<>?U|GI}einbbW1cg7m4UX?sE*!ZfzHIT$&N7t5j}To@lf)n zs2@@O=nQ868{AxW>!D2VcZ(};-{?{yaqc)O&6s8R}+W5@=1!ExL*HG*8odxdpWyvBi+%aG}Ap5crmNl)=s4Tr`bT-*$ zK1lm=LyjW+EH#1ciOU-Csj6*3$FT;20|l_|?(NpE)<;M&DmG7Qe{H*#G4W)wBpj@n z7@QERvW_QgaZ!(*$-=5*kZEZtm3+7nkV?7$=$0&;0>{kYrE_&M?X7fgkj z)P$h6T@eQ*`T4w&iQJ@3zkaQvHT%hR^0@to^^-nA+0h*6WObl<8+W}R$}ehL>3nA+ z!EtelaghQ*toH&$#rMrrgXez5Vq>3y1O&;2@L3QI2)th%H#={vJy?)yW4-bLhHym*mg z(g59dnn-zHr!IT>m>koRR&PYCfj>*-s*8TXGm#&qP~wjmk$b#sVFh^7-Sf4oA;lM- z!KDqb(xA#!dTN0b=Oe)JGku^!(d*|aC#sSEo|U21yT7mN!8@cE z1Z%FjG70z0KiWHrT<;3)TH(-wLji2><)YvVsc<3EI&UZUttjiyC5$Gg4cN>}=8Hp9 zf&wT@lz5~6Nf1*3F4Oyzyg?91+p6U4cR%6ojH6$Dy zzm_@BaEW&EGA0e%u!OfVO@Z^caV3A8c#tUg)O0l3x~=ARl_Bv8`?TU3CzOR?sa0C6 z@~I$lY7}AL%75_r6Cy2*LLL{LTR%hh$zPlW@KN;!3ggCC-t~@X!bUfMD{*&W`PwgG5YC-N z{iDb`2CwN(DQ-{5BT+|G{{E}Ky2)8^}@^Tu4I_vN-0g84p-&Bb=ohtl4j zvIV?=6LQ+P#`yY_Nje2ws2hp!dMY*49kNMu5UR6>5={NWK{e9em^@a9glFIINM^ZT zXO6i`e<{$LC9%4vWYCM_pEf#C(t{klR9&9>o=EOM!>0R99&W|1@1b~-z6?ca#bXx! zGB^~aG1JmP@SGY+5WJXn)A*tGMu3z(a&Bq{hNRC4J6Sn(z7Gt`sRR}njiR^DDVotr zPpCAHU*ELDNUS#(}kw4t62%%d&MT7<7u0jKkZ*+E_!PI>v$GLm27 zOU9&cwdrb?jgWEZ(xJdJlgE=1*@$@Sa-&08cH9Ghi<_Xul3U*%{f>!e`Xj}pm$#*5 z=>z#ko#bF{cc%~`R@vTQm|D`C3CE$+@&{#3;TtoTqbN!I@qN1;#=AmL>Oq+4x-wz0 z)OIv$heQbAxcN7Jv-k6*S-9TaCTgAp;cK83)IhC3IE2X{!65ZwZJl}Ksb%fnip+J2 ze^k+)n*vHXl#N`%z><4NJ*C{QT-;a2it(1EJx3<=B(baaW<)eg0IZbSP2XsmxrwT| zd@Oq{a}DT9Y#q}!kAo)YK(E9vWFI`5eeU+Do4PtEI(NwTLWWfo2T&WE07OmOXWx(O zstiwgVLjJSF_2rO+eLh&wYJ|JRW|o0tbaeh7AkO(H9mx!^4FNzkx;;6;39u=H<@ z_8~G%TxxE3-L^^@8ep4rCf!shm1_gf+`MLQ)h#z@NfFaBi`G@nR}FFV{&;klvT@Aq zRYPW;@rf7*BRcoIpmS#%sPbA^(47}Um>qOYHJPh$;*TjC`9@?`eXI+pnUtlTtD3Hs zx6S0@jI6e~IqgkxFb%4=`^>BPS>MsqvSnnkc|a4iMh*|o6S%R!{dp$kk~BGPaN~o@ zfmE0~2PF+<8>U7!jNGUrH2t!>yYf@L&ue;%Fk-o>lRNt8r>l&@)xD3ERqCRRjOJRJ z2kw^7&Kdvb4!ZKuVrq-`Ml>CZg*Soc4m{opot)XRmmSy6Ydks8aj`;JYCv3PKi;1n z5UP*h(i^4)>>{lk7N?nWcB`dWPd#o2|uv}sm{dXdh zC<^`B7<0v=bjg}B%0|I?d(p+2Uti_reDGpkSC@Lnqv)Mx12=Z31*zj+jqJ%W{# zGMQwb{AJlZIy|$i)EJX*VV-jC;+afeyV(VfHcAXnL~faS{Ww1ZBN9`LsD6DTTOO~O z4~0u_kQl^TcgUTzXvR$_;6LZ`kgIed4Uhu$iCUe9Y8N$f5HCtABO3sWxcA$hj{vku z5bXZX0`y7rWP(SmHqb6AWfF}K2$*vQ zel_i4BOCG@Ywz3(50YQO7?cJe@5Ml`0~=_LOIR?5e3EXDbleL^hIQ?CcL#gwh)<7XMG$qt5^z%?41pMaO!-Dj9;y2Et&JW7b;LBP zvdu2xzu~1;T-~%hL24qt(Zu^~4ktFsoH3swJ-?7ow9fA0zj57fzDFpk$oZGxv;y7} zCsOteO*6mF|Nb;iA1p_ULKXQ2ldw~e zKfQjW&MFKpbzYZoYgvAsn?KM zpZMd-KdF`}^F8`E|Q*s!f(!ze$MX#D0IbVKfnS>-Mfx6enLGlA>A>$xB5 zQ8&q|dgEc8w4P;&(OSdNl3@Y8*0HNJuo;~G9f{2sn$0Y z3ETBTnstwu=PB8N$bm=Lm_5Ze110;odxGy)?qO;^l_nU6eQ507)xi4L6iC6+{uzQl zr-H_LSL&pnQFdEMmC5aODDvyoBgQ?_eR}$Z!(Qiug2&y?E3lZN znw$VIgTXhWZ$3o8iLE04!VcN}1N&bsJm>#s|HH!mUtg_hUXZ?MYOgQ0lUMT~rkd-7 zv!Y0fNTS)Uz*f-EWJMWZAXKHvatt|5=UnH#ulY#9p#<4M4ZzFbz+!{qXlP=7E5F#i zUIBZ*_ApWPeg1ox?9Ewu-LLr%+o!pw#3r$^SXr{=x~)#%A8tD3I$AnDUf#V-HsNt4 z%>|$SX+Imj=iuVmgem&0iC`j9tQWiTuKhmWNv2=K!{d_@OEe^L%LW3tW&QN!854-I z*d|%AJBK&8ygny2S}uDp+<2wjM_2!B_RPCTZ4 zdyj>k$Fi4MC%8QzXAu$82KNuF9*(XXw>PFY$EJOwP7&|wTPy5sCpLEM_B*DZ7t_Bj zZNL5@8IvacJgxR`GEEuq`q=Hkt%+LL8(6j`?&Gfs8Z7;aEbv$&e>07+xmZH6C*e%O zSxB%@%}H6Jv1c-wd0E1h7)`RAVw0In{<1JIqGn=Z2O(p-m=m)^d1Yly%Nmt4*E23< zo=?M>lRt8^#CU~d4Nse$FgY;8W{FK3n?pCJYW?jQrL|CJc3`Q_T$#o(r)!RHG^EXX zjzu?_u{C68&dHpKg*Tb9HELtt%DkRNFsEpa*_gR9y2?z*s)dM+Whx$iFjH^(1Mvz+ zfknXh1t=*K_ZRmP{}Y>!GshNh5x2qH*~qIZ&xv~zLX?j3z5#Yp@xPkJr4E~H58F~hTbN46jJ1DbuNH<*4)Jk^{Ofum0v zWyaLwN1dvi+S44eXV`3T1YCPg!ju@+d+t8LRzgh}`hJWX8AU146kX8;7(Lj31sK%i zSo1U4t*%N9>)w(Qy%s zavhQa0TC)!70ipK{CRY-$M@^C||{ophM6nTstBY7l6&fTsN5A(3+ zl^a=#gDW3s;Fh_EFE9=J7tBY*oD^PA6*w0~Rf?SC5-G{B219i5p$Ft)axZNqj=-~d zJiA#l2TeClFzZI`7Jgt6`46u{@|%MQv!+56@>e5o^0~`YHukr+zi~e}#U-v{PQQkq zH+u0o84P}7FS=We)vsW1zU7n%bTCN1gxrkmxvIZDt<3byL>R@L14D@@MJUYCDlQEt zudS2IS4XVl`}FR=L-qT`wt5J!jN&9tG^{`AoZs1_N_V8Lw#^t%+(bY zGnc3+pnk%-h74mKv;mh_TL5UxqSnR(O{4t@e2pNV`kN3JIenmA=-o!+Tt7oiD9)fm zY&m-^m-DQvDjQCjje&<;FCp~h7_dIYK#Rmj`K|ews0_lCLj^{S>guTk()uMRryUYB z`K?@&m4OX0{d(jBUHO}h7;GZ4y7xXjhk;ap>=N3$BYB6g1*Mj)nxK%YwIV(C^SeGP zC~Ghvp(ygOpK5wSG7N;CrEPgD<%&c)nG6Wq{Uq)rFGGE|xfZOByOvdjb+Ck6_4zFW$)m^b(5d=ajbSe`Ux-OXR#jp)JW!>9Q3kW6N0VDsFc;n@fq+=lFyP zM?%NKd1m(rkTa2z&kBI_bE`Pp1Sx}7pH#*=Zp508i1_z!l)%A>%bWNr*5{M)tc%n0(&JS15FGQ7?(0wnZhv*vTy6){_JU+|cGK)pI5Yb`->}uG zT`cZ`KbkZhs^H+*i(ohcay{Bm2T7KX8wzsTsRy|R$?4GsQc7%QY4*NX6L;)tIEsHU%e?6XQsl^U%b{QE) z4K~WprbU7=FF_lljDSfKzlxSag+N9#ZPZ;u0L^A&7-Ck(w{PJ&wKfU~ zsWH^vnj3e2A?Rk8CJD|NlggLz?a&11K7-)UbqDx22NOhaW77o+!cv>-7H~L{QpZCE z+Lb87ms_TZ~)VJvNSRdvTW7f<)d2`Uwv4nJKp6Z+dE{eE1_8(U)LrV($ z;==htZRexJ^Ewo5yw6{%6c}$(uDO3|j>2`&$7j!pA%@)732aXj6BztH?~w6=h9X-u zKTtu1auu8e-PEj<{BjHB+WKA9Xn4xHh5266_;27D-ecpa;DRal5rPZ~I}8Y*{3WuB zO4SF5(`yLTBgTygA#!nab7G>MFG5*u2eCVpx0JMVb7fC&fm1MEl^M_5&KiRC-`2c~ zT<4lh#5Vr0{n^@wd3F5pV~&LjaG4+mww=BD8p%0yV0bm?hfa4{%AX!wu>5#icpU=a zt!rp(GoZSYqp4MBH?S3Wo%p8dZjX6C!XL$f-2w-3XdWom`_t?FoinCU!~R6*Wkk_7 z?|ISi@Kd$*RnMBufsQ2t=T?tAOa*J1xh~O61+5nvBlbs!WTK+1UKSFblj0q-yu7ST z1X%-H^`aIA>cx>pKg@(OETMGu3MJjYX1!^}e6ZN=cJKSb{WD@ns^XarZr`)+-cX&e z=HF9n7zSt!8TNNtn`Fd-LFLu&fsfUZ&ZrMTT>R{=end~S?q+C1ZG2FX64U*KCDb|5 z>cgLmg~-L?DGnG)=&9Io!m$P6sHfzVqzq^>bM&B2qF{)Bs4F-RiFk_E#zV!Hw_*|I z5{DThN?G+%Ql&Z_4W#YCs}a}j1j^9}>9XiE@`V`VEb7;yR9#XE3jqzCa;e1=HsUjN z-XA|9@E&Dz+Jpup7PkH|`F%d?_z%U-#4O_(XOc9UzR3_Bi35%X+Jk4O3!b@}l+eAR zqL*|`k95!sXibD(`@|9$?hdM7tr_6g4BF>qKw9wjzR|ewWtrX=O1AEv+OpArP!MdQG-|f7 zWvQEeXre+VQj)HzRO`F2%+ScpOv%kWZ&i_`I~E;XsVEYl+|g)*SSNlRripc~z+@FN zv>1VAu@!H2?Pwk}(TTo@TinaaIfEE??Ij0Stg5ZrLj{?i4o%>$9S+R2ZAt+*WbRHL zTmlr4ptojghs_!#VN9E@m52=_^t^WMf=JQySFuAIz1LBW2DO8Ib0#@Y>}yBXsemuB z&em#8agX`Bkem~kP>BFE&E2z@k2H5; z%qRSxgKC5CRWkh$kJl3hX=r(bO2|6wNog@O9~?&_C}R?n64ZZ$M6$=)-R-WBj-o=b z-Z0nRrMH|IoebT5HU4c=y=ifba#-J*x}#ZUkrB6T#Ze_&Uy@Z=FN(c?qfz z+NGskJi7eF$@uezY8`!g zgwcWdh#i)VcUTk9Fv@lK{FO?pN-M>;o~#CMhq(kjMEU>{NtesxFtrfblyk=LS?nrE z5vtUMOo%rX#u3R2cQ1dr{_8a z-WNy?A>}FDsk5f99&hy4?eubH`PzGZiL2CuS)4g61^T2oULHsn)I|~+H9@jCJB2#Y zzS&+loG|;=?HRzf7{6S9&0Ryg!@=Hd-Zqa^e)B8DMlw$NdCqAjMjk;LZk~*rx4*f$ zzw`%YX1-69%*BiOv&vKEj08WPC7TsieoKkKb#?J4?5_+cfx4RyS<{GgG@=8H92cCq z4J4!LO07El_BVT=dfHLiNU@rSZ@!F?FHF2Bxy7%W?I9DMxtN_3txG&hF2$g@FD`jmV z@e}DrsJYw_HlrIdeHcQ%0G5VMd0_rJe|~9>R)bgTo-GM>ULlsVN5ww<)gV^Kr zk|I^P?OKOL&lCDEz@#8wx7p5+Bgel?1a`+?uQL8up4zL}a@oa%^!TqRB0cpW)jI5~ zF3LW)sWtV`rSH@-7vArs4;`7d<#C_yC6OJ)#KoXec@f^3as+%dS=X+GOd$bIFXvB! zbHH85x2mysY6rU4ayTCFjrXz7m?$&uZ`rz8yI1-hdzb(CgIXqOZYg<_}A%F{IKFY>ka- zYITS5Pwo+Ykyg8R_ZQcj<0xTWDOd@fY@||wGiIFUdBVI&4g$GaB2J7m?AOxr=?68))O%W`Hfsrb`#K7)+GhzX~p-sv6aiTwHI4@?D; zMiSMOW3&?$nKGZn8Q@u@J$UqBBw@9U*hC#n&6LV8BieFtF$ly+V&ikvF2Y8S`VKoS}m5K`1$JH>EnHb3{3YSo098J zL&!qU!=LB-^QmoS>#mvva0D(I6e1Qa6E7dxKmFCOmW`Q)qlc_(DXe&Vcec(W>gzVR z|NPL;y|`R>H0*h~l{#t_dd2Wdm&RCh0{41MIYWaN9m`4L$mjsmuoqA^3}15i=Q?#V zKN&+WW=?L}_@f$1`Fo&BD&8#?)81Ns>V{Q(2wFA-A*SH8ftX~aM1|Ki<>2t0+tcH~ zT=PT;TZsl!$WBuU&YY4go${FS@PzYS5_3~6+Qgk7yA8d>#cw?0HdPRYaW>7lHE=&Q zwKGRX09u!RQovsJtE_1MD1bF`?=?H>{?a3YQ+1e|W)T-pGyXTeEsr@h{nnGVh5BWRO5 ze^F^i3I#PFH4Rl|H#5ZbgcGcZU=HK=wxk8*5h6b17tlxGo|{tj7^b!J)qQDR=}F6Z zrC`naq{WRsbXn7;S{JyGFYYVF$a4Fjl3jw}dt(M*9B3iz@ z$5L=~^(G|qf!CjSoK zAvv1ZG7Xj`U%ymBP`y);R#61T4~;!eAvQ`UJa88l2V{#JCh|ur9Q+bW^++;cHbhBH z*FSFsy5Uot>)M(M;w}FmJ42~zyS-rdI!_&Dnr|)hXGO!VoOjiZoU`g4i_j@_6e%fz zuv(%1)l)g#5yaw61|PR4UxV6?R-QD6UsE~KKpeYcApI+R0EV}pP%{Z}@_sHyaji!s zZ1?E1%|G;-uFKJb_=a*ahve)lBBeI+`@rh2F)hM}DNKARM#!CeKq4Z1M4AG`XW`&u z;UYOmx5KiJyYpTrd2C7(>M5mdZ>4TyWTB(@u@`Y>wHHC@a3RzXgF#_^ecfui<@1u* zw=31*aJf7@LGo&a97iau*Xy;rTs|R_gOtx+Sy$IoNe6ZFzY;V`Ut5Cno`?UUL4MUp z-cw2Ty=F-Mu^5{m8RV?zLPj4y2<;Q-+w_f>%o;kqGLr41-aN8=9qSsS)t-FYB#-wG z>hY*th|64HlDwX|-ocZ3n2)1!=~ms`QBxy59MWx0j0k$Pkmj5S7ucEY*rn{BBSb2B z>`Uk(j-Rx?sP_$U(kcITXo+=8iM~cz%;c@in&AzDi@nJm5Ts}K?80_+E+amGJeVk$ zkf4Z%!O*U;OX#c9t1s)f+WiF7ba+(2_7&P6BbJc+Q#HMM;EXAgbs;HS~ zc1!Jn(sm%8jKv1O2+suma!Q>cr^_^|=M~e8oxj&=`%)`l%q^~Q&^S zbq^3mUl&v$)*Y!c0L#71>x=z|U%(3x=P zYZ#sT5sm(@D5EZZA^7i>g_%F-F1N6vo>Yio$@3!;W%VuB+v(}_2HsA6wvb-M;=$zy z?7HD68E(d<`>`%1%uh8f{_g#(M(s;)##R5X0P&#|xTW0grHe<57-czt$XJR_(p4gD zWA~SIU4dQuOx{N5DtN(IlWe@)uB;&79WdL1qG~^Ut5)D=>9BX{d}C2PWTrL*T1|cT z^Yejbr|eCZt_dOc48rVuULIWUzNr|&BE69Ldl<+7yc&Mfa0Dme3GdBtNgv=EUi_?3 zV15p-*#+iBjGxYL>j7B|LV{NWP^CX54R!Uo>_mtL)e4rx3%kZ&FT8M?#>S?0k;%n| zwtGm0jn$jX8|(v@Vpn2dVgS}hQDChO`EVI>;nn07K^#Z#x@%q|c+C&ix7s%9lNqMf zK~}c5DVRq;tEdxC3p?#-rwp$2B{GPbTzb;R!l^e|UMh*c>!Hbs2i1qajqt^X74}(` zSp``rBg(4KuRh+~2I&HNo3UM;q!0`ZhBHg=KHg{7ls217{suR}-SrcE*6o&;eS_qA z^>21ygwHwu{cY(YkKQl*WNTL)`L-1#6BD%hovJB`+O>1`EOs8MW`m{$yN_(51|~A# z>Iz&s^1Gx!Q-kEzJDdx)jMoA00JNqW!Od?=sA$nxqz4`ZQg{~Z<2gJUu_0zhf)<^u(P72F zY)~txcI>R3pIAmSSkL5(KH}Q7TYr1i%k}~~!0>Nv>Kt)RT&>bh^4x)*3ywl# zWV2FC;)CKu8!@Z3Cj>?!W)hY*RNFitd2spBYQ3cT4oU3Od~Kh$5!6km&`z~I%Cgbd z#Mz(3$R1ZQ#K1cnhdl^mkxtff7)5FKbE3UdFEu`wsa@BQWA;$~5eh@(6a!EHqw*~8 zD1H~=a!$T?I6=p_xIwLtuyF3VD*Uss4N&IBf@URC^+>kymY{YZ=llIHHLq==fW9m} z-`uT7pL!u#ByD=w++<~stSVq6;`nV@JRF=JSiT3Nv=Aru4D~E{UKnn%@ln{#1gKT_Qp4NId^|z(|KL;EkLd6@X|ltk@&>1JHp1Kr1=%~ z1+s#yN6_-lKfZF*n4?2t^BWlPh@f3fT!Luh(V091DAp2-yUy=rrROG+QzcOpA4zea zoY|gT4o>BvM(a{e8HJfd#i6|T&7Pa2>3zNE*mQqUYKf}iPTO>y8tZnV4wpG#vkT%_x?=F!&(}o~`_H6Q><#hm1TT*YUEu^XbC4NA!=ZIIZT@+0q|ntlG1#&kVZyQCOAj7 zgmCP$D;({N#Ed~mfv8q@DEtIEFLEgS65I+bmuh-$@t*{hj0_%ccLy~G3sD6z#h0Vf z>-|5)kMuv#7+^o7|B{Zf(EktVC=IUM1hLjcPle)b`eHYr%7%xR+>tX#TH zpmW(aDA%c2GNdOeK318$7*8KU&8b}pl~xPAMGmXkWj~{NamZ2?s9N{(@}*QAL>fDF zB{LY8E;>zuiYOJnB1}(ERJhGj%ZV08#z_6zwQA5PKv^{NbxIIy2xKp7+p=27HHZm=m_U}#R#pkk3 z$rjmdU58nc<72OTM0*sbfQ#q!i#UcL?1C3#E<^5~dx+Q1ry{jA_NOg8_9`$7&;1Fm zf{vQk8qc>wh{B-8Y1Iv$-6px#&zqZE^~e781GHW}{jJ!jVfk{SWjtzL2eit!RU|PN z2^n;;QUi)7l@|1?3M#gLN?#w%1lt*^zt3_0+o#m30J)?%tI_GG05%lNcJv=HXA zdSWKXt3NyCboTDxVDrS4M9(BTZ5>mplRdA7u9>BUN|y6>=v^HrEL=?^gE>zG9p7E- zUB?V`kuxDdR|;SW##hp-=_!VE1b_zwsl?^Our_Eo2;`_T#^d=^3Nc_01CyDXs3+sP z2*srn30NK^ChP~4(ufTtwvZ|ad32~X!Ua(sgJ!*uiH|K)Sn41Rj3dF^0C23- zfh#WUNsnK>5Sv$xPf5>Qt>Lhdq}wQkLK&k`|!Lva-#|Z8(j4 z7A*Ki#Hc(}$3O|O4~*rXz-WeHEH3zpYOB-i(i_PokNU)uhp@U=d_LaK)x!Q}@Je_{(?3n7@iW)N*GumvcE2S)vw9$;eNvEh#a zzes8dtInJ0Zfp%SXL=6A3S7#ft^isEy&<;w)NcJyea_Hpa&G9Fo@s&Y*3%@xJ|EUh%an zLMC!W$v(5#gy04!@eLn<0>;{6nz*IRrV;gz1@O9>VP&&OOUW7_R44cMzu10p8J$+g zi@@``O@{%#&-$aIDm>cU3C`QE__to$u%jD=xQo0H2ysRkC?&8e@Cgo!&1&NuYm9tT zP~Bda$9pCA?4pV$QKfQ{2C(;KRTXB(=Q$p~DQHnAwZa9Zd8xNOe`fEVi!{boyjfQ< z%KB}%`>b7>bcRYU8OUmFabj>pbQruC;-Z>^uOWaCZErIC(4wdL`>x);1~dPf#@5V2 zwbRPi(q_QQsOoa27Dsc^?8*5VETLVkcH(o%JGV4iUEaN3izFtJI9u{Vk-%>aMhAQv zE*jZ37pG1zkidSVP+KV0gca0zxDhGbLWS`uHyBS0Sg&tVY)HMEcDHnBeY=T5l@rY?Fu|M`K&+aW;!h6 zT0ZL_TVsvB_H&M7QzE__>T;u}B)IZefJsfI-EmlvOAa+C9?%nZ1qzSGR&`Mhy8Vap3SdNoqMJEGhs1kJ6rw5RwZqSEJV5 zqpmyqeAXV)hx>uSL~bWr1!tc1_QuJpMsXPjKtUm_lw@`xkY|}Enf32|L8^Z1-c^Tm&B-0A)Qt#+3 z2LEuE3yXdPMZbtt$xShtR}>U5Wt^2;PRA22FNv)G9^%{=maghy;0p%>npTJn4e*`4 zE_e62^G(cXSEn3`bz|UbN5In((j$hp4`zG?bVV_f(}i0`p>ECdsGa8nk3PYXL!+U4 zBz3!<(IpCFx)=qTOb<$@?c;+25xWjJbx;vk9+1^ zcshT}qj-swn;Bz1fjFRF4uv@8hvHNM>XA*11#>?2ndO08EUNzx2yKxPpvV)jLo-^pOHf>Nux>g&-Nn+V9oA{AK9>|UOuHK~1 z-@Y0kEV^+`&_&Ll&x>hBMtZ2$_=$b1( z{LD|56&J)@)6W352{xaD!^Uws0 zQ=qGM4Z;e|aeD`cl4glL+g?SV1^09{AN3yb5|Jwk&e@_@nVYsTdKWQ#F~r!KpD|GA zl+PE@+zSa40Bo-GMLVvYNim?tqc=u5Q`o78N;R3lS0u_}8_FF5i75N&j; zCDO`<7+t27O-^bL^(h@KQPfYCmKv8#ObP&;;(oDbVxi-m^be7CdWv6RcrmPt06jp$ zzX*{pG0;b1MjCW7QmcO!{2jU39FRsllNv*4z)be}jl`ZavN2(l`V;JC*{wVg+vc@g z#|>uo0K^!=_*1OI6snA31hN(n0Z|}iaSrvdv+;d*lg$TV7Z?BJQKx48T`2|L zsZsdUMggJP@~IuI)uiFKpsYn?P$S`JmsJfd+@z;9xf#MzN7|m+JDWW0HucDnb=ECy0YJYb>y-CW*5|WGIwg%D?>XQer=H;R!gdlvC%;PrSWzG~ zfD6m<6Ud%@fW*4kl1yOdgcFF7u#17Xq?jtBtxP3U_nI>&p#*y5ni$vm4{fTc9L=6s zlH`L$i5MPT)YwCB`K1znK0z@NUn^zSa3yV{SB{B|19O0ZBslK|n^c`lAdN%bJnoF* z&Q%A&OVv#{#|Bfooeb=RC^N(HS|P%|RCbrGqFeu0G-F{=NY8)5uk+z9J`pxTX$ z^$iU4jg6D-U+7Og<>zlxS!xbQ~3`1 z=)R}_R)#32`up!y5QKdX!4vL4_={QM^_|fS^^J^?5oT&_Z>gzg=p<-nr={j3R;Vag znHQPp=^bY2%Bd%%=g1Z48R_X)S3na}p(IkEWIdsDBPKRJPDVB|pdvgdpmaTZJ)wL* zPWT6;L1VtTLyDK9hqIYOzL`Vfmmxyt_1E(CLErHI=Kb|$c%0XU-hDqrIwCmu%@`_y zBV55qMMY8f?yTN>{iwfstF+I(ZjHX01|j$2{@N)vJL(;ECD_EUv?SD2RLmg5?t^Xf zD0F>xc}8w5vN}0Z-)gn+`BHS$3*Pwm3LwEfN#CSza;FE@=x@TFn(tbdKFb;=92$a; zpX_B14=zs+cn4epypFCTc<|{BeE)=Tb6uc4zsO#uuQELCXOwYw@t{QjG#Ns{{@Vxs zFR*nbD(X^)eKJx4I*v>_H-SM*!=Xqd9Az5#f`6jt1R=b?0)U$>*VG^o` zPl60_KAwzyp;Q2k%H2dvq?DPH9G{N$xEu&7HgQwN?YK(Q7*sdjAp^@(c5P zKDL6fVZl%Vvbro*&Jp;rytIrs!1$LEXm5#wLf|e{9}?L?w`588$!}B4s*qJdv#fe)bQ$50>~C!^NiTyyL5{=bknOt7!dLO<{Kxut z7d#b0TE2Av??YS5#u_rB?d&o9|Tu;Bh>~o-0CM}bN$~c3> z&Qs53ZacrVgeLu0RQ|*E@CLr)r})jajI=)~Hm4)pL|YhwIB?cI5w{o98vcnWFd{ln zwm^LVxw#7Nb1eEVP2lcpR~y`u9(-*o2ay$Al7#cc6q`Etr)rN|tSS+op#k1{yUQ6Q zmn1r0C1QxpvRzg)2MZ61l60=3+Dt3Ia@U+IGH_(?ck+jCp;h<%$Q}R+$s;Y32ZmnX z<=3W6*gulT_j?LUSYAt8#dO@U=bbly!yoqpyGGC|A-{Ih5(r$W#KlD9NQfN>&xoL# zwVJM*<#jkyR)15vmeSUk!WT%xl7&wXqzoC4ICpZl@4%UpKG85F5V%A_t*pDb^#{}) z?p`SB-m)7vE~#ooliV0tRpbbOGnjCmffb-d8#!O!HvrEMAmQ9tdhgVYvOepjn<|o z0_1$-O#uQr&GmKivKEis9Z;4D1k}y}`d7fUZ-DOKjX>N56)b8wOf7}OX+uc<3Npnq zCAr!}lBX+YD^L*HL5Mq9>>%Ko83EYL2h@&Vx30;|QDi=XdQ+iY;JW-|?8<=~+ZASs|o5R8*3M2P&}{ zvk=?FJ5C6FPO4er9FG2(JaJ5}fRjA;=5!A&(m_Z1;FJSBSDYwdx8OTV%r~{WC6HLE z=)^7`pkEdpLI>{>7OaXs%kVk|ibP!&CoR=Qs{ATx|I=K;J zH^G`v%)<6z2^PF*TNb~$(N@!x(>&|3`8bB>(__iyg- z4UQ1QR2X&)oluX~&U{_TQy4H=5=V^|-$9v^+41zWY*GmViY0?VNOtjQO zd`1RQgwB`lcHV~F!IG2g9L+DvLv9`+buAJ`w2nEVf}j|u`8o_aohsSH;BfnL*b$7* z8tdfTAj5D@FMi>e|GkoVqDK944C>fTnAn4DiAg;0Vzbyiqr;-6MJ01=MgD;xE@ch< zxh4t%oHSUCG@fqxfEqifQQ~J2yZ|aPg6{`RL2rC0V!XOT{fR^agCgAxu}_iG-L+tn zLUp?fAG#(ylP9KJcM@gt?<3=GKV~Qe-s-F*8zJ%&Y+6qav5GV4DP^fTHC|NB2Aa(` z4+c_<33VE8uqxDoGA7SGaOO8~n=qy3?`IU#M%cwtxwL!KuaDeuYC|L3v6(w2_Y^It z&m6or5uv-JIw*MoaT&2rh8je4=eF{cKu@-oC{so>@UEc@7n7R8pI9_xEHTq;xOk{S3z4@5A&!!PfXci)zt&H0jP~-r8AZ* z#sbmdu6KMBWWG{a@C4$JeK=#PdFLm;N!*7$-)C35mo#o~2|GCpvU74>*Aa3WRmcX7 z{LE`WMd_3e%tusBj1Qis<}=EnqlJg{2q%uOdNybyZ!21*PN^pH3|pj5&6{#ffO7}7 zxT&6q>@(vel4}gg1yQfyB?y%m*mSkJAuFfmt*=`fX7;m2c37L?Sr5_W9q&BGFlzxq z^8@)Vx%3o{#{r(()JW7mh~I9UTfRmiW(`vea|~k(r$VcA^p=G$Q(e6#jjKHfn*@Z& z`;}i=3g+jmmK)T{h=>S2eWXzzDzZT!Cgo100NTBQxrzNi~Rah{dp zj*eF@R-h1gjcQUQ$14bS!08XFmyq0zL_I>0KQ8LQ!<>PsjPnI38lrC~Y0j<^7Rtz{ zKR&_0<34DzRB1k#OT;hY!@!g^;xJXB6I?#p|5>vE7*kXA_JUq#_YIsvw1c^DD3W}b z+zVZ=2z3MkPh^K{#vq6#xdVqO)``8Xs9-(9zo@Ux!@-S(a=$Bq3AUg2R(O%wz)- z)lOIEvfDien9h9o*h_FroYE-bs%ahrP{hc%Z?4D%ciu}fgI;>lLO@Qqxwi(K@4x<6 z7&a*4dUbfpmv2h&Ip9LgmrtbL%o(p?1aHEDBc?Ok5PcN$7ZR|d4S7fxX|-6D)ZDxjT$Xr; z*dGKqZ^IjB>}EJku(^D^k+reS)v4x+BFnx7TU#cMH$Wrnx_O8EB@2OxnXzHvAVYkUU&5u#ds>`#pK`hO6i*Fv(wX(UJo2Fb!KSUpB3Neh5|ehc%G;b zsr7u0g^wVygndj*w~KJ2AGq6EXP^bNTqwDC3u&H=d?ichV=N}6M}LJBt?Oc?pn=s9 z5FeGDPgcZ%uIZHVUX^RG@R?K!xcoF<8O0!GxNcxh&H|J#T*#l#(cf0gXIJxoKhRMziHTsR2mzuno_N+ik zc2ubj`KuLFlc)#k4XPTdP>7~S{D%*Humur2*7D-af6e7J`LuLQbX;xutaU>xx_d0y zg1vjt=cBO1Z$MDH)SpbBbVb0@@;KbhHg}rWZOC#GcpD4qIw$AsPqJq4^f9xBh?Q`Y zE{|jnd?T0b=VqyhYw|#%aFnoM<(*lBDtW1F4d&R{eJXw#kWd0~Pi?+{5u-C{@y9;L z9!pN|e1Y105_y7DD-+PEqe(AM(K_1mWBbf1{9M^P%MYqGGoG*A3+{))VFMN58X_VZ z8Hzg902E0}^6SpS?v*a|eQsD-pjwS;AvRmdTJdF_k+Q#@PTwApR|B?8Y%fJ-!#pQz zQuv9GjsgX(fzPcfVu^5nEocp`|L%d3MKy(H$#1RaE1jWadW|n!^_jIOy*LIdcGaWI zeW&DF$Ck!k`vk(aJ!I6xqf1ELFG{A3{I-Hj*~dR$xJ6EHLJ6i2GPrq;^J`ltU^IKc z@&PreWnu?HlVr^HA&w$$!VQQBc&T_KuBh430lDyH2$hmsP?asi@8%^ZBVG4H3=fs3 zRx&&cF49TO8V>~40X>~=CQ|G6L_F5~Em$R=*u`gkM9Ri>PJJqm{oExnQn>X{HFBlc z{Z5e4x1?uQ7YYXWjvl@|C{eT?k;F+XC#R3gZQ5GZSTr-i$w`pEWVlXPCm3nUM zhgMRpcFeTDK4WnSB3mjVej*|VkWLsdDL7(InG$p)g7jkKudy5jaEl3w#{4%$+6F^) zN0RP^zY$Ia!%}@k!A_7JXeQI z_!7rs%;V0Z#+~YtlCP)7$7gvkP2>e(jLpa!p%js^3e1_wgJu>DY+Li}|D}Ig(}0_t z5K|lKo*V`417pSsi=)Htd+dLh$4H9k=1ph1g4v}R>hzAeMJ0x0d2Pwn#`(LA2C>r^MfW0iS9 z*pdO?NscYF4&3&LjaOLdc^Ku2R#66AA6!=5HQ;niU1!-ohi=8C6=o2=8>;#goAj{s zLU9&!RyK`ooUB8umWSAyC#I#Qq6jb~EmyR#wyxdqp>Djf=VsL7hlXrlR=<9`Ml@X~ zI;Nc}GYkhvCnOTfkcZPqk(s4Ij618SZsP14V^^j!dlY`wc$^PJ;s(C>{7mEq-Q?H} z4HzUj48*8Pfta6(@aghU&SKA_q=`Qf6&V#ufX}kI+3SM^HQZ8H{_|tG6z@rD0H2{> zg_COs^QcLd30s_Ybm7jW>Me`&7VHb~3dwpE%Oe4X0(IUtIk1?M^NA5ms!ADOLy#&b zcUl*1<&M+zUR@Y(mZX+^)V2`yxN!Z>R8PwCH|vFxR+R8U1J_CY4Kfd`L8I0;lO1)t zhKLy{{5Ftq@n5iYW|wPoMvzd!V4+kb>okm^zAYGpt&h=grZxy)|J41et;LkEy45`o zTYcSBUBlgySWNByp_WH{e?fpLh`LLvnEwnK-~EE~#N>_!j=f2igeIZp5I2YEw4^u= zLM23ED59CxOTd!Kd_G<5vB73mammzS3G0`4>i5vKuCBW!k!@F1(HcJuWbM=L!4QjR zNmS-$0ZLb~AD$SfrBqY#*+OxUN!x(jnLeX}C8mZ;Ck@L;(E=)&s6w)wfyf=go^;yCwe^Dtko_xnWI^m@YGZR(EYSEzTj zk_4is0G%mj*{X8O(hAQUNv)OCsu?=4SK$iBy}>NfuArp|9yAbGdsfTk=&_Ll=>k3^ z-ss5SnOHT}$JLAlZ5SF^f)mYZSamrS2hWJ-dD);ScBhP-V%d5?Y;Zhs1$7Y0Z$7ug zvVxT%?%0LQNFvy3tZ`ccZH0x??DFzF{9?B0#~%P6_q(fq`&xzF#Rpnw&+6NKP50QkZ@&KL zqP!^++gWtuC7!SqBO-#0oR)%YHa4ef9YTH@!9*c+4e-p20sGOEMx!lSoiSNm;j|(E z4S;lPOR}Veqtxno(?7dJoe7XvlwV2*v4Q)XE7spu5JIR`LF6>NbWFROoB*UKukL8M zgdGBwQc$p9`*$QF+E@^MM7S)n7Q5g%_(@RgmqRbo=x(i zou#(mx|OR_b0ZJlf|)j1!t5`TmC?Y%OF%-w!@xpg^K`oYf^QT#-6-qW$dp0NYG!5T zg5%LExG1TDlB?kWP=v)h9kR!|YI*5e_%A$q0;!TzE_fno z8;K_g?CN7;1l!l1`!4M^gWPrBJ=DqeQ3lOe>|EGW5bEKzsu!=1{!uhvKd^(e(d{awCl9Q`J9 zy4btjwAg6E8**;-!Q}PL3JsG|9>$d?*i(u`Ij6^_>W{1keuwIf&?Cm^l~Bnie#}2Y zU>8-gg$?7rV|AT`zh$Je;%ip zHGzM2fzY{uS_DV^QuW5#7N<%E&)UkuP_VU9KrbvfHLiugCCD^_eJX9+SL9~u^R+c1 zYC`NG`x(TP9-N+by!?3@#r}#4DA9wX6jR~!Hqe#fa;ll|yIWo{|!+3>%J-vNDx~1r2 z;9~vn4J|B!&dX;SoqxVZ&c;XlJ;y3lJ%8j?t&26d(-p$2D~emaUuKQ8J}a=|s>9R` zgRLRct@0R8t@7_U62AQ{5$j{}fuO7F^}4uxOH-f`Mgd_|VzZQi|LvW#N1+8X`+fvm z^C8oFWb8f+7BIo5| zEM2n`A$x8soWJn{JlwuS{%_L5_Ww!G|G(BSGW|!Sq$59I8$=J&b4KNT%`5|ny($%~ zERYZ{$rarWiYb9S7|@4TTposFJu!E;;alpVqAUuYueUo12K>B99+#BUBYbW@ zA4*I?PBWxCLM?UxF=KU5Ybc!GmiOw+(Rb#eLvmfzlQuy{ew~;6b%?OoQyXcT0Ti2Z zL1QlqaQ?>W0OcDnB(VXv$9jE=;%NiM-t2*tVCs5{CdLeiKGDcd>#<8*GdKYmp_>i} zX+{mKn~EV&^!wr}vNjcVAB;Cg#bh$V;OOS8Wb>>0dVKxU$;L~-xtVGeRL940#i|m` z*Suz9`rqco@jpm4^MArq{@+CI_$dy`<=J7y_4Vb2nHeBr-T3eJtL4-T=?Wer6t6Lw z?>OCeoaqn2EWzu1)&Z z5VG^KGc*+|@(q#{6czPL>hyGVYtz!Ts?+q6ZObZ(!AwO(Q|DdyINyC|Wi;-M zZoEgm_iGck|5vPhd}tv?#> z-QtGv@D;WeS2uTvH|R?&GPU*G?B1d!u)X;>eW%s!ou3*$qWM;T-Dx$o(o*(xCKlLR z94fbyZy}RNrL%dh79MY)$zJ3@HJDmV1gC-*HDH~x(A;D#@)Wja6t*os~hBzX^s=~s&P}WRtNsv6; zd-;$70bgBQVNI`aq_k z`c#qf5yFydokdcc%;JsBW{W0Pj)|=7YMCu&o5keTf)Lu~7EnzPFbxnKQ4r_hlUS#o z!D$no>KW#R9d+oY^j|gi5)I9DM+*8Mn=V9>4TTszPX$MS|h#R&EFTO+a7e* zqxGDN6$dZRl-&T;Yu@JRtIRM5GkxsnsRyUu;g9&IlcYF0?QeP@PvhTj&?;of9!X8o zh45VMPUnhpak@`YLQNV~sj1^a@P!~*Y9(^25yzRMLhc6j;)HOK62%Pl=F5)lz!wfH z5%{_p4}oS?YP2dSlR|Bq1Zhp`O>!F4sg*-9;S#76ao4N3a&-c_1j}Nmj!%aLsFrg1 zV%5l~lJofXQuS(SXw>jzLzNQc8qqnz3Qgrw%4Dly62cfk;uN&0W)chc=U!!kweVz0 z&_p#t$WBVNg4OaU6~z+KU<4;Mv%N(HB8uf=hZRL)R0_$3SwxWrR+||&MwtTTT2zZ+ zmP}^Z1a)OX6)KYu&)}$9#mZtfmHEn&$Huz_v~cCaMnRPb>FQn&yG^RSEwayml@Q4i zX}_oH!_(Tk`x49+b=A-JH-`5=5zq+Xy+qMwg=Ev1=Jzo=hUg>?U@sW0xrqVC2AXwN zSpwDQhz3S&7NM{ed-`g`sbSoaQzJQjIm4)il69taNo$tWn3|zgBdmI}hM09yYH%;O zoLQkWz5d4rAZspHxlDB?b|((P*s!OI=+kHu3^P;Q{o2!Ca66p4J%hHH>13T*Uc~EIwB=iA(4eXZHYi^AYRjX=d z9=mrM1!Wx@6^(1nL(I8EwTaWTMvhHu#XKzvDqz@jpwC%P@Pql~yLv6bR|u3)1@;BE z^YIO-h&4I}z4@7dfO+y?yY4i^h5WS}a7Juqtfu}`=FKY|WB_)j4ctM6t7ReJT5DEk zs4fG`zZ9labb^{nn|ZAme$AVKQ)-CLtZo~#45Q$-9h^{9?%j36f0_fw^XZN$P*IaH zW{iK6<$9;i^p=1~M=gERCS304I4D&yGEs(4@1=C5Xb`dNUD^gz%Zd6{+mb7_oe47N zxrNsw$`~T@P_}$=eczljCu4O==NY#%WmVj#0K?+5adP+aS`|)#b<6Qhm&U9;o zUdff9Jl8HsbDr%G(KMHNzf#dd^bk-JE8S!jopvY5hgkMJkgoaKub_WFbioH`DWF^l zS2VU%GHU+}w3t?4$o5N!!0TFI!#;)1cIAEo?%~0KhM03Xb_^mhjF#Z>jb0f~FI)o6 z$ZIpy=8F3FSKF_)gLN48qdPfm44^R>L@oQFXhDPvRxTVnt7)^MG@XTH(b-rur?45J zZp;|ZP3?!skT0%iilZ!~5a8m+Hw@(7Zw75FlxuRgp-7D_2|^b zydpKFovhqljaAyJCcs?AOO#WZ4%pZ(Bc_p)T)B|&^m*fEq!#e*E9er$WPQ#2dW1~V zYWQdCbj}MSD+nX)$w#-fe>)Z2^15&e<^0uGYqiQsp$)%uIdKXpWqR|(}t|j_00GWa^X10?+^K7_h zXA9H`MC!HYRN3CJSnL{!ayz{~Z3nQr+w|vUu`H^}MonC~rJf%>(@CIpqO`4a5b>oB zG~Nu~fY=Jm((IGE$1(KG@@Meye*z5t5Ck(Pw7iRYYzvSwgl&tkBbCOBPl#@dyI?u< z=UgB%j4{PXPkz^lkvA6aEHXb=cmoVk{XP`tg1unueZ4_QwZ(GW@2FGC!fhdz-4d?v zGMJ=Mj<)>pkMBw+bm80FP^XHb<>BQPiVar*&H9=~;6xFnU88iTXieMx!P9e5-@KYa zB+hRi?%iQLBJ?!5c0_8Y)NCdVU;AQc5+}U z%WJndHnJen%lz%|S0xiP;DkB;hrZ1+IeV??7T$wK0cGSxGjmNYJ7l9iWXlRI{lcyg6%BXxbzo^2>M75U)65BUe{?i8mzsTV zY8uzQ>&m$BhnzTnhryQLa+VE8YKLoL!;K~ABi%zSejk($Bvf$cGMrfX|KvtQW4D!N zYvgU{=l#3E#tvGpe_?$hqC#O1lPO*824Rg5=xjplHyad&^}cQ5z+FqN9{xUJ0MkX) zG?E!df`@xFLfd3GjVawqI+S0hOQpN06J|W;v4BaVKJNB`WG~{Mf}Pw_@BNoh7~BxY zcX)Fhe>>oM^mU>c6*T1rM?Ku%&U>xYpwfNVu3ukZlci}8z9+-0VPjWMOS%s73d%xmfGr5PM{wwh<}n~UjG6&KxuT`{i24na6)5Q5-K{zOi` z5E96V+InRU9e~D~4O~U0vp|X*xQM)bQyF)id@qLT(G;m`4+V@M`rs`ggMu0Tg@R%_ zaH;CioeHB+g>+>(MS!9AOP(tOwlYS0+AhjqzODUTzf)3hb6Ei}iRJhn@_P^{ulCSj`mcSts97*!ArzYq$Y9HV0YJ|`&@K3MKqa2yB`P?|V zvPTd)vMJR+!?8>j4wNFl-}m(pw)iLtsZI$e^d;wte)QQo%BJeZ1UQ^G^17-C)htle zv=I|3V=M?zuD)QM+AVbYe`s5q=^6`76GzAIEqy+LlLAuXi}9eIS?ij;uqG`f(*+@z z+BmGv`Kui0f6uT^TnZ{wbqkr({F|6U2h_)1`F&5^NQB=zy}aRvIi;#S@=zQnSZ$KW zEuT6aE0lyu7fs$=g4ojk0{LD1yvYT;fcRNKXCM|%=h-jUnpg)Zo2dK{6^t5-|7B$& z6p|fB^-W|Gb}PuC2f8mKRw7vzD7Sf2&2kTABaWY(EZTu5(+Vl4h1_o(4?llqK~)=Y zfy%t1nt_PwACC-JHAJjd=!W{Gd;q!l$w9wAwBFGvD_lab&UUt>7LNT{!w#st+Olib<=X?p@dBjTP=V%iJhCT4G#nz zi@2KoZTidu>ChbcgndC;jp@4dteiFjS%78jA*N)n<&qoN+S!oI=JIsgK_Q6cD2P3y z2;QwNiK@d(r8c-VR^4YM?9=b&DGtShBCk{Ml#pPy9oL`1g1&qR3kevJoZGMbi3B+F zf0xe)a}xl?Ahe0I)BFkE$1zKQ-#{^i1d6tm1ewCEL7w2Ro?Y*>YY}eb_T+V>-H)C_ zfZW45Ipx$Nx>~d$-zKPDu~KvP#|O8~AO)Cq4=rlbEeEK#9pV`x!KEhvZbh!6MXrOJ zBR!0XpPlJQi_TpnnTMkTzf*{s3oV&oCa<>p|X zgL9uZEt>>nR<8Y4+8W(BnO2A#lmp$s-nK4`hR{-jUwDFT+P_3{tyUEJuOj?iKE zx*zsXosj~-f6*TvCKuZrjO43qr(n`HoL-l{k-a>PEXEK2^%+z|nm1$vjxoM$vXx9CERn0AMg|#+ zxGQWwymxUYdu9U-WpbTb%Lid%=e3R|Xn`uORxsnWQE2#DON#aHp=AM5FDmTZ^t81v zi=EdulAC=O=`I+8d1L6sf<~ICf=uibheM~If5YlK?lV0M^wlN?ajDkeM_>v-dhp=Y zh-ggoP>3Fsj53i*^9?NGY>-6(eI!mUIv4SgE_SfKS0=(vV)_xz-D_}6k`sBraXc)0 z5{JwFS4>4R32G9*uI_LpR4sbAy+sC|(#-;D^e+hf{ik!i6}}}^mLVl&$1oJ zL1sLkFcI5pvqj`a7@kRz5vfttS>22u-jH~SdqC141tNWD40lKAp zm{?r5`*TZgRF2ZZnm))G9ft~wCaE<*(U7IgoBk5$=~UH~Ud|XF?jJwE%53N;RM~<^ zhxI?JtRf7!{sQB@gsN$4!t9;LE8z+KPpU?~&Ae=EGHM)?6iVPsLfH9v<5&$&X`$ER zUnWES$MKL{;s2+TuZ*gr>DI*E-7R==&0L@r2 zax;r5m*UC6t=~aQHr7iWArTq(l+leIP~K2NKMLYP_^}5w@2V3u8E28`f6ZB*&^aih zn??(zFh@97mQHpi7@IC4>+xB^33qwQb5Xyre{y{%FHKh(_b-bHVWQ=?CTUa#_Tda= zgOc}G6~Ik@d>gED>DQjuSfxXjPmZtAq}T@FVE9f*;pCugzt*Fy8j#^b+PfRMRe|QcR#@Aq0~Fd`&}_f6!v%&%PoA|fTmt3 zr96VO-9%*Do_O2v&HwytdvznjwI@6v0J7GK=D+w3b=V62w-_8B*Z(XA$NPW8;B5Li z&^n(#x}6byP{ueNgllpOL~BcK4ZS^D0$6;tD-;NSdBx$ssR@Sj@llyo*W?W!T1Hxq z>_{QXub;$<4WNmcHgO~$L*>vMt^#OdGS^fJm0#o|gq%I!JiRT5Xv%p{JkIUw9Znh5 zw5v_JeqwBD6CCl57T~GArhVQ*Qq?59IyXBKvJ*JfTeD)($8_zGdg|w|)^P8uy4~@=U z2?MR%smtlbTj^GRIp7kp7R6rS-w69pc2#q7@bdq60yPr!KkJ&44NX}q`ZDUjBDtHn z{*k~X!fuaEz(Py-Oyi78kgQLI`&kR4;pRspA^=rVZtUq2GW;ZAoUcDtf;)(oKN$hb z&f}AxPDp=}oS{EXR2u0CVJiJ>C}4B5^Rk(BEhabx@qVMFPQap7VD>fiIls9s%{e(b z_r7g$fGB4E>0Qni2Poo`DLFOL-iJi^0>{adenN6mUdph@sgde#6FRl;r#C7Ch*SzN zFu|m8ILWk3zr^%(?{8+Wo(YDI&Df%kS$)F$&t1~OVpvR#E2Co?Pvo*I*Gt45XHMN1 z8ie%K!~K7E{>qCZAvxNus$z|COH^J2j769T(cm zrjYv|EODle70>Ht>$ICbEQiUin484he2h+Xj^++_D_tL&wY<>`BLLcj7WO-klbaGF zuG>?Zk@01P(nQ!4q*&4DL{PhgIBgm6k3bRAN|~j3#Sl?FDNyav1kut;!`8~<6a{{c zIFVT`@ZFJR`^mB&Un>7LLhW2e;r(TqZ139P!fNys7)PpCO=iaXb%2tI#y+q;ov?^? zZK`~H|F`+qJg%;r=qH?U1ep9QzHh}tyQojSi1oyy7J<}8I>oR5Xa-8990Huy!Sk57X*csjkcLG*Jz5ya!sfdzRuNt;;O~Z8*mwd@ z2u${!SgP_PvhPqIK8^d|bidfo!n+}X&kJ?(;+3Bu@SC*ztB=Ev!w(i+#M`)ywyJaA z&fS4s1YXOp#BLG5z5r0cgVqaVfGZ`sHw%G0iM3ZF6_uWT{-v}|A#LPv`vjx|hJXAT zNZK};enng7$0}>PR*e$n=pQ<=w=XY(fvm^xHGi9Tik@5afJ}@Qw9H}Bz?olrQS3wo z7O7j6zKlotgZ zY&4h3`zw~v?)vUG=Hde1w(E%_vuPkVJ{&WuVHr$+D53W(yBBZ+t!Tcxmt8jj!W2@* zXVmzxF_CryZ zFdFwNo`OzN32R+e1s zD2GA^<~J)-wNaHZt)(3(GZW}5_Y^L+6F6J^M0F5{Fw?o7lCkGz$A+pMK?nMQ_ij-p zIcN`fB;Akum^67>d}q$|P2hw27#*v(j5&}xjVpdkDrhcB&3Q)bl-Z(8(;f~#XEAr|^wXOZ+`P|rJ(mFZwg+LI z@Ov}(k>PPq_{Zvse2*5-CIRkF`*}NXH2`Tf%EenuQo1#!~s`=PE zw~mwCyVp8bSo8&+NqZk{MK*T^iat$Sb#7($v;r(LLZkK3m+|!AJRkX!8u0`W)dFw&SYYgYD!d&w5`uVVB4tE>+uR> z?lBXuiP0oIbC(sAhT9L{GA@C5ZX7I+EMjTIZtV#tGF~3y`iRiiYtfb|fQmA}OSU;M zYcRxmf^tEW{8&CNUxu@9vSKuV`-wPdh@po@8CZqN@pEjSi0mibMs`cD9+xCBj9F^1~bDStSkCU*;=v}U)&DtXpKTGNY=qZjRnb8qF& z!Q!fN*l#of9+i?;@9|_kz0@O$4@|~tYS=(6mx=in+xoYP))(jEg~ZJ@8!<70+1K=k z-T=cWk3CDN2D}^{47GT$V*pa$&b3nuwx2JdN9QZ3tSC2LZvX1_F?9EF`Dv~K^)Pr` z3=r;7#8y2#r^be#Eg#-$bh>QwIN=5H5Hieo?|LY^!bz`!jO;5|rIljXNHMN}VOrwHHZkh2B8bb4#r|F2Ja$XgO-+bxAlRT-! zF-+e?3X1q@$vrbS29Qt+euy~+b;PiZ|H#8cX?x0j^qHXt@QZsT^vIZ^X5Ig zP2#%+hfg0)m=0UvxFgde+cR0Z6zSn6k`b<;%F1ocI~W&u{~KP@HI!JE7}0*3bJ*@z z`Y~+%uiSL_v702J-6zP9u*@U(m+Xs2iWRo}W04hI@z_ARWaUyl4h-Do{LS;`O87Lm zvn6zoAdT9S_CgNm-IU*7d@^!F9dkEKCqD9we?YWN8SUGZQhX4JW9KQ)yvo{$=vUU` zv#iUrMwV||;;K&Lj@Q7Gr}b{?(;NjMt0u9S>3#itKugPmUPs*Zv(MlAX74yt@`KjJ zHsN7ktoe1Sw{PRt?6>C3l|bqx3w?Jk&A3mOwP zyC0+NGaAVjJ>OwJ=e&deZEypg!jU&Q=|n0DdE9*=E^Rm^omS~zyQ-n{65 zGZa?9YE-|K#nPF%;db_zKS^YX2D%+U^Wih6^=mkJIktQ}Z5Nro4^HQRglk|}1wwFI zJlqb8BFvYo1G{E{a-A0!)8qsVoH~C+7IC&Lost39o0BxQ4%ZjAnYlm70g%VR{lbrq zZkHqQ5cKaon;qG(uz+#U)lLDM5n9Ct(fLDtQISTO> znI(1oaOpx8H!u(!peB<3>qF8w9erI$5iaSnGKvDc;OFlRiHUpaE;%pqY;*2zAJ(A@EdCZ^Xnw9tYy_k@$Lkdg!+MKH{iFX=VjQ)3QCrJUNppHq+ds-uqS z)t6f$ZNs{4Ns7*LF_@mK7VyEEwt$qv0-p{V27I=ZR7sKFR`+$QQtPE9=ZU&up+8P=fE&eyi)bUhnIx8%L}Q&LbCA{&^6c%tVD5t(n3#P11^G9 z>}*3ml=N=}J|QTEjgRwbz99Ji9-RGNg`jy)jJo6EaZ&WT3!}Ok+pq{nGD!UTe(mFi8wg@aIc!S5W*0%LPvWIpqzmH`XWg0u?y(o*=Uk$+uUS`e7{kR+HKcn z@$Pe)+JxyeJQ3%F?f20}Tuw^d2*!aDgXg+dIYQ#%oR@rOxbaYawtCR^uJ)@Z{%@%! zBDRRI^%|+Fs&9Vv$;bTjzblx3_dx$z*|?CJandBrTs+%p)8Ty4;;CVP=x{hFda~Zb zaUO*_aJ&872rGowAAeXE)7!HS_uK{%2|wk#IjX2;>>k!HY~aX>&UTWRnmIc*v&dW$ ze_jf*Xo6xt@8O*0lF)rlw&#(Gy@c=1RI}tyL{N|{A^z=J7rhgm4VdLUvGa{U-6G&HU z%U=ID#VLjIp?r89?-2oJ+CiunbM^4r=b8OAN@!gA7W3>CX6nvJ2TBXN%4i&N}G>hcwA zZc;?tH`v|RWvqXjK)L^e36zV2{~!B&vj5h=T_iSq91Uy17*w;A`Lq&`Ovh`ScR0(R+)gVF~xN3DAFZeQ=i%z+LK}3|h z-OM{eyzOUX-u&dBPPGQ*H0BS~K-r(xJLVlhvpeOEd@a$yF$HpkvSZc<2a?pShOqdA zHR?X94?Ijp+||?#^R!B?wpm5ap_&B?*e-f<+eJDhvt#NvYwsw4s(xObsQwDUkaoc5 z86lk#I$ohHQ#{DnJG}s2K%u{EHn2ePa+Vfx_Y3?XQ>oe07rr>o?2s>WEwLO&KoKBJ zYGQ*dUD=^mYXy&v3mu%OQaQfL692A_B=yXw23)6$V>z?RRsZ`(+eq2MazjDIDlgFk z26vwP@};XH#CJn20i^dhrwb`BfS?yZsOan)Hr#eTA{Mgbg?tf7K9+q(;M@piyr{fb z9i?Cd9+gQEmS8L%^`N{5fYVx@9O9iLZm+wd_hdHI7M(Lr$Q`UbD2N;w&dC+`FrKky zWpZ8E=m(K@`TO!=!iYlAb}yc5nrMkiO;95e!5LjnE4x6nei@bIww)zU&{2$6jgPMn z?)-rg{eG}QvqtTaI4m3(xyoC0ryPMowM1fr`o^?91fw3X`IR&yvBkm+N4&$vXkomT zxD`S_5c%O{kvO{>1t~9^WEa`|O-()KDukvL!$4-tq+D%V)a&9>>dq1$EHZ9x#rGY% zSW;Hj3)>;5`#zR8c0T=t)kggT5=rmw^^Igj>Sdgs$;a9rE2Elwu8j71ywP!d25yf_ z)>URtf^!f7wi#>Q-4KN=ocilKQOD-{xzh`}0HS|2@(04gB`@Jxn*{!Gi&{i+1r@*W zi5-ZLzD+!gPI;suKJ*;PWvt(Ce*BJ+HS*l7aPu3b!3WN540*9c_NiYY<;zgdGosh# z_aWUObO-gq3CiQE=euG&)~4_;)%$PZ^;&GfR2#ZlOhG~F4BwOs1WubGDu8lE9zr5s(&dJ=tUE z%EnNP%cRGy9w}?Z3B&C=*?M?vFZf>i{;+#=Ux;$Pbj}tYssV=a4+IQhF5YWlC?^GznTe&qjK)P>`q1WYpBE2%w|ZVy5<6cG~x1oN|jaE5Uwl>4(fiMjBpb~#}Nb+@gTS#7fLJ|;R+ z0guBL2U1@#x@_rccxw7S2`Nt}IY*X*(c>W(E7gY!z1oYdqxDz_lYvDgPqbe*MBB*h zZogSYRagHW2IEnPG${{irvtAIv%O&!dNMdpy`FcrXDM3dfvI6^3k&keCbB_v{9j|C z0%x(+yE#y5W6O@b9C=*qCxs$rWZkPaED!@v6_gdvs98K|Ii|&+)Z7NvDhNlno#rn= zg@ac#gOkpDq^E6Xq&mGmR{01GO?BmlcsXL44bCC@F)|L`hM%* z*lLYqn@6ncQYHYF;wtekxT;nn+TLH4Qx++Bl6kr?fNs09Wh$Z99CL!JzPoD^W3Tmx z1kZ0!j)mWtI&v72k}e6S#xQ;u=}sV+bKVP(RzR_8PIR#biDSOHnphk8wOFDFaPv*Af!Hqnzf{jWI#UfUNlkP(uV{g@ny~XE>bGcJ2ldcen z)Q>jEkF^UwHWEgDoo$rx39IHc&g!6>10kOs{&f9tkM<^Z^t>o&rfi%3`N3)jCI6>* zp&oJ1Y2?{yhoQI`{5Qq-@BV>?+50JNWnul0-#MPj{p2m~=T)Sph1=9=K^6Gi@cKI( z9xQedJ#a$&d@kAosDsWv3C&p62 zrA#{{Tk0q@#6)R`E{X~nR2_{^+)Sa)B^~J)P<-hJd&_D6Kplti&JB|TJlhw7SqxB$5wZXa8$x;)JF&##q zs0+bP%L&S`2sXF8Dr2rxNK8+>Ao@17@tU@H$+W4yy&$ybf0rkW_JKo?gXSj}^+Y33@6C`?7=SoYoFuNjPE) zC%oa9wkJcVjDO(jMwjYmqub0*&7W{VAWHEY({b|pZgWar8TcV0{OTYfj`m{uR9GFo zJDqeH%d$9LqlEn0B`7q>Xe0u+cO>CfIaZBDjo=>W7<;~7u6Sc*rZ}ZUDMoc66|=$Y z{@JfLq!mk*mL>jThCP&Gnb{Lf;`fe|45WqsqB#UO{zpq;F8+U}f!ZDVIndT_@yX`$ zYtHiZ;b22yVJV(IW&3?+nTh=#fkW$kvAGD0MkALGlA{2d&Z8d&ehxZe5a2ZlT8_sc zS|`El3;98<$)6Vkkkjm_o2@T@PI^<+2|-aI|LbSt;JI)Q+%B^-VJoyS0s;N@TB_ZXS8`S$%;ZW_bOq%hV=1Rk8Hc=1 zJo2P2mj5Of?dvZOjuP#4Gou3UO<}=JsdLfk@zL3w(cdI}UCl@AQCBWf4}J-rV)aq4 z&|pTpy?-H!`@f}s{!5gxtC-lRyV!i}cM zOz}`8>!p|^=&A`wRz`gs@z{Qs-!C~L+R zu)^l!|E~BHh1DgKN7MjIJgWM@7f3LjDnWi27-7U%wXF*ujY75v7w!BTR@Nc|UQ%^h z`V(pVuq1^9G#-jXM&#EXnwB|~2K>BCO&FBCXw7MTS%j5O$tEx;RB}wnp!`$>W7Tb0 zWPwmw`XC0hGhXbaLcBXDQz_((pseZd>9RFcCRUVgae1EKRX)hn0;HgQh!miC(N*$F zKcPnBSuq}c#3%R!FEhhNgo;OqlLS+d)Qe&jMTF!86I!iGhfVu1ivZEcQ`LO{;Uyt( zOK4CWeNwO4>~SKgM1wlO>gM@^jN$PK7G0iX06}j1r$}O6knC@Xlzu4pi?%}W5vd)t zm-=5h{+)Qgnox)(VUu^@#zCbz!8&egW4@{bkn?xNb4`$KH*%y1ff98~Uc*ag;bxa&AAl=+H5 zc7UzVZi?}CKjEk#9JDg+9Rtq!*PENiaf`J9uh|k z+!&Q!R$zz_%#p}ZAX0zz$IOzwPcK+4aZ^MhrevfxTgSjw6HpC`@QMpD(9CRtoB7a- zmXe3q_C?E}_va4>tc132Aw9Q~kFx?AYd(kmHf{FU{uGf`V+1q1*fVk$5sh?iD%e#^ zpOAIXqj5s7C{!pn)=t(%{dllos`@C9{ZB&=jr1ksFfuSwjQ)1Xf&mGdp5Z!t87gY^#oB6?qRxpP=HmPhX|o~2t^N(~j>_pJ)O&Cu zJJkM?%j`*SS4(l%KE{XbrgmqkUtQw&a(b7mMrol%xs>{72Gtd#w* z;05B)nUF;@gwfK^V`&3tfl- zG=$%$3DI1{c1H!glhD?^Mq}~>fXknF=8dX?ZsmYy4Acs^WM?5Gg=Cvlq1QphU(ik0 zF4Cq=a*%^%dhGFHf|0+r3)1F@+<5b+@X|kLv}3U`1wny1i{h~D&@YgGOAb}kA{MbJ zqpTxX905zKG4B#@s^7jrF!OGR8Hbl(M_Is4B_D8xM+{8n74dt^LMYkN#_Ry`rH-M@UlJavr%=G#wST6UfTlcHI6M5Uxh0m2fyDB5zi3Vwi|}N zkt7vQw0H01VpJBx`pg9iz29oOTi?cQ;}XK>3fcHTo^(8t&rb}0J-U(=t>$_O>n>=r zLM&a|@Aa<(JzR1ew%7Zo=BpXrYmT%Zy4f#rg(`vUR%J;mGw-(9OzY*>xlj#&U0}>pbFLs`!<222*mMSe+P-B|*Ny)KiOAP~Td9as6Ygkv0*9JDoaz{S znEw(MDDsUw>};W;es)bfuw1Q%)=6fMxwGi@##J=7P`hNyS{Dw5+Rr4N-TYk zKixNV>;Bgm3+4L2*!RTU78Y4*Z$8S>M6-ZDlRdTj23gt+koE23$MYlbYbS6VOfKMR{aONd zfMOOGJp%2mi~&}3kyal0c$JX_;=T&&pgY_XeUvwGQ5Z6lG(vMxa*&sNlj@3RN>30} z00*%s$hy?gY>s%kCs-J@h*PU0<>v$-{z>n-(5&j5s*h zaBgBoKT^eXJ0U%O@(m2yM7Jou@7>N;I8%8^gV$hkYzt0(^K4@aB-1ds%(4kClkVyr zrq&@-mG;V=sp=n}a?Hd~$eRnMgV-mKuOC?*am>=a^ZPcRt0 z3h1v0e^^?KB?@z?`uhbeB8y&v7{*Fmm>Us&sK zw_17o@R##I7kg2rjh5m=SEH8!gc2{~y1O~>(b0VG;QIDZ_t9%+NaoJ|>WUiMq#1J5 zI+$BCxOKQAP@p-nPj!tyqnm_0R*XV(*B6R!W*;-=T%F+0wCWY#NYsKFAN=TwQaIme z6`6BahQ8z$p!#s#xE*Om49j$HpyknoT#(b|Y5dO)MXN6HEgy^?e;q9Os`AKZ(XQH> ztIcc7@Nh_uxM0jT6_uTrlErV^s_!$iz8WVonX%l$1#THfE*S+|_Ag~v`y9d<)}2;# z2A6KmxQWXsSti#lVFu0mt1}fc*xT1xyg6;5rF*xxlA2y!Z(d!#FK6JRy}kGuC8EM@ zZM&8n1p4w4=-|v4Yb<;(=8aIx5zfa!T(}VvBg8eh-#pN)^&yTPXejeg_C$Qqp>L(a z>#IReH0`adUe7PDy+=~q3NjV^(642p4761mdTMoXIRMXIaC|N`K9R~A`x}WDfw)~c z1TCs2(0B(QF0z@etPid0g{0t%l@543@@&e~|3q@+p@lN!&fod@`bt;!$qPx-s2 zceJr73CS5TBh0$GL+7wCYfwS~3(ZHoxZzVyb7|W)if8x*3EiD!+5KOq*xD|5FqK>7 z-J!t7i+$_kL+H`Kj=&phE;AEOE@KmZZn6JALZ4mT+Q-{W$(}e~fEUu5#hk9h1eeGQ;0gy49Sm857?@;?49Zx&qkwn^3ua(F z0B0J%qvC;DRDXy1mn)uPxbby1&|?ya;~rCiKow*x_5!#^*M4aWw`nxD_g>n`$DDD4oARC>vsXec#`*8Px3ry1 z^MU!=Ah9Hpo``!|eVf?=CrR&je+Biw6Kis-xXSEVVT?mnUrXQ8E?Nc zgvleQpTN$I0>V^Dpys+0(TaKCEbbD~3VC2G))UZ5c@PdJLD6|U&^eI+ieesk0`ipT zA|BWjK2UT44`K?XeDqz^JKa^i56LwFnQNSux1ZG7-w;qXR94T zR~=UsNI9&aN4W|m-p%IhZ-@GFpEq#JN&c{F8F^|dywxlB7kY<8x9~CQ)D$tK1Niqb z7D+}^URGU*8jqdY+1AlAr0(!ejw)%F;Ys=3NAlIdnx{>*fULP53BC0LWYjM$Aoh;~ z5_)F^wwTIs>~zB>Eg@qZ70)XoSO$O@V&Ru0@Lc&4nU$S2QmEygk|W}amd~B5=%dCG zcY#!oC<>cDc8$|LK~iqe^1OtUFU)(hx{-8-)S1h4ECueJAsTaQEMb>4csq--NOiqJbJo5S^KPyID}<87}V<7jEi(!AK#gtd%vp(uD% z{DsZPm*ZC=RM$mI09OzqD_Beucy{9d+MVSyI`sZ}^`f=6W_3=c!&Q)@`CFZy>iEs> zFAO)~#^3nwHLiCIx01WM?sJfqU)JAh;EP!cc|G%Vm|wc6|5e$S2wT0JFY@Dhn-U0b~d<#>}D9t}~ z@PCxQQ#ZKTR{=wh(t9-rUkb`Eqd}^S-pC5<0`Kpvz{aDRUJy9mOC)pB4&mMhvf_@t zF;Ot*sD~HiJb|qA?7Js_nm7Za@OI~-rVFSJb)!=fq@J|i<;NtbvgaFdk8(lW=Zc|Z-Y*g z)FWO9L^9X&vSfKIYaG^!vLqV3jOVF5LoKnZS`}bM1*KQ<5?cHhyrsE=N;f(7VG4Gy z0U$;~>}-C`9W^%UwiA1W5EtSZQB*p$QG983^uz&1E$q%@n%X25Y4KRaog~|cx8EwD z7#DI*xT%X}CVs4sPU@gw7u;GM2^o*Zc`5^MeG^Ff-479l^=}d9qCn6O97z`L__ZVs zlesv+l`05JmqJg&AS!&R2?X*>LNW;t*3ZdgRU4>AoHBxES1bd0S=ndXT}MSFMq zU9{;S#HL3B1tx&O62Tl@G1H@wZc|E9{$99!vLY}A*prG$yUz%3Ja?xss*cjzl*6o$ zj~8Y?Ckp~F!L0J-7Qqz%Wbdu6rzs|~^QqyllxD(Mbtoy~Du%Orc2mFyC@f*X(`hh) zyI$0RF+h~2T_y#0fc26xDlIRgxskA?ybW-)&ja~xv5|4#?@0j>{L_4S`2-bxAiI|R7`DWA}nhyXT7I*@s=-I%y|}X zv?r{Z(Sw2RVMETOWE{?$;#R;DOiod0k}V(K7fkc!%j|t9U#2q97;=^bl2s_ zcC2&^CHz)XgjxK-&f)^0jJ+85EMzO=Sxu;487+1#cXp7lyQE(kps=^+6R9CIMWaz$ zU0Dy0&EBDS#Zip414g70y{0?xIKVhiK43eLJs>&IIe@kxxTd;hzQ(#{yymz@x`w+Zx)!)5 zyQaOyyXLt@yJopYxfZ#Gxu&_sx#p7lMZ`S-x05T=@L_T&nq$3vLS%exykHz=oMs#p z!4H^oOvHw`tNj5+SRxpZTnakW=R4o$z|-&k=IvK;TGzv`e)IO*zj=H6 z9r*ox=DTt0QgHTHP1sk-V`+c&)yK6a9m6CXLvZP%@!PM4x=7OD{#gEa>ictl?Be6w zuRbpQ{`L9$&s`0VsgKj|M+V>j_HW-V@t(Ft`qqTQzO|1feY@zlHw-~37<|z0-&+CN zzF}X#*=gRVLm9r+kGvShE#BMkM@>L~{Qigk`cMDQAO7(T`xyS)zxjUf|JC!vz9xTU z{!*m%qbWi#;qc$Z&MEpAoBFqJ-WL7$|JJ|7X?*|pFfQxEyh+>fpEvFX`Ub)Bo42mt z)1^rEA_XfQr|lp9>l^qI{?mV{inqsGHS8lejzL&;{bLv()gS(^G5q>Zf%2y#HLO6Z z*G#v!WsCao5C8ao{KuN}+uyzYdi@Ul_1pjZfBxTZ!=Cn!>hTfaKTPWAqJ-`=jp| z_>R5(`q%$~{nI@_X7zh~Z;SB%HxK;#%=llCpZ_)(i65Z<&z+`g8c$>KXupde6L9ix z-bm!%Zh89{)8Wr8e@tUHjURR9+rKcEH>=;bWNg#7qUj#}xcyR!e!lcpbQ{R{JROI( zaCrOv@XuN`;n>xWu`Z&oyX|%KYTVW1pEYc!rrTZ@+wRYKS)I0@wl9BrUIpjTuaP(S?Gpz6{M}pgCHVOC$p@bw-M#%i z=+T+Y zgM5vC^_F(SHz@LVfA{y~&nFX4egEp}wX9%;GW91j|7lym#s<*lx4-@IP2Ugt?YBQ| zyWER9eRKOM{n>!8pU?jJ=8t~*uoUeI0LH(2zazIm08!iG z`#&GDFEst`1%01B$L3mxQCfq;kH263=GE}0hGaz!Ruy3S*WhUC(@)^fQ0(b9pU}hK zeSP@qjRBuO$A)lyMM9B(9VW?lfDONf{e+_Emw(px*WX_qz6+Cb0+3dx+4wnG`Xax- z4wo38=pCEvxv{OOC=`R}qi9EY#RVFp=u2ba?R8?Yop+I{l{p!#2Y^~=cl z)1PTb<3~Mw^V=@~!pAA->5KmHXolCp@a*+;1X23Mw?Brr&nA5Y%-9#}r|-@D?Qef{ z1GxKhf8T!li;SfKDfC@ePs4Yw;CtQv^>7cnA2GJ}HO3E3K-B)}ir;>J%PUrq-?ZQU z73wjPKo0AjB;*pG|C>-tanz<#k4{O6tEKkWqnX(#wE zbn>I-Kk+9x0yPzYY}$g~Pp|KfHXS~F0!~A}1eM-zzx=*C@D&8bhv!~b+n?c(kNs;q ze*I#9p?3^0mOmQ-|2K{B`oRCfF!(PFv;Ab0AJ+cw0Z{$;PV}Egjel1SZvoyB{^1|r z9{GR&Z*?02==%`3#g7GUTK?vjBI0L?e*G-vhpGAQcf~j8@BiUPAyB< zId#}XN%*$@<_Gh~AI$%cwO#tdl2l8W0G9xM`>%-7U)*r|>4w`s{EIf+{(8I;|1%u% zqj>$e_QU-@83BAB({+TqIxN~hHhrD`?SJ~wPR)zZ3}0*D6BFLT@eNt23}+IG#L@^w z{`0rL`u?_WKmYw~!C#x}&u06_8$KKT$Ju?pKLs&4O!W^r`PE;YPSJ#U3U_V(y1%$` zroA91DSxow$8aup@sfk1kFUp;XM@)PcC!lcb->96?_AFc&*n8s&0Ff99^5?8^Qi7;N` zAM9y+2dqpz_F?hhZt*GXF3;Ycy-PE~p)}%sa+|%wG@5A79kcj4rU&JAo|H{`@WbO~ zuF@qf&tX?h0&4gskwd zZ<^sOP5wIVsH@EupAX;L8+m4n2l%3&Z)(84&KB_{P#>=Y5geYC&xcKVVU;I1EJexj z*pCrfu|ZOVebl&I-qG>BrI-W5Iwir}ISRP%QK?6L+`|!PQQcO1e{8TNM6-oJvBO!u zVKjXyVN}#z@`Q*vgmns^zkaLaZEX!*ZXJDoXBx4vRhoc!<4yL6KSjXcbrN`TX zPV8X$E)`QgTNU?vX_Of@$6YQ>d_Wn2eo$96@Wq>az%$AZi1$_*PqA9jl1s8#V;`&- zT`IPw$V?d6inw+6y5((PFT38$NxBos!lk|z8Kid?yJKD7h7+B}WS{mA5WRIrrpE1H z6CO#6o#j!mv)zW6^PV8$rk=H*I8r3`$)Q=pkdJ`@k%!xgWPLIl2IAF;zACXhRH9c+ z?`=RQ{P`^F?Rh4lgoo$d+B?X$l*zpwV`{+nR!$tf2JWsy-tkWCad?P_+cQ|G(_^sE z32#RGa&);ldT&<(E@XKfXIl@xNfvn{%Oe{krkturd;fZ|1ZZqh&r87{dR@J3>2i_D&&@pR&cWlA;! z#J*S!kgvs2gjL5C3-N~!wXT*4m0eVv#@i@ofS%9AduvBHtQw~aD}+v(pH79CR}?=? z1O!|Hi-9RI%9Z-Kv*t8bRdcGhADWyQv3n71u{*UXEGsf_mG|BbZhcGiPEXt+F0RKD zs}4EBnak27WOVU343dCxxy~P5*nbMOPgGzMoY6_w9CW7E8%hb3I?y`>qPM#1fkhQN z1|1dQsPmZUK6wXZ@gzE!)sMS=OdN6cZZ+bVmj~Nyd94RW^-Q8&Iv{-UxGMo#_o?5I z?=6jwA{x<72wE;1zX+!-&4I6w8UV#T+`^RMrrtKm(1zq>F>UM=ivznz#x@#flQIQ_ zv(T+=A8hf;1$Egs>c$SjQK6o0bKZIDcfYp5W~7LyY&i32V@2-BXgTZBlOsq=H6S8Kvu5I zjnt4~cx>5D>V2?AFf96cV!`B+687;K8GMgbF$E4L=okqWzo`g?P9eHM7~Kq`x@r)4B@)c0>{3 zN|%imu@nTa9oUo;K&|JN<(T9gT;gY4@VpU(DX2(lXl_b>I*c53z@L0{PptFtXrFAe zKOm3C$&FXCfaJ7H^aLMc-Z5?A4E$#3K}9$=?4o1uFCi!`hYhW7VTj}G13iz6N660^ z-aBf9HKQc_CqL>=xUTd4j>1Y7fpxZ+0$qye3|0Xbvc=a>jyu~`$Pc5tQ5fGs%}FZ+ ztZu4s;f;YSmt)scF7zz@bWFycT=*U)543QBm+LHJtSqr$6$Z{#=xau+lYWV#b!wfb zRua4hn^4C0t4Ccs7rrqWC+`nyhXX6tNCv%GXHK-AN$O*8y1%Lt_6+LxHcq2lYYwu4 zi%nIUthz`(d&sV#Rc|B6O8`r{GjSJ!i&@}|>tb1~G_gsbb#T|S{KOuK;~_nhatrcw zI`eY%sqKiO1PAEIDDYgrDIq+j*rU=Ywiwqzn=@mJwC7K z2^SqhdT%jfk8w7HsV&`WkT=+f$H_q1u<2IwT~b_tNZzwAki3)dOoUd?yUtdsUFfoF z%^GtIg_k_j1K}WpH8n%#S*Dg~UBn|N*?~dE-i2E|=TfHq)uoGc0^}%A(uaBi_AO_} z%MPi2nCeaCPIJw2QXxM+F!;TVl4!Ja{?sRs(}46d;{@w7+EDIN&IvsKxgOcibRb}8 zPr6VD$Ex;eB?VONe&-H(1sIujt#7sukbG9R8+ujd3>IC0<_eNC?ByzU+7rJ*czzZ^ z)x)pz0&!FHLUQO703=tM{X8^?`w>}UD%{qL0!Utx;uF4e_~|U^gF@U+!4e@#eQF^O zJ$iDITu2e5{TVjUqh{0>=h$s*Ne9^Q$^q9rosR?eIMxK007OD{Sivx_;neA!r*J=jjn3 zl6M7_L@$&9c_7w2SGCCKaR}%#ricUAAO{1`k=Q(l_N@!xHm1@a>~b}Ku!cf_B~)>& z%MNBrt!zz{L7nUPgT5OFHWLtHKrc{z)?YkZfTG46E*ZJ*QSIJ3$020}QqSyI=x$j( zi-H9Ahk{ zjmihWhdpvWW!Q$?+uKCqfWHyJoqjP5s?k8HLuyx zXO!_M@|eDd-InZBe@q5DO#Oa8Qa&dFj>OwM-xJKrCmH34CbRTcpIM3zisu>JH1vEfwEBLUG< z5XRU_HrDsUB`=Vq_z!?*!x=?i6?0xk2r zT%H_=ufhfa=3MDP4shP41c69rhbfE9E9X${=UEE{Jz+=);%$dD z=CRNA)Ayb)=7)+8pt0sdLihP96N!1W(=DF0v9CUCGgR5S;q_EpE&6doU{!r|tZ&}} z83w#pU6XOG`%&1I0_l_y*9uV2 zzt$3PdbI^?;=Rq_b+P5xxmwHpa#_@eJ~?8!>QY(_;=a{&`O<}`_sT37#TXte|2QL; z!n>W=lf|l`ai}JC1=b(l+aooYwU&RLg|2BEmDty*EmI_^kq{kEfI*94;{p_VAg8Nw znshk{Bj-jjk#%S7>J|yu^9cx94*}k*-dNt_FFfZ6mNr&AUEk#?h??ai)3T>oB zuWr?T9~J3i-Mb_CvP*1$Uk~bZ-JgWe`P%|?eV0W<02YST#oJ6z@+c)8>oQ^IKRTE> zJ&5y4_PnRRxNxZfDdd_n&)}@Uk$3e5ci#1d!AGqufNkah1C%=-vJECDVvdC>0d+-N zutz`Es!K`61S>m2bsAXH>aM)%K;;57?{Xkq2G-qRPXh(R(HxNVXsNc3%-Yl8@fiJs zU01pqsArX8VH!+ul=-a(Lxf=F-3D)TM3f1*v~y?a3w_nK>v?%$+&GtLuvQ>?mg9n68U{b3QpZUbRs7%dvRpQE}%(% zkGa_J1M5jiK)nP`&X<^ZEkSS6>D;Zid7Tnhe?^L56F25+Cet#%l%pV0>LCTN$)Aiz z4kpmz^HU^|h)GX<;K>kg&m}Y83nd4&p0@6-J5BxxfuE%-OE2{=RWXoxwnlULBtcll zUC--lGvz?uW-QKHk2=(DI8@rb^zam2Y_2n282~sEeisu`aV>cxvNDPI<#Vlcj*B+R z2Qrau%PTJJ!~rS8=?^woH`!I4M&^d&VLRSPz}|ow6>kz)g=;2^N_u0aKo?6$Ji)sa zDg|~0dFd%fR@d9CyH=0>RAZ)HohxfVZ<7kR0Os?<74NWTczwm3p;SPhE?fkv6E&Jz z*N4kf+whXwNc5w|ifwGxwZHT-eYGE0rrN=S^%kxa zC5Sk{YFt^qQZoP!m`vj^cqYDdU&nHu9hlsyvZs@I7q9}4ojV@iL7{MOWQz?NX!22q zTUj6}i(VNR;2Rk}UDUeYf=aJ$3)|;MCJdLDQy0N4T}jA~6Dt7HZ^o<)m$cBbcm)a2 z#N7!|B`YDzA)TuNZeHjLAd*Gy89?&P1LR;Gk&+B@%kgZUh$-!yrry&oM8G-8Qh}p| zj+nda_7~)NTVZ#7MF-#)LEhw}9|EQdK1mqY=Yfk9t_b)6#@hWHG>{7zzP_zxb!9!w z(611u69U>tp@b%Pc#&J)gVB2rv|sJTiCUy0{OYZ%bu)qLTbUv?1JP=n7+BbM4Hr1MA2xlUX^;;Qb=s5Gd;XG7Kk^v z&D5NoWR)~9%B~VZxB1Zgyve{jF=;Yg2;mw$0jcO+eHa=i7`|f<>jC#vPp!}+q)Th>0|FJsBaL_YpL9j0|S`j zYFuGnTGg9+1)0U(2;q3|`wW%Gi#fBz@q|BHHe`IMhdKYy5iDiJGeHqrDP$557k)-8 zGCp526XSI=KEnMrKK;{cPnE&)6_g^{6($lm&Dt3l@GPL8dbw|$YjomUT=z)!I3v_8 z%3pOWuzf|Mc{h(I776I(1k2Qu=wu+3)5Zn(D@JDP%Tjw@ju!?iWJ0DIhUW2!Lb=BXI=doa^wC}v1xvM=^J;JY^B+Zwsdh>!}Ap@jx) zv(F7uaDbgoOG{Gm5wr3-hVTIz*&=yWj}lmzF&ITA=JV0^H^uc8Qc{J}h1G6(=7OTn z0R7#)G$1xHP@pu5V;Un22WRTAhfb);vF-)f~HBoklCZ_PnJT4<01}dyEUD zu=itgD3B&5NvZ(Rn@Ej&XafT1(UQ~nqr`-}99q<=_j+nWv_OC^3FVtxM{CHwik?U7K;vgd4xL8ao)z!-10 zu`LO4_oQPd5=7?nceXV{Tv~PX7W=|Ay&m0JjVQpje0P?ZM-Avpt%}ThtE}7N$o7kE z3f*IWI^ON6fJ8Y)uN~n7@EK4f5m2+V=yz6W0KH|Ro3&5|b6lv|Re>&O4N0|mq<(L6 zL9CR`vo{2OaPiAs>4(w}CsybI33&Vb7YJxvMefV(}z1EIfCAT6R3!t_`GzM-x1_nysbBYlV$VXn_jRpji0qWj zGhS{bgeODy;Es=n?to~zXxk*vfquB4Q3td$(OSlbBD*U$1xfhja*R!giS=RJn~}?1 zJ-ut5x30H~;S<b?>mS%cIb`! znr{SzQLW+5krXfj3=wqx6aazwxK(vM7PNKXG^R=^&{CpxvQo zU9;7#@M|-}KPj@2UWBM)foVm7-kutT#_Bf@;_M?7ChtH22L-rjscdVn;$ zW<>x;jPbGC(}_sxszg3-3WFChfgke_I&yyfgoFU%4q+y_jM883be+p`5S60bxmVPBce&%Y)GPC!f71~N5wO4bJ86LXYHg1kI43XsYrWAv7w>6-w z%>bQ`39!wc?WYYG} z=;_owl3qJML49&^p~NJBR*W)fK^yPcOhBiB`G|pD<`2a6_70#&Xk0V99xx2^*4V3I zxl)=8qv*&rvY{0pi?axY*W7vpk8VnakGSO?vRi&Uc1q=GiZDcKzOv8(0uh3@#@4SA&d!Y1KgKcfgZ>& zmnsfJb4}>?b{?M=}@6QHy79f~+Bt@6%17*kpS25mzNr1VFg z4_P+04ohTpbr+eh-D``)NYq>xI}EDEU2ax&q^?qV}IfU~iW zA-k=(eUG)w>v@7$j;3bJrdz?&LB5@oQLxJuQMvqTE!7R4HERSl3rNZp=)BxJd%N|- zLfEw=+dRK!D)AvluaLgt!V0m+7#eP8*%~RfK8nnCDQz&H0;$-WQBoiQ5@_{+=o9k^;rLCK+&C{Fz=2;6EcB>^o8)POEJQ+SbMA+9UM050X3Ra< z+o~Zv_f>;YF1BjcYxV|&)Vdc4LDs0AqWwvLus-#HIsE)3@t_~6JI-5 zHVY{6M0&{`d5~!_^==Iq{zXaw8$EWhbMjcOE9EkiC?S&i(*t7wMcL(BxwAdI683Y& z2y~s!QNRRIKpzI9J$Tu+XOe7aVD{8kypIgEvwS({_JX)BYWy9!0W!SK*i<( z`&cjwN;zU#`8W(XlY_&K9C9B?4__h$fB0fP6EflG_WpO$VxNkBj5 zb%l<4Cg?^Ki=wKg$0?_@%0uA5tgQOTgXZI*nvbG?x?XR4CEE7y)M7Ii=SQ(M9hD7J#@Z1RX)A}PqglR?D6o(pjhpwXcw$_R?n zEl+z8Ati?I<#LIrg`>j*Ha>+TglRs#!eGFK!Fopzf&<{Y(>V-q4X2FOoiwH{t@0>c zQkxJYdXSdL$7vVTdey+i+p(dCzQvdZqgKE|8HFU7VtQdd(kN)MXoO<0mc;f0Yf#`hLEC8c?f6P!d}&m~iaBDWXf6rO%Xy$p6I)XD)C+uU>X zY~%I*!xUmzJtl!{iTzaskogc(^g_*GrYmtWsKpPZMt4GD$&vzxX*Yss!blvbTM0PX z9g$jSJvy;tG+HJohrHr+C>hQV+yFr2JP|##*3tor^0gy(d?L3BVM|xOlF)2%i*j9_ zKYbSe^C$6r+Qb@bPgIu31N(;wHwh{NR9cP&F2ZAk- zc{@4VOf)du?g-k-;8XHdBIaTRU{BMxYuSU`lB_pTgs3FheF77zh{9COiUjl932 zV<}gu#~K&bFvs!cLkDJIXLhJqg^5BmqoQ4OQ=JIneO}Cr4_?oVmX#3e(iKQkjGq^1 zBJNByL#Ry9BYxJX1AbeB=ZNp84~>6bPqt}k3#{M+eG9fu9-_S*%@^jpx31^Kn=7if z!BIpvzzrrF^^?Z?40BrvJ&PcrY88SuJq&qen4|8&6hUI_!&ITFo4hfxNrd*COs}Vk zH&wX`f~0AdS2m@d?w+g_5=C|nbUOtV-L$E(?cro(fccy&cizVtdU2IxMJIN0W)di` zv-(h+;k}KnkImY#T3a|c#bc%^5wE)3BR}FZpgU(}Yq?mTZ!812`DQnO<6gMFenuP| zc3bLBc$LWq$fDMR3UvKly`gnKrP45>gI24s(U2pSjkH zqZZi!p%Pu`4viR1(MF23?&(oQz;7VWUwc;i<)S_WHy}L&@W&eEpMxgMf_dmZ@4)L} zK_f$wkx%4E=#d*^MO07gX7i`DONiHtG5d>gb4KY{%8x zdfM)1lq#k+Q9#C5IUOL*jQ{t zOM1Sq^L~^JeO~&bdK5>K5rmRC=`3W%vX34;!q-WlDGop1zj<#zc5uY`GG$Piu}^JV z%j>jbahInO%d$Bu*5dhUx57jfpJ&)q85)rzszrwkda%ZW(?F@B9%K$8gahlC<6753 zt)K;-JZU6;dU@V(%meMK)w=kPNoymyAfEmDC{&yvEg|9&dXwqbwnlD1aa`JA@_NFq zl(iJI8FtXUa}*2yBFWM;&SxSJ>Lnnuyef(-AqZ(g#0w8kvjA}IG)87>pQMi+p_>wg zuN@&!0U3vY7#yvS{-F_o&_+yz3~gmq&Kt|*>7;XEdI(V_zxI*aurHKsx!FGO?h~XX z!4oDmdXb-BPbts~T6udt=PNtMzwZ8iMU7QY-PXWpS{&WhgQIo5$3V;`2gvY1PP}xV z)7&#fCroG@BOki;fR*Ja;BSs`a#CRfoIIwiL!QCXS+K*)RRhH4QW>W3JjkUHx8NfOtWzSPPM zGBNLJ%@oiW&(}^Ki5tawIkGIn5ZcJ>#mog4)3l1Ii2bO!X~aeTcvGP2UVDSD8L2!` zfvjOyg^cz)rDRMtkh%eowuW~Hz|Eo9G2n`;-YU7&y0}8};du9b{l>`q-Dq)|2^=0E z5`TO8qEwks$rwu!^g85GW68mpY@*n3QXCDRpq;na?Q$(mJgcs{oX83#s}k|z@XOS1 zBK}whacJJ#*IOlY!nUV8x2u$g;Aa@9Kt`|kl3>nfG_!A=TRm7cTpV%VY5JTBtY0p~ z0?^RiA1|FMKJh7SU;n)P=u(=~LlJGU z>}`TTsnm}!?OIhTET8D6JZOdxzji@6#hyuWF*vX^(FP~?`1J<$_{wmxy3*D#Bs94- zI|F>ZL5X)r53luuk0O8KWc%q~o;r2NSenhiD%2bY*wrOXF^vlMcB4AC^(_w7dV;N=?kEp4Spxyo4@hf{xHTvUye4w4p zCzJNfV6QiCPTHD`hRPGmP4W>skko^AXon}#+z(J4hU@jxGO7GR(*ZwP`saO=ZiN%X zbW#n>G|w+faMpW|$~$iaKcmCS(5s&vSNgCs7ivbc{~ud-d*llmjK^ibmIXI!R`X>lEXCm_Fv5}^ z+M|9x8$zs}3_SY)={+&EGul=usUL?c%CeV3#vcqBRGAPtatm~bDoC%I z{;Ik}1_^$iCb7tG`azOhE2sJ?L7{cHp_@6FO%%)&gdb>jvT!;;?uL_>);+e!_tvsK z^#bClOIn5m3Y;;Uz@4c{=_mqclGo0y(YdmgJ3TX|4kjc46X|UQ*rVAhG<+Q*=Oy z&(L*@3sz9Ky(5jGzrJ?D<}|s* z)OLd}hZwL4s(cpL)v5N4HX;3zwil(EHq9||U|T@mZXpsQWRC&Na2~Wa?_4Lv2UD(h zAmNjvd4K(T6;-e?KDuhhLl!2`ktb1K^%-}qJ9lr;#AE%}Tdxp%Ji(P6vb@KN_v<0K zlr2_U2X+>sE1KAk;B>}L=NeV-$ctrRngri@k-=K6c6|Kf?Yr}n#dJDetb=UhwX0iuQ6u}=Nr=v5!J;Sw6xI6ncV zO0TI1n;3jRFK6Wr#v2|$!g+Ol=3?tWz%11PHn!P?VxRbs6YES8%+i?7T=d#Gozk?{ zuBUSai0K6KG^2ZCLYPeftMUwCcrW#)zEV{HDK>}HIj3GrL5|Z{T1SyIzUOt#W``d- z+I#LXQ(#usDDu5);y~w4CP0xHWfW`kcID)39nR=Vlt&~a zt<#a2G5SDTG&I6FaTk4yoHRIL2y2H^Bc&lE2Nh7;@vSqpLZLEDB&EkAx6h9{jILEn z!|CZRu^^{P-n!jpe6lfTQzhDeW<-!idc#Bf)3R^y2x+ISc_~Uk0yXw%;@Wg)?naL> zon@a+r}1&>?^MXg43yAJw9(dPFy`~T_Dke$0b{2~uU;O5XR2RlQ{x&rcd+~>}dzLJni21{Up&eDq&|tZ&e_+vpEe;qu5j$Ymx!rJEfIX}xK|V)xwM#77t34@1O;DQ>T3vbsw}6oB@BRJ54?vf%*7jxmA?HxLK3srEN0U_=&K%F~5Vq!x-8uwDM3LNMU?TT477X)|?uva%`81mNq z()+8Kgex!I`_imVE!)ty12T?AG_edJ?6Z=E7&iKzlL+$7EWH6GIm%)4{ZS3AJ}d$M z-p1yv`PkF1%)klF_RhGyDj&+LO$!?tpcXvvH{rHGv)5Vzs2qpQZN_thie)N>)P`ij zl#wkeU?1;F!L5)Ix@Ga+J|<9_?9a)uNYQ&ljdm8gD8w_uVrVt7Zg88UL+?lFpWflC zUvE#EfwGa9mT^MYxF*x9r>2)faeZ$m>lz1mmfmKHChre6YqLqwlphL zpfx#P5(&W)Czho|oy+ikoir~d@a(p%_t%@LbDLa_Q)~fN1N+&|YYtmpakkILO5ZJQ38Qm8C0>pt6j)C9@Mumak_YDqQsG0eZwCCgGw1Du!tt=!je><+UT) z)g-3?+mMtO!+DxD<4!W^)e^3lQC@arYo#sT24{3#A?U)8VsUAI`FerAs0S&nB zf9yU)vNNy4rBUjmR)#|VaDxT$W_#_?n4a=Numq5&qo)V>b7HVfK5D&x;3cYc`?3a- zq}Q^tX{g=;TAc;xQ?3Vdh%;5&sA%2R6jFrNUYG&4$Qtqz5%{ep@>nbSXi@GWme-7l z3+TzmS1&7%I8Q%LPjoR4ZqQwWZ1Me$t!SF{aSCmjDT)lZzjjB|+n?ASkpbh)yjEH3kX!HBgE#_+e>AbqSa1Jd)wh#g!8C@Y>d@45{v8xeR!NHe2| zp9`qx7=--IjjZOu7^Nq0x%P87r(yjB!LzeBf&lKt{DWzI)XEM$=m8zy@A z+sN?riIyaZG};I`fffywGQUWIPx-b8VGb?v@e&Ihc%&BZhGXuKvprDjbjBpp4l+kX zk#GuGzUR-^t-Z53gkxz^uaE;d8*$PH8f#I{tf_r0+Vmhr%s#(46U^j(>JT5jAMPHP zBB{$6v%McOzzciYasdnvhijmPYc;~0sk0}U`-JC7|G z?Vp z2v)?sedKg=#_#v~{tf%xO-PRM5y@W24nw8eg)ozDI`9{>S@$~LqrK|3qw`Cuw`n7r zh*9f(1K(+ed7n)`JXk=i?l1Bx7Ax5iqKblI-pI)}g^Qp*?z! zLbXlh0vB89m$yrV4kx#wu1v#O9+OfO0k22&aB2zocv>nDB7}_^!>Y~zg{A*lMYX3Z zA7}AxQtWXYP~^KpXlqxcO&Zuoy!!RJbG6sOy;uV-bNEcitRV*H7hS#xe4x7gvEGxL zsM3^R5>OBfm8Dk?x8T>c?MJe%!*r!4R(VyhnFNTccwWheVGd%Jo|l1Hg2=*&->Kz( zhA)K?CcZ}$@+eVaGIKa$CFo6iOm2&Q0&IC_X$ffE zc*e&Cxd7)Hc6q<-dB)MpB5$<(*>_=BA$zcixEls5%&NV}BPNu+>V`#t`nF`0jOvX6 z+UqrQ{_e9lXi+ht6!po@_He4d@3T)zAX38$I83!V*lHt%=m7Mkvn;mKu~1OeR}6ZOR@F zhH5S*-=0=RgNIAY>od`+`oP?U^a`LsI>6+5&9XDAlN1uFA0Knw`{8nRb!Zpx(x(+R znCQYWbR>%LT4?p7EkRgkXv9}*gQg&5u*Gp{S$n$>PX%S>-dlTo({Fj9+liv3g)UcKm z)U5;T^f7}tfdh{;F+^7B&pm?Zq13x&W9QeA#vEH{NMHk-fg5bZF6$hSu zzM1A#U)heu?_w(KvOX5^yTXN)wL#5JmPO-yrF&Rzf}%`zL>)*7pV2vGt^3>CE)Xg4 z^E9cAv7{u;TZD>g#GG zh@1MDARDzdoTjICfW)?FaN8QfjN+Y@?^C#kyXgtohn*hV%NiJ^FA1!JGm)`3byrVk zO_pJ~m1RbI{0q|##W`h8&{S1a3@ew9OaF-Uf)&UT=WlOy+z|NQsmlGq`JCguGmZTw zJ06E>-HxlOmA)3UcAtBNm)Di4xUeSx7mMatxJoJD!ty+`7B=&X5p3wV0PZc_+}!=D zWNG>+aqm(eBm8`RQ0Tz<%e_Uv)^`HC)R_LRzGw&uc`8R<%@q+MY@ej;dz8<;&|Zty zpF@zo*&FO}96~YQvD~pmA3;74fi~I1JqXYNUDG`5-XXEqt#YKqP-Bc1q;QFlBUoPMa2Y>(Qj9j7M!O5YnaiJTYG?m2-JfA+z6kSnrd6+KQL(B&k zYg8BdPz)Awxo2q3)yS`PpIT^rz+31tS?qRZKmwD9ZBqGuQ9lao@oo*G>sf&J4@CpsdPDVOu4;@Yz;LEHB<0dK*cvJel^`;*)@->0o(+_#11h3=U=CHF{kmY=rC zezxyVDW3@2TYYJ(YwMO|sq^?mjhOTN&RuB$!jIr)=rk#7SuDB2+0ItXJI{I%?3-@o zsn51NoP4G$d0!q+L1Po`={#QwNH#Z8;!B|(V4S%gs zcfBagpiK)83xTja2vZzBYHB)m+nhWXi9X62V}-?g7kSVfT&|hi0}e=0usWo3X1}>% z5Cn!Eo7ZI&$#C+cm_PZQp?CnwHS8_wK^IIr4dI)ESa$eyUb#aH$cIetan1GsBeAEb z#(LS?IASC2yE`pAr;2tjbm5b?Pf4N+n3QfvG(T=Vxuz5zMM!%DX%5@s!6v7sp6);b zXeEHQ4aYQ`m~zEUd-nqD@}Xh$KDvu=CA|5>pe5s`lmi4o>Uk1Y*^}x^x4RWD-fbEi zgN1a)6>jEGYz9Ds)sr5nMBvt<@Zz9Qm(hs&q|X>uxyv*ylJRvWmLBMK!$~=MtpfRB z$_L(M39Kvu?33Rq!r{GvOAxaXU|?u^-dSBxl;1O+nAV4ND{&gD#|}>?UDRc0PfsI( z6#gX0VV~q2f6#Z^15tl6lRZArZnD##Aigwr|0z`Gl$^-evI3T>Vx99Jzm-!BzoO{6 z;LoEakDf+RN@NPd-jK2?v*CUX3&cEDf=<(F&M06Dya&@*A^9tTIW2Hsm`CnW%Nmmi z6}Q`{X>`NPna^yipF)FU#1MhrS#Crw_6q#1%Qf)~5;S%cP5C)|vz~lcw+sgj#heL< z0cLg5!@f}Fdest(P4B#IwvS6BZc741$)Z+~eA%18rlRf{6m@x?f$3I^c!$#q6&E^L#D=~9 z8~|CWjf5G6L@0ni8IL>|SS37bo_hLQLjd5PEd!IrA{+-|{(3A3kfnra5lZR}*SsMj zHh@(Ps0NVgyQ#XdAU?PQGn|sz)3#>sk6z7risFha^4dmCNzaG$=GN_JEy7z|Ur~V6 zfFc1GZf(SRr86S*07^a|MZOC%L%YDAl^26KKEo`} z0{dhG13R{}SkvREUEfje7V_qt=zjAyZ%1wrc&7-RH`WTE&NLiY292x{#fSC4bDzYqz2RfM-%63pt*;#z4#y^L6&*AAq_6j-p9}>9D^gEv*OVdH5pz8Tau(_B} z`X&V*KSS_s>lXhgj$tZ7JEiCjKuG9bht7VOK;N4FZfrY=hE%cA= z9^b?ia6lJnGLrGHnM8wSQP~X352Ul2n|Wu=F{vvrnbiu!1tOR)X?oet@jy1r6{7*ev1I%IGZJ-&?l;W;tHVmr0CEXdf#22FT!B~cZ17}Kp%6A zJrG;z*J(^!+Ja#a|6qIG2Q5=~ihnkWSX56K59_A~J1<}dEqdo}7E&LD)3-#9-P+;j zFcN5wy-d9bwoZHl?>IDXhcU;_IqD_Ibvdu%QHgcw@d6P>=Hy_1yS_PU<+YV~P|jHG zAi!U>+74pYy^DPn(6RV-k3(1s0V8DuFC($AQ;fUIHtXzZoOj%@?AKVtcG1S2ksHX& zx`QYJSW?A><-9hn8{o-hq2-<_nq<)BlQ4%GMaURkSp4$fPljDBXHh!eL1jS)m>JOF zG1SeQ`0Nv{9zO%oPx>UBPk#n%S5{s*a&S-xiy9&Ef}FolQd3lAqQcBTC+^8IY~$k_ zZ4?nCZuW5rK~_lfjXfTg7+(Q*RUArsoeAtT>TcO2L-&`N9aw-8@bW%#W%XP@2uuG0 zcv%NQXajU^p-?#|gJnAa#+;LOG$tKkJ;BYhXPOts9YjFt1O~SrK9Q@^prA9_vuUYxLu;t@FHxFPC`^9F!TMo=* zbZ90p=5q14djH%BQ{=uj}?{anaWaXRvYXtI1#%uljkVMLLQ~o-u zgj@hW9mXB&H!3GKH%xHMA0fatE)!oI#0CxprK5-Q;qJwpX>l4X>zNIfsCXzG727(0 z;`4E!NjQ9b?VGy^N;JJ$>WQTxdt+ks+*yZ8?aa1`ciL3T9e$x)yIH_;cox$EJ>+WR ziOM(Owo-BJ?2{P|3~vJf*L~-Q#B69^`=gIbD;k@Xcz708aU8#??$hCYv-I945}@T1 zgc(NN;In&z$e>`Wo$9vx83WH(!w=6R6yRBRKin5TwD!R;7*?WJ*6C>N{CqT*8SaBs z20VX^Sd)iae-0Nk`2N_j2!g79FR29{dyb_Q zfG<1ue)`VrCVc|$*AK9fQl)I5gOqS9`s*VgAprP*6DH7SvNdG-IXv8b&BxgNoVl!e zGj*}%f?48xHFD=J;f$6S=|ynZYh&F;$vb>=uC7Vuy;feIN@#*X17O-Lrfsml80l9O zCJvKkw#!hX+uc|5JTM%bSX(H1^CWzG-CX-&yrn8x+LuX?_RSg8CG&}2i0s#w(p90p zc?mEHo!}7@lYTmz{Lwq(t)4Uhag%faZonl|ZV(5H*>0kE)%S~hqimL4S?}c*5lQi; zB~R?x4XSMcJAInEc|6ZFjMjVcgzj(ny%(^hIu8blY$`_I>HI3L+ITGAOvX{HeP^N+ zT4oX7%sAgw=%I)XN&*4ji&-QVSdw#&)S3H1fzCzrnWv|ZvS{~SCId&QL|PN!(e0NP z^3!fw3{+6k?A%-llNXi{1|ETi?t}as`sZ8%9^oX9C#;y7xuM6d-)SlzUrzJ=j{h*a zO1Qr|i#u>p9Tkm8QG)sA(ot~!$*kWoeIP9_dC@-yU}2LjA=>*{)~wa}E7mZ~Ek_4< zt84hV;eH%g)5;AhNinLeog~VZo^cMAW|1AR-f9k>_xDxF%XjXIv;Yk8^uJkYzj=r* zk6G3AKI`bKoI5=9w1t9i-K~}%ASkjv_gosgYz}^-sjK;ZZw-4+BTAHlfkzrs^o`yt zHV&3xco7uIKi;SrFi;$)gNl+dgPuZz3ruK?oiWwl5qWl#2Ahy!_*#e=%6Iqqs$yyd zC^}R(XiBcP2}mH*>1%11WhnCwAsi$N9dUw(dz3wMY|TT*KAyb0yRYPz?64`;i7Q!3 z28d`h@RK*sI-rMHv6 z=1Rte;eHmHFp&}|J-*PnPI!Q#9XM-^D{y*}EO*zwOj?H{v4huwk7BCd?vF-guq5t7 zQB^agJdow~Q71@0i-E}l()6Bf?aot1>fFzPR2~HFxdV#vV!Ycldy{gDJYkQ(w*CEAjdF+*)h+>7jn}bq9#6>k^u(#8QY%&%{;>)avpX`O26`M-9`yh zJ8=bYp`UBiJJBXx$pDb@4i`;Q6Z-q*pB%zBFHE)rig?1Xpb|{*9jp1gH0X@&7uK(N z4A)73i9O92wnAr5SchTj(M6Hn(*>Tr^&~`0x;$1~0%3uA7`s9wYd^vEr#X-wSk|o| zS(WGCmSYoPcOY#X(@x?!-)~7sbpdG9NG)qBE!iihzHd3Kd05(J`fb}8EPXxYyi0%i zkh}JCfO7!0U8Lczi-=_3af76{u7&ZH+}NpA)M?~NPpvu(v*k5(>}FSgDe6E$%n3Lr z-HTi6$-3s!13+9&3Lopv4yJdJ9|R>={{z)h-FzN(tJZG;Ap7LIN=Q4%bYJM&sAA+= zA7x8q`zp^*+8JF8j_VM=UOxwuuU7qHnTg%nSSb}<4E?XKiZ~@BZE;5ze(XRTd+m`Sl*e}#*Nbnw}+2K zT;nNeBg&=Hn}MR3Cmh&Ia~7<@3vAhnqFN>3r)~-wWV?!LGE1=-Yz&n#V5LEi zGOG;(^iJdbG_AM%p7BFI?fVusAK5-|FQDPuNtLv{+E7yp?+=Kl7uTS&$72)5%>=t$ zAv5y;fD5N9ADQp3sPmlYbD0nsc}VS@wI)9sZ*Zo>{K?hmx%6$fapv}akIeq zjv3mJK>RfYoQs%QjPMyD;gcNz6y1#zyQ>=)lw?B(7+M4Dx=q-?PvK`pirb8Qbgy@8 z1YusEqHmIT>d^;;!?#6(Xu2~87$ZEJWbOdrD`kKd_%Ka{=$Ujlh-PH+ zAQ?nYon+_pHAW)!-m$dIFok)i0;W?Ti1Bhrfu^f`e{*ko%`FTh!oD;*=yqWZ)__Td znUI3ET8=v>z*h+L(E!?smY~^73Bj8;+YR-B*sFoyKI-m@WCm=F16z1YQ~i28G69Xo zJi*X+IB}oXlG1pBVefD&Fm|DF40^wG)FqSU{2)QKta84%yeYd+L+IXBGz-!C_&IQj z?48{0eoJBcAO}to60Zl2-5VQnyAy+VrUL+l0Cwf#(6i79m%~zJ1-hHa+ zD@htNg{$n99{T_}XzoleefE*201ao@BQM4tN&17Pcm4U<=%#S%{sHYHXm(lVK4Tvq z4wZU>LN;ymjWesF$XG0kBp{wbntL3mm+nBRI{VN#A)`qqt;7N@5+xq^m@!!Mk{4%g zaS_Whf}uzz0zWB6nNly}OC%y`2DZRyr@ zocsl+Iqi{vaJQQ$+1_0J<4gmDA|(7EF%tJXVvW$B!zNyM+@=f8H)M@E;SNtIqh+v@ z(>nI4->1Ey$wqP3Pf$C5Z#8-x;01I)Kdxe*M z1O83j?SVTOK_En>OLyR)GNCy#&e*l7ax)Ivb#c9|9K&F9f{Dig58QheNH~bFTPjjH zl6dGoq9Q4On<{mw^)CdF=9VbUlI!HXQXeYh&h*<-tT1G%xy!aKWa;TD}OQ0!ke z98xKWy|IPkh;Q4vpyrYZJ)=qAp`xh9qBN!HxXk)xmKRDk44T5twG3uVqo6ED1i6KaHt2Y4YJ0Ub1t5OT=Xi(7=^F0i5de?$ zpr_NFnql~uC?FF%8n=0&df6QWNcwfNV)a>Vg|z!H+T6TsE6LBwqni^~PkB}s{ABYk z&SaKl6cgYOB!R%kwt}WL zJd)zAe(iMAB2X25mvR9Z|3piGxTcH?q^Lc<{O(ThFS|4ecw7d?+Cmc+FCSSWhKc*` zgO^7Jcn*V(9H#B>4A(lJD@Pi;Bdo>Z9|CBv2I+u|t5szdN&{3bqo8h7xQf#(9FC20 zDVuT=6{-2#40FJi`-3@}RI7@G3=^pi&lmou@a&A2H% za$+o(TB`eAc6Qqorz;*^KUrCD%!;~2@p;fg$P_7uJVXS>AF2&E!0JPRrYMVzbcIDw zKiH$25(;7(N@QJ%?2080Rn|ARwIco)Ip=|WEb+CI7YymBZBKaPRVp4@*Q!hmumz1O zjJr?_$!*5CtB@2_c8XoJBjriLWra`HN@Tu6?&<@2avhFOjfh@Xb3tC|HOiJ)mOs%Z=VL1F7>;P zJ;KRF`L0?KuDhh6sWr&yUjH1V`q@>g((nF57QXZ*y} zz%kSe9-?w})z2wMzU3@X9wmAl@X0gF7_+oJ%Ux%zI97jtah3%3+si3u$TityVD`wx3ZV6Sp{b?{PLc|_LN7p@J@k$dnYd3xl`fE!Y zwDtH)*$d*eU}?N0IF{R!iG>*lfVH#bDdgZPj(H|Mk`VT?Fb`NQeX(v4Kc_dfR5P9(49x` zbz7>W+L>a+&mmpz)xEmL*Hp%0$47!*7Q#^Ga*3E2Hk|pzvF(+q!>qYcVUl@X5&7!S zeEQIV#=J0QfiKv@!&3oK<{ja*DrJo?_u*4V$%Vb#Qh|$29ZZ&vFjH-YiDn>nQgm0o zJ6v76hpBswZK~{=GHr^C_>|apG@pMC@hsB-Iy1{#my>e_La^@C8QJ7}Z6H#}+Xt1J zTbpO&wg4(GC5Wxgy%!bt$W&X?^k>S+Xk^Oq@5)Dr*vMmjho`no4@jNRcGMYs!j;Ys zin%K@1@O2)e4VK?0^EAJ?Z*li^O>gsUVkePalXb$zIzyr0JzL@&{*(Vw}NYjjz*0q zw7~Zo#o+SV0uX1^?PYz4HOxrA#6Pk+5Gq!^({=N^GZhb=Z?R!0siAemp98iiNiCRo zCu&_T`ksqs$K2mV;vG{xGkx2MRxgV}H?J2Rcx4?;ajUy;$)j}pJjhA_&Q0R){uBcI z_QC<04P$7=cc6?h9S5GP02GibOnf_MjGqYXsXNyVMJ#`7Gdfj2dW7Q8NE_`c7synM z7^?v6H+=7Qy_)m*^qqFq*|8Pxi94$X#U)Io^AB7^6Q8C;K+_lvSs8B1>?3>dGN0|d zJo3S5uo}tQ4pgc>u!Rtf*}VS1iYM@6W-CwswzqdpsLJCY^-i5uj84y7mYq3TL!)sb zwVieT^pQJ_P@gmFDy-lR{q;sc%%XDPDDRU;Wi_c+C6=M|7$Ex+W%R;qycrL!*W}o?5+%Cr)IPXcHORNoD2&tacLAvM1BAw>j20W{4EHoB?W^~y# z4uClOYK9(}ZL2)PEw7|KbJ`A(k18Pb^vyFRc)ssPMUaK*JEg3zCu=^vnzP?rI+*D$ zt)&$Yv`Le*0X>T!xN6*hKc27K$dB~BMzrtSKzB;untZ^G^Y$@W6N6jmGphphI^mnU z0w4)+h(YS?puI1H>g)zPL&O}#s3d7KuE)_`qjnlKp!#~mE*9gYe)M{=Ag=5HAxzpu zWU# z<$k_7lh7NbTsV{crmV#WOuR*Ny0Wh%+3r)q)YIo0PD_W@S1Z#CfTPD$j%Clo0Zeu9 zJZaWOMe^X@Y6(IF?I8!%qjm%M2{aV&tY+@?GJn4s`pNRNg`p^q<;5YC9by&$M}_r0 z3=p&kA6TBeR=e=nL8U1BO!0J!S})21Eh59s&4 zYl4idXbVzzwRMg7;|fT6+}~3Du^_|1^ed)M&@`s74Alg3qf|3N1gW+GI?(R=C!H#O z7zX8gmXAl6F2A4lNA;?Ta9oe;DnT3Rca*|6qACJ^C}?c*9t&3!4e?!Hk8hmhNe&tK zvzjb8DzziMGl71W&KSBa((=n2V(CFfI=wXGnjwqD>N$l0jMlS656&@vo%3@Dp8b7+ z$7fV$lK|7xM!UBM;w9#{+To|4XGb^=gW|c1$ESsLzGbGyhx54K{XC2OFr$F)AG{q1 zUIu6o%3$cg_*!~JZpF*bu4`_E&cJ$#@=DzAZB{;_NE6_?pI^74WX}|sJwZ@1E+3L3 z51n@D?C@7^0$c0TwlBec)F#Vpv{$j!ccEHBRoY%q?iRI|;b-3O5Mo3wIui z;|LFlet`JBBC;;D9d1$xu&lh>2?E*UTZ3ol5FN+)37N$Q z4ok^xfOJw2^^$UjJ|7y#pOV`O-#0X9Or~xgIE^}e=F~+Uur_=_QgopAJr@V#x>sa- zZgzZ%;>8$4aCEWyx^6ZSB|S2ej`5k6Bhv{fl!8w95WIXBr`HQ0+8+PrAZlN$_eNn> z7=b%oUZ*9tq(hXVLRwTN_*Vwnz~ID9M)RZ}*rR^d^jJ9$N4t6HTph~T$C=r6X$a-t zjJph6;OVu6Aavv^LZ$pRpczD_AXME8n7yTZ1!c^u{=_Z0(50qDiG`s0OCHhdA?bqd z2wvGL+IPm9E!Tvk(`T1AvYZ@^gVx9?ZPoE+x3ZJ*cijNZ2v@^x!}u4( ze2cgJ)?$)&&2Akp8;GaNvazJ*UB(rm9Bo{-ry;ht(QH^H)x@Tr|T@Pc!1ed&b?Nvs#n{#5G!k_9Pz&SDErEI-xejc z0p3VUU3(*5vvYvY>&fTbHuB}DVIMVZ5ofPp#2Ab8^!P@i9JfeYbn#;4G zY4XQ}PDVCseX02X^8+D%OA-)DCzK&*m>x<~M$k1F58y+N>WDUPqKLrTi<-L(Kqd3# z39Z1r9;hT}!hMmj5emZ?W01h>cRK7wM;bPuJ((KEi1~W^rL-pBxuEb(vz}5gDVUX* zEl!iS@pdk^$9!v~u<_*D+4Qq@>!~6w`@s9_rj&4Y=(b^W*{mFkK;6vgm z(jl|itovQ!96`LtjC=RtWOM9RjKUYE^bfS+OpafxSY)53PlaON54%+(f=yIuBq-TZ zQwDQ~0UF%JH@2IUiRX|ET@kki&L&3_W!tMr2ei$4EBtC+gRyLvW1zgb3naSR8)n|* zKE-mtUF7F5eRBLe$1F_o7dz!DHsU4uia-18Cjd)8w7>f+a=xW2jprLsQm`ri+Pue7 z0dCI8nvbzWncxl!ZUVjW5_hN}4Zm5@IOki@N7jtuTWwB?rRRJ9b&KEc7Q2Lznrl3z z(IveFoSw0aMPCL!Z;bw|kWlJ{%c6JV0v;&|k}e+Nw6^UyZlWzyDIZ8mEAQU@PTa8p z^ZS*!K?Dk4H->DZKDK+avkZ9M`_k;=iMee;x%F%hJd$G+Q6t>nEN&aA3_oHRg{2qT z7>#zpKra2*FJ@}i2E1Ukvep1)OPOGciA(*ttHuD4oTN+o(o_3Pcb*Xft)Lef|YyNen`g{-6=xftku0&9I%qwWUglj_uYfnY!$ip{6g4# z32b40L&sfTj)&G=>BqdLiY7Rerult=Y?2V|KJUAki&_w8X_q+2@kse~H#4RWE0duv zGva`U3vKy0>T9ER9|f(Ja}~)R11CBbY&6u+9gRR*MVX&rfAGejHRq}n2Gz| zkTO;yi?I!KY~n{_q*R#gryK2gk%6{Fa^O8t878NvKj`kgcaaw>Qbu7joTT5JSXtpfo1K`D%*g-_mWo=KE~is?t`mLNU(S~ z6FNHEXA!Ro=tf@Yz@{O>+~44-8AfUuR2q|^8&J~#F%%TAtRcggW9q7cNw4BSH=SL- zm7~UEztP?Bk*_MC#`kG3GiOyMExpVF=|2Y^qt_nbjHU88x8AipRzX}SNiGr)QX5ng zHd0Hyw2QOSGQH^9t>UgDY9IElZ3wH^;pT2xJP_W!_Jva-MV%Qb>_-ZmhnlGk_`+@( zLd0vk*-Os-4dIm~_vX?V^IIGX3n_KGVOQRXsP1v!K4_BKSmk}{o;wr#OxVGQ(A!iUs+g@uZ_N?n#uJrp#)ZutrQfWln!0mtUj|SbX@qK5 z(aK-KHD???0JZr!a0sEOjdJnRQOc8*XULm-LvHrDimL~){2@;JOSM+aI98q|v8%>8 zXb(^8GNvQmZg!5r_1zR-77p}H#bV6JN$tBfL^m11d)<4sI(D(+tGExjhL8=;Dzly8 z%S!1u&F8+gNbJ#QyJ|>aS#S8u`tTgX1AT*I;L%8nO9;-stdre!spKlFVq=y}AJ5@i zO}p)H2ruklOLL>~kE-0-Bl=raZtah%+<*g0VCRpz+--?Y3n6ej;&nJ?6%R*n<>Udpz3@2J$|N5mS$LH2ZJPo=0r#%kitm?7B)E%y#CLZ`g03B|rZAk8itvUGS$6`}2?U&p(bXNsI2k|MT(B zVE2#h^Pm6a@7?@ud4Z<n!%OTl;m|WfTtI827do3d(X?C|9<$-KmOrCfBx~Sb^ma$U+pf};ZL9& zfBrGPyK{K=b<+KHDk|{!xqc6S`gMbU0oVS^FKK*5`b%{G{!1QN(RF_pU7t*C{@(w% z{eP17@6VgN8npBE-v55+k7Iwo#k{7!4*Y}U|KtBz^71;gS(E&juj2puKQqwTA^C6r zqi6qP>!1GV$Lp{E{`2Rre*DLuj(-7C`(y8~$Pei6+vtzuANH^x$Nz!-!#)o7@gM*6 zPye4X$ljpwzqhzJfFoUi4F8(F*I@yFCCUFkB=frh&wm%q->x5${`V`F9Gvpo|BJrQ z%Ty%&-~alxzJIX0-~RPqfBe8%nnc;Z;0!`gEQS5sKU(XLfBo^lG6aef=wATvA}Bx( z|Lfl|jKpaa{|if_7>OeP^Ys{@#R&Tsghm*YC8&SJu9&FYgZlwF8Xd@v0Y2w4PG?`*MHmuuDX@ntF3>z zrfzrT4&X+xsY~E$;kfb0f7{tJ0xY@e(7E9;+J8pued99ymc;8*il9Nw=a zVAq>?1B{Q@b%Fn`@Kqf^5}55jpG|IApKW7+m)(QoZXADiB>7p~uNe<>#+O3~hSjk5 z9hVYuM1R*H@O)SJ?$PIs@x{Da8byD`5^?bly^+BJeW;a8(3yMcd3Vqczo*}ersupt zy-Z#&#_fV2+v<7lJY6?FWBde&r6G#qxf3kFjOrO_DnpS2!yITgO27DkN)k9nehC8r zA)oL&mhj~cmS#xbO7qUQ4l(!pCWuGgukjtQa@hE(2^I)#28FI}QKZni86O57$8hr}Ejr~67NKB=k<%4G5 z?;N&W`5s+wBnDJz7~Q}kUbk90qdhkIJ&|9}tZ)%XwP6DEbZp55o~m|g5IDUoxCo8z zjek%Q1buJdXjSR@V{FVO#J29u=eap?;^)y9eoc`Njuu}D{jKYTDxv#xxZ9ir3ARVz zidA2aCOL8Y!fgniVCr=zR_C;xUs0FUT{Dz_Lz3wuSb_SM3pZl}bvej<*xpA5mS)pGeO-omj@hHCDn-^wAe zLNz=B5X+jj-|Aj1DG6{n)5bvF;4G7`ZRue*%klfwIm|V6#jV= z+T-|gR5p}*tlP}{34H|XyJq0$Kn@Why@PM3Zk_dMjcm(q{=>B1+S@SlcwkfZfY_xE!^JPknK zN@6xzQ;U7l74wFYi9wlkLWdl%NYHjcY#Kbln5{$TfYQ$M_ga*Wpx-l=Ar1!)8|yoN z%y1{D)neycFMaMlcqG@j|8heg*2$dyJr6FpO8P9PsGHqc8Q0ShB8!Gb%;In2mv1Qo zBG$yWV!M~Yw9>F;(eF4iYG_T($l&Ol0N6x&3?H>zfxHgPE|mjU4EJ0g_k@XPcc;$qf%zb| zX}@{XXcKOq9(r>ZA!{PXvTSzxR6G=akX*d&eA=XnXh*;n3g(qq?1h`o#^u<48r&li zzgh33c0cL|*L>$my)9m&#+*DMD1o0MTbW*2m|j(45EJDLxd)5`SAgGDb95ZTQHt8V zi+II>bZ>fc9q>AdLx^(rf3x)-+pa226W{|ez`G$vfDld~;ntbpJ;J-E?_%Gt|4H{< z>&)&JP?Z@OQ6@wGPBh#MztTbYyEEHt1S{iXxk&B&ybi=k_}t0H(YM={f4yCCifsDy zIVoN|iC$YgHttBGVc$9`5vFa+Enc9;bi~4KWph5E_uhtoN~tLDaTUGvr5PVYBP;*u zyYkBLzI3aRX(!X98W6eFUx&-;qglENuU_y-I0i?>1q{Ge`?4i_dX(w$xxX;C-(q87 zgP(Pu_}V#Xioc%0B<4zf76?&N=qGP(ZKZO+>{Y;=6&`PCloZS$FWNe}!=BO1w+uHd zV_zbG6XHj`9KaX;^_tI9Fx3-p=2_BQSLjY4W*ioP`C|FUu0Vw*7Bwmf8SGy?rz!)ztf3 zxUDF5d0sy2?NQ-*6}&6d=mlCLqBeW?$uWaixEx5r%B6mEv+mQu;$Mmf_oj$DOC^3F z2=fc;b-DlL>OtU3PLa;EK<83EW?~FDoe`q*xc#`vAdU}hN%fU)V`}S}xHHd*FcE|0 z5|86n9-gQdjycKmN8wYb+xdG)$bN$*Q&^%Ui->K5^pyj30f#%DE@j*9?d=m~-pkwJ zuYTg#PW^c}SE3`<{``VIDlJm2s#FBM4BK55bzx0(;?Z+PA`XT-g6Oqm0pz2sLv|4G z04stQn)2~3Ok4nQGL2of?QvSdB{=tTT>9wW%dX;r0%l7gj}BIGy#DOklA8v8_n6Jy z6of)vga)xaf}?;BcQ+>4EgvdRF@(B-QeMq3>UR7-O}l%!NUB!&H!>Bu@ilj9unmK~ z81n!1FPOM$lwOdnMo20hUSIy9J|nl4k`tO4Aom5LSJG8Zws$<L{YqFhf#ok2W zh1=(6`J%@arZd?8DHW;QU3a9r-h3G;5p#-9-(NudmguGL(Zp|NCnXz$t4^Q!AS`6?30C z90JAmcDAps%wtLzUD*bDKSVU0$ekVd=Ewc(e}oOkkccnu`_0v>-^lU7#=>DrDHT@X z?aBHm?jF^V+Q2JdIS5&Vek{@w>XXWUzV^=|(F7V)nfB|O#^!zwIK)hQRHb`046(;= zp#ePpKK>gYRSN;Gyjv+$og9sr)b`yG#3TK<_td`MkG6yC2OKH#DrBB7A43G<86A1L z8}|C=dizV3KOWg+ZFQ1wp5&43uNSYaPQRPKkvuW~zL1hWh!oKkfR>5in14=yYco{g zRYAK^UDa>li1lfU#zg1Y;!}}H2e|U15NOE300sL=9yEX~F?`W)T?6TR*&#qAd}dD{ zvOuJSNOCimoAJLay$f`@39ny}$X$MCn|a*MJr&ZF*0mtdUHWsNtGocq2frEaCjfkN z&5tRAY@trcAk+2cLJwOSN&%%SvbtVBsNr=JjkbN(?lW%B?`nMltq?O0P_~G|p9m;! z&iBE>fZ^NnRtCK|uXXVKf#>A+a}Gg;^X+Y|dZ?(F6!R5?$bXKm%{w4&_VC&_7n1s9 zc)$0%$7-e)#J~Ph8!1;Xwf#ww{nFHlbK{qDPNeQYv|T4I_>#j$@2~%=G1(GY=98$J zQGZU2fbe`nX$aGPTZqS97mz-JLkkDG2{2`YN=JtakrR{B;8^o1o#yoBpS&rHuHViU z%Ip1354{)_KXxk}{`hcZ)z+X|f;k-~BGR$sxYdWKsQ zStzs}GvhqN+rN|7M)WI2*i1Y^<*9dD=@!H5byel(TFtAQTELO&0-%M)b)wLHu9;ep zqoruFk~%!2@qhraRDDrpAhT{W3MFD2q^b^$lU1?M-LnZwfGa_9g{*7->z9)G4Si07 zT+0VNwjOnNyFor-Hr#2PiXEgShXg3JXYq737g}?w@w)ctZR4gg1O%1%<4j;-AmTShH?jW(bd6il-XY zx%V}cC;lYvaT$R2>A&snSp=+YDJ?X=^aHXil!?W6^G614_(QI20?XCU^UlkX{uqua zqa1$%M$~8Czy5DjZ5h9;H=dWY*Cy0*&;IkrI6GfnRm}9i*9e%ioqS{bn9&h-UbX|c zczxB?_$0fbimo6ZMDV5Q`k(f7jDrl*2gWq>BpVn#*+1A}{`;%%pgX1o1=^4AxUc)@ z+O&!h@J~_vi3$?$h<3&!EJ(CEZ?@NHIC@Vl5 zijFq88#d$hmA516n9tMjDNnfb;SrM^a_<7q;>-F?&sR(R`OdQ+c<5k?2!;gA<#x|y z^y^pLF(a~O}!KOQM1@nvDPBeeHr#sE9GkuWfd>{+~ z>r;005<#U2P*5YPkFKPQ9c79c-cFyku9a=z#-{@g@@*B+@83l|JJ|7vwD@Tqzqv`^wcgBnY+XHOpGs}*f|;? z`A8_aKT#>ujN8rm!B@*H8qa}YWzT-Z9LQvT?#+#|=KY5ya_L3*550gGdb@3|b}R<{ zAt%7Meo3b+zdj1bLrFK}kJ3U=s(nZ>;>&xc>+a6HYvj%aflPGNgxfXTrPLeU^Nepy z!Kx2iIB(g|K`vmHJ}^;$CQ;ymf43E293Y2s4E5Y&TkKyo5FM8Yq+eYtod^E^`Sv7C zTs)tGBWyS6wqQ?}($@8R%_UsT**ej&3K=eXb499gv-daF#Nae{s ziR+_oac~WMuybT#rjzDFuc%;lgCSn;E$~)!!SJI_19TfPFR_=s)_%8B>RRhdQ>wu% zH@OEV?(Gj+J?d{4v!%Ar7#$gIbvmoESf9H($`w8f5qGGCL5N}5O&@H2(9%X$)C}?z z)e*9!<&IwsFc-QWEEr7y{;+g<`vCMQ)0(|wX7qM*f0Uw?MH6h{r4!>%=g}g7kJ?88 zXk%A_cykg}gACpq>UYVyLI)JoFV;?hCyl2Er-b@t|XG->l)$3*OtE3nAl;G>&*`PP1~` zU05}_lp2kmS|(J*MMZqyZp%B(gYcIPOLpPoFlrH~=ku+5kxrwuk4~lch6vk0=n*9; zvvb-RYqv*JANm zzUt2%)mXyGPcA1!nE!C{wpc4??GG(Sq1&q{fNQhMB>KXqB2QVO0PpcRo{alJcpR;$ zDWtA@-6)Xp?D-*+Ei}J2$KbVz*Ej372Y_8ayw{ynlv@3-Bio<*&fg{g9pje zR6b^);sDd;OKPP$ExP31{G(6YB*V=F6;FKVfsZ=L_I?|_WUux}zS4ygtv zy_j~9e7byEP%wWEhWf2f|Vqr_q{abB(3^GPLa8*Zs%-9u(PzPw| zKX0yDeQ~DoJ(%PBS^K;%#*GZ|cKshBH93t!?_k{2NZskl8F7rdQJ{R@p3`+l?>&M1 zp3B{ht@%A$O`ICNy}$s*JdGl_!un5AR)Guv_4Js5@cH$q3>e_Wv>lSg|E>Jl>N`xX z)Nxm-g;f#oH_@!Vlz+26xxMd>49>etbnmAWq7EzLXJu}7>b&8=Z7q@A^qs?R4j&90 zc&`#Cvm#TKLRY8@WLCgt`z~=#eFqtGO9WB^CHzibj7f!FqA?j|=ENlrS&8 zkLulP$z<03znU*s39Mi-__adZwiJXLb1dxm)m!p&E#Bdgtp73Krkz3E`}v9?e0DzT zHAwou+9rP9xYoVfxBnUD$KB}zFfPyS%}mf4mO(qfw#J)nX^ufJZ}gajm;HWsMe=y% z>Gs(=U0z{HgBEQ3k0WsJ%{rLwqwtxquPI+JCZZ~e)K5Hd_qjAZhZTiseS=6 zs(;^n)x0}35Kk)yTvJ`N1vh_#akUYcx1#0&)D;3O`5p7Al>+5$D)aLGTCe=dEQ-jL z`&MHER~}G|rc1-0;qH2xr={b%xfT)Ke{1&N3D!Sq!D4uiUc1u`Xl8`i`;mqnD4f}u zy3CQMWB;$$G3nP{oUHNB@UbA~ThO${$q{1R?z`b@$Dq0y$v#|u=jR}8v{XMY|NF9f z_3ULocS2M6Y!u_qTMbyvHCe(&H;YCz6bO{+4RpQv-NS=+n}}MzOSccCu%Rnlk`|Ey zyj1~GK(gKJfZEjfHt}P9dGtwuSs3xJrj?^DWg2G-uTT3ETm9Ln%19)1%H-b7+e$5- zv@ZkwnhV17&*fr@OU(Ex~KP|=SzqIrUTy_G?D zCjG5@Jo7A=U=4=`gK9{s>Y7T`ZkIJTmgN_KsD0%^C>!L*yNOo6zfEB7j@(&#bqlmD zvuy_-pp)~9%}4h3(ak6L1~KdIZ~Nu}tWYlMm0->fvVhV+{PPSf5Hvl>CQM|Y>!V!c zIEI|uA-I$^$zX*`IU~z3)$p`XP3k6UAgAHmC+{?eMidb09S#1yOKsij#5K%w-nn33#u3ZMMSo}jv#m68Oq5Rj^dIdNDGV6W%t!2_N zn^`6kSbO%ov`5epAKWS)wGHb@HC1$Kd(u??;qNSmO!Af4GIJCB+>Bwz=BIU!Cs5-2 zy;V8AOW&Q3xl7`^Ze@xEO3q)69RLFq0HxOPcg<-`V(n#Zz`u?Ix?y-)%uFa&9_wMW z1aJG_eP#&5goKn-*G=ZAsLLxKDg5tQB6t!~iM_I55?eOIq~lu1D02Qkeu5YwYsdSZ zUzWVT`11$s4<{RwC&4aXE$Y6K6 zJJboR$>vMO?w_n5t~Nx1JOuMf1Nn6*0EARrDPK4(=AYA!ZmhAVg#f&l4{n&9G0m}z z&uspwHVyFR3UDl|oQ}*m>R)D~*hW&v(X%Vl|Djf}HnTxms(M==+46~$AWun6t5+~q zw3tOaP}dpx|C8BVJ<(pa;kxpogZzhzFXwAszNX_UXut;PlT5`~shH(& z58fA3Ofx^-UYXV|p|}}A2G#8!3jMF?BixvYXZ)@!w(7Q5Rr59DihBwwc7(y>kQ{u$3G6_e6$;9D+= zRegAp0m>`u6u!dD%-$2N zW0`U16NtAE3!yFO(h~WF$n~yiAqSlMTU^IFyNgD#o1Sq z=q#>|TF3wd2kW;R~Di zyC7y9mLn^)RH-g|PGb17%ul!!(Pb*P5eCcwD4$?Y_$GMPoAqUa;CSi!yXOc-Ac0gX zgaslw1wQ;}&SxIpTkeAkMg8H4Z4O|hGEKs)d*@!aHd(PH0=3;P7oE6LDw925Nxr`Yay zy%)+Pr^57__Hl(-oshM$MWIFMBxVdV7Vlvz>4?_Vd1vj{sPWzGcsr zjAqWQ2{Y|Q{C&G){|F|y3M~Q3gGM!5p<$-;c<)@&nZSTTFBm`OIB!|(06%t$ZcR}B z0T02cB06whR?J%WB3t)jn_e(lhBLaBbfDi+qoUpqtEK3Qy!Zcp0IBN7_)H)O2y)8ZT_m`$-0!+$gtDSv zdLheMGc>}FWDHQ-{m7RJ&Gj_?*FylD~r@GESX2steLTr}%ew&mB`8lUbghzHe zT-+_6{q2MH=6%vl_KK$>;j?Ys% z2-nEmv+xE4uAH(=5CQGJHXu|k-tmFFQ2jXy71iMEACW|MvUuRdWl0%a44MhuCxH^D z%LY^$>r+mD4&smX3waavkx4SORlv4H8YVww^yg+DzMdnoAGhV?^VlwbMIO&ixf-Bm znzc9pQw92|Wl&mR0slsv%6qh=8nbYEeYu6CGoR^lhu1+}a&{^uusT?j5WLUwxem%7 zZ!dBCWktDmMfdywtk~?KaFcFj^(ekrPZgb> zz{x(n=m8;0ps3*V+am3U0`G>@!r10?Dg-8lj1mfK)^&Zgm+&-LD#zW{aOl-z0(#hk z1;+kjt-L+arU3U<$|6qQJ;L<~u?65r|9d9n482GjK50BEKp*nYRln}63z~?%*HFnN z96dTx4XJ|bq18?8r-h-L!J8-DI~b~116|*`^qQsH04u%*Ugd{PqjcAb<4G1_!O`3s zh=B;8C=n|b+bx1T#68C{_!k?r{UDjbt z{&a90S8$K^@pf(Madot?)~@zL;?GJi_x$UTpYaACLC2c-9~0yP|02ZshaCA8%Pfap zF%RB(ot!_=rC!KBuex^KT#kNpbbCFWSsNNmKB0o6R;JIrxq_XMa} zAGIzvKBl1d;Yn>|NLbZ(O^LwpGQFH?A)W`X*bP3uZWdoZdKo+^z6@E@gA632P?qDA zBWl7QAl{;|uA8Gc7ipe8vRSxT3KaD1UtLbpX7J&a?nRc(&eKC;LO4b)vQQ! zuL;m^PrUcTRN=nAsqa=GP4&a;S98fD7@)w($p9g*0-g*>y|msn_Kg4pGB&01OZQLY zQD)~%Er4+TM(yb&y%`xcG<<=sk9~%%u%0n3`3q0)8O5l-2ziA?U&zdXjw2 z2dL@fgU5;Vg45FZx|@igm zJu~b?mEbQA{;CH=nTb|X2AT&E&ayPR#>s%n`DQuDdQ(r@ClGj=X>JJ{@QisoL7QH0 zmZvSe4rd1?LYt2~{T*YQ#^T_9850nxFR@kx;6GKY_cs;o5>QVO)&x3K2Vsj^+m_=Z zn;yScl|0}T3mENv{jL3KpZg}z3nSPaZLtj3R{J--UVrD4v<%bacek%V8Cjf)pT{1`PXX(#Q=F0zS08=d+0_#RX~2+@$qZEj~nWBdiVY~nSCYiZ>7;r8i{qT9^aOzSOM4CUa|JFF7?|iQLK*LcfDmz593IWSM=3zGLeQaJz z@706&(`OkUUJ&Mknb?gPbH0_HxS(d8G`dYxEJS1ra2t{V18LKysFLqj{b}X8FWkzS z-TRt=CW_A^)wcguG5$MqLz@2bLmg1h$Q|%r#Qb|}^L}eT(3C`dRiE!Og!% zslQHYA~|?7>s5ufYvy9x_~2mp2Zgxr7C&bIJuW`{>oJEiKK`m@K%Ogq3R^7=3%}UE zGkSo+RT!D{wsnt0^<7?^@U2uKBp?&8fjQo49E%Dz{hQnSzOY)JEK$K*Pi6%VrO@O3 zXg|a=d%kYZFx??CB*130!k?JybI`e6e|tr`R)`R^4C5u7%(tHF3gDZIu76SCfv8Zu zCqS8zI6sL7nMIF!~CM~=#DW@-x$7)Kg_ zZ@bc?HBfddzvR7Aj&v1Zbk#K&cmtCgBW>0?9I+C$D5Uk6CX`dKufX>h?x^o?aiY`6uxLi_P*N zs^;Hldg)U|h!A-x039y$LT|Ta@m_Cx7RU%FvsTt#n?7F}oE!eS+^5f9wTodVgGn#f zC|J4fjZcOLdA{H*OIqWOQCa_(eelj{F>MThU|w`y?;G+GAH zn--5KMlbr&zN#nfw==&3IObV_joksH@j3QX`&1-dc=0k&;t@1^uxWou6h1e6>DxGZ zR(N3eajac|7snLM!s@b>(_UnV+lBS${=zPFV?(C0)+LT6++9?;NCdrmw!@kC^|PO? z%3xfKI?53t#iTd78mIOvN_l6jdf?yyvt2$UWC-XLLv`+w3hLRp&c566%l%F zB`&n;8)dy@e9YN>m)NG+6GVu4ncWB7Fp2ap=8=atudP2Wz0}snCAY7u)Z3O=3cq;Q zm-%o-B&#p91oHCuvGmDS_wAVA8qqMw@6#sr-wC>b4*?STm7JMKnLmO|rn7K~+c86B zSD(zO$4QC2j;>jMEQ|Uq?62F!Aj#X+zjI>Z8ywYlu5@2WjA&HqjS8w_NB&R>zgQU9( zfoV*BXW9w(J(?s3+!g+#;D>t?av)qS4zQ1Y0W5osm=`;Y1#rfja?{Hr7RE`usUZ+= z4efb7P3@(X`eZLvI36$-?jhmEKK6MJX0`+}{CUvqSN}a6!&rM2S7dKS;2i+;HjH)x z?Y7b;w`bzdk5^jy(D`N>3^g^{`C_-v>EB_}gjBL~rXOXkuNtpGXshaM!5G3~1q;}W zk-gR6I-YDg;ku;!uLqg2R)D*UgTG@mK=b^@ko+@!v8P;9nqw4q4~}0m)CCa|8sA%O zZ8Z$sHD-Izah*^L*E*il*$!Z;1QmcuYX3B*%pYcyn3OIy1ijL?g5)2Pw(~0bSuele zB++b*uRHfFO|gf0oc3zPfKj8&A_xAzzKc3A4)E}OUN$naPviEw1d0)blGOHJRe5DT z8LI?yQGb=vxn@)9tqntHm%eamgz6JN(out-_o{nv-~AJ+@0MXvdJywu;*#Xp`o&ET^hBwDPV42v%tGQAXzwt0Cd4wbuC-G|`}`ov0< zP+L#Hq{Cx;eG)P#AH-~8@YiP;AG{qD=XqXQW*KCrwLc~{8(2QFt9wW2rA3D<-FNQN z?h^g^b@nw9K*&eq)zu&2wxw9eArutM2_Q%nLH_3YbN*&aQ6~$G-|GRGMl_M^-eCMd zLs4nnyJOfEI^huJHLZ7?gyU<+9DQLQfJqy$g+ddCuE8Ovn-ODZ3|QjRmLB>0 z*-~$MMTsI;QZM&F^o}?~q_}HYmiPsXOSPm52**DAWE*;S5NROAgecBMAxU%R!eqCQ z!+U|3GyDNVn~I=k+Hh){AI!f#WIFVfCKgeSf8>#5+lkBT&+*Ma@butdNIWz3!YibH z2+NY~dK3(Vcoi=0VWYtY7{+^FZVPw|Xh06zmVDKby8k^oj{9rS^f;O~iKbad&+@Ik}qVQe4j?Or0tEZWuKEn%eYiVnsu zeZZ6?#}E>Xv7^|2;_r=+J)Ws!nJ%8tvg8;K*eT4{g-@9V;!dlzxJ z6C;R4b|r5=OP=X*vO}tvA=h`Rm&+nJ*i=&EJ}4()=IaTRS~fT4Vs`smw?@NLaOw#E z^Sm}$Rw0sC8t*xmPxSX-I!Iu0jS5v*hVVJ9UwIdqN!ZRW`RnR{3d=5xcj zlHm!QmOY@iNp$FeqRh2eUhLr%iN;1r`dwXsR4yGckV3z)(=V+npbX!tJs#0qd|qcc z!SL{OR;%xZ8o5k)^>ldgI*bFkkOU@i{Nj}VTze5)NXEj_8|yxOd!TjCP8+^2Qu;VCx-n3eid^zN02f8zc$r`a6eLD{H^>IY8F?33+I$CUi*vynb} z9EfI3YdIB-hfRxxJ;1F;0CZJt^lx!x1&D@P5{Hrq=U8m&)7&u7*w3^yI?Ck&Gk9!Q z3u?XoXw-6J02hnT>79=`p+BVG@9{(fL$+U3bh(((`;Pj`f4@5B-Bt6F0H4zZC7B1W zaV7<)LbZ6+`(|AK_YMLiey=0{FjDr~B1rRP{T&dLw8{P3Oyb}eh;xHXehr9g!A`!o zjy6v-3^St3Z$E)B{Y%_gU%D)d`?F;jla1fTfaxc}^;8&E zz#yi_<|FKDIs%ne1Y9txAzFZHGl0rNB`*qrc2-hTW~+n9L8a5*FYjQvfH|~XZn+Gz zbYnP1e7mil+=ezSY)oXu6;m|AbR|inT-lga>(vIlS1evA^s9Rwrs(wND+->x%s?#x z{UOmj)I-5d_Rbou%(9&nHTqjNtxK%O&mWyBZ}>ys|QJ zM=_yXvV*FCBW?&W*@&n5p%aM}e<;`OhG>&VtoX@|3erY9aU=R^7p|<=jYx1t3h(yq z`F)egQP&W>bjk@8Ge$NIzoSRSjSRlA-5bsZhiiGhK{%8z1rZlscplXKk+9+v6>^_? z^NF$t>u#`yzc!?zf_&p ztp9G!1a!SEzrJko@;cK$WS(YrUj%x=AZT_5Ixc(|AI7nNx(s-;89VbTyqi5&>K}o1 z59Bwz@=aqNTkvf~`Swx57brXNj zqt|%Ry!t7i68y|C7_8FXKA&LR8ujTw8f`4RpVKTEUh!+;nR3Jf74}70;Gb-FJ>04d z34VHJ85bN7+74^xKL(n@gFP14$?wsjGyscs7O`2__q*!RrN@g3dcEG%@N%AFN3z?D zAvi_PN4OFR?Yo1JP^OG_2-!qh>OJEXtDd&2Y%=72i(}INnoQ-znf{ zK9XuIADc}%7Ax;-hXE6;wS2E*UK z0tfd~sJlBfgQ^gNihy3?HLBicE^YsPzgBsCBx4IxgE;ovq z?Ijyt57DC8&o6V>B&uKQTK8aO(VV(f8D{%i;bGl6t7`H=G#{tn+W2=32tnn&@$)Cb zj{&PW@j6gsZiBfN26c&dzC8OQ)>ojoBVodBi^n7(UpNTDZ%3ZVDqceI=Rvi{v+IAe zzD0-3Yx)(inv#F8-e$!NViGISJ#F#r7T+>ib8P1P)18UD#di9nuGC{*WwbNSeV5@2 zL1XwxDSCm)3DPrP!xO;pS9ZdLhSUmX-pZ3qdxd%(iEnBWyEraMt&;_SS#1f^F!1NJ zO}OPTxle8J=Qa_d+$6L6S3z>2L;xQ0w%|U)9 z^v%7#T``J0nx!BU@;3XB6RuoWkXh(q|MFW8ZQ6p2{s35$M@(x9v@SSJvKG5#$1t=`d|?&8#p*4#1Rli-%wCK1Qc&)7tNdTtQx zepvB)2kKZdELVcnGaa=? zB+MZFW5@vT5z~SDdtEn+MsZD-lxjC|Q{HxG&YJ5902@OSJK{0ErIk(moCQ zQ8Nj2WlF=@2(f`2*gI98xh~#7r2Ol*p~K(}OP>V|KlRjBlunXMA6nvLf{ zcE{%iQBYk*s*pWcpDwW%diS3Z>qwk_-}pUe_l?Mvu!_13laEib+<| zd!DB96{N8dJOWO3UYybKfWO=UL$J|iMQ%H?(?d)X_<2Ufm&cw*Ha@Tj)Oz7v79R)c zgy;1D<$N&7Yus{T#Oa0H_W6E37M|bJLwo%9l<2wws=fMb^!N(SP%oY@0WnYwe6{?q z7b5YoW%ffPSY2r-ZQwqcKhRpotk`;>4r>`ce)q907>3Y}F8uWMm3Vn!c-RX`tLJi@ z)uq!Y$oqf&*pcYM9WRH_rwRW=`{z0x!$UiGy+%u!16-o(7__Cl3gin{sTqM>7{99*&&<=x<;Mep zu8VnfAD0iYybQ(}F4`~#ik)0&*AZan5Z3QCXK;ArQ&Pfmmmt^FO|+hevylDkwIJV= z@->#4xrQeeuhObkPsh5wO`~?~)!Zru`4Mmg3pFzcwA`N`_At%aQMWLy!wh_<>ddO^i)Duk!nyv(u+`^~lv_77alRJ6_o0WQCyBqUk6oTI530 zT#P9HXQVMi`y*8C<7?O-cjr}GBge1X=6hoj4>pPr^5?(%?Yw<|kH_3m>6d&v^_n>F z2l*;^-<-lTcm(Y;D&EWYx90uFdr!Cq-fdPi`svd&+59q)GXfn7k$qNP3?r9?`^(r$ zF-{jWJyvXt9^%zv^s>=JG>481Gc1K}82et44vB%5xu_QdTU=JmF}FXZeSd#T|D(Y> zy-t7U#wGk>VE{!yy1y})BiRF$bXRzcRv>o_W>M>t3UH|Oga@;FskxfOnCw-af zQ3&3=DODmtn>9WuqhW*n=Z?_iE%GQlt}lnBll? zcGT>dDHdmu(~Jp7WoTUtVW@{Qe#iS!*z{l?S(*3O%-sXbG@0i`@0=H;2{t|HuT)bVxHFsecFeUPAROyK=Mctq`#uz@TUw{Fjs2Ro)8W3(7le)(wE@Or!ht!mj5-0`FRsGDOnezdp`B&&H2! zpr1eueXP(q^dg$Trp-=7^2kNgbOLA#9@XhxYF(C6aJeX?-KjXkf` z@!30{MEd!u&b&{7x8|B`=HT6&Z*S^&xNUE@2ZfBV@@sPt62p6dX1NgKyJMzFpaZq! z?dO8Yr(QmD0SF-R(GO*iUpucEELFUgd;j#670XlAY6zG8lcD(^thfZ4c#wx|uo_No z`v`u4vx~P|cgqmyd@3Z%a@CHX0GPRQW#-DYz7Na+fZO+cOQ*i!0x{U-?!JsjtFP?Mto8WB9C9zs z7eO8T4mB6`Oe%dasS%`{YoR{qMpIAeRkEk($X4Xh>plLp=~54hikdzRMZG8G=WZ;A zs!>dIDv4KEC)T;b|-{;K#e*T6Ck7oOPSbN~)`#G|aLnT{qe zl#Uic4Cnq2Ca!r(Z0*MXi`NPl@;O;$hv_NlBMtoaS{R`qpFE?D^6H<$e0? za$w4zGJVKTL)fV8o?Td*z8%%Cn_D&t1BC z=0l3?M%fBXgbks~9_A~n1zWwz2QI zGVE@(CQZXbBr5I&An7Z?qDM0Ye#z3yLYzbRYm;^`qZk}ol18@PrqF;Kq`_gis( zEX%R)#?5@qr=lPa`-%bUwtaLuPkmTw?Lr>Nhva)(|zZ`+3Jc%d>0EdB=a`@a; zBOXv%KHIw$BIrR@4@*myQQZNh8X%Ym=7_%^Gt#L}QkWO3uFyl~PxuqUmBEbO`<%4- zkZPiQ`r4?5<1N?tZc-7vzSqX&u11G@VQpIgAqI)~Jyzvc=$5bX6Ds_|D3%v`=C{!1 z4`ec;wPl^A?HHj1HElSqY1Si}8G~X&Vr*$gpRAkN*RBL7m!^yCq(8l?yHk;LtQki9 zcwH}1c@wq{)cO)OpR*PQZ`=xi1`|(Ub;w=A5ifc%dXxi;u9XBM?jwI@H}lRt?;EC> z*Q3Kg1?nhF4(I_Nwt?lv;dd%t7F!qqXt{mF+`$mg z?Y+{rq1Zjf?zku>q+LxLH2b69c3L1|Y$0UP&GVudT6_vSXlWUSfG5J(0Mw1teUF7; zBPX};2u2ywzc#g5Gof~C-#b3~w+vNEM0L1l!C225A$KwktWxEblefa%VPKBL8Qc;> zBQfLEY?2bH9esbSw}{_?^$v%po6g0~$?54tGjfSF#@+HZ9`agjFHaD70sABt#!ev^ zBXBxWpK&5eE!0>`Cf@p|b~JIgz2ED9ZHy^FShd?k7X&2%vC`-vJWRp7+%(u`*u+3y(#%!dJ={cdMBvGPK%cEu+N;LdtVYmX_(Q610S2i$ed@Fa4_NVzB_^BG&>5$|2 zMKWIx-V*dXnuN)+kd(K(2c|leYU$x=4&JMP#u2c4*_8qq=9BjhTEx_0Rxjsp5_76B z)2{YDHN0$YSTvv5`ud8RbEdtv_ndr_q@p`SpT?1VvPm$THE@N;nqtKzx`2^YL{pYo zQFOo}xd4389Hl5-?TsB%Ox;mmKUda9(Dxz38Ags)f;bm|NVSuNhslZozRHuvCo*cK9mqT2Iq0IJdb3h9x#R*zw!)Dj-djJuvltU~p{+Gae^ z8TdI^@Iq_E7CTpqzP+5UjdR>tr`G$teEDtD@+P1_x9)V#)b=EZ?C$k=6=49XPA*;} z)s0z%R}_ZF0xWsG#qD5UeVDF{TIB$DPIlQ81w>GJxt3ZuyOLqNLbad|D%>mE(4ZSf zw;-fVlQ_d2CiwNRPf=3GeFD7popWd?q(D$2TA=|l!vy#xS4AnzDA`z zr>%AWO*}1l4 zVGNbN_a?%xdT+wsP|pC>SWg^!pLyJ;>YPzMr&te6%7?7XW5`=(-Yp3akc?Uh()_(cZ#D!`I|(A7!xElGZl?kjnECP0JV&JF!T`ZeyD_({NWGEG zknY6w%uVlXdSls>ZOgk%$CJCX0n1*pc#oPrm?SVxcfC&u*mX;ohUH!^fPN2O;X2aq z3<(ze6BWRPl_b|Vs7W$8H2s;e+J19WPaDEBLj&eyI$qt`KsP99)*NNd&s2CKeOC{G zdfZ8axjX#(_2;#JF$`hdGl-qZ+r`IAse8TGpBjrT8Ir?1?tC~W4*TDQI5O$?)Y zInn^7fvbuDGn%1ht7FUnc3|%mQ&KD?nDI8Y*UwowLp4D6MA*daPH2Q#b(W*x{k-UD zoyE(pm?y2}9*@o|BhYSBtVTAI>;x3r!!dnTu5tf!t<@i9|$-FF~rJ^@O8=DQMF)O-N!sfZ{!Sr(%R z0wZ0ojG-uiy8~cr0PlT(=&)}IItCHuwaX$WdfM6c7bF2vX7@9*eUa!dW3rJ6%Dt|zvw zC~#~;_2pFfGZQ!r!#>0fbq5$*BxA5;ub%8HKwL{L&vimr!Hx%bv+~xBjSmHC#fN7X z0gTzpiS|0v(gU1<&&x@$%exeVu?qK?ZEXl0!DM%1T03)^_j!)%ut4@D%RRXFD+^~6 zT!77&sK@Biv5DiO>*I8vACY{de0b7u9Dt(x+!p~fNRGyV@afVmN3I-*r*^&IkR5DB z`n*5{g-*9X9~l}U2Mrx6Coo=*uwreBPau}M-)Eg70wuQMpqa=E2m{gavS1oeTH=j+ z`{KZLgJi>$RY;E9UkG5EiN{41iB~_vOhjFhDFXI?i7`fRV6)s5Zls2mJif=tcZId5i`glVxJ& zVD(P5ccjw2D0DhpSUQa|tBZ8AE9p8lH)rhSA)5!&_Ej3hg`IS#2O8Jy`$Ty$BIo5{ zUIa&_FxyG_V|6vL>?(S5_x1?sVrHMjb7;*t=XYT8&^`DV2T^Q=x*M26vxmUO`tasc6i%k2#Fp6s0sAx z+-MRr-X}hJYCH94iJgMj>u4?4iG0E{>#NUdyK{g~3GK-|ZM|Cav!i944^_j9Hi*Gf z5VAsvhZ%ltxTh}{i;ldi^I&x_5s{qq5vbE<^5L5y$9Sxhx0Q^X56)}E0UNH#b0U{zPUzV?MSIa zKI}YU78R!giY&)n*_jt0Lj)jYifuJXfvKN$bY9+!wzTRv(%vw~8-zPVmjoS53vG@K(V84T& zD1Fyr{IFY8oj~*Rh2EQN#yjK{H2IOe7}r$E!U1D&y(ihm>nudzi-Xc}`MT2zl(Z~r zy>}Uv(*&n;Hnn3Gmsf;1!TKCP9%e0EiMf~;S6i?N+UDnn^gc`Odgz3R zr)_v+G;-Rf^=ktk42h&(9mbsGUVInbgl-hB=4&ZD(vP;sd)}U5F!n+*P^CfF8!XWj zfFdl>Y*H3E#nW#O>vfPckapOhar7qZiH3wM9^ij!!I2==^%6;%VSD<=klb62ID7`A zh4psPc}xyx&}czUYt0H9Mmi?R{Rwr57Ss4q|w+%UQ!NwQ83sGfjP27Ew~(EH59NeK$mc$pdf@KrLwfjzC%=Hc}i zW=K!7v(pe5SyB;yaB+SF$C5xy6e>MVKcG!mQjU$slP-k_hzk{Y=2@08CKjr5yvJTfI&hs$&QOvlV@8iWwdl=$o*-{`63@aoh1 zoVcsGfpC*wwlg`Lqgh$>rkF3#7CM@3NoqmTaLNO^0LA*+U$jfKv)+sKE$)f3HWK)% z@v>CdpBx2nKnQ?M{m9*N92jj+b_~|x)uYGrAvml4#H;4&P_WTDfjvNG)IRI3kNDeg zlW)%B)+@heOk`jOD5ZDu2_y$H{*P0a2`BDjUh4g@T2hhT0#d9qKpr=1m8O$`bq zn~Goy+-2bMY?qV~=`%2P7bh?F=~@SRUMbEH(aH{VGlz>XH@pPMvK}v`${W0GEXHOI z_QfY4`xYH%0ixqmJMaW?a`n?ZBu9!qYt5kUw;p>=OKBet-3qUcGbRGUJhLm|K3U7z8q$J@U_`H;U?K?36TQ~OmS@$B45+!- zfp+7p`w8RLDwR|Qvu=PT+b8vaGPUDmr^pe7)l}vv59f3xm@tZC@?4GuGo?q>JRvnp z$Li(bZcbYq@Rle|9{}rmvwNB$bR;fE>(4>G##hOi`WLF^Gn-v6<#w5~5V9?&28xu` zd+Q|nJ?~+oM)u}7S~6g-uZ=+wV;2m1jdN>IWk#31Kwvky>li|=c9#RD#;ZD?h1V(( zfLe4or8_7|aF`v%t9ZAss!zi(E08Zw6Y`STu8Bn^VW?T zxX7I_nR;>Bumw$oN-o4Moh0FKey&R{j}2*c$`!==Lr)O6yeP!YpRO_d^jJT;9Jx@z zIg2LDfeXp}nCR}d?Huv2EBp%Rey!olV}|dlXJqg)>v$JjZ#MI_F$E+580D;}ReNr8 zIlH}3g)o-HA&47_to1ocFeXo|20t;gtX9C?hQLR@b&<5LgP)Ut)8xvsIPkqW3ZLOz zj&4Rt*UD9`*V|=m01;PQ4a9-rWYOY)Bvvq!RPvynI0#*RI~C+pdD&!iM}w87*DX1$ z8F))g+R@3Ec z>!vPCYVCT$(XW7IY<7>l(TT;kXl*(SH{2OAb6Ef3SNXDcC<7;0m0T7Sfu8o{U$^Kr zSDjQ?%L`y%i{3@_xcTJ%02bniId$n`^VJY`v{-0Fl;`a7@ZKkcoy#3}v;#`Ws>7Az zb+%T_O#<5pvRgU~*&)v8#n!I*R8ul}10zeb4}Ee~?3hr(du1fel?%aH91=Y$(%a%2 zbeBA4Z+%lfnU>gyWQ;6VOGn$`1}E;66H^}t6^Tz4@Z=Q__--fVNd9`SdRNpkp1p=~ zRn<8O^qx?&3p1i#&9>oM4Rql+3XQD&u{2U~0_bgd+U`h)P$mH%;x7p)0gBOCI6dYj zoSqz#_YYuSTZ50iO=d0OGb6Qi@#rlF)h>R5@t60^kHrl38pG5HfI+f*zV|1W&cpN6 z>$1sbDtER`2Y}kAPLs{vgkz&6IT7Ey7oHIB63FA`yvPy_t7g=PQd@~c$1>+)hnMqs z1-;;fFAby5T`(p0n|)%?Jx-LQ6t5bR+>zQSS9sZ}6yA+GfXDh=<}!d#knc+K=q3BbbtW!KrS=?)Z+8$%yD7z~6EotB}-rAN|NA~T8 z>*wV-vAG>#=0wm3YgzkFm`Gjm&uxxmV7+j4JVgQoQCl=h=82^DBxR>XFd(1j85J)? zsqmFc*`W<5Ps&~aEAn6o>nBD&!IS;YZ-oH4F%~F3jwJ>DEv08In%q z&ST@N6pvp!U!R;wq2ifb1orbj!$vO_=5X{KQ4n{G0GyHxai@^?V#4av1IdX@yK&D5 z=yqpLCUXXvI0o_+y*c%SS+%?NSV&&fr3&tUVUWS$d2QE*Z! zqm+tVxqBhk<#H@`4?lpkdmGD}ayIXZSVqu1jh7RTqvvuMH!U`rYUk=mX-t3~){c8T zlxRp|stM1zIUWc#&$k-kuI4o#HxmZ&bmJZpYT4`1p-CA(YDqcVsNCP79?8$261;SD z(%fO-+d`NnCe9FaVVdg#6~v>wlk&Tlw0s1*F}9zW)1vG$Pt()66f&tp-ZQCk^VrJZ zj5J>FW76zgq2kP66q5sfSy1WsKE5Qn4W4b0cM{IyL8Gtd?eIadxcbgKi7f5_5|Dr2+iv6<9KBr8eHHe0={tbB*}Wf0k1?T@RULa#;F(Y z49gop*kc)(SiU+$u}~E1hVjLw*MD9i9z7 zrSW9KR&uNd5$%yR5HrSwuy!2utj!guL{3OE@G>$f{(8Eax2_B7!zb$M;ZfG>M$?GX zH1Bs@3t0p<-cvVP!|TF+BCL|`-jz_Q^(qp6vPbxx&~Zn7&%y@4`p%z8yLb!;=&P{U zV%%8|!|+_lc<+pjJ^7(35`_#T$u*pw(W2VZ1ib-4YU=D)CNW0e&n%1bpo7czZ&&+p z&ISba?0Bpaxm+lOCU*Bh=N{%AD_u9#$xa?gIVdSj0^_vh#1jF~B&kP5;=M8KyM zOA5EwuIx#Jo$ni7bUi?YW^0$SeSYL;tdTXVC+C1CG;0GjjU#{n{OzgW1?ia(e>t=o zR!y7G?=3R$c#Gw80Y8KXfnFa%J5H|HWfOqs!u`?5sC?5YfaL;>QB;6bL6c$B19O|1 zLfc2VuKL2Gco8|h-mAGK$(^#IocBIdvzCSG5y5$`hLz>m!H1Jlq{18bz{Cj>S5*S3_!`Jl$w8kv@OI z#IDW4=|qW(LqQ5dq>s{!knGa=UmN^UJU6-W6*M}Ro&V`I>CiEoYrYMy6}Ye=9j->o zgh__dFm@hU`DB6Tkg4XUd-mBYT{ZDXKmvPv#V3lpAglK{gp`RJAWCwG(_wdOj6HQWDS4@1u2AQe5Da6yDCHDry`3l zSjIqv(Krz-NQO=ZPMJR5)X_Tz5d1Xru4?#9cL}C;x`q6d{%iBjL0u1eWi}sIGxyH? zcnZ7u?G*ML`0V!?>`Y>|_Fwr=JNL8}+-7eGUdOpTO(-r%QX(G)VL@W~qL1{Mc@>L~E2IquKn`BvvYSC_8alez z74{D(MXbecu5Dwg)U00z!=bN&22X(a-*R|d2hMw9Hy$OnXYB~|YC;0`vgai1 zH376+1!;~m%j<|f(|gSAF85r8rxqZwx%MGHlk9pYgoL|7a^S_P!VIf$s~n*(A&%0_SU!32QQQ4v{>z+)RDr4A%@tuQ4mu?;R)HvOKelh&MQwr`$E2HY3sw zg(VeNFq_=v!_~maRY{oV1w@&L6zb!RASd=rT5HIpP6DN?4NC~aS7h#OPwDdDpMX?{ z7};&K5TzF3@ye<|VYe17XiJvJZV}NA?^Psc0H`&}(xJrWb<*K7<^+3fC@#0gN$Ye{ zllT~#eKk;+qd}i4Q3b|YV0#x&eN|)a&>Yzd$%G5z*G2?X+a?N}Q$p1GHR_&W4b7J<$t8eZ7PW(U|MfCTet@+O|>yyybli#?pfL&@v{&Tp?F(sa)$BkXL3s)P`UQIQmh!q!z1H-&J@wS6>MKe0v z?$?Ig(<^= zdxgiFe)y8C-i8gQkW-Wzwm!QkocDehl;*7y0Rf8!xR#LMNh zyqF-KzSEY~<>a4aQy7ntdH(=4)m3fPIv5M7SKnA+oX@W+ey_9m+Q^wKf!aQ0Zjt%H zB}j-qbo2f&-zOZOtuv9IR%_vdRiaZvPeR#ag>whOTP~(&Pa-IeF1e;6s@JC{kDwMf z8xY>3dP*|_^un2yBt40iraa%v+;>RH1-hy7F+ww+G8DOxnWrwNOKss}BQA4<(JDi6L- z@^l{J@5RrL4}bbVHafw5G6r-$ije>HH{Wvo>BrAMf0O;2I-dN|6!c`VFLM^?t4(XA>Y3HBl6|r+rK~k?)xDg zGrxe`S{fC7lJnAiU0dx@jbf?>+_m4&?nszF$Zfa!}}xX+B%)-Q=H5`%jdK(fB*A8g<<$-kP!jTzkdBJcmL;SO@TK8?&begEB*R)?1$-XPru4Ge@_12XpjHn%&cpwx+B6@3G|a!(5k?!e0qDNEjrJrjftALeefM*R|D~J%()Cg0 z|H3={TtHlW|F1Sl*n;Z(SciCv!+8RZ{)e!g!9e@{2a5mKH&oM3@%Yah>cF zh@(-Q0GGVRLmhv&p8(5_}=e2U}xXGBl28Lc~|Z4>rd6*isiri@|Roe%Xjs^$$tm_`)g@KJk3M% z9(EZBykYsB^RLIo|K~0t{(E-G=XXD4{wwkSG8+2{uKe)>{r;!M`||ODe2-HkOHnNK z<>TKV-=ipo5)?!I>B}zw-d|e$k0AYDWhPjH#1Zn_4UM7*MgHo{G=i}Rg%F=5vlvFw zEQ9~*k|~O07z+E$Oko(s(m4BTGcz=cv&6T|C`uprYQQ? zW+n-oL}>*5F*8G=ID>!uTD4h}rCE&lF*AWu2oQw*+RPZJBT5t4=M9Atpcdq>Q~O;q zK?BVx{Id=;gCjJ^{-;0v?q9;~|Kf=Fm6-m={4s#FBN){GI;sb5JUsU4jR!s=|Bdqg zGQjh?YXNBQ{3i0pfA+YU>u&$>M=<#Ro}>4x>aFXWGJNI-2;Yx>2*>5S-~Ix9|LDx~ z@cU_80D&0e?hn5O(f619;hU7d5QlG)|1Lu zqSy~%Zj14{h^K&)>~zC%&;cmGWG_usx9fAFJX9;ff#knRt_6@K~nglXWC z{qhmC)6~{KKAzg{{qT4HJiZz}Ci>k+o_y?oME>;ghd%%l``gUjug{GBZD#CS$=H8Q$yoR6GyiSL{`UO{tY88- z1XTaaTazyz;U9iG0Eh8Lyz%hk+lTQFB=Y6s+bamcZ{pwnvu^%{pzbZG`xKP^LQwl_ z1pRZd@$|!ww)x$UAAhH0kmN_R{ciskk^mh5FBrf39wEPcfIoj9YXK|#Z}bM#e-AqM zYf)BS`)Le!P5Ks>TfF{Q5%rR`@7H8E^Oc=nDY$Chw_Ap(a^QAGbbOtNHXspw@-Qk6Q_khYB zy!39s6EC}*04`*KJHJ=Bf<7tI&xS8Gj$b+M%%>;)eX5Pd-M=;~cLvwyh2wz46Ss;` z5~acx#&caIlVw?u6A7PZ;Mj3I_uYbD@tyR7p_6%Bv>eB`yWX#vdOdTXPp>DgPVgk^ zfinjXoSqNP;qC=s94~s3qvFC)QbBsQvomg`|u*5C0Ap#u81&ONkzv!nPt~QqIU8@ zusAIjH3y{{kGPzgQ}5U0I<?5 zn_h0R>fAI0UN7~nf=k1+AQ6seh`b7JAU9o&d~E`hMG_c>sFNqI(G09jV&q0Ql5~?E zTZ~PSg~;5}al6)Gol9t(a+hP*GH$Qc5RUPM-kw-MwKHovUmI#UjVPl5??S|d)FMbK zHggtjVWm=RRQ1KqrBC{50JmdE^eDTktO;13I-r-WU^TeGbPsYKYf`g+j z{)mLOasmy4H&z0C$ejE76MKg3LpD8| z<7E^{KRz+TDKO`)zni&z^}2_;Y+sS+`r7oY9?n|ZTENe|$HMCsE&wd>d!o}rdfdvR zE>fuVD#sfhBy9UP=LywOf)83#O<+J*XW%H6h}UVFKR=P(LJVC!_Z+YgN#=JOqt8Tm z5ekKxFO7n|%rkJb!fCph@(RbW0}r{lm8|o$D)ly=C%Jm|;Cs{@5-N;f#~8W>a{aH( zlAeH9q{DMsq$#g-w^_Nn%LAFWtP`@ksyiIF_poKX)N4uY5lcP59J+v)2F-=G)K+O#Ix+B%{k}^99{aHttHx`*L7|qDiU)sYK-(cQn_{) z?$N7+Y#QS-t0ajltH?z#wP^fw?jrX9LFM0#`)>Z8FaF*mU#Du*C?}$@g@wc=iJ!YgZx7}nPtcsR1v5wgC-06ZgVhY+K3^$GL zW`ePWIneWv4BS4HA?Aayb2Uk1L(MN<5m0LW+OSL0-a*qesu?I6MnJGJCskm2`(tvj zE2-}fR_}D1jPbi{H&W5sqC{$^@;PCz(>da_{+v7s>LuSnJPmri45%<(w#=}Zr-tXx z&M#}D+kN;L_xjK`P{`ytTB6Zy@6<*DCX{X|{o3Pk)8o_ATvH%zZ*Qzow0Aqh z2yB0`v`#lK)`&@+Sn8-m%Z$KBEQw%mzCH0Lp6z#5IXA+}+%op8;nobt%K=dhMT43O zcdq5(fTYgcBcA!VY#tT0oGm7J)IpU9ly$?Cy@4QlFRw^OnQ$D`Dj3oon%-BR3u`qg z4%d=hfd)~gzh@e~_=nM2yj@=(o$h1aSUKjkGpVYp$il;x0_wbLtj^U?2jD3yD?L&= z@iascX=taEuh7f>K6Hhl6b@6#22oI!1#P2*rQ}&i=|7Cw7!{445~MR}g^@zqlOckp zQybodvLI)#vBWh_1v(=k4&?jVi~|kBkyI2oi4X~9B=6-HGFE6Q*Jg|#PB>1J8GEG- zeM_ZMY~djz>`PL2gF0{Z)IFoTcV6l3XcT}{lNZ;XR$XdW9iKEZfSQB@?O54-{iGY3 zxn8fpp;(nPA^l<&5{V^MeY{@N<9a&=6?vpwC0jIuqoCb-sBD$HN+|dHV?8&I$22=; zrH?3E5dd8ccY<>>$ra|4thpt3C|3Z-uf1{~FV#KeorjDmgW*ubtOEZg$MUY3`2(xA z8-YLuMUxWE8sJjzkI31BOkHnWD^_dYyyUqZy>ui3HgJLzbzEcHZ#;Sct!R zF9k-aFpnPe14URL;KUd~i%fn36+%s1PlZ*s)a{`eMw+4*XIdr(^904T8=5V6dJqcg zzBT~WkaY`!)+xuP+V@8IW_C(_FjyZIzMlZ1Q+r!*I<47szVgkr>hk+(&b2*n`b?6l z+8r>?=ARYKwkFVRAcav^cPtUz?*Btvf&JlGQP2Zm<{nHrcSWm)b(;Yznf; z^4)6s)kM+ykz$Y8tX8&jr=a$41x369`^b?v5*8QeM$IOx(Dt05h<&|>)ESqf`Fdr9 z!RPPytvXvhv{s5QB}j$GdPEB99h1A6dJ2-)2vaN5Vf-=$*wsMHvIQ+wgM*dcqzb;OaNWFuxlYZs|EAycq6o&R}b0HMJ78TByTq6BOKD+F(`j>Q?nG|kyD1$ z#VB#-G38gfx)rU@+fCQBRQbRjdpX?z?)7hMAJ!{T+?iBaAM1(Nl_4wwvoRXL1+Tk& z7EXR2pBv8i220U)jAN!$kh zDH6e5BHZo9-$ZjIPA3lDP=e^XvmjF)?F2^S753_tJd5^W5pDDXv|EV=3`WE$Z>8t6 z7OVQI$R{10z3w8kdm9aYjXC;J_D?UQ0mgN)x;ZLZnM0eK(~281;8?gOl{XD|awWUt z@pL0un;qJwIBzw6I-l%amIfv5Xl^WIR&Tn~fi8s|7>7O7l~-%_dQVOG$wiOFAy@OB z`sdr%=DvZ5&GHC7o_x+mK{RU$F+GdKgRo)@))<>X4eJ{Zy|_or(3%IhXFwVxedxyv z`w>lSk;wqvY!{Ov7W1ZMSMp-4T}TbC0GrG^r6rcfpeWJ6R!1BCR*2(kya|{@UCb&Z~}-It&AKvYYMO9zT9RH&Ot`81y(Rs|Q|@orCK zGeL>ow-Wz)oB|7pXZeDrTRRHCZ}lYXgv2DA^Bsost|0~tW3MMTOyVVU{DjtF8|^G+ zk|HCD1HhD@fDxdOteeJ^zn2snV+ngMdrY6l;?@$(wp&Q#J z!L7-Yg=S!bEC5Z;=>Ycd9a&(HD5rNCxEn8I9DrUp9j|!zx_z3JhV8sw32`%sluOC5 za30@Qs}0vHGE)9*N}Y#z&x7U2D-_s0nd}K*nrKY!r1BzFfTC|T?xPxx#}zeP5t(21 z(;HI=o*iCV9&ZkYk$k3{V(U1=_kx}w$D-CHX_x?~jDv(ij+K0&ft4i!_$@s-(B8am z4QeBmGs8<*zF$+kNF3tu2;Og)ggZDfj^j+>t)Ms}dlVa?&T)a=f$!PiGP%d=a(y4( zOZjypmLyGfO>Sjky50_RIhPOwT>lAy2E0+P?6ol-k&Xu_Oe`F)KOSM0N|S5Bfi8)XxNkkv z1CYsNa!r!SHQBeP!Q_@)llwL>VE7gMm*2;J5kHB8r%F<(RGPM@4YvWGi+fHok`avM zw|rkP;uj4Cd3V>wD024_EvfMM|E zz3w7S-LJ|%_vWTivBzEZ8ViUjd-SO8GyMzj8qLSZ%ybYf#1~)T9mM+7{7&{g@&sCC z+V|aK0W(raY@r@6Vi~h4unJ+O(#muiRJy}fqUf2qkV#FMoJv+m-pZ7Ptc!p3RqGmB z+O;y_vdd`_ai$IUEF7K3kDT){G7WWX_(xk0u!_nKvykIT^tle61(221BbdcS7AL-q zC8ePkOy7zA^6^52#^3ph(oGHetw3HWiU`#6I#@XokHU~DQe5wrt7O(inf6l0{127u zRA^faBVSQNd#^HbkJ~JZ4kWV*($%-8N`iiSuk@XypLGl01c9O3Rm1Tmmb_Qta~4}L zr0zRvk}IKX4P|IOhcxtzXulOCYL`eQC>WRJ{s-8*-oW#!nFoOdgq_;|H=i z{WD`vz)#;FF%7Y&PhiZXZqQvtg7`<@y_U9hbV9ZZ7n)(xlO*K+mqi z04L~`YvKCsM2_d8*Oe2y$75XGyUl|lDFh66YLbknLAz>>k;p{=!tsWfiHP#@JFHe; zJq9>S0K5tGW^XM^1)5L#)44U4o1f^8naQ}vy`oGvMt&MD2ONT8vt7L@Qn0+6>(eOJ za!z6_ZP14o?CwF?Bz4pEcsuMqF zjxT)X%^Pa|AP7#sMp${N&N(9|jR87oEpqXJcoGkU3n_@bisuY?UV0cFmJ~qvW<3u& zOx>jy>+8=6u+{OL*^$#5Rpg^Sfbp!H*^D$EX0D2f>i`n~>il5!aOE!f0FWYwsCFQx zk8^hA9*UGG1@_`dVsM-2T7gwoLicV z`4$8f&aK=IaLCF@Z`IyriL-a{N?&rWf4eGV$$2zT({tDihI2W^)$>4Arv^m>okIJG zlll0o4SvH6jmnxG<9u%)8z@bN9%Pd{++($>%8@%&V~dga2k5gFigA}l!;XX@Y5yWMw)u^m~T`@ z(gV-Px8XZcpsuJ`q@cV>PQo^vR!o7FrhVcWly-7l!*1B)6GTAdi%6=mDXo_UeErKO zo9fh@H#YUJ6OG#4y$1FCkyIMN*pS=va`V;mX>Pi5EoFy_4$;t}%~_pUp`9$wg)V_# zxPsJZIab@P0Y2MqoPg{8Er5Utg};Y;+b!O48IRj5mVq?wNV&4l%T*yd z`9aCt8CrP17h%Z^kyqN&3dtIY^Ki5R1K8x$MaBrhBqZ^{PfhRc#a=J_B5kL zxaX?;svJ=s%dQlnRcbbhq-0GI#${b!|nQj z?tJ71Sj6Okhbd1k7vmbh&F515)tt<)&d6*ju;fgC#kusYZx*XoFDM^I8x#aeX>)7y zGpC~q=O7*qt_yb6$w_2A7WKki40Vg&_I%?}k(q`os4U*C+xLP zfRa{FQs-Dg69f3H5^lR;{!{gW-N$n~&mJzMUOnPsT!62StGZ_NSK5j% z$KGw37)(UTFG-*Ayc#ROZl$Be3t|Y>cTVUW;(52a&*&N--uKK=MPwpdk>tn;5>(~2F ziT}&A@9kIWeJHgz!pvGpMAXtza+P259KUE%0P?A2&Ka~*Blf-Dp4e4{DaVEhA`xXT z$rIqc)4N$h^Lc0<1UnG8=ttbEThzF6{`E#U&uGoLhZ`q`X1Byk(I+dLQN~_qVBOmT zYd)`(u`m;NuwhLSC`k7C3?^sq-NL{WR?)qNTRdS!fYX04b9irST!z~XP)}8qj$Gl; zqO9iCy3D+<=JdPd;bb7MRHrpHHaH(($~fG;oN`{{F!BZ{HInj{E*Pv;S%!bdedtKUQ} z=UCYeryHDQybz#AoGpN;i3}>a>tl^{_|pp(*}o)OA;uu%Y~R`di3Tp1QmU%Bj^|OC z;`sH9=l)94e!K;6!fw_GapMkrZ)d|u*W>x^Q`{bK8v>o7^ltyW^M}=WZ))8_Ov{$h zH;qsOHbk(!E2lYExE&wV$W1vIviDu4bN3Mu$YL1w)w@$|Tixqqi0bGpEycyh&>KPU{ns8uUE5 zGO+65p%BNoRR?e-6>zz&FZW(Rn9YhPj_+I7 zQje@8S$c?^m*OEU<%bG<1W-m5_V(V@v_-eTma4q#aDd70+^e-7>pjTec9>x6uF^_| zv)T~6!B8FaLNPN57%pEc*f#r^O?NIVvG3hyS7sgCg$NUpJy?uYzPHV%g(d1!4fPF| z<+upE^pmT1t0&YbSp^Hws%xyU8a_(Pnq70+el4z=b~s27#}am!{swS6V7yQTRcwB+ly8be4;;4)zJ(6f}_!M@SM(B zC9Mh-*pOaoaDGEvQXY_$M8ZqorC$0ROC11IP2<~(9d)wNu+4L(nMl|iLJWYbC$orA z)JjDSb0CWL?kx={%`s^IuHp7EBxI}e6J9xD-ZxX`rc|BC!!3|p;974eQJk=muPbp;3h`C%78l& z!G8-6z@&fxHi^kl1-SFWy`{wLK>@1;iiR|l2aynbN-)BueH(iAfJt{;@a(=nN+ikz zmzsx*{^*ykS0DAjJo50v3`XMtE_3J`1o~~UCm;eJwnbt-C9WTxGqoEi$-35Y+iUh5 zJX;=5;F%t?0%DlHpE9hcrbW(qS47j!x}I;?Kg2ZnQ8)ySx=VnNUv>RLFXWzyACJ@c zOQ5)?l~em`k3RD6t?eDz>}2r=HQh3;%OQFO zH$FXhf{SCtRW-RC3^==e-1{SIBx-Swl-dwFAG%#wuQ6xXT#wqh649q67sh%o*f@DV z`kQlAMVEh^KK$KJ?(-tvK3V8P1FDOc0v_+^qyKt6%p+Eks(P(U!;;0_i+1h!4f<_y zge7{7e4wYL%iVGp-6jt3Ff`Ki;0}=!I@ID8RXjx|Cwojk{UAib7_~ZDKGvu2U0lPi z9y+domcCU@e%um%V9fH0CvrgODM)TAZlXGRO?!#fswH?&Bg z*M?>tY1PWp9&@)-v#u9TV8@<|R6S3sM6e=W(dOu!pVwREbB*5D@#5LfN)=T(hHj!D z+M8EP^&Q{(#5|)8zgiKcH(+}O0EO4_<#a06h+EDFO5^rd?!A9*gWx{;`0(%Mfz8lH zv0tD7zL!C%Xrk{z-T}1$a4>_6n6Js+0IDI#8W&Xe=6lz@u>po$FX-#dCy8?|j3x;E zDeeiTtQpPQ#RI=@%N6kxRxspGlRge}hFdo6Nsk=o@2yJ)iz!Ae?#KnJgBJPvexA*| zKBj#N)jeEcm*?tc3^@a{&@fHfvB9nnlhzzd%$%4-QMxdJ+U9%barU7Pzl z1qPbGR8P9q?Nv|b8y?oUI_#?0v1<^p6ztq`C+qJ4G*Q8^n*gE#=v4!Y2AI*?E`pPv z*E#C$^;;`|sa-tNeG0GwVW7jjxT80N-S*bi=j&zX-p`vm8@gPSccNn=fJ`_GWzjwb z{YEkI{(4JlkzZ!#+PNQI@LcAVsx7Ujlqs)(G%zK_*D2>lT~+bc;D|?OmWx0(tCG5o&_4=#<(WW8H*>8!fttzmtFK+9J7eZ2HN)E<_Zt&s_A9Oyx zu^ZFU+x;n|1IO999`(`tdn+YY@K74mUsFQ@AoA^siF3eZK;CM3aBv3u>G-O zgA@6lRGRl*AF$*lIfRLM;8pR`Uc&9r$Tqw1_1GnjFbbvZqec}I2;C9cAcP< z3NYtfC&+Xj&S^=4^uV@}kUgoTJ!liWvRF&NW2*$Hgfu>okm;PXQ2Cqzehi<5Sz|IB zMl}0Ih7qQ3b2V8D70%uMV*C~zk`N1rlzkXqs}kpuR7LAJS1sI+2$aS~62hIX1)D;I zadfTAkeO7lxrT_#osdM!gWymGnr&yDIlWAine8A^kUqROM;BjK{u5x>+oY$1eqTloZox2y)qLS#r(G*Ptfv?rbOA>Ed%` zoA5L2Btheo<^uLH%FgK{OCAYb1D)wu!Hx4xUEg8%u4Bk_2j(W1KLx!4G#6J(yy#uw zvpQhw`Zi)CED}u!Jy^p4V~S5{73evy*%UsKIPz)`ck6e6s%iPOc)?tw2dsUOU$cQX}Bchx0Un&H;;rk@@lDZV+X56g&iE zvRytG;cIo!hlVFdj|*P9yr27>vy-5S-W{CQ2W|#^wslPE0qLmQ6woaN1w0FllEq9b zc7m7yU$VK*=od>Z6`ZD>Y{`}M`c&GZeB+L3W(EuZ&VvB{^t04YwD*BW_?U2o}4ol&WcQ}AuWLUKCffKDQQ$6Z$)x*TvD zYMf!f>!kyoaqfK+Q8X2c0!c0y`ViDTh8(WA(rHR6PUQ-pL)9{MZ-KAxfcSpWMe;Aw zknc7RE6P2W-OB|at^hn6HtG$}a49+BX*+IfSP5UP4V-MGTHo;@dG}o|nB9r({e4ac zd|%K7Sw&BY3)=yLDC70HlKF5ci7p$egMtpZXn{LVNMK#a2VBP=O4nGXnYtS2<Z0ob8g$&bB3$oc*P+QweEdYn*bJyl_*e_dPV$q} zq{ql#nzgRUXCD;^s&$4ax^1i48BMBMqxy09;t7C5CaL7sfn*to^(sqy<+JQY^E-N3 z5Bo0RuX`1}ay;ZUfL`{GfJy6RQ%j)=g^oa<%kr-P_~h%HHv z4PL>&-0NeNeWSEEvF=vm<+%AL0X?DGJ~lerCB_)NH}BMu4Cnjk;F@Mbd%h7s#0lVV z|5o+sS=|mDw&Rm{h^ET`4sxtZ&O?+M!fi`k{#xm5&fL6*S~_ zk24fv-6xyXpKBM>KGe^?0kY}(c|!VEsZySi-!XeW-}v?N_Bdw?w#0a=wO=Qfeilr1 z&6&3%?Dai8*RFhIw-ssOGOHX%0+@xL>NPM4I;)dGiJ~l}-utWmwHn9nz$x*3E(;9Y z$D8zZpx2!R6)sj^DF~AOL0wh|FwtdRA-<&XlidDSYTWq)~mrbN>M3 zm<*9NuItFKpO{`VZO58bsz|7Z+*k(Z?wGs9C6*ZEJa$m;&(u6a30A>&-04dRk%{)b zO?z65n>2ESyOQleM=a%5A{B*=^nkZzS$gEBBF(v4mKjfJG%f8Z_%JD;>I{3OSZTne zJ(ywKbikN00U{t*G^9P#h7W`6084WfwOJJ83H+9r0vp0=xSP2n{Hn|O?$%D#QSP1Z z%o%lT=hlbn?j|oN0k-$D!JKDfoT~Ia?>rcMQK59><72#*_t%YuVDGM+yA!5htXdJ=tc8p@T;DtBw{%6KUiO@wahed-O71$; z&8|iE7>akVPmhVv?}LHEFa!nov9$OB5xQDlwfnp#b53cGjx|(g@BzXvso1o)-lSnh zuwzz*7L%YU+GQw!2Go;FJ8T}=DE(SzGvI2Jz@4bWkyW}z8Va#gfz`>%J{zCLKxsn| z2@{~6O-V^G{U(6N%`|AZUa2?Px+MVDB%0A{G7JatjG>H12+uPM_jqs)?j0>!@^r{? z=Z)XnxsK>HNGXPDbDV=8%WXA1 zyZ&O^k}La!59+q!PXH)aNw+TS7$7hdZu5 zt}iGxZJPxOvru>Xbs>{pWzKN;_$QBMZjhF%(IPA}N7RQ*S+!duZHu7;+AWTb`!DO{ zZFTsb$C0Moa7VW%c$;h*RChRuiKnfWYBDNo(CZ#>KBok`%8R`q-%KYr{22& zPkPu3IQk`|+=!K7^sZ8AiGJL}Lx^eogn_>e0k#yOD4)VUC83$Lajf(158#kB-cljr z*b>U=okL;8gub)>rtfLIWN$JI%PVK9;qD7pQz4erkrWxf0$;CkI5J8vdO{!iT_i+{ zMFe=pzh>8AjVss28a&GM^(VtNP&fjpG^p!lFv0}u3ztQBdQjy zB>>-G^Sm_ALc(5Tb*`F|EjA?6{9=h&xb&eYG4^9AejmiAUT|N^psKrfvM|EIhM=z(-kG>4y zTp%sBO{h6ix-sk4ScZ2?LZO0KNzG<@7S7f@f6LJnXFPg?0xbCbq6~i zIp6KuzHn%-RsfSuaDm-Y`w93Pd8sx?lg@XiSBL@#|7)GS)YF|9*Kh>8@&Lt$l;Po_ zboXap7M0g=Hm`N+$8{%y$E8qdiDAi*!Hye=Ik#@@cVHL%W&k{kBYK*4idG!Q7^XXY8H(TtV!C)s~BXY7yYFV`uWcFdut3na0z#- z$_JWypvu_a6?J9=PJFhgXnWT=TUcl3blNl;N=< zhDXw8m;-PbjlsvbO<=>Ktz|H;3;YRfD@$PS=(9a#6a3z=(`=j5#e3xXP(6;WbK$mY zV;}h0dS;%V+>|vaJC7YJee@oEB43u6g+`6fdk?14fS1~Ic zvEhsL=s8w#Xq!X%cN*D!VjB9RFG=9*ndRIkLZ9>F$8C#{5;*%qJ)VyKa<=C_Qezd^ zZC9-LdDu{MARXmRYF)Ji3MiFuIHG+)xR4BQKo^h^k0(z!STcM|ORf&OvoacQIxb%0 z*6!B9=q{I_Po6T)8Sg8xHGr0m)znTFuHtaDUyqa-k~f*WKueqX%}uyVRmGAEqrzQ^ z@iqJNJKW)E-6%rl=S#-R!pfcpBnH;@5QRRlnT>!Z1c z4`8t@p2|_GO#u<0^R2xrp~!JDM{#Fj_@K1q$(6@bmVsrER-UfcciJIQo!Pe2yB48e zZ)e!Nog?yTCD-9WvG%7^5(Fp_CxDCu$GHK)(H`S`l4oa$z4@~ew-A&_2FaALLMN*7 z1Z;06Uz69@-p#k*l~dqM2_^thVfI3EgPoWB)mpi$Y@tsY-TQQyQE%7{)>-bpyG24U zOX&p`^OZ$_o+k9NZSOI$t^gCC;ni8Jrf$%&(I^GHhhMO9SB$N)rSmh(nMOe~ECUFN z(waMs&I9Eavqv%}`3^n+afN`U`S=w`x#Z$)d@(NEYS>#$;eoh@YiJSJm{S(=sGyc5 z21FNc^LmRP@#OEYu#Q*u?xg3AS7G|z#vj(02+YvR!$WT!bw`QC2r*kV`OlZUxw5R}dCWqUPpAj1l3cnoff$~Fv6mUK%Iu+`Dc-vGYsi|)%X+QA z(sNmzcRZx_eXp=gi`D4MB@Lt}mOIa_GC`__D#M8NE_y%3O5n5LN`B^ETxSCL$!p`Y za||f~2P6sWlMVKEqG5zBEAkfllqJwacIib)``X*)U4$yJOj@>W1T#ApNUvm1bxRMsRBJ38^qMaJK+{ z;apu_l(?-O*u|^6SfLL2WyQd&si#--o}4uSt|jH~@(er*@A_smVw)V|2Sdkgz7J-5 z+`vCGY5?x7*(t0cqeGylA268aX0`Id#B&7#Ctq|@L4*W7Y@w=Qr1|hVJ;}%zSBsn3 zQ>e|lb{`0~fwiW|K;1CNXGK(*@!=I*gxf{@aF$H&UvHn%Wd^DbT8~sw{7PCp!$(qv zWUQf^u&E|wq70FqT~d+FN?X3SZ)d-VId5HxtNxtw50%W_wgdcop4+!S*n>qg8^JTo z=(FZtC)G^Z-4%P?7r*JE;^r0iPv@7^)Sxc#&Y+K2(J{|i)<4cavcNB7loJdjyRyW& zdiWvcTd}7#=DK=bMgYxpiEsedli+l#X7J7KE|YU&a!Bq-%x9&~F(2jpcISqpF#vVg zB{@DECxY+x%Pna)5ve(b7#Hpfkc3|IXQ!!e;NvgqyA$;4>wWlJMg85GL?g3i&Jx$kM z@}e4wLTQf;qke`+FYuWT!aca6r)-+GOKlxFz~l|zxDetJ#r*1f3is|PIzSy|vtGhd z{XC&gl0@E|Gs3 z%8`uEX2`cUzy7kt{EK%?`hkVmIv&6ShEoWv>@CFotvSdxER}Y0Tns)*zI25$T{EGV z*h5AWVfeVF_m|m022(rXi@Z2@T4@71!=Bh}glV8zN(}&;x18tij*d1B(#+sy>q2kT zZ~&VQX<9rq!hLOb0R4;&)%M&3Rvg2&9-an*A!o&8put^qfZuLc7Cy!e(#Hu)5dB5b zv;=bd855aJ(!AWoh_aa#5Iv+82G*TE@aZja82oj^msmV6qulgO59wU~9KjEh!^8(7=yc5s#M^T%0pV zJgLsW<}Fmr)WKshAskgECc`siu@~k|w@DY%EM!eW3Vcgu4?A?gQl|`n$NR8UI!I4x zDU4Ev59($ggY#^=&cyFZ2JUvH1Lk*|)r=PX1bAa(0FV0t)J0BK%y6bP0AjT4w3u6D zdzl17X|deXZimhz_^wnvK^{|48v(xnThZWtIx-JxDF;Soo1}J^1zA`{BVjwC2UJJV z7g|CAK#&ik$kOD%Br-vA>O788OC!@ZKc#KIy2tLZvs+|_0~7)h<^b3;5>Pby@>gpZ z@5jYvgG3XUK+USsiDotgY!?kekq(0>f|IFQXc;KW6h-rnqzx6I0(P)RvOv;|z!F=L zDzKDo7|pVXN;ZH@c>@OoqZw7gq$!ZMAW>QXat-{&)RFyyGD>_V6Q01&)}5BU>MrB{ zYV>6?jc|fhr+SkpFrYE~I(Ke(NKC*HX3fd4i~y5YC6(CmL>+e=euz?Q70XKjmi9qX z?w8F&R}qR=g^;@CLp_#mqu|>We#u5n(+e4`uw^Z}lmx{2-WewR>b~y>Y@iWHh5c!* zml)R3He%l|+@Xj5ryaL|_1x`EUF@)7>wEE`n}uv5N$*;`>0hr`r-Ra@7Mdc>oJhPC z>!zg>sP5&sK+=tt2n9poxg{WYU4dqY&&<@K9w-%*X#*P}v(fF52$3`T0gM;;1p)wY z!x#fW#=>*P=|%#D>n^lODricpJ1X_9L>F{}wwhl$8xns^`v8o7+4zSmatozV#*!#= z3!&fJS4#O>kJAnCPKsmDk4Y=TB^p0(m|W*!4`GU~+K5UIEDem(loaF`Nyxijw$8_f z{WC-Cj6(+$Ff!nP4ZtADkdT0jw0qm<0ZJbYu42HGNbL(}sJaU?TE7qo_j#)WY_1$GBma>~YRxaMk@IqtN1?z5sFTueEA#wL^wF;+Bz zpK900A>2Y03fL=#$K+8^`^0uj2q2LNv^LIc3g9<*LAd-MXx6~SfBioh&|VM%^I2!h+gb1<@)RiJ889+26YyU^LU zp1itk=1LEj=_QxFjX)RZWNQ^b6+6u%2h;#w2IY~)u)D%zgGr-OvtK(?a^pJgj9Tj= zyo3OJPQA=3;dZvs*=L;zjT5AW0qzwk*d$<>?uSdb(_OgxNd-T2YIxQgkPys?21;=j zEt6Q3@iQDbnAD@3bfzR?{;DvWMyw{VFZSHmCPCWL=mL{DK29$dU7%w^eC;_32BuXs zgk+N~D>Oy}uoW_A7NxT2H2m-qS<#DxNhCFnd5|h_pHNx{9EsX;v)UA@6K2g{|X8P;zO)qR_vcV!>(T;DQwp>9x8bOB>Er!p9vsOkqpZG zy9SW|)hK^m{kw0^^Vd&d<%hrjyX{}lzx#7+`L6`*@BaS(V(`CpuGf0^*hz|`RXUj$J9mtO=>2mk+kO@M3SXV)aSCVvAi z|Kqpc{Y5P6KYz-Tqe#E~UH*69{*V9ZfBBZpZ597zJZF&cr-1AKg8mom@4haHuS@KY zm*kJ%o=JcAZw<~&|2qX|9-}O^i@f<1$q(D_zNOvxkH{~hDDR-1=pPXH2k;B@a@+kO z-MSxszx^_@WRacuzy0TL$ghN9-v4R;_Mgu0{~449{`~qK|M}Y)r}U@0e){;UfdThl zjUWmd^#0+eV-$j)TJwj$YR^wa{JiPGZ-2@Kviy2*Qc$$=!~1tX-WL3BKVv2~ufOiB z22{LG+aLB{#?u7pzpNXI{PwrMr+;x{32yv7=;Lv2{vurUj{)C-g#M8I<~OIX|7xV` z^XKQe&OZEe&hrZ7{@u4|E6#z2o4*>tvsHg%2+MEKKYo1=|A76r`OUZAe*1GZe+-@d z)x3W~|KXp1hy9J<+2!Br+~hBN_t!f&|49<}9|PU~6Y|f${UP{+^V=W(*t5ZJe!u^U zSpGK}m7mr9Q^T_Q6HPz-x%jh@e`?gXUu{wTw_5a*x!?KXPs9Gp_H@JN^%rvS>z#Jq z_HVQ=%)d)eTs@sWN%W^gL55pM+_msJx7y6rDxpzE+x&G6ivi)@bKmQ_b z>-sM0^qVux>95GxfB5!!)kS=KYk`*hnE$VD`bq}R`tk4Ye{3EQzbyGzYWd?6hUg4b zJ(u5rYc4*`x7YvvKmTw4Ycl`!tv_qY*GF?mmtXCR-~IX4UwdFR>{B`v(Rp-1_bbl< zY8So6AO8G|-~YM1-+cQ|Uryj}gzJ9|X;l4ciKk`#aa4W-^!bk?{eQ2RAM^k5M1a2@ z+28!Sp8wH7eC7T(Y9ssqW>DHTYJSW)CE%7n;^|+)+i?QD)%@w(6KwwsX8#X=l+Le{ z0Z5i48J783?BcVl&T#N3Mj;rE(0~06MFLtwqRcP8`91jujKV3J{Oi)tKd=;oVa{PCNA{#P;ifB5DObNv3CNBjWr*PO;_|L-(Tf9s$p@aafFIVZaR z$%~->{F^^VKmU31?|$X*r$3pTA1xoSd4IBde>&~yPrTu8Lx7)t{%9h9ZXxNvvXH+# z_G$S0KaTc){U87S57~Lf&L7W$`ZpeUfg%5%vDv{$w?({vtLmRe`2TY>_B1Zeqp|+w z1!|i_!~Wy(S%1rS|2dBOmX81Q%OK#}8TEVrNi;yi@}c-TeI)wvtdidY6!W`pU%!9@ z!+!I-e|0FoVBO!y{R@Xs{{%s|?GHn=r1cNKyy5b*u>R*wKgni&M&>`O{mYd07x@p6 z|F6-_<|2s`E3@ld)chQ>GFhKKhRKs=gg1dcse_HGhG&~kl z`ui@5t0+%L_|MZK@J~JZhi?A|mZJaRn>(h19}R8M=Kt``d8gm9PhEdjaQUrTqah!^ z0oh0aTA9AhW14(>?caVX;vc^KeZBtuUzp=>Uxeu|Z1C^?qVfNK35q`ALBhCD0P(P3 zB5UKygY9}zXj@kvzz~u5MAyBF5^r7AUP%|HoZ+Ba?9H+!NcIO2kdG-CtR5=`-s5@k zX32h_T`pBnO5TsM?VuovW11w7B_XB4E#%92 zex+7k?mESNeO7zv60YaTjSuc6@G=DwOZj{IRLZXtAFq!}zaIJ537I)|y*v<*bhB2+ z_{t8t=c!2NDUhMW>+-cc6ZI~a2g|gq1*h1^tG~B98AfkJJc~ox$sfFp@v5h-PWhtn zDp~L3OWw!9HuA6YISXbl>SURB$%o$8_g~iHd;5R69`C$~zZzlPKE!x+iWdENT0e?P z{~+ZYeKt zcaFF0(dAQq;7IEXSIfZ{#O=G(y6E+p7wPi(TILVPLb;%9UIHhqMN&+h$OmfTKG!S4 ziJ!OJe)5>7IgYf`%U8F{QTx3uK>K*2;@F{Q@Hu&s4NBfX@jU6-KKMIa?oydsBO)l* zT&WJ)V_DxN&-^YI=~aAp8+nElTT{W9DwnwOgts)9u-@dZe#>qB7U;A8Ft%kQkX@tF zv%x*D>eVPrJS*sA;5pl&EIaI$ise41MGAK=KpK}_H6#4>nxb%{i zOjprRkSgZ7?nQ7Tzi~blxMm-?7Zv;^A2y8hqyEm$VD}_sM7zM9hXUK!W#^{!J9JhUME9WY^*zIZH>ztOa<(3JoN_l>Py!S`4bi_OA`xuKn=M}~g zrXct{3C%*-D#T3wE)jBK%ZqH<CM!hVLlso&HD zy2(ubNaOgbO&1qHY;&lJs9(2Ua_V`g<-Uuqn zl3~@jJa(_#k)*rE-sG?5O~3e!C|vQeb{)6fz?s^6D z3@oRWQ3-_RtQ&s|^9wYsEB|^{vf`t(!V9?}fpi~nS)s{{5IoVVJ|Nz6?wY#70=>=OUv(AZE~{;JGsx9t*# zPxothEkHnFuQj>)b2dV6y5d8TyrmPeOc za%=r4$Mjx-StyD}^iE*%Ph8 z@2%ZeK5%KgZ`k`RhqhXc-Q>z0@Fc4g1#V8z)A%7`BUR0r(-$QQM(U2uAACBr%e9af zGdDt}U;PrW>-CQC1V28;*Jq6OYXJezC$7q~Q=CY?XfHfrKJv`)DaUYCXEhj0pIqvN4Z#E-#*fZr-1*aHL7Up&l@+X)gUgT z(0r~|VylGMGenb!Y5AayXZtJuW+T8Iyr2_19%y))!SPO zGX@zkP)GrTLYlkv>AXm@B~`=@Al`fRfGFHPRd!-F(&bFd8+uoih)4z!bJ--5#KQ&X z0@JvSe(~0gQ=}UQNBTY9-;e43rkE4C+}+g@VkzLSgxNky`MQCTf8QP^e#@WY{mu1> zM1TD8UN7Ofv>O9Ml=u0niw!X}izg^K+8oCWiKIXgPl`>qVynVTXPakH@3IQKQ7fBW zbnna@VCYbO_!~0Z!#B`{pq28ca(_GCnl_IAkYjex^QxZ7uvmx#8ujM>wq5bUHF_St z)qFeN3@aYclbtNe>?MF>*(ZvQ9H?94Y3=phwkK}XoLIe2kaO`0RWowufc)B%z zzBBLCOT%?j0h<~_2gX$`;&(AEQ-?mK3DAJp0@B;^R5(Nz7t4+XSfa~14ka$rzaZxjMdG=yinVqU(^%;NpO1f#j?x0RQbX=c&cvFvjDh~(ARCko)i{Dn7K`I46qR&L}iY37`!Dx$dJ>isogWN{Iq*RH-F@<(8MDhnQs zdKCTxC^P=TU~LcoPrA-)*-@a&(htN1!owv9?}hMjZiM$BJUo4;>hGTDiI}-K6;Y>D z2r~Cxdwoe7=@S5tEyh2l@oAR=-prwKzSY7`94m5%zmHQ3Gj( zxG%h0B}>@WmCZrwVK?{5C3H-(QEuC39(8v5EB)!0*}sY83EC~_#Di=cYq+L|El|yE zb#=$ReTySI?b&Ws)>v*Hbh5o^wKB1>{A$O3#AQSpgJhASnjEtta^yuMklF*)wesK}<*LJ0fJc;nn=vujtWu1>cq3h-f1xOtYk1+S^2PWd+DN zS0}JV_4qfS>$%|sL*mV_z*~k>Hq*;{jP2)#(A}lZ;H4rY9Ij1kcrFa}LF(wWqEhBd z*vr8@_fzv*`PdFN1bj+fEIK!FO|H&U_i{b>V39P|n;0N_5N+s6aUyu&Qs?g_WG_o6 zy>5D!P=rF0b`wo;I-e(KdwO?4gg7vD7V3fLm=YA$Rurn22EDU878|;LmPh{wTGB7sHWPf`r>CllA-BuB!s*=f4kF-&62K%d87-IHbHt0i&wPV62vEY|GR?dwQk2w z6iP?$Or+t&d}u1;-Oh|2FB7Rx5wcL8mxaW>m9H=&iRrnGUt;>q84kfc=rTcID$R4f z*uaxU@M9yiJE^l_zXenEUM)L{A0SE95&P?7)5gr&HBP8L40z;kT_c;L^nr&YCl-K;CG57(wU^o@5YR zP;f*a0;P~u5#;d73d9GCpN{yXlJX)Mi&UrqrEq0RT0{aq~jJgG{{aVaXcsZ{I53$Rxny zME81!!zV`wlyQx---2PUW(YAw6!JTJVw=^uJuLdCa<&8d7D%9DrF-6ScAT0Px}ZWMi5S4WJob7(kJH%r@K)fyXl*`2f#(3iPG2lpve6#O<9&4=u1})~b zOL%s}qxJMb)V?~-K3Gd&A8pviNr5njit{N4ouq~VwS2qTk`p_t5{E7`oWqmbN2WQ7 zcFU8H<2o&|)APDZ{lfgr(2L{h1p2PNIvXvaggkN!jl~1Oc@@y^{t?{I`np_*Q4}g< zb3oXa*i*u>z|eu}dsk~Xo>^m0@=uJvSqwSohk=38HWfPid`7KaEaj2&z56=?3^@c& zG-Zk%l5F8Zwk)3uKoASd*0~LtuWP~yaX9Mf5qvN9nI-F4g zpj~G~FP$uaFm{5`*g8CsjQ-BtMf|SIMuttHOK@hiQ$`h&LVt8U9k6FM!Eg@EBKmlF zlm4DP%Lq8@Zy4ORTi&qroCvP>ilwH+T1(VX4uEe_Ki;)`i4Wwe>>JkkK;#MIql|^V zv}V>}xn@S?{-EP64vH9%5fzTxO&|R6`!yN7ok-~!_bpumx5JwF<#lM8g)6(D2_i%tWc&?X+^9yR4hk>1(dDA2U&RZccjPPn z&sFo0fR%%tQzV+FQ2bewD1`-Ii=7o%uSsH|mt(Y{~-%QR)~n^Q&iCwY3I zNH1IXhC;_)7)`$YC@ITC8R3l9ZW;zK<#pBJZ2MtK#@?-12N4^~|z>H*-I;$wEb=Ki<|){Zl@QApq?gt94|0u=Xru6kSo=ic)ghN1-wAep&+n$za}#J z5t|(#+5rmVgbv~2e6*?ARYK-0`@X=`;o@leJIv9w;7Hp|h#D*klceCvgWAbpDzSF5 zA7XbJFV}gqRZ)@h{kp!M`#N$galVwz(MqI*P3~Om5aFOtdD}~G2*gXBx)x`idw{HK zoG_;x-nV;Al2=XdPrJbKrP`*`4YuQysQ-eCz1`Ck>N23-6lmno6@Gncs|gUn4%-vB z+sUsXT*NdEakhV{3^Y6L3Mjb%dKVNm{kC!YS=z%=Jy8_P?{-nUw8M+CaPGAnb9y3 zbO2SRllkKOm~FDpw%0k)B>UqeS^vZ+W+qz7?vlb(9_2U!hlwfO_3@idumYtb#@Hfe zhiKoC2lplDzk!Iod&^Q1?Jx2}w-29HLW%`#s9GnQA8V46#VDQ$kRh)WPVjkH>1Zg2 zACYvf^ju_4DTNp!z&Zu=jc4$lczxA^5%%^-AOg5tUi6X{!d)na!Ed|dyO26`Z)N~* zwr?Y4h4tShcE6XO;L43etUA29&-^#!_92`vyxk_}KVMpWK-IRu1IY86(ocqh9{ji% z$-a}Jt6$fWcg;C2I5xr_)g{y;*6OvY=3NC(I!C+v@|Iq>L276+f9oLlo7EYpPueX^ z4q5Sn@3D8)yZ=QVb=q4M1Yd2^d@d>!Un*A=$2j)j-;D0y@GW2ErS7$ zCa%qHenq#Zbx#Zbs&!xV#pY`G7(T}KnQb}V11}JIV}{CcahmsIDS#sRWsenF4g57Z z0?e46zFj8`cjB^p`qy|k$+7wDl(Pp!AgCD1bU@JX2zRrb-f!(GQ&e1fPyjDL(7(@@ z{NKP~QF_#27%Ddvo?nY;u+OJ@e5%(oxuXPRCCo#R0ly%WTnip2NZWyuuN91$=s$^q zc&OcvMAcr00Ly%;ti8*Dy_~&(QKt#I#$NQE$oALL8@Fxq8kRTtdRt!88-2=riO9`! z`5r}xGHhHW2JaRZynX(BZ{$z1^KqQVU0#bIfNJqhZ)IfXDo>>Y#oqCL9(a1PWLaTHro#pTajG!WLzOlx5ryy5oCcIDBr7WX)jee3e9(7lgDoZ zMp8e*&rYfAKG-{>ch$^R#`lh2l+vcS4-;Rnea>9g!-YnxKmx_Ju9p3xDCN1`rcIn7 z)(7eXG9=&}R!amNntrUOij7~BG#GJ*)1$CSO6(8DJQ8K zyWU~J>LaXLN}S4zD9+9`$x#5BEVwP()!8p;UwuyX`6aD8Rk1S1yC1MUQ_x;Kxp$`=%jgUC55UM z;o4Vr5-}2PgGUv}md9jy75ZR*=1BfPyrK|T*rWYK3fJj!Ft!v9$b}LL^L2-U`@Nwb z2YUzJit28?WPstK~RpcYR%If70v3Tz>^p=*V4Dhl5@dn$u zX@h&1&Gi z=KqeDrJl%M`^GzZw;Kv6fph{+6tc^6x9?hhoYs*t%SQ#;O`!(57AkD2iY}bBNIRr} z`eDI~yXx9x#(!hcye)^-KA@dCFkIJu#VKMRnHRXg4l(wpY=IJ_wu)mSej@^HLCe|5 zH^yd5SgL9-1{X0Dg+|V32_))3_4U3R#`Z>nv5^QJg>2Hn|EQu?p{@GaRDej zoFOk>RBc2>5xBj&L4uqal2V1@eTh(u)hkQsBkAI*;RyNk^GMqJf4w_yH2(J~+Pu=I zTdi8^-Y+sQC%qC#;;CFc`7n><@{Jk7LpTEBmgYnkFVh1=+vuT|)t!?k2?CB*KNQ*Px=yJ|SjMF(7s%g^@B z)ZPxOwZyzZfm-s?5BZfZbl=35OgejhrS)EGq6I=v!xzq)MX#AmWv3pkVKjF~<>mRe z#X9ytK|TeA&IqKe>G#5=-!>NToP>yGt@1k~W~5W*X~c-9ZWn!&&K%~-l>oy{{6!kq z8xxE;?M6X?8?1p-Kk^kv#%2wSZ+jQl6Wt~;u=WDDQFEiX0vL#D`K(euX2R5`GljhR z^f$gVP@~4V6A?3E)INdsDylmHjYrirVsi7ta|ES91RT4~^MHNoA{^y;{Kf}ken|5w zPK&lIAbxKER%!_Zr@^6rhmeI9ayRzNE_{*RQ&+~WaA%ATcy4XD5AGz8y zg4{S?^!03}2378KLlxk?P*6)=$D7qdPB^z0sDMV2nErQY6CXxd@51S@Pi=YBT>>7P8(}r zT|?`tfhiTtq|n4X6vP6&u;-z)*YSc~f4?>O z=9|jOW5jIb{%qzqftcp{tlq!;TkVv2Suu^< z$tcJmdgaaVf?uU@dKG}6h#a_XFBdQ@)Tsh;G|%n?4ynGrus!yYUOidK4PLnr3l3y& z`ay{leNzUE*5_|S$)w*C!{;LFgk$ONIF(=|WLXVye@Dk-gQfoH<;=@YglyU1U9 zEyOvz;_dhD>S5+>w4*HjSo8Kk)b`GcYiQfX;Old7Xe7Wv$cuz> z=j7XZdftHgUbp#P(`nyVnFdAET>ZY zvGd+suqDFHQyDa`ovVAv_7fMfisD=J3?Yb4d`jx9(X(%krP%nzU5@mYYwpEEoX)al zYC6^{6x;#yX|A`=muZyeqiQ8K7~I}|-*31kOpp@%jinienF|(mtdyYqwE^>OO3reZ z)#0=Ov~9YVNVESfEeNoT4)cXcB9e<48t^9y&M6!v`^26?=dCUdD-)00M|dp`I?#7j zXX_t;+Y|HQnvFaf2PZroRqEkAf_u}_5LA+^Byb>a);v4Mao*jIF8Ouqfcc*7sI{sU z3ea1r<---Lk5tqq8NpcXW_4JkER0ca%}yV{zcE%>m4y|1+X&R7Wy8UYF++C($h26A z{!Z?hFP_`lj;M;0+*Yj1U@cyMM`DU@>Pb#;5YZAE|ESMFu$~&2-6Q&uMZ_?K23zGEht9 zHQi)h8(bhE3OT(ZQn};;=*CvPAx5XoJ-qIk5zD}rD-HKw&vz$kYbUA>YvF7v61(^H zJ@MdytBE`~=jUaa$=s`lh@JubXeGPj`QtYkxnzakrs(gaJY(W(S)NXP&ph=|*ea?_ zcGvV6wgT&MWcwYT{qE0)ZbjCB@6p$+Z#@*w)|HgsJLvgD`~Wf(EpR+KzJt%Bw14je zEA>Jw+<2*~lo0^AYxVVnxEy2_^m?MKU1<(5SyN27@1_H^j!Pp*#hF2+C)GwTHGY2@ zlnsw3tv^)*S2WS1sPP!vMula%<WuG^hhT%I&d#L0MOQ z;N=4IK#2x=*D-A6fO4hr^VSIJJ$p6yN4bs)Y-@zh7k+A~Z;ua>n3n)A=5JK<@n-Y0 zu#*S6`R3p*1NCK~@WcqxHHiXF$kZB)@7Lb2;QP4XZ!%0iWJa;Z0Ozn2goZxQHoc8y zpyl7prC0X=DAPAHupaO<&;j@4)x>zVPY)t^#R=;C6-&=;#Digq(S)geVH!^0d$&HF zpamXzVvjtLdzZh^Rj$lFdxXQn7teGfIhQ>?~;x)24P{Com0j)do+Cf*8K<H&0nW*W*@c z8T|<61I@KsXisow<7aIfwpL~-KlV!Ov|9TPz4bx56N<*4C!e{)M`hspt&4-ALzMlh zczQZAn)bAxSA8#Nq7(|lFf8vkpXm*!uNrGP)qlI8{YfAD+QQ8q{5H_;(_X0U%K{Gl zrK!<~OU}_j&5md?Zsu9Fa$vjFIg&#$&$x=Q}ZmDic0D zGPebM>U-<5XWxG_AexP`ANS}zOA%ytX+#G0ux?8-6^ z0wePb{@Rv9V_!%4w%^;wyMg0+@PMZgoYG7X&?Nxk2X`zjA$J%o6+b%L zI~x&CDkp>=jb|yO&gcMaj(d0%vmQ=r>YK|-bI^Z7XdAJjO-~-SC86~7%s|Eg6wycX z`=7t|t3b_pzvy%_)Mtd8jnB{Jv!q_f%m0MPu8YF)d3i4Xkp2dBYh~eXuI5!9DVoHO zVq^4A_6?}@0Kgbhh6_w&TG~ALLyqp3_?88KG3(E)#g!#guEdQr*RX94c%gSaUE)sPA*$`G_&Nj}%%nt-L}KleDG*5hebf z3YbHp+-b&^_syQs>y(R4BwypP7$fBYeFK%thj-z5^1=4Syy&dOTBpTxNGxKv{D;`@ z${DDoIhSnsJL7qCm0BywdZ9g> zemfr76dl{AH*(Kk0#PxwJef6boOKA>M+&JJr+uBx^EP^(+>r_!8uY@Zb4rFLCcEnI z)_iv+ws?ML5-(g7M4_l37A!xcRpD_*uGo|?fZFm~>IEhGL6{U5O7ldzlxnH^08c90 zD$2a4T}D35@_iikBRe#Mr8-p$Ur?E%+*9cg?fnuigOJHkODbSF+#c2>cIem3e|w@D z)C9=`?KLCvT|cM!CK85KxSnzpq*EqEti8!xLg7(=VzjIQ`om`PdN-N?jrD%g&xK)>0~#;j-qT4#MZ0TWXzU&+pZS zJAey2yVPVf?)SDJ_EQERB}H$wQa=16`^|3p|IE1gD0up|K358vo65gU;;xP^7jycK z5po_vR^02WlPlj-rtTG&tI~k1&$`E^?6ew)?>48#Peq?=Yst4;vXVCH*$&)_TOCC8 zAsDM~v$|t^Q!3Ba?-uxN$VoC4lMJGM`yClP-_*`h&7JkrM_QkAcj0hpZJbVJFa5>$ zn&yAmh@}_iQm_6kdLAEm3JbZGGvTxosIE-C=P$}!Q1fHDLahBGWCUq7a zR3x}WIF0drEdf8oyY8;x+$aD2@amagLbCI|-|nKmYP0!C=PMZG8k+$CM>J%hy->FH zCV)8hSLviOt5?SRwaa-t+J&j~=*t#Q^=s+hGlI(4+{@uA8`F6(;csH}>6ZLn}W z`+4C`C7mL@u>{*F%?dpE1jrPM4Q0r=bJO>)7|`k^%;dMoG^^1LteUU)I(`7}h zRgATvfnG@z&{IxJhEczGber#-K$;%(prgHfpdmv0q#KA9BaXp?XYT_*)T}{oYn6Gb z2zL0TJG+)*fKJfwY0OyV*(O!?m6ZfgDf&=gL6ef~4Upoj?;k{vIrA z2ZW9^<@;ItzSN(Z187S!Oo%m*G;A_Nx2?zRlAX`K+2_HgG%PW(oLEtp0ov`L{e{gi zI-(^1MA+dT&Sr$V4HMYfMivx0=*NdygxhU-_6Qugjr8#4mGAf9Klh|151h@YX*G`D zj1KHzmx_8=2_Y%9sDAm8w>w{TS^mYftXnoDC%W5ffH1=vr9L^kuPnGvQfl(or7)J< zpyI#TcQ6myEudajd^cH*l$)-s5%i(j+1hAq~PG{C_&(nrPE z-)g;^O;03%Ki&l!H><>Wo-^%l1)sr7HRrHOtNeWLf%qmqgZqs%V?kaKMneT0MY=`# z?Dw&LAPY+BwWLBaXa}CQ`ndpzuY9qn=K!_Y_snR6tMP$}Z(gcK8cyuY zaMF(dHr^(KP;&^uOTN?hg17g`-xgw)WUd5SCyd%%brj=d-vbBwwu$^Rcz=yMRA~8F z2i=g71N+wQd=;NF$yCg--;@EHOhez56D5k!Ji5jq-wOLukdJH#Oea4<8rc+Jz+!v? z0nRG+chE~7$#GQ{eU=HO*x&U*0k4G-?ksT%p+q!wSFgDN+M!v(CZ>+(i<_L77{jjT z0%+ICcWZuWw{Y49MV`9)9e08Y_*y9WK?|RomB7g@S~5?nkz+hf@rgh47(;4c-<t;90L=w9oH9eE!98ye%|v|NP0@!-5=Y>&@7PtUhK*|d9YNKH{0*T>jxQJcj; zv0=+IVsx*$ed9zy6c)igj?h-5|Ga^Ebk}O_5wMkg`sC!vLuF1%uLyoVwmpgXZGS_A zej-JMdg#l&L1p-?@boM%|D6BRBP;kIsXn&+Z^&QSwmMGS>Ub~bM%V}i*$>WdO~9vm zINm2?EXcusv(JU%O&b;oBTZyn5?-rhxyOJL+Qs=IV<&+=P0Gun8mQ0SC3oa~eX)l{ z-Kf?8=)vj6y`R78T= zx2iYj(`Z=)$w#W9mfyge=l$&Kjy2&o`M8M}riGHSz5;Pl@&&qb!2N2k)~^TzgtuCa z^E-W8<+tPTuV2jyE^u{a;5VLtw9=BZ3g%E781l|}Oh&faET&PSvuN~37_PKTy|MnS z^O45urFnpKUBe|XgpSXDE0ntr8mQ*un|a;+5?GWe)<+Y)Y{-0gMQniz;tGvOVtq|- z+vztdj`dY`mrRXk>~cMTKy~B4$_XMwByyk;=8NbGa#wU^u?^SGV#cf4-}ff&$SrR! zLq8)qN|PKdy_O(f8Tb95uW!};oF0|FoItS|aBu%6bmU)#BDv~1UNmjZ8Gs((5}nl% zGC{dU`r1qq8PK#Bp{s>=+>`Nr@A)0QOR;pL(OBo(EJySPE zYA-wSNDoFT_J*6=T3Qq5gzckV-|Di6q;*&8EoLa^%*rZkGF{dnns_J5vu&7w+<=-IyI+OZ~0I zX1vhbAkx>ouB%UK%FJNQ>!)j2R;uZFzzX!hbQl$=w&*BBjQTCpBH;w zgS9_k)thqC{XQp9PgykW2bPZ?npP`}gt!+7(gDj9(Fg|lVoG)HSs|`@!iJ2PvjZeBV_ti^0I)SEI`SfsCC<3n38I7Y5l)fRjD(|u4OR@kPgL= zs5Ef*Ve%fwuoHtM2*IPOSqd3?@1D|r-QTOI_WcGC!hEgY`%i1to3(cYBx(e_W?-Ib zg?j-{m=cz3y$X0Iioo?@*(D>3wL{+OxyUhz71xaNjT{a?-+x14jovJ755b3*9wHDz zPVWd^d?+0Y_}UW$f}f~J*rPA&+|b<2nY|1$mP$?O=n>t)o%|cmQMYaQ8<@C>n8P;) zUeJ((zOl6$93lRa(a4eDCucf0OeGgW+HlPDq#D3_W7r=xFiV7i$5)HYH`< zoNc-~({Yf0BT<>L7pSL-=)M z`)&i|i~V-4SVT@}OLoch6V1+r|Gj0(zvL`4p2Lrn{1u3bN8`uH!HnlG zyHnAO^$vqEd&Y7lR-TW?D>n!BzytmLFeOVpRk`}a81TLPi$9j!CeDM`Zrf{>brn=| zKW(mHqZjAPmzG>lt|nLaImG66k`qA^Jo3Q4>v0L!Y-mpdYieZ59nfw8ot^CoKYu5b zDE4nC!0(wz4F$uoat<#ljy+%n_1h`qKtq+*!c1vz1>o|a4ILu6vDe4ugecmBLWH*Pjp?Jr<`0rja3h3jJhk(~E-fEp*SN_z1`?hcvFP{bj$B+35UtBLT!0Sh8qTC1^kBrE!F?Sn=F$Bd7$RN_wja55_auqsgzB)qe+vm}-|I%k1!pDsduFiLy#IV6n<^_!GSlQwv{fIVer) zts-Q_>@G#U5*e!bH{8H8*qDACd4zchqYh?Nd2Sz2-SEw#?=UP#oSojnVNrf;Hlu?2 zgY_m(Z>yZj13Y)XIejm8JZ``XAgEdFylwc1%XMF*_qQEc-rx#L%Xhwi+jZTE){Ug+ z0=NQoxXF1#c1rQ&v;A`J-q^=$bSnycD*CLk3lZjBObQKZ?9$N~4g%WXXFp)MKTs z08+94dCUAa{NL}H`}!ersjny#^MHBoGzZ+AJq?!0@tglmYC86VU^b@IF_)EixuUA@eh|0j}sGpms1IhTbKc5~#Suqw`&V zurc$ZSuy|Zh%^{o@;lh{JRdH%X)=QW+-GdlqTY%S74>hQmovMo^b`^?+)(w6_eKfa zT9I_?$NYZItJ*%-XFn*IvZILUvEMw^#JFYJVr~ZI7M{zI^5i(RBpxv3caZN@--NHF zM)VC!soCcpm%^k)+*^FpgGX_nIc%=A%MWHtfs3ZI`8hGtIZ+9V)Y*gPh*Y7JHaK`NSN1`^yeIvJ9KHT89Urpv$p5&SXI~o%EF(uZw z2K39g%JPg1kNZf|Gk(5~^eYEmzjKJh34JOga(QuW5K-W=48SbHbsq3oi{0jv z!(gU6!=x3uS7j&5sz*JXnSqS#K(SGAQcV0*(IaI?#s=nw~ zVKAS9G`NHxWv&x*wJf%?|yDn&0pKh9BjSgGkvgSoE^Ks6NwR(TR*P@4z+c7RB0_A8zS4*V|nV##dods~Du>zIDWK%X!N6frv@r9jP4 z^uIyjk_em5#zP+(PdA}w^`_IxfF3etYqoTY4D9SH#-sT<@n;LC@KcqTp-gWYjZ0m)<@AJITD?-h*MDI4A#9m-? zu2I1qCc|t|oL#xVZv zh17W%{?h1m=cbUy@aKGEsFva62Y(EDZ#XkeI9lR)oAN@tfZ=>rk$ua>&sa2dA=hxk<+N>{Pts|&_s-JWC zVnum<==_L+EGSbd1b!dl!R)vIvh^7x4v(O)Q6`~KH@h^Ue1zlXOQSx05t$ky z3GrC}4*7k{p+=;r#p-P50{mbfsi&+7yp`>aO}zwLHUa50MnNX~$8yi!vtlnq3tVu#?3`y7NiC=gha+GiDT9EI0$>*&%1VpymXed54RHRmZZ1T771W48KcckX1)f8X0 z41Cw-Mp>HV4G3{>w}%rX3Ww)=@|E5>1=BDk7mhwyqr7go@YEnk?_XQsGmCoCRE zW**NhpZx)E8ISjV#|U0unc@_(cnKY^rd|hGR5rkTOe1sy(+>47$J)MC>O(RRdSx{#ujiWRTsagIS}rq|KFcMnxREo&tV@vN z&zP>W_?y*%nb4=ewL4~+AoY_DuaQ9(k&beUza4B$i3jQ}j$_mlnLkJ*w9xS)idCU@ z=-Zb(m~VggqGRlRU|F?72B0PTQ5sf~*KiOEQnIU`l7-RDc|#N{9A0b!Zfzv$8)}Bd zdI;WKBS_bKD(L}o0Fc9P4+Z1m2wycDHXb=XT7i(`ZJw{9O_>#(p`^oL9I&Shg|JJ< z(8|mmZ_odkJt2nds#VAdnkA%fb1A+f##~?VucdcI8N?X>Zw-Qk zhA+*2visw&MG$Er4%=of(YE4`HbpPMDBtOgW&96wE^jzchlR}B2nRr%W3=WjAUsow zsK^_S!u8aC)5!$5H2_BO@I4=>$Nlz@*3N@Vx#7=P%LvzezFPi(v+yA=xq0Wni*YAO zac<{^TCKVHP;=8a4oZE)Ex+65cONO@MEJ*sDHUXK}eB zQm2&%e7wB2ZQl_C)!r`poGfjHj@NK!a@P*1v2YAP>`590JSU=_;xi3|UtapOcA+sq z&Po};Bfr{!%oBX*v3Z$KW1V+;*y|^-{d)92!eB+^%LZ&tfBoKfyGfXBrl|TNiJtp! zkXIfL_fdd|)Xj?$#UwV+;f8I(_7Xx811Y{c;V521W_@+=b;W_~rJdIw$hKE&$5VKb zSA&fg^7yRZS?P^OHUl)678?DE(_c}{0IR=sxG-;@{uL2^Wq#oCFJ2-)x;KN^eYWNk zU1Tib0TXmtt>Ow^^Q8F|bO`4P*6(>18X^&kjJc3PE5>M_Dx*b~Q~6~-E8!-SIt=gO z($~j=f6S-U?z5hQ_4}<}HClM2n)aF2NpM-*pV0;RTtuG|6X$1@PCA#Vh&HNXhG?4b$% z^7GlnHB|f6`rAWK7&iS|@1lQ6UaGP~i2F40(vjbO)^IGQuo_zE#hdGZX@dHzs-ZH^ zcT#LeSq&lVj#;wZ$wZaJ)$qkJ8cV? z;-ackgmx@~|Jd$Nn4OlJ9lrV3jF5I=w!nU;9DNW)Nhcx(QEQOeA@8HImUzo}pOmn! zA&rO_)!^|mYT4S}RWsS@pV54X%T8~zx z>}eL3!g*b3w>A$q=J&Wrve|gBJx&3yM<};z5VHR52f<9f7w!y#n*z&!bH#xPjLH6kxsXtNip3Z8}$78aIH0Y=N?>_uvqiu-hX#}PFuf6HC9niVjxk%<_ zwt_zu2ir4k0e%0rL_@BBD;}|N*zbhI?CHCGLd>t$Z+ZOg&{|31h^o{wQR$B zX-lypP{8q@PD|z}Ko0>b%28sBQrqR-tEQ3b1J(-Vwc(BGG6DLn_+Nz?b4N@JO?D5? zW;NqLux#nQAHUwafpXtSR|J(7JOyEw*rXVN%VtG!oXHZHq2RtNxv`;95Wlq&27SxR z+jRi-9W__OBSQP_j))z$f@pb9FVgU-a|A5{o^|zEQ?}0{H<4`m0vv+>@&t`XM@L(NesXp!Y|<*V?Kd?6qwQf=ZL<8*N#^lgEQ4=Uo_L~w zU)z|DrwdM?#TzbK5NTMu$z2gL#lPpRI3Hs{f_u4REky--WYhldS+A? z&Mp42DN1)L1^qq0xw2RLG{#$40q%6v0QiD>mF{R6`f=q&hg!riZK?)%4d$_Q2dN*p zyM8-@Ae{#&&fpDz zcZ5G2Xlctz5^tW;)K|Jh0HKy=0$Y#@uCK-g6vd&~T5^M0CjVztM&*#z9$Jx?;`zcm ztIrvwFc}+PT_9L*Ws=ZO!@o4vgj$UhLbZ-LP7c4Cm~OoK!FXl3lCnwM0pzSfxovM$ zzAegMfwu(Y#PUZzJ{=XGZHcOk-fQ6I?Lx=p3Q`5AOWoVrhP$WPA!+mC?q9{U#tyqe z_|+%R&=B|#3FvN4Y5H|NW&r6oRl4h^K~X$@4$qrtO3n1TNQYP^a69IC=85wtpt|oG zhN-hl)JY!Lo6Ezbe$0;w(h#91!b3F}4*1OJ*HA#*t#w71he>B9W*HVjZg7=6%o)<- z(VtIgu3oF?p~GsxHG!Qk!a^ItAfl7)Ro(odrL`mA(uyZ1+y+q|tY?adp!FH>zdsap8kHsXw4 zt6k>$P=&DIh{f;Y9yp(6cqstADqjb_257<0dObsW%es|xi|%?tCO+#^`s5(6*X}>> zKgviC8El_69C$m3n%Xb2go7(#a$D;(5PZSVyCByS3|NS777U#~Ie?Pez_D_%z@uN$ z-AUY*+P6D_c_n<@YKHST|KsQ9DYu^_ygJ9|dC3zLu%>3j_nAYBkJy)o5^VrFm0o$_ z%P+M3Tkn#XZ=vBl{;`^`$kUO-a||yW2YIdsYr-l6ALC^I4zl_EGe$fKe$l3G3@Rgi zVcUFvRrjju?h&P5%aC|U?y+rZcQ?NV?R5j-#&tP=NSfzAj0161$`#BD00HFBC{L=x z8HAdH#d%&-<~majQ2w`WG?WVR&;6@c#e0@1gN~)hbK@k=9b*PQL5IVU0f889mu{-1 zME*0Li!}A0R^t}vGx?wQcZHwMNB$aurm7a>a_=TSss!iUPRNR(p9;V7=lA5#!)Hed z4cgLNTSnA#GzMU#XFEPyt^I7DGo9Z?TkbeF(Hs~x^y;UTb-9=@=K^yogxTlnFWPrF zpL6X(?imT;NUk{ele5z3CqPW7!%I)V^%e~&otIOnT8Ex@L)UOSJ}_A4tX&#iUo+w$ z-d<1nh7(Fl-I!bW7Z)?tebxdte1A2W4NlyL%!R^Q1lYr@vK6C*M6HrAH8{cOyw4bC zZZg=@&H{v4JrS?Br5Il6QK80*fZK!OF5axH1~AIiq-3Z5x2K*(H)i6;&FGh{&gT^b z^%sM_Z<~u-?-Bt}m_5}qWV1!JSH;qvrF_|_4#D#9fM@ZeAO`Ixd+@NDUM-mBmrv!C z4XkG6o)3{R_6)-E&-9Er46qUR!$oz&-F;XsbMTUq`4>$-aLSf|*N32K&JPs$P-d;` z$uKjn<@<1I=AL18qfxXbug>5Im{kQ{?3yeq+h+R6FTWK6v$H*Q|1|6eO+R3y!At(` z{PG0fiadcur8@|_@R}Ke=KTvhy&B;;z%tNe{?y##^WkM_z8WQ_?oU}A2hDz)!YoGd zT>$oxVA%*G3zooT@qXg_0>KvDIXKH;OaCps$q%14GNfJk8ZA9`d$vI)yh-WXR;5b4 zZ~MBC@p2k}vVWNT!R`+d@`J`t*q2-4^b!-5vY`Mmci}WsqX&^BnT$cO#5u#Yh3y|O z&I@GiRcA0J&NxyZ$g`EN}_=I&{8Yijo!bLwa%-4 z)OvXzlQrz`T9@88@lwXec}?ESeuKX1?;3NR1_#K&7w`gIoI><0!UwVKxY+1-H0dSC z)1qX=`al00h#?*caAv!QS%v0GB?98@vkZQNAD?UC4nbNPfU6@B!(#TYZ*C;+CYif0 zgm%HX&f-CLHt)&3WWUPTf)BmrGNMS)l@WTT97i1kDiLt@Jq|(XX4Gan-aEGGQB@Vi ze@`BnhSmyWD@ZEvhos$fhi&`|te4nX6>k)}7~C15nHI@!yh&twfC zXZFPLRu1#rduv9<07Dp%5&Q8yb{GDdsFKkCjJTkU3T!*Q8Bpu;(;sNY57rAZ8!`v2 z|Fm!N6=N%m4IilNy^CyGF*>D3Y))SyWy5z)jZf1jvfcab3NtjTDs}p4#s6xJ#0bEK z@|AZLdQ53HyQJT#OgDVb0>$%dp?9tbUsH<99eufR(ipKmiuw6xoO!&Y(sEO_S!OAB z{ZiCd#u&FRu`UVj8r6sf-`-=@G;MLf=1MaVu1UCVrtZ0O!MuKfucE$lm1aLf4H&h+iqa=bjx0JN;IP`*B-45@&aYr{0_zGr_HNPZpIx z8^C2ikS--m)uj=CbMG8m)zN`*KMs-JFOjQ$Su`|WNbc9^LS}-#e$ve*N?&Lg-P;P5?P_hcX zwU7(+5n;n@@1FG(Yw!02&KhA2j<}ThnkOTF^#}1?1F;rifI}daMUdQ7_lM%RM_)2w zPB8LL;Az9S$#n@OO)GRaiQo3#y|07k1`c_WWmjo)*0|V3*eB0jCcYV9Z`KJBNPpZr z(KlL4h-#<5k^P-O37Wt#h9%_VX7{vb!+G$zA3iJ zYH8yrLf?`yM9CJ<0sF`ZU^6+V5UP83o1~FrO0924QM%l+;eS6j_7R`#jN77ziR&p5 zR_`Z9N-@^-lHR^6i_tC}3Zk7cE(06F zq3X0IOIO=@<4nLJ*Auf=2BvU;xK^qN_oZ2@VUl38StJ@VTD^KrdpO^Iu`YBpon(e# zD4a6XGhNj(Vz#9t#_|5TIRd~hzz^z4v8Dp}DRF5Mwm;9A#;by>>7kHM9T0rbfW6`Q z^2T$8SHY>(J7x2lt=Bm(n1>WqA-E!WKbcB;y&iDj|gA>mxI0X(Ny+#E)!O-KbQM4PU-#L}wco&$PP!#D19M3>`am+u9fd*{+db0)T z*uhtEu_6WZ@>gZFyx|pU)^Y0b#7S+k8u$9)a_tw>3s#J?C`(*7a^tf)zP15{gtCLU z!r$g0V=`QRFE;E%DGTybc+{^_f(5tG0O<0uTb<0DXLHEdc zkuzcOIgrCE;LrSxJtoHSS9-4I5)T^nR}cS?vOO;SH%92C7zW>%-$dt|4dzTn_(50~ zvp;W`gT-1dv+5|N4CX3RD|=Jh%y=$}qnN%*HJs9)k=8bCPwnSIn0XXNNmDIzTdm&3GJ+=|-si6;3oJx~ptoNe z&ZnFz62&=)O;QqjC&6}%$(F2ACMBDAwBI?S`Vv}(6p93a{+b{ShGM3aQ)M9fB|3)mVjV->&$3eCNWdaXBU1 ztw($)%|$Zl$FsmJS7)r=oeM_Meposchf$C+(anf8b+U4k=Xr~qEEP0YwQ*3 zFi1zGs=wUOfoVo@pm@EKGN@KEeg%Ito|jJhuU=dJ2ux`2p#$`J12m{S>j`&e_VyP=T_rFX zAaU_n(omlv2A&QTAw$0=X|EJ)+3q=rm3sRw$7q|dvvDMD;?_YHDCV&Msa{(7j3OTX zu-_y?H|EMP&R~{;vLK;qGRzxSZ`xgmqI56%a3=MjSR8pkf_?aY58R@GvW$p0v3LMq zNWwh2_Uh?I!`{GzJn{>6OK7JqA|tuAw{cgj0{U|3d8qHZZhY7wTGkLIFG87T6;^g` zFD8ddCSV~o!A$uRzhE6FPcc>1n#}p?XxVSKiWCNA%{pvzKmz~=MalqIX~eE)9soB$ z$iKoFv#d9IxNg?H17&%!;h%BeSS8D@agf-YhW8`oMZ6*SuaBP*2UxpVZRyg|3y;!8 z(caJQi!oITA4C|LY=+w=Wl$kZZ1W0V0KetGyXIv;J!EDckL`uJ-z?S4tRx@dr1kz2 z?~IqH_p@JGvGN3{aaMkeBQg51Q+^ysr<(rhfK2+sZ^T(AAk&tg|^qsZtpVja${zux1*rX}HnBVuyit<@fD#>^%dXMi-L}_>)7zjYV$OlsTbDT} zW7)ew=dGU~a&l;+pO}F~lEUEs+noIG&B(u>N3aV2o0*(+npCNKUPjt^B6;vvdQ}?a zXYX&1w;=p`S=gU=Ej$frJN`Qf+kf~U{vZFQO8eic7C27%-{il4{vloe0XgXkPsy~P ztDHstpZ}sM`!Axh|EencA0>PLm;W6p-J)H78?gWB?{WW!!r-7MKSkufBGBN3f2uy; zfBF}F<2Fx!y21bBzlm<2Lzzy8DZ@4mqP%Rl~mIqm-wveMJ= ze^pZ(`~Qxnc79)L`qNPdnB~fw|4h+29fn_zesi0Gp)ddKTc*W7<;(s*{^Rr+uJQA3 z)8U`~Szx`*|J%CkU^f}&szB%f+GL!oN4%Xs@ebR$^ZSo{;v&T|NTEI zWygQd__sd)>v70`|2LuR_fKH^KfC<@FX_wwU$k%h|4yau|9=vzCIU9dcv#%2)DM>B z^SGweu-@M5SK>|n65EOxHkuRso z;W8OMG-&wBRK71DX|e%upu1H`x+^($r%iv+37=Dvr3sR~@zLNV{-33%2er22fBy7R zU;mk`^G{&&&-jzryp-ST`G3Do#NYdXzb`*_^OL9g5Bkv@IMVwmUMt@5@Fq3pLZ$OQ znt`Tkp;13!yq^ZLaerluX1{`F8|UKCtVPJb7rR1a75(+NxL;#bi|TWC?HS`~^WV$l z((hr@zjWyDL#F?YwD$jzu=dt>^&o4Nk%rgsGO}xU?}M!0;Jd%#ns3{mhfUn}EePfT z!)Uw|*!k~h-}p!SNFu|%InE20{Uo{7K`?0%XwDFV8BlNI!<$_7;4C=+fbW$FE+nCW2!WhW=;O&14N<7gy3fR9A*L;xZgd2;gLm!(ytYI{oZ0H`b zB3i%zA-F$$8>8|+BU>r4Rb;3qKhVtX-^{Sk@cOnVx2?eW+4>;m00FJ>v9Q^DsL;V! zJ64<5A{W;pJG@LZ(~$^Tf7VOIg?~7Al8^>bYutSm`-1(4)>m_f>nBanG_P1&b$)(V zTZ?C#B0(Tb-ryVzke}eUl&up4HS?W33d<5rh=r09Ij-WyTKZK|7c?&7((A-u z)L|A@RG#K|37xK>3*~EYy!3d#p1+aiUjDw%O?=>sLy$_`CN*7pgdrR=DlYqXaJxo$ z)^EMfd}K8kmM|Rs%xM5kIo&U^@P6b39x)|p0H9n8vbbuL59^A@UQ6q|^Rb({gYcXx zW>s~k+zE=2(|t>UvsWvjXI18Z5G|5#ZPjn&lnN!r2ys*ZP!=@wxFBfjWPSd|o%Aw4 z1@HmaV3EsGR}9Mw%3b@|jp!@$&2Xt7bV~p;xHNcyDZIL6nsgUHiY-8XvgSlpkBZ&q zKsCmg;cE3Q)bgB*3FWU;?{{4hx!MRa$NT)dtXEi&yTt;5QO#qee815Z^_~53-pCdvDE4ERu=YV6@Yzy-IYCOwJ1I6on0?NQ`Bpmod{Rl$wAAbOmLI9I*#gbj z!SJ8huGaE)zc>HzYftZSHBg&Kd@qJ|Zv<7VQGpOV`ujSWqniNZeFxF~5rnyEGN*4{9YZ zz|bO3GVG%4AUa9qB9;hD*?ZzlgUQ0-XOFz^1t_~UT9NsVybjq9`9Vg<8{<}x0Z$S{ z?yBe4`t8pRn2Oq?U=_o*_XndzY^oVTc`?>IfNmwdfAUnn zRnt1--HxBUYY5wvcLiTv2#mC;6x{ds)W%M}Oqa5bB7C(X2Bj&n`IT>1NS+{P^_9LD z{+IcNsH|R2Red;{g{^3Aq?a+uBYgdYqhKhiO+mBFi)M!aX|-=)^K^K~At!j3C*o>I zoP14VeVec2c1Qb(k(HSjthtg^=CH3UG9k zQ&xH?2Oz0hZR|*!R^lRM_`3L$JoT(hQa{yplbzSRbV+qu5JLK&?itN?xP*IZy9`GYbdbFyOB z_%ntGDS`EoO^ueWilR3xsjVlzPJJaxv4x{{|Amf4S_S%-o+V4yNBB~~D&TRBCu=8wX@ed_$xyw~iLrw#U}R0;EsS#wt#L)y_~I9S z|H*fIp{G)QXu4w;WnWMXKCdeD#NA17ed^icPuB%^Wx9=jyuhUmH2tl{^Kxkz88>Sp3$KFNNDS? zPlffT!k0PcC&&IizB=g}tB37}!bP=!mBMR&;@T3L0f?5L=aM>P22!Ud?Ms(f1$62k zTJv_>oCV$g0B|B(e9LLl-#XMcSZnzZ`ZliFcedDvdU?xD%km);f5zwH_{DstA~k&J8va$7oT4KCcSX~5K@34P z0Ubj6h*cufF7uLo)9E05F#WPRIe+6miAHeZ_u1@qU?iU<5=Y%PTI#I`Dc5d4A#Td@ zxce&r95TeMhHJgZS4;5wzfG}I=Ct~=l--YXL7SclruXM_B0^7YrIwInEU5O5>R z3YV`*jw1*(#ZT(#v@qSbSlh$B-gY$V6r|Rc%5OCPN~li(QL_ z9{lt3c%KZWH%6y5Km5e$d^K|HvyWaRSkpl%&qnfJIsajc(BasPUe?P6nB!@o%+~>S zgtOao1N?TGN~4V)TOL`hsp#jn5Ut#Lo4i;xvWSH zq@o)^U>rpAaQw-M7*3+rB(RfccokLlgk4IM5@w0+kG_GB?0^gig(jayqs<~2TY`+~ z0pO|K2Z1ZSFP}u-eKQopJ`XvOz!E?h+I(nqP_z5CSqS>vN@dCnC1eZl06&$g#yG-3 zX5jNoE`NQQD&RfiqcNH!cyh0I{$=J*`w$e*z9eJqDb(}3^z94GB_-1Hvvs@T8|^s# z)-?IEYj05kk-T=pabWXRq}$exBdJCy^pq; zHVNTVSLF3q$Kv@SoYAU(5BTkgM7V%M7GI8}>`tWFd}EUD2=PQ#t~e$i=5p0Lrr|S3 z{N8;s4Cq^Wn3D2bV97fwr0|M!Hs1HIJQGs9k|J30RDrJ2BjK^BmN<1}wpQsDXSMR) zod{|Gw(iYUv%_g|MB>#0$8+WS=UIJZ2PEYg0CACP>xX2-Kc77$1CH7{F4sSmmpk;7 z*!RLBgia(EC5?65_C5CqDsEQQ8KX6QN!ja5Z~dOaB7oGuNQV!pM=!%?NNWqiaSY$~ z6D>ZZHfzShrB0=3H7M{jPp4dI%!YYsFK?2T2$M z(1e%0;^pJT2jp`O`+Fba73ZFQ#G^LB{4dwe;uqlTwTMchnR@Lh{oY6D5L_*kU!j(` z`$}4=AzZufPXZ7NOCQCZB;wBV48K6FGdL~EY=U691laNL=5VZdS3gid_~Qpp4IJGh zuYdfu_0*9yLQJ=)_AFe+ZY7;#2*~;7M=qUiLYNX92P;F0{gcca{1YRK4^Ci$$hbj%Mk{o)vewX%plkMxQHOCl;a~KZLdMig`4Ijx_^&i%W!>u-%;ZkgkI)_ z^I729b(p{(yNl!anlTVB{%!7pdM#Ng?){9=Al)h8MNS>e|V=7Ym1z(O86 zrl1pyDr+Ibeu7HgC!{_pyuUxd&niJ{(viB(_E8$|KclDJAA2#)z*D^S7Wn)som(OU zEpwAja_F2CP~zkqTD+v1-mX02ar^hrk~LM<6XjMDBZqA2Um-^RJ*nQzV~OzFVxOCU z6TG|yPi;>Q=OdZD&!btD_*3_e2;3-bbS~8%wIc@l@2;W1)yA@ss2@lZ|7QfzE%vYD zWB3FKXD;y)B|{*lM`>!02_Zsa@F4B+y@ZK}Vc~goBrFjXs`e_(=wN=ySs@m?oAC1m zqUCgDzbcsOB_t@4@`=uW(2U>}GpBRqTg(mkj3;|Pl>jbdT3c=Nn=#QL9UO#VCJvASZ*Nq2a7>KuQ2%KdY6|NMvt44l zb%hc8uDX4|JJmiTu|K1ZXY898ix5uQ8%o&AJ$IFuoG}2_+B*VbHm?VHM_Z#hGr*S~v%X3Vpk9RpyM8ke5{@r{5~etLcRF6E(Y>+J8o4 zy~9Y+75bxemqjq0bFj{{J*;!5i}U1OOTvHMqY?A+XKSV1)xGd*y%3pC+X4#C3E$@o znCxZ(girB0=&vRS4g7UOLL8-d$6E%$1Kz0lQ!SmDB`QjzoPtr`%uKe`AllQoa6H9H z^#k!R?!)_OM*&pxc<_dfi%!H9H9(*F@>T^trvzppXh|6;p#=5hZKUt$nTN@eN#TUWEGLtOM%A zb}bXpFubb@(t7qy7aeoMZ0p`Tj%&F2ss4-(3@0`F+~JO7g=|pnm+)86jl_$sDZ4Ez z1S~u^Fh37LOI4oJgkRL}MTwb^V?iHWP$yAsI5!VG>nuh7a5@itJF?)4ih`Ann%e5Y z#-`W7YIf4QvBkg_&z~>0oO7b3dANu1a@Oyf7)78SYRnOc*Z&!_dvv=>4?cR-Ue28| ziM>biXENGbnYIXytLU%#Boa+M{4UpIt`jLvO@KbRDo%=~rdVuN3q3?Z&ay7uBCrlM z=@Wat?pQlN5&Nm36n;-V5ycA@RK*+5YZ5>*OawS)J7|4-LCz>fha5ZTjO^cfFt-D= z);*|bMO+$W6%O82nyI4qmy}PPvsa2Px_j zc-_NqCRl)Kri<+!?PF9fmcDEGgUG2hg?If{c77HEi{nJkdGHwI(42hFr8xwK7wDSA zO2YK=#Y52~Quz)q10V;EsvE6^lXYCeho)$|ll4Uq3kuhB=4(bM0N?=^#o-%3t~Cvb zyLdP!OrP7!o@Sd2-AD}Q#~UV4^v}3sv@}!i+XL)pL~3&t3wAzCqxeo zH9VC+0CMzE^s_%h7UUOsP4TqW946olz9jAmM5GGu=>n{}_MD2`Q`6#&uA2bxh$Kmh zxMNROQ$pS$0Q*5o?{1isZ10t*4)+6BrDaq277PHz-nCl)88--8zR8D5ts(GdBYP%EXr+UH%?mea}M+Kgw0nglEM4CsPv>yjd?3wZ1NhLL9OFc^k3;6 zGAaT-Hna3db9AxaE+5MVT zU!XNCVZJ}9i=k>%cY3JK2YXiUIcDYGCP>oA(t>#hM+zG(#_atU&lct>z^SyfP-HEk z3oO`iH4s-Q*ouj!z2Rr_?nJU)^nsPvOsH5oI7hL+g!HHtIgkc;VlKQ??{mj{Cpm*!TZ0M4>SRjB*7BY(wEaM?6W zvTDY-MF|gv*VbBt1&cRiS8(7>2LS-?J3GHMvNkJqs)U|TeRA89FEr=!`e=ggs#Gw z_M0nRbwSGz#E?_vfB2#o?@_1D{LRH4Ac35W9x%~-k=>B8AG%o|l;=vk)SFSK*;)t_ z7TU5&cVJK!$PGZ?!moh7>a$a0ZE8^$1B(PTQ@`2l;k>*Zli=-2!YbPBeqYLQwdM~? zgpVCHrt{TQqp6IM!}ZuLyaF?%m_K9V%;N2&_nYC0H-kO<{f3ra*ZsI(ASm7yFS;k! zdmfngso}M!2lpmzq09_a)DA3n#=(GlGSM;SCvVg8_&N>}G!ISw#yRt8yjj-0==7*a zhu>U4BnP!h?ubgPcF-}n&WEVT30T=GjfQ=AhcQ?6=L!YBP?p1Lb6f|e8MVI|2YJni zQxiizb-_z=A#%DTGv#=3?(a}_%N9Hr3@5mtknP;sB!&H12bBVv4=@tcS}kUxq>0A; zm&vY4j$$Z=&<3XD0m-`g+mw`Qo6j3iyY)f%Ekm3*W)~Kj%-4(lcpq2#Jy+T`5Xk|3 zWnO~ThGu_=32VJ$wt%s;edX1AbKN9lc{=472STJ5Hn9LAZ!mQ3=DriAQm**Jf6Lua z(!J{$SL>f7Ma{i)5mwP~;%D9H0M@`9_DYzx zMd2*4gMxQ+xVYBe)@O5L>Um6j{Yq9CGu_LB_yQV9$hch?({A7jBD&KW!Lul4`$vKh zQFD7BcJT%wJOSKqMK)(g@%)vfQFQIftnvA9jmKaH6~t`cZiJpqUa;)TwMO6ZERS|S zxP&ZFNF>$o3Ft{1AkUCw@$=Cy5$7%ocztS<&UOq(s~)yQ*MCKTC)m$L=}U5e$_jeI zto2d3u9Q5b>b9b%^{@|=^%5ryf--pNdA$Y`MXSW0v1j3vMc{8N5GMf{5dBn-BceZU z<@sX2`tONy4azgWZF1~JA|y&#Y3et3oSm1S-4p6w$gGB}yd7Yqj%muJ(zs%q6zrwH z@jb^rvyl-thFY-rNb%o28pjnLALrOY(OlH~3gC98@jcFcgvh((O{`PF(15k6K2o0R zHSYZr!xuYksJ^;C#8>{TC}p_*dA{gp5?A(oKJ2XXUquvU&8al{d7+verj4keRx#c-fGr-gCrs+)}-{~Fd%v|Nn z=(+#$1n7Ltnod~=+U9Bd#IhXVH-Ta7F&-@#1`aT*YhIPneF+bV44>kJAaW?4C(U$a zKp5h7FpZIoHj}J9k=8hhvasqZ9c!v`=8}KLTRP67ze~Zmc#WD%Vf)&)p$1f?=&v0k zw#n{vDqt=bkv^_FD>nRZcg}spax%dMZ;wJ zIu#`CTfi3(^M!0AgPD=*yEw_vx)c8ezMzlDuoE(5aa26 z*!V?XuP|43msV zz_|VIDfT-0y$TsAtbWwWWUnh~<-FD1d&n*M?p+}|z*obgN%nV1qO;;jV1!UUOG| z3-hgp{t@14-*Zov1$G6pbNBr?9ZixhRy+;sS4Z0nzCs(f%ZzPOD0u?^1>KsP;^}Lm zew}ev*_gVK>KJd`NBllN$O&URt|{f8(Z+q1nIp5cC`W}e$A4HVS1(cc-aA#^=T4+V zQAeJ|+xUQF4-9$piN;`xouNZ<+MSTfZ0?Eg`1KQPAn^bfye4{>irLI2?3j$T?Ly61 zo_lenM$a}Pa92KsnkGh5hTjOQSMdrXoHL-OEMTJ5#fMc=o0y%rJ~-RI~h``>%_8f5*y*?NyIekPwXCIv0k=H1X)` zr|s4DW9;tT!z$IO)nPf?-M*A;duP=3I+m`Hzng`4h%3>=MJnb7C7;1FAzHY(vqdU- z*ddwf3Bc1;^k;L#XIa!cT?(81I(kD~4NHU@RcH5+unM(c4F7^*3HECHNDaLC0!|2b{VtY?P=#p-@vEYw#)N6Bp2ici&mVrjj(@-o=v`)7CM8P(e_ ztw&W#obL>mq zl+Z-0t}ef9B6%NPHkA9ujO%n;M||`oO7Ypb^Yy?|mEYv4RJ3I3NLYR=%s`l4D=`ID zKa2h4ASvGrpKsDGl{FsEHef?E^L$^BWld<2ZrOhQr2eb_JZeJCrA&Z%1oBj{Z?<=IXP4nsH)g8?yF3IFrQSRAH+qway#lFCJwT$_H&4-m=4b{R3j1w& z5K{6tq4{Uy;`#oqc5{88J zeT83feRdf^&D)t<+xuH(tyJ_@drGbO5gKQIMmbK_FH+g@8qJw!miE9$uFT!e{M>vC zmV9fNrGGIp`(x?j>;V3NM=q*%9if!r?=y89%DQ6hupLf(W5mCIfQLDzd5U#3$IYLwv)>UAv_d)2D`yFM>Nz#zG_8Ig+W(`U93DUyC+0SZ`!MeRc8#U~~KPXzX#bnESV*6K`gD}}W z!qlq&U<3^%1yZzcm#qOa+7zC@nKtM!EG=m-0qn9avt_Ajg zaZ^};CJS@HNJ5UV*ZE_6wqrM!sD1#4P)%?b%lMgJdw711&yJ?3f`&W>eaBD19g>)g z%t6Z9XjFCZ41)uv)d&E&wV=m#Hf)mAz`mga2E21BvDeO2_54o|svO#0(*stcuM$WL z{?uuoT_!vvJdt|erNN2|q2vp8l60xvA1qHM)3{ih&Q{j`jggDe!@i>W$VGr7s_|uNs7o;S;MWv3Gq_k^$Xl1s5k`z5D)dN9&I{PJ6z#6nlD*-0#x#`_%z3=RRk!k57 zWr$h#gWH<`3BJ&?pdVV#y=F|6pIcyEY&$Em^p-X8EkBAozS5uHdhpGi2${ZNI04%m zNuO^N&S)jK<6S;twUD@eRlm=?ki`Dp|6xv+NQ$pX$ubbD@RU*G_`GC*QCgey`edu;p0ln5sw@KAKw?j-}9X(t%*|>7yH9ANYxI_?tJz z8eTX5@q4B(sRM@bAhJkN>&K5nA-Fjml4sz~2NE=Vs%|4C4@qB+_$sMlIS5rimI?-l z3xHDZfi1;1h=#|68N{l0jy3LegU6?E_s@L$K%|Ab-1P$L+h?^ppT{T?SdL|J<@tLk zGNR87hz~Rid61>&6h*TU62sNp0<712ep2#?Gd4RR#WqrnQ9-&viYjM>4088BoVfeu z_JLH=J}=hk1JIRKBVcU_yy`kd!9$$B76a-(=R-WkQUSovpU2prdzX8Zylt%b92v7g zh{7K?Z-Ny8pvwaY@0xXHdOPSDL0KRC|`+fC}^C&_^0m z#C*rJBB4h{otR1_1H}>rPooZwb0yE`3_pxtg-j$ATuwAD6TCfsF#Gq4h&xtlsKZdq zj0k2vR)?*tJbG^M*Z~BjcZB}ndH+62->Nz!rXwLAWa)d#d5g% zz$pYXb~wUVKW180dM>-gZ`bQY)2R-fK~=72&~B{mwLrNyDo3 zaf3a8645Ud-FQdH?=>U7oxuv-gLHGFK@#<{)M-g4x{;-fXxMHKc;9z{)sK6iG(W^sWD=-I%Xw~y65#^3n=9c6&wylp?I zd#crvV#$YgPU6h`&o&Xd(i>FY#HVq5t%xrZMXxB~f7bOk{?E$TEiU?sPG-c5dG{k` zJTyuVBa+e9D)kdH8z(LPHT9;>-X@rlK7eGuv_|ZBKI(D&_#3g(v%2z0^dALdtF>DO zv&=t92w-k&CfSNC>=%V^Rd z-#s(*N^9>z@FXQLN8I4k32|HLn`m3(sKCt%zAevue{}AXV;pf|A#oqsqCJpzlbTEN zH%fPNP3Acz{oSNWG#|~%aROdgu%ppe84Z(gJf6TGBByjLA8Fv0$E&YY&q@MK`1s$8 zfCO`clQaZ4WTvx4btx}IZWwwzOXv%6l5h#+Ou$J!X7hg-m;RP{Y zB>04%#k`x_Cmkp1zc^CqAG>cJbG^y7wWnnVe!&gw|7R5K9;F(?0$ru(z?bgLz>q85 zcO|%}1@p~5$ZVB_)PA`uRXx`pjx5#vcyNUGY6CQDm`@2c*a)D<$fzegb5m^(N4q&(w#p4}IMDR`-fCGL+_d`GJ((B;*aRpT}eJ$Vn zp@y2YLAOVt!!S+MP%7-a0b+Fl%DPwldl9lkh#{%IB=qxBb@!zKYi^*UV>y&b-J3-Lu9p=BXm?Qe9S{&f6g zh7H7uG@T02o4@fhlJpEINb@z1&v(_n%g_5{S2KCZzj&K(xI?$B;mm`ghC86F-qsp* zsd`Js0pLppOL_vDL+Qi+jfMj~G-9W^^i+*B+TdVn?{}c|p@i%e$MgC-_wQVv8d799 z!epNlb%OC-K8^AHm|~-e+i;#AbR&aPxQIyJ7VF7*T=Rmu4ZTEimOSpG#`rpQl?wTm z&AXc9%GCl&a_&D5+(EeU$sZH?nDZxJ zIlSpp)#G`Dyf1Bf?JJL8n2vWm8RzQC*F>zzYY(H7^rx%zxku{cPZ^L3^13u zeDd>bm-YiJ5N@InR{36vAf+9}Q5t&C`enR6d>eCFG7<-r%BB^qFq0$rU|X=qq3;5| zz=gI_3s||zAN0=b47}LE2CDyrqW!*O;>^J6!j}_-6_SZ}Ep@lmCilgY#>sQ3LhQ%3 z6yj@S(H!_wNTdDl-QAsJ$(PE#m!}cw3*dRc@T5o7*G%;$c5OJRM>l#-#JtrxRFv!b zaJkG$@y}-Xk1js(I~Mc{8=2f({N|o{V7T~|8%4Te9Sd}l2)-*@MPuVCc!E&Y>u4x; zPi7hCUS%En^K<0fISK=pcl|d8Fw$FITC5PXx#vf(;0>elCP`CYwqG;QGEt=1e%1v4 z$Qn`jQW1Y`l(f~yq1csNc~#LgQFdYrZ3f8nH+BW;8Yn+;UD;iSNC+$Uiy;kDSFW#) zynXZY^KH#{%7N=o35kdE6dFCQps!Gr$pR&H^enANz3yjD-e?0NZ}zvYL1?Fo(ZJI`Txs(0a9jb}Ix;a+_1 zku_nsLLUh>|K+Sw%sKd3fqj8cqjqKRA(loG%E+Z`+Fl z3}bE2I6+E$tfZc8VhLxeuii2diz(?VX=c8_UqO(4XM^ZB{~oCb`>Jb2&ek?Eb~!9ivFi0ZYJA8c1yPh%>Shqrb#`h=Jd zK^8dvlTYx`>S-;>5PW-l*!?QhU4#N*4#N6?e%)3Od zw&I>Ir87jziOZWCYL?jHY4`yRa&A&7N~NWoIUVdvZKN zt4IsK2Q03?uCJAZPlRU{H-jd+E9v;A$WyNs9;zlywO&8V>XU=fn5kHle>fbT>oFW@ z3m|-J$VLYfuQkhz&oSMo-%|DjbAU2LZvhcQ&j?Xtt;>2Ocjkuyc$Wpr;vU!MSJ z7b{dOyM8pgyN<|p(Uc}`70$Lj6v?oryZ|)EmTYhPZeR;>=#!;v5ba=4&O2%4ZcP6- zo{5Wy?2xsr@@pE$ur4AYOZ@JyoUjnKVE%EnTP3n-^zSr$VUS1QObNQ)!?zs9+RsH4 z0i3N-{f&eVPIr;fZxOwI0L0r9Q(qV+nqNRV@wB8FtgfBln^SG9y|Ld;HrW4d)_!Lj z_GN?aqNMQ20DRV}s+kNBik9maW5EU;-EDldIt#XRQu09?rdT%9P5G=@!{8hyMK37` z7hxWpgJ&PS}rV%LA( zTCA5`NXh!$#C6`T26bTf&O=4D10XINTgiV-(0OQnU@qV@Ui*oab_2|(cy}HwHm2SX zc$Bk6{L3{Uw?5LkZs`d&jzC`rZCo8y_LdX0@$n7q`O<5wWjh zk>AhplA$>+Lir4z{i;?SbpQF?RG!_x!bz@JeOlupJ~82M6tZJyfMN+FYQ3P1{wSHG zs5Ff%Y(7@cpIeaK+0;u|SeRl>P17q`<^4h|t^bItZ|A z0k~`e`rSVhlt<=gH~9(lLP@R`IAX#`oB4ndI|i2x;W?!iGHxCc*fI=IjeD3OH0ujc zHvc~5RnW;VpsFLc)q)?6Z1kk?TIgwzyxB z0`L(Dq>J1cQ0t(+3c@E(?dl=k|GKOcCFl8Th3dLsG0vbEf1oy?4`KK>9!$|tj(!>2 z>?t!RNLG1X9d=5A!ZW`RvLvB>V7ouPR0>zMtQjv@hTNuN35p24He8e4vAflM6<$0GWhx2!Q3XIGd@SisdiJpsALjr zZDR^sCDuIDWekkq5Bzt1B`5jQ4d!!E(cPpy4{#u?N_wdq{o~DZ5H6Zw@lfL5MG29C zHU{^As*M9?dFNn}woC(R3osI6ua8j-@}{EdyA8q9M#a3Xpkf-pN@vb1vCcq5R0P4V(b zxRNJG&4p{I=D$jntUg1PBSENBg?*}5N2f9H=f-C1fbB9f^QK9$_-0<sG4F0h$H~7&w0cS)A-+;E$vVV zjquM<5bFj$t|c^E=Dl{$z4g?efn;5)1dp$HH~u!(P;MOgnf^nGQaOa&9X7?Z+-3}ZN{7Y8Yk2v&<^ zukGbSe2&TogKXEzZD7gab_ORG6P`$l=`KH~5#JB%TD|uR$01Gi8qIuoHo>JlWO*2j znp{?Alr*VdZPK@mWMmD{GM8e(zWKKM#&h`lQZ^+aR1zWWGh@E>Qi2nB?#=F`BHH0u zr&S|f@4wcGqUfGSw9aoSz>(#DK`^Kmw!T|q7xVg4bZF=W< z=&!r}3&!!#dWOhVaOQIA@$CRyJOq5k*yCZ)C*Ku#T!3oS3%=x>NYU05J-7($_SYG^ zOn?DH=p9bqa@31Vd{u*1g~h7`(iDX~!ZjTIbXw&c*?s_Dx`z;Qz%M-QG`8r=t6fn_ zd#}$rMXUzSgQsvorOI(G%BeagZP$2rh6~+f*UEY$2;1~c2)h4EyEHpL>RHo!FMFziu@)VQx(u3JX$Ij0f=^YFDr zeGq>m-W2hM7;n@pId!aFl;r1|Q*8UYtH0bw@1eY<*sua#EbuAdp}I-C-^K42=GgQF z*w&dlS1N@s;Om+2nT_j1ztluXl!s!_&7JQh>M*ZR{Z{g6X!`Z{F>@=AD>mI65C@3t z{?T27%Q%w|O%E!HaO-mH4;HMx(+mJeY3@zW5F513J3PRfL6 zL0T8mA!h?{;D^JR&;9z;)9>+N79cyoXB|(Svom}Al-7>H%Ai)Nwg8$-0S(GO@d5-F zAfXKq!8ZrBV}1Mp4Lf~fRj?~ZIOr)5DDytF#{O65hY=vY0@}j?vRyIS3Vkq|v&a3_ zhxJwOe6zoHRJsTE(xH$r$s_6bao^UKk=@-za44IW|p`tPgI(@s8F=7l1Ao(AeTzLMLP1fMZp8cvENnI7>ISfnxd zpf0&P&cU+-T`YJ=MB4cIDV@Y$+dkbXa(z=k1IDVnn$gvd;2F4ac*nwCiHs`Ds0nR~ z!0BCAYIKx40_{8uk=s=yf=pNCXOqNONOU8Tzhgi6_)e8qIXhuietvSTn3yF!*}JjA zUay+!$obSW`x~V+Pa6DV5J{5esbap4zU)f^E%;oYXeRGyv|uqu*<+Z#n)dM8pP~Kk z6s=JVPtKD@h0=Y3vH3e|Nvn$YH`M3c`?WALW^ZECQNXeKLA$0M{ypxzN{UB)&gHb8 z|E+sG8q79{LIgoVA)ltF#qT*s2Zgxb+PWj&9R{Vu;gr~>w#dVsm9m{x=r zta=L_0GloYi-0lq7tWNdljM`PmdJs2XUiM>7vSC^2Yd2TNeK~8+^|#pYUc7~*&ieG zsk_!DeOr4U^TUxtY?T}S)Go~7D%!tAdE zZ@llfD7ZIPo!V);JWeLn=9XUw?XvgQNqf5Eo}!~Gcqxph8LFB$?j*&b6PgodR3u14 zZTAfe)sxwH7Q{p_eNbluY9 zF$(lEfb=+*Vws@IM!y?2AlWmox`a_6ma`)Vd5ib^UZ;Pewoo4D@KBP=JSqS;JQFkA zVH)PI^JRl0^w0#BcVklHg zXS`#K#ixoVYQ602pip(-kd+z|7tQ%Rn5+z)sq2s7f3IF%}wz;i7rM8i!CWq zv`ga*zAY56(LB;7+Lw$XtXl}Zwur0$HAbH+Mf+{Lj&Q3$?-*ILp^B$}Bb1>9QAN$T z#sM7BTq|rNu_Vpd+ky4LP;uK3>YHC|OnVC22kYpfvewi&>@a;9bw^wUfII_y%8Gz} zP&67k^`r@x8K(l_jfy5{xN8Geubs(K(^i1nB9Fc$U)5@AUD%{)_SvA-$Vdq>!(D)j z32riAz_Yq^O!g0#6G3>S0C-s1cl(Ty#%Y37xqZ4}-HI^ocn82RuG5K?{X+EylHaV` z%QY84EGhgpKLABQy1)9_G+60Hue&N;%aqk4crXd<}bD)-_UW%D9V%V#yayCtB z6W1ceR~Vp?W?|Ir*|06a@X?RAmIC7|vYt4M#);nd09XFT%s*4GCVr&7O z?=@cJh$49e*t1wI0A_&NTu-9ZAX!KtSfn`(mEHVjg&%iQ(nq^m5C;e^ZzcJ|qbA>a zgO%A8;4jVKqAglzDlPl?b7tF+!D>bhoP{wPH>;*$Fu{I|Ge$M`8^{}yqd#g93<9d2 z#Zu8sg(D8DU^%uj{q?jSgQq>&-B#USHBR&zGFx{u?N`zP<=XnA+vxMiz zm%_M44Sh9&w9EfSIZ5LE@x~-y^4jT%M<@`3TOw2d!vUwh@4IRtJ007oRn2dlcPIE& z&9;V)E)frwd4x<_8vKB}^_V>Zqwz+|Q3hb#DC)p=~9*pbL+E9 zJ;^}bXQ#hbNj)4ru&-u2vI}m~mu1j-8BM z6F|~SfbiwJ1`}l&UiVO+&m=$l68a>#Bfw$}O#?yH@&fc@RWD_R5O0kk^I(JlHUZy! z^L|1&8!kg?Eg;1UU?jXu2tdam$axiwLeO7oiFHelxX8TgB9*@PyQ^c`;(`&ToO{R< z(&jT(qyov=>DV& zFJY>-5Gfvm-45)T`BSZeqoR1~%P0S~Ho#BEtt&B+Tm&1u<{`v- zLO^m5g=O3nE^*JcW<2daUJ@sEv>o zzX#AIH^-|NL9zuSiE7!rdaM~W2bX=~C+fx{-|TFMQ%TeHu#17)i%&!y-vU@H81A^rUG_Kh!&ttdfa|I>SX#o|9a5 z&nE^Kj2^5${A$R`Jhn9Y8)IB;e7botB)V%5t-J2?u~0JF+1?`-z8hW-$o5oHE*8MA z5j|%>@rt6gU2ZTx3I*MeG$-XGvn&Qvfj4BLcY~oRHJum>9*Wmk2^C90l+w^DD(Sw>}>9;tN z2E|j}-_bw->{ymzoUz6R?C2z9_;tu8Sv_c>#YSbQjOW7Vt@XI}iLT;@ayVx_d8=^h zg0tHA0<=bYJvm|JTTW82lPvkzz6=WbK+nbjRs<@6f5&kq+(jO^&L{;QFz%SwhWy++ z58bi&X><i7Vv-? z5y<733V^1o8D;jRS(bFSt0xs>#-X_Uz(r3}!7>-&GO=Be^WvuGROeLittcPOEmdf0 z27x>hXnlSt-*nYyYx=&a;(*D5czD2SmJP#HR3FM-Mw)eJq;QaB@~R@=W`A4#3n$GY ze`3kMHK_&o*#J=VSDST5$6I&aAPj}nN5a*9r9*si$C05fmAckp$-kzrLpm-C?y>Tt z3`e|4pVPj^wq?ZMgMj#V1^7bPJs$i1eyAIbwRg@n6ky~N)-8$w-#uS-MLdo#ui%%C-qb4}{6&-XTAJ_`dZ5E>v*pU6&T^5*)i`@6e%TZS!%@#S$ z9LFev2mNW9_w<@@KVZ}Nc#BsU)ew{h-VmL}?uc3D7be0_a+rS) z8u=SJw2SX-X*kw0c0k~#B^;7`oQqH@fHI=?9+Ltm@v4d$i7jk!VK8uscATF%{G3@f zyb`qQ&=a)-pLHl>#kHlL3IkWk&;48F_#Z#8o1_AnG{~hV^hh(1$s7dJi)Kr zC#RUldw(|iK~u9aBhLq5yY_tiUhP5YyH&$IxfQVD-dUEJ^y>HK5vREMZYtEi=-*SP z=?Q{49JVx@Ua1($nXQ-AYRMWAqTYbDnKQkw@Z-XbWDUY8A{iU@Gv#u#Iywj1Cw9ZCYw)aZxcTgsLY)WJ5N8uaBM>iCAzYqZ;bfc%o`;9glm zu+j;CQ1H5 z%N3W%fo8=t-(B*gNu|17$#$|+1+QwMJ8VZ3+-3xA_?o2j*xqy?1nAyLs-w_z>qdT$ z&UZyd>Iq>oT8a;_(z|jkb2>G?DGM_$k?-kjq-KNoHiBqyq5#`Z8hGqb*4MitSz5p9 z{jw>RUemFe5f8SoAXm!WgMfW&TE=?oU2(<5iZ5<5paxES;dcy+`v}ABT}g{GF1;)& zNTw`cyeVQ+SQ;j;xZAg~^xhu_cU2en02)N>Me(T?I;^inza!SE3d_zSn3(-u-lvkwO^P`D|&W_~7%rY!eG6VOwr`Kk?BCOyndmk4zH985UduJU2OlI^HbbEpQ~ zIBgO(artv$5}|(odsXhQ+(I5a$ssN_r;P@9)*gCT;nv!;$1a2@-$a7M=0k6(2>oK<>lad|w{mAC+{=Gz~8vUgMYFD?G8;r5K?LDhl9@vcA1 zUUy_4bS9>FiT3uJCSSz=S3~R!BTwMa*E(kQX0jwtI`4cih3Jp~swoZk;g~!b+;QXH zm6q;Pt=?dw!Df48dlFd;XM`Oy)4#Cz=z&KD-6*qkc}v+%?I>R*uKYp(e!>k z`w)1*2NJb`HojZ5ReT0Xy3UIgceeD0?7C-BdIB!YIN|klXz+#a@|kUPAA|W7%Zk78 ztv}$3xbn+{8~bm>gZ07#oQ2WI!m}}O62~#IiXyjhL!i=iGqvY~^U5_v2)_;0h!BcMSv|wZ>bv{#UA31R%$y1oVb;E!5 z+8n3Cniyr?lSQZdnDwk;bb_qVnMlekU_+#w2;Q)d2`JV*RmP2mmLMUz1?vd&FHi1` z!?2w*Zlb4NwB27Y37lmEpKr%0@?<*c=7-u2T_+RZfDk&u+nW?$2YV4R%RpCS0gd^@ zjTZ1}+^yfx9MotntAnY_;%g_89F9wY)>Q7EI0GbYhKvnixlYb+#P8}9S z$x-EB0>Z`#tFk>#QDBV7zH$I*Yw;*>zxV#6w8qF8DZJ~&JyMDcXS^imY{c5yzq}Xl zG6#@=yHVN1^=BMWUg+5b6QP?PzO8rEmva4TQV)$E+xYQ3Abidod=>R=cb}n@A4w%D z+198EF$F+E$P94DnZ^CB?mA+5_g}ZuN8U$q_Z+gJFyQ3{C~8C$-7@BYk#6($@!fBS z)~)|WgCH)RKUwv&OUeF5s(`zduj!QF^}Or%bP@o7TE*ctAG6^r%uiGN(u!Wl3#|m1 zR4)I>xeCzn7`?kGqf%7)SV2Mb@x5zrUYU+ie!RL8zyJjEE!yb0$^KJ=_1~G%Mvii`& z!Aeht_(p4zow2K{aV=z5zNFhF^qp_7ck_rDf2_o;N#hJ~hz4_Wg;OnI66ExJEwm8o zJi>0&2kD&uyW8BGO3T-=q6|ow!C0`b%Rao2;F~dN+K2!m_c_9Y&#OZHfTW!cxOl@ zL<8W}Q)YPd>Fh}zkZ+`r=+7$!dRjhTFY4%ZG13b-=imkB(mD<-)1vE1qZSjbqBtjE zlpN4873rsmy_*u}n)17DonvRIB~?ZE^R~ zaA~>hzwu#)ll=PJrro6sZvzo#R*jZ8^#6WSe*w~{4F_e}?ez{irZ8`- zYVmzt1&cXEGtmB!R({#hPxIbJ5ZJe41{5>SkYJ@U#55}LZqZoc$aVB% zNW|}hES(6U9q`xodY)G{?^&=G`Y8C=Am<51R*sC&b8Z7mu8tv92+3<0-(l@M^6g=J zLx#~~0z;5LOrDp<|0J5Xjh!&-09s%+rUFQ0tu=ARK9FOauq&H@!AdKyjJvJDb_^DO zuOywUNo}v>04}cHj%UPPT>~}NA?7}2&Bx&TDRS$pdEyJil-hg zlP=f$27}N?<#W;=+viabsmxM~SO62~$QJ*Hyf@u-UCGkKUgf}DKxLWP$$4tH3~-Q0 zk>Vs$B*of^1ZQy+=Lzs11AYjeYKcKC9gL` zJc5$bUvJjv9SXBk6!U;J9WG|845s-;ZH?Nh>RRjVjFsH;$XyPmlS^SII!LLjZR#}) zR85VL!wqTr`bXay6-HvN@@)66mlQ>DMnCuoWLoX2A;<-y)OioU{2MgT_(ctb_*4$T^ zl*w4A$(NaJ*O%H}4Lq)-b0E#{?=-X(S zxv2Fe%D(CnQHL9LdmZNSRNc5L9$h!N>?PJd@Ova?`Y007TRFCHx2Vl9;NM99<8!D+ ze~KUMZ2R*kex%RolJPL1r@|d56vxYGrZ98cl52#HA+90Bg;QYjke7Rn=L=&{H;mIq zP9#YBk$YO?J74W&;SL%V@0q^hx<`Mac}vR2OiB23-b<3UiMoN<0BpV?a~Z}~_pEGJ zy$S$wL5kmjVVkUL+H#*6I7;?$-D1RveV9yiOh{0~x%hz}!Jp!#k_l^oRCUoB!xy_W z#J=3F)XXAlz0{b?)b-53T0t~RtuGSLmW2rdJ}BOlHER@wI}C&ioP|%?ubUug>3zA= zpcZt5I&kB*S`a;!#5C0s%Y+vj>hJtQ%pN3OQU&^IQ^aDPpLUT0x4x2Dv@OUZ&aOyE zllzT%KmiCV4OGj8bnD2Y4+k*$x?Q(}6zj|53VSrM;6PfssO^2VXaYA)+D@tjb9eNj z3GFJ65-8q&=6FKXS82!_h9k-7ZgR(>LL|fCwTnA~DZx(0U4foc3BkNa^4YhU+lZU9 zGhxcpzAtNW`^qC!+?y0TUXsr>V0V%+P0k)8caDI{)ZHl}FA(RD8Ir6A)N zk!+umGtj+B#_9y`bLP|VmaQeUx5)K`u;^5)o0bZsX`A%1fISn-fAkBUe7Zne0)4th z&X^pp45K~lSdWFA0n4ythG%Qeh{8%XZ7zz*)Yc{Gb zwA_PGGaY>yu;ZSfsW1$n_g5nz%m4mV^_x$&y|_Ex@r)8wcJ2vb%OwSdl!xJ=+nm>*By}2SpxG4 zkkRIcHe^+Vah|lzK`lg3Hli1|*K6qm5jgK=aZFVAI?k)0n68^u&}plRX?q-|2RKBIs8eFZdmS+?Id-|@LSRnCb%WkXL?)0x9pY+Td{&Ds2b&z<50egnPSTR4;f`m8BQHRtlaRDlKWcta ze)8Rkmb0d- z&|0p&o`HD2B^siKYefL4RJKm+jMGXoGH#h4ID z!_?|9#tT+8;*)FU$zA$}A3mjMoZPYN9CEoEgMggRzm3oAGEYRe0yoBIxlZWwfzMG* z!lP7_M2W)j6rx5XvVX3TC{GrZ1s;aJm4!NaM}9YWnCw7nOPsv-Brk~>)auIl!5oQo zrt&R3cc{PBk55fMA^-h;SO(=xyauR-?=(O+UD*B}s(L10oMgX(G>qJ0TOn!rWnpqO}5=P-gjm~u^luK>zc&@s^t?E5j zBZP-i)q`|;8bz(^A09{vxBOvLg$=Z2092=PX>4zN0nha3qdLjH7wqRvWPS@K@2A}qdfSdk$$;w-yUri12>-Uk_4-mIX)HYkc?T`53=e)tYKxsWUX=}WjIt1Dg z!@$~;VO3|^voEa4LTrHRt3a0Kp}s^d6S?C~HF(gepcXa`^s;(AFTuQThGUb8tdf2J&QS7V zK|vZD71i{+-ta!b<#;PqZ+qHHazGsWbA?8rZmYVK_-cPB;k$AS5UEaiovZu=+Ru)H ze6}n1ilTsY%<}K6O)HNlc^N7t&+~u&=RdFAeXjkTZWG+qVbT71z3cPO|5FoA=MwdG z5&iCbKzK-hcm4kMEu6j~8=c`H86p`;qsagKKm75i-~V|3U;fzk&sOFB^B;dKuKnj# zxRYW8C*S|@eZQYp;{Mg8<;~&PtN-%9hRL_24!^C%fBxUA@kq;WbrB!Y{w+@bad!0sV)6{Oz~>FaCi2 z!(T2r|D(k;F2-{)^5`?SNjU7k0jK-pa_Qd}O8;-KZQg`Km3-Dew)^+3V*blZnEzGa z{=+xychv7d_&!mcHs9JXX^M1c)BN)dD41~ktYKS(|6O|gtLv`+b*KNsHzSIR|NOuG zm;WPe3y^x>)^I4oHZK3$J^kD3#uI;k|J%=$j(>B}_+L$4F>F&1?r+`j8K*P!-Jh~~ z{wcYB`rp|zkiTvBJ5Y>6vHj*>e%kiOI{o%9$nTKfegiMR|LresB!Bx2{T=g*8`1Mf z;#W6Pzx_u44*SK8*twDUl_T-9S@y3x^!tDMr7ZKF;@^$$uuFg1 zqdi0Lr(OQzH}t11e*33m{^dV`82qR9_dnkTe~(?*gxhbxufP2kZpHY|$Upt%PS}t5 zcAqsJe(Z$()3=}R@UvF1Uu*^ct5)!zw}St?75o=lA^xfr;^(apKW~Nj#a76_YK8oH zE9B2xA%CHjzt|o9SptIp#h(^HXWD|F-<-dH+I0NQZ@@I7|MX7)_FD9x{@5V+{dYt9 zeKOC@?KcSQ@)s>*|K^s@7wlJ>$G-iKe|-w_?>oi$f}bzM`9l868OdKb;$M|1vq{Rrp!b)2{&m-vSck#)g#t((B*w~TvN#ra3BUhQjr09C|s_Y2rh*ls*B zp%8p-6l>(+zL6)!Hi?|P%%E{*-h)MwZmf^SsPfgCB`&492ZJlB6s@Tb zAdcF-Wf$(aKFB*m?)K96o!mp+rCQ<^dQm-A9Xq<1%@MJeapWxO7uu4NR7Up z+Y`WrS5%2)C|z@y8`PHE>?=rk|6be@BM9u5kU{!?og??!#>t+u9tAbWd2F=_f_5 z;JtQaX`x{xbzSsH8TXS-CDtago1T zNy{WjOAT3UZPNzbyi>vJomC!bGUXvlGdKfEDvYT$xO0Ho)3~b3i`569_3k?=c3rm` z;wtrQP+0~*BBhkCnkVAQP|>@k157hABBtkaTh}T?@s5)hy)Jt;H>rehx!RDIlK89H z_-cQ`*1u;q%OqMh6vw@mfi>C+GOtx~WC8YU zyt-2zh18vnRM9DHT5cuQc^CK%)QtI>&lTEIG{^++z+m&<;@gfbXKSEiuc>=s1_tVJ zPg+ojc*Q}-uq~=!^D@Sv@a^NuG zg-)qsp&22F8xoo?Vik$UOXCZ#Zh|(&h_O}PHe1@r$FFy0anA2!jpI-tMb6&m34ju< zw*i+Wkw=?JIWGf|FRx_1X`Xc4ccxJ;sBUuh`kHqT(EkeaPUY~|82a}j=-=O(UNxMX zJaKpO6F2iu4tspH{nBG<`Z|+NAYOIK?x_Rc$8DSDf%>?LUmgz`v`8l(aZr2c7FU^* zsk6e@WhVNHOD~{D!fSuqG{_K%RpNqHOi;N#)$}vf_2KJAo?X(O9w$HPeR$ST`Z>0_ zuxL9WX(}*!>O=KLt-ArJJcEtd+bRO=UAn4Rc~WQQ{6(-d2}k20(D&?h66;o$7!Q7w zOZh-Q^2wbJgzz9Qh-Y_O+{qir&yrTN^QOxRw8p8g9d#SaB*kilwc{p28EKA9lWW{Z zM=H*Vq*N4@(XLYoU`^Ol7jgY1opRnW{Wn+Bud1GZPir(NQEuh#K|9h|^1kV1>YVq( zTrf#!-~~0Met3_|k53GDNW5&sILr}ktd)%{${v_X@0toW4Nqj1kkJ}#>Mnh+&p%b? zSNl_aRv^8q^#ky3YmPe#`6E3NDUasXd4@5n$ydDiogZLTk4<=6aZ2HEIZyqWLBD?D z&=02o4$U_hAmE&<^3llRi2Oxsx7}c;El7Q#9)!BHmU~U6ZEHb!6;Bo?^E-Jq`hV)YY`kJA&^t|w&Jz|Wg68!TVzNetYS{c14xpoTnx68+ohsDgviO_I$Olw zMEtLIWGZ1$ySZ1ptPlIF#Xb^u<2vVFU1$fm-DB5 z5Cq~_F*lk}gK>9kD;|IsdTM~1)Gh%w#BRnGIjCMvh#qnS%KgqzTU(NnVYv25uzj@w z?}Qxd1qg57=d2(4a(~C!3tuU~^&!X^5DWmO)4z)iLB*YG%>Qx)|9`W!LBu)WzFar+ z?r!F;z?D7S@9z4-y)HdS?^5r83t_;-iGW0uDS%7(TrMR}GbEtW71?0c_l13K+G-J3`bt9`HV z?2Q?7pj3%HrTmS(jRTfM(poj-q5$gJmyQ~T%gSD3QD}_YxQlTEB}CPNjXadyv)0yP zuNOQ|+**-JWbynI3T+V0=^~I?0m9(1Q?_rY1WQBB**5=pkXZ+03sH-iNR^^WC3-7`Cen_~tE_E(@ z+O)Znzmn=ISpT}51Pu7^;Lrcpw`LscRbWFmib3{5aaHNNO@_p=!A0BTmwJl!IFgvQ z2?q6h>M8pOD4DrhHxuL3xtBndxypU9P32Q9b5C^uMMpC^k({rbjy1|RYbI^#v;kUu z=UC@PCUzHi{h+z+#zFna#kYiTD9(D@NA$|m)Qr%{g-$hBW=gBD{jy;J;oMiOwxkg%>BGH(jWEd+8W<% zj|ySMdSx4O^rv=9!X|F9WawKf<&s*vV3Mx*t^9z4%&cL=0P39Hwo=~SrCh#O5-DFX zeP7&D)l{2LrpKgMv6*~mpv|V!M?s`Iy3=z4npRNmaXWjdV0c_eL5uRS7Y22v@2a0W zA5tR(T?WfD){1D+3t8pdunWQcwqeh!M=7zHRhvBcopzzz`f`#+lPx%`;az zS3_|sbn_Nb_pa03se$fI+K7XJJ&5jE2@M0m)wxxz)~mYKW9#G_`>;625JD3uEY1+} z^V-6%W!0(h|Ls}&cedvBnwCAagDU!|)0t@gkk|2jukekeii=m6ezL>E9QZgsG9(!3 z0*)9nWz1Of4F~T^#;d;p!(X^*S>|n4d+Qu+NZ@wF#{N+)HAEQHtGA@7OHqW%^m_Ien5V=`+0Vgs*&h^Q$9;a-Fz>!m7f_w$ef6 z0VkCrhneP?30Ou^nD|8jy_h--Jo^m!E=!R?;Uz?u#aJ?V0?7|BgFa*lu^;fAX)`Lo zcS6p+^J_%U@zB^OVP=v1YM+V{wNSLt$i5p3i#|v-i@LJAnUmGFB&#qrycl34o~COX zS~`|6A7!fpS3>m#D7&|mr zR_%z|`v#vI13#lqk;V9Wl?1cN-5Xv4{H*U~h92Dkeb}!ys}Kp}DfX^a{+%A+P^R&{ z;g{&$m8M9;P&FyhFbE7vK3y*bIGYZ3Z?OhGkqb;?F|ZHk={y+2(J(2>1K@C5_LX93!H0dCklN>t;rD{KnZsdQLUmD|asv-@ozfVcvEL(2UK z5|UCOUGu3qB`J}fTaP_I@%=8!z9*4zJ{H;27~mJcoHi}Ur~`;2I2+vdZAY*%)+chp zU+q8*kS_(1%rXq~+}6q2EzHZX3OFBAYv8>(d`V+P*G5_>sVehuB42?7b%>jOx zGm=h-yVe3;fH8%I{57cID?-t8p8eX=@s*)s3&%X#ZlbGUJK*I>SMWaH z1Kv$M-OUo5p~$#NJ;Q#pW3!m_pYsm5T~cSl;cel#iI&DfSB-YyT@+{!d~9*x+$0_9 zraY?JqyAJ{Hfue|lEst}J#<6hl1vzf0V>KGetu5LN^MiTgUD8cX`sOprwi~>lJB~( zI##eF->N-=x;_W>Awy$75cTe&WohVTse=5QP$es5MSNBes0A$`LQUNUEL$8{-9S_y zBsVE=v)ib#+BcbnfXZg=jO418wcThA;HL}0+gm&zCaeL}fmAE)m;(AuOKF7`VBDmj zeu!6N7*KZpG)sg}F@CTw7o-?4qm7Ti`!H6LnF|0-bp`L7ssl1VRPMOq*L?Lk*CU5p z$$lb@p|G{ew2+hVslLd?)Iw08CVd}`J~ zeUt>gzN5labaQ6@Fqrd&O|M`)qf82h08tNbSfBg5}y{7)3ynFpC)ABEWIWKk5rsMDK z;1v`9@^Lrd4N)*HzyGy)`PH%hE9dOT@#!Cibe!wyk7NAp|9@`A-_FMr|9msPW?a)_ zVOYkMW2|o8_QrSlyn6clYP(SJhRgCOKK%-42yxrGDr_SkA6nM1 z&CH-9^pNnx36F)W11~XUXTF9eIKombmE5S+M0yHR%jm0(IvJT;ZGN!#!EqT8oab`2 zmiBgi9nvm#e453S8ZIbOQbnuJZ?Z*e^MRA>zK-1UyoGVIu2jac5wNmGl$KOxB-PN- zi+m14%#^G_Uq%{hv{}+Eag5kl`}U+zY1?%xk(tweL|{x6opkhmNd~p{)2c7NTD}R| z-CPa+=J1b=WhX5rYZkX@*r0L)*+-I;<=Z{ZqE$BLtg)3(X{V-K;_3am!`5NW5FY_yqYt1(5yj+Q2Q1NSSNDDu{JF6vfAIN&*~k!#$Dqc6oyga{_tTQ{TeZ&@HgDklT&eW&9TgJ@%wC%)1t`_M> z6J?skOT0bui^wVKlO(sfy(gEH>iQ%bxMLaK^UDN+yUZUKlLNVE2o-EFunx7l{_xeX zOGhtjNW0o{;+?Fwx3z+-JwLxiKFxUY1y`9DSk=mwY&@6X$Hknd9ALR&f`U6*hc-Zwo#FC}f$$D4CiP!1L!o?lghyEAOJ z8AjT1qkPDVMcww4yY@f!2;?+>lu$CEw$19={f*UHyYJa$l^^dPXTe^&*u9JN{6hLG z3!EzvB9)(+_-x^%#Pt`8=T;8EAUMN90pH>9^Mt3$bXL?|8?EK|@NIo>$-5@wz{cV| z+#d=MXH=@WFKE;i#^Dm_&gCG4sw^fiEHsDYlDtqpOHCvjy4B@=jJ!Ns5{q|=vT^S} zU4S_D{b}G|tw#L{G%UzKGiAlr1;1JEmn| zQ;J&B-fnwU?mlEqa*p*b-sk0sn`nB`faW|&DGoT-D0MIPIaTDvv93#TL_p`6P%#ey z|9*OPnCDcMW*Xdmh(%uR?QU7st-p8CZU1UjJCXMh^0m^8%wn~=?^(>lah4q_?Y#&wJKn(i{rs-8-uR;!G;(^};=gH&<~6?+9czJx#f| zKRd;q#4*HGx1J86dKkQ=zM1bYU@Fa)+*8zbF(Q^eZ|(|!5scJMI*7RQbNKj>aWYqz z$B=#y^WIW6VceaTLJMI{M3xgyd=@$_eIvdvb>j3wLgT(h%YZc*8nMU&)M*gF6XbMZ z61h)*qN(b_Y2Pv5bfSzp9DZA{-kYTUO%Y*#XkJ_n-r`wk~9Ul0@F&O*A#sWD%AU`43U z+Oo8NLxZmt8Ejs4Iy^KZ#q^UVnBV8Z6@r2r@_MOA=1(6HoyasT))!7dCz5jCFAUw4iyL=l3G9-F zWHC+KRI?zMshR5Fz3;69Pg2!>wF|jxNj-J1OWMJ)l2v^xbN5=13+b#6#Ach;MDSBAy$ylhS#z>tASj2Ri4ycGVWt# z`$?kLsyH6)Q!oqt9HkcSkQSER!v=8N;1-HRIHLO{1b-6YbwWR9Asb0A&%O3m>Jy;h ziM<26m)bFII&--h>-W7rfNK{tg|k7AgGn9X>xM=OTqL{2IcFX7f~e-OOTk0&%)NwF z*h~snpa%KY-;7P=ZYZcUK?Hs+Lq;t1Lw~BvI6~>L9F}r;(n!vg)$NSsOM{?t@Vkw& zsJh!9ebQ2M^)^BFqMY$~cPwZwe@k%iq$uM02`qibM$(YOer$lO7B1K!t9P zr+am2nZF4)cUr7oQ;W;wKY84}`VFfejbHIRuft+~!Je%hTq;q?JiC_220soejwz76 z26$!8pQH`2KeonB+z`@_0zzbzPBtS!n3VM6m=o}7+vVGU3?ZTH0}!9CO@0ufU`1$f`avCNedBM^a~=@v|8+~lU!X&1EM{b2Kk_eQ^xS(T5j(4iQWqb zylBj$A~?hzl#&3kgDBuW5;e~DHRM9mZ`mX2CfB3upz*qEb)CUP5h^C-Qh8nZoGUnG zNLCl2iTOPq{=DEoaJ9)u;#$E8sR-B^RQM$XNLtGdNrs=PkUo8wVMyqfDO@E&%qyP{ z$6Gf$f-o|{C0})8QgQ&PSuYs!PnXmSm zuN3a^OOXXG3bkXaQlZ{RIZj@{UM)SX@?}DJPAw>JAN#81*Um&?^)M}Dof$7m#3=BW zr{SPifJg|Fbn8QMa&9Yuj=jmm3zgrHye%B3kJsAT*zeX*_azz zVvi+tn&srics2oQA;T}XOT{xn{t!rev;^h3sF|}>>^$`2EhSt&$*GrLhoI2XItpON z=WT<2<5&Q~Eb`XIWx{6`XZ)%0B6nAbB5wSXTWpQEa zpDCa>?QIdnWNOxA10Sf*N;yBuzlWy!tQ8_aQ;P%g>Zw`sq3%|bF!*yk?_XEK_3gp7 zv5y87_~eJwtm(SKexVS_I=n_skrYq`fa}fKZ|${}G0SR{n=^}qDSdQ9BZ?pT*WVg% zNP+&fxp7}F7It!$p*TSkeZn!*4h_cMss|z#&|mGN3SQT8X@|_GNVsQ#b$WdAbdieq zIIEg@<=Yj=d6cjeWQnHF!<=_!65ktsFpTakT`(GosrE=%>-yjk{R+S;LbG(0fR_Y^<=(_T)!JRZ4jU zeG%JJJ$`QJi22EFIv}7!d__S>Hj%?;fiw5Lz5v(ySTABOMi#=C&m{J0VX`nvRUUvD z*DfNV2LS%{%oLrIIoY)^eMG0IlcOlcNg72-3cR`xPt`~Z@Pn{|2_0ruk zc&eiNRC_(}r&NN?bG9QsEprd9GzB&fx>rp-HU%f26^ZUiC-zIcid+$G&Qc`@UiZt! zISzeO;^g@*&zb>velFJ>7kpKGDma!kdpt(LF-y}~xrgGgsPBc02aK!cAca#=lh3xx z4n`?lq3fNi>@c|j#{w#Vs=}%{7b-E4T%#B7;KK+@Rkg_bMO)R|iy=rnJCNs$P@cMM zu(NazDAw6>v~#{JAFCXxO*6z0&2~MMou7XHYGG?>asFs=xda-x9BFAYInY{!!|dy> zr+!r58?RQbSO+!#VtEj+d;TpHzrRN{7%n1$U(8IeZ zO#oq!{LNvoIjCci*=Bb~HqWAVmpzpvX9^wm2_)Ei%ss%Doa}ahy>AxiG0H#LcoW{4 z(7lhLcI;GyJkb(m1`_W;XZG8vGg&1)eZ)R91kgq=<#=(qYU5}feTwH3WJs+%@}|bD zj@X{dN?5>!$Y&MB9&5TG+L-tH0&N1skL zX#%PWm{^6|SF4?FRhHW_@n}{{aD6}1>j5eZdt6qIIqUFpO)wto5Q5%;Vzx8Cd}}Yb ztG?@H@zhY#O=2X#&Ikgx_ry=B5~$2UM-u@lB;o zKVH6bEmvK|3mLl+KmS9Mtv3m1<05I}dx4FI$5^n3k0hWXN7DHBDA z{*z^uC0-2c^U9SsP7~wcMigyV#`*9^T4MGF=qcvmvoBf-%!{+2H5}vW{@kocyT{XW zRuUPY6c5y;X3h938FX29h(vOx4PhKXr$!&dO|XPVZUNmUyskMy9Bpy9Fu**cNj}p; zPs8mBSViTWlQT5Cg7KPO5~9PYai;8=3XSe{j=B(X;1|wm3fR`OOB|uzoq~LHXQMhG zw?GkHEKhhBTqCQWp^~nr$B%G_I=YtC{VS2sAignR!m|L zK%rl)blL!e8UL1YMhvy>sgGU;+eZ*Py*YS`Txngb^bgQYw0yf=h#Lx2^zCXx+~;aR zfg;EUL@r_9Z%>v4PHdQ@cDcRq5B9v^zO#>|rHPh#(j8BH=$x30Z18S(9x;(=ltiF= zlM-hcH>?#q`;0Fo?(EkV=L*NF0>@>%z5c`DLC`h?ApNL;9+4OROI{QA?mzd4hj099Txhcf(9sj;W?Qw zbYSIebt)z!c-w`suCaF7LW-WE> zQ^q&#dHKxiwX{TXT$945Vz?_Ka0pL)eb3`m00AaH*bw_!GNwQxxhRYQbvU8Cjvlu& zCddmFD~>DhQmZ}K9VtIVZG?W(w;R*h_C{GZz*+c{BCd{cwB$Qbc39vv@uANQ+bIk@ zBdVPkng77LmHkvE5HwsTEyh5~iQ=Q5pn^gy_9X>~O!ImNwE(K`9lx4Bd@sn90Q+M? z_3|U%u{gd7fQo3}RgF$(6{x2wtu*N_sC2Q_Fo3c%lVo@IekXI_bHCayZ6TG3*E1^) zsRT*v7>1p60c&J@)g+3D)dBecwy$(G%Rn*%^;EXhz;oF^d z2X~Ue8R`DakZB&Soijh%_boI6Dc&_OPHS}Xl8$PTN zr{3bzn?3+<32MLg7aM3KfRHGa6lv2cYILICQ+%CS^SC{Nfx=y+$6RW{wl<~cyaQTJ zx<$OTb2LjP6OzJk98*eABH={>BORwt4Q+_RX{yTQ5$D1{w;pzx-kP|=2}XM+nKX&t zuK`|8J?U_V4gOt9onAvml#SC9i0fNn>6QD`TKp0U zNx#Y%{n+>Eyt|3ofOVM8xttjt$ErUBSilBXq4mVPPy3OPWshr#o5tbGM(Jlp8NfQdfZZKKw4e`EkPie(z5f1s_bTvI zlT^R(g_Ny|%Puj`ZM>(UY&s-Qz|Pz@SY3qA^JhO5R(?9zw=PA$a9z$cR*x$#7tjLd zU0>G_ck)G-m16t2q7EF(SNkA=$9w*`9uvx@VI(+#^1v*HgVVeWisG_XG+*>3=Py?d z=pr$~H$29vnH|*5aqo3wk~bDO5DUajz5$l$c^#PTpIw>z({(xSMoOGzT0uz!hAaD$ zZlN9QyIZK!=VEl6aI?>PZRi&CZF8SJhGMmqv>miG^$o@h4p^CDy-A-7#!Rj1!!yJ> z&(6?A)T`7CQ_t&_H?chLq8U>2{W^KqpZ9j{bBXV!ARbF*Fl7bgg@v6uq}pzpF(GS2 zw3wS@9j)whQwHzPiAsW4obhcH2UJm?Pt1b#vJTW>0hFgv0j5>J6!6A*9q=;&2cs@N zr;?D?^2HFnaXY&Z7fzRWE)R3pqFvp4Q_ol1OC$y*&j1GW2HeNYp6BBG6NM)2!`=aa zK%n2G@7xgy^GlPX#d8KuWy%M1n$^aUq4|ia_GNKix?ijRCwp(U>$Z3i~EbIGZ-_WHIcsqG9_ugJX zSad($NYeVjB>4Fm-`9H0SLlA+k~fScpP6E8p%EXNUi#iiI#y0Ya^E26Ub!0H)v7Nd zGZr^qYu`M2L*2QF2KUyo9pBkcflmd^zuKcBgU0ptli~XXrSr}*r3}`8_GSFu&Lm@6 zP?Kz@9NnNI6KJ#z$Ib1=+B|Z-*UIRcLq#LdrwHIjdJF8z=l}qnKwlwLDt_^^rW+?2 znd&3NSc$s?@??ek1dM_+2UqSg8MTM!1Lccx_(~K>d|D8ZuFNpYOFW3;??$H12mlnO zeJm_$`pb$n4#Yc^H7<)NbPBMTVnhHUUo0l%Q8RR})f9nEUKRJJy)Spb(#FB}KVAn^ z1_BqBJbcfT(iou9SpAi9*Jp66O}Pe-GW1>Mc=EiOmJ%({sgI9x>5LX1E<9C$17N!w zv{#LTJqTCq<=FJfq$xt3Fu>NRl%8sU+-Y8QeBK1Ni)}wX*)M<7y!Bz^I{P8V;Mr;f z8Gw>AV{E+???a715ac@=a5AQl8x|VvhljySuU;|cnE;~t&97>`ONep+U^RzM-uOA!*cs5!;9TZ+zaD2V!f z^RKLx2&@;s_-!Z-@Khv>bvRTo6xC2h_shlu9M^;$oUR3=^*CpSGc()w?N5xhItx&&)Jme#zy^%5CwdP;5K-l2fZ@L8U{ufQ>T8{>=iQ5Qj z!JI=3E3+otWGmgREsymD4^lMrL%lt%Ib+%9ZV z_E!1X6XirZ_Q=qHx+7_rOz`r@6*TXU3QBnWURC&2vY$f6Xy}d&MOX%<=`k}0s|oYJ z%3b}N%+-@c=y0%`@Fr;5&hrET|HTw?Td30&S{ez`s*+h zmYNSEnMRUwOD^LdfN!|;X%7VwUF{VFwn`nGZK6hs)Vyw;3_$Z+&q)}awxD6!@3-qz zYSTII$2pfG9Qy2zP3YRvz%IY^76R7&W>bJNQOZS4qHuk%u4f5|K0N9vN&K7D#_T5D zRqYj?@M{#akgAm?=pVV3e*C{Yk^koM?P?m@g?VlgcvZg$VyE_etyzs*3pryM?dB{I zK(=ow4+vDe6}ggLGpy|vS-Yq=Wg5KncdXwyT3F)TZ)$K#kO+&h6%Y$~#Ye2C8voz*j%$uv~lc0ZXRbH|zOFO_@zL*-tl`U>n#dV4y@0WZrC8a1>z&If-;ElS;rwp~E% zt!$kzWAR+OTW$GBtPk!CA{c9RAm&!i4&(D$p+vFzb3{cCRJ{)LeO9fhA%}%Bs;QG! z;VB#`U#nwJ<8%3CHwV#=%Pqp-WY&+%jV}u5Sk(BdI)(5q1?49{dpn^wSGSZxIlD8s82|t zNHffs9X^3w_se394|IhNS{ST5t|;v#?AO=tki5^QQDMHLO81?l;v@wUia z@~alP6>8z>yB$-_@sDfX?*Jme+sHGzdlUmDxZzZ_j+h6qkPzr-r+5P1!M%AOKtB6L zNsKd+_C{W7Abq#UvHx7J9NSYp-q)Sg`v+-Ou^Nh3G0Z9Pq%1VSQUmBL9-zsO8E`CT zxk9)4WRD-~GB_=%O8slEuEE$pm%S@xjU6L;k1pvX zHv;5!?WG=qQp~5_4_@FG!~3mX3#_mdD^dFc+@m8HiDE#j>Z%R83f0`pY92lTuzs#C z#Yosrt#a}>H7?fv#ahLW$UgP&X1(|i9%`@z)R8eYWyWoCUqK3(w%_Wtb&p<*_4uYE z58gEDZmY6DMG(Q4>IeEo2Yl&9X$2gp1&%I^i{1eF4|zXOsy%%_*w+WSu40qXi*MEd zpCh&Ukk{&1Pu~9Gi0}LD%7#L!Gt9pnr9b@ZT-&v-!0K!%@;s~H=^Ut{k#9_I>$JHn z?e_%`=xV@mzg@KhkjWEDwxXzzC3O_1ot~;`AH@5WHF&(+>nbmF#brjb+IM5LTFF$s ztdc2pnmfB7?jE&biRFFc z_j09`H_yjcAy~0e69>FLjB*1t`RO|H9cVy6_t_^1tBOVL1FL?K+4HmIJ>G!t$E(c1 z9`F_R{RFz<&EE;w`jvt~okB!$GQvkG=~qGjpSE~(*Yn)3+C?&fbIoE9LU3iK1LMNp z>B|RZO;(?9K#s#lcsd2MQw^V`@msrcVL%B;Kxrb6>#)ic9;1m~kTp@H8{Ai9(P^Kx z%eW`|d^^C%?=wjb=A5^3&ksTS5h7FJisP}pScpHNY~$nO@nX=VKS3l9%4+B6retDv zT>i3go9h6RWF_)5aO!s(kXRz^8X@N)Z(2i3u99|nds5(%) zd|po1j6d)8gKo@E)W$pT07v+G%q=>p+NO!OVtxK4SM+Z(MTUAP+gs>OY@oB*4?}X&1Pc&_Q*(Lqr-pPO8$YuiYOn&5(gre93B+iL zfU-76Bh%!xD`N%T^j~sTOKZbC;6bDR1x(&_7Z6P`Lve{*nyq_P03D55Qu&sVPE8B_ z-uKaWcyi8jrVmy^4uc&2w84yT#9dLmMJ7ylKnt=6EMJ7y-rm|f#C#s^6Mk}RV@3oU zTBhNZ?2}tK&{@#EkOJvxEXZaix}l3!r6;ETH_WL=D(Y{v7mNsBo$@b;?e;*-*ci~ceNU_) zdSB+-KOT3@L-}lg=FLIfmyl&aUxaRtiN87wc4t{tvRE-1Njey2pk?l*^LFqx%lvA* z@ce4u1~A}l8bmswGn`9#S$!0J+Ex%UWmO0#_Gv5t^JUq)OC9>c&nIB{QN7&&Q#CCz zTc3mgf^&UELsbW&&UHNmFcPviqwO5VJCy27c~vX0(yva1I{GVXHX*2(_CrnX5fmT* zWiEVttHwo6%h4bRPhFJ23%VIp&@=2=|;bUw!dS7RSJ zHCy!;c)dh0v061(uID4o2z5Xi5UKZT6Jf6HUN0O zD_B@VuonVr9Tiu&^C;#F1FV3XA66*aNf2it zdDP=%RR>+a+2ckab>hm@e&0VwY z`F#W0c>;uHgGWqU)+8YJm7-*G4g3a7(^=RDcLx|x-``hC>Eh&)WqT9fKzHPQjvTb6 zA<2A_5kr?LfuQ{yaer97OmvD5yIt$cN{2ml={mw!KLD*(+Q{dx{6qw-S3lRKw)Z9* zrD$}eGc8SOPZxbkUES>02&a!}H0!d5bQ(}D-RW0Ivsf~so)nU={wZq4sFgju7J!o{ z4<1(oL)MuD&uDDAb!EtCFjcum065=z1_$0a2z;(+6LmBShtp&vhP&#wmqQHuIx^p= z_vKZi06NorUuwK`u1$jVeKRL!*M8FM=04{9wu{lmJ?9#C>R!uDW@Ar>aFH0Pi|Vu; zr1TqOR+F5UTd``u)l4Wm6b;WAE7)Z@F$p(emh_-{X(Fv`)iWJ+Qc48PvqaZ(*c+zM}XFeInf1;!qtKE(u> zCfrzh^?525-bu#di6bsOD3t|TIsm`spVp8|)DYVG99#4pE7I`-@E9o^dPl68wdF=I z3{-k;HL>ESD6!fULBX8Y1HduJebSPbCAXHjIzB)dd{1dW2r3x&J`~apvGihAuL|>P zgl9==Wt{@Qg@Ge^rP->tK&3p#Uljic;&^Y!FWMiwSR_mcyx!m9xToebsS1}kr#f?C z^Tud;qDj#jWKFF(L7Y+}lUcH9rm-UWD!C}iGM6rH;(V<}{N011z-PcLbdxvFa|QkGtIVDT1DL7-KKklgjmmIEB86GZC2LJlB3y zMhY_ODu_t-$U81~@qTpCd!u;Y`V+vFoGHqnz*8>7&nGzwu-u;$~jUq+K)rN0W z$b~(h=I?cWk+-6Q$obHZ{Ymzl^_dXfnTcf)`I+|?4=AJlB;RFJMvfG-6dgy zC`fVWV;_gy`7sd8R_=KH`l3`R6m^435%!5)SqXeC|HT#b6p1>z4yLXxU`LIar}1f? za#aIqz?D5ilZ5C}QVE>3TAix#Fn1PO2aS}fvxT>XyC$40l@MuAOH`s*^dP>$y?>T( zEpYXWTB9+-qeoyuX`osz4~Iv*J`VLGscmd+B z0DDtp51mNNp?b&Dgw|X#Mh(87z8dVqd8Jj6LPf7hA1PlcwQAv4@G`15p{WZSF1>No zgMGPZ6AeCymNSg%UJ3PC%=*0f5>9X8gTL+HyU*f0cjiY>J3-gR@qAJ(SzNWC z-mkJu0z8Bak&i{#-UDj2bF8KIs#z5E^!m+LIQ-NTh-^{1hu(|hnr z=P6W78|pAqR?eIM`hfS!K!#cz*Mw-|jp#`YOatf+;0$I$Dm%47%*2`xE2n>NO7CU; zZ+BWhHVz0A_QngqPp{#4>*@9KU^vK21A>o!^=r=sU^x4~j2m3iGR@a5X|`4Rf8&8U zS9dw$|GkYJ{_{Zwzf)}fd79&K{3|8xGgzyH1aSEt(i z{qKMKr@#L_`H%m@|MEX(f18eJ&cRq8>DeBC|2r7UewX{_rOooO_|EgUegE^n`w#yY8+K6tUv1a{{OxkL|CWXw z)c@bG-BaK(=gaBST?xd-&2pT8aX=6ODYzqm4W93vbei8KwM)fUE33Y?0j7S_LE8FRm2N^tZSPn_!}*L zHPOA7fQ3uVT`5mP<&$c{_jd0}uI_RL4!n{sE^P6&u;Pr;ttN`z8w~%`I>q=3=2=6g z)Mz*Tf@dEg9@=F0<@61h7l~wu#S;MZ%Te=_l9w_?2TX5``sw+5kk4UG#7k*|KP~n} z3>ky`+HCi8ORwa}g3g{b&r$rM_s@rcbR96W1t@{4H{B1M%ovlOSMPH6f$RlL(Nvbi zC3m%oFb7)0_^5Q%oOdfJkWKQA&b_R-$l!!Ek-IP0VxY17eH;CjVq4TId_o_$3J7(H zi}EH_^_s8eucJ20w$iFZ&L;;nSnPR9Y9ugToULTYM4tA?eVDEHnP@;pxUbVK*?V+@ zuq9s$Li9sKUoBOheEn7cr3NFvN%}Q8;NHKDP+*#N>FPJkTI}npZf5m+`O~&6XZ;#2 zuz!`X|CjUn7sdIn=Jg-K_`l^Yd(xS|mM#w&j5t~}bG#yVGhlYk^|6&AMCe;SQy_k+Nrpkg;5pgrIaAT4!L!ASDB)SZ54}?)1L;2& z?byd9cD%?538h$JXs3%?X)0y$7%axAKF0cntT}EW<+B#osUZj-SkRzboA+&fX!B`iJ<&4Wc|}jv2VxJpEt@$8yHfV7o6`f7@>t`6Z!&z zFxIY;qcM@-3|`kSi2>d`=}zfSR7mG*NIJ+G`0AiCZXv4Q+noAp9HDVPxj)W<)aA;i_fR;CRD>3F>D}y*2CT8DWu~D_YcqX^+|= zc|^kJyz(NxD8*M?Y4$y+*O!4Y>tHZT84$hT-;3EQw zY*)1N#HgR6Pb=T|mCq|Qnpt>t#G#9(4}wAItSadM(Iuk(T=c{3pz4uXYS;>>St`q9 zK;|*iV&pq8tw>LfJ%$RR!zPfxPikomY|1-LxXQ9vxJW#7S$iO)nWCpWKba*>Ly??F zXCMr)qj;G@j5tR24TT+tZ_*m}%8|DBY4wdGt(~L+ip8bhnp=YaS{SHagNURbzA_iy zUCS6}T_KNn?S5aZg}np_LNn%(0o@@-I`PQclE>l$73iwZ!w9xc8pUNm-XETSZNRL6 z^@_IrSi_;G7DY3puufLI>^5Z{NuZ*&K>adu*DlCa+6)jaSvrZDtIvoRiFv#i2v%L+ z$HqN!s`^U7x3FGiHSmb3jrO7^vv%}F!Icd!!GN6^1eOlC#OTN8YjT>@SZ#ofTM3sP z@cO&Z_|4f{a@l)VKlpj*Rcc46YQ14Jus#6=&o|{%P%?s3RL@RPkO%At#IpyX8i|Z*RAKpb(I< zzB@uW9ICKv)yqgl!L?%pl6?ccAq^pw&{koO?zO%_w7g>HW@QvCOEWY>FiFC^#(3?L z>a~+2V+J(=R=`0N%#8|>P=134b@DgA##X5}qBN#WgL7c3>6f^0kT+5sD#qhf+cnT2kF*%N~JT^2Q#FmC`@ZRSH>{^J5;V{Z) z28k2QCl?MeP`mV1{Anj;Afw0B6sX$y*~0mFj=4zt%$x#46t7&4sc(BjL0*?&=AI(A z>El6nD2Qd_oHWzI^?N2T7}Q|kYVbH<95HXuYuJ6(<-`xONNOUl-|8t$_&v)WBy(Gw z$be1Z$xm~4bKhC`+e&N((;N-ZP}y)1UVT{MUW$tzjY%p#p=A`p1%r#mFC`JHC26=m zy)X6k>AdzEa`xmycd6W>$a%EOf=6ThVg4Gie1O-JR1}g)4zM5wG@ge(Xgvo|3u1&D zNw@zQi$6ZjJ#kOAFX3zKSf; zJ|5`S<>0XFp}b$UKJVc~L)9F%sy1xGu;`Ly-Fk5k1DGT036!dI5@`{KT!f`3i`DOJKxg@IQJhj9x3_awH+SL&7B;0 zw9L!^yUvs-k<&ewF|JYhdHepFB{Wb}NnGlLk^=CVRfG@Myij4}JUUy*?0%wjZ-Cf%X5f2oeM_?TlziLqm= z2ZY_yk>Z;;V+*z1q$KWnhJ&lkDn{FV3Nr%;gW88JDnhw^e-!V*-Xs=vX;_=NDuNZ? z^RZRGQ3`sWaCv}IUWrXk2r`UH9EZulET9jhWg^FCtkm+Mbx@$Z>s2kzTu0!p{y7il z_5}|T7BF2HICTqp1sTwmF=XD~cHenF#_5qC*!>GUD=D#ZBq#z2In=!YTB1KPsfFPP z9;VK)QRDIa^_Ti+JXcjiX5kHH)d%FpjWUJf(KHfC$977zi+B~o8B~Oo@#$n;rZX4@ zY-u2uqE%NgrI3HI7L<|S!u9fk=6&b|CyP^=r~ttI!04!jFcp~8-xel*Aj-!ES-GX@d|ILl8c9;P8HZf_e0v9~4Y ze1uNyh{^KilmhhF7c&XMaQt9BKU7Ln=1Yyl1730ex2?vWh4I;)Tg2wZiypQzx0K_p+1AhY1-|T)x)++Cm5=-OX7xo6V_yr3XPL# zh4vvUi6f7%{4wo`)AfYj_V0FrUodX_2$Z5wBNb2;Av+19MM0a>XE3wVeio8h5$|o` zk}i_D>!3Xbg_;?|6<*$;mW(`d=W7=}ulm|-4zAX}C&$gSW3&RkXT1kh9oP2iw=|=0 zcVA#D<*eeabm1;RGa3~|_$FSaFY2)J4c_OYOC7O6)AK25f7&{8Rq3ve>ea}nN(okH zm4fC6l%ywQoVA(k(bsSQ@*!@a3k(J}nQs0*01G3bs^EFT+5F@4snVYYY~mSr+#Wvc zxzcRW>l>8mjMbWMuarP`Wu{*h%EZSo-dRqSXFtMMP4tq3N=MVZNj!euAc5@sTmq3C z1)(xEsQylOFCVD0uNr+(^BG5)Sur;6H5uTP@k^y(!j#szW0KgC<~gihl7;{{=uFga zL3ksDt1~o4JfFjEl_-4zAxia0V}9&A$Gs*~tB8C19r{D;lX$@93U?fH zivWhykE`YWEp76a{%MCAU?ByraK8)OYo@jL__|kBS-PU4lx1|YZAIPB3TQLSDgZ@aB=wXW)AHQABVj+j?l|E2_WOvKftrSZ0Xm^Pz(5c=`oU; zTVhx}*^otKZf;C>gGcA_W;aT68TVOhoB}S-y&DJ5eDzgWr*GxZN-yoF1KbkEKdnVh z>4Rx#8gZCm2}M-nwqFZCF7{Hu(`p>u@4Js0?nnVVWsF=a`_QuCnxoJ0mYL6lJ2QYX z+w^!|FVjpdDf1mqdSi&dyHAq6(1FKEk=XWUS2vwCj zTnDs`zm`7lY3O-S-@!K9xAP^ok6#?nAXuFvWNKQf~$@IZrHd*gFUC3C z+)}I_zvf49ev33R>m6(2k#W}&O+Uwgn9zLy(0uhz6(-_)d_zK6ee#pP~H?O#EjAyDEljJg^LVdFjd(*^;WkVQS($GbFAF#du=0G5m)scU2Lh~9CRr(whQ zYI!z45A)YBRLHyY13z7qd378dQ1xAkJ0%CKMvet@%x1#vf``zOK#Vg6zfobfsxj`C z+%|i`&TR6tk+1foZ_YqY{A%Uds>0yad)|mK0;nI39Uz7vC0n$@ZdDlc>fYpBQQj&C z6l3Q7fui#E6|ZgG!hGvgvXEsEl_6vOLf!J9WSGhU?vs?JfA``G{8Szh(xrgbKM|EH z?c8n#P9BNldu3DP5&ObEsf17o?s~hwyVu)%qcIVCwFBtBSvVE|3>?eqdqBf~+K=T? zL+g&}ZK|9k&oI9LOxa{yc1o*M&XCn<=^JD#77mrMABWnRq|PI~mhm2Z@B2bo?psm# zs0WxsLN0^Z-l-@LL%Ak0fN@rce&64|C)?}>drY1qx^a(9{^8!s!1Z&TRFfF$?hrli zH2Bw)+K9scWp64_=3MREc+Rah^M11s8Hyl)lWRn@3hE%RgCDnOH_@!;Q*_n< zsllo!AYM(dJQlw|Q~5-;4>=G7Mj5m|${H4Zn?>T&7gVvv_0#SGYvaR<17s zrMoYAOF~Q*5}C<=w0eVAvO%Tp-u`^0Jn4r!4KS5>fJF!6(4VsOC9fDR^hDu*j4rSuDr>{+3bo51{Xq$@^k%u)_oPYzTJ1aQKo(5D_$b3ka z0q_Neg|!{n%$A|q2T@`%Np4F({^GHKgHaj1d4c8?trSXudK}Wl@!Kap?L9uVKL)m)|z*17kxeqb~Agx zpLdUrNyZ!_O=8fUA9U_d`xUn`oyWc$P5y-C0_ZEi5@OFpZeI9nZN$Hk6b{Hi_myDC zBz0A+{rG;2_X{N?R%}Cqly)$0HsDATfCrZ)IO0uX2 zOU&%_uxn)Y_Mof%9d<~*$m)m?a%qGjHmo?b9qnba>{Ud#^FGW=^IXh)I@_={__jYVW2)@kR7&cGu>I((wiN0+!(jK6%DrW_kDSy-U}~Hq>q6b1XlFO zv6UIWhA3a#tJU|B6$0=DtH23!3Pnk{P^NUM<(fZ*Lng*N{BS+*4ln^pz8cfA>^1N9 zD?o=Hr${VN6a<1lkTh@e845tlJme>!0!f$bsZ~wP!=<+cSx4a-ipt=7@e~W)3&Pw)|tnHa55WfAN{0VTef|VvVq_UJgOLXmm%sKun%CGPUWRYCnu@cB-(uJ9Wo_OcjG}L7B6V38VeZh@B97h*l_y8XfniWC^59?k!uT+Vwf+2k#CQ;K}K=o1O}-} zTpgfH)GIydR$i`M8;u{}DnI+l-}YCAl>rzGE- z*wtA3^?6-q;xY-dYD8MW1vM4R@I2~>e~Nm&Phr<~i&eX_vk}mOMA}!Ma~rV1Pbc!g zNTJp8#H_ddc(KjAAq^E8$@9Zv_a$g!Qt2qGzOpFL(tXkFC5J+)UPY|z{px2UVrvou z1Pm-`w`LT*C1T1v-$;f2nDjz=b-W}#SCQGNj%t5Vtj9#BZn1S$gN;px< zkAANl9k6JtPVi7ZCPiuwMtICPdM>62oUmi>U%rGP>5Cf6nRe7I^YAeHy3KOiSUbXO z(?k(w7}tSCW4LI7YcuM4q~CIPuKbJ;gneH=7;Bgxd-cIX+?j5Ta%-MOyfv^zsnZh2 z7*YreA@|L`w?R6YR#m6f3t?U$lG9|jM}xOV9r*1XO=j7zLm_Zy%z1e1@FtC4QUahs z1@q;nyU?3o!!NXL$iM5^Dw`kANyw$~Wxcnhw>EgH*C3xMXYMQY>6h(;{c?Bf{8A25 z;q}psi8IpB`hrIj%$RwS_!{1BUB3>nE{%_6BE+l)dZGQK+Y8weFsy1`sm`bcC|Zx0 z@w{(7pG=r)P}X)X9$d8C_UcSW4glkNo9nrZ8a3ctWPfh}h|JG*vM%rn&Yl)~x|0q! z_>A)0iSJyVrX@)nVYBnS0#|3?4ylLXrjf>eZ$sZ{H*&e!$3ISQciR+gA0rKP{Vf&M z@A>g1yIi?IX1dy6Vjw2#(0?O z5rA7ltegM?&n0G}p1XA{!x+d6H;-G=zH*gX01ASrtB#3(N+kjNsmL*97+_Tn1oX9X zaR7+ATE0CV0PD|bh+(%KQhEL?w;SMBaeq8-?%Ni61}YGQ&Vr*Dh7F^b+?gJ8wm*BS zy{9_}1EFI#mcD+PqenhhE9%xWSw;T15Iv#fjmc~f;?Y~kr}ZH}^G5(8(hYaR&r`3R z0>(FIn6(&1TJDQ1NvG0H?t}nfH6=p8oT^Vs&OKJpqh{nrTiUKZg|gXGOsYTl`Sa#w zcNvqXof>4U{`l@jwhsz&s<&8=;u)u5c?LndKz~}GnZrvfZ*}Io2@1gkR9Aytv__xc z*}Q8{`pK=t=C%y#2*ju(*VR&Po3OG>N(5byH}qgo=9WlmluRFh3#yZ%CF2r1 z4m6mLvIXAEsi&sgcm#Oqv!8oFuG<|hViXMjE6&uH{25>U3m+YpHE#(6r;ju4X?p~E zVHVBR{j6_jx;?J;248NntRxBsJPihEA!8i*G6o5zo4@fqz%&cRp)`LW4awXr|5}Yq ziLIN(>*R3u;TYY5`pXKHY}Gogo$9{$ps@|PclkNJBLuPdIWs{lHj2i5UKaAcBJBM& z8Ogwa;4r8!sADI9&JolI;rD#{6mM_RFP4oR$bN63!z0XZam{&+% zNoKdo4Zr~B$zXH&d#z7oxeQ{jW`rb5jnrxf;ANiruaStD#a?W}F1tXf1%FzLP~97W zw=8)4q(o1iP)p0`v0j~ zgoa!#%z`N5uE_exsnf_-5UC$?{PDt$g3>?ji31$czGTrHre05NEQ@=S5wAtBQQ5po z74Mw?y}z?8N9ste+8Z?vG1WW3V%Xq2^w#HvhrJXcEnr;0o@S({;(W>#Tvb{2`2nOH z&POgtj^2&TN)FqeFU>c}cDVbwahq{S!#w7ppEr9`<T(aETWhzD}TF3(9_pEOs3fF-Vcz&20*d&+Y)$aPrrr#q6ycqS<(hx`PHeBm~ zTB(Dp{hHH0CxX|v-k-jg`Xso*G#CVcSL_I zGD8@PjRFNIw{nS7P&fkBmb&}3_4g?Z2f8e4c9TiVzrn*fsN?hQJjz1u8LYso!)0hf z=cxEQrP2A4>bj?2F` zkvc`NXoRo(nx@OQsc_3TzHJWBkPXMNq-5#0sy^{#>6c1jDk;`nO?LCs&r}ah^^P&RiDvoj{k@KZU|Fl4p%5Tn^y^n^SFiane zTMuh0%Um`DiL|gA_s~C{kMz&ptE79jxCoM($$JP#W(9L0S=s}@y6bKL7Xli#f*AI% z&EUv*7)z^E8I#+=dn>`y(>k^Uwc^!qakfZ_FP1G7tsKw4wYkoc38g$3Yg znaS(B|o$;eEm~*TmwmelDonIF09wLKZ$G{8U z?|Zc2fYl6=9K}C|x+=&9EETKvE8^h&`>>x~+8D-uGM~}E)9!Fv!a_YDj7eo`OP|bZ z+n2?f;9jkIES`b&-dXVX{DP0Tb#wZw>``Hw_1WiF$7PT&U62o`u9D3XKCx0cC~$z$Of?Jp`F`dB}lL35fVxwjqK4@ z5gm{8dxUg65%?uwS8;ng4KGN>JBKXVtS8)=6Xk49*LzvKUa$QMG+^KQK~^73(U$Sk zY$1pYjfV907f@~N&T-YElvzGS1&9m`b>L1rk1&X)hJ9`1y94)1JaVUtdy)cQfF`Wo zb{}R4-06izFIX8+gw#A|l^u;F4r+3?0UTbc4)eie%jFk|>Tyo6!|zOL&U~N=2eN$Y z00CX=L)$AL$bO?1G@5n<>d)7`U+}60ywoUk^kP(+WA(S*2c8ct`)6d*WQPlvjyJ;Q z*!{EE2tt(CwzRBsNfi8_LoG#V+q;8}ydjQmJAv7svtJ}%pjmrapc2jcgkXvuc6C(a z*X%-oS6((A-YZp45r5i3LosS=VK3pYX9=)!s+dSaKB{vahoS2sAiVg1rTld;!u=iG zg61@qPEueyq2Yl%JM+!6=qxXQTe?f>hrNd~VSo6&4D>)gd!faSnjau@EY0A)airu% znxx20i&(*7SBk{Fw=iCjX~6qN2VZ&`*ID04$*RokP8q;@2{5tD%^H4w&wF1I)k4~a zxH?a1o%xHak3;t<^gAaR#W-W15{*5Ts~~&KQ)He&M3UM2NBh!L7#q}F8={+Fc{}1} z79AzhzwJr36%p;nlj4K5QRgwzs~AIBq^#!VO|Tf-38P7-;(YReTNa(0AKjI4-yd(z zei=+Uaal9^K9Ln)^IiJavle3#jy!G@kx4$eoa{bhTML-#~Y| zk5+#D>b8h1MDsNs5c=d;mJRT~8g~46u5oY2tA$$D{bS|5XMwIhy|5b867ZxyEhn%Q z=B6QKiIII}D8fALo9c@5G5##HnQY#@sAkyV4%HxLVVd3rNtBr2XxD2u)QGk2#6VL@ zTN-J~rO%9`x#am$&d!-wkexKGB2{ ziUDYCAq+5xNS`)4KA|j? zAtN;BVOhCocXj6}oO|oonHE<&iqi$l8woD&fZ<<#dgGyj?j;k;4tC9PH@QmT&fQat z#@YuFM-K=IJ>}T7!w1I0mGw-Vm&{u!`)^ik0Rk?4roZpTw7}{P-XyEDI33T@V7c$d z6(xh9Q8*O{1)Q}zgnoXtL(=xa-t+-#~9s@jI2R6fH!FhMb0SqYPzBOa9q_Uidt1SWIxXp z3_BND#&d&8?=zAUIST~RvJpG8buL8J=!E?Z1UDaj6p*TvKaC2V^O)G#m?Saay~klQ zuK{C_WlC9Pl%Wp_*zsydQ%IKTt!N;f64n>T~%v!SFLJt`7ROh>gTJzRkP>v(#CNp9zVdOjb?KC z$V(`&^Y-51j&CfBtfVVtx@AZ|WDo)0@d$=?{laW%TQ#QfJT`Koj4PpJ{U&i=*)-|+ zNGr((0~y8(abQOnq#FhBdhl^nJoSg-ja_lt?#u>A4C)pz6Fj{+L%cxw57OK|PNo{_DO0?| zpyaCF(@!XejWu$XOJG6Ma z^*ngHc$KF+*Ssu%-<*%98UR%e*{4u;1hBNCK_bjci{RrA?D z^D=j8x+HCtLqPn?<%soB04(Nnz6Sk~^hl!6BP^w?;V#nY_WEqbyDmCU&!mRC znf!JB0DRhwzrnL-Ttn*h-mki`)g3D%_ZW&!;TBg$<+>Mbau+fJ8PUrd_X(GdAR7GK z;q8Fn^ad1MEAP~6LM6wrl9s@IpF#4K#XX{$Pl znFSQ-a-VpiOXdUr>qL&fnJ}YI#<5qF21$0z#z1^BgWLn?i*Mo$?mtv~7+(wt#T*&@ zReDbz6N7krKw&P@`wm0p10Qlc6PUl_ALc*H@uB#oFE7M~=`MK&7G`8yrr=ErnPc4=gu=+a`G>vXkoF?kb78|R$ zoXPcY9Q`wz2@PM3(gB|7eMzMvOl__l8hHLz3Lh*%T2%n_Tl>@q*8YC)fWIg7et?

o>Z&fIu!}rw3jj;^tIu`D;z^Q-;8RG{SLgpT z`ySjiUjFQx{>qgqY{X!Gb}P}O5kF&P0RZ?Kw>e6Q|B;*pK1A^IPB-|upg4DFlOdqz zK>iBc{e%tfq8I&*U(_pkk-t~;!s*>CA9ez3YFzZ9(iOVjoS-XVwHJx)4{m5fcr;Gi zYUOGGF9E_KQaE<(Sk1+{kfRF`H#1p<3f-I4HB{pq_ypiD8Gd4;Wy)SlY<;f4PG?1P z!2aM9r!0yInN~2RiY@ho#Z{sl)n%l&%j4j8QEl4m;9Y1c^m?N*0$@~d%49x(cy4$q zfM?Z&bAoY@ul#yB`^wd?yE-E1Y`AoJ6K=R(pu6UiVFV(w0d@+{X&s100EedK5{`VZ z&eS!dDm?_Y;05#CjUN7kUF^cyiu>~X_O~rSv~sZ6{GDNPQdJ_+MO3SjC+$Ynr~_k( zk!7y;FEeXQ6%PRSipa-X--NgN#8JA_pbd8KQI5b3O{n9Yzza2o`50`ba_AE&%K|)M zX!J_F=@L%Sg#V>a?-nQ$6dFcsgQCBS)H}I(p5(SudxWml?tQotRZ1kU(BK0U}K-1C;g=x%JGJ5?==nvfa_Ovu<7i zfN!F2yc*x#C_>J;zYpdsC+&-~IF&4eU@Obnr8#0iUU{p=Xw=D6>tpg<>^q)Y$t4AqHlty?II1gjCw@-BFe-S6L) zz?f5OCIqluW}P`t_(BW61v*Irqt&yaZ7J&nh@*|>Wkl7fXjE}Ndv#3z>~&XF8F{D_}+f87x5ZVt8DZR2o{1Qb7g!p zgJtfgGl6{ZRl5XD)F>x#9&9@S9#GH94X1uc1?F+N0Lfq7ugPiL6aH{3FXXFm$L({E zK40SP?_X{!r4{&u*FX(Db}qVsF3w-4PsB)7rNL>!PsCDE7b;SgAzsnA>G8IEHhMBco$Od{;x>Rcf0Br>xuOwB1n|8d!@nByRVsBJo+b;MPJ#VK6YLgB zIrjOo03W`%RR3*LWuQ=tvb_8D!U?lL6;A!h#ov}28zi%74$X)i-syh@a)#&noM?-` z=9Koe0fCWx)uB5)swCx=y9zDLp2uJcKmcf*a@iLE;evw^VZ)&kth+9T_qRR1w9rM` zbgn1ivSl-tvJizZwAqpwJN>Y4`+K zLjkStWoWVXE2ZKZIl{XmkLh0*bPMs>56;{F+o?aMEukUFg6*tDhRaoA3(8BqhJbcF zD$P~vnsR+%@4HHFbr4U}0Xew`{eTERFyw;)JW2JN$VtZsc0qKb4FT|G+#Aw`Oe*2O zr94x+KNjsN#0VD0I6ecASa*3^@(3?Iy#Vlq;_iF=V+qx}?^BtVe{s9%GOFt`{gv|* zr}Tr)^{*z*4Zhn`g5V;!_-^?z3V!PpN)7lP9UOheS=f-z8^Aot-2;S;ZLdx_aK_%O zlNkpaeS7wrSZTD*yPja4m`YlTs2(W)%CUQf1L&X%K-OSU!0%> zt0C==*3qxxO7xA8Hq^|pU+KBpdpx)N!pLAZps-c)oJ2WV;||g1s6FdCHuue67cME+ z-5R5bBSWA`%bla-lIDX^Mftv`tH-AOiGF+ScVoiGt@<5dwmn6?)%~pAwVe#4?s0A zA?i}|myESk1j_Vmw;wv^ZpConBzAH6D_3w$?&BAdy>b7n?vWz#QTqCdV_HK*-@&BP zQ^J8^!4}-5V61w!O@E!^j_V?9I8nx&24xEO^974=MKW6J1H$;vc|Cyx)_!&Dveop@ zFU+(mi3Mw-3?+>ep3Fc=94NC`ZT@7{$mQ|6*c#v~HqV_0o}k5<}YT4FOe7T)JR>DU{iFunG;R?$I! zKBP>x0S^^R5QHC$!OP=D z7}};~2ETm^V;Z8=@4Q476u_LWk#PxZJbh4FbzAsK251mWi4O0yIrbG_!r_#>yaz;2hxMpNZgGnbt$Y5DhgoZVNQkRL@JJe>HV`4?I9 z;CaY@uc~nWT<`Q<4!Kx)?ChM#61%3!!S02O%TtjCC`u9SZ5N&lEb(*Rk4gEb8)z$s zt+wDv_3kF=)&oTHZGWG*Qe1m=8`kl|-GO6%XfE+JLwx>_$8&pEXD>?a z&VNo;6bT8p9@f4h`LW@9c><4Qwt!})?k=}E_{;T+6sSC&hIDI0BsfhyP@bVbwv*t%b5(Jo)c|oFF4hnZ`H16-ak+iY7I&;M3D{mo(-hvA z>S55$Dd1ovF?o7%g*|mCXMW6ad#t@xHy7588dCfKJH@VP&!1oeUQ#qNpJXs=5kbh8 zAW|tK*)tVs-r}j=r=h@zG)wC0N>f(Ht~*(OS{JK3vKe!9jboV6A#Inv?bQD~ff(TL zFu)f!$>reM-_()z`!R{}x&i(KyXd_#t7P4iJz|xSlc)5_YrV7@j8%Lte=v>BaVvQW zv!@5#(Dl53X^+)Sny8dK((>867f#!cmDvFlIx6V3s;U4W%MAN~NNqE+bnp4VnMN9{ z!Xy|}_04K7SZe)NC*oyb0)s&$>65zBIyc|gn$c0S9%ps?qB~^i`W4+9-L6m)FschJ z2huvKk*@-)Uov%>Di=3$`Lp-tJ=q5^j=@cw?;b2Ti@u`Q4qogP1N*Tu>!Xg!^IR(p(((G7D-g4K-D93SammOSp^`9n^eo$nwLFm>Yx?RmZ%dV93wW}+dbCeg zsrTsHVp)xy(dIGC7}s~epCqxs=52HcAc92$v_e~t(m%t>U}uphQ$98s zV45Vi_alxq75ZtJ@^z!K68Rl9td#Nu=JvSksd&Ac9t)WfZahTrS~XW!<$Dv(CZpzU z{Qe?qT{!d2dsnXd-PJ*UUoWv!f!I#yz~9HrezLiEIpIY^_0v;4IMnEXLn08W-_GUs`ee)^W9XZrwz$7-7J-oe$Hb z#5%A0d6)3VQdbghxu#Est+Bo zx(=%{-)cQa`qDU#D|2eCf@nh_K6bk}>vh{X+rQK~0wzx9q@~$TEUQk7)sC?U)*&qQ zOLl_q5O}8uA*y*TY4{#VOG4m{`uJ5t1HnDRxJOs+T~>1QM60(-ztDY;bVL&xvmOo% zEK01lEdy*>%@3D7ZUk6`!w{4!f$u%PJRU{hu)uFs;^kXS;|~4_JdgdFXz@MIQq_Jns6%#FeDbKQh={)^?|a2+CN#rtXG|0 z0=#}$co=uCn_a$2?fnMxq@(rX*5x0qeYzaG!S-SPUzHF1Ka*XA@l-6Qg0XB;I=t-LilO)WnB)28QzM0! zqWmut7K~E@$NnD`7R3J-2n+s?+JeOYDs4gh|DY}S|8{Y~VvNfcJjefxxL}n}^Z)kE z`tSD1GXPrunsG`Twl^AC98g|D60E^Z(2L{jZV#1Eai6QVKk72?CPzQiI*A zv(X=)X2U=63q5>|{!J$WjU@>+26*-|a4oYhgWcSpxWkLjNm1UMV7m=&OA>_qHE=ffex`{;lX-!eA!AK@oGI_#z<+=HnGyFel!~Pf7{@48< zocl!B!|Rd1-Y*njn;@Ajfbkw_%tWtKjSKpXf^Kkz4iJNbt*#ex5-nhDEuA z0TAT{2`2Cn;rp8VQ^BIjm05Mf`tf-_FRL#*pDc-OKsQ9R)<@kJ@eleNt6-^=*nHYK ziMPKFDU7VH6t?KDa51}AgR)Z+1`-HPrnR?~-UR3vIE{Lw#pATU-h(~17hq&8R(XV` z#e-8vPS(c5?XL@r__aM(y*Ze5%A$6*5_%QLasdFyDqbY-H|Uqk;&?}FR^jUEIT7cF zOy=nrD-JeSwyLia0OIUSU`->7qLQMkIxgce`6j6bVH%f?jTuEpml!QhQoPk`UYrcr zD#~;U-P2@et%(ME*q2rvXS1YjWx>h6PE38buBgBO(4@wZN9%OGPO7GnCbc6D&2K(A z5}nyQ-;s|{{$kj)TRSUjH@Nqp&ej=wc~7SOXxZRLp3s`DL= zmzDCU9EvlVV@)a*rC$YqHn0QZc3!=A6^cwEsZcVP0581wHqrG?S?P9tk>@|(bD zSNf%K2VW2FDaAZ|pG|sV13V4=AV?lP8Ebi5Zy85H&}17QGAAe#LKg5H-CcQqqOMOC zlcVhz!mHao#-SATk%kHBTF%KZ%+Y!2RsVr6?v;l)b{2|E3sidF3NdeUKrO1TncmBv zNZX{}>zL~DK+h66S3j9y_9YZav#-hT7x;LZi{53Zcm!K_^9+)=WLa;+a^&nQZcixHsW^2x zs_`Ws?{hQ&^7-{XPG-gmUG=>q7V_{CaNGWU((AvXf4#0p_9#XPb2C(Pz4yJ!9xeXW zD+(X4=ew>=Mf^>JsQh)f{u#Y7WmfDv&Sa+6)AdC(z{`aB^)WXG_m(6G^HPmkCa)t_ z6(BD5l8ld6JK$6=6l1nH2D*Q%<*yru2T#Mxo|50#yCDHq6{CJRlP|!fiR!iDU-#&BjJz09ydIqXrCctD2^BAnG0rjG zR*WKxV2D3Q*xmML#atiWbg`t?hRHVJEfp=;Q+N~5HSIM(jB_&8oJ>9@D(Gt@^coXe zD8MHPvWJ(CGX|bRkJff2k4s$|XT4)GUv0lE4MV_T7oon!U9Ob+ziw%I&25sh?^le} z35&W!M$v=;LI%!FTYx*b-x`$usw85Kj%OF}EGw1E*qJOW zQ^3W=XmXhBXWbvm5PWN?f20HKS0--;q2JZxg<&Bk*whw(t1pW|WB0nPvQ(~f6r(Ux!;XQwSYy-AF=Ii~e; zDf~57b*Dxi=pxT@6tclQ4vi*E)$`f*f`b>P$TpwmY2Wz$eK05(Ti3;@)e{GwA0m9Z zo5R`DeF$bOFYf(w^sxJhXFXfqO^>5bRP* ziD_9Xr#a2c5GE(wJf6F98}@d#cFbGPVi^_9ldQ>Dx}eNYa)Yv>KI}6LOSYe2M-|N& zf!#~@BIWuGzOYxnC6@(HrJq2FF4oC5egPih!K{+YeQ+?%aKGbqHwEK0SE_4><>_ZQ zk}v&MyrLTHkP3NsO`w(Xk8s-0bvL*KzYeu{DXJ_C&_&qeISk5zWi)&0LiRDDMsdm` zm6>hZUZRUkO&*uB_Fo4qrxZo^$`SoLN@(PglWpQ4bM3eo9ceX%(i%DzGP{nHGufi! zp~hGz%rSa#5PM3lOfas!M}sc@x?ajd5?S)>%r5KF^`-T!!!UE2>6#I~x$6#=Be>=( z3ztF{Yd1WMsjWWaZ-k|R*VK=z61PEy0W_Fdgc`X07~L*+M4`8|0>dty6ebP;8|jmv za%yzJsS8aQ!}6UP$}t2R%vWZenHDL;H_eNiaO0JK_|4{qalC~6CylOoE+e`#d}H+n z+w{4f=$mI|3>&?w&sF(%DatANKmkX}n#SC&1n>8Lz+cx89-V+t^srPs>M38(1NyvL ziUv$=o9_OK~zTHkQCZF;mL=b-+1H5tF z_SwbcKKCdI*mB;6SDnqp}!{K0!7arGr zu{^cy_Pebeu+@f8$!AXLgRYL4uqVX)}C>hZHjujp6}@K7(15s5g!$vvDt);9rqkB@Xwg{D7Z2>2d8XUHi7YITYpk4~S9dJ0 z?WWv3Iu~EtZk@U`iWYc_3a)}7iE7} zdEHWWrd(qLRUB7x^i`pF5J%sal(^@sb~$z*ApF2|&-Wz>h|G{F>~*|zZX`r(d~+jU z4!hb!PCdX&;F|kBaAu+Iihm-MYlTQDTyp{iHWUc;tJ~ofby;y3(d3(UVCE6BZl>bS zD{zhh#}b0Z(lma>0G}V%4ZH^ZL*u4k3o`={RG5tT6!-(fWhfFq5x^G~lc@UGV#*K% z8kiIYHln|)9K51XpHroG=x{|&tRl59>&NXWquex*YoNVtAv-@|E?J(;}5*T$)g|oVg9YE3iosKi#42z2=thML^T#`mS?2TGQ z+}Zqf0weOU2pvCs!+5;vHV54A{#2=*r~yBynB_c*2Oclzm)BTyGkkz*LR2B`nfnkQ zM1-kd<83FKM*Zuw!zI-i_gF;?OKJG6#;vAIR!qI(1X_Dg?$C?52L!BWjG0i4D&1QDphsNhmasn-r0 zXZ}R9??X9i5kJ#cyR!pn>2RwqF9R7C-*LAxdJhw#eU z) z`~(B^M~wlOvd;Y&)&_TBYW(f?D+k(SnnmJ>zz^Ax>uiJpz6QASFse>l z%^~cyd8T8a;|7>n*7#CU-RBE^y)2Ylrlk$9if_*PwihVeRNFTJ!bSayUVMov2=6vb zFlJ461@|8Pe&uJ5HEml{+&=KPLiGXv_I+ylE{TB@sp>=dfOQSHeDZM9zAB2UKB44T zPd8_I7$Bb3!%+t)a&Z?g^SV%ImLOhR5`k%lv5>+t%qPU`!vOe$j&2vhVLKP&htT(z zmB1D}0B?mUWT0T)Jo_M_5Xg;=a9=&9E>3uhXd9DN>yF0G_QVEbt5mQgf!~_krYVtf zK&ccHr3xMCP72ApaBvi`3Qs4S!(m)Uxu$dVVyP%z(ABFbl}Zx$4@ap^Jha7HVDbte z>sWOl(yZ2aAyw5asbD0!vsY~oL_RRKr^x+|^Zol9#2$8zRlB~#aS^ikx*X9J?_??i zA)%CEY45|%;sfCC=8UmtM6+rCBtmySkU|}0SU9n9*27MroDLbywYerpAE+p`n~g=B zR4n=_pDR}=Z7|TnF=9Degbu4BGfr**ZoVkJdUC?&X2Z02+i*5)>A};J0ob)5l3grJ zYynptfCu0;XgN;>?;3=*w|R3ikJ8W`LG~DI8I%0U$i1U4EG+=Om#hIHZZD=3QxA-D z<&VwZ9vc)5sDasnO_t*Eq;Yybq*&$ytN*2sDv7*|(&^GAg*&}EMHgGK6)2P>=zuq~tLF!7c%Nq1lRx!p$BMeypoCTN5=hP}dHk_z&l zawHRSGw`;YBeT~!nbF+<4gsWJ%kH~Wa@PkGfKonNy3Y9ueB6A3V3e1#x{(KbI`R93 z=J6@Sgv#=;zSOlAaF@llm!#PKxId;4>qKMd%_xvL7lUFX{|3$kR3 z=4^6@$%y~@182gyc`6U&)C{>)d0q;S8bkOOR^GVuz5PJW=Rab zjXJO^e4PqRX)^>tK#>RrqIJGLMwz0rRy(8sbr|lNhUY(tTfcvw_tvot!#jMIf`T@t zJpOgN@7?i6O~-`H>dxgK2`q<`IKMM7VO1%|W6<#`rpnT25D~uBS}IWS((+7tiF(W# zlMf(-=Ith4!Myo8H|oKtD%iBSXL;D5XNv@tzxTxA@uTN7Bj}+ ztw_R@&fDV!(YLUD9#HlgGgSX&NG#g9hiB5i@|9bD1FXCx@1bYpBcOVbQg$ z@UtLD>c4d1QvCNmyhd+Vj883hq&~Iy*R=(R_1aH{_SP#1K^qcPmP6As?${YO_CJ69 z6X~dz7g`ZyW{lG1wiq9nQVo9j_g-4P0HgHr4tak7VzPRaO8>J%)n93WV%iKwUuKM$ ztDNcw=PH%}bK2}b!5TFtVje`FOt0I>q;lq0;3S|o7*$m9*foX0ib*uvMtP4K)h7ek z8R85Ri51E95OPJ2M@9lXGFEL-`GA!C^MMXCYdv6;st@LL=;bGh#``TG0FqdKzby&# zB|OJZymX=@g1`J%bfpOPbPB|CpK+h+JZ0^6`cj-cYpUO-}NP$Em+xV7WF1 z@a44L7M>AE$TZo4YF}NTeAruaW8c@iC)NI5MAZsYMVOjMykRO;P%T<8#eC9?b{QK1)Njy^5|6utU`0gW70r z=*BQH&+Y*uuk|aK+x84V4N{vU`xc$m3gWudwMUaRUDrvzt8fgz-9?2X(oR9-OA8yc zSg9lrmJt@q_lX93KVZm{8I9~&nw$>BV63vr_em>S-6`U;Mf1zpoXE5&lzM~pdz8by z#Gf?IU$=^Pc3EtFU4n@^BTl}&iZOR7sU|MugDC0D?9A<|a0UeiEN{e2Ic8CoiO1H`pzDEGNvXUUfJMt42QGGRIX<8|G88te4=j~Y$Y9UjB7K}mRfyQe_ds@?jwk76Hmq4O>RdPnUioH zFnvCG62*1HfP8BkYX5|69mJ`HtXRZ}(8dau#}YrXX_FL1heeW48Ud!WbCY|2Ses`P zHbn}v@=7VQK90b5)bC6=MS#~)Roz&p8k}No*&Aoxmn@{Brrl;g=!H>$;^P=Q|9*S? zgo!6R&rGE-qXkTo!Z9v*JYuHgWka9Dt5$`3W>MPe?P3Kn9k+UqUzvGg=VU?JoEJ;#Ldw4%<3|Y~x?ao@FP)I9$SE zfXU*PA78J<&vz-d3H?X5S`YM%52KZhg~cq=T+?R=@pKtMkVwZ$|FS~+&B!WyJ|dWq ztWy%aYYWOSq0Xc)4tCDR(D2$$euUDn37d|m_meMOu)b0J+DXj!B+eu{i@~c9%M5wo zUNV+$+?8klBd>tn9309k1n8hXkbD20>z)cS9kMpEyU75Tp^uPtZG~Bd=8Ci5QN3ii#JxBh ziZe`Xf)MvH!Lcz3S@mAe)Q&aukl9x*$uBeOg>m4=0M&4Lry}(WSJ;$G1##lGxIDuR zM+)lr6h!?(CfJpx?3u+Kbx&6XY-{a1hqIq;K$Rk4+p4$9SLh1nUpG1_?Ah^x`$m1! zq$XAbbvgDm^L79>A-Yx)$VzVcv}(~)r|4Ak+BkjgiMxs17s}o6#~zW%{MUIBR@IQh zJIfeQa$wb)!-)X4ZGC;&X*`jSn@2j}JAXwg=qpVlYd`r!p+o68H(Gy~%ncTkN&{ zHUGogJE=L>o@h&t+sgVbKKS<#?;|E#I&*kC^1O1v7ZzU&o25@o$a;nweXop<8X5KqzTVp;6{wIcvLkI;^0W2DU#tXHGW9iTWFpvvvP5?ct`_*nO4 zYyP%Q(xYB=xdW?TIh-qnd3UF-yeAR-%j`@8?F207x|no6ftV`XR4BiCPsqev)D$f+ zU(MOcI zauPhnr<}~gG(RptTpqBGiqN1;TJ-SlU1e6wZw_GdJn)G;d6U$&(be_o%J~8?+`tR{krXrtg4p@w=CJ zrc3_n%Q}_aMB9hEh@%I9>1p4mlfk&NP!h=b5B~+`=lnjQ1nWv>Ph@>rw*K$z>*P3x z$b;c)EXUw?y;jCvLBKo%PEe%Z`ymSO8?uI(5Td@!tO*b7^`4PWF5g4jZ)alN(HU3S zXP-S@Ca^H+twV2#T*B+O+AzS8OiLf+M>Vy}_X=IFnPVKFHr zy^1z}lc6NN#*#<`W#X_NQ{K7k26%%1Dm{87U8Mb~)CSXqrY|sL*#Wj@fPFF^!+8=-t&?DYBN zKEH!g0mSqiwh?GL|01)1(4ZmV{9=^y2CTy@VOD^>vrCh@-}?rzACwJ{kO}x+Dg^T% z4%q3d{eJiqECapS3_N{23$pwi&z|gU{gHP&R8Q?Ey;$qucbv8zbyl+M)0JvocJLy1>#nSQY=e zab8Os@Z54!1GAew7x!`ZS3V(4Ra#_!ce2q(}1(&x7= z4IGt5>K332?Yiwlqy-Xg<$v8YM+o)d^qcDE0fv7=utdL`>6Wb{`UB-Lp8MtTd`R>B zO?>=WSX~q80bo51h%#l+G^3Hsz@A$WW%})~t1A|ADSx_4{u`sSf2%l=b@|4jLE<#N zG!y>t9@Ftaj8{?=0MYOP!~q{yS!&Wr%xQi?q`DMr{9?A_#T>_VQ9tzd5N`PZ1#U89 zXp8^K&djRrp=0~S0%<7-maRY>1OHy-AXuRwX<%>94OVq7`fxrkHYtBz1WqNA za{29lsVA+nD80v-3TKVAXWD-EB37(vA29L9Nh>>MV1=49s2Ag-~Gotg@g zq}SUsGFw-c(pxEfN`NoU`#^iVu8*Z)S;_V5UP7e2(ON*Y6a8E+i)K>h`rh%%>AyE# zgSTTh_r?hyL0sP)CY9rOS3!Jc+(<>wS0Az~Qrb5mHrf1ife$=ki97$i=6=A#dsgGI z2XUsgYB66xbe03GQP(j6AN|}FXcIyabQR_u7gyGg%Nu!h!rnw-`vP3{a|fpUk;RoH zpI;QY4pA6A(0dbtVZp4hRSbzG)kkO_x=sJeYF#?X`ld;mwu~q`4B4ZOsd)NwaEEZ# z0#U`2nk9>2-B%=s@pL;eiWs=&1M)c#2fSBuB`*JNy1@exWDLZpY>P=R-IFDN8*N zp!{2OX_H96ys_|j!^41Oea_)>;C1X{XQbtLA76CiQ{3XroIoT~8I%aSw+05WCmHy* zw02zkAr9YH$R9-pygI^tONLWkrGS;gItsLnOp3cR$(c?lpOZvA z@AG{C#PQVx=<+L+q|yRUf5rbC2j(sqBMjCsXD@(%n-2+cVWibdLdJFU4ld)&xjH0fbD|#Up63=c>L?`krm~< z$Jy`tPV=G`?>$Ce)zryU>)b0R`K(&sIvqvP{TB}&tdSDNGW2S;CS+LK%abPm3wH(B z^1oxRfI{E+e6#6}y-WvSuwuV>_slrFe#MZKit(p)$?5bKX>~{++jBrxJvc)Wwdz6J zLCnJL0FF>0+b;iDt9MIz^ZNOGs*xobW3B;@?+g<8Vi$U8_m9P(lR0TIRg~H^og?+95d&hjHZTRZvIJ9 z$MaJW{54H2?>C|aEz#VHME%jL2MdGU8o|h3N@bIsb2jf{}nzzzf@Yu=tHlD3&h*Q_4 z#6ZPw$ARK#(SAvmYgInDSh#_2r5PHy)v1Z8NKy+nr&3ac?OxJan=YMopPs|3jyHhd zdyI7q-OpB=6m8d@EOTnU?D~0I^_q8weFGHaC9v;MpL>6}d|w}k^(ZCnz$zrIsi56Z zzmIjtBh#~T^WzUx5+h4aXm_cfgt4{wDOroNxr<;Gy9yclmy6O6)pJsL7v>Tf^#DYf zOW_${PmR@%d|B1L?bjATg=H>xDlvVscS0#%sk<_t2l1|_;F-wA?uQh8Q8L*6kOL(SN>8*CKfM2)yEj{M99h!?UnS;r$&^*dO6&kpQc1=Y zAa;@~1x`@eku_dA^KHmu-2aqe&Y6*-WFL67UU)y@LH9+Z0zxaANOL65Fkd$;rdpGQ5ky#c$ z;G=db^c8y`3Rl`)R}cBEiOvS{yIysV>#N~DX%$cT91SH#Uz4-OGRz7J{d-Q9$bBO3 zbOdUU~ zH+TrJ#-g zC%@&3ozu&BX@Rc#Rp$0}t1C!UbFsI%02sn`%Rqw&3ksX$L;A5`_S$CU^L4dtTBlAJ ze*=u$1lg{N?y9SC^Z?{@Ov_cnEI*=k0@+&T9R$yN>XA#he%KUdBPtRpQ&rNZxv9 zpS;txkye-y;L*i9;GBai(~W5sxpBBMXLeBshIcu+Czh)LhkHZO}+mOOem zFHbAyaqeyQ8p9R^)N|@iE2mO z7Z1Q9%4J@`uGq1ndS-dKPQ*OxEvBDca=LgTki;EjQ034nJAiKoR=Kjuvi5k3QQb}5 zW+NBp)GhPG2J=KUh#k4OV{ji>m3!>2+W@~-2xxl++RiNtW(}iciIC`L%Un=bN)3II zSkLxnI>(NOWPMK0@|?E)=2;(gLV^>vx> zT8m0e_W5%W+=V>kuAbmj*IQa^Rd|JOSs-5ex`q_ynBGZyRUW6Es?O`}?y}6L>@Ql2 zDM1Y@j)Rptx(p-U()hCQURvJr;T7lWnCSsZ#}azFc39@u{>I6>BcdCfp=84*pc?}> z9r6Uxi6?MA@J|I3Zp5+(-8$BrWf_zq30Q;eBwe>9{bm8S1JW4G<7^uT{Jgt?46moN z{c0URbr)+KwIakbl3$j&I3z6J%6_xfO7d!4P{4Z!kL~xEbxdmtrVbe@#Ms4+i~V}D ztBlQMC@hhpRT-rr$LX814G|!{swULSM)urTk;>%IiiU`yr4}}5L0-8$sXlD9L8$>> z^zU6u_e#bilSJuhC1n?#Nj2tJs3*7Xb&zFd$$05^n5ZoKvu#rs<XC#R%tEou$w@DbRJ+_SxUljID_-~X#@OA*f-)7_wgshT za=@Fi@$RfkXT?X@jk8U(3k*u;mCPVVs-;DE1sGRVk}0|GmnBs9H+-!oJ)?-AW0Mnd z#Bn^=UVw-LI(pUx4(OYw#yFqQ2Vz z>kT&6+DM5xf%29n@gd!TT*`!fRv_CBj{NGt**SxTIDvSi4$>Eb7Osu9!7Y?KrEB7_ z+aK!Pc9ks4)8BRSR1J$9F>=}H$@GC9hWWP4*tsubA~zTAvdhi8O~H!WST<~EBx=<+ zME8=eFm%n6X2bNhr`@uNopjP04ljb4Q>*?K2YUzZ*cfT*duGdOCp0MKM^}T^NGVyi z9jaXjxAE(ENEjT}&T)zHn8;x3<9cDLZ3J&UYlM3CSX~^}4xEf2FZw|UNS3G(bapY2 z0bRYs>F(_*$TR;6_xY-1^x{H3W^S&po9(#qm#xPy;|`^|khmC0U654c(*%7>_D~7; zK1R*O4Z6@tbi%0U?szJy38)7AJ)ycC@yPR05>V#tK0X5G2y(!+x4NZUfR4(9^t#g! z9uM?M1|_OHEnF{~?LmrMQ}nI!$SZ5bTHO{3`{1&NRummdM4>ti?E zwx!8K3KB1iSK5U?5!Rh1y|g}K7IA}MWhk1;zNJBX-)4#I7x&wgm$v5%r`-Voc@tb; zmhUTWF6WIo$hzFBBy=X8i`hy?El&Bys9MkFAm~bU6cR?HM;yA_ebwHyN;nl1hI_1Z zI*Nb;_wjZNjkPib`mLxs5H65q`Q`#dnRa$6#?cQTS2{!>y#+kez~=l??La0e7)bV* zSG!)9mpa~N(fMp)g3!H;cLnLZc4oKOt?;X;FSA~=i^kXrQRta>qLcWnk2f@N>XEW; zpqCLt6PJyWABJf8j=*t!Iu!eZ!=m&4oahZDuhf)=TfwWfF)p8r)yhGx`SR?UWIQnw z?p@`badE5PTc<#w1Qs!rZF4%s2*@#$S9y8kMjvIhZ(-lPn&k|69<8w;2i)V@!k~iy z8cDmx&kQU~>Z+R=zrGLM?XZE803DEX&yM>bFt*|DG{$0Q5VcC;FbZ&vJZk&y+>GlIrl-0k{!*~Qy7ELP~j4E5Bb z?-}3Kn`z}%&xPbt1w7HfL#BfcaCMblm>x-SV7C_;q|!>^AsUI`Z52FvDQyntjXkCJ zj5?6UO-M@k914_l<|0trSzr`Emhdyk=iubr_a5!(%89rJJxxK4)7n&cDlp2E*Fm4? zTk)}=E23Wk$~KIm4tR^1p#ZI!)v{&ORl+q1)rWlv+LJBco4f&QLG$72#PgXZZq5NJ z=dRCV=^Cla_hFabp5tv5QcS!?oy@w@GD<$aw|l?OI0aQ)cE6WRL!#Br#@(Br1^pao z)0tQ23T-3@q5Xl_pVlGHM?=2bw26>|?EZizaeNW)#ojYRU?D@#VTUGg^l|KIoRfOZ z*y~kqV>u)^<|?K2ZPJ2FmKt~GA&TcjQCrTW@OB0XRmT%P!6bByCbKB+o(ssKj!Jmt zmsQnvk0;aXH5Ycqy0_QVusKJa+KQi+zT-QkB_rvS2Fn5mX{m|JS2vdDfV=%xO1D-y zlSy*O3vHj9$AKjFrDCoIYph~iav1bBVvk4U|z?nhyxVXZX%#g+gz1SE89GRzgVcc z4zVl{>CFKQqfwh|irRCnBT|Br_7RkvKuN#vUBbMW!x(@cdaM#P2mPIcj-1)nFEP$q zvs!y_F1{r$SsSz7CA5GR0Ogr-+qW=vY4TD-uw&im`17FUbTh z{EgegqA@U9r6CzvJJzx_NH=L7o#VnJvjRi-Bt%cSg*Ud;9|7OVrH~on>aI1Q2IErK zMu<#jn%#Ra7l}w1(7i~)B*Nww#Rg2(6BWQ?<21H-sN-QgJJ`&aD$}wpC5pE7jy6WB zi1^NPY!Uoy(oDU~cO3TQL&Zs%>WM4pqFnm!3K-XgI^QS1MR9ng&dA-i>tszTTnxL1 z1XPCe*3~DsTyZJt>jp6FjI|}oKgi26X5|NTh$r@``n7mq{9q!2o<3w>h)N37;|xLQv;R&&nmm)T#wI=hz9bgBUX$zhy?Kz z)q5Aa(gd(loHvYMMlraNZHVM_|H1+1r1Ad1Shh_JBqEDu&^mSjY7K!!NUq&9p4B;B z*MxfySV$UNuC3$vtST{^Wo0(pcDH(13*&h;Q^YhbJL?I;wpv-k24s(dCHUzKnwzyF zzk@~n1Xy)NPSK75@wB4OOn|8^ZVV37$>GQ}W&?hZm2B%wxH1kE67ta4zyHeFqsRuwIYe$8*f7GOc3;rqcSzdw6^j$cL<=!0k566Jp6X zeG{3e*0SpJhREM90l(Gzb_KWOMQA}!3Fxre7D83AV=}Kdi6%~IJY7bqgNJ@QR_9(V zr0L8!C+)(@s>Sl^3FdODlJbk%UmG)s>h~4~GI1oLMw&n4(4Hby4w~9Ya>t8{5FECm zg>)iYBTljFO$4!H?IV&dOUw$+(@m9(aZk`Q1|u6RCv%AeaRFpMHiUT_JTmVnog9sH zbbx%?$zZOiz*e#^Np{z?w(FR9CFD8Q7P{Rs=QgP;6^ZUA^Kt@8XIxNQvcVNN7Asa) zC2gOPX-r-Djq0vDjYivh&7VQSWsr%s-);I;1Otn>42QZr35;Q`=APeTGg?y(ae%vJ zYu;h(PL;CkonrVP&1e=ZlSVQc4!7CA0Z-rR{`zPhNAl7NeA)`j{=65blCC@g@TG6k z*^&_LCM;X{Y%2anS3DbKwkr;Os-AWxF#@uPr7;{I=rRK7r_GXGrfFtR; zFR}ifIuN^Z+}q7s5LjSaY8o9g&)Qxc3TGNfKCXr3`;6lnWn)O}&XUpEnHq=+bUxxqm|Mf!x5c)h2w1ZeUfILoJ7s zPJ8=)_aB$-vxAmix>LU0{@Ipg!w`b`S6!Bk{PQf!_Tm3W>$6dRuJzeo+GuB0WPgvm zBVU$kLy>R3`Ii3w-$HG<{p58&{q2u`_4Lg*gI&iUP9;D7@tbd+-u%$NeDr_#`ssiC zm;du=w%w@o<``U9*j^s{b>aWKtXu3q%9Ood2XWiRMfk(lfB#Bve}+zfc}=%ZJN@tD zJbY@}Df7R7UhW*m#dmhsme0R?8e*@Fz)=SIH{erKyWlB|{^BqG z;z@Db_{YEc>2G}?_@_6{Pk;FFue_&bYFZz7%H+-ku;3q@*lvFK$Yg(h_sx?&6>(}m z%}-0&KYGRFMnJfHIqzjFPsd}`t!|M>3Xns&f^ z{HOBc236%ydR^i_fe#+=HM{jelYU_>zcJfbWU9ZKzx@l_|9iv-Tw$o~pZ+$Bhw`WY z>c-%}((57ivlK`o$hx%cY!}F4c$%HKtY`mKm{b1lmo+vesB!qvhp#6|YXFr+2%4LJy&RtM=>y&_^kV^%_oZI@l>;=W?ZE>MK0U<%u&Z+U zTmazt@vnaYCZ7msS%wurMe*cJ07lX{OS`l#+XX!a0Ox5lPfw-ydYc90-vG+>M0|(7 zePX^tpW?Q9_x0!Me{I(jxXmBIyO&j8L9KJKtn>PD0ol&{pZ<1w>K51pZ2&md%!_e7 zdG;gryjBI?#ZNzr27Fwo$D^TTR+Qk=|Gg9g;bdxNcLr7ckN@(2eW>H(a?7zi{vf*e zfBS8j@piTwfYU%VEzqz7f+f(YS330~oyx9laQk|CA!*&)g#tf)_5A!GrC&W{lD0qt z(|gMwrW9BTi2qA*5V_k$i=cPifBffn+by%qt{UG1huXUH-~LZ^>cIv@Y7@X{pntJqJT01aBa3-|yqO#dk^ibV$x7w#S!dw2)%l6D^60TMm` zs=wcS^V{n2(>I?{%Fkc|d>Hii!E_!71p1oAKmBc4fMf!g;QJGR6TJ%I1HQZkh%sgH z!>WOw`VX!H@UB|&3qOk=TnAhZ%x#`tN>6}4RdrdFHQ+|Tz47nR1)f&Rp9etwro!n$ zCLa<5JT3)&08$zLMdIi`T)D!6A3#$Jc0aWD3ZldGK?jMQmQTMn)2G%>-#!6y>P#S@ zfRtfDIWmJ$rHA_UFJ;`9J-k0CD2SKR(rE27VWI1rQk+ zcLA*YHx@M>g!4VMM3IlUWz@D+^BoMkQ5`o)?z&~2$8P#Ah%-PrhqCsnWmMvwTjnr^ zpg4@sFpB&Tl$rN~+rOvRKZop}{$BuZ9#HOgPhYC~^OfQ#oPN7h`>k7-P4jL4Fq~ys z^KXZ^jlKo>X=Xd$E^EBQzb)Z@!EHaE0IDxg^#WgC?Vi4WdVbFQpnZP+Pfu^g|NTF` zLBIabZ=a@@H($S9&U$6rynQ*Dzds4yeEs}f$6*9Y{^zH!7To(v{tB4lyyWytBEKZ& z3j!|D<}2+7^zHkqv>)WJevyc0pltm8&lkvFy?qb^;G5t5eBtuzo2M&?R>@Ld{M7@j zU;7}0&kzfrPq&BpvODVt0uRztnu4CF1qGvsqWp=r}wh#DsJZ2 z0Vlv>UWVJil^?f$opyN#(pb=9z!BpoFSB1t#2*)V9R64wpVV>%3@Edcj~Eo-!2ZHB zfne>&EgqW?Jb-TDqHgpX%Z|Tbg%1WXG^ss z;j7(O%V-85JacUqUYW=9%P_{HB`>kw{^<|?C&M61)QOj2kLK_G#`#%gKmPT9|8E~z z#?UNeH;rGM1Kh5BwTA!rODBC11TcVKvbLp)M>JR{+N0dthnc_7@E1b`f^b3m-scjZ z<`?rz)#W40cwaYQ^uOqh1{lvvouA9*-X#7{|8=23asK2@pvy1!|E-PJEEf5L=-a*j zZCQYyuKnS2=EuL%+Xwv(|L$+Hg)0L4scg?rKLVKdHsvP(onF!yz@ER70ifhx{fl({ zACtTDi#0x&JAmXowrgOxiSJFt(#a3>{@13rl=Gh&K(JUUex`0pkhI1Uk9yg zkRmMkeevr-lDAL!GSczW|C9MIsqtb_ub%dEHvI0x-~!Oc&@OVEb5LUfAmWo@k&kZs z{*o7r{O|wmWB+^r!D|Z^y!=cPKkEDYW&$_`Sz5wDZc*s!F=%+{gZkM z${Iw+xOf5pANp?=eY|h~*Pj~YL$sTvCJNNWeUP)s$5>|GV=krCD7EH zm&pfD&{9KluiH0|DnGUU_pe7EK;f6a-~QsZ56l4u!M0z#xeoy33qAR?=J&NNHT}B8 zXGQfMsJ?KASI~K9R~1m*n-{x{zxiORU&Hwqdi{!0A4+~%onOC;TR(sECGmX%8&4p2 z0p|H{-h=4V_uqdOOMcmo+driX9~J*XKOXS&C))p6k-to%fqr)Qr+@#Hf1wAj*M9#c zba*uJ%Lej(#t!nCQV+<=VfBJ*%bwCzBGo#Pa=_PJZpF6Si<5PGB*66ik`{o(Q z09!7=-hq$LzkB<%47KFIvg+@_r{~{&Y+j(;O9~HyQx^o8|7I!q*{Ko6GT#d%cXj@9 z(eJ-|ivU1=eT#y(#Yg29uJC#a`^$f(0*QYm*5}ps@WZQ;03m-g${+2#0%Cfhe(xFA z3*iG~?>%|bmZxbSQ9q1CkY8{&jQlhJR$2Qxzi*j%_TX-BQ0ndKQ#4qv16kcNOYIGc zeHwrtXI;Am+I|D5%-bjIFW@8>wov9F#SI4e1>PdCvNCpendEaKKLu<@u+I!FVp`3aDX~r zIXhtMzhdk!>U#YCS!J((Ki1lZcmDv|{;Ssq;{IX_A9Vlz%}3<@^EBj__ZY{wPt)`& zDjE<^nUiM2(|qP8OUk|mwS02mi;{boWm&Yq z!{59}@$J(LMDBy0G~fRoc}D{5%7*XpkL~n*!3jVo5YJom9rn4?Y9 z7sfv0!jDtHjzQk?cKL(8HgU0(Wm4_)@3bXn0y+Onm;|W)k4=$&aU1OAHu$e@bNetD z{NYA_qMu)oAAq~J$h+0o|L&g|2+02#<6vLfAh@vemy)dqdj8t4U(K3s+S<4C4`-J- z+`s#I_V(}KsLXx1vIjqdL4YHy|#5TiI@EhkgUc)s!w{N!bsX z-4$-+*YB$7JM6osGmt=>`?_5(I{)tJF|w4E10Y`y>G-wpEs2&tRv%9(fAGea4=+=~ z|17%()2HPdV*1Oj!5hw!4E;C0YjA@bxjTE;V1zlt!<>#jD&tws=TQ!==OR)@QP`hK zJvi1Gzb+%g&TO7-&hGtk*(U;9W+?|Zmnjo;`Z!xH1oz1VYm(e~xz^6s%Ap}6kxH`Y zp9=<`RmdAR-b~JOpSr_*me2dwf85bNU@mvu9^=Qq>gZqc=`N z4^j7Ajrbr&Nm^u%ptjx z(oDLoCu7crNZ!R#t|aDj0VxgUp}vrbr6|s;o=40AX!m?Q>`rG-Lbh{CC;61J^G=f` zOx?LkxmgY4PEaP>s>bcI{6o7}sdW%8-*1w&J0cvmDRI1A&wDqPX`BR_-}BBrJ5^pc zn}k0MJg-<)lk;nMb!xd%Exlk%?PkO@<_StdTHJ6vu(#8^Q54?PTK8y#h4{}^ipNmu6;+sYqgabxy zglnDQ8%zN9)wvl~@?*pb`nYckF1&c14NEw(nN0f}v1fO!b^JEFn)hQYN1L;K*gqHN zz1AHCAb@ba3vb5ysBbs6RdS2rSfCU%_OcOb6kFQkh737oXQARz06IMH^85a_KeOaO z#(8%hffj?Iqk&e=QcU)bylo~4eLh?+nj>75L#T1~H9jR%+M|f%)R1U<^z`?h&YjAuAniKb zX*RynwJp3u8DGyblmaPVWujGHfvnAJMWj%81IN*u4cv7T4o5}ZROvy|)??@7G!M+6 zchPJk(Wm$oITS|mgJ3+K_WK?FT+l66-GuaFtsuX;L2wYB*i9x>*Z9UJ=kkWb_GUAZ zAp_CgC~5n2%LHm^E`31lRxfYV$|qM)uz|MdbAh5{0;|cm@-c2VGC&&@+9?nOF)?DF zrFChuk*d~ZIh^(zc}u#OyIl`zl0w+N&EY`nR5r1*+kLd!=K`y>2p6+?6(9<$3Hw3X ztoanP&&QRo`bp5w3`(`%h^AR+=}}I&w4Nn=SsP?^ z@&UH5a%s0dg}XyCR%D6|K`L|eeC)yZ{05L`bO2qVq22NlTy#2@H*90_s*+CC8BWgp!NzP4Orw^=Dc z&~G7?3#qPdgvHr`CCB8cx=tpPpLA2kR{nD#VUBd%nt7DS#a!$LLOSfXHfCg_*8;h1 z$^)>fe#S72;Td3?S1KUn*i(x2CL~t2+^eD>44dm6wdG~UsOz0K>JDgZ#{s#98?)8J zjlRyhMi)5(B32C3hAr*12z3_V8&@Y|i8MOqFvxv#yQ2;QJitNZ%?a?3U4>A}_G)cx z;M`S;^XYsQfoF?^#Rl5e9czH$dFim z-GjJLUn8~;(%cYH%AN)1dI(MNFdR>Ww{7*xV##ian@8?)WF|tGFU4k%I1&mvfHTBm ztI%Y(*SlVOAUf0DdR*LlI35pMEHRrcM>8Fs5E8qKy>h=u)7CnF7A$(vBc;V zW>qF8M=(y;5PDg4>NQ&Y%q{&&ccgsT!Dqj@3DGIEj@g9~!qZ9NlKD^~+s%Tn2XJ}~ z?*qT*vflR9h;TW8+bs$AMX@~*3ZIx*7I{G+v!JID=UnfH{fhC<+D$<1!;J|Hy1Pr5 zdsx_)wen9^$!a@|d?2RMpHSO#AaE0wDjTGR>i?I=Ml@~Jv`7U{^3i&S2@HV|pS2CTP52! z!CbQ4x2Mhq@j|?T;1y7}c!~j8=QuXOZM_gYZoN|PhZCPChS*gv_X<|0P9&FzZ+J2Pc40a%NWCeSF1B}b{ z@5Uz6>*IRmyE~4g;X29>jA3_rdzoo1$&K5Bj-1fW6+$=IY)N;%bHtQ#{o~$RQEsUN z9O;)`HHX%2bZ{OpnPC`KFb~=^9#i16q|2JSVa2We03Jsnvzv?LE8HnncLdX;Gy@02 zakr+j>;264eV;BEvXOF4*@0gY;&}IKm1531+um>6v@`1AIEc|mP?6hd0ssXsf8i|h ztv5*b>=bj!Bj|2=*Xmm4MPr8Hilvt#`)L1`Z6vz={Qffim3UxZSOf z9!%#DH89pXPUEXBn;^A>wvGes>U!Fz8z86PwEUjx3C$%V~_TxqTB+6v{eoV5ZXZekA^kjtLu=RJrG-aF(v`qqWPIbXpC-A5$cMaof;KVt%q@pg@8L#9th7o z$T|owJS-N=#p5yC&lCgLq75u$Gr(*xA}+TdkC%10ro9dyr+&lKf-c^=%Yp_F$I>1! ziaXWR(Wx=2f=kAH4*CjN`2l~b5W$)6X6~YVJU1IIcu_Qb&Jag;SMbUtI??TbqSaQZS^=o0o6c^4|~dOUg5qG5hDk8 zRCl*YUQ9YMBw7HK;oUDRil@~u$Fr?5dWP6ImZ!fTBLVs8Rx2);Wx1>~Gl9PBq@1g& zalO*+HKZ#*!Ydp%u7+H7vgh}@8;I$2)@a+ilzWd^tp;4qlUoAPG{B;18KV#MCO_lo zDv)AFp5S7x&}1~ro6HuM&3X+3+wTk-@@**_7w@J#jFwjlw_7c%&eJel^Z*XB1jH%VO|; zhR^y7i)NGC9pt*(jYSefxTGK92}UMR2rY4^LW2W{{8+8mdvJ?-;pDEe$gjFWf!bcm ztE+bCECc#|#um9nn7Z>b3!MDH2LK@en1Ym1p4$Lu z)>arwyWLq+NSQzHHPBO|w4x24=d7PJ3U{1(%@^aHd3s6Fn${PVx?tcA~)znm&i$03ULc@l*!9ca~0N`AP5UNzZ?EYocLRE zbPkmR_?wZ&N7+#6aicD=UfH3{15es{Bkxx#zn`W{5ali9UruGVWlin0J(W9ax?B*) zJS^#5Yxo-tnY9{NZ)u-7Cfsb+$9%umu2PE6m$Xjq!DfF*B6Qo_^~g<*ncS0*%O1Am zE>wlCX$pG7w{$O=hpF|cjG)%b-dJi)6J6gAl%Zv4K}^?`i*qNynN|T8!G7uzecPyq z@w%^RF6g7ulxzDm3pdigMWWs0#uT{PUf*{hUl377@h_vQF)=>F_j%7Bq>|!KtR3Li zvRqXMQbR~BNW|Z)L;Z>>*1F2GiSmwFoh^H_gA`YXNDE@<=b}O6+};D7vTO5vPp^5Q ztuKWI$Uz&iYAOwM=zyeuZZ6J>wAOvCFOcO~PwW*erp!NLuYyO*d}+1G=L|O^ws{Hj0rp|AO~X7Q6cYF@zyub#Ra+a1`z}S0z*Mdt(Ztx z-GUv32zsRO=?DZXmx~M5PN&M+)hP%y>AWENrR5HZ8FQkgSQi;^#~91ZWZ24 zye@Olwws-9K_syyddGKG){t&z@Rx%J_pYEKqkZzEg1c|hv)*~IcEDEQc*xz0=CJ0b zLkqy_oLNc?GCY#|W%QVXd%l+wjZFN0H`T{I@cN5+3VfANF3}ZB#WJ^K2(vqoZiLeD z%FsIkLIhuBG*n9NO^tI+j|#a4m}>O;)J7pryEH3zu3~Pmfu$2kBFJ;Z?pIFKvyFL9 zR6LI-ZWprfI+HdevFi?diHgt=A~5x;x#EJoDb}zj{;&mH*}F4^l}nz4SY(_-R#xQ|>~$<;S4pv!C1e6Pr%P9KJ`;S=&u73x8fcOe zYUS?D6>(9xEgJ37BVw68Rx+wE&9}6BjJBAr!e*>%a(?1Yr+&q#*&R#fTO#loJy@Z7 zU!6g$*W+nMPTFueK*SI^`xf}Gx`L|EmMbGZl=VzbhX^Xzx){RUt`SOwC-ptvY1zhN z;9W;|LJ(whNP#GGTPcL=SyC;bd0@f}taGL$$22M8;WuXfl$PV zLNC?DVwufx2&k1%@HO9q>_edyMZ2F*%}Ln1B?cX~dup)6xY~p!DqLrgK8Dj0T+Zx@ zS)GX%WC&;8H8AE-IBS@m@2%IaNZW}J{kgCreZ9^*tFfCJWD%_4+*A6b+kAN9bW{fl z#afzHj@BmkPGmd!`3hk0fty->ww0?wD90@nNVMh0z2#iI%0%KS1B*zYGua~?qvmkdM-4pwZ~C!^-y=@ zEIkx?t+x`Lw6-xhhof{vy83K(FFDoP66~$v=rBMxI-3P87IV!#=Gc>pvmzYi4bK4ndkc+v z)fpfzjAy?+@33s0?_VfmN`;<@U25~nMle^yGE=RJaJPyaX^%t9met2JI9ly`jj2K; zL+Ao0)&|A)9^fG$Qms|HQ&;inoHHO>zGOQ|_X&E&i|lsx1FL~lFX*@vFXs>om~=~_ zey=3$_Jz|O96{LMNWg-gi*7~Eh8FbRByNv+;k2u3i=yaAUJm}iVY*w+!$s?m6uwn^GV(Jm^J{KTUM>lffaaM`9RGC$C zu#vBbsd&e`%j@oao0#2M*&@YmpPEZkqa&ZmTLDcIAuN4AjD5eUgoNcmo>iMG7;uA4 zNNpfEfbJU)9!AvLlV*fP)I=oWpnvh5CK3hkKD1{Nr~PNXcIts+D$EojF}&=Z!HRrKu+ zx&6waoH;mCO`1cBHfqK7xTB}?61I1QI9zU$x|aMPCFAb;T!8wGzDak5Uk{ks%?n=> z6)~oTuA>iI7zX$Q^D+ToZfok?K-axKv#3oB>N`VQK?lC9a-5h5bN#6-)%OG3ZhJl#`O+&`nI6YuA&PKCA~Zozv;`~WXN0tyDams&S!WnhiQp3F^#`gQ}?Tf&*h6`80U3~%>@ zuT)nwWEiF;Z`Ud|JF&pUFk=|hzUxZ>g?L)t^aWspI;jIJD)_^-J#N>7W5u}RFxn9d zWoDl7Q?;-J%b&|pdW`xX0!_Q$qI^zg660+L?rZU0+s>iGZNMC^qeOM6Ybe`sM3b2@ zNb+)V9TZ%n~<7qLDuHAHSOX0 zfxosP5(Chb_SC*fc58TE5o%GG0Rst#6+{QPe>a6)c_qAj2QarK8Q8g_**wJS$n2x4 zM4tiuVtfm6tHlx14p{Q}Cc5H=q4fcSnBLE}uF5Fs&d6xKg*haW?Y8spw+upRuLZfr zB)hbi;nZ}x0WDPLgs2=`xLum{R&^5AIV7TPDcCLp=^&6>En_cmX}bQUXg1>b7)>Fg#lp|0 z+R7mMz70!bmjG;8IU5AC`5i7&inLo8e!VVsc>@O}Zsu})ou@lbH>DvSPsHp)C-|0U z=fYrSCEryU@9c;BL_69vZyVlW4)J6&0EM`5u9xvQCM!5i_VIewuWi=A`|jWPh2 zgrsDtd}r$$g$wxWj1DKQ%2DHo@?ad~M3-3*4FyjXtWpV{i=gDKhMKZ`XFIajnw`c= z#i?{;Or#)jw~FW6wHH@zbt!Ke+?ZOo)lechs{|gV*F&qTb0uYD&CCSgAvXvs&(+{F z%&>!CXOr&^r+am|Ib21YgjR33OVv8_ttc=otqZ+&R0yQIIWL{_Lao2`tMbQnE?IdEpz>NaI!N*f7Ck>DHLLU#E;&kV(Bt%7UE9!-=ZTjzjR zsRbq+J;evyGH`on%n*1;AjO*5zy(P_uk22y8baKmHgJBw5k`CCVz%XyL|Qlz5txC4 z8;svM?CVo9@#UFOyh2!t@th06^aWL*D{-rLE@f{(%35G)B&tljyHQY)Xq_Iz+So*r z6Ep}(NT@UN6L0;0biK#2vq%%JdqE69c!t7z5Js3-6TC;lo2%cYum5xQXh(+z9UY4X zD)Y_ft;#AKmcf}0qQBrt?}|`IO+=D%Pl~X9p3xLb`1X$w^r;ZuJK^noOVd9ySRH_9 zs(WqT`cW-=U=~zv49F)k_An>`Bdx^xVLFH3<uUpkVaV`3yK8r7dknsvzvS{sl05z+e3^EgUj>?YBCg;(n z?pe3_Zo1tqwcZc;O9nNKZRs~D7=g+o)?TGfRG<&+4r)+gMsu?(W7A+n_EC z*?(*l)mgtz%6~ z#CJPDo_hO&R`0Tuq z2=DWvY9da6hHNrFb+gR_>uSlV;hvT)j}EH-ciAQu`tLc7;ccEmEO$X_FK90N(~!YA zh~Us3A-NA;2C;0${x^;ja<&`-vtCEd>e(W$_IW?M>5WH$UQ$$Piw#iv0jPXbuX182 zH(w7joj9#TbKX{>N_1{`DkHz|j2u)u{eK;sAN)5ybKj%OH%xqic-gweZ@wp)&GLaB zrSWWe&DVA~%I?}^A8!A`R5(O&roO7R{LP2>F;yJLLgmhfyeAZd)N8D8_L-;f{WuQo z6Tk*=HXq`p8ri`c#(Q{P$n&K=)8C9e=PVI14+1dyf8#`KL*SqhXH}SUfx6Y8U+vQY z5f}0j6LIK4(&bT9{$TLPojx%&&DV*OY}_l{Q{E`J>}s{%Bnf5{NI z%R4Zh;O!dh{duy4`NfV0Zs2PpfSTnxwuvaS2lFh!{?uvqCM@&fPvB~nr9@6>L-9(l z;NINxscNE7^i+E(?#bJCZMbByEzZ5ZiGhrr_n@U;P`>ZU6WiGwqh4|4m)H-E!DAlp_cCxqw)#tHt2|YtcnqFyPvB78_mcw3m7x z)M-lFq%6KE3o|1DBXx2XyX;VW>gO&Ptftns#dsdJM)`ZR{Ey+kdh|-P>`7t+y&=29 zcxxy;g(HWKVqZ^;C$MXY3uhp}lS1>m6DKz%rXw4|;N;9J#=0z!nk4>eJ?dlLC?!ce zvESh%iCi6O_{#ozr2s8X-mKmy$4CwmzM{VoHRt$~dFgr4#`k&YQic%iDCG@t4}u8a zTxH=sM&q59Lgk>+pYIr>#1K(ZB+8v{I1Qa%q20oCu>mD7_m7WtACiL8QI*0DTLqLF zVALc~WmFPPr799tu(=8QEMSXomvz6I?}3`HX1jQ1!3itd<1HaT-#Q6HTa^G;K&Zc} zIm!Hb$E$W&6G*~CdCjBcp}!UbjX1HS8YKbz8OCQut_9z+z?SN0pVQMO`EvdY zimNAmEha!MF^hPxcTG|3xk8k49Pf> z5REVn4Gk!~pSu(X5@eP~`t>YA2MGutVBZ3{65$+saC0T- z{BI@?sFGwD)zy}fHnfL*-`@UjJq!Q!uzM0eo~8Ra43p26z>*i*dgbiQoN~jxx5of) z{dbc$@(Yb|AnDQZ)~u!W56ys?ho#mbZ@&JgL^}36g4C3)G9mpjym^56X{B3)s)*`$w!#375UcZLS3%7;Lr0C z;d0&^Z@TY7d`B885kN{0l!eTEl(G;Gk2{N zMNX`Okk{?@GDZaZ@!5yyC~Uji4Rv%mT%(qQb%xSj@FV%QLyTpFtFBfWNE%S2O_aLJ zG2m3M?#>+juY{6O1%ho9x}c!DF5oScdF&iKU4xywsb#Sy4j=AUS9O7pr74Iv>&@(6 z2vopP?DtaG%B!=#a7MK`+eT8KhY$K?kNlyw_rWD$M6KHaF6~eDL$rwF#@fj~pKKCYLpD?p zl3%LTphKa;Fz%Ciz?b&6E|0ZJ-S8Vp;5HBQx8nfOiybRv*+8%lQUwr{r4s=~j@1h1 zV=L1YvGZ-@-|&u!z;;76d%%2a4lmste0{j`f?9xM|8>dwf1^g^MD#y0U8mqT&t|03 zvDgTaJ7qBRZk=zD$K0o^zg2u_X0}6-mvh%{p?pZ(G|ImIAd{&VfI~)aG0B)5_HB0? zFOOaaXD)@Ln%Hh_=`7 z5BTGcKKD1F6A}}?tLRo2xqyp-^n#;o(Ip5BW+c2%!fmnKW?NdKL!Sadun;X_^29AS z;GNBP(xj=`Q*-qXi@E{%eqw)Fpiou}3NB+AeKJ!=rei*H92D;x`98tG*Q@3rlR4boEvzVAl38)n1e7C$}x+rQ7-Q)F$ zHC2P^93F?jdk_|79iV1S4wDO~FOJydu621JeyOUIfjNH4eT7j~89PSP{uWrLqcX{K z;bs4CX5SNv*n7F(I5vh(tfS8_dS!}Q&3A5P!lqQcxxNuZaL(~feH)H^IxQ@sT{o;% zBv4^>HvE`7T8}YLxV}v^_UiU792$H`0HDQ;})5JZhVH)7LOU$=RYS=*~i;0 zfvSshytw&Vy?jv>QHu=ymk{dBYn{nF0os~8nC*)7;BPdx^!eiILgp#vtqkkGT|rN> z{#A`rg{YRYsUChHlKGV0RMs{1&>zOL2mV`i)3-Up34O{e^kr4^Z_Gedw;m*p`*?2c z%CQvU_CLLjtvIB+Z;aQ#n8v`0 z#(ETD&?Ej9e02$k2>eJD3+?A^jB4utw<#myCRx}5NE)Z4y=Y7tQxguDY0hTv#xmN~ zI8dEgFWm}}EsCi(k=JutIYVn-?Z`fxO~Em!yG4sObZY~n@jY!3z zv=FhL$77^!2|#NH^e8FKymQYt79q#GWLa1rgl4*tP4(D<{%Rl~TU z9|eH>rjv2W$G^4A6BH%bw8nosz$CZgo#!(L*sok{{mWAWsflI?as;`H`RPdPS*?3* zLQwo&JLm(83Nza%$v_IHpj}up0U6H4Aw3Ta;+)qi3_NwjH=hG?&=Jh)-vq@+pWqv@ zlq}fsRg|>HVV03)%7@F>K;mY{@T$+7LsN4m=Qom$#jFqSW| zJoIvmK*8F=S+ltRdXK#{TO7o#vC0GY-x9+hy+YssrVi2Z)G%lkM?RLoX5mSwss_B~ z@4M2J#uBlb-}E~%_<7a@g(&$adu|0F6p_7wsm4(H@@CD?3$`orXHl9-OlxRT1;zOF zuBPzK_VEC&jn2OUo0hYuKwsB@c6bQujfGTBS&e{!Je9T&yx?aJBOu%o>$0G}oP&^u zk(iI>T)ly{jcTvR?-x|(yeQKli66Hq`I^VBQhh+9o&MKpZ8%%I)_ib!xJt|6_u{`d zFcYn+K9hnASv6z$%#NPf>lq<8h~CiBo&)EmsNN4U4AWUWh4Fz22Ctw6_9>aTeMTh# z@EAIuICniXVObr-NjCCj-!KhvR%TZSunE6inVR+1`a)yO0gG1H--*vnwhL1Z3n3eEVfXcw&rEo6(ldeJv_ar-P7ShUfZ1;G$gO|%)Hcih0+)Q5a!aO#-h8yC zP98f$zcrFAZK@{4Ky79#48K+Xo@gzz-rN@2-&XwB8!vQH5J?RFZ;$6H#EFCg-$JJ$ zoC)N28Z3`f*NJ|f{_V-CR|UQ7nZI@WQP|&;o?^Ub?u3f3HT>d9R%jgU;eB!XZyXW{ zSA&g)b`ZHwggn=5{BHUdg(hk}^#y{ESBAvQNsKSn0Rv@O%M zKIi&hAD7$tl4ls&*_FwVqwo~!io9X5RUqN}Tw)!j^4$aeEL}clEeX<)B&bgz>A z2-*Diif?>*f+r|m2=$)g0weM;xAzYUGE1cHyB#sc@tx=Vpi~`!tcC(`Tg<5mq36Hd ztwN*8s{Bf;Qj?gLBB)(WUk}Xgd5}1^tu+1R-sF3FqClxL_S&BVE z9@=%EHfm#m?OIM*9F;f9<2fR$q&+kSKXYT4O1@>kmOVd&J$O=Oz^HZLnU&Z-0qTF0 zlOfv&3R9fbPIqzXP8J5bAx*t|GLuzs9X<4m?~!gTzFF z@Ch9KB2r^|s5nWaY(4jg5%1v=qW$~+V)V1jxyI3haM_+uwPGw7gt`0cb;sn#9=&3d zTnwzl7>RmFc6NIoiGwgn2!1{S|INO)GokL-2q7s!G+O(E5D@{8?*n?*8Xfky#BR_y+n`zU^IkzC$a^dvB$2 z0ABRnKKR1;_=P?8r%rd<7Y#+|j-uq@cG4+x0Va{@BX)#W=Dvm%<37L+PasbTlYxDd z8i^yjjL&`&7#vd3;A~D~bKV?H`+23Yo zrTZs>*P0T+y={cFzsN_D2eT0g_IoMccS**~WG=Cbx0V5P!G2aiP3gT| zqJGq)`izwYSTi~>ult$nL{Z`!o*~ul@Z+~4pse&=f934H*~$2Hqm{*0O(*c^K&}@= ztWwpzKG6V*?zAX-5-F!|+}#<>5?*yv)hEc4WhnEqCuT4Tc)Xo4Q`5UyE<23bc&*0) zjO5?+5<7%A_^D}JH;Xt$B|L2$vRyBQBgB`w238MPP#ML>Y0Ok|2bo0`4@~@T50lKz z_m_^kxG1exY7Vqrmg|*dFCWk<*DOI5u>7||HW@_lj!yjrjRn#00ZtqwuK?o04cIRq zYa^+B0eOvOnPmHu2^Aa5l{1N^(J~p>QC}xOQK4I!Xf*_u*QZSkIgG`nzQO9p(`EXzN6}W1iW}4r@Hk6l%<%p)q%QYbd>zs1 z+jhQ>$uB^>S;PCx%5hH-;SkT>Ug35}Af({}!`2?4+=}y=Y6--CveYtplDXf@U;`hu zC2;&^%7h8|;}cj=n1L$uZyjaMU$1R7x>$ZKoRHZBg_G))+UFBXQOcaZ(bT8XNzI-7 znM^N5v*^8rZ7zOjxXJ0%W-G>oK)j*Dj1DY-6o^1tG_dXD7+P(KL7nK@uf2GwzE9qj zYl5UJMD#hux#ukKg=Wt+-`0{%7(wF%q_12eLv8Z5SM$r^n{p^*|CoB9y$U8d zv)UPMn4m&(#3+O;gnP}8%>bV#zl)ccwwld;yMJ+}LNjQN=u~Zozq7Qno zANIx&f($hQV*bWi7+!mduHXNi6|#KXfsfBGrnf#rh0THNU{CLte`{GKZ@V@B*{7I073 zIRPq5FjyRg)^aktgp(nkSANSUc8Vb;>X}Ylz%K-n7QY0zAbbg3@ZZe6uf@!02`gEv zj{S9#BVU+{K)*su8-8fW!IXPv$Tx@bJ1;{S6-rG#E4MX3gJpp=IFN<;eis`S{e1GH zG}^U~eo6S~@;#h#E{NY3li^TCNN5``w+uPuS)-oz2~2r1F99>r9n@2kfrRs<^h4QB z?;%W<#0SX6vg5q>S36jEpv%us9(~$g)MmSxf>uIE7k!(B#9r8kfW5W`Zd#@25{zj~ zEXTT+J96?O*uRSNwgo0glGJ=JD+q=Uub1~7<$LDy-jl!a%$&$go-NOUXT@R`qd+XIKF20!W9HU)KveE?H3MA?3~lH5X{?qk zTkgd~Vu``gzM|70UfA5et-rBz^&ngB6(t|HMVU{7prpmx_99o+onH&aiaf68k$zi> zFVB0Wv)aZO7s-ih$cOn}8Rc%9$O_r){*8T_U8X<`2}Dx^f7#(;Q`f~`qm8Q=`k3kP zz7?}=8u{9R4Y5rw0Pk_lwmI*C5HqaEXgh$n*Cb|tV{`^yJ8+`(Q%Ou-WtxvA@ z<=p+guhmt1^KnRxGU<3!s#-D^-&ZzhXGu~~YR2{rUh#IlvRrEgF8JK23F<=JNf-2Z ztOYARm4m$CC0)jg~WFC4k`>FxTqB{cNDp}7RRIK}4Vg@)-9W#I! zAhXzqZa%T^{Wa;T&m;jVjrRwUH6H-gCR7W^$?f?r4i`JPFR{y<{%co{#$)kTN{OOu z-y`~>xwOFn_p0t5#&M!2i~C#U7mF!4Xf%LiCJr8b_dqX#yND%rL=$>5!>-@U6fork zoOrfm-#U7;H$fbDqyv51(Wm#XL(NZogr7Z{W>SMRzH0h{?3QgDGZp(MF%vK)JxV(y z`3nh)$s7w7I9^kf1YrT>tU!YI(~vJQ(_FJJ-%zZ;fAQm1h%$@U;9K|8_%$3Pj`68Z z;sWNCz^uaqmvEXZ=Zl%6^W6w$;T%}vt5^W^O?qO)-AKGobBXc_%ZmEiltti%lFpW& z2cs4!ROXYge&uxeI~^h1XtMMB(`&aIZ%|CnPZ^<43h>*W7SUGF8_0aSAt&=mw$A?i zJchog-&)v6O3KDQ?zurT;YjA5!`q6XSoie(wd`0 zpjV)FnLgF4vviCz@kqbY+ruux&ga7)xu|c{|`+?%t zDO)l2H+rM+X%a6uSfg}iWw~CnN(S%BS3gOwCDH-UhC5PSeB1zL=v}vR?;Zui!_KcG z&{$J##+!Y($mFCW>?)`FLMz@GRh6aTf&%lUvrzPue7BqhuLznS)JNj zkfSFG7kHQj^oyJaMO9_#`8JcU#!;WU-c!1;dz;8a_0 zd9%ecyRvELk{SG6vB5I3zI!-wGtl`hL-N`dXQ}nx5)c(|v|Mp)u((tnE^uHaW7-hCK#Xo`e zQjnv9l9253P=g3sx~$@6E4o3t`p?UPXa$$;#f`JHf)N#sj5{9W@9-jQN}{;SHB@r& zm07HxEVx>x`KJdfK=Ra8KoI|X*9tGnnG=kF^r}KY8c$2Gt<#kja1UtXK z>I@UgWt6hDsxxkI08LB&x5^BZ{QqBP?k_6b?%&xQb&Bn`*Ue9QT-|Si*t6z@aH9q3 z6-^rJ{<>4<3l{3^5hmV71Rp|=HyLOM;%(cMCO>*_Q-M6&*8_8VJNFYw9bY&9k-c6R zPrq=Ywr0Hk)m1ON*e^jx7tWOCrsnV0L*|}kq5X|Q;d~LC$kQ@+ph(bA^T^lZpgoVm z5A%Z!gs!-Dd%VzPFfU_z&o3z72xEIcvQhLSxBJb|zhq<S zD*EgZhqA}=OTXNX4xKo@SofO7?TVM-ehe38braV_=D{SZ@=VNvuWJ$minP9njMygK zMhzA3CprT(4h@kEyvg!XV!G_<+^sV02`bsadA!r4zRKHbV91H33!}O*xv~=&Wy8<*G3h; z(**)6bLYn*JJANl6jO?Px4G6JVXt{-Dp4s>r{$dTKBmohzPRUa-lHI&=$WryW3{12 zg+to9=?&>?CLzWj`tjkUv6w3`3QQ?0snBUu*zd=f4nZodC+1Jp8~iW1wtdVcOgz&* z`Ef7?oj55zU&dvAl7F5{0G_K4+#KJYKrMgG|DxTWMagMLi4r?rHEnNXw=Agh3$cTh z3w!@)>Z$HfYHXZ-kz!Qrw#YV2T~+o4qO$U+~otJEM@>3hR`Y@3l_u zGNlep4~}$-4PlMtV&v*WfpO{?F4+e9Pz^6_c zD)=id_rwZ5c9}lN%=-AVNUUOvYRyNV9tk#)FN)qj+rJZXs#8te7%*6W0uQJbBuZq? z`Mptf=ogNmC^_T0sDAC+#?MEhPRm0bLo`dV(29J+eF0sl`1B+iPR_kYH9ADdmE}|W zt=GqgEuD)lUNC1e%yYbnSUk%BTX*WYtVf7GMjau5uBEvWG4?hG?wy zrcj{++gX8z{BrYm!a^eF(s<)XIbZKLm&%xfk<1tx1z!-Gz|Vl}<$tTl9NB0~LAbmZ zAS*qOhLrB2JMtj~oRNp+u)~ZRdcVf5-@I;T!>Q(pEF9@}x&etr-Es}LI$RFbYEn~ro8D3X@EllM#+1HBmtq1LZ&;N--j@DbXtzY1NNk8_VU zxtfJUaxl>v3<)jLh2&v$(@IFBFYoagi;(=CO$S#*5U%1y07oTJ2$|K&ljD4*p-3nn z@Aqe9(zBC#pSarw)JrgyoE<|9xzv0V8oW%5dmbNk^#s-VGqS9gH%$^jVKM4&{!}1F zn_B`+IlofN9}1N5-r&u*`eg$0q}6N8Of+uU2mLj=Gbf-%Lbt`{`_%SCpS z**qG^y~hbPZZZ3q0LAN>5<2x#XQM(|Wa)gbF;w_FB|cz5-6#n`%R+f>I+cun`JpdFIG8#<7Y)fiHg7j#@fG=+)(K{vMG3YVsrJZ z4sxM2O=`g#1yF;Fw!0!8clAc2p@_+e_Za~CJ%*~yMp#D&VNK3{Uf%Ot3%j_n4WCW; z3G%Mr%miydyw!}jeCz5hm#n6mh0<2Q9YU)zm|k}uP^b@Y$YaNYIiV2>WS8qx8&(5l z5!z{e!5#h13MJs>q^=;4^;Un!0Z>zzf6x8n^)a{=*!ZGmyL;wl;Y|`zfucThYj(c4jO`yDDVs zhs`YD^Goyt)!WX_+Vvl)hHCdT&MCYmO#X zMU*d6IPW(9Ro}FY3B==qWZwwzQ#DVB9HlyWm5Vu4IZDrfL*n=1z54as2IhALh%9s} z|sL9uEa3vd~~Q?xHo+hxL=ZXPPxSFCkRrzlS}=LIwlo?q$v0~ zZ-w@rwRFzm1un`cmqE&%vJDkO@EU5@d6Fz5a)5k%QH z^e=iw37HR3TnF)NyIJ zu*B{4HpUU>(}RlLA6vSbHm*h6kAY^tvprq9NjW1R#Z5!vq7hLv?O@@=xt#wKcs88QWkiG6th!Ee~ zwK5dim0KXq`yfnf8M4u(T&XAoagY^)1sD$ajg6{U(Qz$!iWxP;_Hd37<^fINy9ei3 zSc%{BWAirCO-^KXxBQcxA(Guv;<^=Mxe6z8kl_Ibq5O@FP~~6TMf++YTq$CCj*y#x z5%;l&)p`x$PzL@h_aW!w+V~b`8UdjPs&l z&p}9o*ItBGe3^G9!TVzmbTVsV+WvB_3Uv8U6uJ58%R$eg5Udcy)I_YP zT@}Ly6%ivK)qS{YEi_(l%s_y*kdID}a)!p)YXNtvy5=uRK(=I0Q+?|=rk}#DVoxz` zzP8%T7tMHtZZi)t$@5>=tFrYJ(Iww?FBG$~qJD8b>iYaXJ6D~$)Zh*AoFo~abX|-k z9o)`VC?Lv9$YcU3WT`Gd$+O%XK!g6=X1v8Qg7+Tlx*o!OOkIP)Hbi*Ob907PC@mItQLVPk?IrO0weC--oHoMx9dugFLCo z-ePzgD7zIj7u;#D$&X0I+P4yey1NmQVZ~mfsus4G#m==+<};H5DqsXR&YS%PWckte z9pa1J2(x{DsE~cCU34+xw-;0RG)@!nkKnIou3D4*X^~ zb!|Uoy7;7Jzhw7ot9O^0$=f#Z2KU>FbFZsL>-j<@Ke$u zn7)8K&1r%fr>)%ay8K>nhx9nMj9$^~t@Q6i?p~KC>0!&M7O&wg59ry6LEjbqRg;`6FO;3j%|Don00;V@v$%G zHhhh0Zl{*R{FB3q0YiMc{EeI7(zcOL#!w}_*9LTzVOh_K0yzk7u7O%)&!L3O1YCgVN*<&&o1w<)TG@f<6gs5gQEvmN1O7oYsK)?3>Sj1X# zTu~{}@4QeHQ&VD%;|Hc(zkT)vuW68sAP@@p^9$4xD$jRl-gmK(RD3ui)>mY~h;6R2iCue&Usl#OW zAjl$x=|VHp$1}AbPyfG@u_u4zQnc|dwZnJ>r}$FW-N?Bz2y5YTX1nHnj^vnc^2b9M z7#bTX{Ov8rDHlI$#U5ePSj+i$x>x<|4)zl`4cAQFE*xkB5o2O03baPARR|*Q=(60v zCZoQ+!DBBaXlU^;+Wb)Z@-j|ajq11hl@;J9RYnumTB1Az>%B6*E@BP4Ty$? z!18KFcpUfCFFmBcO41dp?>y{;zFZxONDPW@8O`owF@mPFUU%bW1kks9Rn!l*rqWBh zVMV+NTaR1ta97Jq+4)$taF&+E7Ezc6dxq1r0&_2 z_MVB5*NLN?GM(N^f)9fTX(ju?!BN)<6_CFkda)8ZcwsLN(R3jhL_S6h1Ghb*h~Unz zEn1O;EY8_Ydcne22bAa>Ud;Ly;i=ir1pAQqQ$fC<1KbM ztstLH%)3KJL1!GQonUKculVmeo^D38pDcsCrd|HDiYKvuBg&9aJtJ0PKs<5Z;yFVX zUZd_mpRA!x&BuY!TJ?mROudXMFyt{3LF4la!7v-9%d7+HfAAkH`kfbz16+3&8dL}R zta}4z#S3Mx2lRN0B0SwDhD@#)ude4*rpa7NUpO8=t6x>**iVmJ@zawGV_~K@AO~JE z(YY-x2E8`C&Ey4O1q~1G@B0j2)WKZ0FQ~EIgOA24c3~Cj^~4}S4pBCAb-3Z`3cYO- z4yNSCmLO_v@R+L(^xevXn_ zZjmm{&U~M8`P-?n!H`%sB0$HmL=^{JyYS%~mslrY)OLPj5wA)Ds4JfBNN4!?dee?0 zLa*w@77u9YQD?(31AyLd_YFmjOmp}?o@8P{n5Xn2a<6ctB}?|Nb|6fSfh)yqXwA`t5za{Et@JEXx4d z{+*p@Qqvl&-CD^rTI=zOr!ZUx+<|;^h=C*<){(1Wtag=uebLX{BzjBmI~}=)*PGgc z>G^7@;pGvXCwg1xybFJB#0Fruciy^MdR6cQf1(-Dd29<7k4Dv_j~oQ<-?+F8lOX=Z zVb4d(NJ75(o9*LWlOzan&4uy}q;|qXRp7LPlCBLVMMjm-PsQsYj3KQ{Bl%&Jr}M2>vc>NtI)AD0cX^mxo-|EGX`?L0kH5NCcga{`X-`|6@*y0^Q_48+-sV=h50Mkp&Igc`P zA7qrb+WGhpTWIheW(Z+ul)yX7hW6d8^?8yDVvNIUyazEr>!(_iE*-PR^H$=kLFmh% zkq;}&87CASpxyb{VMQHrs)Vf7dUUk=>o(aGjNjr8+KsxOEg73k>OMZD_3eXEY)=#~ z4WHIvvqtr%-eWwfmv)kF zcZd({cp(@i#}od7^sSr}^c)`#p|BpeolrC>RFDSUC?=WYQIXxx}zc`qK zVd#+*edECLN!4?cWra}!?j>Br0j?-#NC!wrFH37gNcBD|4E>&XR88gK>>h2fO3`~> z`ef)3z)(Xcyb><(C$nC<Kxh{q>j`^tiOxEohIEtqj%Gj)^;6RNJ>a4+qg#-^FLF zY%)i~=K!#uf&_IIca(u}{yh;$K8f#%*0J450QXkmDfR(m|EN%NJC_R{b0h~Ufo@t$ z_>Y^dZtMiVy7lskDH~vCl)*M+$u>sqSk^R+?s(m;b-4i}5zHtsllkq>eC9d@ zl#Y^{{8cds3{?pK!dHZt9s@QPTEYP@`!_1>DkzhfbJT04)6=9=Dc6nt*M=Ij)o0WX zi5YbwkgYjG^L}X!W_;hswvJ(&Pl++m(n-MHIGi!iH_7k4adV7w6wHVkq6Tfng}CgQ zP#do!I^+{=jFG+Ll>s_TkUl28iDaM;;Z>YI%-(H8TBqw?5CgpP#n?Wae;e9KRyeWG zwHC($!Ff?v(5ng>Z(boz7{1|7U^l$=9&;i-JiL)^)x0zWPwq5ZN;ZX(Rlg2N?eXGX zF1q&57&Q$CwG8&GSdXiSgKfQK@jNBv@3DCLI1dtnGr`ZUHcM@nDVN$%Lq#gLWwZh0 zkUT={v^%3bR=^HTGX=s!w-| zu}c&q_jhWyJftWrzPI{9D!w-&&X}h&m>&Y9s{FWB(9wIM8hgbMC$Ed4I~OVkdbprs zN5^-A3(v@$?xutwko8lTz8TiE8tF^>^CprA@v= zUVKUI!rBgo%b0GgNunI_FZY2W}D1^W~sR>S4H=^=_uE7`h+f{%{PZenWcX_z!+ zKCMK*E1a&dICk`D9P+YAiVd)Z15f-JUsnD-+#_s+=XId zVkV?ERau$cT~(ABr~@z96=4y!)K2^R`!KFR@d0A_+HbB;gcV?{vr6djk+bght1l?; zW+}<-rxo z>b<>=i&O}vFGcgs{5?&UR#}5cWpOgL)0PtO05x0@4vg4)UlW@7H@>-|h3!%}3|G!; zFs-dsC5c{l=hWOmKlp|)jFJb~5Ky|V=ERQ6u(mQl?Sog}gRPvm8Oh$*(diQbkIs2` zIM&~+&39Z3O%9wNGmdD;lD$Jn!Jf@Hh@h34pzpHr#TmY6ei^C6!nW(ikx^z_qrWw+ z#gB!EV!3tRNf6#{004CiZN9}NNM__%_5EG}+g=j{T|-wwf_@2t6Z>FxfK7UuA~D1q zujc;T`|DHxs_?0mQy}?UxS#cCQ{M1u@K3+<=feP%K)AGq8C#I`ReP zcs$DXJ;Nu*#=v^?N8V z8uwZo(`l|^k1ep=FZX(=?Fi91d4EY=A#=7B-`Ub3j8 zMhmP02C7<~f3rE}JoxN<=%X#{NE>`Kv-(7LE-XAfdPNk7dmsf9rq|S46P*qsd%M*n`+L-3xk~LUD;{2;8)4+55aHM2v z%yF7{r~h0hPNw65WtdUH;v`SJB*sWGDN+oB8G{vFvt$v<*|nH17EMKV6T_}GPY;=K zcg+_5jo<@*s5W)ukik0mmSI_sD>;i#YaYn_4#~FPDd32Tz$(010F_N8+&Uu9&Wx*=zcWT@!im=vK z1kgwLcn&*;f`HORYiPx-Ms{eF>Lg1tGH`~P1XBE9uiAieYs9lXGJ6};Z>j4s#}Qrei&DaUQ+FO zw%K2plfBe{oDTlfzpf(mwt8rIKN;BYMHY;&?7+1~-l8ZA*C&0x5I(U!D`Ln8o;v`q zKN0YJWnH9@(T&y3QVq(1*-npEA8vcS{4)h#5AG(z`P*lWrfGmRQyuURYV$bfgw0c1 z{axz^cxUuq4RAy4-N)?1hiXU9Hogt056${h^DA~Dg2P+zr|~y_%;zcgF{=G2>D@4& zrCYN%fQ*l+=$6+@S(?gzmr=7nYpJwjbtKgy|9G^ev61Lv*J zL<3g>P*nIrFGZdo?nL+3%}4FVJ&1%b+2?nw<9+lGhd}f)q_Qy*`4Tg(U6Bl)%Vp`I zmriZb5v&?^1%bwF^C;N@QDysO-Geb-UEfZRUf@_uLwK(G5>fY>G`v>c9n?<7UoXc; zg>&+^p1o|?Z%gkV`c9P;psYmgsJyNk`E(CnoS|HOPQ)+P-%e-P+1+orhjw&CeA60~ zvc+!&m&VqVrmHezt!z0(@cL3_`?@piKr}kG3KK$2SeSivf5&ho{>;|N0YI<}gj6o06xj&S@}{=Qb`rbgL{v{5 ze^qU5_js9LBfH7B8Z|oRxW&Ce|OHe-?L)H5+LhbO;?=Gq=Ql# z@WQ2p8!`L*8=1j5nYo3)4dP*6rR=RI2QM zH&V*Oe_kXO>4y^n%Je7S(_6o&yj?onMZEI!m~a56f%rLWZAT`^)*4 z4Z?%;`0NMoBr|w7Og0i*dm8O=&lEc{(9aXIWHRt6TxR8iFf8wxAn9)COJUX!*xKj2 z`YKfWMPOg)YYo7=>A3GW!J~p&TI6(Z5$T!^ukum5I=@AY zwV*GQp-xn?xu7d3xZ2|8Y6YLmV$?>(Ud7&sE=evbbY8FbliN(*IG^7$7d9-8`PSF3jFiF9mH{%X!>Vt3KHA;zZ^H*P;yc6xH1&fCHVyK^pxyx=9xSZrb|SA*8D zdGBl23|Tog_1~EJH>Zbo&vxJ~lX`TUId#6O?Q<9<1>IUie?^NN-cI7$HS0QgO`_fB zE50@I?|kMvwW93$WrL9qS|Vl}PHS7x`dhppdN_Q79py}{jx+|(?3bS)^BHQv!~32< zSfIBkYwPJO)RSw{4c%gB7rc#uCcpkS=JyF!=PJt|6Bu6)6IW+vJWG6lL9Eq*$gbZ2 z{f)x<7TEYT^ZF~9Ojl0zXj%yzulN^^Pv+UJU)%aOvO12xpu}i-_^(!=w^7q4LAiLo zQHJPZrL=&3C@2dX=1`5UF3S-IiB)PcO#;3}zC2u=e6MNYK0L&=0RfV-T1$}~e&c%3 zhQo;sVD#<+xlVPX&X!72Sjy0^3=ni3|F6%oqn)2C8gX++c! zFDrurfzQaf+rXXY2B1iv(~tg(?34Oh*(YK|H>z3NG5u~`h)&aK5#6IhBNDrtGV%A; zeT{J9Yqh_+i<)D^Lp^^y^(y4vE;WjLf)y`)8uj(QFe64tL*i$^9Mq5+({Tap3E6PU zo`4gkAA7@+z^Q8Y5%dctG11xhw)g>}m=W%>=Mk>{j`og->AG=uZPOzsT1rU5=_w7- z%wg8=CdfVdRV|DMEjtrDI665RhJ9}r(w5PhBH4%dy?S;1Z|gHy2C=Zw9hb$Jx7F|Lnisb9G5TmVU}g)S&%3F5$XpyA~udc({A6)1PT%}DTG zHnlz}zw}`ejcIb^ZDuGsg13YvS>`IrGq$p!&{x|?9mqQT7-tPD6Pa*mQmstmYzy@F zT<$4~)QzSI_ASj{JK5HP{NBZXm2#xx^T{E%j)KSDI>bPq$jR|64?G-^^4~-@6`aa3 z->WRG6m4^%^L>+f5Iz=+_uvWZcZYtBl%P{4dNl@8Tb)i_9v&_81bI!G1Sr8GL`EZ& z%ri3_!F>F9>p)jXB5)?g6Gh5W9Ud z9_;SqqT+w=oy)?5-q9eaZh5?6h|jJvy(#l0aI^ob=25i49pd-<(gMjl`UN{H_r$_7 zCs>>j(*!x;=nvm;aK*5;~5(N-byX8dk|@mEv4|jpbxs9kki;m zqfMuWe^}6LI{n8O8VP3EOc|Qs{`$r$(VKsbjLrH^HZ#$% z9$ZCBd>fsrJI=}hNH6k&;K9MLuPjlx`#1?F^xaYe;&Rb+pPkBF*hVIs536w!=1{3v zZ9D&Odj&Rt-sQL%_gZsKhQ6spS3ocu+J`O8N88R!nbXIMpkrSl&PP&rg0A4l)JBgl z%uXneo(T~*`w8|3)%sAIFm724O}Pqw4nO_NW);{YB(zIpM$;d@B>iEb&#zx4)%T$k z?ilOY;L!_VS*CWb6~%D^CQbsNcpM~$qC3YhuxBWkF`yc4t_rV)y^OxwUOD)cmE^I~ zDF`FBx;+2_ZsUylH?AK)*JqgHrmYnvSRxDG$X@*7b<+Gmnm-*F`+FU>A)T3eezJ;O zFfQd}CgA}GfK0Z*#9h6{y(mFM=~i(FF2n@0q7zJd3)U#6B@Rjfh! z+eSdSla$%eg?W8Cu3H%_AzPl+tg%KO9&~tyy->2$XL{c+dj5DlUFAo0lxYD{uyjT6 zpkjpWxjgGUmJ$khWZEBxAErXOMdru~mdWzf*rWQSh%Z_%fy>lO7nt}6kiUCpGDmRH zmN}$>F$5}aUf|9U+|o(H-*?R&J|efCv>f%)$TqLHE!f}w#Rhn%svmZqXT=TrA~uPSzy&M_7M$xs zOBs^0r`EsP>2Alr)b|oBKFitO8yLxfPrGsv$@gq8OU)UcMlLZ&4J4Vwx->cCx<%Ta z00$5$L&@wl-X|Mg8PV@#o1~w=t#~z3XZMY%LxdwO#K^RNc*uH*F#!PVUgj|hfNX3> z#6ZXNUQ8(oycY^E(l66+Qu({MWxq`?8J4qbPBxzkC^^UdT*g zXjVDDKFO{zwF|{Ns|BF^83SA&{sw?DiKA|5RtR4 z-&PVC)10P%x&LX3q9D-`@v0%CW3+k$pO%eK8P!Oj(m`4Ygg0y5g7U!7TgorFPhBRM z(Im+Eale5EIcZ+%yk7_Khjki?@T|`)JW3{%=3OnGsNM<89){#NMs1NTLlzfzI>9+ZqXeGlF9+1vLpw8BtE{r&5;WNN!1i?Ox?=ducai-f?<{bW+u{!r4dyzcFco;tJyjecNhaO_VhmM)D*R6b( zzaQsgpx0NKPN3KX_VgpgE+lm?qYMV*j3igXDj<~Rj5=F7SN#>$4; zazJcg!8v~Wy+&NYhjpdHT6uA*Eq^awBvQ9>G3^MbDMSIjjs%-@9Y2d z`(UM&Zw=`GzkfE=v17FDn))qR6C=5rt8y)O3+@FwtQVEiTFekgZP+s6W-Io=Ie^N!AL8GGQ!oF~DFExHif+RKg`p*RJA^c_Qk zV=KDh{Bqcz03S_~tU7Czd;R!*6x0)Ox{T}i1#nyLeYc$O`#keti()8Y5m|p3+|Hzi z$PxAY0lqV5(4VnkPI98AAwA6a!s^7Qnev*C15|aE?KQHd_n~VsC z%W7oe6rngY4a=^QX+9r|$1}F|i=1bDzgH%8_5e-vr#ORiB|3n&a)sZT zvc+yKQI?e-9k$3ihmm!%k}omQ_iu@@^=&}R8{2;sv=}ZFvwVKTGfAu~oPGXlzSpa& zU8p$>e=Gbwhx!tVPAdu`V`i`2K~-%-pD*o$U{gU7%mnV&1;co8k(vmwDlCikN~#fn>sTvN0w~j}#=N@|~d>af40+D({U2FD{ zq%Q4?nmmHi!7Gk{ubczm0@?6;?dRW+bqhf zR5Ut>Z{L}zVD2>y&` z>x{ehT%_XlS~xP!=bL0eP0P|JIUP#jj+VKYK(Lp;B=yYZ!L)c!Vh?h zUjevG9Xt!xHluvr)56Oy&j1V7QHzNZ5F7O07>ki8f<1M;>OfOyWqCLV5Jugqb$YMA z6f_YK^NHYI?b%5A>VrJ$qPG%9AT?3N+A3q4a}b9*+V4ChL{KU@HRevf79>2BGR)7n z*)J%7WbJ)YxX6!SIIw5n902HnSoNmxw@=&Wf#1K2?@VtYU`?l95G;m7XkCQ zh(dah{6&g#Bl!wdO$^KQb9@6!qrkpCLVgHO|Hm`e{C*()aQGGJ;;*|v#j>cP8WTgk zaMOw!c&z;!g`UXJRExzj>hu>cOC*JTJlKF9_53Gpa^QFRdHqg}od9s!_D!y9DMftC z1leZV521mF>JYW1e-J4FY@5-941|i)iJIQoCCJ8;Z@4UO_QX@Z@_)BIcq*Yd&e^g8 zD>Hz;pTHDy>3U>0JNDwb@p|#=n#X;IYLW7^mM2$O3=Fisr=96QVBOEU;LZ3*p%J{* z01(13TD{fm@YAibc|T+Weu?nc76#(k!SdJ7=$FY-VV_Te_SC2;jzTu(Jh_|P^U4I) zPWDQ%#}F)hy2U3+uUJ4?pjccXC*q~#dfkhJ^?<0hzWEgNR3la)Q*oqxB2 zd+>Y4iRPl-?7vaYt;QYTTJ&{%{Dc~#Ftd$HOHZ?rUki9S;t1o6lQT4ZItnEH8p!{* zUhxGU5`|9Tq!#1)L_m&%u)02wj#>g?ddb2EYTtrLff-A-lj@0Fat<#rYALZ*4!W8jLUk!+9Mq@*~G+hn+YV%9rd3)mjN*jsYru!24h$!(Mi2kkRqp^)td43$MZ zfsVGrV`%P8S$$@J_p+3(^(jTl5_h~NP0FuId@Y+)Bcgo59=^(-0NT~!EeMW##$>s7 z@mVfevTR*EKZHA}*VKM!h0Tla7ptItQ7uN}GYRKl%cJWjX?_q!LRL5+Rvi}2fxZnC zQ@&`hgT_gDbJzvOH(DMZWl!tphXTyAX5N;=*wr}6>xGO`_y%`J{q^>;oi~LJ9nom2 zM+56;Vx1hhf#X{F{$ul2Z~ijVV(fmg+aQ*MPiXCHv4-`4BA!b$5744#n$s72@Xep6 zCqfzKu3`fb`rA|@5I^O;!E6gIa-ZJU&R6;BoxkenvVGUV-$#OJ;1ZBPMgdfI2%BD51UZMo1hm9|91T!$R z`l3W}06IX%k1fu-Nc_4Z<-|Omfz3Oa_uya9U=!@E^;pY^d{4K=P)u)2taO=#m_y?^eUPVlwuB)y8WdS%o#IhWEeG;e!oB;caSjJY{u$(JlOq;Ezmg;QbA( z#c6-)KK*`Q=@h#}2iea0_pNLwKIqD{a3m(4?J6qblMphyk>yE#z1X_z zy2W`keP-jUkhN<-oD{*YpZAa`{zf^8fMVMAI}z%K_>+)>aJy>stlP+wAD@wYdSHbo z>}B`>VfI|epKP54zGejU1Pl! z{8IDcQ&>qINo_WV~=mo7saI@jbM=r~#{J3>U| zKm2Wj)EVBn;{aY^To%OFJIdhKf3fE6*KKnFwZQ4hTa|{+>%A#zu(Mg} zohin?n#G$3GKm-&5&cz4xr*2{ao?~fNO^4{h9M$J?{XQ!3}b?nw$g9_`t7Ve%F_}| zEgDSCdp>s&WF|#L9TI4RUs4;(2#?ptK9PL+DR^eadeq~NXqbJ$fl@P82xz z;6~;JF(p2=M(^C~3stlI87f^|K-Hrn<*ZWM07k?tBHgiXkQKU+w5fpWkb`BMn1@ z8ka4U@86k&M5Q=z5(t@*J6d3ae@%|?$irwH6YOjDZm0>ISw5da&<$i~mN>ew>s*fC zZN+lS*JobfI`eB=dZ46u7*_NW(+!O%e=jMI<9IYs?d+Di+2 zoL=QtK6~YtBS2V~!J+T!PSWt`f);xleG|Zz5wY_bpbe)kOPus;m@ePDaN`A;b1a9G zSbTo^Ycc&Qrmv6&v~ufWFmk%46k1#y~UK5qsPh1sW9wbKlo zU}Y)iI1*J4TomhHFFa?Qede;qheiLiT|P@oLh5~xlFf8cuRV~wUnApaggM?8rapEp zxZ?AT-tM>j?cd2rHv9RO#c95bW2rPMEUSz8HzEh}t_xAji@tf|w(|X2tLJ?b({!wO zcfM(xT8Q1cklnV77co5aF*GfKRPzn7=8L2?(|HhGYW})l$f*qN|`Ft5KV?2^~ zVKdvVcRjUsy|#62nHw!d3(Z82&^zStRg{Y4|7IRCFyUXe-{-@{KNhSbVa=h`!)i!* zdi~xy*oyS=UoJoTEN6Z;ifq4;L6#TOK{6Y1K~TJ4MEHDUD;V5Qu~FkRz@2f>d!>?Ow$Nl%osr^kD1g5HXQGV^U;`Bf$Mcscd1v*f9%Ph*L7vg{a#f}jP!gP@rG^F_pOKpa)O@yxl)OwrNcVg*bG$t68ROCRaPnGGkO11=4Z&9jAfPC5#|Sh- zrSVBCj-obyUk%zx=bhQ~Ruh)^=4kLTk7HALsq3<+nm4|in_rcx8d@ydvKR$%>ue1U z9sKIT!kZ?=ENjRAY6?{itY*78|_An%(O7%{1n1tmgJ?`%*g|&aVR%%usL#2g|L?Y zjrr)%s);x30$jB`V3}^Xm33CK(0k){sSfjCFp82$1=!#9g$O@gXi2LP5u<$)(=I>L zVxe;!e>MHwf#eLs|N#GzhO1)K90n*#ZBVwbi2+iz} zr0T(>?!8=OZrU~aiOwN^q|XmDx`?S#8wAPbOJ&0B*~#0PCp}AZ)AY36Sroh%vA+?4 z7e}8{(>B}FrmWIi zfN39S-s&@nOYPK`u(R;~AoXq|jeUS0B@b>l!`7Z6Aa1 z2j6(-Q1-*CzeB23?3*JM$O1C2)W2}XrXaw!Wy$GJv_at69eLvK93ox*o|(ZgBs$*U zw@@!v_PRgT`#zQrJsi9~q}kchbUIL{;ZY}4JzV%9MwEPZbtkJu&oc}59gx_e?7f7Y zYstkJsn6FN)L`cX-;Xb#ZjiFSS_J8`dRF$4(TB7!ZTvZUC` zidlELwitDI^bIF_J(9H2;E4QR7D+9?ezrm+EQhJ8N-7R)YU8u6m8y;}Xme<696Am> zG@W_=GD2Ow{oNBWr3v!qiZTZf*doQ{zwU2|7B`OgD=gnZYZD&VhaxY}m%;7Ju>{P# zq(yy`qp@Fp$yCl`#qUyszM_HGGr~V~3-VrJw6Cw|{`CSr-6E9|PM=8d(fcYIolXpQ z-|`#(bOA35JX}{d^lEP8`M|IG&hByCvn0x~-2{zC zM~R{qU<#ca3EyO}#sM1_5CnAe#^tc0A_utplzPz4H8pL-xbt6X}|WQKkt&k8Bo&yJR&A zU|@P!Fuc&vvY+pJn4djWV}ccL=es(QG@crEh14lT6UNrXbnJAFuf6LqHb)KF*`v_I zJC&Ih-X;DrAZQjJT&YTMb|+cspPAkZPrdl=-WO92J_u#!+l%mCR%ORGPW`RI&h`%+ zV$3IektCtl6cQgs`H<5f)^p*%Zsw9JKYRMIFrn|i!D`>kBQA`LQ;x6ZL>(rO%@bzC zu}uWQP+F31gE%q+LC^w!qV~A68)ZctuVFBZn5kubI63BO>>2gn6v-0Mu4hszKd^Fe>7jFE1AKMVduMfl<5??Usm zuavo=jddI33n0ldd^c%6KA;5idUL}gM)8k=1yTf0*YCs(^StI0K>Ey*XUV`1JM>#s zTORDymUwyHirP}tm!ju@kD3XshKqoZA&boMvw0r6esfHbpa(Rrd_p;1nrlu8UkeA) zh)e^1iVFofKYq%nIzAR#bi+cl8Nbc@|_@O&L)Y#o$j6_ijPd=Yi_^Q`8@p&4_>vFt1HSRP%LE#}7DV7;#t z>kB4ppQfDq+nA-KiKe?Ap2JF33#HreTe1CFcV`$*@WpIi2q}Iz1c- z`9^YLfRq!aNL0ViaM8=cJ^Av9p$L>`?YAW|_k}wNtgc7bQRM210tAz(0`7;~wp8)U z>wPc<`ZtOvL>`}RJa)B*(+NsG3EguUxLu6X6$JkA^cvS1rK9IA7F#+GT34RqvxyqX zQ6cXksEEFDv7nm|Qxy#JrS1~+$*zdaSo}<>f*a2sDML&?n6~*YReo3mbJK50iHYfg zb0a!#N`1{JKBEs@*N}vQMY!$1Q&34azv0}_oqA~`hg92KH$$1qse>Isu9#sz9PbYk-GTmv)?0@yYKXA4hg|d9) z95!InxDPNN+i3>DIxh+9}CIMM@jCU7=N4JQ|~9B(6%p7 zG8%ar;~xw`NBtaH0{3j6pvQ3KR&l}V*jF|Kl6Aw+EbdXBTgvCxu~fec`8%(vXhHYJG%W$!Z5KDcw`#vEU?#7~ zMsUmX&4*Y5(UZ**^;fvDY?)29ytRT|$MJ5f7UW2e{W=|T(g~jVb6uwkv0dYcU?BWO zes#4Fc;TyKZ)+xOu{?-@1c&HeD@l+shr1emon*!w7b>kRlnu2Ec+fz z9c*NkX1h*5W{bg!8G1`Hjn&^t+v|VTs2TlHl!>um(Q%F_+7SW>CZ~|?z5(gEgg_-X zP@tPofDp8JZB+z}EpPcVUcTsh&S38npJ``5UBqb0{8XD1N42 zMTpl4@g_)T$+vxF+*U%^VHDcFjIM)GGRHRl{r2J`Jm`mq2u}dDGF|vsWsm>5akT`* zuJo!0n{MdYPs-g1O9gr_-r%_jZdfj5cFKFN2Ub zw$E%B-@PH`cLhG1!I4Fn;b|quLuu%RfBV>@4! zQRDL7;z(tDvleXq>=mBqhwog=r`iH&apP5} z&zln~imvypWiE{J9@Y&QMX{4OCHXxlKHSW8t@#bRbx)Cl&_9BHe*^;_*9F%S@=vvm z5~|*j7i)x+G+iC}FeWE-$)aJ&eRvVUXq+UU0NulQLS_q^u7afg`iyj51C;me-iz!) z2rR(J)H6SKr8F`1)|LI^dA*-e>*3M}p2XdZWo`Nq6&> zW8Y`&eOKQ%yan37aey8|lC6R%j&XB1s`$3s+38rO$Zi`G2{^{3$IFDa5D5YhT^B$_ zJ|u7PHmnch`uv^F6=os&K7i1KB3NJnjvoxD!kfkdZvo^e$w-b0 ze+OgM(XX>~lqo>Zw*!pV%#|FyA&6_B|HhXU8Z+7V4XK}1#u<19O-VLr#V%9*g6BuM zndLT9;VuSqyygyDWUmUTYz+LIm*&_In(EfO!eAi%H-1OL)`PVo9uZ!^vh5Z9{fRkx zFIq)GM1&M3{_lx(E$7Zqw|GL3S4R)d^;v4OEHV_=WdMF1Ch7ef5n#`O)GZfY!?D%o z3KQ9AxSUY9xx9R97L4G%$v18SX z`i0XMwT1Nwgafi{(&#?Y$z*-6hc?3qJT#84uoNLjy=Ac`NJ{M4k3U-kMMZ_dzc-W~ z|BZGSdo2VjO%G?%C|bLU<)wLc!{>?hdmH@vX zLLX?PT#<+O&ea5>iPddaz6ueX>V^uEI*gVt6Ba1$yf0rLE)3~a2z>?i{^Fg1`FvRB z`>ZDO`4(9BS$fN|JnKOu%E_v)!c-rLWz-jM1*wX@)?rp4Gz3cmv-;ARG&=^j9R zwvU$1o`>9>y%Tre0t()8Z+-Ff4Z$0L$S&d1Wm5t)a8qIX#QNmHao02t>G>Mn4=Gbs zA!Q5o&wfAT#F}wn{G2AM+V=YsvT?PaDBjP5ic925B0k~*lx0ds$~aD)M_FU1 zw%i7X%zYvhrS52rX@Y&w=mq1LWiKNE7_I3}@Z%{vk)tW`9h6V|`rO+RF&L~7Es;N7 zFH~fQ;HGwd>lmWfc#YmHY4iR-V5egYnLe-~H?9`1rYixiIT%MPnnB^YU zsDxO9xepH+s&!gp@G-27VVH{Hd*1ThPp*GE8;6Lvyc0i}J`VWcYcS>mVYE@%U*ESW z;@=);w|D@|8yL;;@p@A<1a&zv)RUz4sx#wb&oM!{BR!sT0)X=u5y!{H&9geC(G1_v zZ#?$FK>Y_zd^iDHEJBba2IlSGcv$=^n9FYV_fMvpXX(`ZCrTiKkb7W5~<+DO(PiGDbFfMtk{5s;dCLIox`t!XB`dmHclw+EK0ZXJ5nTpUO|z_$eZy}jF|Wc5Gm^54IjCc8jB@LvywB+02tc>eLsSZkzo6oN zFvb4V_KRiNcV?Y(l0Rg?wRiLhoZGsj?ckcnLkkiG>qNk=slqHptElv1`E^|xycqJ8 zxi{aozft{)`crytW?@>D`uxbg?~Nw`65kqXKC?_*42zV@bf*nl|MsBj@72 zCU2i+FP`;9=-iQ;`>|u+lqjKwMtvT}H7Z4kjW7Fk4*aKThmmQvtONz^mFy$?X(y#V z-5$gh#g*##nX$lM;^+BQf68BDQ039CBc%<T~_)SdsXJ3*nI(M>>>lz_Wo$DGM0@Af({A3zuXQ!yPyZ) z#XkST>ce7cuie9J-(|gE0U(u?Gx9_+O%RZvp+sJC<8hk^=aU66P~qjZTX6mQ%~H6u zu77r+_C1^e{0f?8TTuz1m9Fn;p%iq3uS9Y;G>2T2HNVO?i=Ea(w2HdDxRGTha%u9h zmnFT-59R(3OXsmIDb8%+2Vww;XNdRSvuc7jiHF2J{pIw3R}ZQO-C3DZ#Ex%EA;~7( zx1OGtolN`mi@(w3egj*Oqo=`xvC(TYQIhU2azyvPv5lZg6^6yXS=e^Slg13@OZ43{c+;cn4U z_U_b}2|q0@2IjC5L!tPt_w0(&RvwxwjWML?_6EIZVMTomd&4%>YAT>H6sDJO|Jj)N_sjhz6^@IM=M8}`??f{miUzQW4f&PYeiND z8{-doKDkaC?yJ2>(jIx7av;xR_%5RGxP2A%t*g?KG5_9IjhM>#_G(DA8d{ts^W(94^Z{y#?cWvvksjFvh&wTS8-+OHx*q#rq zv(!+y@NU0zxDQE~*(fTxcQb89Ll>?pCx7~XG4XH2u!kODcKq}(-+rG?7pwS&c$k;V z0IfTUjgS*CEBs$}2mYgeMjOEYC*xZ|rXQOmIfS zyOl0Gyx|`{{QagfW)N=4`H`^7bhZ*CX#_6drhb3Tos}6_*YU}3d=cT$R|r0bosVA{ zT>P%%1c)#{hakwuF`k9bzxpxW(Dv8eA2|vqhO^W3Q(_HdV^gYOCCT*6Uebybt&jv+ zp4dcu*|(nBV;c|1N|f3s<{>9<&^m)#3zz1O<1eadJ+hMxJSVppl3ikEnt+Df2=JO{ zpK(P4g6p8Q&w;kqJEu8x5Z~^FQ~OQ&m&KHjAQT6)j+{iWN|!7ks>0CW?eV@Z7J|tL zE;Mc*lcStq+3H9wmRWH&hx*o`{V* z_HcA;A?FYnTUuI>-{QOd<|236q?wD=AYQdpF2*voGO<6Dh&qtxFUY83zXv8`_wnW- z@!Cf7>m=RP5=`$4=#EQ?xu3_!;|b`@S{)zdz(x}Ky9rAFh+CYk8o#glPp6w~FbL|W zpq2eFFPfOr`qUsxyZpd;%HD#}XCHq(-z`F6W#3lFWp}anI`~Qa-z#SGWt96#F@O~9 zs{Ju3eN;9FxAFP=xyd=q68tfW8;C2(?>`(A3nqt7z$d44LIP1H=eavUiLIxCzphvK zBsCVcZlnJ;AFF*+?5*CR!V$4IH5#I&5CKV8U~Q$ zbL*jhBS+vUxk}VkWE_Tm!6HumzuVcY)ie1-vy&#e$YQpR0)KMX^JdAQu7ym`tTX*< zj4=)Z!mbqUC3vIv@Al}(J;%Cgp!>G%=avAJ#iBLF=g##->AXS(C@$eGi@8W7ftTt7 zHY_L%g`~$9rp}uW?_Du}?=M@{23|>R2zlO!`Bz~+KUJA!)WkB2&N?k{3hDcZ$WN}z zn*7{s?sO|dD1!r96Fx2NYPwGpt&>z7|3;PuBwXxvX1nTIR|T{>jwwoZjIujNilfrm zewkcpAjt(a!tK1${Yq|H9%QtqHsU9earLErdX7uqdir#!I_Nu;xzE@>WRm&c-5~T# zP6Za0RDo-#aNnb&yLFM~sS=)E8pFbujSTDPJ54mpVSDK7_s2+32_F73FKk-mD_(-?B)dsS9>$1rsvBl{%ts)?cS?S{d>yR`%LPI=#DbIg#%0fZn|#& zUVlr0;^(U^#1ohwuDUpmo9U@NPH!H6s=WuPZ?!YNt(!u2zj?xGeL=Kza8o0Vta%LB z`r^`At944h5yA^KO&=;9A?)p(#Gar_7R>EZS17EwQuO<~D~u4Txf^Ae(-j~OUkCuKE6Gw%ms5GlYAKGNuZlhkpc#;aX=h0@r9S>rPqmIGYc?v>BKQaRGzCX%hM` zDT<*5|L&nJKacb6j3RD|W%PmjLe1YNA7JRYto;jIc@1j-a=YscwYPs4KATv9p!Yqu zP>LL}%Ig!3BGNR{Y+kkeOluY{&bL_Ny~C*3;M*N71~>mMSJGaUt90YM>bMqrqSuW@ zuz-Y7^F|m>kMriMx6Ry_CP~NbUJa?a1`%U7b77cJm+4|SL7oz?US@w@dX5Z6_ghNj zP0Wyj#&@jRoQ-|T{mC`-iidM+m};pkMSQeB?tKQsddt}^!k!E;RDD75$Ay7V{R$O= zjxOke&T(D|08btq;9)|G^Hh1hfIkRnwXhS)=*=vqXb}!x!{YBEh)lhQyQmRJ zMoHG-L#Mx|!(`4bY#d&n{6<%UDae(~IG}kdM;n8jjzI&IjAh>o|IYq5z%ay2fD<&n zhvAp{?^XFfp+NK8pz`8t`>hO)F!Y+maOjg)D4=6Fz`R?Ax$2=_8xB*A+|SD)jQfJR zFEg;-l7b3<`pvel9MB)c$#J*0-bfxb3FSlX`MD=k01114BtZcSY!C?Y?3ji08d3CR zq@%E-eMmL>~qurj-Ja+Y#^)b`utl>!#lVKj!v?D z)ol_>NzMZkpY}Wk+HKfgedATMmF~7&jQ$4Bb*3z)ZNgvYhFm?$fVB^uOWUBYGSK*jo+G@ClLez!2T4ZSV zq`Gdu2~WCZt8S$?t17uRgsdii`%eNGKa2MLU|dFzzDe`EYq?pMXghr`r~2Iu;MG&*{=7Zciz7>j~iMNR^<0<4?7B5?J zC{qpc&5|9H7>=q-9n1mopc>K~TeCtG{U_>9aySoqRCWD=UkoAAMls(a*+j+- zKgBh?qi^E~FUZ1^__xXu1G)kMd!F3U{wfj!8Zk++dSt&Y@#-}ZTwdT9^7tYFKv21T z_j)n9TrJ#OkHd+6!xUM;=uz8$Ya3!}>B5Z;XPRidbNU;MkaiR~=HLg@^;%0zRL~s#Nm*;Y&%XLm|{JAG3R0_aZJzt`E*Oe3%~6P5EzTaXC95VP3d!O%$th zlo{PRDf>&|SQkiTz4VBtn(@T$eD1N;5li+GaE=Kv_SMX)<^NWb1K2zY?X5Bobwq?q z0@938pCh_Vl`)5FCbw|AfA;!~d3PnN6Dopm_zuV~RhjAG6%>_JB@!{a_x77C`8AsJKjm6-HPg59-G-=V3#45HG zRSso{skT=dj)CwpOPP0LtCpo&1-L^^v(O3u#&dqsips7Qi57+fNm?48bcZd$e=S3E z`V1dxuZDggjcriSm(lp+3sGh?(RcT8wE4Rrf-=7PSQgBm&yq_PB4yckRPMD6?V^2s z$LVWap5{vd=WX~2eDJr$#3!HjW6UKL!`MYsp^nUyJ6k|7LoG3cYi-PtGkANvXz^^>oVo9m;?6+4cuD{+D zqA3cnBaDk`y>dM^GbtCO8D(>K(=Y#>Ed=)M`scBB-hXMyBT)WJgIF({_{%!#TN{*I zGM(4>{ToGM1%Ca8?$l_!S+T0hPey5O9fcYBB};E+h~-9PQ!lw6AE0E7R0Z%J@i&QXQM1I?bfU z*WHKvs#LrhsaV|xmNCAAb`T((8jT$yJN$A;xa=v;A~3;oLzfCiv^&!mB9n*EXJ8H= zbt!iwmbO-fWMD~j2;aBHwe;BZ3NhA8x79i19m;7NU$#^N3+8jL?Anhti>`D^{$!hK z7n6|;i4b-{h*SE2L$xeNpzsa(-qVq2fn~Sf2U>0(s+4O#Sd;#`O*#ZB#|}@Onh^eO zCvxKbP^s(m#2Do1beMee-72(zMuPiarN)kK4EOhGy1zxd|-I8 zR+nYQbm~=iClG$LH8RhypEg1(k5c+YA-pYj;P`)MEnbf*9!(6Wm5merwe=|Ay?&3s z{=QpM2MCW7^?}Il9vR}-trC!D8^nxPaA22k-jlgrx7GXEa-K);T!7wE317t`3o|Lq z!~C68e#fx<#+yovf>WLH%p}$~Azg2(Zva`$t-QLu2$jikAVyI$W^}F`c7Fo&gQ9X9 z>DQ|k;%m{;&1Xuk-Q3^nvy4Lpinpwj!Wwa#)M^a}M3f4cBV2!M`xI5UQqcEbetMpz zyx|AYC;e$p3Ndmy`GJ#uHGtNX0kDUEqcSD}_`RIBTuT-l_x(*U5ke&|FjuWS{Jrkx zYM3D?3P;D^>=Nq;eQPUPM@6D@sZNJQb9bujuG#B$U6If|ktQ;H1-GO8)kVQEgn*o< zWHBMYwA*|uhn_M?V?+p1M;X?MCS`vs5mL6>gcG|8a$iZDdi^(&tZqji)nvTfbp%}1 zXKV))jmjE_Q)vTMG+XQ#xB2$gs`X+o(sa~)Fc^O|lUnr2ZFa%;(WxDkzn82XM?2E3 z?9Jb%%FCki^InkI81xlmA0N(Flq2dK2IAUdbr3jUyUe4aV^PFw8WZnoLGvmuwItmeNl{kO? znO?2(O}XJq_1$`#Zj~|eM!y)%@V)qHUkkn>2cfE~`6ZuLQa)Hm zD!xp=gyL@n(5cz;3`rLJu>14(7Kvx!!k8_p`y~&9n{vbEGzzREC^+dKK>{9G1%EZWI zb1bmsMwcW-hVD~0CLu|`pRwq_&2c`58BlLzYf^=FK%nQN@eTdmBoBR?u#U;g6<>YXBpQyZ>%WDAV8a(f@YdJ@ciP zl8H|LRe&C4gT>yae`EWTHISCKK!`rr$CISikqm5hArU zRhQhU-L=p?nj?*-cKz|iMyh&!eSqsJ7*-Ir7@zoIg#l@aGwg;AgdJFE;?Eft-5!um z^UR+MmIfQql|2(PEo-5`jJ)*``>Q_ZZ}Vy|RWrYHWa*zXdw6IG8U>2RF z(2;6?)%F`538|O;*-dOuh=Nav>KYeDO6DNX>q9Z}Z}oT{APJMhsG0)y6MVe!Z%<1p zE<=?lR%%>7aXec;_{?#HC4JL=eR#cx>3QQcVa~=dJ*T^sYF?q=To_E|9Ur_){$6X@ zN>`!33MpzKLCsLzd|)rOz1}`p63^1X%MU}Gc>Cpn<*^V{Eg}33hs!ZTCWq&>~ygK9* z{_QVRV)#M4Lih~U)Yf>+Oy?!zx7I+WAPz9-y-p+$kk}9&UJ?rU$%c=jC3PPb5tiF_ z-9|awhVh#}Z@is`6&fwbAoWgG-!@jnfc$KzzfzHZxv}N^%JREpPtm$H&7j1C$awZ7 zRf7D`Z-nCQ5pQQfR+;~o_0kIO+6k=P$Hj<~p^NqNy&-|0Poiab4Oz4~Kj9cWrkvUB z?6SA+RR&_v2^1JYW{wx$WgI=~rk4imFA>gXasC#qXK`~;kH1A$e1=Trjr-!O1|=PD z1Ki%(ue|A)eQjLIz>`Y1o8P#-4QL>70`t;M(L1N~ZvT+vP2VbkO#o26M3`t?>nJN6 zvJd6%M+iVFBHiq_?Tq!Wrv>#>bKhB&;+%u)K#=45d*;uVL+DeZQ^N}j=V^}SC^){C zYpE)0dkSJ>f&f#uLQNN&8W+9{hhjM*4Yw3xjyxix+RXX`K5cr(lR zFya8kldvHoN0xuC$xjV;=P$fZ1uia7vXwE@4ErEa zy%62+uEDae@-pwgajI(PYoa}u@xX5EITs+70862!H5iX!n6iJK{AVl4=CV81LP_Ud zkjLxQcy1#YzNNM+Sh*<27TI6Ik6WvY2d%Q$o=K_U#)Hu@l3){ThF0-ndm3rH*lB4d ziKDrY&P#eumqqGdPvaYc@6D*j(HeMxY5?3+uqkXPW4&foJs3&**7|uEEI!U&=Ni64`q1D}yC00p zix~mzAI_-xJ1W1z=)$;!>l8uYvlk;TAgt%}AkYBD_mgcOdz4<+)}L~}_}J@-RKszS z(cH7nemD%*&v>Ttym?nJfUQS{9!yshEhF$qy{c(llru>+pd4ju-QVDsjzav3+u!@8A>dT?r*HhFq9g&<}8b^UPGaZnYpP&4pKa zzV1i1+r!oO2~&E<*_FZa&)4|j$bIg;dSO7pD ze2DWL_kOS_@r^m|^guXq>ynM9(xe0;p2dhW`!i(fi&|@CkT?@jU)0 zyhZTM8@-Rb|1F!5o&Y^S!oTg`P)!ar&tR}gstiT2%lTUwUI9>Lw3y}KP}j_PWqSS1 zu>Us__})43wy%Ht3n{m^$!`6~*#0b3=mZ0S9ju4})T4=@M~Nfea0A!xa-y_>5wpUr zXSbkF!l`^#>N)e)Va=cOcUS*&JW7LA%+CWp7&@8eh$>c>0oi4|1R?b3E3N- z!<#WROi|VnLdYUjdQdU@CCZx4_a@HIK+Lm_X0iaJ&ygAUTNkWYqlOd1%+78QR-THB zruiywE$3Ev8OMZ#P=tK~XNcj^T?x)OtYNns88_s4U0rY0vCnl%jgtF&y%&(k(rbW7 z{9$WgNG^OoHNAZ9hoNAkg|!`F4n@?&g1GH#h87;Fybu0Ot&tsT%wm;XxfkTKPA&R+ z=XaWKaq?{mMuiYJ)cqsVmkem7`QH!;+o{#FMTsMg+**%Q8>pfgGL z?Y#f`^Iq;9VXD+heUPvPbCf4ZG@QQBm9*YKL$?l_D0Ga zigOR2YAK?@mp0S&`qv2y>jM277kAxYT09O~v8?(_l^ZK^32UPkQ8#&8*CMmy?#KJ- zJwC-YA8KUz8>L2FVa5FGcHG;b=r+Go zqC(c{%p|_Qai^v`1MC)?KKZ53ujlFKNGQ@{ul*xH-#Im4iiL^ft!Te#QSA&A!c}H% z9y}T@CH(OG9y3?WQu(>JJ|FF8M!fIdt)H83?fo~Z8Uv|;`~ITiB`*6Q$ZVR!R(mP&{^=e?{q20iMPv;SuJDz^-5hj zQ9*r1+4<9vYk~7{R?89xDc?k&vIVVW%@HPuW_}2m@vF$DYeTmS6zLOJL zySW-m$2|l&=>J9_;%%(0|6Xo?`cilUTyKr7yIK3Ii3v^hjlnS)sR>EIpJLg@o+pR3) zr6r{{YPORgn~`EaL{~{?O=I>b@&)y8)EYLYYWE5KO>Hd3U6y&VyxjX3wuH*tk!dC1 zd^7f=j&pxWtl-{yL4<2lWuor2usRF`?$IODhWx8Yx|-cilgf^qRP^U934j%B?&-0J zpYew+s~+LZos{>vz=utAvrfIg-4GsA2+yB|G**nR-K3ze3SgR@D!;)hcs-R6b=k zg(8|ie#@%#{MG{$cM0X{G9GJwv&c&K#qBDgA=q=TW&(N$ zDYLOkZI}fw1laUP`=8hPUuOOCatkY~ZUnY|eOB2auQQx>Yu=FZS#HV*R|W<^&gPla zMgt{Q8amt2HHRwFYW8U>dA?6^sSvCFYZ}m?4{aala-6++sztf$xlWhrH1KIyP4o=s zVhqhNUnddTfsZws1r^ogTfclljxu=>k>4XqyJ_hHFGH^qVi!?|pOJs#x-_Xv;kxC3-nZK@5T%-SX58hwO z?nx>{kool>aRvG0HC$8^}$PXn%6jz2M8`X&KT`o zd|}w;|L%3yT@kpXki%lKB0nLZRxz)D~x=~fp%xX8t}-)oH2o(Q59`*p_+vj;sb}k9d%4t;PY>ETbB9w=hz(f_`0Tk z=s~RKC2}zOsBimWYC4IBoclv6PVcmBsAGKFn*rQC`)6-AbDVs0bm^2TUvi)@cu5!7 zI?-a)653N9G}kbsn2nufsdbgQSZ8WLjItlJCjn=#-n9owddtqqk;h@7n?l5Xky~c` ze%gK_thhpjDCB=V?S~M-hq4nNwSI}|p7(6#ox9xiWUwa#k);Pxi*lX}F#YYL+&6OA zTW}2PjrO{>muP`J3)SgB%5j`jpET^X{6UO|8QCR5rTb$JnBt^M<9>T-Ld4|0H+p?*5~yh1Dar+`!u@Iau#w!k5+v{S>y#59`NN|z zz(_HMpnzfBzh3y%g~V9;A@5jc%wGpm?kHd!dYWO-rT7rQNS1&V_S;SqyTa5#DvEFf;Tf|0psadG1 zJhAF{9a<(P1|(Y(APIxB3-HrpTlcrikGjY=YjXlH?`Ia0B!!hOt}qe?{JbdtRtc)o z*O|8r{)TO?|h&r_>@<=HegnO~}KH zc%%JuyYK(?h;hl<&A24i{7Hlu-GOt#P?O2Iha`}dFqZ56Nk8gSHE8BvyD@q*EQV@u zuM6(6d@giU{T-^8-zus+<^n=3`hMjtpBmo%I|};azW0CYHDB31P|hs4iOC_*B{C)%6gHE8^LN`JEkn&wgmF=Z-ie~dih-8_nEr0Df=Le^Ae0E z=XU2YT1x1g3hO8o7!k0|;|KU1>8cKJ&(=(m|8S#8Mn8z+;|G1rG#- z9xZ8wv2aoY-u}!K9w4(jpa}Q-Lj*tU{Kds8qJnwd-^9OeVV;;NXQvjM>Rv@UKjh56 z+%Nj_kL~B3sp7s?7HB?YBdX?G3r9h`+Dms(Pu2SlQ`1_!6}9Q;8OH= ztiU{&F!8s;Zb_r-T{cS(99bIgFuPY17c8oK4`rxV-j)RFMz0qk=SRXjT`M!LZhURf zgCsokp&309HfP9eF!0}a)WX9dgo>M_^hYCuadpi2VHwbprVda#bQ{0Ir6)}uq%zHb zXsN6&$%q{1jzWPpq@Rf5v0C)!tuj(avYQukYS>)GFL*UA=)J^W;N_|IrZpfnHE_VV zw%f|O)3EX$9DaoPrt6OQ{nx{T#{PH8A(MG= zTe^1bVp;=UWnkYX?A~%|A0DT#xyz&av`v-iF7FrrSnS`p!AFSJ6cRL>GEi|GHjacxT}_TlFC~bnn!l z0!Fdqrt8~ddSc^I8AAso?bGajs!qN-mXyAiSA5jR#w&WLP0XCU_Gev6!TJgf{~K{4 zry@{;i1NToN^o2)5JYDaD@)6ox!oP9RYu!6&lE6$!{?%8^y0SAm9X*21IOe1js_vbbAF_DD z@4nEqQs0a{<3H&Keeq$rcfL^Y&Ryic_W|vTZ@-ugg(#va6QUi&yoyQfen`s zMwR}ZYtC->^FvOrVN=<_Fa|R~jjzA=cAG}2gO> zFT?4QvD=eQPBx4LD2&)4efq4PI-{mz*P|cyuGJ2W7InjnJDd^C-y4z6KN8Zn_yL{r zorM(ijui{$bqeKCIP>2M!FC`)*8pHGi)6lar}R4~jq8l&kN>9a zzHn39`RNDrAe@&`=lZ+#ae~|sZna!77womnT~@1>k#Q5wD}QIPxmmN5E*ELSSux-{ zZLd8{hE2@!?^huL07u>!9o?S?7~@}N2`lBHp$E1JULgayS>Fh#0if^Gqd0X5wMaNj z&p!8sHtxLXp4b94vYUA0r67cp5m10 zZw0SyzOfUs;*P@{52!c&GR$>_P7(h7{VzO-Cuze0D&~*WblQrjl=-*1OSSEEy}96K zP>X-QRC4N~bsENq9|s=1q@tjo^ZYxBe&_Nw@3e@oXK+rCesi|{Z5oRnzB{eP{>SFu zYP7iF{&%wbVCpOd^U&Cv;TyRa5m)O2Sn(2Swen;Pp{(gOH*-(a~J3^Vi zu}D8ApPQ?*zXd@)tM!EOgk9gP2NT2Tc|Tp#?b;nfdN^u5dw&srVMhL~-TZoF@Ekw^ zlpj;fz%94%XGDlFZ71@A%H_AuknWscK76(JrxMi}n5zV%Ki36B|3D&EV~LkgPkQ?s zAKeXGVN(OVsJh*NVHn{+&=Zy+0hxNg(`N~SIh6ly@?4!)`+23mB&o#d3?45rRYi^$VfCg3Bllp$QgCXpo6!mcOPMqt8 z>;XsY$MQU{pfZ}f;Wu!|wpF*U;Pis2Scs9SPI;*M0=6*~+*KO+jnntIJiSbQ1wxq0 zQ@fBIX?Kl3j!(Mvdt=Y#UL{Ra%sn7+0;>@za1PdPH$53UJ;gql(vv2rq*)JBgxNhW zMaT0Nf@BnIR5e>>J$q>0HjELwVh0Y@ai&3M7#9kRpf!diCR|zFssEiwCv+$~?r+YB zK@e%Qvw8o<{f4gpbt0;rO=y&Kn$?odsj$}CVa~P1%jCALp{o1Rjm8%N($LUd(TM&3 z;&z4U_+w@+T>f5ikc(>Y>5S>s1S*`7M)Z>}rFoNm4jr^E&P*(Ce&+J^ z>6a<~Se`IxftoPGl~1GpcVA8Ap`(nf#`@lKDk#m)gVl^jJcaFYrDS z)-;#^2`RthrnplSgB?k`Cu$@nyb{s(^`}sf;Q`V}dG;B$8;GADdUk@j#hbvXeC2o} z<9z{%5W-&`CxvF_RWPy=`23yJnSp_TnZGk$q@})869xR{1$PL~5J8&1<1JK)#I0YT zW`&!hHMWGf)qPD2U~yj|4x}HJZkGPi15p;yC;rcGD{04uu>3~vGDkc{RWzh-J*O}2 zsz`p~f`T7lU(Fks5}%i2u7j!4Y=)Q6OJEgtj<=dQ9%*sVp+e&8LWf`1{~O<|miAV? zT?A>VU&eZ@;~-+ru34w1J|N+UG@3a}7@~Ym`O^v+Q7d+0H`4%Nb~akhrxeHHK*YZr zv;gQg!I``i#SwTKc#htY{ zS0t!`?$k!`{&~c``qz65WX5oPsVHtFXeT$B&}<>TJPzYJkXcEmLC0c*WIhT~{t&)A ztbwY`Bu2$+-*;Y@Z&@T=bwF|Z<^sX8Vanfp?5cXG%GgaOudO-OQYU#sT^8~fvIsU! z{jdf~sN4*Lsr>zrPobnqYId@F=_TX{XTo=XH@2bFD$G3?oejeFZyh_j1Zg_uIRVh* ze{Xe(0sfrm?9KWe9J8-~6KcsVN{XxJtABb2XKV_+Bk@+5K=3~wUFnqQuZP%SY55Cg zpBB5`z!~9^(R|uKxzu()qR&tkFVx|0W-KWZf*{3zOW5roc$`To_v~9wwK*iO(P>NL zTU32ZDiqo%XB5B|39#JdAi52w(;P=(x>e$+`QAIbXTFAej$O|>3#GzS%ThO{7#=c1sy}iNT(@tcMUBhLGrsf8l{?<6_{@qTE~L zYR~nmC2u{5L^|={JyK%4(svvE{bmvq$m3jwWutIv8c)IFAhd(Qt5rMznAaa=IRWMS zI-^&y>gL(=^;G}XRL2YO5BlD1LExj;k+o_BXivq{9V#|$3t$7PjnLB+Y+_)Bwq(f+ zxbpdQo5GFex&qeHkbm( zz91DAZ#1dy{&9f@H$phL9S0JZy^E9mmhTieqC)gv)~~Pv*u~P6gOX?cc%xwcsW7mC zK)+Yg$+zDU*rmKi@D=-gvu&)ERDthS_50oFr9nyDi7BtYSKZB+4NnRGF2B{eM7^tZ zQJv;X6h9Wx#n$y|u}kK`L?vC@qg<5&xnix0IjIqdGSq|_MsxsfpAUcMc1gmiTKm@W z!TdgBSPkf13*Rbn+UNary6xVHVBOL!-=LJ$U(9X{V|3Sc`MAY3AL(@rc4SFB`TV`X z2kQzMPv2pvyS8=3loeGasgDOp+Oc)3l03$X^q-Zyg26u@?)br0v{2STYOj1tQMX67 z+?qX1{JpElHNEa^CA30b_S$A^C&0K;Cg(n1427v)`)d!Ln(e|xKIq>R!I#Ba#J6aU z{JQlBe^kd`=k=a@FGZUlCs_ZFy*Jx+-AdC0@B1k>oPmtvpu?P}L^uFSlt@vWBuboe zM;e?5aS~_JFi@yh=*vd;OZ08sHS$I3NqTYbZTr~i$jFMw%0xFx2S=NWTUpIZn^pw>c@fBP7>vRr(MmCtGjY90^ZPk^NyG<5gV~}x*eG{3Y;A32 z3s#h|(zwxS`2e7rTPGZt*j+QqvTiHH`uqq9u^Jat45jk%+$VF2lAWw3E3^unbt9ql z7N4wx+}3O`*J!7fMR*eG?N{tjVT+-|*%ImTZlLVo0jkGntvqh%56W5Ytvjdn(m2OT z{tyB;2M7oiid%vezCIYT?Se{>BFY7eIuOZ$|HE!|ch+ac;-lUi@R_hHA7}vz1|?ys=@AuCKMLtBu&% zDK#|kmE*olZkMpyE=N|yy>*z`irn3&Wy}eR9KGjiYiO3!K@Z2k>+P^rF~!kgbb6fb z0(AoD^eQ?f2+p7|NFk%&+ghAwJ}eO8bU?`D?lIzWhOhRs(Cm<&qJ`0c0qZJ=)S@&oQ@IiWx?fd#GB-B@88OebB6i$1>1@3>jN(@TjDd zsk3Q|0>h&Fa-CT<-L4?QwfmE$GeKV;r`o@nSJm?bQR##^W|#QnKGy<6tG8O`j{JO z8xm*xxBzT_sd%Dm5*BOW5Hv;JC!I;&&avWL!zUgsa55lF z8q0h5)>q_-ZgxTOfB;g>iO^^wej(#ag~lR!bK4nHSRGosCUfm(8P=J#0}^ox27C;tLlIt!Q}b_ z)PUQanhzO=RixjaiQ7p5s7CX1^t>M+OBu9d%y0m4op-r-t5pE?P`5BIqL3C*#A)y< z9G;Ksf?~4VBnQ|SPY%JBn%>_DB7p1pK|)3wp=iCoQr9Kt_V*Z|!DOuXVsKWZ!0Pk9 z5;C;8iIEc4%iIT{bsSHqk4c(4FTF^J2yq{kJ<+a|)yMb9n;(xk(A_rJ+1ouSBg{Y1 znBVVbE~+Ym<1XT*c67@dN5?_8AD9lb)P&UTknX899gQ-H2k}y6P3hm-BZJR&cCWDl zHHypYb~8YP75DzCby;n>(Zm1E;iFos8rZjozU^slCWo zfk;5l=}Csxa|C&T2vpBtk#)tAKD^w|uAVL`s8dKa8qroQ@rS?n>+q(u7pJ;-NOQMz zX-q_S-~=YTG_)NfB*}21Py%0IM%$n1)L2JJnJ+sbN%K?A8d>bLtV&lWWk=-M*jW#> zhPkp*OM0%I_*9rgU8G}JuZO#4S@TXU_mAyKP|cY&9yw(DkDR@BmTTk1gybhRUj!`^ zhsxrmd*AIyE>CHPSs_i!FSeFvMjE;kF0~ikmh0Q>&;4uVq9sI6ZR&PIe2z>$Dbu@} zLh1r}x&M4HyIrT=o`t_%KSe%LU~3nA5EZeiCS$v1G!w3Eb#Vl*K$z`rh=n_5cyJ_O zX(u7H2P)&myA;^86YAB){D=(Xu+nz2F0Gmq_pP2~v=u;cz+C*t-UG<{&bFv`FB@RJ znrz(wdJy=-ejJlMF`N;>e(o$zc|Z#9^%%hAXcofq<-Eojw^|iuL-%{d?xhl)l3l7i z_i=K~0M2}^s%yTzF<1?xuyt4NI$dML$=UXPIuI*}9~mL-Ju&q|jX@kpXGScy+N;Qu za4ZtSDBf(VHMhGFA#~ZUCD8ZVZ}kYm(7=!v0V!%RitaEuz)x<#Z`rlimNJbE?kUxD z%olXgteB07dfN8)2&(J78!O`7M;#C?pS8Upmg=;R`Z%8t6#=Qe3jr@b5xHR?mn!vQ zdBKj#b9Rs_KNgC-KkY+}I(ljxAJFpyxCAsxz6P=kq>sEzvz#}N^7OodP;O~H4{J*X z+ntS*GQjD?Gj)34wow};mLCc`%{{4cWi*G%JF(KDvTMy96Of&Eg{O4I9N!*iXI`zA zapzKndp98;^}Z0aw7RMaL|X@pTpm75W&r)4<{%|i*38)lTi|?;a~L(UgZo+?Sr!%> zj3v;PW*wDe=o@Z}&wa8z)_!~ND15LV3VON>1JO$SMXG{amKyX*Q8PPoXxKpT1)CXY z40%w?H0XZur=7V^oSXdEPtF5Qmdui-eSW!0;r0wr^-bE;>t8Ri0yZW3?1la^F-7~T?2#N2}u)FAwyjVE_QpE=pKat40A5FKv zUvj}ci7b?zfLE^VHHrBr?__|QvOCUpT`wgvxcqt=ZsW+tFaW-dG$;q&@ADne=^h=( z0)g?F1@vpAk!C%f>`8pM5WBi&iQdlG!3J8O9i_ZkD2)w$SL-^D^6X%LdO6u zZy>vjgemQ}b1}3Kk1&Hkbdn0$AvW?|)kw6Kgnk(I6FuOL8knUA>V?qt-EL+v62WcE zS0{F#-rH_s+g8(2H#waq_V`qa8+0sOg!PO{FBV2yIW}L{TRvzou6g(-V`+N^k;Z0| zvmcJj>^)FRBO~d=?VBBRdOFX$9@x;i7nc#GVx5lh1``+4GNGA<#{xG&|MFH!C*zQv zqyq<5nqJfE;j$bONz5H{f1eKKMYDHz?R;Wv&Q1gQ5fJ;ceP%-Xy1N{>OUT`?R5m?C zAwlQUX`kK>`T25^Dv;}Ot_-WPaaaOE&ooBgd(*5UYN!E_j9ilP`q=Z(h#l?5rtPL} zeFRfhU8^9>BufV-#j#ih8h*m#@LDBP5G5kansl;U*>KX)oFV|cfh|x!Xr3CbRZ1V= zWevNb5ygl8m^sx}N>RiR8p8F^EhDIU5|pvYty?4)RibQ_2&m|*8*Ht8>mpK7uFedS zsygaVtaKxrg%xbT-FTW2KKBP-i1W2_EZ46h-@BcSVSB3Wbm2I$yGqx?@ebf}myW1_ z@)C4CqLa<^&RdnqkPn;^HSsA}2fwjN67mEmg#6u8jLXTh=@H%D z^0UGaa%bRCtp+VhrEryfj;zj1v=)QvtV@pFy7Xxc2i}8S2v2eo=JfcSXWAIAxeh-g zikVU(C_z4@nG%Al2985_UHb}0nKZ)~C&Wb^g>N&o(wc(#kOafk6s~#MpJ1T)2Y`=P zO;<&@Vst6G-JTJNy*-KD(}mssI%-XRzY$d9l=`i#ygTjDCq{U#2G(Kv1v;-DyTXzx zduxPrXMxOJit1*yNhd#Sz16V-8e~9eS?$U`2r7D+$TU@KIJOkcnbQ;qy>swumOl+q zSoGRCLBmrp@3DiXeX(y*`1CxTL3JYBc+?7f5#;(tJspn}E)$L!_Ea4#)!>cEkg)}) zOV>cE<>E?blAF8B=>|v5%0Gc>N$NhVT2#m#TM(#&Fj1_tuazzh&LqOlO(54ResHX{ z)Y$7PN1Y>}gsPekRlIg#k&91gk?n3>MEb}@@(~`=p{+E3a^O@CX&lyU5RtS}tQu8~ zS$LnU0X$W31m7-05y>kK6P*p$vCSlKwq4DcKw^3s*}ES4ek~RYj${y9>C@A)r%VKL z!wy7tH7%$?4k&uK;kVt%L>mz3JRoSF9ev0KLq`&#T?=k0wutXE)@R6*MEe0BiJU7X zX~sv|YAc{q6Jc#cq1VeS?3Aj{4LGVMJnu? z6w-BQo#SCNsr7*|%dHbgAf*#}SlN#<3;=xQ4SX((L5_C!M>3nc8bR%QH84Cby;lAhA5;{x?4G?G zC~Ka3*q#^pemxI&;nbfNqfC!ifS*v}1klSRATeRr=2J4U@;vBNk9#x66FU^&W~vsA6U*Y$2?Mx_>MpY!n$ zNZ>U z_PxZy)+nOgfU)=vZCtHyeFB2~?R}J$hlITx2q1NN>sqn)MSj@l30T;!9bGn_D9)42 zt4NF&Yo`_ZBSi%4e5J<#y+m{_NMu5zD3eLJCNOkOJyM2xt%@TXkIQYmuZ1CN8VT1` z+tbj|0@;FM9rl5`YICwlSqLH4dSdz9>h-YQerW3>gU9iR2r`S!k9^31XRUmHLbrD> zq`amrw{+$61FN{IN7>}U;c8@!98HDSda9p7yA}<`z-rdYVv8J28d?Fm#6w$XP73gP zM!(0gRFWi)orybEjOcPPj-?;0W@jaGuR#ZyB`;L@JU=tUa?s;VZ_fTcelD_v>YcAE zY|oE=d_IGSRIjEMU>!g=V`c}%Xpt+9%^HJ~6m(-b3kYWn_LNj;gFW*}cYKyv-#*U} zD2RrPms+PkK2HEgoiPpMtV02i*+4B%{XToo`bp5k(}nt~dYadZ6WhKkx@WEjRi8fL zYr6BYhPf(Qeq9@vfmx`JfRYE5ZNlxXdC>m(g!c1{10OK$A;l+MdD1rY3DF-J*YcLc2#963X|>G z=XluOq7GsBA&3Gw1vSx~vu|$I(zos15XCY} zN@LaXBP>GN?M^;G3!_!i{Y~D33=M)-V$j+wku8h*`SYoqR1w|VyT0F#*Ve_wN zcND}BX`heh=b&DnsiaQ?NE1=b`(6*A05y&VW;}OCw!wzW((OCZ>nr3)%v=JGvUT5) zrdncrsFi7#Y8Bwkz+nV1@L#TWf+iqpZ6E$!vE+=vhnkE*r)G{Et`lwh&E53p227MHH!sCnoPQ#hSo% z&Jw9^ZxDyegOz4S0XZez?{czhYr_eUtVs=?9b2 z=)sWB^t8mBe8nY#CwCqa8AV4N+AAJXbcjeo)!tOjyFmmR2??k^jD0K<-i5R66Ask#V5xzO=r$*HjyVhPN zNQWV^f~PtT$!C;-)XhRiABTN@5+G_JKn&?`Wv~o)W?o=tx_AaHqLF!;DUdKFQE6t$ zNrsW|Q}#MT^!X6P!;<2`GYr=2hy`{T($Nwy-GKMoUFSr}w)mox1r$oKZkmV3LtG2d zSEa=x2q-6;OjoQ`2@bCA2{Hmn0>EXv1Hoj1cxJkLUMc>Lo-WJw9=*jGk zlPcAmMJ#-Y_gc1FnqB5rJ#|I`4N>im0O{I~4-eW!cT>}!kW|DC`$|6!3qIp0u-@w; zNf1e*b!1<(3XVsUCZJn=+ubKfQ#dMF^Js+;It&HpV%rCa%}vU=;MHX>J_dQne0jS8 z!MzKhJ9YWZkdf`S9pd zS^$BNbBi=1LYpi|9*e5wDqXdaBX!S;z2ewP-0fvHuHiias3y3Xm!;>CiG`_s7*bs| z;5MJ<_oj~4y%CtJ4r5Ah;H8Aqn(u-rS6Z605=n=mkKlNguR1{A*=1g~=UZxRC2B1f ztQ{9|h;v}~B|?_mgmPqzQ?hvyp3hcU=}T~C(B|xw_j=XcfIa&%T4}Ndogl;@Pb2{< z%4)pHjAP^{@{x(z?aFw!Sg-JLnODga3%EF60=Nr=`*@wm!gimRh8lD2MvB)3zoEOn zB>9O~Zgi0Wx!rEpQ+3u-Iy_0CZ#<*v6t$NpYc}`UEfN)B0+VKH4Zz@&SszUi^2Z6}29CsB`n2wey_}o~ z;>7V#j$RH?=|8h)-gmW5EQGkYmmI9i0T{_y4=5Rt@~N2IN)AjT3}kews_N=4Z4;>^ zb_m%HD!tY*g2Kpi1lAjaADl=du(@Z~W}o?xy9us3Eb4+Ks*L2>pD=Ao-(4Zrw- zTly7u40sZRykH8a9h{^yW2yJU<$3dN=S;d@lN2ujxZ2&upqxpi0XeHXvii}m><4i$ z;(erLg{Vu1>=8>+xX5x?KN19FYJAwC_v}F(P#kFOl2=1Rmhhem3MD*8#KqfN2tfF4 zs#MAB_vzIN;ai;mymvicnD!Es>6O%ZrCFlOo`~;Uen=0Ea?{rd3-ZFY-O;{e;)4+k zn*-@i2GKI254WdBMwEVCw7sCa00URv@u0c%!V-_fy0Z^yY#Y`q2ND_JYc7Zap%@@4 zbaLA%a$BFQqFGR)IBZ@&udsH3PnpDn@`O`)g+55|X-#5nZw6C`RoW2kGen>GZg<*V zd`a8RgFuf*NDtxT{rG?{PX1uvYP+Wx&gb}%&hluZaQZ|yst-{aICI+T9MN$&oma>0 zSp&gQnQPt_q|#v4&WvZW7dus*ooxn@dI}qUGwxObMNu-VI;%z@AIEn!clY7#&cHd4 zsrlTlA~+b`M6ydhc?Tchb+IsrE-FshY2nGsB^&q^rvZwduKhSk+cRfi3Y1mdm7oqS zJ{`CBXAW&+T$f~fTU&M-QEu-c%B?U>MS!A_DBpH3=lvtV(&PIZ);2azS^3`F-kj$= zAL-G3ZvfkRq>}g1xIXXcn@zqo&X??`hH%ZE2B2m>KDzEfv#38BLSr17`g*@%vptSe zXxbB-&4*LLT_!Dv7K&kuXLFk0-aG9o&Fzxa+g&7RHjL9=5T`wcPpa2H4$aP6I)>r6 zAeh!5vLZ0*@;2(QjY=kK?F3Eqcciiyx5gn$Mrek#E!Nk{i9(Ii@_NiDmpxT|PZP&= zW#e*8-`Gr3uITq?Q%)%n!yxf#s_6)$2~%Di{rVin-5K+Z9t}_1ZN??ohav-6J9QCeac|#fa^iAR1T*MKU z0^TkXvE&b&x07e2E@}V~E-$@GfuBm+)jYIZY=~mMu{y3(fjKD?9FwAV-rA~h?$bi`Ct_Tws2?V08`d!n- zQ93(5u7d^l{@pxgY_yw&JY5~@2kR9EnJ9Zr3xavz$vENyyLzruJgiGbPr)3iwCbQUi{X@KBDwMBFx=@j3Vckh5}Z#HlmRQkC{M|B27jvSj-6K?!Y1cbXgJBTbux%b%olevuvEm$9uO|l=eZAw6l{ir?ID% zxkLG^F+5~Ntx5%Bn@ux$L>Yyq30a4q*Ku-tr7zL8JpfeW0^IID;5y|VQ2satp~{1Z zASvl(Wsh5kbB_?pf}ja9vvku4$Z`p|dJxnyIqF0Uxqet_o+fH(dr!(Bac&g%@_p77 zKpLK`zDp0?DBnrtO?J6dgUl?NkK1`x7B_CwR`c_8*RUsYZVd4>?pUpukjEB7@_YXl zV|OWzBB$mA!|jw};*RSXxnv(St|q7Jyr%9{4oDZhMbb<+)CeS|Mu);^f9~uF#_>x8 zgIWflkzP+%w}r{u4a_N_>)RVjGnu_4WuI}2LIisHc#O>L{+`x2Ay+EmJuzm-%R}-n zZ=0_b@KNL8ZaL@usBtijOV)jKJ%I+G_(NlV0XgEMQJk-Zx__Vel%B4p1nR8w@^Lf; zO%MB_ahCwkAC2tZ2=}-5OK<-U>GA$JwLcsK4XJhB8?V*poc^tR0&1Ue`nU4=T7Ayx z-^%BvgVYATsxMiteLXyNmRF96UGQY%wtIMf z<5i@{yc<&1ja*86bJ1F!(-3zh(9@^WJ7VSxUchh7}4tCXaEIA?a zF=tNLINDhxy6&a}op2*1oS@BNkdwl0(K12-s#z=i6mcoB_p^B@w$(cE^N#RsRpeDw z3{ey2#9(I2 zUI4O8?#(W*5RK4V4q@#yy5|?q168h+i>Ej2q{*eW&_w{^8$V(7PLKe%U5#bXzVtCk z-o-^>+FBGuR195$&YchT?#jqKzp6xsmLp!TB8L_yvAZz$5I;2ZaNh0=QWGkd0nm6k>qnlz*g5V+!n|s;30S*0JwSlyfhG&@tY*3RfCMwK@_im$ z7KdNvY0axdhS!T$j^NpNWeo{c4RmGe%8PPb^jF4H;bDX;c z$IO<|{H4xj6AiLNbRuQBFU?E#wGB)IZ?qW}$o_Ux(m7jEnFK4{= z%PUO&=(mOBX4OIaF;W~d_{~Rf9s62YVx$A9O6_e}Z0)2`naOtsaw^<# zjb^rSGe&?|y>%6KPJK|RCxe75-OKBm}9EW;s+tm&pO#^6RWL5wf?ssOY0qmsuGiHLS4ad;3TyW71 zZ3Uv?9S&Pm86Zk)^lpTVbm|_k@*DUquhOzzR`M$)g5PKRD7y%eb zLIT>h`jSF)F*~Yzik6^x&N~`;tR;3W*Xb5JuIFH$xf^1yxo~W6@-+RxwLunOt`7L! zBmNwvYXc!JoC9pq^_?=Uw;=P>?8ZQym z{o&5l%zG&fMR_|^@3JKp=B#wD6}CFNC!y2#KwO^US<)yS8mApz&`%ZwTIk4gw}{t8 zsL;51;($jH-MKPp3Uwe*JPi<`vtV6(t~~13YQbA&f$d1B7krcGXkm68@7)Kbg>7;l zR`i5Zc%*=R(N1xAh0qHp*q>`2LvD~c*0k(a%o9slhXfIcnaBcS_JBG53B2nGVty5X z7%CK{+i?ML781P0IqIU={w=C@9&1zES%}+ORzepd=X{|sJc!6Eu#jjSD|5SNHSuME z;MGY@viTZWp$)6goeo7avA-qTB@?%V15rN3)q(f-=h*Ep{+-Xlj$jY$Q#?Xv5JNn) zc&7dpmm5Z?Dqi#LSfeldh|?VPE-h}9jyM+Z?A3X6JQN23oWzuPB6&a8qsus>%PGEL zm2WZ4c3&Gytrx@^9F!VZ)=M6cx;AaxE5IHD5aV=?mf0(sBQjG}0615+3iGZX&kW3r zIqWsCU)K)0oZ}XFy(v4A?}*rr^#t+B$jigw*MN-6Y!}!Gh^nIEgIWMj#3M;{Y(+0n zu1+^z5D2s*8z^7*^kvWn)z?9;cUvETKG86bJGx{6s6IkRJR!^@U^RfS(TchQ?LTff zO&xu{zeMBc9UqDp^LbWBIWl<&IpX}7t)-7Up4I8Vht4W_5`w{Fi zmV*k@6a++Y=>y9SAp6*4*ibnLxF1O0o+tr$YWDR$8j{1_t(Pb=&t6d8`LVl8xYSBF$Mb(AFzS|s9qSRC zLV;dvQ0-0}(T@xeZ8|Ys2fUU9>+@U9O=0C zBRqS`(@EE$IIE*jgXi|{SPrNccFXpjcD||TEDWH5hgcA2vlTMQHoixG?^`~f+~71` zW>*l~fwRU@7UjNWt7pq=>zU{F75v9afh#P$1v3D6 z$m5WpV?jAa_$-7Sgh9;J?IRzCO@`2<>2j(3Vcwpq0SwCMTY$+>30fN~M8ux#$OoJ6 zprL>UM`dq*yLno6fw!CNN>&C!awi^_F%zJkn0O*&n%&~ zYh~@o*Lx;#NB5~47n=vAF+LgAu^s3u-U$<&uXq6fPC&80!kro_0De(0<=u^#VaZ9- zcNjuXQu11jW8pqH=FlXEk+=5U=(PTNBKC3e45()H#eJ&}9dy5kYZ@@KHoJ_?RrGyU ziXD8`KvfI=m8azBpW_WVcp|ZnqKH4<&924d?y{XiSoMVNc#*uHOB3XsNA0OhyziE7 z3KpSp`Z*q*{rhDHY}7TQa69)QSB=+$Xx zRp;*AP9hFva$d?{r%$6<5;AOhr>6rCRdS2=Rdlv5!uB?YnL~mDbHglvFfN9Ls5mzq zxG>^FOp^~L?XrE$+_m5~VU|bem^E7n$=)t~5gf4v5%oe-*a1D_2S#|UXjVm_g+BER zbT`5k-lK^z>wyv+(i)=}0VYCoI>zU7L??`IbGK{d7ygr_nOHxiv>4-L%!!i<9iJ0G zH8t-iE!^_=(~3#aGTQgHLI*6inHsO9oGQnif3NCb;cdl$s|Xt=+};weLD?6db`g+x z$L5G|6v$b`tVxU~QkKu=yzb+Y$aQg-cNBhQ)3rE4=ym6t7Yrhm<82{+tTyjP!!EM$ z0XP%oes4gozrI)ghh~4;PCmakT;bfDuGYti=>upOR{GKKij(o%olo5MG47^zJ(GLqbo%DC`r@nq?d9$BMIX&Q+!S6`een-3|M;=@<%>U* zUf&dTUu6E*ah42i^!4%W&x_Z;ATtQq9_dkt$FRsBzxWvSr}w|#f6)G-jCwEhdJho( z?#G?=&^JT>ZND@T*#AYCbzt)4+qZsiUB2JG|Mb@Vi>@BpAo`K9FT&QFzHOsqD7-dX zy*{g}Z==~On9voro<0QdGZx>c=!z_iy0o5t z-1V{VM-p$X&v^a**LnTBzx%tF>pQE<>IJ#?qtw6nY3p|{O4Qe(_p*9T?PpQqRT*gH z-jsEZ;idAzGK<%zx-ckul4@>fB8QF z&6nuWfdF25MHRhFUfb9I{C@=5O9MK9mAC)T|2@6@=JmBtffRo8A0oQJ|7)f95*FSI zP<0`xTzP!GE_43Wz_v>pI zw_fla`u%rU`8{YBQQUvpcE8(a*Dpo%`q~ZUx8G&opx^(~cc54L?FXe#^FMv}Df{yK zFJFHDvb=ACp+Q~L?RRYye*fJIw2|~mA87hlY36SxE; zkI)m4MN&pp|CjajyUl>!SN5AXW&B`UFYRaA%RaZzJo@MV78Tj&1M{fsUsiwVUrO(v z|LgMA3o!ovG33!pU;pR?OZk}(MCHGkWH|iufBPlLEDGzc_xdPUe@XZMyMBAJMDONzx@7ZivKr;|DV(hc>T3x z0R2b^{g*cJKI*3qzcT)_zCUh!uIRsiGmu}VnO|Dedp`Rg$vJ<{nEwA`OaCiU{;x>+ zpB^dy?WTR&3Y-m(y_t5oRSe6|@zq~sIH0fkwGmEbgcr(kNAK5;?d-;9Ud<~5E6ZlgOMV~dr@(Dmk z&;%jmQ~c#yO#c_-e)@bq4&91@AIEMjF#f9-Z_YZfz+YtmdfAo_f5LuOehIkwiJ1mq zy!L&8|A_v>pI*Mgekp=B>W8*^$$u@PZDJ1p2j#qc-KAa={Uh?HUrdyIi14Qlzx!l= zef!;~9~58%xBew}$s5YmE7gO#AIemG{ld zl!ZyucV8bjc^YpAKb2Ya4e~Ye6)1CNut9>Vq>q|y7Xr3NuNb1O0U{URGHA1ATh=%2 zZ-1(5e*4u%xKF>q5#-B1r|kC?{rY*5Z?R7ssb6aTFP&NW>P>auybb*umBai`4mNMc zei;9=89>`>nj#C{)(4MO_;o%sOCPmgziaFFV-`(N-qqD-V*smQJ;k?KxUqoHI1^B8 zh{SPBL^$U87#v#Fa+a^05D zv;G%^i|i2MTX(w;*$Fvqc%`)4l+&2aD=@0Q-P!>-HCvx5H88`QYH!FGdu- z5&nbslD1L&&FdFw-#6Vqz;MHPR-ZuKchvmyj@eDmq^SpVmu`LIRv&*S;80{>KZUX?^ z{^q@>v2B0a5Qg>^3g0%r4eRpTpzyjb>c08(+m9fZ{Yc@f3L>{?{|upZ&$*&t{u{x5j5Xze2zK6;ivX>jB7bTR_tgcz|nPB;aG<|4$_V04!e7q~15c`+!6QQ1E|q zYlrB~-40D1q}?|di2x|(dwq}^*&2b80W|+Lc>nPMc>d6~b^AdOIC=(TzWF-#j^d2X zkn9+M7R)K>zZHZP9NlerMvVpXLR+n!dp| zjrmdW&2Rf{-=Z*|MWAA|LZ-M_nyOV zwPeqh~#P{h}jx0r10u5qcAzw3pW27OF|4jIvl>nK*O_glqGIOV0C*&+7_4W(5 zYTVPqJpo&^0=~p@&pF`lKArlf(16^0~o!Z zPdlVXA$U8;7s%C2kvqngp%|vY_M~|0hy=nshQi!9*$#7UY4t32IPs@JF^Eat@9Nho z6t9z(G2_pBlVeZ@V`JfQapAZVw|jehQzWe&ZWn|dn<)vyx(SVD`y5)-mAYjftk+6q z_D*X#I7S)jojh^QwT`^q;515gA*ITAh>n1at9NUfvOHatqB$M4aWd|WZ#*RDU?fU< z*zcl=Bcs=fk;zln+9SqVEW7q_B`WsfpZX;Z&ss0j>}{sjr?k>Ab~Y^*Ua@o6Uruk* znhvAkR&Vm&B&xht$NV6_HFPd;Qs-@x;H!_FJQonD`?h)7b}H`!6;|?s$#XCQo7;KJ z`69{1B6+PUjTu$NW1M;>=Q&%EIbRdg(01=vF-$6%-gPUs1W6e@7kUWG1vS(DBF+1YgHaC!)|#?e$Z0#!E=B(PZx8>hkfI$YCKu#aAyTo66a>kCG$?5 z3EQw5@cl7DR1eprjbEz)Z4Jh`^}9!D=Xq6Tq!cNg&zML-KAxoh`G|9=VyA(+uyTg7 z72`S!WwWQt?A92nHWKk#J$SLS9~EvCQe^k!@r*`8brMqUjmXaM!vXUx+``)PD!TEx z6tKG~4U-+|g8|>fM@d$jH z5_AP|9znr0t=onttE80YO&8olMV04UHP18fg`0XRjhif>hj9V2Pzm?Pm2pccTR>(8 zyDKCaX}uHlXgmlR9A>d|Uhwfihf3;7=lp?|c%*r)D2wu+eb;htI^@e-x<(2%^zmIZ z_Lz?8ZZ?g@Xv~G7ahG>Jv&@R{-utA^p%JbR|Bk48U?H_9q~(=3HyvLwR9Q9;&n?~J z7Ujsi-)2zuHzBP(^SHaziX|VJ&QVyMpNy;Hv37(%DIraK6Aeuj@ODFu=%TzE^dWO= z?~v{;r`@IZc(8)=j*~0(+-obh**`zY2iY1J8l~rt*|^;eQEjsUt^}x|{Vf_0Q6ITo zXq#vi3(jt4nfo3Beto{<6$72XuD4Zjt#*{P^sZ$}i{oi}4e$1GX690Z*z-X*$yeG}>)%`@J>b;ebX4sCXyZ|kENhxQPLm-Gy4u5}jW?K> zF6{kYoUDMu#IxM-XeEEbH|#8iVZ>XHgSo3y-4dykUt;A0rA21fznlG2UKhZlXYCJv0n3 zTn;R(%kt8VGQz?v9>NXb1Tk7Gx}K%dKDq3%mSl(J)@UqD=C!=5Wp}`hMuG-zd-)ud z(RAC$A&a5~PEW}U*W)-22n{m}&7OjRDB-A&VYF?isJKBvPp$PwbU$QXx$?+{Cie;tE zccQq|=Y4_yML@?sx=A8sk45OyD_W;tZrFFgl<(KGr$B zvEsTZvP>9|itMg-yZ`E=4_m(g-bJe@ROkq(3INFlLk`6-G>E1A(-n?9P9*H#cbe|i zd0o$I2=J=!gB(HXd5aP((*D$|>$&al0fTjt%xOY@pc9ab2k3#!qa+gpUZCfBs~Gf7 zwkJdf=te4{C@wmgW*c%mG=tPZuHloF-=aZX;;1z#ZV;|uR(U}|0^wIki0}g70Aw$d z`>1+hs$e^`Azuh1noTI!{blDlDkl&VbpaOvwp32Ipras8)q$jGZOoor&pFM8ee^Nxh z+VY=kBI(mYc?Z;k)edFIFtVD9c@{(@NtkU)iF)U6TYz%!T|JZlre9CvryJ#UlJS~j z-jBbtxW$4O&%(B<(u@k_ZWX{0&!faU0hFTlA?A+!n|xjI69@QgN$oGs3U@H4Vh3u` z$FCOTNbJK$iNcOc!K4e~$#|VT)PN-b45K5Fjs#2-Y}Rc?{HiT2n!$8SLIdFMoT-|@K5O+RiIg^mt0?6*MkCX`%Ef+Sg9LQ35*WcfSlG=ng7-Qp-ZU8y{h z&25&r1t|5?{o>cqqY-7cmpL$$x8x;`X1R|s)YNt2h-RDH<9Jt9qY6n;i!P{>Ky<;U zxgqlFR+S~}3jzi|f4Y1M05}}BZ~=;vzO~SaBF-f31+cgCeLqUI_KGEM+`#9UJYu35 zNdZa1t^vcQQIDqYAU?28Oejf`3`41)a- z;J=Wgq{G18pdcs@vO95npRf&r(SYK*F09*UiT!2ZSOM&80N!4j>d}GLC@^w*(yr9c z;CMz7GSw*;g28|om}+B~5G2cK*gog5$sE3~vWr(-?f{xE26w^q%o7A*dTujBdNwi( zM#aONBpCu^@^+%rWRVQROKG0_?iY}-iGeqQpy|2+s)nJq9Q809kHW6QQBQ>7+ks>Z zT*EN)gwYiU1-nU;B=B_6UfUKUNekEuN_y76I86con}###6y&FabRF9bc@9 z!W#x4`)r5MA`jgf23}kbU8g#HnsDOg@XO6I2tkL)YsOeOoCMddXq>0Vh378uRW-H` zDw<)yOaqJx2S6|AoB<3@O*`9c(>xrx@a^)rcMCqD6l&yRw&5s>`-&1Ly>c=}z1ana zGr{)&{mGpulc2G$+VqFdXI^U-P@cx~dZ*MU+kUl1(@^dg`-8M*j0&Des5GT-PP#Rr z+v`DT%(4G;A7qfNR?agzNz?Pg7%t-SCW!4iPK)O&eBpTfIsz63wq!2kzvSuN*4kxZ z$T9q;K$#ldVlO}4!qBUgPoSqzk1nD2bsIL&(XBhunIZrI9kg&tirfKvzi8m$;ame} ziZb~3zec-tay3&r6#+-t4L68tJD~;+Jf?88>2?S|yS&`vlZ-MlxC>(B!Dx%WMcFiGW+iDMzt%S0M}ojL?V(Pia~N}{_*h#Dnn@E$}3qWVF&l~ ze0nEY_T)UT0z(ru^48a#v|Sf2R#lZxf<}=A1VQjm=MxG-fkZso@VX%Tw*>>fI0O2s zP{J~iO!T{L(Q=%@VW1&bD%By;=*r{&V|8Ts0JkPE3lzYTH1@!V`r7j0{eeRt?yJ1e z5tIk=t8*J`0S!JGWAg?ZssR$+4c7%I3o<2ZPy}&2YcRgYz8EO&`(0VMps>btio6z2 zR!+p)4)C~}fT5iiUmiivr&(rsSpHSl@$^Lr6xcl9l3sv^8-r9|%1@^p7vAW~VHnEm z1y9IuK?`7JPd48&8I9AlNcgtt=}b{;(=00z0xTH;kX=lE6a_CmQ_ z95`;r_)+Y8NG)x${&J91QOtS)tpW0WsI$jRJu;CtDqD;v#fh&ijKmq?{-=COHH$yr zUm20W%*~wtlmLBZ`8CEE(?uNm64nJ>E@r=+O_jtM?J31 zQEkCvJ3QuEbE@dOa`e;T%}D9^s4jVUu}KcQNbL`8PydM}OS}l@nu+wKx9nng*1|ax zIY)1!%fy?0zL_>rj=%ceevi7ag;??G+up@oMncX}RD9izHEaQSc)@;as4ncy z{k{)}3Pq$*T&w{xwtxn{-mRF|msOD%sx>aC(?7G%sfyK5+Ka9|ptx$oW?K<4s-=U1 zauWY^mJKp2R{mb20ZMlN&l&u!)BkGy?_ba0-_}0=R~h`<+Wvo)!Qa;Y`)dB5M&cLW z{@ZH)pGM-_+J9fo|IVh0+YpDLvb1w)6_EV_fQ z2XY)&d-0&^7x3q|QcSW=xIb%spLi}_s5t{fdNsLgSX}suBmw+Rb!=0LrHOi+mJ7WX zjgK&_Rb>Zuv%li@U3*Uc%eCi=!>p}s7b*m>hM@{OCx2K^`czKQUT7%m61L;3@jaAn z3Rz??s;j8PRsl$PS^v?;s;*NxP??VBC%H)psE=`h!8=TFi-N?+>zj~ z?9qTf4X#iLWlzA2vEul!u5K-v*T(^$O2-3J?rAa+9$3zne6aty@^ya>CE84}Q(56@ zF|yDagZw>?e~DLBb?NhH4~)YX)0yTYoU+IpkeJBL$qSvp$ zdR6YR9r|($KFkeX@=g1|45ngx40PTVQ3nRuz%K~03IQ?2^yf7LrP7`*3SR$Y|^tEMWvuRy`a##vvVPJzfw@W>z=Z9#ZXNZ(aLTQ4D55_x;&0U#hn8VJVyXe#w3CG z1>Jhhnh4P#Yl(D`a$-MRvA^Dh+s`&rFeOT*d3>gC42Ll0oA|E|BrCuuP zd7DsKGi(HMr|oVP%rRt!$$k^`X_>8l>0COw;vq1I%W3uylk=L0O!mI21XO*M)@KBv z6`QVxfT>VM2EHdO+%Z%J&<>u~;1)-o=z7}^pO6vMov2N=Dg2p31#6;~GEhiG|IJy? zwz45{5$~nWrgpE$L4v7yrH(kIsbw8JH{=0>;W!&KOftMb;V0Ng%r#Y?12sZi9%xb!TXl0eKdt$7Z!y^%>(=S)A z6z3U|*kox>vzXK#Zr5aqu(Oel;RCcK(68>3s((3adjMF}s$nf~hITtEl7I?(T0S+l zG@S6m3bm%{%7uceO_uW^vQ}1iu;rXPG=VS4Pv`7CkhPUM^{X(kAkQzL=gh2)p8M|= z7KQVo@*cQ#20uwPy(2uzaLs|Oq!1ZvVChKINw-)ey$&E!T4|LtoqZuhk`HA%zKvA5 zNhOkw&opy`f(#?|Yz5Dt11xMMc!<6e6Y#_Hd)C_LG)D5lco_o&27K%29wM-qe=zY? z*11azrt&lu{Lz_n@QkYTWu++esG!Wbx5NRP_d7bCP_9Fw5!At6W*E}ZFHV?SF4Gn;{3ZT@ztWN;0b zkMFG(s_{=J?!vXdOoR91stNA=SMyei>jAzmmbmR0C*YPCH}HU3Q#jQQ*lQp0O?`N; zM_XVDU>GPD@^)e08_1BGNGrPACb^T`o<7~~^Y{LlS=2Eb)$0q1BPd`G2ZL9xrzjsU zQb&II9b@(tAFmyAkI%XAU+Jj=4B^K(oOAcyZR)Fyb~UWA2l(}0Mr(DwoJmkai8dw_ z96>i_g~rxw*QsldxC_habF>YTR@PgPeZX0?e_yUuaQqKfy|7=+M$3=$Ad6%FP;Xp# zZ4TPo3)2zZ7NfAo8U?Ci8PTTQdjB$HGr(){RuT;G!UQkZOqdc7z^{Az)r*f$^C`qh zG_IZ^iY1SQ5EWynmyg)X2VAXj*URy6jAHL~dOV=eRJ~?U`58`ucp9rd6K=a-1 z*slWp6p>;W9=?d?%^phUfb3NbF238CBVoJGOfOyv&=ugzHyc z?p6v2YZS3K{?ySLKSs3-wrXNB!i)G-QqPKXiNSM}!|uOs2wF|k8bGSdB;Od~62X5TwgU*AQon}dk9ZudR-?EI{k>vnyDg$_$; zu9KC|vCxOB>mig>*}F=zU!N7+N!cHk-~LFTsVbrkvbFJ9o2UZwZ01pd)-+aki8h<& zx$NkVoXh>1=rYnXa$Cv|aymfTn`{q6S^GP3Lk>4xe%pSa=`9Pud6h5*dc2V81}e+A z7LE^GedGfNYRr&)t&2&e3Qg(G9$+>YrCmzET?%*4dSC97!PmJ3{liBgm8HpHGpZmY z?0NbX&~IbtRYB(*e7PvbYcPl<=Rt1II}E4$>mEqGS_QUCyu#5z+*UoUC$GE=GQkv z0H2ei);VOLb%A!wIvSxY_@^;)x7dJu^+bjP=(qgHZjL*+)ZLuikT=-dn1)W1@#9kl zx&QpS-VfJo>Z8;j+1Ljr8=SMyTVay2gPA z4M@B~qJ^)FdT;kjFxM#=a!ZL3t$5v@nwTDWf zaYp`hI-k36akxCZlqBk_SSu2nf<(nh>?saFsC6zbk;-quITJ98zkv9c_51_@vV~h+C0fg&`G&_ z+>c(eVRYU3?+E+hYIvMuKCi_lv=j0K{RKp~cHI_W1ERa+d&F`T)ZDIm6d5cL;GDG3Eyb?q$9EDrXzl7XOhfYUcu%e^)D#=*?Ndk^U(!8q6~$3$jhLE<1cs_DJW@IGjR~gx z=l6BLoT>t*cp>DxeBj;^SGbyD{GdXE`5YSLW0%TEjz`E-kr94nt~0x9`mBcyP0=8w z?sG6Ah+2G)6hvbFA@qyO;4?>UDf?km{Ftw#c$Avi7Sax|C68~V93T|^+(0-UH)jK` z=uT3-Kh|;b2-ii7@B#v8NpG`2PcowF+>8sg*FP?hg!%YcMo4tn4#&UJ?h>}n%L|xR8 z8ZY@xB#11Vy3dchZz<&;t-C+($oZtzGJImlEeB}H@XTvBY?X=-n@zA}HxBvlsV5)+`m5ap5t83ZgZ(2-;klYy3frHr`~dMy!ff(rlopOZ&-D?*aYzr{Jidh3W?bS>My;>BKP~U>U*e*nZk^CkJOjO>4;py9#0ZG9Nrj-{PBLM zms);M4T@Ay&QEz_fHU%R3?uXIn)WvKEtQz+YfyO5gSEd~_0(M)FMmbb^I&oO@hZ?Y zwKzOL#*B+|gv2ztdqFrO6l3_)!GgA^i>`rWdl;J2nEFztx5x$2yLYS-P_)?v1BWei zSf%n~Nu^U~w2@gZj7!bx^rycq>HjKtGg+`g8B^5QRUy# z2)dj%_k>9}KZ({ItY&4N5%E>Gn@msMF7X*;>jaP#++~(k-%V32R1l+4V+J@&QlrjA zH6}R*il1z!N?D6e=Za~4hd$FRdrF6Jo+hhUy~}_E&YGz;tjdQqJ;(2g_PjLt#VN^c z23)`M__Dcoi-7d>eW*|~d8E)i5ciQfL(~nPOL&bODL9k4?ErmO4zAbm9AsfdTrdj_ zV3S)$I@JpL#^~3r5}IrbO&?HqPYgc45lnjOP}55K3-jKG*-c|yb^%DX4VF*GzoP2B zD{XtDpxy{@1{&@W0b@X^UfW}xpvI*Urlyz*(Mq-cLDf;=%Hy_N3-ytb+XkVs)JYtMX0#>C&o- zLA+j`b>}C=9jToeeO%v|Dxu~tg26F#lWj24^C*X7fGU6)#Oyy(vLuvNaDdK*4)-%* zmX9oPUjk||hm!=pdG0A@=#dnSkQgAB^fAYjoAH;?eqX}DYah0+!tmbD!hv1oN#rYh{B-ipslgJE19V}F zGck&%v5VyvIkt`Q4Mg1jkncKW9+5@UTZJd^ktF+|0#}T+Z$-JS+w#Cd&=~i9zW07= zz;Ip@bAz!cWv&<{Va(c?DM!W;-I7XQws}VsYco(-IqzK-PLSh1!aV}Kag_in0y&9? z1p7Yca5>)iuCFl@B{&9}xIRgNfSYS+kQ?HTsmQFdpHB}D;AjK9iMv1gjwaa_+AF26FT%JEa*V`LY z9@WsZLd-G5A2s$Q;=;OBKt&(VPdXoDY-En1f1cY5i|o-ehg`wZR`qE(L5J z;)?r*0F3fg4e*+a%TIBbTt;mx;b{s47)ze3O4)7K%qaDSdBhG%OWl-X|AgTGya z>`CWte<+7G21Bkw;hqIvU`O%2-U<>z#7+^Bqw!m@uNGKb6z=PCzqFc}}-oiD=9!Rbg7T*A~+Q9joD$gCv? zl&2XXff!9D6CJd@JpntbGJczECA`;bbHixjJ4u7=``3EhK8n^;$L3Lm%3zCMoBFms zFN8$3u`6Bby9a$;f`J$bk{&{{W}=A5 ziTJreA(Y<``i0EE(uqFKyKj=Dh*BA9RuyJ23o~7NH#U5?5;ia1G>VHvRVf~!X}S0g z!ek>fcmPSCFx|)@>ks)jz8BZ$qY@e$cH#@*1Kk=L_74Z*#=mPyx&+~dJ9we3t#k{X zK(wAV>}nS}rSjc#+4qwist|o$Ga=rvySm?lDh@L(n8Tib9s1B8w+EP0jQREfPeEMz zLfHIWeP@Nos*C(aY;yK^xrN4>oyO0Ij-Xo@PysZP^=)baxwqPMhWBGkWA$meWdqGS_8W9hmwM|33b)ejNr$0l`nei}3K8 z2N8`R63-#bk`8DjA1LJ)Tr67J$j^c@5WI2N53n)v3G5`?^1_+|%e}>VI?8@{_CLKJvC`No;WUDV7(c&Gyx5udb2GGH!1|JuiBv2v9P zBOMuNzRPl|`?yN;AF&nMCx%V@Im~KE0Qd2tH48<>Ayq(~163xmsQX<7nCvQ3QV3(J z=Fy(``boNU9QGH>C=od-iyV=T0A@*Ov^3;Lm}`MwkUrNPA{CHF0Rj|a`Q8^?-OfT!ud(1UTk=>Lu5Nu1a#s7+vH0O6&k3TuC1pr-IMpKJ zi*KUvd>{Oxr_Tz=*;Mb+8%_B=kdpIkmpDjE8b|qM z2$zZll>I>x$ha>;H3+GU^#rb?6t9DR&W`<{nWpox;g$F!ktfQ#qiKo5~Jq}cBno!2bgY2cygxu3%AF$-q+y>CNIL=_jgG~!|vFp;`r|_ zl7jS7;3TUF^${Q?7m+LW<*h4^R_2ku#q&1L5vbzzs}p?wGFh`+BA}DeRZoR!s^7$- zGviRq)C1H4bz8M_NeL!#NLuEPc-VVW-@kVvkn2(24c%K@32t$X+t*@_Dl_Prm63=S z4g|b?1HxC~!wJ_t_NU8~iev}l`mUeKigRFRIcTjw9Sh>S)?=t5)5kL)>`RA`ndYUO<7b19GE0Qhi|a>@HY{dT$2w7Dr#8 zrD3|+!cg3{o|SF2(?gp7u8t12)GkO7#r-+dhkl5JfqZv%8~LJzn01a?Tr8D8_(+Hw zWjse#LJo%}#4&fUm$*D(QBypSDdd&$7@UQB0Z^hdP{B^?5NJsFryH7T;^78GEEz^i zdUi`T_uS-8oOeeAQYc$?4ZVf8{T@;^tc7d9-?~TW0zYH1X6a%#^g;!KEEkIGWw((t+T1p>iMyj}3=Da40kLa=Aha<_#1RB%YshG6t zy$2HNMsA$RClsTQ*P>LAX~uZGfgb_|2Jnsi5EY$Y*L`C4^9$&5q3sY#(ilhi;|5Zu zYr79>R^!&!tgpPgz6J&ysCPwI5dHm93LIdH5q@8onlDGl4Aff(eP}29hWl96yMxmn z>;@`oEps(jK%Ed}Q)-R(!pz#_o*n|bWrtVQduZr9)-wHue)o8G5uYKq6B(xA)tvi^ zM6Pn5hTH7IJm4%_7hd=IHlj$&cBtqgsrK>oD9dae{V< zPvVB~$MXB|PkTsg087BSSrO?yn6B*8{$@}5x3Wftw?AqsMBB3rFKok&nzQ!%U6u70 z=Gx`De9v&`qf}Q=*o~M34022K0y&7dk@TTTW)?{Au#E^XQgH28HKWtY$Pl7)?tZN*yno5ORL7g5i z&<6q933fSOxNE+r`&!-8$?l$K{yis#<2XBsFq)_}n@IiO+#n6MSVoefyZxK@>gZ0aw_qu_m{>RPxqO$KPn(ZOQ%n@P*VrB8zpaL6RG1 z(Xf!(s+)4YJa1jn%124nO(obbr@@F&=D@L5^Odu5hOL)lcL;yFY4TmunJTPFKTvN8 z9e|M3JoSs>1hj`T48r(+;0J#>eIn`Fy2Hoi1Q`0-7W(~o&sn%K_fr$J_oLtoF$Fk_!I*~6<^0?`tSqlOdw}$fnuvdS&*iLRZ=RC-F4_Ra86q6CWFX?UEjnLU{=TT{$zx_0xjeMC zXy}vcbe)40A2#4^$qZ%KLqRRvJFgJ$DK$`~0D?UVAu<@#bX#WvUTx<0QqM*RB0Caa z9T=DJ&bK(TY>b*5eiPe1XNWSnL^B0wNe-+C@_UFDV24`&jCM^Ggd^YpuL&cyLi>%p zn-gu=em5{?wnTyTL<6WuB_VA<_rK3f0~dD*@lO|(j-;l`VZFwu;cKH`nk5s?mFN$x zchfRRM)zorIUO`eIyEu6dxbm0?MV& z4QD0VR>)d_XFiD-wUVmF$QB^r>^!LI@Nuuh!FHNN=>-=hJK_+WX>@LWSE+Zv-zQ5I zC?iII+<|s0!ZGCnskUcAxk?C`E3MfNz4tS8Lx4*ZnRJBEPB1(-%BCBWxv~~3V6GgGv_oaP9V&D_iK1RwOFkZ>chJ32NtFIN$xV`USCZ{lJaFJ3WduzY9 zMO&~do@5;}5FzviN!-~;-QM}%T}y!~fNRd@dB9o#{NfVHS(fQ*?{C$@2H4ZQm<}nb zfh^o+-MrFku~C6i!5*r3k{kgWP*`I&ptvjur#iP-Fo>q>%Sk%ppu(*x!O+E~be`lT z>FhfI8T_$=E&%^42jT!xK(4>L5gAFtTi9mMotds%V~b?>eLjT79m-5L^uZ)+!=h4L zU+VMqDIDp+0P6-jWN*$o8pkw(az4Ra#&9jz{Z4ObAo|?mSp&3R-lE$8k$x)&{Bk(v z+$fbPJm(j8k2z>emIJm^|GU{9wM+I$Jd&mqeyus+^MfMra1)qK433CB?l*D7K)#vh zJ8tuXBASGRchXlny+U*3TNBOq2~zXV9_;5+G3-5Nf_mWVE}p~U7Ij40>iAo&vQ=JQ z_%ws6x3rNufPf$0n~EU0J~2^>l8_~=V~M^XzGR2Je0KJ-Vbz=RnGLrBJ+JYTzO;iJ zhGa`IH^vv?@qIB~DvRG;N*_@ZuO}(m665&#`kdtJGSu#Dtd3fxD0}%h%p?YROE>X* zFICt)rk?g0PDSC!r&|~-4p6E9H_L*AzDDdp>aHr+eG@DZ(4tGj!rycLeHe`Fl4O_c!;sU|8=4 zgclxi#dl9{Y+=_M7+}FE{MNbXmZgb~4xMpPVfKCf>h6x@zP0id2Wx#vS6wmC@BWl~ zQKr-AD3YVYvlLQDwWhJgy|5<(uX6>h!N!dRem$?5-XuED6~OgFI?(%DYKBhZg!%kf zPkW5~2dkOmisasazt|yofp2<#CnYB`wXF9YZ6Mt~03{T5C3^AI1hD^gyER3fG@Kf1 zEZUFQ=b=HHnsp+f&)5vPpcqkT>iU~*DHokUM7Bwru@lm`=e2I>>+CrCRo3A|1_My| zixBvO5dZG1rSB#f9bmqI61J;L`WPk_29J>R&O{qzA=Sa$-Uj-;nE#4HIWnzGH3{^I zma`I(V5EC17H5w8O-IC|l}UuRBodfW(z5ijX4K2CzGuOGWMCv1wV62!%0IVjM)C;S z95|;!QGtk2oIFrj63ZwZg+gma-a=LY8c-+Rwb-FXH&fM*-1%jaW={&Uin4KhSM^oEoo*~0DhtxZ0qT@4dT9UFwDTQN5RV6N`vRO;^g zjHPp>Sj;ntN%-BNC*k%19V*fZqE}o%an;-;R%wKLzPKli7$Jfyko$ytkCgPTu8G2y z`rU6-;HB0L^*|LJr-aK4hjB&sN?d&2CCwl<*8g-60cT^H7@%w;7@mDaV?hwD?EB=- zY2FrMl6Fh)X+`m8(4!Jb2PiOPV?En3^<;Dt31rg)XTak5&(5IFYYjSwe1y3W;JKd^ zf`UONszEDkz;3|2VIiEqYxf;a?AU_lCI0wu`pcB|SWP?@4RCMizN?@c8KIF3vJ-M9 z-0i$<%_Fy^*snVLJQ@}tLD$4|x8)E!!_*WbojG!UP=zILE^ z&%X2M#?==+zWsgWKM+w3oCYU0*(dFTyP2|T*XxC;d z0^BVOcFA2vwoQatQgQGS3Z+_EUbUmHT zMrqy{z^99yr*=~5+7ilnf=DWf+Q!ql$roIpI{U=Zh<@vn!2LR*!#wm|74E0NBssi3 zJ=j>v#_jYiAC&KNgM?YUnkfLLFJh(wp-tFe9$YtJR`O~uYe?>Ac#F_naqOw^ra_kZ ztH72&=XmT_&_xmRhD1iq0rsv>cN4SmE$P^q`a^efF%mM0>iUQ!&~c_&Nz(V zU6d&k^QqxPjh$tNleIu%R7lWnxuQmyyZI3vjld z)QhEw-w~;g;Tan?Da;#n%~=Fp4ZUzHQQ;>J>5g-=(+K<({GP$}@Ls@NTXs=0=}!H0b}TNA_5AM6 z-WrQy2E)b{0$==`o~fL{$#jHkmLwWFJ0xR(sT8FyozB9KBTeOE2kH~9zdE@s! zpd$$QGfLUr=FEgUF(9h-R}-t|qNqe%EKh=f$xzU+vl1}!;y$?O8nAlDKJime_q{Y9 ze6S{Ma|d&36>RSwGho0a#i68wP)^QSgxSuF01}QQyaZNn#KssGblC)BBs4`(8x-EO z3ioUUxZCyrvG-=X&MQrp*sC0rVHhy&pYzmk8xTc_6vav6OniXBS)Awb(ty#=VE8e7 zWuWg|^Kom)$TIji*r8gy_LyiWW5>GQKzNx>AM#4dDdcQBGtFjy zz#eXCp~ORAPp9{MP4(w}_ZR3<)r5cB?1B-TBgRStTNYyq6WqXbd_pIkMrVK!Xvnf9 z6$-^FcG0*Pggo+q%@$y`V!d6whxZ2QH^U4xWEeCQ*&c)az~q}{)8XqAA$2^x0#>ld zWxA8HTEi_n!A!`Mu??01%X+!VQFZ355O;JdnM7M=Mw8tg9hX`dgcRy0c(T(ISyHq{ z#{)%P>DJHoNI=ObCTY?+HQL)VeI+cQW=wa0y?Un_zQo^0SnsV^@tR`5Wz0lrX3-L1 z+RbR8Eom(4jnU<%zc7t0BCQ7dZkel^@j#(;5I^xaG8{mpl$hMnbcU#*-gM_@AaS?i z1oD+K_dJQ2bOObxHaB>>ykmqNZnKWR$)wsSQ>uYqym_O3%14W z!ZE=(+=U7TcGD%F-MXU}+AfmOj6GOu+Bh^})Z*fx!Luw$WzJXT+BIQV-nXR6Psx2| z8U7%8$CQHmhnzO<0hq*9GiLTGi97RZ?1m9dX zHNCT9J6vUjO(0_2hLPCx;ttqW7LA+#tHFH0<^ zzn8L_!vfJUtTd-E3mCeM0irj=PwfSP00;5=Ho<2jvT>H{<^i3>Yzgge)_HJ`^HIyh z4b!?bcXD)>@z8D}Eoo+j!0%8|4>EV;s`2F0zPxq?Odq47@$n+)B#MOs;G1m`=b1k2 zt1G5G3RMS|(g{XK5cZ*2bmO%jxicOe5Rc7rEV#2AD6hviO|dx$3vVl#>WXFmoC$Mq z$2Gh`v#Vofm@JJTJQOf`eV2wWz8L zlQ!)GFGij6eHajF+S3&?kQHFF7Y_sPU3i(U^Y`G?3qGkHCIKt#ZfWvZKIvxli7>%H zYlU6H1uNR*h*I5=lydt(yW6hocAmpcDQ+Z==XueIB-0YM!lh=q@v*o4LbQ82o3w+>KB=&uwGfIZvY5g~KWT`v!*{drGZ;9TIf-_tOP;_{6_;*x(){@@?PdcM`TYL~~)86&%PKHPm#`0OhG z<1s(l`9F8mKQ-o8^UoRePmTH2{B!T>FO50x^q+TEe`(CmSz-TL>jP@{Utsk=9|IWI zAEWeF;P*>^JbP-S2FF&NO2Zo%wrw;)ooVR1p@;g1KA%|3W&WH^$33*0tKmvVIqd0O zI-elQdjgLL`stM&9XclX!(r@*k;1W(7o3-IWrQkN`HBp4@g9}VbNpYKXCy?7fmI1Io^<|~T zD@7BOOGS~iE$CzqK`SVZlCOv1r~Tef1O`1YXy|iDpAo+kT#ahhK|+9SS17twe(Cdv?QO*V3iet;YJi4#a_ntn$aL)&EO!6whCtd{Cp7HUfB*in8~ z)X7PW$=IS7YWK7;dDs#6!t{cXT*e#@&vS4*~YH8zavRaS)&-oHZd&92lJ%9^z=v zru^*8J?}j_@J*i8;=5pk@H@DLx^KW?5lDr>fCbozG8Xr<#-&V<{@x>U?t92aUDswE z*$teF%lIXM3bnyG-e>-l|7Y5~#FdaiB*PGS8G*sMU<&W<+czMJH$UM2)}(K$C^r?Q$!4S=pU z8~dYh7^w^sEtdP9Dl#@s0@S=o({^=}f7@hyJ!~bOlY=Lp#<$3o!*k#lnLj2y-DpSQ&^q6R&2A-7whQC&Z-3>TE z$cIuJqx}+(BLQ~951}cGE1;Uxi+tw2Q&o0CCG^XMZGKEfW05r^?ZOh@ha|`r*e#?p z(ky^rYK6UGlkouSf2Z{hVnL7Zfx}9HMnBQGHo!c9E(Lh3@ouGzs!Gl&in3~4S*R^r zB~I&rzr90g-~~S&)@6UsX7}thV~guwjkr}q74mVPn~R{JJ*>7RAf!%O4EEbX%UZwB z!4qK})Nv)btapC}QU;oE+qWC!vwPSy*}epuMT7wCyVO+)%j5T}WSGzGyE~~^WjA2&eNNW8eRn)YgQhve=^uv(^Zs5ON zIJhkG-rjjC8h86SW6cwV+gV$oadip%I*CV8Zoh

2QbM-r{Q@(+0JGpP zK)aeCXWfBM>qL8w&>zhC&)c-4s7!3lShi-m)gI?vQrqd4UifC|t2^_LzsOO3HUC+B zNTK1&28{fK$(&U`m!Ib|?q+GsuljoZd)+Vp$;OOzFrAIgsyzI?v)rHV-+z7!rr(f_ zPVs<36B@%}UXm{hMmn{u}lu_D{b(hhtxZ-{$B@nmqVz%>Vj- z|9@qb|73@?KVRs7|L05W+G7nWu+(k{*7(T(`ak>+zeUIX``?q_y5UH|Jju>ao*x0f z`@0UR|9HBo{cYXLAsK%=f-3o&|JbyD^M6G7Z#6IkP`baZc~X_%U;Xv}_S+HW?J)l~ z4awPbuU(U@{Vn)y4TkBDPo#5GMn(Qx*^b9F|AXr~LvZ|dB)_f40DK~;|K8MpapK>n z{p=_JXYc|GuDqzc1)dXW+kYrGH=ltMv)3l3+O9?|+HrVM+c=whC4LtV<~V zcU?ls|74fYzu+I=2A=iVy;J$G+#po>7xxBL{#Dw7&i~yXX8P^4)4#Mc=)bKL^xuGF z`Da-p_^l03!2g^7_{}-_iJW=RL`CqI-2H#b>+J02J$?TDufGCO`rrQgtKY^U0zdrW z|NrCH|HnUdP4?@r;Q#qAP4YMY*YJP;pYh-PukFA4?QBQ>?_hXc*FOz8i2gijvOh&_ z4c7tqp-KLB)_*wtzYwLd|F1MuEq)rR@*9uj-{UU-jW<+ffNYFmSaglo=kuX2L;pNi z`T(!{Z>6S-}leI8@7DD-2IO6?52Zzafk7)0dX#hV4PLy?0sGzN_w}cTxM+cTJtYTQlZ6 z-_K;%XHJaWGwY`Uv9VT>tah_HCm#N1LLePuB8jk!xAealZX(GW2|wyecj9^5W!ok0$-2=)3U8 zMn)w+rjaTJW5E;0vA(u4_CZvP)84W4!DQ}p!C{8j82wj6(TeLf*+)41QPVh@9tN;$ zzSf8z4<{MvkGqe#OtS@FHp*6m)XH^n%)aMnAnF&EWl36wlCzy0OMb{>vd-3106cj3 z-D<3hphr0R26$r z9jB>j4d=^2TSh2X&Xlq>v(Fx80u?9I(}@yYWZ*bvVfE+`T1$l64KElbiaVr#NsZZ| z-eR_hwR_6r9)>gq#Q1w7$q!Gm(88b1K{wR4-6(CU3f9#Sr_9M&T%`9^VIx7H3!0w# z-Z0>p^J$Sl0lP-yVtW(#M7wgo8jh4P6lY#9!;EAkQFM`)1!kZHZq#tS zdb&GeDO~X4Y1<2*o$b;*HW;16Y)DwofWNKKezw<5L#i3&>+5WLmb=YCPD1{EO-Z5& z_h-WSMLUL}sf8N&W9+d5ijt&nmp+y*^v>Rq zsyYw&I#>U67}!Uit~v%PMlt?@R{Q5wo89qX0pta-(cUaga6(-yGAE}n`RsKIANZnanxfzhO^0u9b}z*R z1sltftB{%;@Q$)h;U&aZo;Z8<0_ImhlPa11Xf5dcM zyxq_ZMQs-W9vNmYMP#PCD5CBFZ7fAyZ%GPo0DFOl&4;b(Iso~zy{ND-sQ4r@UeSoN zBTBm9)F*97$UU>qBVE>Tfj^Ztuf8@H=B%EX@m*D`_qd9CQUpy|YQ7M|^Mq&f}4c0u6 z7oR00x)av9INpp4{mC~*>U_%O80~}CFs1L&#xNYU)SIu0=N0$j>NrXDs(hE5)zOS- z4(w@2Aup-LB+38D`GK(?NH0>}bswKRWVa~63pxhpaRkA6WF21HRQosoavYg1pDhyHynQu` zY||sk=DfGLN2Om)xqFx4o^M$`&+}7$vg;aaoxz7zNzCL$Oxc;Ew_mXH3ZH zrkC*6xkL@0?`)$!!7fy7$Dk%8;URVG)K7jb&aZa?$N=6Y7*JyXn?5AKDr)g;5MFZDU^l#`CFyH!>_IA_#C*npTLSH)A5@G|tj93Q zh1d1a^Hwf8n>437OygJz*o_@U%I(f`1XBwjlTO0twZ;H{%Sr${<6IlJE^LsUzjuY^ zRD3O8RpN8m8g3&Av&D^pAny%!+uvwe6cxa&t~w2|G;{#;cZ_n9Yg4MO1IS_d0z*>* z0~Y;wUK*H2I$}+9zwIo_U(aUCWtX@c5~Zp2=3bVd!Vb0_x4|CW6+6VTRy>%{oOfm8 zq@H8ihdxq}Pw^De$g;s-ae6$W(R`dNb&}tdDilyk;|mQn$AbX*%-;wm1dw{;LAu@E zev1Z72yk#D0lpoxUgW=;e66poGAvN6rEqDSIP8tWg^Qq6BSX_Pr{%!9Z1XT+pxmhd zGm8?4A`c0nD{@+vt`x;4zwEx!{Av)oLn&lPRcCQz?&KO`k|a^Qf@HP=*}-$={*iY^ zzko!EH+AjA1gqXf!L4J2CUaw7X5OiX&CH+-strqh=4ITQMwFWBjOnL z;=c^xZ2np*05{pxbMbjSZmoDHyp_%q35pE4)pg$vVSM1=Yl5%z6&pcU2M$BZ4&vNBFw9An=73;ip6CRcr-?2Q zunXnX;c~WJq&SX0)v_#QeMebF@ew+vd>{;n3#;K_wcBzv9|z=>rgTU!ysRt(@>9udX_LHVg%V3<&_^8nNJQks9EGRP4xN@xeq`#pL@A*Aor1vZ*#l{#s;$ z9R`2_qf9mvdqg0$543iSMjstC>O1xrD8CxP1RVd#b9xU?@>tL{oHX;y(6&UwPY!)B zFUpJVF@Q{lo%rFiN{k=#dRbM_!K7uQXlX}kj(IAkU(Ij}baBK%p7-#kfuSUz7^ZA5 zYE4ImI%8o3gq*fipo9r@#KPxYEKn*sTiCJ!9-_>}ESl=1;K&P)4KoRMp0!%D)gM}nS5#L{@HaHoY89|Be z0+whcJsVcCOk>vB#u&r`({|m#jTp~Ca5AMdoFG)!8lP*8rB)6D{&vkE4BUzHkb~v3 z#%gB670iS~rXG9-%^e%hkpn48_p2ENbW$HMbN9FHg-iRXu>ByrU$+pj(L|pGy}jN| zlsztwtg1eO?$MYKu}Z#72lU!*sG3Me09-?et^c zCnitt(TgGGJ3bS?cVy6XE4#TzEDJYw+k0b9nq}KA(HRFAxo#hgw9- zk`7z(KsK6E_~qnj)?lH5dcB;Da~Bxbm%Z$z8_)|kTu%c^ zoNn=EJ@`>PmQq^u>l8@z)?rzS<^ELcd3`ef_S6%fmwgZKAWV9qg)*Q>idS}K$n9*m zMDEyOmDT~T@^I}{G+eYc=cumSDPG;63z}-#dD_M@U)?uMu_sFv45E>U6lkVJ6fI?A z%y$ul@dS7Xqgn25)+5f`3VTeUG_L(fAmcr(VHv)BYFmT{>}zRm&=q5tS;kqs(YOaB z?g*EZbs`pyL*osQ{HZd1kH6eS7lwM7=5IagrTTvETqe(28CJaM`j+%k97ZgYaw0#w z9uVF^{Gp>~0O90W!Rl7@b80}3-(p1ajqnA91&=_2tir@md=S2Q#5YQQSe;J6WV7GT zYFTwv=5Z3T=Uv~2^pfX;n_nM%3HOlv{?%YFHq9g}m9(_^R_vTc`<@(Mc~1f&ABTv| zpI)aW4Q}FO6(yAN>T4P|^q&5xQES_&b;s}t?CBb`dW+kdw|y`Wj;Xup+Wb;l9hO3d zYschBNgdU`l{HHxtr4|Om1tZNQcWsgDrf76R4PO!ds+vdwEak^sRFREq1OAfjh7^FKyEstdcsRQ-w1u zBpp!~i)MrRnZyz+`umx;-n=JOw%>JxN}6+_dNDN0lD!=S9F;414&$oWgS$F0pu7NloFzJx+li-^HgvF7~PJ(t zS4EX~prULo@Yr7sC(X_qT7)nWMwrO(10z(2xn{rtY85Bc&0O+*SHD%q3-C2%)arZ6 zWAvsUqr_grNhg?jn^yT`T-Pz9E-l|N5xwM1aTv>8%3hq-qy1d_-Lg<}k%pni^pAe=rJG)2w$*;N1@2 zZLmvkB;SX4Mcr)_%h_nt7}$#m2FXwF21s53#HNCY;Et*MEP@_1>4N?v!F8Q404(fUjVAbW0k{B z2;GLPJ_*1DG?0uxk+S+o*pGrr6Lz?f-|9C%2ml?B5o?n}CkL+}&m$cKv)QDyi7qd$ z5vRuM=!1W*U4Di1bCj*bp5NKY`r!rqb^kb~kt)}f+PnIxWthg4Izo{pBTWQgs^5ym z2L+LCQ_uIR0~QOS`Z8#F8*=)+);==-{Ooa)GCCw|T6!FpC8|e2-=yYUk#MHw9dD~xlaXmc1hy< zi;Zz@#M$c;?0{@~5Q1{I`D}LFm8)t?2D6KGm=7o2G zT^Vh4NkCNnhvQtU7I`l#6D-why%bin4o#+ZabY4b?&nSOf`M!kDkM3pl26M7)bh4x z!FIU;=HMw=e_)nLJvcfmgznxq&zqPL} z{%HQ+uVY&3hJ~#snuIoy=K0d7xU{CA4`4#wu0B{uTp;#_$ICK*@Ce8O#tFVv+n~%| zoUC6JZNo=By{CW=Q0bL{tZTmW;cyXRur`$io*q=3vK36mn9No~St3q<^Nw6oeB6n1odZcdcZLJ&Zndp(YvGmu&mI$D5fJA z#`vVU;zi|@r}NBF`n&kDGD|&?DyT;4k{C=)b^^e+?71p%loIHZ<#J3b*fc~HP1FDI zx1bV)DZ5sk{MZu>$2RdWI+q^>kb`r3W}!(?2RsPb3IcJ8`ZITa3-&b6YgrW7Y0VyY z4V`K-QVAB!+FkKp&nB;V&r@7O;sg^baD_9QzvVL<@!^cE$p|>oJ};Mg=a*S8c9gSy z%;d+8Xh__OKM0oov8R3R0R7;I!Hed)Bz(^}7iv%ojLyC)JtQ7)*a2~h<`(T~-9n7W z*BIDm}$uR27ltc2KlNBh{xp^kVA=J=!x%;CKJpTyK`(ko&)gS1V*5z zN;pHjpjoBCLJcMJoZliyAYQRR4Hu(^c{$O~oNhl2$MNlnLJ1!7n8yEz#iO2Ys9n8Y zJP%m(7xTw)xDzjT`(ebpu^;`gTyJ-37=v4Y-b40_VfZo$V8~KbH!Zk`O`>eUKNi zGTyex5<&uUJ(nRxARCw{QLYorAk?<{IYC*c_Z8 zoVW!8X5J&4Ps`2MY=B4)z8{g}S@Pf;sesg?5FKWQ%_8#i&6Q z71nnMzB9wqYsViyFwN5s&R4V^CQu)o=MKH5uL;$B*rlu97z-qsJF4yCK4w|Wx<8PM z4`rpFiMF|1Q}Z!6uXmt8e0h6?yZ@`Ps>WmsKEpTp==l4~`AF%Pfj&#&$LcTVjevB1 zEEC0EXCHtRGCCQJ+~*OnuHnPi`satW0#@^^1xEm*pcl;7que$&_|%6M-Wd7L@z0@w zh|X)c(8IO*;l?MA+%TGe=2qXrI%RKC4;b9pBzG>F;$0Wkv+5T2(jV}rTmE)!f@d#B z4Ba+6$hc5^C$_8_3I2Q?P{F(y)=bs_`&;x1K$ZcjVo|;MBc`x+-1KEjdol`K3B_VK zN86+^5PWC@d_fOznJ=SxV1S{8>o@z6ZtCf&uTWwI;&c%k!?s9X5T(Iu=z*m<_J#k> z(XMIw$PS4BhYLRWvcXu&#*yk+?MV4fA5Dhhmlv%SfV-PU_}sntqXVX+z=WUze1mlP zaX#z8A@xpeJx-4LTTCs^DV$40GvNT%IAYQrd5X*V?fW%WVAuKG^5$2~(e?lbi4_8- zN}{yNzL)zQN=)u`Q?x_d_=A4h1#Y;%+fPw5pfaa=$q!1%&O$@;3YftoFmv>X^xENC zKKUPjNY+8V{jK|sx~cU!%1K-8&?nma(BzdVc9FSz+)b=%jAR*pAL~#2Fil1h{vC6O34SdOig{lwOlGy@7o9 z&YK8>mprwkR|?qRS23F1?G6;9yVFzYy8BFEjLLjyy6}iTzXDpBFHVft_&fcBMZd7C zZ>N$9@33dflp7=p2BKciU}D6Iy$vDmA&-HKw%2^49;`=vF~70TycyL8#e-yZC@+|P zn(y{rF$o<^=pFhTu>*8A2LVL#{;;&r0}|7d(u9axJOjZtn?(E`&MWm9PAZP+7Oa0) zsC(whzmIunU`$8a!>ZE<6oXt3{5uN{pvI*ZM%(BDV^Hm94Y;W|v%k+8_3geNMoX+8 z@djU_PPZWxyS!IeRs4(A=SP}lWD%Ul!t@z4&}%vVpdJ7r!xghC%@8^%V%uXi9flHJ zZwY`CA5)!8WjE86s-!>kc1B+S-~~4QFaaV>yAM((95;sfh;7!#30Ei#9qm~7(rAgk z@btH`A$>f*azQ9niz73oQ^f7XQs=^SG`T`6>Wh6A!j%v(U2H_a)2G(_MYsIprNZ4FB*J>eeFzni8%afSTF`H?m>tmJbkQ2 z_|4GoP9}XH_15*H-+}bYAr)%27bS){pP7_ZSUcf-E0N*BJTUe<-B+JBL5|su8mQ}~ zS@);iijK+WB;eRU&KsrKR6+eAUxS&LIb*!dRU-`K=zfLn4is^vMP z2c?hcX3?a&`sR@%UhC<&DAJy@q)4bhr;knvgdvD#Qd5rMWS4IN#8A#FEt z-{)yu=i=MGNY1+Ztl_%?y_`UOU_fE_j$Qd*Y>^K5Jm>R_gL6#pZ|{{A>M(r2 z=X8MtP=gGoHS{-5|7zB@bfv_X*t4>7-r2j+m44|#_Dz}r5sW4lB6d!ghYJ@^sp zi?jFzF9}WXAoObLM^|^o*;Yf=`et~5^f1G#=j$z9LDp8FcNKVoz|3esViF=OPoPOD zIKB!>@KeuuH}ZMaB$;rF&t}DiJD`l%D`kNEd6%Higxp{0l=hOt3jCRQp0xwG2pUPO zl9g3)TQm^HPI5o*1HSk1>ls0ldxI76U>xWDQ(f5xuxaB3yN@>+UB#*+ABhU`BW%}E zZok|{m#arvAk7w6M zOnNb;o+ zHiN6_VVUIUzJISG3YN7~E7;$gv{eLuBK&OI?yS8(*M~$zR5J(hYo8m>$+!#fUWs`H z-#zl1JHXJJ@-W=6mC!4tkliLIY1V=O8}SP2=Wvc1v?F`@XMKS2xK~z(uABi>N`Ag} zcNI{2lVUNpVfQ+vDlqn~i$GpH6_G6oW3=|;{GMu&!@(WEdTKxl00bk$C$p7m5#)oT z#n$*1FhI+EJ@2&vzq=mB@_`)o;&6j1rUM5#dVU0^b-S1eYM*#gZ=m}_5oT{6J4G`kg~4$eUE<9t6l@R`qfP2ZH0I^-znWf2lsj}kh@z%fA7;0@CDHiFy1BW&m6tC z2+BSsA+7fQ(`QXkNjR~d_Ja0?y`zcG@Bj;pHqdjS?9cIg?qBdwS`q}bj9!| zyT4}qRm*sr{ixkZO001jZ{tt2057e*sApt72Ql+w&-yW^efoj7;3b(~KwN#?fq2e=@1xiV_f;~zsHe3)0X z)&10GJw&bX02PMI1orz*bFEQ7A^I*psO{|vy>kHYFatVmzc}-GR3o#_+}&Qrd7<(iDJotW(69Ci1<;vgY%dduB`69m!J;q-Ya<#cgU|t-TxC?~Wk4sT=)@|kJ z%%6GRPfST;T%TY+gEyK&P~*;RhncGrgK)3p^PmIzeJ`jVynmWaFQvM?9vpLbKj;9Z zb3a@mG38#K`DBu89szNgMqJ8H`Wyulq3q=ma|k!E4B#QdJAwG#y_XVV0x|vl{-p^& z%jId8wT_gF9$Q}(0u`Q26U?3;UtA;2XvXRCT@7H|m!%mMh|_2SNv0b4~7 zz#)Lcyg0ba9nno@OQ?Q3^FcXY_8OtE0m$ZZN2Ue2BN$1qTg-~2^#u54I`sQgZQa#4 zjwfIkg+wr~&|`!WK{4jplGGIfB=QJc1=XvuSEJ17VOEp-V>+LvuMA$6^^WLqpk-ds zeaO>FP6^X-6IpJV%~`fPqUGauCw5&XMvyaPqXbYQy6b*50u^xKCjG>eI~*{J%s^m2 z9Nlx0^Z4}btj!0$U#anXmWhWuWc)QKw(&*+m2;GDqthg{Iu4DP_otL_m-e0&#k3T!7C;OqmFDPg;dd=>*=McBIT$g#Fgn_b zn9El;_KKvz{_bu)Wt-XgtUJ{R=e7D$a4`FYvPVU*3?wCK&PM9)pWhSp(-U1A=in0M z!)rhtgIwFm@4U9qdk=;D^N1SqL%4u(G1o79rz2*&P#njAY>~X25x(+2H8-mbtEsX^ zOfd@?5%M9vN7Oh+O2dO(wvpYlFDpc!yWKsX@5OEB9A&yUrJJ7XhfC(Hab)kPo13>% zdDSAjOV(dFJ`MrF^t3j7L%ho;N2KV5GD9gLJ}is6Glf0l@n>+o_Xry-pUrAT~8Qx=O~# zQ||0pps|uoKGW6ssR>%GTun7aFE;IIHNxb=<&5;hTm+#kDPKdiPwmC+;sE|ug#6gJ z#c_Uf`AlrzpXVJiV19Z;218$H;_*JtT@nK#!?ejF*figF>GV;=lj^Bw&#Dp3B$y2F zP5nFs__#v4`h52dAP~VlWN(0TXwAbB!lA8Dpc7Vf6sAL!BLZk9mXl=$qbv&r@x3dQ ziq<2PEw&68etXs)pCu}IbYGu!RGQTLJrNn)pG}^6I=Oepm>DQFz#P^e=J5OXI4hR; zgEQ4|#xe@;ZNC~9e$krNTcfW8hLKbJYrfG{Z%W z;7|J4TLQ1pSNH_nH3ZJxZf~M{UW;hF6scC z8V2KR9I|S0RIfa32C5ECofGgMT&wKMb6D-BXxH&I&Nu z@gEDQTUkP+&Nxd}=N^h+4{4_wE?cr(ZdeLfHtR1}>X~HetP&AYZGju_znWN6j$EK_ z07*c$ztg_Vq`K!=M-MS!JH-7sgEGTdf?V^hBT{cSXC-$P@+-f80Q*(D+#(c>7#1}`_mjYTq4 z3b0!~K&1P~QznSgug#?Q2f$ekuykeTc^%wUKa6l99)tLhr;`Jhb1wk`{bB6-F|#1C zotEfFka3WsIN!PBD+uiC{_qB|O==q4F3^2wWf3Slbl*4NfI_a+s;TuXUEreJc$yKl z413B1YuUKP>hwL)Is5cp4*~o2t$z!?>G^gJU2Kfh4jzL96-SKt34Qa}gcWhpXuZmv z&y!0WCV+@9X>}A1mvHm&n*sZ5ikLBOg-w!dz*1t>Hwz%J0QRc@C4>7TT#*u6{~xB_ zW7}1o>)O2_3glEY!CGe%j6R+&2`TMGguETz^H}bK z0rD8NY5UIMZ6{^}llku#{tWGh`UIe{_}6QmU?V%n9n$%eFx@B2yy5rU=f7z;FUyWc zVmz3jXA@ysp#MgfsrjDdv1j*qwt$8tgikY)xSiTf<&cC=7SL9+Yqyiibd{|0?%%x* z?>Bc{_uJ+&Q2Dqw!ppD6rCLwu! zHQ}ExHN05~c<+=uzTI(cHR1gm%`m5pK$p|xU(zSw#HSVs>5*^`;CKcxR9+ynyfjk- z`0W)d_BRsQ38LaOCZ$)Be)R33F!~`s_^coW%Q1kv^5<$>`=?0Bo&)Qh6D!_YOaT^- z+@C?@j%V}Gpb+$eqmS+H{RML^s{Y2+O)Qp z!k1aHnao%Pz|(}EA8H^2P_uaYn*Vao9{c!D_CL39g0|B54z?Z=;smeFiTeea2C3`1 z-w6Hsn~Tdk*h780h;?uhocGFDuJE!z23S*7~eJqoJo~0>K*SJl8!Bi=tAoM`ISFTJgcb_!C*@2j^0zu0R*UHsSEeERjM zlE)r6BJw*_N|)XeeJ2_^n#q*_nkfFQy%~IPefU8|G9dhrD?#4jkKBBOSGISPqjw}C zgc)hv%Kt`r9@FFppw!8SvpvqpFDXKM+`>q{Vpq{HGxwu^8lrY3z^G8r6`->sTR+== zn)Q`@|ME)!oH-z7y+AqApND zSWrPeh$%ejY5t9IY0|=+s`J5fyH10l|Nh=T@)+m3+fEVAcztLwp>A~g{LNec#%lWW z-#1WlNCdRbB`OwkFX8>)sOxX+%kkRsw|(q?BSPNw?`raolXxZ;{)-9lr0G*l#@6`s zTq{1_C5K3d{-}BEppSjogx8}MUS=KM!sU4DaXu~{FH*PgIeSHZ>j{4`puI2YutA<0 z`{T$S@>`@o6aNAnonE_IK3GCQLEKB8GAs92-;VQn|K=_KlEhP8TX`H-;X3pK=WL)} z^hf(`wcVlax$oN}JVd%3tEV^5U$a(EZQ!+EwvXcF--4Dt{3?hXVk$Ap0#R)~2tqkv zzU1Jk2KT@HMqGfBA2kmP{*10RTvw>Qx4qjb_CYn_wCwmANZKEK2ZLpnQvS0IGWIR?WRvq zQ4AukFyX5o2w6#T#K)gUSYc8$Ft*;V3b!6(2eN*9iYkvO{~Whcw<+i!@J+sa4_)6$2#J-0r#2n(u{?aNfLrbq#(-rzs}N`qj}*v{++kcH2fK)s-WzM`DF~yJP^e# zmRAUerL$dFHiK!xen7u9zM~!djpWYQ#J~9h$h*t``XEu1??fpNuH|22@*8ym^wI}>$A*uf_ zFLiK#J({!h2=MuC{`oyS`R#nr8Ix(f4M2Y7?0TVXG=JBbs|6XyPSOJHHIIT4#9jX{ zqs4zYSf0LV@XT)x?eF`t=-Iqxwe(T>O^8T1$0jYT3<|>W=S0gED3}7WK7_0Q(Vpe{ zptZ=9|F?>+bAE3eD@h;&8l0vzt*!X($M|bPP_l-RokC(fUN)gPxdGc zWq1E=2-bgN4bxAhSil*G7V?PSSw+OY8)|E_8WZdb3DarYgD z&)wR)-Ft zKHob?CSZU&{;kvQs=yDt{Y$c+`<2?%YFw0nzW4h6DM9xRD_&fNN1ggikdI;<{d>{@ zIx^Fgvj3}L#2n8O^oF?)V|^@$m8A%hhN6~w=@+Sm+S9fNeg5XS`ZiYW^#Tn`L0KK_05j230(JyljET$f2Z*P7qJ_`<@rv@6UQF~(jQ91AIR|CMemkRonp6bbEFQVQ7aRox`#}2f8vDa^zdG`Dp5g<>YU!?|V^TyY(DnY&Mw{L=Py6LdCbTh_8dwbSB+tY)^dSX zVZOHNML#8$V7ib8^bZsXTm@q3H_JB>%ymn6uuq*b*5a>QQtY7YJMXq2UV)f>gXbpS zA5@-mJI3-YouC5+1wjyXW5R&CP)mepl)IAfL=^wq(`1a}7JeHAvu;F4!( zBEK6lo9ZxtcQWdKD&!X1m->cMYHjxp$l>3Ne}FDdO+AM+5NWPCP-5p+f&Fe3g_*i! zmyB&O#$VN0Ayc;3!stwjM@!>#+{!oe?rd^?jFe}RG`hkN#0@O4HOl!@$xEnNX%YL~ z*|l`E79b@(x|)5YXD>a(7Q1Y5;Xiwq2=QnHfjTh@U!}2H!`glO1+i+S{*+$97I^z-v+JT2$ZhqcZ#S$ z1|WaiZWK?~uf9GC7v<;e?QdAZsDZ@@5Nw`XgYK}525CKvj(i8B-G0F~Rw+TP51=Je ze`IC3AswCsot1X6KRwkTO!JKcskRjd++0-(5ONE6kk?3Qz~SdQ2)Mex8SZ=bnnSXL zg6Lg_kz+NeEDxnqd>>|+7{HTNRr+ih&>EGsgA zKzWmE=}ZIdWjZXd&fb?Fol|rJ29*c#-t8oFwHOWAp#i<2vpym%o*^s~6W(-tfxyG; z(3dK_V;7VxAsRq8^gH&E>c3lkW|G#C$IAZZvv_<_oNldnX&JaR=U`wQX>O%c zdcU$sDR+3!ZqRHtM_BsC=x;nzO2`Mc5B0R`P;RxDM2Pm^R%!QL=;c#qwV zOlpmAMzqhH^7`#dAVVPLf-ZkHNbIWjosT{o*ti(2Ev#r>6=JE1-zPQgC_~SoMxpl_ z7NUCnR#0|vL~gHB>DK-Myo_Lx++W5mm#~^S#2(&az7lX`mc@vDc-9{I=3*t3d1CUY zP#77vC}9O*V#s#lbx2I%$(cU-FH{45W9dyzTY7@2O-n#hKrb99Pq|5mZ{rFb$jXe& zsTJjE!9ioJkzusdi0@iw7l> zkE{ReP2K2yA5TvpLYLB0Yw2mYB$C9t1)NqVUYahfZ>Q;KEWG1Pjhb^O4yU= z5qIhLLGd8-)(gfxTPBO_XOkVykG}3l1QRYTZT=l*7|kNQ26j9 zSvI2dlTy<4LRUCpzo-c+Ans3t|6^QGvFEK6NI|xXO%f>!{_Y|9Z2Q@wKrDF;ho?pu zK94y5jTs`rASx*FGT-QIVJ3CylLQ>)lFJQ5gvtooj_?fUGzV2;qhOOy)wXvN7I1n! z#ObDVxeJxlr%^FSJxyCuVDEIBMU#=BfY+FR2OoKiJvlOlVWb%nUHTxsSSxD~_xE8Ffxkh9|l8$YH6Pza@#@}t{{Z*(| z87&3Giq?sq+Ia=faKo(554vt~7e)!>z7<<{oY1ZaEv zy$@*CiXDG;`M`g#v#c`Uxu+z?a=3vzJTV0?X>c)EnLluDx5@LXuOwnqi<8^ZA zzGdi!AG=X<*Uda>n^L)rk;8H<5 z(IvZMF_sQ*2>C`CZz2}lzu{Z`=3VuR`~v6G_n#pNg}U3nPXZE<^tZq=R-8K_SH=+G zFSLH12&Syfod&dNX8Qc4BwC!)Jt$h&f9Kw`VT+mdF3#)g2K)kjegT@H93TdCuGXAK z7aU_n&`raSj^iZxr~3oX#D3yTleq{=Y&OTd>`GB<{*863{`$?t{0^HaQ!2P$*EF+( zIOcC#SZ{V}wa{Hw2%e*NmHHJ#&`P>lmSBN=fr`%c_9oN!M`v!Uv*y0~`gx4stm24S z^NkT$%~B8Ki*Gb0kSbz<%KB+QFHD)8!ZkweIbzluCCsUO=3=ZrU)RsNrgp|QO~>MF z2^{6MN7OQ}IN@V~s;!*gEAtTOa`7>*r{w$`S{zh_HK(H_kx-bv%4dp1PoI2wSSs4& zjx_4bX(L*)e}-X<2HPk(wj%N{TE3@)%+on``Ry;^gEmb1WB4Fje;N@QsB~B^pF9!b z1}yIUDqtDx8A+M*w^%{+uCvH3ctz@a)u~&9AP=^me6Jln|LIp+`kapcb0xT5Bhddc zj|hfZR~%0CVYBLVV-t599Vn^_;n3s0)O4bVdw9;UA&>> zQT4a3T?@sD48=hX`^=bs-jE6`S?NBfdHs%CvdjLk1c=fB0vZyb?Oy&=@{~24(2xG^ z581C6^HJk4V*aBHD&)Ox;S(+zoM3!g$xTSd*Z8e&niw}XKVewH$=7DG(ivL_$wem& z${jV7t3UJVqjRFJUOA<(|ejH>O2ToA16#?bF`4WH}103NU~cg`ZqR1l_&t5B;U z#<`;D_bB2QgN%;&FAp)L$7+lHti$0~s&g`OIObvq%$hex>l=Xz8vf18tH)dT9_d~E0 zNiayIYA#UMU5mQ_c2)^r4;KnU8&3WVEWkLb8=)MM70dOFg zz9w&K+Dm?~A3*Ns<2h^AU=>!Mo$W_?yxaEZp%B}C2XfraoBJ&(j?TV88Ci&wlmw}B_CgI?Lx-yY1C3{{}N}Bzn&?`+H z)1!LZqMdci^{Q`M0sQusUQ);95AQ-3h`D{zuf$@8ou(8dA?0W^k*vx~Xm)t#hThWD z`NhB1+B`YYmXWast&~W>qLt6#^BXmk3X2rUBSQbS2Yx*M9;hlezy?xU zpkq?`wxn=#lH9{hbfh-W&TK0acTLntCyPKWORL3E2;*5sghn2@Y(c$2~SXR z>g>3SVE7@-o3?(fT9X%TXJeL*Wl2;@mag=cjz>8Ob8&NXV{?lm;I~^UrCzzVM$E-g zM5@T;u6{3}b1&H^vAuGQmV&XupY(|=0aF8;OJ}CRD=B!+kJMhI5=Y2!Fnk4kmM}hq z(gI*r%-ZktommT;&%59(-1jXIJ#-wO-JWB|yM(~QiRM}qMk%!Zv$;k&Ta+r;V6MoR zBLn`lDY-NO-^zA}%Esa3vqzsmNbmqpGcf}Be$w|NPm`-kWt%m689(ecpx(NzAD@?( z*A#G?h>Nj!?g0-7B+RX|rL5l2{$Mg8r_cM@9eAz3hr)p|(H2MDr1Y^fI6T2NjnR5p zJKmuE=)=Gtz5HN#O1BZ`=K%x7dC5rqeA+nH)`zG?F;odOGIz{c6jzSeQ{CKQ9bPSc@wpg518J(KOc)PV|K`+<20#lNrw*cP7h{WNeR~;3Yw69V-L5pz;dqF>yTi?;sR6qsuOpQz&MI z9)d~^NH{a&Q8@a3gdNckuIH~W+APCN3r#q|DY!XWl^6aD;!3=U4@JrBmT?^9 z33~pls+aq0m3PZiNgfBAD@EET6Ic4fUJV`gej%L4jeh13aSHDBG44Ec$mbJKw7D5p zr3Y|Eq8s*rOb&UE>UM)zs`hFwprc<3O@4k~PnRb6k)=P$4isTPjUvoo|Gv&D^q(De z6!dRSJR_$B+D7W4_SPzqvwrabWK$fKFch5E7<)yes%d3X3yh^{zhQ+G|APait zp9(F79C;n4{%6qbA;3Nwj{6-*^H*(oa>CfW%dI~Bm7|@0ex>(8jUC6^L!XBF-h@C~ z_6Y}3)o=`Sv{C+@VWN5gecP{Tn@vkKeb)A#+A5`MeN_VgCREVvTRTmZeXZXfd@3KH zC7F_QJ~okAhZadFX_|lknj*6#Fpyb5JV`550NFwSdSHIfVi=Kk}K(XL{ zj&n~O=X%H>z~zU|rb!N>7b3V0T_^mLZ@TW94?tY~qpZ-b)_ARcB2R8^4+=eMCtLrFN6j0^tOWNC5BI#e4XyBlQ+zUR|BhK2&@(?NwJ5JbXT;W-OEkfvQP z?u5@G2Tq|{a%<^V6@ISYSqtE_>s}jh`di384$OSvl*RVdVe&1EhywX%_(Z@?VdT@5 z>(_V?gjTCwo3*DU3+E=8=AA^|CCT^up&l(S2nSi1B)ZE2 zcHdhTMSliB)qMTTr;!pRYl%uSvOe5Y%ZDy}znJahY$=&{uyEjDVj6+Ral> zo*uf-reN(RS23Geroixi;r!Lzq2%t)!vL9e(kySQ@43=Tet8$YL9b1GgOU|##97kt0 zFAv%mx?c#NG?@p03u=8G_nsDb`MHd|q%=Em_5_U{B?~VdVK=t51V@-_srA}cUX*w~pYQ$CCLqq!n0%ZE%i4AMW=DIk z8hZsAI`4t>=0Rpz*(;V|t;7MNy`b}@LJ?pqsQ*U2a&U@XNKB#YO04>5CSw~b*U4X$ z$v_g&7;ez?u-}yk)yn*5h>A8V%ol%#0M^?jPPrRS1oFUVj5}?+* zHCK8je)Ad{?^Em3rJ2}sgC9b%Ri4?&v+NDp=a{lj8r&hMxgbw@`?Hr?Z-n%P-h%=A z;#b#LSalZNUif_-uQ-^|F7-jvm1(7P8$dpQ~^fP2KmT_@Ft;P zoXyg@!PUC{?IWjc7kj>?x_ruVLh%mPvEhLw5pe5R{(j3qLyqOD+0F}zamU{Ii!>WN zH8IsYimv4%=TQI;2t#BcfJ)D+VPQ}upsUxjVZ^WD10Q1Nv-So!!h9MT!>>j}BIFAX z@d$sgfs~-n@t5xDSUeGY{V5Wre(`r<@4SKmk?6opTy$Ln4x$ECe%Lz616!r7n)ogLlccqIn2 z)au(GVXgy#Ass&O~EkH#cJS0_!S#+tIxQ*(Dc&_i$qYSw{tr6&EB zf%h@B%kc+#Md;Y;t9g6X2i`cQ0z7VDT@)NCyJrR7;QWE`3k_M`#n=lT*t#oFsmlOI zsblD_DQ$)2OVUSINwb$&Nr1_2Sz~ck(yS~P_mmt!%eB6U^@IJOg>O#L>6Nz!@%~1| zXKI_s`25BOkpRX;N=sIZ4oVK{UjeBE?-0FxYL-C4W|w{yexLWF%TdMKY&h_zJ@qTX zm_d+L@v53q19J+{5PCvaHgAaQ$(a&~>#KgYZUyD8sbMgqz~!exAsUf|_;@@SiW{G@ z{8Wk;%aevs=QtedD2$ST9$OG^F?J*+-7W7W*Cfi7z2-FoUlrF~`e;$zlHZV4IZrn- z8%4Kl4<+}r)woSSV5*x(i6hxv9rSK7R}IuG6`N8xjEJMeBP_=F#<-EH&auHy>1Q=# z{z-krko*^yvVzVCVtz<=IG=`=GI|+3wa<**i=BX44`oTNTVBCGQ==y;!f@Z@R$~4$ zz3}wQ4z#hj$S{0~L6YY^d55hGYE<=#X*~$%#WCjdCV`84^)g_~*eDh{=iKP|*eWr` zT;g`7-}b_=WmlC3fFZmSPaN|IlS7tBpOq#~iRtu8?_O0GtBFe_(WX-S7r0$(Wj%7D zP%V*&Wh9jG%ggVRZGtC%l5~|D->$66>s@yJpkK&c`TE_iKoGq510@1FK*{W$6o$Uz z{Lj!KOnmgPDI@E<)xYneUjFJrm^~Af-yU=f(bgQZLgznioHR2)Q7*1oxI*wBDt{E> zji3C&&0!DjEyKw|fA7H)w$Nt45Vp@~-JJjnw&Sf=3TZE~<2g?@xjLFnZO7~xa8U%- z8IdS?eTQ12_Zj4#66ep5=xmfJT!pLxqh+?XWqtru^kg9>@bU| zTjA!7#T|v`yhi1%-#V>{el&>NxYL+^t3-q(lDM|e zTkn_pRl~k{@w5-~?80VFK*wj36cNv@vz*7w%DXRj8UsZ2he-kf(pi57g9N&PBPV|s z-l9T1lL|6t4=*{M9}Rbg9Q3j;7iFrIO#;iCZf((|?u(4}c!|SJ^Th{#K6n|S6$*Gj zoCwIVxKs@iQ2?F6jyX~GlF{m+Q9rs1vl2)HHM?k8kYj&i9NA^7De) z4{X;Vh&Lze7ho%W!`9M!LJV7VtcfQ_J+x@fcJ{Pf$jb+HH0uCCNyNiP$`N;F%l1+2 zS(UeSG0_YZTBJap60m^I=(9TFD`>M@AD&JhgW@D|$mh=d36K<>Gdxw|yZmXDOo&Ny zf17-;veK7!rlI|-2;k8I7Z84@PSl5jjf;LP`ujW1-H>`rG)%&3dT$^HPiVjCYU_)BirK0U0a01=|dSso<) zHeHHi?33EdfM(e%fIq1DfZ*GBH{~qsw}jWu^I>=q>>{SyP88m0dUc~I6VN@&3c%C+ z86Kgm-*SXz+?Un`;(&1iF*1S283A~S$BK8XzCThE>af8Oh#7yvGq#Vz`|8W|nwoW$ zZBX0dDShgHh8x^9@Fyye7YyJXn|nb^VaGTZ$zN}Wx0}py15_Fvu{YiJRhUM^*|)y# z2EUhKwqmz~W1FNfD4?1#khK#piF;J*>Y6)u#~E11(estXTD4+zV_qU@>qKgz&xf#) zG1Xn^9(+b42fE|7*OcOFIy`)!NX2Gt0x*k>b0?JXg-FO^ylI{UniY-OePyQlvZc5k zaZbwXNf0TOGIPcB$FBv`Uyhw_tZBXekURL#P!;E%FFig>E3!!L999YV?RPo(U66|J z*NAy7=bxf*iC<&}#SKvEa3YI@6e!qc@ok>JlDE^gx^ciWh!XCYY+PfCk^ zpot*8$HkU&89hs) zuSGoB*sH)Xjgla?90Aolbgc=W%L5qXT&ND~NRdxlzTA;DuWjaeF6=k1CFN<;GgN>a z32@x-qlV3`_!OO|U`5sRMoZ^+=sbQef&3uu@<0YqDMR!vqJY{N0Ge3?D_Q{hv{F?S z?J`^u9a#^3MDGB_HlOuHbddL!omgDjgU5lAuVWeC7u8`i#w%{bR8l^;SBwWQwS1ih z46NWBQ_O;8vW27fyt&^}v}bX+i1?-ld2-B=<0u)yH4wcf-ZCuXVK-YJCtsP;IEWOp zVnqKr`P0jv%e5j%e8R~fJScW_6Yer6ju^rVa-F>B2b9(=x+EI=nv0eT`930O=Fs}JRnQfk^I0)-`z_| zZ+2fX-lqyQ$06 zRZG$Hc&Ek{8war(!#R{Sws$TzOS4!T=}(1QNJp4Hnv zsp-?ky)$GjpzWzU_p;&NlDQ_xa3WITH+u%QKM2r_FUY!n?t0W$UOJmHIh z_w(!&2*QX$BDT5AQdxj#`KF=xpqvU$mo9EvJ;CI?t6~}t2@}Gz401c55fybr(m8Sl3* zD0fOjA;H^=;t;Hh1N3)!4AjbFkMdxHqih}BI-7ux);pzrWbeE`Y zsg)~a%G@!sl|3SscT1~h5MOE{i)0a|)6Wj>qjf$$4BO!6fq%5! zx&q}5AHt3qV@ezF_(OyAopb$taE zLL=5@+{c&-oSiqezcUz0V78`QSHqIft>0{{l^gXu_b|WO*MmYr=*&~?qJ}S|I#q{e zgvz(mbQ!FR7pYEX&-#VDBHAODFlL*}tBsf2_MzB=USOqu2aa2DSu?qdk=vmW!U zS2dg)UN0rpSy#1$%Ylnv$!3SX?pHCeuVJ9D?z(`X;sBHf+MR?Tvoe6fz8h@z_X4~@ zuw~Z(P7}WcN|n8zzX)c-b>|*1{HB~J`FTJg$xISoUHjBhiJl0yj{UQsML=95{^>Rc zrSXpY#*gCwe>a1|8hk-N;`uZ4*g}{IdEq!#DOlVxb53GFHTEH5k=8J|;K`WLx>z3I z-v7;^u^d?uc??H5-jttrggv{0w5VCpD60Ny^>1`$r5`!lTBQ9=$nM%mafLe!#y;qv zXa!9VpchtHongFz*WPJQOK=3=cu|08rCh0g`u38R^~Nu#$swpm@*5|H?*fvw*jsVz z^HIL=Q7S1ms!C87AO`jgVazPbwxdjBioFA$3Od;eL#%ri$6@VhA>>B7vgc^j$KITM z++}UE5j1lyTs$Q^Xft$0J>V!8CRtQ;2lXv#OFY-xN8zzk)jKH^eLSIB5p*D> zVG70ia-Q6^Z_G$WkP_YV@nxUJ0zF`$ZzPhxSC*lz;lYPOBj+AX>)`3)Jb-{xyXj=2 z4v1NCWomnwFN6Hnjb~9~*M_Cli<7$zso!PEkkRn>B*f@s?|CHo4}T91UkA69SF%J* zBpe6+(4_7A9YaM=U?|B@p}twC1TAZMqhADPl9H5ev{F-{0lg3kTf7v5?AIHa8*4!i z%+Rm_U227Od6P!wWNgM)@=fu!m@kT7YZNv7XqxWF>Re>W86F+b^!CmG)x7Noj0u~7 zk@r^tj) z%9`E%0tZ^Ad_Jb-o4q{Y>)=t3ep$~rM2B@qo6Pq~E)N%~C+d%GR2TykYC^V0C5?19 zWo&2JsP7AJbg)%AhzB{Ilf_P_H!CyEs-&r zAKGmz1HfU8iP6e&_nQiMxHffGf zu=%6~vX{Iv`LV-6;e zHf%aeZwWBc%-ftRj2zkW6aT*CG~D~-zH{=oQ?Vf{Ky=AxKz_>hrh*CygEwIc-P)&i z@I2w%m3KzenuGUqK{wm?$Qq6hV0y^H++#wit-o03yY!!7e%Rjzk%3D`(M=gPEI)14 zeNGzRvh^GU5X;6iYlt-Uw(IO7l`aco)i#_y65h`awcLVTUe})EHPE+|L>PUP<$0{X zLcVnv>IO!r%{2<&zmaXgb>o**2wI<%FxA94O}WE2%XE`ZJ6_qfX%(SSGBfaAzf*p` zXR!Ot9!UUVU8RM1s%5e3F=PYzrWrbF^GvGpbbWn&O7jmV_6jfXalyuW4{DZkh}H5Q zkzHheRMQO}q2peHEV;~NmTDyKtAt8mkj+nU#S1`PxFFLt&CfzYXyZ%|Cau-as7}jJ z669>)zCs;p3G(#)-1JW(Dqc*P*Me$Yo3-|-7vI_rx3LtGa)@`fJg8O8hxs}7S<950 z*M^~E=bd;-moP~cp1}$1gLu>W>jFN?;`?NzVBn+dG8Nu6o{UF%VfTRI^+MuienkcW zI#FKBPCXn|g?3_x%Nr`naKkU`h-yGJyea=3LxLu|s$TxL^VA)Eeq@MFs2G1}C1>T` z9K^KkW!#R*1(pMi!2q6qS|;pC+xna^Lv#3L%*ISa1s6E3vQ2U}iM>T#f+q>dFC^_op zgt1o!uujD*I82`dtplgyp1=blz!>J%Q*1y7V($l%GU!GRCp!j3@Z#N9X21YzC*szD@e{=V=hTHH~< zT3CxNFX3ow^}+)ES3Ec*x^a1AqSLI|rxORAn?|P4qilB9S-RV0KaZcQvi9GZLF|ri zi>&Fsen}J;(Clmp8MA*W_n8_UIv)2B)8>^YzGp6BcIG=t`YU+0@*pmSFHCg`MIr(5 z#s2E)mJHf`kZx2!sqk2sY~3tXt*^)=ChFGP!7m5ueZPoSTbU*d7p`~wxR+)L@?|69X+BQJ``FXn|fD)va zRi!l|ZJCpKsGuNNRBA>V5x1O8-2V(6fedS%VTvL>2-!~HT`0JbX5tqp@=pPF6e_jA z&8t4{DrwTN75XK3rhGOW&V*5><*8vukp!B01U`!%#+7?g;^nW|J?2KzbX;=gYkckg zb#@bvww2KtTirGn@HzO+xTG?lR<7zvdrsB4#zK*E!!ECv_PA#_B%NW?2@5% zmhT3n!J#+3M6lX#)|JSLx84{Q-3iq9J06VYW zj)|$7D4J3zcedjaT_ibXprJ*`6))biL6p*4DI*=j#zcqd0LkjY%yV67S`2?dzqKoQ z-?#k;Ss26081ZH7wiG#-gGnmC%0V8neQf_9d2hDsI(B6XzSmbAI4|IE(HZQ!MEL@w zD3PMriKN*17zTT>75grckM(EuVYRp;!VYKJnN{~*pdM=PqkTkiHFK>s=a^%#(|b2p ztRB8m0e zbJRBc5iUaxxjh!%FkFBDEZSwJr|0IG<1WmChiWgtEoQLe7lqVz!RHUtxL^QW3HEYk(NHcIpCEQjy z>Tfr91sZU0NqnVh9=6m#KQ8H*)>{i`Z`-bKC+S)nc_rr}9&%vOBwes5v)28jOZp)7 z4-0<@N>sqx0odcI>s|F+d2fDx6k%5Qf=Ra3H<9!Bs*&LCm>X)=hVp@WC>F*l!2*u{ zym>iVgN#~ZHa3g6oUGk_apBJL)wx|?RdMOWEljhmfmUL0Y!5~g2=ZbR{0 zUx~s%O8H*7nuD;y6`C+-xS)s}B}1`)y7T-g*|T)O_n!0~x;9E~soh6X7l-!Ebl*Yv z5&Sty#T|;rU{2EWs`Ka5PZ#4&C>>q3NN6F;_-RtKKEL0Yj&=q;YTCeWvH6)+j+2r} zHm|o=4n#W4K}`ugbTQP?<963Ww!xOtjA>Gyq=sbLWhDx&X$9S&5hOM{vY(6@gF`$z2pk%j)*kq!geF;vbz24aMqFrs zZI(4xzH}bxac`4PIep>XZ2mo=Ky3o>x0wKi`h#4Ch-|z^zNtl>3YaQSN>8^%AHx0% zs)6_3-@X+{Wi@YLx#*lf4@jkNwH|5wSuS?~iY)YazCcQ%wio~kLBN@4GV6}Gbqa5- zV_so+jC-5D10+9>k9s>5A(BIf#=s9Pf*J;&8VegZ>GNpcd9uBc!^Dk%RHYE1C?mG> zNnqe?*BCci9;)fTZVV1*fH^qiGFCRzY0|rUT!?0HZUY$61eh|(JI-rbKB2M5voOph zf&mvy%%pJ1b<@klk}{i(mSMK~?(5!)LFOKpwJm5g(F3V-`;I9qmK1k)T^y(Nc8*Qi z9^u6!{3TM$*km-c`hRbxfmDgTJo}Q`5d~;aS zk0o`sd#^&``aE?*`Pl0)g5o?&yx=u%#4J0;$Wgz2Zw=04{!Jv!5WK3^(!4i4TUrdP zLQPZQCut+m+%*-}j9&5*=5k)%V+tXlg35^{xyGg3$w|bo|OsKhbak2R=;RM zj<*D|h_MkxxN>nFwr}PLdSEqu-gW-+r=Yi5;fj}gKdlg&?#(bsJVLS)8Hu;%D4(C2 z*mbpBaZ?33Jyj9Q7W=!_M6mL8-Uu>Wfc6>Cr}YGAI_SCoFwVuZT{joY9hM0GKvN0eHTJqzo_$(wb^(WBtBOqYG2-foY=280qWz}k$PZWX|$!P z#N@(_fQJ!HD~lR>NK+*duP5w9hVZ9XgeUx-=BAvD@a20r22&v(3!f=NskM5==XbXBr__y-ZmmOk*tN^ zu{Q|#I8Qi=%Sp@t^$~cfVnBDe5vYfbr8+vk)cXVaRKPEG$T;lu1rdm9eTK4aFNZF5 za|2T`=iC4y@EE`kTM#Ta9pmfy^g??h9g7Y)NMX(qLf45*Yj$Uk%d36$bC8;6Fi_0 z_t1$txnrXPnalRBcz-D@O5Ep`y)Q`A7|-Aw>F4e@GMqxQA9*!|?HA@em;9s ze*x774_2EU2#$?R!y3~2ldYKivY}Tf>Pw1slk_GZ-VKA>~3y;BK^CA-fP za3IZl8UgIRd4?436RUT0nrWXqU4DiaimGO4CjC4|t^(1>psA^Yn*3KLq=OAp&Fe-N zmP^_MzP0HMFDo!RfRoSo_8=Z918oBA5qC+!hajvyy-xIAX58#9WVYPwhI4>N>@?g$jA|pyQ33 zvS`s_ffGD$Sn<{lEf*oOr(^mw-B9>@1lqX`LKp}W&O3;axo@{O7j1;`n2;o|K&Zca=T+8mHP1l$uvUm)Z3=&} zxYBf5xx%=+>a_U|CW10h=76z{@S3nCfz#(--|+WShyl27@mV3cisWHwRdqdq>%=U-=}k7>P(k`7dUEo$QvXh6}uRC zh?FLE?B1^IU4E5Gyih*WTWQ2C*y!$PDQK&h(aGQcIA0xzgz&Z&wcm{^qQ9rw6urY3o~^9P4?8Q)pSQEsLv%lY{WMh1ENGvJ;pJO^d-t zpD<`;*zoou!g_Ozvt@e6TLY&+8Ktl-m|g5p#sUl$3QM(M(+Z*sHIcpV)q_Zy9zO1t zYD39VUk^vQU+!N=NMYO6=-GCSXo_CxbUrm`Nr@{Y_P6F`ZTn}_`@$0RK8KL=2=C#S-M?iSMyLipsz`r+?3dx-2`EkKuMWg)!Hm#zqkH` zq6--P!HZSe`GiT{!y7|^h4T(8<(cx9a<2vJUz=_*Ioz=GIl*2L4LG=%(BgTgI(*-gy&BKwe4eL+%Sd2r@~s8 zTM#c%qzE!J^YdB)z*KI8NHv<)fi=6>_RjbZy`@Wrk?*;rya$Ol4Y1C0TwHU!7uo%F zQ#yAFnVC{tnUxaHxk+*80kr&(#v_$*AQ=fxKpCnXxTj}7Uod*#9|tu~*+%9rBh(&g zezJqzt2#8NT3Dh46AqS&o(@`uRP`uUFw){41O5b!AjdP(tz8`2g6llXFy;~|X>W5` zC%v;r36v3;sh_8kcnddy)kqE!t3FV8lcZLo4aZ~vN78B>9j$wD1fSRju_v;dJk0D) zcK)%v5_`j!t-D?Uc3g?&aIv3cJ>W zvIq{487S}&l-33hLf$15tA(gFcJVo4^d6`OukYvS1zi-cU&j_4CrM}u(a2l;K2P8(eV?9oDGBpfF7p@-Y?(!d%5Dbr`l zD{q7pH%{%+x7r|}f=B5>aM0QIy`@xHbCk>~Jvq;~=Yikbsn$igFY7+1U3c4piCh?H zH`1H7Q-md+agFClPu>$7hIm6tW4aqPa zw*sU!BS?t%+Z!zGOOOZ2=DxQ?af(l+h?mIIq(RKux5$@JSS4bMHyd6bDTI%X0S{g{ zA}e|xRyKDi+ZAiP3Bar|d${95;m$Afwq{*{zD;+My76Ss=XE`*0OHlE%4^$A&nBJ7 zOf)puctR|Q2j%j-OC-HI1yoVfOch{Z=g0XhotsYuws@99Y;Q z4$GJ>BG+AT3Mp(@!=XH|h)N?#5INYmfPC2}$ZI<9FaoOWJg=YvcKl)e;8--zP3W|M z`jJA@g#AUl`u7ElSNg_u@+we-5@pFSM0`ho(AE}L`!IUj7l150jQ9ms+1f+gu_ z*ncnh66k>1Gq0B`@v!dhfRmq5o;gd*iA^jq(@3%jG3hKDDDg8pFpSAi?A^(_4M@=< zV-9`K2f`*PI9;dVvZJnHLx@9(RgnNBSB@4<>M+FHz1k6m(FpN?Abr%iJZlZ!y->km zbUyHSQ@8K+$jaSqcD-0zlm}JJ$&N`H7tOkr0*)lo%yuvM<_&LCqH;BAg^qIE7W)BkgZp50Ktv|7v9^T@NEi80=Vl%xuwrzT!+U5sA~rMiYna>dsI6u z6)@ysvbDNBI=1sY)kDv_4oH+<)bXvvdA2p{tRuL>-{JS?d5HKD?U(bqL0=*sy^t9~ z5qlfG7GLMo_)cl{r2V>6;=m~CFl@E0ZG(A8G$mO*MIg53*3YkU(Wh+c0`Osl)fReyN=YW|zFN5)vB^g-@72$ne zufa@+{ci0CyKyG41Ty1hOn8v+eHKL4B3Ba5EO@Cp;@c2fi%D&L-}%Pip83b1f&%?` zp)Tkso9)qxrXW)Sbe}hJA7c8Y6`n<&$LBJ=n7_9pi~=+Ol72Mc>;owm@fOzLQ;fYP z1FcVy$FJ-*52-uXUsuG~VZ2e$`6Sr)sS&THXqNSLf1o&MZHZiZPIc5to|vAKq;mO; zja;r*@m@SXZ!{waS=g_QA=^GVE%QNN&HKxepoCnqas_jc8!-LQA0Y%nJsY=0cF*hPbXn9kag7d_7pcIU5+;L7Jyo5b0yDb zr{lf9$2t{frGpTK_M*SI=6#Yks|jnD0>P~d6iFtQ2QoD~UXv^D$LQs58r8Pr(h3`Q z%P%xu0N6WAjlXL`PS1$f@&oo1K~nc+jF|@D0f)V{;u2{)G_QbBKVu~YFayQT3pGs? z>Ng;PCG`MtVxCX69g-}_fHEt!DfLDv$c74zjbU5;3xefMmYH0KUM{ zYupWE4)D3sr`dei;utETYLpe$s_D{P%Xz%p^QBIJSvJL8+~c}j#wmH84By7&!G(4V ze}Cd>>&I!kgGf4dNYjeEEh%?wV))3j8i$sbMLjEL0{*vKXt6G{bqCCcJMY&cAlCcd z+Q75C#RX`7FOZ=P8)g@iYrNjy=)1gJ3r#NWheu!i@h=pSmnfFeN3|PjiuiV zVzI{_@8|u1y`WisTQ=BOsrDzQy7GO4FBPPAKsr*%0WWXloSRH>QCxY&P{>gjG95f_ zWW1}rr2V}4N`}zzysCd>LVqMgm{TQA5|>F@L2|p&Ip1^ggL46T2D8B`9;)smbTf|Y z{1KEuPI7AM?2ZeKSGAzd2J*27c!>J(8?yzfqv<`Ze%dD{EF-?Cv>`U4kiT568M(<1 zKO2dmeS|`f_4c~VQxu7!p|ZqP%8{OWSgGlMZ~5mduy_4~3U82I49oD>t-N9eP}bC< zu)^t2*X(+y#>bL9AM5V)^yUl^r>u`wgLe*$=h;jXgA%~Dg1GUXSr{jwJAYYTPMUac zxMPZN4X&kT(b$-W1vur@)Ng!d-F@b~+Euaad^64KPrqD!18XV|#uR*Z@;c@>sT^X0 zjY65i&>27wuGLM~Kb!Vo z&0D4)7viRV)@>z_&5!wd)y7FU1kvU$z(DFiy8!X6_2)W@Rp4fzHuD5pd&)D%5)ukx z-^CVBbb*d#!k9eh@osSzjX}8})K|z)Six7&AqM$$5*-|6 ze;&O_0r6^b*Y4+Sy9zHwaQk^@5^6nI`)0m_kGk4{ew8R z*(UA?-5Da5FdLxMuBDEk$mD&D?`^E3L<*1}8Lm$ql`|IdHYdS-dR}j9>#!xTd6@u6N^WJmc3+#JC z^s&UbuQGWS$AkG|P%w^nnSVrWy>9u9=3dZ)LeHo0!8g^DT&x;!I@389L{$KfrB~J% zZMQ8w0|@p~Ue!4)gs`3dkd9u(v;*{b$%XFiDNJJ`5LY5zcC!0zQe*F)+%a-KPqq$S`Ke3Aw}&?lUjV(wNt| zWDH<6$9je02~cXelsX@}-f@l8##ifwh8~NU+HfBb z2PumMm|z9T09HZI<2f!^1?mA-v;zLV1W700Z6-Wd>|GwSeQQShCO$CY;^I?Ag0+0- zioitlyN(55l>t2<{sB-F@Hd~Q*Bl~bJL>K!@QBCEUswoTI9d`L)trkfrdNRyD2+8` zi5cpfLR`GdvOu~yG`f0uDiCiRK2G26=XLlWLsd6`QI%2f*LPB!Dij zCub#y)q2*AT~-#zch_r*seKB}Az)3=F#J=k$8BH#nlGXfS`|EDavrZpz8Q%NP;Jp? zGxUiu54u68Q4Sl-nxr(Cufx^XuZ;HL9s>2Wh*w99nf{Y)|mKoN0!7_Dds{>wfx9AuN*b3jg>%UxV(0Zby!|0ZNz+fZELS@*ZGQKfj~u9$@Wa;JGK4Hc!oRal?UtSHRv)ddwxHp^%tefK~pJ z3xVc<4+%uYj6>MMX<3hR>6~=*(Z4PrPF2@0D{f%W0_OKxveELFtb4a&;dwm%0^T=i z|22|dzMh@<^?PkEfcN(I^EmmrS#mG?KK!zmdu8(15kz71efSgj7(Ee^(SpoPCGLGB zz?za9UB@*28FXej^Zj)%fL=H=Zy2!9DvE%rYw9kGY4|``6z%C{(@OEl#EvZwgN>0_ z8iLR6@VyCss>i_GMb}ho*3>5hTJx!|?165>s*&6kWE9YGvEpBOU^-s#)hrJoC~f(^ z1zo-c1F)-Tan)pee^-(X2*jWB2KK$(&Tr)Vj2KXzWqGR$@Oqa*n~A(C;#?9_AG$`m zfEOD>obPN#Wn?I(^cF5z3$eQ~*tU4%yRvQF^S%$ZEz%e0hj`HNzybC>$CSRXc}!{gMcnW_0(qpz=kaL{v_sN<(RB@%m$%Wv#!(xFn zMKMYU#JK~!=DOmyE&_q-=e;An{~zkwPnA zfNrCyQ}n{R(b-_1H*$C8#hK@ct2{)Zx{;-Xqj>Rt!Hj*98GX8%HR1vtPy!FRT4-lC zb`q7Dm}vmgkIRz_o*66e6Ua6WJuOP^N;5{yd`+xdw93moW;(Beyua)QgcDcwVQGy* zT!C#(sESXE@k3U+)RQy<5H8eT>hAp70F&nWwra>W(m zr_aI{G_!!dREQ_U7r@CMDOp|tdOq1PT8QF|Q-S%3X}XmJayiK;6=2Q4-+M`rjC*<& z9{?Dj!AV*ZR{>|Nq<1ZU3f8r!Wbp5H$R+fBEn;Pu)EIdD^=aeEyrH7(wUz zpTEj|75TUG@1MSk|7QHmL!AD_u-}{({kcxVp)K0{&+$Ag=?}mAs&@AM)yKbnRgBZR z{!1TCI8@1J{dv%TW7bd2j&+fwW%})tj8jDH6 zwHQzP|G|X+)3@8)R&g1A8`6A8$FlfV7j5xb)ABD)^qarFOVaGy`_G^RSfU^7H?Z{g z-?rcV%U=tee};6LhxXg{?SKFFRpcKv^iwl`{;A^;OvMk=S^OU~SBFiMgx|J*`Ktlb zF9!U*9{%Z@yH}v$Z`E+@U^ssr;16p$j9|n~2(rR(eAe)He{0y67yimD5Ffw)md)+& zzx~{!_wQ{Cw{L&=28#U{Zt3_({>$&bp?~__w}1YI{)qg$ za_Gl}es{Mzo{(xd%8(>1gzu*0XuK!X8 z{lgExu7rM7`c`D$ezpDWzyIMI@-3~$^xIEm|M}O2|FbSW-5-7n{q`R>_uGH|?eBi~ zUt`sO4gtjfClKJq$3BIC#C=P`c8}lRerSqxJSy-}_`7c%h@WrWr}@PDx2TBf0(4Xr z-@33(!tw7#URc+s@xT**Dg)duO#U2?%MZUjKmT)9htv4ywV2+22G-Re2FD+#ary1< zzl|xF&!{`rjLv-*!;0r%Gu z?b*jKMF0f+b&uEnT;&XW953@vTJ>xXmu)28DOKLA5e;LYE> z7W@gfV*CTx{7d+sW}dk6t1;|<+wd=T{PV9-Vf7|}AitK+a z@;@0cjBv--(#l0$yoE0fB{gnRSaiAf^E!V-}WpHkP?ggh^IQ%b(K2d|iQe9`%f zg%(s^AIe>R%=C4#&0M{3-pe9~>ven%wg*JQ{i>R;_og`O<7TO1B~6S(zRk6`AKD+?x2__QN;<&rCzb1T?TIg!&YWb*{_v+T)!A~PpR95iwq zHolut*!S>o>61EgzPB>9^lGGkZcje1KU7LY5iU#h7D9OGM6Yd6K&^mwvDQ_va;^6; zdLLUY!%azCIDXyaGPp(&=!ynP0~=H6*iy@r;i}{Gunq8PEQ8ev6xv}Op{v)PQ+YM< zu9}O!SVL{f3O}k`PIPNgNHbA!GNRr>&gVeyjrd-Rh1ESim~1qPtiUgKneiZ`OZZ~9 zGSgCQy1)e1w5=WSm;A~(Gu`(T48_edz4h0qvj*qX9#9$qFSu~Oqih$K&9uj)Zr+fU ziH>3R&}q0?7O7Vw7HM=gVRX7YhZo1Gljj6%LJyB)xz0$nY;rYE(f2l_A=p$5rGk%< z5ovSVU2*`^5Mtep%X!3?0|}F=M_2Dp%3#4CtbL}+;7dCBAT9&uNp9+%G|Ezq0gy*3R$kuPyx# zc50i-p_8+OO~2Hp)1q|2o?m6^qD~UyE6JvvyK!|hV_%- zy(kjQJS(P+$-cvIV^wBy0u&4mQD!ve@Q48Mb45M$=m)9=@yV^+8bvAuBFp=HBm~}p zfJZTE>Mc^nWvxd1hu-TYEJLq)-wP1^N^;@uyn`+;bDE-Xp*=TxGtjatvU)zw^!~=a zw>LU-wE?_3c3tz@9>Cyy!9k^@=&8}_`xyit7CdP*Y259_t&**=viWf$1l>*DmTs)0 z?G9-MGLSu0Z=vkyS2nQk0wzRes>F)P4)|SAKgTmf55e81DPX8gpO=FYB4NFpUsmRI z$dl*J>E|wA^9|PYe}QNG;uqiB{}rC`i(hfD^H z?>j?*ZhA<W=ow`%pETJeG!xk}4A)q4TU_4CKLB@P^zAl>yE1CSuQL zfKuy+ZU|h4OQ|$AyhWQh7A0VllT|6Gq;|z;FO!R3ZIOl_Ne6u)cj{}!@LF>G@f^#-X z+#`i|qhuv!enP&t1QW3)JGcYOz!{^9SmH~oYJbq&aL4~-P0a?(f=dhU*jlqsFgq5d%#MmpQdsK1jUO&a>pka{}J6h zbhtbh+jy+97FVgWTfjs1ghb}v;omFvWy{0aO8Ua8YKzNs(@$9_IGz($3q+>Pi{J4e zKW!VNw)92~3$SH60AcGJ?c_)#D>I+cd8{LsOSovnGWJ5f#9%7A8uk{XOqW#j!P&w! z;zlJ$_2S+8mxf;)x11S19H5v~XxXa)h5$x7J7L}PcCg^njzug3QHPvsm9N>6w{*EC zyjDpCSexL^5H0dnZxHQ%s9x{;UXqvA6GVd1rSm#G@!0bA11%n7xtLe+ZJWUa9mLKzAU1Kq!`5bD6b!J$vrmtjq4tD(Lyj%6bcB%&l=1; zM=i>arZ*6FPrAFnZR5Is#MU4fNS~S`!0iYSOLbTbldFqiE0G#ns%k<|0^4Klyenfd z>{ugtxR<{&PK2?2MF2VZ==A~Wr#f@kdRi9Gy9BR?WOg{@UHXyEbjQj__(JfVxWspi zKmqm|HSc6(Rt+t3xY!IYd*{$uj9UpEy2Cv59hHz5BtV>c0k#)1AGbL<>JGrrMnNZR z4J0(DrF^46Wa)rokNO}2u91l_$?P!SUK>&$m*S4ay2#LUm)~?CJ8Tkv)|1GFm}D=Q zgjVMrq>}8j3<(^FV=g^d(_&tyB!KQn(^JzFf_cmk#fR(0v>gv^`AVAFiw$R8<}jmIc!i4kg`Zi9z4zoCw#7+|ESjvA2f=QJY>;;r;z&2@Ze>F3$XM4y1eqEAQd zp-o$ekwyi*+O&OLpD7R%bkg@}?KrLNjO=FuIt%blC$oTr*#mN`dhFt9(? zjndmr(}#KqwUp=(o4qr=20RL~(CO3m^9LS0yZllG^|pcRtZbPF+f4AP(`izsRoh6~ z9SuD6dp!f<@#Zeq$>-3a*mQ=R1`mhwTV1xFk(Zn9ea{-fINr$2o==2F>9v89i{uPU z!`&hW(@@IMUWP2zfUIoJVp+3H7y+gP6D%%XHCy9IY&)k2VredZ+Zk1Awn&8sK-X83 zZW~gH7WrK#Iv9pB?t+m7o0FWh${#dpcsdD`c4GY$zYR27JQvG&z)sJM{iqP+?joTBJJVG*VfuqF<#?Xh-u_eL6B?cLFpi9K0F1H?aKPCd-o zzXA33gnbRYIRbMKU=_&xQo)Lp(FYR*Futf)j(J{2-A@i{u>~h{qw{6i#Ot%t9IN1S zVgYMDcSWvMiMy#NUFA}ZdSFf2dCfN1I8QWsgF^okkVUJanBDK~1RX4Wz`?n$ z7r-yjk1QE(NA56Q8heQ22mQ5A|D5|Ct>L2QGdD|-R0AaMx#ny1D1pOYt+9J*#I4?D zX_7JHv`1|#H)*VT1w#g*gFZ8^e}fttg(frHY4rNm)21R7MX5e4lo&jLRE+=u&ICAl z((@h^47eU?4ZC1;GPT|_Pyu7#YZhDYNrQ$kPwYD;#7g+`qFL3}ezgGPQ$W3u^J}Em zJUWz_{@&6o2}{YMcx|*!#TX2m1sJ`74BW^GjaZ{(mSkSCAGRxyBupNv6ydEP?1O*X zX?InP!q|Kw$r-8uBgKd$5i3FFCI2HaOQuT?6qdGfWm5Z?rdY$n*PGr7*;y_t?bS}) zxU{cscNIXc(`s3AhI zN%ldXejNKg(EQmFJkSN|AF7zJ8(-4FY$yK2ynws5UOFFKHD0CV_72=>IU?YfKm%%g zLQRrX5+eO9%~3L0%R0Xh7D_0(QlH%`Ei((Hc35;WI2|flQCnx7$2VY#lJUf65swJD zM_&k&fK|9vHacITubA{>crmtGf){^JUVKj#6Hr+UuEJA`kup1xG^Ls*w>P?2lUt&U zCWC~CB&Eof8-Q_@(V3hW{j+`Mi40_#8Mk1^>F6-9r9K)Qw_`o0+PZW7nGvvzh8Ue; z2?nP0r6Mdj3b9i;V2^f`> zMpr+c!qMJJ_cNt2c~o5nm6%PlKohjclEi@5Z5u9wz#51P#b`7`V$nt}+NXh}1dNoP zlM+=vdH@0yHgOUDr0fTRA}b^ZVt|F2XZz-&qxqW($%0xV`K9 z@FckJZ3gYzZpBbF9HRW zfmBB+nfe3q5O-dOSC5DS@>Q$U6kXDE?_?^x8c!p>o-vBUFiZ7x#t00D1C{xa5*VV> zVa90zUU?*f$XU-hok-pw*Yj+O4Gsfe#94$_fK1hHj5p7zsHK1RL+Cm$uars_dkmr0 z9_$_UP)4u4i)~=&BhjN80TI88Jw4<=JI@w6YFWWUQCLZvqL_?)%Hrle5N@ zg}8>Cx8o&bIAf$a!n&0`Ff?g8rwxoMA@4-O=qAX3$#zs*$`HoIbLnJ8v@8T@h#Ti= zLrxs^NM+<~@MQrcfg^4#$79praa8-NM`GNjskcJOY%dB0Vxg~4D!LJZZMX?Mt%d|wodd^ssddNvC`-hzA458<%_>Q<3g&j!q4 zTXd0an*KxT@xW9bSwE8GV&iZ>t=IyWZ93X-ggeyd$gzu5HGALB(AYPu99NXJuk0tr z8!IL>Cs07sN3A8cNpTcWeBi5lUm$D<}^gk&_kW$ zc%D0IO(skA(@9bFd&~6qiiKK=BM9FEuEn%73__ILHq6U(7#C)u!2wH7Q}XCgCgL7* zPtF*JroYbSKDR38bE{Dhuv3gHuIJBD`QbSE-Tsdpv;6^?QCKMLP8+m8adyQ>?f3tm00bTD3lH(*9wc=R-GGIib zC^5b+Kmb@sIHN>AQ1AT-5Weh4e{9`mp8Dxy^>CvDp{6;RlUNCPp5^I>3|Dd=4Z|&N zXZsBzOKaeC(JTrK#qDnYcY9y5D?5^&xA#*NdSOXmyE&7|g$yv0NisPzIVOFC0>@0w z^9XqDm-5nnF9&Z8UES)E)ZLP016rJW&*2ae{KxNO{K0UP2*d^vrTZxys8{7M9q_B3 zYSVIlDj<;*9@l>4u@`wy`>+H_cq8?WYB85_s`ZF60B8WVbbTb>v)T5wPk3tneKYjF zLo6dGJgiDBSi3#Wh+_x~0pB$V9(BiBfvg|YlY9T6zJZ1O3oY|sVwYddU*bW(W|tt> z{{)Me>!FavO-;4A8Zh(&*xy(40*sb@bI7X#nT4Yg zQcdklymi;gMO{f&%5%=t(ruW3x`zLtNb}Azy3u;xj!b^Ql$GtSLCa`k15h+N_1a1Y zFfhMS($Xny?<{-8JLuVCB`IC9NkqVWgpYU#LuhJ7R|Lnd<9-j=K!tK)c;YY3%!9 z8RTxUd`T}y5Pz>K(CMn#T3^kENX>l>yxJHW;E5jnfz`~bTwl6ZL*zgfxhG^oDgZ|B z)8t2!qPILN<&~Ep6;ve>To3oJ2Iglg;!7lRJWF25gL$UQ!1dm0gMpn-I3EiY$#8dB zpr$7)8Uo(#U^|d5EA>Yco_bf`F+kzK7yLV#xi+@;6KT8lEEFsAYA1vN`AEB{vGyRc z&e7qZFMwGLFAZd(hiju3sPgsV5HaS^0T&E-8mgMF<_Hx%b+2v&qLs4a;5Su+b#aYg zQRjEOa?l$KL^^_G6qiqtTHJ|Sp)5Rc8TwGZh<36PhOG_K!f*W^k6Gp zYO8<7ly8yh<@`E?vHMatiw5L0P{_9E5ot;cb4+8|@TBJq9JU?G*#?t8$=F+_(kaug zrh=a2gC-4b8JT5%aUQlz5EvWxN?K+_KSR|G$({w;Wp#I4!^$C68~Rf1iB@~+d;x-B zW*9IF<5dC_jas6hLmI$odM$%M`v#t6IBz=!xTGqh`8G&!xb%-i@1liL0S5_MEeZ$F z;|8z?e<&@mZ?+6t;91atK_uWvHM<>}TN+W1PXeI3X7>;kMx1AWDFI;ydB8Ojyb#iu zfyN8A3gi)$#n#G`uQdRCKk##B=+qc;+I7)OTllqkWLRS0kUUUN-eX3phXN+zkH_-q ztlqE}`N^ULMH?AmD+8+Yhb`)%{C*kJ<#O&60`Lxiwo4K&YXY!Z)ICS5Q>>hgPmWozc6;NtTQ?WHADd-686^3X?IWs*^!`>4Z%|75~l zUTt50$?FS{DrlhE$z=lWtls!Ml66rcL9dC_(9p=e9tr_`frwbGBR707Xl&XX*8#cF zg{%SDn?9IeKm1H z9XWi_&sprH4~i{yC=x&s!sxB>kO`&r-Po_KX2Vk}O9@Gdr}@2ew{Y(7aFW1i=N1>_ zEx_mA9{BOl7|6>crG};~qOIc`SVq)EaZ8G;%XpgPcUk#icVUkDddkAW&3sdmQUo1B z1YH6LjmXc?lJc4BBhHuc$H!?>xAGe)tHyGHJc;vLcXmjib8xJgC6S3;e>@=Lnqhov zV=8D#oUy*5+(4XwFFye8T|OK%$sHCn*XzZuj~@R_08Zr=bPk6-HOk-4tBO0r-qu@3P!3zjCS7^66A^Ni8mliC*_zp z7+8koyTm~@$!h@Cp)1~BYTa@{dRk(Ojn51XaEMb<5&$2gXa3WfxZtmDw=#6*!t><= zg#m}NrGviNt(X}0psc6|S|H-Lb!FTTA_U1@&3Mdg?mF%h5pxQSbh{fovR$~|-v^)y zFQmi)zvuvOs1dQj7$`EmG#`*-Ki(_I&XaL?+#^(=6jAlofD)vJec*m@8$S9E8OPhn$&M_2wnIP9cNo7^d$vM>R zz0=VE!W}gC%h*6^zQWF>#*!^eVRH3DM!i&!-Dp)fQ+mJTIPlXmYB#`T<(GaX?0CVJ zh?1`0%5k11lL4GK=E*4!MY5HNE6{)BW4(3Gt(`0~MNxoC9HdN}Q2=ar#}XHHW`Tae zO3dcL-6EGELAFdJ)pAOFG_61aZ+056vlOc>i*V4_^>NqEZ)Qb)3ne6v;J^-9>H>28 zr7|Whm^}rc)BxFD6-M(14wKe1vkkfBWI|jT<2mMxF%C1z46W;~7gO61cHtK326A25 zTfJCdF|c0pS`vuh%>Y07fX6P+Qf0)$iH&j+f^E)Xs&~ybj!hFI?gd_Nb&M}Zd6Dcc zTF<@UVd+6FeccZsz;CroYP(5JR0{!cjL;lRG1H@z_K*yRVhqs`&-CkqkYC)1CH466 zt2pzk`E>?V#PFI%!WC~{j&5$>Y8S84(;@FeDZStCzyJGxoi!+A8f77c{@+}K0!DI{ zE}v@v&Kthfvz`U3+YdGF^WT6jhwy*@&%XhOe>xPWP53vzD0lr{`tdVeDsfR{q1*E`yRoq?;%X`v;jj&N6^Xiw{bg8zy0~}k1G;>=;^oL{WR3D z>OSG$gKmD=@Sj}O@Y7m~-!E-w|JssV>fg8|_gBl<^<+5a|MfrW{k!&0thpgoo&TuS|9`qx|MDNT`u|F``j0c${#>gMIk@OD zG%WfleraY}y-7jBK5nxA)yNOjXQRt{pcr5(k{Ayl91y}Mi98FRq>2KF8R zZ!fDJ2tv<#4(*D_HdG!!;B`KqvM3z?z-K;K9%j20~mbjfg?X#y;T)nleF zkVsZ}>Nhg4E!W(UD zTy`KGCeJq=x`DAY9+UB^GZh*CRZz2&Dr0(R$2SU(tA@9hj)l7Z8 z(6>u91WuX2P~P#FrIjtfpJnsBBgF(HAD@!%o%b}-0~wV$x)#n7BHi0#fdzkV^}`Dv zXWMN7I0X3L)LFoh*egq%FCV|X+k9L4dR~2f0Ez_ka_8Ovq5ga+u#A9K8<(^o?m^qYR`gWIEh$g0;fYAb2Mk~7WG1!3XLrRozy1#Url=K1)Dn+WVN zGHx9#BIE8|Pt!&>flL6#Cf_!vL#nV2aLeutWZ~3*B|%t z)%-Q~^~b%OvwMG;PyVT1zFEj$RF{-F3UuA`-`ZKlS z^o6}@Ed(ji6}-c73nl3FRVv-=asen|k|uFw5l4TckuaX`gk674dFI01ZwE%-3#zIV zwNUNGOj-WJQ!jab)GpcutyXJI(E|K~)T{pHJCb+}K{F&p+jAy@Y6S-5cE8Eyn;D_q zOPqxxNTYa(It8H#BH|+YM#IkKyfJ=rT{!Jj?>UQw?Q@bfU4gACNQf;n>L8^U0f?5< zoDb3!#TY^ZIlp6B>_mYI9Cy4@n7Ew1Q5 zMw~=8znbo*TX@Io)_O<$+si)8*VN>Gh<;uP4Nb~SI4r{5x@!^O88hBU6t}AP3%w#& z@a((EefEd+d8?e`b6-s>jo3YTv6HkTCizlvN+aOry9ykEH!!-?!&12?}__W7-KRua#-xbxPZdiiR8t)D-? zmn+~eod(+F-`-eN-L}$QZlz_C&ZQlIpIbD!Z@#^ophdoT&=YQLEp8o;718qnWy-<# ztqhpIJ7LllJ6Chu5cUz=S&-}_?j?szHS$_mQo;g3>gO@f2!~uBz~!#y(GrOhGhx}) z!KrMNZ+HNN>ZAv#ERd+L<}zk69FUa8w(NTm?{`{d!iy_BDeu$9AqI4(^mz{QQt6fx z(NW%0;s7eELNf!#kibC;e4Kxsw)oX}&L~F_#vpUuXf&y@e5ZGgp3|g_%%lVnDFsVV zHChqWdDO^0u2!U#)g)z99|^N^yfwCQoe)za;HR0pTZeo^_!F`jNue|oM4C>No{Dx= z$+~?an7quP!N6XH9R#a{q9qIg6EvaP3CsiPslc${j)z?kL-;p)4^&m4;@dTRC|7{Y z5Kig3J9gJhRe#MpJm0(s_LGMq0bj$dY(RS8n(V4VI`@8Q!>N0=Rts(< z@Oo+^0H<7MKpNNYJ`?BFa{H$J&eh8WId+$Ew8v2{59L18WyPeOZ{Ao(VJDuv0WDa~ z^1}0`lTsRrI3xnL^x(8qT4;o0jR&BgRH z*yYb}IbF@`!{7ZVu23lTjOeOZt@Sn{1=1oHUpbaD>1lRu?}~q(xsyX?s}50w*$p&$ zJ^;`8jQi@`Tj~K?(+ZVFFKY_0#0xe)s!Gq*kRu!`TS^qw>fTR}Y?8{xpN-`x z>u0@PA`z}qMtHw~w-%AJ3SD1V>te4Nn%fc{T=0=L2K08;keK)4)x5ihAG%yyquW5X zJMN+7n74cp2fhSWFlDUwUz zLWUTTA~JeI3W!Q5CCEsbn8lP0)d$U#7>StYbV8)G?;2VP#9zIdv460+OE=H;Lzd@m za7~wF`bWFPd_THG7sf@>kY)+AFL#fzae44xKjQ@T&V#p@c!HlZ=Rx|;=Mr==2_J# zD~9ukn!Tr*T#2(T$l~;s4iX3AAsn!(;z>932occThGS{2@Uo&Gc$88QaickE3#YK1 z3)3;dSo$G|@)ZP~9Z;Vbok6s;?iYB8Y!E}K)T^)Ni-DkRFu73V-2=A9wFG?1)(?I! z<*-X+sDpT(EP^~GAyp)aGWjH|b4}wA2fol0INC=ZMZBV&q#)RzdMNYiWqIzSx5b)b zWlSVabW36V`})GmVDT>eN5`^z$GzZ2<5sLo#ZC4c<*ZbM3^MGff-!G3y)=iuhL)cw zU>pFiEQ=cHhIQ=_hQus*R8*yt9RQ2tP6Zr0huHVccKg}goe~0USK|l>hP(bfxYq-@ z?=j$~+5)tsjcf}!N4yijmyVG}gBPuTx_ zhyef%-un!{0bXz1fzOJ7mvA`sX@j~IuIv*K?)y#)=B*?pYK1u%u}BP^JuG5m5|>^n z(sXni;uB3L^s+wq_FdjP5G_|m?$LOmBggNV!?;{l;N464EW;e#E@9rZgN7mbAm8hF zQjfi*o7<>3E-x-_L09cRs`T0ObH6(Q8&RO?}xw zyok3EUXsjXyU4OuHq4DPlk2U+y!?g~d!Wd9;lCP%z_$ee*aqH8Dl>o;r<0Gu(MuE+ zB`$3aqaZIDC~EG~8C9yRBL)|F!48~-SJ!)+ADyILQaB_Ez#$&x33nuJI%=9tjPW6I zTV1G})yNRsd{zR6 zCNU8EpwJT+CzX>DtTB@=~h@kT3k;igRWL&Rd3sV{_yTdtc(3XT9R z+}3yDL?qN7pO{aQg*VfEU9N7FVO|~B-H>lFfb0qm!2?}g#T3fVC}N1ki>=&Ag_Gya z@C07|RNhx}C@>Cu)f%EizHi1cT&l9oMfJKtv4PvIIN>4I1&zWy^Q@!!YFh9dsQFMn zf`sb_5q9k?a%n6`=XXNUw4jEhX3^|JtTdW5UORaBhlroG$zGzj(M9x)xOL>3C%!9{ zq^c}%aI-MgS@0Bca|D)Yb1jt*$XQxmelqMRw!A1mE@ikO*~FHp(Ec<%qNWpGs7eX} zJ!Owih*A?e@7r4Svo}4L#7~jKtm4j_$=g7KXt{dh#<+9KwRde*75Rv_3!KhXjZv0X zLn-ay(PB^GLhaUg3#5Xy1ID7e#hiV5Ec`)t2NZBE`9KknvjmHbglif#wPqDQm15YH zj&_-%Q+Y-GJ=T>G@&_l{u{u?#=P!Fk9Y(Xu;r#X}(k#jOb_J)7M5jo^hOL|_Wom+9 z!|X`QMo}`M=*7pdAjcM5h$<_HlA|)(6VK$N%iWW7_2G5W>5w%Q##fs8SWuTKYje3_J%8TW84q&7Fdgy zwYq8?0ai?tc^Db`34qrl1W3elLGb*GN0S+k{M4W8qapEVMS~f7jV1Id<((4dkh-IU zM^RSN!v-|)auIj!MrR=`WDWiRkvt+pEFzg~LA~7t;b_;J__C|E?s~xlMNWjdl-?N} zO77I~BFImsg4jEEIHK_0Bb@-}*Sv?qf4U7IRe4>#>q5L;Lmwypu|p z?Flb{1e@dH@q2+kA9W1#E73D>3ms%eai1{J)`WtD6mEgN;TkqXMj~^5hKEt!XgD1U z3~q>W_JM0{@CU~AuX`q2y>1_!0Y6`1?$$XgclJ;cBbOL}SitbISP^Iqu|Dm9w<6=E zO01q!@WY%``-PhshBUA2L&TN$J%{k7OJOpidhOjD`rZtfK^xdE)|o z^%`pV@bETk(z#}^vXM~y;Qj@qn$XC1Wgnu&m25h|jsZrOmXU$MKc7e3_&~n`*Do;T z<9)MzT=-(O>PIiA4`k3w3Xnr_S>b6}U^z0dr{O-A)pgFb?V2);?l3UPTxal6QLy^L zj~pHcEYya>LMCL%peY!kTbmNqOlw^ava?<|E*H93f-JtDPYlE?S59Q~1I{n+rO3Ik zX_N-w(p2!HBw8Dq^e{gs;_x-S>|zl&qK5%)Z^QyvNVH_mChV{J)A=w~4X6)Oy?>uv zsG)}JAY0gtFglPlUPqSjikF&-(ME0Mh5>z~7A~C3k(8Ddmcp~cij88y4x&t(T zdWKX4!jrV2mZjRQGR)S*G;SY;Nrx7zK`@#hWNN022py1w1D?gyW7ne^mQwD1X0U~O znv%0L^M#o|_8sw@Pd-YoJ?p1uTIjYDad|lF4$N$@<1rrG@HVM=jRo}}BJEw(+P*DM z&ANOD&s!dxsUaXvd>e-)HkXT#%foo7v0|!&9E2CoS}0B1QD;;Kb?mTV;?}*~kh5yH zw<{eVL6|6udq}xxlzckRe!=%~<3-da)>g&Ek}?o-aZ7##$Vc7$1{Gj8JjB4764hE& z=H;;GdLQA=-IZn>-_8;{O(7{rfop8OKNOKM^zKeM{37B@r(7` zIM!86WNQ~HXZhFbt67$|1|j9>mX3FK-;EFh`PLtzWjHLQ`1{$Kris0zYD)-I2N5)> z?KfaU$Gv)lw9WV{fH(?@D**QvP&zKObEj>?elnS#1H4_@pHectwTv3SctCxGOKN2H zWkNHlKt23Hs=c1QGp%_Guf+Y_GwS@98o(ijW~>*!*gwWyT z76C$9L9;T?yC_EjxrTF^3d7@Zn`)^uk$uCx{-OaKbME1tNnBfGsb?(sRl6ZK;b0#n zUI(+x+oE=`jCc7slzmJ|4TqTPrzro)u3MZPL~nEpcJ#|ejca`K&V8X6U&f}co&aO) z0!`09p@c_L1rK!;VJ}8~-xRaHau&|xcKWP~ci64#eDA3o4Bo&;u^q~8%Cy$OO43=sA$*2u(9Mve<#lpr>3|x)oCx;L{)l;mX=y=}*kpx3M(p2Bz``EPxMjLhtuc1o=h1^NxQDnwA25!FC{nk?`fIXNGaWA+Mm}#}r#a7{|kpw_N>*hz-T_v?LWUWCo9HQfSp2E(6A9OA18wP`)IbU~_)P?lwzyBh0x}?=8yldm&)%9m z%E+0EGWC}|7kbEFtW|#LMuALEhnMU)AY#~By*E+$hh%*g?eoyzApbaL{`CFc>ON9mdkUgW2-EQ5@+4g+ zjD!x@n`qt;ft8|nz;YfYGH7$_ydEboX$yx|S>4E>hJerm_vN78nurcD-f9y7O#F&s zmn(Z^+o=!wQanIw?o_RA7!XD^7f_F@>@4&?$PX6tTv(Gc1HP?C6`OFXTZ3A8LJ{B) zsI#gE4>v|TvFtUp8I_+F4E}0_ME8^fG6m(+I}zh9>Zj{$)rQc-Tvmr=rLd+*cuoLUol;nw`)d5It9cK@~JKR|20m}lvp!|Tx3o61Z>P-=D3;5W!4 z4r~*$&-P?XmmgxBSVHW$=SztgzAR?|R7Fi~2 zo3O-&m35efN>JLK$p}rJpjp-%26*KynR8LxevLr7eA{>jLI}?hv!PQ!z8y zV+L+96Iygr&w0^apCsyqXGWcrXgO0JdZRn7$+8#r%1YaA>0+!hr?DFEg-LozKEu2I z?MdHVXnNSqmT*6ju*yYfR^^#XTrHvhq|cdc_9HpSN}XB^h1aj@^{e^k=Fk2d>jBK@ zpP4`Vb9(t<-uW+?rTbI8{9F3MpHV9%pS4oNSqcN zK7ld3!qc)4J3cPJtkI(ia<$ULSR^23upOy2*>S+vOBu$Xosk4S}rDM z*(s$Hr*>{gqqJHcLGu>W7 z$k7F5CdCvA0doZz(0Iqlm^63x1$|&Ez|yPLTxL^d|ENBM^OnIYaaLS~cX~anEA(Tp zGES<{o3dWX4|3D40QLSPA7KQrDvZziz(b-Q0I5dA&~@J`pJsGSxH&3=DgnBu5AS#! zGHK`@ll{%6 zL(gNGSq#(&wu;A)9BnZ=G>x{$M+mUxIp60<6198G5g#6pqSzeT4W6Nh6+j;IXoP8y zNjG~3mL}`(0;aKT2zM>q{N%w0F`3Cim1N3feKkmrXd$l;SV->;aW7#2AL)xE3e&B2 zJKbgk68Cqwa|0QZj6Iq3BDDWs?2IT4&?tGrxHSB(PGnMBjqj`)<^+r5<{D++lY+#q80qrUu@56@{U;UFhCC3 zAsGH_0BT)}QiggaI`~39klfAgj!ZOHCR1t27Bm*+Ef-QvntkwN^`XL#%WK0OqUlu`2^-iK1rxyM>;{tEwru zQ0pAw6r#t;af*G$my)2$UO75RbX7)qwBxUFO6F+uiv(5?5Gsq zIHmF}yNeyQzg~;mfo5gs6&l@zk9ZX??{F_5$R{PFH)gmmtsgAuo=$TBvP?@oVO22{ zU>!H48mm2C1&PNix=J2UjY=7&)hf|Jmd7B;Dn)#apPB`-2FjP5t~Lo z&uWarlz{Nv9sz9p08eGKVLwj{twLz_ZV^Y8>9#9n~G}N%kWq#ix0j*57o=|vR7VfMW zN%tpnFnDrYDKC-x+z#SJ9Sr=d*|ZFoHS#8nyq;{3LgR@HwQ|r{Zs$$1l2de|)Fu5g zQC4|^1kYJ?{!(al^^9P%8PR@ERE*EdkgY&&UVz!7G!)M$UeL%=Nkw;g(=d2?#f?M} z8XpG^k)&_dELVah1QJ*@SxaRFcvx^TZe!;_0jZGZH{uWtZFm7k@GAjll%5kwI8alN zvo}mUXTwk*b&!m!59skh2w2!~;9U_G7~ZF@H#tp+xjeiGD`gYJUQJtQrXr;t$V)h2 z9D&`*Xs_NXo7^`$)I{#Dui2)T3kRo5LgCtQW4_@a)^c3^DU-L?Ix^vA1@zO7%H+O~?q;S{g+^HQX>HEJN4svL7r z&x@sgYA63?>)-umNrzJs;0*SQ)lpeqrQZXCO`9K2{^obx{?j&TIgrJVR`t!OxBv1_ z4EU#mQQS75uL-o;wZoJS|LBr#f7d{rv@D{qpbc z>$8~Vo3Q@-fBHXAO9u#&4Hb9_fdl}cmIeS&O9KQH00;mG0LEo%OaK4?000000LJ|S z01N;i0D5(8dNDXMVlHrGW>r)T00)J|qgsf?qgsWR&ScKAY%^GWB-)Ei9xl$TRKcWj)-b_n>53l)dHs1< zww2KJzk4(=+-2T$bp_l%nMYOT-1GhU=CaJMidr(@G)YYB&UL7B%Up!`! zdT}s7%@5l@Y$9PR8cBz)s3)o6!aW$;jl)$T^Q$^gN z2ob5~h)(6RrL(HxLLc*17`0*6^}Qnp;`~vTcv8-3WK&t^ifnDbtoW4EoyY0(3FFg3 z)QY(xbb$^`530Bo_YGcgpFY_-mIfKb_MMi$Q(}IcT1y><2`qFxby13vO5f;85Q!dz zGm}H4mz2SRxNqhPiG4=S0xdDs1X_O}NwK&*^Q;cf4H6HG%P$oU8g$OoSPap;=&GY|g}OTWAC@A?CM*HU4oI)7G6)D! zeQa~T{V%Sm<6x9}@A&Z=S#=CD#ly%{m=)P$SCO3l; zB(fVr%%O-5E3A}BcKJR(*2=~obzKYV$Hya0^W*XIs!9)?uec){D>n5$?pT=q+yTML zRcqXdTkgif6754*UT<6Yx`8#A*@#0tKKo`tFd5?$ro&86y&rL+WUkweEk z_eSZeH(#PDWpFdFF?D(NX<9~@w@AlYAo&%kQd^by%ax7~11%HFt0km}{gjD8!dmm& z%XUvaWeaq$h6W?S?0LYiHSd71z{9ZEXY&!GP^UVx?qQzVPKCu)&ar!Wb7 zOi%!s!^PK_{aSiy`l}^BE!LAZ+59&%fw&6}>GDr>UQ-n(o?tx6TEWKkmN96bw)K{~ zRC^xgs#V8=rcM9W)wRj)K^%8F(=WY7;eI4mn$IlNOM6f*T1gX|m$|<)S21(aE+(sR z^A+0ejsnntcsk4*gS6Aid_UV%-Ml@4dO+Aw1$N*bw14@?Hd(r zQ?M}VWkjCRE;FqleHNmf3eEA3FiD(>w0)G<(gKPQg}QWF-IM3mAxvLLetu$8E?nr+ zxbu0N2U7~$rHvaqT%-#R4ab8&?pUxoH$4I7iZ~6y!Uy(@2+jpWCKMO`zz>9G3-f=f zR%17DY(*_(^h02$18q+!cWoIzd{t_Og|kNtSvf1~ow+hm4b2X*gGX^}tK(N7R;+il zfZFZ-emIJ-y9IAyec^~-RkY`XO&4|Dewy@ohnaX?8Cj+wnW5sh+-M0Cj?7Ji+`nL@Y_3y zv+@2<*qoi0^*^zBqk*o|&M?}SscO}@aBEL{=Jw?Y^Ejj$F=UHCK}yyH2*%z#D*65I zRa9kotKGs%cfAF4a{+km<_a8DDw>81#!E9dr_Fd7VW%RT3arl}S(SHZ&w+K-Z;#== zx(-&r*7VmGul_IWAM02p>N6+47X+g7w>!Q?ey-2FJ@YrT7iM%4o&tIPD$;wb3_LJ7 z4GWbgQx}I69|73t@14}~aI3Xm~9ARDt)=#$}nSpn++(vE*%J05y~k^ zR_9TK#4jQ8)#N-lW@YCjJywZA*f8S6C+k~6AuS|z{~DbT-zQ@1JZiUy(kr{tMI3k* z8S?ehHm|j@c(2q6fXdcZi+_H*wArJ_lvgie;3cXO7B_!J4;o)DkMdigH>sz2CDf$! zSb04;BKl2-Px?XytoZ33uT8{g_>na~LR}*0HqlO1N};`3 z8i$!@NS}$rUBVyWCV9Hgn}&|dman}MW+q?G%J>(RYK5-6q8?)l%DeYp)`g9erEdLS z;-LmMHri5;_(~uOYEgV)WoOgcJ=Cgito7I-MRmt{a$#hg7IR?~?#Gq<_OUmw*N=LI z4V(q*c5t-YqRGdD@liy70c<46MuKT$V1xTcw>9)v(~5G=6ezluAZT5MiweHG(gS{o zv<4@z?n0m8aPHqAiB@Nep%FjkbP=&b7w<4ps%M;hlT=jOr=3qAR|(NND7WP~id2if z?Pd5BNQsmXXB1Peuqw1m4Ou&JFtE4Iq;t++{8AYBp?zo3mxI((*!?8gbZ}cz-y=N@ zqIOlkB_*ybMd2g~J&aTK*N^8w5|q8F8s)h@PFXd6$&Rwgu&=df+s_1%<#A@rlu%y0 z*-NihWP<^ib^@VcoK(bjb-tSLOj8 zB)X12oAW7=;Zrx4sM}Fxnb!h>*x3g=7wNLiYIgz&4Q!spkxMVVC*Dqd3(WTAh}{7T z5;^Ff$*CcJx+%|Kk$ypQ;l1OSm8J83dg`0mS3=(iv00)+7Wno_(-sScy*17?%7;W- zuD^@)vRFT?cav6W8W4}3Q!Upo60@X*@!%><;nKccWlt>W(JYM31@z$M4o;5=zmRHV z`r=gCJKeA`Qk~ANcKrhe^ykl7kqY#A1^L@&!%X@OC5)8(;tg+{9=t2&xSP>-z|uFb zpe&~im}#Kvf#LWk`)}ngzbh7zlFU7-p>7+_y3&fOWe#)@@xG?PppK&72TL450-&<7 zJq43SR7$sNjK+sF;m|b02ZXhuv9Dwjf9B<-eZL*v)u!^JcS1ma+q0iUqOT6)FpKjM<5;9%SnSJ zkAspJ(=pT4j$pwywTO0Dw#cw?qyTd?+w(4KrSd}$!p8@q(b{5O?SX<1rXT!>FB_=?|BJykrdiwvom^syEBmUdOhSN?;L%=YKjhbQs<(UlJ_ly?H6V_9d% zu++bsQE+*pw-?vpY^3A285{~Y3ElAKt`A}_h zsR4p#oDjpiC%1+HT}~+2evoRd^peu>N37`3LN zn|mkKRw?RJUIQgA!Z3emcvTGN@gUS12jwH1^NVDO%3YsLoPHD`b$^v#!Nt$8!KD`v z#`)MO!ad>QBqVV{O;>BBu+TB}yI76zTEfkOE}Lg4u`%5h_FzGgE0n|YM~0)A+z54Q ziT>R|U>1iIF5LED9CE5G!g2Aj<_4$K074^6b8gjXDVl7kYwS-n9NTXY{V57)xXmh8 z3!|;^D1U*M^JD4}q&;`@WuKNw1FQVYlr9@aF;Xo9)AGtzvZH8(%oPTNXpua==`;im z!g^|!afys9-Ux&m_a`K#A|BGcJk1q`gY3T0`rA|?Llx3~M;Bbdq#sJ5p>x!C*=R}5 z_HwaRt`hypoFTBWuk+0_T%H-j2=`G4Ne3;wa9+opbkUa4m#v)UItQP|C9Wu=6aCK_q>zn5%oR?0RFqg%iCU7rq?+Q>y3_ zs+)ClnaM~WX{6asFyc3%vr(Z{l*uLOkD5mm7{g~{zs$~^k#t*;P53wAPF@jI)O4}W!EyP#pl<&fsZqMV`@if%jy-#BuSt2StkBe;-j?3gsR1r z47MXj3VF7lJG)YQN*H2#NVGbx@-4{LDZr@3_eua%9gk3x>o}k;vp$HfpYSv)r&y~h z#|3sCED*EZbgWQ7O*J$A*?v54`o7inqXIprqv{yu+x?8b!tgx5{LsucD=IZ(iJasa zY@e$4^k!o=1V&$6;b9}*-+ljwrYF5}p2;~Q@i|h(+E^Qw(BqO$oSRJVK%_{o9l1yQ z{zuYkk#aPaeES^~Wup69c)1mveRDM019L{mOZOpiRcavPvA!LX1q1||LrB0-P;h>k}1<;9B%gCKq zL~q%?tR-=tc`mH)ZUh?z0buDGjWl|x zPhu}5={Vd$d100kzAe-0NPJq&5fLTx_qrn*wEGt!_&MWs1P{A^unRL)JDD0Q7dK9< zRSdO)T&|H}Bb_TnGPoEW_nfSI1`ZP{{*zdEcimItTd8Z^=fC z_3YB;zSK5ZXAC})`c!NHfME4CV3m1m}^d$^r+=OKdmku z9usnrg~G=Z0etLtG?WW>@lUaYQZz22Xx{}qX(U(l@hmBpf$*0;7F7}As0sbt1EMWJ zH38cAiSHYiqJ+zi$mtPoS|bgYK!(_C$UY!I-pOV;5KC#5>%L#$SUUxmiL!g1FHWyq zAp43QgOKfKqquAve zG_nW`Z=X9i*d%MlHc${@loORJFw`5F{E*~EhQ~!592nH=4L`bo@>qsDzw--VKI&GO z7>YH?(uVg2T7QGs^>BjtuiBZN{ePsL+1XkDlXlj3a9SNk18o?K<&n@IOlAhq*fhL4 zx0G1B^cW%n;Z5*h&F5lV+4p4Gf4)3t?sZvf6%jFygqUY)coI)eP6~1eC|DVDq^LcZ z=}vBuOgNI%=Q7vdlSF=3Q=d(+OubJxlax!&&WzPaH{38}%BVjXd;9#>HclJA_5Ai0 zQZ^;2K94}n;2UGw?)czZ~0P|Eq{S)R3*zs;C)sq#K`v}dvEtx6G_H9lZMzi2Cbm6~$WEH^bH!!O`uH|R!?GeezW?;ry zFl{6_gZFV<35+ch7fMvruEyiLLgoLcnwXcm-+U#{rP$@$wUk{voTKRPR zyf+DaMZ`2LpO_eemZVt@@&lp2iP>MKdP=C2**ZQ*q8^y6*~vP%w}ddHLE6=CWymQK zEBW-vsB!b|;-V&Wp@IFMDWOB@(cvK?ZqfVv5w%?Vw(fs^4`ju_g^-)*frn=bLyJqZ zf@Z^^=&($g`5q|x2^S*512^cvL|nT_W#zRd0e&E{Swz;pgTmXk*V>|m!>o45w%ag> zLGiCVoq)aKX#W@Ss<;t@vUc0!v2d%`N`?c|SZ-V6@D2MdBW zT+g131gJ}|l3GFioYt1t-z^GUbfHqnWQo@oEgt-~@q(rh0wLUYDl~$=w#E2+ISI2> zevT*W2ghZOLivqvhfF`mla&f^LE&ZCsbS}BV}J?;=c$+_zw@L7sbv1#HV3QVUsi&R ztw96S8tOUFXe+4a?l8F6nIQra`58q>pXvmn9$Pq^O)|6$Y}+e_T-}^Y4@98_LgjxP zDpNR@UY()2^;(&#$$5BbQrG{m=s59}Fw4MV-pf)1-rRWejWQLfGPjcQjTf2U(nT>d z=h`|-jWH{95=_JFf3!aCUn`sofsBh`P*O&bmvzkt6(}AlJ9nH$9=Dc72iZ$q3{QD49|^B*mScgY zbIGKwBJE(;$VnlKyYZn-Ef?|ufug$VtNo`3$yt+nIXP&^)Ou)-UiUb`!}C9 zA6;}nD|zG!@}5)XdKZ6)%AwhH4Yar}&$*}H;FZ)XpgU5k^SLfq#j@2~cj07Wr`(pC zQA@HsM&!^F@E}ieDS?e*?pL*{7oRL>TKHMZY3SeOr52W zxX=WAnJ-`}g1eeMDKDZpOH&o)ArqfCxD-9T{$qWFZX3lnYWc^bS`&Fi|Dq&m8z!?) z$HN;*3icP8xl}Nw&Mt)Rhf<@(oD4fLYFaWlVJroDGG3{j%F5A*;uEJEvkxlf?Yi2; zr9%U)C%F`CR7NB$l(+_iJJl?0&@grm4L9;Te$_t9&vi(BuN9Sp!h$^An_tRKC$J%h zV53{3f=dcR0}43w{EkQ_tS{<=yjulkyDBdH{<80<26hIBhvf@z3OX!qqEEWj{B?DC zY~9eVV)D_+A=5|6GMX+cqV%FEU-fYlfsv8NRN_FTnUzqEccahsob&z_#OZ)_zUS}z>3lf&^6{p@(~c{imcgV3 z$|`;pTDJJ4gw1N!nZJ%fk58*BvZr5eS#OmnLR0?Q;wJd&Io=7IM0 zClijw4);56>cMR?;;hqKKs1adULD7;OEs(pqjowvlU}sd)K0Ffwxa_6I*$GfxFITzi5my_alJFO!B(K)(TN>#%A0j$0^)c2H zJpS-J`bgds(0!^1fbL++>%UPvT>q|kG<=*bS#(s)Y%R^*Sw4A~xxfD{=U{4O$)asz z0Tw>ooUAOemNr(_?xY-Cd@K@9_D-&!oK4LwStKnzZOkoYTupsg#BJQ&R4rX4oE)5; z94#H)5qMetMLwyTx;nUlxA|Wekn;YEB{x#G_ZJTbN4I}=QgyYourYUcawTOK7XIJM zF@*p1zcSBO0u<-(iFz)lB9vu4LL^E{XYwl+8m%k5_H0Y{**%PuXUp}ySsTeU^ALm^ zqDgH#bid&^d=D?eDulO&F5~Bd7N7SOE)sU0ZWOkkwayRAC-)j;&mwYehw|X$i2B@Z zta9`EbnxY&*XhgS)qd9tBst*Ue!Ou}^aEvF>P23Af%Hf>a8FRLGbD#7H!{FHk!h0G zAdo2Ve?JHjdBam=5@=Pi-j=5}t6(`G;1D%7V2|?qbE2tKezMz_L&H3$$f{PJJQ3RU zTxIQrW>;yAYnhD`97GCOA|J8x(nZaFBl->FhP^Qr>=?Pobi8#w>q3zqE+FD@kb?}6 z!6G|Je}I3&&(eU5?B1I`zh3 z{BZCxpt7Dzz1cYbj5$j>_MMI8EC$!zJ+#EvHDKU0D)*dW{6R-QFjTe*ve?mu$?lgxbiVl4_(Z4=3^DtFrZ&YQ}_M7fY)#qf$k7HH}B zl#eONfaI{aB?@Hh-V{|xQ_F!-OM_Wz6ae;f=it>|7GCfG7FoTfc0 zuG`LT8rU;yg0rt5sVSHqTKifLA6XwEtJsRZf` z{o#BSD+X;l3T%2={2^aec6Sx!v`ZS$a` zO+-aPYXv2R@r{pIv4Wro{=ddgtmUWI@~pTz6CHNp`VS9$!DQe2)&VPp`q4JzLlpX~ zZd0l)*X8*YieL zaZ6E`NP80T2IOYPk@|XKN8Zz%$A#bDoBY{*Mak;+etKG+wosU3&dsrB`z&S6FeI0} zvF8W+ZLs3ea}AetQ9V6>@st5IAYoT%kYVpOCRo~Es<4mDwhNP7>@D67_G`5JO^Exy zLhwIM@_!xtPv`^wk4o&X#+~+cfPRHoJIzn((aKtVz3p;~bNZ2CoB$)$BXpI6Kv13@ z@M|XdiD6SioQ6W=fHjY8HmpkVMu6kx^6byLNpOBGfS5D!-DBeUV#F_!N0MmykcVp3 z(Cy?;38zWsk1q(CX{=5vO=em`6zofPt;^|HCA2nOewPgQ&ks)qU0kE1OHNISAAw+( z-maWS$(+pIQ9dC03xdPS1y)WVf@>lblyh?V>K4AF>{wT9ld7W9gj-MEki1hQe{m%Q zv}azQX3G=#F~9j&L}6+@J^#OloF5K+b4_i^NCE%v@%p#x_djN9-hUq$_finP9hPz3 zrV`iv7O;B5D)h!WwK`MEw_|MwB+>-D&wb7+H0lbFm}#823v}SVu)BZ^_~afv>-7bA+k$kP z(5bXF;6~vT`fSAIsi0tx{G*}m=nqdFuyVEng%0=6vaR;nesbf6r2?Ydts&RFn)gxQ zahV5JZK~wINPx=4W0$WMd(D>Mf|4Oi!Hk-5)UflIgNvv4m-A>V?@H!iF7vn^ZL_zX z=94a;-Sj@;)FnHS9IY(%Gdj6Yv+>Y;N~}qU5qBjF>ta&3@$h)M=1U9EY0T7~|0n(d z+Lb_?Mj}<$Baw`E!N3!PxX<5erty%fgrXIzzogT7Dv*poSDT$sSf@^4bv zVCkZv(cvQ%hK*7g?TVMM-<>nJVLs<6wbb;^#|9^YnE!Bb`9E>;aB67Vc+KpK!pV3t zG@esvvaXw8y2cdgJ+IDraXiVs7uNQ@{XjF-tnj4T=t%spVlfA=+A$WM7bhSnIuK|9 z4ZBcjPVk3Dq~hV=#K9iwMbhi|yyDFSJQN=J^(bK(_F-t%2}Jhi8Y{OJ?cYqOy}_O? zMCt!G!k+uzh5dgK>gqD$ET5E2-RwyJ(f{iIC(<9`UHbnw8vcJO@;Ux{k&nQ}_5Y>v zN!fTgxjFxn%wLCd$K2b1{kxo#6Swh!4jLX+{>N8(QYmP$NYVncfv<<1hnn4XJCQmy zL3!Ueiz#GNW5o0z^C>Bd;*8`-g);3QH%9uYma`p3&OeV`3-I}ICssOf`|OKcW5*aU zmx9slX=t&A1pkI+1wSBh!4K3P@B`ii{162|0RW_d5a3scj{ra*02cffxvhUfaD8+0 z@xuo)ZG`iMV@(`&H5y<2TFjPs$}pYh~De{1Jck;a1TJ6tFN= zSDVz1jx@Y^4WG#am^O1H+g`HgSB?7*^0`oZ_QzJ29WAu0cj&16Fc7i(J$s#q?2+XR zvMw9R+0*@<<}MFpTwazFmgP$+3BzCk6)szzK4MY+7o%V$St7 z>}7e7-5!7%Yd;VjuoX8T6u=E67j}|w5Q#Ja)VSY9&xR}^(zU(Si|9c?*y9nOkVrD$ zQ)6?=T09Iu1%~m*tE*F`+#on3-Fr&gkp?nB!9qg?V)gtrhOXJ`4SYA@Wrwd^oZ`$k zziTbh01E(1K(xR4J3;a2WNODX4Wjp99V&2O8Q58)Mjspf_sX+L;@!dr4pJTR#0w?H zo(p0CBl6sv4}OdYMIaMej5v71QMwAH;jRPKw@3{Q#SuSMStX(n|m z@EH4w{*A!=2oDPwtJyO{Zq35O7(Q^B!G||d2!rSanCPA_auRl_^>3+iz(K#qBE>;I z7vL-EY%6Dj_3laQY5-NY7(D^@7S`_(h)PqgkJHI9m`P0C$zyxv`bmx@W7wU<^2SD! z1#0m|Lyjq@O5;FJ9a>>HfJxIZu(eWYDEHu_xr%MQ>tgJBREq61lTsWMri0^fDFr$NwF% z>js|Mye>6v%6W?ZIkd_kz+z4p(-f$w{`+EErw};aUUmd*q_}`_)JK-KJ;?P}TkbYv zvOtfY0bHR!zHaEWL3@ssS_3J~MOgu9^(T*5;A(M14h}EypTS=o(m4p^LZO`%%#h{M zO?F%cnaU!3dV==%r47SFJ>6sMgM$Q&!_B?g>TQY&K%i8b2JkNO!_!bxQws|lrRoc} zZ_U)pFdM?klmxNh8SDnO$b;U zod6^Z;6%dv?V4Zqya0GNunMa}GczpfRHoR)!$wjG0U)C4EP682Y7L3Imn8wd@2kZs zlke64?x=g3L+as3E=k0l7y9LU=IXPxWj41LvNpCH%byE1zyi{8bja5|(uLvw@nn^J z*Uf5hIslm`cTCz25O_qS#0;jq!~GLNqHpKgV4pa=R9V9%z>vs-V5ji`CT8P*H;3S0 z3Ctn1L;;zNq+a1_@f%3$%Xbe3@7C3obsY?zh|qEc8f_efMFFc>J|O~$W5z5N3YPDn zmDDrkoPXgeOU142xjjYbD?JE+l`mwQ#jHNJ3eD zmI3pEgJHKxGw~PZJuam1Dx7>SK#zA3`{SL$#4q6c*LgU!Sv=5&wSb<($)aRzjd{3s zfsY?<-x(!{yEwMH{#$Nb01udC!BLa$bMMaJBK-sAJfh^HkduZB+j~qbAHCj zIbK+$)+RuP0=EB^Dsd!z0f!X~8mzpZK;QwmI>!J7eoi(D*Gt?%9R_S z^syTJhxB^RFN1n5-fm>oU0f`M^q>GA&F=R)V9V?!wON2Xe&Bq>{r%Xs5`D5okvx*V zBLx7QQKs^|iHN=1w(fNwAP2HWtK)$`T%i+wc9gb>POZ0g=W%-fkP{DmAMJQg$AC`w zOFb_5RA>E3-5lnSFoG`_(tr@@oB8PwHZD#8uBepZPVY(B?&wckLLhhsx#SkH0q5^z zNosMbMj;m1x`){{-+P)1tyMVu_DDDSeUlC+J`G;r z7}W|T;Kn--vI_&}A~=<&XHueCZ=-K^r?xgGt&v0l%~CbtzlN)fz@-@TPbnT2sL`)_ zGe`ss{yJ?~%WXWIGBS;Y2xt)SFZ@wcAiTC};~h$)2Zh?>z*A7+WkU13 zcGWg#Q~bV(?Yge-&CDE1s538N11xFaYRu5yIMKWYbRh#az}k)P;5<3Yuj($?CIIUF z7>?EHY(e70_mZ}9jy_D_2y>c9lT6@Y+OzEDzk6UrtXvS$>A&ZC++1Qg008Jo^FeG9{1D++AI}HOkllAb+zy!GMMRfx6M0 z^Pw*qc!|aWw`>z95#_I4fj$86IeAVpzuXL%stQTAaLi(Xfpz=_Z0PPz**c~u^yVE^Mvyqqvwjc zt-okHg-Jq>u2tW0<|Lng6eHxwasZr@+KW8f*U$ijlMHDRAwJH~*kWMs4=mOJPub;~ z#zr56drxBYW3^S%*H>3zVHH4+EJGE)TgALlPv&~V7yLjpsI=SR`XlqS>)2WKIVJSR zcbY&tsAB~e1?!i`OlDx|J&Lni&uq8JI6zCu_;Zw449dx^>J`x2$0z+K+K|-aL;H$l z$|7OA?)O+sz*?ov@AZb8i%$|WuL$$(7A)44Qnq9I<%9I~YD0MouX0MFJv+>}*iVCGc)CYLVJrM?UrT?J*e-vJ>~hsPnEW1<`pK?(2ZRL z)QFvA?B`^0penpULjG=O^X3P40S-x{=_2BQ8oI~(W8_WR?Ky?FukYn!Z##v8LY3N` zJyq5>o&@0jywl29rYKz2oLgN%^jz7bk5XyD!4ND&6 zxwE*iml$IJrR{``;wXfPO(Tn(v8&u{DrxF?%CW7-eT$~St@cWGNii^F<_p+a?|L{` zfz?Zv&&f0vn^JZFo$n5-hb!72z|B!bZ`NzTPhcMSem{eQ{}XdSxjjX&mR>LgZ3V`W zQCd&W?Q9i&IU#4#_uAF>$hfV2?-NRB-X$1f=3$bexS>~$R^Gw}{7MKDJaY2G>n{1> zl)ui4nNF=~6e+{fQodn6rbotL?SbTE)qeB}wd-noX3UH6(S+>tL_rJv8}0~pouO37 zZf-Hqob3r7wdeExa>*W^C)IAMhN%xMK;h4+;=K=bsv?mhb2^hUBg}a|LD)d@c9pPl z?N*L8-!#rwGCb|H)VUU7VVQ);rQC_9`v*sBQ~)CCdviA3Sv5O%L@`x#XQ^P^Y5?L$ z0l`4m@cEfa;(qv}bWo2IgW!dp-wVMAA-4vD$hk>L_I%#h5ea7hGB7!;K!@i=R~b8( z29cd>-X>J)cmH!6}C zCFOtarUYC9_uuv0#VUcZQHNSCw`KF{4X}Yy&md?ahQ%zg-i=Am_p2mRVBqRwg^KxS z`5HN2=D$`=vym0Z8?=~LEi4~VemP;SKoy!P9)MNACXq_FbNh?@MfCAgHyn}-XZo{^B%)(ArV zMi#<(;Lu;T@mmj-U{hDDJJ_DoyUAJ+Gx#PLHwN#9_|wUfM@nyz;9b3X zoUp*18x8o{vq#B=jj;c!1N$-0}g1as>&qnlWj5a1St%}dpp22RZXZv9hpjWn5PCazn2@m0oGrGulZ`$jl5 zQ1Dhhj=PL&69yw8Uf0c^36_|mm~Vf#UHPmr07AGv@x{42>~;i2;Dq&sYs;^Nz^Z9X z=P9ZO>&~*gD`$1^?Je59vXmCZxDM7je|Zc+T~8*^_yk~}hLwB#EID5fUKeKc)$t~w zp$^A~qZlg%GBue}K1TgL4PR)7fUvLpJOB;jS*OBMw&6wv?u+sm%$e&nbT=QymRB(Y z?r`>4NCPWVnKLeC@Q-h)%Wb={@ao@U`{cTe4$*lz#~6H3RuB&h%b&lsG~o| zhYNMbM?Vhw47=0IO6kT14nk75g1Xq={`K+{GNM!nz}hNQD#ez7((cWc8OTTY{UbDV z4bmT1KBwp?f8W<)%~JNyC?7r1x3r=1pd?u8ZcZMvz(5O&Ill9eA?tZ}0B6u6F5b~X zw;RpXP!M#>5&uHrT3!=y3m_Y6^Q>?0kpP%p@D~B0PuWbEhrA>uxnH z>&4IG;X7nnPt}+Y4A!k-Ko)W2m6ToJ0CY`^u2 zdJWCJ@6se)X1^!r3wxw3En}jo%8F->#I4ECygtdOEksy(>k|?Z!t{i5J@~r{t_tT| zb{I_3Iyfpa{^}6l5AGQreY{S@I|*rSuOz_R!8yyQNqQ?PewXS-LvM?{MO?$qZQnku zbRxNkQlSrwm&M$>_~A@EYRpRZD;LVq=dO9eqdsP}a@Ee9JXG+!%MON4D*2%Z5_bfA zkY&rpY#~D8h&vg(Kufrquc!;t1PZA=jy`?AvB~**CcaGOnOv20zg%MrmjMPb!f?CT`h{TP zY&U62NdbJXQ=7=oL37=*NSRK~US1_gd)5*^tZ18w| z$V3-u66pEcmyM>dfx7>f>Bb*$TXZO@S5jcVnlx$hk;6QAF>6HjAGQGczKL>vi!LuO zXmTi=o&E6*-gc33bQw>nAa(R<5Nqg=OL-$_T4{KQOq6vDL5I#o4b_YHYRYUT#Be0J zI(E}GZg`rsiIzDA0X`3#sUU@=lx4)D4(6uz%EA}iE%%^$F$%!%6ZHJlWMOYHS2`m= zJwHp*H)<9V#;G)oYP{%=xUp11dSz<0XwuLwbZ`gHJu4Vsw_cqWoj*9ig1^itO$-wv3q$KC*gdz z@=y9#4k~e59)~6}VVIrGu-i--PPuV!h-R+ZU0e5R6dgVQo#e|lz@~Ws>Qg#?ga{C( zj``Rb?9QFAygKvmT#EH7lMAo(Ye`C~#>9-`DK>?gQ&xEH0+(pu4)bLY&DxWeph7Z?%* zF1%S@)U)+VAa81p6J;d)el1>sPjD!+sWCAVjV$#8BOe?J({;!VJ!!)XbUB+U>azhz zke?ypSeew{CeP=dVb0sK?q@)|9x6zpA-^Mk>y+mOo_i$cD3kb5H?quX!(~od9waS& z^%D>hCWU{`D(mWI8uw?8)rPn*|!}0kac=*hI?7}k7cm|QI(P5@)@LfQw>v>orNu4_*QWM^d_I|J|cdB;1zzOx3uDW0BFZj-d@`m+~9S3>l} zjqEC9V!sBMO8$tABEp9ToAKUY_KX^wR)7K4pmf#(GR`_PfK1hWLsB<_pY36wS#hUc z^2yLPl)>C&_ckhN2Z$4znL;T|U~r0waz{0*p#uAB4Gs49)8U5BX0GB?d(?)G$;p?P zc0*OQ&Gjiu-)_-=j@|P0tB>&7YIT>|-3TZXteq^2HMccsj<58${TIJ=D zdhIECb)j99OZkoZ1Dg6Q`*D5uB1(uUc|N^a`F_EgKKnt;t2=HS3U*+}I-My~A{zPs zX>XDgrK=H64`rE*6sx~t5=4Dfd)VyFWaqo>&&zXmvf>1HIk0nRSD6QcPv_pgrcy-s z{VTS{=qS5&B{oR%t|RtkRnn`hAbAF%WW8g?Z5I4FtO>AAVr?`k-92rnRS$ny= z?6OA1i1?OwdivvOQ9#H-VT>aEqT|<>&F0OL#p0lr3KIfB|0|av{QH>rkgyTJyR+7p6jDu_vR0Dh2gIKBBL*`-jV^C zIC(_Q@GBWGtpcobE-zkA>V=q{wTjz+#M(AA#hVCuo!?d+ZK-V{Is4i!wE}G2HXHkP z=%^+=UsOu&cAZ(zIKYLJ)xk>6`FowLvBh?$)xO~?T~RR|3Gg%hpOkQak=LZxuCWw6 z(5=oz*#uY)qJU({wKuYVuMZ6%lL*!D@(CfG{^hrL2Nb%8D zi-hx=OT4#!hmKF-G1+DqVwug{p^GIK@Ad)io?qh7%tC#gF{;Rfy-V8-MIzYpt8jlrt)xNgzpGM~#GN_wEMD@V&8x zb-SM({tFfypCZe@bjEQ2t>N+eTUav&tS7Bf;-_i?hjfKId19kNrc8QOKP)5okzKrH z><>O|Pt7OLk4M8`mvyN<-BsD`j)MEd_^wH7RB!@Y;x7HNvMAEl?A$#wT-tNx!-r;^ zj5Keq8?~hfi)JCww;C=ch5&o2L5O@XXVYnL`aq*D|D`=G1QueMu^Yt2b)a6$Z;6 zz;-97Wu8^ec8r&31I+cw_e-G_YWLlx<>i!|rDnEUCMv&}7%~VzK;r&f`+wMb%b>cV zZcFqafeep4T|8~{)k2-tr zx#pT{${70;;{+&zADS1nM~d%Ggg7*yhIPT>GxdG@V+U0}YaC3$n$N?*D$bD5^lH4S zZhzt#A8pyDZ^olVvKFTzWWjL0ka zv0yE;{e4}zc&PzaG2F9+hTO(7EblA(%PKI$f?0BIqi1?FRY?Y^)n7;m`Z?PNHo1H( zNqFpFX6N@>opgJjyjQ&RZWZnB@})CI>*cbXdE(4lH2&7fNp%nYwv%K=@=juUIIbg6Y9 zrcR7K)mHpuQSLUrQ{2vFYf0J0+$S3Y^!|R@H>(U?4e!~e^5}mqzoQ5O6J6( z`j#f{qD>(Btlhu%;^o<{v-CN2ddWshY03b7m??eDU9jAcpLXDy<%kHRCJj2oint(? zK(F3t8}5zMyaInUO%~JLCEeWbSzlZ5z@IX#WfdD<+a6L9^dYDx*MGVgdPpTF!=_W* z*C=nyu6k%bYD#%kUBqXF{R11FeexQZxN|uryDvH2rZ@20erL>^xws8EH*o9kU%e-1 zr}L}v2sDZwlc}M&qn5gpLWueN2?CNh&H)F5EYEry%N)D>kbDxS8k?D(L7&6=JlD2 zMkMgI4(j>~W$Eq{qVT6DDQ5xBCN)3JQ8Za3kmpm)R9EY>c&hx`*RCryD`eEm+x`5er_3tL>DDV3 z=e%&$Xi4K+KVX_LrIaW)O8VuWJ}P2F7u(40Vf-}?Mcxx7>IiAuvH z)dQ{lv>~%179R28$JwV^R0JO<%}z2#@4BF=0G>tk?cbNn1nqjQDPz=bPx+VMy-fN- z1Rq?SMSaG}d9FX8hR7)ig|D;QdN(-)Ji~Aikj7G;hDCTY4J@t2M%?a%6$|j(jvsb) zwu}#8Q`0E2gL5eJvV0$50>E6nTuNm5tMksa8r1wgYP*4$y1M4iU`i&XW5k$2T{pMr z*cVoKs=T1Cn*|%#6PXQdMR&Bj9{UT=en)<2R<00WM zy7DY*TMc_=n>9N|FaMlF98+U;**5>%m&=1vi4nz8hlGh%0$6e(#zx~^*6s>dJX1Qlpda8H8 z8u>gV-Y*yoSwzGj#9Qiev%A|-3#>yU>{=UKvQe#u2wI&+jwduzOC`^(P5~&H8CRa_ zqw21!V0hipz>}l(z%_Ef34dM;=_x~iNy_BLS@Wa=EyZQ2ZUVb7DM`a*jLj+d#4wjm z;kxa)Zqb zn3I!ZWpPX`Ndhr(Aug+0-66a3?nM_xeANk$&}Fh{MDEt6U974-xpACe({@4X3ectgv4ebD+$1 z$%ND+1>%l~;GhTde-2N`BdfVY91dZH#Z^? zq$VXSI>l&RWstWu?a?d(j!RlScp|vH4 z=j#2td^3$C!I=GroHByYzzj}hhJX@g`U8c&(q?Zf8OqmZiMCen`iGzw8KO3Rf@UIOYWN&%2Np$9Yz|D&s{ThWaz@)3nnKZ4Pc>09DGxoxDKi%Ams&LD<8}1x8#Ot zx~Rrbmnn<=q|}Y+6S2S?-c(f$-n;q4KM?LanqViOUYYF099Nu?CNSE-kA3 zuP=rqolMM^e1wP(-IY0LU3jf<9>YKRc%UO2oUu+e!K*d?zP*^A!}&h_g!M|{0f}&t zaGc@`4??F`^ABo$dbyU{+7(s6v}&&EvNA2_Q>_W2C}JS{+!vZHy1n|kw5?d)BG7u9 zc2g$%^CvZ~Cen>jm@4jOXbqbi&9<#>`jbjqu}gYZjmv2yenZ=_*YIP4c*7O%7ewz5 zSk%1${RgP~EbAbKWrLEMe8A$I(2SZR6E{~qX^^i*t;FNdHi8^h32nBXLx_f`8(qiCvDb=W$bTuZksy%S0FGw6Kl!SWIlyZ{eLJo3J1bN#t}T z@1M=o$=QIV;(o1)rS^k5|S*o2vh$$1+Te15yj*s76IZ*F`!e#6>&NaB*k1d;i@{X>)% zxu#>LwLNWWJ_N)Y&V|3U*WfPaO&_{Hm)e;PVV^yVW5V;Fkqa%nkyTML)Zj$7X#2x? zYWjGotauX{u-K?LHLib=7jx48AVPx5VY)O#t>eg7>#IN4Hb{n*&nE zJsj_1XS?b&Y$Bqv3VoHiB2jnrdkmycm7ECBdvMJxTX=Ix8`Zy)FuU3(BUhhF^gmt; zgvl-5b(P63S6Ryig+w})GU0ivq6MEgq@R%GPa&S8(Quv_b{Ya zj+$1bK)a4W43cQI6Z`V&zx%euCg$th5{c|svDVR+e^~+Np0=4Vfg;c zeqlqE=gA`cJM`=4ZFEAyr?Bh?7H%%4R8H6mL^fCin7^O5%028mVq)zus|Nw#`aFa^ z5!a;QV;~NtaQ$)y)#}IoWw3j)JLpQ*Y2RvyLnRh^cz^1OIO6+^9sOaa-<435O}jK9 zUfA!PIGU-Lw&BaDXP8_kIORyGmB#2cr4+X|XKAZ&3;SgG?1GtMCoR{C5)G-z_@mHB zk1AbX;Ts|zQWPp)J*AjMhg}eh&+Q*rLbYw&$MZhIbgviJr(e>&17W-*)0?+c_j8w2 zzV0U-v>46ZO>$z_hoaj%3SKXTTz-CheDB^(@XnBWi?5V85~(<|uL7X3T^uMgGuf)5@wsjq|4y* z$`GO%PbQHNxgLxp7iJ3X+b8DGQFtX1isxR*j-}FKIIsvLVuV1DeN9EXEPIJ#fYtTy=7jk-{cyLox4 zeq@e_MqZUJZWNYxz-H$gjVAf355xFZbiyM^DY&FHp3v2IvEt{m=vJY!F6dB<^7wI` zOPY6PeI%H45|f1#fbF-=7|%D$pS@V!ww>h;NRi%pJsVQM<@t1)pa8c-aX0*|ZV`qg z^@SB4*ZeZP29&n3j{<8P>$j?zdNVV}`{LlO+n-S80MBRxp+=)V<1WhtK%pP3l?YL~ zc}Q;TYv!JWb?T<$PcL+#c)bIx?_mLxd9vii&&qK7xOhCn-&V!zS*fB2 z))wuqZ51Lz@Vzz}p=Q$V<~XRxy^sIUlhA)qh5gf%4`^^Mhot6Nao3 z2~8nus2gQiO(z$HM>2lW$7?h-n{d4_zW`GwgOk1efl|_iCTb9wS1SE{<^fWyNIIdz zKIU$g=E0bRGf`eyV*hbQb^7W4iv4fQr-KR6!dAEa!;*Yod_1MK5-nOUm$6Xppm#_D zs}CkHHwd;yUa3|(QgA?X8;ALl7G{yQ_u4&%$&xZ;9Wlt8xHuK1Li1hwQYI)2P4sK; z1sVBNYSzG9^XcmAe*24X>n*{`z3U1G*fI(gbzrkkabn_VUE;><;9##R>WG$vv~tEnyXEv<#2=2f#;H24&qA}hm))>)XAGMk)udpG!_vQ~iaAFe7j>D{5Q%T@FL3>I z5b?i|6~D7ulgZx?#ihP&bqwOck|E;y79}B;;S-%h;fkH(Nt%0bzIioIVt+rUOMOd9 zcfBFZk)t^~yA|qw{;t+c@lwHurdiEGV%bKK|^*GiH?< z6Ge*qYpG)7&5CQ>t2Whs)c^+PE@OWq)uY~1-CkD*JS-SXxi4=VdD>2yy|(;!v1 zpGGZ?Gt8%pbbVFO<5m;!##{^*cag0S7ey-Nvt}oIvxSW>N5|U% zisDsX?8IPqSzVgjNxMmD(2|eNxZVeDD6RT-w(hkVTAs&~P2M!RQdG?WT*bLYRkP+< zW>m4lA}0EQ&%I$rx{iUqU_Ous7yB3fa8V11k>hxK-uZZ`w#T*X*1Q|UaZkEg=Ddm% zND!qSeIh+wK0X~{YWoU; zsHM*@vHd3d+&BuMqhn3{jTds}Tai$Wsz;p0hnFsH0z#~kLyL|kcu;|Nrs2DWg=mh3 zfb^kbPG&}xbV<6xx}(K-_R^v5B7>%aPJy`NVikED5&g(3Zg;i(1^TO62l8h~Ujgt( zl$q)4Ag-ZkS##cB+zw>i`;LdC?_ag*UCs$9a(;MPXwAK=)V^XP=tz-%-N9|5Vw*xk zG>mvdxIwNQL3LcbcMFK|v_>nWPG|o4us0tZYx`X~!5ZwYZMIil^svgB{IdMrs)L9Htd8~120oA8mIu6K%UOTpJ^yUZf zoY6QrRr&t@Pmh^maqP;|_{ariy|4s8YcTHC>3_7-8SZL*F6xOQpVQ`wRIqeCQ5SCCtRUH^GPq*j*-CUz4G|m3aQ81q*>2Zm# z8pN~=EVqdn35I)n@n11!ns@TUd$zF(;$sJhjBLxHJ#oclG()da=;o={w>9W~=Z=zj zSZ{c-QB|;T(D7lVI)F!{bZa}F89$A5;;|E+`Zg;mFJKE>U#>P4zZFtwN=r3)%w+6- zpKC!DOtSduH3hbt8Oi?jrw#Pb#jdwU&qZspKb=-~^NUc%2q3s>>U4>$4b|AKJR{`H z%AB_>Oa=Hul0wx;I{g_fJKNl5xUr6*}QzmxMfk zFIIbo;$G{Qa!TcqqY!0zKVF=4pIlKJ5AW%t)}x?Y(fVb@Gs8SW0!*{YmMw*Jv$=5| zj)ybl;w23?)+rQT)IYJO3bAQeuY^fiMH?S~vIKj$h1g!wX$WeFnHG!LgX7WpLW}oV zi1)73Z~Atv-sp<}GqcOYs0SU-gG`net9eCM92o{HIqiTRYOhrS74F*%`$;DH7>(d*=g?Vqw@hib8LaLh^c1F9mx)Nu zEdFk|>B9$#$i#8d#H)=E^KgNBG{wg>w#>tyd+o1zP*Loj1XyAMN>3+ludEjfRujmP zggg#rV_q_4n?p`&`9HDex|u!|dRO*;_8uLF#~JSL7X$B;pmxEQV{$itX{+O()Ti^S zjb?R|NU?;+;xrcP9}5jc_Vq4<(U#tOh-*7dULuFr5v zLqr|hvKS)(zY{bz(+_U?G`^WzSWcOKWd$`!O(V)!eE1C!B!c)iF4c6)zEL3^XO^bu zR$(z~JxotpY~$pIUH>n{^THlwMb$KIro2P=F2Q>)V!~2=e8-q1iF7Juy-}ZUt|g0f zN!JBVL$(LY>iJHmp~0Wdw?bTrzhQe!)}MAG6T0gFCppme@Vq*9l76Ku`ZeeDMfL|3 z71h*qS^^|a#=FfI#c0+E2I|--Wd~lhtuiP0YkQ6}jiYEm4pxcnbVBje${j7^LI!eX zCD!PTGHs2#BqDhxLy^mM(^5qT#~%-r$Eat}l4LD6FAaVq9++B-)n-eNi&LtV2EI+a ze34>`ZU)8@py+oMCvc^KOL2)KmP!(K6(~poFQSTIYaROjv6&Nz(bk}~m)iBylDwpm z_tS_R9JYKz9Bl>+tq~Jc<#I1C(=)}6k$oJzx%U+I7YWQJ3pcBqLZKVww;tzhJJD_5 z>3m739F9^8(`KH%LS}xYW1Pe32jD0#Wk!H z*Mc03=}7lEnGO%y5N%Awb;;OlRz zB^lcC*CK_x`fkn&i{e`vHxELR(FTipVB8#?@@=m1tD9ZQ*$ID@?ZUlquRHaKuZ1qH zxy*qlZGjx9TyrjeSQ!vc433jkbUF!y%C!X zs_+xBc+aLv3VW2&_k;jr6%|{1^V1ChKfh^3*~-_zwLgL{)~+yPN!6C3r6qdJTshWbkXN7;A6b2_& zbP(A!rsNaueWUI?9KlyD-&sv=zUfpH6pZ_QYD{N2#js_yw5QYdu*Li6tg8#QgJk@? zZd-p#&`jiPT^P-I@4Q^Cach0V;)acbr5Nbsj53~pYfq+51yks^P zBIwB$dp>erbM0l4+Nk`nJ-pZUC-urR<8l|VB7rtsH2$~An6qVagvV)gCPR7{m}8`x z@t&pW^Yu#fA-u4U=N9}j#`vYTA#R?~hIH-I0Iz3A|;Uk3MV zIe+rxR)lH0GZWj@Iu%3wYQeX@^QFPR9&Q|+*aDBYW_hKrp4krST5(-UnJ+gw6!N}g zti_w-|Ndthlx5<5NLb!o#s)s@YyZ~Ho7lE(FuKhDM;77a=-42C>e&fDNr+m7RQ?tI@= zUH>XYyXwK7?j9LR;t!PHy4?(3n09+w@b8)i)}@Z^*F~4kdO?#lr;J;AGV=77+r&_Q zbpQG2&-X=2o8QDsuxAOO`9MB2o3?B|0^I$oGU~_v4(dy^+fiI(y8I_MvWUmu7|F&L zWHQ{-%d`tmR`!F)oyw7ns*v2n?Sna%o%T$K(+2Ht^IbUY%i7)SwH@V?^a-@T=8)G+ zy3Eu5vkpc7iyLp%tD!H80fiIo!jnBYR#69_gj?vMHY0&>?&hXqCgHOVA_SayeRnHi zxZHF$8WQ^Vf%kAfuS$k8jT%o=9*m?Ogat>>Gda4&EX<14ydpB2)V_fL%rhGSzTJmy z;$kP+x*OSWGOU&GcCG{6AGu$7n?_Nk*#t%$*67hsLc`PmKI48Ca4OC!7HJdbD6{EAzb?#|8ne5bN zkLfNSPs^Fam{_rQi}g)n93lf~4T34;!sXdO|+-t{C<)`|@-HDM#ryawa8K${ne#60c!nzhOl? zz5PFb%n$YujL`iDfJ}I(!h3}^dsJ6kSgieAYis#Z!bMlaR=rP^Eh?U;=}|kN6Xn|_ z{eI7r`q${n(#eQPwqI257j@O%9PJ(}4Wwh4-q!de z3Ako0I(Bm&`4I?A~|f3TeRQnoL);8A*PNC`excn~~Js z)RjkeDXPgn81>RGmMDNS(y%r{i$f^{k5V{HSz43!(S?(6x%uZB7j==O>&tx2rQsyq z%}{&cp+PIm?e$zKq?*g{gHJ*U6o51{ii;@oRI5{SzBGN6W=K*QTwis*mAycczJVhy zlqy?xvgO8|3~*;)t*|Hwrye2G$CFc6Ag;;piVaii8_bKblF+J}knfzjQtgcuhutCz z6>sNjyV5M}7c0^vbQ&8mYR5iQ5Nnc}g#h;HZEP`HVNEt;^+TQDKFR(PL2(F!!;J;K z&(TAQ_EOuU>_Ie&ZUmVwhN&UYBBk4DbOXo4u2fNw#-XP%lO?A`@4In}sCF)Pt-sv- zf#y{iB#^sULl4(Y%fW*3FUl_ca|ypghU46vWd>HY#XPhQ{)$Xa2Ysh}Ru&|h6&`k% z)U}xlexEm2Z&PeD(fk3}z8}u=nNG`tQ4AKrm5l>guI=f8XRNyit^u%V9hW&`X-ZM>X&G0up>qJnUCFDnCM_TzHnUb0j#5QsU$~Ip;}Vm&uVQm z_U&5v(Ly(>Ex0H?aX;GfOQ`><&YPPU2Rqyg(dRBH!mjT8lO0}nTZoUhrwnOmSjg|gl$+#_4kg{5LHA}DNFA7>KNURP}LRXPtuW4eQkG_qpbnqEDkqp%+mP5p?0!l%(j26MkXiw96#Ov0RKNd|TVrNsqAxh{vbNc!e!Fqp1nW)s z;j>pAy!EjNj$D?tytBlzz}Chs(-iVY!4z0a*iQ)F?8v>KzF z=UdU!Js}+U&3Q?)>ZtGM9}x_H8NDT&v?2!z6>8kAhLQGz5&8?U*GyJ>s2^lr*Fvw)t= zS)7bTdmy7=(93f$yI>W^O*5i-OHnDPH~)R!SGv06+)uGSx*%`%32x=m%Zi2D zusHsq45RUH7)pRu1`Sp)H{=(cqo*c6Vl*iVS~0p^CCGw zB3k$nqTiI@~$Icfc8D)JPxI{3>xBoNIM$T zNzLN4C_LXGtpEL*K{Ds_AP0rhUSa{JjY=Fz7 zuSLP_h)YkmnOCy>=T>eHREq*b^B3|EJ#O_Q`fgU%*hfin$5@em9y&lgki7N9{$Gup zf4VvU;`UEB=buK-e?<)=ArK0bq`x8pQtAMWL&R)g{Oe)=efht%c7W`{K(G*jNVuXy zdZq?Gkc0T&NbdYE+C0X)uMoovLrMP|K_u4y6K!{Prf>hV$WW>3n$3pDN6%B;N*m?_ zR~uumQ}J7cT2<|}vW;~TzDP;2&R7scy3oU%%d8GAE@$DUAc@{EYxUaEuqUIjECTj8 zd?NZ4tmS=w8W!s!So7&49X_lawNnRv99Fh>_GB5K_%SL_<;FL*d@()8iT&VsV3*T~h)t?BC2ewAKs{Pe zOdmI=uhn$#p@GNnH|hCW)WfxbZY;`z7J@qVLu1wUhxGbrCHUB3N?vXFFP%n9Qit*9 z3KO%1ES~4z*ZdHt1{|Katg6~olPgKyX;}ZNX&ppmQzjBObEm?qKT&E!Sqh4dfm?8XxisCy z6y`T4n6BD?bfno(5(wM6cG}?1DOhuqC>Wdz-yTRjQPH81)p5MN&~Uw|YmOaLC8Fhb zzIEeEBl$sl)MKrHhTuOvMpI8@O3F?rOzWk#y)eQshIBs~t{6`;4#_Dl0j*!KCbZMw56#*I8!oDEfa<2d{>sj>uw#|W!@1qqej z)6lHkVEBoAEay|q{PfYI;tKjCR-Ia7^Reg5&nTZMP6T#$G2moK_7$Q&AkypqTk?$b z{}DI-kGS!F#Et(WZu}o{TKjOy!5jXyixbc6)jsLF~H)dq`KN2_ohyVXC z5jSS~U&W1oC~m*No<%Qk@2!T=YOwfKv3~ff1%dLNT~5fK=)?~F^qETQx=0l}j8d_( zA2spUFl4UfqJSj)O7zK!@$=f0qQHPmQVsUn*c7=eI4On1X3F!@ZOm;oo-|VID-hj1 zElVbd|LI-J|KB?skg(mzwO?anNyR69tvcNIxVKh(Lo z%D1(d5?m6;iCLr1L=Dj+yIByxB2Es_>b8~KKSdeic93|`X*W&(NyU?*)wmdn^@JF8 zi$mzbg_ly$!mBlSr>y%rF2c!q@cI(2(eQD^(6f$o$Gw8pNG@V1tVeJhCpEmsz|7Oo zk-zvGN9RgXUt5x=Y|MEs%#h+HE@>R^Sz$3<^8h! z`pMQ{WQ;)#Oacik?7?6DhbX01spBEb%6ieIg!CcyShJp5>zk*b2^~|!%|2nY0+z!3 z+sNrCL5iL+BzO@EZ*d%+6iVuxjm^SgDN3f8GLOhMV{;3OdrpfC-t>@-4-l3Qy*Fon z?bI-{R_H&$OMMd8!aHYn+47qHvqi)b0tU;0G`dLsDn{Xi&9Mw(nWO`h;{X0cmh@uAro@7 zpD(#|87#(yeiH^2AfJ+iFT#P+vJ~}id=nAg$xg=ivJDK8qh<%gw~mAKekW9i@ASe{ zEKt8$FOjl5_T%}jV+x|@Y1~F6w^`eCSYR}KdQ$~;xHPRH4-rls{aS2+k;M$^D0qsB zA&!&_zrAs;-27*}x9blFS%qeZoI6+Pr&0(|Z?^d7hi3&Izjf93dW`;WW(5Kif+-I) zvpnz~?>YZHgwt^~ZB0IT!dw^lCd5iomzE!(J3@$8F!K#aH5SsgQ5KJ<6r6WiiuI>& zQl(fq7%I90rS=s&GRKELvwWar7nFY<6D?_wuO&>Zjm3q#`k{0fTPax3U9HtiB>V08 z!FbcEOp(mH)p~cHQ9)ObzPGOqxw0>?!blsU7PSEJ%`H0QX2^fWLEXSP__(UM z+7K|h2SyF@Rd=_2`54pwUJoAbuZ|<#)kHF>K;)Z@r#9)iwXm^SYJks-?^oFx|Dee( zJGaEj(=CU@Cyc~ovnt_YZKou9);*lIo;$y;XWLL z8&rB`A0?*b?bF?>sx&Ah?e3+l+J$@YIU!uxjK5-lGa)jHV`iD~#VK|w)Mb%7x5nb| zJ0@e4HGfOk6xxQ6$x}w3Xit70*8fXfNNP|CZSxtl=iaV8j229a2L1u&T*zRSiszBV zS5!$hkBu3$re4D@ePD-%hQ=xw01o20X<>i! zgv(d!YnjE<;}h!w1cBgdO0SQy8xx+eAxbK4lu@!MMGVbQjgJYl;Md%rpHjK;OFtCh*lek8 zasyV$ic4OkL=u_9pTB$Y*7z4PPBZAukbf%VNfzT#H?m&v%l}gAVX0qDCgNtrlkV^} zw*fg01m!(?Aqf;*ZFqPz4RWdef!fYu5Dpre!~P^`*YWF9>P5bn6oP#%_j#|WBQyjb zxhZO(0q=8jll<9k)q3kw%J}ErghFZ>1#}bJLsPkmkYaq^=9Vv|4H&=?r~Vx~^ds?j zyyGPH7=eOR6UAdWj5GzqGzd~)!6SlT$WxzObu2+|LgM=sT=XEvBuVyI){Elig^Rqa z^M7jID-j=6MJ-N_qnbEx58hH-&d%f{YUthvs?-(lt?DMv8;{OQ4EpxAb-hp^>7lHI5|Z)LqZQ<$RVTb>K_I~b z>rY1wF`{MEcm%&^-^6Gv2u!4MVEx`oBjGNj5s@ZKKeLRx1^?}|et_PJpG_e0$JBzQ z{kGrwmpAoYuJ4Y%&FJwSr1eD&O>n^OADn;?S2R&{uUIQJZ~~h|K(4Ib2(x_dVv7m} z43Cos33aA;)Y$%@PY$K9LFxD$piXe7_YFu{zI57MB^{eocSA65$(s_baIdKAMdMM< zQSh%KkvAdNAz3)}EqiOr3`D|co6p|-D54gtKp6%3F1po%fW^U)nya=XwF!OtG#y*G z@Ac&LMZ9$F8+XlrHqxHH2c=qWHd0smCN1{Ob)oz-(1@ac0`%(P$)>Ge=D-S$a?;Uy zeZo?0KS3~vXKa=i{IOaK9`AsikISEnyI#{|0lAy)PJa&ri8Yp`n^MfGw52b59Wz<9MFI)>c!=KA(AXVq+4CqK(fKczm%w+>lQ6-NWg^*6itn#EKxC7_4SXI3tW2v1CAxsZ4&8-vvxW;kcd-?BD zQ=*+0HB(+LG-xF9s?-7l3C`|#|L~t#T9|+aFuTUCGLz0=p%4%cGGC(e-s*)%Doq7tI`g`NPKM(;rYqgc$Y0k2nI)>(0QBZ)(n0zxVxKHZ>sbB?W=W;pUZ#v8&1g z)3_M+Uq{`X&|&>T%OX4@9po|u>~ma4>+mfRkbD1K=EVqMZY9))KJA420~#NlSsnyH z1`q>shPMzP_$Eef+Dh07hI|B^`kk&Zw3ZM1FMe238O1B!9o9e@6BqUXA@~gRO#lZt zER>k|!(;)IRPT%k%PwupI_SG`~O;;fDr?H8|xkfO%7Zx z!^mViL1?`?g->uph4@XjhnG#XtbKG>FL|HL}5D+hnJwAJRXIH_D;$y?s zmN)(76RuYGQ~~azp#zQ4@5?~Y)o?1+s!oK+8ZRyiPPC9-ZXqEX&??nR%${up=)L_o zz{Ok6;;Hq~%+(_B-UNAk#Ep|Lnn6NY0~m>%gEkZ9s(Bkho^85Mu`hEYQ3oPFqY;r$ zc|q{}FN&qyGV$$np$O{^^7r04|K>83f)mr=R>5%nptJRXd#aVcZ$sVto`9&3vmK}k zynM#NDEOk4qx)*ucNxrlHW1Wix#Ch1HVZsCMp4br7^TielnJZkR{~IKF;1o1r|`rA zC2w7SuMslulM}^ZeH{xjnj3iGj7@w29RScjULn+e!Mh9%q_;#P+N|nPw}N2a>-lky zr4n|PJf5sDPDb|Ls4R7h%0tO%Atb*9L1{MA}Z|qpRQy&`uXz$Qt|n(qT)6N( zyt$rPSQ)FA*x$^U4PCk|T70y@&A-Gbe5#US8Dz3~-3CQ%X;szPDrGrH1Udf5b6aJa zW4qHVaE3nG2EVk%BfLM%&m+RwAzoI{m0G<})k2p-j9>rHV#!S$wJuhsC@(P)!e!Kg zZ%V7t9R`&c2$}KwtL{9w!0kO7oBNBZFmFo9)!Y>2S#7!D?U!eAtV|@Iy`{TqUOa)U z%_#}4*}$oR;Zq&#H!b#9BG&xIsJvFL{`Fz~3cu+IAI;ntz5xPqJ|*(XD9?Y@o(C2% z9NXEsx7qfsKTeLhb&!*8H-4H)6wLlR9@?FP^TBE=Vu-5D=EZy|-s)c2#YfDqc4-3xV`5Oz-*PzXUbgX8PB2 zr)aqE>a>`ot;fzfWRL8Q}knDop{-UBi1AtJtN zmuzp6P|0=g1bzCqZNwX;AyI%-N=R*2^kl9tN~Q^C{{am=Z3SR)w+9XtmiI`@Uj-~c zSk<+qKI!R%7?vh}5T(Ek9&bNVuut?ulE~lSC-#KXPu^@N0K+V&+QU-OPFcLmpm8^6 z6j6M9a0lM+;d7E{JW|;aXV~wS(vzKlNI5;UiCLRmWZCLmlk<7`L$oOpsCrP?_PdK3lZHP ziQzO>{cv<4*Zg;~bP#2AhD2OI{oRGQnj+F$HPN1#)F9=5TI(-&cBueco6>u>0{01C zYR-u+#w8G=N{-{`bvkPQ9bn$6H8$KzIcK{=PUa3&Ogq;#Ti@RI^R@LXAIWtK~g3c-rH;SO5 zBKI}iG1>c^;{Scx80qYFqx^~y+sNf~#;;*1o4-TJtg$0~0`NsqY30-YHhpeAvS;y| z6t+xV3;Dyti!+0bg~6z(V%EfGz0MkSz|k2dxCAG!wKS|C^ybXXaX*8jgiJM{Am&)% zfw8Im_2g=05av%uhIKY^g%&G7JoswD6{Ym*0mQXx@y-;{yG%i44lf?4;1*_vs2+j0 zDwd@DRi8E%DQ3%q$~ULx##Ie;AlgYoy@-Drj&TMGvNo)4#Wfp?IVB%}y4@WrHoe;x zKq_=w`@sbHrgjM5xm&f1V4jMDb4U!)zZWAM*Txg~<)iq^L|=YDJ#iA=)w}Er>8_Od z4kz+cJaG!zLbD6U8WA7RIEPVW?$yR30GAsrX9wZFdO@I9Y@gd#c`_|3evNwqf58Nb zU**wxkVq1k)U=Ti$bTS!V>Wf-18HX6`vBQ|lcV)h?Ds5aFGV=6Y)gfpRo$R#lNuK{ zm<$%W!Vd>;1NFpAS7XVYq!u9S<8UF=;v`Y8cv zc7z_tz2CxdGA1$F{YAD_>ohnE_{WIv^+H%m)5}}YSt*(~ROA6bMVN*n%8l#Qv z-#mu}pk=i%QlO>}{+YzKj3oUj_O#Y+9Zgjp24BDKFh1!Gf}x!5@>DB0To}I4j=xMN zB=`*jA!(8z9OtYvI!0NHY+sv-y&1p)1I3S7v#&nB_@$1SL6o|8dK~mHNAl6b<2S9B zt{2I#zCXO;e4s9mO(Jghl#+qIOU6VaV3xKnxzjf1L6TbMXwZWLD(w^lHKVVv#XT*VhQ+hP*%&g;?z=69^=#y)cUp5 z>Ve`*2!)r?%PS~B>K%2XERVW+=_iqf&i{J%K{ImM_3P*^1t^)hi=s0gnDLO>K1SSk zS#a`cP>{`;%pK5>YF*!ylKMW>o1*3(OIn4LdgP{9-NXCCL{hE2r2f2R;OpCtW3`kW zBz-kr{Q*6MBw#{6?b`9}c@lrv{{F7Y#EBekWO7@|I)> zj*Vi&`gcSFS1)ZSI>0!mUk9B~PQDKh3SxNFO)GAlS)TW9@GY?kH*x3Xg*i0_rRJi~ z9kr@-Y*y&t5{Ausk7m9ab{vPl9B8pxG~i>rA<6|&1bF;|DN_Gm<42(EF@o7cbZ)`+T#QJ7OT! zlKdvMV&KHk4a>J|KBt!yx%la>OJ+A+vXwv$2q)$`0cUI#=|!B5FO#nUtK7h;mdT$n zRWZ!mWnf@HtKIbdOMB1l4aqC`iwl@{jn3q{#|?*%s?R#ErD9uwRdcnlzL!nI(2rry zRJh2s$bgL6;p`1*vmAyW`mt}n$!L!-!wJ1EdPQrg^ROW7!>1xZSRy@XTjpP1q6d*4 z$}aO;fJ{&Nrd%ATa5}k*!(t;qdIP@0gmccAwgHPSxK3ed?@VZ5F$PFwg~}l3~4o&&24FV&<%6wv~0+g9i<1 z5CUR>`D8vGlXV>fSiw!vRUtYx`5K8bX+uX4U%IX{ zqMX098cn^hL_Tu* zhPq-CY3KxU7FM@SfT%K}0H4SeC;wVg#8s59rIq%eXSlAD*{2w>Rd9L#4y+VHLUF`L z-&39^+jtj!Mih8>r9rUAGCUp4YbmS7_A$+~1O73^8tiZ(ZthtdxMu`Y1@@u&-nb8StsVG5PR&1o^52Q$ zS%+~{({Ku*JL$z)DL1oU4ZpL~{%_t`Af*8$`HAX8q# zi5i1_LJ1eGw*tuJX|i}53Ni{%vcZAv8sska@ptS}3|3nYtsueqYdCIU=jQ|qCGJ*6 zjQIN|Fi3gT|RfdiWYwoW6}&6!kq272asrNd5~=k{)&Nt1UnuLE{&k{Y#YXL z?*L$l7(l+_a3U|HW|G*lo4N82Lpg8Uf$NOC;CS_LIeP>>vMwJcwQb`%GP~z1vwLd05}Yp$e4K zw57+ulIVKj@Rh0#%1k&elCV!+x#GH%j}W~HWbW6U!8AR9=mF=4xd`ifN-Vka-5?ld zK6vHm->dW6OoPcZ2YfL2k+$RI4$Ux0$)7D zii}iZ8pGb&1#bm&A6~u8Q6ilYH%m3$P2l+zl9SnDq9uPy^ub5cPzKBK-$o7m>1Zzt z_lHst(@|G9r{<9yvjWh!rsk%N7#8Po^l52deTj&Kgzr9Kir0{w8D`5|`+EIV7l}NY zwVaOIzQ|hZgn%=g8OSwEq4xE8?bL65G+b+MdzmGAtnp3DmOb`&2(+Q5D@?hzjj{2( z*Q242j)*E$uPOFfz)zxFmDVu`F^WS5e7`t*?{r;=r`?fR*s2|LI zEgRaE{!Ue!I++bVIQU~_J-WJBzcY$02ZvV=_LYE#k1=nugL{cy#Zn3sWxgp4NnOaR z%9YpXwy?16PUI{SRqL=&UnI6h2ifIbpfa(dk!BsS+SwTeVRI4JguB>i zOoxj)!HV=8>*fG;NZ0rA3#Pc1j*6Tdsx6t$+P!J_Q}xbM_YF$Z_k{8+R6_Ys&QW=^ zL(|a0Zz{N`m=2aVN0afJ8VHrGXN=}|$1|N8+-!{Cw9;rcx!d`s8AINq3%afWQg?M_ z*)r>NWy@yEc0J^uiN_De@ZJ4cZ)6+1ms8N_@kfJ4#Im~o(OZdXtG?9I*^zPK<7aJb z>VA)MSkyd;I0JbU*sPo2<%NvmSZ4Fd$CnPeDvuKub?&zM>=57jr1u9bK%6EmkNP)6 z#X;Ir-ek;O5jbw3A~<>4S$^8`1t-h-UgOykvO28=aFPHTPqdd%;^5T3Ov`@U=pJ{! zwHmzFYY=~%9tJx=AkDDm-Zc|44DvCz=fKp1PzhqNj9d!RucSBBF}~=zE3wnTmLb8h zol{D80X;q_o-U34>L=0Z>_oawoB+;HQ2PJ?8N$__JX|a@izxPd;E){d=_@>tvm7~P zo=hl3pSCiOh&-o6wxwR3xJd=r?=XdD_vPk0q2bHA@B|ldDa5#dGZb5CvUvXsxw2Aw zoV86?0`+I`EJ@9`b9+wu@>^gn<#DtxqkwedebqxMlnKA{oU)tfxT1DEg{=C7c{+Ea z`!qOIIpX{wb2?k}@SP-W3RXxDx59Q_Qs)ZrS~A0iTRABGt8_5x+Vj9|!m_f|FVxcd+!(5yZ3HJlo_n>>i)4s#{dwtr@OqCx? z5WA|Xo2^!aeAl3YA=OKO|LnSQ%sT){_?4kKQhes-sCvy^g)TW)sCPw@EWTw|ewib3 z$U-muYV~v>0s}~b2@h|H19o>*ho!h9rNGrm==L(@2Hd#K&a`P}H>HbRB?#EN?6TaD z_AltNXtU2nN5Zidnt(vO{ydprP{7qljm<-k2vB#Gknm-yp!=i`b;8b!5`56$^tEA1 zidr2lz3~=*lR!%*Oyjz}sw~bEvNNe;i;^wwmzn7a>wir5jVZ#w$t2pM;c`P{I-9G! zs%U4Yv;|PiC};XwRgfLwOp`6nzmAx~SLLz98FWi^+V8+c~b?-QA}3nCp(c#ASc4 zSpD9sgztQtOJlxNYz0YK5RjEJlLNYOl4R#SNp^_<5@*)Q%Tfo8Tz7l#?aoL!9bXK@z;;&AU1JV`x=7V7pghe*CWg#$LlLJ@=g^U^LYxQYAul{a(jd(OY zDfwa5X(a(?}o4^CSY$Vjs;=?V}khNTRai?dV-1?AJl5@T-s;Nn(eI5dv-ZOgwx zjH-FVcy>93e|f)QdSWjM>)I&4O{>o>z8ih9IfBHw>;}T*`w;7K^{Aifmf7z6QWko*f@DBWp%|bQoRGJONWV!YG9M0 zqS9}7l@77Ww+R_-*L@#haV~%GTnd{}uYA+dIR47GO~IxdmWH-xeAC-C2fvsnM?>Ls zaq<`7j?_GTda>dklJXdm6Ov{Odqs0cyttE~AcS8BK6s!C`0$>rMq~BxWph>a)Px2F z%YCXMk(70hKeS$M?C25{e0ij8vWUU-odt&yYhslX7#iBPNGj5sXh01o;vnneQ*_Mr zKn__h6vrKQ^2XuC#V>#zZ1k_c*jUF(%XH7r4()?o9{7O+58u^ZS$+ziOTX1JJ`D?~>K;irR^+1p5e|&Lzz3rqK_uA+F z5PlW;Yw7A&x`G?CH6|aE^c^5-?8jKdMf~>3n^_WRTRnIhQsNT4qCrA#%u*#093`y^ zH{rrnNiB_CA|R2iOkRMD`u4`k1yty*11;a3s?x6-B`gn&PEUD7L2>bCZ!_iZj+HTw zj0kFSa{tWD-PQe2ff;9dC-^q|nc#u-gLBdJeC(P<$=Z*}>k{I!O#zp1GZPVaJ?hqU zou+&3KH#fg@^yWhDpLcizK>6->*$Te~A z2L@ap7{Irr^HZCfR};R!uyE#4X4PV*va%CJGAVx%mm&d-`(14}A)!Hwv&-UKtJ=!` zhI(0ULdIwjk;l#+D0sPJW9Wc@{yb5V)fiGTBA)$y$}RdFTz4U|hz^KYl#gRf`Ay;iTkQez9^#Y2 zv*YX4iHl80sIJ~OvvAK5y=O)YmNSyE8Jp#0v-TIASF?oF%s)0qS}ea56f6#;6;=Z3 z#R@j#dAB;#>g$zjExP0vL037PV4V%(UiZ0i5kSEu6#z>>2S5V!vwSgtCsr3|_1u&d z8T$9z5kE7<+Ej1lXaF6|>b7-_l27+pwrlE*R@*~lTaW(8zVj+z688^D77(Gga@(KE zGGfr!m%Az@CgJwBv)sN`yS8qzn_D)s%@kg*v!4BdlIYXOMO&$4jEZZ#`+~rmB)JB^ zXTAkk6+iPsLLw23k0#&mS9a53HeHCCE31F}I-of)JdZ=2lWt`({mnC;z@&&?`L_G! z*OD_ot&;xo^L6t$z3^3MA0(^E^VK*wJp>pBiRc;-Eb7ta=|}dcZ&C>cVFxcPG^<6e zk?PoOsX9vpv)Z9`E+tH!ogHOccPHmpa;nceXM~X(IZ^^`^}7n;X*O!;8d@RUO+@o`7jFzW2wtl05M4mK&b$R3*xncpdpA#n3dT`rFY zN#L23yrh!=+1PUUWt)W`6E3{7JQAvYOy#pBrlG<3R(c(CTt|E(njQ|+7f zNi7V$o(|J@LH&S%+yZ$VzXUasjr}~qM+Vtioi2*;)CN(MQz`R_6 z&}&F8IF*`<9Z(&wNvDP5&sR~|9on*ca@@rn^8SFFwsZ5oKS&k8Dl>h~s+ozFZl60p1TbddgRII^@5WHZBj5Yqy<&_0uTwzdyd~ zKi0yI(;cNv&dkn+ofd0Y1NgwNbr(oICS`rg|!6a0@~fWFCy4>WxJuF0a*`T zHz_eaA`x3}e4C8Di|UL|XMf0aA@n{DpXV0n;}UL-FPG((U*&kK&{cOoA8D5m9~AP4CPt(v-KLjU`nxf$b#h>Hh)LPLt}xz_-;cj}!j@x@(5 zu{bzCZ)BwFY#9pGbk3L8@%tXlJFkC1D7!sf6zFQQF01KQ29``0`;+ONtOzphz0O*L zCoZd_XS#%ggIHgRzt2>6!s?YTzvz=xEBF!_Qe;P5TaK$P z#$L=A9K66ft=Q!)p!#ZcEjUruZ{L|`m~Lr&JQpf$(Znd)vi1Goh+WL~E7N|=(QGq) zG~g065I1}>6HxQ?rsj?-1WuckLz^?2uTVEyH{+_jnIIz$+$c=|U10bcz(bV=dsvo|7vdn!cD|ELD?&wCl z!pDzYKVae@bD>~%C32G3Do{bgujf}$GOHA=>hUO>wJ=pflIIm(UHTZPg^vqHAf9p$ zV*KMQHwUV%Cja9`_h7t>e8did@t!-wUM!W|8ciYJJDh)QilfNEl`=FR@Xr1~LO#D} zwlodX6z+OlZ%U_7(V>+JeKifloz!R$$Rck+R1a|HK}$EHootyxlL=4 zHYvwP`ce2pAgqdZe1@2)qDt}6#^ftlj@BHggBFsjqWyDp^kvB@=ViXd!jdpn1(Bw? zrvGcWHY_#7Kd%1$=3Rqv(WPxDt)SNe?i#pX2nq>kOf1S*q<3d!jb{lL>gK^hAc*7| zgV8NX&ou%mcWn_UHt zR;+0a@uuSUOo-2M##a?Jjkx5Z-)Azaq}*F#P@C+s&TL0885z$BGziKpr6B2@&(dr_ zkJcaE?JaY&eUvMN6o%)e^;iAWz}YKqZ=(C5BrxUpr2J%sE5NLm*^mkDv9j>Et7bo| zJ5vQTc{Pz#?4%y=@(xe7TM@K3LJ4E3WAkKrQIQj0r^)O}`!G?a0wj>Er|JCR1K(;2 z&lk7Hb2*dM|M~MmI(zwCil^>%n~=GluqT;{`$ZvR(Qvl?h9dV)`iA)g_DRPjo37_y z8}rp2TaBN_qmiV62DEg_&nyK6Nd!Ewwb+?z73yjGh)>(0gqZZ&KMfqP>bITqJMr&z z>02FINO}jGLt6^I^V;+0oB(ph#tU8_W!w-D31Y7AOZ>~FAQIZO4g@Pjg==sh_EQo= zVc9Ky1>$OIDHVt-b+{>UaRCWNT2!sy?!G9@q)A9GLc-n_GuA>%fhT6VIhsCe8e8dGXaYBP=(I1AT!Je7qk@19K9-YKwwZe^vHU*7KcxuZ6UV^jOlVID{8QAq92NfOsjy^uxF8T&a9;Zn9wIn>fGv}zz@ z=W*PFA@bzKrYJaP9i9@xn4mYBcP#T)U6iNwk|$&YH|nzQ`hT63we%Y51We+?tcKC7 zSsZ`XJ9{oy##QNh@_ytrnN!tLqP_WmhIZ6xFEEZFr49@G=upq%!|xl^ABvHAS-2WW zUul*3B}LM&YA@xf{~6mlJKk8kWiSz9;)#$n9fBJcw2XHzJ5hQ0#U5jkx8-W*PAurW zD(d095u=Vr%lYl!#iKW`pc#8%~u^rsUK6X}XJ;*{r zru-F~J??!&!AF(u)AjZml+z8Oxb1@l{yEI?FP@f*7b5Z85e2KV!ENb?%^~sjN-{z$ zWfhDKa1nL5q}ii?M^z8()QJz2<&F@IcT12a=xPt=>sq}=gvN#j-B^rZ#AlgyJRh@J z#T7a_TW9owrtnvD;{UGK1I|*jE!|H*u!vbV+(=cForifmu}_U0ix)d9XGvm3ML7b|3+ z=r??>r0tSw8YUSTQSKa6IRmx(r8pt!P{AjEISkoR@5x1gBl7X!GHUX$UhdY63U`CH zLGS!4e4%O*7qb*2g{)%d(Iy_9@^vF(s;N#EiYcBLe&HCp);iU7_{yKj%iHnAC5#nX_d4DXt0g_nJ%r?Y!s zAaq_I;5fM&!pX9+nP_DY9OOMek6~lbldbHSnNfJT-4Be4@oI6V^c_8%$8ZyY<^zWJ z=V8+2o;tDjq?Q~JuPX3U%gKEXy?N}}i78Cs(spiPh(f+~P~4!nx^ihF#1zMBoqI?T zNdE==CjWY?n9qr1~d=m89qOfx{Jzr1C;)ji49N<5=+)8DKXm4#Tkj6-=sBG{7`JTF; zsxj7e99!t3qOTnn@&y8j{n_v#AfqS(st1khwz3w27Wz7B(0O}~cP=ACsj91^qU-y* z5Q5TdC^2dq5nP-LP`kI0gYODSJJZ=ygQ8SNC*aDK77``N z2rp%#1#(O#P2Qf*db?kzw1KdHObsCRncxtk{^*UEzgUQ0*2NJdAqRdGAjeQ=Pw!1o zZ$A6+dvcCLvq<`QltM4A9%1(~J ziNZj+P*W;r3G%zYD0(V2qth!d_f8hQlwqW9#aiU%BO8WL3D?q@rxk3RV&gg-9ypis z^kMLR*?1-Wz0q`m+B@3)9_;-%e5Mqpk)r;(jL=ni+szM#U>acw$68GAR`we1CC7#(!9!rK*_oZ?lLK<8jHF1u0L5=*zj4&MFu-H z=H@e#=?f~9oyL<hO^kh_3fD% zW2ytBJ_Go(9qZp$b7bXfGd2$nVJAV%S038OU#zEJYYhdlq9T{JbBlwZyQXrV`?OI? zsy>lX7lB&MkfAlbpyT^|_}Sg)x@zMoiX0r6)Ko1-AHc7gA`^{Ct2N zZOfiKG^i8>3!FuaGSO=-=UK8 z1BDek0YP({hN@81TsXyaZf8*1JC7%<%r}N`xsmj7gNvIe?bTU804=|zd!^R$gvWDA z-|jXE_pXva(?O-+h3Sx;8Ci_RFw^}*E;G_^C{m0gs}}Fk8ERjj6CF|T{0E&mq)XBr zcZO2pCDz&BSf>})ApL+i#DA|foejqi{a8Ef?F~v6L+z>rJSmH6Lwrtc#yJ;u zM<)tLCJbeTi^|H*VaN>n`;Qx3MleC6*@;!Hf>xr}>_$+o_YCZgB)7NAFg7erH#V^z z6b9b+bF3=O4D@uxns4~b_Il`iQ`XvJSBnx$+K8@v5wht;FRK${=EWZ%f?yn;F!agM z!Y2Z25L!k6?>BOJ0^3M>F0dp*M4!Gftoz*p&%ITaD0~DM#jjMu@CzL%27xY*nq}zD zc!{GXAjeq*@2d4s6~kQd(=A+d>YV^ZK)SzCtQ+Bhov+>J5!Cj0sQ3ezky|`%j@yG> zCmQAlH^&_Q#^6bDDcx!x_x+dT8 zF{Hs?mv+Ygd_2=-V1TmCwE1kU$h@2yO^nr|*;S$T>U+Ig85JO#uD2a9-$MmD>33yuaQiore>5cm3Xx5r2V^mF=$ z9S#4EJ8*#;Oj5UXSAAAk01dlPxx2n0%V^qYgR{RYqSqsj<>}@|F`GRsVw|n{cVAEA zEzEn>-%g*I_prTOCqaRjOe?M1z1U0rjxsGiznstUCwA@&VY1LYgPh{aQYDQWIr4Qt z0K~J~WE6YM4Je`O>4D4l`EW7^tzH?iVtMNL(%il%RF9VDm`b3B-c{A)*ERnmm720} z&ew4|D9g$b!s*98)*fswgWtvq(gII|KWffC&=?p_X9GnIqoWsiE=vJCD*Gnp(gD>~ z0cHqVO{--o|8s$%8bo|q1QH4K(_vfL?4!A|8%(tSQhlg)Y}7NRuHNb@8)LCo*?`JFl~Ru2(?eoA#&EH)E~GK+Xb!lt%jdJNGzX3f>U( zj#OThaBHHeysf8Y5@Qx(cuGONB>bbRy2*C)bi>1N;OY`Hh61qip1L6P$9BeY$xb+o z^2{NO!m|Txd}_Hd7@r<)pho8Zba*h=V3hMMZ`PzztDuqZ9S=?UfvF;i0*AWG?8&L^ z<;pOP9s)^0;uL_1oQ8`#LxSGZbUO6p9Y2b(={{UpX=o3a9Sn|$D7DB@dnUEh$iAjD zu5$-|71&R!nd1!%qD8o~)8l%Tj~{ZkdqK}1MM^ncQqtE)U2Axe#+bu|fe_K?UFhE} zH*GGZN>B2wusJlWd(ge3ocHqODBx_n9uMAF706^P`+jmH&*Kp`u$iULt!VTQTshbo zvP%-!&F(3d6uo=IlX7RLg`=Ha6Z#U*w%L*5b%0~_*YGjk=Rvc6uTLQ@iRSfQ;Bkbx zjcnNw1uZ}}HtiH*H#Id?X2_Qf1-K6`9LLugu+%x*cr#7^}VmgW-FMkj2F zPJ$}p8~zPe-b!*DIRVeBqr+bzsKm=%))!r_RyP86*>k1qX%5Z>V`GW_&)X^neo{3v z5D=(Xq3INl8F%d1T}W|Ft<`)X%U1D1s0{ zTn-H_Yt2k*)zK>_v7lzLwh$jp;p2V>3O*@{S% zxCGQbIk=dzEFLDp>cZwYps%0BjlXsJ3vv$L!^7uM*0IPHxlI}TN+kq%2mTy%vnlt! zJ*&B?!P|@E(G6o|XOLPAMm%Pu2xnzI&bBb;`3Gb>^mhz?dm0rn-{isOE-i}Xnw@6D zckrRs@0z*u`xlJQMou+#;p1=A2ZX1v)0Hjt`w>5HsxSO+&+hExn!HxnM>W#Erbrnt z*1i&f6M4Y4&A9(dTv%{_(C$<$_7u1469MQez7W{Wnx31W_25tyKChWC3Re2~5rcXU z?PTapHNzv*;(R)P_Jq3ea~!uf69n9AX68wheE9kDlA24-jbDV`yYGY4b47*UFOc2V zajbhc3iRHywkd=y3-Ny1jM+9BZv5uoaypewiRv@U=yiK^Sp6s-Z%-=I!2gY)#GIbg zb~MMhu(>g*T3{sBfDY&Vu5w-b>J=az8}vIYmQWtB>BRr!p-m0?DlzQf!6-oK#n;yY zD1N;m+(j~k%t+V++*n$k8Egk3;vbhUS5;p}v+7t-5bjC>^&-bJjSHo|SAhL&!e4$b zl4brF5Bpmv??sXZ`hRnFA8*U-nU@}2ejvy${Cbg=WM(tnoNeLD-TG!=6!eCIuWGWX zF736DERf{mauuw1M;{I2xo}s4{athI-+iahJ+A^Q_}#&$#lLkr~Z8|m)jqC~G3JE%nFkI7t#Sf8c)=aRMj6)A$4 zwP3*)N|2b-yW*Z=p85IZ^01{SnGi9O+`zQMR>mYJf1ND+39I;)R@VJ{<#Fa=!s2A; zPXl966p~7DVFg7rVr!ei*|pisFSGHFTa?!2U*nyBlnfTjCa*T#7s}O8yKnC`d{_l~Lc7h>ac%rd|IK?|7$3ih zmCSCd&+$>JQqj>Rmpc36xyX4PqG6dF$p~88w9cFwtcxA2K3tEjf$4U|2PAh-HB>j$ zlcPGa**JuYtYU??Dosr+1?f_=AWLx) zP`-93VM!aT-qm?t{x_5|I?FxnIL)et`tN^M7n%^)V9*+UGR(7+B8Km)+a!eDg~g3+ z^br*3PIi_`D-uAK`48p@DZ+E6^(gOLhDOk5O-f-kitQaK$-+j_$u%D9Ji(6s-NPSn3h!(+vA=>T;jN8P4DJyn5pW>Y<7M>juu4N z5DATauOkBF(FqmmH1%3L4Y76|N;$W3`5z!cT_L#%apfQ|=}ATUjG>c*rX?QV5#a4m ztg}A{t!xT8?1wtuAr>>o=9BpfHjBwk?3kbspvsC@-zVi=!N1ZZ=DKSGu?&d5^(5Z0&xzv|q<${tw3()x%pwBF5_9 z9Ao1TFGaV2qIl+iIL1-Ah+hTAxi!6rmZoF2>Rl@W(-_vKdFl)ylM)M+0PKtHQ)n?I z9urIyn*ZSL+0vlv)YTEp+bsd1nQ?g(z91i~1*);(&}=oZT)jG?k*!4vfPe`IrNSfH z>_*i(rSPmiH5!TfyL%1u`adT-8VP7XJk^}bMA@P zpAaytZ_BxAM0sX^?NwbPwf^A3*kd$ZBACe)-r2rCw)jA*v=nZ-O&pl}fglKymdRqV?hqN%9901x)76nKdcLbwBXT?uM#IdRar3`t~!u>CoNu z`@-^o$2;cLYwZMZagSWb{DjH|2lxy7;*IXLMf0FT_#F9D?*Yg_?Xkru?Tz2`m0Ggr ze8fXc#u7*70wcEDZJgIu;V`*R;!8QSh3PgcBLsvXR`2)!2FUp9JIHv=@ZTWgkEZ_* zkTJzO$k^q?0B=YO;(y0S|G()wQB!Zw5aQ0ODf2nUMyF@c=DT~544=B65U?>ICYvdXtag61ku9ozLx^xpL^GR~H z^oxGtUokt**ECP)Txnw*Fx1-n;@?Emd^)<>yrOpBlF;$nz?PsG_1I?u!(i`8+T*3x zK+gO)tLHYfwIPa!_9m3Ro|o3`yJsU^%q#!1&kL@!RcWFLHSb)gS@HqM&&ydWLbp?` z&K~^>aUWN7ID65M9643&ka~i$yzxf__`zhaJo}_r@kHZlHg{zxnK4CDHiE`1YN7}< zzWiSk~SCK;zXl)CDQKSfE{n*!0yk)*YIZ3$FqF%Sg?Y~wstipf|2%p zn4&Bf)(+2?Iz71v1PUC(YRH%F6#U8%UdlHKPZu5sB|M5xaVn#?iEnc<-n9O*zb3 zyxx}>*i2;qxBZx{Vo&le8V>ol$R0h+VhQ3pkVI{&3;^e(}>Wv zPF=9tr49`G7}0t4R69+391mfvC_U;`MO25ZCjro zA;vt-k-fC$gg9ih2+>Ss`=&n;!APDGkY&ca9s_UW-s}2Zgo1LyMO6H=(j+Fk336G4 zf$QdH-r%XsRapi4}+lt^W$Yq@35tc#ObAJ&*^}ufgqMVq`m=tFKyO`odQl&aWrm3o%on zF`FdM=MQrg+dsa3qMu~02svIh-rRi_bX*V1;_N)rV+-BD z)kL(7$2EY_+_#d>%~C|^wid)R(FKM}q{)>(XA`@iIp{}vRVg`NGsK&YE^*X>B#KKo8< zz>Ppz!|tM7+MqBoM(W0P(xG8%;wBRVN9rXy>I)^$^}M_J&nQ;)s*+8&qS~YgvgQZN zcc}H*L4Xemv9H0D@kanl7JoZHL7>9x)AYsu#rNy^+r64MDoSh&1Zv(kzlAr~#m-$T zrxyqJtD4(=49c^ei|f}%KthiJA>^mIPP|+uo)^b41e%pUyZ1Sp!?T5T7g9PB9@hB{ z*xl~tw36eFeK>?OuWig(2G1;Suj(47`@cJVOPB0#>a0M3#He*FOlnfJ)gbEFO;|7HhjMB#>Y+)3m=C( zBl`Qp&4mCmDmaw5lC2A?*DdnIhy(D(-*prnr}`FrZcxP+l;fiG8`?~8O?L`rPvBQa zJLSEiODs0Kdxut673cK06}ygYcJh-K7vssx5M~E`l^+L=gPwGi)qaIu@KMwgC zV{_eXaXh+c{LOc)bww>Nu_*kxdgvvgm?Cm|vN-62%H7A8%TyE&*%(~4 zt=P$w1x6McEHchdSKV&wbG9va;aN7Yuku9~bgZa3!eJe$e+*=%r3wlYaw3>Ye;hdP zQCknb(mOPdbvV@|T|YF;>dSoKmS!Pc`jkw-#!S}v)%`(GoW7rwwa$NkxDluN>xx{b zw@ijgz-0fRJTy_I)L_SS&Kxh&gM(xWMC(RMUeXpB?Lf z+?@+?9dzx3*Z$B_>|}-hDhsS*wP6v3lIINfo>7c(a|h%`7qYJGb!(k{t^wT8?$H^h zEqpqMEB6vX79FX6%#>K;LaH!=gC74Ev%r;;SSV#2K8S|4RUmp_RJ~Em-!{6RtxsEF z;>xjEk8bwzRh6IeMJythrWu=t%MnB$=qh@rW0uwAm&L-IefKY>kTz?j7^2c%D^rO$ z!~4R@BFz>1lRinW{MbrjAWAi)kao0pIw_}5>5q#p5)WBhQt6$Ddle|gE(yzs2_%$> ziu)ttg(J`SSxJ&;3AY+; zE87tT&w1|tt>NW7@oA_ zFi?AXxpw5LIoUTqSE6pZTrVRo%+%jl5&Balm$$5T>snWDzqQ6WKR)f|wmQX+Gx0XO zuW~X{sU`T?E%{UZ8NB1VS{57Vhpt%f9_&sdt-hPrr^2^Q#vaCe31PdR7)MxvML6(6 zc)EVbY(X=Q9<`ELUhZ0O-{0aV#wKcyeeen>HDlF06X>tmfP-mB^L8F>yEWHkch#XP>n znVO9DEnbPsmNvc4N_uu3SvHbFRX80sRGl%#6S?PR647SxDT7@|xh%N}|sOy;$&1|}Y9AG~STEa3BJgnQ0|J+n`ZaEdK&gRn#B=53PVR5Tf=-+_MckHj8 zFm?RK(%msF! zkPH^WSrR1|F+Q_^3yYkq_RuUbvvz7hW~$U^m^`#F#tDcX$co0m1(8C>6%hGT5~a5Y zY!07@7cfE16~Ga?2hlD#3OS-1550~_#s!fo;sl`=yN5T~Mm73_kFj9y14m^-rc%GW zr2I8iC~1OzUOcp8Sv+)`Fd6I)8X4@|Pbm~p^F%z!3?U~Xz0^HHQ;JcXMtV^vBBr1{ z!S+w1T-nad@vKLlAh2ynl+zG04-MBgC9He6{eJNC(v{c}OK z%}ov8(w9xa7JDG%@$#nBc#hwB5}V*ti&fW%scQ=tMzXK$__k5#ksIn7xA>nsp^$iy zrq}X6@$&_OqpNP@78x~rK!q^_C$Eb$@{$t2F@2}0RNv}7VC@9?A++#9Qsy)9iL|^z z*QmbJ@Ar>EpUkMaEDFA;IC=f9jb|O}ktL_}f4n89^nOf>pP%=W9EBh2?gsx~X%w>M zj%5Ll&y&OqN7n_yrl-{6K=XQmK;Z%uDNz+h2gxvc@b1jTJ>-#;UcEH8 z2(B5s*TvIAyZRn}_+=w&tzk&ipY)@t*oKMim|ks2?*p#)rnJV=kdzIUkudJ^78T!L z=>e<64pX8}^yvF{39%qs;nlp8`-lQ)9Cox4i-HuTF1WrZB zy=d}jZoe*8p%{KcEws@R%^&<~s%mc8tXOXRz3zK6f-_DUS-{f@SL$4~qBtez|8b+u zs$K9-$KC6MP~YMqRJSV+GvOe|L`+Rwgc%{|aCBS4?yz=)IaQ$65YH(~~YpZ#Kr( z5c!A5Mto@`ju>`$2$~I_)9I7SBfGqzHVevtz8mCNk;f~9H54*#MHZ<9v0Zhd_>9`P zRJ6DpO#Fu|lci?NRtqd2m$_bx?Z|~L1OMLso#p9^>pRaC^ScbV|GC48puou=>fXr* z=Gd(nf2;muWFU-J0p|?v5ppi)bG6qx_sw(A#dPuWx6u7qI$d(DK_HA;mz?e9#W6ht zJp+rtTn$BM0Y_!}Rc*PbeCp)EU^b~&(At*G(sU8Y=2-%Hjh^4QuZVQS z&nwyd9^H_iuf+M zBjoZa`_0^cyaI~bzrX4Fu_b5^@y{#RVd$>e_n%Qf0`$`X%w6_dl76nT=e<4fpuN&M%0|ivZ&C9m35p{8U z#rgHv1m;`VL*FWVxd#{B&J3n>y1+(=gfpLET%1#q}(E zqk}_m2*Cmbf&>rlFa&pZ3lQ8rIDz1n;I6?fxDGDC-C=NdcX)^7zuzrq?|aX4&-rq{ z@GREq>h9{QU&-p}TGW;#F}42F$nuj~F3+6&jivv@%)jONuSL=Sc;#&Lq}xB|Mmk{oX&03E-dLk>Au?^Y?-X*JUOv=7MuUH($$gu;M=;i4`$DO3ZgReJSeoxiLJ}4 zvw#F;p6_v;lx|Wi{Y`cuZhL6IXO_VMne-R%ANIEYucC$je&qA_27tde`JIoH@`9P`GYbWT)4(+ zMPqRzpI*5)BSeJW8dXZ7lYz?J6Oh)sdpp>B*~9MEG!?O}eRay-n zWpbQ1)J9PhJ+f`p>n#-?E!`~$6-ZQKle`N?1amZpgGc7U>^VVfn~W{ZDoZxDa+_aB z!@uCqWjYJnY+Kn>@?%M8J?&{-JSew>@KHH^Pn&d{{`jNZ+%bx;oO~=3?6^_$qNE2CKHvvj=xxQJbKW zn{kcJah?g=8@Xcga43D|v7V zWy$g2qeoA{@?0=(sHIWLQbutt_GUmv;ay`hC-c@zkf4zbu2@Kc(Wfmt;gcViS?^3l z0;0hqJ)nce{s%jw@+r;GvaPs`LjOsu2~J0)MS|gJ$Wr-FkFTiMIO<9c_M6yy`6Yp; zbblIOgR+QF=%2`kJ)2bLgtYCG}Jgu&Kj7-5IiTiJm z{wEIqbqW5B4!!^84$<(~8bf<_-R{`iX@=`Wa7HeN=aa4((dJ{_S;tto82boBb)B7B z1m$dUa~ri45?P*s+}Pk<)_+)Wh?d{1)*T}tZnM1xE}d_2QT7x!8pyG5GlZbJDa|~@ zvJnDfqh~d5Ml)&sqR}HTqtbA)&GW}NT*>~nN+KU5AJB%ko>~ARAg4(1|AQ_1FUIQM z7-)F==i$cfMJUM+7($xKU-3KxP3`Jva_-K#D*Kme_YG>FTcdMJTg-MI#H&=)7TsNi zC^uV0KZ{Ou>(OREFQj?zpy9!tV%zkX@h_=COtu%Fr@msyR;BBWv>QZX=MU~8g=!wT zsp|yN^#VpCe;`h4*n&4+`hbROT9H>X2DvxI_ge=4$&LIg8~=t|ykDRPHU|UY@U3_3 z-p9s8VYC-zI>*0lA@)3Syt^Brhy886pF`x){ZGfW?~wjgrpF71z*)>Dzh0EHFK*bA zK=W7FX#Chpy)2!URBEOg%^qt1z)+a>`J1)9+6wzDk<$SFC z9Zl$>45w1MEO3o&AD6HUyMu=e`XU|F(eR1ET8k}u)l@d@S}Y#pjb8Ul5za4X`@&FK z8k(FE?y}=MdR$Uol%{?jZ9OhUpgsL3D=CA*nEu-@l<$EFb*+%}Hod^+?L6iknqiF7 zKl~{PUo$9a)w;WdN`;0FM6z->p*vnZCZ(mk=YUmNT)MEQx;0~(nV;N9qZ(X)u;pUj ziutmViq0F?H-JRsiU12Qqo_1kGRm%sVYCW2<~3*Br`uX=JG$JH-vAjU?ah;vsh%k7|m%opq@t#;e|_X@-`K!DIJAv0D7srB}w4UJN)p#(o_j7o{V$ z12d=c%Qfqhiv=u4)@xiO^Vbap*5P=1{LcZ(X4F+j(JR%Z^JD%4tH%mclPypgOVivR z@2-0u$ImT;g4SXLy12MF_m`kf8{XVt0oDDs6HP??O}pXDLLGPeZnvGc+h;mg;Onl1 zhko_5AYJX}n8(KP+NVAZeEd+zr{Ug~v~m@)_0z4(WX?6WE#^)s08jUD&ldi5g406( zicr5mFSbxeBXRMsvEBj+ISOev0kXQ)=45YB1|vFsC|}MJL`(b#J~`iJ{}mdpbr`kh zt#OB;O}o3>YiO@GAZB;Cm;BaB@2y1>tfUSl+};_+?kbCx4!ETKf)azzH!EtxZ)H^}8+GY8j*E3Pnr-a;Qo@fKt^(AyIvbPXJ>K?~ zNnWxu21w;bUY7N5A7eSRq8Hgjhv)jL_pq=91j76Yom*SaX9?XaMSq;|W_U~MoDI94 zSn;B7Q#}zIKid52!*uveIf71k)PRxWNt4ZS?w7$Ay!ZG>4a(G8P&l~-7kGzeahy{< z?e8Qzd?xr?Jnn7!1cU9wZT@f4p8wt#XjuQdU!eKFiP4Ma#OQzL3pD?j0{y>zfrgWd zjq9ItAi1E|)2Xc|yXD<4@CO;xF<~oq1_fd4*Sp&AXMmInZ{SUg4EiNAV7Om6hSJv} zT~dqJb6$UR_jnnQ;$iy!?JQ|W$TvS=vEjE0E^+rnuA2<0Z|}omKKAZ_^@gLt%4#ZV zYA$M^mL+uK?E?j%QOKBJQ4tqFbv)Jygg0>0Kh5(0EqbjfRE1$000W- z?>B)!I6wye9q+?}-rd}E^F@h`-8}%%t=-}U`q7k82Bng%I%y& z+Qa{?I}CX!z?%%{KiyR`pUi}%nWVUSP_aCzKd^$z*X>9EfM4=df#7x!1GVU-9#ZJb&buHIt2>otT@8RyQ`9TYJy(2Z39ogu^zzsbB5Y|SwBu4I> z#+%r5Yo29L;}JVuAyNY)diW|j6gT?(qnH;mfO!IICsXNSZb+NFS6I)LLPL+F*=s9R zpY>1MZtI=(nCNji1}G;fDyo%k(bF-hePSOUZY*XheynUm^IrF)yO@puX>sh__Co79 z%MDsbK{0KBH)E)Qd7-L%J(v1LM5X592j25i^`%N0ZuT<`4L}TZB^X_Xkn4Jx_(Oc zZN^+sE{*99z_?uDt=>x9&>=n1vc5IVsN>dS#I349p+_uzt!|^!@(Bz)KcLcsq~6ht zF{$ulE|zd;rH7L=grn{jBAk%*CFu10&8aeb2GpZYITtyoBW7?zZ|6B75Mmken2 z>@txFjIDRh>8x>-B8jAQJ?s*2n3m@IF!hQ3)Kt+*>F61Z3<@o|?mP9NX>R&Vo1^w4 z@+6V_>6Y@XcgT~Nm*%H_H{}-NS?pgN==PubuvHL|hz^V|o4*NB(i!=gOjXb+!|(GyQWt5RRk6i07tO#VI7EuqYZH<-5i_IpKIz+86D+bCmN26M_SR;N0@qv+#RCEv$2& z_W>{JVv0o6iD^#}tTb*Cd|qUH*QOsb%VA=KmFoHkP2(fFDw#4aX~-ZhOi}#Yy!DGI z!P$qO$|#f>&_L98;+=gxnHl}KJ}TdF$+HaJL*TlL=_*L3$`5%C5FZhQKo-k!B1}T! z?*PO=!8Xh59_N8FC174V&o01sOH8Zd}9V3J?LB*rITM4g)1AU+H&9`zlL zY$#0z>=_?T2&_Dit3vLH%G`92!J+HVyNC zF?|@{VT|H6c$kFbx{(WkWVMr8WIdU~%FnuFkBn{hE~on1VuwbDP9KdfCBoie2m+n9 zH-}DKp>{8oygzs%{48%9@K4Zr*xx-tkGMj3a7RC+r)O|tbm5S*Dy^QLVHwQ?3L9>p zrao@Ul8w*Xps&Ss(m0v-#o_8X8ex1`@+xE?vKA;$PL^a{tZ#Wcs@xn~cB)yk0P>Dc z#deZbDHa~b2((AaA5Ra8+VVUf1;6=f`CWbTpn(}NlK}@u3HO!gsaa>COC?pknQ^w| z&f<2tgTZ>c@VDPoq{d$+s5P$kutY0u0!s%@s@DU_ux0AXd6+P@bPep>2&R14ad}#w@ghkV?i@UQdU7B(X%94&>i*j@d2hp7p8HxkehJ!j2Cmf|7WwqV+t)LbkJFcoPiOH<_whDfcO$iO z4?P7-sn<}w-|R|m%Pca1AOq)3UcE;&~6*M z(mbMI(@9AL`AtT9i8DTbmKq5J%=u8DTZoSaqK2LC9(k0HH_pyCfU50na~!HFo4gZ= z(4oz@KmQ^sH)~dV+BH#&^tNph*j{qCwK20RaIbH4HFqchbvKKlka?lS1}=Qjl=#c1 zXi~{G_gT!^Up?wLqao%Cu93QAsDhIDdSzG$jiio5BUAnGgcmmYg${uwHP$vpQ}5MW zcOkyP8SR&Rc5uOq(U%DweQh|^VDltP{Z!6@p(3XwnNRs8$}t2#EPx0(ryg!tU#5YoM_da#F5206-m=Y#xRC6w)Q6)Yq+ghOd^wSxkS-gd zDN~u?tu4AA#Al;>f4Fs8BPwU`im-?E@@W3a&-Etc$r_aAU zUqd>To|?0O_|?hA(fQ^|dOKzNahOPwpj9{5$D4I@Z}H~4#r4|@eZ1(s4W1)->`f=~$w5){R934)e1LEL~5! zKrVB%R6mDzbq!9;uePZHSb~iONR;-gkB?WK${#JWmxxlo89frS{?dr^r{&I1D706d z#Luu-ohMohfHq(8$+x5nE1=i33OyGeh^6fqS57THRk4OighP$txZQPAnE1Tg?z=OL zF{Ailjk3|yZDj6C#G(IYZ{L@W zPOs%Y-EVbFGd6uZwCnX)Mp{c!iPmupiz$n`m4eBUV2!0unj{R0%M-M4a=MtSw$T11 zvvWl6ZI_)Y1swuOkFG+VC4-+v_q#_0pW9SSNV#k#zSPef8wa$y^FuZB_J z{Nc9lvS#ZHA+Ww*wv1$X&Z)~l(3U3mbixNJk$5?h-wjVj;Bm%3!kSq*1`OcVI`SRE z23Bz}Bwp`Ib3sAVgjfSiI0aF!+7#WOeGG{f9dEL>VN)}=`aDSJLg7fsb?J+sp=k(Y ztxy?f(!9e`a}gf<7NRcidgZ*i?WH6=oQQRr^Lg}G#}Np34fmJhlvBI?MJ}{;YEWR6 zS+SLzFr!5c2_YR_YbnNu?0)fiQ7IjVWmNtK)>~>oIL(}Yv z?NoE0TVIlM3|hv}g9!PYWwmR6MBq#c;Xr~gwAltwj{P|6Y=x&uaw>Kgy%}XQ^Fag( zPOIf#aU}a+UZ)dJZ|9UW13E$GkEfye?P+)rAQll7IUjNN^l<|+;r>X*B3_l>b_^02 zzcy*L3(IWxE<`L$Bi?cSUQ>NJS2AsVVSQe6WJ%(+`g1*3SP7Ez;9)Mz4jxx|;)pB|j;tqXC7&g? zV)t_uRCO#j*l%Ll)#992UVz}rxK*zhKVoj3stQ{vb@ckj59tZZ4Kxpab2Q?W<2PXo zF>D@nt;)rKtom`DTga_?*KeU@+k(W~1gjIwzk4wb#6# zzd(oxDXSU>A06^3Qd|866w!#dJKOwl)mdJ%vBwv4%K}r$@KqSMQ5i&2U!s>Aa{_@S zT(+CzgC4AtHWqdrDnZ=T#0G=5hc2@muoDeK<${~@9=3y))c8W-sio0b1~g8JyqQxd zdQZK#giGE+ko8YXT=BwPVPc}DCQ<6?k|NvglwP{xrgq*X{N+j!o|M+7P?w`$j88oJ zVEsV{2u;HqQs6ZuQLefK%t5=|6r#E!B;>UO9J(mrswSU=*CKn*725#SxKMhO(T`jN z0|<;*C*_=rrqi@*+4l&)akoxAFy!Gw;Y6I)%Z6;+!pFQsxN3ZpVGud&q^RuaCoRpU zw&XJbwQ%I?6Y`z4f8Jk!=TGh-Ds+J=PSpCqkks>o9M7P#S&-jJ-XZ2Q5TknOND=oN z3eJ1rB**sRw$;)sKO~>&l|fZOCUb%$#v&h+ifrUnncKHY?IEhs`r3lxEnpe5TYiNv znc{5-|G=HM>(hlmGlSj+n;60yA-E>}%1^Mt%m8L(*be(%L@I0}2-!#T!cW4++4WJF zI9Nszn2;#IicUjY@VAchMWe=s*)l4?Lk9a^7f)Bp+16v+i+F`)1gLpW-D_1q5$fV~ zmkchGvtGO(?<@0KxG5uH41CO!V{7Zt>Yu zHhp3K>3svNfakV5j_LD#@7o_V)*<*#^)8yf1YQ0{W zFZq1{OnKbPPm3OyMqN&^Lo1DW&%TyZ3{Ox3>^pnyRi% zETkOfTVYAwVC+;+O>%d-k%}-YCp6d3&urftcWgVvp@q3}o|2>Za2pn4nX*y{U91Ru z?Br~aGjV$=hr4b!iZ4o4mh0R1vf!qDO;nx5vIkZv6K3`90S#%OCecN+rFK`QS6ppu z20Ct|-z#M@^S@_LDr6U~rTVg20IO`15X!(5?mCf>EPJ<1hvB~%{KnlX$XY9ch-G%o z2;MONT{tA_am1oogXwan^4+f{EwuVhk2!Q|#b+*x;P<78cz~5YC)PZ4yd{%uPP7OT z{;-6F7!PDKD0d@tgHuhINAKfim?x%+!_78HHofH}f~-b;wZd`><8zltTmw)HkC*9u zdZCc-XPyv!t9_vdc3Zdcz9U2^qkf*U zKY|I=KJ75>c;=9Qv4VHNduuBs+ePJDBIi(;nSxK1hGcgwQYk~dUabqeN$<3{fhyV zh;$(3e+mb#zk6EGI?rA~Mt&O^))DF>DGf&^d_$FISolhx)ye5i;_5XZMB%Y_(Kd>@ znn` z9uuWe3G>`t&a@EoGo2(kZ?>7j*uH~taH6K}A6lB8Zb|gw%c}MVsf!a%GM<(@l1VDk zBBv4aWt=7DJGc)i$I7xk6i*n3l_s1_c9rGUK0Wleu$;>RyAouP%+-6Qh2wB>?AhTy zDaPs-8gvi0Je+x!>I+8ehl+s@N+U|Z-h*CwPeoaB>D3Nd2jsG#Lzjnoxz!lX(SsY5| z`ZHuQIpfI}9*Ft*-IHRGf-l7T4}TG%@7=%#Ff4V;cM#OS9GM;Bo2n&e9BhC8!T({EfX4? z;V}Hbla{~(5(L6|eAps(;eCG9;lc~V@0N!G*zyZmg{#65{4ghY`Ix`{004BRWyW=i zJY+k*BjRmefdXL2Q;BKdFe9Y^d;qNc)Mf@vmKz~md-R=}0H7mOwMs)!$k*<64rxN3 zi@W&)b_Dc<^j^4r0QByDqN#=2g{daz56x?D4IQ10Whe)G*I?CFo~dqmWCx|{@~)6f zpYID3_r68|d~?2Xr4|McuiWEad;lu7#?P=-cpnESwk7nGqeXge0iOWQW?|Z8A{q*) z?~2HAM(hoh!n8mj+%m!|IvB)!fcbJ4R>|?q$8XwA2|o}{Pqo_H%~?=WgyI<}sAS3A zoK?J#S2u^U)9KU$;3XPePCuRY(f0Bjp=b%1A?bOtY3RwZvq#12l4bZhAfDMDjLN;D z6H+1%{T3&$DL{IVX^vzRYDpyow}r7eEHjy%zN^L7t6C$TByJuwA}&g5mGO;To-LSr z{LM2x_L`BaUTKM#Kmj9S@-wYU1g4{uIB?_j2fo7d4Ncec=v!YeMEhHRg0r!8r;!8F zN{{dqp_j!$Z#YU6yNBS)>olXL z#3VYr`xF0YG(#25#1|1iNV~L3vRa*w%IzW##Z779+1KzxsF7k%(K*;J8;U1M-qAy* z*T(e~tB{ccyWz#1J*vR1#)F?=IoG*jLeT+8R%l#W>0WJL`|3wG07XE$ zzmVVbB@~9`>iuahkEwHnQJt+Eh5&^FsE`aq$|klq{;;vIeF}%6!Aeg=`RNxvtTG_s z$J~2Tp& z0np}Q#f;^!kSnUu4IZ((qLEX3X{dqWr&*LiuN|7;3t!Wc*1h*B?r&n&^IE=(27kKv(MUVfvUd7NjQ80?cI0c2U)%r*jkR%$nCn9{nSpJNV zx4djchYzpTXaR;LCEYr)2BAVS4;7T8VzA3gWcpI+YcHiijl}6q1$(=vKph*t_JKmX!KnZ48Kf?Qbc*>L~y{RvDS zI>z`<7L&Pw=yg9Hse+BrKBnqEiL%n1bHYe`#t00=ZoA>TRF}g;I3m%Jho>yAV z)^Iu_QW7LTwjbA?j@HNVHc1gGsa8(RNXYtvMhH*0*(Cd$t@mDIYWJyC+GkaEFO@90 zbD8=1wwwr7HTv*qXj0B^PxCi=f9|$K6JVbGsK*woV3NZP?Y=&@oHh$Gp@zcgmb-;K zj6=2-9mn6rvkkhEICv4ve5*Up1g9Sms^0#=?HK& zvJtv%Sg7|sxR4b9h4Y4a@+`5y9f32LK~MO#45%nxRD}QnON>Nw;6Gfn>W5_-D3e!z zR%dz%p&HD3g$@|_%Agl^TDAJ@uvT7~p8(|H{q(0}(#+-S;HVvM3_PS&f^vZ=cmR7E zh{t2^^qc66Q!NdTOOIS%&+}3b+^d)eG5Ilx`?Sq-4d)pi})h7>p_Q4saE7*KBpvWxNq~4a`b5;5Rvoq z_de88G)T||DHc_t z5eJNRPZYT2d3?@_)NKCw^#vAi{c1dk0au&YFIBH20R<;cUJyEnD=A=xM61IZ3c+Xz37<*Tj7yvXkCbGVr}g51xOOzJ7XK>R*ZHWj zK)7~uI1g>3sc`C~NBtHqXR$6k^Ey1elN_AC^qevs6l5L?%W)K z=J5L*Poo=z4Bcw0yxaVx%u;MHmxNF_vW6ZMLw<*A3n`S8CS9|nZC-CPvSt%@-I>_G zsrx-_!gR~~bzi^Wl`Iz0eiQv53KRj3PJBm7m*#@x*ZyTGNyoi0hJZ{%6gF+y@Ur(C zcn|ED&n0)3%8zNj3o9WDr<>Mo>AOb8Z}LJ42$-fdHA7W`NP+sA;mr*2yW> zZwvc(v#BTzS)2rXAyoO4Jpq`Y;Ei^)5*^f>N&o;BOMd)BahO+;k$HvXfxa>t001*F z^}8&@ou)$rfB}E)+W&34?|Ik$_g4P%Cj89$9`xFDnO@!_44{?h<rJ!#oups&~ZH&O8@y(v69os%Q9gPbE%=*ZSlZ zZ`QG04DlKlQ|0&%$g*DAGS2|56sPU+;+b zknM4C-xN#4?w+z{$!@E>l94(&-8E;g;%G_rm(I zv}{H}xnz=fQ!#&0u)2&^Ha3%EbC7zAEvad{l#CnyM0N!IDRz^=8+-gb9bYZJZ2H73 zK#sXoptBl1{V9d`;PRfxho{kVLGPvXEM)v@mvojemW8a3Fy{KvD_tv$Hv8Sx0THa< zD?LAh7FYF{wyg7v%I(9(Od|RN-}odaoF85o)nd!1_R|ffGxIX-R9};Uq*G#ZA^`i$9XP*oq1LLac!Dr4q%nH<_OA$6KF=KQ;E_Z^PBfC+ZQIj zFY0c<)Q!-}KXhzeIX@2AT}DSXs-3N}7uhmIM&cGER`QifNYJc^A6bBMK7|w{t64tU zoNR~4cwa{?uRl^vYxPC?mw1R*zx8iyxKD98>rmr$(7szw9Nu5ECb^Oi;W;bPqQ-d| z5ambbTLu6isnS0y#6M~YMDA}SZ@*kcQ7u7~97-9rXdgDCO)5-M0;oL7s>GGZ2Lqu` zph%(wmr|laT5w{@V7qxjLDTqX+A9H2b*;6HfdgE$^uK#+C3U>{hr#}>N`~AEa5XL~ z{F|TqF#oq|E^xBH|HmKE3~EX#t%+hZZ>epYR(?*n^6T6D)|c%pH~SSvB>_eQ<+ES8 zt0mmo-guO#eI&V`X!fFH`NWIu$K1xeC41-e^00Q?ew09O*1M*@Lzb-Ys={kOZ&qQY zs??jBrMkYoA?LXbHwwcN zBkGqeWzG%8Cct|QQ2d^%ohI}6If0o)!)A(ceprto7qCgm(LZ==c2dEYmX_`TixDmu z2HOkhz}U5fvRmsVM?6BI&wn`zdGQp-Dtb*LHRVMvJIW` zuyh>rm=7ee2IABjzxqRH2hB{Usgv-Kz^d4wJ#NJ9HdiozZw1!ZgA;`J3lZD(Fo=hl z=Pi_qQpT_`Ekvp0Xn%2W zm|g*HMX%l4+gKaFJnLWV(w`;`GdG~Oi1GO>@O3VPelbx7pUSsLEpklW5zdYPZU<$T zTG`-z3bSB?{)!4MRYj9|a_eLG>c_Cd?A@ZnJ(UvE%OV;*zP^2x8291jyO$fSeS?G{ zNeMhE?k{7lze+7CF$9>z8^5x_6W9FmgA#7Ej7lU>EV%FS9^~aw$DqX(3iYnD;Fa+1 zSS!h4E=$+OdU3m%gKe5XfaSn`9xj$8ozU&sT53wY&$O=a?gl+Ett&pNbuuP}3ZhGW z-EOPjt67WT2B$zY<-&kZk+^E1EpgLD7pE0Sv+y6=t1vgCw>lPr%qwPir|^WQmg?oV zdt^rwn5@{AYGcAgs$Jg&W5iyLjI$rQ^V2ihcH@1`|El1FbiIV*y?~}NM{}f+!E5C9 zI#oyat1#jVKe-BOyY4j89(jGOLxl6vLz09OsE2Sl?fIwi{ z8!JRHw;+W;v{fx$n*hQ@rQMF#q(k7iuR@J&mTRTyTS`mvu^J6}Q$4@Ns?vOvcQjA}7u z7K;9ab`OawP34V%(J>29^ir#-kz^dsz=PGoXX1+Fnz zG*sRxLviCRHDNYPmpq3Jt$~?_+WUErQ^(5B4V-j$SL2wPBixG_N@I(P7EuE5`7!6_ zA3V( z!(K48H)76v*gL52I=j_f@O!zJ-}2CJg&cpw+@!@N8%xmY+?_g8QIHoI=`U8?qV3{T zm^d7DZOL{VQo-AI#>5s%aNwVH)AMJ@k;V{TEBX}9^@+&n)>*pRI_SWd7yum0N&-t6jk5I@ILjsK9imNX3w_#T(SA+7ELQR#f|NYlyKe$sfs*g zF;*g17hl0U$6v}Zq+vH$ub`aTfwtrZlfE~^Ev1{(70QF&#dInx{x_<6HtBK6^Yr8b z=`sPx-K17%Ojz*^RzK!1Em zx2Y|ZMAq%GugA-XP>ThfTNo$byQ7D9=m7KKV03JAZz!&?!y(v*zhL_tlXj#^Nl@}i0+r00~Ge6UxxW>_a1&=Zps1X zd#V=PzGbH>9=MF!I5uDefC$L=7#MNn?L(F;TL4YwyA|GN4&xLlB&ZREa-s* zS6+IH7$Lkb&7^1W)Q1xpFNB{?hOuP)aJ1SM*=gd(!Xqt0FH}jKsAIcC^QL+2tfS3d zeEKac_jQapkL%bS-v(^C-Bc}mY8&~Lv7xquRmPBslHISF;+ zJfXV2v1a)gG@q>xlj>LbH8WZes70N+{fJ1Y3oVf1+T_816vSw$2&)oZg!(#_uhy4` z6#D8{HT^b!hk$Z%Rz0EtWr4GqS$1G{h)GOaJ~W}tyFv^@_^gmE&TDaUWDdpwH8Mm- z3#&TW$MX*F3=-Aqf8&YS{#z9*SpK>CQMHzq&AjLl(`3$I6 z+txZ&$o+_>p;3wQS&|Cj8wO8z#33CkneTd7UbEwdGJobz<2oCxAGAH~`6`QepA+rV zCcs>;C)eDV=J8<2nb{dCE=)DuFY)s8!dA4#1ueczDK5wO`TqG4r-vAl|#xGh!a=EnL59M2X?oWhhla32Hh9<)@_7Yi*m$ z14rTgANd@H-1dQcH?D4qzWUG#0x4fy-mGBei1&Gxmmj|qcQz{V`N4+haoZ{2OBc0~ zxB<^!1Me4F8DJUU`|YsubFEZ-;E|%=3M&I@@9JWeZ<- zMdG7{S2wnSLZ1hz_1u(iyS>WF1+d(=&3F?q1-IdZ(F|du4)8?zGzSfxT&LdrFsMGp zD=>Q)&m{;?*rjkDl42vxz{y@YyK;b%m2o_3@mxgzC_Po9D7khNzB$UpZn(g>SAVUh zxEWg4tc!C(Cd0nb{P==>F1DAZtc9N0N$q=a$fqmPk`|*In#I__yF8iGHZp=#J*$_# zf^RyQ;s^uW?jHKdk#dq~$T`yawWl1KJo54zwOQ4OJ`@f6-G)^j2=Q{lZU^})*V_*o zB#?YDG}cjG#Wcs({+7=yU9pH7`Cb@qfvIPKZoEQ7twKye&pv@ ze7R?kI!fQ&lX;{T%se#WV`J!4ln~bXS~pHeN-&-rQ4m}jkGVPkjDEk{S7!v@uq_fq zIZ3)6%Xanc^(SWIy~S`tg>_8o_dOw>lW{j5{Un*s@>unzr(HrpT>W@P@)#$jZ&eCO zTAsAYy}4Z|j+IKK=dcurzWq%3V%X*80@E(v!Sc&5|I^GdNvKfb%L2(Y7o+Ay^r4vx z!_Tm6IDGt+I%v)j4aQ=&CyPVv90tAhJW!_Ow{%jJdTx(^yd+?ZfV@`t z^U|Wc#rxN^S%rj3b3>_{W?)NR-Xuwds?7B_?NR4K@KImgJA}%+x~b2&SAFeQAL|F5 ze-g+P1g-Ff9x&3?M)Z?;rtsuz&BRIbe@>N#yY2lDpDP4IKKPAz^26pxgs}p z>0ocVw6S2kCb8kx#z}=w5uoalVeQYC)29LNgD3K~`aYTLRW??nCM(L%AMQOZ7jD^T zmDJ(y3*CG4jyerz)DH6t?Fn!%>V(GOQtSQTJ+WZfp>pJirvqBR(s;3guO+k7x&u(3 zxJ6Tb+5oFFDu2B{e&eE;Jh9WgER2RxeQ7K1$ZsWsB0;{8>Gk?x^hV~S{y;uVxa2M>3$i!VLClCljGtw-|bP+?ONGWI4c&7|EN6OTcU4G9513{2u(dK`3>rg zbb(VPLweiA*11PUDq`x+s1yW3iwhI!t%Kr{?_$kB(PYUwR78&x;U8%?vEfxLJl}G8 zM>E0@ND`!h%-|Ez@Yuc$jw6Cu#tB5cekHzKfG(i)GSO>s1f? z9$)my<0(Ofxm!i$)Fv?Uo8(^7=V)*d^o`-GqZD*&@gcsfF~MmEMMU%Djg31I`}D&x zkF!UHC7V}vcJB)=#Yrsrb#jXw0y)kvEkWt|1+N6qP?f?1qgCSQ2BoexJ8|M*auzia zi$k~Y4~q;EubF011@IR*CBnp|7ZUCL)Jt^-SUffJbj~6p2c7%cTuC(BvkN8}9BEfZ z%*}42=o3s7ma7yk@)OlW8f-19uJe9UdWPqIGs`isWiNu=dRs#u7lCzXW;I@6##CTp zKT>AAj`ukKf)Zn25Kw7EFA2gbFT@MJkN66(Az*JExQ!? zGz=u)8WIGA%L2tdk$tFMCyRRhCA`M1%Hy>VI@)2ai4mc0fX*oUyj7%f&BW^k8B2r6 z;)?z4dKQxao-mm<-?o7oJg4FhQ4T@ALl0~yrj^M78zI-jC^6LMPz+cVu0hcRYZIYl@+UwCb{{l9*^nv6r@Sm!o@5 zpYFDa;HB=iYc+>v#AG?<2DjCM98pi!r5)9`=qjkVu`KjBcA5iDx>qO(0~$2M{`%*`-}1j`o=BeP(W)WBzBQbE9>R^ zne$n3mm}`t!!y|$<`D^b3qyJcZVAo8)IEKL!S0C4Cp}IU`d_=ziwG#ZBSc~)j_q83Exj6sj zT$88t#1&EN3A#Bw%Mb!FfnaK%W|2xG8A=GHeH;N28y+F$HmjmJ1`aoy@iGh38_Ncy zzCunCV6yKkg88USg?IfaV~8P|GF_wB!ap??SbX_h5E>D#%?$W%7Ek!B&b%I=1kjpq zzz-gGclO$+e3*YbO9tRD-+Gxr+kBP7Q732h{$EeA^0ghBar9^kxUY*=cc(|W7Exq> z17{T0O3=GofkbkI{Wk;LCShx*;TJPG@-^iG<7eIa%V?rP;r;Z#90Y+gYHBO?4Hdte z9}j$EyW-HW5toj6Geo{HNjS~%Gi}vmY@VlAAyex^lX*{nLB{Xm4k0M~OC|1tHSX&o zHO*>ok!UF#B1Z_7b(UWLPm4P||8)u(IH+ftKXpC(v~xBFU`mfJ8a;;>0bLZQ+dr%q zBiF3Ow8EP0^k1Ovx*yUrxx;Hz zeokxm+sp55;ZU)dsM<>z9(;VD>$-zn-wLefGsbR{VytN?o?v^{-H{+?{2B9eE~W?Q z=aau!vEvRdo3}~B6pJh}pFVhLMW*QR>iHCcUuXVraJsv|$n9mAy?zk$m(=n(tXj6O zKkiY+>$0^SR13QNuIF%BTXn_W{}Xsx6!Pc)qwwJdm6r24`(YFf2XAbUpq&kvz8kLG zhHs4UE?Q{C&HO>9v|eD3I_5I>0QX>;oJDczypV`7&o^o3cL$+EA?$37_o7&;lAFYt z9Pf4qG5@FMr++tF(Kw%~7r3do$<;zq>-3N<6@4zuk$WJ=e^WH&AE5r1*xVfjCR>|= z&*5`GW_Kc5>x;iIlv1hhG7e}jLj%UZo8*CnMz)4PBVm|nj(lCYB`|^4xU-U=2GX-k z<{sC-P<)RUhOZ&;l$CA)J|Ew&5x5z(ld)%W`yY#_Z4e}rcvIWZNpuc>b*@@vdm&)( zYLswcd_F?BH{zNe)W!#rd6FhKq6M`Pfi@WI$cWwiqCrOYlr>Jfa}buUit{St`AvJT zr`H7L>h;b;-Tkb4bmMT2k_9-WZEVYHgC>c+MsZ1=Bp{*|DWmEd4Du{_*ZH(9&H`$y z2GdLv6V}>jY#0g@9N4&WJ_wf)Hk-u>^<#qCCb#m)ymGLK8)fEOuJ(TIjbS9|K78M& zsXfT+^BT1+;kfDYBm&ua`h|iX5T}&tDxa09Yb|OOoXWMihVc}l_PH4#^1R~ihsc%@ zcdDus32`yV&s9YtelNs-Dt_^=l@0!50ffV&L5rv3ewHJ3H1N#Sa7w-2i}oW4529zW zd0P+35+;~);mvyWwm6?JLa=FbQ4 z2bumC0FazoqgRzM+&gKCuduJfa|QKVU%f`h#-?viTJyT*hb^-qV;!tK#?^p%tx=i% zbL4V<-|!mEUZyGjrjcg zz*P@f2!HhdSichVfa6-U-A5x2ck*6$s(d% zM0AKPR3}c)l_mHV80W^o-T_swVq$GQ{VKr3i%ZN*_g5dDrP%S1B|`J0NeQRl9m0A^ zDC}}|Ipa0D>N54@z3P&E6%lZ8*-!M_RNV$L1=kD*Y>d}6|5+@uN!sQr?e!#H_NQ;6 zzrn3nh4OSY!rp&m+f3{v@w?^?m+1euLL~pfW?f6|QcfgVK{=7g=H)^n{o4?b#TI|Y zb3q12tw(z;8@|0fZ2_*m_Ahdwwdu2v=~Snw&bt3`J9krWqAz|s(1c$%%p9zsTO)i; z{;A9GPGQ%JRc!bhkE1@2gWI`}-cl1K^JzS)OM2V-@cDOvt!VT!&$;c0hh719dz*-f zx^s`t>QU)OrIaSAJ!+HGUYv`mBL1wC_5HK-m{&FecchSeljrP)MMsMb1&=)0!RcUh&af2Bxoorh zoXmWB53hZ;=9=72+Jeg8hA1-pETy+6Mny&P2i7`7(Js8|-~Y+3Rc;giG5<3W?q%+d z9<~)1O@9KCQGo?AiuZzB>&yj4WhJ%wG5I44@}Ov!r6sxZ2T-Zsn#xQ>(?$IkoHQ-_; zT~<6tS+FN)$DJ?huO5|6`uMlk?$`ehb#ECJN7t+k5AGg3Sg-)W-6cry0S0#n?hsr9 z!9#Ee?l8E!26va>?(Pona36V}XPx(3>-_!x%e3P^Ftw``a zE~hM)4cJ!lrD`5*e$kg8wvBeB?D9Fij{Nnnwlgw67zwN*4MPv z`PSos5;BB#5}!UYIJ;c`jX20%vy4yG6%Y^mEgAfwL z^(IeRPbPfi*(k5&%NNca>A{+>TWoJ+r#059wKeuVZWFcm=@ygI#dSIQuhr%H!!Fvb z`s@Dr?V~NH8;wyPue9_58w?lkk=^u1=#TSMJt=+Sn&Ezf1Z+)$Ef_w}M z(=BJj(i(J0o~gfeCIuN^o39k~zMkFNE~8W}Q!-aww-PPK{#V+C%l#oVDYl0Kd(t)1 z*x6TamztzY0QbF_ewQzd+I8f*TnAcj{0e%t7kw6Y!}rzozl^@T;&%4oLbz6uat|s5 zt$)&5*b9z^H#q)_C;QC4V0=Uu{C_1~;QikvUEuluNzw&YE^bzifAdb#5HwWg9{ajh z`Z2M-e?%U%|6u#>b|t)MrhQgz@u66CNqcFAuR^uBwpOiFf{{n5=H$C4$l<&5CiGWI z@-5$u+PU99FgxW>9(>XT+&iWHQk=$kS1;3V1y5OH2EJmy4R0KpF$n7IKosunTLa*? zLs;CmUrf;3uRrozB0Auk2qHb;zeN0eShn|_6PfkfWa8-?d?9C0d-G%yIdbv0iZih} zTiwn-oG?Mo1{i+*n!B$1=^pw`IFB;k z?lQ51yMg*unFQuUhL87B#(gp$K2Rws#ptz;10ka3@Jem3qMwwq z^TkC&e@$A-$b8`iz$Y=vWam(ajiS#$hU*gu?PHTd;oMR8hiG3JYZd4Tr3>=$S$Y6G zz={gegWAMl?E3EUX|y5o8L0smt`^DmMN@cw)DYFr(LMvaPLd5D?{Zxuum zgZFw5w9A+l{#9ZgZl24O%dparHNeO}?++#@K>J5cGW`NF1;vrZj|z2h{^A@%*9ceu z=|aA^Jo_bkAz5gCjG1x_2h+gp(kuYq@1s6kI1Bwj*PX;ZA)VpGhg?qFn=rTOxa1jJ zT<>>I=zp6iLz;JRqtBzexm4+?sH3?*pgBQdg5a({B!IJx3KJ@9%QIw3IUR*5 z9ZBj~jCj6MvV_&mdWKA9Mn=p|Of64My`r#!3Hr;RbFmNY{kb#*oPfzG(Za3m3hRK{ z@_~b#;}e%$;rQQvo*GlIArnBhZK+P3XL}0nXhFJvy(c?gSwy}uA}vsNIFo?iiQgz* zxsJ|VUIrB>8Wtr!_y*Z84VHhvfczxc4pufGwwGFBB}7h6{>tTormpbM^gD<~_6418 zOd1>d(ra6W@xZrAD(?sKe{SG`hpYp?)#Rc*Ch86aXg`dOU}Qid z5RHM_o-r7IQ=gFV`BzuTJS4PoyCQ(c2f0jJK-ak;lGA^nq z0>u7ztnf2n`GGO>h2l;-zoLC`Z!^>Wpmam%?E@wuTEKWv?9-Pas%Np%Dn}y6Kz>&r z#9#(=!N z2xQTBp~J>IzpIUH$^W6^;H|N5EGjB`Gz$Hn*ML8ql-lCHUKn^2Ac#X+dIadw221uV zInP8l6LIq52=-_I8R2_6&z=>Vb? zFG511ev&f!VycyOXUPHpt;L1EF@6OG7OAP!x`*d{?1dXwmTB#P!h&2H-Em+-gH;6r zkAEWyL$Dy~2_Ij?d>(t<1ppBI=VHC+foK|sb59tCuyVD;fgd6dI{@%N>>dYCxEw@c zgdr~FTLXkZ6*(AQjFSm~h6U)rk0KYdGZ;{(<;)W#oVG&Rn1cccKp}k~2ft5Vau8qw zAPI}I{!h5bQs_p+78e2Xax`wb=>TfeKi^_5h;~a9ZNdQ^8@+r@#~ssZ^=}!kNK+STFcH-ieP(glTD= zyEHE?Z9W2=&LHSxlEfBAbbA+=S!D<3C|>zZZ%p*%U3zvP^WbPFlPU0LS|drN4BcW} z3k`MMP90d-PbrR0&U7q&r0-C#-gY?zi;~9>uD3^ea&oJDz$qC0Xsp7^o7(xHAEPU4 z&Z%EDItKeTOL>#+nGt+SfJgJHD=d8FeIjzY}AZvIgT<)Yy1U8%QHHz^4z&wE^W zmaqdP#3BX6i@yk4itCT93=SDWRpwAXvmaoErr9*U>zo}NN~>^24*6M`?}v-2ee+X- zU{(Vs6Abzar_DxFv;+#k+n-uL(^jWflutm+Q~#aXH5A0$+C~idsl*N9s|Jdgkad%UgZ}1IZih8AaeYutjZI@hq-M{-hCW=8>tyk_< zPciece@jfVr{FyPzypD!bX_Y?3{KGu|2{{ck{qp?OFK$G>WSmJCqR9Sti|JeZTk{| zIb+HD=5`0CrfHFP0aU!Ztvgq&wM@Tq-6G)4ko4PNg5Zq?!DpS>tUnV++V(8BI<4z< zZu^pT3p3HjJ@S;6dgq-?O1_XP`;HC1kfw9et2THI<|^9ZZN>}_k1Vz53~U-}Yb87g z9G@Q-MA`~I-!24n7vH*;@`)Vj-m6#Ce^?+JAFem8D7X7;hr)oeWcvo@EYh}WClOPw z8;YxKgb=U35q5BUf6eGrrQI@z>ATQ%vHM)Ha-|I1_V!ef_wUx9!!5)8cl{9SPG*)d z?g!*Y;U{@PZ2V%zEp-82ETR#VaQpUXv9bMlZnm|0UQg&d*vHI{)80D+vp8F}+NN-w zSyZ6|1shKt#R-onB3`}PozdoWtnpN9%pJliGYm8~&M9&(sv*V}8|G=JnVIm^q78SLB{NSR7{z(H%4)%c2GzO6MkN7y9cg##Rk7g`-@-i?kb`G}arD$~%*!(R_ zw=%(3(6tnkfi{V!7n8wO!9klTh-f(+-25IqeDbO_qQQ#>2wHnaS#RtDr{tKGiR?(x=$OfFKHB>-H>_~`xV`CBYipB}d8&C1NZ zIyz8iF$O>4!GUV6zBrkj<4`IzDg>E7nPeFm4PLjI9FM&3DxMg>CmGHMpSw~N-_Ls- zT#cfj;|@CCXWJx3AL|IDO7QPpqUzo6Trq)Villu&G16$*#Sex%yFxu*BmR_N!oV`T z!^PDVb~rpsh^2kylRcVn+&*5wu$jrW+teC)Zpf%){x`z-Q9Dt*7c--yXzRRZ<4+>` zbG7U7A7MOk8{K!yCF)(IIefFW>tk}=c=+(%SvQ)Hs^!p}%T0FrIym?gP}->Jq+o+g(fB8!T!G$n=<*8RD~llw=)D1k=$O3Ve`8=>L{$ zSm3cGdf*d&|dFr9}OnXIs8DFKK*1sm?QPUC-m0o4k^EfId(;vBI`1@QO z?46+A#;bx3N{lWlw9LE-);aV4jeC*o|KvY4v1>d_*5-J}w~unYF#Vp-6`-UtT6Snj zqd}C)!9;f<`PIlWyFQk?Qob=WKdiyM5!=f7?C3@6g{Rhd{{#+3{fVo~xno+$M%bq8 zaVZd${OgiNW5t`KFl9bXC9+Iz(YomBqq zrA5APOe<~0eLeEtmyx8+V`%9(!1T(BJ2&vxJVn2sf_R*=3i8E5ln2e4Q1Mm@<^Jy4(0jUtsht>g^WWa$H$ukw>y-D)$-fWM#k~dDfEBG<^wN|oEPZ||l8yhRP zMo?FpY#(L{DY@k=R(1M*U4$*y9X})VCsI?_*hi6F-+R-Y8%>EZ+GhOJYUTK5jtwMK z-@0t>79VKyz91{tdp0QjU{rkdwZQE3X}v?A;l?!IbO!b2na_xTHK?L#NE5<5Lh|cK z$E~MQNhTPKN00b~jRvAzK8wj{a2?L8oOJQ~JhiUI=_TdPQlQ~&GxUFytxa#hp%rSO zQ7uJ;sI5W@)PWWYtK$ARYLhRdt~h0xl2kD6W7T9;XowG6qq@ix5g1R;KxK4iDDQRd z<2cvgs@iz04EVxs?$i9Q&7V%wr4GTZk#ns zV(T8*6Iax6bXqNcR!IGLew#SQTRSUnsV5wMoSf)I0nWTbB2N@#1)aU~Hk>wzP0z3Y zm5T;<59c}iK6T1UgZ{#UOpKd{0rmbg_!a2TiL^hjJ}G~&u{`MfQwF?u1cFDwxpx(U)Ak$^A|^} z__bPhfl`WRcK&dB-+`hBRph1zWn>sn0v4D3e4G6Op+YzB34DHCPKb#6P~ljik+FQj z1Z92zwVZX^TM$1UUm{uczPPZT*v2QPU*5{wj8`(%`5>Vh8*l36@Xy)cveds;NgwZ^ zB4LoQ=C|A5v$OKIET+jD80_ zKW!_jCvY5rFf8doEtaZ!&W1`~%%@gOpLlZ~vyZNna+CLTKxTO=f^3@~1?tiC*XxSR6tmMZg2o#NuSDaUedgO> z#~|Zg@;x{B`gQvG5FN4vO>gzsng*ubJqtkP`Vse})2+>3%x=p~F{FY*mS;TYNdCy( zEW-rTg#*fGAQ#EeAPa5R@?VUnCme_6=OZ3m-O%Mcg;Q(>J^Suce9Q#+Y*q^y#>B3r zV_p~^EIqD^1YAgHg+zhhzi`g5G&as7rt`JGBD2cHX5`=8>Gv64!fPyQuBV454f>EW zZ0;zY)|sn~o%X)+6)i_$26>L>$)2*ut#{L=1IXwN&_DBWI-{pgj0QhhS?JDByH%D8iq{%LMHtN2sNu=bTrrwGP}HwU;_om#i4 zUs2)RI4Z6`vWPSy6ZdV-q9Q(e*q0W^_Qk|wDKFt}D7teT0SR z%_oPX2G;p$f9X938cxSy5|T+AD0>zMhF=@!1=|-dNJ#WS$B!>)4-NqIL62){egiF{I$&^V`I}C z&=;AOv=#?fHz*5sCl|%hf#I}8UrkXTD0*0bWIuvNx3dNHYg!?BH#|~7hdcl8H2I&l zuu#zuIk}Wi;&Z7W<-f%}-dY%!g)62fId7cenGF5sSm2k8|~ zxj&lBPIcA?LO`U>Y6dDhCzjjW*ks7DH^{)kezGCApEx?SFmy#>rJE}-`67B91)-;J zIpXfY4B}@jx9BKQQ~;sYV7{q2&~vL;RHd7mZ4K|8lPFEK87`Zi5cD-AD`UbzTy!tP z#lS5>%Rv>0S<1I2mDl@3^aPVslO<-51>J%0ZDc4THIA=z$RB~5H1gg;JQ3>{811J? zuU2?=oQ#EnAR*4Q!f9`52SWS=0=VTBzS9El$Nn%gPL@}c@e;B-eFvr+$0h#UbSAoLkkBYb9|%Mt?d!% z0Z%}cK|3wbRkW}wN&P6boH>cDsbSO8mX7JKAoxr-2&;zhd|#oR!A9>yLh}O?baMnu z5Fkv7lUX>gFjps#xWHE4R(Ni7z~w%)F`aWs$-M(`^^_kg{ ziirbT9RMIxkKQ%YTvAZ8T60%YF!!rRai3##V8n3#+#bRO!Mp|pawBrW+AMqPBea$6 zBn(z6bDWtZ1RIh$$bi!<$5cxuin{&%#i^!G;5}8t^HugVdcN!hKMJIinele%Yx(uX z1$5i2$LOXe_!<}uFn~pJW9D(Hnd#g4H$6u;JO<0;q{POTiwEgonrO2NB3E&*YM~s8 z>PK2(`RB*mO_MaC1hz~P#6dAm<%ZQT2U|(9dYFHnRQinyG^TLmZF*UG7N4Sz+JAFq zd4gLTwiiLP)^3&zu=Mq*ukNZ)YcdN{Lo*M~59tCQ(KwU) zt|A)J1dR2wi2)7!(+o)MU2ckMG5+gFp@a^d89Gq&(Yc?VOTOja(g6ONXV zpndHODuK&02ZrlY6{zDaP1ejbFkQA6ucL1xWkyj#@k0Ga9i56@sJM>g%645oH=Cm- zX5w!peH$i_k;wcKY*_kJ{--hb`x%>tIPL5(m>f$a%+kyvqMT`z68HeNs@KG>X7#=s z2+wuUU~nmiH4B1~NL_w^SX=09^ho&A5fii=s4}wzQdM~{mi%pB2p8H{v$-?hEc{c8 z>~G!dZa93U4=WG*`(>5=0E*{is%6h;w{4*VRDZ1nE*g~wB~_hx8IC((4?1?Fh3G=@ zRpWC4Uo*e_BA?pr2+~inG(yq|RwKvifvu#L-gH7%*D+H;Vxkm+L()T(hA;~M7!YSI zPwNl=1VEab+=cCDZVa4AlYf7JihUR{->we=)tH}Q><=U{j1AYj);$`0j1rAN-v(-D zn}ON8CVor^BITMqa2NWVuhow2V2Ia>0-@Sa&SIwmANC}qi z!|M*@5pv%lEbXO#KeinDT4g1*sbq!;>LAS%kWS$@@3-sdU-gZRt^c|gxhW`%p}d6+DhF?!BCICr=)vX*bRE}ysmh{3@JkA?PKC9aZRG^a({3X-%wpfC{2 zu4~?ifR|McXoX9^bLdXLhv1_OT0BJP|N62+W%<&#>2|u9GZ(R@X#6ucxh5Dt!ptIM zw(bYgsHC|;@UXaklU;5;0U5nE9IWhw_s>x=@(3f;00KOIDQyPrp{;^KFfs%rkDTt$ zt{ax|g;Rtpyr^ltcMYKZ98wv0X=p`(6ktF_gdB~wutltuNg{+M6Obd|0Df+6?c6=M z6CH@Mkbguvi&vT0#bH`~Z9f|q$Ps|tKS^rzvAn&-XEICrO&4vTi7M#K(qfasJ^TWZ z0V(hB@Lq%%CaWd$W&`}Wbryj-=rl09Il)<|GJ)}>CQPunc=UizDFsTqWZlA~0>$m2 zp`mR~EEaYtj(tG*mX6NB4S5&R11N~SwCev_)qk43?7gIQW%X&o37zJ6!nMkXTwrUl zAxaBki&1GvV)phTW3~ztLLwQ0%V~AmR(-`VjM8ORwhh?0lx+uoZW++yzGsbtiu_0) zLrDA?(&r8qAcFg3s9E7Vk6iKhbUtAyXY*~}>SI%k7ymGV$*vOv3PJYWKzM=dii&YW ze|mDvxNe)h0D;h^PsupE)vjVsh8ajUV*IsOPfSA_&|c|F@=XMuHvLC05H@!ed>tK7 zShL5h$%;wOOW1gTAq5T5Y=PG_buS3oS38SG7gF*6CJ;31O7KMF_liS5%ks%hP?kng z8WFTYPyU_!k&L1&_`O_SAX^+REtI%Cn%zej(&)5wV_kHAWKlTyX^>G0Hs?r96u2lH zh;RsLz)M5R^;+-L$RmfNi__MciPIlQ<3Aia*Ttp;bhPKn(YPv2B-P9$Ai~`N-N)Zk zn%yud)8Ve3G$tdrp@AReNj8iQ6V`w5 zeqi};C6YS2nf4dZj6}zJP7mDOR$2@%=p+8$e7t1%HU4|Mizz*mxLeGo%*pTMaru+9 zI4I{O1=tB*5ijfmCTxW6j5xQpXf8CaSXe?h3x9v7saE~{K_XPd)zQbXdepNYH=0q; z$;v4@1@PM4&iQ(wBdVphwtCqvg4y`1Exi26o~_cH5kz?;WNPJzkBiGk8;0`u2`zLX zjYXE8k-6WKc&Qm{0S*%|J+YDAcGCG;RFkia2$HYG2F>%2KWJKow0g{IE)ajqpysZU z20{s8kx3*+^O7Bc9034em{ zSk3P~;);tf4~^SKfwI~jlP>%;lb5sw^{TL z@&i#~t$5%xORW}*uj2dQ?EGwuijegiP5Q5~cjHih(LcBmyz(5YN*XLKq_&FkSi;AJ z@$cdkbAxG~PVbp8x4K}{ZVG~a5V-l<0%SBU^1jaOk?aACzFS`Xvl%r__;+(Kns}?x zwm3PpR^DM6bv*rQ>u0VfvlsCL;%jjm3hX_LAFvCB4ofwTxwTi@g--PeCCs#JQa^u% z{-nzfPCoA^2#FTY?1k5%I$IqMLS&XoSkR|;|LTnDQ4jj<39nnj|pWnk^H zid37~iVC&dXUQvB!ZiatMPXe>X(8rfbRM}&i9Hjf!|S!YG&x)zjZq}_&c7(v#blbx zMl2BbwxyHHL|?uzekD6QlFOu8e6V_MKvBgC*1>g^@mDfb9`1DV$n!Ach!U*?>Eywg};RI;Y-U?xlYZ2`nGl2I+!q1usl6iAjEgc#U8Op?2~^{%G&;_ ziwEbn=qw?mss$(0Ik=0ZTz+^~CFCOU zv2)S0ct?~II4ps-=jkjlUQb#DyTfiJb`dL4!Bfqg7!WFN3^~|ZnkK-ZN5nut-fKr` zIpT3{;328R?=hFwOo!j4+D=0q6nHlNXu&R%&zP4S7E@@LfhraY2z-iTP&Au{VfeaZ zQug1VDH#|SZ5(Zeyoy&xIQ?D~3MHOUekL;!Qz>(SDkdYJt9a{25sSc=*KQtPJ0Yc7 z7n5?Wc;^$04c>BM2za8##zx1!=66(PQxnco7{uxiU9VyKz7H0>RLhAnQ`)G zoG!fA!;&s-g*sA9>r+QYRF3Ilv018|eeV~=>A7cp7X_+doR6NG?h5yMukvgaQNynM$GZ1R7va0&SSfi#L z5VyqdO3{SYba|DTj5<>LHQtCc<$rAL9Dj&!NVH6mm*1XD8iBwyOv&-Kzl=>fl%MOC zY5P3eYdIey%t39T1pYxf>u0%LXDhLp=wT@NKnz^_6*0#s{xdce_b54l=7S%-FXLj$ z4V(Ah7N{Ecu%Cp(V7lA)0~K#gs;MJSPJZGD+?)&jN4z6r zH8QMfMmTorlE<(V{gmekBz>J1}RnZZUZ z8porK>Pn`_Z6l35rNYI-bG$(|bOKO2Ry$I*>Fn+wlJZH|t3__*9v7DFfvS@nL6c|xe)G7zlt?=OT&e;f#dKMKASvq5Q2_L1Gt#;aG zW+&n6y?2(81>_&4A?@rp9KqD9&E2|RnL!{GvR!HsGjjUT6GW$|?jE0q0V&FHbGj59 z^1F<3aR&89#;MwBf^s&NR@2%7*QgA2<*rHq{aK?Tjq zfkU6XQ#qlqKs{?{gCm2w0^j1Ta1)vFFlNtKC%Hb!F%HYeDSG=IlHkz;5oqg4FR|F2 z*fSnf8$W@u8LO@w=3%=f(c$gJn~+k{SA83=G#aj(sq~5dx#43(a+p9crxPs4b*tw& zY0{(9{fEL&-YAPqRAWVTbcymJKab>=GjaGg-kcfk606c3A8H?h^)^gUCP|TYB%QoO zT)6_QGx)MD^Xy>4EnQEz?{>!EtJxO3U}H+nw>zTtUZJiXjPadI9&!wS zftnC=Vs@+Zw2F~IczIUgFbE4Gs%kWbR;FyuMu-L%f+cU*R>+g&>W;!WF>D3W+wElF z3d3(+@e#HlY~SEJo_9*>yz{#0(sJ^Mm%Hov(yBV;MRe;=Zu7_6W(biLv|jOpCpnD2 z(cknF_~S>d-$9)G4Ff{S`EPbDg!BZM@oqU_Rgu!GmNFq~=$llPC(%v=lW%~841q7N zj)l=8hx*JM-*nRRXUv%+_9cXHPyZIt+cLr5_)R4;^80uC?OdJtJP`Wol{Iz7MO)XG z7REQ{0bpjoGjLEe;NH6rNL1lxuBfa}uXhcLkD#UpZW#>VpM`eR)zYgvEmzavsX}Sc zQc^ov7Tn)A-lNp8Tk`jysiAn#z5u}S>e zb-zAWna(!-_r6fkW|=C2PkKY4UP>|z4GkDG)2@o$G2d0!?Q%E`sXfAyn+Fyb`syP% z*_8vw0`v%lwos^<9^k*$gvkk^wr`s#r?K0fzI@ZhASqDD=>O~e9FY4no43~P{p-u6 z`2m@+*aNpjAmACfNK1mlBlyO$Xf_YoPYc54u^V1a^$VUSO4Pe9;!}YXd>z~DV~t(a zkIeZl$*%_vGIyh)5qt>QVj>O|JD*jpQj`OMDw!rY52iEtaPD^M5ihvuZp+pxOd0N@ zSSLCy+)V>DSL%e}=%aqg&@h_d1#{YGt>YKMT7EOYxLh13SdXYb2if4L> zPy(@1B7x=@&bf8U6t1HJW>}L^3Epi%V2h#g{8h3fI8HcB5ILTXKx*IXgY!oGW3kk0 z*ur=^#4Z_AZe#hWn59>DLcq0`E5pH{YeIDDQEvXCG%y}68QCur8f&7)GeD8%cH#DN z)pL$?<7LM5UwMYqnKC1khr!;`IHb%HqG#E7KxFctr4jYf!ZdoG%hddeinGXj zrIgNk^}>B#r#?3fGVZIwDzV2L)(Y zUk)iS{KpqD3+yi)b>H!O>-5WI7Y->7v)X%^hFU!RT`2T_^0yoq@u}vr-fYWwy+OK4 zZn@VkEayKEXWpdX#K!(1ge?Y~2>KDEF2CR6twLLy!rtb57t>Xpx{R7zxWFR?89v2A8^F;TQ&5oM{Ap7Z;WT~5uNtKfEH!L0J+d=oG{wWk^Y;CAgTLxM*p@8A zgX#0f4Oo^vRt(;w)F*(&%|ts7Szvs^@0RntrZUm#A2xeESk5TQ`=^|>TGfq<^+U?T zpOImI=dOottjZawkAEg(hRujSfXXTQXzr&hW=od){|pPX#gK};(=ok`#J zFr?_xy%^VDMO6%Z_dQ@RhV1M#J{4t_JtYSP*uy;TgVkr9-gbxU5cbOgXHA~AnUaAN zN$%4r4aHY5XjI9vAk5Ix54W6g?&GIV0%t?f`UN&43S)#kwYMD>t(;rJMpN6vw*T4u zfiNH=7M{k%%;y{`M#)N~q67fUhGv(y$m`&YLw6B#qA?2jV zX`gR54MLGxF?n;BwB-fn-3QkTyWmtEIhqPS`OkvX-jVnt18yDc>FT%6N_M=7%TpRG z)(fy8Hs$9l%4q&Mj+4)yt=#FJ&%W=Mzgk|z#?hrnF$)r%#Jg!$r$osovg3C$V*)j~ zDz;F>zX!(m)RY<*%@kHS>|`J%zNA&!=*%p{Cq3h*%5TzkKKVClHZHcWR(tQCbozHH z(p#|>!++l zOSM)o6poK}Z`hM~IC|R7=Cb?+A<+?x2L;s7aP!h$>eY;v4jr?Ce;oalzPH-YlssmE z`hE|hVkwIFpsPROpZ z$JN*rrDdcx&&STrL9dgOfuUbxO6B=6*h@dMg(lIV;vr;u+~k9W^%8f9HZZtJHn^N7 z=d7}S>h;mk4Q}iLOt>PwA9`$7KfHK;wi7$}LOS*OezC>QSU&i--pPiqKJaB=sg=)V zF7k0o&*W~poKKLg#63eYxkOoFjRqDI1h@)INj!v*j*S}~9d5&^t1^_s`f_%obA#U7 z89%m*y&IM690Xtf8;GZ6xa;xUcMB%j&~GY?ymP#TP?=z?Ei73Pp)w-Qe0hZ+5B_0UqP`B(ap@Kc)!cpG9cC zy2?yi%?&bj;iDd%X>)X{248Oua}+CJqxB7dKHL&f+(>%K^M+ zB44(~L|0wr=>({L-&kMMxj-1=UwT4U826Pvj|;11gcB7`tue;G0DhSlNVAa|&_T&m zycoo1dC?QJv7RrrUaKdn2*2#Yix-FU)x+ua+zm0HW!pnYxbvH6t}*BqCC&j!xRo@OrT!noci z1IuQ)=)~Vj9`8Fv<(m*R=e4qYx)EO~L01f58LVR&q?LE8c`K7o?&yVd=wC6nsX__l zm~~wf8j=*AJ?dp0(l^j+Zb0@v@zni@u!q&BEXA z28AKNHpAuQTMO$`>);10&ZkHq>yJR0Z0r-U-m|0C}QBqb#+OrDLY&yg}V& z`kzR>3}55hxikJgPW{=7XN@mvguk^EA68opT3Og3#6*+6P0v{M-R}I(F!!r>cY8;B zK?BpXM*0>$q6v0^UsTF{#rwBb!M5)YZso7Uk{+j^)vLEjxT=0KQxi7k7zlhn+; zdGh46v6G{%D4kWCrh1(4(%QDal&PZYYRCNzE9=h@ALAG$hyVvPa%199-0-b2VTX>f zUQ|@ne4z7G*DHl;p6_oB;dH71WJ+vPo8ERzWPM*R4{L<`yB1dHGc6+gOxrjEysbFS z>T2pRdw)_1@@}5w`Qk7=dmb(=Ydg43#jC7^bb1B() zZjgTLLHx7engpJ1IrAeQBSb^x=9}RpWh@8xHK+{kR;b^-*Co-yuvQ@5a+b8DVciTl z_qd&GjrC27(DeQNAV+-~rY!7gf##~H?`rW{zT}8Z^5MhJZ|Tu2m9{z{P~5}O^;Gw+ z^p?YE&s4Wrq@A$0BkjJ8D8)6DD;f7|KBvb^d8}(De$so)!}m7&xqEdA#S1i^S5b1Q zA2l1I+Og<^FhSHXpovt~>nxc&>@=$MGUbJ=#_kpB4H)>Nv?C(tLPb(g3hjx8wcMZMm%MlkH}(+@bre^npGu-C)f22Feyct6lJ^Jis#c4<;ag?qww zxuK$hg_4@#Syggj=*l(nXI$>Ix}x${WFOstq6*3dGFUPBcXET8L-a!v_rZIO`PFJi zKLjiv);?{h?U%AHzEVpDG?ds^+s$4wExOeYAh~OunW_z$utk=Dn*m0d!^x?9*LA<| zuQb2P;&uCTG{=H!ItANbFD6E4#}Z4u9iBR!LPumnuaD7!*)HQA1CtsHBLX5y12`*D z7;Qcce;OHK9NEG^aWcj+b|j|a3?`6BjeAe}zy&rGU262_N4nPwKvvTq)Agd@7o?>P z5O8#=UitW}`5|?CIZa0(&70W0xq)B(sz^l6>;k-|N$LXx9${uJ@|9vczQN3qQB z)$Z%^7-SMa==xHz>bKW({(*D-cV<-gIg;(9!i?7v4~M%Jg=14ydS)hhCT4ltUkl94 z+D1pmM#khv`+Zf&eYbY-adBHy{%U-&Zl&f{mb2~tEsZ>qR{Wb+m2GICn$ArAYO;4_ zp?76)VP&DMB`qMl^>d)(c7JuapnK3MPMk-`IO7++kaIjtP=|TWT)r!XePP_C_hks; z92cXmtW_J%REAogx&&A+vz$U~m)!kNkG269a?LErhDdNG@tts{R`&KPl?NsXqtX>L zI04bQO;H_DRcZQtUX5kZ)R*uP@SnWe zy9q?B>28!L(Z8;;2zpTeg=6Jsm} zS>>Q5E8t;?{UWK5B}f~e2azjV`Ft1;YmaTDEL$BlN)hv>w4f@XCwS)ffb>oZ{e6g z8h8=N&E#N!ND=_h2`?(WW*oJI{uZ0%2ldavH)z?mHDkAAF~omPYLhpT0Q|&gVwvS9 zDm^V_{h&22;Cig+;ilgK9H0>}3qFBzA`y&|#0SDkDMxt_-mMK!NBRsnlJ;$062wJRr&TD%bEyLUfkNA2!d zR$)bs(&G5dzMTEZ8Y;D6kNZXRM+6Jz$}1LmPzpc+cz=}p)n7IokJ=(m7W^})+;#;x zdb-Ch9#@_%qFhe*IW}6tphF!~1QBq{Unulmgs)t|!AB~?2Ts+QM59vtvRUL)vP@wi zEWZ-~Gh)3sfIAL@{~^i)vjTzb3xIqfsU|nBSS8hQ4>J4sGw%qg0GOru36{=bZ&E|} z6|iqo7xx@!X-pc`@Hny{C0A8hh`L4lqhbR>H01*u_~1n0J{eX({sI*KAlQ9;3z5CE zYeff7 z3qei}wvhOV60_?HGz~BSvA+!alBkLWmH#UyLvwx=caDE1GS=iZ`Jz92XCKW(~1dc$_a|Pve~p0GKI1Z-m7kfsGhivC^EGyg8UbAQ`a-xmoHR_g z`;$xr9@oWQPeN|0KWd z$;JifBFbF319*Y`;a_k&D7&;mXccl+AX5!hNcY45002;MnYQ#|>^E{xTgA z{ITDeY|hIqZEx}3;wVF*BtKWOgb#7vV#WP4=?|z$+{IggF^WB8>+d1D+QDDZ_7>P} zzasX3!@kGy9JVjE?dZkP)Uyv9X-*yKLvwb*u_SAqb_c_)wy5=3@LPnRS|JrStCtyq zShwQ4#8iD@8j_Hej^q1ZazJ(tTN|7@w0*_8`;2+;U23&f=DpPDi6say2?razGo7`K zjt_k9pyM7@<^p)U{1Yr#)x>BeCraQGKrtZVp46l_(Xt=~8G%73<&T1cG)5jb8j(F`7gvBJ3C=9n>D!1+L@emELb2M7L z3SAKCcR$H?)f3dd{*nn%GO7pFo}n&9I5)U?tb_KqU{2JV;k%NDa%dH$ZZ<4aHnpe) zTGu6NKLdHWXV02?%yZh73hjGjw`FUKYvp;Bj~8?R_-b%9?QSy*YBs#7trr_RmMyw6H;NU(1YwiD%V*uFq3R4@fpZh;kM{u(IuM+rkv2p%e+F&gk zyG1U{mo|M01Gr>#q!Cvcs2h_#wUUfk#?RW_-?RS8lt?6iq%Ag{9+W;%XOwcxYA4fV z8Li}OE_XF=hF^|QpwH@eD}i47MjcfIjj2-Gg*ir!X77(Xlb+Z4U@0*?yZ;Y6Zy8iq z^LGm(!8O6%f;++8-8r~xaCi6M?(XjHgy60Rw*>d#4s&?^@2$D-+&feAZEC8XZ>Rd~ z?%noVy;kq;)!sHsl%1^b%ZWiPmC|qMV(QZ#W$Hx@13!1KJ};S|#mahO!S3(|j)d%0 z_qqCki`!|^Dqm>|v7~)Hr7PMdyJHx~)*e{jPGb-N-=V&Cpmx~BUd*b)pLC zV5{>vhF&u(2Ij(dbs>VLXhyx+k~ZP-GV6SY9I*&jW;8(E+QH=3;r3s=0bw%t1M-tP zt1(7k2fJ)t)9s=W73!D#ST}8OFctLcDe2AkM}WZ5kWHSP zu!RFn(@xUr+vLx8l5=eiOx+tv3N>It?AEx876e@+iy+`8XscGZS3Wf^_`w$7L?jdw zO&0w1OtFo0`Jz%}=ArTFdwFlywOx>R%Vp%%nQ5x&7pzgA(7CgAN?^O;aj!?5&s`&D zl-=~?3FBgb#rjvJB;G@miJgt0+>QN`S5%W0l`QlUhg=xi`HszutverzD%= zkX}UlK@rs@A~%2O;7M>ryFNLVpwHjbzoDuQuV<(~-)9CD{i!MYQes2%)j43ys88R+%JaW^?XETg#(14wEYZi*PPdO!>Q+i$D&?O6O;Y+FwX`%=}@C2 z!s*dEKOSmhQL$pvYF6(Ww)-5JRn+_MJMYuur8d8Z^G(ObVq3>u?pge;=1x$xNuHDd zX50DTAd-A0G=e-RIOK^~?y_IHJ9bp5P;Zv?6TQ<4uE&V* z0qDkP-6T(`xKv|ftn_<}{=%aEE`Lc#LoVyRf@rpoj24KUk!waBNGbnJPhyU8xt z*8}5^+J`-s%6@;AAtlB{p+M=INCKiF--hc7%40!lK5*9dTd0^)O)3x&me18X$|=Y^ zyT^;)KL#SIPqPIx1LCbuzukLf#Vxh~Fy1|GL$b7HZE}?FU*cD)IqW zm_Lv3L1`vT4}V3gi0nwI?<^zJ^uosIW`wCMFjiD0176g?W$g6NA|XR~SYI3Ty6AJ#K=Yd-^qo;{x$+aHPGA*JaO@ zwl&CLyc(et@|C~z*%VdDaJeohKjdB@9Emok6&70<9?gN;KEas-6s{L75x{GOJt%b$cG<3y^Qx0fW6YzkCsAd#fK})bJBKMmtr*1@@66@hxgul2d z-4?h;4H+-pr=mS{awHk|%xqWLFz~nMTZ~n#S|fnweK)??#Y*q06t{38#EiWb4M%)$v}M`v${8Rm1VWS)RWA>$Li>)9SxYtN%K!{_C{*uhZ(k zPOJYqt^Vt@`mfXKzfPt{|l#84i+w^|Etp~x&+>EtR6~n zIV>q@SYRL&Phj_uZQv|+G=;_&Jj|O&sKRhInj!PA6u4-G*ic>yyx4T+qQPD_wQbJE8o+34BTAJ-ma&*u44jZDbPMPDD%9rNfE&QcRQ8;^JeD% zw4eH)N1TJ0B`((b`uZj(kuFd`307GGetL55LN)L-O7l(!Q@_tZxebsYAtBjvjYhCO zw%H;6pWIvjvw@n2#J-q6hILL={Xb-t!YhC|SGa?d?tLZC;e;`Q~#p z0j*X;k)Y710Iq-@`e%}e7|h%A=s-|q1^ND7y`mU}fB87D>I|qU`5ICL`BU0X2_210 zIqOtW4&1+Vz1>@Y+eqElm!EFIF`v_AOy^`6EBr;pDDz8LOhOQGs~WfgcvL(XxYJ?n z&ihN-&fhJ{A&Ho>qXTGA14daD^V0Y`WG7=!Eog##f#`P;Ge5E6P?_}Uu~}VSmk&^s z#UFpXvb*@myCTy8;wf0l`E_&Ox@Bo8e(0PisTkJ6B7q7Q!tx7h$%TG!yLxt+%f&me zFYaQ|w z{yX&8i)8ssLz=Swew6$P2qLrg@4@mk!%#8Pt<)Y=9lTK;VxvDNY zTC~a;pZrdkb7XrYgM+u|U;X{ANw{R3P1W!{b>a}_d`>h-lM&Blc=iY{*qx?hKfC=r9p@L$DZF-cUN zI{YV@zmzx4c+<=*;RO%{<Qu(j= za)IsmYOjvYGGo(o%}5X#u55?vRp`?NWeJ7Zo+&kXLeiQ=D@j?MxIJlSZLYjOy!KJzAH-Bwa!zVyqK%QJ$S3zE|I z8wMY_$M&7UPrn*kR^XSFzty2@N5$eZe;-ato!0l+a35RT^8zesL`)8Vh7mI}0*5C# zYm`l@p1s-ZfTG?y)YePP2ObrW8FO2HDgs<}CjP>9wn%k#RUp={_QJb=-{{3C|6-G5 zvlkJe4{ML)&hlGop}7pyX1-J2Fq^TAj9 zOXHz>yw3Ckc7GlrQ<_@EAT6{k%Oac$HOT5NjeW3zWv-MnsnONoa9d$*H8Q;W$22uSkD6jW@FKTIkFTJwDEZ)khjZ=Z z(ienWGo|GbzrEq2+*%8IIh0h~A0ht6$cwDHv)ysN+`~OrxIT5GeUy(@VO#uZ)yUoA zHU4uuL=p-|uBAvXkwM;tG`J9yKMNa1hBh_n3wY1RIaLaa&w1MAKgra83Lbn;6Zt1$ z+xa7b3A*DYeoq%(`O7vK6aogAqN~O4duNOAj4|S}5e!&*I8Yi`Q)nF73rW*gIuP8> zlw`nj{UQ?nD*^&sK?LGoxfKD(v0rTiN%X<|^*)!-s>MTdd)V*ex_D;;E}@l~*l)JeIXFelUSROaM9X ztH7A4vaeE6gECTkf3>y%=RQU{s6cbq;9wGMa-ktwCo~>T2(Xz`uoU`*xs199>Iz)C z_YojaHJ5{ai&*&U6YBaWJW)^!P6ZWjV+vdoti(AnhJPgY>|b2eZs~!shk=%h74Qhf zgS~M{3YeiE^+KP(z$TFmwuITJ_Nyy9=%}^ISV`|8P{ZMEP?>GB%#W1OZNdC)*NFOT z@evSIfr};s%H7(v8C-zZ{s$=3$FCBi!R8ZbfkAcFIPAI*V23(#Azco1bPJ?xs)?~w zVzZ2b48;>rA1^*^;)wOJATH|)q#hQ12#-k+xyjWB%XhJATLTAkUd|luVRa6g2{N5q zD3%d;8M(nsMlQM@f< ztgIXs(pn4BsjQeWEQ)UQ;IFF64Z~vu!U9tcYjITzV-S{NCl{gC!=@*7v5G(^#>+>3bI=)C$H&S>X79e*^NE{g3ql60J z*9w4rfP+s=%NSWMiHQ5a$apT{CYU6Ap|r&)Q}Uf14cvXj@lp-vsbjKjN~);R?$YG& z|zaY>j5D6)XmPZP%1~2Lb&1kJS8SFE! ztr$t!Q!50uQWZ<=0kJQ<#H;~>v^B*hpMC2xK(-15OXN#m2UizxA7N%9ED;L-{49RR3B$;8G^rN#_T@k0T<2 z;M*!su;AlKVy9F8X-uZ13$d%eIq>ALq_A=YaP4|SsA0FAp=ZUkiEvX};@na&_|0mO zj;$b^3qY?KKx+AmXC(EqOp5x;fWmJo+-b4TULR;U!sM?8kPuWH|HRnpBlv<|)7$xF z>4+=>Q;@bohUteEGHqO_rVoKd#gi+}OlYW+Qdk7?OoXr^xb7KC-rs7AKTFY6T40A? z5FY~zR!yyo`bk)GBY&0ggThu&y%Vvl0Ps&15ZRgmGC+D#CF^q(n1h2b$GLgjKhgj| z^v}0(g#YzN9ZLn{|2py9!G!jB!f+w|Tf*fc&N_N30Th#C;|(nJ@EceiUfbtjOJKW* zs1Ojyr~YNk{%Tj(*IQjvqmqe5{63F2o7cmwx%|@JPk;A!itu8Ibo@jaayET(vTjKC zq_mzQ)oaOD9__9z+H5`y6q0wP)1uW!({&P)Ce~%URKO6DmxwWW4N_Y@?DYBllCL=F zlVJ@V#l)g+Di{LGUP+z4=yi8I z;HoFf-H`Eh6-dugAuI+}4Feg*+|b6>n6ah4wWX!GrP{>U!dOa~ZV*!xOKw6|b|Ok{ zQf_o*W+YBgkqHStPOA9Pu2?iD-DxwkE9-PUYl&;1%qKB9F*`l`_Lz+;%rVhP+|o=> zK4*^LOLenTL$h1O;kJ=}d4>r2(!GRftMq<~>C)=Jg6I&tYH-oId}p*W_!w;I{{Av5 z05W7)%~}x={yWUIl7s$YehH~1A{CLvv>ruHuh)g;+-vX;ls`n|x_(K|``w}GX}IdH zPF2c<%5nl6FyDEeD_ZVU5vE#_X;G=kJCGRLsCM(gU`YuVy&NMw&=To7E8&k^_ z=4|ADyCH!(R{ zP4K97d}t2804IsGLWp^e% z?UE;+9~$Xz3=h`2lpb#~Oy$UnN`$-O;@})zs!5SI)U^;xV6;k$t5^sj(AEKTa=CYLajcc4GXn}>oTA}(FaoG& zXMQrZ*)rk!EUd8nDsSg9ZrN;>Rb_0x+PkWtE*P@!RUbhfMNz5AZu6zT8){DEIM?@* zl%}RGV9--NX)Qllnb~NJ@9ea5If+oq@?tRZ!HjxRb3$#ds!q#EzI^%}JuI~}dP#LO zw9}bNG+@g$xgh5x^R2Z57&a-Fvs#$%742D5Vn*>*_dj@5kjki}l3-+GIeGm{2=|`Z z7@h`pG`Co0OC2*o*!L?8&l#Nl2_0zMqo_w1AXQb8i?4o^F?Ste9LKC@@sbvNztiFE zyeEyvOfaHuDVy(7Gw9vtr|<5<^@<~Ud^%NQPif9{PY}tu+IN`>3YNI9;cfHU>+7yW ziFrk9Jy{AWaC=i^^R7&^dusZ7Wvg`JaJVCPnQ2?PaaVUu+(P{hOtQF<>a4e3dH%U}k$f@D_lNy0EVFF)i&cV%o>T6If;_K2)1eP& zRs{JGuGKpdNwrq%^mT@)7pBl3H&+-Nnv*20lOS<_RuY%P8DY!(uewNdP=BpVWuSLw z{aDF=ycJ z4Po@Z$I^6F?8_EThm{q?SLn;c5b32zJ2{DproTnZ9d^7(bg%9Wb@&ak6elxH#EN+m zmiywIp|6d6HbwHj!GHk)*&g6o;+Dr&CY} zPE>Ahkw%}lMG~jek&eV{rKaudK+@s*LdS1+jxob$VP;_A(}h0P@^Ym1t&KQx!nMLV zFHh^m)k-(k{fn#l$rYa&W(m?N&}y|>>6-BEPQC@-_NLXE`Y?#)y5uTe$_zh&jZt6E zQxlU5&F$skhgAYF;;?xucEe0iiQN6!HGch8Tu-3=qCPn{*N^@|^lQC=6!*``jzgv635?HD!m|K!u z$>Uf%7AI0u5``f)B|5FuYBoKt4y%_UCSM*Qda;poW0NYPD5NB&=5Pnt+$pTc)gCiF zRW83-E@^Z5trTm^=W^$adoLsTEEK>EZ-KxXVB(v|fHZP>+mL_1LzECR6@IAFEBg?H z-<;{$0%wc!;P4IRyB7ma`4jM4fV(CQ&YuZOa)|c4p9~!EC@2R;HR9spp~1mku)WtUIT_7X+%XxCl2q9a)dJ$ncC)eY&3x>a8+d z>=qs)TcUZEmY6D-wjJIp6-7jS0glgemAW9=LnAyGo}QMFQvbb3$~UvY_x@PKRh1@2 zpRH>i%Vq}C2{u(rRUmWIZo8@HzJ`K8!|ilie^_BCi=?*UH7{>UWDRibD2@pZACL#3 z1oz5=J`CTqpV zVQZC4JLPn}$v)FA&aJg}73Rib><2lAXO$30eo=+IF0YHx8~f!XH9S-%Vn#;s$|t%Q%1*s+{Rk z4GJ6V6TA?VaKPR_MGAOdyA1T&g@tgN4XSSluNrqG`7Nu}EDKaEQ6_ro@H)GIhBp(_ znjG57px4Z2$OlkbPFZV-T3B*>66twI2iS({+Clq-0SldC?1bf-GnT`5e-OlYf97>` zw#Vc$UG?Yg?bD0Db26^WU$WtA7{->jrtkO1K@x>;pf*%aFWZ9qWH`Ds=rlt!JB$g7 zg#4#8ZIzYq$?9$1+r!1gzx)V^HQ!MVPp%)g=A-He#hCy#=bYZN2SH}OU3Qc4X{MbA zH~PxWW_xcco~=aaBcpBV(rkw>kN2O)f?NM7j*#8h>HUDl#q!{>Jy#4n6MK4%quS6* zzv~k?Xt6xxE3t~L&r*V^p!{SagIh}*qpEmm`QtOfG>bwc~QUGs&k!3+?_xC!5x@Fm@D^*fZK!JB> zwwwZY*L!6ACReWJIV#`Z3=!giwj^imB$Z-|#E*9-q@UkiOa1d86cJCwgNZFWxKC^4 zB3nR{0Jp`qsh!*}5O(PQPTNJKnUP^ZNAqy}y#Tyl&AJHs}J!oQqI?ObDjyVWA+!vwf0!o!t}V;d-!JFk=hwf$D-eN0NF zti&%ZQn8IP*(0pKjwbI)U5~`>W@YAfav5HO^p0G#tkM{3Dv*Ya#szWn$6vWE*6h{CNOq9}I3EC{iXg-&605O0L(42i0)>ba zPW#5c-!$DfvD7Qi0TTWg9t1!r)}%}gv^|H#*uZ>x;rl+GQru}|JcanikXA(e>)Q+| zEIA~n$U>man)>OpyRchN1vSY(`*rPV2}#=>eN5bfmKNBUfgVH5j&?!Vrfp3_p+;?-nPBxn z6Qf!3=yj}kKr`8ANC1sR`Rk6Byf(9~oa-W<2?CV>_7xQV_IWZ4!jG5JjjqLktzHIF zVa8{NM;9r7tDlK*3I#P{8}glJh6h5{DrM!1h7@XeE;nS|O`vd6IO7#Cyp`--t||#mh!FSB#JXwmlEy$!Ke#_t?NA zQ1vx6(#gJmc(tIW%d%fw=PDDGzPg|Ccu}tXnLtw8xq|fljkVi&d=+cevmq!8jQmma zX4lUd`@|MUpND9GjG;JLGZOUuUI$V0#se%& zn*f<=ATKy7;3rI2c%8FoQGWjKU?7>yGK~&%MH}GBmmeboURnVPCi9{tqzYi!mJ4K0fb~TPTlS{!zaDT$^|Kmm5*xF)-x^4LXPST2hX z02>QV^_$%LzTdIrmWkHoKG}q%T%HuMmcY~WEo02*hieWvqrM;+-oaoIuY6_?HK35b z74;VV5Ui7?1p#GJ=WWu??;SPUdFL`oKq6D~&?{Atv#DPgDi2V^D;25NQF-PMcCoM5 zezQJ~$tK#$$lLI;uIF&qoET*Ym4Eku6?9Y+Q9x0x>2g#@*v( zXFGQ|9BRhPnuDJYz43dSGAXDeDncYnI$qXqjFfhc&zg*c#SL3Jm~FMR>`@ief^~rv zmQgHN*zlMXUQ756_mz6W%X&2deElAwop!e#&!yjsd*Ad^FUT30KO<{k0fO9;%1W+k zaq{|Azjh(>y55fkX&;Mca7=m028GH7=Q&u0Y)EQ9yaKD+x*H6YRA#1@Ek~PY>B2JIlQMEz9qd&)lD*?%l1D8n?<5?!Rk2FKdT{GgM`QR`$Gq(=r~Q zTc=}oI4Fb1?NG?_pM|%0f#v_ zd*2fj5E$`z>gC^B|9o*5=@*vS0jDA=*)N$d5Jo~o+V{nb&%MXQ+YnI%FI`B=3>aP* z;E?pYq`CanEl%)iumZ`T+}^RXoJ_K$K>oHu^T`36q|Bepp6j1xq$2B+Ek$!b{Az%~ zFP3{xAy{j(m{iEv@^HI2RJZZU@E`H@@ilK8!V!=g#;SdmHy4E$`d)1oeXdig3V9fH z*3fk@Xj{a`S_@}QYlNLnYEuj;AeJ{82~O0+Ven?XRHy33V4^)R|F4_0Z7!>dySH&9o!pa60D3GXARm#g zik?4x;d(CqA-FAb1nI*PH~xjG*wN+3)eF=ubJ}t+_SjTp_V5`&>-HAZu567Iyk0%n z5$@dPklqW3td0ERqI>zrP?~(n5w0QwTb6FE)DBd2}N*b1Y3Wf$;n2$y*Ywug1Ce;abmcU5j@n5lH6~WN4sls z#>O$~GD{<-`bWAX>@oi@G~8GJlA)Xx=@ct29*4uOW;izAWvdhLN_!AMfl>a9V}zk0ub1mYMwglp z)ik>RhH#u0w%fsf0xqnJQfC(;^GD_5&vF?_k5hw2<+G0Pb`!E~`a8RT?K9VJGw>|} zA>uN8+8Cv8Pm-z$k7xX2x-djTiaBe(3|#%}P;4iiD_ko%0`{71nm^qnP+@6Gx!rb# zDfM`hidjZSQ0|q2+}3)_TvdN>Lq330|3+F{>U4g{0MKBVV~!9AVap|7$W9D*=OD_^ zAt7G1pww-&M~3~io{6bFHZlh&LKHua*&vbA8iG*?AgwOS_{GONzt$T(qZ7Fjv$N7Q zeXBR12b7g>a=XpW_HBt>tLjeB$&PZ}XImwZCRGK4=e@YIQ6D~l{+AeW<=)YGB+RKO z7Z0TIg0T$Qgg3g_G;+dI1BQrELYVbUWEQCP^!LI1g-q3wFUmsDQcRE6#9e-9^(qxhUbY+P1*d*cHw8*j7QpZktu#`|BGJ5DkE^86LD_QWT@QVr>-x*(! zPhfaV*Z7Q#@{vz zcA|PhZbFtt`LS*i=gtIb5Vt%>b^5%UYUYRE0qj+N&{WiGLQ)=awcE_C{HVNC!MjeP zB5g24r2MBM9aVeOUeEZxTi$-PZ-Pjwd=*7}GFaw{TW&GLM7XFW9wgM>H&>un%cfe4 zx2s<=Qf0JD`=$T$`H#<>#<(cLnTJ!QUO6On^hjr#i7lS0jm;9tStuDdd4%h+FY* zR&8^Hk~defRGVi~)cm^g1MfAWSxCY;N|r{TA6o=ZuHgDgS!~ZYjT#P7);FYwD1-qq zL@rH@@YbF2j_|moqpN#)&fXFHP`G~@2&z1S`ETRoh<<4-*|73MJtFjQ1d1hxM z0zn0Rkx2)bQ?YYj4O&2?I?yffDQP~CrodQ1O^{N2NW7px*cu`Lo(3VIT&&mVCrQO( zm25^P3|y@HU%ISFQE-iuLQL2S^uRGE=bp8w1dH*qk^++oO-jh6uOtRWmdYE$dv}AK zBk#XT-D|%|^w?3iAPJNCK3w3>XB%~AQg&uD@ zLQNqIP#x(L67|wF(^xJOn##)&Apk0v_tv3#5a+XbHr*1fISH;XnnEaj{C%O&V{)H< z2_y#;;l=89Raj0Q$TK~=U?EhajiLesp`y8;;;$be)#EU3eg^w}`5$K-J~Dv%y27i| zTt#jLzFCgCN&c%bNK}AZ*q&Cd=4^P?kJq{WQ|HnvGLQ81tfYeG=(XS`eYg4Ag;Kh1!-g~kXq#i^5(2Ms5YnU7LGR7`ue9E)G zn&-zPIAGK#5f9I&!}NlJq9g==DKaW8J~cP>l^svzA`3dOVq6GrppJo$07MF>yq#F~ z5nF9DiP&MXDw@XA`LOiAo3tL)^2XMnGw*aiNjsI|XZ`6~=3=MD)ErjYPAdAZ+%Axo z>eZSa2Nkbp0tmY^HfWh-&iZAJZpkW2PuqZE7vwjOs)9nfe%D)ofDx(Li^Eau<@3;i z)b*|i?yl@6#3L*?t3iIC5i3YzR!D`jvYs+mIK7N!hGU&O9=5PW%}G?l!Isig_vR&0 zS~&1bx#7>1aHhH_vrj}#%0|m3&oSR3BVeFICCkJfmCj??EKV(BU(cV9TJ`*%u}Q@) zjx|F=Mc`_B3%q-C)yQBxdrIz5%t-V65dtq=SOO7is7p~rtL1{f{&X0cSQI;5&*O(x zY-ju2zFTFPIcE(~V7hdUFg8B9)^6$7kK8jwC~w&V?WPY)GlK{$9*!#cHLec%6yiGV zmq~sVW;^lq!$ z3a)IyWZoEpg}(C-BB_#!Q1hvlw-9A(PB+oJ{aCIs>xvRS-iKT53>Qccu|Aj0rjYY^ z#U52)Yh+cvLLM&xVY^J177@m#r}a6$RcP59EWT=+KhQ1{$8s2qV9ktw|HhwEWNNG3 zlL|BaE4+`7O?{*rHk&yumHOjzd0zqoIWCQoD(OmmJo}ijm%i-05 zscrZfD=9m@+iVrOc8E>;)+Y1?Bnt$wM9l7qR_w2aJec*To}*x5gZlV{lipQS#F-e zK}cUoQ6r)TW*I+f@|nz!t&tUv-3{y?zFExKv5b_VllmjgLRMY41YW5*6 zBzH}%CTty*t|MDSHA6CvT6BZ)e;h6?ArTTC3#?cim?G|3G39i#$` ze(M##|B40X9mBMn2y+HdupVzO*&0+vUmFpAVxl1{K>h; zxg_-IntC47rMgnnV3B#}>tN z%tyv|)t&e?Pq(eHaJe9Yx&<=>wTeh_yF{GW=pCgoz_K+7AL)vhR-7wQJi0IR`g?|0r2%{8+KOzB)L|)ho|{WGON+VNsHel5`+d zU<=VV7!igsH9t{Ps?{THcT2W}pZS8c_8dz0@{$VYSC!u4u#B?4ycblFOtXBgBQmGo z1%JY+eZ}JRJ3k$G(nc)88rbCJ^At7|gF&yUJo6NvV*lc34BTDha}KhWUYW$s`a*sc?CSM_7=ML3Sx9UO6|UMhmsb z40m!Jta*>Nz$yTVXK1Sw2_s>#ysZH3p3>?mfy!}nMGzvj>K>grBwP`aNrq^9GrSNK zl}Hk%5!%jCCPgsxWZLU!Y-FrY>2Sy$dFbW*k~GEu79F0#1wW-_MtlaB+eNDjWL}A> z4N7`STs^b<#uuXz_0$ZSC>Bx36r)Hkp3>Fj$oHk&9}?jTw~i?FQuY5`=|;@C-83kR zCE`I=thamn>HKV}Qm@6r&*}@!xS9+30ph}Bxd=gd5J@B%4rP`cc3Z6J0Pgk;IwOrb zyG%`;pIWXwkFK%@6<3N#by1d!T52Y6r63IoCZKFzN#qcuiN*Q=)oGa-o*D#C% zI8GGpvxO=f_ojM@8XG2V`E|a!?oBm^yI9Fput0R*01|xybZKQH^vFEWjP5RB;Kk2L z%$8wgJA%gR^DRf(`SB1KLgkzBcja~00epU^CA)hIw1nH1vY3AP{H!wN>DKEnLjDN@ zOx5zKou2y(!(?g)jvqazak{rk60*Tu-lNL(Chmp~r$nluK4Cr5ZRS0e~GftKpPX18!FsHIss z3H8SE{j)>9y3L<#-HVDWRnlkCM**wNVn;_%!eUd|+@JeKA~o);`blWnDLWP&(tG`$ z;0g;Ri11aPig_&vM?3D$&s-Sp^7DzrHAl~wTaOPYEBeR2Xo!i$M$#rJ)v3H2FIH(< zilTv7=`^5Pll;$a7EU+j1f1TN2BzYRhgj#1Aim7R!k0GY7HVF(2U(LxpX4_V2D3YC zpv6PMwA`c|-?tl%y(+hR1WrH-9^xZJj!IvjSzo{rxKBn^MjM0CZmr$*CaFSRIZOOu zT-mC<(vKo*P*@2|Fuo_0l}q;i)2jyPy8L!y<}`(uA7@a5(nD67%4W7l`P{?^)8;Iu zKnunQ+HcatViclp+6&e>LMj}ymHM7*pYCiZ-W6w5ra;}w0b0#}9dhB~`f^<~9`gfJ zko9ky{g#{L@;4_fNwhzel~8&`X>?pmrNocdUBGz1Je18UjEiDKVQgsD7ZZGZl4Bu& zh60uya93UwzzKcp(PApQPpg4G^g#$sot{s7JoN-)M}3eMa04qrHdbC8Jse4ZgXGK#YcvEy?1!?p`8Ig1dvvsw|S+C+OOA zBWp|Lzue%s-6ja9w7+wVkw>PEsogyW*Wk6emzH>+zn>E znPHlZ;P8`pq(2Tvl@ZY1Yp!W2y!Zfy`>L6Lp%9m`_K9l6GXfJBLtJKMq9M2C^!*_= zi0^nwum#iy$%j6X(SjN*cWwS5(V6K|OhpZxbaq)8=639&kcP6P5%hX^la`ap(T4sF2j4>}(I3 z-nIA&4-MxJ&GQ^)rd{H9GZWRO7m#YH)t0zR{Kco!S8B^)o#z)gfykmYEtb;b66;G(Wo2cLiGF($@m$2YB^FfnSLIz?w~DQ@po`gP z%J+=!$7h99?rHmDqQ%OM@72yMuu&rVx=NqnpR|f`aXGL)}8rn|8 z>euLC^^{My+3JQi10AUhM3I%YCr`4_wB^rUO#Ot{=~bK(*YVi2cG44%2uc@78AyOLe@9A+!$e3d9R`t`L!ot{KU7c*6zz2)iQn2xnsd|#$w z@C2m2J?W0Og8T@)oKMQrLo6zNC%OG*Tl5SF9s-p%A!)`rt1Z({S5#O%8qCji&OOVp z8|T5wkIUvHBGjl&l4~lIS4-LlRtHlpgr`H#6PJ9ifq_DzDsDBa0?&zqMm#63kXkNJ z1tsY<~}RbCIoNmA&bvYD@vI{UN4nr~AK5Bau4$ys#}5~O}#%hzzS z6r`Pc;c#EM>1$vhxK$$0Mw40}LSy5n|Cu2QFLCUR`1fo%!GXLjkJpYfsZ{yKfH5dk zK{EG)##$1lW`s3F&tEyXLSBmct7V$WSz-~Z1|HT>Rv6NnL)e@n#A ziC%|%W+xj;Y5b9B`}|zNUK2Kye!9-luCAaX(0t9ym9rt^`~7eU`{~txv5y}0Fuqbw zbVcpU)$A5TAbgY7AzQg_m#a=gJ=*>i=|Mx4)z<1 zqhbc8oR$|B^Ndl7p+k_)IJnp6_uIZoHim1ryON!h1BnGJ-gfoISX^$-wZa^S&Ty)0 zY2nRBZ9&BVHH7ZaW|_p^(aUl*BRe0Ka!Rg*M7;s=T(0I5Z&2*XMYd?KYOo$3E|qoL zbqiit>ZvC4K{sJ=iEf=dUR_^b=zF=--wgrL;M8OF6}(d9zev>$HM?QuUmKGMaSI&HT%x~9HT5|haE z3~=#=^f_j&-8(=>V2qb~qHT6(;uU9f5gsm1 z$0NXMULem_@XWLN7~tr#oxH`532#;Tqi?wF5Eby#bH3{L*6sy>_A@q?0;Quf&Z7K{ z?d(YOw^q9xsVG^L>+m3k{)(vCn=?thz?8+FsaJ&0~$*c?c!QfdnKxe*!XZ4m|9tPY@)ZD zVZbW+5c!A1e&j(cB6RQjsbG7xtJj=M#^l9jely$Z$5RNKbbHsD>$Z~Okf$VEL#Nc2 zH`ASspsF-xgYlx&ey(u6QypDd9O@eyn$oiVZewA5$qy!cG#u^Zbk(5OJta9RsW2t! zCp1;7$FHE^la=zqv^Utluv>&K&Xc|g#>^cK{yJ-af!hPz@Tu%vbYO2}LQ^b86|Z0L zKnaR*$iJ!j6k$J;3(mp~_`7a5sq z!A<9Ya#Mx5siBRnnT45|p{1FH^whwd4;DldF@F7sVA8u7f^6GcolIv7LBM*snd$dfngK=3CuqiBv?+&%f{Ngb8T5S@d$xwA z=WkP}fEMbl-4Z?-1)r-cRcZ14aXKljl3h~@E;R6|$tiMZ)2WknkgO@TyABVaO&)_E zvN0tkGZrycF-H4_R?s=IqHHZBt6d4NhG}#SkIari8(#>)Wqn#*pN$Yf?uiYW8VGf% zomye(8iUnexZ*IV{!<4{MREl89}``2^r%V$2`gnw@An$nE(eJh+-w#a`3fcf|I#WAAR zWjHc)Az;ozeq7xhD}t&E`!AzjdVi+>^7RD=dqB!c5Hv*nk5R860&yDw7+4Y<;$z@1 zd)8poe=h9mekA$}QP5&%Bs`yEq(h+pjANwIQ^CnA0fR-81yeH3$3?ddGlh?#ho-S% zeFRM2gI8`S7o!T#0Kh)MQuvpBS@@HrtV9R&{&Z7Pl7&F>32Y`nDi|(LS!g_tQ8elQ zVDBw}@>uj!(#%^NK;MPn-X!&pl8*{G3Cct!*HU3C0@ZB0%3x9wb^ zZfUp|>?n{w;aRc_AOjH5YucxJT-3s^M5&~ul)O~>T62f7Z*FhprmCM|UnPLx>c0+` zeuBoPu-{Z?ZQ1w+@f70)@xIk-=}T*3XzykT3C=3pAw9C-IJB2Ji|;BXWw%sLN)}i1 zsKR<#^o>moQE;p=f$sRd$j92CW#dG1zG)BTyc19&fK`4gcTbHHnEl%HWpg(^2wMLl zT9-8vk>(1;6=ehYO&Ey3n8!qp8mJLJ2&}zv$1qUIKq&dy(Wdr+;8H!<8}Q%4d5 zN7hYSEU~KTfi-#YkcgOY7~mV7rrjMw)Nn5c(es7FKpzw*X3KROpVxQKrbL@^9i{|%+J}s@JIp#!2gf!pM;gqR^3sXrkhqR!tW7^ z04%X~UhcI}wuD>-lyArZh4^WHYF`*kMCk@oq-Kc1&})OJjA7oKSRQsVO0BvY8^1xJ z$x$mB?_&jjbeyzSqEo-~hG7RqApa&lw~-JN@Ls}l$PWZU%FH{N!-5%JiFjp$ZCIIt z-XH$sCjMz3b)#+{UQ3~(8S~<(h+1ej6*qTcP&M}R=g-m5KK#Nt$iWNMd!zSfxt=M$E{ zz|axHzHHCQCq|~D-#t=K-OZ0>F^k3>@>4(qxmv)K5spR%HE^st^`jXX8?%>F8^ORV zf{*Gw$irM%s@S!!GPXrt!87D}*_(ER-CJaxg*m7vtFU*qMjQ`u6nxDudx`kr3EXj( z-6$LE(9djUt&d-}K;zvrV}k2&3tQQJ zlbHIh~enfzF>@iu{gY|rrPTzcq0?S*fpjN|paRbO|H(gk(>&4wqa9e2OGLbK4ak0)Tq zrv%tReiygPnfg3*s;_s=+P|Uje9teLr2$tYGSVwpXtHn$D%IVjeCrDcxkfuO2qH&i z+OE)V8+8uhC082CB->D+*)wVrk{-w7BYPfRVUAJ)+90jDaJ{ayOU#2*^o-bgjV?#H zmk!b7*W}rqULDY_R3+-U>dvoJmS4}*xi2W1tV3OuY6j~{*==_XMb}r&WNYMIAPnP)CgCHLM)fikvfJFPC&}fzG zq0FG7ayUF_qd4$|JR0bOyh2uISLbse2p~b->DeUxdlb*WRro)~2Qq9Sg8xj#oW=m9 zwru&EKJgB-P%itAP6C1H>Q84}{HJFI2QJ;mGZ*Uro1;fq{?bXkj0}u_IH_0doz(~f zj>o!+>QYt|*1&lWnbshv2@(4g!bFkkT@Te@S(y-&Cyz8frS`9(w$C|^raxBjy*PMz zFNf1p0!Ws$Fih6wpfwAIWc;GAM3iB-q=GRSsYbAvq;JIo;orh!tNd=kXpk3ttpqNznSRu+al2nKS&t;9C%6 zn51`BW-aY5^{bPO-hLGir~j3=TBxdJb;F01V9_u?v)1-9rT@LvV2~OULQ}LVuE-*! zq)`i1tTdC^?#k}!n5kNRbn>fnqRLClC~TE^-1Z|9_~?z6JR>`&-3~^lj&QW?qp2D8 zq97BBxL6JQm)pcRG;FmD6n9lxiz!( zDwaYFEcrd>JBzPhwFTzUR0`Te44KgO)z`=xv(nJNh>q=?reMupH?W5=|)hZ4Xb}mk?K;6bdK|+%p>^qm(dj{oIPqm0)C zB)*F3_%j!4DcN_b#&NMs8K)h;C>t=Td9A!|ro6I!i?WCPYrm5~n$cW2Vgw_guw|E~ z$zKq{pq-h##IU(tOhTOS>Z|OjNrRJuMXA71H()_xiA9`K`DUsmjLqsftQf<|MA2d;U@$Q;qb>1z* zD2xQb;MwL&mV(*I=J@A`=Zh8h(u}(C)t55(Pif!3r7Qb}Q8M^LI7<)_G41EqkIkrR z{_h1PaWUa(cbrKMhMq84lE+?%fr_EyKojYL5DQlXyhKkV5l`VO2y`Er*a>kcTvFD&u4_M;mU-rmKB5D=4kkdRCA zPoP&YQ6V5~I-vA!>KH$=sF*-Oeiea+_9KUb6T?PFLBWO;%tQ#t7=DTb*NF@KcCzC4 zLsAMki?cpsdC5rxdL_UMs`%y(s>-|sIUBy^1!?eDEK({>-NOI6D6)wBH4%G-c-2n4 zpK=40lGlg$Zy<^NzjHb(1N%QuXJz>R^mJCBr@wkSDy0 z>ENQba$t~{V~BkC(e%OhnLpJGYyJm=a;F(2PTYp#gk$9z?g7}nMX39_y4%ybb1d6* zH~{t+Y)91(<#d_%qCWUWX|noG%+8Hy;qWAw<_>6^GX-c1i0YOVofzvK8@LI?Hq;!a zCl+$M2^2S^7v9{>Q$)yxOD)Rdr-Y4N##Y#A1SYk`OpFhsOPwxbZ3azTt7~%JO+;*u zzvWbn8^%7IZ=}nnKl#`&7}GF_eI=+3qzy!mO+=40`iI}C;G5w4*jK~g-y4$P`##{` zkU*J}tbeKeP;_jKh7du|Y0 zx4#4CSayN3LSIDd6)4&kC&d&AgG zSFT29g};JLJWw~>doMj54&$R>PlRL7wH5MuJlXU|NIXzei(u?RD)aBhF}*Hx8{h`V z6$(DRrdPPjr2mi@8a@#EPkpGJMNPY83Tpdpndu&?dZ6YOZBOB1Z3W4C6j`JYZy4KWZeDaxdn0IZYTWBz#`iz-nt!@n>OXAt zUn-|4NMqhp%2l`&Y$lQtv)+EUv#lVV^<{s=cXl~+`@e6K|J2_OIZl;+B~A}# z(l?(()!w^(a=NiD0(^bEGJ57Y4@#0`38yAwmYY42 zfKsKOwwohpnrXXs(vo=Gv5~A@s=c}*HBkY zYtA{LE!y5U8$|C}J~Yq$&g*5fmiyj5-)q*Vy#KzvZn8ADxi|Tp2Hv&P@h;Eq?XyTe zd97g$G$Th7P2rtwX)?#)Ntc1Se5{5`K96UvBxc-aQG`7!q6#Mp+zHeU~C}E8#Lqtlk2H-}qr857v?~Ztm ze&lj8*y%Kz@XoHTR3#>a?`$PtBP-F+FejI*rMJ+d>ineHX*tPbI-1902tA_t6+U=3N{EcrZ7(Z|nBI1rNy@|%NSEDlHVRV$w>xBCj5ihcg&a8oi)kX5RDs8`i<`*Un&M|BGiZ{)3kwfO*OPnKKxF&p`gGGZ; zpSPfc^oEzmhCmUch2|$FNB4enLU*2~Pw{R*RC%k-v+;hp1Gy3cq;h<6V!wpp6wcoc zO_-~1*N`Zk!{>EpZw6t_@@eWMI>rU`(~zRGroHb~O0qHNBH71Y90@cZs*n#N4*N^# z&tgWMm_rO&Oj~pw7ps5lBI{k(WiKO#BMYlreLXY(DJG_P`lBZwH?MyiNv{#B|1n1! zg1w957l$t$svT5>c~R@{-F*2W;d_p49nC+}*bqRYiH)0{nmL*W(rlO43lRJGNl~mG zhtS#>a#ygykqxR%TU_in9t`lUGB(^o9J^Gx9TQ`zEO93GDdqoExroe@`P6b`#lk0@ zudng^sW}5AyuF=cej#sx;s9xTRNvaHMUYgm7tKJ=Izh*>t)rqSG}=ZksY(hjcinYH z8;R$FRa1&H5?U3fN(xCB$gS!M!v}hzWh@7d>?h&aSk9qpU-+SFK~;nQyCo8W1)9hE z17kTetU0O>{KWrtB9@D}vLIB8W|^lAY}SGbyMk65mjmqD$u|%V8pOorXv2l=Fv5Lj zXKF5h@XXkVu@MM zKV5Y4gaTp}Hk- zrE$SNV5?~+6X+8xGyY->>@Z!uoSgIK7i>PNOC)%=B%uKdjW%4aej87au+;5pVZ~4U zLN`MEvQA%8<9X=rGoV>>USub$2EXOUqAd8) zi@Mc{dYJNT0K=e&rD6nK9O&RJi~!w(AmRT~f+PFSk~?xeqQ}gup7?z%VcjAK27xUS z5JhLka)t;baTu&5bp!~`z&IqdfRZ#}3_n=J5(N5+xRUn0L@Px)2l!z*B1|{@9qq!= z5!yQwN^L|8#JMG(qpBGNtW$Fc_l8~86&KZlW&^afV+Q;w zG!!whIos!Z`z<|^6T5b4texo9D6p+bP z3-zy>aACQLSD?3HyCk?&fMZ)5n~sWs-HfZQ5@=D1h)g=}h3C+++b4JyYIxB)Z4ii%3hW*%JHe_TT~sD~KUs5@+FuPo$8g z#{>FGm>XcIuqH6zOc16nQErAMbJM@?h^|5#hk*WSU!dHW-JV_bLu(q3pICgtK%RFW z@T7KqHz+tV_=JI$*#tLFjnCU4Nbwr~mZSJF=lr!!=X_<2G$>{OSE%Fry3Lf2>)hvT zxar=DIzU6CNt6U2BUeDMw^A$rztg8reXy1-_UW7I!QS^Slhokj%n4TzL# zbS>Im9~GLQq>lLH!-|%Y5~UFA@AoWQsx;t*j&&cG)%6Mlw&!$!DxNn$ySjBGT?R*=cR%cKIfwg< zJ0T&_bdZzND(6onjTMg0U*#NhV~ex?Eyb#l9qcU1rH??FI*p!5Wn1{?SakR0Z>9_o zc6Tm*_A}<-HS+(iiWh#JHXO`*y1I7%=(PYQ{0dCrMONd$dBzEJH$9o1&lc4i$%z+~ zNqR7kn)ODubHxSX9b_GErrkDG=f1If;Cj>OIZb_cE}5&I;%w?>yK&6ZAbCbM$-{AU z3bfG`K5!dpQC&MZKvo_jMp!+LbssZTf4S>H-1Ht=dNSh89%14oT*S_8=3V}LLR2k% zb$I_J6xmVKO`-WjgaOe}h?R=`Ir@1R>A9a!g56EwaH(&l*8s2m8rfw15mf99k2T-r zM9w{3JxAp3B;ExA-&KE6Ae=U#`3(WkMKHV~CvB99T5%vkv2IX7GSKQ*&R%M@+ z`E#pO`F8Cmq-^#yjyU ziO4C4O_%QLm-jsKS6A#DSs5nUi4|2$6!vyR9LvwEWD`L8X{5?i6ERzU-R7pRCg23W z9jF%jeC(v~6HF%mF5&h~N^V~n1rb%(#AEwCVuT*E-)eHAP48DXa zS@?k~q$%aq21cV}iU}NRw*>EisCvt{2%Eh4Elc(QTR^10HdER8ek+E1oD?1kNezU3 zcbU~)!UHeXZ6ith!h|{~z9ERCH(gN4IIiAF+GtnU3|`eCuu9~~vESfsTZfwkXzXoU zi?{up6rumP!r&z(;Exk2Lg$jNAsDWrc-c)Z*w#Z%avUb<7cWP5Yi?uvS?9PXD@970 z4%J+w`b|DBkl|5nui}oiX#djYRpG68`R3ux6MARPBeh8D?BUMO+Wc@smH0tMspJKM zFC+-Jb-OaDr21NY^bPV` z(!<~#5*8HDC2DW>Ly`Xwmp+M@Rwy1|65cV6Ua%ZdXw`!^1a(OTc%$rRihY~Z}03FE{UmZ-B_&`JQI7Y;nMb? z7XubWT_wJh9%Hh}s0V9uOmnZg@AOo!bvahVUYk&~Xx?vg$WSu}SP1;A@{QyPd$Xz$ zXIHoPT2gf`(O;ksJCWs+EAk+-NwJiqoqn#dAWO~{X5AFFb*N&5UI(}1%TK{%`;{xC z+}x4!nG8Qi-%&Gu$s3PCo8Qlf#9{N5*W*OaYAq&8jT9~Tq9pN_w^CkjZ!+rW+oEVB z+VYxG_x@`cW$MNbZndn|nNpgpb#9KVR`yzyrPsdYQG2w0Tl9vS8vEONDzHTm?7MRc z2C3g%a|w$h$Xd%4*AQ~2 z8Y&w+pS{k8o|FdXR7qp0YzQOVI77eaV)J8WZ@d4^^}rtaFh%V##|~=uwZ{qS@Q|)c zX`oL=YL{OTwWvXS@a#^1?F*kwS)NTxx18ysvGmPVPOllOahWm4(wD!+Ymbm#8#Ycg zKP#X_zV3bc-j+#NN_#q_zrnersn5>1Snc}m-lHJrqymodd!_KX+i3-y(HiJF|F^!s_xBT?zn}2@{e>Y;raUs&)-jY{(i#qzxsrS^{;(pi}kO5W$XX- z6CQRZmOp(07+!I7z5f32lP*rQF7zaZ+6>Mc$ERv-s!}XZ(1USdWL#@62l(oxXaa{~ z+sP=})mcOsEo7uE-A1OR2CK+K^yD+7n2kn?sSrMV3+SX{$S=L~LMFSZu7b|k*&pAG zJ3fZ@J!N8YclJEK{*csXgbvUTF9lQx5D0_pUoReMkL{G^{{F(xp_3a!!Z2QqJvr)bUWPf{^gzfN}{@9%vYS{t#1@4 zvSA?Nm)q~6Ee7O~qNNc-kgO>m^5%c3HIPbfcGilz-RK>uLPEg6gNC*FYOSe?n)@bo z?F7r}1Ggar1R%XpsJ~xkthF>F|kM{>? zkZ$=DAYiT~gY?rQcfDbpM`^sgT=%R!S7ot3NgZb>^*Vq{3QLRc`ro>AH(j}ex6CHO zK?A)6P-GY$Ry@sUySkY58ENrHhXeWv)0%YJG8YyK3*F9*d#LNJOtcbtw;V(gT>p}s zaY{{JhB%cNfQG4P;$|e3v3aMnpCW@V^-$3D*m`lO zR4G}#FYlN%ZW{!MDDP;~mq*lD9TI#@>S5pOkUD;F{1oEk#WUKq%+a@{V`mX=qSDWv z|H`_?c}hYnwX%*_uSG@%mlT2nC>F<9YtC&;!?2}Fx90tFhtnpKXh^_?vu=5y|C6+_ zz!ih=WV)p#F|^7Mg?!Le;0b!nNQma>HzjJsj3oRThVir=f+$Bt%P7al=>dN$<*jXa zbPO_Yi1f^C6T@wd4!gr;A%En}VUOYAmAMjhLt!KU_X(GPcY)J)zU++Mv7Nur_=5O@>#u0xm; z{aPbr#{wO!GfBr0Qg%fayjhKe|tFk!*sjJIvEVdHk zG9%mK^F9x>Bx$YEsl%7bSp-p-Dk_jqVBk}|_6Vj6c`=thUStVdwsgc`7CJ8rA36_7 zIla?Jq@oVz8u|d~Vx%<5H5>w%;zVU$%j2s5;@U}=d%?hTuEr@NW0Gndo3>_iAe(vV zyb2rKyPbLwZ#{eK`!Qb`YA6iSg-Z(|K{-*Y zgN09B-|46Fq%3WnY~m$n6vm|Yia|;Z*7qOLs)*Z zV5XJoDVu7g_hL9pW=w{L1h?8}blsPXPF~(82eBvViSzccRhv3z?K8uIc3$!qQ%%YA z?BL7*yQpV*^HFvL^nFM~t6Ag^@&CohOx{!^W9Ue1G{6P@<{=Kn5|9(S=n7BmoIF>D ztk=LU;B9|mzKTbbqBQxL_VbWsKhi_ztx-?(ZPlauC_Gt|yw<6ZAqDuxG#mReMxJ9P z9H~Pvz){hkMb-Y0+>WP&uAxuHeM77R>$2;ZiS5%wahewdgz+Z+81-jHQ*a-SHbn3` zIy6*8UM59}+s=m4&fcF8eNwfzqZRVI+e`FW9H&Gp?sI}73aD^3!+9RVO0(=`xPN=hD*M`y2Ab-JLg;C+PPp?8R_%ACm5bi!n{_6K%) z3mM90Sh|;E6k@kQTwZIdEg?eqYsJr>b{g$D^HQZv>4*e|m!wzTw1 zsbzWq$073{ujZnM^eXxrTkaP-Q6E&8d3tSUC;2RcTT^*JuMmv2Wt@>JcfWGh#|rES z)J0hys>c?;9kNEvN42Zi3x7aJbsD8H6oj~Nd={Kb23O=SY^ zbo1x;AB`TKO-*x_W_n+O{Hu|`-M(?rJPu5n>~0E#6>7end2krGys-*%QDp~To3C?b zax=z|O~g$uXsIboIB(SBI|r~`>&3)SIA<;H@qjsPX7NS>xxi@Th6?jRmJ_H4xHJr+ z#KrYfruiBn>{=5LR2%Ho(j{4r$7`Ih9dPn|>CFlbH+vhx$$EXpa7cH-a0tR`g+*4w zo#XAZV3Fgc(Wen@XGG^;60tbHbOM;Xf&34&Y?S&{=TuXiF0j9RHPd^z@(clupD#S+ zzHhFC)G#Y`p~C&@mQu3PLoHJ-uY&H2jcqZd6)?~%_dPn*~;9H?9JPl3vRY8fWMVE;hOK>*Pm*cz1Ryi_oH;w5dU1rKr z(-j_>w$l|$TdqMV7kx4ad^Gt-wqxe*ue$p~s*#?`e{libsy)D?$|?p%CsSVc++p-I zm_P3; zuVxdEm4aWiIM5Iwym$t-SAC4;k7ef)Qab`*qD!64iqC%Ulq8F!+=oxZ{Z^D1$mH*L zcqP@x%$(rGKDRD<{)G$$us-qap=?vkdLGdA_PX%vaR{KT%%Y$|^Ghmi4rdF2$Q+u7 z7Wv_XN=?K~v)fGF^oBRYU9BJ?000~g+F!v?V)MU3a=B`<$$Y5n^qPLRyJ}^Hc%2h} ztQU-Ppciz?Y=u)E@|Gk-@Q6n?b7EhYz zoh8;Oj$mx=SDbumf`$akqp7Vum7uhgULqs@W$2sBCDemJiY#>pA&J|nJT&HIG0_jz zA8{M+OLSa#!}0zB<%5)2_?-has!Yv&o0Xv=43Fv=K+L;4*oTZtnn*<1U0dRRQ0^#e zd~~+ql=;$kY5}Lv!$;+=b0*Iwc~n<$Pz-t;Lb*QbEJVL;lTt#HV2m1`5$UXM4g%;K zLzKq38h?6J+gN|KN0{D|U8N`?KH<^Q4U~0+J`neh@bpT^! zOiEk|l4niAm(isb82*j-T}U_~G~`L!2SwMzt(3{31~eR;PAJgK8TKp_S830dx}GSK zhiNxJIIr{sw5-M_8VDa?cSh^}=Ep{hf*~j6X>_YGiygsF+KuROnRhTp$AmtFzvsyJ zX@DDe6cJAkh4Y7+FuwDwr!Ac{NMdX9QXYkags_xzO43`+#ZUcYF_YqSWjiY-6BA?f zDg4RcxKkL&wVe{6$o2q5?ssUd;>?AI2CyWc`zm^6SFO8g*raI)V(-DwE7Q+u=K7U6 zkM@QL8)JJlU;%$JJ{=#R!|$bavU3D%Wl^;BgB@&^H(K9yEv`&fb!KM*Q1|*Ds=q1i z`r-V}f5==a;8{TE!K07f?%mGRy>7vw-$e}d`}zdzp-5}dx2qd2ux=dVX@-SRfG||u z&-!|t3}|3wWQedA_eCDuLA9VF$H_p21&8v93ooO|Qy*{~Y!+m!^KmFJj<)HJ+!$j% z23EL&eC^$>#;VS3UFV{u^rJ8lLti7~P0Cb>8o8`pC#)YGhvr%uGjbgEvZ^q?>$lu7gxx1eQ*^OxxhTstfm6hrjLTwP-kl3c;{eg|oN+pu^ z)v1E|U9q~bknf2X-!Q$2F1~qdvYGBnBCScV<>s zy*_1k;Ey}axxSZ^mkuQnzNTh+Wf}1g*!1M<&5hMr2mv(>3=CU?_F+`}x?@juh!T^~ zY0Jalb-aiELB!drA|~}Tzs8#wv&tY6oB>OpOgP!FpWYE+#EL5Q`H`50w^w)88#^V4 zD(?0G7&C$m_tQJ`Pg6_18-Al~{i#la?ZMOsW8?yVI3L~*jK~X)K|$!`SD~?^N-jLzyln(CnN2?0fx~JmH_|`t&XEHkjr=`ZvN7HGx zhwDNPRk_z=H`d6fm|7RB^$ulsuUP|ja30~uNOZVD{!a_JX=C-T@w(-o?-RMt=1Kq_ ze4;jgNNCWZr5G|P09h&Mf_iH-@cHZ18kJXN*2o8V=#3Z{mp)q3Yq168I*&(YEYk15 zKEX5&abi;U#)r_h@W*1C6A&7br7fZ^CJ$Z*moXV189!uP#*M$pW%YsRAyQ3_eV8WO z%02h`&DMX5AOfCum+c+zl^pdX^~w@Tp&rWFWHrSmMjMuX)|MKZ=jit3_r6QV^Gbl_ z%SMt-z8To#lv5w)egT00C^00&1OOlMjWtz#Iiq88Nndd?jKKH-!xxE!lAc<3w_2YQ z>055s48^Shs88E<5u2jY>Aj8)F*4{$E>GA|CkFh>;M7^5aBVx5)T^j zK^*Sft>3mAxKmS5*dzHtjsTig`T{hVj_sc`ctXH)Tp10A?Cwr@$Y*2~fc>>rV>e7I zI?xWFM4Rm1gKjr~H~}W+b9(;}dIF6O2suz#LL@@_?vt+H4PbKP&ABM1mX^H6fUqJs!cv>^!NT zzKCeKz~gRFb{LFQ!#)azUe`AteCua_wc=nud&K8}qnb5LuF@!9Ok{t*>uOXmPeD=6 zvzQFY-+Ho4RzIFzHT1|d_=q^1*c*q1@+O)2Bp$~m3(%3;Mc<0*5V4dOzhQgEP#rr< zi$Te42M=k^MgzctxCb5RmP~ye`C*DH#fP(gTlzWUQO{PM@)v5lQ89T&%ldMTj=wRn zA9TOWuNY)FWT%GSt&2T0$^0jh`GD?ae`J_o5&thROloSD7QJ#FMw1h=dbUUVwmI1X z?D6AYWSAVzi;Km?L@JOFfbyHoODM98aMXK|{hz&aRss2d0KIIU`od^qk3A(?I;pJ& zDg&6PtesTkd8^YPA5=sefSWsp0taXSrCchT{Ck{og7eW`$vKP*>O&@Lg2h;JM2u-X z$?fdd92j(PW|*Ughl!Q)=b-k-t$}h7Fls+`?a6~?E+8OI^NWYH)E@;h00c5*#i3;) z^;n-@1T0D=#y@4d@b*_*JgTL1qX+YcY9wGd#2#9zryX98t8hk3I$#wJH2KCN!^A{A zyN@C{9?gE-82O<|+rs6^*~u8Q1bxU^Y`#=V6ma!jcI8CR^aqeZS=JedAOh42C#NcR zzf{Z7-4rj{0?DHZ2mLend+lQNmg;4w|-)r|3Dl7GKJPfW~A5g6(>S)Hz=)I$wrsPg%nvB$Q zNn(&|BXQAq2!V>8zP<}+u;A{}aOhJ`x4rZh?dKs=Ae2vB1?Ex-dPU}pY3<+fUZ{Fwxxt5DgYzIQR&EQKzu71 z;npDy%;E%qQJ*SCoziwqmqz*m^HK)XOwl1Kc+(E|Vbe|w83gm$N4(#mE~&tNWj2Gy zlkt+%j=;6veI8iIl2ZkM058Xhy*s=77;4)yn@GS)`DQw=@YwDp8k*l$?)!!x>G@FL zCMb(W54syhx|?dMQAuZ#imq)qlj@9=sx78PUshVsXrw` zpn3Aax7yH)!*#AntKY$x;Iabw!J{mVwHip@aX7nPRl#|&J-WDQIrXmUm`)_-oFxGKyooJPWcNHfv6niDO( z!n!?bN4YV|ASj8k%bj}4|@NGx0Zo}U8d5{#w& z1)!Y2(Q(HN(UZ;eXoKB;s<{ZYr5&9VfPKgv_da>l8?NuP&uRl_=OrF(u%wiab??c=Ws5QDB>Ik0)mg{=3PcgF~&p2i*Q6ryK2 z^q~X5E%WSZkLyne_7vh|pTHo;Dattl-r^6m@vgr*gjCcoB}Mhe8}kWbt0;X#7|@l2 zK!p`HfXSKyF1I~yGSsj|+_;1bi$}9=9T(0n(}TqK-)1TbM#m$_ygjwU_-lX1D9?@G zVy|%y5BrTxxyY%>{enmp{pNO8WX`vY3*HQ15Hr6zcq=Wg>HX=rr?jQU{?k8~J$~>y zKd}t1UB)LSR0+MC7OXwn5>hax@^&i7S~n7FSjW@G5eq8pL|+0cpcVMkd2F)rHGVmz z`5)$P(Y9eH;Oz&YTGvWH=E+1g z8`qk;G1JCLu8M-Hny)Xt@9KRsG14xsv4vr!W404V6VNkumDpTFUeHNLMt0`eA|R~9 zDH-mIaY5n$P7B_#JxWg8R%K&r9+tlfa@C)eicheSJ?_O7fAC;jtSoS}-U_;zCfZK@s z2(hSpl8>=zaka^0c&cAlKEQ`Bf%}lPVLz$OSG%BNRmsBGF5L24xYrfBTux7RHyy!t zd<64WaOQvTR(*}I@%ztsLXS=E%M1|o7vXO$6`Ke|20p}7D!a>f$6HU1@sh=oZ@NN> zj{#4S0r(7OX7StlzMLCL6`hcchK~{YuL+EF0(`hOkML!9yK9h zmY}lt)s6rll+X9M{2mkmF#Ne>wGrcZ{GCVU3U1JfkdE86qPs^4KxZm0u19=EnQUVz z@(jzt2k)moP**_mN9x-5JL>w>y#CTIE0l<@pQGk(BkR{a1PEp_*qjwFR6w-b>8XJr z1&~^Y3*zh#Nx}bA1%4_BzJ8v!Z<>IBMGhorkcGzs)2yTCQ{i0Q+(jeOgyzkCLuT#> zpL?;PZN1liumVYhKtk6uEqb6Swu?$9axA5k+nA>ns9kv6W)}0f<^yYaDNw!#1U`iZ zuYnazRa+5*@0rW+T~WiNy4-2EuRRTsx4@A^!}lrT2!U(z{dSvYx$E!)VR+o=h1mVU zDKAaYcCH6@wv#xXm#G~>#X7rsuXmkaug_yRAm0<=t`sfe@rjLJ56?IBBe#L(8NJuV zLp|(L_kMNwQW~nfE-`cPbzBKrDDa|Whm+w3B_&f@Xp20VKA)`o;h=mz>GgDK1jl@L zBFbw=XWQS*sQLNFy^HwHm~es9w^fI*Cu^~y9Tp1HTv@($z02`k0cM&mEDKE4R~**$ zR8Ph#@7X&2B8+@5gW9DGo87|Zm$}RvpkP1?xEJD_Aiz}r{yKrbDYi}JTU7Ce0M?5d zLOGn71P};lAkaUrpR|kP2_T+x+hr-wM^o_sC)c3Y4WDCuxWm7BE#ohpK*Yhw{`+?w z3RK=%B`{!k&KDg_2aGy5=*vtKW^0a`43APHN5tpaLP>?Ai9wCU-(3+Dr=bi77q9q> z_jBC!?;gX~h+?2R%VWHDMlDm#aPy1O?Y>=zd6Dg(X7a6Az89W4opDv2lcNxhA|5pm zr(*_(*|7PiU{teJ|2Tq2_aF>6U;khNJ%-$eXN(wqmZ(Y-)*rJIWzG5Rur!~Peohle zl+OOLp_3$hn5z-5V=>F(8bGO1YNZocF7^CFRyZi9EPVFWS9U4Wrv79>Z~bn>eqW&q zU;*IvIib@cVgHCkYg(_;S;Fblj%hH*d#&wW$!`^Yt*skV=6c6M%2a+_nJhJ*r``Hv zZSyE=t9sINR!~e$7)F}&J{-$MV^;(~SnZI;SePf@R?tHmb;q@)g&9k5L^s<*WojV| z3gNa*bG*o>`fBgeSqyD6S>;C)K2VzLNNlpPK5kU4Swk{p;Q-kQ-S+0FyO|@>-+-hl zfA@q1hbBgo1*_rJ0L+?%{c6!1@A4}MLO}}ZR&mEu%Lv1a0O4c0B=cE9du9yPP9B{7 z`(VMIhROsbWew4a;^PHuE*dBb-=s#~!kuT#V`5=XUn(l`T(d<&f08BQN88JIJ#(2| zA!Wj5^OHExDY%i)!o7&4++C4rM)#;>Wv|JVgeN?gz#U_F7_?a(e1FH98};W2y_R`D>R1- zPssA7CPF3_=fzlxw4mTC^wq2#fN%uev`jafAZnxt*9TTSm~lz3`okfDMFJ?tqvs}_ z(K0>e{ZoxQkIATTMYzy}g_LRQX|((Ft>Iuky1IX4sLm-3KIW?ZeA~?D$e8t9)*9e}%k`(VR+NLb}&c#k@xb$-Z19`Sk; zbJ$Jr6N;;GI#sGz#H;iVOM!u_;h3{ZDYQivW12lLxAX;MRlfx2y+|h^h{Qq@loCV} zM3Wbfd;7Jk?EEdoXPiI?`Rtp9l*=!lgr0V>tn!U>oO=*`9x}!Nfqq(vQ$v72&}9F5 z%}RUj&I^)+$FlV@iA>!&-${c&8^m40AP|H&79Pa z{Yz-*IwJ^VpWq9N>{uMM{nZo+0!d7Hr9FJCj=oah`+L0kySImgb*kv1v?qt zzTRQmL5d3kO+OX$Ujc#4kw2+IfQX6z`xgiT{tp+wN|*v9h_&6A+4QuXqCQQ0+;wD| zrP1=f=EdGqYbRW^t`%LjJ;f~(`qDpkPzbVAXRL}yWs&v3of+=p1d1tU8!T<_X2O3>zzju8bv6g zs0`#kYHU%l%_dm>m^Wv$>cr3dS|@QDo*s`*{_?QG$jay9{;HY->Dj5o({l;9<1M0% z7oOxSl*AA}ZKJ;9IvFULbE#D@)uv|)n9Y43WC?!NnHc6~-Mjg;$RAfUNqKQ8vvVM# zy4K-_i_P>jPM8JuC=V$a%WAz_DPBrcvNhpCMK2o(;p{DgLv;4tu;ljzA3#T`>zgP3 zLhp0iWHGMWGTO>5u3J1bC|WN=2PE+>D@Bvca;F;e3a;O(mVH~k4~+0NSFNgaMvouR zUQ_yp93W1;W+ElTpk# z>z2CyTh5om@7?oLaDr(UPgXhvYwa<1672OXduqd66BegaFdgI{U+-((YEPVr+t%{4!DO_i3A228SbrE7Vi08-$HxH z8-;9t6x*9zC&_;|@xqqv%<>iDZktZegexi4DB-eN-MdM#qiLHSWGMPn7?g~%E&3KM z3}kKLxQmu8jrsIRhI+lpLaWLdo?Sg;+pMo3H&GG>4`+9!N2#-%rKO;0?&Wptl~{=r z#)#a^^48QCU&Dmjor&#Cy*?@5T*Uq29(PGW-F3z-)Cca?*t#?sZ$*iR4jk$;VohI; z%`JG+_t$XoFlfzS%Xv6Xri&|}wG`#UOG=;x21z9uONVTB=1y=qdT>@8T01&B%lGn# zqvm;W+}`!i^rpwRrQmB2l0(^LejK^>yBI0Sc_4Ii8;*ORH_cIn>zU7d=3Z;7PEavS=sBnGo21$E%Z_D0hfWSoTMH{i-RJws zxCCpfer<00Q?xEYE(bj<0J4y={He0Js5TGtP*?f&A9~zLXwBjO8tgk;h1aFOA|h!{6a|WQ`fb`#5Cn@sYVX}9 z3<`0@s->l~$;s;%SzQS%VgQ+O-C*re%z&4YjMY0?`X+8p2=uLqFekm7bY;SL52f|6 zrGwAFSi5I;J?m+AcDKjNgb|X{YxL#XMp2 z#SpcY*-0)UDgwT0=hP&+9zULL$;`U>MpObDQJmVLdp9C88>CDm%erTEfK&dpKVFni zWx!4dmM4X;#d;$$Ku+)D1EjaON%??IfmI$G00EW)s~Jui@AY1o+S+9$!TM4H-{e$; zt+$FGeH48Yqu118m!}q1lRb4_YlXeB6NlkD5*XE-jVgR=tjLGK?&a zU6+ua?%Nz*CMSnz86m9+Et<>weMl5%%eN=%0^)=8I8&)rdJ*cq&Sb}byLg+8Q{645 z@T#$_RqX3`kKkKd4kcVYFc_QTQ@#TB6dCt*&y3ff+x1?=J(fmbQ#@~0;%#)u40pdU z6>N;{>rXFmjV}+`dV5VxvO8IE$cd}H6a`_I)XKRpQy?x~Q)#?^lUh$@1z=TNn$sx+ zfWa~kr;|sqj#A5IY7AoPvPm0Jvie(#P6BiI{=HKb zV4WU~>yaTXB=R#0?=*XrVdS+^N4A@@NL9*WC+E> z1bl{VZOkJAOZYW!R1SzqfJv`3I48cq7HYA0OUn3oggk<2^Z$SKP7wwx27NS>B=3Jcf0 z=U((qD8%7h6i1mtn=T)iYq`&ZeY!&l&Ad~z7 zX&x4fANc@^seVlvW=94?pEcg!Y#%|cb)%NbZ5-Ge-0|SxbFb~t3}g=L7X}|*inbpqO`85*s>pBrYV&Iw@zqZbj=ubW5~B^BHqOri z0QiaI70O!9x;z^;_pY_AijIhn_WCY}EZIo0>~<4dUI6c3t{u^2^vaq}dUMA#H*Cg0GJRPv~RsFRve1910 zCD_#*XpSFOEH<%+R}Q2hHd?Nx9B1yddJ2l(<{KgP)j7`>$PMR*H%P?8lCIUxTgKnh zlGc}+?HO`Yq3+Xd($kaNCYpb9^(Cp)C0VJ^?N(xfN#DCIN9U0Qt?-4MPtyd~83v(2 zBv#W|E4QL3fQ)uwGKyE@ue3YYQa220gs^(cL-nE z2)DeVAhZW|LqkGOap2V!uY9xhlD;DKTSaSull zLG_;~5NDg5KU_CbJ8dhrp5BWg0~waBG*=t4l2}dNvN{~`bpr8)Ji4Z^HQM%O9YtSG zcQNQtV*Vv>5cs^eKji4P8ebI48hKTL(jy98u?c3mxy4=rQ4m zK17IW$8)56hr4$)+=}o@%@71n0!X$HX%IjAHz&BJF@L|FReDUoFJL2-hsLx zEe4c3keJs92&-mori4WxysT3!y4xp?cxpM+P@ha&?)O*L)o%R)-#s#0|7vT(c+pX# z8jZ>5DXZ%lW!f(785Ig0tcJSK%7vCpYeCgb@L-2h2l=}>bQOs_AL-la%0Azpl1l@u z0vrEjXd5c_cgUfl}p|z?gHi@!%|2xFm(xgp35nywXm_OZcl4gL58^G1`iF z-;VsFy{BY!8dII-{oEEUpoN5Jip@AE&JThgj-*jB;k5?(1uh3HbKy#kkNc$f6r=zt zCksf%1Qe0Ir1J@c^VV-KRL1Duer~}g6T%JdtaQY~Pgx{_PPYHgQTU`bYV%0?v`y+* zf_2pLfrW#{dur-*?{Wy)=BOu7NidAyQAWHxw&06V zQ-w-Y+7U}`?E))&yj>o4#vf+sNhq(bv_ElbT7RU6aA%1b0~NArpw=wb{sc0>@j+Dx zOmpOt8~dgV`?lN!Md~)M^$#XHaSA5JYEd@H&Kr8<8z8?166o<0 z)06@>pEm;u87sLc?0C~@xn8vJ8!-#h_;#t>S5Ds(09NWPT7=N04LWA$Z~1Duz76;{ zG7CpkkIUpX7scL<=*|J=(tsS*DqQ}93^eUPYPl5jSnyq~U{t>3vESVUb-DST95Jo} z6)4q9x8!lT2Ouq;@%@FQ(alCdE&}&Ag%MpZ`h->rOa7)fXXmp)%Yc4cML29d$?D@n z($6(+6Tg&GO28(Ek*KG4ml476rJn^1?~C{nvD-bYjJ!|uxn6wRydI3cwxk$9#hGrd zW1gvHm|m=5Xs*rvK>jThLx(}ey3b+~KNk%-8FyPoKv!-dnNT~K$EG9Dv+OaRr@@-P zx^0NqB*yt-|E|+i!_xh;prC6Z49@NQ5))%5zr3I>9qX@39IBZo6<+-T@2C)mX(4z2 zwy(ls#VqaJtZ)!EavFPT?*jq?xJP`PsP|b$ELlpZul`iGww8us!pH9JCP6GlsQDCS zTl7?xz?KfE@^P=n8AV7Wyg(|ev({lsQ|3{bp2igLaww{_&J_MQ#wb9ty6Ea(IOT*r z4UC9r$C`Djv=DTwi1IzZNw{~tY44N@zDi3$FCN27yfcy z8V$#P+c*)my7lfp;0~D;&^u>_$psH4&Z&y;@9d}fIe?+u7Dm}uraQicsCQxPqY+r_ z^V5_Grf-{G{G{k+$H^kO42Ap7L;13JaM^lyd%y5+oU_&811#)Yeq%RpSI8^8ti8gf=5z5F}M~hu|2Y+Q^j`5*CjGvF-2gu2Ps3 zYh95-LyZy6FT;c%BI6lRFotJ@f`m`7E+U|t^Wkkj!0B(;dFN7eWYuHny ztC$F2Ez>d~{V;9e8$Od|F1ARs_MSiZZzuWsTC!_T?ulFhJK{!`W1 zFZg?Vk0_AfQjG9p?vE}N$XG*wMxnPG+Y^3DC;*w-|NJS7@;CcU1TXu={#3f<4Xr3Y z?6oKB#T-=D zSP>ESv6kqfaVHZIH}MKDxV*dgA)H46G+2npOk_aAqB0oorRbGI`5WNcC75-u^=f#^ zyLp=h@Y(xd;q{>9gjlT>b46SlxOT5T!|}YlgwoR!fHYzp@c}rw&sPmNZ!0!(^@AJf z6V2L7C4*Ln%2l80J zG%5gj%0%aX=T14s$C75%_1A-2*g`?W;-g9|I~L}L{b*`3-gYY(TVHX|1IQ2TSl<+N zH^JhhERXsA(?hjQfX$--sU>bk0C~|U1O6=p{@UiDNi;;UlD6z3na8f$Jwm(v6^=9Q zKdwSEqPVq`@D zvM-QT5wY~4x_1XsN1-A+-EyM-4Idp0l0)H>Qa#u_dF8-#ll&)bjYc}@63$8HeFXP} zM?qhh( z-oNk~__EWSJ%`p>_LFps4T)iwP_+CU)12eb4$IH~dcw+N)=;!(Sp!;_TTQCllm_jC{Dwg%WN0$T$ zFVTiSUW8_o{?h;wUnRjhSSRk}G&f4&_R2|Fb?vxlDlID_mQWbvnZNDenPd|4Blyp+!1k5U)B9E!m32#CIQ&Sa*76Zgt`ZuPO-v$Ti zm2wXFNTbA4li$j)`k>-)3fQ<439HSmbwhgO*{mqN0t6eOw_PnFA~*Rg zjWJDUbbE-96#MY)?aX>9L?q2V-H)x|X6j0IC-szk>>|jpngt@{-3J^>H>;%!O;Me6 z+f1sbp;xCu*G_%`_0zojJSqjjDeG%aH)`}YaJkmiu< zw6x0ZkjDnz9-)o_f_5dQw17KZ73~yZ04KF8{`xtyhK_)!tV2P`z;9O~z}k$$-BQvj zyT9J{0OXCEaMqZ|*K`)CVK9F^|A zx=>DmO6BCMkHck0?Duk6-DLofJ8HCcPx8`>2Rhh=%b}!WB=&7FM;ssaS(=PrU5}6+ zkLye|cl=fPn++s|%gr=<=g4Ko$jdi7gzNhE2rt|XFsFY>ZM5i(L0!) z8*z4;%B~)ZZR>FBl97Y)_wr(Z8A$65I7~VKM?kp05Sx8z)=4~Tzk)eJ%kEcAiF30D z4U%fsM9f|pbKs_Y|Jq3eVDS4W$YtOw8!olN+dJLWyEk8Jrv+fyb{7xxUJHNi2~XE$ zz$t`rQ2HdM@w2M6{CnF2V3L%da$JvbU?>kmP`ogxU|J9RL;SJ~|bNH~CZDXMIIM_Ag+foByjhP0f zrByJ!J$GuOUrI9r@pNWfNNyx)RH7_SeR&(+zG-st)449~EqknFaHc1`+h}q|2M{D` zIgUx8vFPFaBM{D(`trhe<1!pM-qwXM=OlibxBUAFeMhG6kwjM_f8(sq&r7P*y6JjE zONv8Yo|iWSbhIp_NJr;;eNqiWc+#`|M#uNOWk1)DUxXEYA7l7RlF z06#1aMeAKGyAJNn!$|}xlQxx)kSH5-w6+TZAf zFsd(s3jTgwN@{~ZYZ25H0`1^fq z71?#>(xv(O+vWI(;_*O%jbk(eA(1pI=+y@0aVQ3uQ18W@yLnK7XS2Oxynhhf6zBjO z2I;ORAaZV~S0aTlJ17!hEPj4ilM0U_)6FTq*UTtUS@<9rr1lSW%~tEHdWZ=IC)c8d zFzDeR_2#O>=nl$1(l3t=S0!0NKrtx>Fh7ur3ch?Sn}G2F3e`#@>u<`|$qRKV^<|M} z(DUCY@)UvBqPF_0@iv9fChFNnsU`Unzpv~F-mFTof`A}w^wAJ5IEBI1x|3Re|7TV-tp1Wxs zAb}2TdPO*34e`}ON2={HCD1vNjzg2_R7}@k7legwWl=ytWat^5{Y!rF=LiJ!wPYGr z1XF(;I*Mof5DvBb8}`;LQGeHGO-#Edvn2ruZH$PB5aEPVF!DUF<=11i%vZzDa=w#}ufnxZUwc=RES?wt52(_R&A?sC-QCK4Ee3@UkUKwHaLUW87X@586JZPieR$r4_ZXdrma`PqJ0XH3c1U)K zzRHDSP7!|6+T8k()(tcv8uja1m>;ju0?*d+v9LrVf);zYoAj;pevLydbE79=hzZ?3 z7L%0RfZ@N&FP`v7k)!3MImYj<;R2m&@@tb5eIq{EePEX2gwoMRu;CzmjJT-So60J` zc-(g!YBu&+;-JPX-w#w@IjY^dDEQb%j&L!SD$Qr;zwRk^=%P=W2^3()(qqXh_+@`E zdy#Gq7y0Rj(9NoeshFjHbQ%-YTwMMbqc>Mj&vDsS*Bj|PaIlNq6#rO>)ta59(^|jz&BMVF{R(&tF#}t3c{_(@vXT60N;`zQy@WDbsX!>F*Z(z#HDimY=F8^uB6E%CtCz^Mn^y|AQ0MHYGirN|t zCy2lvL-4sl1>;$9qZl9U0?j~J&N?)hXwFWi=1ssb(6~yjY=p}zibkFVs@G>5D~{3u z!ZDOhkDRiH8j+xEt?E5m?S|T`0`zDvt4*aW%AfcGX(IpOCjS(PYgKT$>qY$m?*Ia* zgNE|ZfEhtuDs7wu88gQB|5(9WB5M6ndT;%Be^2y(7N=><+sYZd$^i|Wsc#cX4On|1 z=U!XJVrf(;)g&-jv2wkOpX!HN`bsIwX??W{wkQe?aKu@_?%(vOuwVaBuausRc%S3y zf_g{_%yq5gRIn#2Py-Y{)X%Niwx;Z@@CbK`0oeq!)g8}f_J}Z2Pf1=c0;XP3(U6W- zE=&T*1yD({|Fa~&+)G>B=l;q-(K;_3%hC6N*}t5V1G=6X-jY#WOsgG&l@i6LF1mUw z_SC|Jpu#ukQqTufrw;L)G}N2lM(4t z?0DUP6v!7%lLg~EQ*C@$897>(Cp?rKrK2Z}FsJJ|`mOhtgUp^OXRO+7xWpGOg-|tx z5K3YbJLfvYOfL-V^Z@k;bfRMe(-alXT<#t&@%5#cfp*MJ>2F)N%fOZ__*5*VKmSwf zeU=OkPhMzrll};-wtU*h;_89yAtLxU)_jdbJg3q}T=*JwS?Zw2+lA1kSQ>+IJYTgG zLVo9+PQl_Hqi9@}S+2lc%B7%PO8FwbFkCX;1oGY+mkMCr=4hfTdpX(hZoSF~0+m+n z7i&EWdr^}J{8!=5k9@OEAU2lhieL3V4h~|MDrOln;D%i;kqfCL-d5(LfRa%9YS&Al z@2Nob_0W3FVz4jzTU0lMgQ8AiJ1mC{RLo0)XZEWoE}52A%WSFGR?!QGU0sjm4@ZNb zs8`S&XopzK4z+UeFX7LYHTk= zKhyJmf$)F$<)QB%A<+6?Q57qS``Iwn#yA1wDia@yux=nPg$RF@Z*FUff_nx?>wpPy z8)y7~5Lj^9NGeog6?%$f`|zB*J~A*k>pyC1wm$z0KSakkenw~Wni@J;jGAJUO2(z5 zBO%tV;Ik4aOAISp;x4b#>|w@uLL@=(GBMkW4TsP&sKspVXVenrtnZeF1wV5?TRdjx zx*?!Rj0YWmeCNC%!T1HxwjB4A_^u9(m|L{W$7xMF69II%$(F6e$Bzho0SWg1b}r*U^@)43)r?_!1}DhNp7 z=CKJm{^$hZHieXwu_$NroRVk_;IwUX8|dNlLig8?%FO)Duv3`zRnw0_D6oF2mIDMUx$LahuVAEKp0-=_ic5apTeDY z*E^yrNm(OUnj|?-$z2Z9;1B<`!;K!f>Uj}V)Q!x}jB^gsUB(G$upZD6ah(p%X|QQl zlM~AA1YUhv5i^-w$B^`vJ^dfm#og(S;WnIKVWStkoV)ZJ!Zu*ohoy}_I1bh)r z2thlR!A9m*LcZsD;^0hs73TP{0s|wXR70E@G8ihMmEG|QPw#}tNa#DMR60=0&>a>Y zia*VESlI1g@t49?1L-&^zHTm3&~-#fgVHi#X*6eVQ|?~DPn!Kdro@N(HwUEnAUCuk zsXIuc?|9E~?(2i?LurAReXlyh2|?29Q9L<_gZqM>JlK-IGVtj`1&cu|x-1%x_ucPI z*O%~+i1D9pB!Vh8HC_$u2MZ!x-?@Fkor2aSm4yfsgF4$11m3q(x;c?@n1G~iKWdO_ zKp`L8_>qoe`%MuJP|3WMZ&4nG_yPtxV~yITdyqL?%c3_kRje6MO@b2o^*r@F zL#rzc+?uDgqy&Hp(C6UL(yx1J$hKptN};m=fpdij1ElgHaBZ&m)R=usd>(CxFk5+y z4(PseI$)Lr*7np@koK$gbk%#LLh6`=2keP6stGu@VDPZ>l-3VY+Ae)q|0BR28fxIm ziyjWroXgPv$yYkpmY1(Q*J@$%*!Bk>zq1(?`Y2({!qe1#X>fTXsYI`Q`2IvKAdc)Z zj}}-_eRc46vjSUg`B_TK5j=t$|3SnX7Zb`?0D?-3N@wrN9ygoQS3X3aTj-HXpKy-8h24OprT9)fRpD*eV5vRg}dEcuQ@?|w*F zF-Q43Nd0+#M1Z@b*~AMBuo0p5Omm6vQZCMIx?c0S?51#41&?1=cXW8SaN7EmQ3%1pAhlm)=Sj3= z31!fppr|o#tl{+L)#S5&3#swOqa03VkJ^2Nt~fjwdoW_4=WgI*qHg;QJrZO3Hqf z(cTV)#;gZb!Ivoi3d(W=Mn6~MBla|#aFbY#)A$-*Sgu z{=EfpPtn%CEQF4?n3X`r(@&l%%{@cYaJKjD5))pgh3q=fy}R`V>LL{byY*HnD~D2k0{pN$uWTs;u@EL! z*MD~P64>R;S2iw?_P##Tz8k|)^W!feZ*2=}Wqp$~PjXC>0$~WQ5tG6i7}$_zVUXdi zq=ue~1E#dZ4v`;G7vE$QAKCcvya{{U&@E_+^H$LEP?Gad%5W%(V@oWAO}$Pkw^`+Q z)R%vs+UpDhRHjD;H39pT18I-cD#+cJR}hzcjNAS5ca7J&$Ja7^qiz2TbQLUnmt^-~ zVPN0-L{+F-rX9y+F)p`S^?-E3g4TUEzPvsOMH_oj$EWJ{QB>A}(6eht0l;wbM|_oI zI(J)pZGjlVkgr~;ZE0_v5A(|>vo;;$xp^I21j% zOf3F0Yw(zb)Uw*$0Q=3RG4c)ie!ed3t8$dLS z`y;(;vJYB&t9vs6eDV>X`z-FF}cGVvv2 z>uQO#YID*X*(&_LWfrN*~%vvl|Ch<>~Icw3U?Nc;o@`r}c?u4KdcB7F6p zZUoviKK1?Kw3kp)(RNZ>92#_*WJyq1ht)}nTieaeB!{lI@t&;4KF)ZOHHm@(zQyj0 z5)EbdC9vCr^ID3`-mX783=()hZ1^P!Cp#rjL+9pnA}(n)6cW}Ca@;C^7+L!G**v->ea6;sFz<^1#VwhEnxzDm`so09y__^g=O_?u4!656jVcSY%8TW0J0X{qs8zLK4-L46Om(To!R>_lMC12fj{VID zvw$cX7<`Zcjgqn%fScA^7LAHNS$j zI(wJ*>S5sI_T1g5_;QTHIq2}$qJ7qO=P#=?vfky{b+^p?*VGROu4nnCLOBWt)Bg%> z$C7uLw&8KzbKHFfNQK7$pUe&)%E{TkG^V2lbcKoy&C$Z!^D&70PmLT`+@YE zw&7VuAfk$)7y*zR93a`>FyVI+P~Y;G$LE<@i;xEf4&Xfxt_mZriC zLrKZ@yOXi!o)2+K53{XI4D3@AGh`L=hyduqQ%pYIyI#PUu6GO~3SFLMk^naIU-l&) z0NlE+4;jKE5PCW$Jvh5JG_M+{u_~k}BN*;b0>D91#1cH<%J*h4`#8o`>hjx7&YF# z_^#}(x%%+8dRY|Ab2n89^Als7=QCl^dpL)19~ub>jFVnabVWD5|A*%2#E$dcla?c0j1HA~y6RBN^EaxgqTJ9@hF|sAn>R4p&j9zLEYfLeTaYSgK6^VS0+?hoKF)w9QD@&Pba8c&{0m;qIcpsmFv zeOORX0A##RGG7;F@WJMijkx%)iagHFA+I&}A?Zpm%*_P!>a&hP6~|mJSMKX`2L(Cw z_5?Wjfo@a^()m22XBsrJRCXO^6wEK{4bgWs1xXWy=k4RqAIUtipSoIctufnxugY<9 zp|i>aFDy@)1j25$@QRGP2q>@0&3YCPR(+tdePKTZly+0NN)$Y#1~_`lHsWcfPsQaUp3O!E zE_~L`&#(Y^7i=6WO7Kb{>lwE$&h8ogdP$M!m^j7HVPsUPy1bxFX}Q1_5d;T4Ac&ei zper)_h(f%=>_rks4pq-i0KA+v2}yoFwE+2-xGMRF5`1?&QX#js1wFyo{PNQFL1@g% zOxpqKsUsls19_E)wU9%<;S=;2>r=tS8fYd2`3k`2bNrfq^sLNN%s|J^?vX`FN0U>4 zO+UkX{n@QCJc(xK!ukq4uU8`le)|?9Kj$NqKg&xr{1TX7BuSZAu-sm^*bhp4&l`C^ zCz4*aicT{+`yXD;Iv*>Hub4{Z?V>sDg}1$Y12{${HkJM=)QL@?!sC2uyr+{VjfVFw zd=6O4N~fK@hPy~VdqvhMMCf&XS#rZ8%{zv$=V#|`0{ghZRezRvmlAIZdL{$`q0aVX zN;QiBRapl*_?N}5P^rB&TTpqCHkkHq=RsTD|cp~BOmWHx%T1q3-eK6xTav{vQ9HHI|PBn!f zK>rB=HctYP{^=_}^#LWiO{ua`EFh6YzTAccp6226FJHX!SDj~)#}o>DareGRO4CZG zX}va}I?N}^DV*qS#Lu^%2$E2V`P?$87MAUM!qI`DjQJldW<-TyjccLH<9sJvvIft$ zk_|JPVYq=#^DpQ!Zqf)-aerazspK4;x$orYyKJDeoDhIDHUrlIU=7hHbtJ|IhOz{P z8WaU1B}=PWp3N28#mF;0W|{yGV5Fl!DeED}Vd|D^f4;(X-f=&nFq}1>_IREF)n@)T z?h{T40d}?csMhlZ@ip4je_&Y?K+_uKzfJobpO%2ApeZm7-P>lh{D^}HN*2K>-Rdyh zTY0ZtR~Pn*{C9rzA79uVfE*3urVhE)*AGiuoiKrhFZ=9G!7$sGTUR1E^8mF-;EAz< zjK|>^c54rUgM&Aa_|u??#K=0Kn$g+=a|-BC71BPTl~{ThZ6Gd=ECaf&MsvbWqOAoA z3_aiG0)!QV#(#tc8k~0ZSknD^H7!*wvUBx@pIN3rJ0v6G8exB@#pO*trG+5Uh(rH3 z^ctLfUw|qQk=ipHU4|EI<;0DgK@Q>Di{h}-_O1W@c@ai)T;J&BfQ=_7JQ!62$MGL<87F7- z=T^|4_f&o6sNU5hTD`jn0h+YLTGqD&W30?JQL;#%xyU4Ck&%Xqg@5n>YLxDbNu@_~ z&@2&@MSGPG=^5i`spK94zP3KI=odMU3Euxqmwc+V6aW<9=-{itw~+tj_Me_ky~!1F z_<(z%j_aP1O0o-WDu`we{pti&lAm@D5B)MJH5onl!-rFzXjjcXh}F}$qWvEsFv954 zUQ3SS(ALJww*RFLP7hEa{|Kj#pt2|LfHHrW!|3I?QyPZ_XbSohYRTccls@U=WV0~T zCt3jfarg*TXt3;inEta{!4%@hn`s@*o3diGKpV z@{*F?KgUPS&`~@euX={8EIKq@4bm3((-)zQHfkkcKIa0#{W&7`;Lv}g`Omu*Gs9ZO zXCs-TxWFCyd{ajYVp0(hM{$XEah46eSinE6TiIMEn7UYDqDT95uK*Q%M9YRtmz8xN zrS^2cuDWvWH`X#1AcIIqzJX`MJ&Ut*ISSKesyp62T{QSaJ8$=;Q7axlOWw{FdX}sk zr>0ufls`SAV859EeDjbn);easmqVYlWnuEEQ(s_F(lq!}t{l~t4(9V!L=A|lE`}dX z)MvHZH_%}LCgWRBqP3(IH*|tt0{gUkADo$sz5k=$OYpO2K7tQwqk-aQf4}oDa@nIh zmVcDz36_bl>OX;ej*dy@?IQe)$6l2z>Ub3|;o=;4R`C8Z1MTGcU>@!ejhTzNZ!tj* zLWK$##pzK&=}BCoZX)OE^I?i$%97(e$EK%OfB&i)ZHyc=IGuJ#=a0gkNFmImrFLQA zM2;9AYYH@40^{1~VBszE#0QN!&xx14#_p(|vJfU+1Mc+o?#uJ~O^wZ%l2WPHM^_#5 zpRG#MXI`0_ewP+81UZNxipgg>7g|}UC8)i(q`m7RT>TO-`j^tArZbYPv(fRh8TAFs zXbp@QVdjjR@l%GDucs*8316qDA|+!sMm9A3UdK)bI~qu{+wO-uG!2yeF>F@z_iDW( zvlgG-ILTo7`8%;Z8|#XJit5+jj}JD&y(40t2HM0=Pd1YqKk@$(%9wJxt9FplBvg9( z(IZL2@!Cc3R~Q8ARVjKj-|ShA`}lbNTVM<5^MGW1#t`Uqb{5lHyyx)Q989$+K0gk< zgEtzQ__iHugRp2hQe(3~ZU|4m?GwLQA-54Lj~4GSE)K;NP*p(3nB^V7L5xp%d$gZp zyFf;^*6F8+(7tQ)3v0M6bE)3Qy5RFWTG5aUC_39$ODz3>;#pr*RFRKv3S<+jxruIW z>loEde(P%H!OcoN{b)}H)DF&0nBoL=Qo%VuuRic>qy~qzknsM+F(z_Hui*M|&dG&c zlvPgO`I+6>S>#cK^`@l^q*gi0UZpBE2Sc@?sk*j5nQ)bzdLRvYJxiuy_P2NOV8l41 z>b4b&#(qd_qfym)noZ{JpJhtc#MV^&U9|o2SuuH=%Chq@V{bpt!%!g%eU~OUAD_F3 zk;^zD+A{FUe#K2|KQVsH6uJ1W>ineq#D{JJ38}1x>4%I-gGrVe(X_$}Yl%l7=>c*~ zXH${ZMSq(ssK>2=ajounHd;YWb_#cE+jVyI={}EZ;H;U(?dDfg{Sy|?{kao)9o%%s zs0Xg3W4c1C#5!($XSu`2mL^DzD-}MLe&TKX%mEH!z2oQV#BJ1e4!hGf{9Ue~S28T! z2&QF3cwVK;G~KK1B*%5wp%LTf`+_l7-qj;U`gmon2Hs+p!U8qJS}AOt-=Dl;YE{8o zN2M}XZ!O&E%8o8C-0C%G0ug)~+?=(hhjH|htqphIZtv`JwdItpMW$w*g6#p-B@yzs03(G|k zkMByFZZ9;1dl5|SL-DX%8mbz)2Zkrt0l~67OJ8O&g(Wfr-nE;|N;%2396*T2!D8Caf3x-bTfG%_raKZ7txm?a7 zz0UpWF6*mTsx<@Q`gTsl_nR=9s(N%Sw1F~oR${2J-H&sQfVUzsJHtVK61RfUapGD z4)K0q*zVHmK2Tje*k#zL6FKV8yoElRurn!}BlWC-XP2pm){h_luPxxPm@sK;N-s zzig}ITu~o!Skmlvbc=0O};K)0C{~dIT#XvP}7!NL;z9r9@jeqVXbY z4F#ex3<-&QN}$_%;PHkd!O?NdKAR>V^_@x=0w4i#@{TvD9kjjzn?kA-GIrlwDua{< zlJ-H@x+OvloRZaH;A&d65WVbe`dz-iu?BXs;xLz}QhpJfdvFIfDSF-0-!Vey0JTMrhbj3qGWWd@dr9B|)xzX}v9;*sWWMq-okokl8W^WA zw_>x#I_&R!uRx294K@h2vKPSqy^^$FZIiOl5oU$JQc0Ytr_05+wLNmDrdKBe>^BHe zhMBxJckNzKKHnt?T#LF?iokJN2VC>s(&2ZGpkQ{}!BzHg&By(9527;m){}cVcSt<{ zlPTwug?%{E8M1f#iL38;kD8FpwHN**Mr`jkNHvfL9iIMv=<2$E=8tI_xbr@s^{~!< z{Kd(FN<)Gl>w(91;lD5Xx6-awBQ4Bp&@eg0l*7Ejo)ITdA-|X^u*O(}wNAq|uL%g6 zxWbLUunkS+;HaZ`Dkjjw4+(ye`;NWMwnsZT*=fRRa~AF#l}%gQ+Y;d$GJ524=jh#= zIiQ)y#{_s$0R^@B=-( zz1#mf*t?$y`~q0_H~$xi0U0j63@A~J@*JlPYTyj*_{lF%e4>B9aOd;z&5Tnwm?i-636z_55g(1 zm{WQiVD68&yTBZ(TvvJ%3>K5Yu?U^bToxj;3=%(OWLs#3FyDBAcCh!39x3KS>xG4d zQ}3OzRM=-&li*qwZ?87ra2~$stKyB^q91WF(zhz)rR4Y?;CZ;QCEk*C*CT2MrWlH2 z^J==+U*1E07sieON@gdS4{gfL&Q88}u1WE6$Q`tnor&SxzKe?XS(8vipT8KR|WJ4mhI=u&t(lu@n8u(Xmq%bM=GJdA` zGYdPeRpR#0^XABGQzU`R{3@UcF;Jqdx|+*tfjq-NIH5r7S_`hp3hI zy=CHjLySmF3o|#VaGt-8M%wW2{v{qDsvLsf?BeWg_j^&@Na8@oR{D>SPyEs`tVU>K z+(pLU@ar6taA}!Z+FM3(@b6>q?XO15bPcU%=At5(va4g~9kW(V`*V{Q?Pe&cjrVj_ z{oH-L_*HK6ZWqY!cX%beD*iujKkdUdoEC@eA5`%o7e3zJpwYJ~s2A5Z@%`2Rs76nO z&tz=zp-diNKU0ogp{-%s(fRwBBoQEiT3gb1IE!S^97m5>4J>LYa<$K_1G~?)ukjuP zZ(!^gejyDGkCc;pcx*O`uRhsHJg~f>(6kSWCcb`^bQX=gnow=P$H1Q*kuDg(2y}tND{a>$UULdy`%WE5RkNsWS zFF?9-4p>b=(`4HL%JmwlEg|behXPj89Outy#S7lWOO%e|&K0>>0MK!u@Q9d@qt02I zC5T-A-hu|UR=w-co@t1_;o=Hxy<4px7Q9cZHmDKr55fS!+`OvP+PXF)NbxtCZN}td z7|Kl!%wr?8^Yi!EiC?w8Tx|kYhD!sj_eL^&C10P}7Eq9L%0kAaNOP=CW2{eA4(V-= z5Y1UMjy=5V`t>9v0_ycX(TD;%WaRrjJ|{inkBdC|z*imz{~KrT7^Dl#Z4Gvx?$fqy z+qP}nwr$(CZS%Bko2U7-?KyX*25)`0roOsA@++yNlD(3ZwX;)O%2W3*f8FG!vdYnL z{Ns%^JRaXJ0(Ob-V-;Z!*?-OUuSaiX)xhylVVujvkljB%+T)>X8Zqkrx|+W4GAs9q z!ETE0?d_eHE%mt$L)5dYG5__Cs<~~Ed34+cUyIe@aPhb57Y(|uYISF5)yTbFlrDY@ z|N2=T!KcGZx%38u{i z}(_m+6YCKGj>R1||14t-|Jt_ZdF$G0?8wU** zJFAN`Fvua&VW8fQOoK~ey%%3h(^sC($CT_@_Pz%2s%1ZCO4cRs1bI6D%TML}2M^?* z;7yT=>z}a8NAaGCX!v&%eQsx}#**=URE#Kkov*4%$~rkX=zE!!*th&GAduHwgM^+7 z?8yZcdWgRUgN=Bu{*UIi+L>k3_&6(`il>w2Uef9O8qP@>z_4ab;Fr_e$M$*u+|fGHlAn8wwAj!%}B;TtvrSQdP%k5T^fDtfD3ZP ztDlj+o2MvMvw2$$;(N@NroH)hm$tNOoRxy>H8a7GC;f*~9~IV&f5ffDt}4U-9urr> z4*S!`r@8q$))kx$ulks(|55oA-ZXVV{EO$u&6VhZ>mTi$RzAI6%q!@Noqg8m!{R%v zsr1UCTzlEe>xl~A{Dk)NsWjSH2WnM%`~wFUJnS67zj1g>og)MEn>?z%|8e3!%3a9j zriK~a{jA30GV8c0_FWw1T{;pMd4JdjKKt^z-<;3P%1B72K#rKh|ap0F31t~8W)f)hh!-rPcD|Sa!%Eopke*L;q#}lLrXwF^Mb#C9NfCR zQLH}>g!ygt<~}vcuMYirN~(rH+*`A9uJ7_XrIv?Ht)0UD&wmT%9sqM?G}C%tk~%la zCT2kEp=4bf`;QC0!vOOyb7f@o4PJ*pe?uKNeoOD=Q!MI9JkKP$W9WUN`eWxPSgXS( z|NB`Ty7W!?b>Z0t@|-#j^Ig?tm4=s_jdE_M!=~0lp;G{!0Y7JdxWC-;&L?!|tM%)& z{NnldWBbmWDB~Y)u!ek>t!xn2bUu7Q%D(|acQ6+d`Ge5E<>r6G^8n#KC$I7o*FE!n z2x*zS*84J8REJfU9&PYws85CE*FuV;bRF6g`HSgT$#XoQKOVEhKieu_W-6`aoZL01 zBKp}Kr!K7>mw)^@mpV|g|Cv)jhRf=_$B%Wcf;=UdJHlnV5da2y#nh1m2Lk$q^xu{M zy};;H5MM~?0AQB{AV0Bi4ia48|7`Q;x1lF;!H1q*&M`Pp0Nj7y&;Qe3-_Z|nsF;({ ze-lE;^uLpohl7*#Ka%oj{J%+g#+N((ucSP7%H@*ETolD{M)Dvwuq zs1QVw2w)&WRVW!qWX=N_lIQ5t2|LFBq<;J220q+i7=WTGVZ@jLL044F|C)qAV2G*@ zUJy7S(1eXiGsqm75Q67~`X=>MjBWDBx!k!rpW%c(8q@s3g30v@FZ2%b12e`TXu zARHga$L~Hc(;G;jg8>aoL6A^^+*j()Mn=-9EtBu#17Y;qc9JnyCUy9u-Zx7 z$OH57TLQ+jQ#t&i1wrzlv#}k4^6;&(9-(sH`KXP29Yt|&jaEn`F^I&*%ZZ2LFH2=8 z0|^!#TUE9Bh^~^zQcnb%=-R$v5P+I8JgJQgSf()yneDII~WCFwB|1oqH?{>R>BOy8t3Ge~a}>d1j6j^=he4x2rstQ%=07X@^68a&i%(=;oSe&eCbnSgTG@%8#+7jixMg>T^w7|`) zNk!rZ8AO}GOHEtF>CD2&Fndf2#5JPWYS1e6#^JtY$3v2Os``&{W&4$}Zv{)hHeu%$F#O=J4_fodlZkDj$ zC(9z>E;%w16CC`ODY>P?PbNSFL-0>Kw-V7lzKdO;OouQU+WJ*Afg5l zsX*W8g0qbMd$Hq>vT^GEzwTj<|Ig>6|2wYtzk+=kh5vuHG%E))%YW`^NEK!E_CCak zURzqNy0u*w38Slm6|NRF>u6Uz0TCP^@MR{@2!vlG(+Fk|8qr&hVv zwXN^!%bTlQpSXaZeCc}YUU$0HRlY0jAFs>WhNeN@)9Zt+z1j9eXU}(PsqqiCpzRcDdNjLMNo3wzKL6o3CR!N-kbKdeKbIy zECTV{J;Ks2bALj5lDSbMe`Q@OO48=)$b#p5|is4 z!o(m!ozG}Ki_>Xe^ZA1MW)v!hi9zL$`xBuQQZb|wrEsP4rWGnw2dgv=l0pdeR-}53 zowJiRK~CrVkU*~-LPg{wbbOuIM<~VLS-mKaSfwbF1YSXWObGv-_)#hRm8w`G%AlsMkA9LPD!L96$|#0M$LNv2O?jgc2K`gbt<*ck1+8&$m^3w z0JkbNT(sh@3##5g@!Bd@?FhXPW@)lf>}5n6f4u_segVphRjP+Z9eh9c+p1q;Ae(=+ zg>O}^yU1%e156!44x@ zyJ4ytOV-9T4RH^IykV~zdt^je3rJSS#0**oXHZAg$2tk>P0Dv27x&?9L{+yqH(27a z_-#A>T|Q+VwH%sjGV;XsN>lk*->Rqc4D(SwW9+|d7lX|Mb9&Ama|iDhD`(lp@A=wq zI{il;V`5|e3#X%CF}B8PjANsm@y)zHyAOK}kO15XlnJEBa+7wDm*zgs=~3E-FYFD` z9H-AU0w{5}de}v>$DssxWK&tDO9G6bLn2}|?&iWR7wtcp_k`(T>*7h~&VV;LB%P=8 zNx+Pkn&_gm9}CDbh-mwoQ1L;vO;zS26SeF+4+ouKu7u3V)oK1rQ@<2ZQ^#FH3ozB9 zb#auFCQG*dWXXwb?4yi}e0oLq_;rqpIcB}5jt4H9o&q=!|3%~N416fKgFdrM9u^eEN`R})$*##9WNbMWw@u~n#5Rh)~!TAW_9Ft~@j*+T4X z;H`ZzpZptA-C$~vb1L~|JGT*gJW93!Pqryb)oi095F2s2k&`@8=aVW_@% zb=`*VG&r-lJX>okfYYrURWU$pKy;_`b}5Rx51jlH0eLphzkQ(FE^emOfUyU>S?NTS z7AhaH&vIc)AN`=|({YkXTlqbH|38y^C>|z6=Hfn(h~skjx{M+0 z5L#i0s0O=L*jPXg$vYp4KV&lP=T~|48XJ#|3SYX z+z{?};|RO9pn@|ZL=k3f!KUb{9-jy14KvKEVJ=4*)>jP(z*MMi&2#<{HKf=#pr<29Qw?3n}G&&3ykCV0(Px}~^pBJR9; z9m&3z>*|m#5!G?1{8QAv_!4s0FD|(^*IgQEU=w1wj059jo+qX@^z|()0U>>!rhlB@ zt?j1DC)tASE2|WhYpWwU5z+?LIyFI@*#Yr8xvRg^4?cE-%eTBI-G%vKL~dYeqATXL z*pHPT<&F>W-u{(Z$1PDN zxJ`vb&E6+#wPcN^GKx-<>SD%xZWpxNP-j^%$QWEpULZY%$%NOacB}E3{MGCciB6D-g)0$gh)-8nq5s?iIe_7H+ouEf?U@d`717+ zlr&a~K22dm#AUFP4zCZf+XAz0u6};&orP>Aj=kjw!|wes(w3n?kqvKTo6|9_iLRujKl!Fg8A(i{{u}wz%lzP zy2t$>zvR&H|CYo3 zrrdX|KaFeuBE|@jRH!&#rEz{IF`mcT&QoDzJ2XkpX%aD39EE-}6kxZA?(W!~QO2?* zU??nYNiV_o<1qz=`8opD-Q7VO4-Z0GA;mJos7h+%V=Bg&BB<^7#y_k7Rb>Z`Q&z{F z>!;d<8l=QKMEOqTb>VlDY<2p5fWp&<+zL=(Sb05PMf_HUYJzl)c1_>k^?ZVp7zQ2ASZao z!z+M8V&Kou@KE~l((J?8{sZ#K089d(XXNY#eNr;GZHRDUR%W+q?^|$^&%ry@h_$BF z^Q2w?PC&802xW)5d_1I%WCtyYt$6um53oJ#S=?^gUTne@jrAn8pgjGP#)7({(qjDm z!-8`$RC{)G1uqmk>0e@Am{8~_6W&T$j>|4_I37mHyscwCSwt{^Vn+*MV$CcK!`5?u zU(dc!vE|HvV5vza=bcOVhhYvOYKBo9>MolyW4HQdMccJu-+$EpeCXAbkI+weDZIOO zNH{ynzho=S)~cNinr(->$#S(NwAxcD4X(0)*^Hzyl*?Hyv5sUnCpAAr$J4-h>6V~ll7)CKgG)w3(>btv)j6)E^Dqf!@- z-gNwsqrxED0A}aD%v`af$1vtv_$)^LJ`6hxAVyao$Ie2u-9fk+j(092RgBh0Wanp} zJ}8YJW%;p#0M7o3RV{mqf<<;4BD7LWHV%1k z5y}Gt9h)*s*Q}+6@hv#IL^Q{FA}`OPhIZP1nAE?5>3xat*JpUhoah%s|DTPj z-M;Vd3+Mm^tw&sS7rcqPI%wA0>p2m z3c7K723T|an+kbw{G)I(np(xZ5_+jw_>=ejXt2a7C5~SN-kLTshw?kUXH5AjKb3}GGc5y(VJNJYdhjggL#jh_P_G}#!)$el)brDW%CXC)hb ziZbNIX1qGgZW?e>DTgtv9hBwVfuI(5Sj(E4cY|B{gTGhO@nxlT7pGuzRwRSkHojqY8Je~n&?e@y&a`h{RHst z0DJ@S0MGYfjWmBsqgeLo;pM!o{=Z2rzb0oq(V+6X#+VBG>Y)4!K7+d4CJLrj7j!h$ zy&8_Egml!N$$Y0H<)Y+Zi#9La&SnVp$yT~p?XUWNw^C6>ZtRTIF>tN{A-=(UxHd2-XE)G@%5+2>5YX~1Vz2g0;SEJ!8Q4u`stAWD(#GhXM z#$&E6)(Lc{WzMtHn_8``5Q75Ah=tzf%-v$B4G3lf;IOmapPRxTuH*w?tej~$+s&Gr ztj<_*V|dD$jS%_7(zkag=_NcmBGoYQacBUS+;!>; z%n~m9!|hF1^R<`rDx_%V1h7MOk-PD1EyZuPM6++qV(JY-g|c4|By{@=CA-K=X}cM| zAwu=hbAxmb8$!mBjQCNvJq`Q6_?57L@Xvi%oqO7ALm>CHE*1*To_TPcfV&E&HkB6? zG*okvrEA6RV$|D45g@V&x6cd%zjH1Q->Y`IvA_yoFI-U#SGMkjW~M?1>^sh4k;`nl zE`ONxyZLbfyYcV??|gX0GV1gF2Yq7W>3z(hrM>{+ZYfLG>+hwf1Wd31j{7I<`I1%s{NVE-oi|Wm69nQoYf`9v7_DeWB87m_(xpn|5sSm-C%)Odf@-xyf zfC!f#vFjqlk{6iU6NXN+pXn0snMd@pioh^Yw4pDnooUIG<>Ueh*9<~+8~U5dE8Afrj@2cUL&EHpNo$fXc$%=nkeWv=N(Yw9m$KP+f8OHs>SO4mkqt=gG*qv0x z_a_M2`^vj}X0|T4sBvWIWA(Kg#B=&FM<{`xANCYVP7~e*vrv8Ew$ct&)bbl!F|a`f zD4NKXD%5_T!m)=mEPSi(7J;z+G;jDi3xvKc}#9^j#z)hIE5 zH?g7D>T55qKLXhiLN0$pNKeK>BZIq%u)40JzqgH|hfkH`ooq9)PCe!w+~PfhOyIXa z@EDHHe;sQOhz$>?3s0Dq)bd;PHf>AxnY9E=XewCSL;Mj3dp%JH$6Ra}CZ&BNKJq{O;(j4uj@ee> z74GI+o`1$i{NR#I|KYX8KTf?I>aqIRdzcK|LfsklohP&EjeOp25w6WiI?(t3QuRaP z{~k5rDU}x`{*K)hp_l6-)?v3b?&E&|`$3Yg(|`OXIo&!#WwF{nX3vOne|t7dA!AVl zY`F(lym0xJ@6T22go_{e1AQYW=*zN=wUxaHAupe%p%UDo+qnDw&^rVTa=PHYd;>wq zM9OC{=l9Ak(tiO1;|87F!oj3yKt)ewcX?60{CXNvJcaxm|9dl&Pz$mL^@FFAVluRk ztX>>GQC0t@El2yatzwTdzF>k(XDxOaUjL^pqj|A}d^NU$hq|Ft5bbrwKRGQ)@DT7E`n=ay}}W*#`6^Yq)d8C=%Dpi(dOq@CVQ+zX#i zo!9@NxtqyCvNp0Ybj_C9tK3IUGXwU$q8B%ItmJWH2_M{ZswKAME~0UD`%n`x<21Uq zdqO#SZ6;x$%*s?>MR@W1l^L>^GF7plfQO9&?Pv|n%N3CNlmK_8wCK37BiP-YLp=17 z0KFMRFJ)b@nv~7nkiU{DPC{lf8ZgYi+a?|+wV=WD1N7q*_T`4;mc?C5o&=>S8zhCE zWTb{^EFeltcnY>5o(Q)cFFDqOx2!^_oE&Nl#?v@DLq^D?Si4fSG7$NV0D3X_Iyv0* zh_)_U2z-C{Pw3E0z*a_7sM*SM(7;6Z&g(8JxW6l-3BlfZ*+=C$VUf#JHavO^a=_?H zv^!4O64`;B+~fG!204+^=f`Gg`0`!5s8P_itzve|+7NRh#zQZ>GV{bDM|rqI)anUIJ^l zG}L&0AZJj`s}0w%B$9|!0Vg-5GCL4@^ChCCqTth8lFbpaw(_k-tcrtGf31*bJ!7JF z^0nb>&A^=XnEM)~gVC0GE#qxE2|r}%xB>hC_TLkz8?LYG`dB1_M13uent^3T!6KJv zJX?F(z)2nvt)r<*T#aUarc#<_q!MyNb+cD%3u<%`SKoC_g|pif<1X(*TI7Oeyw5!( zs7RyQ zhZVMtn+&8sg!sc&LdZuw+s?(BUf;aVbbQ(h9%L4a!m*WX_5w*;_Vq|(TnCK=)T`va zOnFdxC}lx~q-=;-1GdI+`Fnm{Us-h-urg8$_44Dd0!KaPLyIVAe^vxf^2NK^SBwo$pw%6*(e*7jh+NyY{RV1j8 zrH@J=5wdYGB{@a5!qT>e7t61p^grqqj8|5xR=5lr>-NFu zQkqB+AS4M4p^erh?@0*>0R)D~pqfO{K|=okzS^kTty$i>x@lU*ykuKO?veTSgRDin zWN!BTlX=RwO+LYSy0!bF4aYM$7QTPyVKcw`M^-RU{(2J+535!|WNbn;+aI?=Y1k7@ zy$hdoyV>J<%m=c4e2VtjjUO=d+rj+$y1zT>2Sd<9*L(bdF5|>gTz<^nh|rJs9^OCb zM)VefZ*I1GvU}*`x>7VcKQCUD#^Zh>fFPBNS`{z9AeE=pXaq`9ChfQ!b%Lu>46iWEY;MWjATwRp&Lad*R%szj|=UUlomq&H9`q>5Eb#->`gD%CJL z?>fN0Ss@#->h)-K?4endbdc*t$4u#L+2M8!HF z)4gJ!bb_}_f=!yo=j}8fB8c4=@yGIpzz7;~a7zwAG#J?{(jwo}K1jYo9Xx*M8$ZDm zn<2*|@`}uI$8ZP17;FHM=8>ZzLPM5El!i2iFo#qfAwU$NA>JbZicF7$9T7WBM&n40 zC=`OU6@fb}N8`z!))U_$H~pe88=Vmv-*#tqAJzNWQ`PgfyTPaIWAYjM={I2K#HA^I zRaVEFz&BzZ1rXc=f9m`2xsg+q>-~$)Fk`ND)Iwi2B)kh>%I~tlA6sTY>boOB0BJ66zbrz!{ zony4>#my4WhV*e-cdgInMwcrFe zQR~{zqhFh$E?~ycD#EzXvL{y3+L5sbdNZtC3Itx?_cuB>e@LIRN$s7NL<z?>T~VwH;158!sq?j#95GwSh1H@afr^q z6C6TaON)NFlQ|mNVXr z7&G7TTz+lrIDYNc5uj)v^*TZV<-uxw`77={tx-aB%LQ`f4%e#tqB6UZT zh2;P}R+0(Zlixozn<_5oIOqy_U@f-DIR92>{jzo)tsT_aCXtcH`Y4Zl74X;NkEB89 z!y7UE(=}hV6Kpi1-#cnn@OXmzui-+3^fvqIqsuJi+@UXYI`@9q()|D@Wn0`K+x=aH zyqm2q56#7ET*5`^J)dpH+pJf-<-ZnD{5xl}*x9tlX4tP%f>Zzo`sNdXm^V{rJz(P< z3$;PMd5{b>W#3<8q+54VV~_@lSp_W-+`M|$bAOkt!)t;5DuAh$c};ieP_JGwti-_( z-U!zd(U+LM^V>MM=4amCrF>ja{#u>NP4qe~lm4-goJoiX_^NCIva!TfL&pF<{3|7eyMa`*-Oq2F9Wgod8 zOU*q;7KJbC(e0t{Rk8Q6U9o?h1aU&kift{f@_)k8BKCq4r6osY;=-t%g`k*6^Z762EIaj)Sm1BPu^UA^PB>w*XW<%JUG4;gX=l>2bwKC zjJjMW58j!Q&@f^WOPPR$!NrlDi_fdz4BF)k4D4`>EvSHq(qE99u0|*&|GsXx214R% z-3*t~RT~wZWdu4t1UINt#mvditNzOt`@y)4(GT)0iHjm5ECOMAk-0UdQ)ST&##j z^+&}Y#gvGZ9R#w|#qk^Nz!GEmXzK@cb9D9cbv*y+yI!OQ zMOeeiB!MEji~iP9KC%pEKv>%Sh;sIvaQ>-`}1I<$2(R{<- zN&}Y?Ri5u3tbDYH{$MYc_LBV>TSsZGlRjt7aH~AtGrksW5otE; zubI(&nRBfg-%CuiOV4CE_7w;!n>?&MszZIOz4}O%sdsyWQj%WuiPkQQf8@)lA27PC zMc9JRf?uakN)#$Uf2LeGdZqGxr{e+#tpI*I>-qa+me{wZyk-~fG35cA@AgLA?~L)0 zplqs=J#<9d=C=>mzN>U^C)89-MG)80Z+Sm*?Io#bY8mo%u|=2R<+#&OwgknMO0Qn zU+bWtPo!^f8b#BLNkKA`*4GHb(nZf2qiXOA?|gR?K;uxcqXYq-oy#N z{Ll{L-pUpS@2VSeh4QTLWzFAW(PGYPr6tU zcNBzN(G~XZOgngVKiDvC^d`eX-K5{>nv6$RV}49czgUz$5`?M}l9lTS(nLyY0Z&uh zUc{c7*IA(Gn3Qi}gJXU}z0YYeB5io~r1 zM}W_fIu>W|u>D!ppN*e(sGwSTRxwBx$gE%eEy}P}dU18jGBV@q&gdnu4CBf%y|-r+ zwRV4Q0N?RIr-3z{+Hr)((t31)trJG=S!{kR-9kY#0>?45n3}Wq+t4J$=Co^^I^wnL zG}XGucs_dpm31MZzHp`3VpcPc8!H#(yWts%9D!6os*sCYXv8K$IZOb^?ek@7;nxDE zgR0Jj71zX>HL+6CgK;2ic<)u^SkqQ?RxCLMi?9P+7{J_`g04?kgNWi+t7kvw#I(lG z;-Wv^te|v_DW95WmNkYbz3g`jm--7~d;Gi`Wf=*wx@a4a zxknpk8F7&pa@psQv>&%POw+}1T1r^V<|p1)m#&PSp&^%vz~?~C0todB>ExazWC!DvL)yP>|F<}LKFb19K&j=I!6^;7PXA3<5zkXI2gry`0VTj z9>xfylIo&>BO>wOQh0Hmc6nN8C^>BJi`&Nnvys;{=XVjpo2!XElpmwdMAH1g+Q_~Y z;JTug`jQs+tx?{S;MDgp@H0N+@RITPNh0b7SI zMGT~v&ZxsAlw;tv)8WB`tb7vLwlD%|GB1ek7=1f=4T@u}#}Q}FylbAELh#n8?T|^! zf*MlYDZZ?wyk&Id4)klBVv4W93L2O$`PV!-7<$*%7N92-?R`%SniDMhMLh)|ht!vl zmQqd`NoNMDU_-^Cm|SzLl3Y8?_H9AHJt4pzU$T>}kjOyANXgYD&Brmn!^@DcjvH*R zlJ5XJ%lMO@;un`Xdrv`o#4?yv6cxgy+&TdTV8{Ugc$eJ!-f0E;%eHq-^1goKFo-6$ zWXv$#lWQ}JImvjf(;;4o#qapO>szsOZ126?_X+#$Qg{+Q{uH&5eD2BZkbYguhj2yR=4V$IhjokYJ+n z=e^;zKda5*%m)E~4ctQC`tyYi#J?g%<72X>4g}nx{~=cVgp8y>T#RzT8*e=|(hed# z-(7ndC;HIotgxh^TfctZ1K~nadjjJp8E7e3%1W~Oy9I^TbwHH#s6cD!h2(HZ8!bZ3F#}c$YghNEO%@v zeE4A-F#`EUcqohU3Oi~5G2t&YN;7ow>zUuwkW~Yi_o9(z7Ri*dZAcUCiu4?v8@%gX zq}D+}zu2dV~|m=r;;4DS5){jl?F!4sP8+Os}9a&CCY@yVHAE?o|P$cs)^D%i(5r< z7PQp$k2-?4!x(_$LWbbmFawmvRN9;3(1-&%27IVV`1I8bY3i=YEa~b#ffX55by3&Y z&aFWl()6Q7nQ;7oziLuaa9EeT!FhS1NXB)QBzZ^7?;Sj?*Q9bGbxhu%QysUTF+Gnx zENvx!6cm#5OX#^2YT!jNV=9+bfZ3`x74;~&3=i;0JH=r+J#_MHM;>(28#go(Zxou5 zb#K7nV~cBdD|UK?B3>B7Ks@$z=KAoAYb&X`)h3Hbj~-gNTegsooeY!-dX>B>+CwIw zESA{O*+INf^>`nk`Ur2F$Cy-YTc220h1mepM8Uu)Ckj&`qg=|Sz{gDrCey5Fb4NDQ zP9>nth0_Y7Xe=0$g}tjQzPFC#PrF{a@{ykt0!bmuBy{M6rniquLq}o)vnTke z8rnAHS5@*xDC7|xtUEqkOw-Jcnr({A)pCQX)%wlVM8jd&uyNXTX}Bjwp`uXVw&2fR z42fvbx2Mcd4jz9f3(qfqbj6mE%YO{WMLh~XWO`&wv;b^6enLxMNLx_`3R2u~txAycr{fdz0i{ zp;o|5o!aFmDWR5_q&i!G`-*kbRIIqjRd5@{2t^uX3vo6)F=k-kOZpoU{G2*UuFV2D*`d#6T>diChn?Gy_7 zbXh`DgK70zc+3BszF7d*G0g{ht`i9Tn!{dCzKRPB|H3kq=?P?L@ZCwB&H3dBOU}^P zfbJOGg~O8{I==o6ZJkn9c(KwSGi5>B7o?olFoAU0y_;x?|QYt@FpZTd1lr^zaMrtypma(lZ%VbEV zzGtJmCn3&1SXXE>c1gXNn6BlfdAU1%?P}krwbs(>dS&r=_-gM82XgS=pqA}_f?8J2 z|3s~{JhCE6pEBMm6A=P-Y~phlBSM4dEuw}5426(Fc7>y%4-9krQuR{j&^C8U7tsRf zw5kfhYeYnR0Rgn>z%OLvNa&FSgq?jUWcN{ghG5nOZdI4llc@<$pFK|Ud{8LpKoUvp zcwE34z@k!;0)3n?w6v|AdE`%(zST2TK)WcIUg@#uFTECmd)LEqoLe^3>p5B9y`Du~ z6-a@C%Iz`UOJ5rbWC*wS1E=2(U zcOGQPk>_Q|#BF%$p(%k$GMfoIUz-Y50ytGt6Rf81VR9YKH2pSEGo`7VGhHlg_R3aruFj109 z&XyxCN)j{lYZ-rMqcAN``Q*}pvdYj3PeADknr?9P2MIS;{wUXnvMr)&Gb7AAyz3+C zU_H+jd>7oE5=NO~ZhX>AxPPsT#Sjr=KEwj~lKCbpAmc56*wPul=I^x)VF9 zqnVOCWyU|D!vwbJiOmk)ER1YtG5dSY%zn?4<1+$Wy4hF{-aYvx$~pOyRG-p&Kkvwz zs4!^3%=0P%r;8{(CLB$AbgT|`>i+Od)-#v8;{aWQ0gwN`fjRsC&Sx8@{|wC6RcN#e zVSw3rK*g)CqWUFlADKYKQBqM_3&rjN6Iqxjg%rwg`$Ed;A`Gs5|KQ!0-yF5JeFn5q z-rh6>RLnMcWTZ}y2$s`A=m{(}<)A`2rOA<`TI+CQBsRX=x3$*iU$dEZ`gp#{{>Ds! zW1r&Z3^Ahk(6yBoz|3C!dlW+8xm8{#Xm9_q2oL~|_;Cx>%Z8j&r<$H%=X#B9&H_w9 zImJTPze7?xI06}|mjMY`+yc7FLMmAN{RB6{Fo}Nv$*u2ZCV1(5h-aZ9>hJFD^yIgf zotJco0qy@i_@k#19o9 z;Yu)oK|1_ra(sMNeTk)!hP9KVfBerMjk!O6#yR^7nkblgi$w&9HI)bE7Z-KJ2maM5 z4KT8|QZREe$`7zNk`S}9H-e5&C_>E2&&tqNs?0Y`P*74fEUwYh)2~TS)2>d@OSLa8 zD^kqSOejD|(aOD}^{?_<7>a?)cRr7Nv6+c=Yt#nfEBA3ZxaD1;3ooc7g zS>|^YdU?FAq(#;uOPRIG*y`zUmimap5pN1H?6J$(9!2_@rviw zyBxruS}vLS%;}Clb30;n8fKn%@6A)0K)J%2_vqW1H?2CD4yt0EfB3G6D+xG z^(PxGmdu$YlF8X8xh=9wB(j#+(6qEDQ`!!Wf}o<+MAUuHm37x%ZoG01>#pP@V_vII z@iX{)nbW;{FWoQh{(HSce^F2zI&|s`W}bDcC);QC8f%MWXwsugL#&RzE?tZ~XFG^K zK;)jow*kB(IW-LQ)RS{XzXxBy`RQkk)0pS{PF`(H4|s9p^Z>KloA+PaQriP{Irxpz zcU4GohIrvql*eEl^o~EnU&n!=(P(p~fhRNh{RXL0wu=Z&T)5AF7E7fYv5=obe{08D zLuMj%$NMtuJEdv`QoBMoI^m4DxN@jTk2~6|q&4YYvel2A)a~?uXh%~!#%jc+o?9P> zfNn`hIFzF0hp$wzWPGmT%M>X|LE;uFS)m(Iw`O20RXIWq*bQcrba0t#1XMc42F+V- zn8(Z;F~w?B4wYueg(6Bt>d?;&G~ZaOO5v8RR%mnwwKj;SR<>}}iU?P@Vnl1Sbv>%Z zba6G(g;$emFqc)C@|IFX@}$%KZYLtk;636Q5vG`1=vwPqa3q65L?79SS%^P@p|<}P^mMZwoaS*R{l{bOPCS>H<@4F zyAa9kTHS%80z|lq7$VKa;c)pGa(&&ie7W1JJJ9e%em0(+yYL)8fC?bMYSI!lbkoGC zxq}0BOlA-+ZvdDCv5T&mUZBAbmXqsq%abS;*0;@?GzAQtL%Ku|?nQih(a)AD>gSL{ z?MPO3Wg%?^xLi##wL~p>#&c+P5^dym|0I$2s61a|yFchtc7cK8>P4@uZXCC9u@?-9 z3O^=^UW4yg@3<0Fgu>>HJ>?1QK@I1{l&2>#81@~Hy&b1)ckh_qI%^CgAPs0BKa*_;Oi7efX8O356mA-3 zpAl|;G5zaf-Lb1OKD9iY|HppDbhnxV`dycXhn+&8UPdCp*=?`bFytdu)J?%o2 z7-s7vodXt>JPND`V8*6$yQKT8FPmJUO-JrbpoIJ)A2Dv|d{~*--}8>i7k-{XMj@Pr z(Ys^D9*ma4rfOBnwby8g7^3&y{&T=?=ZI+CK%+)OU!Tfy9atij%vS{T!)NH=ZWtSc z91fq8;oXG{#D)h~e_jnK|0LEt_J^1#JKJeXby`RTQSF0O0qUi`>OIt_+7Xy1q$Zx# zBt)124=FN|AZ_M^&3mx_pP4w@xuZ709I8Hej8>Bk$GJcgV z!A9vpow#_yX|k%a&~pRz;Xj{PgBIscpRcLM%9#UwyNPwc0!)y`!4OrK&ngxwwM_Sr z)^Rjs%sIW*{JsV)CC_gM>E~DJFES5yW~Zh%`(wI<5W+Y_c`fWdC|3{_0I@YVgccaB zp{xkPk~{1IFgI4!we;vzZ9~?kPm7hyK?D)Pi^_ooG-k^nwFa;Wys3H?C+FH61y)JH zpc=o*sFOvXE{AtoLL3&HZSJat(k3>CtzAU%*+PB~k-9vR4 zgC8NCKPOn}I=~%-u*i}X+(wV4Xv4Tjwi(ArjQTpRKh%&lAW8vaJ=Wxol zL<}2_+P-zq| zVQ&EBbdJpaVIL?KtkwigWu1=0Iw7aQ{|Gu4=%*JA%j1TUU=jE~ID4lc zU4W%cw{6?DZQHAD+qP}nwr$(}wO8BbYP-+Oxtc%DjuR96s_x&+%Ba*+O#}aGcTwKH85eLkvv1*AGE1f%N>t&>y|%pi6(lqSd4-rQH(f2T#ZuF2 zW*9g^)d8&}9)BvyzNz_ha_A?W-*=&Ze*k0`9^QCFkX`EPRq4e`&M`%03~W&!OGP6= zKZAzxVfN=D$sGv8@U$M)v6c)|2mO_Tvn+VCtFBl2swi2~AS~x@Pqd3NlP`F)OA952t%up!g`m9ZTywe?KInns(u_1c2-qJ1tr1dq4c6xcI=YnC?C zC6Z_1w}@!R6fIV8AHe`@bNEHzf0kOVja=B2}SsMa&(6gK&1pHpw!HNAa;2Ca%}V|71lkkke_;o8Ra71=wEV$)&tDwkUz4 zY?l|TJ4$XSVZ5kk3|1j$3Xz{Us_m{&*zEnB*)~#uhJeo-q84K8MaXkr1SHrhouNt> zPADT5xyMc0iKR8jV?sMlB=5d^Jzqxc*6juNEdqcIoS1L=uJ-)rEB?cD88_>HwS4_Q zQatf^Jt-96>T3|>Oz7T-o$-=Ejtk_K$s zf|ZlZYuGnwCdeX{`$g=f^Z`wosYtxYQDb6M%qca;;Pk~6asQM}7}wJ|dfYxf>jJO7 z`eE5J@$`>RG@U>hf!2WA1&7>Sjo(MSGQs9JQkIervDjR5&(bowtWseCAa*X>|Dttv zUCzd{v>N6ASh3#z+V|#V2#U{v7u*&fk!a5swY-mD{Y|b?U4lPiO2Ym)@fyhqoEc2e zJEQc(Zs=r%L1nU+RVXVT(|Y^(hp*l*w#*09Xiq!G&(j*Z(EO%b5l&8v<;HbAjBdjN z+D#Af@kq0sA?}dgKfemiP3Z4V zf34Z>uic>mYkveeaJ>1F(Am+iBkAs27BUm=fK2MLJfrS!*MIIbwOM}x>He8*?-5CU zim{^~i`(-HlA!c^@*jMY{l6)zad7^Rx>}qjq!8L!dw$t$Jbapy8}n4{qNZ_7(-;AB zbZ{YrYHcOel5o0ydiP4p)2LD|oS?>}}4 zUpdI<~Sn3g$kj$Z3By%d(SZ0%OR?^I* zSnd(l5-e=iZ0wOqY*=%;N1R8VM+j0T7;`?>Ag`FLNjal(mgP+BSvhlzM+Vl6tch8R zT@wr@*evl`6m#sBT&*GB!CF&wX7yQXb9j@vzf3mRI^*$L6SWo`OoS{iv7jwU8>6=7 zcvgKpDc^gAq%+Lp~6D1P?EXCZgRD^@Q3SwvUad<|VTX@Pxd4zHc$e z;-nd|d|VGv@1Bopryg(OzMGZ8CEJpIG(7?zA&Y4ybmJ=tUK9(BSf)+m#U|I=P3R4C z{`5C)Q&*n`zYUxZp<^OZ#?6OF963X>O>~;U(+#oz!v9kDoaYkYUgdUbO_C&8nP!eR zV89F>GL@QD5Xei)cAbiRm~~FNo#m`Rs(*YyKzw|tL#(Z9sIS4AYc!N3VUVxKjeWoM z!)^K+Bu2U6-KKC*=BuDPL`BI)21_v%l2z6h^9-m3E^zKrgt&C6TQRSA`UJ7)Iwql% zOt#&HkiS`=KxBA2k%?TUUg%;w39#~W;#PNh|0eHiu8-z{&~5L7O{acLru|Z}0wgyZu7Q&aAO0vxUs^66@378rROWtl`}^O`LCq#?vF zp8&orhdFtcz?LA4356gN{sy@jX$a!F?jl_Uh#T_9WRgHE$4@=baDaZ^yUnT&5&3W+|ed72s)YqO=m4 zvBh|a@mWzPiF5R=pjG2hR}r%`V-rxaH$=)VFCU!M`I|7sUkL-|Cgw}_{z0hj?B)q0 zgomk(rp}-$qON2P?Ef8+##f^WnmCswZZl?EcbtnLSiFBfRKudni9CTsYRr-qOU_}s z!)OYJQ#2)u7sC;(mLDtEL>!XA&^9#01x|UPzuo8ZXvd<(1X^cVF3y_$4eeUt7S~J> z0EKBDMP4gF9EKE`AQS1Fb%%wYjF*p+3fG_8%vK~t6=IS_nc%n+V=g`NJv7q;5sj8P zkFhFLA~Il+y!Iu6N#iEKBOv|6Ls65KE?m}w8~O%AmVP4Xnj7GMH>wmL@Zt1%adl4~ zAxgPJYHoU;9QOFSE}5aKnzjO)SfGfMqvrY{w`{gg;M?yK529}O3GgQUM|ySKwwYuo70U}b4;sf>aL z9ur31ZTiIUZGn+@JdT;Lq&pwOaVwUlWLU{I=xuv|mHQf2nkYc#cS?cV;MN5{VimoPy2>_QNdW{{ay} zQ!BC1(*7&d802R+w3&IiVoi0-(~$SMrGdGw31i+Re5h7;TzU)B#wGOCJJEM+!_m)$ zb{OaqF^DuqU(%#4J@l^EN#0p1xzH73&W=^BlCb03THcp-6^uAq@SHF^U4`0 z9m7kV>5A*7DbD!yL_oFEa?x1()_kjqt9w8&JMbqwvFMIoi!AW_qR!yW>8tKU*oJe^ z+5U2wn+s*GfbT;|Gf>j(#l1%z%J&hbN96`{bHU%~ciLT2ocLYJ-0Y@NX#WONv*W5& zL-6Nk3Vq8Bf{gKcRQ>V~zWSblSIlpm_hUHRQB;#X4|9HNV0V-sTTU_nyi?KnQWFll z$#t475?n)G(aBpvf+E#%wdlludY{Q*VJVF(TKUbfdXB^B;;cC?=Ngl4^Xp>g&c1CA zLqW(-$cbsf1@iSIbWlcNLDO<)LA!X$z$(Ty^DAxohw#oU(W3cJFJgD+$9wl@dS@GS zQjV?&$>Cv&sx=fRlFiAZtfh$6;*Ae>s<^qNMN)|+y`=Zl49#RXOH6g*mm@Jova)K^ zG4KX$LR>;@2vVV}%j#QV=OnDjva%%%X2yxe;>W({BXHR{)1vNLGodPo*HHC~O0@l& z%G2J)m$}TMX}5GtM1KG8yo49PqE4}L5YyJECchv48UftNi&^WKxElbIUK$0?z(+Gp(Zo zx#WlHT*7j=3_=Vt$<(Av;3HP{4}=gZLKBmvwnwBs7%1{je0)MeQCx}#eJa#IW7#U3 zU&xS}(sK>h1>aV$Wcuq;o51$-sjfp$}4qz!;v)CJ?%bTWlaGf`3AQg zjoz3E)A{^0m9P!~v}E(w*`E5Q7ZnXve8zqmf>+USdhagZpQ#=fVC7dj@?5Pd{pv)my0(j|@MB`cC>CB{pu zF>b1%7&?nBa$Mh!zHoda@`n&ktVy?8D7It3XyZImHd)=VI;QqwUh3huzEACEhQN9L z)Vx6^63OV0`+b%Cg49Cbp@#VUOA08NAt*U2DFZo^! zyn+=1xwT44kK{tfugOEUQD^A}#Iv@C=;7BPzbc9SSXKG@<2bv)lQKlr3fZyBpxrHTK>;!W)!3th@30 zTY$s&(KrxP)yX<}D7JAhQ~$k2_YR3i#Hp?W6MvwSsNrrV2m^O}MY{*6^Pg8Q@2&cAQp>T^`M!3@nqCNkz)=Oh9C1;LB6YVOT{ht0 z%i`G}H8JNqvBWqh%yhgc20jdbcR>XAZ?VBP-<4C+B>Bx%kGdgl#qNjZmyR9?sJ-(W zQpXE`0`96KE#q9~Ep!b4*T{mNy z0issA;uh{A-W9#zKJ*3!@E$gLTI6r4u7EuEG>Htd(ah*iJLZ0e464#Eah5!en>K21 zEA6QH{jzIjt?W#dx!#kaeH%T^5Lp2S|5ev^)SQHycGUAJf7K!`%gqG+W3{y*j!FzD6wSFz^{3kJnOj7F73a@RHLyk!7oZ1(ieO+xQPQ`N%9U7 zuR>krs_8a^$PDZG;-$V9hD*6B9_^HQb*~8}i-^SKVYbJIrsY}`2D3Id4&{D6u8}1j zgOXXXY)=`LD=#`qS{7z}cigQz;jY{wcHb+Vd-@qqwqy(qi%AqzmGJiM{7yr>AvRNZTS8>sfwhQUoVr0HXA8w9j5}Vljp(y3bzkueC7< zqW2qH@NY(pU;FH4xdIzS9!$(_EK-b8qH7WLthH4@_CX+9-4lZLfzj~XEJDT7pZ)s?K$Q@C z?3qhnbIbNfk_fJ#1IOnHb$K0#V$x#cnNy>0YxK4ROV$P0As*uHO=bT4*ZXGDRx7{D z`|1U|JaV{oAIxT@7iDYTX2-KUHB=~mfajh9)T|HW#IUfp+-^4r+up4Uot^pfk$I7V zyhU8W-+q)7!9Q`dhI$wIT_8DWPPmb!yt&`6{_sgtg6#vU-z7osmN|%eZYAdS(yYRe z2KoyGM8DWUb-gRRrp&^gN6rUb09s^Qc=bgXQx=5gIH6uy(JZMRd{afPYykQ6+7@*N z!-C(okVQt~eb1MSm2d7sgwX%(y0u6|LE2w~(|hhi$O!@Jgq-Mg1}{OfNZV4Pqyn+X zD!hmv)w-^a&dQ2A1 zAe3{ufA85ZwOs$8Kk~N(cJGr?m+AJ+f`$I04xbh5qJKR^`bd7zf|RulyoPvk(rayZFGbR` zrgItYbReV>NYjyCLS0+&O|Ql52cmc=)`}o}SOrQ9IVl;_xRPLCM^#kEMH4|hFz4f4 zOS|*fBONBm&{r^rx3G^EpWjFh`0O91AMq8P{r#*V29uf|8$WDXvM0kK;7B>MaAkUp z2ev58Q;QTV{!kkydY!?~=-2yW->aQ&}5}2tGo8*&|*@qHM zQ5|=zk>^2`{*aLmReZ4mSS{-@sxcyUHD9SPOLY(`w5IRHr*LL?PngIr-)^{-7&r`Z z%#yRjw5|*@v%h|X41QZYzi7JNKxM+r>%$-)q@)!0>;li(+k`5;Gu2`(miTl;90;o` z&>>FuI@kzrnJl$Jb$enexT5>pGM*3iQ9~*RQLh;Oprlc zg7Yaq7eCz{1hcd2vp071Y6a0P#7dp1a=X_^U|{`cz}ti?zo(y*eG$BuT}r~u>5^!w z@bNvC#M9^nLe68++yB~oF;hDAr{GlaD??f#wekuLQ!h$K4NY???z%i)wd;lq+hQd1 zUZ7$MG8lCWe@X<1x+L7bU_S#iKX#yT4Wcl*3z%Hg6nJpz<0S|*H_0K+6b{+tulJ$a zKLovZm&ZLsqr4wYQZDaqC@DOb47+?#yuN5{H~V~mgJR4_q0 z3a;1G(Z7LDpS$$?VnmohY3{or6kF=MIOmBuudoN+k}quutxYQ-!ZI=lM_WXVtT5Ou znGJAZLfV#Ymva^J)zOgSFvcPh;MH248Bq zw=wago@>&@i4;=PqO%af-D-;DZXH;F+VBj(?p^M?(2zka+{W<4u2M$S!7iK%_XCP_ z4ddA(Aj-pgvGzm}?cD=0%tFkXM+n*ch+4N8QnE;2*DExBYLqa~K5V+f$|-`oLxRf6 zAiDLJ1nk;%KYBIgB}H-t=@9kBzTU(biddl@s=!LSI2qrx zAb(+#1>GKXIi923?y*h`d+5_eK308P#vXQ`SYW|XgvsyTR^QDB!*O4fmQsQ;kyD|= zo@CFlzqX~szA_=7@qU%Xgnxe4W4uC&i_>peDq84J#>#oHFF-Fs+ZEY!RI)PQ&n6Yl-Wph|kE85$_!40Yr0W#|wfG z8D!IdQ){+oM2Ou7#0kU3yHlEJiH!2hA5+DKKLn)Mq~;q^A$N;dtnC&~M_SE{FKa*e zJUQA*3gr2IMt?N=-!8KI@)*uOy(`dtXZiJ9T|q&ONK&xEQpxr@-b)VLJy?bi7IbYJt|>7_=bgp zw8|RmD?~Io*6AsiL&rJ<(s*((?BQ85o&GaZQ?lX!H&*3dfiY>uun%??aKf6n!{Y7G1By&FPNpvUmhpZsq-8JB7_# zq6*PSac$t?z>A!nqMD!ad=3Q{7Zh$`$$}x||{n77{A!4fg`)j5&KeQNpvSCIx4 z*cwmDVUJd=9m(GEK4GK@oJ1a}x5pAB6qpi}5g;c46c3t6Y zez(+IZn+jN0oW9lEx(kl7d9*wW!d8l+aV^L5x>wieCuVrAT?JyxG0Q(y`ZzIc-81| z19ody-iGGuYFUr;Ghk3Q;isR0(SB+DzBJoz|DFVGhl6~iepMQb1-p`~V8#h)#lTU2a#5LdS7%A|UlWS|G5iZCOIKrMW*4kM3fbC7Bn z?^7S;Q7x-8^6wW;sCx+CHuG_4xVNI4VfjUPSopQ3KxcS3N`VD*9PxaKY?pz6xR5+K zBD{!o*ajvUQ?PY-6e&5Oidc1+InKe!1Nb6A=q>CkjfqsH%#!y?3!2*=mT$;=$V6;1 zQY%HgkK(o})M*eyvW1|D>?5KkDK9ZbGX7;oX!IU-3;%OU0@?9d?N%~*qS4g48(d3~ z0ZMaw58^y(v(Fs#zEHCP1R0cmNJQjZQ#{j^QzloH#l*D-Z)D_~F7{dB zF>9ncHoRX!$`jYt>|jOQMCpPDO?6qLaGIvTgbX|$or2^~y`ub%YKGzgvXHnG`FP-| zJYMjaDFIW#5Fo7i*ndXAJy1i9yzY!DpQ{GxRcUZ{7zM-V)f+jqh#|N+lrBOA4+VO$ z+;L#CIWkag9yR@1iVzy&bB!$2>4#VP#Es4vxFA*fzwON5@+45nf9cj!vti>dZjcX2 zU@!M=@;&g0ewek-^KXu9SzF28FYMY&{e+SvL(GhC$lV6^anXl=;8vVY?GyKy&u&39 zDxcj`)Uyk88pf6=M?~szGt0tv_*k^YZ->Gc9OVS%ZL*!Ly z;p=;L-W35;?8h7k5)9>XRVFflMCkh=Pb+Xs4^W$t%i8DnKw1y~!%4!payH5m-7(v= z@LQ{1!yZHMcXpuYd{C|55(H_dKOxk><{IomdtQic!#McjF}trA+-&MuZ+;SG3%K-+ zwLR43SE@Is>ChO{4h<}_gjf#ew>q_3$R;}|HBW#+>UQ3W*sWhZn~Q7zR1@Kb^A|G) zLodML)u7Mnb-&w(FQ5X5Ot}g(^;{%SjMM^4^BbDmwd}-+|J5kiOF4f)A>XJeOjI0C>5vtR)DJGdu5u;-tVAvk({d zlibxuS_gOcb<%P{f)b%F!J#un|C(m`oIt915S-pu?~-5^O9rs4Y$Sp$IMGARBLPFY zjw$P?79%!bgl|fWa;rVzflc%%T0z5#Y58(G>KNMOo~86B?ugyO%#%!VWC2!i9ZSE? z3bX7=dNnWeYkN`&L^_nmgIxEGqo>FGWykW7Bce|}Inf&8VVMXbOaXtay3d()JoR+{Gd0qj=rEsnUic-$UQV=#@wsMv;a!*`lBNi)tQTWeaTT(Va3P6U2 zXM;oVifgk4`N0eQ9O9GdSE51bv2Dy1Dg&zpCYDpHlZY73hm(gZIC9nqEa|HXT@FkH zTE9JLleUg7iQWFgq`|vAHU^r&;TK@C?6U@pXkV^I3iPO|(rdBD;6M=VK|=d?NO-5P zP*WM{Co$^@G$71AU6vXN6Poag*?&48c08CRQ)x5Mb+}-`mWZb| z5xLJAhwL7p68`HN2-!(DVAoyOn2}fCbvQ}*RY}mnr$rO8&!^skFpzpe3vqSC2du)! zG~`6IPJ3|*Wt^NB)r_Z{Gxx{6M@~Uv!G)z0Mh#6(aBLZ_GsBtM$_=;AWrnH?upZ>4 z1Y=#KW0@;&e+n5aQV+BiJU?TNtBGKbW5kT$6p!Y66qEDd#0&8O?9Q)UOiu7-0-<&J zSCPie_ITl;z8(y780H^aEy&1cn818cIO53nMcsyr6#FQ6|e zBfFXL*?FSud;l+1KS$bD)wU78F+DhxKCMV`SUyi?v2~i9Nd?wFZ!{9AH|>^{W|^C7 zP#Zr75e9_QeoyB@rNw~+MT33GR|`?e??M;z(iE98`MZS8Ozn<07G5pG58$@a{(aCw z81~Rb`PQ?>- zEd0V9u${ebnlZ~?>QUbQK_~j{Q7X02$<)41D2jdIMjEUtgiT{3E?!A+HZ&OJ-U0$! z=Ge_$)MRM3Z3w~voI@TC>P$s6fz8+^c=m4HhLjp1_z5czWgs3Pq=gPfjEhi4G-G^u z9n-Vy{YB73$KxZrBO_Wo=9x4_>TM#Dz*$u&m^I2+ds47#pN6zAsN#reaQUL%VC5IU zG#F*lttr`A{_!TqmU&L%0{xMj|E}HL@ zI^F_rGvADzs8m%^>DF{>;rEY|CsE_wqu`{EF>j?JzvwKag+o zHgHM+5u1nrKXeC;gN35?4!99{5lr>xg6Yw}>Q3nEKZhTi)w`vsR`2kfd#ch1QM@Sg zJ1GOdQuxYqH)3^%mn_-`$j^fm`TmJaFnt%q{-kjovfr2-!OCB0&4292|Vd62aT7M8j;F5blkwMXWFRV4oG+f1$TaPwGH|{vlZ98~`jBL?t zZc3&+=0!yGdCng3h5@{OH8u{f7u^eGTI2=dD>ldQ6{ZPbXYP(p&pijs%NG@8&cV(IkOz(@%8|b;{4E_TPmmtqre^HOgs!E7{}T z^=a>JEcpt}_1DWo@Q<+BAY~D&Hxva!%H=ApW(PX9kCi+?ayWj1s81>^+rYO?rNRV^SEo3Y zf2u8N7pPnt?ns7C4--tb6%%kExmKEQPnC%Bi<*aLHOKdUT~DzW|MU-|Gn5`?u!}rj z-+Opyi!zy>jWgBfnL5G2KAf0|lF%74Q*_jH;mPb4xkSkERTb!XGpjrB=B_Jur%NMj zF#}U@U3L`REk7CYvAdfPSwf^@cmBgeCa6t4M_N>vuCoUvz1L&0G@mAt4 zZ)~A)-EY?}Jtb7BH^q$*x?Ygz{H}K{=PXGFATui7 z)Of}TeN=BUU4>e+gf^i$)h(pGD&;;Dh)N;Z!e(Ui@`pNmViMCmtw2JTm_Oub-pP;a&rW`p4evm2z<=J9I| zu{^`a`p9{|s3-ydU4bU?oN)+BirK)X5qqbkKIQ;wItIW4XEjHt6ddgz@JC;3t{Qbx zHJpUaOPq|M%WpT(pnJg};d%g+vCZskLJrcp?YKh{ywcJhOddbAqSbd^Xv72wbE711 zR~*F_8d$|#zmuiEv+EqCee8Ouaiky^oXTMw`o)XV_FW-*H?i_?j}L_WFalXq1e`bh;e|`4 zu_t_n_Ju970}S(2a&PrU$G84UEd!_?t9qb8J3;nz~>P4)TT8%KOTn{KMqgxEcSqP5rH%i*j)Q|;Kr!w9i&2d#V z*Iy$Ha(#-Bc6cNC8&$04ov8ZTr!dsR#xl0JU??v?eYI}Zy^1OR6xy!bj^g)#o>iEi zp9S68$vtNpl^PEyeyL`KTCxH%@=d;Tnd)%T-1a-x?}u!A*0#9t29ePH8JjYi?+AMm zfyRwv^0>1D8=VivnH$~E@YrKSvULP;2S;`K!cY3~H5p6}gM)JRm3CiJ^g>x~iumh? ztMyrNRM9$N62HxK+d67qOy9AoQezp>%jtPjmcfY>iX14AL_v{1ri>s62@ZuH-ta>> z#a`9*DlYNCN~b$=~i&IhIS3`xYJu+ligiiZ)Aae zJ*WwJzqDGcj8?GjvjVHuDzjRgYyA81u}gI7jqtExbB{1Wlw%Q&fPn&f8$nT4WDq|M zKesy19SY)vAV`<1_l@w}`G0bsj20R6M=K(W1W`}SyfHg4GCrG7{rFxfwcL+i7avbQ zGKRdK=3u>qWvGa)G#y`ODEO@T1bwoIec&{24tt@N9Hp91_Mq(OD1}OcJ;!mqD`k0& zcVf5LcCA=>#oXD|D<RaY4Ky|?8|58pt>E!UKq~6uq%5(!vHHH5K?ty?(6^9k zAa5LjJgBmn_CN+`tLa!q&=1L}Dum#7CgHZjN1Cvf0Hb->#k6{-p+x~>_n=JP< zkhc~kwxBWmTk72EVm}6!R*zsxQm%eGkq6=gJ5?MHd8>&$XP1*_d!Ei5@1A;%gpAV{ zR*$gOt33$X3>b`>J^Jk&zN+)*pGs3G(`$!V?D7y6IcTJs;Ixe-rVTGb(j4}1P#>sfWYJu z&gHvUIzLYB)iM~Kq&?E_v)#QRj>p2IiNhJ0-T}#(-73<_=Y3pu2c=j{U7~q?8zfk& z+p->ONe&G}$H&r_z0x7W6#EVqPkBmp2F0YV(*0BXj$A)!$8#}q=X5Y%#tM2>ojG>N z#y!TnDsIq_mhhh6|I1{|IE3N?ONnyHoW@WY0(HsNs#Iy8_2zab1FE2YIIYJV%hdvl zop{k}B$j|e-P2jzjo(9s(A(BKZXlxsCSIBw*iAc|G3Tv!45G`o%Pq0!heY@@PO6-1 zJ&obQVd;gpobiSIkG&qiLI4q2w}iqHkDaTf%`L>V_44o0%vj`AEJmNgF8JD-(QqU( z0hGOm40< znngJj>V7yFdtPDAdC!7Sw{fy{t!LKCUyrfe^Enqyw>q0&ZK2_@=hr*a`?fi^7zoeN zJC4R7E^wr0j37W)n0}ArYEIlaDW*=f!gQ^;B!lzc69e2*wgXk_q2_1jCp8>};oJ}? z@bpoNO?x{V{=RjIPQ);JTL60OZUYWOQzM zwM!*_&OgR<-HN*eg$w{tY?mz5XfcFIJos02E=BpC3)uq&i&C|e>B*Jl>TxT>;D8M#WLh{O=_!(Q_$^?Koy3rl(z;PPV68{c7N zw0ZF|JC@CQ@J<9^2`MfDVWJm#O5(gCN<_22JGugoShVRZU@t!^eAxN7N{(;{*@1(n zWrDAiXT)2_6nD6K_nW*CmW7$m6ICs8CGoiA*4oiU`M@(N6sp{<4O)e3xy0LjbLU+Lt`%ZeflRr9sH{1*xk%u^D`8yBTFo}HoKu?b%HXceU3QP`0KPdaKH|bFw@ug7f~&PC*~5aZoYWxEaM_vZ zq%wRgy;SzFii_7;Lzo+8iRJ@R?dFB96{s`0fgN7DWv4fPGf{7@$y>ERGf$dkv< ziYslHaC}w@>G3`44q;uP@ros$jEjesSuO$`a|Z@brvBwypWXhgVq*s87ngHG=Hw6+ zllBmUg&?*bTtRI2SRX4^0ohk1wr5gD*r2=x)#*d8f#}%ClbKneB^OrFb&|d_iy&g- zB0sa=Z>g@rPhBg-`7|Bk#HEJ3&{&gih=zmhkimM4!Vs6-JFz^sO1Q*L?!pHdVcAjJ z&J&ZVkE4pK0JvMX&`3#%xk4xmE{J>eITD6>NR^VzvIP#H)0kQ^;VDFb#Ndds6QywW z;s6(5sDKhB6FLn(&!{UnfKJ!Y$YLu>D_MLz{(XfoNkqXIk7&3o4J1_0SX$;oUj+Ar6uD+d@x}Nn*8WEj8H>(gwOa?yzc+DWS}FIbqBX zdW?$llSQt>N5?7oVp+8ryLinOIT%L=S$(8<3_^+Al~q5c2x^xShPMxIjfYkqfiP6)Q{n;4+q=2B0aO1)=vBL-!Q_P* z7m&wOE{a*HgjGB13EzyTzw-=cE4G4h$6}3w`wQ)^dsxvlwFVZ;158|xX1L4hkHnz~ zp5{7!QalA;S;0UsT0S`jC*=@_9J`KI>M8HgBPPAY_74Clp+ zP%^Pn3fxL6IOFEdP;?EoRi2Q2bK3rKx^+Fsq7< zkCYh4Fr_p~aFi`BV zyY}jsj+gET7ZE!cHAa;H(N-Z@adF-A&DD+vh#9ZP<>TzPjdaguSfMMjcV~GUXEv@g zDF?~Fr{Wf+WoiOq8zE~LvS)7>w=tWl2aXOU-AiYPP{k)^=$+6PXo5oS3LRsc`_u4M zESthS&09?jK8mc;oNPh({9M$y_?p@Hkg%;_FSuG_Hz-V4FJIwE`|Z8%KJt9i+D2~N zQ)S5K$bI1;MSp_kzbHUHbw1W7`i5@#<(P$_^L~kY)ijo5?WwMXY?0oY7KFw9z~MfU zuFA!gxLBYF@Tk>W7Rpbo9Itt8=QMvxGuwI5(P~dXb>2|Y273+A4a$pAM8Wk*Hod+@p6;iQ|D}*cQIa6H zO8*4gmd1hRo%>n)2LVy;4(6Q(rSVDV@h_Y5yyYxITJ|e0%0WW>S&v$v>5ijXMTOTJ z&>Xy->8niJ2ZtvsJN)67f@sqKd595FWgWNLW~eQx)naObWN`1mNWXP~Bw{IH>@{)0 zPc~awBoCdJHM3|!$pph^59F7K;P{o6#P;G8NV<&gsZO39wT*aMpqBPGn3jjiR%&Yg%seN@)y$?TPPmL%6hepbbAP@g9)i4VIM zcH8`(K*v`Sv#!`{;bLo)xE-#Ksk2Gc*|xuZeAtNnAU- zhH3=Lss(dl?c2Jzdjr2M0sdYjZsCCmI{Ey$9`5VWr^^Zjx$6NV(;I&NeoH#hgo}>C zldp1MzU^#^Ja2#Jkz5rs(yM=6rkg`V2DhOYK>(HDN!mO}B#^V(r7ZUE=Vi-%FC}OS8RPpRaPg z;6sm#gax5n;`1B+ctKT$R`Nob{`*#np+}y3gu)Sb0R;&OqcLPeE+!Q~1GS$!FzB5K z^gS`53LtQQfp~Son$@^1xFhayD!$GD3;45CRYG{}+|7I~RHR4m2Q5FWvVIn2P9D~J zxMrbNib<3eJAOFCb+`4OG_p#SvigdNGP!tpxOl|3jxHDLY%eM(FDK#6?Yvw~o1|U{ zsC}EODkvQGtqNWqkDQK(>m|Pi7lR*{#Qr?~R-}h&r zYF&v6;6O&Ib+(-e7BUE3HXBwh5#NKr56SMV`x64EPlInU3j$xd0qgU)(a!g3&` z+w*EgcHE~WYPiV@_AP&UXFZ7gnM|@F_ad>5;@{0*WSI>SG)UYWZ(j_JVGlmS z6H0VANp$oRIiEmrosT?$4tHr7+FKojgq_j?4VUN<4BsrOY9@Gw59$7`)k1$J24D|S zA1T06}}UZ>eLoo6m|zRGtLaj&%o2d3Zp|QWe_)Zy!ajx9LqGlE+qSBjrx1P zXWEht);OX-0P$wnwL+=ID+<3T4BrRC;si&~7%)NJ%QQT|uLf--XLmciKGDm^S2uWOf z$R<$Yq*@y&k&_lW=3y5?35+$ScTtEZglJmuNCH%1N`71}C}v^HL{Qd3=3WU2T4ZQQ zC(Hye>^w+JcrT1ltZzfVFRFc>f>qsn#w`&ma~d>FjY()ZBoCDe(E`Y#$LOJ@1yj?c z)S@OA({Rdik-+j!vntFQx-De$5Zi5!%M$LX&h2c3Y0fW(X}77XcYYo`>q_{D9u&9T zsr~HsdtrBaIs##;oEe~oQoH?xpX`v5g4|YI!OhLm)Im=|vN%~qdK(XTF@H-t$Enn~ z+v2sYZtr0(Uhz{_gyqVD=X`|4>MkSr47)oqaSkN<=g*A#1L~DZPuVO{nCMw!fFhO% zBgf=2ae>xH(}&?DJ8}9vOGj~Fl7Z$0=ptT9^J`ZI5RH9>Q0TmJvLgE5IlMClnm#KV ze9yfaZEU$MMs{y3-gj=?5HV9+lru`)D6dxBl@I1kww>=tFXUyWmgSVsUL%*X9MEAA ze`BWq^6*@!6}1{d_Do1KhTLFhEfuCevI;6kBYE9;-ae#ujC>-p3VM~ZQemyeQCs72 zf1N#eHXB`wbu;`Kq$mcfMBqQ9o6S~TIl>*9-bG-TaOA0Re=$o3XU(6(2XT1ugWaqP zMAV~ODETrPxx-rHIEN`)u-qGZJ>2VhL}@-ZA_IAkC1`|3DVW;Wdhf;f3PScJE^v*d zxf^VM0u$$c?(e9&xil%N|4M7CPF-6}07sNn(zvQg%k3d&3sVyAk9BK=eV&B@h(d`$ zjNt|ZYi9t*z72eCP`8aG2}J5 zTmGsXMU%bjC1Y&W;Kh^Lj5<#&*PkK&i{L7cJ^>?TLhV1Go-_7l|X)%16!#!TL$rZ)G z^@Ixb-J*%30}TboE62aYA(n&(eKIXb*RdZ(AZdLndid{kmEaGnPL*yAdB?6=+YcPB z4cK6%&6qwMoM5{uA5kJNc-0MtMrK*GKORsoTiz#eo*4k(|7!aX`!7+tp-}VajoIvC z(d<L zNc26EWVzoL4K)8p_TF$Ir3^ta!}RoyNdr4<>a5u|N5LNVnOVR z;1IzXJw4FgU`M;nx_^;xzX99rC`y`ZU!9LMl0rFd2VS1x*xl*FgMf@$4=-n)2%Ro< zLPR~(9G$!vXv#w&X#A337}C`wE`^)cJ*P>}n3~0Zz6ORIo=D=!s@2~iZR&ytoVKU1 zG-DPELjn5%a`Wp6?9tPBV&Dpb7ou-`MQKiy{17n%qjpM`uyDH-K}FrsQGv=MO=2sH zCjuC>O?R3Z`Z2!OVkY@g!LM16Ah)K-fMfkEZ;HDyBTJM(nQqas0D$^kK3XsiqMY)!r?{2M2PDd);FNGo*4j~cVgS3bYu96dq#lM?$-O8D1Y5O6oY>2r@NeKp>2!RmN@fPCmK>~R&vSADp z`^bEvTkdG+Nyd*1%<>)uC>*rX#p#!q{jY^tsSMSm;qj=%vR*)ChVN?7YXPxfE(BsS?khBHxJ`JiB3d0nW$}b_bxaz&}|)_Z)x+MchjY!*>dZL zi*%CH%S30+9FKv=&q-DxF zDQv76Pjlm6q10p?X-6SfbqJSSl@(Pc*zKGf=UY=9#hY%5$xQoOS7a~0su=foHO@rV zyoybvA`ud=$**w)COsUrtht52jYTLGwOQ|0d5tixDcdWXAjYY4+uvj5g-MonzE5T! zWjf+y_SGXCU-X-r9ujjQ)+WoNANokz$Tvsp6u$`81h4d>XVD5|hCuT#j`LY_*$-Lt z*vtkWZ^u-~XBN3l8LUoDQcp#FxpG(WoQ}n$q=B6?jXoH0kyt#)l}3FA5-0Lc?eXZm z$Ja=9i_J18#54_$7%dX8D_WvRJxS%nf{Pk~`{xtwWc|A-uIe)y$mP?vsJ^n~4!rG| z-B)giR5b^-cw|FbXYzCM@9Tp%bx)WF&(m(U)Vr^M+#0yA@!xTGQ2mO&@Q_arN_ zqcbwdHKfxsdAjp;yN=oI(QI)&WGl***l!I`X4!_frn=n4PlP=V1=@b1Xzb^2(YRT7f&fCVa%u ziuATS{>I?e-UP1xs2ytrxb42e*QcCef0IbOVNj~osvCF^3OGbbV~g|mryx4?^Z3sN zpW-8|J}N{c?Bmm++){8wWo1J|lzAWBo@*CbDG12fIe|yId|<%P2QWZZ3J4e#1Qh`J zz0HIg|KfLpIb<6J0;rw<0iXbcfPZ}o{r<71Z>HzKOmAy#qNE51fC%fzR=4ubSN}(L za)ki^fgXbZ0RQ~@@7Tp}>=9+OZVm+yfY=oX0R3;+$nVAsoa~*A9O%t$|2H@OzqtR% z|AE{4&2@2Ieaiv{0A#=b0K|Xe2HXGx4D}rKbiQryZS}0(=nWj4|5>%gH#P9P>VM?_ zKp*_3hc9qexKIHAt$hFh{J+t?@BfQ#Y^mqyK=1fpZ2SLW|0DlD*m;Iyt5P}uz{w5} z0QcY6a`+(syYhdsbzICGO?7OX94*a^?El9tQOKD8aW|;?kNh8w;U8j2%|%Y&9RLE%Qvm}Y{*7Gd2LdoQbNru5 z#n;gMSH>MoMdNq5Ye;}^O%nb~fPg|jc2O{ZnZ23A|2LFG{RQg(ivLHc;L6bmw`c%> zKL!AR@^4fDNicw=k)FM^nY9Vse<|^QsPKPi#UrWmiZEI-!Pjc}= 0 else float(-theta[1][0])),\n", - " op='+' if theta[1][0] >= 0 else '-')))\n", - "\n", - "# Legenda wykresu\n", - "def legend(fig):\n", - " ax = fig.axes[0]\n", - " handles, labels = ax.get_legend_handles_labels()\n", - " # try-except block is a fix for a bug in Poly3DCollection\n", - " try:\n", - " fig.legend(handles, labels, fontsize='15', loc='lower right')\n", - " except AttributeError:\n", - " pass\n", - "\n", - "# Wersja macierzowa funkcji kosztu\n", - "def JMx(theta,X,y):\n", - " m = len(y)\n", - " J = 1.0 / (2.0 * m) * ((X * theta - y).T * ( X * theta - y))\n", - " return J.item()\n", - "\n", - "# Wersja macierzowa gradientu funkcji kosztu\n", - "def dJMx(theta,X,y):\n", - " return 1.0 / len(y) * (X.T * (X * theta - y)) \n", - "\n", - "# Implementacja algorytmu gradientu prostego za pomocą numpy i macierzy\n", - "def GDMx(fJ, fdJ, theta, X, y, alpha=0.1, eps=10**-3):\n", - " current_cost = fJ(theta, X, y)\n", - " logs = [[current_cost, theta]]\n", - " while True:\n", - " theta = theta - alpha * fdJ(theta, X, y) # implementacja wzoru\n", - " current_cost, prev_cost = fJ(theta, X, y), current_cost\n", - " if current_cost > 10000:\n", - " break\n", - " if abs(prev_cost - current_cost) <= eps:\n", - " break\n", - " logs.append([current_cost, theta]) \n", - " return theta, logs\n", - "\n", - "thetaStartMx = np.matrix([0, 0]).reshape(2, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = regdotsMx(XMx, yMx)\n", - "theta_e1, logs1 = GDMx(JMx, dJMx, thetaStartMx, XMx, yMx, alpha=0.01, eps=0.01)\n", - "reglineMx(fig, hMx, theta_e1, XMx)\n", - "theta_e2, logs2 = GDMx(JMx, dJMx, thetaStartMx, XMx, yMx, alpha=0.01, eps=0.000001)\n", - "reglineMx(fig, hMx, theta_e2, XMx)\n", - "legend(fig)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/latex": [ - "$$\\theta_{10^{-2}} = \\left[\\begin{array}{r}0.0511 \\\\ 0.7957 \\\\ \\end{array}\\right]\\quad\\theta_{10^{-6}} = \\left[\\begin{array}{r}-3.8407 \\\\ 1.1875 \\\\ \\end{array}\\right]$$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "display(Math(r'\\theta_{10^{-2}} = ' + LatexMatrix(theta_e1) +\n", - " r'\\quad\\theta_{10^{-6}} = ' + LatexMatrix(theta_e2)))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Długość kroku ($\\alpha$)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Jak zmienia się koszt w kolejnych krokach w zależności od alfa\n", - "\n", - "def costchangeplot(logs):\n", - " fig = pl.figure(figsize=(16*.6, 9*.6))\n", - " ax = fig.add_subplot(111)\n", - " fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n", - " ax.set_xlabel('krok')\n", - " ax.set_ylabel(r'$J(\\theta)$')\n", - "\n", - " X = np.arange(0, 100, 1)\n", - " Y = [logs[step][0] if step < len(logs) else None for step in X]\n", - " ax.plot(X, Y, linewidth='2', label=(r'$J(\\theta)$'))\n", - " return fig\n", - "\n", - "def slide1(alpha):\n", - " best_theta, logs = GDMx(JMx, dJMx, thetaStartMx, XMx, yMx, alpha=alpha, eps=0.0001)\n", - " fig = costchangeplot(logs)\n", - " legend(fig)\n", - "\n", - "sliderAlpha1 = widgets.FloatSlider(min=0.01, max=0.03, step=0.001, value=0.02, description=r'$\\alpha$', width=300)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "98679fb9d83947408fe409f5eaeec810", - "version_major": 2, - "version_minor": 0 - }, - "text/html": [ - "

Failed to display Jupyter Widget of type interactive.

\n", - "

\n", - " If you're reading this message in Jupyter Notebook or JupyterLab, it may mean\n", - " that the widgets JavaScript is still loading. If this message persists, it\n", - " likely means that the widgets JavaScript library is either not installed or\n", - " not enabled. See the Jupyter\n", - " Widgets Documentation for setup instructions.\n", - "

\n", - "

\n", - " If you're reading this message in another notebook frontend (for example, a static\n", - " rendering on GitHub or NBViewer),\n", - " it may mean that your frontend doesn't currently support widgets.\n", - "

\n" - ], - "text/plain": [ - "interactive(children=(FloatSlider(value=0.02, description=u'$\\\\alpha$', max=0.03, min=0.01, step=0.001), Button(description=u'Run Interact', style=ButtonStyle()), Output()), _dom_classes=('widget-interact',))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "widgets.interact_manual(slide1, alpha=sliderAlpha1)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 2.2. Normalizacja danych" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "Użyjemy danych z „Gratka flats challenge 2017”.\n", - "\n", - "Rozważmy model $h(x) = \\theta_0 + \\theta_1 x_1 + \\theta_2 x_2$, w którym cena mieszkania prognozowana jest na podstawie liczby pokoi $x_1$ i metrażu $x_2$:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
priceroomssqrMetres
0476118.00378
1459531.00362
2411557.00315
3496416.00414
4406032.00315
5450026.00380
6571229.15239
7325000.00354
8268229.00290
9604836.00440
\n", - "
" - ], - "text/plain": [ - " price rooms sqrMetres\n", - "0 476118.00 3 78\n", - "1 459531.00 3 62\n", - "2 411557.00 3 15\n", - "3 496416.00 4 14\n", - "4 406032.00 3 15\n", - "5 450026.00 3 80\n", - "6 571229.15 2 39\n", - "7 325000.00 3 54\n", - "8 268229.00 2 90\n", - "9 604836.00 4 40" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Wczytanie danych przy pomocy biblioteki pandas\n", - "import pandas\n", - "alldata = pandas.read_csv('data_flats.tsv', header=0, sep='\\t',\n", - " usecols=['price', 'rooms', 'sqrMetres'])\n", - "alldata[:10]" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def show_mins_and_maxs(XMx):\n", - " mins = np.amin(XMx, axis=0).tolist()[0] # wartości minimalne\n", - " maxs = np.amax(XMx, axis=0).tolist()[0] # wartości maksymalne\n", - " for i, (xmin, xmax) in enumerate(zip(mins, maxs)):\n", - " display(Math(\n", - " r'${:.2F} \\leq x_{} \\leq {:.2F}$'.format(xmin, i, xmax)))" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przygotowanie danych\n", - "\n", - "import numpy as np\n", - "\n", - "%matplotlib inline\n", - "\n", - "data2 = np.matrix(alldata[['rooms', 'sqrMetres', 'price']])\n", - "\n", - "m, n_plus_1 = data2.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data2[:, 0:n]\n", - "\n", - "XMx2 = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n", - "yMx2 = np.matrix(data2[:, -1]).reshape(m, 1) / 1000.0" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Cechy w danych treningowych przyjmują wartości z zakresu:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [ - { - "data": { - "text/latex": [ - "$$1.00 \\leq x_0 \\leq 1.00$$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/latex": [ - "$$2.00 \\leq x_1 \\leq 7.00$$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/latex": [ - "$$12.00 \\leq x_2 \\leq 196.00$$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "show_mins_and_maxs(XMx2)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Jak widzimy, $x_2$ przyjmuje wartości dużo większe niż $x_1$.\n", - "Powoduje to, że wykres funkcji kosztu jest bardzo „spłaszczony” wzdłuż jednej z osi:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def contour_plot(X, y, rescale=10**8):\n", - " theta0_vals = np.linspace(-100000, 100000, 100)\n", - " theta1_vals = np.linspace(-100000, 100000, 100)\n", - "\n", - " J_vals = np.zeros(shape=(theta0_vals.size, theta1_vals.size))\n", - " for t1, element in enumerate(theta0_vals):\n", - " for t2, element2 in enumerate(theta1_vals):\n", - " thetaT = np.matrix([1.0, element, element2]).reshape(3,1)\n", - " J_vals[t1, t2] = JMx(thetaT, X, y) / rescale\n", - " \n", - " pl.figure()\n", - " pl.contour(theta0_vals, theta1_vals, J_vals.T, np.logspace(-2, 3, 20))\n", - " pl.xlabel(r'$\\theta_1$')\n", - " pl.ylabel(r'$\\theta_2$')" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "contour_plot(XMx2, yMx2, rescale=10**10)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Skalowanie" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Będziemy dążyć do tego, żeby każda z cech przyjmowała wartości w podobnym zakresie.\n", - "\n", - "W tym celu przeskalujemy wartości każdej z cech, dzieląc je przez wartość maksymalną:\n", - "\n", - "$$ \\hat{x_i}^{(j)} := \\frac{x_i^{(j)}}{\\max_j x_i^{(j)}} $$" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/latex": [ - "$$1.00 \\leq x_0 \\leq 1.00$$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/latex": [ - "$$0.29 \\leq x_1 \\leq 1.00$$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/latex": [ - "$$0.06 \\leq x_2 \\leq 1.00$$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "XMx2_scaled = XMx2 / np.amax(XMx2, axis=0)\n", - "\n", - "show_mins_and_maxs(XMx2_scaled)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "contour_plot(XMx2_scaled, yMx2)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Normalizacja średniej" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Będziemy dążyć do tego, żeby dodatkowo średnia wartość każdej z cech była w okolicach $0$.\n", - "\n", - "W tym celu oprócz przeskalowania odejmiemy wartość średniej od wartości każdej z cech:\n", - "\n", - "$$ \\hat{x_i}^{(j)} := \\frac{x_i^{(j)} - \\mu_i}{\\max_j x_i^{(j)}} $$" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/latex": [ - "$$0.00 \\leq x_0 \\leq 0.00$$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/latex": [ - "$$-0.10 \\leq x_1 \\leq 0.62$$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/latex": [ - "$$-0.23 \\leq x_2 \\leq 0.70$$" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "XMx2_norm = (XMx2 - np.mean(XMx2, axis=0)) / np.amax(XMx2, axis=0)\n", - "\n", - "show_mins_and_maxs(XMx2_norm)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "contour_plot(XMx2_norm, yMx2)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 2.3. Regresja logistyczna" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - " * Uwaga: _regresja_ logistyczna jest algorytmem dla problemów _klasyfikacji_ (nie _regresji_, wbrew nazwie)!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Klasyfikacja dwuklasowa" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "\n", - "\n", - "### Przykład: kosaciec szczecinkowy (_Iris setosa_)\n", - "\n", - "Mamy dane dotyczące długości płatków i chcielibyśmy na tej podstawie określić, czy jest to roślina z gatunku _Iris setosa_" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
dł. płatkaIris setosa?
01.41.0
11.51.0
25.60.0
35.10.0
44.50.0
55.10.0
\n", - "
" - ], - "text/plain": [ - " dł. płatka Iris setosa?\n", - "0 1.4 1.0\n", - "1 1.5 1.0\n", - "2 5.6 0.0\n", - "3 5.1 0.0\n", - "4 4.5 0.0\n", - "5 5.1 0.0" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas\n", - "data_iris_setosa = (\n", - " pandas.read_csv('iris.csv', usecols=['pł.dł.', 'Gatunek'])\n", - " .apply(lambda x: [x[0], 1 if x[1] == 'Iris-setosa' else 0], axis=1))\n", - "data_iris_setosa.columns = ['dł. płatka', 'Iris setosa?']\n", - "data_iris_setosa[:6]" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Rysowanie progu\n", - "def threshold(fig, theta):\n", - " x_thr = (0.5 - theta.item(0)) / theta.item(1)\n", - " ax = fig.axes[0]\n", - " ax.plot([x_thr, x_thr], [-1, 2],\n", - " color='orange', linestyle='dashed',\n", - " label=u'próg: $x={:.2F}$'.format(x_thr))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Spróbujmy zastosować regresję liniową:" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "m, n_plus_1 = data_iris_setosa.values.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data_iris_setosa.values[:, 0:n].reshape(m, n)\n", - "\n", - "XMx3 = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n", - "yMx3 = np.matrix(data_iris_setosa.values[:, 1]).reshape(m, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = regdotsMx(XMx3, yMx3, xlabel='x', ylabel='Iris setosa?')\n", - "theta_e3, logs3 = GDMx(JMx, dJMx, thetaStartMx, XMx3, yMx3, alpha=0.03, eps=0.000001)\n", - "reglineMx(fig, hMx, theta_e3, XMx3)\n", - "threshold(fig, theta_e3)\n", - "legend(fig)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - " * Krzywa regresji liniowej jest niezbyt dopasowana do danych klasyfikacyjnych.\n", - " * Zastosowanie progu $y = 0.5$ nie zawsze pomaga uzyskać sensowny rezultat.\n", - " * $h(x)$ może przyjmować wartości mniejsze od $0$ i większe od $1$ – jak interpretować takie wyniki?\n", - "\n", - "Wniosek: w przypadku problemów klasyfikacyjnych regresja liniowa nie wydaje się najlepszym rozwiązaniem." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "Funkcja logistyczna (sigmoidalna):\n", - "\n", - "$$g(x) = \\dfrac{1}{1+e^{-x}}$$" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "def logistic(x):\n", - " return 1.0 / (1.0 + np.exp(-x))" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "def plot_logistic():\n", - " x = np.linspace(-5,5,200)\n", - " y = logistic(x)\n", - "\n", - " fig = plt.figure(figsize=(7,5))\n", - " ax = fig.add_subplot(111)\n", - " plt.ylim(-.1,1.1)\n", - " ax.plot(x, y, linewidth='2')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Wykres funkcji logistycznej $g(x) = \\dfrac{1}{1+e^{-x}}$:" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_logistic()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Funkcja regresji logistycznej:\n", - "\n", - "$$h_\\theta(x) = g(\\theta^T \\, x) = \\dfrac{1}{1 + e^{-\\theta^T x}}$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Wersja macierzowa:\n", - "\n", - "$$h_\\theta(X) = g(X \\, \\theta) = \\dfrac{1}{1 + e^{-X \\theta}}$$" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "# Funkcja regresji logistcznej\n", - "def h(theta, X):\n", - " return 1.0/(1.0 + np.exp(-X * theta))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Funkcja kosztu dla regresji logistycznej:\n", - "\n", - "$$J(\\theta) = -\\dfrac{1}{m} \\left( \\sum_{i=1}^{m} y^{(i)} \\log h_\\theta( x^{(i)} ) + \\left( 1 - y^{(i)} \\right) \\log \\left( 1 - h_\\theta (x^{(i)}) \\right) \\right)$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Gradient dla regresji logistycznej (wersja macierzowa):\n", - "\n", - "$$\\nabla J(\\theta) = \\frac{1}{|\\vec y|} X^T \\left( h_\\theta(X) - \\vec y \\right)$$\n", - "\n", - "(Jedyna różnica między gradientem dla regresji logistycznej a gradientem dla regresji liniowej to postać $h_\\theta$)." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Funkcja kosztu dla regresji logistycznej\n", - "def J(h, theta, X, y):\n", - " m = len(y)\n", - " h_val = h(theta, X)\n", - " s1 = np.multiply(y, np.log(h_val))\n", - " s2 = np.multiply((1 - y), np.log(1 - h_val))\n", - " return -np.sum(s1 + s2, axis=0) / m" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "# Gradient dla regresji logistycznej\n", - "def dJ(h, theta, X, y):\n", - " return 1.0 / len(y) * (X.T * (h(theta, X) - y))" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Metoda gradientu prostego dla regresji logistycznej\n", - "def GD(h, fJ, fdJ, theta, X, y, alpha=0.01, eps=10**-3, maxSteps=10000):\n", - " errorCurr = fJ(h, theta, X, y)\n", - " errors = [[errorCurr, theta]]\n", - " while True:\n", - " # oblicz nowe theta\n", - " theta = theta - alpha * fdJ(h, theta, X, y)\n", - " # raportuj poziom błędu\n", - " errorCurr, errorPrev = fJ(h, theta, X, y), errorCurr\n", - " # kryteria stopu\n", - " if abs(errorPrev - errorCurr) <= eps:\n", - " break\n", - " if len(errors) > maxSteps:\n", - " break\n", - " errors.append([errorCurr, theta]) \n", - " return theta, errors" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "('error =', matrix([[ 0.05755617]]))\n", - "('theta =', matrix([[ 5.02530461],\n", - " [-1.99174803]]))\n" - ] - } - ], - "source": [ - "# Uruchomienie metody gradientu prostego dla regresji logistycznej\n", - "thetaBest, errors = GD(h, J, dJ, thetaStartMx, XMx3, yMx3, \n", - " alpha=0.1, eps=10**-7, maxSteps=1000)\n", - "print(\"error =\", errors[-1][0])\n", - "print(\"theta =\", thetaBest)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Funkcja regresji logistycznej (wersja skalarna)\n", - "def scalar_logistic_regression_function(theta, x):\n", - " return 1.0/(1.0 + np.exp(-(theta.item(0) + theta.item(1) * x)))\n", - "\n", - "# Rysowanie progu\n", - "def threshold_val(fig, x_thr):\n", - " ax = fig.axes[0]\n", - " ax.plot([x_thr, x_thr], [-1, 2],\n", - " color='orange', linestyle='dashed',\n", - " label=u'próg: $x={:.2F}$'.format(x_thr))\n", - "\n", - "# Wykres krzywej regresji logistycznej\n", - "def logistic_regline(fig, theta, X):\n", - " ax = fig.axes[0]\n", - " x0 = np.min(X[:, 1]) - 1.0\n", - " x1 = np.max(X[:, 1]) + 1.0\n", - " Arg = np.arange(x0, x1, 0.1)\n", - " Val = scalar_logistic_regression_function(theta, Arg)\n", - " ax.plot(Arg, Val, linewidth='2')" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "scrolled": true, - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = regdotsMx(XMx3, yMx3, xlabel='x', ylabel='Iris setosa?')\n", - "logistic_regline(fig, thetaBest, XMx3)\n", - "threshold_val(fig, 2.5)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Traktujemy wartość $h_\\theta(x)$ jako prawdopodobieństwo, że cecha przyjmie wartość pozytywną:\n", - "\n", - "$$ h_\\theta(x) = P(y = 1 \\, | \\, x; \\theta) $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Dwuklasowa regresja logistyczna: więcej cech" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Weźmy pod uwagę następujące cechy:\n", - " * długość dziełek kielicha\n", - " * szerokość działek kielicha\n", - " * długość płatka\n", - " * szerokość płatka" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
slswplpwIris setosa?
05.23.41.40.21.0
15.13.71.50.41.0
26.73.15.62.40.0
36.53.25.12.00.0
44.92.54.51.70.0
56.02.75.11.60.0
\n", - "
" - ], - "text/plain": [ - " sl sw pl pw Iris setosa?\n", - "0 5.2 3.4 1.4 0.2 1.0\n", - "1 5.1 3.7 1.5 0.4 1.0\n", - "2 6.7 3.1 5.6 2.4 0.0\n", - "3 6.5 3.2 5.1 2.0 0.0\n", - "4 4.9 2.5 4.5 1.7 0.0\n", - "5 6.0 2.7 5.1 1.6 0.0" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas\n", - "src_cols = ['sl', 'sw', 'pl', 'pw', 'Gatunek']\n", - "trg_cols = ['sl', 'sw', 'pl', 'pw', 'Iris setosa?']\n", - "data_iris_setosa_multi = (\n", - " pandas.read_csv('iris.csv', usecols=src_cols)\n", - " .apply(lambda x: [x[0], x[1], x[2], x[3], 1 if x[4] == 'Iris-setosa' else 0], axis=1))\n", - "data_iris_setosa_multi.columns = trg_cols\n", - "data_iris_setosa_multi[:6]" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import seaborn" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "seaborn.pairplot(\n", - " data_iris_setosa_multi,\n", - " vars=[c for c in data_iris_setosa_multi.columns if c != 'Iris setosa?'], \n", - " hue='Iris setosa?', size=1.5, aspect=1.75)" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 1. 5.2 3.4 1.4 0.2]\n", - " [ 1. 5.1 3.7 1.5 0.4]\n", - " [ 1. 6.7 3.1 5.6 2.4]\n", - " [ 1. 6.5 3.2 5.1 2. ]\n", - " [ 1. 4.9 2.5 4.5 1.7]\n", - " [ 1. 6. 2.7 5.1 1.6]]\n", - "[[ 1.]\n", - " [ 1.]\n", - " [ 0.]\n", - " [ 0.]\n", - " [ 0.]\n", - " [ 0.]]\n" - ] - } - ], - "source": [ - "# Przygotowanie danych\n", - "m, n_plus_1 = data_iris_setosa_multi.values.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data_iris_setosa_multi.values[:, 0:n].reshape(m, n)\n", - "\n", - "XMx4 = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n", - "yMx4 = np.matrix(data_iris_setosa_multi.values[:, n]).reshape(m, 1)\n", - "\n", - "print(XMx4[:6])\n", - "print(yMx4[:6])" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Podział danych na zbiór trenujący i testowy\n", - "XTrain, XTest = XMx4[:100], XMx4[100:]\n", - "yTrain, yTest = yMx4[:100], yMx4[100:]\n", - "\n", - "# Macierz parametrów początkowych\n", - "thetaTemp = np.ones(5).reshape(5,1)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "('error =', matrix([[ 0.006797]]))\n", - "('theta =', matrix([[ 1.11414027],\n", - " [ 0.14887292],\n", - " [ 2.13284493],\n", - " [-2.89324615],\n", - " [-0.66543637]]))\n" - ] - } - ], - "source": [ - "thetaBest, errors = GD(h, J, dJ, thetaTemp, XTrain, yTrain, \n", - " alpha=0.1, eps=10**-7, maxSteps=1000)\n", - "print(\"error =\", errors[-1][0])\n", - "print(\"theta =\", thetaBest)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Funkcja decyzyjna regresji logistycznej\n", - "\n", - "$$ c = \\left\\{ \n", - "\\begin{array}{ll}\n", - "1, & \\mbox{gdy } P(y=1 \\, | \\, x; \\theta) > 0.5 \\\\\n", - "0 & \\mbox{w przeciwnym przypadku}\n", - "\\end{array}\\right.\n", - "$$\n", - "\n", - "$$ P(y=1 \\,| \\, x; \\theta) = h_\\theta(x) $$" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "('theta =', matrix([[ 1.11414027],\n", - " [ 0.14887292],\n", - " [ 2.13284493],\n", - " [-2.89324615],\n", - " [-0.66543637]]))\n", - "('x0 =', matrix([[ 1. , 7.3, 2.9, 6.3, 1.8]]))\n", - "('h(x0) =', 1.606143695982493e-05)\n", - "('c(x0) =', (0, 1.606143695982493e-05), '\\n')\n" - ] - } - ], - "source": [ - "def classifyBi(theta, X):\n", - " prob = h(theta, X).item()\n", - " return (1, prob) if prob > 0.5 else (0, prob)\n", - "\n", - "print(\"theta =\", thetaBest)\n", - "print(\"x0 =\", XTest[0])\n", - "print(\"h(x0) =\", h(thetaBest, XTest[0]).item())\n", - "print(\"c(x0) =\", classifyBi(thetaBest, XTest[0]), \"\\n\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Skuteczność" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(0, '<=>', 0, '-- prob:', 0.0)\n", - "(1, '<=>', 1, '-- prob:', 0.9816)\n", - "(0, '<=>', 0, '-- prob:', 0.0001)\n", - "(0, '<=>', 0, '-- prob:', 0.0005)\n", - "(0, '<=>', 0, '-- prob:', 0.0001)\n", - "(1, '<=>', 1, '-- prob:', 0.9936)\n", - "(0, '<=>', 0, '-- prob:', 0.0059)\n", - "(0, '<=>', 0, '-- prob:', 0.0992)\n", - "(0, '<=>', 0, '-- prob:', 0.0001)\n", - "(0, '<=>', 0, '-- prob:', 0.0001)\n", - "('\\nAccuracy:', 1.0)\n" - ] - } - ], - "source": [ - "acc = 0.0\n", - "for i, rest in enumerate(yTest):\n", - " cls, prob = classifyBi(thetaBest, XTest[i])\n", - " if i < 10:\n", - " print(int(yTest[i].item()), \"<=>\", cls, \"-- prob:\", round(prob, 4))\n", - " acc += cls == yTest[i].item()\n", - "\n", - "print(\"\\nAccuracy:\", acc / len(XTest))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 2.4. Wieloklasowa regresja logistyczna" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Przykład: gatunki irysów (kosaćców)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "\n", - "\n", - "Kosaciec szczecinkowy (_Iris setosa_)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "\n", - "\n", - "Kosaciec amerykański (_Iris virginica_)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "\n", - "\n", - "Kosaciec różnobarwny (_Iris versicolor_)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Cechy:\n", - " * długość działek kielicha\n", - " * szerokość działek kielicha\n", - " * długość płatka\n", - " * szerokość płatka" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Wczytanie danych" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
slswplpwGatunek
05.23.41.40.2Iris-setosa
15.13.71.50.4Iris-setosa
26.73.15.62.4Iris-virginica
36.53.25.12.0Iris-virginica
44.92.54.51.7Iris-virginica
56.02.75.11.6Iris-versicolor
\n", - "
" - ], - "text/plain": [ - " sl sw pl pw Gatunek\n", - "0 5.2 3.4 1.4 0.2 Iris-setosa\n", - "1 5.1 3.7 1.5 0.4 Iris-setosa\n", - "2 6.7 3.1 5.6 2.4 Iris-virginica\n", - "3 6.5 3.2 5.1 2.0 Iris-virginica\n", - "4 4.9 2.5 4.5 1.7 Iris-virginica\n", - "5 6.0 2.7 5.1 1.6 Iris-versicolor" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas\n", - "data_iris = pandas.read_csv('iris.csv')\n", - "data_iris[:6]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Przygotowanie danych" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "('X = ', matrix([[ 1. , 5.2, 3.4, 1.4, 0.2],\n", - " [ 1. , 5.1, 3.7, 1.5, 0.4],\n", - " [ 1. , 6.7, 3.1, 5.6, 2.4],\n", - " [ 1. , 6.5, 3.2, 5.1, 2. ]]))\n", - "('y = ', matrix([['Iris-setosa'],\n", - " ['Iris-setosa'],\n", - " ['Iris-virginica'],\n", - " ['Iris-virginica']], dtype=object))\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "\n", - "features = ['sl', 'sw', 'pl', 'pw']\n", - "m = len(data_iris)\n", - "X = np.matrix(data_iris[features])\n", - "X0 = np.ones(m).reshape(m, 1)\n", - "X = np.hstack((X0, X))\n", - "y = np.matrix(data_iris[[\"Gatunek\"]]).reshape(m, 1)\n", - "\n", - "print(\"X = \", X[:4])\n", - "print(\"y = \", y[:4])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Zamieńmy etykiety tekstowe w tablicy $y$ na wektory jednostkowe (_one-hot vectors_):\n", - "\n", - "$$\n", - "\\begin{array}{ccc}\n", - "\\mbox{\"Iris-setosa\"} & \\mapsto & \\left[ \\begin{array}{ccc} 1 & 0 & 0 \\\\ \\end{array} \\right] \\\\\n", - "\\mbox{\"Iris-virginica\"} & \\mapsto & \\left[ \\begin{array}{ccc} 0 & 1 & 0 \\\\ \\end{array} \\right] \\\\\n", - "\\mbox{\"Iris-versicolor\"} & \\mapsto & \\left[ \\begin{array}{ccc} 0 & 0 & 1 \\\\ \\end{array} \\right] \\\\\n", - "\\end{array}\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Wówczas zamiast wektora $y$ otrzymamy macierz $Y$:\n", - "\n", - "$$\n", - "y \\; = \\;\n", - "\\left[\n", - "\\begin{array}{c}\n", - "y^{(1)} \\\\\n", - "y^{(2)} \\\\\n", - "y^{(3)} \\\\\n", - "y^{(4)} \\\\\n", - "y^{(5)} \\\\\n", - "\\vdots \\\\\n", - "\\end{array}\n", - "\\right]\n", - "\\; = \\;\n", - "\\left[\n", - "\\begin{array}{c}\n", - "\\mbox{\"Iris-setosa\"} \\\\\n", - "\\mbox{\"Iris-setosa\"} \\\\\n", - "\\mbox{\"Iris-virginica\"} \\\\\n", - "\\mbox{\"Iris-versicolor\"} \\\\\n", - "\\mbox{\"Iris-virginica\"} \\\\\n", - "\\vdots \\\\\n", - "\\end{array}\n", - "\\right]\n", - "\\quad \\mapsto \\quad\n", - "Y \\; = \\;\n", - "\\left[\n", - "\\begin{array}{ccc}\n", - "1 & 0 & 0 \\\\\n", - "1 & 0 & 0 \\\\\n", - "0 & 1 & 0 \\\\\n", - "0 & 0 & 1 \\\\\n", - "0 & 1 & 0 \\\\\n", - "\\vdots & \\vdots & \\vdots \\\\\n", - "\\end{array}\n", - "\\right]\n", - "$$" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def mapY(y, cls):\n", - " m = len(y)\n", - " yBi = np.matrix(np.zeros(m)).reshape(m, 1)\n", - " yBi[y == cls] = 1.\n", - " return yBi\n", - "\n", - "def indicatorMatrix(y):\n", - " classes = np.unique(y.tolist())\n", - " m = len(y)\n", - " k = len(classes)\n", - " Y = np.matrix(np.zeros((m, k)))\n", - " for i, cls in enumerate(classes):\n", - " Y[:, i] = mapY(y, cls)\n", - " return Y\n", - "\n", - "# one-hot matrix\n", - "Y = indicatorMatrix(y)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Podział danych na zbiór trenujący i testowy\n", - "XTrain, XTest = X[:100], X[100:]\n", - "YTrain, YTest = Y[:100], Y[100:]\n", - "\n", - "# Macierz parametrów początkowych\n", - "thetaTemp = np.ones(5).reshape(5,1)" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "g = seaborn.pairplot(data_iris, hue='Gatunek', size=1.75, aspect=1.5) " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Od regresji logistycznej dwuklasowej do wieloklasowej\n", - "\n", - "* Irysy są przydzielone do trzech klas: _Iris-setosa_ (0), _Iris-versicolor_ (1), _Iris-virginica_ (2).\n", - "* Wiemy, jak stworzyć klasyfikatory typu _Iris-setosa_ vs. _Nie-Iris-setosa_ (tzw. _one-vs-all_).\n", - "* Możemy stworzyć trzy klasyfikatory $h_{\\theta_1}, h_{\\theta_2}, h_{\\theta_3}$ (otrzymując trzy zestawy parametrów $\\theta$) i wybrać klasę o najwyższym prawdopodobieństwie." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Funkcja _softmax_\n", - "\n", - "Odpowiednikiem funkcji logistycznej dla wieloklasowej regresji logistycznej jest funkcja $\\mathrm{softmax}$:\n", - "\n", - "$$ \\textrm{softmax}(k,x_1,\\dots,x_n) = \\dfrac{e^{x_k}}{\\sum_{i=i}^{n}e^{x_i}} $$\n", - "\n", - "$$P(y=c|x;\\theta_1,\\ldots,\\theta_k) = \\textrm{softmax}(c,\\theta_1^Tx,\\ldots,\\theta_k^Tx)$$" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "('X5 =', matrix([[ 1. , 5.2, 3.4, 1.4, 0.2],\n", - " [ 1. , 5.1, 3.7, 1.5, 0.4],\n", - " [ 1. , 6.7, 3.1, 5.6, 2.4]]))\n", - "('softmax =', matrix([[ 0.00175241, 0.11686208, 0.01931717, 0.0026143 , 0.00078741],\n", - " [ 0.00175241, 0.10574119, 0.02607546, 0.00288924, 0.00096175],\n", - " [ 0.00175241, 0.52373952, 0.01431051, 0.17433774, 0.00710639]]))\n" - ] - } - ], - "source": [ - "# Zapis macierzowy funkcji softmax\n", - "def softmax(X):\n", - " return np.exp(X) / np.sum(np.exp(X))\n", - "\n", - "X5 = X[:3]\n", - "print(\"X5 =\", X5)\n", - "print(\"softmax =\", softmax(X5))" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 2.1]\n", - " [ 0.5]\n", - " [ 0.8]\n", - " [ 0.9]\n", - " [ 3.2]]\n", - "('Suma X =', 7.5000000000000009, '\\n')\n", - "[[ 0.20921428]\n", - " [ 0.04223963]\n", - " [ 0.05701754]\n", - " [ 0.06301413]\n", - " [ 0.62851442]]\n", - "('Suma P =', 0.99999999999999989)\n" - ] - } - ], - "source": [ - "XN = np.matrix([2.1, 0.5, 0.8, 0.9, 3.2]).reshape(5,1)\n", - "P = softmax(XN)\n", - "print(XN)\n", - "print(\"Suma X =\", np.sum(XN), \"\\n\")\n", - "print(P)\n", - "print(\"Suma P =\", np.sum(P)) " - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(matrix([[ 0.5672792 ],\n", - " [ 0.34410521],\n", - " [ 1.21453693],\n", - " [-2.06603751],\n", - " [-0.71099741]]), '\\n')\n", - "(matrix([[ 0.40938528],\n", - " [ 0.07134866],\n", - " [-0.93345289],\n", - " [ 0.62108863],\n", - " [-0.8021439 ]]), '\\n')\n", - "(matrix([[-0.13931903],\n", - " [-1.53046299],\n", - " [-2.02411945],\n", - " [ 2.24311323],\n", - " [ 2.75874817]]), '\\n')\n" - ] - } - ], - "source": [ - "def trainMaxEnt(X, Y):\n", - " n = X.shape[1]\n", - " thetas = []\n", - " for c in range(Y.shape[1]):\n", - " YBi = Y[:,c]\n", - " theta = np.matrix(np.random.random(n)).reshape(n,1)\n", - " thetaBest, errors = GD(h, J, dJ, theta, \n", - " X, YBi, alpha=0.1, eps=10**-4)\n", - " thetas.append(thetaBest)\n", - " return thetas\n", - "\n", - "thetas = trainMaxEnt(XTrain, YTrain);\n", - "for theta in thetas:\n", - " print(theta, \"\\n\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Funkcja decyzyjna wieloklasowej regresji logistycznej\n", - "\n", - "$$ c = \\mathop{\\textrm{arg}\\,\\textrm{max}}_{i \\in \\{1, \\ldots ,k\\}} P(y=i|x;\\theta_1,\\ldots,\\theta_k) $$" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "('YTest =', matrix([[ 0., 0., 1.],\n", - " [ 1., 0., 0.],\n", - " [ 0., 0., 1.],\n", - " [ 0., 0., 1.],\n", - " [ 0., 0., 1.],\n", - " [ 1., 0., 0.]]))\n", - "('YTestCls =', matrix([[ 2.],\n", - " [ 0.],\n", - " [ 2.],\n", - " [ 2.],\n", - " [ 2.],\n", - " [ 0.]]), '\\n')\n" - ] - } - ], - "source": [ - "def classify(thetas, X, debug=False):\n", - " regs = np.array([(X*theta).item() for theta in thetas])\n", - " if debug:\n", - " print(\"regs =\", regs)\n", - " probs = softmax(regs)\n", - " if debug:\n", - " print(\"probs =\", np.around(probs,decimals=3))\n", - " return np.argmax(probs), probs\n", - "\n", - "print(\"YTest =\", YTest[:6])\n", - "YTestCls = YTest * np.matrix((0,1,2)).T\n", - "print(\"YTestCls =\", YTestCls[:6], \"\\n\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Ewaluacja" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "('regs =', array([-7.69442729, 0.69221651, 1.91571479]))\n", - "('probs =', array([ 0. , 0.227, 0.773]))\n", - "(2, ' <=>', 2, ' -- ', True, [0.0001, 0.2273, 0.7726])\n", - "('regs =', array([ 2.75684328, -1.41961889, -9.58991675]))\n", - "('probs =', array([ 0.985, 0.015, 0. ]))\n", - "(0, ' <=>', 0, ' -- ', True, [0.9849, 0.0151, 0.0])\n", - "('regs =', array([-7.02867886, 0.09552286, 1.9497746 ]))\n", - "('probs =', array([ 0. , 0.135, 0.865]))\n", - "(2, ' <=>', 2, ' -- ', True, [0.0001, 0.1354, 0.8645])\n", - "('regs =', array([-5.57547589, -0.24632327, 1.16421515]))\n", - "('probs =', array([ 0.001, 0.196, 0.803]))\n", - "(2, ' <=>', 2, ' -- ', True, [0.001, 0.196, 0.8031])\n", - "('regs =', array([-6.74108941, 0.77272949, 1.68582768]))\n", - "('probs =', array([ 0. , 0.286, 0.714]))\n", - "(2, ' <=>', 2, ' -- ', True, [0.0002, 0.2863, 0.7135])\n", - "('regs =', array([ 3.36547865, -2.11080509, -11.38109326]))\n", - "('probs =', array([ 0.996, 0.004, 0. ]))\n", - "(0, ' <=>', 0, ' -- ', True, [0.9958, 0.0042, 0.0])\n", - "('\\nAccuracy =', 1.0)\n" - ] - } - ], - "source": [ - "acc = 0.0\n", - "for i in range(len(YTestCls)):\n", - " cls, probs = classify(thetas, XTest[i], i < 6)\n", - " correctCls = int(YTestCls[i].item())\n", - " if i < 6:\n", - " print(correctCls, \" <=>\", cls, \" -- \", cls == correctCls, np.round(probs, 4).tolist())\n", - " acc += correctCls == cls\n", - "print(\"\\nAccuracy =\", acc/len(XTest))" - ] - } - ], - "metadata": { - "celltoolbar": "Slideshow", - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.15rc1" - }, - "livereveal": { - "start_slideshow_at": "selected", - "theme": "amu" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/w2/zumz182a.pdf b/w2/zumz182a.pdf deleted file mode 100644 index 63461a543174b79c15c728a4cd8f2163c4bbec56..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 719072 zcma&MV{~Rsw=NvJV|Hxcv2EKnJGN~*>DcPnw%IZ6*fu-pljnK&Is1I$>>uCyQKM>% zrCK#>UYLtqQB<6s3BU$NesFX70>{Ki#7JasYz@cD%OGxL<6`E-AZ}yiVkT;4VsC23 zAZuo4;bKX|#KpqI&kyJ9;$&uI3+J)ktZi!#6i4{%F)%VcF}A;b)PGbaGU%ulX*FAo zLZ`)q4z#9?LzTHRZI9Hu=)ErH8BZx`Yj6=;kw+aGJxKH!+qb&84nU}T7lC3={kz-G zir3YH*X1JuH6)$_!{640kE}s-q#0blGv+kBY4=rR?(*nO~LE#1IJ^`T&ZAW)Xg#@juXdF({r+v(4M@%-hFO3M5lE#~&- z!{uBeu$EESzIjvhwy4L~|5hQ=w%6tlXdHIy1Yw=6sZr)%K~RM`%c(jZpW|6Hf7fg3 zE-_vt^;7eX*e+ku7~KohSV<-^fRYiXp=OS-}l)j z;rpR1NWYYtrAy{WjS7MIrA?FD-`)w_Z{ci5!d}wo0@{}EIt@}EWSZe{)~O?tk29NU z5JAO9Tz!POcendTLVq^C|M|6{bT`iac_P=EG8ID-5iaM$8I1$f?Z7VLRbeimeAFT^zEDOU# zEDY7}&>cD@d0Eww*dy6RRpAC}%89dVAFtu&Szi;mIx?kMQNT>6S#+B72E`Ex!POCr zXxZR}YHZJ|;jYDVKdZx68A_U?WS~`?tqAvcXYSx@U({4a9|QW>s$ z+Z!X1x{X!5k-P0Rp@j|7?Blk|%{NUIx)XN_(OBwvN7Gcyq*9QgsS8ES2_`XkqccKw z$($FcTkIN;AjaJv&dFQDD4CGI4hPQl%c7B)ek9{%E`9!NP2lPC`6SFLXjfqDCE+w>ckF{0t^JMymM5v^cY}o*am@h5=V& zX`IOKdKf{%){YFrQwh#hi}vfn-Socp@3LCme(=?@um?Z} zwy^?5Sl|6sqIy5pr>&P6OfOZpf!M3fY!@Lt;fE)(?^Dtc@ZDmhJ%xFw0a@T=1AN@V z>f}On=+!>6*T{t{;mx{v0OG4B5pCnp_B_pun@B{g&6ce-F-`$4budgR&y|9 z?>8QM@LPd>nL0OUKyH>fYJhFF6v&f>h*!F(ljb$4Nfn(y_=Y4OEt)DCyj|8alGz*7Tp?+USLrRN zLnPMphY1aKLaLnO8WOxt?7>t@T~Z6A8;a{!XWkFQx^fO6i7S{@*kCLSo3DW2UJ3Gt zXAr_i^PCi4^P&vYGVAJBzAcd(A@rQ7$5H`5dn0*(UmP9FAcW{LQl>;2q#D=`R>byq z5}CLkr%RoV1%;W~4BAtibn4NUZ!>ChPWM0O6X%3%^_`6p{_L7^;sl~@HaIYjGrfua zu5@5r>$&84@A5@h9po=(KS$`t+78#I_&b7F@g*ku&1PUvfpmBD$ zhOU-UIG80v)G2&J8YgOLhuz49{;*tj_gU)N{X?^E5uSwM4t3x8uztgSRHqQXF#=;w zZ2rUTVZjv@pNT(sAa&}}YmBI&(jJ&95_amA%zrh5ZJzrFK-#%g`IjE6e^6WC_MwO~ zrp&8t^?|Sd{@8J#1tm=>Bag+SVkI>$YLGNy#h6tq`&F3fW==@s516Ix`kt{n>>*}7 zhfLmlkMFIW1?bny&Bi|Ec(B9{mLTA<>iIG+QR-N0c>j($);1z4Lb@>jB!Mw={^{b% zM!E;zzdZe04`{t*5TpG_#>G<1p)#0jfxh%i(NFuO9UOqG?4^~S#w{Zz@*r~C?V>P;IY-S9b(*_ zqwZr5B{Vt$^?{t)RBNQpPEwb;8a^|bje!`kXdD?`2tC~3(B>mnBVfPbL@kq^O z^UVQi58t^B`VduMHae05Q6K-={W6ITJ?(*G7=L^7gaxrQ$?My)qa_0L@-OXlAgJr;5f;nMu$x4IQD$@G)S45*NSDJ@a&1uT<{KRI&g2q^ve^WJYXn1viuM!7Pxx889wX1-CaMe?j~Q!;>tf?SGJ)D&pSyir7%l4@$)~*>nZRIonmOB zNmF(~myX6$L-E95rJxMw&gl-UL{XXZz3A4xnzOv?f-K$IS`HzZxU~lg*Xg2KHg57> z7sDxK_al_dC(%l!LKb$R)Uq1581FrfrVzHD($~ZFEy9LOo5Ef@UppJ!S;E#HjEfke zH!B^@;)>U-#9E-H#>Tj1)w2#!%v_qZS6t^f-R7jfQ<7F!O&;}l(C}cKJb62RG;Oi3 zNIG$lO3^|3BxDe+zjb2Cl44r4TtORaL)b)DT^s_vzuSJ`zi zOpeE9p573#&`@B}2H8#Q0WL^3&%mdVA$72h*QRa;VBtNgix-psbA33IPMR^rVXp~A zbIIm1F1TJiOFenO)4JgCNdT_C*L{Tl%7*xQ^y1-NmwhGb?mmiLhPL5P8*pZWP zAOb`p?fpWS61kxax8I76OqwIQlwj2&<>E6l4(4t(e{BToJqee#KX){tA<=+e?gdW> zhW=?`R;>T*`>ra^2R>5hyga~Vrq<6`2)hktYF*z!06E61YkfThlAFo`?lSD;xoKmc zyR3G8CDH+bUPuyRgNKu^8YDt?xLqH(!}}yF1Bi@W@NspLLT#6scCCMJuzj(so&+v$ zzW!>Kak&msy&feeiN{4S&Bw1SPC{|(?&!4dUU+hdUQn;WO2?%Gj7ng+t2Em_p5R3| zP2=6{8OSU;X2+iVaoTWjwLR2DI{%g2pO)5GK!Xh%M?%L}T0BoK*{ve9(Qd6)%%^Rt zj~Zw?U1$kx$W>rq@Hz9BBEi5E%t8lIAyWhWt*0jy+O}aZj$pHEGq)}mfEyy6>iPg# zCsH!OEeyWuO4QQ{fb$EzwjcHk5Ra<3b#E;T-9K{zrHTHwoK8OPVNjDO_dx@~nYcyW zg^EhRSBTIZiTVT$)%V%Hni8nFavYFDfO=&k-cqn{zBDyR&GD`n_mpr)!P@BBlu$(t z{Gs%eHF=j8hrN)H*t3^0x=y7~%>`u&9rv8H|M54_1W=zsv5W`aFk0B7WBWbcM-XF7 zf!QQJb7Bi!F!pEvZMpVy!tecrIJ3VDCwq%?_T6o)80HAD&0!UGu!>C2G}_zVVkk2| zo1;J*KD-{sru%ChMXI!fIC18AYuN8AygQp#AOpDWmmx7`gj7w7-~!|^w!1sY(saIY zj~jMI=ghjDE20?t-Nd=55?Qow>JdR(H7!-J`)U3%@wrXW*1;zNx~d;DfiL}x$0z*I z0y*Js?7YcM@u;UADMAex`JqmNBV&GKFe-JZ7_~X!(vLr1Aw>`m+i2P~n^<8h7)eOC zEwSe%KjmcLvdx&V=!yw;+vS@ugJPpm21k;BC=asw&D79O$mxtd5i}CIM0>>u=1PM! zbKm}(2=Ai7^XwtkZ2{o=#otG(`_X1dD91QTcuHK5YUb0cnY!AXl*o4_HYGF!cqzW_ zD^NE0hbw0g8?8ucCk>{blbH}z9UnyyqmUSE$L0@lK-FsMbjfoBBS;LrcnIiPDsn1- z?M(e0@RWwWJBrzyrmAp=B0!}9`db#F z#03`VII{f4_em~=Xf^)GS6|YtJ$fmEIH?AEe+y$$<^Ddj)w5VC#k``~6Qlw82y~}v z3jB8k?2F8`GMp$I6OyfZfV{XcH1!{O3$2Et37!l(Xy zy-^DKSC=Yhi!GLdG+meb+ywDfzK3KbVwpR#<4US`f27%@G?=KzRliW zMor(^!H9P1X^8#siYg+mc4<%FYF35$j=QW(Je|q|Z|$~{7HT(iFzly`KZD0r6}gyy ztB8@%ON0DrX0BUv5{h^dz{0YGzoZ|)SlUqp#S~8GafayKAEV?i9p^8?O}MGV4YFe# z4SNZS`^0AL2!&*%-irARMDm0(c1r^&Rs1|6L{>=YPe=aMK-qZkX(J{2!9Cf0NbS4h ziuua<$G(A{!Folg*JRB}EyuUv9jC)N$PiZBn)iuMjGSFsSjFI8OJX3< z#S&8>br7YEI52M+g3Fjd#Jk@~cWntHu%5r3d>&N2Zz~B?$6^x`tF-bLLa+80+F{Ir zUmz7UKw`}09RPn{yuEhia z?FV-+_}yzMjZR4o^x(iwD_j)h;soa)EwQpJeYoK}>hrL9I{^2EQ(}Mf)(GaldTiR+ zr+900VWIszVdjxo*OXHl#_DR~NgI2jd8714y^wQlD-yN$0WN_VXD~r=^>d?BD^;HM z?W?&SJ;BhSG@_K$vs35#cyuMf`{?wOJgUvmwZX5)-1ql%>uvznW#xLC7uhuXE|)#c z>d|{C=wUeK$vc~kbuz2O_Jtng?3#%#$0#$Z{0cbbsr z{9Q+74pqD$_p^}3h=#1n+;ReeOA~Kyn#^^~;T_aA-YinH1}Mji3UK*XmaWdG@`{?R zR|5#hIaXE0Pt1{pSnO!050yFAeX)*_MyYIZn1z0utGPs-(~p*{@X*W|-}21bYWMOi z2cUv!-`<-tFUaHgS+z%iqU!;}%oF!2-(ARd(KV~k0I6k6y@9hVH4KDKI{U&_f)oGd zFIc$mzpx%oF#PZIndFLC#f+F8x}8A0Ox35k-~-wOu=x|AtiX6(VRsz@N-7XQ_j+10 zrh;7J`GcdG63etrgJGiQ5OClfR0uWQ9TTqIOnzMRLez7gYBBO*iu z;AAi{`fB-awgWHyT;BgjCZ3*?6=c<6&M0L>X5k_A$P$jYutF{LtL1QI0B5ZVLo z|D8WG%YV=Re|wuOOw1hr)2#nL-{=4R1ng`?tZYPV>|8`FtSox}Jr_7;=C5Zc|6l4V zJJq*y=7GCPueK}$YfO{_=#)hv7=TV`n?RBQa!k~xK}LP|2W3UO*hV3WZ?*5!&xvl! z^jtV`@vrn@>aqXdHv@yepS{N`y`O~re-8zECeHtszW-4`yA@dQ|FExppQ-(u_~%@p z_j4tB_MPW#;pzR)dr8v0x4_d%dw2Zh<1&aq`yDaRv1j(RO_Y+Au;#ik{iQj|CC&6u zdV^rLP;TqK-VbG}A9({sk*<0fmz-8%kkflzuCQInUYtYh?`0?Hrzc?=X|GHUgLoFh zTnli;U6%g&J9hA_FWm3AXQnCf$L^wGAIeE1gR!|S*X;X+A8(5{AjWz0z^APi+dyAG zt}T#=F#CvUO3hjXROFd{Gb-a9=9ylT&u{cFvzTwM025AgRA6{p#E_q4tYO2oF$ot% zR}L|Gfy>;0e|p-Sk3S;}Pbf^CX$Q<{X^%S;|7FpE?= z2ki14KS=In=$=P3k7UL9jFWt`rD6jL+n+K95vEOKVit0t9G6PA?hGH6fZU@EU5i(D zEGDf0LeSgK`Vz&Q!Cen*y-1vcFB%bkFUUb5#*aXeSm zW-1`4g2uT&A4g`8-uQ{%cNtV1PnQD&4mK#wlaSVqx_A($CKL2_Mk(5>Yx1Ha?33sX z#)110k+)8Xu$@aUV#GJ|p;Sm(i;_w2FLCqne3 zkCW-OrR?lEnKC(YO-H@`uo7O?p1R`E?%^EKe)!DsKjQn7H=UuiV@^My9$lX5Md_8C2in#4Pde#D@DTEr?;hM*W5$dQWsp`kW zU>@n@AI)X|rkG`#3-dOsFt;fji8cb2xJ92`BA@F+471f5P0ViD}N zp2=D*Asf7m6Qx_Y`sCj|VmE6M1FzN%&Lz(ui_JHYc>g7kSy(2C(^1JGHi-Z7+ zJTbJtrnU?us4s1GKVT`iG87~HqC!ox9RRxfKT*L1G$XUuI>>UzOn1?37TX+G+ldQd zKy(mM79dfyA;i77L;a5H5K=c4?WAEm>mRCV+q}FUW{~iIs04ib#Q&AJR$pRWMOm7{ zzH-fe$}Sskw&x7FT4_szP>degmm zL2u1!yLUcQ`D9%|uGHSO zcj}nDt8aF)Cq)-8QU49ump!kMtr+PJP3Z1GpsbZN+yPO^P3I6IY{K(L#ns{<`;1;o zvIDiOH%GVYfrkD2PB3RZZKd<-X*gRBZHLd3;40W`S`8YV3YE^*+P*XTxvj(Pn(VUC zM>4{Ot>5XWZj2p#_Cl-xK(uM&Dx?!dUbigB*qoGW9S_O6?svSb5B^Yr(GU*qKnj~5v9m){1s`>Cy8U5&J6j4d#c#TQ=sc98 zFo$IKbHi2o#<)C-;gi41>c$8Y01n<6XYZSvh-|(ceLvxxKTIT{C``zsJL3OIN5fW4 zxhb5&tcP46X;^HXuzJm#RviVLn1*FaZ?^9?@_kzp67bDr$65SV#M&d91qT6yZgdxH zN$p!-1qX?4l2N1G}HqQPs z!Gax!+}p={xp;gdKErR=4Te2?dI9Vm@C#jVkpm%lKO9BKGys`d*g|}C`x|Cl>9OV| zC*wlCxvhRLw&7m#zP4s{(<`Aoi%fBShP9k+f67y%TjDV9F*bgw+d4Zbto8$WEF$8T z2HjrW!?O;Z`&m1>SA7N^C;G-Pj**#7nPG5_;lSi{;RhZzjGRSe2LK7W*`n#+qovT$ z(oNzP%pzeK^)POsTV#NjLVPjk?^YvCWG+10-UF>A&s(p%zynWVK14i>_cfgmDZL2T z^)^Gp?dWbb9)j&{QY?A9>_ti_Xf$4ta%WOw7S90ucwfw*yo$_~_8F~%vPYZdxZ_}d z(AR{xZ7WFyWP^ln4Z?;|q`qv|r~+dgiCF$X`jrHLpk&?)FOw=m=C%8sU5+8cxl#xE zNH;Fw_DQ3FpXP-8{&f0O7@7yls85-?qi*7%O2+a#YthACy^yz%B z;RzD?-;Tp)8;w!akAX%KE&eU9jVb~XQ$pr&)(O5EXxz6C8zT7ZYSSpAGw4i=tIKu+ z*!S`HNKkD?qJMNz+H-z+_9oklZ}lix7{tCORqrjptik%(kgoe~G;KGQYrwVUY20mO z1byL#=XxBqUJJbB8aU{ta#Pq@v`5BB`=kpX>%yy%hl9qz_jZ!f%Sp-T2Y1`+&iP4P z-RyDsx1z}IpDi)=9)9PR8B)mpMsSo`&6fBeIoNN;vB;){x{Y#r7CQd!!Oj-%{PZ|dkFMr@0FGy=>1wqT^0 z)Yh;-u`MZ}&Kgi1!xNcN;amVKChkQF?8Y<+peya*$aP@;jSIsBITQJFhZTb$@^K6R zkT>>b{)x@3L=-rhh77r<3*n`~~E1R4MO^twM}`D5tFLx2I{ zC5i`n-0&D3u>CI1nJNX|k08su(!~f{Aa&3uNEkslM2~2h-R~FFO?L_w@)9|VCIZ>b zG8=D-;HqwL$7uDlMvBN4+;sgZq9^%5-R!|c_?B+IxZc28g>KgL z7nUF)v!B2*HSS?!>7%XA45ThM-B$xqqe}=ykLwaXxE&B?@3peNLQUIo9bf&$Ji$ttSK`g-^7q zx1@hlMVE3MXa8V8^h+ttk!gX;a)I*UxMk&N~~HE4v7m2{))p6ij9ApUB8`hUG%v+gB!8 zHlbEJ6=*d2vte6yjAXO7GyR4YOaY}Am8rAqfb$id*1C+mM$V|C!BVSH#>LTGI6u*s zdt9MLff9e;Z&KZ27cnSX{GSRO?#PV&)cDTAs5Z!^;C%Cd$Ef%?T3ON$|n3l&V zJ{!k!_c~rbvMnHNanI`l9hcc>59uM!k19OdH$raMoJS675M+NYczP^ z5O+Z8${S71F+;b;c}y7-iL$Mxl~v@xG@Kk^WzEkhjdU>d1&6_S_{Ve2d!2I?>qSro zi{(twSD_A3uS3uhl%0Sb?>pmKD#?7l@wZVt9>LVpMR!0NeRp-t%g;${w?XVU2~jCO zs-DHYWkmQHzDcI7$;L9FQs=s-q40h$Uj+CbT<7MeV(G{jRnLTK*v}*XwP&YBR+*fwQyeN#nT;VN`#)k~z~e@9p zR?Y*dRT&^)%TP3H1yN%o=$M&I8(F13g)|g)eY`Bk2|6B?S2v1|AgLi+(>9DCs9H>g z%8gffe26-Qfk2Emigo(^fy(SlGm*qOs{N~(V${s&ILb(-1~#4%`-Pr0C_n0OH+eQ@ zRq}P~aW^?~?7-_Uc~7$7E?Vl>+mBnY?*j2x{1_7|nenU}BS&&;k*Njkj0NBmQKZX` zYS*B#?o>Wd9>#kS63bjd2^`Y(^ZB+;zM#LdtfYox1?7ZfR%L$2fU~m01*}=>lP>1h z=uv@>uXdTW9OYf?%q-*8^vh~I|Jy#a`$rgccP=>k=S2#PycO|<;#gRkb6=6w%*jlo zi$HThBcB_yY|F8NSIKde=2?5+H_R70(b3n4OrT5S7^SR4;q^Q1c&7`30Ng3;9%mmv zEOAo%o0P$H))3O2+QD!yNeq9nGx9toze3F7{n2QSkLKvwq*n?c)bV;GeDZURuouF? z4dMCd1aBiDtzEPZRu~&TC6FWEJPyfhG==$D(f<5|r@uk;1d)AQ6vWmb_87H((6ER9PBhKGjV>K=I`&!v-CQ7?n z%(H^!8|qA7b|}HFcI0}l1K{;HXCae!@mx?bablHLem3eCRnQqydxXDh1<+|Vvcuqe=`d$3$eXkmazAG z97FPy!-s}&JvRSD;;L%lM;my;bgMIz!u=L0js0=tfV97MG*k$GgkUt7e5rTgG29@0 zr5kZSIJU`P{SQ#lxF8NS%%Jox#J-#pZ9Kh1QX9OA-0xcj)(~o9llg4d0U{lfiyK4l+>`zg z0;nJ@3UP+9S);`iVr0CPlRI4pHP)qpDGprE0-pF=ol*<-i~~aw>N9GBq2;}T z8P5qU@%PwuaG;Ipw#!{H^uM$nEL{x(hf9(XMS z`a9VSPqG?*=;?^53Ty z{P0O&@*Z?(GttK7BXCsH- zJ-80HME%XM?jdvwd5eh+%LoZ9??cn2hEVjkaM_2m8I)AdAjwOvZV;iY;3c;}PrKK4 zLkB}*IJ%+Vbt0}`zJdpShzc)RDLDk2S5QHOVMkCRcnd+r0V>%URU0gnQ!~@ANj7mo2$oyke(bo3cPR-hKx~oo1d9c{ci# zZkmP>cI$_7n=#d+bR613Uhz zON2GBlz*@t^J_gEam1%K?T9n0;O12Nuw(N0Ze?~1#R#~Q2v3b0^4sRXRFEsW903hX zgA+k615OQ7>EW=Wo;3)Bhea?t6c{9bKl%vCSkW)RyHr}eD zfdoNXAdp#;kCG^8N@EI`hv@J#hfvRZ!ljT51}G>sWv%Wk2Mi(@94SCl=6``5>KniJ zNqEIF`$o%0Lx70v!m3j%Dz;5KZV~q7#r)F-yQ>`C9;ZNzLQu*WBJ<*)+A9Np z*1gIhdO1uf-7w9u^D zX;9N7BdeuBH#;3pDBY(+Z^5m!<}9B4#R%C zOA}p)0^-2o!%3upTlLRG*5R4TdMkRGN)U*NahrzEVsyPJF<5KvSi|0<08VwYsB%kTwtZGAae+xqJ(=wU>_b% zb&TW=iV-6rN`isHrSK#V4lzH@$V_35>t)4==Nl-Bbz6EKA)l+_uU^fZ%wl0=l!Uao zq@&jui4X?%rz0?pQ?$O>nS3`8qu{abG;-jslwMS{nS=)fWZEqV zqB1s?sIw-fc3UolrM|>wZ%zM2d=tFt_U+(vh?w9X&#{h;S`&dr`==Eh@q#ejf3mlZ z@RyH6C91t#oH4one6@4%=cFJH&f($)*BqTn7&NZiE|3%3-u9E@Jgg`be0Br_eX&kY zq#;5Q*Go2J;^*ojyhHep%SL2eMEgZN6_tczbE$_Mfl;$`yC65O{dsuN!i9Q2`Lyw- zB}+ab>FdSnBB7iMcPQOX2hc0o=np!C=IEn+`K?&A3oBk&iOJHH!3UZ?$Lm?YeqX?DMayQISp4ZCN?<1I88JM;fNp)fMdrr7H)Gc9a&yebPjQ*HGOc2&_ zB_avOizI*c?4yxL8BT3%nKixvx&?Eqn>JBkANON=GUJo?pgo<06zL<5>Lce*ENZlg^nV_SO91N|MrDil|f^|mSXXic| z`>@0d#d9c}**L3JnG=Z%h4ayy8KE}{fpLnPkq7V01%=Bf^$(aG&^9#PXpC?lR~>JXr@ zhHX_#l~jmBQC&3hQ4(FI&V7H~*#I98NwE#&Du?Y^xOxE3QM$8k!9_e;qN7dCGP@D| z87x}nSTvtCM-%dlct^XX+b-ll-kg^^gh=aKOD2|d?-*7h*54S^2;!XJP*3+f+9SNV zbu|VBU_>WSeqgTQ^pUZHFGRz^(7?Ar_mhKO-h2BDtikY;mlF#Jv!oA$AmIyKxN zbsDI@OO1zZnI(*BF(Xo*7&NENZsJ@>M!%?CQlE9B(fGOUQP5($VoXs8Eva9+(~o5#4<7CNCUDozKdjh zC5Wp{IhPhvP(kq%26~wnfX5ro9QHV6obP zuX7@mMGT(t1eqtVWMaX&!2Z`cX+TWYjh!)FV6OV#-Dn#pmnrvAT{C~5=ovo7r-^(h zJ6ui{VOO~(Y<=niQhT0$Uvn9hH{G2TOP>|2E~DtrcEc1mAm1Z!Pmu16xUK1{Y@x~w z%SD?UA&fRa7&3K@QBd(2;nW&D^l54gy?T7)1Txdyp8Z9#)WAs1f`@JmQU43a0LcQ} zkOqeu5+BSL>@^BUpR>F~{@Az32edKYB4bR{e4Ms1#xm6!M;T-8oB51QRI$K)6}r0N z2{;Qrbs3@Wwxj|n5xwQ2$2WL5(IS;PJtSp$-d45XpKcnF)d|nkP?~QgQLreLdNNFz zl*T-siweMhg2U@aagKbU`f<+au=a3K;bwj+mzvQRt~>1bx-Hlr+eN_Fd4;_GZpRhJ zFp4VluDfLqk2Lm1FfXjjNt_F}`Vl|HD05(`4N%$w+|;nW4NT1za6!hH7A?6L&F4r( z%#95WH`UkcS!cqiUvcC0+(vXw2o?G>&HY3<1nC+#nO5Nl7fI}sT*_zs5{cStoBKw; za|pH>U%F-97cakKxN0`b=mt>a9c-1eaPF<2^RcM>|c z8}!XPdn}(5JY%Dib4=LWNFY^9o6GT@nwCN-RA)AZchaYm9G*GhzH=m{st6sGjRCK! zUYaq8xDU$k7tOOo#XkL_dCSi_Q&h5w;89$4F*r|Ez#?Bt#~_`A_N(r)OHa^S>( zAs!+j)u-LeMgQ68!ZHl@I^rhrps2vTpLYT2Kvq-;gX{_$Gx%_-;yS0E=Az*)vueEq zPJ6qiHadfw9W2e;Pe45Dodeusv;;=HI3Ij8snW<-9g7WbKZ-kazu)9%<+y4Cc}Q2r zpDmn=4GZWG^;Y@R8EBeeZL>B%h=H>a*OA|+GXxC5Gu&O6eLk8M!y^%bzhqY0RqMYS zfT}Mwd6$#IfkhN9B4Q6&OxShpP_9)yV#dB*< ziOJ_xODU<4mUpOsEXkCNYl)6L zXj-B@NTLW5=rfFOBvA59Axg}X4V(C-h}bvQTJrCX__vhDDE`@?;pp8i)g2U*^}a=o zaP054$dFUT$*+TPcNffMYx;Wn&7{t=+Xg=}qlnAaCYaG4q%JAjbsyAA14E(e9%G_$ zr<4{1v$T*7K&?9v8YFS610@_ar8%9D^ch|PZPe|hro9D9(J{qteMDoP+An-kX%%TfneIR4OyTLAQI7YTTtMHukO4#JtX9RaBKCQ8Bu1_$bWHY5Z$jVUn<1t2F4Qzf zL($qoC`sC#tgBV=%6eo;pX|6{kHc&?p1BaN7aJM;B<1aRN1GetgANYDRCM}rD?jh4 ztZE)wW`1DJ6pp=4KOOq|Yej^~aX{%P_HjCP>IH~2Kx2*oo}wvn4saR{f2I$Z8Y; zSHS&sQ1tPO0pk%d7A%x^QyL~#r;wl=nFQfiWuMaKr+h)A;g7isgVQ^h!CcJ9yWwKV zH99jEJ(w)v`C1r_VWyg@WJ`AnEN`{e^epuM=#3QAm$PyM>qqpVpjG*)J;hH&B52Ul z0ZmAJbi9M$4@E|9w-tt^?fMc}w;f!=U**osD?4E3{&Pt5}kb>{v^UQfg|@`Ps=Zbf{;ln_?71KjZ9OIM=4Iq`M$ zrVEo+Ml<8*FiO?R{Y9*SJS5FNr;e*YNUAUJxla=`tH-%>?UZu#w5cS)(Rq`d%Uoyo z6UdItqq1Em;Eru3=>9q!iQ^)g05M1^p)GsFJ@iu&PDd;#yts*Tx*vvWq{!|n(vlNb zCS9T-gER8o)c8l5UNes;b@4LygD5ASHO#J;*L|JHC$pNH%6JBEuTD$PGgLfyF5iPp zAuV80c!@**t@&PGaa2>vKT8;4DI ze$_)7b!wKOO)*7w0!5ZgY;9OXc^!ke#Ut%In1EymA2+k~Md;zbPX+5?ws|jjK zf)z2qiw=PeBeG7^bG@>ydLtA0-uP0-opJVYPDB7=K$9E|$bMKz^gS6}hu#PoEA|Hs zTzZg-s!fyAvJ%7@xbdNX11nE5s%Pa ze#RwVz}k z&fMQ`!7~(RI7^3aBJ@43OX=lu$ly7{!}R1`P}e#zg10_s?Y48~_bTe41VfVn=OCrk z9e+v>`8b%%c&KDeCP&$kke`HkP_){Mp=5q zRnoQ9N63+8Y`(biFRca2by=y>^?O5Z)yIAyx#uvGfV}H+ku2!|uBi?9W?wC$mqJ_G zPa?pPS`+zqcRyk;C0G_(Y#R%0;bMB0fype3v_#E=%YdP==-y$Ua2p7AfUW?d486U_ z25h)ec0I0~Q%)88pE@o#)>*q3v+PaJVR0kh8i5$_u>tgvus}U5NamRA*VpE{+#_gg zi09qP{(dIp*4mUR5u1MXke_k@>^1=@FeMSH-`{obP;|R&awcLsvekLp9l%1ru!O2{ z@MYMeI66A{#6Y&|Jy$wcdoBFPxRlmM99%6Wpmb}Ceisiga%M-@dOUJ6Sohp5!8yh6 zeVQ(IV~&X8OaPR;DTCL=8W~_mrn1zxhH{`@&{=6;KSacJK2XZ7cC?6#^3}gUz4?8) z6UdoRL=5-P{OifgqCe^a6oA|}AyN564q?+3xxj{8u9>G-o#n)o*aRp27iT8UY-g)b5m^f=%Uwg~Gug@p*nRq$6 z-44T-muf%56AOLL6 zWXdJ!AzS}3#5fh0jV~y(>=b$uYma8u%IjJjf`tD~PDv7Kw}n^9^Hq(|4BylR;4Br( zBNC6jZ9(_iN~5s-{(wXG{+Zz>71J%-X<+jkBdSCjvdbN^UsLm!D?NVo>X_lK=>`UN z-S&mk@ahr+Ngx~o?h*QNej!#vlwHlh6K0{7xN#l@s?LA=c1 z^+&WYz1Hk)`!yoJMs2w0su|a<2U?u0LcJS7SguT7bx}H|mNPkYBp^KDKe6Qv-tUF( zk^uM0Na_4<-GnVJdc6d6z_VEQEys=spxh;q{M9|M`LS}+4V2hh8=K~Mx}+l+37Fu& z8rLva^CgG69``j2-j%!SPNxdItUZmUe~fCT3gStB1I&CAzx-4pAqQgmK1pd>UL#_U z!Z_p4ru+yWEkPw_+VGA5OTO0XQk0G3%aBCiNnA@$ansn^`6&4N{Wv)JN>+3~;|Hd3X{crdj@T1 z`$i!S_31yn--GOLcb4DxD5aZUZbP6(R9mTTmJz}FX4x++$BCakVRKPsY2g_26Y-=O=?Rzyei=t!eMTG?RYM%;5V9I@Kq$XJAU8&(weLONQ{kwH6 zQMpYh-eJ3jm-U0O%ks*N!?;-K+>V%kIRLZ)n%5RbP3GiI00Zt#rhD z(xlD{)U!Gok3+U7Fj;WQJR+Dv+*ZJZwC058{?#yknWQmEV|Qob^b=>Nrm;xSW)-5G ziv}Cg^ADGp!Fx5wEb9E4YZl}%H&M4>NMhjwI!c?N50%z7K~vpiqwZK%u+|>--(9AM z6hL1NMh!o_$YbGaTeAB(r?-~EJUPeJ;7fqPi#*A$Kd&+hjBVGw7pXW&BSq} z9%+vR=BZ3eOry6K5~8h0UQr(@zl6kzv+0k8BRg&q<-YCx^NgNC!0O+G%Ny{r5f_vuvDKzU!w=PK+5ndQ>_xp z4(Otj(nkx=ME76o?O98tOSuFW|Yreb)A*B51AnVqkNc zE-ZH8Tqo-z?_X*_qPI`Wl^4%MB694S3^tpOfRhXZi$J^q_OR|=nwblosG66=YVQUb zzA(zN_+J3CG?2~AK%myqT1%HCjE^n=vUQh_Ql2+AvGF_S}Q{M2^66^tzj9zT8DQJYD$ceJtE|$vyWlC?2iS9 zMd1`pOQf0|$AeA4L*)IlPhXv)M$_JW5{bT_>8XqJG{DVej&^TD$Nz2c;$eiNyq#yA zuCzd-4R&NMaA^pW%Z5Fb%VJ}?n-OuP8&!}F@wr!gKOl|btxb<*8%+{PO!%yH0Z~ii z$9a;T+L}4u2QSS9zGE@WAh3g9cVxMP4#~;b!$|LopL$9`a49JGvuqed;U8DeZ@`rr z)I}zu@w+G&JzVKa&MyNEl`3D4QtLhUyUtg|(zZTE{+4|I6yh z5xb$pyOd9FM;uz{LnxE%$%ya=jGZxMTY$!5A#YP&CizRiJ55VXz1QpAv#n2E8mGWw zoVZU6Ne76Q=AE2|CIq!4{l^8I)#BZb1Z2-N(hmI9D+0Fd53D)iE2X}hyeWz%IwB6Fjk?t$CxB;YpE0ET+F>2`9mNoI_ zzqOJJ&WkxLkqujou(g1jd$WvVUn}#eCJGec6%On#`?n>Dv_>u1X&t-cp-#COI#{!J zteRl?6-dJo);lj-So;!l1GgWt@Gr%pU}U4B<4PA-)K7ZI1@*sXcf)1dpNC~huGMIb z1tXaxHuaT%1$B5<9Uo_=?ADT`BH|d!D^GRypgHik<4;lgt!tji$&)1wVCq;j4Outx zXNboBqB(YvGH)c&I1xUiY4456v4#X(fj?_t$En{4?(DD{!nZFc%oIe>-qs~3O>0S7 zm*KqJ?=)sbk5ZAY30+g(zTQUWbx&r9h`$O$Xim)G0@8owNt**Zu43km$%hTU-YzR& zu+vCx+-gWxFX{Uw3RDR({7MC~uUp{UjkH4tpC?e6Y767%I>(|d$TtRhi*~%cJR{2X zPLR&-AHc!uXd!a^wA2zyMS#wQ@Q*uvs)nz1Z76NRiY7hMqru%FbiNAPhu!1?3gqPO z9iCJN=KVLAvYayziyJEXhpr1d6{!>F25XgE^e~IN3YhYUx=VfI?vyI5|C!cTEC^bL z+84-wcq=qPN(`-$J(P66a=TSzQ$)*u(y+H7p=hx%K!j*Mi8Pw9qA)`(TdME+Uw*qx6XPdM z0_abm>%;3vsyLVJ1MCQ}9i3)6wu=$+vRdr1oVHewYi@fH5!p$(-sdt}-)&)TaaKn^ z!xitJ2=`=KzWgIQSSH`huqfx@g3 z+4?U8`)mcjPXQtL4_o^pBmt6V$~L*-vZ$`S6oDrrs~z1Atc$j>TrEMZwK{|E(d)M1 ztd_NEA=d$}1E7uO7%Mujd+zn9h3|a`X9fz2_X~%$jvR>70%_RxP{Q2}&v6^KsP?Z! z67+251e=6FDuC9z(0wLD`WPw)TBSnk2z4PQ1Oe?eWtFcJ+H5Murx+*wQ~mp}udOd8 zhcx}C&@+=V(NhCm86rU78P3zt(CutZpj z(CEiektPrYRPn%$!8lZo(h*GwGhk^1rnpE&0fp(N;$~EX-g+@=ppV5u`O81iSF5P~ zUlw?j9}9e1elycpyTp>gkQ#bF{@73c`74GLIieIiLBe>dz$@r~PbUBP1OMxyXkoUG z^CG;Ywu*WKYf7|`d+o8WCcRoKsrjsBvfFQccS_30iSSB}(`O1$gJ#QZ ztTtkP?xD0X)4H0%>wbGt^nT>QO1)(CUwgk&+ePmU#XLxTVd6-AIkBn;wfL~PIdg*Z z9Om9y6ykAAcmR+^CVGwk{iAOTY;+h%jhQ}{5}aL>!p~U-D`#Gew%nP z2W+yorkkL77aFUQBD8m%Uc9&uF*nBT|Dc)uziXyr{=d`A#_})8jEpS*Cix#k?BDPu z)Cf)}KRyJ(cXnZ#UAA{uSpo<&3v#slpOQNUdyiQpK|z1-V*P7pqFO7317-~9n@d&u zZsUhat`j-Tb)fvSxIDOK3(6_>^7T5#phdkmj9SIPSOr{g@@e9v>s#scbNzi>;?e#8 zyI975NUHxRPW7L(7AxETh1h?`)&BS8Wu*T|SJ8Ph}<`jDM4Sh%W>V5oW{M)C5gIj|wevT@^im^#>jTPow7rvHo=% z)R7>r!^ES3Pz2}U7>J7tWSr9v6|Vj5!%yj#k_*8j*%9k^S;1e@);FYwlT;9hg!hMo zBaPd;HG@NDW9xyA86v_V( zwEu#*{Tsse9}#5u9|QQ``L=(L+5caNAN@as-%o9^9~$sKP{bef&yAje;9uANry2h9 z`rq6i<>9<6lbjf>%4`iClY-sY3DhAF0G$g+>i@v{G5(iIDF4}dm>JmrN5b*n0`+gP z_=kD?=UW2$|3yCj)Jub6Vfi^f7CLQOX?-ULb2rU@S`i(=zux~#Px}9W8vj!d6EYAg=X(*<+#IT~^J!j26 zM&j^ZzH`3MZdbm2c)rebqdj~c7C3x{?azuN0JZfU%7e>fd4o-*=u83#{PY!r_zigr^s~;a5)bWl! zQmb}Xqf#e*09{L6REIhdYPo{I0c>tFN z!_Pr;o1PGAebjj+@WE)}rxO7WMM`xl{@mJAA0pGab?qweyFGlx9eW*q(R*wo_?Y?9 zHWv;XSU1V7j3NSwLrV}PP0MlgKky75cv&WMm1s!TEu zEm+v}m0I_iYIfoNk=6suE9DQIW!$|+Z7?%b*0C3447CvHz~J@Ig@wl-{)ObN4CbJfT=^P zvc4V|UBVjStXUyn*wy=Dy)lRtk&QE$I*k)NZ!r98oZ=|9gsWhTnRF$S*#ZVa0k%21 zc2|F^G2B*4u3`F@{NZIs!xOg7_o~4;Ct+eT2+kEvFw3zfeWJu(dlYI4)bGj7fYT5& z5=6qepsNOCoeX{Q5myF_7#bq)EqruA4R7mh6*B(QkRhh*P2MJE?Ad0OHV#Pj zX;(IWd%kq^+cTj)Q1(~4P-C}iO$}o11MHlHjP`F0Ks`gcH7vare5hPI<+g#silvSr z%SH-v3?}gauqhfn=CkO}E(yrEFwoSh`s}EpVvn*Xfu-4?%Bu7O8k3&N!W}D0cH<`( zTT1NvtLFF_l6wkgv|5|bugbz@gdG3eQFEb6EP8R$q+&jt7sy5r%7uBIn^&z!s(Z@) z<;mD;(Lwu>RU6botdEh~;1~P|z%xP4^u@@`MMmTv zKT(=$OOVrjVg&B)g4Qwbimz1<{}x-QP(@RTU_^Wh@ZCAvoIJP|!<6ayO4ln%p{DK( z)~j|=`v92_#8gV3-u-3Q8lKdGC)RtREHzIq9rc*C3yhRMrMp^&rV!1n2@@-s5@JN* zx&(R$IKQ(2WA^Gd@-UzR$)CDP%Rp2frH%hKOBdOVH@3X7t%^j*mlwT>M$(&fpljP< z-m5&io2zJSK;u;7u-Bfz?-IQo3RexNJRXOwZ{r~A_sPb3Zzjb*BlZHBZ+iKVcRKQD zH?@#7BK-7WNa^HAb-EO;Hrl*kwfE1uk~u9AtL=ozUT&L^)7vbx=ox*L@A{y{Zd#y% z>6I|~o|V~kNNM0A4VYHl6`JhAWzk3Wj-`ql_3&=_lik@&Uz&cTrpe_77_5^dg(0J(9QO;iS6TQe#A}0NYv>8-}dW>hxm(r)mw$JCj|#HS>j($26yw_ zo~2J4PyNTw21wR@D)C?K>D!_EuJbP%5tW@{2fbdjQK4t0gi)d;CUrxFgw0HN#m6B` zX!|r#p-k)4Uf?K+uc-ExCh^@FOfHdN`?SPns|o>>uZ zPjL9pNR|!xh9~{io@qIzYiUYPDU%u=_{Cw%8_I0z?KoV}<%V)Y0i}SGQe%!q#8nLQ6pvau+mnt$fUA1kHXYB9-nb%I@Zy?BWAJGZl_m zIxBPrdX9R-XhhwP7>ux40?JFhr0+Zmjv#5eD#B#ZxR8eWJjrD{HAUrB7V}6Fe*x;; zuT4vCv>KJO{nzfHNS=lRu=J6>b__h0H+7R+{50LfTfu0wLi41)_4Ax2Z`s;HO=M%dIoY=M+<77t&Yr&#yP=lr%w3`Wtn`REiiKd=V&Q3%% z$uE;+$H;M}4jhCPsRr+vUYi~izK%_(c6}RW+X1fiq%$0)vA=NTTXZLb1@YIsY731z zHfg|xM8njM_2M2`<+2JpMrj-K?sbzrR3$s7Kt-_DD|ygXlP&Fh{s-hcgXU!^*b(tT z(Gc3Xi$k3k#n2f0#n82rQ;4C+Y}fraVOtWCNUC{IAj3vZa#-cP=sCFoALeb zo8Rp~ruG1_3w-1h5 z?{Va7Y`M2fn?rKNuqEX#Ib(ij^_}ab*`I^OwrARM>CH0FS9jULtqvbVh`dktMV(9t z^sj43Oh4L=egzz?**Bc|_sUlg0tn>LRX9xnocY-_0o4g5dkz7pw2dmS^R)~D%^i4R z+sJDku|{lbvLRr`ZV0c5SVX)_n4(`W;^d2 zuG7z=wQE>#0nu1xkvSWasKoBEPLQ(X*Z>R5ECBmrjE%4a7HiFLdf7*cIRHYR+l^5gA#g&M7e^xr zvBCgnY4DmQ$!7r|>tMYM{mW~)pNW2ru*s7f%lcc7CKt8VSsi-ufpqHvS_hYdrFFoy zE8JGNbk^rei2L}tlthYMS}fKs)`0^|1B-y8Iw57q7%MDl0`k98nM-BBe{ZMbYs+u! zB1BtX#I7zFx-X`S-g;rlGt1Wm6=Lz0nRN%8t|5ZK z6R2-H`W|{dL+OURKsHETLcUl2R>dv8S4dd<%Q_4C__JTB&U{q7gcZCc?~rp`QDU!9 zfG+ovdfaBE87h=s!6IF4Q0!AovPTq$qvvd3)dIBw(U5IWJIjbG*YEQh^Y${h1Z~U! zLL3LNozoNQAxnU<%be3e-gGA{rV!q`KQ?Z42&@OJ9v(gbXlb}j*JcbGg%rcr!K zcrN{2B#ho6@%1?OgzWwP5{W*pMogoW90L5*hB*g{MDFg@x&=m4Jt^=wiDtFkWIT_a z+C)FL3_JehyCI$EMYo1%UKOYVg@9&4(Iqe`*GFt*l3G%o(lm;_1tdQi--4|Nfvg2p1{(Z zF`sGL1Bc{s`g!2;Zsbl-f3?p!x8P0=Fl$KKZ`@ItFTCmJDM9uh)mH~Tb{AUgMyLul zhKK3Di@5-5pJjNS0uMacXc|aQ&H+PLg z;$iZ}xp9}LzaEYbYyeS1bnN4;Ia=x68(00lE?Ov4MIth|iU>v-k`#Z0-FgDcE_q^S z#Vo~l1KnP<(6rJn@QLai4dR?LDCy}_uxW=Sbx+iD-A_o6u-Lh#S>&bGHkRQ5b5IpMP;rko77=*CCX)zVOkC7F2H%-B=(jx4XU zaofx-uZuN)H7){Z!%#IBg>d2>_b-J}gTxS9mF>lgrqwNqJSh?i+vD`kj+jeY8-d!d zD{SOaGmEY&U_*6`qLqTRQV>ihuM6}x>`Ph`-*4NKL>*F&C9n71T6^Q%0tbaXsaasa zMszPIU?aph(l(Xdy3Ev3OvK|l^uxhiOUCuxl!K>UytkSY8wcgBU^P^jV zLf@L#Uio9trEjJQ;sCH{UsTnyk~H}E)ZJRUJsJEY zndB&S_q&rGHjnY_7@?c+aKdWktd5s9EW;5w)hXB!nV`jrofUA|-q8lAFKaY2!w(fS z=o5Z6vKH=xV=TX+Mm;pr!3M}kONxz^zh{K_i9dE5ot>4{jF*JqD?4S$9;2W)$8m~Eyv6lBy|5A>z$gsOd z=0{{EEC3+?t0Q;Nx4f_m95(zOqtbjfx_WWFnVCKJB7o9NJ>Kqa+nzZMMj0aPGsuJ? z{_glJ6DC{1fIw`9m~NCdPy;OAR6cm_gEWB6mb?2aOq-p#gAOV8c?Lmwj+4UMFHH+m z#g{_Fp2_wkTt+Jyc;F9u*gGtXn}FAwo`ixAPv<+F??5cRB#bFba-)=Q_1LeQB0>O@ z?WO!E<>>?qpYqL(Y#}PdLK*EhK=3*3Mlgv#Zrg~YOA2VdRF(?pM(oP)y|EdxmcI03 zz$3`En(e!LIFyKwfjVtC6gp@2vRz8`=_&|yqNfqLyoD(!m~A&2zrq%D-R0R#YY@sm=b{QCfVw%p0>v^G6m;&kWg z44$p`-wU~&W9cP>xyvX?&=dGzY>v`W(yflr@nXR+7{wuIv^NKy=l_Im=sb@(|BY-1jcUYMGwMoUB80Gizx)h98NQ4^7--#A+%Qv zJHD&d2X&%deb!-!H$AV>wta}!#q?{bACD%a8?&@K)7=-(MSTehzR`Wt0-p;jY&gn` zbgH*26`1fDP|{JT_DJKAg?MJGUDP9-$@Lf35m3%{gW)$Hcg*~7YU$>SiM1_D0+atp z@n=SyT7=DK6eUP!>PRb%=pd3t=dQ+gz~}=nXn>a918a+o4HKJ4Lxj^`6N+hiaw^@1 z7QQ<3Ogb1_No7-ZFy23X3Q_n>>8NB=9W2uG6t^!A;voI+=s*ol&b5+7byq8Wm$&}W zt6LY1UE7GFV(zqeaE8;A`G`!!(Nsj>b=Xb;Yy(^X1DxS=v(^4IIw>`5=MHOVM5Gpf zg43P0f_4ER1kh0J!FKa$G?iob12RVCR;-PXmp)hGT1I=H*Zd$I=I~?!IoHQ31bi`> z)KD;66Mfj$=*uvYA~tl}u(TXP!g{sEFX7aqQ8uBKee3gIkw2-y^&v>53?4@N4l~w8 z^m+_#E9XKP>Ut@pL-?`ZxL<}Gftz?GD{Hh$M{htO6fKEn8G~N%Gc7^LQ<0-8NfB2^ z_L^I6lu(d>rGO@tx^kk~A{iqcbkOF6ADP7WA*25oD|Zfv-+l^E5izmodfXeD7LTpl za=NOF`b#qo+Dh--+l#}Si+N@HCoG)kO=ImTZa)h7pi!G>@pgu&oDf66zV(LjZ7^bZ zE|xxdD%SOB_@!2MvSvc|$A)%qX->kI6LQJ+TAe52bT&arzB-(?y%G(c;QCV<QH<5;{1;)JzrMlgz0M zQeSH)9Rew#0f^{wvkIX9;rX+>UCJG|iKXCMuL92ecs!S&hYvOZq>f%U>!GFI7u0Ig zE>+zQi@8&gy5m%Y0f&6%rx>@^W?rRy#P_F-S_GKGtDLtd?Zc9i{Et4?scwy>=(-=hV&Q~BdyU90%HQH*~c2SnddO_Bakf`MYyozUaMS(N0(e{R zkpT>)qEI`djKTv%cQylk)(yvwm(Adq@dfZ)W7}fsO)83!RgFR}DiIvA{rm+0#EC<5 zi&R4{Ek2-Fk=>Go6+0pEwQ7cG zxy_;$uwv;=Q)Vux3M1++1O4b8U72+mmwUoC=Y$?tsBOY`E(g-wQim|2FyyXt~;SbXp zqDr)ixfKueQ!CwN0qB$lT=D1}eJ`<&5_}!vLWUL7DgP|GA>?LmEW5#MW5p0j9gw$s z9$~=?*jjd*b734Tw~PmpGYcG$rqA%HsU6;`xZ@yF$e!8c zC>#NH*x~j%<597@+ew{}k0T#*$j*_RtQLrx38hq*huy7g8ea>%9~Td^jUq(jgp znaonX3##a>=r~o95cviZZP$2Zb2W7u-F_aX**G9j2oVlSo+L;D zhw^E!nD1ru0-_uQ(Y~SC^%rtp27Q$04`@F}Dl1I0Rk)DFez|#6h+XB*BtXJYQv;SV zpN=UeBH<(dxJ)!%$ZY)7n`*7uw<_mA_g;oh?a63VuqL~4}q8!>MVla#ZoDVx7&VSD*+Y!i914}fwgyO*Ly>r4~f}3W80QXz`TbsYz zHn>DdP9d&6F;6y5UNZACiwbht1H^Pi1~(FVgwh`%DBgj2#4I>-KzycBr@%bl03nwL zR)RXcfMkkcqF~`oq11?&=SA(p!C25%2}Skpw@>X?3xRvd3X*W617{CGvF7yZgVy96 z4dIRM{-&-R?_mH~E^N96P{+&OI-*D9R=zhhrDFIPl&io~@Q9Q`D5g2KpD9M0yu^1P zSM%=R@KO2*FgeuhrAAw+jXfBoh}U4=sK$F{xH|TCBjC+(g1PDw-2bRf3-`8L zYYH}O7v>r)av0);Q4iFJn$5lj5U9&}5GzZPkzaT>t^GGV9xvvUUGxpYoWzQGEW!xo z@gZ6*BuONSoNeLv-zwNaeo2SAt6Finn@I6hC)k+?!B^FVRx6$Xe34+$#f0%j6R*$Wrv9y;Ix z-ssZ1?Ruuvx$+BWQK`fe8y-y&p1I^pi)1m`x;T4o$mBxq&Qi#I?S?UP+x4KzEypR{4=TTw)i*8T0%Z`!y z37&K7djPNI_hUeqXfwn6QRO+qI#n;>OOZxpjD5EuGVbN#1UoCdj63}1IS78$_3qo5`RIhC!{J@ z?UW6iO?Kd=JBV}YN`!BXuR2^0+&$YK|={SKVCNPlq&0R1kxGc3Kp_Vffsn4L5 zHw_eTIy@waDOQIKQ_m_}I+RYyRiz!vsrS-IGMf^*M33sco2MOICy{DbdR#Bde)pji z_DU9bfrBZay_%A@s4Od6R(Mq`Z?~3B%c%RwxD!xaa)+}D>udbeGqt@O=iexgwvc_l z>PGmHS(PkBQ*ACThLtR3Hl4PVEMw_J+(!9mnIXV`I_0PfmSx|PxTtlpre$$rl_qc; z@s!vWGj;f)g2yzq`B8FK@n5axS*1;-UG1*2(e3WCMHy{B5{4p<;x|cIit1_6$LTDy zZ5Ld5R}e?twC^jo4|UiKo1}~YYn$X7Vy(UnuqIo`lb=C=3{TA(vup=pq$~30;|^>D z!-l+RpZ*LO2M?eAoLkwB!@*(`vNZWDuAm zR$(5AkPI-pi>NyO3&zVLFO0mM`N}2c{fYKPXY&f9Yy_7wU`9B6zg}grQW?N~$D>0PDSW!Oe%P^3tP- zjG@r%zx}DUf-?gN5BEDD*_Ugu$6->|ufoWof;%>i9mTHc8> z;g->+j;0M@e8%P&Xh??IG1idg?H4L9a5ezFppg02nUv)^Q_sTe` z#uk7R9Zc^F4RCDLKnw*i!Y(=U7z|%+UFeu-aWS5pD{Dochu$;{A6=v=kqH3M6P@^l zru=2NLVzrABZsbas?sIdaG%|g^R{Ur@l5nC~q=MqZ-gjg72NC9Xh76|_X2z2tb z;KtDU!lHEMvi`R$mA}+tfrvzA%P&uU)U_EU23$zR4Y!7*cYleSj?ET!zlI(fox-Bki7)T)=f5sG(rQoYl6z zpB#-1vpc>N4ezia-^T6%DolSI?bdoXp@pVy|HHGW833UIgP*?qavwFaM0abim8?2= zZqV_s)FT*$2?c_7iVGmLRk(w{fbeihDefW@?%c~{6QmBREW`+;%|^UOnBjogae2oS zT%fbE2?b-3Zd0lgTRArmxNyKrbK3saDQ~NPAjSNBv{`uITqdpyk~KEY-S0W;#6-~4 zO$897fs_(Bqsx$-z>l^XKs+8oGK%M^ORLS>PH6HCtu~b4f)X}%XE&(|(@#F{y*;}A z>vC84%>YCG%bP9Q=`eNSdmALBM)F_n%QJ9#Zk0Jo8a7lqZs~yAD#{HAEfd3V8sN5f zI3UIZGFPx!l8)=dmyKdLSSWxq*p)R<9H|4V?cPO9zJBr|Lq%D$LIrZ7NF*RL^B!X`T$BlhRq|M z#`*mlTajqwlaxP{NT?KKkMiuhXGX-88{2yza)+BZ3*T2$_iIpaUS?_<%*v#>T5-Jc zi)CX@2`yZ+nP}jn`80)P=i<#;-f}<1`s-1bhTeikq>t8bE03W|JSf)Ua4l6%e`RK(%nOmY)|g~cgMcxHj~h>{ zu~%*AXNuz~E(|}ST-?)E@D&k*{Sd*2yR-^>KLNrm3JZ=0QZkG88bS=SFA7r>f*zZH zxoa5I;0Bes(q{gb^&J|XpFR(8h|Gp81&HhuYDAA`EtN$O(kclBukxV-2%16yRy5a| z)Vn+ub-8vvS*Q}h7u&Y_$AK9anied4NDpoGK-3)W7ffr$F)}F5?MSttx{NFCQbPnr zWW@V31ttY4!Lzvz5&>Gld(p@sVE?yYq!g94 zUW48&A6Z{W3e9G7!CfWBg=u3n>)0!Be2D0%x>_Q3SRto`_TElMbJKw2vrxtO_Ms1w zKL(L)_XL*XIu6WwFk8N(PNw(H&r(jMw`rC+LsZgn5|$gB-vJA zi)P$3rK3?{DcRaOC{SuZK-n@w3C^*HUk7i9+=CoS3ihgnXb!bv`g*eryYcBF5(PaP z5VM2V%yth^#PE3)x~)X=3N>2!-eYKm$bqyi1*bXOwfW*@pZi4yx+;Tnjdz2{6z4%C z%ZWu~(5|iMKDgqHw%1Npir=aBR|MC7G984fi|qx3cvN!v?g96q?86$JQsI+r=UfJTA14y&FkX!6Fy%ocU0vkgmv;>M-OANE2qKrgb5tL&lYMz|U|5gNWJ<`^}M+PuQlb?f2C07uNQo11UBb))2IW4SIH>jq_#fFMps;U}*Mxp`wU~*Z0IS^cl zwfZ(idFP206bqYl2t756a{C=oE4xE9v(SPTf6PC<9_#KUQ$oQA?#v%W&JYN;Z%wYi zCcwZU-U|w#LoG&zQ`}~R2c^ns=|18@BQ%?(;UtlpNa5e2KNxQVh2HZhVZr!Hp(S`s z*M@1PrHXPn&Z_wg#pH$tWmB5}R#Q0)a*>gjHsl5=k(h}AImtC3Wr9PbO*N;uBmB~c@@cCVDe!`b!Lp76usg6iS5sCBi#ATR(Z#JtYJMEWCm z5tNZE7p2%FmrYsNR=a!LXF(Ywtejym?8ApzQ;o0k(p?Fplmhgl2Pq|Vt*Yta*1qLU z+WxgA$TL^QV^FP3xAwTPgr2ZwkOpo6PouBDhP}lM%iAcx5a5v;SHl=JR zp3!Mgq&4&5-%RgQFYfzs9i$IoCvxn^)C_*BEx6I8gKnq*Q6NN#_U2rSuoQI@P&|jo z(mHtcT{ge3H3jg!y)1{jLPsVye$U=qFN-# z748Ezswu7#j~9r7im#3J?btFI>rXI|9GieE31Q!OqGQmx!5%}lC9GX+3CD{+8MY?9 zMLXUsG=2^iXfyGMvQcTaIH>kxh~ zmDcDf9|rYMQh_L>I0}{}q}LBFLnUV4J1f#o!@9+{#R3&nuLKmdh*jd8acv9L5HV)N zuNxl>3yunQFiDSUO=a*q|2qsR>_)Kdy`V8#!nWzcz>dilI|11=7uk1{?mP?WQe?+{ z+1E6hVHo`WfxnVltV$_Fp&tHetd1`QaQ@t4J%Zozz(&c+M$05l1rGyw*q^(2+!@%A z0@DgiQhxc}rk$M@5nX1ZaI19`8G;~S9W{LFe ztH4{aHj@Jwn(>93wV%_p8~3JN;M=BCKGyDUbj%S>-&%_J%>}?7u67?GFFq>>x0bL4 zc?cF1uZ5Tcx`u1G!F`90(2!8@3BLQH==vp6sWvc}xR+|GbKnW^uHxgOW$A~+$7zl>2f!nD18pU_ya>Zno}9To562^Mc8zqjVvt&+H4u=m$^-?t zRPR#$?pO|)P(k%du~H?YWYC})2Oq&Sb;8;a+mGZITV%D zvIEy8P!ReTD?G|>NMJ%z;tZWAPBrg2hg;; zVcryS+;&S7ZoB0JXI;?`7aUIYe)3gN3|S~~zH`{doI`IKKFa#Vyh#_>wn=CDti{DN zl>nkA0Q#OQNMBGvJAP$QMqpCWcgN25Z0W{+u?`E1-6R?=qwq?W!d(C zjZ9xVLWITE4MF}!|2pb3>c!^MIo~%Sn@|1LpZDkUCH~M}4XeeNLmr%vc2$BYatpsn zwlX_UwPpA!%0~M;9C_A?t+6Mp(EfM$CP9WD*bo9I4%4uIK9lK`f>N}09!uX>Z1;|E zgoS~IJ4@9`fj!Y^iSH4GzA@y5i={YyDvIH6%O-+c6OM@~{XwFfVB3C*mMEL<{pE?5 zR(;xnVhzV4UJq++&H}d)AIv!@l{Y{?BE6;V_p&~#)EYq*cL#HFhP&Yw4f_~RiC0k79}f(IjTH;w14mYdG&M(=huU9u47&x{` zcLf^t4K<;{jEx&a`tLJup0c5-YPZ(o~zy%ufENMyh4r{Q3Mpj!4=`4k6%rRtGBmeYh;1i_d}t+3$*5S1(3V#lt_H`>xM z4MG$XMcUq%x7t_a2~#u+Ks(4+=E5+KE+{5_ee<<#}fO5i?j;cTT76b_yF^ z6`tri>S`w%1dg2po(rQm$8A&};%ts>K~BQ21_IR8$0P0lI)s8080_6#HE0{LQtka9$F^F^iW}NBm zgJ1g#T9+}_?n3#)7Jz7Gs)&BvCV9CPI9EPP`peE3;i?IBA)< z%pBt4ngrIm8f-ru$5^KB#Kxvd`QAndqZamt0IG2z2pL(3P%<{2$&DFpRDE-ELNP6; z#T8<<-b$5uMr^;|(>W>EN_pUbr#W7lQC8`4z>|WY5NVo#p`iPXOA#CmtcFr{i4)IhmGf=`E{)gk^34f zTf0hA#Tp_&b3wT(67c2W?0xj?AjY_*=vnqv7+?5|Qw?LWuQC_CwlArv2qL|g=N4_? zT#Y94l*C%2=B4^v_YC*2sd)-n;*J73zP_wURyz~anmebyo2L5R5urn$7Afx;-GYYS zG<-~2Kl9VN!Oe99yajRfph{O6*yLE7yJieJyorsm8w3dGqlHR7IOg?OARl}VTzcCi zLh1rppyU4WfeMRgV@9V15n18S05*<@6 zyDJ<)JolcTQsp3sixmX3_Z!PB6xD-Txc9iN6kX}`;QCE4694~@_Kwk&Xie8>(m}^| z$2N9s+qP}nwryJ-+qT_FI!?#vSU2Z=pL_2)&pF?Zd+yjj_85C)8Y)N$dYd@8j@I?v}wKCa;trvz(9F8*U#96*gp$@*Y zYlI>h)IxO^^-Ry2?;1YSJ@|;Mclhy+^giRHlze4n8+~%U%;xpAF zf7O%OWmu1~a09EzPmh`C9S(&L_}Hdp&;*s8*m2!*;Hr_avEe5B@WUtuh=b`O{*|=3JovWcEicls3+cWv-4eT^fmb%gj*8Y1F(74X|leFtVPrF zEA9~Kz0>m2&&*bO&DpHBffbfR&Q(aSxg!=M26lioklQ2ckVgva#tMZx!csB z*wd?p%Ur?FPj+s#LCZ-b_c-y~h5-a{vK;do%03vv`Cl4eVN7sZPT*A-pBquNXX%u- zfo={U0&_cEhgq55zK(6DtV9P8!x_0k5-o`A?FUR8_U0#tQ?<&$aA1PpIz2XDIn%y? z`6F^;?j9*4*atEv%F80r^2OCh!=H#WT#sbM^(QwjOET85MW-$#f`< zw7BMI;Wt@v-Td2?y@zKa^oxt_q`WQv53lST<*ByZ$|IRdPVL7wmiyrjMkg~;V}~z; zmdl$pb-4K8n3xH|M=qXz3oduGsdrm<9g`D}w6?8VQQV^-v z4cPr9Ip-}wi8iC(sc&bl{P&fe6Q>R7{9SRhO}j4p5!W_Q0!F>2aah35PhL9ev-0Wb zS4W!>E9?1qRie3dzk2zUNgD+TkdHD%iZb<& zk`o)yQ+rJf3%vgA5@*`s-QC{$EjEC67)q5MgFH|!fCweNECffHez3B(AN(q^!8 z6rCBcuLm*|7E%SSc~)->5TlJLk;@m%>z2^$ZD1A=P@!!!q!v&MBKb9gF33Oh^OAbo zNA}JmT?S44z1{~fbIX-YTfbyei)Z?>G_e07z{^$DLU;1*<9ft7v5GqYKit@ShAFe@ zdpXLimc<;FNylcKxzpRLOP(Q^UOl)Jc*l!Xs?L@cZbIaPXoO8T85p5Jj#%e(y3qm> zJ#tW&Ii@*=*OI>AsZkaI(j3;B;h};f5)r97Y#Iz4{TgRGDuXhgv*Z^0D&nmOQ$nA# zE){u7v>TfeFG-Qwir(H9i`+6qwIDJ1UbNF~c+hbtx)NXzthR4_{LESqn?(z&+xqK( zJyEifNseHcVTI0kK7y}~4Q@lR!iJN<9h-Mn?d^a~n{D!*bobUp{gVc77sjMXmzL~r zhbCPcIFGh6$k#sAW=Iw2$?5!!xRZrY+J4yhF+G-cCT$A~RgKBJ=iyh+*2etJAEi1J zu-osdx-=z(Rv{onyK+4&s6DUTwk&-k9FrSySTv~{4G#Av=QkcCPTPPA zB<(ryy@v||22G1qY|;n|wkC`o9w7lm_>d{%=7PF4l|cD7Bs2tD6uDaVBl4U>>&c`B zGZ}VSx>K+1{PWOr11Iy+f-^iidk%1j&Uirw`55UD&{pJKBb9286SZ4qu>!et>|Y%L z>gWt#dK(}-lehdHSuX=CxHI@w0+vE0+cOyv23>g8RbAOp42j!Jo>EMI32uw8+u$fq z62s}Paky5qe1rNmZ>uR<9#S^g6Cj4N!j2PE2Vqr?j__5n{v#MD+KzF#$4&MuelZ+O zUE8Q1SC~Ks_5_z*d}+;pV#V>snWi`kAL|8PSX2`z|JInSdT)M;R8u;!&pNXGbO&Nz zVC0urcANa5dyl3*L16|aAJPK!Yx2frmu!MEoBCv7RIsM2y zDS+R-vGUBdsWuLRcS(l-RQ=s~9mg4Y3HiLh zm3wh=fy868^kN&R{_nvFA{?W~n~n$D7u7d>h@U2r?%VX5+QCk6yG05`D98{K4Np#8 z8#+|lt!+Lm^B!`s=%w(nx{L-Hg82hQEk&yh1d2;z>ibmG6mr*hyw$+kNF!b40SoB&u^YP=zeQ^A=C^4+}!~y#8 zQ35CPG~WXUWVyltH0!wBr~X!Tl6PTxz4NmYzaU*qnMUnmx`|J>63j7T?C@ZRp8>n$ zJ~q#d(RrT6qgh=I!@{`yv+Y2{1g?uIH}D%<0CxbCFf z;+`TNX+-X_3At!od8M9!kDG;_k=UiLf6oR?e`53aKW76*00aA&!lYzfLtuT zfzKvx(D%OAL#ra^b7C-rdgD#wd`*r;_~wyY*cmH(=p7RqCYqD+GiU2aAN3fxEc)v+ zN^&G*-iZSr7WFtU>Q-#6c9@+&P-s|Eh~j>GO@=GCTutbxYn_IC9Nh{sWxCN4M!*z4 zmm@-Pj$+IWLW+GjVaQS$(4NN+DKYw$IlaMn!eqg+C+=)S!e}8GKkOYs!ac-!I!a+m zy^u$T-UX87gMzelE05fkdrsr$PA3-G9NXfh82w|S)aqX(tnI-0xW|Z>su=d|&s@lJ z#7Z56b%!#G!kZlcA=v#efPzTm?T4eDvzmn=NK`kU%;FZ#yRyXm0ro)vsNIxvnJAME zkt6lC8iU%72XV~2HTU8DG&V41ix^JdmCFVB3ZFcKxm!ps?4FFN4W!*i#Z6|*PPK=d z+Q=L!+)^l)3a{G|DX2r{jurKo1sxMaTMQOx<^kg1lwhNmJaaT{~?OHjdQgFD)Q4ZZ8ahgB*c>dk-=S}m| z^3&1Smbwv>;tp-+Hx9v^*;uQ;R3?SK->{jo5}l5(q$yc9sB)%5%Yr7nCSu3ZZw}aP z;Fpr8ro1b`L?Bt>%Oav`0Fca69e~p@fu; zUGv7GsD@?=4QUF;?>ax$6VQISc-2}dFnG_gAXh>j)Tb%Qqse8M)vs*vWJIZfI|XR5 z(-k)N4G!XqrHBptz&QCRZM(^6HAf>iEE2iRobbT{!qgAl@wtnwooWH{T#k`T#?rU3)GnSOpLR-l? zjE>LAI}l&Pn15Xy~0hxt^AtFZB)e#x5!7bN8=Sk45Qh5PsH&RXJ9C zu5cRtD%oS+X`tlS$wQ~7>fk}eq~I&y&b=Uhym!Z~F079D8c5dEXL8u9A?8u{%GTOi zeBa5(3iAOB>g_E`@0#u5Aep1XDJine#A5tws3BpL|u>!xJoyH zS$m)$coryqzfj_{;y~OUT(W<`*dFOe%wt4WK0F`r#Gf=si1{spzqz`bZ2dYJN>%d9ODPC-7tA&;ZZ(2SyLlAf5WWACd2txogEmIgxD2 z-ueT#jdik9cd<*hKMf)2G+xqKi%1aIyueUtdp|nsG{V>`gXQ;Y~>;Cc#dCu8x?99iKBKoCP4#lf4nY3+IH8p->4yyUoU`TBG=_`SJGb@9@(x zF&3Uz-N-`8xWXP*i2U=Z-b>14D6r1{8b-%5;S`W$%IJkMo=8RQX~N+8fY_4u#r!J7 zP2j`2OM-!l~zkvlQx}=prP*~() zVJ=aZfHq}SJErQ#OBRzx(~xXwY2%m>$sCpsA6wQwr7F}^sKWbcw`>>l;0JH?+auPbXlf3qXqVYh?7T@IpZ-yi8wlv zIiYo37) z8l}R~SH~pulZQ+>){?MTP)i#@n+0W^pzU2Tc4Z_wJlf0TRI7yzrV9li0^_6GSrh9L zn1a@@aox+WLlJ?_N=7?1ikI~_!z{Jl3P-c;y0Bt0!Kb5?`K}I7V_BsGY}h;p2h3rW zbhU4;Pj(d3^?RK)G3`iFa4k{B ztZXn*QL~D>sfxhPwLf`!Q8>{j%B$*1h$Sei1sP^8Ak@n`V$I`(&9zusUbG2{W!6;x z?yNur{Z&t{rA>WXTPO>adCQ65Rk5k=2nTGC>gaBtJo*C&^=T!%B`p@p-slBm{ulM5 z2qoKiNbXDNIs3QmQl=J2e9Gou!}ZNRQr?UOn3gghTm<`h)s`y_4dOl!6Pab54c;*E zfq7|RrjEM#rI^d1IT;HJ-Ss7jA=6*GhEgUOgw4K}1{&@pirR$7npFQSd% z?8=W6w#+X+$ex))6J{r6j!_SW@?Sq|kaE#&>zQA-;j(>vXVlUwPeL||LlX0vv6NUI zi6?biEzh_fRWeIV`L}dyoay$W$mIzWW($ z@e&hDer<@fFt*;I7y0Vv9`B11^t1%2Hp|$*S6Fe7B*H#tX-R3kf z2Ep{Li2?;II<;zfjT&bF8PW5!KrQ8j17GLK_>Ew*YC)k;2J{+rILLv1O$>=sAt+&f zluRhLDCjg^D0b&r9pM><%M3R-p1&yJQR@ba*g1|L+io3Gp&o6N?*rX2ED0RnF$m(J z5t5@Ecj2eIcAH>KabCT)>fB;-#1TPoAaR1-^4e=^BMfCMQooVuXc!kf1&tAc!mz=1 zcNg4PMjV$9E}$_k%Ri&2A;sU#Ws4|s)Tk)QO4v#s;L~@pDj-2fxaHjs#=cJ?AC(_I zpu;2ijUX6?x#Tq`mJAqK2mOZ6K>zDK-$3SXeI{ZRZSP-;s2I|qK0<{Y>s)V(U%m=i zSeKrsOpL;-tA$ctMvQD2r=+%s^Ymzw${w6@mF|DzknW1b%PHBDx`L@}QTo|k z=EJmrXQQbcEBKARw+#`IsBVp7cV*h4Ij)t5lq@O-(n;(|+6ae`szjFzOUyA5C#M&iK(ZnAsH+EVAz*;{Rby&F8+rzMx@%kETsWN{Zy3aC1NX4oscjWP% z2hluZWr!x;YTe#(HUKOHgxYtG08y(tP1xqRPaSZY)gVR+teeGas(Ukal_gx(<$yMpO=SAw{unnwGp3)38+a`_B5ynD27@ zq|c@j$H7qu0YSdxEzA(@)=RM>KZuRbx!vI%W9K1B@vt=lC2!9G+GLqk^!`I@~i24ozY%ikE`*ZG!7B^fIzR z@1nBO=i;2k3i@A?uUFx%8=7tE6-CeTl4BU|Gy7Jh$A?>ay}Ev{b@T>?#*tP9V%Q9q` zU|R0ZBzv=YcCna}J~VmM%rc!)Y0&j+l{vCmn>z|za>9aDiCfUWGbSxb(5aBC5gJd$ z#@Paw?W+UUO8|ZJ^PZd|h=l`GAiqHs+K@^7+d@8qYb7H1=#8++M4`CySrDJK3%e8x z+y`d0A=pC|iAzUU2gbFo z3dChquL3*lfYz~Lh^hQ!S`f|m^@@qjl(G<*F3MO{m!0PO>Q%+CHKbvqjBqqf$oDKN z3z@Py?C9UhBXbZbnW#_HYenp@QeBFT27D(R>Yf(Gm5|hm`{w0J>Tqx;6?ntn8%24e z4wO19Rr6!ro!!T2IbvI_7(RY8;hB zOXO8xY03L9cW<&kipb?g=CN+$*D+qf3Y-qHicMcnjZq0xTP+e^C8FU0ym-DM&;e8t8Jh6Kl2WaxFQTK|ue5<}0bNovmyMrALt1-2->^^4v4j z;fO~9{x2e;XGxBZjc77z{H?+#W7eJDcP88=`KgEM?`>{OvcfQ3vp%jpKejX(TtkX& z?(bD^^oS?U5B$1h@|&B^#MNWFWT?@4x>v$OU7x0FDfQyDZaJ~MRVJ-Qv0rq{D0Q8y zPl#u+pOo!RK@M5hanz=2m zQKDp^pq7o$1)c@tHem(nh{o!OirocgEqEaf`V1<$Ld@Z=%YuH8H4sK9ykJ%q;EE{g zGFH3^3kX;yrCUFDDu3Tsa2XyG*q(1v1A}&EJ{E3h&8$=-T)O@qzK#VQzAgn0r*Cq< zMFt-?8s!nY=9Nq1YA6xDS~!(qESH&>i+j5cPT;guMHv&V}Y!NqEaL6xPh`GO%zx1P{)HA>J4O=f3j>1CgLg!`UmfpL4j+P66zxzjIm9mYVDJiS zy8LjuQT*Yx!jh~(Xbp7B+3eo35=ILqZvu3MJzssm|?E{ zJG|{knTQ$U?UQwNJ}2X7=+JLj`sNu9aK~kZ@K2U}TmN9NKg}5bA8O=(jg$%jG;&UXT8KX` zU4Z&Ww=K^QOd<+o=zug2u~nOj|93IF1*WP#u8JM6-gjCzZ*le=(EuWfEvGJ6jvN&G z{;yEwUEe|uf<$FWhnayZV2|Wx1vl9}Gr}l1s<6e0#_k-l!t)CwvLcg;i~Nhnkmmpi zqY2iST~3p%{PvF4q^Grp z{^4RW`F50uFXn66k4QIJ*5yeyp0S)VNo-KUQlj!=k7zV|^t^32T%@NF_vpkPC+E7W zS6o)a7P!qUEE~Z(SD<8%U|3q3;D5I<%O9ZnZyU4x3mY@A|6$`#KLq??9ZI-^5nZCCA2PuRH5GHe> zcIF4geWw)yt8HD{|IVLPM2jy9GDSAbCU+vHUT&Nz1b&^eLOK=*ikdT>(jG5CSi{p5 zDwZ`_>RiVkV6lu@=29TBWQB~?Ojz5@NSOhy&P!E(fkXq^Tqn71twJ2jvwY5d^AYmn zRD8A*%Gda(NJSZ-XJQMgHy_WF{K&h;ILceSdQZ7=yvL&)L=wUm;k~H zm#3Oe@V%MxBPRiyb@#^el<-JvZM7E~bcsqy%4_UMy>TjrB_FnA*+ zm2Or|@7YA_HE!=TFW`w$n1Cvs_%W9KjyjgPrDO3Vx@+o$ZyDvffM^rea?y*u)(xq+ zAJk6N+|fEe<=_tB*Pz{&{^5ZB2n7EH1h#)8>%hSF#{qo;;gcr*zk%>SWb%KyO=oE* zNJ@b6!-PD13OndYDI_Z$fCl_DaH637BO(v|>_63{tE;{cX4U=ha#zyz7w^&rOHWfQ zQ}dO^Qb)nNyt+@m-h&Q;>G8kD1?Am&DjvDU0r31p{R9H*TfWVs3vjuFO$1@G76{!c zB$=krRn$n7FwUT+2L*(M}K) zp5GkP*S|wBvUUM@%Vz%1e?KDDKjO$=kBFJ&U&X4=|HQ!bsUX1c_gM8mEdPHw zqNJ%9C4PwDhdY$JFNAU^ys~-*yPrD^S{Tw&lau|eS9isEr3&~J%M^Nz92^<{I?H}&*woixq^qKPp0#Ouic!yRi5u| znAFfLwc=4fcW;gB5$NTS=by4b{fi*?IE*OLZiu1mQl7YwXw=YxnRY?#`GQ#TB@C-e z1)G`FdnF^n)KLq-jsJcK4G`kA4(veHr$RW|c_m9`6_v+ZI*$@KW)41@T@0S1q`{y* zV>ooK0VRMhjHQ%TdHGx$7LSz)HRC9xGJQ$KF_}y7R0Ps8e~|?16*WmPe`muOPi9*nYkhi+ahKmHS^y=nsgT`%%Z>yIW$kkz)-8+9|0* zPxZHF^kq5_uKGyU-C?Ok+tjtRqiu!Y9h?UUzXWWzoM&z)ys%{Vc!7Vz>HUN6{%MQg zKlL6H!~aJijQ_3o{wMC!<1_vdW|%(}F#caH71lqB@V~@==>%yRZ3dX&BlTcbzth}R z85KFmaA5i>jZStj{%$yL*W({Ny>ZKm_qN`jy4wIn-BI$Ud(G zZa#QX;2+?9=X!3KJwB@JT+xuOSKu&7m(t#Yuna)2pEVjD`!m2-dhyZXFwc^C4kbd(=b(U&=lz_7kN$AyVi=E8C=-_hH8z#@cJu* zSL0T{**nEoF%}XYd~7_$7&L_08nGLNG|NF?O^GniQb$B1Z4xG;JUZdAb%_#xd$_+J z*U<@8+pl?KL9icMqRA1Y({(4VBf-JKF=h9@sb^3kebyi=5TSIx04`S5(+5k+YZr?X zJgYOAZH7}n@c!+br~bM6Lf@QuT!FycmFSS@OoBK)qG7(Hqs?x-^nbB z0lxfvY1bD$!@Ti#+tS{xhVD7^_qG=SB37{C2D^{$$e9W&vqz5??tc0r>(O=%p?XkfM#`PZN)>&$V~}rj9{roJ6JB!tw-ZH2|Eo~$Hax74IVi~7b9d+?5Rcs`lJygs;UHA zp`j7>R}Km3X4GpF;={&E-5A-Rw-4)l!$i2DQMCWo93bd z3F;8gyO1l=kGnox`TfbA{b9=uRVIEclGO}iNGyQW>@-Cmzx6;Q2zn;L|2sb9WRVlT zM;nZRLOZbv!*u8{OkE+;5cQDXy}s~{5;ZU$Nnk~}S^}ytiwRLg>jCj<8VQaZ8*5-^ z5?s)Ov0dtPadf8W5M!z#gk4gtw)6(6$9=zp2804j=2Sg`(JXFY$J01Txobr_ZUkgM zJN>8>9dOdjAh$6#I86^w7!q6_hkff?Sf8P7C7H`638^VTs_(#0Iy&e5-i|6C=_BQ`9c6}6!cZ!w1K43Md zKNEYT1H}UZ$i0-cd$R-52g+~d;Z#+CDjF;1a@@C~i<7cIJ_N9q;T3=sC^LpV z1VPRy2eBp!0~KQq88mPKRkscK=FqJG94`^4I=Hcv@kV> zJAk1gEI=tAq|bKao4O`j-Ay@!39bbQ94#-7(V`j}Y%a8*btIYs4H572yNkA;QaJ=I ziauArCHX}=5GnIeZy>_Q(hdnrD2tBUNl_xK0`h?qQ#d5YOQNhOa!s;LFC624P$|^I zu9uGDh>$Wa*$2$KV;51be+6kl9b`?=j&>umROKME3yUvMotp+)z-NDPHixB!pIa%J z1L^R)uw3j_LTl@YhTKj3y|j|%PbXb*AjWYFAy}r;o7ObT<$ShM&Af#^fACaiNw`A# z;B1+2Hb(wnxl-gloPm)p$pWAB`CByPq4LCU!{sXf>-+4K(~+8`ttmF8Xn)-ZBhxbD zmj{&+pj9>viw`ib(#_Onr+k0}9+F_Nv=U-B8oy^JU#zeHI>?n zPqmfeVZ&>})X-J6PH`CaRqD#QGvMkw;1%>SKDQ(LE<0F&U+huwZNK5-jo(oucK6$r zhntk{v5r>dIRS{n2?v8FpG7%l%;H5a5_x~qlnPNUjhvVsS{H+6UKlQl?r9N?uAWE5 zj^PvG#X?`$wO9Uw|NO=dKJYg)YbcCP$Vp926Br#(AB|v`%dvygXtIX$y(bG2$p9ly z+^k@xvh72tQ`^J z!~6PCm!Lu5V=Iri7dAVwePK^C4-vQo0mp-p+@oEOa7z5@EdHu0a+V(bn8f_yb)6F; zJM9$yHvmf{>F)10M{wL<}dVU1{$Egjn!vPPW&|}&H_l`}*`z&IFd_)4%?DY|dptm>(aq5aV zBWsd)`>LD$Y}n&0;CLu?xY2veXOtor@rpQN0d^R{#iM6xW@Ky3$PM$@`NOZ8<-~On zdCfS)p+tdpGyGK6W~#U&9etfr}asYfZ9oA$Pc@>ZO; zy`-9C;!3!Sx+(oG%BCK8k`zIkQbn1;#14mZPiZiGWtdg!qyrfkx1)!&Wa(Dj6rJj% zfo}05zb^ooeupWRXCu5f)Pen>2Y3jcejDb(t+*an^wu!ZrB)zu*+%pkabi$mQ9A z^Mh~t(9s#gpZUHzkwkFK@UA0lJaTxCV%%nUymOq>HocG3zAdcGeLSrxb$+afd{mo% zw7lJs;9dH*EcssYw%_|->fVG}Uv77|G#E{NZhRFyKlsE1T|9er`u>)iI|ZF^2_W$) z=w*kD`B5D`SQ?;}+(x-LfJDvC0(qYWDd41Z5(6}wUteG_6D86}9D~-LNIYnvjE~2c z>`%NRt~E^cvt~oHAZ`q)bx;XzI$9QxB{>;Pg*KCfKe$4jKys?oW)eN96n?nzbr3Fm z!bn>3P!p|+b}XaHAw6nA6Up_EIyKmlbWLkNgocuorP2kx2h}lK(|yz!mfQtLXW4~) zB20>I4E4bJpsjU<;kqsYv@lju2(0>yKrYRyHjf(vMRRzOu#Yo}N|NfB4Z1^<3F3?B zlx7b)iB3Vst%fy*Mgn`f>i#%psF3R+#yX2ZBF14o$vWExNd<>oE@&)7KNVmA0JrL+ zm@&wEJ*PxY{D;|>>>?x>qNWHdXt?PBfX4KRb1M{_XxZr)7)>&Hh} z4xyWu6%usLy1t!O!Vkhg?7g1AGA)2;kt&m>wI>fj?5ya<5v2PTWM=ktQc(D~B^P7% z{&8%d0)Y!VqyQPsa3a8B9F|b9Po*EFeUBmyst&4bG9QX5_^9oO0>XS%nJL_&QHWU} zJj)u4fka()+>MB7#NEK4^$B9%@Ke z6-0>Rg^f5Xftz}mzZdB96jV%hcABK5;J`Ojkn1@=6?cfDX=7;gWJUM@M6oZPfz2tQ;QmCwlO_+?1&sOJg$T$&&U$}I}UPW^V2P*)N{i2I_q zKZ7;scxk7*V~1a9NAxHrH<5%+oOZF!Ku?qePamx=T{b_hZZk3+@NpKu^Y_^9E3~|6 ze7C1~w_h*@-C{Ol(153y_Xb~^+>MVbLIb~l0OsGvAFTBMre*LyS3;Kmq`$v(=Gp!> z{h;~05+Zzd3|_Jb(Lb+**=&Crf7A^{1e_Z3&e+s(ZV$%zZe_Og6><7b8yV=R4xMfn zuLvC-!QZ~Q=JdS75#)Y=&%_EIUS8j6;^gv%PRZU{kMF;FtNJ>A7C@8+IR z*FV-p``MrlO(F)Wr~w@r8|1q;FTkY3$IR6GYP~WSWdGta4>BuVMT0VDgc;-Z(=HyH zB`mRQMqZ2%Dt(R{_0Xv$aDUd;ZxBqKzb%iH+zv8b+YhHO4BXyyEh=H@M%mPUz)8u> z-n0&cFto-ZG3$lgh)t)glv<$vx(a8IY~o~)@+R)KF;876Iy>6IkgsW&gLqI(=}m>O zEA(Cizb+G_90VI4sDusR$I@Kf=hRq;mQr}6_fyzo(j)B^RBXG3li2|${Hm2)ZnA(% zIt`|OiWM5&Jz^AWA0y$hpbNz4VRdOi)ZV|-7C>4Dr>T9t?$jJ$R4puFUeC9R6JF7` z5NaVMylhBPdSv2-s->8`>;MmHnEN>wyt9u;T`BL-fC7x0!LslZ}xHk$B63sKQXuMdbaIR6MpI9W1cx(V4*uuk zbd9)5yV!;>!fRNh3vzX!>> zRUWG;pnhn}I|HA)@_IU=$8nomcSsj_w7nNA+vN4m?)1*lBb!6j<6D7eVCwV4Qj=hl zJt>9D)idQewgx0%=#xD?Xpbb8QwbJi;2AgtmNb1gH&{GcOb@R20NU563_M6>L9V?9 zv|$TOrsEye9z)!j^y-4b2xgz4;|R}ZV%{wdFzB&fWs~+M#1nWQ3lE75-I??`3)$3@PyleVZueM+C=gb zoql$!un9U19TjVioL>skpj-qWBC{5V#oA^7j!yK{FYpS{)Cg+Y#8ob1<2)3u+mn3M zr5gN{NAl#y1=FR^xp^ADz`s`(x+k9**;Xi^F#xvkm+{H_!AF};>Z}Gz3H#KFA|Hzr zBl+uF(iS_fhSV)kp#5(=BCJjIYa*Q>56&vSjOxHRnB&+uWC~5me^ux+Z_bIm7m>2! zC5V#qHM^-Qh0q zo}=pSv6-d)bMHK2+oQm;VX>PX_p0q z18t6fd858&Mby|8_M}F`!amFFTnphdjFfk(-@X(mRIZpuCNBl|L{KFqFO}j?9?3iP zU$$&6ph*GmY|Pe~SgNgiDcw#G>so zLbKHmvBn_rFQ#uiyfLwRy7pO0H2(m+zYjZE8UFRfjrl*B>o0SA_P@CK*i)_pEwOAfItqIR;eAE1IMH6j2Rg48Q0E;qBi5T*bapZd@!d4G@| zI{P~5pBw8W(5X4fV(4RWjZjw8iW9#VNToBQg!)Td8HOu0FCb#9xXZ}OG!MeaA5A#jfclR0YCP%N4zSG^`slXfI~@(Wa5%VBr^*&{c};i4A^+ z#*se6Zg^8)qg46Zi@IjbwsCmfdej285I4E~f{oJ*YA>Zna`YmCY(2hdc2b62A8g(S zEj;|z&&U*B-*JQvVD5>8_7na3v*o?b+vWp=@F%bFKOpMw(`gp=e>)yvV){=i`zxaU zHk_tO;*7yzff4qs7Wf81`1RXW)V{T5JvFfFhJG0J>iTv{qDk*-i#NOENPK zC9G>APzivpFtaQ62lP(&e+gpu90fn0UxGs#*7h_tMjr%azLd1*aAe&PXy=S|Y~ooB z#8?>RL?36z?5YxHf=rMoR42pga`%B2Q}ybSz`-}*BXBB^#oQz552pjF7nv1dczRNC zuO}Am$G-p>6d&S?ah94@&u)fSR$low2xbqs99()QM{$z>KDW+1uLXugooW05yvvRP z7GI1XO5Y8-<}0I3Oy2L0vVf#KkBmPIzU$O^x$bNgL1XaSct7F@d7`A4jx(adRl=E5 z9yVVrdgtB)3u^uA0lNNqgcr9t%kvoiimCKP4t`T^>6A|N-Yq>wWtQ^hz^p=_RN7^P5II1_Rj|Y!s7RWb!r<#F{l(WgkGc)>1|Y7O$g>PK2V#OqL*= zIJ0-9OI(?%yke^g8MNTx@9L>BPQ;z^H*TOSmNA=ToAXtmwwdC{2U&-8PcO)9(r**W zgV+aIFJ~2W`GG=D2X3vgZS-M{c92zlKI7W`$d(f8KEkS8H@|Xp{j;mn+yV|-dTS^& zJ=Oz+(MIvFtt3h-cWZAAy`nyV9|c%;|BfF9`oHfEumb*dO8QSN$n@7*@NcUFG|AEt zX{?{y9e>n^czMh|SxM@&!m;>pv)_otUv2KSoRr(&P6`=|4l@6O_j zq^AXjEIqPasmp8lJ~OXkyC_r{SKx>WzqC_2c!wAF_I><`3(#-~c!0cY{p|o3+7l>3 zW)!k1lCCQm`7g6Bz#OTT@pw1J_?~-wIsX@HZy6P5(uHf|Zh_zqjRkji8h3&RcXxM5 zaQ6`0-Q5Gh-6c2yg1gJxy@#O27X zl8S`JyJ#ZLsh}ptFpa+*4!rYxW5QB47-CDrF6H}URU$6v{nz}F8e@EvL1A^MK0<@V z!OKrT>ma(ka`Mn}9HB2!--TRmVrV$ct?aZtg(K}NMmNA?eGp){H=O`H0r*(q5x{{^ zbvs1yojPhU;YLF_F_f5q*&JF$bJrXr?W^2TSKio)=THeM71@v@q4V&;7P$H(6x(D! zo{nPJf|zM*dkcrDg{_0b5=n|MkLbF>BlGS8sq6M`fW*; zp}Q~iLZ_3Z`BQN&2HH^@$Ai=CWdz^j+5|<#R+7bJYC@f4nJeWNKAS%#0CM|fr&q zPax(M9Hv_s_^06dH{8JapNnd2e=8O2|4=HJnf?Vg06|iPB1ozKB~_60y$-?0#!_QR zi-ELQ5m52EGKSw5!lvf2Gm0u~AVJTFG1_Ktw1Xp!IORzuk=nb{k5$ia?Q-Q*cw{%L zW^YCK^6~DjL~Wu7($+-Ye z)Q}5LsZqmT>_@9Uct8AH@&Pnj<>$Ct9a$aY;I?%7HrPJ51nUp=(Ry&aj5S!{Mre-O zIY{rLN`XuAwm(;%;dC1@GnVm4mNvljML1CyIf;a7m0b8vMdeURD;arS@pMV>BQK2^ zOTyhRTctfJMb!OI!dKIED#lWcj}u-LZ^E`o%TeFJ#TBJD1-rj-9Z9G(iUiXAz;Q~R zTcixY9$ouHq4*J{NTDfd=KE(FEWOPNjEX$3ICM$giR876*0ge2tWaZg6gUjw!2;2E z$(-#eQYn3uj77o(fUO)<<6D|-@tpm908c8aKwDlsl;&0>ey#F`$X?^7*nJj6klo1} zq_3;zeDno`O^S4M>k8A*V-Q!*_jTp=ukx1cY4g{DV~N@0~OYZ@E&L2KyK;EYKm+MnAvWOfOe4zRnxD9h>K%+s_&x?^P=geUdq%R8)L|D?JX_Z_7!$mJ+xaANYj{t z2WE`CR}u*Qh~i22NccQjM=hefAI^-arX}Ibc6fNtxr$dZHN;SKq)@*-mI&eWqF$P` zM|RP$^W^_2lKzc>aQr6<@wev3^!Lu`ALVIgrhjuF3C!aZY=1>kci%rnzhkU2`euRc z^DfVCUZ)A$T-#|?Mq#U%X--4aZu1p-E9l&APIhX6_kHo5c zuS5cVX?jKDA16?+O{jMD^gdNlHToQ^)n1M>&ZtX%V%Ovm3`)K802BgmylO9Ei@!bb z`HP&iidjiunhZNZGY{2CiI5Qu$#F=OfGW%=v8E@3v#th5H5z>*iTBC z%-=fYyEwWfAlyKY(~%EvP?23&Ba3c9sZ-!PdBRR=K5xBBGWF0FP`U5EpS8w+^FPSV6I;$$X75 z-;DqsR@$aTk!+z`=eUh4SHOd=&PKkMM?<4k8+)|8JtX0rE@9_&VPhNn-gvHhGHf<3 z$sz5X$qg{hpzh^$5|exI#42Q6^SMqo1$=^h`YJdCWR$J(@scaIfX}$7?WepY6gg1b zpeI>Y@YH?8&u0J&i?5Uy=F(+PUbXjM}GhSY>|r0&cX zo_PJ5re~y`#N#uGeTZHP;`=d-(Iporjn06;JWP#`_OE z2ahYhF@cO=5vNtWsa%9YINgJXQ^;5LK@uJw$U~GvKdjy#cfg1%yzQ=HgWF;)UC0F^ zri_U5X%&jxVwTjlLwWM zJd+P6l98z8J!l=5Y`f5yK3X#o)E6q!NfG6Njq~pBylZE5}WVNCd@gR#4CF#Q=BQ5*^9hXA8aI_iCh&#C+ zoB94dJctG~1AM@34KXR_;9ey_!-sN{GR23)xvKKAy>K8deXjHadN84g7QV*FtQY}G z#Y-838abiO3`-f8aV1I0MPxlb(JloVxeu~xrL$e+Wco>!{6^}}?8iq+d+1^Jgkiwe z`}_*5FjkLuhMd^3a=8fi8s#6zlz;+6S!U>}J3UT6lnZx_I4P_gToN&S-)$$6mTU&?HXEAGzMl>2|6KX^_mDCLQ z$)9TX%9B*Z$|WP^p)ouTQwu>LQHk>Uel6S2C{YktXjY0#j~1)3E6F~im_`FD*f z*RQrLN0k*ipGKKhu@x@MX^Z?k7uJ0fUM>}8Y97}qpM7Rt%6#rWmp#TbK7_oq88N=B z?FjO=`T5z%7%qO$*~7in@H>{dIkN!_JRxdiGDK%~79eR`_|X~BBa>=-t`Lw5T{ zM(POt={SvXx9quZnhP=*}65z#wBjH8;Hf@`I3cxM>6#5=$&vEq?-}yynk zH4pK97eC7C0+XE@ZPZA9lH9ljz_G7C?R1O|dhw=Wq36ROrL-0O85@d9GGz(kLnl`#2TJJq(0rL1N=FmViSuv+#|? z?Ic|Du<0kj4|il|!tY6TL`D`^rp+!vQk>|&+!8D!j=00ZH0V-m_fBpd@W z9_m#d&}zej66pB=WChYP0qdDFwQp42$Rtcs`N_rVP}RIgu}3U?q3K0=@4tM4<#s|Z zXYtPDR^j$8o{b-hBqP6SbD&+jcHs4&P8yW_GL809$c64zC*`eQ`GFP%%-4w}6log_ zjNHV+O_fLp#pt@l&zg8eaF&x1gsa#ZJ2^X=7})$8{pwL*2KD3pZ?^&`(|>7+{FTaq z`YV4Ey&V5g9GF4<3;$bwN)#RkaDvKDE(m%geK<_^fs%2i%n2rmz(mQoTtBQl&7FsU znDDpPxox^ek<3+{{OQqU=gajJsObxgEeDU4jDi)!e(Q%-r>F@PewiJD> zRf5DiS@TV*R)?3Oei>GWF;y|NCHq@G`?@-MDZJ2nU`^LGfnhUe1da%R1oJAiWg_In zr$NZCuIW(c9RB3YLZ^uJ9KaO@bO<_7r*b| zbdch@qp$#7w5~154ThbB?ogP~-fB8>Ft#o`~%VXQhU;=5KE9;G9giD@mfe9|T#lwtrIl^e z@J%u4Xr45(1=6Hzf#m#gChVY|x}{{tVH`R_UF>P1)K50s+3$mBK68?-u)Q?O@9My# zT63S4l>s5MkD{iJv52`aZ3X$bX_OaxIUuEEq#zK=4!VW!g{?%6S1HZ? zQ#LYuSoY3nG|W(oHjqlU><{1ei=9v;6oJpV|yPG{h^Axw&^{ zn$yui#6uI74xImCH6W%Clm_Ku*_Ft3X~fqVbF>mtfOTQR(n0LV3!INj5?3C=mU0de z;_WSP9QO@1MgI}^MRK|7yRku9ZZg1(U1`YxV2Am}(G416c%*kSP3%^RGAxAPbfJ_H z_@0a*j60z*s3oc>R6HTpg=hSOcNxZq#~-6G$q!rAQb8l+7Zt&TSG>G?YR}IlboK zIOSa?lL?Mel2tNTJ@m@>U|N+kX}tuwUT<~XFiUT6M~?s=xNALhMClLGukzK7*6Tl% z=$O)-`|X=DdMh3BX0^)6R!|{vI|(CKdEB}}m0QTn;roj&>m6QB z3cmi}K&hKJVCl2zIC_>8o=!#--Lb1UL+#nx`r-~`X+_Ac65n?^9`lc`h^uk;cc-sC zFjc+VyLq+0M zF|?%QTS$srP^*W`UhlDY zJrl_ayhgIGqhziR3@G?``Vw-ikLlH&%ukfPP;6d~OvH&7a!gQiWD1&5+C)bK9bZz@ z!(!aZ=?JMZHll5`zlBJR?NV>NL5@_eM-9IHINlyh;-Wqpad==`4P7&N6SU|PO)1WM z-f!@w*zjF%PQ!zgY0(^e<~wBA=2BiR(iMC-71L z>9eW4418c;M&*-KFn)ODTdIMVaC~l#t=6lZs^s;sDGhU$iYl#?=9WH)m4sPAt2;64)^iHl@ynn&ab&y%70FZwA@ z;|Z;r(!UY4IBW03ey~CBCxMyblmcS^NLTYoh?lif7!Mr9C+so$L3s4t+`xC4S0vyX z)f6pgHhur=jk8I_GnsSg=+*aHpMacsN|Xf}s+~1J?O>`_;gpLCRe8BdybA{L;aY>N zBfTO@-}KyFT+_DWQ1++G!4)M-;&4kIAtcCY$8pT|SK28VHcAqv{A7n=a7aKV>tl_- z%GZ57q@SEESd)t}(9*k2b1d@kzF-cyHQ!@4@;Xte%|}$dXJH}IM!3|^&%H^V?Wld( z5F|3UW46kKae$As(BEJQalUCaO@&GO-sNlE=c@|hT`z16JTd(uixBBHY5vfy#SCh4 z|5tLy{9n3-e=SVRe=FWB{}VKSKpglh-!mhL|L)hiqmuuENkXaw_B(2FBm$@x1#b2p z*}jbu{P1-k$a*wmvM6qmqg2x4>{?){VHNC1x9d88x_5)Sf8uoSBxdo8V$^d&o**_F zL%p0x9J=>V(QEbbedWi}Q`T0QCv9W)oA@SerH3}hsu$0Mix^5EXLyS~0P?2pj1-d( zK}D+y0!kNRcKkG*k|Nt@01sR38+s1>;%TlyEd_Q|XEo%YHO+j;p=5ZNTHZK_vRp|* zNkX*K4ui&c^h4K1W~=JDoTT?e^UTh0ESftW*-F%vZ?}?C_B8761L10{ z(NdOWPjhTwrYR0|@}CvexP(%-;9|81Ww$58*91nOhV;J2)NmT`Xbp+GAqL9J&u9r@ zY6NFF;n=*b;5CBcQ5YE+Lb)WNv&qH^aRaf8 zlo5gNiRT=58Uw#PN^=pR7f(5^IHlXe{w(m~RJ_$c@vd_cFx!&s2})Ux)*!1F|$(7=*jJVb+0f@7Tqc3!%}?{xU>C zqwo8AoSx9)7;(C5K*^o(rM)XlEdWj2_{J zi{f+Kx+)T8E*S$y{LYw%20W7B*&Q?H=KM;+PC5NWF(C5W~FYwbNdQU2hbHvLRFtglE}BzxK$m3({uu8 zRL{P4NVK|PFT&13%j?41+qo+PNls3ps>$Qdp8j$V_4+oFfusuXE254@_3 zT*xEjA9mEMlVF72T3%S`P}yeb*`X30voCnXcWTlFqBb<;jXnG850bd9W^B{@XZwdO zU*oeR9xwBo)qria^4FxJ6&fzAF3E68cmi*BB22~6uC!wFIYKmKMI3uXN4uqg&O1pr6Hr|Sw)L?BpzZ39S$Vu0P7W3` zH&IgA8tp_sMV1Iw-cCI35gP(X|CFw={u^ZA;P|f~14!2X9VaaRRJ&RJMKY)+GFQH3 zLK6E27JjElh5&_*zO3i1Wbboy&S4%gCSXEn#+Lx%!bA8CcSTNiwYb*x)3XFeZ`VCu z9$16DUkLdGQPR2w7VKI=_9hH2XS~x{xCKuSWSS<3t9tL^8Pd1py)y23qB6c>_SuX{ zpi``1_q7kUrf_i#Uhoo=$IWa)<`>4CAb}2`2*Zn7Wm=C?JcMrRsw? zmTRnw;N_|HwGrI&QDAbX`lM#}r~yrJlQos(M?kts?>ATkc1wdL(-90O7BqXv{?$sx zKQys7tbHIb?Y3aZjOV?)^D1E+QX1;AlM(1o{4BEZxt&#ocQ}}lz=9o;;f7%JX_&Bx zdGwbJmF((=yO^I(nyQ z=gn27an^w^*tcb&62j;zaQ{0}S8$7f_@`T|sWlyrYdoQ!_sv3wiJ<(kuT|1CdvG}w z9&S6c)k0H2x4GGZh&*i-aBxxP$GWO#3Q@HCDr)d#vNca_6y5k8*T;LQT|K zuq5SFG!Xrxx`|$2Zs-x%xjYbE;FE|pFBWbLf~f6O=Mjt?8z{A3{`cq zK+qJCLj6W6zB>X!J|cpKmw@okM4{yic$_LNV`(=zt3AX3Y|?Vp*nDK-Krn1-3u0EM zATYq9nyNzQhaWvqCzutCziOy{Lp<;PKz%cVd{_RRoBdbejq~q@Ca!f1x_0)3vK$&Lb_Lyad&fYFV%0qW8~+WIC*XLwaN;zKm+Q`YeA%9yB_ z6hT0xf~(8+4d)jt+5v~c2>m7KfIP*i?l6qEyF#tX{nL*qR7(Y_=K6R&Lx|FIV2fV< z7rxR!U3z*Au?9Y$KIo6n*x*{=8+i`~BjY2fD@TxHkl6+h?rRSKOMbGsgmIKsg<};e z7@uf1x|RHKYH&KvhC%iN-44rA_z8U}j7R)oKJ35W&Xy*E(35h8)@a#&iQ?;$ax& z_|aQiEd4i*ic>!7Q+S+=ALVtb6H~nK1Xl=Lx0M<5FyKW$>>ToB1U(BN7ucG^yEFI& z;PQ*EB*}mW-AqQx@k-+iBJCQrG8;mTA`90dPkLD@8OJMtT@5g&tOn3OsD?Edqxs8$ z!5Q(ueF$NSV=4^tWAPBSTm+lvW@(grgn_4TQ!(%tC=KIdMw~3koWQ`-_y3H2HmZb_ zhI4Q)mQ7bOR*7N)-fcI*-R;_QOk4!P3g>?r%eY21)t(sne!mY)&EioK=Mpk|Nv{`^ zct1mi#9f-j)u}yJc$`bf(k*LcU~l^p_T4_`$RF}D);|yl?Ef*Exc^oMnEqM(Vf{Cd zkjPv4Ru~C*sRgtFGin>Y)&xgK?+HSC^Q*W@E(B$rb$BR_F}g3?Fp{q>o>-MnApgr2?l<1NP{sQ9C;?!C5?QnkPC+fbtJ zJ!)$;BrxxHT|!Fr#W-U|Px!-bE5IQk(hE58F1N0WBRjSt-F$h6G-VT$r%QM|Zj>Vo zHBbl|bLnir%5J-Pk#tIuB5)Av30Tt(ZBM0w07K9c=LY`fw? z1nEj5_-*OIWa`;DAD@_)^`+EIHKLU9f-cF*A~|^CyDiw>E4C2SWn9Ar--y5QOH^}y zr)@VWkU}p-VT=zMRDr}s#%p{i5FbQs*GrkWb(B~`UHP#-30aAqFR z!_EdLrzy;bZ*!Jb31Q!*Xp@$Pz1CimmchcRq+_dO8c1Lp&}07@zBWn>bqq>loQGX~ z0#7MYguMum5aFOuf}mL8zs`o)jUA9w0=93W2ETb(Ac4LVR###TvAT3+^uy7bn`-3K z$$MP=tWj5mw0cBi2fDuvBzDC}D*hA@|HchCxc-YP;jgVfsKxzv0>=H%jSB0ZaD(W= z|BD+Kf^Y*#I+*0pU$%r}bmDaz4~ZE>*SUg%(idt+rQSLrJ7S+tMDe!N?lu`r+Wnp_ zUhnpnUcI$Jw1KwSYrFevo9`>6)%c6o(u;}TYCGzS@4la-&+E0x$GDPXwAS6nk?8E5 z6&EnSwV}QrIz`3{;zUa>Vc86n>?^d1cSuYKQ>*MZK5O2obaes!km9)CyKRvr(NC8< z)F54X=tW4$U;!3m@kN0YLsM|Yg6u*bP~i3`OgR{30Uk*9EcHm;#{v1XOOC4eTqmBU z-+ZQZBp2~Fr1M5I2#BG6GO$aQhQfT)(JNviI9UIR| z4L7!I%Ohtd%o1HCZgx(@|1k0<8Q4F+lV|b~ex6`D#o9h6`;e2X^1%1BTj{$Him7G$ z=d*KCphIrJ4wxE`2Y$O|IJMNuUbGM12DTOCof$Gs>1TeLV`?Q*T3jZ63>&M+_^l?0 zwyJvUiJv2(gj;b~#0(e`IJJ1@2VezWbpb%6ZreQ=R=<`#ZvJZ9U>zSdRD`UFHFsSJ zC~E=yy)^#fEAWC=F4m%FmB~wOF$bsGaDVEQJ0`}xgCKTFhNygC{OR|&G!^h?6 zF&)caS>iMr^WcbzuCV^07Jn7qZp+9wmd}YD3Px9gA9wbuhG(r7;}SVo)Ic2U99CaA zh22;r>?HcOZoP>+Uze(GWxAwU#E?M7hoLC%V16wi zMJNwm51mH5x9v?FV(g6)#I+IxS$EZZny*heU9SQURb6r>*M2rvF>;TmH`n-?xX)&n zFC|?r$B=@j7b(Yce(fB@>eikMd5+1~3nxbBD)Ec+ul}ibod7T5SdXg6Iw>`OwrmRK zz(ECmW0nf(?JlYD_=eJ0i#HhjP?qq^k>n0#NHBX0|>^%-f@P z^@~{5P)==#o;Z?AI**4mt6Q)W?WXP%#cw8jEF4MWqGuR4Tfks_pa||A9zjhD6t=mU&n}DddCRx3ynA^cGWxIHwJ(mN7n^!a5`PnFXrAGQ41M!$9WWY#h zAtX|}I}&Umz6a9dL6g*oMyh;9J9ns$!V^zR^yqy~Qo?7umb~Z-Y8I0kGiOh-UW@3* z>vuMsc5}O?&hh&l02R~sCWHV`w>j4G9Oz7AIvsx&40lPppAhH`7OMq_gOx+h$qXd4 z7{MZE(XC`w>DvQN_ zmx)(hhJIVnbwI`WJrqS%Q7^`oAqQAqA7srYyysCLBr$jSfvtq%0uSjS*>#*cNN9bU zA&I(Hns-9)zG=D@ikxM;bT7`6CEpzBAkE{?%({)>A=5fkPtnts zT1ztM4Nd6~oiqjG-&#PyGJ?}s7L$xS`GrNV#2S@!YcAjXXng0)uo;a?|5fj|hY@&( z12Ftg5%q7hfP?eDs?UEXWi0=bl!2Or{wJnDT3IE51XA!NH&9Q=xh~z$2Lcl2Egv@< z0USDs&?F)hbZ2M89IZ7|ubt^4u(nw+i>4Ge*+_bnZl&45ibLR;`{j;rph+(#Jmxi% z`^D4Q+wbKb`*igDx(1{R67W#^5_9Z0#QlCxepd#iwdO0FWEw+)9cC|UmGv9{fa)(fwA#QM!OdXDEh zv?P_r$6<%zxUgQZ#$nB}fCK2e<^zk`aSDmt1cIe9BW;!hgY%Y_)C`zpDMjUUZvK*y z6grbnaQzIvrQ0cVaC}2wOjZe_C|1%g8)bSaZ1~A{%k=PKBQL;pkw+*5DujvW!6=Le zs(k0-&*r*Yzf$&ClVtK0Dh9Ji03!HFwFpzzae%@&-8BL(V{>k3g^UJPFnA`&T6&PP zVbS0p3}l){!(qI1?NbG>ZmAbUc(yq!g{w_$Ol^AE;ou{YNOBvh2;+MIu-jlv^`EAh zs(qve)28$*h~^yG%H)H5V$R2$!J7DRTw7fu*OWDzsy_M?AcV;sLUwaONu5FhkZUe( zu(OfBldL=|Hl`8gQy!y&39@q~FhX7l;c2uH)=UUM%Lvy&_GOqR%=9kDmqPVVaZ*FD zFAK_=(go%}gU`0TbZ{jU!H0xM)zbB?;Hb9=o;;BELo_^sf1zJp+4uF=kk-*CA>td9 zNuha0Rs168Dg4UGMTbH=`vS{#^wZVno|slQF`6Rx)nN$n;9=dwVT|L8ViNKhOMnw; zbJcq+7fy&r$)KYTZloU!?I5092z*tBRjS2Sjf&!IBZ-t24IF;BiQZk^HTZU$dWS#f zT-T5Lm%;XJENl;1loKC!*ZW|qCIT?;M=__ZTzhltq>qoYsU zbJ%bfAO^dQFQAjg1ea@FhaWo?bb1h~Oq4LXy_p$$Nh2!K03X^$BgJg1B}sFRB<+b5 z`MKjOq>Y2BN(FBp_DM3_i8kG^!k(owX|CMZ{Jov0Oa$jo`Q=62h4D(Rp^7@i#RPAc zG*x;d8#lvq@B{V;I;p9R+%fe?d8j@h>D-}IC{6P8!Q43gRXKyy;fv+Bj|ZLO9}nrW zFfg29BW(ewO`{NTmCm2fGP@V#XJ006Kbrw&l`dQQz0l1}>u-!oEEk%MzO+chA;St=g$!G-~msncS*FJIYsXllK;2XBFG>|GR6gH0}OJ121auQ`1 z+3-7a5gQB^E;^dzkgHBNM{tW8FLdnF&w7|E_fkaZ zjH=`U6wpuDHa5a86+yzlBVpPJcWSlka^?*llB&fL^6i8T3ZJ!ZN?S@)0#W;+V zEE<|f))|DP1ag76+ew^G;)f?W@m{RzwUuWH+!afQC|3dw3$ zeaj@f6f^D*{$M-2gYa44k6IqUJhrYxzC+uUa=e4!NXSs2Q^H0wy_m^2#zAt9QJ5O%q_lJ}B zCf-lM%vLY_hA*HVx(vjwtOo<$J-zjQc=(u~63z=x920TVtIM^!3!3jd>ly}7GdxOI zwL^AFxWT@1Zw#(3Lr!BpyfbwSvY90vXuqD)-ALZwg84YG!0b{YhBGE-QGroz4 zx;b69RuR%%PSXa@T~Kk0QzF4kh5kpBq#vH$CUWB{Or_%(9)SJN*M1fX2N`!^u9{vLJCHO~+1Cr zek<=X2opX`LFvL*E?W4U+Uii^qd<%)qFQS%q6%qF2a-ljfnk7G4z(0D*ikL=zva33 zIU)}>xR2W?YimDrY!++n5J5Rmvgz(1mpm|Q0sHXoI(bn;*<_OqY}atDa`NN#U~{e|-?J&HzuU*4(GbZGOKC5ML z(dDyKVoL~(*iN$>8PE%h!VuM443A7wV7?F0M|9$_U?GJyPN_-zBL~{GT1bf9VX%P~ z;O;+!mU(C=Q!qQr@*s?g%lXkWFwN(R-iY18G`8wSH@mpweTU8Mo$0P>WK>V$B;yte zS_-R_Mk6qV-2ep8)Ilnq3pqRQA6~G6PIKN$#Fx^^p!hIm_{x2;s0pFy%h_&+qX`je zQvXpsI4oEvn(=KNRP2$Xah4P~*O8FK3lBBew@TOGk;!t&6T@Zi1sUnu2(VasN{Tj2 z_}aW_utN9)V1dUJ?$*4f@WWj3r3r;e73_ft^v1}UZxRsxj$fgEIiJ^nv_CwzR2KzC;e z6=wry6VTXz3G^T;40;|T0}^Hd&Gqx`S3%j^E2EXvj?R+wL3meGq@n`5T1*4OtO5f7ft9 zLpBo5-(@P$kevjyFZ?|d2&Lfqdn#s560X1J0==#L_JaBKWZWd6Lm+? zW`w^wgh6+JFhORJ$MRp-K^E>ze^2=9Tmz=RXJi4LwecH^|8+m;ppxIL@2@c@X#Dr2 zEL;f8zuBr^*FlGx{6y*BCVKZ{hXV7&I@) z(D$$V*%5yEmj5;WeL%|JW6->8f6oijjzGr0zpnrKgZ#fv=21Q)(ey2jt9)I#zCs1w zOlfIOkT6K@BwiZ<*#U}@cd)%3Ddq^(VlaI+? z9@k$V&Tn7aeV-0rH7jqHqHk)lj<>l$-i5Zreob}@)a`;Vw|=j8Mw)_KU9T6!g7XuP z+pj2hS>pJwM)w1Lc+iIfU3ACWf__gc<}AL~Zs%sFdjktuw(ebZ6@r5A?X9yWsPC@N z^#or6Do`EApPkmng$MRpj)|Y01W#kS@O4fAc~w~pE|I$eReLxU*Uy*DjGKD>w|fqm z0Sgnp1OW>Tn7ZOUbtmQaQ7BmxIFH=}ds8v%HN56o3UAJ=9C~o%*C%_~x4WLiFLAzI zw&>Cq9|VOmhd*8(>9}VfcQStpsO%|z&a@ezxQ-NziC zqAN`kb*VFj@}fwQoO%{voW%LAH+o^VFY#{t(nB!)%>3!QXLbXXrou?!%6wqC&Hf;U zj@|DO!_~iPIQ)lHM^2usI8Qd(8HBq9TLR0w3864qlnZ0KwZ;xJ1bY z*Io~m1HbEdlGB-Il6z4CIlDTq;W1}+VF<{1t=M%xS;L0J_oE73H$C6;6}GT*PAXFrr*6MEVRRO>nZOw1jByKa5QXxc1h zfBj`H|0=IcQU2ZYzWoYS0Wr^{EA4YC{rHHq0_X**{M1a4o^X}Fl+4;Q`8wOja!z_eAg7fK){@?^ z;OdrP^T*8j9=DDY>W}oq7lD3nhn5w{&(iTA6F!H98KoKNm}IJ7FUcYW^paAh%f!e+ zmscnVbUr$QeskAW$`5TmwudwY#Bgk%#xdN%{1us0gDy&xN_KNWljKr0X!R*?i?TI= z{v7VfIgz)kL{5?HFZb38P5m*@BORLCVddw2Z0qGMlG}BgVX#NZ1Z2RSHAK602QTU; z4aqC1^#Sc|HX`#bl!%Lm4^0-XZ3Blzrv+z(j0ErC<0yo_U$K=b-!Iyin#%GVxGikw zhgl*AR$MmqrJ%y%kIzJ;gR9(^U!oQwx;_dirI%8&^z?mLEq>>ciJXpkloHumP=wJl zbMT2m?Y^e<8t`_tvS{bN+?`Z<8L~+}>Qw{gplN|a1kazzS(ZJ=&k}pN#k)oO9Y1xT zZjeUF6OLcqFe=T7?h;b{0B`R*zpNl$U3ui$baf7qT@L07PAlmjQ)l@XN6GIL!UsFk z8tmMk2QDIkeZGnPsO`z#naubEx(i5s1%N)jv&Mzi-KF!!fPTcZ*FHI9Gu7fuyvF`A zJ@a<+K;;O-k|!r=_j~8|-o}-8f+VXj#ZTQDq9$!V#U%@uB9y7AcoUx$-Px_=tJN=l zCVn2jlEq2e-6f4!p`mzqFxN|cR8(lDCBN_ubVtPk2%hA58g z;`C$7=^{Tg)SAch%KZ7)nw8V|Ti@4>%e4o++sA=J%xM0n3v;_9FK~%f=-WM?V6(1@ z1+x_|kFAx@5Zb%(=SIPZ%h5bVTd>r3Bd7eRhK(DS{1{G_H1viV8=smo5Ib-gE%17! z^ESGJ*PWt~n>S6~u&Q*ELwg}J_)yrU7KfNaUO$h{SN3doFHpSgBARZy_4NLlgtC4r zB3+ zrRWnqCkc8GDGJPT;Vlx6W*^vny!EYVGaKL`1>h#0q>3s;Zujj>PGqobKz)fx$BUR# z>1GNS9)76*D7#!!%|#Si{sVwU3do7~KkE=sb$MEfXX5as%<3w=%*i{n81CP3Ap&xd zP}pC^m^}1+&XkB0XtuAb@QtO96wW!n?Yz;@;=2}KZKR@4 zh6bM)ISuz8SUXTfhqgMsp=z`#7x=sl{pmA@&gAzetq2|tL2jNCzgyIJo^}Dbj$^|iC{~ZnT%vWx(z*B7N68&Hb*I)fvLKY> zc3;d5x)d;>!~pa~A;NN%nOB)h)B0pPpR02GC+PRuvQ2Uz+Be^)R|z%>bP&z)u4Pgp z&wQl5HNMy&930vSOEYj-&4Dgj-+LcX!Fk)EV=p6>rVlSdLGZcM=)2{rxA5(5y17iD zd|v_M1_G6lV>3s?QH%??o%tvmPDPZ#l2D>fdB49#y^j`68^gFgfMv z@F^q0DcgqGNDl|~yt??vxH;{ZfwyHdXjsv<-E~AU^W3tvUKbIEe?<{a28%8>$M~2f z(fawDqHRle^;>ia8Pen0!~k_(3!0k`6~(rq?N!UsKQ?DQdS$fp-^iB(8}9B{D5o_) zFV4QdSGC1R&$0nNpS}op9Tt!t*w7AuAIDV?^!D^7Bb9QdDzmRMJrnr)s&-FSM*=BU z1-Y_Vu-Ns!8{BTK2_LuV4P})BfsM)LhIOM5g|E^%#8hiTYT-&u&@~YK5TbY#8e96{ zs^|?B)#g5pSS|`t*bddOQw&zz&0&K@qO)eSR=9VIdxh#pm&K=;(bd%Cbi;M}B{?-b z15y1E^h+K!V=L+Umgt@Bi^FchPdm#QoL_(ZST5P=uxcUf`He1DoCfRVwf6S zsz9E8#re8KcJY%~r)<~tAF9Y-*3vslu{eB}%ka+nc)2@D!CS28s-!7yN<~_mGD-s~ zz3NohTeY*)<^7&_SXljPzQbJ3{Ns^1eL!Ajnci}e(j_*Qe@Ir78RG%mAz^X+39+$D z)YG(XoJQ}-x7K{yG;Ur8fggEfU62YVT~4jhL~jNM*c=STFN_5#*E&vpVNn(t?56RO z*)+O2ku4wjgXj0$vRn7OWcv)Z(2hT=!K{5QNQJ(kXOdSbT-ZZLcw z*6(Uw#s+&b7lJdh>y0u~h`CMs>)$(7Iv-}NQgvM)F>%ko;`@H5!CF0svpiws5o~mh zOd1qD0VbQ^-l+4$7;k&kiJM@TRi0Y@iZYD+*wi+prds3~th{J#L1ds+SE<_*yG=0g zG2jy)ms(Ll@%GrN0j$TDd6_MT4BD zOi@IJN&P%nI<3OSk016>m>a>83jQ-W3W>%ei3`eGPeF6AyCTD>x9o<=fD~1Cr55e$ zkcdXELB+E67-`+L;Sdj%Uo6Yg0AkxZJV`nEyh@#m{U!;i?wK24tHzpZcZelEqMxTb zE+n9-Zda=(9s%)lmJw$F!soGxD)ei{$7ak#aTheboAc2V)$U76%-o34a--$z)k;hZ zl(v}f^<$5npD6H?oL}`jyp~|o8F!6ezqOlPWG2U`&x`U=(>%HhSWO9fuG~0gk^emU zqPn?-C3w@@NQ+g4`3=1u@LmY`-lnuf>$WhpEhSSh0omU=eIN;ukiQ)*Ysi!NAX?H1 zS28Q%5W@C{_?x5`FxDRfE*6B=t>r;JBRrC+h3R1{Bii6dkInK&1j|BX3+0V$khU|H zn>>y^Iy_7Wo-39)E6^7Fof z@^vXTXJ4;z<$dBK-_4D#p4a;I_9}{i1~ai6!F#0powwy(2k4zhRt(q}7cm4?8y`)` zt|>L}*i;UH@NZhsg3Rn7(+H$M!5WmVb=8z=6zCG4<*yLy>v=2IhD33JH1NrXeb+-baeXBXx-g*PF4J#SUs zz$QH3m&A?_aaFuKH%{vVq9ES!09IwVqJ3`Sym2RHfzXD-reckIeoU zy=}Qr@8Z5x^~rPt<9wenXdj8gilQ87NJv{;LLo=4;uIZ%{LUhdzN1*96@{KEg6F6Y zsnnAFMKbL60^ji>?}qeX57C06`4GGxJToN^^hLJ;Tui`ZT{}Xe(A4Vjy2z3`Rl>N?_T2W~P z!QpW`w8$9iCD@ypPc#jy@oUOsJ-;DGQ*))R2zKZR`zVdQ;QKpnig|Okp82iDIQAqi z6>5*U7L}b%rAUnI8fzYT!H4lrSjR5kxR0im!`^rq!J!AD^YqlMl$NQMW8CI~f8mYn;_AX+(3Pszyxctz26JudJPX7N;dC1MGUob*N|iX==`Z4_5<>{4M@V^)-JG&R zkEB{>991nwhh`5?Ek@(u2k)V0Lic0$@RQ0xyB?{%;Y@ZwkEE}#Z|g@^6ImdBH89dT zj>g#|#ps|84EQrXeaGXcniJMKPQ7uHOh6AJY9kU$J%>ieRUC*{ApE7O5cu=&E?_UK z-2lF)x$&%W<8Aq6bpwW#+iC(v=fVEJ{u%cN{eLM9-cd3I1dtdd3=~{d0(x#zpT-*N z5=NM~Og=olS2GF)-!}ULsrEV*PHCRmz)CE{`t`6-LbXWR0jK)0eE^PI{a_E^RL7%d zKJLP?OLA+iVJ}f_1)FT)nZWjL8-d4 zYHf=SBn#oeJ+H*R^t#rlG-O8x8h&b-gI}i58)^(00--xq*OcIE=dEU3sb&iVxZT86&}U+R{LPGd@zk29R?U}bpcvb%@QOR6?LnQ2%)$_m1{ zGXu-pO02goOX&hwjulthmetyNZKPR-4)N-KAyZhCO_Sl~R61Q+?{q7k9^qLkj}CLJ zmieogXk)p=PNt8;(-;$vPps9c5+}~V-vHfY2%kZw7laf5Qn^-o)12qN(;pbX z74Ed&8^FZ3B75Z~Rcz-y7?$*Z@M})SsJGFE)HhSYq&6mNn-eW5UC()#+aK}Xth_)ZA_*hSXY9S!KIBa;e~vgP-=X_kTHB| z{J$b){En)tbEt%JDf4aToSejol*>;19N{2j)GaNgjG;{|wj73XUAzkYw3cQ0l7{Ts0Sn|G*L8gyo!IzItU zUX6UulC>yKjePUg`DU)vg(vRK&7>C`Z`s4um8AMo4*>&9ph1E!V@&G@gr+XZuKwcN zx)&3C@ea#z-32GWfqU(lD~sVH>#y9E`^?FfHq6=t`r2mpjJd{;r4u{BAMLBHJG!j7 zoh2(#Tx;p(sRMBOHO3Hr(}%0Ehs+raFlBcAeyXgw`c((&g|l??$rGoGk#v{Y6BZk- zv7Y;{8cN^BPEP+fWCrI6{f5r(e+D#07#}0LydfaE`H*|~7^Hj4gE9lmD`#!M0a)!G z%#$Pad-&RdW6FjDlzWr>`qpdUYpI3<{Tcqn^#-WLyMgrv{V)lUCSRo}vyd>?Yw{9; z6tr%lZS>D(;q`keh=v2!2rs}UI!~LJI=?j-rT>lKlHz};cbFrJ3?Xrff&nh3v}30* z#DP?hxaeY{j2)q`M1{<4@ZIL=4J`WPB!O=av>MdJ>1?H3y$|L6BpF8y(jlPA)UtFl zkE3kzR3B*ZAQeT!n9s?25bU~R=}3wAVr$ zf((p>tn}}4!(f9#8nE~#S4Kjb{%%N|IU_0GYF0=#&N%(T?2N-B&pHr96bU4Pu9?Ee zyo<2796fxYKwv#)3TekRuJR|mRl4i{9d$QwZRNpD7am3<#}a`}aOqBr zUp?&kJG*f=I3+R1(3*;c5JZ8)zDE2OE8F=`UEmdnLqs__kPH;Vq%IAmj2LtLBrOuW z(o6J07RSh^RCl01S-9)u^aBoV;=ve%#@_EYG=`aHvoAFr-45qQoN+*(<}!gdkbKnm zN4gWsvzMQP!1Wg!2MP2uCtPjIa=)@|Xu%piwS{l5!a~2-PiofwcL!p392bYkuos#~ z8y5%3UUn8zy1C=ZJJ+chXtpB@?4PGX03VR;z_RU4Upm=_RUX@pR$ndi);MrEDjz7G zZhlD9w3?zpeZb}y9Sx}=T< zw{_hcmLemduWSvuOB_a8qa$Z7V zE`X$N!Gm15iFPs@Q_BpAXkCbD@9OhA-gJOuw42^Gw3dIa3ASC1R+rOSoGs#N zMz-S0eW?_6XY|wk;RXC+yUM$q`!`qr!>SDo2L_tn4rWVw;O*;p()L0=H?%ZVRvq^< zAvLE$Ow+25M`=2$$zmb&OzAkTeYoTNBber6ugz zw#y}QzaFW&Q_6?XvJ-!nKZ~HVPq+vk!>%Gj&liO9JGN_F;`f!k@Ukz~@$I9T#aNF1Un*dYb07xey1!JE=W z8pul#flH`g3YMr+IZKp|j7vVET+U!q==RqhN33Ap6Gh>HRB^;1svf97G;u}~yLELQ zsDSBL1U(`{y+#-lUUHCjWM9`>hUPt1#C0(T!!4t1pF4ZoS1zRiU1E`>TB8yJ^c|R_ ziW{saT{z*599h}tZuq*--WJHlQHEF>U#8F@jh-x$EP2{N3D8@lEHscVl2lW}4!Ihy zU9tnnO_ZK`OMv0z0tV|q%qQOu7z~Lkzh~P8s{3RSJb-^;+~nRTr^eYu zhq>pjeSJ`-D^V2=P^BDTlBYYRp4|VZ4lG}R8k!mceM@d=(__B={+Q_W;;xv%IZHh! zLoFs*sYInTt4uAnm!=X)!k+2r!oQa+ZKzTB8)~fd9P`z+r&Ouli$%Wqj_f7o#!l=` zqG!ySib+?UdIZT+Sz8qdiKKqnjD&QPj#pB;Q;^6X!h9grYk5U(2J7OZTr zATk#zV#As8d~Dy-A1DCZ4<&R-b_5yjD*c{f+w-o(XLd#ZZruonGIP1r062CIArC_&N6HU8dmv^$1_d^>*EnLTe%MmNcs(6zal= z!@3OoYoZ`h+JW7ir8ZW5N(EvHqklzgxs|EdQd2>>omCfQ5LLK6)?|YmMo?MymI>9^ zdm^7h^qtDHDB&gjk~}_Gt?9mIeR2+O3SU8K6bX&6;K4e({)=3rexQBd1mX12=+m4j zIR>myV)w~ZC9tEmQsjIF8nxWnLkn3bSqA^E*Wh_c>BeVNhEC_VzJTPp33+kvbg%~p zdlCc>O6Bb5oz?eScB&VMoP<9d1&zlE%W!2)LDSsR8Zc|R?iP$;wf@G+jX@Bq&zhcDY&vM9$C8aJ)4{gbzeJky8<~5`~f3L$= z4WVx&)ngQhqpT2_A6cpW;*z86{-u@{OKCo^Zkb0m9GBjtJLfEKK;tx75Z#=!TvS)Z z1*_kMhb-`Ej5Qd_QiqU%kIZW;l&MAmQ@_tOO(M{%l4A6^Hr0pZx1Qw*- z<9L`ibvF_LTt;hf9H(cTw&$Ju*cEWJt+QXja|L@a$Vmpl7`wQTXI8XLcAF6#))uGT zhX5zZ0rD8T{E;DLE7Da>nla9T{uNXitj8ar-zm%wx(r;%mlQ0G3mksQq-S+ zUfcYHiPoLo1!jVzS*AKc}^+Axv)55`j1UOCS&xL1_fo%!L z%SYb~WOfx}6z6YSLae`!EbXl!m)ujis_%AkzxzQQH-HQd^U7{)({nNZ{+Vlfap^hd zdg@<(hCIs&FS2IjrGNKqqJ} zeF%d4T-V^33w09soWk@Eacn*9fAHt^^C&snUiYPwu3ITx%}JUIWkKr3l3_lu7Mg6n z)mr<0?-wmH;*L^}yo+{wbe(rnjYR_>Gyno!YvIF==Az&OK%l`F=(Qu9dwM=Bw_h|g z+lvI`JgvNp-|2XEZ%@!IgH36u7uGd$Kz3PoqL_G?`$jky$+bO>0mmw=c1K4gwYG=z z1Rd!6^vfr10lK zsC|gKni>RiI}aQBHyXXICLeiy9$d#&454JFYha%r#>&fd^(O6Z{KRDez13LJFdXmmJZH6 zt>M6G&}vahJ5HR8&_+@A4ZY2Cj{CvV?ENzeUNtZq&&*Z#Z<=T7((RfNJ6!{{v5hWiPtiC!ptEDl~`h7&2o@=Q-k$)oqsw^eA7#CieN@2@3 zfaO|IjsViH%1%#_WD=5s>lGdc_Hv$F9X_)LLwU11hhfozWLM)`4SGnNomSkMI03(D zvjkG3S3AFFj^$*u$)X#q$c9GVUNH`o4hxO7t#>tZe#Xm7Yv;!IdpS2#vMoV&H*I2U z%vs}&Pqlg*+PB(8`q6=SJm5_T;aDVX|cST{e||X z)px+(d2^WU58V}l@`|k8wYg3;j(NqrBKGF36TlLDmEX1Mb_axi>$D-|5jc@HMQ)~55wtO}IiuFfyAs`z*$~2^+t0NP z3f(^E|A+d}py0a5wl*Q(S&JJQbI;P>XfW7_k}?jcqssG~WgeSStaWGEZCX<>{8wh8 z;)b-8fnwYE(}M;J00^?M3! z#RMBMigOcMUCRZ=RG3{f8smRptYAw2*1!=yF)i9n3*oyY2|S_$=V;Z-?l>+kp?a zPRMTf6TMAIf^Vv8qWaxQ`5$LN))Z}?+(0$24!0PczXY=( zr*D38x|2xYX>GN>PZV3ngXLW|92K#-t~tD>aIkQ64@2GFLx);GYRVAn^u}>69?k+T z3L9#^deg%ooF97Dx`X%BP_ zlqG|9ts`_&nR=Wq&f1k7{CkyDjXKwqedsb(>yG+xVx#k3?Wy1SxNS|z6eYr%<(y4^ zjkKwt46&Xo~A6b}b&Eu)ZM3zk4i@nxh4m!hoH}jM|2t3@!jWhiEHsy6@ zzK8X_yN|;icETP@!++38x4N7^7&iaw{|;T{v%NyuUH%J&dlLaT>lETC1%w`!@tkGZZ4eJ_ zqwscPd}+D>=i=W!Geo=pV8C^ksgi(f+mw| zV9G0?-6Kh{Xi7crHQw*JNT6HI0|ue(tqM=LnFiHupxiErjnjhJ#B7k7M2&n%vl7RD zXF*Ps)o;Ouv@47)IXkW03L>OX5qgHO;;lgmjmHrPmoE!T#&iIyCX9kNTFdsL=eg=0 zyuk%k@Gr+Eu3Em%#tDs&Q6pxA=os=@$*pORY6^(4W!fVq#JsoA->Tc`1)<7tsSIvi z=8qAiBW}CTGa|pFHTl~JsDp3~o6?6}E7YxnM7HM77M#LTL7_Co!p}k~tl(F!B9YF~ zt%1dk_GtXl+-M14&ZCjE&a{&zi`%uSX@)m$TO46{Y6ZAu&T!<>q!hzxfsLrKs+52> z>_tTM&!6X)iXk)Q97~?Bk{|C4=jzys4(>q#&O;@PQoOLhwL!GZY$)z!mz6Q zJ!CeDyu5`nbuq8&C{5u-XGii3LiQ?YG0y`pp>yPPS`0Y>61{Y`iCjf*CKKiIX+in? zO!lVufwmEIcDkI1HzORm9F}%RE5*kirDD!NEt{DSW zv4IV^;wyqA!n4!tzRb+iS7Fxb=g2pI8DD)y`YM7PO=>zrPqpINdM(+df8OHqk z;DTaTlb@A9sC&`-NK?v+?+Z%`73MLKqc@mnhTyio5>pd;ScOHc1iEp5(fe6uhC*)H zM#*}nk8IEzd!e9;^(O#X>mdOr-*+E0oSax$mUhKl^_(Avonf7U%SA@tJd%JlIZ#mX zj33#Aw1WaAifjdfL41O@(dI_!`_*9i+%z^GoCsD|S(RDxk~qsKo?n_V4^#x(<|T7j|Mle z)9UxDDCTNf07>6Rv)>{@4L#A_?6!rKA8D^$T(kbT5n*U)1$FapIPH&>n}RVZlt*n; znGc9kKv+orJc_HEG94(3pMGcZ#(fmcyW)s(R21b8RkY2z&>5I#8F@CUOWC{PFWN@J z_lcO{;e{2OtDAP!+Gc{ZVa*ROajoJnQG8IQmORyhFe{DCI@^LT(unsOCdrRO9uM}= zSO#~=Hy-{Yn&TU7+tZ3AIt8`}LgFMD*<*E8%DzoDl6AU`WYmZthELtU4WD+=Al2>D zjR(JIU-2RO*(QaCAK2mNSxB=8E+%`DqEmssnTPkY^a;XK#2S6T6@|gJM50m2!y(r^ zKHq;|4EnwO-MzJlMJDg(=6#T^1;gTQ=HfCB>#nwnyXOA*_T*# z*bYx^L;RJ>^Rq)zPrw0)g~>@jMz($b+#!e*V$Ek$c^a^$Gf~Ek7d|qk_00`DDlGxI zOYqJ-YM5TmolMJ59+{zxH;km4$bsRFAYm{zPE1U+ifm$_Csn`v z9}NN|8)^TDQ2xMKzWvOC0o_Oh0}&>Et0?ZJgv`EYPKU%W3h_iL2^@Qy3Qj5mUV}N& z!xkqymM2sfaen7b9wz6 z6C1tki*;kgS#_{!!`59u#3O>&6lo!RkWC5R$WmNpFY|k87E!B}rPwwu`aX)37>RZ} zo_;)&f^)!Z2I_h9iIwV{;SqRd_V*Z-8kb1$qcnGKx@aDmmM^(^`NO$SCl8)PVK6V~ z0UyVMipvxnIU6oIBbNwXAdncVYvM(Pe{NXrAdQe1rwC&gFTZ$PXwKpek&tjwB;QF|K1Rh?z%*m3-7nuA2-W0Bl#e z?a`&Qy{N!aSFaOcP9!l%ow#DqykYumLGtbF`uAH1E2QDS%u1!Vjrx?l9i=y+#77*^ zwCACRd1ZI9MPF{ZMPE4b4viqhvQ>Sp~bt&a`5H_*i4p^TxM3|sT@O@*AVr-G6|9^0L@nzjhFzMXDa7~*{rYB`>ODrIucc-8k+NB0sn+5;d#lt;d!Y@ zvCrO36eWR*{J&rB+Y0E6o4`UY%S3f8bzk&FlR`Z6z+9p!P&sQ#ejX}ncplnGct-I+ z1n?KN5d2C*%f8O13-3icWb3Q2i-NFQ>Ecgkt>Vu|i)E^9JS0&Q$B2s0O6X(tE;G7a6K1<0wTM9DdqSB7EBanVj_!SIi zU&C709Ju;O?dYhW68I)SqK=~)fU1gK!c zy}G!mWbk=^rhgEWz_8`_$DmTCd%~9^Xu_gf1bWBc_8@r_z3-arHcN3{@js>FSmhNE zhWF&gpL*@Lbd`_}JL+VKIBz|&c<<>t4lt zmfnvV5-tuiR3{n{+k5wYK1#PeMd0FIx|Ic1^Kc>YlyA_cqgS?^tTZ%+vGJPVKKrmC z+DP(CJnz9t8C}AL23Y^)@V1Xh<{&*p-mhUN6^ZHMAZj>3NR1vn0+5J|+c#U(vXlW-|scy{`Nt|Dp#wl?KCl##erGT%p5^5q#G9(Yl>mTf4{9Nie5HW_6 zX!t9mzo~u+hg>|+;OdBj0@(KZ4(S<8mBtM&%_`+1;T(l0wh*E`oa{uhogl){N}w^_ z-*<#Kp7eR9+h@qSYfsI+vuoHngi6YDGL_}a;ty}OwIy%D7^v(QH=lC#ioGT8N6BOo zxfL5#>+I70iZbWWqR0E>st4!dIl6qSBrx;9po+(G@o3Y=0jMWho@>RK=uP!Kbt2~8 zE%G8pDeoDT_U2WY|UI|$x|G;(LK;tqzs`HuD9V0Pv{m9Lr-7v78MKUU?Rm5 z7@dv#!lGB_`mz_%)GrO`&`KpiR^Btd_msauz)V#9gp~W&F>*m zbeaB6N3EN93AvKVNC$SgEValvaEN?P-^7&4X4lpB2R~Lkl!^^I_E-V zUKZ-s0nBAEW8lWa_GfESK|d|smr+cbV*|Jhh3>d4Ozs%K5dAAGs-?+HhDts!(_f=Bosnz5orzZIyRR2Ql~a>}pFhp0xNwp75Llv9J^a|+Wfx?~9BF5(7kN+l#sRU8Pnhfjfg&u9-M6`#?2@iA-m z^C_ijP_lnm3VfRiU;et2;)u^=T6Nd zIzI?=OeT$PHhJfaI5Zm=d<7Pkbe2bwnI4f+Y1?BuARH*nASG9yv#S0SEA|nosQ?7S zgV0UH&Q0t1`?B@$1U7uXqtQQO+2LM*uo(G4C_fgpnUFlz z`N-u!ZXm(mSmn-b~?DW-JO1K7PKB7#o}y5BGelAsi=kY`iK6mUkAI&~bNQ$}W%B6MC58A{tOz?{Daa=KyTJj<#kMSf-Iv#0 zOmjq))H`!e)h^`VLdb*?{gyB_$fvhV7K)=KNGZHFbP(h!nGlQwnC=`OOUE0)lITat zMTtUYfq602QMt1bmGi6idp>@fR~Y9bkzMQ8BVx*?y;JaDJ{fE#zRS*^-gc^LjXq4iL1CO zysHle3oH2-7B`unvDV;^;j+-ViN#rY{>9sl?H`)Vyc)4D_#6R>Ev0eV-^C;UQ(?SgB=N9%5qU6Te69uAg!rL2xJb zoYc2WW<Js&*^ww^<6c>R^P zRLy_nHdE7z$hrRDYoGRWphTuODJHusV+v3iO1n1dfIxL{u&0`$4t;hE&&<_pS}{FP{sim{63lu{fhCsOpCHkJawn&ZZZqqF$xi5&F zI2cf{aDfV63^u(lsI3|T!l2WtvM-4KnF(W5SY^N07DyI`=YSjvLV&sr4*{O^yaOO6 zyy1Wn&bnYQ0LV@PB!C)oyet|l)G!AP2G*AaC%mDbaT&6JY1NJCYS2CsM6bOm#-ZOp zEzUIlz#n7`i)jq#@DP3MiqpV*+sF+Uaa_XDA7cy%q;<-n-@h|}h%;qLvkMO*y7qZW zvCo$zsP({~58+MLp`WnVJRfQ4u;{yx^(p@W@%LXYe6j@9GC_m>&Q+m$-~dnG&K}tC z6F#{BdfWsdO1oPZAKcTfTOYn5E^zn#re;k$sc{nSIeDiJRN!EXLv-T>=c@-*)Ij|T zHKx`x2rQ6pZvo-aUku)>y+;04_?>w5Hk=Y*LmLk++z>!EGH9UPv)e_LgoH4t!BG={ z80iMS;QM5d?n1_>M=(QLG?3$VNGgboKIlM?hvp(5HSC<;E;)Du9mWF|v`an+Vsowo0I-i7Q$*%iy__!z$5>mkAd z>ot`yPLs7c^kW5HO168(U+TV@oDD#?1Qrz-I!K5^aLu`YSQ(9}vJ_2OZa0i0i4hP1-@Tl!k^*A3G=c<9 zGR!nj=F09JY1EpyD|*`|Mk4%riW)=sjUUrL5Vl{UYNfOtD*HL*u1<~&58}h1AwH2A zTNVdl3e>$UjBuu zfKuw_*Qt1G7|skBhu%DdwCNl-Z`3^)w+gp~jM^9Cvk-ub2J}O>%(x+%v$cHW&y1Z$ZJa zgB2Sw`b7OpVX;;iUp|%lAQ{^;V&dP6>Y{?@LUH<`1;6}9jbL|_MFm3(!u?g%k$|wk zNq`qWr>cHyf#cd8h}m{nE!otqo~>4Saep;x4TNnQ1;pUDusOE!V}W~eTqLsN404S2 zrGx|lx59Yt3_DLy{SgPPhI;&GgW>#YiQ)J|hxMN!VE_73sUC1G(D-#JT=2`HH=BJU z1Q^I$S|Hn%NI=(>h$HuFag0JvxbU^ObckL<)pZ~>3g@3jx7F$)u}3Qmh7|f^gQ_5c z&S1%lzy?^4-3p!_cKj#elAsU97g?Wrxs7U z45RLP{~?NvAC0d(a-V78%| zO*>A=j>VE&JsZ?uOQSmWg&xZ~_Pri?uNF;4GwtgYa_h}1vU|OnT);c8zw}ot;L}GS zH!IgX-gehx;M2wgfshN{szOu2XgOPu=wtC6`Z$QaoX>xhf#Y8Oyu3EfJy{H?)yvz; z3P_e&^@r2iPq7>7t&h=dS^GYv+6;Dm{1Z1I#de%xFOMrC{M#54=`j@A+JV(M3|X z2U%9`utXQM?zi}=p7M!EkY8oiT@o(u$CzjN)t3;uB#5#mTI4<3>~KHZC|A@DeY6I6 z&6fMU?Nm-aZ8rGn^`TYfheY;53 z!J&k{lxt%(sup~_fxqOFZ^*^tof$iSQ2Cg&&Dc%pDuWP33YB26Hv*!h8odgah49n~>Q}sb>zD z{oj+q|6-*QoySPcJB?RCx{Os&JB(S8MBv9UwZ=Eukvfe_hR^lLg%3o@+%DLWp6OQu*fWOzvo*y!j9U@kjA`RV!~>>C znuIOl)UZj?qTfv@?;sEV8ofKstJutICG5Nmj1j_eut(Wyg>Mt^%dL&06VFY+Ej1YR zJ$6ba#Z&T|TBqF?E2bT)E}230Ff&za<~6x4ot{kzv!cp~#bUu6r7KQ5PEQISrB4X& zrB4Wkv*HS8LR3l%9H*xMSJ_dwQx<(|Loy@03os*iNL0$*RA`mCm0a(8Mz9lOh256W zI;tF}uQX>2){d|ul5f3^-nS{eYR8#QQ!x8FO{~tn-d?136@UBZK>Ml+off$IHqk@7 zQw&7L;a{JQ!~vV-@WG@r$F_WA0lNh$tTh;9$lPwU>KCdo_L*`dUE6JdSvG*2#cfpl z(obFb{kq@bFFz(P5+OzRvgvqZ@4i=={m);5y!{~)VtHG@L4gqa?>z`q)W;70MeG2k zq)$!sxPJ4Ja(0c;OvsByxuMTO?9P3b3+Y7oBQ}RwYsEE`S-B;Ph^`x-z-mMiL-y#w zsHysO^TU*@>b!lGSpRhU@KwPAXdgu=!!n(e2&b=hCx1}?6Z5!x_)abO!r<>gJJR%#0w4c7uXL+sE36B1ZH6;ps0 z3Oroyb8y8zIcIb%?dIq2wWBpl zF?rYNY2S_bX3=IQ+M&JCde|VGAydq4%+N@8dRvG9SZ=R;Zwp zv|k1oo1QDiw$p`;FCi37hqJYvr=xY@D5z(HOtqWntJe1J)O83{82G+utn>Ayanhj6~8w9Pg|9((tI0ca& z8pD);#4t=Sq51onqgk;H%kyYNxOUoYhI)qBMX{azkOw?x3!wPSt@~T=+~owf4D5wk z2iAkEMe0=`(pw8An`6cvI{Mbb|1#j|{jxE+fLTj>Nh}{1)f_YZGVi<@;!uywN{CQ` z5F;;UfaR0S042jWEGH&GQBf8nuO2?fp{5_q|0&d79f16mN6kD?8CN#^kU@-cnbrWg zNJ<)smN6f$^0Mp_x9Gzt4iDLegKP_WMb?^7lb7EW?DT2=!AHzU80^6?i4 z(}8<*K@ha;xFBkJJ#?2FcDO|mSTd#sk^OfBUixpFQ20uhQ1oR!5QIj(fqWl$+4*Nx ztV7pBc0?Cnsy}^~MF+@BmFFB%DmsJD12EVs`Rl(%YTAQW1{|Qyqks{X$wj0jI9(JS zp#D`HA}blc^xQE)%D^!0G$XwIcvrTARx!Kpg<@$N^hJxtlM^Xcw+D+CcjDeyeo=^E zrXdbxws8HSp=a6%3nQ)=|1b|Q0zqv$KsF_alo{to^vw4_v|tTpg%2ew&$0G!}-Y-i*dmxrnAK_X5Qi#Yupa7;G0W$;55YVwb^8L7bArc(cSx zHvJ?I5=ga?F?X2i8YCuJ0n;v3{&`=&C2ODz4}Jk+AyB*>m)#=s%Ok+uitW~6g1(P- zjH;SJK1r|~;LG~SgdtvWb$B8XXsq97v=O{468rHGB{=;F>g>KJvc0hYq<9(laKv#k zRoZq`c$|w1bHi%p1@SQd*7a|H!|zC|xqH3+s#t9un4(DvEV__Pqeneu?<2=u>}0V* z9*XnC&{`pME`xTqm+4lNSW`UE{a zBDvDzL5cP$YpvGx4E{~3qgiuiMs13CsOfkWKCd}9_f`6NQ!Osn0C2Rvd;8bIg_>mR zSlm#`*1f?Q1{RyS)R8&9HU$(qvlkv9*eR}uU{5`|yW->Wy@|Ao`s`exEehZk_x0WBvFctp>_9xiIJGybMp)X8hvA<9lih%L_&&UfW5xM_ zo9+^Wepzq<``50W&HJs}fvfIoVms}^*X!;uBZvsW3Z4cVJ%u;MG-;4p(vnlt>LI0- z)r__V(@-DeTn-YX^G!{3T17{^S050P)z7ykpzCxpdu983Iy>Rx874{6%_0QHul>2X z2Zw<=N`FshJ(o;^(~absp8aBXXSZY8CYyHj;1^D7NlH1b8>|C0LX2$>W`iWQaCPm` zZecrn7UTQ#@jz?evAgeEvin$#Pa=SUCHl|ap3d+G7yQvP$8->t>GU$fNe)Pu2>A5S zE`)6gbTm(V>*&PAg!N!(1b6uyj)8rX%{W^el}+~)p(=AZx3aj$l^o_>71nX^*G}WN z#`pf=?kCoId)1*u1-xI|*jK59Ug_s9|M%&=9gOhB>(5%=)b7v2`(547>EX@K?%N%~ z_u4(e&n&{bf8`#JQ*SvSXCVD);w$L?{2*{SY4}sudWHu{t(1)4gCLd-LU%S=FS#`Oza$-|0@vO=8V>k-4;8d->!Z^7;sZq=6)F^`ahWlQ;h(A zXSRA^7sc|{MDB#EW!F_szb|=WG6Fib1QUK*0(P4R-)^42H}0f(K5-hN`)OjCLj*A= zRrhRU)bAg2ogF=~e`SlJWRRGoVcBRi^#&x84pNvGobN0j*F1R@bz=Er1Qd3~{baR4 zIT&Rf}&~a{$u6hmtgYGdzkgXtx~c zuy((68rs_Z7Kt?bfQ1)NX=dW+%R#_KsTDK$eLSai|7qe>5^=Jbci8}U2qhD&tmF@I z8TMhf!C#{PE%&f9-%$q=EmLT*$p1oTB%P=+oV)&RTaWBuZ46eB055GJj-2Xl^yb*p zC3CuA?Tn8T9L5bb3JyAHakoT7Yh>62ndrl{&MhfrYJ`^`o)0b@AEqd3ZxytoUL1rj z%t4zTLnl>TrIJKS3o9imT)x;N6*vqW4_fd<1ceMEi5!d_OA6V{Ar*i5Mv9d$DVK;C zxlDS8b|!>Ox=skSwr4Ao*mimsB-KSd7RiX_b^;N{m%!2vbduT>H!m4?4jsW~wl!nR zzUd=#6N;h2YP;up3t>JjkByuaqH*LQY(sp0ik~~2dL(Jx<~^;mf<@Q>O=&gxdR>+- zDQnybGh$|paaiKqX4Ln8ID5;Wy0WH!JGi^M6A13^7TgK$7Tn$4-Q6L$OK^t-cXxMp zc@H!9ziQ^0`SK1QPAyLD+N<`d?zMV%_xfF5CLINtmC0siji1}#MK#t5TX^iVhOaCV zE24LKLRq-!H}7B$jLIY&i^LXwJ4UZY5bPLj4)N4mcy|73Jmft_1g&oPGLJxd24<~K;z(jiO?6OEY=&DY&0uukjKr5b06%v+)pZV)gfnZ zAdYha4LhWinHMFfFHMcZi)0;_g0Z-(^eG06gCIlF#>o5|skoBdpU=8?!+wM}Ma%T| zVj-y{=D8Gv14QAi)q@bq$!}{QO2y8va^1*(;o<(mWTZHj0PW2nh+UYydh&u%D$)Ps z;hFXwI-)D9uy6iYmdXc$sE|k2bN3^ocd*RJj?@cj`Vl3 zl?;e?;c^S&_DRNd{2Q}K_~3N$#~63S5$ha=r}&(3W{BKtAj z-=eVZt+f@{c1w>MsE4N|=0BcXhbxd_K}md-Qkh877h?ssPC5F50%;Xj0w7!pP{;%jTx ztU0)szUg?O8QlMTBL{sX{cH6Q;^b%m#bD&1*D}r8tKhgWvOZjLE(dLM1z)dSjhnV^ zR*!pgDgwQ~E-$}-fcL!acvNzEq~qtf)wGD2M)ckHtkKTJxz)Q%n>xQ(tzd#fr_NNm zRhW5`x&;p{0u^}T_SGmg?q5#7M`(4Z$%{tJ29>V}ilxYy$FH8e7R1$MSkEJgk=47LhKHfEM?@w6Ef+eDCm@-IFbX%iZnQU~puGZidMTm-KIy2_qp& zG3rT>4nuIHla452ZQ)m^v!i7gaZ*>wzoH=WL)Z2_@Q-0cve<8iX_JRZAgrMTu0F7t zjv`JCqkvyUIo9Qj0|375K95#Ku}26z1sD}z4*RxQG2u960`v3Jk?_>l)hmZe1T`@yBPTFdf9yZ{f6O2wS$vdwP1(hO3WXfnlBnB8P zELkK*q)I2OQ3uUkZ<~n+8~$+(vi};J|7!u!%6ypwCJeWye-#~QCm*&!aA)L(yTQYB zmUpGy!z?WR1|BBGIo&bQ+U9MAIKkIUUuC(JO}GNCsRYu9cuXsC)KwGY9xMpGnKfUs z3Gt0NYLW3YH$>RA#HdFmDE#}xM;^E5E!mkgJpGCi-x&DkIrX92nN;N_ji;q(g!3)1ZjS~uCND^m7{V`WN z7{VRNR6h|PA@5V4V1#cXzcHgQhD%{A$z1z=&5@#FtXIy7)O~n2*toy->tG7X61k@} zi;1q+UaoO#E>#`rE2#pDrTGaoU+d?pk#Z8}MUh6_@kA{il;^5&{)ttW@$uOHN=?SI1oTw|8*9jT)Xt z@6Dz1@Bd;Jtp5~0W?}gMDSiBh-Z3LU`S(MDmys1<9v_;=3P$$Uj&=q{_RtJ}iW2|T zETokrt zT`ZC)_m(aWpG&5@y_T)?<_(jZ@eVwmC%(0Qd^1R#U++Iw^sG|A^3I-1ZY=3s3u7f` ztJ05b8+}q?A&;aD9ZGnDEPnatpaCd{7`6+Gby5BLd+nA@EWDHH(} z@cl_M1flj*UOcurvg>c!JpZ(4YG`2Sg81_{E7Y(z=tzTkibG9EGZ9v#cy>dou)5UI z3hYmkSGoghsE`JG>@loHBx;JN2E}H+grgkv`L}@%*o~n9MY?Xjk!g_R>T@CN4GF5~ zsH`Xo(&2N$lCcyuWGv)nwTMKa(x|8raF^U^zL45f8N2Y|cT6N&=AbLUhYnj12W`4d3s(5n;p4$wt_au8$?7;ik|ATAq1Ow zYHNh-rQIv!Q=X*eal4^ATb=d;*uXM_FTL}ZF4!tR1B;k4aip}yK8Pz zmyl)k{07!dPrk3?sL!NUNNT2bF?p-sYd(jG*$xrn5mPA`N>2^d`%2Xsizi_EI?C<0 zL6hZO02|h;qX!|!y2Me?hfIes)^84jJ&nApF~Txt=GNJns?nm_ft#5JBblm-khhTY z7s=NQ`2^4m7qEas(#lnl#l%at&Hb=#gy<85L!4F8zND_iXzveE%Gc>hRRtIPCZBte zx5#K-03Im-{)n!AF~Tf9Z9!CPX%kf~KbQ)MI?VCKV1R=4#97pK3S8zuAEWaVEM-2_D+FTuz21R^E#*@4H;#J8PS^Xs;4UX&GHCF^BM1Lp*nx%uz?@q!#=}#;Q*u zC;o~a5-SOMWN3v28FS-Kd zC~Dx7@4GD}sx@p$s-HD1SMUVPXj+d4sT?(l9GAF=4ZYbs_qE%CgvUytG_i%>iN2JL zXunwr_{a=OS~8U1Qj}2ye9k{7NLVdn#D>Ueo zzcKw6-u0JV{u7{vRb|2hNr#B;dZUA{ey_+$xP_5Y@B#j6;DXwz`Lqymw(M?l^UX>F z&eQ1p>w$h?+XrTZ9r@U!ERtH-RGA@DVT5f>ltA+jV^tt1qT*6U=gjgX#NGoHQKX_ll8VUH^z-%PdvhtmpiFUQ=Nx_yV)y`NL|;T?cP0xPu6eT zVn-L%x5t@GB|b!upzkor&Dp`BH86VT-}(h8Mi6Lp+$%JlGOjsA2vRxJ$p8w(-{l?si|c^;_TCzpC;k>1-gz*ZzyU1JKC-*WH;}+5bbB&cF`97tjOt zKn_5d&hhs>@J|TDU)^0=kt+%ikBvN|c6=&&ZIbl?6j~68fj>axa4Mjh1g$2)tM`8R zv(13Y(dhNk&|0TYq`O#Y%w7K1YAlbpPv@Q154R>r*e_Z*ytIDn$Hz^S!P%0VDBK|3 zXYZ{X3vgcCG?kH9pgVpNP_kWEC8?40X^7mcJwrv24t(4G7J&LB)s2#iW)~90l1Nf> ze-Q<%I&&? zx=i>+M5#i^c2hve(ja*@#q0d(s8MS5+GnQE7<0(;<~Wc%=CB(JP7c0inTzh}Yg=3F zpQ3|c)bH~=)MV8Y&&s@3DMu3Khh1h4zkRRh1zMOC&nX$U#H#^mQ7-GN-`=tu%wht^ z;uBNdO5eLne5z$EXWMgzh&5QkL)4Sv6aMj)hE;skwz+Ozx^5kI5^rKyDvPHqG5f@E zCR%KzsL+MPZ?pJY=1I)$ro+^PThdbKelrWpBuqP;W3u4@nnxste&e;J=3~3D+Iwe` z*aI-avED04w(1f1ci`Do;o1}*f$`+I2;XZe!u_S7cZBR(RF)a?3(VHF~IWoFH*fp z=*9i?ab!ROU82d_6r_l>926F*%6=|dYwcz>Stc&}0IJn`yq z*llV#YcN+rKSQFGT!1|l>h=%Ugp6`O#n=qiL)M|YAj25)bF9y%`OI!J{K>zgkfZeF z=C;CQ+Wn}a{W?fECs#58&Ft+?J^hMm%JU(sPG<0%*`xGkkAzh;(c}`8+flyT=2fQI z-cVAm)k1X|h`@eFt5Pno5%^ZG?^y>OCHeK{rw5``j7)wjJ){Ka($VYIh%`N+apOj_ zz*H8lqexeCAS5+fej=09=LhFffsn25qP}KJ&wZyzJ}S!RKtn=6`8Q@luJicyVXJ4# zNh5X1X$X-GF;$rcoy)5Ic);*_{FJkvM%B##4aW{bOT^gHo1qz zr9W^D299r~+4xfej_e}Garw{+?Qx9Ztr>z=Mi-GPxn_2-IMaY8KD9x2RmlAO)SD}r zak^z`6s^p#ccTKR{>P7ElQ5Hh2jOSOm*ciOadI_vM9hvZ!9$iA;=|Rdk4DI(m~qwA z{iTVZ+iC%O<&)`Lt0_SKDX>8g4;c2EJB1xQN<}XJB(1@jrXTXz^^3dn0XDxAi{bCv z$`enX1xxpp!fSM2!_-x#szd26u)%dF!t$(}!w20-qSp1BcW-#MCt=y`?=L_Ev3t}1 zX2l<|%HOS+mF>T7 zQy_hSf_b2YyKk|$V7PC>Jh^aWPf~5YB8Go*2awBheW|&~F04wuIYVoIVLm(_C&Ilk zmvZ9?=!irhIA-?5lCeI3$VK<2I}&0#xW3mTKk@pyZ^-r}Q%n_`Jzyl<=qA|3^ zJrzJ4Y7j9t+W1mL2iiGZSz2TR_Wo-A zCdNc^Mn7U9&!&`x?aDtVKykGFGW z!5*goP8~e-%9GO#^eMWP3+ezP7+GlToa_QWpeLrIpN;B3o^nZydue6Lg!PB}I7)mk z?I#9%q%Wg(+=wZ%S#tYvrpq8NF5Eu;H~ho5!46hrT)3AfO9G7qGT%&af-sruW=Bbs zkip9BeK+`JN`)JIrzJG!&Zrx}Y)Efefhl8tdPh|ZmI62ojYytA2=}si>_6ksnz%bieH)BhbOGCs3%CBSb;?_REnh* z%I1~x98sj&72c`oN#li^w}{h|NoLW0I}O3+GJqhl(wB!)pGo@Ma$CkNCKdvpuQnud zxw=tS_e6f>;8OQQGKV}ncjKqu!YdFYUs^8QPg=a52kqS79_}V#e!J9$Y2rSs1cF&~ z=Q*yrcM&656Q?%h3wiSf&OYF2$Fm-^-l#w+{TDZ3|3FRs-A$Mo|C5^lSWN(q6%#8U zmSFjNUgu9%)L-3%Cr&zSRsgo|-ZM?nzORdN0i>A1$Oo78@_I;A#%_B(rJMGP}Bjx8;EkT0hsq@?0<&wjF=qF*ifYyih z^yt$9g7M#Vt{ACk!5BR8Cbklqc`b(sAy-f!;%ALSNGtn3?5)wpEg0$KG2Ah&cEa(8 zdc*j@u9OioYIn1yc6#vfTb?J_KWeQIQN!IO6TpO9TZs9~!FV7->TaK+~uz)_AOQ%zw%N%Csu*2+c9 zek~WbCE4nk2G(2Qy4m@u2#nXv$KaLAHPx(cg@Kb~LjSr34{&GG18qq}>mJV-WPbwg z>zGEj>?_0|tdR0U`-!Ei*aWF^=n6C!x+`LrWAcgGROom#)s1U= ztrM7U_b98v&mz?vG#@)1UtHe3uW<6pydfBZTpk3yJk}W~)~WV0g zDDXrjGW>5%eINYHFPNwL=bCzoUPjZ*yL~cEb;X#?vyHXyXgSAeC7AB)dcyl)lGzIH z`6^7{ZS{2B7~ua_A)TE(v3~nHs5E`PdlRS))&Ag_0$5S!eX)|4^v`JWDD5ZK_m0CO=6OSMc1P zKae5Jd0E+Dvtmpj?~6H!bO9B82DD)}#0&1{N&R&pLt^UCiMU(Fbk2Q&WD@m50a)oZ zwyF;Jq!ydr48t`P5ehy`FW@f~0zK?_LyKPz=K3}lhdar6iy>jk_(C1l7VQhxgh;laeP20Y|PbLMYHT+u&Ubh3^A}bV7QP z2_Pz#1`E28H=Ix=t!u{@X80s{eUHpd)>rIy=I&Z#eN&$`=S}CEwEAyG^1*ET`-;N! zpHjtu81Z94VPpc>$ltlIe`4nTW+U=kGC>Tm%kE*CK8X91gHSOsm|mDjAb^dx+Xu6m z*Ggc0Von@)dHoyH?V&tT(Z#QRCMHCoGwYqF#hueu0ZFg4VN3tEroqp5DQ%4jT#v{h zm#s^|_i@SN=9|s zrY!&~`m7eniYRhE2n`I5(W#Y&N(3%c4YS>|9PQw3#lQp+Svkg*9V{m?g9fR#;-YT1ByE~ZQz|Z4%hQwsI!pQAnd$3(o#V9)CMJHX+Qq`|5Z(y73x!!>! zpDhCa#SuCFS+ike`cI_tKOB(}a6drx=5McYf07;l>WFyJ0uo^Ku)_B|{hD12;?v|D zzJ$$k$y0?b%Fh1&PLD!}eoTy;XOMS>>8(2th!73jHK}(alqCzizRxQMxnmYk~ zrl1LKVKu;NYW&$W6y5%o4}Cu?IHaa6z0t{@Wzs>VVIW@!*8t8a6wY+{&^D;jP=w#I z=A39vaxX|CI^{V=rqd%YuJ$c+Hf0Z!;Im(Jb{<+m1&SvDfONjLAt#YQJeo-f_98mww02pyVH{YB>$yw~=ixbwufzEHb{sr+e$1RI0!~u)3apEQgQ*QxCPIv5Z2Zz914|n7YE6ic=dqK1EIWgt7x35IM7NP zUEQ!^jg#h~4~P5IGi+nYPC3dDtJm_LmYIl=YC$Ikxs}(*jv%D>aHyuK402BI1R~mY z&qox>xweG2LXiSE9;!M9VHV8bpKJYP3;7!zSh=`ULkk)gySMD2N-M!?XV%9n++@Jh zc%o}_hazPbe8FqAdxGK~wLDz?878NUM?g*T0k?O)+(j%wka?Z3R0_<34A?;(&5Tbj%^ z&Xz2Izs#Y6Ft?_Tg(Hr&Y*~|T!8H`L4|V`#?D1C=mVTDlL0AURzHqNDl}7yV>q&UG ziV|4X8QwyG`*+3`0%(51gbmK zV>g=H-Da8q?!VRGabqb*$NPN@nFF6e9Nasv0*TauT6iFnLG?k;e?#?_V6jaF@$Efl zNKgAHFA@HIQc>3;lH5tDtpXI_C zKdI^8RF5SB?e)WVCsd_xW>Q@O{IJ{bJ9Af|ZCo_kx<5Ir&-WC~#>Tl`5gW%u>(S~d zpC8Ja6_a8_`sH?!h-;LvXLe|i*IT5$`#}Q`@M#a{#hxy&HJ2fdgc5MBKfm$pK)e(Ujq4rgC!?O(Hy>q&gVnf@7Z!pbWD_O`qt5q3TN68s-dY|vG z_g>`v1)DqZ4JZ5!Tk1WkYW*Tz#2XWhhXJaH-!d{ZnQTJJ`f4SeL!|?Ft$OczS|VDuL9WCJPv-}J8v_-f zg`(>E4l~r>s;^s$egfM-jjda{1N*aznO+4WPTSpqD}%K=*2)0*TvDI5N|K%l2B(K8 z%vqoCE1$Sl?WX()?99m&1LK|y;1yb`cP^TPR#%7n1_IqBzjL(LXG>!d#PNYDW2z3o8DkQe{tahv$t+O95Hd=_U_2 zTZj{JI@>2EUvAEm6F^emhP>zlnM4O_9&1pa81y3>Y*7(aK(({3?YTzqj8!wVs>09 z=i*Jnaa?prP<2ES$5hFWr#IDMjcwr*q^Q@y$CRKsPR(*bp^C9lA*#pI(NnL?!ui(J zxS^OLsO{h&YK*mH({oZlKeJ-kBM&n|#I!BJ;;b`^Rjkx%(N=N>p;{$k@$|#iHRQ$W zOcaq88%yhINWN3>xvN#T_R0Aby?}v+k_eTrYE()3n)9FqJ_?Uh1TY}b&Ct=QnQ|cq zJgRcpB-F(_tm+(0KQO;RJjm2=|JzFR&l(Rq{eS79`Cq^UScVvw|JLNk_$SBxuaPQC zqQICE2cXIC9JS@sfYS*(2M{tc44{K12Mh3;4m_$~Dcdr2p!2f2{@Z@*%eSZde0>!v zvl8kGJQM=Pv`E?Wfn{sXj`#bNorm|y%eR`#?Z+!LbBCAbz6W|Q1e~x=w%74*QQlrW zl^S1ypOaGDU$84Biy(#sFR}Rq6yUR1E^Xo{Sz$|L z#267mW&Pqbc~_#!=i|s431R@soq}fD0V>F9q_mFJt%WDA$t70Eoz|x$dXs@g&2uo1 zu*h2BhT=*X3X5gh!o{%#t1ODYU;+teN;Q^U)e{n5)eG!c3ybl9#T5rrxin(ekZ~@P|OH*{YxfhWe;u`7oz`meRFwT*Am9VLO;) zRRVNz$3Z}#%8(t1pK)+2O$J=lB15PnOe!u6vLd>~jhTzNHHVvQ!UH4`cH(72A9MFL zdUGXSDj;XhT13SG7dk1hi#M@0INc}D`5l;kUUyjpW-pPq@x%%iJ)oW6!i%l*6K6W# z#E+fkPPslJwXth3ry&s-T{b8wei*d!^-oN`=ZbdNtr;mH?cc=_q*0`Vt+hoP(hH=d zIk%cJ``4x3jQx*ZLk$QIZ-yg)kb%o82S3T{4H5lnebH`)O!k94{OXVik^MhH@;5sHfD+ zJt0!q8>DtDx~abgnZ}@uE@r%_!?;gYuNmziD-T?_NS?Pajfc3857B+xtPZ+g31uPF ze#a8N*^@cD)mYUKxm}oYgbp&+NRd2pme;=K+2wzEw7Pj~_z9>SE^yY9Mu0A01Vx#= zlJ;npO=bM)gy{x(=ST1wd6bPR+On`_`l3KFr3O_@g)}0bF;WNJo(0A{YxDG+^DI=F zmq~%YzxL>3PNJaI6Z$FTK?tyJ_T8xa$}4bYFh3TBrc$T?%l!PVO4}|z^7g29$$5rv ze*h6NP}zl$L)Gp0_V)GVBM94#LjS)x>Oad^Z2zsVhYe8Z2h_0sHDdTk*(v~SyLR-|M0;Mns!=N(iiF$G zI`xXVFg@LVe!9HQ<9l-hq+PwxUtb_!A3dJn+|gg(*k1+L#Z5QQgWo1$pRP_Pm#EW) z4{#2(HO)wWnOHw@=5+R{%D~cB;*oYc8T!w!^fQP3nZNe2^Z1tu|1Dl4x)AMZraE0< zGGWiA(f#|}7tEvajE4L!LKNEN@tBQ#ad1loaMW*TsddkhH5}8!en$EsH^H;-k~&Y! z2T$oapLh&|Np`?|nSt)IxXD~w<4Gdj^I`(xsETI_$UGlnaI(|El!PjG4knnpl+?nx z)jVi@Ekc9XpE_>9iV@-ZEEJRvlGA~=9d~_g%G}zmr66Zn0tB%&%O=AakjKIGO zcqo}~v`JIi1y~|#`r%E8eP&oL_sfB>oW;;RpY8+a4-N!HX7XYIgB*eET1GvP3yFQT z??x3nl)GR>mQeM}$#x#ZFRT?E0yhaFxtC()A7XBlyNSa{$WN5E!w%%U#Z0Wt9;T)T z!(2LQSpukp()UD zoy6CQ4{ps|F4>XxQGjj`uMJaPAQu*w#G>OQl2IKn_5+zDF&C5eaV8+ewE(QpuTfmbq@lS&6W z_l?d>yODxT1+wSnTasncUYfyqs$K%+G#IbCiRI-c$nyTAA;UNMFRlpK;p;6Mn!(((CF z=Paj{@5|?689Q&fqA!U!ICLINXn>;$-_8)M?~du(I^Wduw60iLG^nWUCtRT;u9;l9A#&_6zAh`c<|)q!dQ?jBFN^lVLo(sIce8{H z8yyN;bUB{lH&nr|6eHEACea|4#BOPLuE!8&!1hf@HEPnK%dgmw4R!S8P2B5{r$7&| z<-X7!U?-|vfiCL;el^`RP^VeB>=vq$1F0o_wg7>9+fJSHc|P0buB(5uxPPg)vHX{= zdnP7!KzG-_zb*oLJ^!!K#W7SO{*h4xwBq#D;4Ob-6d&Y>p#gnfTNojJ$4s{9ma&;l z=7Xuj=L{`op%9x!ZhJl9DdQ4P4^eAgnK#?xh)z#j(w*wo@pHRy5wn?nYLfVJNX-0Kk7O=q(#WQ>obn2! z!y5SlwgGXv!<9Ch)gqFr`J(atNf5dzB$-AWG`$M%0_y$;0zB*>-WK)EJn^1O?4)%~ ztMQ%&7#_{)PrtvcbzoD_Ef>TaI8UFp`JvW*jeMU7qAzh9WFqkMH>~|40&D@w&wg9N)k8;F1?b0& zc0z3o_*-JxdQky%r2*xJ!yx(tK<;<)R5k;obPi@(-1Z29PEL2#9BPVCi>?}0D2FF` z@mj4$imozTgu>YD))vmS=1uTl3+gw=+Q^1s-iUZo*FJfb;>kIkEq`{yqT41IZ>jbB zH+%YL)X%`d&hq~=0r7Fh=i~4XA;X_1eE`cMG&7)5$M|uaLt4+l?z@Y|N1_ApO7QXd zmn-w1&Zi47@6ix!~4s*XLBZ7o_ZW|Q5j(In5G*_x7WNRKZiN7CYMa=2yx9zQzR~0P1bhb06TI2P8-rVZ3>h7{!R7;<@50xZ{nstp zG$lv=Aq-*9*C$#oIj0>ALB5sU#nG=%Z4eL83sv|our^RGjSOp1X~HIXblXM6YPUm0 z3um#J)H-L5gNh3E`Q(SIvuD??YuD4oeB~`3n#cPcI%bblHm$SApFBN?8S@BFP#g`WwOZB4&>>=5i8>bm90Jqi7O0YoJ;vgY!5@yZ%(uzfkq{(B# zLiu{|B_Updk8|Zt{4f~4epQ0cIQ+VH3dI$&PswerV5)9a!OaQg6ixicLSC{2-_E2n zmT<^zO$9ZGouA(nLK~jSlQ{vWP5K{rhQe>NN^TA2tkoKfp{TLGbSGMCwl7V)Ygd+L zg#<2i6`k`+Dk1hhUT0({zR~-QQwYuOrJpBaAk(vqcucd^8>Z@HODcza)x%XOU)v>J z9vxm>W#(6e9?1(kqZxEG&+dGR;z$8Bla*VCnfj^x4`NHQ=2Bq^Q-9&jmsrTWJ0~cy zZ@C#U`~0tI32#=}%We{f5WtbS*P!^H2vMbGb3DwHN?S?*lN^Xwpx4YiAdb?QLo#F; zQEYoQ4dNO^dh;$%S6mu&+gZ=K5Sw!|jIx>2PCZz-Yyq{B1%E|qx$jwaUcravLr3dkB8owrO|J-d85bf@$fgb9`qG=xHA11Rn*@v>%=V#P;2t=_VK&r|o; zJ$|9N-0kfSy1v;m?o#4Ce(^u_TjiCTDJl(>qG$NVRw|Kc(rXO%OqOqTcqn{P|5Gni z*{j@&2TG*rn9`M(N;@R(uB$?En=i@t>9ip-2AmKUPf_|HdnwR~R_8290wFACo>1ir z-@tnLl~7pgH&&3-%dzTT>-!r~$%-Jidx?=TEz(lQqiG7R04Z?pR)9DeI$w2w$6kzVOk{$t_wDm>u1=#Xyl44b+jN{sC)A^x!NkVrq{c zDEq39i3b0hn)9ge3a?72j9bYs{)MS1%t>`Olp9#Tl-pckcd_yt>k;~rWSByg2#urH z(4P7&G^TF*s}m;US-0cy3&nynodr0wn92>JG;~~w!Eo9X;E8N~SL4JALSEeU&bXXp zfqb0-kLB2Ab8^?Z)4tC4(AM-e|N3_67HELb$-ShptKB8<-2LiGu(@b`e7kt3o%PUI z)Roj?_=36V*O)){;{gcT>%C=PU~*fo@fIVO1X-$}OU0PDl3Q5{nD&!_R=Nc_FuZ?P%HNsm*5|s45m3U8Rxi zXm7CeAoW`=z1}Mh=6;)!jh~nMYBmK-=?#}}9&=e0(LjZQO)#U`m`l1_mp;wP=Rvq( z-^2i24H&n~h0aY}91ATf*eVZ+U}EE?HEvQwcr704_ZyR}YaOc6cme}k$RqiDSD(j0 zeg$KTfjs+TDZN%)tkF5$pQwHgAoZWZvp)#6%}Bw0YEcBw@VT~CG^lZd#uR1vs+Qdt zBhH16J_r)qkO4{@K&pg{*fC#R8pWr9JTNf6bN$Vc*TI2DdNHMKEFTi005s~YMv6~$ z`Z{D10>i3t7NItffr7cioXpMAr`JxQY3#E}Qg+1mg?W6*@Zz6Suy*zF1hIoWs z-8W`jn((nbANxB_v##V{moqw>3tC^x$7;%4nIK-%T}jUdsGe{>NRLx11T-i2Km2?` z3U+VkONM9T*O)Z0r2;gsSx_%pc0DivoHZY|472Oo!MWo3e7C{n=>ol=3h(+h=>ev!k~l?Qqr}l(1LjKN+>0>U3k(_O|f#G{z?|+eG;2 ziJ7o$b*o07**xU1enrk(Vf|v#mQJ2C2g*0Wfz})L17l1m*9wZO=*0X*gMpbOxMfON zpq0dUVfLA(KdTIF)-vQ?dAWu=gVWmOdpL8?_h0&<0|Q66>>6|fhW7x7rLp86Y-m_X z4t)WZ{>?^`IRyA*aBdZ@6`*-m*>r4o_{O0lUjWoWL!(V(A`EQFiZm6*MMxQq2d%dtY%NZ!etdM0XbxH0B1x_5Mu+ldyN_#8f&sdSP^C*%_iH|=BrbK1L|!8rdd2u0fZ}~g41Y(s zWJCkOhVE|148h;0%)r<*v~g{5`r>-NWI31vM)j+6Yqq8^$=;EFr_@ zWI7i+Cbz<&1YGLd8vZQB(5tYE(&=MBoj~#ro`us|Nyo|-=)G;<63;__UMyYRA zua#0nU>$CIDS%VNgYYA##i0xw_BLgu6me$pL?x5T$?xDBR1&UcOct6MokK;br@P8g z_E>aD{yyo^t~$*`j|yM2qW6vlTnc=NXW7P_t;#hASXYBOuZ8HYx+hz?p85WdWGWs1 z{G3^Qeg3gJj@WF29eY(y=&=x`BWat)aTW6~#N%3hqq6pOspo|CJe?r396I{MmTccO z9ZPO`xzr^$O7@SEos4E)0>L&m_fHoA3_&-DQh*7lX_0i+ejVLIlzU8b@!^D~AXHK(V9*P%L}j`dhW!wEF1i zf_g3&WS)Rbf}N0G9S3WJrz>X3XLAP|Uk?%cd>V$yl>C8;$ZJb)P^HI3^E!SUr3|Ju5(AbXj2b7AZ9vFaq?_3?+@rbBVn_=?x@lm76mLss^{8w-Fx92 zi{1?9scpr(+ljY`2ok?|v&PkLqSqSRSN6Yha+xSMH}^-sR-cCTn~T(d(mATy$u>b$6xmsh77Bg)5jfW{9PXX4Gf7UcEU=(12-|_+jF=>^l%QqUT&`%qu4RbywRgg)#q5fdCaphVn zaTViLNRF~pNVfD~le9vi+ykq0sff2f=hI2A7WZEAfi{GHT;sX75J%diRjB6G)Nn$0 znPy=a)IRIuexGjLN&FzRmxc6R>xTUZ@t1g$=p%|tTFMaNg>(;P=QfZ5Zi|LSU)uCJJWY?B%Tue?V?W!vF>dNWnj(PIIrKtc@da- zvCtU0em=Zl1N|Hy^Fwpf8zJG%PIh~+>XKZTS4n?_>R^zFMAUAfl85_%WMx@#Pj)&|YLpq>2PiDT<4-J_N{X~G!<8( zQcv?*uczYRExz>*W5m6Kg|s(S%C=iRsSta_v53rA0tFHj*C12>Z5E6JQ6<|%%{tmV zPBX(%aPu0->h(33ViM*&&Q7Ca_Lf`zr*N0P+dD^ky;jtDCME7+u!v)$+fm>4V0&Y* zJJI|5gfB>a9M+HqKavF_+5~61oA!S+Ym-u~4x-M7uavLh&BLf|dS=mWU?bY!(jFKh^ji-%w-M%lT%OEx=YH{ zR@WMp{uOF8I~y{Er1~>gY1f+b?Jl$V8QQ*&JgYG)5Dy6D2BHi>}6-*#^ z63O)Co7JDfIp*dRqAO&NrJSQ1@Kyl!WC4VK7eMI*CUT5b1J2{$b9q|?Y zd%EAIrpeF$kF$3SvK(p~cBgH7+P3ZPY1_7KO;6jlZQHhO+nTn0_B_vb-g>Lf_v`#f zrIN}{tz_q3>-HsVWaI*$S%qQr0*rDXo^d>>*4=|PR2y$Iq_qTy+6E+Pw$~s$XzqK* zzN?+b-VZCD-%Yl$2a{%-$!;4w&M#SerzNF*F31bx$_OrQC^p-;E+qG+-IbneSypK6 zuob24-A1eZ2t#R9I!2C`UE*|Yw%smux{Ge4G}`}6% z_8gL2$N)eQuWtvR`LFUNb)KBohH_6xgq~CsN!DC7_{S{1nDz*7d#4gbtCdntV>|)D znlg|S9(`01FYv>da_udmsMbRRI;@~5)>T7t^ooj`YoLHq3G4UPNip$#VY}_98KOa; z$Zzz-qFOewsNx99H5bMx=ddC`&tR!nvS2-7x~FEwA(=Rsl+GCK!-I9`zUvat?yf2) zKE2))&u)s;yH{Y@SI=P66ae~LjSn9?r%JYK!CDx*O15$1d_7y@;t$UC^|%KdPs#n| zrMTKc7d}0+zkZxILsavBl!_g_`PWqsM)<-l=A)Vmj;LYul_$;&`uB`&nakf(#~WHO zD`V&@>zPw#>H`)|Z1`4Mmm9aV88cf8mclsJl8qDl;B+etL3}3nmm~M-Qy5@MYM`(4*2^q14$V4 zQHb||8T9#L5TT8|$&hCvp>Nh?Mf=LCUxnK0{GCEH=qn@W_g}-i0vl~TZ(?lCt<_JQ zjo=jLd8%=oAqWm8whx6C?eo)!p1}|XRYK&T2@lnGgu4|IHnGM1J;PvR)-5dxdViu( zt1Qf5CGF&SqTnaSG-i|p4OOh1s+oQkWtFM;L`?vpC>F-}m$D1qx*Zh-mdsHwGIkf4 zG%X`0Ro{FmTm$;TQfLsg1X%oRR-wsi!tHf>7xkC_8dq~D)4t1)Ab^zK=L_K)Io))7 z!e~SX3zhyS5LBrzHxCj@RFJHbMYhp_TTFJBGo(Mb^4p?y=hBjfrY5xZrBFFFU9|!d z3Yz*y>&Ws<_op(02xx(ENk;s^Re0D*BtEy)4KyNBByje?RH#@9f?ufKu9@V+MvYW( z&`8Uje6G7&pcgd}=An_JiLm`{BSA0{C@zvRklQt#B{Gr!+=omt5mD-=5oyMPn0$*x z4#f!5%sZnqKDRX6kRL%Xs1T}V3NOPx%G_$y$h91v`M43Z1Lv?Rkl=37zTc~pF^L($ z)vv#ix4nO@-8dM6LaC*hf-#9Mev=Ybjd*lrH5>$`#ANGP(=y|M%duHki`?O+InUL2 z-+qiA z?1yJgzTfi~E&ITy6X9=sC)?oAXR13}CtJ~8PIh93nZxo&r|Bt3jw4gd<#Q2$N|)-$ zyy?kUGS!Av9NmUhQz`daJ9sgw5Fn9eaaPbn$xXZ~-|voqRgWjOa#XiHop4Ic(m${S#feiXJWJyYCkRGctXL;PRTo1eh#;2FL-~4mV2v;c|k-aBuSWpIV zu>keE7GYpL!$^tIJ zHW&Y;tt+jG;7AKLZpdd-@)L{j0*2)7H^_@U&U#`7nt8_zTY`0we$T9()$C}6FWyX) zy`Y*67_FVB4|RBLa`h~A)e&c0P2sRyr5?#O%C_X0P&=y$t=zyb^>bnMeFH(K`!?X@ zX4CtIrhkTV>&0kQ8NJonES^?G3%yIQ&kY)FY4|04=}qQ z%98TH-PLuY>w|f1XsRu(JnCmfs!xWQpwpO$QghUh!a?X9*RU+Amm$l-yMMpGCFPLg`ne z#r+at@znBN|3A*Ui1U7E(FUVl)L#7aT$quT9=k^jq~){)DqU=h^WgI2Uy(X}$Mk$- z$pT1@A_bgw9zj_pRDxWFR`eg_`+KNh-edV3%|a5AzrDq~`YoUx_2wy(DaNdgIb_5( z5fv;@gEeb9e#oL&Qb!p|NRva$Dn0NQDUi6x7L4{uKO-H@qS0veww=T+px%(i5J4C7 zgrlk+DS%e;gp>O8bRR1S_a%xU#iq!&^5ekBj8KlP>02pK-z17TEM}qEXXfwnm7Ijg zrBx$J&kz)8m!PTueoI}#13eHgoN-Tqt`>4J_%z|<_-$`1jjK(plw%*qKovujwCpAa z`bVN5)SohnNJGN{wVAj>mS1DpuHe*Nrhuc_1MskeVGkTYfQN}*eLdZ(R@$YE>6dRv zfJx8MbGZl2$k}$f@_9y}itBH@w*5@gE;G^_$o$I*#^))a`QeEworVfjA`LAxQ%QIB z)t4x-cRYptpx5a!uB6G=4TurC>pou>=t~xbf|n?V8>Q+`Yot&7I|jUBMNCa}s@{yi zrpIi9iv_9atpgF0eU1tq`Z83)GRY!wPPsBvKRrdt=vDLcrB`1isvv`~U!*u07MN4$ojL1&#ZRIyVT8x=6&$i?$nT}4VJ8fqEK26fFc{fq_j z&BFW0%@UT6%mwoEsf*%{YRLY3yxa9Lfj6l);ay6v{m@$LorqQ`_jb$A{4N)E{vx^3 zM?jQwfn0incj2pE zdi8H9jfmjT2sBRciB>e3;FwG1a1af9KDC`0P3HjS2RTexW;7|5Mx*f@`-`EJCr&wP zn{^94zHW!lDuQ4a9BkRM4K8>(9EusB643Aibv+b{e0|wmNFGvoOid0db8kLU`P$c4 z5rA=co^Q+U^6a@a=Sn|WI0!&= zOKf-QiRWJn54WbC6DE}x#uzc6=iHS77SRsx;VrQ-=~XTMrQH9cm@B_L2~B1u7+}X= z=ED{f^qWwOu<5{NJK81`;ao^P4KfZZt)ckUc1Ux(qqZgone{2U-YGu?rqe}NLIQ;u zZFp|6k9kA&f06_+Bw(-br=)2!fJ)q@(^o)`+DK6TGE*&ODVkYH#!NPT^Sp+tNJ%%n zr#E#xd-M4uC`(9-ePcp7-ddH$`zu|_bw5(^dg7#c1;>I5#Fklkm^Oo0(HuNI9KjwF zqn6oWp*6XVu`DF;?8*Ovzb3o|o%YH56cy9FZ(|*0ZuRB{s{+wU7g7dG3xg()t)bN( zzN|Mn*byf0GAqj6T4FUw*wQY+Gt_yRkmNk&YMG8vHX%%m)tv-{vivSgTK}yCsD96L zo_eTHj2>94Pqb<$_I!OAer)l7QIXEm!-+M5rh27j3`)pOHi9-=nNMc~Lp$Y~IMaw4pN>#pt8Y zIIt_~sbJiLyNTE+RRs*r-d+3Mv?((vBok1e=qI(1#6QO;>EwjVFiM2N#M z^TE-~2tB`HY<;|yn0EbV zEKZ+4EiS72wSeT+)5r*G^>p*#2`J8Z;RuEmglLWC;HNMt$X=*rD;52s^Fg#_tz9s# zFs2bYk@kBZWq>M%WihHfh@dFzG=$b$v}L4!a1E{TJ-J+fkx=Sz!=ypf_0t13S*TUJ z!hI<5OiGG4kUJgy4jKqkTJ&|i_x=aQ4(sQjM*=;Opxh-u26WwG>TX|YD*z^)?=8%_sOWE^TfVD6@eH_95>{-HFRxxx+ z{m;FA=fPG@UfMbD>%w|Jhu>BD$`{s{zK+ay*TH!74wKBF-rIs@b)gfoeDX}=anhk! z=)gyKlr6{AJomyPXR_ka%nczdlOtZIvIDorudobY>3OJ<{`^_tv}xV-(l4~Pk8QEw z@stF>e=*V=aos#3YmEbF+Tr)}!8CbfRbcyYNUchEgD-jDlfF|V|Ny_vu+IWGKE#a(L_sL19aoc_RqhLy+q`?*ESa0p1(~JgmrS5wARFC=u zzyYbeIHxJxRdr(u~N@N`b@;Q9RGI05;?eY@7PH)_OO#I2b5jrZ||4CMKkQ#hi$ov-q%DE*a3M zl%UPlUKR9T+5g!PsuCC@jd%Zyc;JEO#_5xUP!{6Cv>yV2nFNO zoM`w0#(jxISuR)Z+^?Ld>|d(#TbXY^2(EiMEKzd0bIq%+3BH8CQU$Zkx&zro11GIz z3F6GL{S^TOLJde`DkJ1K6v~}eWrm)qVGe@S3c(Uoqce* zVSaBn?VzUuIW=xC!?lRud3F=VHPpQoOUq5)02W?B)sfY$&QyS-mPe_?{V?gVtd}Yt z*bJrO0CCPp)KecB=-!1qA-U`lfoilYwW79=%srLu+|*xg>3H%ZQD^A(dLV z!!*8?E03EGHQv?*e-8WfO}OZygCn$*EcxQ4Yszsp9Yzf5?EF{#vLhV*pXDa?Ff zrE8VuP|W01{{#+CM18~O&S zoSY{xB9zZM+gi zvEBUxQ!!W@4;T)TA)hf;=!E+ob%3qE^BCFkL=0;&tT*q2Vmyk^#w!RqU078?ZFRPk zEPY;`$X%9&Ib)AKc%^xIN{f1MkHwR9I%9pj(Ec{TTT?WlbErMJI&eO6kzfZ#rIS_*a806sy#>xU}9 zdi+M)z$^NaXG`8V;~2K#j@*x!5FYTEet>J8EQd!uS)GQo*oV2h&5 z$<_If0EbUkB5vax^3@re`DoQufGi{ayD_t~?=H=}zvb6Jq<_nwGGz0Nsn5pO9uAazax%zwWYK zp95lgIf8Mdv&L@Sn6~DhF}9Q3iA`h+y*VHKh1s~@{0IGG)ZgC1a4u0WgPJ+@KI(ZF z;Fi!&;I}30rR6~2CwDlB`^(J@m8j<;^Dx8>)tT0+I0H9}29vtIhIkb`5-Yyzu-B??{b>BW4E+DB4b_xWzfb6xL|!z71Oz^vf@A z7%rTLXtfzf*0ZM0K=~Hx{j|f+#$mi+#ElG-c*hCf@qjn+;Msj?t6HeFfWWT$P~^Zt zLp&S>LPC|KmuMS|Er{i1DtXidYk|8ZJDM8};*?s2wAh1pX(eCdQSz%}Z}cS$p(KB& z;6POs*~M9WLs$%4-cw7Y;3r32@caQ2L}-tiy@x zo0$GP^aFSoe^`i|cxD%Z{(DrAr^LbYjBzHYY#5$a*7F#yw5E1_L?^000-7PO;FCc9 zZyH9m*#G+3f#40xorNAB_NS7%?oP&7)aOAcy^86&)ii-GKdghd z<8Bh;Q>H64f9n7d^&l;bMfhs~@#QDC>pQJkshxdTW!LmqJlEb%&jL0!IhLyNuS#a6q-{vE)pF|Sk570&o^|+CVv~r&MJu%sMR*W}6 zU64~|5(BtRKE{`qh|$$dfHeOphs(Jnnc;PI^aOW(YZeF5b<=4hUQUi;Q^FX(mr3@( z^8I00)=bM<&$bQT0yz@O?)PRpJYf0pyS7hxtV76*A(CdPE<^LrcCrvi#x{@B}m>wh=9qk3&JnQ=2R2$vQyweYhQ}oIPqp z6zpF{l_&?Nb+kn9tji);B~q98wMp9J*?w{^D#@>JnUnZ6c@eru%V$OxA1YkS;F8Un zcW1ersb3S5tte;qhdj$HZphwL6mD-!Sa_5fSv^PM1Y$Uv-I=eOY6;#VJT^oCmR3o{ zJoo3abd7CZS8ix{6_WU+9FD}|0&4<4>%zTtEH-?97~zF;q*hfWRqEk zDQE|2hCsYJ$32D~|LgQ!-YevO(lPOjq~gWdjCj6!Zc67ZDXhhpZ-~m!s3JjedL5NY zEL_TQgPtXyMZRrEkK8;|&~VA;I0E7^-ZXWZGQQu8lE-m29w~Pt5Cy9APJt|t2B+!eimz+6NjY1J zuY&Op8Ai2FdhV&3avogg^Ir{S0s`wk*==Jbx-%cYN+;t+rOAt*DySOuE;ZlRXkS6& z2M5vyuG79Y=8;kxo<_*~YrA1_Ubjj<6THn`pu*gaMU~!(Z@oMUKYyWvFtW&~(=Ty zmP;6zg_B>J#evPq*^-b&SKC_oj8r)meYTQJukSF=6J3(u5rmd~RzmYC56pYJz+93` zEZRj0uH)~FH847R_6d#e+!E?h`s_Gz%VpWRmrH;mrD+>d^_2g5U8=_FvmGlg6vy%0 zyS|G)@-f2EA2LZsgV67L=J-*q08fDbBoNP<-g)^oJOqoeKQJKtz)J%9S;YdHP|3Rk^?$D-JJjOS23@!u;~~j~l4wP< ztZpjWsCPRLW(Q5$9jv12%XoHZP2s&p97$#2aju1D6T2U_3<&XtC-U$|IB^5*s_i)R zIeKn3uyQT`_8D>r-Cc?E3Vf!L;viBX&B{|-sAWcNIO63L8g!Q2Z}5chN+vg*sCD5M zy7lHbgneAx^I+#oQ4|4;AK=k2yLWo83<Ah1v_)Q@11=BdwK43WK(&0o_p^QJ4F z&#s(t!jJ(uyU&}GN=vltsf+gNy@#+akl?6us}j{Ez<==mK-Ykx?ZNi_y?epr{pl*{ z76J+-Llw^fVPpm=3HBac5ydRJU^3z*6t@SYt9uss~$kew;vN5 z#&}t^(`UTPUJJw8Wx}goTZB{Pt}|6DUvD%d@Au|P^;)^}!$wh2q#iYr+Gm2NV4kF8 zx8_&U_M?M~UEI(3cn~Dub;AmwbB35o#E6edI)sie<_QAxtjZ;i%m!4wU8Rm7Bv0oz=uS}Qk`7!h;Ue}%2d>e8&`5Jemr!3@5~tUZg+iXRujkc%{t z(hFTG6ECU}Fy??!(a-)Z zr2i4)FI$LnJ~A`$OiRVpw0((p6%xV169eg*K*gdN#dU<3;dKNzv30paK}4l@4YWU{ z!9}0v%Qg2BJrcD|_|+kJ{nT-H3l@N_K%vCmO&Bq5jI{W!f+|t(G9Bq}vbALRU?0X8 z-L?8x3#ZU+-{NXl3v;3W^Ym zH}P?RA-dzz)3;4C$GdJ#0#^S-M22wlrk$EijhA{H$?kdGDr-63b=wbtJ=+2a`h0|Q zJWI^Yrx^_0$lGeO#c7A_x0by`f}u}73}c`M0%UVk++@k@$UV%O!?}t5E@K=!#7`Wh zr&cmNtoQcwZh?AhncUI7b|(wE{_0TpZ?0*BzGmriy4uJ%-ttYX!|L;rKqKKR&RPIF zNmv~-CV0L3&P^Yy;&yDLRA9?`EG+BQcI;$!3EWs8C12G3i?a=D-F=)Wb`nNaR_#oIo_!Q^WEitAS?qX+ zGfQquq4-qnc#t8>Os$YP25l2-8a{V<73_G%C|GX7n;*!>QEM6JVB~mq;=w@1z%%`_ zcBz<9{!IxxnUJloBVwx<%2k`J+T|)&V&!swIl}RBiIP)^_q<7h%RWa9f#1*~1maiO z@1NirF8#Ik&aRLb(27aUD7B^^3aW1H>x*uM@lY5ZFCL`pR0oP~|E5sMrI#)hu5!tR zsLAcYN}ZfhYn|+gS7>pp5kZZD!YCanB>bE)jX*h7@mwz|M(Ju82c$3i4oHdXrQQ{m zSX(T_B#$qQ6&FLgL-sB*sTP6P8=Rip8Q^EW!NljT?Q=9`U(x0Cp(HQ!ufkJQg<#WG zg~ZTSL8P;iFgEd70ZylfjzK(7)A^A&02Iq>Ok0S~hp%|slF402scdPC#>PDnsp~UC zrRyLX5PeFla!H`Mo5JT)wLb{yg=@L34`0bY?kRB$E_go<=RJPUonz27n*&pYhZVh) zQcd|3ZXANWp_SNLTnIDHM$oILBiO0=2awa`^~*Jno{3030`9B>P#g@)e^y970`B~F zs#cDWUb=JG?uo&0Tx7W7o~L*;obxH+|De)DZoW%Y5Mtap-lLIh0&W zA}}4HF_oDaVmYn}###k(#T`x&R`}8J{bo#RU8@n_KlUCgz)21ob^xTn2%ctV+RuhK3)n4 z4S_V=+)$diHyp6$;Y&y3>_6oij@5O;D_?EP0l;j?ZdVL2PY^f4aw_y8DKipa)e5;r zWQ`y-$UBX87#L96_xIa;xlww#q;reZ@UiY3I1Ggt!Nd!%$3M5#h=I?L&#)ai zmGxAlFFbhu3kZfP5=%J7LFR zS+pCL`+W5I;p{YmN&GyUkXrC`46J;GgIZP3K81pH$m7@=41=m|;tO|CgGAgg)b{~!#<60b>qr=nF=<{&l zoHUQZpJB_rEARB`B+^aRFR+lnQ4f=P^+g3j2xHGH21O$BNSLr_xheuV!sRu*b<#zf-2nL<*4mpQ+_Wo3`CA{Z~Wm^JLXzXA=+A z-o%h%7-Ujy)-YwTH}|wQvZF&b-f)hsSy}L7!4f5?M4N6XIIq zGH2t8yAK_2LPC!BkXWrgRa6pL`e~B1+^-)WG9GxW%^RKHo!k;ObHEP6F}uP-cyfzj1O zO7$(V;y~S^I0CBFt)aaz*ptpq9hBZ+PFFYa!m0I8XK_QD!4UOs4mwo2~I z_VRDNt^QR(3J_%pc|`^O)hBKpRaNHR&FGJEF4s-NW9Nn2%l#a_fGdF2#1IWEzYbwn z9&v`3lJH>7tsKUx@N>B!{!hvkh)Z*_-DJ+@F)~sBFqQtGz%MglgL-sOoN-OW=-MVo zO+2dHrrdVr=KGE9qJ?vOD*AnWganp(O+>=k0a(0Mbxf_)pQ4NXymk*w5-GV+L!>yE z6;`X(-7o&DL9gKR#?(8lU#f^cMn8-OT=vj<_4`_Wh=#~5TqWX9+Wu~#id{!|CT!j` zafNGnT>Z<$h1`dqreYKvLclkvW||_k#KetDqIT~AC}9OD2;~3a!d;&5l0}E+l=k^D z=|V@%O*VRL;?mV#q7cR*h!W#JRG{>T4wT5;7zM#Qn?ZL$P*cD`E(jO|#<}hOBrStqNJa?T%-<4 zy>HK`o^Agcqlw9WE{CUWSD&CRz>k-IN3E{c?spk9G?*(%H}kDQhiXva9j}Lty9tn? zpF_$BMd%Wkq2KL0?ipz$nC{Di$q=xZpm%|PU2iK|yBZCHE%uJCpfH}g|S15J< ziczrao1ox5RAVIAu-7h!MH1jj`VUtc257_=1s1^d{2BRv!b&XiGgxqu>oWuPyFWhq zkCGHB=T;K%!39}vek~5q_2$yh%PO$k^dE7d!Qp_ZZNo&G@A{%nrcLF60{69$1;h(kjJi`FP{#G*5V zfY_*@!FSrPDF%UP+!)b?hE@0b?La5vxDHBS!h6cwbK_u2ue$*TLo^&-z)~9o4FTSX z3kO=RPmsfejv4HtO2hCnWlb;)JRnaTIIO-i)Ce;`3IBU;K!Z0~FdPIP$7~P> zA~Hq`r{%!+)*)icL4W{%3`iFT0(O;d1PJ6DJa|`G*6h+1hoOC)UhMNN3U)ml)8_%LHaWbSi8M2cwT4U z%A-T(b^r4t>(9FDP7b#)PDG&G5ks>5wew0?E$U@VMngXPEk>=29F}^YE&D|#? z7D(rf#(OwWx%;VWZ}T1w8m!sO${7x5BdrSJ4VP0)xxX)sJR%+0N`t@eD^_3%!7f;o zLM%P3RTTk2kBGcrZz{<$G_bB!^9jLj(;aKcmyn|w7!Y?ooCvQ07?6Uzpn!^5W_7w4 zrrZ|uF!?^{D{crhu%mPN6o|FuW~af)KCT6b88xK1>`Wbb_fH&95>>=#`r^p>Jg-b2 zB~*G#@5-;hkjJeo$C$*%9Ie|gDa2TG9yJ81yoD`_cukA^I{$rqee&GiUzVo zm$!k{s!FM20H^5oW5F6>ukJw;4*Fq3efOl1tNx>?O5d-kk5HgI!VpfGOlU$BEF;^D z#=rd>F*ix$6Oh}58zr>3p^6HeSVaL|avq7Ud>^@2<|B$PoRw=cL>l7ldydnY&hEC_ z)mnm>oBBTf!FgwlG6Pv`(^&(?#$m9=l-0Ex%J4Nw zZ{)rm^eD)^93>Y27Y`O-2>jp_)iMbOY^Ga;1D!N+4%mk-eJoNdu53QMM6etGfpL)i zd(qYnH<9ruIY<*hVW<9$4WJHBeWE|#DLHrXmwxsIT$?o~eOy~5f%zm|Aeq=}c(yDU zo4*C|Z;~!=GH0I#TX^>LODJ-#zR zN$Wl!7EALapWHi>{&iTFmz$k)-&dFSB9gt(-$BjyQ zQq&+67A-^W0P6nxwDLrb730?+WsdKR3&o@psmps2$S*&`BP$9))GKyPp`(+8HS@Kn zgfs-brRRc5D*0f$;Pg8&K2kZPR|s)`saD%aC|X$#IbWvW1_HPUd zYl*TbL352AvM5L=b=ky7$dSt*HnPkd%SbB|!>kly_wMF}+HF9LCRfMu16D9>bL?Ir{PwM+{K3t8e95hmuqtshaeDlG={ zY@Iq-{@`%fhC9W-xh|c%zZhI0WP1 zC;e#4ryMFC!~WG2f;b$XPd+?5+TZko3tnfYR&y6kj{3RyX8T})0)sF?21D_1>}Ake zZMSVYVg(w4Ge8Ex=H5I0HAZqAe@(>Wru~K2MdSa)*I`2AO9B!k?_Do0 z2n5Uo?E{$hXszrdmNg%=2ou0zUG$&mVIX! zM%z)jOiPz$iB`?k*~5e-7`|f!7~7x4<oJ2T33c^q=oVNsn(;E%$F_EBEikKlgf~g8W*dg!I}?ZXK@HS-PF=Av5&rp~lF) zc_3xnn;FwRV|3-Lec#lC?scf5m;tiv^kqLW`wu?I} zAN1mncW9-)okY;<08JqkO>$i^2^;RFscV00H7t$Owd4kc6iJ(?5{ zi^ICsg`bPN)_tG3E|*OEQf=DQGHNYql1Dw7{)Bg}|8?(ZRKsRSK(rSjfzAC`>i!&dk-N@yO_WwP>20g#lmuwRa{(01r_^gdjhrix1g}kXB z7K4p<({aj;@&}MJK4VG8hcq#@R0uv&=s3e>zj-?rwdVWWhS5k-z6)Pm<~qX=ydJ#r zrjqpxi<{PH)mKKcsXu%6yk^Fs2lJpQTa>P;+prFQC_qc7Gw%^}w`>W00UEo)myQ_Q=u7+D25 z(ZE~$E->Ke`oe;nH>7e#-e&My;cqe?x&$&&UvC6NVL4_MHXHY;UzkpQ_~aoY(4PCA z&#sb^Yk%lbAZ{mkw5)og&y?({_ki|c;E?o#H5e<70gjHNjVIe^)d+8P0}48+gMMhE zLvbxEOVa4foYNn{QfukI5U$vWtb3 zp9Foz;1;qBdmfs^69Cd_Y>5+hzTLirD3d|>Ff>@Z0iD&9@YfE#KQA$87B_+9ELvjP zd887;b)=NSam1V`7$=soF}BHu$azFEY^h5+aBvKq1Y!eH8_%%Ks9GkZOtVC&=<3XN z%o{A=X$?2wwSrCbYT1V9uTCY14O5t1qz`q3AMMe!6Opfi+u1E1Mt@ytR>kU2$iI1V%VC}TnDQEF1qC}ToUFJpoqq6J4F3xaZz z_c$XpnCgzQy@Kdx3!*XJgO4%ZU9@t>wo;SqwdB^oBeIP!6a1c(#$o9=V}%8CkWPdJ zfpqijzXX|^7QBg6IpdGR_^O=Sy%kzFiBBMIw2xB%X`#yxQytVBS${Nq-p!c^e6UF_ z4|E0-9IIz`uq*JKYNI};l-&j!02NN(d%~7%Yo{J&-VkCQzd;G8o2Df1X21z3D>^F} zIYINP>1ccJrdNe?4k$+2{)82ww9RKfTY#nW2m%@Xxx;H2H-ItrO%p4w$GoJ3Lu)7< z=DJRP;4L4w(&M;<@vj`YR{pv`;4hILYt_&+8T8(y3 z&x2Pj#^2nlri3H0VC#s*rA@@vDznM8e}8H9v%m_CiDLdK9S2mQ;Qr*fgi;!iQMc?F z)uje^ToSUKG8MUoO0lpvO4)K;Ng;s>(>F*9KJRDQY<$hD9;;ah&-|O3_E}G85oT_r z9^4mYfCbJTJi*Y)2#a<*%m5c4U_@AGP)Y_TL|bw!``)i;g91K957bN7_*g!&nJQv( z4I^hdlBMG^6QzelPB9;3q}@bYxwdL{&h)g|+5R^Ug2S|qr zi~qlse1wdHKxN2$t9Gq#HE^{_E2g2|5M{7|-#Tsfn_Si2m+068p$IsfZj=Gl)7J#k zf~8-cUoF_N-C-lxBg7_@<@Afh|1nbt<mQwKe0?ul05zL zBBEra#o^NGVN2}F+JS=KA}y5xNI&>gjQv&c<-$&wMaWj^jgSf@#8Ii4@{r1|$}aGV zzKtP?Q4CX0iMY|yQZI#s>bz!OQ%JCW#%5vxI9eP`f+7m1K;VXhx0pf@XsNM&6buGv zuGcJxbD}U5jI+OXKTx1*^Y@Wwl}1Plhp#*ij1ZI2 z_1i7*@4jCFJxo5{M8x;-gF1w^Q85L3SV-MF-7sV_c$j%Hlhmo0fTklRk4V#`%u2=ZwMFnBcaXhIX>NxfafE&5q;d4)?r{^jZhEd+$nBHUTMWWME<|adbKq(>C5R9EC1sizLBl?~Sd8EMidwH_}wt z+EDm+f{q5-eu!;;M8BPQ&c-h{%sb4oBkTjC_~?vpVPjin%`6=@Lw$+U-Lgw;$sKR; zGne2oEy$>&Q{Y4Cf7^1Hr9V>&&z}PrE!a-V@Y^GEMD#v>4|k|e41`d>`W3X7YP))8 zlWM3|?O8CILhdSCpM)=K&dhyOzF!mz%e3;C^SzJuZbS;SDA#Z}VHK?Vf->|>*RyFO zay)Ev$TTMb74n$LPRCG>otpa+6AFC^^eYCOyaCO2(0|g05mYsFrS61XtPjN$iRp+# zWtl?iZv7J?Hs0OMi0B(bQ!ex|)g4d5zCp&iK?rfZxfLf0aszhUrTTo+V7+&5+&Y?$ zTJ{1q+_yxwn}u(;+!2Q0k^L0i3^zKn?+oaYz_leLXC~A`ipr~)?TjX1-${7vM2Qxg z8fet>54mpM!9^=y@6A9q8KriMcMr9;1IIIrV#OQ9@DJYxa&k@%{P7ijJf3!*v+z$h zP-=M$NZg)Yjcb^0*waE@JFLdar#Egh4^|1#wcZ=|l35|vG)KAzZSR^6A1=j#t$jov zeC|md;?}(gy^u1}e)aXWg+4psj9%KMLMV-=mf=rwL%@f?riSz&Y*L|Nx)In!C9EW@ z1;U}Y$mg*4?wW4ITHz_J|4tDsHj8C7Wq5-?JC#meKp2M@R|L$b7gR}n> zK**)s+P=Tcn0&vy-yZHH`+Std)Y*T$q!f954EVe@9jqer-056*5&nhfs#shOu`n(# zivO-(m-F(nJ4sP-8aXfN{_6bj!Lw6R{l9h2`(J1mQ44El6GwVcYd{w}VG|=eV-x!S z14CnEWMutcUES8Z)HZB4I1s(A)o$j%se+%Se7jM%Xk7i!%~yKq-YKpd8LV z_Qj)05fV3jZ|^j$nP$`7SI&*(zq&;?<9TEiMd}y38$V4g=u?!aGj9nxF~N#(3ASPW z5K^)(4O>)gArD~aM1kS?5g6u_gMRk8D0bjNk@etR$BBlrkguej^?_rvh*;Sg9vNSP zYa%KbzyBgVqDyZezr=?kZDbhb)AFitWjbWolvY$>4X&^zy+Nu~rmHEI~)w-dA zXP`~$f~z@P)f*Qn@EK?|@5G`alD9jxZ6 za!)DR$Z%8(s~k~|+BCIbsFPaRIA4-U2LkT#gw(qSBm`G>Us30F+^B3PP7Lt`t?-7n z&804@$i9(~p!a$evic)eld6tSahbCrtv>IJS9vKMXna*Z_2|g?Rh*#BZafNgw@IWN z(ZOYNBHa|18Xo!L;{;)zDxlfp2QpcWO=9%GjF{NvSP(d|bLOV|fp|(WNxoqc_!0e} zk{}RZGX%n}^WCo|uPriIq&e5YVoF89z%ys1pp8I9r;%T9UNi~^kw~SQU-?uOPN?{b zE2?F!zN;e{kI=#U+sF~7Cc6EAj34Pvhf7CocxPo4x7yp2biVo3NJ|3E^uxupE}t#h zcCaqGg47LL6^@5=Ds?%|ZZ@mwUSuX1`n)Y;vR9x#ZU?>@$ujiuz*vc=VZTI^jmv0KNjGKFWARMKqd3y^o=w8o z4+=?xmdJ-}higCZ^FjC7p%6D>#ly36&lY@+PWgfC(WNoB^5!MMXZ(4Y6=zQlMqIeT zb6ZOI)+a~94nKb0Zyc%(z2lfkezS3WC892|7QNTX4;XeMRDP!~FxIUntXLl)@=e+H za~OsdnnUAJu+`g@JnJ_xRdI&KV#YpAp;~;sPlVQTi9i3B84A#I^8eGFn1%iS2Lg!+ z(AAO=fEQt6``32!f4A?12H?N`HMRU-Q(UG>f=o0jBW%z!XAnJrKD7^M7yQeRu~wJ{ zQCz&#jM1>~u}-H z$nZ^v*JtwHO@qq|s9mqXtw#!d9T2~6hVu|1bY&%CH?*~|wUX@-2q^kGc_3V0fo*#dI7o&RU7s&;B3|_1O zD0|^g^ZjD46w)l;IsQmU=p9dTEm{+Yxq^!Rrjhs2Od3ujDNU*thvf$XLL4@aX92u} z2tU4Yi%#tB0N$jsseTk0wP_V#&rL>T7L2m5*yFYgYjc7ax$F}dMg<9(HfdIgJIkh3 zi3wYMbji5%2a;|}FS%*zS_|B77Bojdq{q*`2@a;>4`k#V)?Sp(se`P>UfVP_)LG*A zl&;6(F!5$3c;uV0Y@f`>5i0x+uashq_192Qb2LV=Kd8SiIj4N>q*#KUnTEAnIm;`>VHwqH&(25m^{7bATbf`yUUlNOf28fV$*qLW zoGEJfA?{o6LL3x+$KB(HL2?SMKQDU^Yv<7K_Pb{E&l0ihT>r-YWBFBlm4ySq!U-y> z%E9rMDzKnt^k)s!{}F2RQiXptBk^l)amK(e8?(|1pn~(pAQ}RYm^e0U{4Mz4{7B|f z%$2G6g6Ao!Jz&3%nZ3_Km2w-{BGXs6Z)tvc9&z`?J7W+Ko%o|Y?4XbA(&P4yA#EnV zct-KEPR7i4rAN`FTu@);KxVo&nkQ~~U)D~~5>o3;K6pkEV&piqaRq0ff{ISE!jcB~ z8|@(snmtYFVHahc+k8v%>AEOsw1NSer5s(h&@rY2F^Q2`N~%>0YtwiWq{ zPu>MxXvrq#D&#np6!0=!*+MeD4pPXrFbO{#F2Chq2tx{p&P54o9Hm$gC-6!( zQDJ#Mqa#cD4m^lF4sz`~njktazWfa9E+j_qz_l4Qf%wfbqjKt(Tn*HTFPleQ%dlO= z`qBEbdD`Tx4ky7atY3xKvtT+^cnw$@ERrzb&xg9Lq09`*d_({)``qG*mbbV9{Taz3 z9_D0Dd1lY8mw5;2cdB`Vg7aXgPrqx+ze@1_T_WY=0REdH5tRD}{wnqhDijRlWchnr z{)e5Q_m)3ij}s}(r$U5)nIRedbtOOu3}+)%7@->m370i&jcj3*)a^uVd9|Vu4WzjN#I+= z>_>x@XxCy=ZM^)&uWf33B1q}6qfL!%!L=S_E-=c4RuEkjm6vs3Zq*!t_;F@dMMaY- zr&44J$Ld-*6>Z7%&ic}>-(4vrdi$lQ_ROZF*_XQCRwI7iwcH!{H{DX2 zLN^ws;PGHM_N^GUOKoNkZEr!*jzPQR%LVHBps(KTg^H*cvF{dA6q6~n(cSQ44PP0b zDwo~ov33me5!&HzSQaQI=cq?hb2VWDRS4OuhKaz6oPR|Qtqbkv>#U>vP zU8fzog{VgwF1MR2omJ}Mcg#;x#DOBS%Kb9Fd{zP~uysuPXh*Hl5* zhdNO>v+!zce>`PmG47wPw^&aVMcY}=nIFaDVp5GXYWSkeD#VI5546C<3 z#~a^Uf2A66t$vq`6OLd_5{v8eE*qXKCzTO{AfM>5FLw^zCsO*Csd6VR(?6wEnPxXGT}MxL)1F14S_n6`=^U~_J)5`WVHS$~BK|Iq;6Km=JyqFwB2J{m1I%V2%QNz59^pVRt=Lwiugta`Ld^QO z`ZsqpZyvWVp=vVxp_AybV;<&U1`t$^L&AruGY#-bdG7lJ?<1HB1D=0mm_IK`JeNB? zH$0wm8(celzgu~N@`^VzNAdv8m^?`h zPHa)?n~3PGh$-1CZ4`dxlq*#V{FucXaI-q#z~L+PE|k}?CnCO7UF@gje6Dus2oWZ7 zduW|It#NS==>j2yArZ9OsK6_U$i&75SrH(>YVv0%E^f~;HBL-^jdUQt{l<`fW`E$qXm zZVW%}8^>#hi7Am{Y#8eER;lNXh`p~&qEEbb@hp&etz9^rtt2JAt(kP_iciF@E4vDD zd^MOsY{Q@-(48A27ejpZmKG_D>*!>tDI2Kn^wlHzx?&2K6s)w!hurSpVTe z=&8xZzZOSY+@bjifg3PkwFA<&HIe9FA%c8}eXUqcN58I0??;)BIC@O9f<}^D`wNB> zsxH}bWZ3(jn%myf54RDwk0*T3cNTEB4<4rvPW=x)4|fF9rw=ZlZYLi&%vhe<$^)AH zp3dAp5*+2K)MJ#4d{&wH&`l7jY(9(%Xmo@}dyPo*E!CL-jS?+`#H7qVIYc~X8E$bxi+2DCsF~=VbR++A#`Z zVY0N(s8#bV=_?T$l{uz|gZW3q&t23-JpzfCt96vc?l3S~hF5^9~~ziA;VNu(9nBE^f3>J*rZe86~nyl;J%eZaD&p zg9=6$$fQW*m{A7o^}xq5hb)U(%;yJPoSV)*X`Aj|fR{H!AS=2xz^z2%=dnBhiMyF` zpx;p}wVEa|EkeK2t$hW%)<>bupa7Ml?LtklOMSC#TycwKy0vJx?~}aH z<<%%LqeZ@TCaN8vHSi*HZ$C4gt7&+MzkYLjsIlYML*9hU9>x`lkAW33UH| z^>3S}%TdGX+Y`<6zRvTLvjYdNn(cg((fsX(0hhIt7VpS~hm8X?)OC{-m44&V&z@f_ z4`8}5C3pHTRh$(8F9<-*_^yM9I(O)R^^kHVXiEmwdz&Gz@Wp}C<{{y4l9PpSh`skyLyA(jPgRLDonoZSwo40j% z$CjJ{3hzaRKeY@_^dWmmHH^RZBEPpAWS>aERYYk@vOe{hGO$UwgITM9m3QQIW((>Y*}fsGk&jvQFv?N%57cme~i#GQA*UQ zvErdtXmc~q9ZjqGW2Y{?cLSxD@62Uha0dUt&7D!wPHA%4i_V?A+@-SB^Ky#X!1}XF zD5_tL{ZZbM45FNNN+R$?U6!)R2LkIoe^fYtG1O)^>u&aOc5DvEOmX`8_I$(j4oXUj9wsdk8Uh}^RSSTvn;%)*vSWq)NICd+L{ZH2@jSMYjLw{3scQ!A z0a#+6eszv|biX2bf3PBXXZy@w_;@3Ae}8+)nS*yU+P9#1luv25y5jMm{Oxw*pb!zL z&Ox;72U@rbJFNl{xfa!s@L}@a8T!3n5q7YyGh|X_^L*drl#_17z_MTQX`@@=YAI7*F!sSnt!I?(x^)?+}be z_+r|LA4r!ZF+&4+vOoQ3`01_{eqG^T0u+t%8;xyCf_intK?Nc1T8}@L!_{^$e$l*K zLp71!nsD zQ}?!0L1bPKLKm22HX=W^)*&2Yfd|uV0t$CTEC-0S9pVn@u_QgVRivi4ppg~J8>A3J z@o;BLi3n#?B#RQf&`Ps_K^dL!=tdYop*RdP)elj}IfL+<)=`vOalm@cVVQHRsmv)E zl)Gj0at76AgQ&)ndcw^tXiXf7s=yPCV-wGAYP)`yS1c^mh3|E$#OgEr0<7V8nich1 zQ0>5#mndaWYf8S;KVghFlZ2#Cs%8FgvfO6R`Q#;!=@?AgALEn)d%szXVZ~;k*B1kW zadflEY<6ve8tWR4LFV^*z@q54`}d(ok$~UQ{ z6Hk`zGrNu4X6eFPCBx|t8si$~Q1*%B-*~EIOJ#oWVRZ|X<8^p#z4oLqemggWnOHVW z&}?J-acw(wk4h@1L|j`Ep~1iW#A6ifgjbR@-w6T(f<2klylc9izEu z##JynW-m2-LlC6F&SWN`Xbp2v!{$B4iBMk3c(Nxy3)({|5Qi1O z_9srw*vN$M;rvL_AOyQek#7359ub6_1-5+@(U}M_yyW=&aTrNKOs~W85ehtlY7@M@ zK7|%e7&R<@iVn13H=BsM%-M&Y>x6zjA!SiMg?Ll@a}fI`l$U^nxC9A~A2eSdLb(tk zHsnFKWhT|gJKQ@2%P+ERFqL-Rq|tSsXj4XO`~B5pjfmISEG#9{^es`fzvxz=X)OYk zI*v$YprVCfcX43@r`JlsYq(rG%}B2XHt9(9NpvGVW6s5PY@LwFol6a19^Kc&s--T@eo$oC)B>QAe*OZtPE=yF!wngo9J1L_t@(PhbJipDD}RlK zA(E2JL^bM6`&r=qRXjvo+3Wt|uc#VDZD5U!U+8EPSBh2^mJB6aas9zJ*Y37TCytq% zKg#K3yvN!-ZEfR>XKkhEbU=6CXTaaWr}e2>GbpbzJ}z>jY%8(=+`Z3I>Gsf z9`$}mc3sR8;DF<~oG(Ullzz2!`||;{vT)7wH)9>!uer+K$2u<7e>2qm$r`hP9y_qI z{w-W$`@{SC>qy7`R=)D}FDtb!+7=9h_euH>EY&Cy_t&%Q1L1O5+x(3b@8%Gn6AkG@ zLXws?ew8VJV3+pxspSyjfXUV>to`DDVR{~z=&6^gh;!DY_5A;D|zF&wM z1|>B=@c>Bcn!d;9q};gA?Idr0rksp{z090HODEL53Te0HZr@pyzvz#TcVIb!cK1&C z+1ckQhcV}VLu0X`H`|^P^QAsWdIj@2CEJ#`R12U}?=&i>wJjx!n9yhgb0J7UEN<+q z4G4|>aXsNe@qQ-slNpni6EWFP40T$$#dSiaJ1!a_UuJL;v>8n>7mIc%oqDoR& z&n1WS!KqEDVty&OCl)S+*0<;eP+HSvHo`(sS(lj(Z)XKCK`SCP`j>m|Pjo3Lfl0%m zQDoYe5;m`smh8M%7v4$vyvd=rvIE;T{}d|v6+=}RhC#EwBQaKyIDpc+u{*xyi0xRE;brrnB9^G?XH zis65RTuz3-EGZZt5%0#STC_oN+A0No6~c}N3vgfBr-eb^O4sEc)3qU+b}#KoNuP9< z7dav>nh*`z()Y-opqHPnL(Sq*@>)8tDYM*niG|t-gDo)nqJ7{3M%~QnGKoP{5XCZg z^=(bcasskQ8jn|NT)Z5sEG&GDBN4lHV1arGxm8Ti50)8EZ|lRNy!W(Aoa+hn`A!#u zbHK8zyAHsc(#)#bi@Bq=1Dj0Nww zUZ>Xu@CUG5g;m77&H}AE``+ zF=3fdAQJSdpJEc?jhsPBEq4&05mzr7Q5o%<7E;aW-S%fu96P}-*?CzNSN8-=@m;BE z6#LfE#2whC0FB$`dX)5)4?ky{eH&&P%9L+yDHWZQ7_|?MXK@)xcFeO@nT@EzKjied z7FeVqS%yBOa;4RLL)&|P!wDO5FQI8l7fm}XPsAZP5PD0GmpO*@8ZoBctZO4tjH`j` z!w7;gf0ExMn3nLNPq?V{1OfnFJtny>aatB;doVlpm1Lr@-L(PA=Q*jqGm{9k^Nb{L ze20k{n3yF$#^Ica{wQ2t3yHeVS%D-hpKV(5KMP+dy5GUdu6aeQ7r1EmQt0xCAXyjnTB zv>SEx<>IvjcgJh0MbvJ&Mklb9anJRKqE{CopSjo(?;V zd)&1@UNv|SL4-!@e8{vn*nI%6hp`g=!#CPztmKh(fdj80#w74?LWMzQI>JwWR_Ht( zO|rLJd|n(0rf29^@L3;y79j39Tw(j*wIO<@A=Hu&;M~bl)`#L(?>XzO@Y+@<7>`IG zKFZL^{02{3?WdriiJC1_(st zHA^Iu3Iq$%!)0`SL@M?3?78L|ix2NEXcLSPf9*cL-ug-POtDeQ{_ZE@0Wb+u8)sJ~V!><9fWK z#pVtndVNUHO-gYAUSWI`Bh@f-F-sk|NJ)@zZFn6rFw6qMHXKY3Y>A>&s}mN15C>pD z%qRtn8Df1O*CHo7QX1?b@Zh1sAU<;Pl<$wE;)ntbIX$Hkv|~WY`0636cOz2`uxh&7 zkQDcw;E+~vRW4j(Z`VyxtQZ7nPJ_}D5}nl@4^jJ+baVkb(=yBEXlW*9WN2*sP0h2y>%iY`Nel+>U<;$i;`w>Dar5 zdk+KIR`oZhAKfZ)`%8j|9mtiCERq%m3j#ZM6#6S~Tp{>pQ(zPnJA9owIRqK(Ro9w3 z`h$v)XlBtnMHagS0)z9xt}@0+$fFA|wh(V5C1mjqUsdC`y^t z(#vRTv-6C52^58*Zv~8%K%)cZx}z13Jj7wMCOW38AL? z5rR|(#8b_ES=9+E%S{EZofKPbJJ>5<(Sj?FTU&H6?p1|7i^ACje7EBP)0eeO_ZL{7 z=*ses?yTp*GT7t1d+_ytg6#+u`rTZa{hzBJSULU;xC|0#LAMb`uIU8i=IC31v=rz1$s{*Pxa@~DNV{Nn|=c;oJ7A4NEP8ko!NKv zSHp-_IOfNGbwByAM%?KxayEqyo#>j<*JE*|ty>XC0*p8rcfxw-RliWxFI4pl zRsBL$zfjdLRP_s0{X$j0P}MI~^$S(~LRG&|)h|@_3swC>RliWxFI4plRsBL$zfjdL zRP_s0{X$j0P}MI~^$S(~LRG&|)h|@_3swC>RliWxFI4plRsBL$zfjdLRP_s0?f*hm zzfjdLRP_s0UGhRzzfjdLRP_s0{X$j0P}MI~^$S(~LRG&|)h|@_3swC>RliWxFI4pl zRsBL$zfjdLRP_s0{X$j0P}MI~^$S(~LRG&|)&GB@swLvXZCkm6ONKm2d>?kI10Ehd ze>w~aK27#%+WI{VO$a=#wLgeB+7=Ss`d|1XTq!N9Ss!#y(fxQc5TJEb($>~+K2+8; zbgp6$p#LN|LQD0#TD=^9@zwqxRBAR(*1r^Ro3GQFvtN+F1gX?jiUnXUEW8#-P|(pF z!a7iv5IEF^crfxn+KRB~w84p)YZMD=WO3~eX zKB$ET45pq$aSE7~RPAs@m5P@tXqM`1kt+C-O z=1E8Okopd%3z7275m(j0cfMj~$6-<$wFM5enUo*_r;coI*-I zvKDPhx-V0LZCf4ko3{}51{w?4C0V%J4LiX|O^?e&%*T$kM%?X~Ey^W@lq}uLNCYt_ zq%m~zO1%uRMfiYV2zM=a*c+KM`TU@7?0-7`#2J!%7q0^;G-HNg2+jE2t$q#JipW=#rx{NzAWrRY*DF z8NF*Iu@Qa`>qg0Jio5h0k*rn9hUjUH_khK$N*@n7+Rd5p6=mk8b%Yeddj9#5c`A~9 zkYMN9M@) z2kzDF*`Os-Bz{7}-><#Nkqbn?;31@#9M;349C&js6HHicl(c=tS!2pwZKc{ad=zy- z;^>qkXh%z(lE1yf;!{s$-edSh4j^~+Xlz=@Ga{ey7HP7grWQ|c9(#If`-H0@gLW~k za!nfnDP_x=N4rj)P?UbVFO;vs01+BP=2Ydr&Ou^e;c;GYZw<&DN%x^OBjKQLKswfs^b{4+Z zn4V@ZKDpV-@-T-P#<)JejkP{eEfUj%h#EFSe$XT5ZZ@8Y>MPo-g6D)-w^$LGl9aPm z`APj)UuMejvn_YQL_LO{q1Pe;4;ww3OTab4v`9%6S>u=~hEc70Z~N_g#1?T@7jw(N zN(?QDZv)C^n2A=txIbbjOsi7S#Gi5C@#sC`RBufsv^biRqrdRziT7mD3LJ9Ys~|$` z2X$9PQm~)6+50G=sC$gkXMXP`_`Kzo6MT=dZxoj@FbUWj^N03u+rw*LoY!}Hb`H4W zQfiKm;&mKf4C}4&Y2j&AdLz7Y`tduZ{i`cm zm^Y%w$vpEBs2ccQEqTX52CXGNv*s4@C^K6zS;=VMTfXvg9^u+D#~lvz#(a{#s-1+b7$p&b%TT3`3kh+h3TsgX^ zYiM4XIHKcviPzZ>!tcPInb$skGXEuF&g@5b^)@8eqMbb(?uMK8(&xxXg6%+umDtQClN!me_DEOtP7s&dvIJo*y2H zv5l%9v5t~o`UUv7s~ur8Ufas&ol3V=dvX2jn0^rMs!Df?O|9PXP#kN2I3;1dhwu4K zky8-f_kY!FSM_o#bjaxdi_;a^w-z_lon-GVg~Da?+X1W z1{ro?%%}nh3C#*E%IX5`ViNXVHH?iBEYKX*65)4O;Gf75J39;4zo?=P1ag7uHgkfw zfL~>N|IVLt{6jf9(rc}B<5xJoRy!mxOv!)So(2OSWo-Eh`YsWMR3032QD8vka5g~^ zSd!EFe!N8EEQg5KKMkYLDd*Y$w&CFUK3}l?`Dtb8e)PFz{`qHu!}C*ny3ex;)x*qz z!Sm6P!0{u==Yz-5lV|_Y_S=>-#o^<}J_CJ$rUb>cBfm$e{N(_z`%S@0pb?u6L4cCL zWwST0uXC22!AgLu$b(qEL2k0(z)p6e&C$`tKwIS1k7vF1jL;hzjd#S}yhzwgo#be! z=v_?MvJ%f{Gl@wsz=cOx4T6dGt9)IzGfjS7XiZ(OFK{k7t$wnCVZQJX$RY4HIg6q& z*hQr@-8Ki#GBmCgoi`hg`GQ~LoP*=%> z0{9ze-28lFPtYDp>dzJqWJokJn6nrfT5?4WkDgkW1s(IVv~gDV4J<9U+)^GMQ=SH{ z&R|!1pGoH*hqm(NWNvjym2g^fVN+(dC$J=S(+G3d({)9MEBEm$ITK9k`cT(zy3=n` zsxp*NmrosIB=t?)@~1S1(*cJ`Xkoq0&4zlOg_T14WO2*E2yr%2FyF907ziC|Kiegt z-3#QV+qfJasjsK?qZY(q&ck*zVmQP5EH0XVXErlBgfx`Xt$&h65sBQSfU=?>Fx9v> z-~g|t!#7P&ijs{PfM{x9@0VLGU^YWeYX+F1rBpC!fNj$3s&fZAhu8+*9SFxabvT$* zB5aP^7gvb^Inj911O|B8g^8iyf7+**bC?BxZJq_N;!Fz;eL*wk#tG&_hvDA-BplDp zz&O=omhr8J;&bO!)NB~?Ps&rJjA|HJy+oGCf$15{jn}GKSp9H=U~>>|^tYPTU`?zo zOG%FlW6fbx9jW8QCYlgo)AEN;-~k!-nnvj1hvB?+f_BzF8x%v$dd{yu&EnJ;E~OwL z5@I_A^@SMviXOzr(lMP;Spf?e8N109h`r)ma4i>3?IGe!RJMgmBZ^_nJF~P!zJ{_m z0K+QT@genM#)Plm`P9o8w5jn3$1|Zg>*~o@p&nmEll{t`_X`^0Oyv_05UQRRR z;!s#_0?R@P+gSb!#YR?;7aE`R3?k(oJ`UI# z_yp$O&xsVaKqtisn0GbL{P!yx=KMY1%X+_C&;Q!+TL_LgO;-f_sgW8nQnP#Pp7t}V zkv!c=kunCI4U2NFY8%W%Mtya-ybp=5S-prWowXJ*$y#1 zQ_@4`@xwuy6Wi*ga~NVL52u8GVc>cP?Nen4%V#`^y|^$RoGG+n*o9AhofrgNK3E71 zYu5?ZXV(ey9`YpUy5s)w^n*ab{n)o}c_KHBIhic;3{?7zcLDi?S(?gkcJ=-3e87oA zbC~o~-Lumw36jCy(qpyl#nV^_&_U&<~7fpPHllxw$W3% zKocKP7>_M(2ca3orTQyo0Z??bRKnB8b{LAs8YD~sw#q!m=T7;OaOLVqMn67?YPMF0 zYL0}O@`YFNg;srqH}Zlr@g<pM9xV-gpHn$LP#FcsEwx*mXv;Api}~u3XK);z zcCgb94_`?+9@Oe6Ug5k7jN};*tD5bsCIz8nj+d#rk8* zxU2q_sEmTD9DgdB3K?_<-Cx{^8K72zy*{qayY?zi#b!ti@-S2~RDu3m%Xa{)SrA_f z8UQ05nPos2kdhM$h%*h*l?d%eOq3nhSxZimmiDI8mB`tj2RJ~WhSAtmO+nLyWZ3%2 z1EKm=#wwh_wqWMKE@SGr%w0d2jE}fFl=pC{pQ5!Omf~!znaEgVElj|_9Ramz`rhFX zqNVpZCfLplb$m$raVGf$z8K|BUoWf)$$!GF%3Y%ZJ-^_y2K5O;;aiTC18WS`^s4X` zX~L>&+&&{}xLAyM zOQ9%a=r}uz>z&=5Gti0k|O6V*) zMUo%D9dluR-B7w9iU{@~jBfk22W$QX*=9f}O_D6xYywb!)(j_*hB)8n47#2EjPLe) zCEBDZr{uw26jSGI$nIHK3PwDQsj{nG=#*V4yo{=Ug4Jan14 zQIG{mhRoi0M^G+ygnkci8KoEuMa*&pQtEbu#&8&6aA%0Xxt3&z%q+jRLF17orW)Az zR-BKXuCN3Ql*>CN_$ZgRte(loXy`oXh_wm64)`cXZ0`brq@qqadT1Ontm~ePJRoev zML|`(HzsujZfxTiI9nzlM5tkY0lwbILeAnPp+f>-2|`87tVTgAMdT5ppu7ijiY7%t zD|sifH9~og`_6yEh8-i_9qre4MLB|RNJLzqjg^i<$w&lXBe-3AT*o^r|*8<36j6&6KU$)RFiyK!1t19iX_qd{+ZfKK&@p%LaCMl~Pl(0RuM2C*j3 z)qT&E55!wkIMqD8(>dsTy;IJ^;8FN9428&+bg;A>M!SJR#`@Y#WgMM=Od803@&<8j zmIk$}nA*)$aM0)JYzsPqg34k~tacN#BRORTKxHveO^|A1rCC{A@S4?Z=EHat-^lI| zyv*|TW?F&Tz>j^SzdDP%Y zU&oXcIEt>?jklzk)&q9xNGjO9HHbk#r@4J9Zn$@^Dc2-7&}QD^>uZ!b>Xl~D zDQk%mvV7{7OT_s+6)mTC>Q-!ANvHO;a>}*rwUD!@tsxK9^UkKhoDKJbGauT-YHW#9K%CurWv`FO2zNds6m3D>qqT)S&(J* z8T{LT6)%jGeI&Bnj{8v4l5=#AV3DTpGjiL-*lKaa2Yqk2UST9+QC(sY-R00mKF}84 z82h>98^9u?h{7VX_siqna>G@L-}Ea+haC5S(mrCC*uh-$VDDOy=E-u{iBQg#1e#Fa z!-5VI)F0lHFhwqjo+#*wx(B3A6{>M0OSL3RY`t?+ZwH8(iTjEs2G%*~K)2tGxv&mU zFf7;{^y>({I1;^%0sJd6QiTswqmkuOkv=-ST5^fJ5L>3oIA2Sc)nY#2P9!j{O3six zScdMUMhI@LDH?awphGHLPQa=%@vjZRhB7IxZj?ikXrx1ZwKhoAI6};*f^WDB|8+~r z2Cl(SE{=uDZ)R*7VlWPte{ixz%nP8VpEZ~dZjB1Of5*_+P|#>5glImPSD6a!gE4%K zqsgq7VG?I?phl3Pu)7f|FoORO%YIV?K}~Fsi7=My0cYfXq8G-zP)y9y+Po8w>f-!0 zeEE2oCv?E>_O1lMh$EWsRqx+p40~{qjJROSsW4Wji4P^O%+0XV6KpRYs zyaL65@N~mBij5*C+k2v!z$uE{!ul0kXWp8b6jukEd$Zu!TDtpUMok<_d3MRF6`GG@ zp4BO}L3>;}eRDhmd$H&O3GVAXvHRcAx!EZ-Jlp+&Ci?X!XV)fK*HgP^yYm+-u4q3-_WSX;( zS#YMPY0#;CEC+?;@G8?vrHB(yz*mFLN}4tZv=z#8({T8Vm-9uu1m=KY{!HqW6yUQi;3Kg0s@VDzK&vAM4Dsa}w#CBfC zW6vS%ujA%1)wm`?0HZ|i*=#j57@I$OU^1Jkp0wh_(1x1OHj|k9ts+$pV7QUJ_Vs%w z^%fL>cv>*)i$=96j>S#iAxXRNX&&>~gbC}bKOiv`jOxe~I5=P%#!QqtcuNpLclfBjofv(l_gs0 zhZyLzfYxu(U_)1qDd}_)Et_wZ+2#=+oNvWv51Dd;#8A~D^;#6tb7UZPVWm)W{QLnF zrW{9Xz(DQi(B!ffW0d+z6#XQm@_Tfe@Uqc%xb$P};sVOB5}z<-L_Vz${TiErn&NYY{ly?0k~hF{HdoUnm{9x%DM z$?8n@spjeSzE#>7`yMwh^j(NIdNRsSE8P1}g8Girf(TA%%nd?lBw$gP|q2X01`EC!2 zsa33M7NO}N%S9Q1p|2H%!v>kM>r4W995!+r&f-ZP(FE@>NAC8!w04@?H_zVAJdQpV z!7eKDfDbXDXy%p3lAOBkHI-aEUZ*Ok-o+G7lpH@p?myk1QI{>FUQ3G|Mfm7sI$l%_ z9AHQxbp=a))3c9g`o7TruA$olwkt3b@UFE zVcCj|y&9CjvJ$?%(BVr!-!U9=)DZZHZP(6+RKHRnZPtD^L3ipor+p5G_8q~nLoRVr zY3w|e#n8O7tl1Dc?+t>Pg$-zOUxO&nvU=`3jiEnM{dvG(`~YjV8^N}#oLoz|qQgXe z&|3{6GP4?xr`L})D;6z{qA%F0A4DX=_ka$4=4if&Kq&W(*A&^w!6q`ZgWPBkpUzFV z8IICZum=qdbd`ITQ0bVvT$hucHsDXBp7$=FJIZC0fAfHt^Pe&_5cqGDO^~F?2?TI3 zgM2Jb;NMhJ(A)o^nqtKXBXlXDiC()z>vlMpKLk8oKtXqkFBCVTK?@(gZ#=zIz~~wx zOO)4~s=WnE+b_*4t`W!Ge$~f&b{D;t&K}CZ-<|b89bF*vzj1U~Kq&^$Lva=k5U0xq$_@Mla|Ka{ z|8d&vG5o(y8|MBO=IXXG+Lnj`2OeWdLlX>6nn9+yc~=?c+tblE%m_cJ&U;S0;l9R4 z@Hv6P4FwpErtY=6uQ1IMRwuPJs8IA}615m_RNmR8Zap<8grDG<>ho>?lBIu;JW z@6Pu(+8gJ;$pZX66Y|%y{RdrZm-q#tO9(0anonH6gVm!6@o1k64#f=%mb-xLNQubT zZ*qRBUJ9=7`Srsi2ZgFc{=U0CRiih0(`9cFP3xnUl9KWt9$0bE@1g-%;S51dP;nBhcP}jj+f&{O+>-C42I_{L$|d zDgR&PkAT0@N5Eg1qyNrxf$~a!V0WB<=4bw%RifLRP-Ih*Vp1Rb%*^)2abO2w69SCc z9V+8@i6pMSEUEZ2dj@1>0sb%h%x@{K@`-6u&=4JCNe{YmoXA{R4S{oPQkf>*D-1>6Ys! zpTNLvzop;4{uDHb;wP(P0tN|VKF*5Bgv1nUBPfW(!oPbQwzHEk!d-;v#X9tPwXA2T zo8XO7s#p?c@r`UG>cjI)K)}PEL1kb2GsDyc_5ykO?Z<=Bx%G_(!i|NuI~$*$uWnvF zJ=_d2<=yu61%$Rksa@YpK9?svp9OU1YaM&9K0jYxKUE&s@jbaHKN~rn1#}5Mo^N=! z5I^G&ZUhKCRcCZ{x3A?dR`#8D8)T!eT%0-TuIzW6Bs@Rf)U+D2!wODc9+ds0_2g=+ z%OYe-y(9nLpbuY}5jY_-D%pzd#W&IM8N8|(zCSs4yUv{TF*d>jj!0_?WKw% z#~UXYjFpUKZGxihhH?phhNxz@5>MHp6rITqYB)$-CA;eHD-;` zFc=FIfBFdchl}nN$~@F~^m(3%-=?t>TWk4YDxYg6dqRYKb+jc1<3Qjtdu}->l_0&! z^GN#1;k6H$Ci4j!vz}VUX@sLd?o#0?yaviFJX)=po}K^?)Oh z3NecT&-%A-gxrS#+z(IB`qD% zGlf0Eq4pH$jbqEc_lLs4yrXk|0TI#i>xKr_J+(=TGQ~am%+Zal@+aTcZ}R5CAPwa; zgI@;R@E@;03l3qv29W1LTNQWta-8^lOqT$}`z9;^ZP`n4PL#GBW51VE`;Z2E;K;;@ z*Ip0}@!>(QG6Ru^poZW=fE-<^0OWV#;cK2S{U#Ss`^xztfLtqIfu5IDp>ckc*&yx_ zXnYI*7-rDf$O=3msSH#mj-PmWU8o+P5Ul+<(R7D3oIlmIPE5y*;Xu0_6cW7JWcJ#N z$8%EKAsrtaHtJi>&gG-EyHIU=MU`2{<}czWM}C(NMiV_$EG^QJWZH(H8nYV#5BFt^3m2- zHIk{+BcVyIQXEA{B`cCld0RmtAy*yHLHuTjLJc+cvPnpPYyHEAtKI2-?P#a1fgRTi z2LP?6b5#;qxjidKVVPYqv+SW7&ZwEdG1@q+-JY`XLfB1RwsEMFG8fl9^2FtD^iEeB z$nGq!{-S^3a6>%Vs>s^ZUOxTU`Y za<5han`V``iDSITrT#I(3@nlmiaF&BUt@zpHpq?yLf|27bk_R~m*hMB^X4 z3XQ7+Sp=y8S-KcZlZV%A26qJRZHi3P6GldVk&e-Ej@t~VbsnI)%Mw}9mJF<{^%$&d zlBX}Dz22yP^_q6t)x;YCKQYq4OsvJ{ZA=(s9j;U?ol*Tl< z4(urMtrO6t9Aq__vqm0ifN!&u{SXn zVI6-Z^S*gNl|cu}KZi%PXD#!!{d8Y~K4+jxpL#X$>D3P{_<>TBi)BFdd#5=y^(<6} zyp+HIN}Fm_CId5gOC>9r5ey^fCVfHWL_Z1@hd<)3{cqSWjWI__yeNXnHWd1`#m^}T9iO2a{@I_wgG_9G$4_~;H@rSPNuPS|wiS9Ze0nBo1-ce0?MF;-xOt;JQVW*~rwS&W$ZkoD;#MM_B~q)~P<2lKX~ zI^s%-UG)7+l#TX8NVkz)<4XcO^-Fbv?WWTe6=jXnd>K;l3Igeglt?bwF*%~UnvM6y zqsgfjF>Crps7Qzczl#%cNVgVlQXgC=l#Dj+z%GX!GMa-qjv=_I%A#G^aXrq_SFR?0 z&LVeInXVBQD@Db`+Y7N2KzayFeHPwZB2h>N@w+XC)BUHm*U3`g?X$p39XzYc{x|8{ zK*MM@z1I&=HjWTkFD`36M=|t4$vYkhC#w>we};NrW*h%Peb>yE+=u^e zZ64~{efRt5(E`005)k!#d|BW;t)Zey?G~OrR(?==Nm}z7)TX1y81b;#{mtQGa@U_i z0iWD8%+8vuj>ZoLUu(C`YLdFtqGOf7ADw!dkLr=IuT%^+=Wq_!aQ@|Ch%miu_}4#o zAPsL>-LcG=r*f;p-&-XbhUl`Da-``y_p>-S( z#;dk5NMJE^VxRbOh^0lCRbDo>$!@zic>Ls;i8#I!3p|A^ia;V(nYL;E1_D`Zp8WT& z-N?}sb`i&1b4pzzjwU>e*&7+&dCG(m!a8GJKd1G*n;#!6O+pa-OmY+W={Cu*VG^e} zAdbA+?M7`9nEN!7*z;@%NCWesx@ci-;ZDxf?rPFxs^dTavWS0b+e)`l%QXwSH6h`K z7yD`xE8sI-zH+SnYNjZ=|G@IxmjmB7@7^NRw$pPg`XRuQOIakQle4OP&TmV5A}-_$ z99q7fvt`ht%VaT>^P7KKRAzMV@ZIA5ahGt4D8?1U#7xj{-g1a6Iw~%r0Mja80b$r< zqgFE5_2N5{%7NgGz70=R>1*-yKWNy8tzd>fj{N;p< zO!@%n?{7C**Lh>cT67N|Zvcv$B=hSQPelg4F6eb@govKgj7zn z3SFFh&`41?txbZf+CDxFy&pxNWDFRG?&=9V4-@UubL>D|v&J_74+1*C|G=}QfH^;{ zsxa|-Xpf{vr`4$kx7Mzs{7G?w^^1O|nxas)Fn^gN=)F+}4FiSKG07L%Uf`|!BF>!D1Df}K_(Q2cP=0FD zm$~iFyy7oBGqB&(o(Oqlvv9S}4O&=q>Iw?8;9#>!ZO6ETKihA9fq)43` zcNBTrf!?69Rh`J5&73jZ)XZ87rNSLl*dgFY3!`wrBO+>*Spk)}AgO=;Htv+#zW$ZLf*If*! zU2Y>}*$zAu2p>LFBNx}5p3<2*Jez-6hx?=+NQ$+HIVLb)P1x7(&pFUjVq*e+`C!AC z@za5YpI?hBUH}RyH6b1$9~px>)U7 za%irMp)fT{j09jn)MmqCWg)!WQArt1+38k5Ok&$I_Q(O^}prfate=vI;Z@n!E| z^w1UsgG|6JoM!;*RE;|eETp-pL(EZ(L&GAHDBxifh`2c1H@rtEC=egT!al=dd+~t* zX&EQ%+X*?C5wojZJz3{P+xF|b6^+{iR~&VXLi4D)nRCZlu(6@7>v~vsz3`jvkAsg1 zqoyHp7k=Lr{Y{j~Wj_-j`=V&THIa29)7S_vVZ2-qBEpl;>o9ZK_}FUrF2)#6rursit#zLQUO-Qruf?qSHJ$)dzQ*7i-2q{aHfGx}b zOQYzT9;-WfV#0wvEr9tD#+W_;%+D>oKIrw3`3l$MuD6-)8ryZr*{d0u0gUsom2MzU zvdp$v<&xbbNFP2@bpxOi`to9M6y*22`lAlevZU?<_WrWUISq7FKn(!**x3fe}T zjQi))$jQoAwi->Ltt_-~Sh#Yy*KI!NWFY1m$p*Cm-R<;vW!^fP*WbO@SRT0M|8w2C zo7s14_WtL(`D!^Y_+xyx^*8}as3Ffh@Tt4aUXP@>{rike8Ep41QjypOt=$}?S<9(_ zT-iewQQ=NNT5lB9kVm0zm6hagm7r}CCjF-XRTX@UE*0r&X(ylK6~>rwF-BH}`Ouu6 zlG}n;F`pB)P1%^UgQ>O+M zAm%|!1BX-5UYf$9O$3B7(0*aUZgE=9g3}X?bQ(R?P|UC~6k?nwrj>lun5Y|?_Lx}P z@vA@lUUr(>=V%vJB^w!2!&V>(T0dy18nTeyjCi^#h-I$9uiL2>x4r^zU93$Y944Cw z8?hE6pn12`caXZ3G_}$Uavk;sJ?oK z08c{bqUv3DwEuY2Nt#_BC?cUIF5s=%ArNA^WJw`|8@o^ks89A0_ZBHA59#J!D_8dG6Yr<`hit+F4R#vA37ZHguu0g9$Rb@7I#<8f^F>DN$| zRw)Ag7eGYc=JAQIozZUS_k=wJyitiAC+`59h7g^MIp-7jw>@V_@Ou^Z=suFuI(*N+ zUQO()66!3kYjcDG=cX*?@p{(YjF{ztEHB}`nSzC%dZ;>o};+`{i#S+G>7)5U7-~?s7*d!JFF2c%}Lq@=kYqFvV3nxRi*fP z3G`KaPgPP>uUG|{xV)o?Z_zy^ zs1MR2SmnwJkskyzwdR0gEw#EpP0h>_2W12{xX;6>#V>ttHe+AT{WPVjI<)W=!%oZH0X-02n!ob z?(KFt-#(iy#Li}~Q1xaY<}%u?vO z876(2!JCadgR*79W_NqQEM_WN z#v>r+cc@@FjH5`I=juI$>Qt&^bbcSoV9)eO67awI5$nJuYT@zSr5I7lbsWkPYSRtM zY1gwb2mz*sP;!8iY{VH+$Ap|Sq){iQ6M#drpc1?hM9$~Sy1i_b*J1+Xze+gmj)BcW z#&71du!Y$FP!J(l03GTEgFq#v`2wO2<}lxKJV)TrzQ2+TxoaFujfQOXLp3XgSRB0_UJLE+g=u zSp{}jf_iLHpcNsJ)LV^+peL&XJ)RSfv3q(K9KQPc#WLK`Bz}N9Rg+zf1CLUCd9=2$ z%#}T1ff-BVe`~bQys-FiNf=NrOI;7x2EIM{taAPWad6hzlTU=69$;#Ff%lxrdXYn( zHSrULX!RqH#BVY2E0TIt)$$}Jmu$ElvCbL$V{UUgaa%!m5k;|b`Es3m$s4#GE-_)} zS9NIO_h~~PFsAt*K{of1_fFXCsuFm-A0|modvFW&LVcyY+LCx~?akT0;NZxa{xj0jngzpFc+n~h!oM2jB&W>VO7^4K>S^+$adCIpaa=L+<#j*u zNdtKKT5~>a7~Ey>k8X$Wf1CU2EOpnnZP5q@H>7p#4`&wR5HK45ZKd=NmG2?YIg{#> z7ro@n5jnb!!mzoB5`P>c)wU;L4WlJG5|<2;kd){|K|yuVPUHp5cp4oAiLC5yR0BjJ=Q$qkyj+gI!5M-Hk(1uPP&Fk>lYs zxTkjN8R5;{7N7)Wg(M5mA2kxEp+ZMqY+PuZ@Fc*EFvaf$hHAPcdKWq9fR5r9umWvo zDiew0*8+?bv%|!mBfnKH)1u-HXp?2LIP|(6C+ydx>As`28*RY-{^(qIEtgB``}YJdNUH2R+VRmf^(7p-~Tk_pw9H6M6Iu*-=!LsTr|8LUCOmNdjf_xE zpI6@0o5-qCYpi-P$@cBJaTMIPK{lug>#Y_|+C$b$vspcR$xN46%jO36m*{;#q69(z zi^&Tr5v3jC#k4JGA_)e)-EG1Yfg-|b2s@}tKUmstMODWm&gpp-i!+D4vkJx?m!)-d zK}+-u1aK^81>fOX3P^+r*X@aO?xChHt{pj)wo%2&9Y|dr%(xAX@j@7~7uwn64fk+q^9uaQ&H28HZ-)UzTUVBAZ^Sh^Zj*M@aQNndPi z*4EHj=U!AJEp5dx#+9?f=Chs(;A~;P9uBXf@3z}rSv?1QlD7;$_c%v5D{vGH-fUaL z4$dE`>LluQSJf1R`mO1R@4-ua={e9xlFHP!&3iO$zhGcRODHAn zI2*E#J&IHHIP|c)N*dDEF3c>ujeuLNG@!55>zK&8VDnYVgc?p>L2bEWii=co?u2nK z9IESM@hH3DIqmmK>Xvq|cNcXN`AaUOV1~80ttE2$x~}b;U$5$kN)YIIV0X*WAj^8h z4aTVd8w;PA*7VNPTIq$R*PIlac$*Q-aoSxmU1qOV^%9XpH5c_tRb)Mc4~UL@u1d0Y zaT?p^-y7fB1gXk*IS;;(95aHLwm2Edg-mm`PQPiF$$4fc=v7Y5OvuE^edlW#n@gMu zU{wls>1K$e9>WTVZqu#jKm4gx$2LF|1Wx$`!L*>VkvCb_5|6~Kvi+stDAYF7U+Hes z*1=s3Q(Md$OL4b$a36itGkmJl^6{sJo$0^HOqp<{epvb^MvJ{Im8tFQ_PV zKudpXqCGp06K7sa7sjTBxc#n?$~f5M@0n2q5%9QHe(C~4Tho$j1d$y!a@ z*nWPP2ZdG%>&+Ans=yoKo%2^aLXt5Jlv6y1) zpzo8Y+ktN5z*%xzZRdFfK}n^MRRa2_*?P3%M`j}7_0NiSO}H_Gv&^QK$8&RO*wd#O zwJ^=i?}ko2Tkj`i<^-M%GwQ6nI=}s0+0IkwZ>RBVADokwz<$)(N9)Cw?24qFDq!0+ zz5*;HQ_P3Vx-celybFq|Gk6uH3-=V*E;n8j(Dn!*2fU7J7H({kKsK0*WiIEk(R+7m zO)So-i3(ubn|HQ;lP#lqFk>Eyj=SM@u4>KRS<=Kr>>@2@q)8 z$VLqChD*(-@@)e*i`W0z+%r5+mP=1m2;e_WM_Dx^rs*PbI`6zF^IL=o;Kh=%eAv)* zc@W^4W+1uQE-GP6#|wa~8(F6JnJ1krH4EW9EHw=rZs+Uw+Iepf;6EBV*vY(Y{%z?; zUC6H8ridD|zAl!5G6FwvW@=fVtbxX8Ew;g zTS>%g)E%^-*t5&=w4fly4CV2F8%A2bPUt#pOJ77*k_p5q+=a8RNMk+kQ>#tW{iVMLLTxzNAGr^QbUB%e`stC0S@DIf?S&H9>4^g?u zdl-YpohzBC>$30YHoJY6wGI4ynZGmI{dUt)!P|ED^t27;IJRd!gcTNZZD8Xw;zP+8 zKld~gS1vPnf+(_QM~ep}VaVxh&Yu>nF0hv~@SaR6<}idt^KhfL&_YMn?g_AY79h>5 zbf>V$!?L=uL)1oBd~sQgP{rpr&KIk+iHWK9#~)Y%YbPKObaQaIQsPh6h`F6#_MSJm z+KmA}1xFB*Vh=`p6&aNt45Sl?`pX{6T?|oZSZwp{Yw1&?^FAqs*Um=gXtLGABDXYTUW#hyKZvQBby$bQv?RLeRly*vq47s*u<~;nv0Uz?3S~7b z)o!H*u`ph#E3-1)sT!hzSW?JSQ*^^_I`eVlejW_mz-AUmX~;Re;e?W-;jBz6>#xU} zBRqneWR6*jr#Z#&iR=7w)6ce+H7RF$uh~LfDC%_8tvc^adYG)&7mO*uD+iHe_Sae+@weYO1pOj)!hi$YRhZC62YE+{uIgkd4W_o+5FPD zh>otKtWMI7(BnfG94v6RuAJ;Hm$-SZ3%pl~vcJ`!mk!_<;9zLz8BLbbVri6!e#nS>?t$rUm94s8=ks|I8t!<~1HrUcf!TWM9Ya=2 z-qZH>h%9g+59T;8$S=r@m!bOmoB6dsWEt2vot`Y&ygK21V|2{2=v0x&`^V|HBsnG2 zZg+DT^=T1Ccn%!sldybtO_)}zY_!Y0ZK?9gk51iuT%b)6IH--O&@_&$O*Zl1T;URl z$5l5tD%?#m_736SS{l}N2O4nG zOy83jSlC~=zU5pC%qm?_9HC>#6sFjG)Ld^?+uTo%%j4>7Cro4==j9=%(cIB92=V+K zIDJs72PTQ3uDV7CQoOfZYSxN%!tv~hx(pPw=iR^?-O0ds`pH9FxFrlX=z8sq{GoS> z`!qwb6;ffMSR+B?@ppGWvA{jMxY8Z1P2!19NQf)P%Rx!hrUI`%f$^FPuNBcUG`}}< zm`OPEmO{)9YaI3w1P6r+nCC`XD7~wO*;ch<4A_c&i@0_hY@lB>bRgX!)diUzw8|zO z;i#t(i$PuCQd|627Rs&x1xjD`6Hl9ewVKAQ*V4m*)Q=}ohm}BUvF+{bCtZU&MNS#V zAPzZ}MX669QirvFpMOY8YjtHk8OKN9tXi9W34ALjLRwrZ@P0{FEnod6cN00N4{x70 zGlz{#L}jxkXJi>V@K&FwF?;r*G=1NSKG*u|RTV`mtA*o}Jf8ekb#vRcwP4}FRl@o3 zHh?w*F@7PSi;=BeP!l|!2OAjA($&Nom^h&7bESfw`6IG21P1X9wWtY#)0}hrhFO;j zrlwx6(;+qMcg?CVn`l6{AL!XhkT^9nwjI+YzB{1G22=#eCtTwQVA}=IH|v?X-o}DD59kU*;@VJ zr=6NYBk6w+jG?nS?l9>yZbm+NgB)>c+_Kk4OH=1&H&7A3eT5T_f*`ip2@#o1uCvDR z>~~(4;#zIXXK6 zv@!`{b^pg%XG5O?wFZQA|0e7Ial>bh_c2EIB`m#-5E1c7~OV9Rx zS@A_LL_>s&q6gD!#7CYN)c{H>iA?dg+f(fj)JR>t|A`NK-^Hnb7he^*n$>0vlOc@y z$CQ`D3UVp#KqF9A?*Mr8>$*cidS`E15a|xh3=n$8ECjAf#=vnr*7{(g-3;FWL>bEI zg0x?ZVKgxx%^uu|4E zNIMM+eI`wtj|{2+p}4n2w3(XQOU#b*ot1=j=D16-`@L82L6(tY_>mTG$Uo&amvk>0 zS;xUwg!{rAcJaWMqUCZCXAAsTc5Yp`k$nR4JJf0lCF6j83|LD~-yD%ENj620!j8s}jkOevr) z(7^7Al|Gqq4h))jw#dZj+i2mu7+B63;5*8*PteFCRO!I(h!*OTz@7zFd}G@4ss+^@ z@>p_w#=Fy$UROpQ-}~TQ>6#z}!cJR*P#9LS3Jqn-V}9`wQM8&2`y~&~z!-1xMiuy5 z=p!)lH}8kSIpPX$J$-xOz|tW#tVeomk1*7K)!8@OG9Bxtu9;_2g}s^j7oO}AuhZd^#7Gb0t2nlwW@MzHFJ?znVu_#j!_Nz^Q?Y_t>dx%kBNAVs$0wJi3)@ z%=6J!M#Lk+?8{vXLuZ1x19e9?RD14z!f|;VhbjNA4PDsqXWm)~CCzw>>|Dkq7WJx^ z6k+cI^7l&%9+IJ(^T|--o}1;a21mAZ>{09EgRcsI-<9bB!wyz!kD38Di*)TVapU?(N7)=BrouN|AaQ75x<<|DY=Dd*iBmk(~iV!`s(T2Po)q zQ{!?BFL2F+_|_&@UQkN{Z6TYUv=64JAU0{*gX3piF}8D-)d!+^8=M=ip>qJAR#P09 zRp%Z*V#?@>cMQNEs4|bXY1IcOVqB_DobIAu^s*9A)Z9{0;~%kS~& zt3sXQoQ|5WiLVCKYP(O1mhEp;Xz^6JCHz+H*vwYli=S=t*zKYvWP6A(e&JT5=NYo# zaFsuewM>J}o8Ez^fB`%Ik0bf_4jZ5%4SqGOT{j__RPQPi)ZPlvptte))`q_WGeH$G z%xFrTDPx|VS)v|t1R%W*wOxKqngh4vU(b;Otv;k|erEC<7rbroi>D#HKI@k09x*PL z!?@P}&x+Cou%8c>4W0ZfXg#hX=H2M%I>?k?d@a8S96MJ?25SIU zEr6>x8{uyCE{0V(!dS;8Mir5N4!(LIS|IYBne~Pgu2c^#JM&QdC~+;nXDj44_~KZv zc8D4^pLLs1(dnZ3>|Q;o+w7#RLH=9d<$~fDKYWhAW2_@+OeHGo zAbh|3i3dSz-hho&6GuRDua0>#kgvI3Zm#%?`>ROZka?6+w1rq9TqBx27`_n)2rjQD zFPt5`qba(q$wX~J5#(llv2ZquT-D{02 zgbBieDdHt;6kg_EXHqB04C8Bix8t@|b`ar-Oao;&sSQtd_qWdxi)zY3F!dzWz<$F~ zSu?Pz=@~J}C8+;IvQ3I`ty^cmvtYi-@l3DT#drB|w=$izNSq=!Lc2|>=W^}J{c;LI8p|I;wA`Si2F{S@7jZifbH9kL^CqU~1p^%2?faQO z;m8=a0DJpRTIELQPK;6Mp`74&$~t z-hEGtYw(HKi*Fy5@Tk<;O$mWi3pCGrr&AI1 zvxD;>2ObbyDRFH>TFTFr-0M7z}E%g{H`^_G3_9`0VG!I{Pf zmby^8J#Jb9sFB~M!qjwrG)}=BTYYAESqz&9QMoucgnzwQg!|^|W25~G{=OfaXFfX- zldAgSw_E|smcy{mfJ9jlDJZvxWW^NzVW%#jCQY*W>$ec?NdVJ{JRpE>;JIxOC`0(^ zAMyYMKY|%KLPu-cHoyc!WidcCg&MV_Z_G~g9Vqt7dsy#*g$qks*u8;<@CJA%wJgK* zz+xi$aGv;C4_&`_@4Ji3z!hGr#t9nunurNM z4>lo%0+`?d$Y%UV^?8jlilRe^1&?STH^+40A|w_yKzm#lZ{YNOXxuZZdI;bR8v)D~ zH_WFYCN~09Vf+`XnTP_zM`9%1P4c-j=)iZOl~ObAH-@{as};!tEeL+nU7EF348Mlb zj|4IXc0{@u<@R1$2ZKOFv+Lcvu&o`)*)t`SI3<2_`~Eh2!sjQ%s)_z;-Q}$LHQuvn zWF0QwJb|);PUN^23Q5^vl#ffh+v$*Te;PgFaz6tuGw#IZOFQLQ)`C#{If{jUDF5sD zezFrewu?1tC<<6)Ya%Lcfcuty-yD2^61rP{G@uT~R1B*-v@>y{mp2Zp`c~t>671OO z*Un|n!Lwo_)PPuFWaTZeTv{*YzNS^V{t)H-4GuSwr+q#(a_IE|Ri3-}IG@cXvU%7U zpb0h^H8Bskb`qpT4|~9{(A?!4SdUVB%bgWcn~HshuH7>I(DzKg64<=KV1vd zQo9MNsU=GLCGc>r$O1g|*re%@T34KYhC0hNwwr6(z+FsFdS z_y9?wi$Y7NU>fQTOgawYt+95kKtfl~qt|pa@4)1_p7Lr^hLcfTx5i$kxgCyaWiJ@Z z=w9CajOpom=(9I-&Li6Te`$IW-}v29i?s(5J%lESwy5^2@py>Or>uiIQ#S(I&hvd= zzHCG4L%B5L9pObWI8G48WjGkrqT1o8K}XZ!55mr_XobUP{ZjByOA6T@Q^2pZ(BCx? zo_tq8X@dXA25IhwO%s{5GBX{YXdk?9tyB=Xu!nmveNW5|vm+yysFEYKFNPTkL<_?d z`78>6*j~dmkf0VA-A9neMw18k72gIugi@_sg4-~Gzu3SslC4yi9wo+P9lxWS=OVz( z+KblR61lAky#uWO9To4EoWBHLxQuHbLy{RX#D`VE=&(sQKS1;e?xUE>4YA+}x+gMW z2{~URmf>mjIB}{chG!rw-R}qx?oCBz!gFKC9tqt4cANtm#NpMQ(y-!#-K}3J zq0?1LE0A|inAc}V@4p5|aA9r+v5OSbMvWc}Rd%q1su>?V7>xZrv|c{##udSUvs^@> zZ)#g5N;{d$0Z(13KV1w!336>0q_VTH`R-ecXR1D`?Ez7|2?zy^sVPTbsQjdlAvkKE zavXF<>--;wBulU`0q0+F35^AJZ%`0dpt%80kfwxMs^Q4b(y6wTf#Gx)#XA0WUtpEt zub$Wjn*vpT3J1jUo0&|ewe)pfIGbCXU zbWYp+t=)>je!9e|9!Xzoo!!^6>GiK%;;JaZSTnLPU~FRRwVF-1KfC`6YzlkO^52BD zxc(Cvaxk`r`4<)Xe?VV3+1dU}%4f4h+s#NfY=b+8kBiRqX&!%0!}X)fhxT9 zLy?FBgk9a%qxD34^3rxafKW_%al#oddNH#!m1?KxsAo@V*CWAG^9PAB|B>KF43r|r2TC7~KW*u$j;be91C1or?jj1(0xw?qLH+9573po9Q)vp6e0 zdqWWgNO8Sgc_@*`_;G%nwLeGGc4lm`Rx4TFYQW3m02y;UI3_Yn5#e0jtI-LQrKGxt z`HO`%MZBEL_R^aVpOMJex|un#HeruX|u8)galUDh_*y}BG9%?{^{ae-7Et($9?5tI-3hNY4Um3 zd$ZVKxh@1xh+HoiFTcw%!Eqf86DUsGQAtc(h_j0coXn2m=hHQ(lk$g#S6T--J!`$PmEG?X zg{$F>T;Ej)LP?$F1k*C%A51$XE$p^xTLOzIQvtXqIEhiCPOBJXr)ugO6X{RlYreII zHPfBF84_%RUj`%m$zedRM?(6F9oYQ@(_wz7*1)g!f~j*lx)-HqD+e=z8j<>cKdp&y z>uAQFwwzw11Fco~)d?Wa2^PO802%7!Yn7e7-4uz9ROd+lUU!Y$TN7YsZOkF7tf4zl zB4A7_7bB-pU?)L}NgCs^&oRYx@0cVZI=xvsK$klfos4Wy;D$#%&@`ooPd)H$Yr1#R zpJ35W7HD_(W;J00|3bsPk)mDhgEq_C%p=jB;Ot??x^MFK`MJhG(1VP6xnMcSHDKgw zjO;2Wud}g`FNou!(X3lW_HUu}Fi`kW4Q+xL8}0jZRLh^q4g|6*2WfxQdXI@J$QTLR z-v|h(V3F_M_J2n7y3L>A7U+KI%G(ofC?Y7MEm;4fH`-;2dHKk&Yzo`gZTo;=uWN6w z#~MuPgDmRVSM{XUp2=!ubc-Vp}v7)+db<(O+|pZ*jvRFFij(~ z-*N1&w>2l)cDWFyWjaBGHZ_zxPs3c8cJ9?7ED2nvsA+4sPr|@0?v!nPaw)VvdhlEh zrQ-0o9hb96OQucMRv4NcUAw6H02xJ@`2bl(2T#Kt_u0-AV2wnix=flH74KYB3wwyi z{o0bFYW&urK9;v9OUNV5+|xXxet zKxV`{R}4bsgBmwDU|^@oMcYpCa>OLYKBi@fc?P7JBQL&q(kpSmAkCJ(qu=b@CXevV zG$Af(#5hlwW|sZApSK}W``qJJ*DIrIj^bTLYoI{@dNnG)ptPyFb&HrqU(C3EUX~H< ze8tk|b+g6M7j^pzzV&~kE&BN^H&)?{TOmituY!Rh$Vkw-1QF@c>Xni1(Yl4ASyCd?zXQxpUUZ90uG*PCQ0MPn+4 z&7|a^M=dm3v9x4ho*K{JC-J5uW)jItZ5J~!%KsK?T=7^d8S+5D!J9UU1W|%J zOXs^UI;5Sx)Bmi!e{B1Mgcx=!onv_DNBW22s6|VaW`%56##nZmHhmhcb=?h6g@qJ|1_UPOD zY{!?3V1R0v_~Dj-ZxDH8Fv~HPsbF{K>&jA^nlPa2bLsP@7E}nlFt`OM;3ocr7)PO; zFy7sSMEn7Sz!~jq>Q_Lg{303eu#D%CXLIb6NWvnSz;4>9S*~3XAMY8Xt( zg1S{DeR<~6Dob^Sm9uj%r5bx+QNH$HoRIelDVSR1YA7~(t*Ox)#s&}DzHmA+#=#(k zaCQA986fT?U=2X+M)ALbWmu0wau!GmpiIoo4TpKp!1~X!xLa(;&Jzhu>?-YAqcBEO zK20*}rnwSS<|*l4vUcl^{Pli`A*#RxL6xsrP2LZu2#lYB5b)LvB;^mDGvm8$EK9KL zn~yHB;{9I1J7RFDh+{|P$Y4imzj02+kJUq1s2w+t^4|!QN^7BR@;bwij16t}3G6DB z{6)r&3im{;)iXE+4pT0cbY@wTFu(yuQC*lyKxTz}*PJyfW=`4^sUD^ErdT>b^HEZm zt4OVc1;Ml*Y0^jX4RVkJs3JrI4PV+S9t=+oDl7Jv#8svn#9BUnx~gD#ZRy z#`w#-brv>>qPkmihCk)W(rVPJFwd%4cWf&P13O#Ll!!Tq>t#s#@JrJkFJU%5;<(({ zy(p(s1S)PHeg8;6Zw4^Rab=ryEXK{dxy>3DhM7f|A#uf)8SlVrg8!QLDI_iGX}vnq zB*3uOKNd1NX0$bUdp*EqnvcYnD|OqB^y>l<@q@++k8jdY_`U)90QfN08#e)h7)E5l zxB2zwRltpW0tXjN^1b?|ls*F-Wtiu&OCA;FmtA2DJvhW)bIqHo#u!HaaHzGZK$C+^ ziG0QVXozDdol#ITwTqDN2Z6u(h#s&t2rgp%`B1-rMj8kICI!!_1U$E-ZfZkGuhhfy zN`=*Y7&4l@tbRGP#brzPhan^5dQ}yqt~r=NDs$_^*bxZ2&I_M#PA1#0fNQ4ZL6wpc zXXHHQ6hV)4YIojWoKJ|y?1t#`XbDrPDh!B?G{?kzGw`dxe!S!vyXo_)kqxh%I#)ms zYCN$xF+9p47JVr5Cd9B(3j;HvhkQ~gX581Tgf#k@w|ej|CsS6IY!y^0#m>>k>SG2S z=F@c2>wY!k+nd6C=)vp6CKLQF|0QLL3wdC~lQQLurq)w&A;mbZ!~pjvRKq2O_wOIP zlSc9^yH;B7(h3Y6$=C#5+pO~S+9u|=B4+U-SdsvasMD0+o{?ec?* z2t%vjHlwQ~zfA9?{``rVwgtLgk{Qvm5>~|_o(_SrWL9`DMEI-4`Tku*by=2k;`0%f z@%y;dx}rYfBCNOZ8@Fmsq2x8nPEN}R5id6?utFSN99V?uQSX(ajHWz#RFE&3Id4e} zQL`FMc<#Yc;%j0XRBMFUnXEK>8u(3Jze51>5flP~Y{Q=L`XH-9{KNiF!E5T&wMZ0G z*xZ2L(rEqD4Kn|5`4%B0C)Z(S>A2Aq@?+)YdGisDiSAhTOrrd>Sjbhv4HuRt1!tTN zqlCFO6sCt5-vug$-P4Pcxi^UqTVBB2+gs(Kfl{b#t!oA}F(#P|=7(}?H_7`|O~|si z<6WnnN*XNf+Qcc0%K|EOE#o?eL{ItFescAc^q=Pt*}SHIS6U*rT~h$G@&r7NN4;XV z+DY7DTr+T;=!{My*0xAL-6`*4(50mJXZ@U`_i{D`OSB_V7Dj@Iyo{NRHNC5$jtD4- zzmXpr$ZY}*+ugj8__ukGE*=^@X<5BV+pX6* zj;giOVQszU{^hsXGnl|LIWFDT-MC?H)NN^lf9qmS_B&$C&Zm*fCS^dFc+D@3GX^J+ zK4&E6^yoM>fe)m={+=3V=({%f{!xSftqX!_@`ultci%ihSP!1D*VkQ9wcEe$NLH|K zl{;di3KDX)lOa7mQ>HrJ0jhlY9%wdN*_y9HK`qb!4<<0f?ZAJdPu%}EVuFL|{|80G z#zFL-hl%YU+JW`IFeG4Dxc(RE;s2o3*;VB1Q<>qm&(L~-D1M@DvVkg;F~i7>gM>sx zZVHVDUa-4P`1yN$pU7XQJs&$cVkV4h967Svm~;$KUd7(9p||1JsqHj1H1iLc)F9S~=Tm<0MCti1z}Y+bu1Shj83w(Y7@ zwr$%!WgDk#+qUbJZQHJ?@AmEJ`*;5nGu<;0@6OnJ?eYW(q<}x|E!g@(?X$1BbzQPSbPf`b z5~_E=5e<#{2iN1+^q|n4%dQ0fj=_Yo0x4%bf;4@;=);7ujGOR94eBmk^!9qO2fGkZ zH)QMM6D$=_6H5f+!aoHGX$G)qh?@+A=bYgS3gd4wONuao9=p$#=5De(evrdyQs|~Q zn~G=*^NRSy6_ z$lIC&)`Tn(RNgAo3Ub0XsmM8a6H0vygTvjL1F%(H(TBK!hBCl{Z69?(WOPKlo8CS9 z*HiNw0Mz!7=-=u0e+f|hCxi+MGYiYV3s(FK*v!A+$^07x6#^D!MkrpHHzhIR9)l9`^Nqyd8`Gz0dXaRij+PtanIJk^4938OvYSM2(6`=YXPrp15qeddB+Q)98z zu(eOokoEcE3DOx$Kav}pJE|6px!>u@@5rfDGvbrN7mIIPuPNitIkPblFDikFB=_0* zL!sl{oD!1G@Ae^`v7aT)v1O*KLAjKEZvR1At2Ekv-^#y}B#M71c>_1&^t)Xs(9OPQ zbJ}D1!B^n;d|xR5U-Mh0sja19x@tX|pMt%`L$~0w+0_Z(Z0b<`xODuidwMRjj~>v+ zqAfDK$glU!ljy2_HcM2e|E-;DNe6Zd*OJZ&mmV{%mK#&O3OL59v=sFWi3c2}AkydL z9r`UE@UwCT6`ds)iAKzXR*5OzJCe4Fe_s%Rr6pOac)imTj8 z*89^Em5q~$q>FHVRTYpXpQRsN)t36e>6Zu|Bu0N!L)01CS0Ea?J>`HiRNnMCU9n@6 zDq=NjH!ZL}d!}7rMhD|OrgJLCTyS=Bg<@@oD$Jw|r;66IhIB*7!qKd&^;BDKMaB(J z(8Qr8rcP6abK&WGd5OtV61T{5^kywf5X;ErWfgIA;j)_@>TEqpeglL{>sLPikz7#A}m;K`F7tgudR0A#jDpjRg^NBT5t z2^nGS_}LVHHA<>;4D8D$dxC+Kz&E7l(>@*HMTzRN;=Z>G(!q=yzEsb7^g5k}K_!Pe zZtS8}(NqQC>Bb%(2m0RHwA6h0ylo#x8lcVT5Sc_mzoDNbXF&nrrL8dE@#r2HWbZt}idDm`m*zErA9 z%e1eQNi?ZxpZ;MX%+kIll1x?EWAgE)j;8z}E=$>;&VTfn8NV^{az1ewUu{Y)#1Q+- zf9~;W`+GGuLEZ^d);F$`PTp31S;h74Z!-KnJFY~;`X=wI0ld`Km^>=`@XbXD0w>bX zEt$lxq`lWoh0hvV$YrEoClA};?->?#k{z4I7E&pWAf%H_wAUHh&OEP=2OL|9_(GiE ziusUbA~HR_&XiWJ_sXsTX&;9Kia2Fh(bs#{)2h0ia^VP!)ac|YI#0*si!hn54@!Vl z!8GomPibHKnkPA~SN8aLp35v%YjWNvt?8)c9_`aP0eF4q0kby1U|zA<-jP01GH*6Xg9di#rJwn*z*~ zG)f9K34pmY#U)=HR{$i*j&w>Ik`5FeMdj2UH5?@)P*YGE;!5;kS-)6_zcERj$pHhc z|4M_0Dz{`Q16$eB#S)`0)m05r){UcN>45XqP>z}~ZFZ^9PzlC_^RL89bxL@rs>cPR z0#?yJ^53%OE&hFy-sR2nq7>b&R6@#?2(b*JP!*sFbxtKneyd_R*1E)azmsIuJB}+^ z>7!(+mS7hjK**z!Vv%gOzzorL>0x!X7lZWM6GjQ`B_+kFloJ>t4Lnu_IA%UnKq|kC zR^(S|z%jvwV{xwfB=BhazvrXGtHQ$ z@$eoh_+KfoAZN^E@hSqQ8b%%(GUjH2#F?(vEGbTeO`b^UO1U0L>BztuH=Yv<1B(6IHJIjE2=_LS|%j%vw+7%ffUFt&#HB?CuGUVp%W5BgJ?5Ny_Zps zcP&@O2XRH@0RgsQrjUqr=<=9azIzi`(qd&@Q+w8;(l#)SjtoU?R8|faWN?^ycEUMA z5VVDfF_a{&noK)UDP$Bd0n$?8Dj4y!v&<4S+r`XNX*kvO>`BX6EeJlHhuTj6vnsubn3V%0|>(57a?bT4czvus9n zfhtLf4QwuSB0K?)XK2N{^q8BfunxFh-Gg{6!4r9Mv`cV;n7C_2gwCYUFAV0B$mXvd z#qKttKV<~%LMDeo^1dorwn)LVz>!zdjK3>Z-Gu9Ver2JDnvZBM9h$9<-a4Qx2S7D8bp(=oC~+rIcAO8T|3EQP6Ji7*rGkf!e9k@ z1*IjSn#>T33$1M6ROn&v_8zi+!IXliG2@mym8;Ia1y)tSNy96vOWH+6zTZaTvaWo0E^e~@sl zzy;nCsMc#c6IE@{GOD!Bo#XzXuX~yI+mN+nLL-_ysFS}5L_nxG48=R0kAqSP`VdmY z02rPRbsXiK9^Wd|R+25U$(zlJ^FG2+D0Gw~P=Ngi_yjc3KK9Vu!-XP3jY$Ed8;F7gVtI2+P!Xw7837icHQG!Hn*Q;7A;z zl%%gE+OLa>SL@)?k0t!8pDh#*>9%rv?CeJz)1S0~A0L+JWuIpZsACUDqNg5bwA#nl zxOcB)L5Is~IbYH%Pd`ilS->NN0FD6;lDBJXV94f8y-FwnM(4VKXe`3#o$QKnehc`% zCUI8R`CUB;s$;}w7bnZ!I#f2de)6j%yw$2cS zo;Wro%6;jJN4<6FL{( z8>^}-EZ@ht@(!y)1L>G5;X&7`4erw8OO+QY&V_(~4%TRIIrfQ>-31A&J*4;7l-q48 z>?5c+#wjbY41nInkl|Gj!aG)B-W@2^2K!m8>q%J|ev}sp2OkK76_3nPP!zq}HE9mc z=o&Ge;{`%}pz#VYTF)2b5=WHbA;2=1Ayj8H?Zq&XmqFB==DJx@Jvu{2a2d%484SKj z<8xLTqAE6v)ol=ZLXTl6)mq_lLHnq=x8{?g$><;@224nhc?sq#=+jS6hd{IAlEuyh z@b*|m@K?UL%Far?6XisVqQq9jS^*V>$(d3O6v|O4)Wd|YueZpY{3~a7{*L2lkOQ+= zOqcK$_G9{CNGU)9_J=5<3DuQPn)R%+FH#!Xg^o!Py%kdWbO%)wXn?qzDo=Pm~lMVH%}Jm=E$Q3j>L=fmKRdVCRJhjww~JQUaXGai_x zi*_;@rc0&R*bs}nPhpuS4D&MSK*(cilHF4Yr9f1u8=V`}?b0SVb@-$P%gr`f{ z&%)E2{ehF0 zWec~_au=jmOShbgcsBYvj7hp}OtW5D4A{Epobubn|SHiRE-oW7(l`lkmUiXdMC z?i*Dd%WM?68Ll|4U7)w$)THSSe02(Q%+#$ns1wp`&92cO$l{heT;*}TwVf{pGpFIr z`_-dws}(FlNk?Eszvx7>U1H7A&g*AZ9g2OB-ke<6%SO%)tifTsb);CLU~vpbiw&d8 zo`>JzgBivI!i{j#aJ7S9~cCGQyef~=`$o~ z;Iri*K?TIOu*wRS>~^6A7yI+93?oJzlt*Ks<0fFvw|=TytaUx9fU|bhU2}0nO~B#! z8#H1rbSBrf-OmTg&rrkCY4;l9OY3?Ks-hn>yPDyT?_MlqPnc%Nj&LvfwPW*_$L%uF_fSY#90y=$t1bAuym&8v{!D&6(x8d;%f{>nycYB8c5&~{ z`*#JGGCrHx#Kh*~*p#Qkm-W-p3FsXxrXDVbxqQ8Sfz82tHKFrl9u?6%W=z;pFYt?m z)7-4TF@Uy)GDaB-d*ke{sfzjZ3@@uW1d-de(GmL^&4^bRmD{|xra>tvIw4{A=CI_% zY7-Tg43jg+%< zd;|QY2R-X)09Z8i!fb%NH+Au@*S5A}QyV#~WDNAG$*g3IO=i_(2lG@p5axpqGmY-y zw)x<&A-gM$=h4vJEkLn7n7^fL|9kore1lQLL>9c7i;!bw#sHgqFt5+2-~$Si>uTc1 z)yUm6h!8j;3C=1P7FQJHAB8&-YX^9HYXYsb| zsft}zu}qtL3P*X$xJ~xy>siFfNm}4{UzwT+!XpegM@eEr{czKjyaD&B`23gb_#Ii& z?#)($Uh5+Ghwnk_EU*qzPDJ9El`Jy$vaj8})~T-UZ(m7d3#jYLHuk&l>Khz!?@88T z2V=o08$E}6x?QGPhg;<4E&Z5Z%~3OyBiYw>3-=XqU_9JU5GMlpS!mM*~{$PU+j?SOQ!Y@sQ zMIrMG`2Qj2)A0U!v45Ac-#}W!WvIMP5k{(RrdoeG>toV~ykCh6oAl)q0JCXx_AnpB z$)2h0L!E;#gb*EX%g3^r&EOezy-Btz?WK;Z4X zjQ_;e4R3E;xXB+zQ~2W0**<3pY$?IOKU#?~s-$%_(j_A1(!jBpMuT4@sDl0+G7FBL zas09wmGgoad!j3c2-eLFi$*ZDrd+*n(fjaq(d|7pOcsd1Lpe*iA{JyqVKU+d=WV?Q ze_E~kz37Y?m+dkB8dv2YMf~O#8NiIg1>RGQx5Jh~wmM8>(S&x=3Rd-?pp0z*NDc_N z^O=l>IYSusLl5%256`o;gLi3vdm-EEU|y2u`)xz{EWyOOIjBM9J4L%3J7il)(~K#v z9-1M5HTSiFmrI9!zS*T^pP#9wb~y#q{m2eYtC{O89CW7u0#|*|JS2dyvZ{IPoy(RZ zoU2}E+tUaHf(PMfNnJakZ@&{KXT#F!Yr#=u7MeE&r=?~C*dov_$7LsS`vY2^4lNP* zp;oV(g?}D%)P54V%R1`8$)8n{pWiiZ`e^WAB*@roAHvbC@yC4tpyh7K+j#}P<76xK z%U=C!V7bSIN&^uw&fh|1LR+jwR2_O2{|X?t&4E4rrSgip7jNT|M=UX>b=`${H*)Co zF+)+sAaJHmv?i5&>fF-9(@8c~A)6J|piWA!DC18AE1;VA&w+K91-~&aZfK)XotjxO z2wc8NcBazujn#X>z}3_on>n%RaC<~=Z?GxsDUOFSzG`qX>F$b}lnQ$K*WJ=V?y);P zrDN^pF6fy zU%Lhpi$K8Z7zkV~vgPWPV23O8Ea|d$I z@0Nt*13!btZOZJRZfpks!K5zd!=1m)N1hzRgE8Xv;4A*yQq#}y_Q0353TBhuW_UBeI-XNA115i{TFkmNXgQBLmZE+I%5%e``Ms8m1xw|09iXn7GTBbt-P_ z+&15$h0q331SIU47}`Lfx_bajHwq^M)q8fS$h5sJKI-2Ucmt!*hz(1`1lWSH08?VI z{*{aSAEpf41}jG3&jV4U<|u9eC1hZPmk@Cd*Za1)JTYv(y>c7D+?`H!EKi(ivHnj> z$24aB1-i(bG$y#9L=ph?SKU^lQ$np!os7F}VcYts7A`bT(_)2ePy#uc)+ho;wOZKU z$gZ<8uGFwzij=V(ZNf0~*r)>J3dZ$HK{?$4 zsOwC9{W;xsuxSv6c+>V_*5IxQ4x$0T^x;J32|#hbj1`pp-^FRE0IDmg_)x~Eq@Ne@ zRi*UDUyBMBkZ>syErpJ5c@XqmF<(0kxqH87qJ4HEWt6pRPru6!BLNv5VxoLJ5j=wRt#aW;DcEjKcfNl4aP=nheJW`lQlE}4&-YB| z&gG3xQ0W}|Wp%{52cpI7U1}A=^J{Rtr&K;Z#^M+4@>MS^iayi-sKfx7Lp2Qm`PGLY^V53Hao#Or^W)FwQQ|nEi;9y@ZbhK zR2DQB0)T9;Af~0i{H*qEfC-=NIja{5f9aEhE?+p#91g6x`SN&u8Tb5j^~z@?W-gqy z(nGUzOf*qEZfA^saiG_7nBtKR^U~Ye8Gg4I$KvbBnhs&P4{}_uvYu09dzltqVT0Fs z^l+TaPnv4}u_ufinkC7)v7frE0Q_zrYd+nnRCO67-1Bjek%;Utker3xxoQRGBGCLe`5Qn~a8!1C^Z>Q0Xyqv2h4owXWOy6s! zt6ab3{Usm&#n*Y1(1h$A5pZ})1v!uTqB82njs=6}9mRw5qHrTWU#1k=x_xEkJwcy=_b)y)($}ZfxX0Y#p~1sPfj?A zGc2`)*w{HNwflD(EOj_F@%nefzGLEb zy>sqZl8ahPZBCCobVZNxP)4lb%(F#BIsV`J_DVV}YO`($i5=oA8qK}9s{wf%q5L(q zO}-_16-DJ-IjUc;&iPbo7Ifz$jQ;-YVAT(o_+3-D91TsRUj8yB`J0p-r>K zsH-a+ALp9ThqzSW@g$hwUFdk`80oUalzDfFyFVL?06Ni3-GLGPsL&z0 z3OYvN({&N}9IN3fxFKzqq+OPqkvnPET`XF5MVFgkqj-T#F=hY^6!nYO;EIC~AaC4c zY9~ltyxALJg1W)``^J5Pp4!)7XGFaG8f9h zjy8*`&CbXt(c(iTi8qcFT2AUo0a!8xMH z_5onry*&@{k{(V=xqJU)SX?3$8o#m|@SzUH@W zGhT$Zk8|`sAQbQTD24-$kP0?lGyALSqDS`a_=!IbUns_X=7@FG-XpO1!e5>#WK5is zA0jwmo4NU4X9JPG+HvxphJGrZ)Lhb+P)XibR;Haq&P zl$;I`qSZU)Ku(=c)z%ppVokcI!sL%E)b_;bAI)LkkuUC+;#&Em7M^Fd#P^Ow>-9>A z8LQ?e(bK!1&gu%|-wiS^m2|ZNH9GUm7>KRJa{HqyF?GbKHdGXC=NCC-&Vy%#n5VeW zt5o&nf!tcWN!TgrorzxeFqS$Vdi>t_yX+v-|5t;KnSuF#78-rm- zKN|}!im^5{0M;7(%SW0to(SHqmVJZHfB_@iNxINI14;DPf?v%RNXgAp zw{M{Qbx)_y9sY6}Lq^q4F+{GXP8Tj8=TvjeH9r@jZ~jb;+*t0xz3gbylk1zYp2+*z zw~n5S&_@!r0(=)PSY+xBVmLVDE_x(s!S{>Rs6w4Yq^q;;~TR&(stADp1{9AFu` zsw~@gdEiv=@`dli>+Q++8w&Bd4-C-ac|k;91=flSp{aGV0{jH;my z=4^{6c2%VF;`t|b5uvaob3cC(uukqVh-r40sOhg<%SFZd}=x!#$K;xh} z1pH71dkde(L{ZbP-ifc9b-r} zD;BU$1mQ!5DftM{OP1TKKDs-ZnWbFIQ|oKjjvJLzlAry>CDpQPOxts;3TEmDieqsh3YuNk^w zq=@#@Rmj1gPuMZZcYLg|EuzOJdAskC}q1773XZ;aks05uIA5z&W*G z+W8+Icb-++gdZOCL}ytJ$>mD2(=F@gsCKfH2qk%3C3%EIXYx|XjCGa{Mg!UT25?46 zwJbr6aMq!OC@Zid!5b1C`m{nTZJttaZSZnEnkACWbv3Zd3x< zs($uO38ncO^z3sGn^^QLFWT&{@t1F@f_b~-UDJ<$9a;h7@n0M*!h1Cz(tnfD0O#;R z0Gr}j>!kh=J|;{ihSt$?`~mf<)d%M>{EN1+z807+u>Z4qQ2eucRE!sZg4^@~jM)58 zF#=x)JomnT-W2oYz0VE~<_NvCW~DQ&(UR-Zz4hecWT^jAJkj;F@dCsP&Z5^%a?MPs zl1+!cIWwg1oeV)2Pcfp+r8(Br^&sg4Dj}4s@&c6;&S_u1SvUkF>!u-d0>!%|F`V5v z3P3Q3PUf4kq`nRxQ7IsoWY1PNdrbn17#HA)?|9dS)%0}CPN%1tPbN)|A>@~kA~qWMOYYx z_zU59fWRlvPf#98EowVzms9BpsYG%mefAV&ux?)L;(`T;?l zq?}NkSiK+}vCskNXwgZP{n%(BNf#;|v7C!d9D6`me-f+uSzwZ&OmlbfKh)_bs+|6g zLDv3nLz+0uTz~7#&DvWQ4RNU5!#6_~B5!XPit6vK-2 zjI}wD9ancSnsB=nR5@Ku0!qfzV#TsFCTugo+BB==ugPjuIK-qmnN532z{#a)IXVhu z4=i%9sz)m=RyZ(~s8XJ1b!;smvm(1w$Y=x=(Me#A;q(?kRownOpBtZXPGJI{!-sdn zhfq6?pqGw|=Gx)V0(iO-bGi_%+A0d zdGiY)e;MuOFG)C|@B27tGUpmeU9Yn5Flcz|{`5@6>NyA&HKJwA5N)51XR#ZGiBXq$>K82*D$Y6k`T6N?cY}6&ew(_uk9k=b}<73<%tBiJdtDw(hMw zNOlH;hTSXX-%PuKWZF@X=nT90vMVBR#Rx!~l*O}6Ehj&$?+GK4cN`9S5xgszXIVzoo&$rNM8Se%1|4?r>@Do2HE0CaO10(V8Jf>@YeD zX*|9>&8YN08)9u3O6V8vru$Z?4^31rnwQ{u&;eWo_;IA8hyAQ=B)E%Il0n)xRMX*u zLdq2a$`xs)ssTU3n%){7=P*x@n1$oqZ7)lQxIYiLH}B4GDYA?*O8i#5KR^8+KPnrn zZAYbsG!($&XT9@XWnBeufy1BP9cVLni^4AE(}S>;gWAYqY2`H1Zr9gt7x?e5y~Al9 zaX*1NP}s57xP3u}Rv+r(zDq5}CVD*f0~Y9#KHNShP&#B|cb&iqUSs{f45(WAAO2n) zJv43L*;VvhpIc51&(X2@w(pzIXMDNr6z~NLPOTzx>*N^r&#tWpRHBqSh*YXWL^_jR zHHIcip-?T$>_1W-_L)IXG8*V#kErJ^!ux+7Mv;Jf2=_Rs$3by!P@~8Wpiy|$89|(2Hfx;46^k*$<-8clXF1I z9}4j|L$e9=*qxL=y|jWsT14U6bO0^dSlYIUs%f>owCMg5JQDXbgMp#O+M~Aw7#n<- zz^$;oRS>p-_RxV^2pd2P zY=-Xb+GmFT0o$?TB=ixCymv+FPg)|abypfmOY5;PwA3@11b7g?PDGo&PW3LT={OF+ zQ7debo@^mR7|%zTc$Q4o@ zY7leAT_L5S>8u?t5Z1F+7+9WC@l#S6Z$HfLiVnR5R8Z2(}%rUxvCnKO6n6^E*;=S|^M{R&;{ic`k3 z*I?cw0LPEkKi#82V@p0@ut8b{9FpQhFYbyT6r?Lw2}}GQ`MMkG*Zn{ zw3zOtU6FA)nMzm9l4}u(ppB4?Av^Kg>8|FY6@$BaErxoqL#Y_I zP=>p4-}It25LeA+1oYCqldbrIgUn`x7#+r4#Ac+c>M{+|QB2WQM&~BWHQjIrz)D2D9IzpH$baf#yGa)PT4P-`*bJ96I)@0DeYcy-(sBO9he3?>FV9S9i6sa3uS zK>(VDNWLsFunvyyk9mEIVV2c=D6MY_H)q0(YWPsvJ{0zkc^MWpfP-Te++Y&6;jl8t zt`lvWjuAurh3eklV0xbBH}k?u^t>SZ1Yog*bnt|9c0$^CKO(F>ysTpw$1J0m&>*wF z^5uN3_5PRd93qunuA^tc2p(AMP>xxUSCeq_bP?F1KXY>gMTqZ7VW%$4vdaQ^o>PJc z{5N^^V_d6h`Eac5TC6SBzV+F-F+4`Bk>aVbLni7#QpoLvkiLv|F#cxmKkuj>j-}f% zhV_a^AXhpw8~kYu?5fJ9AsfXFaI7zd-cm{{7gd5e6-U1*IEVLT>31F<$i2HEXWY^F z4OrrN3S6F=b8`sXpGtmnyBH8#Aq}M4L_c2f1S+! z3yFTH@|U9-bcP=V?SkH>Z%d@tXZFW1R@h+r1Ilb7uQndo1$p!iO_N49SvTD9SPm;g z{@@^lZwBi-jODEeh!R^P19~#e9n8@2TrHG#sR*C0yXiC%#>uHGZ0BZ*+kepP{izhf zfGwH>Vf3#yMhgJpq?jPfS${f*#b5aJB``u6vI}$Tzl1Vpfyuj3-5fX)RIpsZkbgD^ zu>Z(qhbbK!sN2hNNFM)qFJHkOa4?uuY^u4&LCd7{#i45RwdVZowKU;t+S1D z#7Xb7xc0WS#6Pm=d3U@i5Bx=&+T+Sgmk`=@X?|e{oooJTnXNBZB_A!>}p7D1Vxt|*kHj6f(KE0L>yO|YT{m|PR}LL1O1j|WzTAs(p(j95{W`8Xu&bS^=I zNt^WZLWUo!IqG-hXlVqNQ9`0qeW2v}U0U;@{>(z0WOc1sd8^q^397QeKeF&+fE3$! zNUTHg7upaij4X3?FF~67xCxvqNB9X8y)5+1DS1H&R`nIo&fvcF)D{>1%FKrn_e3~o z8~DHVGLVuUD?OD?f)XCLMy7uT-AwH}sjFoj{%~ zMRtn3hHOv^Qm<5E+&A>;2;*?PRd<@aM2Qib+_7-j3(GevjH{IjD>o~CF-zdGGYBT5 zCXB!?fG+PbvI{GMK3o25`B%OiwgP{q)8{#rxZ=mnM5tyQ=9lrwv%^xRg{6=4ihK$l z>~8alkcZ#47?$dGjQU0bzf)*mlwI5fRKk#}KK9H_B0j?q3&C>?TcSFjB?_uy-i=zS z2z0(#bcIz%J{>j$_qJKsU!$@h&MW4eTF&c;W*1~*vgJ=>NC_Vvpg{B42! zZe)o$Zb;}WD=!q@U>KS=#S$2fD5ywX3&teGMo+oX?(CM;G#G+sas(bmu_7&}_lVKnH!vx!i7N|0P~hLPdV{bdA6XE_k!n=KrTKsc(^2y_G)Y2+a!;!&i{*a3H+ z3|Y+@JSPi+B6AjzL;jVL);PE-{WF3>MQFDX7gdnK54ILrF3QiVdgHJk((&w35h8@ zg;0Z7k_C2U*>!KijaRtqo^dK`b6lwk*?EJM8;ZCz4i0vCG)A3&h=`M9G5M<3s3{D* zsq68G+G5PRx%V%06OYaxBuEdQ#JV3!o)*4A_FZ8g8dJ>ZOg%Z+R-dnWTma*IJsv zn%L>D{8ybEjAJBvYD?&p|7N_5|7#mM2Q%~k=79fQn=Tt8D-<&;=l{QLy8kWlq)6}n zGq()?tT8{Q>_4af+35aH`|kfp7G>*9RFk$TW*@6v;Gg*XjeRhR33et0g9Qc)2V9#? znx$0G1G{;3uR=wfzBey-UJT-*c3p!D8@R0{Zt&xu2mby%+{X8NOTE9n{`S#+OB=yVo13v3BFT+1~!H zign=|+4n$Sq@a89*g7qW7rSwL4!Cj$Vk|8z z3x9V_ov}df|EPurD{oO*@5>b!jRb?nlaN~lt2lArnUDiUalC<>e7sl>#_7K%1J66$ zlaaH#JzUvzl2PJ%+wbWL12{LyPUp>ju}KV)HRV*2^(Cm7@*PcTgPdc7~zv{zNAOYeEz_ljL{0uOsD(IOhw8LDZf)jUk8HPpM@6( z+QqjK?3|g-R{s2buH5~0@0Acu+3AFW;^P zbcmyd9>OcFslN54JspgP5RRimjELS79=m2|P z4uWk&v$DaP2QYpDP|IYy)#A%>9tsBDj#kyvD%)dK~PGz zg*P9+mlZ)$4#aV9&R(dT6JtEoj?Bt9I7OR1aPjbVT{yIXiyZ>g*IMu`Pb#62TlBcX znId2m8(9-BGZH(k)qN_>Ro{mDbcMMsDffc$vL#N-c4B+xfoaw7(8&A3zO*BGasw zbeww7havrGCw5%%Bkt7uLsf$qrzeEaWeRoS^s>xtJ-%%tjL$+?J61d;4;eUT-)K{CQ& zIk&TIlW4(g0y?d~tOdu~Lhx|gk~f&4EY<+$ubsO`dDBKDKbq( zPa^~{8P#t@ULGm4EarFVq0FmP=k~$rxwY0I6v?fB9w}B>Pk1qp8x2OS1BeHc&r>eDW_&m-GfwNdJ6N`Guj*e^#M%V(rW`Q0?*+xN4>5nV%m3MKC4 zRpoaQT*#GA?t=&7486=A0r%~f?HnKn$Rco~ohWy??FC1s52$T?3*=iFlp<;6XWkWw zoVQilwmktn(pW9ElyX2=4M5c37O}SO2SMV%I`Jj~jmY&tr#U&~!b_0PouccJFz}p3 z@xbYmWkJJ#t(mbu?0K(o?yI%DSlzn`rPGB%y0>Ro8O;KzQ%BQg$@E(8N+B#It-i16 zJ28=oVU1rIWYpUr!sVX+wZuGt?H>EUCs(Yw#OG|vUiu|>=TKXMQ1}=_a40I2PLf0l zPp4vqb>W`W#%m17EJy+K(#S-fjd3uw74FTjmY@G2Um)ugxHlyP>@FZjy3IqfXc_hC zW$Gp)bxe{Y6@oaKR!BB-E}T$_4vZ|q$$kPY2t>?VsmIdO`ZD(^y68RhQp-~jv{Rja zF#5Tx&Sge7gU?ZtlltdW8P!FKh3RP+CLdNq$e8l~;_R)1A_?N9L0EKgcXxO9g~i?7 z-5nNpcZbE@T?QE3-50mPT^3#Rc=E;Fi+gc@Ttr7rO;2=HOjUPPc2)i|8zZo|*%#6L z*ENLK0fOuez{`yS-)=|Xu$rtGG_fKPZ3viD5SIW{s5*Gay35w%4HT4Mt zR=m6v{cg+=9C@*iZu1IJ4~sqGk<3l4!AjAz>_Mqy>jm`G4$^t@?0QEcvUP;SjFO1u zYQk@xLh|3P1KXeaUrY4klQ^!%+h%@Ne!#UfX-&9)_&=Nn@qKdmga^u??<u2Nb6y=ip2+>KDK54#{11H;|ia{Y3lFh}go|wc%Lxu=Y4x9tOpi z31LBl3*&0Pp!__pHwdnmg9UB(c=GMOXcHV>4B08T5V3=XZyRr9yt27k2fZ*J0YzHH z&v=Qv>7Z+275Qg!!c|4=qpeJj4@1SDBc0pB!mm9vm_MH`+;4sB`j~B(d6bS5E7beu zXDwsXr|Q*BFbOISkU7kOiEbXpw=3$3q0OVYDsPz)Npi6!&l|Van>!jJ>6wsa6YeiF z1&G-+lnO*a1}1?*6_Jk7${BhP zOkk4w;j)iYamMpNfIit{CdjmNuLCCd4d2j=a{XCti1wSXLYT}3@%-ysqJo7Hej$fY zPFW-)1T_EGq1)eL`$5|_W2#bhAm*qw#^ZK1l*-FJT&{rc49?j229XHH;jlp!2=HEk z;)80?M*&WF^z1bH@`#*8n!A$$=8Kb}?CyH32=>4@-G}B|wH#^}y{`Q!RoG8;=XxEc zyy!;;pOHa6$XjPG4Qv5ixOhZYAxVxyyW;)CusGXfw!9<$_;S7?UbOEfIQP?hBCLAm z7gz(|XGM#f*h^MzE6m3wzLBFVz-U0(*14KVvVI?&w0N+JY91zf$I2b)@?910V>w$%p__ zvWn)9HIgi*R1VD%W)&M_!^HzVW6O#g>CbN~Kd}Ev0%v)1hcDCj4!%7W1g~tW8C*?Zm&|~3+`dlCk zx7|2)i5jKmuZrAHfA)Fk-auzawk-L%J+dSG#c4R@seY$`tvTsNjDZGH{Qp&&RT24pJbarfqw6!f$}uX_4dg>&l}-$7E4LRbtx724W-IY#495w>+RHHI-#J2zp;y!hTttb)j`tREIuSm! zTE`N_LDe+RFHGky3UR^cY5nKmHyOM#AyBNxOf=5yGZ^7Fwbb4ep_99X7`#>l_@cKl zZ+9-_4T6*~F4i!ilXu}ESuGEIR;Y%Ou~8d?cy9>dYBQG&rWj}HQHIU}rIxxy4fx#o zOy5W`?MIB`(eNs4z&7AkE4*y@{ZvlM^d+JYWp z@WK^UMz2zA5a47hONgrcNi$7(pY7mDXB9fL{ex2 zR1|(}8T9otYSF+)U+yYdG9ne&g*-aT*1!wV83Tn zqawjG?6vJ9Hf$Z>=g~#dZB)V91I&7Vdm0U1rmx;kGp;op{fecOoM|wXvjkF3dpunXGz7`3 zjig51GVMP(SaXe3ZZP8ZzYo|fjC#nz(;>hEII0x{r>+ao&ek1hkM?+O`{uUL=*H@@ zb%U2?fV!faOJ8+&X|(CGwQnWEZZLYex)K0=Tp74}fQ0)@MqJKN{Zz-b_Ginl>2Yya zO|F20B0uIAW=&IIY2n?Yuv`ht#07tf%bUkwg>;+i6Pj&zmAw?>*LWtCw{9FOqQxM14N-K?!8 z+t-C#n)=|AUqG8I%!adLhGrSD6|8if4nA#%*4D}7YH}haZ}C+(u;DA16!XdYCGeUK zGzKIM#zDT4-zzhXeFSZu2U-XITFI1x4gFOp)eSf*ZtMyc6CJ2j)r|s7EI3gbZ+YF^ zJls^`-a6(U>1@u~B&Hfd;`?cT!+YTH4LgW|oVDei@tahh2{LL&w4c%=WioL&&i#Wa zbv?vN%i>xo=K2?Qn+tU(`d--8ep!9b+w+LKj1TJ@r^kAFCb@p?JpBnw4&&!Zm-nO& z7&$j>->c~2`5{q^v~vRa@*QAE#bG!|jB5ArK=7gn#XgYa1fCPtX}BYmV%v*Cm|LRcO?~N1ABceQYp- z%Zt~LbSk@HXLz~*q(!@DL9Mk52MaKBW`{X>YRARM>D4hpKypUHpQAqDX#@GYsW=CQdr+LGML-97$xGCv=wjrih=a?`xO(D+Yz|?j>Y}DS=2hc>4QA~ zd_u*yALk-SL=5?PsPmSpY>f+J=%5`FBoqBqm8!DY;Fndj9 ze)a9AcH(R(&IrO-?2|$;+F{t9Td(`ypa*-EG6SC%JC!L8eqy3iyB-3`L*nAlgy%6= z&2Ktkww5!F&PYZRsK+SFx;bLs=)p0MQIL_{5X4LNd+C>P)XxM8fzA8ZeX^ z@^}4AZmmaVJMB5RDG3?G~dJGfzzn) zmRHQ3qo*zK%`PnvPE*8)vOwKLz8Z3KZuv(j1pM$GzoSE1;I^OIxAhwh*pn{pT*D@v zBHXaRaXQT|ltd7cahp|yU#o5ldTxGI510g@(MA4bon^1zwu&(BxHQuprDZVRk&}B2&s#oKFAC5gcdSPes?XkA{Umt|hZAea|=Zy973u36Qj4?j5p6n{IMELn|eubRZ9 z8HV`;N#YawH6=JEJGk0lSn(4OvKg{rQp$ zvvKNbGJ%LLXCW!AJ29AW6x(!ISigve%CY2_;ha1KTt(U?uPVKQWiKkceYU=9l|b;= z`YA(4{>}VZB1@Ae8rfH=&R>O7^@ApPUnS4Ly1lk3Z@p9(imjK#fS%U-5UexmE!VYM zYkT1t4{|1zZ@K>O@AJVc5Yc;kp+lG;Hu_)T*d9_evlL*>9r{%+sijp568TEn z($7R~Gx|P)x|>Eb;bFHO`vLOP_^(~HcZ@jrn^4rtO!NhxB#+FRdw}A_x_tsX#}{{K zmEIFZj;lN~OGbwBFikm)?8pI=oPu-lh@sBEKeg`Z70e7NcCUmAkq9IBj>#L1I$rYa zPk6swT$S+OFI{l1qzwNK#3G`y-6=y#LxW%z$vdUamBaHbv}oG#4`3f?q#1 zb1`1UaQ~Z`MInI%UN`M~{Ff-cLKt^G)?dJ&#TsV0|C6?7*l$PD_F2eQk+X$32^0z!S{Xs^=*+M)F@F{&vS5%1xenjEi@^ma{?6?xiLfy zw_yn@xqYe~LjXrwI4m<3k)i`DQ!#o}WOT~!SlJf+F)sDLUQq5}>EgaguQ8(Oh!nyV zqloBlMMr}a@Z*C>|BWBO)T1QoR^M?|JoSVWXkLJ&n1MUQL~DXy`oM~hAU4_LZd#1P zEz&G_kqTYpf>vTNK2}|3s4{1;<=dy~D6lnge~@xRP?QC8vMIc}P}s{%$L>rf#&wuw zG+&YHDZmYYyC0_9*D)VVC0C~|bvDTf=RUUY+H*&-aE2JD?~O4;iBWF+5vPZSIh9bY z2RViccxNxoAPdX&KuUej3GrykHc?UaGCplHYl2R(>GJk=%rH_B)~RaHFLnfSzD!%h z9hC)7hDX;n+GD{%{!mawHMWp55uX`tUhL7(qSD=)NY3Ez7gj9XSpZx|M+V!D{J zikq0*j7=|O(HYpVD!k1av_kB~^ek?LRik9r8LZ=)wnFSWQNNOahw?vkXwfp@9oUqxl106}_?TlNzxOKI#m;J{X8hz`x3l~yI z8a_CuutEz*t=mX|Zrr+JP_GVva0j$42gIuz;1=4U1z@hoz!)F_qL+05NVN6|USQ$K zY$zpdb%M;J4&#)3kb#`{$s#y)^9)PwgPdwFm*KXnnx<1OxSM6Np@Xq2SZ!-eR-!!) zZSX!tr7Q+Ygjswx1nu=`8Mw>}j`+-x#3~&7;>KZ@czmH7ZMHXTTy`sS^a&0?gl(=g zSPP&8C_-b(Bd+K#3qW5h0}GYp@qG29$i6sK<`dn>6Q#6Z4j{-#0R1!Zg`Vm$3w1txmUK-}eE-hl!@u9wr!$i25mG|1vo zv#n8xTQAz z3oInVBJ}1hiI%~aGWslx<{gHam6RgaQ~t}YHQQI!dBRuT zZ$k|G=~)Na&>=JhpU$|TQR)`8JUWAW=NxM>5yKr3yEiA}J{tYHkXqlg8I_@vSv6z1 ze0X!}w&5GDZeUwr>&*({xDT(8V2(ce(w9FtP|8$Hq{uqx*d z=sQ+L7>I0Z3W5DMzsMlPTvSG>qX8Z06?^jN%i$~%cjg{}mNztL1GwB6{wU7u|9(~v z+mjNYZeKx`43DOl=chT=VD%8i_xkCOhT8c);2Ww*rP&^3+Bojq4RC*B$`e;gyZIOH zAh&>}u&zcYz*HHORcSnY%eOCO*yO$SB|Op-@3Pm%q+kLj2K79gv?xSXUILx?gER$C zGH(edz9c+u_DmYl$dX+m z+MJ_c7aui!0gTJucH0d#&FdU_+PP2=y+`vgXnmVE7{Z>dfeLzKB8j&c8-Wq z+ZOvu*SA}+-rW>SY5Y5Ac)L0tLSowb(|5Qc8ja`K9HL3n&-ETCgKgwUCKV7J7iQtQ zKdPtdr*gN@ab5IP4_G70(k#u`FnsFs#-(J|RB^|gj@ndlQJgefXwnMj4(Hx(&;5mV zAxqgrd~wxwGKQ3ng~CD6E%Xdi!}eEWiYZ*n^>0|{W(g_3O4(9p@8w1=BiV5AaE~-R zvs;?8>`VRm^(bgxQJc`w3@61H;*e2{ZISIoYmgB7tqt(*c-ffo+Pzmxq@mKp>*OQp z6`#<17ZL`J5IT(YR=z1}>MW~LS8s9T-WMk$MqJaPx)6l@&CcG9Vx~NW@T#-}#Or3| zsP!P+Dc|$kf9boEnMpT67Vqp}EQ_+Mx_`|a>tASi*Ph`!5Vgt=l}7uYZJIZ=Upw_F z1WS%sV_zaAbE1!#I`3&UZ!nB`5%=~!xPDMEzi$yTJPFL@c@i*xrReu{i7YP$tELH2 z>;}LWL4|5_?Xg+ta%fq`>6y^vkkaCY)%Hwg?}Ppi76vG6aO(AOg(|cGZD4<2VP4&a z;kU_*otFonyl%{K+~b2;jeA`lx^gBbl+5FMeq6SH822|-aRZIlU52~%Fz2}=8OdlV zqQv^;9N$*H%5Vt%=7pu3jX|Nr@*xc0Mx&{o5;k*-see6ge&UsXPTR<|KWGyx1?u-D za1h9!!v;&76wKE}$p2Nc@h@vSineh6UCeIk?NRzPmyhmQPUXAa=n)QP!TH$q7@`jT zeKNQ(7J4gXLR!2ZPbi)3{}qQ!+Xynlv>vZ9Z@TVg)caLpI!*^GP_+nCn7o}6{1)>v zvLK0sXg~v5gCQ)F6;8Sm4G8JoA_6HeyU8|0}WhC z&`nf)KMjNwOy;|E9ERE7NX7g;W4%Vw=rXZ;k`JbOhX({`;={+VwW=Z=? zvRNO3+e>z&arljSTo<$|DgRbTs~}o@IikL5?+CZ_ZTo}6_%9*d!GAM0VEEIs==77{ zx%i&=J)h?9{_J^1@5|>;)Wa}CPV30=zwdW73jYGK{RmD?xrJ@U&qfu=-@V_6PvFG0 z{x|By|3e}D|HGk%hxLDGYPD+HJMKxKd~6#US5jlHHvk;{i=(UZ)^q9>q`T?Pa@~F= zArtJ~n3%`~sl8tl`m8+Slw>(^*hKTzZ}|AFM_$E{)Kuy{Mi{EXOM!)owoPR zN9YW3IJDgiM}Ekl537T(B|vawH<8^q`<|e*F+JZqE7i)M4@jZVtGcD|TCW>~aZd_0 zZNEjSthN@2Pe1i|=7@L&VpLil|2{D;47F4F_QAh2o`w_ViD=b;jfsVTC+$(XheJvW zRSaT05sW(mou_6XMJPe%0I~FV7qR&oE3_E{xQIO(Zh;K^T{~8poDm zd42+Ck!-_ne^Tk;BDkjlY|Twv^>yYDm#f+enL}brX=6gm7Qg#(Jh}2QJm1+K`)jH? zs0qT&d8?apbGKqy1>UggCT`c8I>PZxgrM$jcnrKpE0iK%j3s>nv|5Q2(YMY+fX2S- z1X~+7NZP2~zlFlI6{eEId_`-!s>cI7PHj*0gQ$ox#FzdaH%D&#G@}y#@m5W z@|{plk&EOms=><#f~@0^B@=p_v97WJOHbnV?a_ggxQqp-;6=(JUXwvqYEJAoZDJL} zjBy|GLpYhQN#ig_xC-9=5+)%_t)zBqd%VQy`}~Kp4zA$!!W=HtiQ3VR)o=wpJrztM zRxa)mfZM%fDMBVg!DD3 z{?6#){H1We8aaV(QW~LfBtDlq6dkok%o)C{2Iy^`ES_3W82QK>mQs$0l7zLRF5BIN zxVB1o5(-tQJvr2BPxMP!YR6!j;2f~}lKOeT*Uz^&1t)?WLkR|c z;w^A>4g0X>NBOCB;`wBRJ)UzxZ0Lj1)Zt9Beq@W>>@QdwMX1ZXsTI|B&Ota`9y{>EEW zjCN!ly^}J2qJ@LAr9mDV{STp|mRe~l%lZu!$!{1D$xVeEN3LHaQji^x zn|7&lyI}3G3({VW!im=+*moP6Lkd{macy-`O<6&`2B`c0UNN0Fu%U1me>3h;2;P_n z*MVPX{PxyS8m=nsaKpKM(O8B8T^|V5b!#*Mf|zDjuIqJ-AWlG&S;q^ zGAj)4C7y!ygBiigaIM;2(qK)PLy~CL#`u^)7jR)={B5PIQ`BuX4vDnEiVByafoCf} zsBh0Hp5Ym*?xG5%3717#qoyuOHPya(WxY!nwxa(C# zKKzsP<`nn|K6j;E{J+hw|3MJ`Zz|{iuo(G2b|n9++s^;+ANfy-3T_S#5>_5=5}q%v zBpdse@rb00qr20W@9KXR`k!BzRhiXXj2&E^j9ttfOud+;;oMx@&6&RfZ+@D4Seu%w zNQ!*_W4o({=Xz3hn_y!~Wn{<5O>!3qM4Ql-*Df zTawP;D)B@@R;U|CaXgN~s*)dV2$!Fv-JO@C_IZ4$;sr0>MpX>lYhRrM(pEg~KRq8m z_ZeQ@YYjjDjn?hpG;-vjNXPkr*RZ8+-T*Lv=rSDP|wTkD>-5-qJq%5lj2=MLgc|dj~Ps zv|{}WFr0i<2dqnHk84f8x&vYmYg1R8cMNs0UoJ$`UUU-N6Lq&b1&TpBfJ0mQdRs&O zZob|RYBxeMU`xn`Cx>4BrO>M1$&nrY8goe9vCZf9==Fqv93hiFwf-%W;8@}0`Jc8p z#K~ufbs*kS_orZOzu((;``2+0Ojanm^#JqpleNc1d`Ae-ZLq(Pf1*vK75UHWx{$_x zd9_c=${H@=@%a_m!ymzyoojh-!AH&WU{9A`X7X!q#HJQMx!seybGOf(=GlP65&P@? z{2vY@7yR5y-c_E>tV6zjxfubq1l@`rf|NR8R*7BFUNJk~2|aq-&SUC^qaDGm?;9^w zejS`{S%-9r9ks?$QH8*1{?!N_7NI}OqJ@Y#3O65@PqsIUoPrzYolo`Mt6cLd_nQWz z?v2KRPal$NJ#8PQZlIYS+CQdBx+@<5&WqzepK$dbl0baHRrjV%-NbU%*ZA=5TD!9z zcXiH2Lumck!4JXkujp+m5Z~!Q#|=quZQu!%j2zA|Hii6?bDC)iT>A>OmTAB`EKL+&AE+Z#N|S4VqNbLv!yE8 zp2WxN$3`?^{Wbrp3%@ZY?drCscRk!=aJ*&z=p~`~M#cES@|00$L>JpO*$2}SSDlwO z_uM~HrT}f`r0GmQNilAwv;J*Adj6-lsf-^h8?h+y+W}hFiM8!^sojaMJglDY+ti-- zoLxmeJA5nTjo0Z5?nBSHQv*pHAndnS0e+9s&2fWH(9K+~>{rV)|5wWl{;@Z2u3TWi zzxT5*cqMkij>Iyc7ph?Bn|F%aF-8Zt@Ue48qgy|go)A*uc>}HKuGnIDJ9USXYdXvl zfk~c*AwDbh=jT@P7PkeHxEi+&D~~S2bM9C*LI-u$IA!bh$o;V}3 zl+UM6-tIzv#AlMj^AVRjwvO#1YrBZ&Tc69L2CKE5cU;XqL>oNbb>6#JPVu?F2qg9$ zd$RwH)PG)X+a>~?zwVD70aMw(S0Oc*6t6S24|glIvavgwHg9pNoqtM;@9EbJ_3N|! zuNV1&?rq{vA5gWnCOh~#fKeWQ>Si|z`4^~9A;p9(RR$?y~9&n@6MgLfUAt~ zOAQ??I0|tp?X6f7%lsScUlBqqTn|tkdMVPA?Y%SJ0gIaJop|+}ex+8snhSiR#@M^` zmj^mJA2OQU=FgaQ?>EBNa!3xhX?24+?GI^nTOWG5zNNOByUJe|;;*x)kmys(^GPAI z^{8;1(5riX#s&)tvBxJQBrYUzoZe|poHp`PAwL!pA}C(o(wDke9v;`Lo!^$#yIpRm z^?D3>MniwFoS(Au{+*l z6(FXasBj=*aPzDEpAtrVnBOXLyk3l0xq77FpxGc3!i5^2P5k!Eh`jrEm+*fU zD^Tao8rCj@of@_oSbOQpfIp_}<*~M{m2#uZP+%{>__2>_0p5di7r|d6k_%wO_PiuG|fu z^v3}_lU)=Vz*ho1B3!{Xr#+1(C;CBpfmZkOBKJ4)v4brEzAx_t2ECM>uVwf>QPTi( zBw;Mt?~=&_%r^ZOtAst@n=)K{eXEcLIt()EBlhg=^KEbIx}RGH$uEbg70@?gfV|01 zd+gVPTRe7}>k+_jGvs5_&%Vddcg;;cpE70oADi{hdiI_hVijki$|o}0n-|Z(wgEnd zwN*O)yZe3|s93#yH=L{-w_Zzt4Q0nR@ime>I29 z&FS~Fo`2HQ1>d$suzjdE+$V;6ud!rOVs^T+s_hxC26h0N&#$i!=L{`UHO80RuVP3a zAj_>sr<mx(MrH%LNsE*fTPVX#pdd0O`W6;uE z)*|%XTnztHDR-oY**x|_if2CkZP_oqni`mHnr~z#7$~I8nSqi^zW%5QcjGCE4y#~W zh0GYT%Vp05af1UQOf`7J%T+{-{&z;14>4MLH8jE2c)}6Co{RN4{>hB%Z>xW9`PIjCW;-r-P>!Zyvzb2ffK1!w)i2Gam5=o&8PzvF zgH{XKZf*pi2J13NvqKa2g~C0~7{USWWX317d6rcJDIo?nbYBo^U{tV-dkMDlajh1M zTlvXmJ8{TAbn^CzFDaWLy`E0BFUMtS?Yj@kYj_DDp zA_EAQ&h0^Hn9pO_=-XqSG#5Vteep|6?sg zGj8p_x{JBy9(q2W;l;N{NOMpB_}rXzpU04SIPo%;pHZhm?54%a zB&U89maFXUK_n69z+tMV{0^XZwk3{3q{qfx{_Hl;xsy{=i&A^5M{$SM3rcN{KaF({ z@ZmG%{V$~8HR57&;&6xbScvsCQnV`3+%OfCtET@4P`Hd8sWFj%0&W~xE62QRF1V*O z+$k=2s_r0y&&;e2Z^j`U76eT+Z%a4l{!3O*m~X5|MWmNpYpoKSknjCMP%D^Q$O#Nl zevS>R=p)xA79gqLH&>wb^0h|(BZbEW#E6J1JwC=`v4^(K*+0KDQ{DUCY~q`|LyB?+ z|E`kzFMcLLpyKr6l632XvVwMjWJi2;UfkF2%e$UL;f{RTx^O!P_x)K#+__AYMcnTL z)=jL-jY<4P+%H>2)Us}pzrr?A{Xi#?(@I>)$y@kX^6^`KM`ldZECX=UtRK2f7x1UF z0~4*!m402@M-Np1?W!#yqM*{Aqypnah`RZ4zo}yNSI6#}*6bjA!VuA`necES!KcASAL>z_ zet*G>&%NgxaFtFHe!%}a$u%c`O>%Xxoeegzg%Ik8%5EfeIO5o3G0OMgt1>^_3Oa%z zH|c{f+Bh4z`%Dl(2-$4nPGB6SurNFvBLbnSra7U#nXDCLJ+ygwz8RFyeeY6O!tGLEl+K+;O?lkGG{@}BH~dC&66=a5BsfseSI;hI zbMuH{&KNzhiMvq`-FG~nyX)QHdE@6>9C{?iM)peTMe=$}dE)u0&;{t37kS*L-`{

E7;+z;(IV$_5`L6@8n2h{RX?6%lkyy(z#ysgOb}{FuH-w z%C@4Q?9{+=HT48r?9=}ZI+-Id2R40GBJ1;23CgZ>1k^VI30~CQhP5cL40&cqo>+g; zE@w)TN_b>^r*aZV0&XPHzI~a2Td%k7HQ<<-eUWHv+Qs6I-_UEN6&W2cNlRld^hb?3E{A^wQh2zw#8Pm!bPI-6fi?6t?w z*0xYfJXYpaEeVGa`pYpy3E|HAdVaeyh1M?<(av1ow8&!51<2yvw5|@)J5Rf@WqvL* z(>!i7;%s~tNOIc#wFaM&K<|yAVLflq?i{{2zvX;fPAygKVD?@;P@G#8%tI0ZQ&|c4 zLMwCjG;mEIzSSo9twEpPBgWl^Q)4Hp&4{AYjpm^Jx+tl&u-^}u>CSWxdHi3nH=s}T5RV*InC z6!EhoBzWj&ICkC^s1*6}X3zDFO;$7cUKNEz4)*-Nhi6rvX%M%{Rms~0z5fR9q@FBy zyXsLjH_ct^TJ6uQ`e_GB-aGeJ-6%H0>Ma=+vI}$ev8=`?%&dCA782RrA5<9HyFaYo zCwv7#9im6)-ybJ@AHv6c%{^y*DLu`5UT%0BA9~oljJ?+On!n1O&CRM`ieod>_e}b? zP6hg*kX5f2$Gv4@>h7f*3fmFGXA(qg$+jogw4?Bx`AMouLwEXmKi&>@SmYaPLHVbl_}^bh#@bf0^YbOXI2H z-?P%==qKD$ZaDY!(-yyn`im#28SDe|PSgGrnh%AI{Vy+d{j7&N@qSP3sH!tzl%E=T z&M41Mam+XDIx4IF$k1e)-dAzT`(fv8gmeep)!@+QFFriXh>$4Iu8EF1OgV$CbDsp-|qdR=H-hDE3cnUYU zo%g5j*(qV<|M@=c<#D0lhOi1FFd{+CHzMxZ&18r?%+Gh!h~?On(+Lv#=o)Yl4PnR# z2L|gZhy+qiT5lqRj}QDNsXj!Asu^MYgFx${S$w!uPlE;g`Zz_!LzuMw`I8}Kq4c~& zKbcf;tRZKPWKw!-x((Iyw-AnjxTqda(jVqJV_stqwl3eRmdOhIEc-fsZ3U%Ev4=I6 z1)DBfGT=`5_ozq)JREewq$??(OEqn;aeQxFp|s1$$P0fyxX=URsUBA`#v~5 zBAAp4`P`uJ4^KqWY;7vCQ}>2K<~+t&@f*JHX#FT*_)4-D)!bbG)t z^)QU7w<_={n$J4xTX3JCUt`J%-Fw#4rz%j7CNtIeyB=AJJ)W5yv5vq!e=BdJSYQAL zXHZ{hHW!oEAlHJsPR<3&#+~^`mQ3rJaZ_Zb$D^xKZb-_vGHq{pErpLS@+E&-6PFzm z@<;d_`iT`z8obJr{Prb|4<vbj|H$ytg)h7Ul27XD z8P}Y(m#jfRj4g>ftM^o;m_(yk@}5=)YKEtiEm=QRR}J^oUhvtU4j zMNp!C+6x<3%0N`LTmw|t zhBrCY_=I=b(M5Ar3gx$5SM8K$qP-JGUweh@`CKV02PP0<|2#Q}QvsVLFPr)TA;<6RYNl^!J2wpPKVP}tLw)z}5326R z;k7g^4)9wg4|KDKW>>S0y}Rg-RkTT!`Ilvncf-d$;ZbNJJrT9m(yxhXrtt4IQ4>uo z52903y+#?O5|~&{*$m7@mMPi9GTo!5kS+A-*h955eD8w9>DLIOl1yg1q>oAoQrsx^ z=V1(-vmS%t*{EjW-OQ$UgQsioG}`p3Z(SY6Tm^-2^^9pg17>$k+=K%U`*bcU5Rq!a zf=ZxTNy2p=Sw)tERd^uzNtp@6a|>}ijnoJ?331emdO7*#K_WUR0!Ss|fs;WkH{pF1 zO+Zu9Z@NeoKSegg+J0(_e-Y(Lx(K?zGkYEdF^#T@WIzZ4n}t?O9=}`OGWqgej|VA* z^#;R$yHvcTDn+YjvA18ON+ZSagkHr8&2;z#^5{^(&hnH5ui|DBV1;JTNgm4J>V40x z@{OT4ck;THg8J@6m&^;Ruthx|OySAL@XaR%txELBV*2ODsy|hN_+%3^JJ&-aT7ER< z*YWu@UA}$9U=(z|d~H|k3xNlH8V|oQtkXMSFBzA-Uc0k4VWX&u8|*e`5vIi!pk$zw z-Li6LVW{>BeXVAn6H=_lBQD12ELCT+Z?C5SxWD6dAc*ny^xl*T_7N2DjR)~(nL$vF z#~E<2J`UIP^Dpg%$l9aC$#9OVdu}obCYb+H#ZZLez@%$##~rY$fR5tPRg1Z2$(gVu zlNx==`hi8}A16^L<0gSB`#1jEZvp}+4${nwv63Z*0xypDV6eO=9USABy{yPS>rFOz zbt1M5j#5hRVt=ZR2niMe&gGJcnq$g{YoTk8&3sS(5AWF&Cv~^0f**Or5H{ntKM6ER zCJ9d{M;D-a|Hv3dLv$?d^04vdc~Fcl-2TM*9qyU=TR<`1B&9l>hP%Tv(53heru!5h z?dgUv7grkzBn5X+hBXzx#p?OB+{DsZjZ}o%|E%QuD9~L$z;hLdIyi`!bW62Kj2b)e z&Ss+SyTLTvBybv;R5z(gf(sW@Qui8vP7h)Ib)L*#YTbkYSz0%Ck<^-g@0ZlN=yG6k z+bUtks!@V0!zgpJ8>O@`rM>h2S(eDKqCsvXs`OBKPi=l^>k3kgzpqax_gmCH(m>aD zuSh`@CW^5t_Rz&xOD9J$A1&tDaJN9C?D`=YCVdcpUM`5JvNaN3Kgtx>Z8Z(u32bJI;ArC9J@k{pv<`8XpxxU{f zeBNN+5U<1JCvW=Ms#3K%`pPUl=CV?{yv}qS{JiFG>dQ?om*7YlvtNnBaCL<#C2$jz z-K9O_LCOSO>8ew-o4W4Lw%sw#>r%dr6Y5e&)Th`zkajo%e`h}Zsmb+JiE#v~WXDjI zzVz^y0%j*~%3!x>PCQG&au;J0NX_GJc@LUtg)BWEJeZ?<^aUMpy1VUpb?3Rc5{^gc>ZvnwvVx%l zSYz(oep!LJw}g&V&yob8-wMg+l%L}&#ScP}x9^hJ3Ym`X1j*^4r~j~va_?(D4eO-8 zswZu&DtM{+m1;5}AXAD?R62*7u)qo5lbDC3S~mbA|Mmm@Gwe%q!q!9|Y&k~k512-Z zn08PFSA>pzl|)1pWQ{ruTl89?F?y$?Vh@$z3SsMC7NH#RRHPm%8D>LtdhEHCp*^UJ z_;o0ggmoyKyjFM;f^jF#MyO^nN4eaoQhX$&tws%eb^dB0O_pah*q5*4T<}AZThRtF zL)fZwi+}A(-~ZqCsg3RP8-I5m=r6Igyg7UmUj5BKWG#oSrH+{1`aOGT(4s7O9v4vp zPPt;cI3~CUx5LiHbJ7`5q_H+}b7c zdoO$|)efn$?a(JgYd8W};4&FRpkrH~AJ%ETuMGCXQYJV`LEEc_r#TplpvH_~@bc~( zxfNoMSn%=zKZRA?e`Hn(E1HaumvI04`3PDj>n|+zWoSaa1Z#ml1WjZ8#{&|o?c+I( z+I=^*g@igFQl#~kD1tML-GR*x7S){&8Ye;RF&nIeiK#h)70s{WEn20qjo&S_ATz$1 zVNYW5KF*TD>A9QwO@493DY=Jfy+i{pWWs~B_?gRnb8O_B&zz>PDP>&Ox5*9Bq;KZZa~j7u1x zgC}WSJ($Z@g?XAo+=&jmdj1CaAN|=2cH5@e_0K=0>gKkCP6ITkt5Gu;kC?$=9g7z0B*Aa z>)rNj{tN5h(bm$it-ei{k<+PAOz$!>+8{YvUur*w-QTA#18r{ol=gbLWC+|*1`H$) zVes55;K5Un&1nb7e(HZ;o223Y5t3YTVb0Y@Choaj%^-^k%@|(Z4-c|p7JF{UxYZsv zkkE&9f9gby>Rw5k`>$<9S8X_X3jw9%n zL@mi;mc`7>%(9p)W@ct)W@fgSEoNr4m`5~XW=2bT^WD4qVk7SU+K8_1nV#wSG2K;l z>SX50kw#U9$dP8n#qiQr#apOSklY?RtrJsy%7}z%X%Q9;(qlC+n4kV3%voSm006gl zqJJ4tREUWpu2Dn0^163jeIK?}F+_1xy%;v2H3I)%u?|X0aFI;r^zVyO-1OJrBkIkp zuzVXx0l;1e{ulAs7rpa8?rD-A<4)`-UBJH|NC%!&(4!YRJ-K67(z); zd@Feh$1^nn#|STfDQ>N+ynSIb*GxW{^Z4!YMlnWK#&{Qpko z-*8)Nd#|}_{&lqom)W^4nb4+AxelO$f35sNemf2Ee_OhLdp!3dVZ=_OMu9f#_%0@` zB?qPiau?{QW|(9lhMP1-6fRQ#j;nbIrlg%3Y?#O?BW~!Ko*d{{Ee5t*j0Oo__(v>= zyRy>|YYWo+6Sn8=mc#KL;NOkoWFeA4~m`obbq<_{< z<*@49BW9|@ppU}Iqjl(MPnGDG){0mE42?x7zwqTL;pDnS#IgGNhCqsr{a~QPmWG|- ztDcR?RSHM$F8zUon5$Gz1}~_w>r*?>wb$&u&8$fC=?Ssdd}X2bJDuruWCP`MAs-Iy z!c*J$&;!=7VwuErx8ldf5~_KK%BATh2sQuuIKYsU*+UNVGfK7`QK&rtT6Y9$U+$rOV!P z5-hpCFP>pejPcRy4sWrkwAw=ixfsK^djU_!CG2}k%UzT|VEhw4Ivrz5vUbR?_=am)#xqtUI*`1E22tVzY@Nd3ROo9RhMSI;C4=;2xfqA~eIoAcg9CJDgZmmfa7P`CV#EPo|fr^*l9 zL6-%pP(6F{;T7N8*=>3}+&q=M{cU)u8+6arMiBVt#7H+68nwI9%vSmV1McbI>upSs;{M9Xi^ooA_2X>vrR{Q0SMxQ-% zZ^(J%AYXTl?-{H{UORE)dU9v+ong7ZE`S1uR?eqV7EB9SL z$Tx`ldRW&t5Mr?F0_9`@^DB+Ox_tc_sj${2!^mU5-gw$CE7J6q%V!ixzqD&@gGr^8 z{dTe1GJ759PI4qO1O58#s(*DF+jVZ+@GVSrAG+7)3w>=zr3HYYfvAd|Z-hnvUfpYY z-aSr%9fTPG%*s?Yt8FAJkLM%tsU2e67s!BopNO*yzNId^YA0=^xvAR8bEB6!z;=Kj zW}nx`?iXTb!qXT2(mKE$Hn}&iG*-CgUAuNBm}Cng=HFUR4E4uqGq7qos5|f6eWIYX zC6BhUl{R2ml>W~-9o#T&Y13W(x_+e(js(yxa;|kehnCBf^?UeKq9}gAR*C+bKAa%{N6s*Y9p{tqbM<;HRjtj z8eHYU;ns-T#y2dQ<|jVDsB&w5$-;Ksqx5d<(si<3{95L+HNXKOc>~Ie+0+30WUo!R z$I^$+BCZ|^_2C}Kh2KfdUC}WJ{zbU#LQ1d%7Nil&35w@!G5G3C%tNty6kGu@Q@x_VMn1ru2ft~V~_PFdwlc?)<>xAL?@=G4jE&6snW(M4cH?$eG zYHRamSU-h(+=0Kv@NLYe#+27lB-uE967DtiEezhHVEG<6Sf&V#)$9y93YG@X>K2dS zmSQ;ZChIH%Qa;@!sXjPe!wL5?FjIXjf?Vrr_0GH=8}%*zp2fr`wDnD&w1#eBo^yI2 zFRyu3AfFd_X)DY#7;XN2Y1Jm$zr76VF=Ks9hEj*K&tj#v%mG>S$ywT^3>{X0`JwB! zy!W@(WDA~m#Ne;0GXIJ=W2av#4|;rJVf{H41o?)&`mU{W%~Jo|aitM=wwJTaUfcHj z;Qe%;))+iPES^r5xwbmqDa@TnoipADvNddoH%C9>kq6hIOE!WR_OBlA4oAOUa`@E{ zuvD+y=tVZ>!o;MkGi2#-YFpIy5B`w|(uG30+$5@ekkfvB#~VnL)=-KVj8v zkE{`_Wm$68)^)uv!f9C#8+b>=oo~GzZ)=23yXuX)Z)Pyj5uH1Z@^I@a_JD2*oCUKFX>8*e*;R~tT$52FRs7P^y3OSG-B zDvjRkoHdi`l_xQwDPY8kKAkyFjWa1l#RXK7B$&~H$tdKH+-YbT=S~ok$SZ1>vxYp8 zU8BL`m8=?tcMp?_1Dk~qfelhEx0E=t=q#DoCj*8beiQGQY=BAvyjmKAEc_ zrlwGDi)Slw8X_(U0%9*b#QK`2=8@fUN^7S6lO-?2;Fh*b*^m~=d5t1Z#Y`B|>KC50 zr5KjAft2N*DOT3>`K|FGPrq9jkZL)o2WVOh<*N^(+|=W<6rs}`U-ELB3oYD=6m;mD z+K~b8`>urDCXBghVIP1WtOH~Vm%z^1C%&#SFx{Fc3vN# z?ND)OPU`xHBA^@x9)lCBeisSetPIC9Cnzd++)cmaf*GDfYe|uy8n=3TCh@OCYT2_8 zoyNkI#Jj}%7trJpy$pcAQ12!2Cz?_GPs%M@-GjfBiUSYy9p>f~)F%CU*%){mn$ydZ z6}-JQ#CEU_hudly^_$=*_=Su5hKKNCUaMjAj2!yv?^dphsFl8z;*1yni6{>$Z3E7j zWUCKRU@Tm zv5nwd7kZgBDyUUBGzh-*Shjw1Ab!KvxzkFdRNW(^7Vd;{KP_ejYTbHjf~T8?H{VE= z$&+MzXB8*%wLA5*W7;-{p>8+lzVzbdZW+hbKn1DGsWVW!zQ9C(&6{A#IoDWCGp^rI z<(mPu!Y0$$?t6{{AdXtS5`B~A-Dty%R$|<&OC)+6DJ#0mLMZm~m=SeGIMx#x5*0aq zokn{}kFiMFZqr0g^eCxz>wFXzL<7yCPdYzH2@lLE3l17=~7X&Qu zFa5fE=5%6*9G~l<)FTVhwn3pE@QQ^=QfL%BEyZY9MqSatX|!vLpPu>gKzmntzJzs0f*V}Y$)|QrKQteqir~DAD2$rO}o@IbUXEUll@OA z{SU9Oykq1p^O%662TZSmiiNKN7^!2^>3&D0c-HsEQ!V#<2-Ex7h^xdr&bplqCKZ$V zq8^!$8TRaW1@jf{t|6I>KwoUZHKaO)))3@BF9;Tkba9QR1<|li-i-y)3FntM;G*3U zj9rJwFwQK(MC8v~D^8LuGk*$e&p=vR#U~6%GBq2EOF-`_e)!YjGR3!Lc&ui|yB9X& zA4&~id}6OIw+RwEXWM44ajx9z+h$bs49zj!mm@mc39xwLWA>0S9`VaH$BKmM4J$zB zeu*yJr?5t(GZ*?T_mqF$zvE%99e2xaqOt6ib-@^P(UX&lfw|)-E?R~HV zOWOM--rKh+d36(h^cW<7zVyibfvzqzE}G7BigmdN56&CyB$W5Bg2CQm)$5PPdA*nB zEU?5RJfCqqfB)7fNsxZw;8~&(rwK067Ly0sr@bdhVI)H7SNq-&Rf&nxgJ~0WeFU^8 zc9<>Gtmlm@GiQP;OR#7o&VWxNjtXI>ZFq!I#dIn(U?xJzG7q`<8>1LyPQ&+}7!S4e z=kba_r@79o__<75PCUW)p1z-rIC(|7-ie{bp}`M{X59i&5sdprGR~ zVu<6p@VCKZDuVIEz(z;}d1P&N)Cc0BxM8_?$Klffh`CrLK3yJeZhuOF@pbuKB|d6F zP6JBY!=TL*;p@!hNBx{DQ_Ny$pe@vNob`htoO#~RjTh!4Xp`Rh97t&sl3z$TChveJ zfTk6}LD51m`{}}x>V!L$FBU|#pF&k{iJj7=TK;O`eg$V{QQbPW`C!jC7v+doer zX8A;`BF$!ON1Wq$*t^Q<@lf}U6XqwTQ91V#SpXD)Y=Ft606MVmBsEZXjTQ&@X&Wy1 zf`B~`jd#}Z({kuE3tWDiE#(_K+daZh5wb}VDQk0{z+nkY2%IYv;h?5(=sb=1QUz?2 z1F-JR@}C5&QnL^~bI;@CH`n9NhHm7f?d~Ns^=>5`D4@PDLl5o#pT6*`&~cJ@GAP{y zYBaB5_Tj^YzE_}PVF*h1bYjqN zaj8T5h&|flv?5P}ZKgFa{qT9fk7{dz{J2V83!b8CwG}qUBhz6{PRe4)Y)rd;&_^}y z)`)c#As4mjG%S%hUzVIGZ9U4eMzsC4bTxHT>~4B^%XbIa(|HKWdYb+lvH1(D<7Ld0 zcVLk#`sn$mL(Xe`9J}N+@N#_hSh8Za!SmTpXSmc?D7>BBKh*jeU_tXRxX&Ipm414< z4zo$^t%(bX`&!63C_)PWPHZI?It{0VhF7G{3D6!ca{3=L88-0dwR&kzl-t>Y!jK6B z|Gy5~%^nr;_3ZwJF|7lWyqQQl*cmh7vrHTQLG8^UbKjYym_oaWebMiN9TS7GN$bvMV1hM6caV>#<@+=>@jrc8=<#Lvg0NKVP9BpgA#;ao($uM^xQ+5&UYD$X?}Q$$y0+o%}b@k zKDK3}XUZbl0|{rj6)1>JuXR<`^_D?1A?ES}XfTy5^m;@cngo-1v<8Piop05y76&W-q<}4(zS9>k_uGo^kRN&%>6;dphxzvJdwNt3k@8=afe1)rNh*;2$)J6T&4Zw zxp9#pxj%_gVwBM*@gz4x0I8TV+?uChTxM0o`maNH`3bg<*k)czNAz3{<0uznbs!F# zNMV%s9F)6?^oErhjNZziqkmFeJ7IN{o6JxG%Kr?(z)lbn)BUPiN;I(&rdKxSLQaI#i55(8p+ zg&`J%?LO_4#nmeg*Zs@A51oScbMnn8AAI>E6iGNb<6)-UG_oi)xK_P#Jq|r_0x&GI z{6Pa`rQo^-G%c;7mM$y}Mq|E9XqWlU>V2nSv^C8`rXqDCX0!~k^iR2!9j~G-<2J8S zQMTH1MiyKhOqTs%sU`Flg&2)i!LGY{SncxZz^RKY+nya(yT;Fmyf3iRS5U$VlKZRR z`Tv%%`kx*zEX>^hPhJ`9oGkyPEaYJ4`5($c*8gGia;Z06OWz}(3sAYhDyWqCP{<-C zVF{!$4#YhrB=LhV>_6XMwPE0MYiC{+*t4%4e*L}Wr2hMA_}1XlFWW#?=V|{l+hD`! z%VRy@_r1T~<+;#*a#LTd0UxJA<%d;Y*F;|{pW6X)_keA!p+32a!dXM?_WlNo`vw^|0lfuU}&%d|zBeI5? zAjEMEW`h}k|8Y5#k-(grb7$_(Wk633j6$59sklUPe@d&D+}g%5!x0)hbi``p1)-zI zpV>QrL(C1A!PiYdbqD5qfbQb!S#I3J-_;`Rp&nh^)#Gsr!g69E3M?ic>5Gw(J!Oo(=-kP^!M#YPKLbGi4ND>SLt8X^$1(huO}P+NWe z24N1hXYLywSAu=-Il}TI3AIZr3k# z)~t@P49t>pTzmlGW;|;j=bCn@5>KNwJu~M|ePb`2+wPQ|kSBrusP7*fvu~SaZ9Unr z20#G7i7@TMntKJmFYZKJSm<@T?SD}XWT1ysyyNXS1`t1#9i|i(FnnEciQ~5U) zoI9x7+yJ*Ptd9TMi{c)2Jc3?Q$wc5F=5}9@k+dRt`E=9 zt+oJ``%0wU&980iP29KEx@OI{)t&Q+<3UQo?#Su!e#}+jC!y_M-ws`dT%o&8?EC5; z={GlQgxc_X;#SvxbaDOS;c*?C3h_#cO~^}zw@p4rGUr?Udh=rtY;J8Wu9nr)VOQ*I z1p_`8wg|id+^TGBd{*2TwYz(ZI|6^!&M;sB+=pu^oSf{w_@6;1RtCuQhY#Q!>bwG*zd z#>(RDb>?H`bS`~Jo7-3Zy(F94F7iN4uTm~u72(tk#AP=~S&kM|;uLdnm^dm-XAX(7 zQMS(cMd@ZYTmpUQyj>y^vm0pg?W+DXR4TOE$Z!ZkTaqWJcJT=~nP12)V{fW(jovK9 z1zj?ZQziCN2&M0ClwUk$zhgZ#)&Z`{FGfR}xE}UP0+`|+a#!V1wwL6;7)FxNy7CC5 z-j5=p@7a3x?4_?}E^`sfGNG%hD&z zPur8FG15W~@vZ0>6Szko@)#5H^Z+cWbuV>{ijBv~qJY;VS;(_!Jsyk-lr;2;MJK%_ zrrEDC6M!$ zb4kB58hE%jXSJ!t);tQP*PYfR>2N{n4w{+noK*;imKN6q3Fi8R6k0)#FB(tlmFpI}7d|hd;tG)HsGNq_-J*--MkDRy@t6LI7 zbUL7{?YW3L%;0aTu(Pz2W6e>*x}$X0UAQpx_AD}f9=7CGZV!FlOn+@MaXw7<87v`Z zR9@d_qDVibY zzWJfLY)mCE2yr=04cMK(SALAPngUPV^YFWLB;Z(+#NxxFR8*cbxjV`YeQ(h53vw~u z#CT`s#$)0X;pl#0~yvkz;!2PTu zzFnisBFI-lvPL~P>W9!6>xMey|0y$E1B}n4`lCI$Ji4nPBKioiTqwlFh6FtMxW&Xx zH482tUOKXd89A?eUD}KO=-?^$uybsp?aB#+v-lDp9gQe_UumVPhqT}fWIEVFB|5xs zGN3NM@Ne%SdD&0xywFN#;=S=upn7q~BEjd0W^-pBR1^V$bp;A@E8u6(G5 zjD4t%ul$7Cr1RqXs<~N|U`p6lXxr$OvzvXla>%^*?*!gQ+WLP(_FfpC}|M87&9u*m!r*jwvv0gFDM9Y=57~&g+G?luL;IW%|nM&I>^A z=_uRDvx(mADC>8}I@r&SkGTPI^jyvDB4Mo(edb=6GqOKi7dYri{w99j(*f8E{b}8$ zv+@C$B3{A(B&mn$1frI;dYVX9F#Wo+T5MzoIt}pjyS6FWTR&*E!DC7>ZnCE8&fU@y z>J;_oUwMH~8Qpb5z&8BN@#xr+M9HDhs0KDlxg#_g1ja(JHKibh5IbW{KgH3NT0-=t_8yPx$AM16lsMSR{t zAs7hLEw78%Ij5{{c}e`z#pMuKvMl)GMR)C-E$v(U5)d9J_rX8wlhQ|CLTQ6`A6pi= zasdjk`){{c2AOK@yZF8Uh65UC4In zA_6gkp5y%c=De$?zrdI7e|V$7{qDi);F`nk{es066GV?MN^1u=q0A=+sU)7fN`N-V zKJ>tpj$TVCSncQ3x+bC(tbLcDK%{fo2W^9Qr)vv;-={@)WryMo^$dW&;#k_GjVYvL z@(xuCJ{&Pmt*(A!hNH1BEb>n6ODn$^QQy{>wePruk@kquy9_SP+)vSx`V$+Iv_cvG2G$imK6)rUTVeX59Veg zuL40ht2Nv8wiEk>jS%aK{1vdz@}Q@K>j3EzP-eeZHE-Ub;NHLXw#P7(E|RP0XH81tBC1_1b2M z$(k?V?bsAAvXf?zcJ-u5KVuLhkz=-^3E{6O+!2e}UJzEXbD%D8y4(r;@0X5Sf7wm1 za_}v-n$T==NmkCcf#FFTC4|T7nLKCmWR{y6KcsFB=r|1sj@E*hVJbFwgg!MFZ|g34 z`;iNsteijTLYSi(9ShGxVk;n$Bc%;3#OM>f!lfpWhQP*^Mchi;`hAQdx(hYa!jJ%A7ca(3s|#;stc|oQ^*J zoSM%;?Vn!CPr>Lu>$tTAnH#=e=>HObpS`U!-V31@zPB_~^mCOQ7g)`(3_wV5^fMM^ z7iyqe@8k0H93vU3``|Ns_V=rqx`cMp<#|(Yi0U2z;-TNnUS;yO%d%q&h-0mi1Aa`g z9(}d7yrc@y7B5?tiT=d6P>O8}o~{@*xfDnVxz%p}!J1t)KR9T~%Fc`*dsH2XVdL~2 zalllNH)J}H!FWD2x52vcl~`R4v+#s526YW9MtK;62;;ZZ$e&6I^YSYekA`wvb`Zas zuSk@5J>mp9W+}pWxgzOs8XA|{L2yo?vRjl({*bVfB`tuuuNyaUX(R%%T}RA8pT7eC zcsjIr|478PeHEqaN?`7%TU}W2pR2-t%%{R_>wjL~xv*|jZuhO+Pi8to{3f7=RNUhk zuUm>ws{H>|<{%fd+B%#)FUKYbLx8K+XRruD;ps&soXXc-s{WJph|=>(&S9H;$#ipj z%md2RxdI3WO;+09Y5B|OO8w$s5j|`~42JoG6(4x^Oy&qk=#6J!GO&MxvHYY=9>*XG zsjT$)^?OQ%8I_1^0Bl{WP@%-eH&%U5lw~-)&4-9B92+rqH!g=*G}1{<6{ex);wWhv z0rl#xgSBWi6p+hKvMNpF~6 z=r@~xX5ZS-FE|1MWPI>7IJ22J=_EW5 zV4>Wt89;6MX$d^rox|s;fDyV5hw$T_o+Woz1bL11r4RDqjTHFe89fWGz*0Zfleni z3l#=El`{`5fRhI>Fo>NpxI>@;Tk4tS_2}Mz09*cT0!ys|WCCd0Bf8Xz+fa3UjGx1s zg&O$G38!LA2es(_LUR6fgKjbo@U9&x_w{ZT8nBS?kq(U;Oa~9pU)R1dDfo!`sJ1up7BJZa2Ivu~ai< zCBsB`sqpJP<=4(g@zjoqF8rBw0B*_GC6Fsx!*mK^!j;(^N}L~sErgT^2ec#p0WPUY z7Anj}j=??z^?ka4uh=~JBh`rE4@q!ER<#4#j;a^LMU%RuL#FCP2(V{CayR}C9GlQh z1SZ}zhB||ueDFUadZeplM5u_9Z*eSa$O8Zo()^e#Va53)t|qkjPLO&qQSs}|Y|8S> zyNt7Y?|d?F5pzwF9Lqu-T-jptu)7WTYev1)!w$PiMUmG38RrhSk%pzA*GUmC+>)q>Xi&KWH=oxi#E!?P z(Ct37=Run$v$x&whwG^AE1tV+UDd#HTkJ@0}PNDYy2;ClPGVDzE(YR%zrl%)2zj)C=2* zcA*Dd*|7&}E)(-2&IB%5oRq0709eFdVIm$!(m{UGi_!C07GW2BWkw9Y63IMD+Hdcf zZ{(uQV!wAFn5lm1hO+8orTMMY~ZFJqC zxhtFBKgNwI{8lN<6d)yEfZ$su6G;_ZeaVfJ~lic0Ldmv zj0DNm>p^KddFy$9`7Q4x_z)d?4IYcnE*iWDsGo0|aL>j=^MLG)$kk zMfg#$mt3jiHQynWrDWLWIG$(qaGMFXT~0k>-4eJq|GM;{wJmh>qT;fx`s^qEA7EyY zfi;-jK*EUg&)QPW1g`q^c#m0a{uzJVn8%kF`XdO}YRK;oTJYnaHcTyn@qE@DgL757{1#}mW2`1 z;aHK3YtJ;Jm~zlDkvr#QVWO#;hkc(eL3uD!hw;p)PQ=#HA_uQSp4tU~ZM^-AkF}IX@N?>*xJHL(Eh6DKu)c;> zH06ARF@ifF-Y4{j8cJ&9ZDFiiMZU|?n8y}OB|mu8jJCM+Kv?#3zgPkoHgds(XCY+`V7GHs=(O`B>RZsAnWT95OZ*jvXfzZlV>QqWpU+D{!R zO@B@AUNY~ckdW*xRZaxYPBtDV@X+>0YGU!(pUIkXqB=aW8(zs_IcLbIE^#%j$>&$Z5J+U2Bu1blrS@tA)$jjF``T zcWmix>_&ewRLxtbI~k+=rx}85HczPZDyh|6ko9+cvVSW{bwjQo!YA9v6$`J{#VDW7$!e}QzR5suyFRz?1T6Z{PjI8#5mGKcsF zX07secBkG1xb>_I`q%u`Ov6g_f1VH55JzI3uK9O@{#n^rhK2#&2GxV1)3*&?-#_uO zwB8N6@Nf!dEE!EJNq-yFWJ^e@YB8)w>d(@omNrE~Cd|bda8{O_uUd+*!Y$+&15L!4 z0%xQ3sn?65^(#(`u9U7R)+BkbW8?Q&LPxb(wdUz`eC;bJLZU2kaizi^O^JDas)*Mq z-G~ZgDX2YY?|3VU*HKIW8lF;`Tfq1&dBI25ZRGnbovb66QL3Gh=vjssAIrr`Y_7?}yXCpm1^XZs~k7 z1CoJHl!akMHR@E!A@7X+(Vty@N!3fb#bMp58JB_|(hv0+uN`+xY^Iawj=Ts*l_O1_ zrz|zd64~yBSYWS$2>A$6gGw#=+=8400RZ z+}%jT#@g)wboqo2vao^k^(^WT`m6x=_1h){)Nu%6;OH|xxR>CwVc(e_9g&9zFnLzs zfoQ~8`~#ol)Owt>Sm({YJunQJ3y5Tay1PU^Syeai3s7msFEr? zx~mMwlioxXmcsZ>%&B}A1Q}6oF-Kqd?wzDEy3gQvO|(;nk6c0iLwQM6YB|;oRv^2f zF;PH$8D3rN=ag;^If)oAR}jyC;za?{XR6U?Z(?et74?|X-{83k;mRmQJK9lmOP1QA6TtrjmA6QHM1VMJo^AR7-=|R)Y+4v|LQ%FDk0Fj0!*(@TG3j%Q%IZijING}vmviC-^a{R zYjKMaU$fKKQL^BdUb--cp!K#8R;zoOwy{lzIA+Lh0r|e0bKJ%}YG~Qvw@4NX12o;n z)Ko6imf2-;uOYaTv8sYIFx8c=d$gSRGc%(1S=wpi_X(?#_d`z31)faQ#)`u`wl05y zd37@fz1{k@K|Jo?1LLV7@~_<=aBsa^Acm*38xBX19`<7hc4ELYRFJ0T^a`|Jv!%T1 zLd4e}vm-Pdk9`Q}Z}YC*#9%#p08Ut%!Y4KHIw^k_Zhb35d{xk~GmEs__o?>o!hysO z3Wv>X*OEM!S+vbG9R{Fd=*Vw(b0d<094$>^Hh6f%sln(gnGg|qpT8;5yIB&YzVH2I z_>SgAG!FlMD&fvrX*`efDjZ449G~cnP I95u7S!UMBHF*ezt;dw663F`GQx|AEk ze?KLd34AT>zJKXNC|q}xB-rmyI{SvsZ?^>v!Ootm2BaR3PH2T4yPQn$zJAJe&UXj( zGV|AoD&XV;Dr?yl;!AT7qq=aAcK?=mL|HnzKs146=1p9Aeo?ON`{Bp;#h#=G`+Mp~ zEH0k&vv}3lJ&FVAzU`9mse{r%Lfy6ZBo4WonOUz0TvR_?hoGbR)~31`>uf!7Tw^5j z9vrD1e2Lw1r^9&&>O19wyQ*-O!6t_ff0lJ0|J1+B8$v3WJqso5 zoy7L9Zo*5#;fSBegwc~I{dL9>?i%Bs{fJLUeP^R>bh{7ob5QeW=fM zlH}K4D_!1G6Bu|H`ZxB({-S&+bnOQ#L)aL>8m8v!#V0bKFTYap{4xUVhs7s|7(qGF z`jf>*bj%NS`hlX^1gm)q2h9hY(Po_op8p<)jOLGr4d;)mjppkrx9sQ3R}JS4;O`{m z@7oc!YqKoZH`iu=Px~FW;<<%5%=H8k$&-7W)$MADd9QEKVLxd-#=NcvWJ%bswZqyjOnA2LK)h8gI}W4iVzAVV(g8dcX3`6-$o1Jvc&;z z3^w@i>VZRmsw(@*sJK7kP@Sj3jFt_5yQr<;3!*!t{&3L2xj0w_1_Kpdg*Ly>nK;hP zA(H8-Nvi#pcUL2za2b@}8}L03CU`;cZz_gfuA#S2Q5k|%34OjgSa5gFf5DyB8ERAM z$F&{-=N@;&d-#U!w^fAh4xb^Gz|UZdg={|8J{f84RrC}t-4wl*?d-_JdRwSs4)zNT z*k2v=QMawJt3qWl%An_qvMZt#COTikD}a+fG?d~b>&5TAsVq1VH&zE* zszy-B}~N16hF!p+9K~+F&jCf3E?d zBQ6fgJ0xxndjKF|>3Ftkk+xyI(F5cZPwaFc4~+>I%4JPGW@Zfb3P`G@y~JD`E5$`c zQw@1kg0_OTPghGZM`KShm(dP#i=Km*^oj3`=&^{*z7-AMZ$s6iJArmVD+e_yWEW+` zHzyag{|!4@E4*bAU9E0Pn|?ifr_|Xt@i0KZjm_6+U}5cTMfLZ22&G1jYJ*}bbgBNF z78pEUQc3CTi96Vv+FE1w(IR?yV%BXV%1$XeQ-Cga_i9%*03#E(M%i8 z*Xa7%?p?33ovi-Dbx%RRqV`m+u@Wx2VzUxIq?1a`P(DV5#j=$pez6dUiw(%&YxWH(#WM3iLD=I>XISuq zMNkmPAxKs;B+-mLWtisVXf}mkmJ9DYGQOe2NFvHzQ(t5ZW=K|s$Um!5^kl`WjDsy8aq8&E@f?2c z+UVm1s4V|}m&(uMQHEuB@t6FJM zJ1rpFA|hi#$Q`NU5c34H0OC#jLh02)SlTvyOV}g*2-PS3YT%``UO_UW#0ih~%h3BG z{%=Z8${$dF5e+E(AU6pDK>k@v90;#(sQRi7F;bf_FO9j|9znd*1KBBsbOUnaV9gF-9l-b+bO}H*|8U- zNYoQIryV4?TNlycWg*A!iHzAP*b0KX7mzq$1TPd5T3#ANKUNDr$6(qfIg4u~eI9*Q ziR^DL!kFgfF0+6O3qwPlxXTVv0*2#Dt835Ay*>;dTwO)p&uIU$Z6ZmrjzQS>`<4M+ zmq#OAfuYa{TPI)jfS+%GWgBd6QasX$a5zUh5sqbMXGdE`gW~g$p6K6RylQtu2P#`g zN#`id8jn^(_mjBF5U&ZS5Eb`+PNnAJ6SBR_23#Uu2etV)NnDUkM4<#evhH%?P*ml* zH@{-fw_KQ&auv~~x_zgZGY|x<_9e)JBN9C16Z*aG84iaV8!=@MZjHbx;xD076t+KT z#R&QS@Hm4hkJQ8C=BTh{=sIB^cQ5gu;82Xi|7=9WGf+h#d^TqSpMNj5#nHnTwgslD zkCti>SgQ!1h+`cD6|P;tC(01)11iP9{B21$9PX!V*}b+l>*np-CU959J)ut1`tMD- z&5PUjws;V7R(%KX@d(cf^n;_?yhYawRH+`JemRT#a)lJ{DMeRdRe zU!y-EyG5Tco{{?VPOgaf(KzXO*+pWYQ?LZxBTC>!JlqM4%J&2k<)M z26OP*eJw|D77SYMAd7k=t5SLM0a*6>o$pg^^xVSl5}3dHU#hvmTtV%jW~s?h65jyg z2tw@w2~V=dVwdUr|4MSkRnGk%GYX0d35cvkv~~WXI09>?H0xiM8vBG(w zT-3e{<}q0enOdT<{k|N+Ps+t`IkArD~loCu?W^-JPwJ>Mj}dixiO!43Uw&XGgCsJ@ac6T&fWBmp*LQY zccDAp)%WCR8SOvzcXxbafz^)?7sr3MuRxD>mB*nvp1jZin#{~|YI`Y9B->5%LE?p> z*gwy%L6R!kk0NxQx!r}LDZbzCO})OoL#*j1A$Oc6njclYAkPIt&~0~l{-4rU{}C(x zn-22-0zp{VIQ}p6*6bj}#y`C^J3Ht9uD9j}eT&Nfi1Iks>#SvHLp(pEdq6g0ot3_| znuCN*>bDNX=z}vN4~nIb2oS>Pz>?+l%X!v^zBpSc-*c z?6f~0MxB$u(Um(p?QYfZ^CxBFO^OKU+dMos1~>wjBc1HrGjfA<^_o+Uej5nAtKbKE zy6 zc5I1qGEELJGq3PZ`SnhHzG&^b!5iPAJ(c1va~r~Fom)E2tZ>8{=Lzd3(^>=gy2cg$ zbYtGHK{QhM-Qnw4vAJkABPMmKXejF=q+ceYt44nt9Xd24jD|<@dJSTGC#I0==C(uK z{qodR+c?h3QA?S0~@?;G~<(g-6bd&%Tz?);eEuw>SIO z_Rjm`tH{Z`546*{Y;Zyu384;MyTrK$PbcIRBlod{i-){_OHp%7E!Tf-?A5zP%Uece zk_BAtNrw~QYB+EwZS3`1-8yu_)jXEDWHjkuNVv1lO*k&JYxIbGNV&^@Z0Xn3MDfYn z*k^P1DODvcn7}Fitr46|To5QE$F^n)z4R&pr{H56<*m7OllBW+o z@}n9Pf*qSQu?Elr&yy~*=+oMgYg~KCh<_oXvH$P`MwY>$wv1peAhIJb+pC5xv+Ce3yUYR(%kXe`>BVw4(mYy0b}P@Tiu}&Bww{A^Eu=Ly7vpWNGglL@3j@3px

-Fm zSmmiEQGBck?4+?jaAhed^{MA3`B37!iLmqeGFDcD8>mFrD=J!9W z4vKj-cWgUD+V-wA4O2MHix&lw&V?;{Jy|11p4cD(PMj1DXQ`YWUB`*bIb^PL-?)Z4 z0OwohCVe|ec*!8Wi6|@0+>a}dA^f3e>Ot4AwA7*KIIg%kR#LPB1v(LHoJ)_Y_SXqWBp8L5++xPI(6GgzzQYzkXQK)vP@A)Be_oc((5* zjmV@N!4vHx?Y76h#HFA$`47Ove2cbFD;PLctmUni8s-oZu&&)O_@vxG@<`!LSYYDr zL#?sG)U@aB4^SvTn5tZF-6M!p2AG^Sv<3{_^%#(seSI(~_C*|gfFm3&UKX@ZoICdG z6U<>sFS}KDD_quos$4D;6l^I{Jcsq$OSbN8q_yu=w~ky@x0VvDQqkZ~(4(WNzlj(9}i(u{{%x3OkiDZ6bNt@bKII)$mgPQSQN>7K?yZC3B zdVR56(tiyV$}1<@lQeNsj3=1LkUyNR$Kj$l-v5;VVw}?nzZ$PY_qsBgDJlEk}Kcxr(_;-1!^zgxL#@!btdYW1vVK$`6k*A~Knpl%q((f-Sgn6w!M!!PE zY&4a+bj?yGz+pD9%Miv!YFwyEe7TvX0oUN)wW60#6vn%BfrH4PY4yvj{{eH;Zx>-VV5_C_mFmy^`rE=R<+q^^bK>-782d=$!nZ_pvhA3o*xUS*lT=* znNd+10l)P4GV$?+81^Nt`fL~&O zTq53uBK@XQLh$I@MKDCxqe%jn-OFhj%T7xQSL*PpOZ4XV=p5R?N#@Ko&I1|7Qk9Hs z5!VXQl7c2#ee})RS=$;-g%t6lHT7Nojnf64FduCbz5_L3KVu4+!DSX1aBUU5B8cxP zoIWaYDQT~)B`l`yTH zr2`7_&vyj@Sp#f*9CnOL2osIDf^OFi^aAeWH0gOgY>1X+rS?Q}gGLX6gR^2PFB?TA z6RW>=rqh-*f64KXr^^=qGZz7FKSPiT#;0KJ4S3}}{B ze*`a&LGYN+a7A>ib9hB+p~%s23iF}ggqtOls11~v+*RN-@Dr3qhddpR2B(jE4=L3q zvW>V1AX~c?>_zMsp5uIfX-l+X5N_Y2v-EB8|J5cLMRb(n<5`0?w_#!;=Y zP1r@YwEy%#a9OpWPN|x#l(_zqJOhhUT345``Bc!#NiCZ3(c;7r$osGc`#p9I$((M``oGU*ErvB zkM+>?;oz#s9P#rboPE?zi=#(sIINn2uRir_U)z;I;hUbEp7{fAPl_M!B$tCoo&!II zwe%7Lovp~sLrX_Q{Ap@b_NUx`ZlN{Bu3GIF%t!b?+xNE$B!P^M_!Yg)mTLu*nL#m- z>NOmI-voal^e&2+e=<|%b7xDVl3~@he}W3luh^jR#j&MDGB}OQ9WKxrRdwmK2aQ8( zP$CX8qvmyleg z24~nUdWE@dJd#%OxY1wZod9#xJeDc6G4|1eDb+?fd_QxIp>0?h-Pk? zdOhF&_0x3*u7f&VD+q1=GfBhT7hP$@kqgMT8DUPk?G1-sIaA3K=q~;!E2+G0&K(Bd z2NjvdF^8;C#6X84F#}!XCXC?5ap5(v$9p>;0;h;p1xAk!mr_!(HebWPvUwK39!?O23< z051h3nR`p*{=n;H(|`Teu5MgTdR#~i&8}k1JMeQ8APxeQ#D#ttW`?`+jhXQ|H-SKK z6!hb*)eq^`&+)=JM+cBx2A|ML;>fV%CeJ&%ll4vSqskzz@BGRY&%e|U2-SK~KJ~0v z9Mf#TQM=B=dlv$to4WP-+Mo(N<>3t=0L4tNj_+u{D&QEMg=Vhc9dFb*A6}MLWS(R$%38XXfx4r8{|;!!Vi8mUQho6#VX_&gfF&0ciHyj9x*TZ zi`X*il;xdUY(4LI7-Po+k=SzUl6KLpGa`{KiLWJQVXh2Y)+f2YVNF=Ceo$Va=Ll|e z>$|cGw+n-5;Cj7)+jYm=hh9M7{PTMSx(E;L{fMZR)&qgW_~b-#7yaJ=^0b;v@WN6; z3L7ASuuKjO+R6U+1$ZL+5G8@ z;~tdncd0($TwVKsu#W|lubHEOX`tE}F~Ex}p_D9TxY9osax_*NOG*_L&Urpo`YCQ^ zyNyd$5*H5QuOZyb6hTA6A7MOqis~s|wCRQf$U6gR6N;ALrwQe>LiQ9%Qn-8`6Vl_n z>14G#9+4Xzv{KjG4@^qg;opsBvtl88{kdWJrpJy-@-JQbFaACHFErbMij;4Pmotyc zzG0`JDj}nr*1bWS884PBL-^hhdh25&=r`^|Qg}lM{)3lRL*oII{>8@pbpvL1t!hL^ zzUxorUrH0%%j0IRZ)QR zb{6-BtD)vWduzFJ?3Cx$w4G12M8SoksSJqUYfLa2GW|$AmM#wGw)l}R#6^)*xF1sG z0PU$^4^UaW#Uf1Zbg@}D+-a@|n3{C}p8(~W(F0~PKl8kRg(jiqrb`RE7>d(NU`*=PfMz57)0@3K&FHk<1 z_N>(3xv7v`TwlgiMm>6&zI7bGDc{$W%aeA!omvay>V4fweUoNz$tLa0$Gs7nCiRBy z8E5K({@%JX5x%bY*?+Fpof~rGWG1RJ5OTw-2`wuBk9%bh{a4rEtsvStVsRKov7J>g zQdEy5I;;4?`g)XbBix9H734GFCW+*c+S)j$e3Ws2=3*TNYJI@q5yVIRAL12k|0=ir z&+!T#Zf36ki+BYm$A8qeTx_72#s9+bWc$Y?|DWR(`rVTZAea7-<^jRXviNzf*%};D zdb?R9W(#2}_Dfs6>fSwhvMqzkE2M{WDd4aP>{aPD`qzj6d9qINM`QJ+%D6MI?!G(! zT}bnDxP_=@Vaf3G?Pd5=&oJ;Kzocs@@bf(X_4DnrvFD?N>+SL8@^j|X&HsI=@%P95 zea45?`R9A&b)fHtf#Gi^O#$GmPfzP>H?VHgP*Y&jeM1=eL@;q_5xCUie&a)Yk7vfP zf4_jg`qXsplkck=$8K@h*+Q54p4by22)qZ*dj}Hh!U1)OuMN(oSe`7pDOL_rL@wgH z9v^wyw~rqje8rXqk5-YG+l1;afjFT{+Kn%y?Q^l;B7mGAH`k``N)6wvGj$JPq;APk z2xmLrAn=8cGo#_tFuT?t?{q;XTb}D=m8$W=4rk9judci6vTDkr8>nj^x;`%W=MwQ; zFny_~XHA)JBggQQrbX2(!^7z{Cc**uYW7%|Yr8fYfa}&#`QDwl*}^j~ddzz~+i^!S zoPYTZ2k+&MQ?(P|_)Wva@Ri9r_WG1wUw)S9>DAf?sGsWjAj2ov)oeM-P`EDhYynjC zeJl2#>Xh?YueImCRp3JSSb&HOk;*;4pi)68jsL2@5))(bUBynobhz2)$&x16cj7FqUTJkra%Vn5d~fr8WICStEnEh|dQLQ%yD)=V?gqFR+C6NS z;7|Stb@DWOG>vV3T0DNx2>Lz1rP&WppPueco%AE%?_V3#eckv~br5{3#0Ny7sygvW8a!XE z{sSA5Tju(Yz9-UynZM<~d&^2sUXM-YsgWA`$PWGZf`QU1qT8w=YPSxQ&_3|3pIeY!=JjUL|*KsYg zZ8YOA_4!Pb5k-r<2XE`>(O-MkcFW7Yh(pd5iO$sZImYJ!NTKdnyt)s8^w@@jczv}` zclYz$Z1p+G;nf{LA+|e>;7}GqE&}#VozJyDI@#zWuT+FrQfpEnKQ~K;$;Db; zsQCQ8vMSuZvf^;b9jt7c=8(5mw#;w*NfrNeH2YHy+CHK*V>CDXf_N46v2JzMW)-yv z%y;&~8Ap)vu{xK)C!XP&wTDrkW&I|>aq7t$n&;00Ke?dqD)OqIC)WvoM9 zI2358zE-OK_1U}FQ!Y^rju?j-M|`A>S#@OAaY;~BzHzwDI7oJ4!xt@%pZEaR10&+fK6tsmBJFetzmxJbv{rX4?R_^Ml4X-)fR9$&pqNWhX`BAJZ*tCc zPb=tWD#z>I?8i?`_Hc+Z_X5h4`i%0)Fa>$V5E=2vQBefQFuMzLj-R#WY{hA7KYlE$ z7W|sK2e7}mD>NpjodHpT;XR}Zz}HLg;*kD|u-hz1$!NzO^<3MrPG_j6y7{e8{V{Wh6<0$-`|d*Vs?dU9E5 z1#5DAl4|j0rwM$;>h_2v2aoD$C_@)W+U!nOOn-+dUmOA;=>m&I>5l;M(a{+mb^JowM}f7QK;9E@KfAwTMH`)t0b$+QB@ zF#ITQf%ON6_F-Pw9)hoVc6HI7jyQ!nasGL!W)zeiT=YM2UQ8y<7)qX|Rq&wrnzj(E z*-pwZ19)luvR_d&1Ueyr0(PTHFE&k)VS@&J?4dmf>z9yih-!K6NDEkj zs3|8byz~$=MqDwBokV|uVgg)JvK|7Auk?_&KxVeWn%e1=!+=*VAa{s`O(Kgel=q4UxRcVQ|+n;UYwZg})J4Zk0{;lKGLEqIl<0xpg> zP}7z*g}NwS@4NLWbLZ|IRh#a=fTiO9>I?rpNa!Gxzni15;hbb~cFRK;S=Z!ruj-XI zXCI@Z<(cgV8XC89kN^XuJIUc7-0jaWyX*56KVQzxs`j23Fk4_D8>As;G}Wzzu@jRA_(JV=z~o%^Ilsq;?3A3@lV@nt=th* zG5VSsW4O|1<78LSQ^amyX1dM{&NrJSTD$)Jq0@dKYOm*-NdFvX{@OgCYFnGXX)C`5 zwC=vgls#og2G?N*%abM%U)xJ{BLJ5vz*xq`fo4U%3uBH+$U~95_8B&Tx(mCC{+L+e z`9&3`K;aXDP$J3Lq-UNEDCS{k7}Fq$Zy1YEs2@|YT!yfdIT2R$v-%`8)L3@qiNoC1 zd;CT?!RVN3r1 zLWD^k2N@UL_1E7=v<&Uq!?uWD+H|J;=?*kJB^=1mZf8aKUH&h(YmyLTmU0GAPleki zM7=6?2Zjq(UnjW_+y;N_`FD8iXLq=#UP7OKJDhw9KU^a4RainnbR*mVj5e^Jej7&L z1=Xr^yVE80e`+Ze7Km_PSX;<%@APK(%M7P$x@xSo0ExQ!mLpx(0V;V2k?NlyHXuOp zRp5QCxh);pqFW>{GH_z=@hOAxRluLGqpWCoAjy}^b2ptJA8`!?mV0;2ea~~qb#?Ir zXxKMFZNrC!UP-KPKY0!O+Ew<5bVNJb1{gho2zn`Ja=f_0L*6El2<^vNq#>O8`q1rBt9XUEVR~MZ- z!-Y6`GXP*aK6m3D!trrZx`!97P9bK-419HaoQBa%uP%Np{H9JVuNPg%x8(VlacFuQ zFWZj2>y~(qq-$dc35fGHe(Bi&7o~~NNy9L$@z75XpJ6fz-ZnyvR(Tle7AV%yj6dbyC1Lln(qB@ zBSbHLP18Z^a_GWTju(xxH-Plpw%jg6i|}zP!arZ{H9v8=x8iVIowrE$c`dYhEpIt- zdO)4yBdF%vafqFRVT;lKP_>_N18pof?Na&%*_S`m4&fGDOcE}LxhN>8U=T7$Ntat} zxX$^dz)WwZRN$_}A=k5&0lLhY1ke67WxN?Or4Wp{DZD#c1l`kQo|zxTK8b;v)zc6E z+fdI>4sSVzKkXv+81l02ak`wRk+?m(N}JB*zxTmNktC1@cD~&SqNo-=7X3unz#b|* z+8{xaKtm<;X^ncEZjxY+N^t#Cc(g)>Br&yUB7X;g8X2;Cl(?nJ`c^!++ z)lPyy>f2}28#AmX!~hW!9JR=th5`RiceSPUMTz!N=1*zwr@$7y;hVMS4m{P zjXlC+s_wrf%vc;oQ}wt1KIgT+QfbQj?(pV>c2U*#NGk&r0B(!|Bg^PTBEBZ>kMg!A zm)Sc1jXu3G=MnJk7xeD?SwXm+qwjlX{wU*@l*%OM%O4&AK%`HZRsw$UY*Za)aBNbw zEpfD&?*5R?8_ggL{&YvUVK*@BD5S9Tfb@BAvhbIeout=bh;9XQftcZPq1ua@+Ma0a ze9hLn?$6vmax$dRP1-|pOb2<}*`4ij95{qoMOL0z{-gqhg;vpJlip#jyE4cq+RCUq zNLCUB9Zot;DCdI%1V(+*@bp8_L8D&F5apRC%CNCR+hFRu#>h!_{1>RR@i2lw602~) z?g-WL?nvZ+&!yAw@`_ZFg5C?A1t9-1?XaKWpD};Den?Y|f79I$kajA9od|FROZK6< z&g7HAAXhzQ_Dx}RDE^)OvP?Jz_4tLw#R(^}!?T`2b-_%xwC$S5^>UeT#ktYmZ0h;y z|8FY7R?1f;q?F47UhK(xK$jp!zUyV)5R0S%|)_#F~ zd2WLx=m&$OyyOf?7zi{o^vc*H1TqZ7I4R<4ggwU8|56db(GaJFZL-LO@1M>Gy}|>% z0*@Yn1S=6oiNH*T>F*hVAa&diX0AR0$yRBJWUgos_vT;~p9Ka(%tt|9v=7k-SgNIo zVcXtgL0obWTU)-lxQcYA_dz7|>nIyS@$dHjzsrqo`aE!Z&FeVEK1gBo!E8JuIm;M= zmT0g5h!vCd)V0vQ%sa5r5DM3R3uX=<0fU-o1LS+rG8mhpCDnhU4y8!_I7X7$Fi zrKFcv;l&87N6>t9O^Gu*Lp+*zSro~uccjblwBs{UcaS4l&VTvnvx4|k3AS6T%#-p)E;Tk0CJ)ZmZ6|tTRL%&g51p_(y`X5`Berlmtpc z8T#Lcr27uPf|yjYPez&XWInp^vP#V_G`t9q&JMurar*X13x09ZZc<6*#Q(T zhVlx66;ygYczW!jmhF2l_}sfN!Df8 z;oAoQeitX^UuA`{Sda^1;}vkenvv72bc={kyARKg8URQYpaDfrnpgobqVGoWWjnFr zR?HD?G#r0-e82cH_fQK*?ZgVlF$ci%!^v#R|1$0-FG|LQw(Y_X8P5Z}R{mUmt*rPLN|EnZba&+8qhHDCjQLRJ;l?Sr(0XiD*g4EeQnckq zk2YD+75D8@q9YTb--%ID#_*P)mT`9!nEun)R-hz|B|@#1VU7adVu>3TQ`z=4sPKeg zz*J)e%NW1c9OrnpkNpK)e!imtC>(!Jv(TafK>s^a58WLnSyaOq%&U&f8BLd;39 zFlY#wcy8`6G@z*!Owz+|_?6Ukjh=RA`)T9YHHV;ZY#4KdwPGnC`8d9Go3x8WI>Lbe zcyfrpxNzqb`Rdb^PS3ipu9(>Z0CDl{X7@=;J&mr(NJ=tU2aB|Zm zG}A3!mbv!U_lFk>h}Sc!1Bd@&bM1#|LMg?0m5I{$E(I|EV!vqs}LiX2cHFYCPq9P0jwuP%$stHP`bSf!Yr*tmqN)0i% z@)^5KnM#-~z4Vmu3q30RY3i>rakOz$adgtdvY1?_t_>(S2o2KtR;=BY-{3`L4 zR%|jGFNDXzW$UQ@D7Z0M4fkf=@YXUT(#m0MG~mFLkWigLceND0Wx9$>Q3aGhGa z@Wquae{IV9<~cxHKDxm?T-#)JFXmLHPR{W#tD%&-F2;nDXA^4Ync`QO{9+t-saFHK z{Wjmc%%1&d=PHq~BP{bq_4Sk@WPulk;1@^j1>2};QdpMQLBi8_*g?aSdq;0I+JKl- zD%;6=BSS|oZ0VPn(~Mic-?%;G#!~Y9g95Hnh%=De5Q_n_vtT@uo96xs+72;BxS;$B zI&rfweg-Fw$tS}=&OP*hZ3{H|On-CBX8s}uKgiyybw2H$x2^!IjMm(+dK5^7gnH&_mS%kLbb=YlSOvyC3ub6nAF_LkTm57ZSGB;3WoV4**bIChBq1@HNQ(Dhb#qG-x zNQj{X`2uP44MxZAObLznu>1Y?P?I75&CgD z8kr$igxT5+stNw#_q$cNWAhx>>M`Hy9i3!$l+6NC%##WIZ7;Sdx-eutCtPJww7xhv zN?ZE4jY(qaiQP^LT-9+nL)?j#O=1yUz8!*i5Q~QrB#teNL=a1UQ^L1v_Ab0=Cw#Si zGNQvAGlZ0NIOcEbFkehVf(eWWj7Y!4!F>bo_Zn}Uiu$Rj%kSpmnNVDiqHrPum6aQHLl*o+5!r6(71Yo|@x6yk=#6h^Ot>eYpcH4FBR%z8Z zNQ2#eyPh!REsqSiHHu$%z8IQurj_~^do!3D7;WgBBA5_k<8CQBAi=*M^YsxvROMUQ z;Y)cUlzH<3+sE@U_7A&UdfLpJBlJ^HkNYbjupB5rs^h^ z#Mz5Tk$V^Nz(mo_(-&Uo57*7PhO@{cU{sUkKLqw zmr{?t2go>TAs4S(ArGBa6JLXlXxMrSC6jTDgemSla#VIMxW6HRa7Q*N{6z)q9G5lG ze2>Mr_7GDBcVrN~H&tFKGZ0lUT z+(<%vP1IfYmnu2T4)vNR)FpC$Butj9YqGmneTZTHMiqJSvx7}B>-s&7{jgD{4(8`z zz%z{Qo12{t2Z}VwnC5^E+PmIYbTTV94sq!a1rq`;aAurGUmSEVAx|A% z!)S)D{-lX<77UT{uOSg1C<7VS*r0xOamB5D<8h+`t%}lcS&@#d;77T* zWa#)gQOCP%$eiFR3TAJ0_D^_*XI{!;{?;pjS8vo5k9mY;_6f;`#L?}O2S@eY7O;u= zyJf;QWG~EGUla??e--KrOGdw!u}5PQ26~rTzdU#x&w1CEp!Ii7Fu?;t@3Z(<$Ug*J z;7(Vpu^NIBZ4nr$vxIh>&g)btF@65vYB`%!PG+M*CMv|~UL&8l9G7)$&q7ux($-u# zl<)b<%z+FmpuP8PAd|J#6hk{s7hL8(KVS`6PD=!6ggbvYa0oik_cd$xbmETADE5buCP5#1`v9@P`W z*IMA0aL(du3V}b-@O%HrJ-sGiZ1TK85iys?o*6V_dVcQ~X=aNRR6l*~LsQ&`yXxt7 zOI-k(3`)GIYXtzW$}q7tzZ|FqrMrlFy&5Z^b(jv`pTdyCg)O1mcu672wu5hz@H+}& z5D~W#!`CKWgx$spY<~#)ja|2^o&-4vO^iaGM*)9=ikWZ`5CV2%=>EkzXQ7Ay?@22i z%1BG8$=U$S%(3!_Sn*@f=DVf(fCL%)_;!k#fF5T731epw3FC^Ch~76F(38e?W#o+L zLFcvcT+zR>YOOu7teJD>OnJvSjM<}&$#K~>jFB!Ujo5C7=1fNUO#RlLdJisTC<5a7 zaytP!JFk+Z%VO`dT&%}_N(;133b8)${ACgyPf%k$~her z7#R$!>?Vp5U?y#}42iNGSSP1vMXUP(8Jh0=Xy!kS3sS~HPI}y9J zJL4ym0f?ppDQR)V6lKOd9GC%B&Pmud+ag5sL#bUHav)@=!i`mAnTu$%Z45f5?y5Ji z{|7M-X#<;)0&E-72;BA%c(I4P-PR=Jp}=zMRXbHH2TtA^5p1MBdiYXp^svA>$8|f* zhW9%81OLVK_V$DlXG(*u3BtGG|F1QR+Q|R4ri)nKDn|oRG745TA{5FOTQM;5pjD+1 zlyXiCX6T9sRXz#m-Vnqf=6X(yFG$shlwTl0Zz1VhRqEBO=S;i8tVWdZgR&88;Ia{e z@|=&@`PWImt(2`Qt2qvF2H9O5{~RTB(%2c z9Z7?>-`->1icF>EjP?^MCK>>|?`vL;nXZ%ATq(0Gys3+*5+aj)-9GzWY=yBrmwxWk zxpnEwQab7JQ`mFi2r)dD$A2As?}p|_^#R*QwY(#xIgi@cbH1-y@?2M@lYH{0D=W^> z7Zq#F_Qf6p+!Nkq$3JlyUAmjhGqn?$qK_3qE8&#? z0>PNW>4fSBW{2anT|9DXIhwnoKPKa<=t+We)lH|*7|B=M&Nn|pEaziy+dWyMcavdX zx0G)9`LciiF4Vfj^qJoI{`>d4`p09wx$ip(c7X23hwEoqT_EHA{q8ApN6Tp7=Dm;& zV_n^52KhqE-jecSvpy)3O=@*14W7yE*6zmAV2x69u3<3?u#z3Sv1ng)bLc~G$a;2R zugk~T2B>0MeQilkt2qy-ea)M=2QHpsXc{iI=~X;4o0-ryf)QwZE}3t*wlhQ}zUfrE z8_c=)y+1vMbg*9v$}i6%dbeQ{|7=|_&UQ?Ud9W8zHN%>%?19hue4#@7xOqALOtz>0 zRAhD4w?z|nx2JLEyzMz?z7^%FTLfq`c4Q^GV}H(G(rh4Ht%sH^yWk%{(`k3pQIG#n=HOY1o;Bu25LkXH zVR@&8de(VFEUtlp8-&ffIoZ;>)25q$5Zi*qx4`DL3AyO4^=JZZSO4|79vdHL?WEv% zHRPAS?sU`{d@puZ=mb98W$kw=bh=bC6Z4es)!(U9GcuAZY?I9@_suHhSsN;44x9v% zqkCjZ1=uifE!lF{-j>!(-MKUM1TF}x=q5@Cs8-_$=u#oXbhG;gT412)Qbiyd>AvKT zb|qhZ%anhh_O{{6Z0`+<@s2x;O`);4q)b}bYuJqYt3mOtQ``IL1>WPN6LysoZa#n~ z+dj2S6~S&SeEpF+-x59^wZJtt69}EXs3S(yMMu8qpH*Li?_xd&9nng_;peNBrht$w z+EhTB%M6h#IUsf@c37a=`fh56Dv{r!?eS4`18UtoacQZg!j)VKR1=NpD}Jo&irxu>qA3`3()dN$yq z!J@+U!Zv9Oz8B1o<*{7*uD`#rFRRGH`BBGR>(g2?1N>#M3X7O1%k@eFjfMA!s87`? zHrxZ=pI#>}-cyxax7KgSS&~#>J50<5gQ~bxQqZ)MPvJ1)uH<_Ms%EGYVTRvHi2j{Sk8T|DGax9)!7Mj4zgfKaT6h%ia%y3S zkY7eLg@nZD%BnbU+9toq28I7HTcfAq_Exm=En(a6(q1Uu|(wg{BN+ zBaJ*{mlq=6%frb57}LX9gAtJj22se54JyPNY(5aVOTS#Ns7&(dA4gq4o6sh`QAD2{ zQJu7;GaZZBp(1$eWqzK@A{Jjyi2jppnE&gM4Ca8j>g zLQw&dy3-{6+ZrX7%?6OHQPEbWcZZ(8MgE z1kr4vE9BBe+r2C)zKz)It=$n$mf^@C8EaM^VmtyVzNqUsM5F=E?H@XC*5VO*T)-CH zH!&_Epun_)DZ#dI=eBpK*#0+TZbOd(hN{Z5IER)0+`Zzol)-4faCjM!o)oqxp#H!w)b zZ(?B)S(Dp^E&gjf{@HJcj`>YqeIcn|Cn~eg@Odf}6q?WnwasF^A7s+Wy`S4R%H+)hV9|=@l*aw@W6&KI83QjB?o2k%cW``Niuj zW@laI>lIDd`p2)H%JCG7>VY=KpMl z*CRkL9f89sYzy|>CF#h{UzZEIX_@?pOu}Sc`)ZDmS;J2?u$snyMn6pPMCpC9yqebK zpqO`PFp$wi!()QfQL~ryin@G;4v^%0O;fB>LZV|&w{~*~&jo(VwzEHt1jeJD|JRhr z11W?w@u#0)(E=9XMmGZS*&b;GJB#HvCF16H%L*N~>PM0$xk8wcZ!_{emx4zTd#I{Y<<;W*2pz1WjwnT7p*{uYW zz!UPXO@qbVt4EX@p9i=T3s2DDBx_`Or>-)Rx!;;G^KU0D29`;0e>4~r8lo$fG5Ee` zyqyWA>Dkt1<@gTULZ1ozU7jW6OVh(A$THn~K!PMUy_B}vD`34ueHHcfkqg%257{Jt z5}=)-st})&GtPfi`T6DaHKI;Y5BB%BW1%l_LR`l}$Z)5s5dlQ$rwQ%LHs>O1qP29& z3*^3CRV27#h#j@d$8jCCXWF~Wanq~?G&gpWq@%Z-l-{io6qms3TJTOq^j0^q1W!zE zX5T3hDSM$*V=cEII?HFxy~#}M1GF4?d9(X8`oHch0pKM<7=39UN@S`pO=zpdLJSQw z=Y=1o*7rP21%73Bk*h#ped|vCh8O_}w+#%oVX(zBvcEjj6aL~n7Rgjct5Kb_>T1-H z71G@t{$d*T^g8QxJl(1_$F4co z+7Hu1-x!XoHA0+L>l(;+wX^Neqj7VO(9d_33JyXhd1$@Sia_b6oem`)dAt_Jv=DIdN66(o zbx_8#gHht|0YIh3wd!T&ZYec&GVpZ)_+h;ul4F%ZK}I6E2>v0+rc{` zZzy5U`L@&yoEOjz@qT>s7UvbRVL{;DR@>QG(Gj0gC!%Gd)WGEImaG#$Z=m!$`l}d@ zpM1<|{5->)QVM*_YrpkOJZ9b^okM61?{En=fyPLSVR`ix{e0G;E2R+Xy5rT>PaSo6 znZ8tVWJZwBfw`B$tzSp7FIL)?PYv;gcCl3Iyila3-^z)I(mIlSM6>rKC`Zav*2DWK z^oab3e?!8PEzm!Q{W|5jyqv!lHq!z!X!@{==Vl;2D$(Aqt&l7_alQhB1mztxj4VMMZ~MBI*cCv$=Yi7qg>^DwNsM6Kv*i>$B{iy6=r0EbaDP42cQtxRiTIBnVK zDi^3H=j5t(g{0PVQ&LMCVR|xDrE?^6z$Ia(*^j)(spT6_x6P0m8fnNIRdZDS@Yhh4 zEN1Lo=6vp?m=Uho)S-#ug`SUa$)Q%T5Xtdn456+vYRH@LVoI1`(T>-3ai#S9R7S59 z^z*Glc^H*{85)xx_X908aB2A8gtvd;P5!&^#>vXc^#3EgaS}4IFcUJea}Y9dvgrO) zGIh3hbuu<}hGk}E{~xlOZbvn(w9@?<&C53nrZZjo?z{ZJ1mdex&c1KU1O$Gcmj~A) zpE;+6@0a=?vme`^G6&c4P*2k*`k#}&TKJ!gRk41)Z>t|F=YD?6ADTx8*Dtme<2Ri# zdx|a3p2_dm>xJ}Zw;bq#r}exore}K>^}8Rm%d4TLeE2orS0DcnF0QP)@}>x|!v7i5G3`AK`|~ zRkq+TuZG6kZO40q`$-@P!blR-XfwfK!PQ(C%1Y)(%;nxJ5-l%?Bwd#G#wSe6?;i9` zU7{l|HUtpEZ0$>HA+g5J)oy!EoY9#Be4`J)fa|wB6Dn+OD&&^BMy+l#H6XOpwlSqg zM|If&0NFgxgi&mD={4Ll)K6>CmHtYgj!nYr0Tx&|q)R)7Dms5E-0S{UX*s+LqllyRRfV zTNXO7j#u$~ul(Y5Pkt=C9F6jesEI^O?!&Df4-6iDjY}}n7%cn@1XXZ#Rw&iNiO#=C zJK4Ve8W-z(rI)jLy|v1R)eaSX2~f+uhvw$%C0gafkM?Fq&6g;ZjO=q9jm%C{P@z|m z3{{qDyiIHW1#){$9m`3=7@t!wUixL!W1J$oCX;E}-E%>ZDE-(oD*}??`8}pcTN;8E z#V#u$KRmV?J)<2isI9qL5^u=Cq4_;}-dSn(qVER*?CKYHt=2u6Pobh)*%h|ejQ4oW zglm;{%uQ9iXGFb@FK1Q*M)pYv(*w1uJ+_K(t4+O4*e)|V4BVLzug$!+VJIjnblh;AnN#XdZpO7*H|64#M5f*%{(3l7U>uD+L(?e*$6#z*V&3aDK^-u zEL*x>ax}FqwR6`H=Ua&;GHtd0j-h|i&m}VZW?N^^@7}gHX+wMP_*6r*C~MZY6dTs4 zkdJExeN}Ep#23H06Fn>OoRTt&L_kFc-EuPi%4v@cs%ekmPcqsxnHIF9T6l|3vw7RT zH&{wHPST7}OH@7B=f_w11+EP`C%vyM zjE`o2^rXw+blqxd?wT~;UO#?q#_+lnH}7=00Bps2P_0w>O4?U-O`frqUUs~%6AW6{ z)bYU!UIDlxp1LK4w(&i8MkMi{ua&;42ud&Je{xrPxE7Z91RsK2XDpNtCnQUz+rvkw zKuJRgkyJ4Apl9v@W^rUeJ zE*8o#TC$mrSOGg1X{!!5i}J=kIDtDj?r3kVB_bl*xhuUGQf$wV%5hJl7aHEx)-R(7 z3R9fIFf7IAj>1Y%y^ckXW<$@$2^5GtY+!O@^8goH`xW=ER1A2Cz; zu!Pqfx-$dDhKx$XCk6ftfra_tyu&*OKNjXXHunt~<$Z9@202YI(2O({%J8ATPQ*S# z6GQ^$)wkit;*F13w+Y7=jm4W;Jp<)xCD{ihv7PF!C|v45g5C&-1wSRsi8m;wOm1p} zaRUXE4DyI2h+W7q;1(q@A{ThEO&sb*CG2ZXL%*yF)-B5}nhze&&2W*-dUCJs+siz* zKh~r0PpsJmM#?>Z4rgJ(^eqD^=a%V-Uyz2N_*Cov$fpMmF58X9y2|T!7(U7}DcU?- zGW=QhYdb^G?}$dtRR)ttf;j1ig-jwMR!Mb^?{@pI9$$R*_%!$fA@p5px3*@{Pq0$I zB;j7l?s?p$b_z_VnKDJW`s3`B5p)R5X5(YP7*ZLBi!GMap-dqN1fO|#K1>y)EtHA; zQPBM_v|AkOpwMW00U1=8_RH&%FmWQjex0>R*&s-_HN>;2iCr5bKeEutRqKdk7_Z9S zelaJ*kykc8`w;uyN9|Cl&A33O%^Aq*L!2(wOrkFGX_6uDLOBt52-uxRLC%8#Nj%LQ zRev>2-9ep9-K0XPN@&k~wNF-t`ETVA(Epre4O^hfqr;`VOH}7d2p3)u#^Odka~`!P zrGeRQ=%-ULS2@!^s$n=>j@l|SKlE_ijDw{;^fr)Ou-8`<`%ANiuejjAF58SHfX>MI z)|oN}B|l;vqNQOyr!S!07wEozAeO;VMGW_<-Q#P8OYom;eo?84g;31Y;?E^piU2=;zlG{^RhGkj}^A2bYU3@Xf;01;5Ql3A(CUcPwon z9|EDA40L0|YhzL7yrF|+?(ex9ioKoKwVbfERy&D%=n?m(O0M}$tmbk_mGe|(!=$!2?T=wYQSyX$b9b{L?8YP3iiWe+ z+F-}lVc1g;eXvJI0O^B9uA~;+Z|0Eu)F^8}4!~}Id$XX9Pu<;d=talpf$W`$K^@rX zE})hB%(7%|lxoLd&(alNN5bfaTLPMS9Zxnvq~=E5;RLveN8u z!MMR)ug>&MOf+{y*ke{-t{ar<>Rx}NNj%Yttst=$O_YA)QwJg67m)N&JCi?1d&S`lVu<8w+H zkFo#a&nQztA8_AhHFk*vkq(^D5JlT0gpet3dNF@^nm|V?i6mKf=a@elTvI?%Y9pZC zKI@DyEZdluc=|C+m=643<_vx&*g`>lN+iOWGgET4kn_#Qhkdq#jem_@X*bM*-2R#Q zRZ;+_xoV)k4dd?$FO=n8^R?$aPu5%uige^t7Tyjf2I71PW1tSigq`Kc3_=^7ED^C% z&N498Kk{!0dhC#A5&SQ-^Kp(TDqn_7v!lDWjlwJ#zkAH0hMAG@p|4|Jq)So~egRA( zIEM>SS;^F#35^%C0O!>%GqxB_Yz|Br7E3BNi7#YLos_Y6e)~}T*J=FEG6ml#tTT#W zPPq7*I3`$=j2{8jHqW29MDxFQ+;v^wIJ7@w?p^QE`j3&(~g#}2G2nJb_ znG{CpH1D$fyF#ydl0m>EWeoz>$0VfFzfn0QTy1jYR$PT4eu-Ugd8)esh#89*FL|0f zefAj#IBzBMnA?qnPbG>w`B%vj#|`MHPrp?|0;jcDkzn=9`-S;ei6x5)1@1+O17G0f ze*WH8c#`rD>!>OGEz~#48!n+)ah1oVxJ&fKRbo-|@L~KGqt}*F5+KesI+S2Dk;o4B zhi#`>jWhHtL1D5X*pnb|fObYpvnj*Z8xTNH zWBEL=zZD8h1)-Lu#sS&;jP4jyaxlN*TK$1g|8yBkm+4!@Ak)0uU2yZi0#l zufM=)uG-FGmg^rmmW&qM`-~T5w)x6Jy)D&V&Qp%9)9`ibXA#UF`psf%GQ7T0D)#_Dz*;#_WY zzoT44=mNyKT0Lmy1gVivKyct);-sOtC_};U>O5{KbUI1Y=J>~OWhAdt@{xM=2|$J7 zoKTY~%V1}qO)c+ZM&pkJ@z@2O^7ibCS{_d#v#oiZ)00=&gz;WUq=MLS8&$d9Mw5rU z*V9UvY`|TDspSrzBv|LZ8)7}=(Bx4lgn?Pkm_xFzCb;VVL5)Jh`E5c^OkVwYG`8`go}VT z|9#GER>`ggArfu-1B0dlZb2&Ax28n$n~pU$1oQX%S9aVQRT zyzJ18;=uq$zhQoUajUVC1yMpbo~QnDO$w;iT}rYY+>1+s5&5*QX4$c(gth?VbmlnR zf_(!0bz;u4p8#R7xtFY#EXM`vRwuE!4dg@kqEj43Q^G~J-Z3nRVsQi|Sf$FCwIIp$ zC9Z!ufULm5TuMk7$|M3(Y$?JD-znulMRVpOLP-=s!b$}J3}PW$(eEgC<+w$*Nf3LC z-@?VbUKz|TcN`Dtw2ZIH>f9}gQb-=qn;lPnsn@+)Xr~)ynrWxUB;jC2Hw_^}th0#6 zH(M4IM58_T%0=2Z5r_#IRhp%wO>-6JPVf@a!T+ccj4P`}ez3Bh)cKN60v9sNLsEx90c>I)sB6nY>2~{KJpFc`n#}?U}$qwE%4~+*#-$xT2-d){IctalWGkR zNqXhsSv%RcP4b+N>*O{_aPV3K-{}9o=+DI}zE!p?WP-f$VHjzzy4+H67Hug&ZELUu1W+E&!2+@H*6=UA==7e{iV zVdC-;EJguK<`n_WEXW%z>RBLTj4a?(WHV21Nm}S88V08NBfUtWgh{eRF)ANt;ESEA zSeLb9MIW4-9thNY37{uam{Tq4*X2l5Nr5v@9Ci|i5$eH)b3afgNp|pxNAwyRrRXwC zDk49^gLSXu3D#?sM*CfkK>WMC*xYu~=dgeC>UULPt&rd}c6e~NN}F_Yfs;BlK{S&J z(3dAvL(r(6Qt^_);b@^7^6kkJ(=H?+=Lb~stH#OtC4oV^U$%!q>{>8MJyt2oQ9K` z)>5D+4drM!o4xd|az73h-0-`WsA1Q~RQg}BtTU52E~t(%%MYL?7P#t&O}Rv+tK!Aw zxK`aZ9+{NhHr6)}1$1Bp^}#|>fz9{t@l57k@yMd_oI)Yshs0x74>%n$;gt%17bGla z5I`*;GCkqhWT)qlmYysm3i%4KX4Pslt*}HQ3yCn7>FJ}SrMiDx^{HlJBi?8JE}G5MgWk1d-Y0C?jdS#AoKc+~gmeiZ{Wq_=HIgZ<x?@3tDQaq?74IbMSb0yKksV@0uR3UdZooS2S@qA)GFpnn`d1ja66=yKUKO`>_ zhe(;Ew-I_d%ueF*ygq6&`5v9rhFHgNLNs~$VnC@w-*jEF1UBFKl@Y0Mo z-(>G6JHPPCb@!Uxc2(03T~>e)>y%1!5BoNO`JVBE)DQjW10r;YYCGDQ8<)tCjTx={ zP5CNFFV*BqlB7~?I2OM?NNng@H*#1F-IL?PQyTFW5ENk~XlgWtFBM`%qmXi@M*cXZ z_=EE&!))ox>QIhM^xs-ViRk?oKH{bfZTt80S`5V&u5(qEB|9-Bo3VxI?;T9DGcn;h z4qpzqZAS&Tbu`M{-0u(<=fPlAhk;Puv(MEsRi~{qr~*#VV3NN;Gs0p#&#E%p_#uD zn-cexfF&c54l$je&CBngp~5~@q9A)TqK)e?=l-EeF-kw9{H?%{B1x=-0Weac^fCH6 zIurUR9_lnoZrt|~R6`JToX0={&tk@R`(23T1rjKdo<;A1op5s$gmz$5p-_19Z+9Sn z09qM_2z0U%1oUP`1^&v%1&F{;2*6@b2n3?4z=*p9!p6O~6=sPD^2SM&MZlP=kfKh- zWD@@Q_Ah`1E4 zp;-?_=~vSqsv?whlCmEPW-!d0Z~7^)79;q@U{B#vkhtJ9kRk%fU@LW%4F241pnt_G zjL}pmJxYIANT@1Of!J24C|`cIBzRTi1cXHk;vi0p#OWDuPrdtU8Cv_{n(4*1 z^5re=+d8BaGC1^DVH4o(S^L*c40l+a(@ol-Am0^wKw?;E5z(jq&=LCnrJ!x)_vi0> z2OaF)`Vb7-{LGFFwfp8kUkVCB94MfY?@uj3+Bk#*Q6#rPNcfMZw?m4H=UcRAGs>|! z7&E}t?sCg6M79~c?o_oI%XU!#xF<6(7zb3Fod(>&`uP zfgWRYfJ!`j?&=yt5oGgDTop1ybNcVn8|CEVN{tdH4TSGGNFobeV&A|Ibchk}J`v-% zLsbpxMcUp z#~Qv#)RAB>|2J2rGWSlB1&XOPd{}+0t>T?spYObJh$5Ca^x12Qj!x=czM>y{r8YV2 z9S{E43-7S7>s^corTv)+Pg08~lM2=&fGI7!uq812_cbb^-49+d&E%;-YsvIU6pU2r z%wO)AO!!=}3Gkx6?j!)|`<~*Lp4V>w>Fl|NaRi41lYA$}RM7Uyq80`ifgBFU#kt48P#-DOA-VbMzkT#<^KvDc4E z6Y_a&RkoRB50z-3Y*J~n->Rik0q+KmkCadqSEXfTQjB4N3r#fC*iL=dO`4Fc4S zQV8WHh|DSqH{+^D#H7{QU!PQV!b~C=Ca>zmdv%(6!>-jo|sy7B5Ttp{*K7+dERp%^6e4 z4YRwLO}3fANrtUuw48J+1azUIc#381)IHwO7Wf!U31`k8TgS2-?D?BH*p+Q<<{;(Y z+Tx5?j0Ux}-uB0Ry4}Q>sA^}*MCrx?YP)Gu_I8r@^DyUg$}P=mI^QkL0vogx!&_>G z2Hloo-^mTPIHO~|;ZSt4#LFQ}URGCCe$Z)4|u8iL3ht>IE$-?|m$^;+hyH@!BR9 z<>??2#q8sxvsr{mV9tjoTa_|1Ed!s8*$ao9-HCu|j~(v{+HRrDbD@Z8SZXEmfuuh& z`moFRkQ3zF(pUOcMkO9kFI6%%>8PuBQ&_UW{Ue2eH`Z=W_9sOoA93Uik&LpAQ;dOI zkr?*wL}Wmk`LPZYLcEhmS2J$;@8uGb(mq*B7Xz5lD+H12qXn7L))EX z`b|1J$poel0ikf#5d&&P2ty?`L_S9rAzOCZhbCP9r_??rd{IZ2ysotjj_fC{3F<^^ zqJyM#o0rawm~hPAl&}!G8&uRibGyNCaYWIyHO3!;8q*?(_8CN7hRW&TQ{nK}x0Mp5 z$LG3eGT<#Y6p%#+Py00RtM!QkcuV57c_e<*4#%i}!hTX#n5WR%`#@aH9v*93cqU_yaZ5qQfdb=tAYGIFN>Cn&QW5m?Xn zOEoSqASQd9?u1D3vQ7xo>070ZLy{O27CV7ik&ad3qp{~+3EcbH>m_S${erck^vfu$RNNPUfH{8>i>F(mU}<1Ha`@*7 zn@L+AWcqM9;<)ahma5}#$C>xMVyimv_?E);V2(~jVkgPj`*_oW5Ijf~F^V$=RoHxG}^p$|4pN=sd%+i^+-vD^#}Vc(1nb=v8QmAdP+Z#?!S<{UwB((4XGWu(#* zq;p1(zL7%H>mJUxx}>kTo-j3USBWD&IYIC@^10=GCbisUMn0S!6ac&r-=%nOkK@BB z*>n}*f6u87_0nW(B4;L#M9pe*4PtICYFuwaoLu9zPoNE}g`$h5FH#H_&RCH+Q&S%4 z%Ak#;Ov~^G%tv9)@Q_jV?hSFU@ft-KQ-E0hE-VrPmGu`pmXc#GNBt_^ETcPYuNt`8 zd>Nx^`T7x5XpY{I<{A@qsB)8jv!Svk0tu3%;@C-0xcF@@U5M5;Nl z$L=g-*t5u%(idPAX)5Am67d=IO_$Uy#FqqmUdn54fU|ZL-f;riRI5WrDSxEGEeJ@k z(*U%ha!#(7HhK(FG5bPH;rZf@0KNrSJR-E3DrRJ$@|6UbkT#js$A8Z>jWI>-tA{RM1OAPa*4FpdxGP zEmY*uRU3Y#dE0}2Md|0mC41~mLrLBs-=mJ_6=7R61rIC|!|g0pQ~ z{z#-)9MP4{amfYjROaTpY|bBc!OgX%)f<7AKR@()^G@hk6`gA zMWmB9VjRi45TGd>SCA*n=*ne>uUK#=TK>d$B9%y0q0~VpCQ==8RhTKM4&t&8%*wki z?J+2@Cz^SqgLwI5(^tg(g&+rF@QOOvx7Pky&)m7>)!-f4JCB}IY_NwtPKmE{I%*dwO`=D~51r`6 zFmj|ZUJYk?# z9C>ab!;BBepaVN0#IM89gi#c&0$csZ2Fa9ANyS-&J9A3)vxjL#w1rx*DG%o>!IiN0 z0yY3{!aPi0>Ryrhea10rG?^CC_|egGn<6w}bC&-YV3)tlkv6I5Q%bi0>3$bHrh^3Il5QDw&>rU1^2ljX*>PkaX%&A>Yq-nIycs_z`O0hg z)-H?nm$rluHRceGupxbp!W^bKrl145Frkb%WBd-MB+m{Z8NTC8 z0vcDOC}9-8Az>6HQV}e6n9()uFlFkL5m@j)?p{#cE5}WHloEBb%e!Kcq}3l{LR>A67XiBGxidMb?<}^Lm|JFb_+aYx z-@aWTT}<0%okeWhCOLH`wAV=UQs1}qOphloWAaZQ-+%*@;7Ue-fQS5?;p<&fZhz`C zUlybPIq6IR^en#eq`vY&T`biu$_`|51SYQZQGC8Sx}5@@Q@yao2Rg2yfljW7^N*&0 z>fxV1tru_AfzBIMTX`2sDX$S1CT7|-jxE*WO_!D%(a&2#6S|t`YU^?xTAE-yBNt)k8ws4eW=-ApPdE6>!2dYj(_T;L- z??^q@%5}o^b?4?k=5lg2w~*T|JQ8bIv8S4PDwY5Zp|zb;bNVW>8!v?#Da`945A8Z5 z>3Zg_w#|4K+euRD_bE19%P4?bCt&_+&LZ1tOUTx_sg@cja~-(zM%-4-o}N^>700fWloFcK^7(k7x{XsI+Y9&~Bzyv}pDCR*9K$k0hwX1Y` zKo{v5bbbQ#hbnE^ahgdss@t)moc*EbCSTkQ94XTBRWa@$A!T}!1WCmy{xg%;be?TY zcOceAh>1TAX_FL|<&>*VOYT$VGC+;J9$ivuLl7`u_&xHu?%O7!_n-AwTmH#L+n{y7 zg$tztyUXGxx4JEF)DGbWJ9XRM$BvGL1+6hhmeu=<@thW zZPeFAy-@6)6(8$7Z9Kf$8kL@Pw)xAGMfMToO?G$B{H@27;Tq<4t^)aw$N9Szyu?y3 z&Cr1XuNeA2tqs@f?H?Mku^4RbMFag_LGbHaDyitrJ)>VZttv7CQMeY}O;ibq=&!wb-^7G898L=W2Emmq=6#A?qtw(C!5LPikc;+yA z;v%d>TyRZOR+0}ES->Ulo2kWgn9V9|y8a8G?X98TxAj==`gTbN{krFhvjhCy**AFm zJM7_cS$D&)QOCfx2Hn~MpR@_xoAMIY)f#by^zaMa9O9(ilHHYQ@hQ+@J8i`HISW6v zTSc@EF70sO;sAm;3-%S=EyA}YZvElax2z-l0u=5(l^5T2@rgX+#BA8)BStrc|0x<%8qbF$dXMvt|LUNg5?T=Lk=R{L%gV0O!`oPvAe z9sbB%D8$J|eNyQtX=Fqlz&VaVxjAoFM@u=Sxm5kgwl&D8*eDgx95 z986_rt=~d|8^@S5 zejyS&D_!w%YE7bzgM{qo6c&}YqmslboFs|q&!^4#&?2A=jwCi!)!pvbcHpaf{6gSI zW;MTSuUTS~|E$GjJ_PjUkjnoVFP(_rGJGJ6zSK_@P4N~Xs^2P1_V{cr^~TxidAQPF z=8W+4d2hz7tIIs^dYDmML+E#mtJs83;Y zAJF;z7TbuVRq?b$m4hv6IM0?KK%QmC7`Z$0S$E>n`oZ065`V<$+;r6U`#{^K6-RYU z>}pbYc8g-O>jp0#My$2dawx6}aUv(HM|CJr2156JbkE7h?-b^{C3znW0`J3AfA|P% zn=<=x7iSgfn6tN2?W$B+f?h?8CdIYi33*0P^jnI?ziVuzGSm)Ww5gTFp zQv@lf>4VOPQS@nF1{M|iG`bj~=MC-}_AuGixJbJPrcDxzrWwad#nv6tgj3iFfq4aDgM2!r z`rlN5#f7{r+=RV%!}~05zn3K236NsibhX3S3NemA#&zw*!Q4pk!;Qu2!@pU^eOA=l zEwlb{rS?#J(-xiXN4{5!kdydwXlTCwWYkI>DA%B`)OvJSuKId5&T9#IYT@YcrJKO2 zfYlw3@woi?RvZhb%VV1~U(Pk z$~FFd)W#m4D;|<@`F+nU&4{fj3JGq6fywf@>~8Kym}iyH8=X*lqOlevGR@y=)z_oL z1x-FbSkpXgGouXZw7gG-kmFe!-PQkM%{jL6;bu$j!z|3qd@q~HE>*AQLm1Jde;umYCvBr9SHzfW=l+UDf?B&eNU}dz5f?EcHBb;W0dU1DEvD=@-XdT^6 zE4W2!3o?D#b#IH>(r(VErS*^XyHMc$mB}97KuyO8j)=LF__sUyZv7TI(R`0}>WhCP z?~c>)@~~W512)X=7)*{lL-trscK^^O-2p$aYse{3s43p?n((0!AwS*n1LfKW2bg)Z zes!@T?DW236cO(8%19bm)C$JbAEOdLuEvadgs^}#j$ zJw%~y`y#Mi8Z3@-$E3rP#m*Ty?R$rFtb8Jh6vKgt{>C1!4DT8g500(YZd)}>9tYmq zr=FF&Tk%RR6!r;6I8mT>KRMJiOzJCdTP28v;o0tE#og{*A5EZZkh`c$P(kC=v zBB%-2z&3Ay#OV}#5E>yfQcSM7%X0u<-LH9JcLjeHf+ayP@IBBhZMH7_5`x>*SkB(d z$>Qz9!?~8jmzLjcA0ZMwreQ_wtti+p$|9S0rLbe0dkBIZ%z;s-Ck)89$|^$6qmU0p zhPleHOo8#vGx^YR~epXdA9sU4o}I-bHA=F`67tBBpMzuKbIv*tBSH|+(K7k*ggRNTWY zn0D(-GB>quOfs`>OdY0U)7#&Yp2Bz6iIM(xrgIA9c|xJ^m`d8`6qu)K(dcu|(#Wca zM~_l=o%wp@riFC0kWM8ef*$5xoj^gi1Li0|H`T+lDj7%1>X^K!TmX< z1r>iwX@+@_gCY`yf#6|ZLjk=>Z5FoMl|eLPDlUFkW)30>BtCIoVvhUDw*&s{9wqOE zKSK)kLip$fb^qW6Wm#&-(y1LY6NBY}#`5;H10;+75-`A^z#!~9M)=JKi^yNwXM~AL zRTTr~gJ~7NDiU|G{t%HWZv#a8@ezKigNqc|Mi8;V&foLLCsK8^OT6M(A@x~_lD}rz zONh6O@ZU^&isXur4gC*hRh(M#?D`~~N_x)a#j&n`YFbQTZ&+A)v3FBATqi5Nz*jCI z;?Y65Hg$W`*-?$0+YT0L=m-et1h+_%5sX$`wk7IQdELYI2 zSd6}*VC=r3Q0TR(uy@s(e|Ve_#f{@***}-R01dnT^Wm1Q2Rm&Mv4*y9VY=#3<1VSS&}+Pn5Ksk6c(pKL|T&iL&U&q z8d+OH!T0NaP7|EzG=UPmO~7`^NS!di3P`-eOYf5}EZn?mCahnr{~c{TI=+gJ%A(P| zVU4EsWOhkBo|^eWo>JxEwtaKa*!)y;G_Skq`1t0Clv(f2k_IzAyj7WQY`^NYoRe{0 z?nUsz;WZ&*K+dKM@x5-_gare=XC1l=6K8YX-BgQZNi|bpZ5)3OI1(&HtmrK~*SNBI zBr{q66;v)08I$(3H*w#0_Non*03$Iz2!(qOp}U_l? zmd8!pQ!l9^02$Y66}z}piz(@|E=A@b;5XU8C0B&tBjtmTC*dE0sQ(-Sdg6>(_#K5p zai^BJDC)I%o^%X>i1YHrCItF6{maK=i_S4m^n}V+d&?jTvAp!XVa^Cs;eq~gg>^I!7g^hYa2SOy&-_#(rJr^ zhIhZcyxW0cZN(%V<1o%$3Edf;V{Y*b!yBtCJ&V)QS)QGushYBY@Xdzh%*55bm|yMh za(c+x*%Ixl9g&VPHk-Slh2|~3I~LbsZBWYOg)vMtJjWV%#+yUM=I`luMmr-vWu?yc zZg-X}-ZJ6OkGs&1A{8JWQrrcMQ6B{&!?&I;YpMcK{F&f`!p z;X}2evjPXL<{PKy3j35yczAr=zHnmx0ThPQ~+PviA%s?s&!@&|p@=l1I7 z!N!^E!Lr}S*;&n}r{DXTpX~|j$0MTO`scQv{p;B!*Uol}-&^U&$;V4-Rp-aYJ;6Kw z#k-#$>xbga^~=ki+Wb8q@I{KX=d!EoSi~jy6+r3T`dnK3< zGq#6=dm!j1U~X%97A)cch$4dBbaqdQbb?4(^sxD2+aQK zD3@Tz^y6-@eUD`sctF~=`GuDQ@pCqi>obtH$elZ;*9a^UjW}EkaQSKynVaN}-;5No zw>i~}#7RD|QyA-P;0$MsLCP;e22~NrqNAM{i7=MM10`Bhg8A@amm@z3q&Jo2oU#+( zsLI2f)30fMV0>Jp1XE^Rz2p#m9&dtJnaAjSoQL!@@Bk+K zBcTH8d)j@Y81U3}Fv2hB_djQ1B$%}f9UH;?#Ob`NMN;P!Kj!(;bKk97ag6itVRxG& z-k;@vh&Nq|HzGG*dvumh)Gqd}Y3>~}DT6k-pS?(1yqEh{wQ9Y;?E~swXS5{)ronxb z5`;x8JOE$=aF9_bVZAoPp_z+M@F|D|`=PZWf~Ij{XOStXQih)8KCEL#o>-@)XWsm{ zsY*v!q!-SB%Oi7c4y>X>oAvK8&Bi*JxjrK>o#QF?+_;aQOv51!m)7qTcq3mhTmQQ* z$C|;J5x^y_aR5fVuT@*&3t43a}jy4n!jtm1WvM7dYKqS{3Z6SeCi1!i09J@Ec zJZ)*EJNr5hb&fEc4ETPIozDHL{d^}&)#d{6?Zu};MFh_=@N9<+4sDSBa0&PYDB!AJ zo+e8sMsTNDHc+lLP<5N{mPN7I2M?agG3J~>$7rVBc?1oI=vc8%094xxSc)c8b~yry z`D8-d9Eo?@Wm#=yo^jVj9rZ7IaezMM1SxYvt1dAx?erFG&RJjq=bLjt4!2AD4gH;# zg6a-t9}V`{&|Xlwz|IQZybX{HvUg7_zW3%~dMRy@wF`*GYms^1clz{U_(aaf+;KAgA)u(fzGUvGc{)@`N4h95J{(Bg3bzsURHF&ThUfmkuE z42hu=*!O=p`^MAKyr=RCN-#Yltuk&Mf zXRq$8Ui(H>-Bs6BS8?i(a1{019+hTPjoaFsEv4j6g)vk~fFQrZns-|$Seg!qVmu5^ zAvc^#2#|1*6lUmrz(VEqJ*?(P0qtY;*tQKY>{HB`v~c)=yND<>jJUwUC|!2Rbdbh% z&3Vk<)$tjn7xXys&W>ggD#k2}wwDIZo%V9L^E2a$VZ%kyUlckyhaqK5v@;ZO$b<+t zjsha|SH-dOB&Cni@jM-bPYLytaDlU78P-%XAYpPNf$MgHKuZ7-`w^|wB1XJcED3A#yJQV zosafsa#z3NYiy?nQC=fz1PgHiB^AM<2oX^KV&#uZ=4j@u2L}?MN80 z32TNO$>6iwfq*FJ(=CzksLPCC1QY29;SWH3FwY%t1go($F5wgz8sKN5R0g^+MAd-m zXT;ikjooO`(q(Vkl8&jf4#?+QOe0)KH6rQnKUf;#njgcK-|G_T)ctVJ%G7&bQ_Nli z&f16scAU_KhG$#{L9vmr51KrA$9;Pw)K$#@2qj{8Z0fxIB$$m%5R8y&qQXK*%mMM? z>7t{e##EKcwGGbpdr=dCw}TEj;m=XSOYx|N0V&Lgx^|$%LNEp8qM&l|p;hB;tGZc9 zavF~V_zTB7vJWO%aoByRT;1c*C#< zL5zf7l7Fa5N%w1wGVdS>#uptcY9HJjEsv>+Ea7OTA*R*v zr706jkgAdk6fD759z^?-E@1}fiz11U)v59UD2_gAoUFz3rOrb%()I5gA|LJ&*YC%! z684za3vSLmPgO=T0y{O;IL%mhr)N6T<>SO3TD)YgnaIu%5Z99^Kx z8NIzO@CxLfJ-z)n_Q8cd6_}R#F)bJreVdcTtA0SGTzdaAmqYHNo5I-xq4xj;Tb`%+ zwM{PC095%z8WFve3%?^elsw)Wl7Vhwu$?zrX3Q~O+yK_xUD+TTv-n#m|8$8Mu1|kU zm46f$Ko+=)xgY|H`$6Qwp!?-5?=oSkM zdb`Fjsnk^pmjl1$9W}m#GFqYo4qF{y|4=?4fZ^x3Ce>sP3x_-JAp;34mzmub))ch} z`a>Egil?eM+Y|vqcoI+F(JIk@p*nS0R4IH|TrtQ*mwK{J%RX034xb(kj_0^uADFM3v7>c)=FGR*KRh{X{#3rg|Zq(f2h9Nx-s zP@_w%Bb4pS^2=x9Ls?3mY)#=mwDO<~bq+#-8JnU_yTFqAy{%rp*?Pd|HG4QXqqm&X z(urWU5rMIsvoNuo>w0juchK~Sbh&M18NOX*Pc6R~?z;`LE?1-TcD5Ao zjXIF*f8%@;_iEj15S{%gQUTKuhqFZyjPejcD*F>9V(*f3V~nhfW$0#Yo5U-oshbG@ zj==n_4H!@l-_pxI`Z~Y>jpFXPx|XOby6%ghh|Iwu$)xLl9Pi~Ba6OGvVl`6iUc&`= zM>R3c&Im?DPjkZC{&QWKtY;&yZ+biBvI(IAFN*Z<4c17zNcZ9_cvC`U+57=2^6Uac zMmk7|v#0cpI9*P^Pi+&Hlx9y)aQzXDF!Mwf){sjz*+%zM-rQxE&T-sX%su%Ore%9i z*49}cJiILs1&~fAZ&x(cKtNe0a2&ifz6VWT(|n&L=(j>~84|1rly9pvpS{(~+kKV? z@M`hEW_N2%^)nIWyjqM|IDRa|;-1kd3k^(8V(}Eo$=|6c{*ZC3=X-E>MlikGUGv>D+ zCRmay`5u!WOJjzW*CW8rj%C_>DTQ_mr?~FW!Ukc#0TuH+BmMHd1h0Efc2N8oU-u=o`7=#PuY}#4GBX zSpW0`BJWA0qdRz~9u{75?|8Cg0AeR+{^LprTO;@81(o;4j{AzP`m(h8uKGKY0u6=E zfbL^_kksrA-=WCsDXDU*Y}tI{Y~IFvd|~%759x2_XwuUQc4JGT_1~ItqSh^}TE?fZ z`wosx7`c0~Nd7)8f>ICedl!eRB*6xh_#}{~<_Of>lURG9uzVl;qe-K!Hp(PcE?nB8 z6=E~2iqeQ6g1`boCluPC^<@pg39rn?4j=wEN;H5ur4ZGWy0KtBd>J!Tk9A@qn?5Pm zZ1k!B2)|Zr^of+>D_0sMphVNF(J*o|TguXtS*-c--c&x!T{>L+Hl!w#l>i}DO zAUG@Qn0q+9rIVPYPAUZlvpXD~lzVIz!9FiEVi_lNHt9U36hVk(e}tmO-lpB32j{mQ zX;eg~otTFPUaq(@=LOU76%I9c(6?VYgkC%Yqqz_x&7yc-#F@xYi|wtfh4Q$B7f@Jm zVL>t>6C@Jh<<8bCl&k9@ft|Hzdp*(Np0T>aIecODA2gLGYZ)}}&x(XRon@4ovATMY zTBLszzWG>LXhbCck`-(&D!h>Ps-+ zX0J*rHRr=5#m33VGY^)VYwcN(U-3L@SAPEP2B?Ju_ECM&-PiEbf;iZg;xxi63wHhn z5qUURThw2oCEg#sU;=`m;T0lQbIO%d%BON6Dzd^?jIfA^y;e&}aip(;!NA_**{DM1 z*{I~t5_S~PqY10eAjB0qKA*`LO?e~x)9mf^RV>~BZH?vZhn3HAI+UJ&55v_n3^^kcf-dW#sP>wr3$}vR84qrZ{wP6cV29(L z?D_44vosASxRaZey1ptZ)SRS!myJAavynRN`j2$+ETv>IG8~06Ckln~s;b61L|F$2 zswi?e4M0&$a-KTw9j6k_1N|QxO&+&z;@o|$U|F5zqk&r^BYy1FNcLS&9IM(9jeuvZ zWo7MtJhGz3YhfjLRj>HkcWQo!a=L-5v@seQm``ZfmhLn3D6uWg4U}v;bgK6kHEviP z872+xbAN}t`gko~V82FFe7N-`Lp}9QZr@ROb?&;cIG~TrS0E-+5`-SS)+U869f|oj zxmB;bTIRvO7$W$xsK4h&dOQXNQUD%++O{TSXcEi810aUf6*&%vXZmSjFKF1w3Nr}C zUS@wKd%_qX0240?I`mO(c#jA%*oO%rA4Cr`I^4j-C82}9uNiWfrvgp3Yefog#a|DJ zz(^6k1t&v)zcjk`8qX zFQi}Gy0mw7&KIAq!lwpd_d^61#rueE?gqOCW%ngiForPQjJ?^6@4?ep&nr{RsGH|E z*`wXSof33U-nLRFrYIrw#QmeK^3bP%{mf@ggDdsw9T>km!?N0Puac^2kq^c%c>9JYafZegiwfuF zdIy#C<1H95`8x~FoA?l7YE-dkA7cD=W+m^dcmpKat9S+Yp;c^&{o=^u?c&O)bxf|h z9COb%mhK_Ar|0=R?Zc$Pz9AkXLt}Sa=u`4IGP~Q;#!+nPmNQfX%TAg?-4@^ zdFHQwn?F6ZzoOT+6-p++b|?$apseMIvaXS>l{?gT_9V6auaVESq4ABD4iqOyLAN=8 zd?8{`0gj%)7Nf?#k_^O}mdM(di6sZI-IW}06^DI_psiflh)$~#IZW6C{B2+lyRv1{n2ebbywy`3o3 z(#!?r3Uv3mY0H~29!`@7GQ!SoxLt;l4j@X}MLHm~OWl(#&X?Y_S8A(DDD|Rs z=EX#L#XrP31 zTUQDo-H;OJE}Wk^Q8>r6)@QPIRr**Q5L#n8OqfR+)5Lh-Y%5NiK?~e8g7BACm{K7D zHKvjxHKr731u4-DILY0a1H3H2rToWD|6&*0?!^DOd-aO7gX^FNt?r}<>thw*@xp(> zdw$?t_^wU-=JWE``vHkdyDhH>Tmtwa7xs*w!vU2CY?|OMutM3E2M=jCBM-4+Z8BiL zGkp9DM6$RR*abvY2(^}eYqmmhd$!^xOez(xWAY&*jg!}AJdFW+@jwQ9Va#8Hlb3Kb zjcxS>4at@%KRjVS23vsz269~&~u zkqYi%KjAt^6n6Yq3`lrcuUMDrs-A#*n2A-~WR49Yp&HTl?z3*40=v=8D$WKQQ+g2t zBIfxmJJR@uFe9vaTZ0M&>n7(TfI~QaZ&)7{kdq)TD-h+uc&KE=EQvyDVMAV^Fe@!g zHG53*m@hrGpub2V9ME)!JU{}-Mga%6_@iDRu6;_jXEfS9e5F{$oGOn>6qh=laNsyv zNwFyLmxfP_07P#*J3LLQ+Q-o0%Q~EWM=x*l~UN%%a@a+z$wwAx6lx%gy zHa&Z_Tkf|=Y>Fre)LPTfPG38yvBO+zO@en7^gDuiDjp4J0&Z8z}!DEV6$AEdTwQnsK<+*L?IriMuM zwT|DP@Apb5Uc=^r;Ko^&DHApn^Ao=_Z)-Dk!`iPoZ_Nf>K+1TC7I5&$xr09^B82fe z7974P+v3B}b;n2GxP+%)`7meFo3@ca&s@-bZ0t`x_21Vtev}$b8SOg3`#%pJkXAC? z*ofeAf5=i8FTdLA0ZFt=#BO-NeBsK%>$&B}f(e!OEQZK$=^|`6b(c^@Z!rx(2raiU zneME;IA>cfykOjR?ngc-A~9y~r?6 zC@B5xcfD3H6te^YV(2W1IXAPu74ksA>j1L@t zU;RbvKZ1sVc;;4!nC04s$8g^i^H&b2P4^4eIfGi>Rqph67iyaWoE= zT`w4P5U;BOk%`$`U?Yl3ZvYLEm;@9mVgv%<%q#9g!X{_&ML?O^W^R}_tVKsp(F)^n z-hv0)vcKPkCv4So*RyGU*?-(>j3U&%fHMmkY$)y}&Mq4D7 z(_0-csWq6p#oXXZKR|dXcR^|-fZ$WvW)?Ps6Z6nG{s|7{IhYOMV=iksl`wJY<}7q4 zvMBNvR}mgWl&#>84zt?6A(@)hyw3UDn_>tive4pq0S9)Wc_|v&(JU! zKNr4iY1&*l^o`a;JZgeIS}*n?J{h|lcHY5^;D?)6;z0iK67s_OPV{|6%U0aEHk)Jc zVrJyGQgyu?VLk#dXf<-4UE->SJQvvC5qf9H7pGJ-+;UM!*{#5U`XEtM!p&gw1s3aP zVc(xCw)6>qv`!}icT=o?3GM%$AT1~EN%9qIuauvy63tw{HY>XG;+}Zu@D3pKgwHcj zQq8=_8uMzOJc5s`Hr45Pix0~-9B5u5OcZ=cgU1v&0(GT*!BA#=z_2ELxKpHUfxUKT zeEy8Q(hhBwA*NqHA&V$oF-hS+dLudKz5bK>6O`T8CMSop0uHSf1`>)?4u(hP8_iha z+XLJD2zO7#LLP4Ig(uJ^FJBbETo08JGPXJ0HNdj@%$cC`A3I|Nvwe?k$ZFEx=3KJO zi!+W#;LrLUYwxWdM6mOIgy8CZKzZ>jj&AdEEIPX+#%O;yYViYrCOU=$%*Ku1^f)PE zz4c2LTs;2*Rw@|n|4Fc{>AP*PKlIB>9ar@iF_Le%jdK`{8{yRo;He;9{PET*1qYDp z=fawFp2GNJxdBAnjU+@LK4Vt<;JNna31<_~y^YGiZ4^%6d7d`s|MpFrZP>aSo-`t8 zAzfrAjL?Jh^9V(y_xC}&Ne&RLw%f|2G5p+EuJ|*A?wkosvNS|G)u|eawU<&#=AZW8%SFep$AVCzy0(5+Vv&@BWAIh895%@Ewf^Z%R_ z4!L)<3dh(}ub3rGYbf8O#aO4QRIFFt^TziVR^xgYtGv4>kt|nzHZR_hT(>8?obhuU z@an%|hW|ygr-O9?JFvpkwE=6eDaeD)R~BGLZ4~WG6PSMlN3>}ufz9{l_leCVX0RKB zCo06H{sUnMcmHV%f=}QIdvGA5QMRVUMGn9vc#a3x)IK&XmgzN^1q@ORQ^5Y>OG zT@PcD1vg`oz*9VC-sH&Z>&G(PJNYtQxmv0f=AvwrLSy3^rh$zaEd%*}(^i`D-?gcz zig&Tgw)6`Hm`KdUYj`pE!aYdH!$5NA!$fk}Z<2!e0jJE%~YX z)!N8{fiPf7A;9L52s9JvFlz7@ujIgzwN{6(Pqo!v>v@`)|CP3G5P}0-P?C3%}@TLE%p`TihtygHw1eo%`v6CZJ&MLl^N6Q}dt53Ns^r zf>ibT1?9tiO^@J$p#KWn17>I3obo%2@2L0~L&JZ4>Q-k{H}aQcj7<{Zvu0R;U~5f& z>ZoC|`c2E49M9yK%pc%oj zl)1v$gpwT-OL~S&15_a`+kPbvdH3)Jy?9Halsy7VB9FiRe%rr{;|BcHX?gz!Ya6DJu2FK9hbx_FPgqBpB z2NbyLCS#C4jhx1OvYnpAw@G}wUSeZJ(gIpV{X-Gx* z+ty18#Wc#Z&lu6xz^8D!VtlhZ0+tgSx;HyHor+Aogi^t8J>)R~Ay6UiPl=cCTF!%y zq5O}SQFJ8xpi7mB53AG>gX~emP+3fkG!b&RS}BJ<_-ZMG3YsaR=+)AZGn6`Ns9s#9 zqZZZDPD=A4nuYl+l4QK#F&2y!idSbq3phV>Ygrm+*6!JrtyN3dXZB46{^pm2Z(LbB zjchcTdPoA-qaZ5@ApP6a68Q0DLgk@HZTL^tsgym3()Lv3N%2ft0i#S>CSvgK@q)3H zq{q}wIP`(RLaqU`T%qhtdzlozx)U*OlaAc?M?dcZzZFo1#Gas z{cNy>hHybYm_~kQs=Ff&nzEEiwc(G5C>Q#ZO7^P_(ZN!qX`w1VTE&vf2vfXXZoO`F z{+;n=lu}~rP7A(?-IftXm%ApX7CyWt*8)h*;FAub55ow<26Cq4${6Fz&5#3?CKSj? zU`iJWAjXov7jkCy0!Q^(9aZV3q4*x-&Ins#;VtwKXnZ&``3vH`sbINxd8BH|9r8Id zx249b(3xW&r+A6ZN%wG2FG%;|Xl58tKaU%?tUpk!TM~9@mpgHZ>SeA%%2J;rTR1Z7 zHLBOdg{e`C_o-10gK$s}6Ju}{zWW$rLcK|zqCF%a!?Afdpl(C<6E-j;Osq(_y3B&w5R56kl`a{{2=Ff?F=je6{gIOdon^a8~Wi;ZLGm2XiiVZ zO%`UQ^=PCnMBhPIwVSG!)=j!X60NR7Wd1$UkjT95)r`n|8L~;Qc?AJ)9CO^a2C0eP zh{(LqFv^s&pJJSjUOr*Q7Sw$vN=-9Ao<)%CG%6;&Lg~RM^`C>0Pr87*LA6_&?>7?> zS$))1#-ubDx5Wpq&{wy8ivH4UU!}d(Iu@HoOAVG^my0RUqAmucSY3(pzh4q?_peUkJ>9R2TkF1ST6R>-Ya304595zZ_sTHunF{0cQVi08HHpL^=tCttX91 zq}j!yJRNpPNxFW_2Em|Y80x6Lz?~7b$A-8QDC*7jDpT~|-A6onzOE?>Ygez96>*Jr zPin99e$;PnX^+n~0%^UUw(k$Oab{lcFSkkW zDhXe{9G|P&e!PCVzqXgxA0@UP|F&I^#Kj4<>o|`uzj^9z;6GJOxa(}Vjk@d9J-W;H zt6iBXulvFpwQ_Zidd;>?;pB-{oX_@`rklL%2+NLl5i0g<*cPHO?euCsbH$ zX|*oM8#NsfQW?!NGoiTDZ>e#)K!TL0dOCY1zDu=5(&IV zXMNs0U-@+-e^R`64YanvHTjMe*}i(|TsQHUJs)4ZMtLIA5?C{`mg;X@aGGCiXZOPn>aNCwXUwB0 zSlf4js^2N5J2aaFA%Z}1hc#ABZAgTIe_2&)F53cQ7r+@K^T)U)>_|z%TOGQ}sQcM) z3Dsh4nM1;rm2es`vrBMe&qZ-MPNy{q}_CRrAk@ zHaPq3&TGpm80J=~h^_PO@IOm?F!oPs&uo8pW*5=sh9@6UCi>SXROkIw{PgZmqTcGJ(8cC)PSk26Ix zzgTRuub904er=?R?7u&lRG(Jon2v7!?yYphMgd%0MLpX`cMHyT#vhNrHyNTN*?CWbXNd7@^LYh!cDy!-Wa?+dZU7`M z1#QtLl<6#$sO+j7qy5_ZSeKa%;AqV%np=}XR3F@W;mn9QY1o~p#OaBjU2A<@Z5gV; zWIG897I=q)orxe`?A+bHy;mFz-T8hSZOjbU z5v$U;k61KeS#^MB_5`O%PL4^lqBc1?KVi#?SlMQFgoWY_TGSkWNXU#~AV`&yD2O^& znkW;)f2_r~dA9nrGDSn>Vnu27p<%8NFbSWQiIFOOB*b}Poa@3cL?t5u4!HR{3jvjQ zhD@_?Vm(*oxOr@ebf_bTKDL{ZkkODfQS|Rz$mVjgk^Mul&?sU$G6Ap1l-bM!{4pbR zhxXk{`P*9KAuuSFPt}zQ0h$ODC{<<8FL;mEX17=rf`jUc&J2%d(=&m1y(fQ zl&do@Uo;kP?Gj7*k)DHa!~nESep$FO9@ zZ;T)LO#<&h7-XIR3&wJ?n_DC*g~3x!P8Syo*s(i6)uWOrvZ69M^H53@e_Q65NFC$RQf`!m z%`IlR*tet`V9%z*yZ#U#V{tqtkGyXy)?M?je8Oo5-fnYgP-t(DOtrHV*n~KniIoIn zLelZ7mmE9eEt^msN3v54*78x0t~*@x>sr$xFfsmu>X<5h*oMLw1_^;h z56MY@T)jg0w7KorP4k z=$z~X%m8e?m;}Sg0{W%7RiD(YtRTSZ%uj9VMBc zU(kIsjOV4wE-0B_b`O2q{{->!GxyS)w$d`FHG zLq4QOHjG~j$37fG3#OKdC60WlXQH~-jM;?kFXq4(BMSkbSljc^Vf34l_m>}&K?QWi z+;Gn0{sxIa8dYoxH)*Sf`)(aRVg$kjgC`VhITT{bn+S(q+N8rjC7x$qG*j{FT>05p z`Mu)@q3VcDQB*09S+d!$Z_{~2R4Sg?3N5ltJ9taXAxzF%8=ckOzCiYCfe`EVF@f9DcP3f^|&8=cD zB5N)g(Hbn9%T@o${VOR)Rmb3ol{`l4t_v7X-u0IZ{UBDPuzyfvp+ZwW2OY2M+O+U* z^o)4{OIFjuPxZ{ommO|lrmAXOeu5aU%yzd2Gh^XrkYM8`Rb+>S7=L#hkR9w(Oql=< zFx0qkNapwEku8v6e;ZTMatzqy-{Th$P-YGjZxu-(W|BD|HX^3!oJS*h2_gy(%MrM zG-+x>047Lx2ysKG-pQmMgx6}^anf@NkUo=_%0u?hmqJQp_ z@ZRK(hO60xyFb)%?qZ#*@C#arN=klcKfR{3v=niN)cz#$(&450kuC8d{q_fl#kl;S z2yK1JO5fhLj}-Om#j1a&RPVc^uI><(t$shu!?~cNRI5J~3E`uSqQ1!qy3J=KQT%-u zM_wIx1dMj1FskimfwlG_gm6HK;4VZm+-(7|Rm21Jo(~J@y%SkaSGB%ubR20)AS0tv z{R1Q8?_hyQRc4Ti8+|aR-(fkydNGLXMIFSAUR)26@m@M*ydI&3s{1#R-ZIl$395Y6Y<-v74kNOX>K zID{p&t=SaGUP2jt=fV`&L>IxYJ4W}(%xC{H3qDjTKi4_v6hFn6ktre$@CEk+Si!g!QIM#j z?*y9Joht}YMZdebofgHvu+t!>y5@HBwb)*RU|aX9uzwH+Brkh8aY-^T_D$kRDV)(!-Ru$)fbah}07VvP#9j2i+s^~WH_x~?()p8A zgoGRMS%EHio@R>d{KA{3DjO66e6Yza{AI<&TbTsk>0~*8mPVkZg%mf$k`^T-d+0Ej zVkm=H_Dz9K_6;3VBnY;!dK^Vb^Qc&mpptV4ID>`&CRi^L#ZD=D<<7At73E?#iEgBc zLKXD-i@U^_ewJo-ur#r!q63!mI0!)0qf~U!Z`6Dbw@7Y)L>W~;FVBvA7`uXG1iRuX zN=_l-z%5#zgDgt^*>u{1R#|xwgG(g$Zw!)gvv!4?emYQ0Bia!&CQARczlAVABYU{d z?jes);3o||5=8jQdCA9-E+0hM^!C}Dl=77fvSd;ZZRy`GDE|1{HY~K ziCzm@tJnthEWF2klYvzW{@Zeo8#(t^I0PD70!W@~szvy|lHl8>kMunRfUkJ9E(O%?6AH|yQGd;dx+=f zngx4zmUoSBU|Lv%#z?TyMRy7^^ys<>s=+M;nuaaUX;2tGJ#++16YH22B(?0Cq|B=R zm)Uhoxv({^+aBcJ;BR&ei*yLcFh2%85{J{vnMNrWJ{&zNMWae~`J#)J9 zGaobsIZf(pP_6Xph*oH1=6+AjjT$VeU9IJ#hv8kOxd{mtX)xiXn93xG3^qK+5_*7i zCJh-5Pp61ipn=}QV~%*Y{JZ2&T%4h6)IXVjZZ<;2`3u)$i#2d#`twRMjJz5kLutNOg|eK&a#_~Mx|_)-P=;`%u6O;I?h`$}J~^ZR_QyZg$V`1;iQ zu$Y=yc`_*dW?$#J-8-LZpz-p=Xdtm|;GqvuabUf(?%p|m<8J%%W1#*0O^^7*x~CM_ zy1lz5hG+bx#UO3ud4n)LXWfQR|&@>RER(Uq{sM$bOJZ!8k4iLXOm$m?k z4`r!f-esgkM zNlfdx&4KgUhP(dy#ShOaYqbnS>z8IQL`kP&^x=wvcS2%n0@1maRt%j8X{8&-?>-4} zU}I5hbQEVc!pPC*M07{J>!{-jsTxX2%!>%F1d`}@3=z7?j*+_Z;QpfXa;k;-G=gM5 zsvMaiL)iI)fW2?oI(swDs5^-?-ZG#%!AX7696!d!NF}(UYgP=OiY_KjjH*%{_voUZ zLRnTns0LF_JBh5feg$p8=M%05ZpC$cEA2Z0J00Z2eFOSLqnO4y3D@Nl54~#G1%j6Hu=_C5OT%%S~HJWhlSbc3zihD z>BZ<7WKLW>YDafb`(&!-!THf?W=QCfD-Mf9>L&#;;BhJ-lF=ZRfpB6gL6VXxIT2&y zHo8!Hal=2#+Bm>Jp3z&sw^FBMsI-=PMs8%92#)%yeV+Sjq^4EncEoDjOOIzX$;GiS z$e8L$M{&%@dQvJf#7M+Bi#!8~1lQ&SVmw)dt^t%0?F1)1QzAUzl=qs$ITDfqjvrB; z>*FfV#hOkspkm+uav@U-gmwi*`KGfa0ar+@chbM8fcRQmG!;d26ILpq){?-~mfXXF zmONIyjadarGCUysoh306Sw z4VxV2Lg(>A0Va+@zEwrR!XHvot?iW>m z5O&sU!0`!OjaDSKLk%Zx>~EhQjXLfC!6e`LpP);IA@g#@LG$99IWiHO@~?k1qBwNtQOx6B{DPHWQG1zU|Bl#Jb4#HO$$5e`XSAXMt*v>{OH%Dd`^gANe7 zz8uo8!w})1a;5%Micp1TD0L_IPyYc)(e?Qrc~@hDv<`_Nz}u^dI-^}*%TI}tPswvQ zf!1_%lD7;i*~&L|pQX$hz>dWLck9ZjCFIhV2Bb?i&Ky&$$^dYcgsAg}7lx~~uTiK_ z`@3G<#!nCHBlcBg&D3XT7O%gaW; z^BlJAT(A2Tnwrg88DHa(BT1{)7jh^h$75MNs2a>>;(|Wi5D__VU<|%pyDADM7f3at zPC_4h4D^1=8n6XaBNz9$;mJhW{K+O8ap*7qI6$D~5F{}JIzSDe0~G&{e|e?r%{r?{ z*>XE6lwz+h4wPbO#}t9*AwO!AlXI}qgOn6r?4ZA3;i*_9-3_Gpmc&9m2%~;7UaL^w zIPu444MBXQgRba0;a{0EexS^m5mffMp)eWQT+edEs@TMwn_k_-K} zD}2Eh`Z_Ki2}QpRTRc_Vg7?hUzYfzS(F)a?Q_y>>8E``J&S%&?+0G;=CnBRztQ5P6 zuo#hh*%SI`Sze><$$DK-pTS0q!}`v}O2pK~x{rKLT#)_{B*BGX;OIhd!1*LG)#XlG z{;&CTJpA}$7w=pd@RQdhyEHdd*c|&4C;6t|6 z2(nWpX<=}grl7Pc9jOrwNwP|fRO$yD*AfCDsS^6YBWqDOx}*RbX;sH%z!Y^fc{nk$ z8g@S1T>LL?tkEhr!kW`8YR|3@yWBEk7Pu4cZAa2se+Nl}FLXvF^fjRjLJRdlNTX9u z`TKYcu`WGkoZ$^Qh&c!5xuTZcUH?f1sexLa{eqi3yY7An3tV4SR zjH|E*%(v&It2pj)XK~r@JC1U^Rwp-pVFSOp5!kuFOff%e4xG^pv=9#M_*wbQHW(ft zC(h;=^B=|nx+0{dq}KLifx_kSh+I54+dmOg?)sFi>s8WW;09Iup}4hBTb7Kf-Lfj= zh&m=oeaA0nZ9P>R)H|W90J(Hkr_n##(=V{C&W5vY47i)qMy{9J&Htf8NCUMhB_*}i zXDSq~P8Of0hzEQ>+m^cX?g3$X;udY+vUi$=e(NSZG7;?7k62dgDaQBYEbOjNi;42o zX!hyLA~vYWKwKWPwDAZ0b|v0D8<&8}?y1i>cL<%*HOZ5HR8l0}Z3sp8zMFfwgt2Hn zpb%M|*pa>0Y?)k&oo>)B715<%I8d!kwN$Du&^)$@%9JsR9N9u7$G=7}p-WxU*O)HQ zETv*tmd(#6Ta?ZJGpNh3o9IMW_&XEUComJXz<~rlqJFWY5rxJGH?2W)IIuYDe*y|i zv~envT3A-(;^F@tFv6%&s;bg(04iVPC^1TLJU~S(c9b}yI2@2Dhf7O94l{2RJ<3!= zfh+AnO&nC54#pyxNljeTl?l%B9t?_8XjnZciY<5M@f}hpT?4J}fBPW^z|xreBs(1H zy_LPVCr#b2i#q0-Wl(7gdYvjzrT(gDXK4{_TP>Y+X{jbN%TIOuIIR})B6)1!>t7Z! zw2UlDv_`8ID^oQa}}@+Mmbg3e2;qww`K%W$bN_>5ap0U{BmI& z#|xsOLJkc9Ok7Cz;f3ekMS`73_CTB@hvDp)G@JW_aJC*LE7Uq%aeO5iOJILjMIh>-CK^!WEfaWO0iK%ubM*X?OCr)sm||(%J@8XzVvB2EDjG*9?wT7=cd9b3-6!cW;%kh&I(ln*t`D@R_=weY)Q)@TdvDaIqXC>VU06fLipl?^}{_T6#}-rmo2wDqD0TWkR|Qj7?4DdE#bsy~7=t z$i$bv;8V442z#v|6VQ7rE2K2d+zgDPe>!%EtM1{o31DoHl>LX?y8|%)2WRgXWJ%C< z3%50GO?%q5ZQHhO+qT_3ZQC}dZQHhc?wRMgUwrY#y}xcmX2z+gI+5p8R@UBoW$v|> zo!Gu8o0^0 znqgqb=tBfP#2dIl+Iz0%BJEH=(cBSfQQKf$B$X*M<^2?ZjzXaLcqZ zD~-SX6A!*&e&rnsPrw=+lll{&a3 zEw>~zkL}E399D*o#9LBcwr&q&cnj)z@#*D$L9B0=L+vag z`x}oDK@rUCYl<_kZIg`lCS*(Nk!`_L;vHiWnDap4BI<38WKIV&g@69@rbcoC9#`*!`>xYn^aJ_K)Yt5u zqI0g4x9{lO@X_U$`2hn0U+5)!eZwwpDZA1h(&XDx34f`YT3!2jycm{b?LA6~T0p?j zHEF-&i*KZp3zw_|gnGR5f7DTt>sy>XO9eeV^TZ?uD6Y4p;u4u3M>a z@$~E%+;?V;Eimou=T{za<qLJK77he=+<&8$qL2zW3wZL*QT|Cb>$VcK8da+OIbBQ`SOLXzt zWQ%owwb>Ti;&&t*^hc4bq;SQ`T0kVEsPNhsEDg z8s6B$;SZlv{Bc)j?JoV1UY??Q)YoUj6gfiRGMFbUabBMFgP4@&w9LW}ZHBN~o=XC{ zgQ>ocb>*#(Myu0a6!k9;xYUk(J0koa9DIAevZ$N0aRy9wk3t%-Z&n8uhy+`~hoIWP{CmegVnk=rjj9#NFADC-C92$fnHG$Y zFosvr0tCj?kT8OSkpNl|>I4`gDVX{On;J$UCEx<#IRqFXs}jO{cEkFf-r58h!82%q z3c*_h7`_9Du=Mzx$m00E15jKCRFQQ*^f~Tj6btf6#fK&oVMEW2VNC%B5$TzYh)4C; zAkE+t1MdENdJj^$V~AGDq)}a3`71a8Y1)K?JIm^rFsduhf^gGT8-1i%J7W0RX6ym$ z_9TxNB&UoAib}1+fP~)qXrt3ix48`WpO>70Kc#Tcgrf`WV)=Qx4Jz^F#f_-v#5qBf zqz_}Ym=Dv{sAq9JhOk1iQW!3oQWOr?n>f@$8Fi#0UW#z`J~6g*V4w_%1VQ*i86y{8 z!dieJniOF{Ch4Jq%EJ(M1rV|bA`}&>d}z45P6HR3WTzAWNrUL*OBMSP*7h3>zaVS9 z-#Aj`eTwT<`Z_3`c)NJ1a+LLHhqBRI*iNNjA(HXZDp`DP7H^@AUBlci<}7$eea2ce)J(py8Mu2*j(bO_6ht*DyCf>sbj7d!)nhEmFZTB z)s_X;7r6fqOe8Kmp}D?oVp21PG*yUG|8$WRfp-B{_RVP76&6Zn`6n!t+;VF)mBJPw zyoA#7JFJ8XtCB{_9DntFvWyS^eKI^$vp4()a~M*ZHJ(#>(l4#vG9G+B126vPG=mG? zmox{bUe&7xF z@D1%%`Y4Y2INOJNKfRN}pkDQ3C2mD>rbF~L&;Emo#VY(0IDDjxYdTW%$d~V#V2TUW z=kA#hBH~%@-La!;@Z-z-8Z7tVb1s6X81OyLHAJsJFiK4@DkXqc$Zg13|7s#MXP=RP zNQWi~^43ToWY3r|>g4UO*CDqrf)}q#dm18Tu7$mCt340B7&7l%mus_~j9gVT|5`7UyS`j6RKjEOH4#S`ZhxT?bRZod z&uBZPDoPhlmoX$qJ~^&^51!JC2+Yxt398oeBA%|+L5g7NO9Y_E!U8(+;Z4QYwTon( zy|#tK1jsM8MWd>&CTmUhglB~zXc7c9U9Q}i$@Ny5_VbsyR7CWyHqiAC8%B)M4GiQ) zHyHs0?<=r41OX*&Av(_8e+J}U8Gk6y>l+fnmd}dJBurtX)DypvQl+_-1y**Z6ffnR zAHo1km0|4Flz80RnJ;FJFK6EQb3=;`0TS}gyJ*YsOu#}pfOgqb@HM}UU`i$-tEP4C ztmI?OQIFsZA!|YIWbmZX+Y+%puV>QX(w9?yEDRmVW6d2~N0)s^6ah$)L)0L}E`TxF zE}`eL%q?a@Zl;iUaN`u9l+$3HN4-G?@e$GgEu(?{lrm=;p-Q$c?L~%a+hUorPyHja z+`Lz`5e-eM3|Gp(h~x6~oNDkM`pH`%6I{k1*;HTwqgZ26ZNvf{um$>uLS0M0u=p5B~>A1CDAZhB@wuIBb9`C zBT*cABhge@J#qrU*D_-T=NLob`3`zw&R#2viT$kx`D`2%5xBsikzjFAX zDTbzR+$Pq@E;v|U?1sFnFe;Qy%l`KjhPGvAD9-lWNu@ba2(AzBMl@<9qwJ);b$Z-> zU-kOjB)$DVL;?w{00vZ<083fbjPUX_2S6M+htKou%QjDz^gUkmxA($e$xQgE&fNRA zr~2ctJWrLTSsNbu7K<`s)HOC%C7+mo6E6|$WciHvsc1MYK7gxjmJ?P-7`0t74{2ra z9%XqDB#7%Z0nAEc&Rn>;#+n%!h&a)<02y4R-&5U6>Zwkd{K8;GA#v5>a7sFE%N5YW z#Dqfrc!krVT}4QqB)7`vG^Knquy9J*NCgoZ*i)S)>X@gxfRC^K*-BnA3_wm4$7;y7Y#u@wTai9H*<9rzeSh?lS z15dT*%mWXYShz<*0(KF^LS2D8Hi=XLM@$4E6hrbL*Ei?HsdJC5V=JF67boK2K@}G6 z?u{xW_Le_2NXk2yDmaf*Hnf!86(|Z(c>fjVCy_(J9zJH9JO-RL>hq`x2a@w({@6Y1m-#iP1f>i+?q zLyz88o_T9ez5(^z9Z@rM&$%d6wWDRPQNeF1j-_ zyfgGFvhumcz&Jr?kQH1-A_$V*ClEASe%Br?eD@WtGc97u-v7tHb+)11Ym1!F=3x|V zB~n>C#YgkVy~k(m&F0tYjdZabJ+rag8#PNY?b2^YuKmzMeTCVMQQ>otY-u{jOE6*r z=^|ECJ=vnf(4_2LK?`~Na%PG{d(x+_idIy{a`exT4vc-c z^|1=_2KsU|^YSaz1A=1(uIND(Vn&av8(aKwE{Te!BBMlLpC0ZoCv2rK_OJIc=(*GB zHnZw)Py(KYBBN}is=~q?2#)?m;TXd6!i40t`w!TBdv9>$?*1syxV!PHduP!WXfY(A z_=w6F0F*Gk!r6CYa4kl%C&Ss<8+;(=n~v5gD}`ID|?;B$$;-0)rY271J>i zKjA2Og*-nRv7t@*b_$G1cjZ5=&@wk4YNMJk>86T{a+H>=r^e!L-0EMfB7>UUx#y`Z zxTRd%x#ahQj^t3PF5S72Dmu)Yu0OTQ80gxR4|K`MSig##Nk2*Z2~?a@5%ZI>4m89~aEahE6!u!2Gs`sISrd`LWRhIzQYJQ=rhS2)7 zOg8OSllBH9da^1?7A$I($Buc z$lx0B4^|{+cwNccZzgezD5O+?B2$SQ!I0d`jhif62tMY(`emM5NC#4y&qZdQ+t?0b z#*jrvof%|3qc1LpX_Q;J09GDMikN+BjnW@6&5E3Tdd|ET(L<#;OU5a0kDLirO2H*# zk5#!K3=}`X08^O(Z(?2|rI&lIQCUvE4Mcx#hR(Ip8Kii4^6a+zm^qL0*x+I6k;>$xR1OpSFvb6MjDn)tW%n7=%5 zNC`sMYo8#T@r@LjaAycO8;}I2e@@Fkc(jo@p3-o^a}+VKVp23UR$?Ww(jXL0MK@(d zyzGIC%k$Bo!Jmv57d$4esRlM(7wicwyfA!oCJK=;MiW zU8b5P3ZsHAHACkykWeKsGv~m)M)GWiA0-UqekUak@kKwaH!nTegZPvDXh^NzhlyzT zt!arfT`Z+=a?e9fwZ8*)-YFE@?nK-DIdP1nrNR+CNpso7ysGL-C{>}??tn^kuy00{ zg|5@=B9r>4^p?f7*@2$7)^T0%yXv9_#CZI6%-}+kW30l7(O9PfYy2WT8$3*JiGI!% z{255KnFE?D${mR-&eP+^U`qv3#tpm!4ndM*3TyIM7F+j5W~}u41ap=pw9#~%#g=#! zZD~5!xpHgno~2Jlqk68@Z_13Hy`^wP@=7Bg!lScPufL*X)imhBVN9yVYblYtl~J*S zi+&PLefk;(8{&AKQeZ+BD7AM*i+7GKDgPksj+MrnhT_H-J-^roMFXM}0Chbu;2fCo z!dH#gGkSRD?2$XA^AY?}D5*qayU`q778SuO)=a;GUgH$U1b1W_P|TrTc(uYDMJ5!* zH1&}XIqXsMBl9o1nI?x*KpXpl_#fNRlI9V~NHhr%{OR}LAq@_3)NI&@q_P0|hE#Mj zGtu>_p^sY-;`Bm9^QU4kO`mS?K}gMm2iN?A`DIAX$nV>`&7IGF?w8&Ux>JEHixzON z@eCqkJ=m>4TSGi_W`kGZRu!r}1at1~n||SLsbf?xqse?Y9(az3O#~iAUpFlb z9Sk2@lk-yq^pDbP#C&8Q{lIM~CeQ~CfR`RA8OT2{5vG3#Hmsj^J$`Zz@9c*uHbmjw zJS*(7V5cj2nI@hnC;pnNP=6or9Essz#ftEc$idW9_|U7pUG?73)33)!MBcZRQZ;Tv zi>W^X6;j^h65?Yi#NCA9DmvH9MyfctKgH5?j*w~;XgUcqzuPV;lbAFg*3e@9;PNjO zscFbC2%G2WoDn7JQ2dba&PJ4oQAd!b&wwJ}6t zcIC4%G=q6`D6fG;0-l0~_PY#L4!;)!@=%Qw^bM`@_uCSHX^z>rXiK^afezz3s1P-^ zKh597fk|i#E|q}y#lk0V*)7q9Oat62PFY|nL@{vzS4q;fqtsGmrp1Qh(?Bb=17Dm5 z$BYU5kH~*Hr!Y{PDUZ}0iJQPS>QWhXD9U3l9KphmImdlRfTn8N?)UAoBGhOl8={x(DNx= z6X1*|i5QH5Xn&Oc77aqKWNpEQV`N}0H8G}%3N%3a{epQ9RKs-3+gB$6q^T>(&YV*$ zT?1+<>RFG1vkN&!uST&O$_CuFVJrFr>JjkQ;G1w~ZVBMwUNOR83i3x|MX?}JKq7*q zEO^$Og=NiyGvh>mT5|EIz;WoYEINKyh&_h4=pP_Ov^2zvvlAdw;mm~>=gx8JmlXXp z>Ia$jM|AmFPz|4AUOD&@Z+-V|aPkN@$_pB6@K+V#K6QV7rTL%@OpTQU)TqG@*m}Ih z^w3q*=s}g5^rJ*a;d~ho@gG-G-fzSHsB@zl$pHQKMXm)U%>V+TIE{BjBlB=anYSg- z4FjbX2#cc*A*1Uc!qR;fSe0Mx+<4C6@)N$!79+Qzb~$+ycPLrQ(OOOrb>ga#+QxfV z`Pm)YhUch@SFk3F|ESKJp~lJ-XK^`bwcLTjgUP!ErGZ4nUKLZD$}ve`loFID3rUNa z6`SFrOvNaCNY#{!@FI>dh(%25kvbWH&rLstf{T9T%)RNKxhIg|OGNB;OJ{SC|#WDcr6?4X64&UAQ9OMaz1>N%x1xgA?1y%sX1+O~Vvluha z%2;>A*PTrTbwRzbFQaNc!nXswcbakVIqi0IGz>$u2>RdKm<1{Qtw{1{ZkJM|$kR!X z;R{KK`hk$CHgzlv!3k2I`QeB~XBDSS)qjUIZflQ&wzUoHMMqI_Wji>S0QFOx)zn)u0}aEul@H&|qu~FClRKzF{2yNt?7ezDP!*^pbL@)|*Hywz!B_ z(-s z{v#mK96JDWSwqmw^hEvuX};HWl(5#7hK{&8m-dP}1CphQJKEW_=%-Lf0H>fZyB-Zm zRbz0o^Yr#$z2TQk_%^K%^1FqW5j29j5TwlBF-%@?NKM;Hn+17Z&AkM9fwS5H>E>KZ zPhy0$>XjT!o^a_UfD^gPYRhu7DSOmDM6MvqYD9lNjpxo^ndixeLYxy?vB8+6s%TuY zqoOn;LHANv3+B^*1kDMpBKKUT+;d<}i@qh3Y~M+!9y@XitzND+eCtIe&qL4U@ACQN z_cBaYPzrCoOW~shUyORO+{YD|WS%E);p1BUPCk>ktXwj$3%z(0dP1N9jZNhy2?BguWR;4m%NP{^9l{O>>!*(G0W9Y|WPyEOKs z@@nTiIv*|AVO2zSL6va>2IbR~gMT;6=_4ky1}G$}A{G*XILUu%*dDqlnhnqM)<;tOq1>U`@ZeNmg6-%HHhoaFQntn#=}NV zDO10VW?*{EIj4lv#mzbC2$?7@pu*qkm#mqI0h@6C3g7ay2z}%|R0(~1(tA1m%s`~A zT-WxgRQO7ak%@*P%1G?*kI)=gDM2{7vY|M&1rV}&%k%i@Ohi|v`#$c#$bS_4_0OdO z5YI1YFuuK)U%TM?o8FWN(w&JrG8fO)omHsLESO23ZvliR!4Rz%LPLSr{QDJiA=Deo5J|I<%Dzq&v{p5Tgmv^{~D;7WAY)7Cd(YoCaA zJQj1kE&0_2ZU|~%_u{kNoAp_@BeSh?9arY~(v?Yp0}miW5Y#ZnJ2MKnep$$74bbvHSuq2v_J)>;KPn=LLR}f8^AfVdQu`-h z^)NOfqE4~}gMX#-c0s>~V?d+tgWj?Myr|~`0}R+$U+Ce`0cP$SzmPH80tW^ECQ2!AvkR!P=~^NXnji-x#3MA zH}swv{wb7S&<&ZTKBD1Pxl!U$sUHror*p>!Q}zc3{4%Y#@G|-;lGh`ZNEx0Pi0S z!v75L7#QeT82?`)JPv#YR)F9-8#_KDJ=^~fTxVhVKLR{}+7&p*f7Pz+>lfZO8w3Om zfwhJ}bcjX8yMfR@d0mG9VpkeOv+`~l3-itZlI@u+-(aHHzeW_b9m`*By%Sbk?|-Mi zf0?b-T7A9G_DFmTmpX@%nGjM-%%>S6t}-#C9?vH=XMDX( zd|Ao+25>JNU;O%x+X?YS^jp5Uc++gP1tjJ80n$8HDx0);3Vl*&-^Z3+!-yCVGt zTR(_7XtsGt#9PxFbs<6aVq52BSkwKe7mS>fB&01D(k#MTPy*A3Y=9EVfR$n_mdKFi z;Tq)ro)X}Dd|lJMIv?47FKvz0n{9`?TfMIKs$Ayo7@zrWPnpUzxw!Gm`QjTP>$v(l z&=6fHf6DXdE?kRV<#L17I=%WPz@;gBi7Q+*;g);;dN{NFZ9QyKcp9>}vf?|M$Ccu8 z&^c*dJNQf1hg(;7)Ccl~aZ)w6!E2Q8==EKmr)-kZ7-3SNg(#w@j7R%p3We`0)yl8b z_D!osXH4?|a(UxrZ68uy?U&3GO0^Aa+nLcdu4oe9{o;sOKA!g<*@50d67``lQG!Wul&A!-1mOc5N(~7-72)b1Kp!?;IROQKG0e;jkugo)WU1Fw8OjP)F$b)=NfG zrJ3nEySJ<$-}Ae9zk+5zIj_G{TQ2Thi)ueb0OR8FBc^4lu6TxXOYmZwEXR^b4U=zj zTRUtS?vXVQYspshD#vqq#bpEKdB?|)@JgV%$2IFm_#W2@9vr@l}oX^&1ZOKaZ9E+zWSDSTDC_5S6o)uewD|=<(<#fyD_vu{6 zt81T|#5J?hlXK2qs}|H47ToQTqY?CQ4ZoJZ%a|!T)od13W3mxbsfr|VxxT?F6Yr5lY=zLSHE$W=HdS6gofOX^E!rO| zaUIl~&gbLQFUO}*y&H=E(KP#P^M|>>Gvqt4#g|YQJgYVw+|KZ zIugNb1OWNgG))%rv`sG>XiX;}tXq!<N)CAY!aEN zJ(>?1#o(uRk-xRF=8*#i-IN#@tZC5>V?nblwkL%^y*x*gOzxa^`7%`K*YH9>FhOk~ zfko}^t(ai90FwWUH4uogK%$M9O3wB+;(ae8&(rf|=Lo}aBy3q{>!hLZ^1S>bQpcu| z&bEocngtu?!@Fhc!Vq+0jfb8y`*7VaM$A%;=v9_SXZHyo8r#lh5(d4SqbJ2}Z1!cw z$T}^$`-)NUN7K&o0$&IT-r6-ob>x8STMMWABi_bSCStdTDQ4Ot0m~w&h(tgrK0?NX zv3eqfPdXG}O3;V-InB!P_&yFFtd>8^e9`;9ygIziWAQv;EbQ7`)t};CIbC9iW$QO8 zSYFbrWie#M$QBMpuwn}qc4LjZotL-N0Y_|KzvCK_{!IH0Gh`w?Dr@!omE72>BWoV` z?0(>`vk@;9_jn}0CKg0QgBVi=a9pAT9U^8j~UFi2^czjBnRS zj$iC--|x76d(KncWx=6%3<86x- zEHVT$h+OImb`4QB5T_hh>y_W@Jb;RzzXW@OF)yIhGUiq3)U=EpL(A zL%WH%m2CD`2v&Plb~s7K!jSZFF7E!r$AU!OdTHE} z#NW+%UR<7af|qCC>iV$jtAPcYjS@Sb6&6>D&0xE&j+Pr^FQ&ko^3oEUcUDzii?p7% z3G%CXFS!-wadiTs<}$;6oesQyS{>rL09om}VO9o1$ZJ7bCCH5Au#zHvsrWGIVV;iY z2teiOG+Hm56#4b=W*X+cc7h%IWPa1*zScO?`h7EgQeCUtFr%iGD$6>U;b4 zisNWJ!k6X^wr=)G_0|>FMN1^~Gfn*zDmm^JDw!CA8JbiD_~u(B6p+RR81SU~S!Q1r zTj+P~lEfJc>38oeGy$(?4xL9KfGo_rE7%Il&M4&`uT8{cY^R;`gvnI524WlRb()01 z-FYF)1;+NdOew2sjv6yU;nOs((N1}*8xvZD9qT}E(2HqdEwL3XCW#&KHsl%4SNF~6 z&H1R>^ZPNCC=nmtP8~J)18dZBZh_V)a>w1%Zx6&YgY3>r(Y0&hkAi3WD>garu|}T- zuGEY@4d>a8?snXJ>mB5sBk|lTT${^~(~h159MEKL5A6EGb=!c83BG6sn}z0+^d_>M zT-N!?*04#}vG;u0kG-3F8r{;j7++V~)mDwRXGC8EgyzAEny#@hhh3d@`1y8|wA!$< zMz^DwUu3kXKPXG`Gwuo^2-bEK$$gzHVh9wO_m9&hsEgBg$ zCx!QCavS1=AmW%)5J4JRA{jlc8m{ofEcsxYiJ=nDZJ2)S&be`3`~0f(VuEg$#x-`F z&Wr@17Qkyr`H?VU`I8CL%QdW&mRsks9v4IIj}hcCPd(^^(CcczT{7=g-zA3L1{Kb| zSe6A)yV+226Yv9bpvn5NM}fdLRP3o`xCTBcngOYhb>Ax#n?7-ZtC;@4RgxK#x!aN9 zzo#j?v8HG@6%lfc@>!3*^jU9IC~nO1^}0wd=AiRyf1dps7i)Ah-Pr=?Mo2Ylm;Bze(hGIR6}Dae|o7Eih*eSx3nSm1+e)S+iOV7YbZ zh8q$4gZ0M>-oPk3{MBm*#jisXoY;dp+|j$O(fqKpQitsA*K)Tk8FryUq`WVqF?M*< zwK@-rX}<7qt5aE4;CZ zJNw&SBc*a{En6l*m*&r-K8_1JYCnu=Ji7^JO&&)dhFNKi^-R|$lw2>=1v$E|I-)wH z4>nCW#zZ?=5rsCqKOTomy}4Ag)t;-}##*yPfDSiI-{Kvw89hbkiE~;%+$&94EcZ4I z0_sU)c0{}RahEI2Ty6iByc}*$hFCH3l`XU{*N^ph=S-u$+0W<$x{^%wNpKV5=z&{0 z(_RbR4!P296Di4&;qyq_e!a78f6UwaN+BXXSp9yDl=-maid$W*r2~_PQF7{ZFQ5_ zZ|C)CS9H4k(3epZ7BLFF%+ZrJEErCd%*~lyGQ&H!9kb8%G%)c5(wGEqYvG0oXgzr~3&T^8=GcF|AOv1J{75k%SJ zTpf1}-f`KCNh-(XiM@7lt1={*wZ({p*M{`_VH6 z1mo<}7uCdMDcdBmjHSbmCJ>I`-_oHb@4D2LqAj`E2}-KG$98Dwj|q+&r4tA@5fgD+ zPH@U^^;(f8lwYSUxDlU}m!}W;N6=;6Si>)iM$2MnVtD{I0>v6y%(chz*TR=7^b~`; zQ8)^XPlqHiRKHs!RKIXxWz%?QOE&G;vMYOrwDKVB77euof0`lUs^WJ9tmLO(A5}2x zPG68)kM+XB;M2+B;p*@xNSNmagav^D6GFyq;Spi5Wc9efrKk0Mn1D0vN_d7~&GBJl zWj`MfG0}_wN7Kn+V`AxH;>cq{u;|i+!kbmbn1HUhCxjFf^9ka^$fYRY5?YM0_E{?v z22FQx9)H`UqX(>?xraRq^wcfVVo=FlCD@o`wygFzsw7EmEGkH?8*a?2580e?+tm9w z(5!i1(X6#|uF%5zt)OGqsvRZ1&TDH~oBel++SLEX*?CrJFI!;V1Q~ElzLIXBTZsJ3 zqVw&7=AseIn@@P3={uH@?6@^XVmW-QjOVJ~0*VB;Xsvy#V6(;0h;UF|#E@#eqv;EyA zPiI`c>;Q794ZSOTZsCXQXVx%*P!GggnE*;qD6=k4Lyz?z{19Hmo0Xx$cZ$j=eX|&e zArhBh^rPQo60`8e$R${c)Z_6}O1UPdYiK>JejO((JH6lEf5Ddb`LzP5vg;`8hEdcZ zmiOaZh7DQ@Ou2VWxMKYaOKYMl@4z%1n%Rv=y>bPWxN{Yifboo(YD}+C)gE5ZUI{_L zN3_90rnEa2nJp=5j$zJSl=K!YupQhE6j}z$d8+wBmUvZ@XX@Z)77444d5}~eoH&QO z++%+#u;4sWSRRl1Q;Z!$dXx_?lSWqL=pIZF(&Gw=%3t-x1qw9d5)ziRM1c;dY$rwb z2?r3=?)K+n6p=SZFKag-o2Vk!PD1D-ss@7Dj*x^bo)-yo0^}UC%VU=Q`sFT+Ha}^Nyozs(vQE?rR`rw9vKw^u)1Y;i&!)1+0_K-|S z0)iV7hk`gnz~&656ZoA0PP}4VZM`^13nEH}l!rtU`9tDAFJ4J^ew5#Nq~fmYe!yE8 zby^*I8A;BZ0@KEu>?LP8i>Q9a)RtCUEPAiYu)m@uwW)km*#)_tkt|M~RSBl1l7eJq zYmq4RSSRzT!oq_0dH6}3xT0ZUtccL<&&qM(5M$9lD^QN0A`wsmAVy1tPC!4QHD!Fc zMBItx$$4C;)2t6y`h)8B#3=0ic$}d)cfC}}VCd+`9u$(K2Fmfr+S>707MGQ!CS2NJ zpZVP59Np_r7wR;bCG?EPM@KhI5Xy^-%Osv>H``=4$-UZNWi7P7+kfVZNl9&=+B`kC zoPWBki*9bYBEvJi3_hZ(dwCuxwTCh|Fh#_nz$AULJ21h?D#K3+<`J6(&AW*OS7cJ4~=O0gU}%P9}d?jk~pPkI?2iec$LYm1*;6u>*F zqJT1gh6qdV&afy`L1ct8xm?3lD%l%7wp*jLCQ6B>gsj0xm!IC&ZasnBBjbGD^ZKf zFHs{d*i4mHkH0{qRH*CxkmYrYpJb(?LZ%N*5AIf8kVXK1X@$HgT7QIG zj?lftCay(vLsd}8ZGuGbTxWX^u@EQU!!7Yia_R=>MPE4+CHc4R5lgU;h>Pi4S5YvN zwW^ZQkI@fqDvmM3X#mT`( zCEL3&MI5LtXN`VE!I^t_0reQpH5UAujtscqNGNrmc`CDfvlyn2ie=lPZD=hkRJt=A zt@_A@YBRFOs^(ge7es59e)xTz09JvDTQfoRwMl56$+Ssm-pTe>iH7I+PLgV5&r}NB zA`6s;&~frrmT{YEOr9v(SM{Yh%UhMFphSDsuY5yo6+TMJxQ1VgIaYt88y*)$_c}b~ z18Z?vrEZ%CRb9B||^9DvdoTk@$NR^YQl-Zu>z!}GFs$RAFgF-Tt5c^kp>aDhqf zr#njK3Bri<_vG-=%kIPSA*wz#%v2oVzS-Em*dv!Ai>JbL>ELmAAie`~>l5jzu~Bhi zLxg!8MfOiQvgFv=nH>{#XE1D3xsUNikvcSJ8)K_V^#dX&;`^y+g+?GS%fY2s#jI_I z??>}i6P~4Du;&AZ4Tb1uDp|$2#@nQE59_BQBZD^ts0ZXbh0a1~5TvA1%FWE&$*<1x z<(7^t-Eh$oTLO+Y%Vupk79bc^mSca5qtLOgShs|0HWt=c7>*pjAIF0vYch;(XBHUP z$;_dloD4&naGPy2& zUdF-$an3AcPl#uTL?O>8Y|BqZBPCgNgq?#Q!Lb=&X$;F>z!}0VWeqWehN@PtCK7dm zA}e4Hvll2FMwBJig5MMFh$T$3=1myWot-^+!-kLYEwZZ-_av`h36vknH%tn*d2a z8(^4n$T9K2K2XL)#9J`U_{t_GDmWu}2cZ-7_To-3YMRvp~qb3mgoIQ&%ui zMKOGCo5qp?{%CSDBz(o8-Xw+qKQg14>-5_j-q0xG#kPQX_Y-wYPY}23CXfpLlEza9 z_!JfddMZTL<6)Pa^&mr-lo;!&R6&z!Ogxuca|p2^NVFoJ1%%G4w0+ zA{}GMew$N7EG50@lzcuG71xBTpm5G84-zE_6<4Qptn8JjisB9NIT<1{nvy{x&fPGP z9N&!mj$aiCwD1q7qCT^WaJ1WU60tcXBeW6$gG8vXVInL~r=g_uyRtTOq^0ZzZqYve z<4_KDm;v-qH4UDOx8HC#J)V8EmL6-ZtHf2u12XQ7h3@8w@`P5%Yuj0SFRf3ZnNVI*3V~Xebtndj|b5m|jU4t{w-E4D^V!oY6b|!a~8+Bl9yo zPYm>kq};<@M!Ch|%qH`M8d&?$q2z?$LPxrU>nk)v=aiFQkk}NaBZXIbxy3mY&4kd* zm;&zucdqm>m=RVY^vI}CLUzWp^GqqCdZtYTGDwsgR6y|>j2aZR5x3+mC%UA$m8do* zsOEqc=Fm2#j~R|t`C~2JG}juxe!I0?q9uUDXiCy0f>e8PBEWlbMWZHr;^vmK@GEiWFj;2L2Utl}KhU7!LKtV`gWAs=Gt3#nW{ z8?1nz!M`DYfG?lE>{gB+PT_S_O#YP&IYoWU80qC3Lsp3L!YMm+QGoR5wrA9^dMF^K9`5)Al>YIui4GUWNJ*pI=mJCyvcd|L*iUpiQ*=`r%N!-_ zrCEx-VNsTx=!PmSv%-q@<27>21{c=IOq-mT5gG$d>?0Zj?*BG1Rs-%$<5mOH)TSfN zfP-lbwc^&@OnSW75gr3h+#?M-Mzs@GxhfNJV#*T;$eYAbA+B@i zZgY59D=ig7wu!uEEF%7H3VO8^_sAiibwx057gZwg-QG?!qt}?^Ezf^mVBO_LUispT zI>7aJ>H-ZdxM{t3@Msed0(k(iyeNe~#q*dENAY`p%f~PUtmkZ%_ zSop`?mH;P)Uto?GonLSJOr=$4rF#(k%uEieQ7ON$jcS|rU!IqYg*egyHBkk>daD8M zIAiO0$JY7!abWG>JHWnNZUh>vQR(41R7+!e=~UhpW4OpLc#Kbr=g z#WiQ~qaO0;pdN}PJPBoZ?GCd8j_48D*eFvw}{871acE-MsPWXSs?+Y z8P~7KL#L!tFJGL9GnniiGTYePHm?i2SEnM&2;q3uz06OD+>H_ia#RaEJzJl@J#Xe87Vy4PKy6TQjh*#V!L zvP=AjaWvg?*reMU$Ga1DE8aC*`t9;`_9BvvxWd1G706}HM$Tg7ES$=oDJWvjBTP7EEtw%n+%)txNyIkOCvA6tH%r{eRfV>a)mBN=ssgda z0ZSNVr6F#iHjs3X`jKFx%49PB#ypM6wkCmT+eFN`d0sWl9K*NuP`;{_okmd+VuVwm zgXHILuMVuxx0)pn>rTO@0AC=31NOW-CcWbNFea@HVgqc57#pC7Tod34RxpUwdih2K zwnYf-ZwvlIcSD9hEU{R+zO_i)qfE1T*j`E5R=}KkWZPJ7X!{>NrgV8_sXzz@qkCYE2f$N|6FxPu`4HEy;uKrqqCPV0)1;XkZxUpD`rFF9Snw z4K^-Y)W==4+b>Nrw3$3Ul&>Yz7iP~-9X=Blsw0hFRA9_`C(&J zlAfaAB{pKwquI%u9=wSCZM4A!Y3(I=LmgJ3b(?jMggad|lw&jE*-_VT?5<@7otm@I zH=EY+a?^|MSMl-D?CZ^`!`3T1E0s%H$ff~^Ug)aRO%&47`B?JJ7uDn6=FHr^9#4}K z=_QvLsYYizKh_E=30H7;Tq4K$O5`CV#*6o|dEm|J`xdP(cJRjwk7AG$|K)MhoBcWs z-GSYgUotz2ct5YffxExKL4J0v)&10XqcC;4za#O@UOS>Tv^*YCCU3w&L#pI}l}c`8 zMFX|*WWj;+OsS$NXf41cR$tgVjeHcVvH-k3_!pZ%^DRzdEQ2+SvD72Rq1lH34XKv9 zEM6=F2Ni`OsPa^Mq(h=OmUhJ%YIXwj=~vn}2uw}Ip&?4mWfoR<70)~c# z@aX6)*r0UbiT@usI4ZQPh#7$pL5l&xvc{By0Y7{YI9Sg6!llOmCIGei5Dyg}@QF+% zCiiyR<5WM^f(TAe6yd)S0BbO_a_NjsjS-nM^%I>S>#_|0gX`^}jPMSxaO<%SFNl}< z>uVmWHN}Ont_LW#P_ppX3tzWy;TPAs%qv+V4lZ^fQ?nePPxmC|)sWRw^Y4<; z^OL|WLqjH%64jD1t6<-TNfXYKKc!X!z_h|7)TN+cS*h))Xc}nW!Y(s1c$2^6NgXAA z@%Nfe{nBSOoBAd1*L>nl%s?a~gVGpJ0}XGglsZ_N+_Se@>Je}2V_IMtGL0VIgKZ@T#Sv&O&YWCZd+F|YB9O|yj-MH z)yav%v=5Pl8N;9l86+8ntC!{@UQaAL_P-q7+pB>e-uvOCrD)XOCw3Z7CA;INY8T25 z#ByCi&sA&OM~*!`4vb(OfFI2}V&f>liEbw_sSVYDv8ZSY9`0*qP^*+763{(;iTnC= z3>{dsc87sd;H`|KXS*bHfh)k#U{M#h(BNE!PVq;%~Z-;J)-j& z6o0cULH+LcZ5^sQ3HuPv{~|+9{9uL8!` zbQ;fpC9#204b-PvbsA5*DwB=0Mr0a~*kBq@;(Hc->i0baJ|IOQs)r0=o`lCKJX*bo z3KDD8P$nC0BGBrhQu6r&l;oR|e}XoW>g9LjP8kQboA6f6h8-*6PVN<}hzbuu_2_gB zY4s~ZawYAm3+r6=$O^=QNNGa{T-S%z$bHL_orC<=bvPid8rK;4zNL4N16%xUs@lGP zZt5>o0TyhQk)=Wj_^!0-h>AX}$ciydRJ8&DTs5l(fccCA8z_vZe#Te(*x|dJx~Cj* zn4|9f9PkZ4QXVna-2UYBjrq&cSns!FB==XU%T22D;mgu1Cg;=??~wTqvNu^Cy4eII zZ^R|Opanum1AQD#Y{EY^t#(MZd;+NRW{_>}!F)7=e+zCvY_ZxHX35p0FLm$GQIZUYY< z^;Q4JP?&zY&O?hvw0`>3%o@2ZB7!AWN(Si z0YV?*Hhpc~%Uc{TW?ak=i-8z0)ssp4{ETrwzc8id^3$aC@bdtM1n8W2`;&kY_DclZ zt(B(H5Gh;Z4)UR_bNhttmJY~Tg}-rA=@hl}6^fcG8)$)Jdm!WEl1Grobs*S=xf|Ch zKfT9)APC$KF2+A1P)Jk}?8TSCo&@Tfw=39wNgj@Jj5cc*&O$?#D~KN>RVbK0^NXc! z1r7?TaC!%ra2NJ+=Ir*-9cf28mu&JN)z4!(9x9l!d6W=T^>Q8c%To@-TaQT{ElWf} zR=rR0!MOs_}jpiaELd8%S^ajh_qWa4|0%6|%h5YmQk4S~d74)=%~Oal(i6EK=7& zZ}KRe_8JyI@SMpUhUyLzG@$@kg^~c%hL)7rgg!@|MS>6=sy06$E08p+5ipFLTuDlM ztosm6Z!q9`bVYMY;~YK8bissM6_hq+#3u9SYR&zZse51hwx1bUu_wV;PKA`SRjtV{ z6|-fWZyQd9%yU%D$#bTxQ&%e?OG37pDuwH7;^qg*Ip&VaIp#ylr>_=E!*Yh;4^qPaK5!1ETi;9QmqJezz+8;d%b6V6E0~NG zAcf=%!wqnTi6vW6&T}BzsEDha>Js5Ws3w_M`7l2G{5$vLvrPv_pEw z5l_iwbAg4b9D%IluZ3O~L1m1;MH);%NMszzh-62lfoQR!J1dPGP2WeYO$j;!Fj5+{ zhh<2lR{JeuNMjR|N@GjhmeQx*mPW3oQ~XMc85aaGN0P|RfAz-ZHbLI-2cnf)<*1D9 zrtfUB{{D+R@%hDglB47QM%w*XL;HV{c3GL&SpFY4yR0D2E-MoW({~OMCN_@$$=T)j zKRCPEJT;fCh*y8;j*$oB=qKtoSi!&xR~rQ)^uaHM{M4)!4{t)zJdkL1QjVvs9GTSh z-OAbkG2#zGiI+Rczr`pfpYA?-N=9lvll4CMe!dm_zTlJc{4D|f zx9#_n-5)vPPxa@K9O9laIf=h-I-fJ$Nh1#*j>#^3FC)wA?MJ^~|8l&jz#?V3$ataN ztIt%p-iy1$7Foxf9B?mtXU3RVxg=Q#(sHFG%Tm4cU7kSz*mF|5nrwK^O*c~nN-92q zg(pq6Q*|ao(3iNI!BZZN`oITIn^3tKE1=|V_A-k}O17yrjiKJ-P05f!do{si87}OP zDKIT1*B?WC#5=s}`^YhRe^cfxu88s2s(>w|o^)P6EH!I7o%nMJuW&|dy60s?X9SWp zRbqThr1ZQxBuC1BKeHuW8slze^VU{!zz>yIVmhV805 zi-!HTT#Y?sQ&sn0X_(!T4fASKmDgDVmDd@jstBnXdzGfDoODz0Z>FlbEDhj1laevw z#he_GGND3oKIz02tOZi2e-5jgxusi%0(qJs?wli{ZSx$>j^zHnmm8Q2S$y^V_L%0A z8(QPa96uWHkS$ag=bsz_m48HvhqK8l=`RQgT_q5$#0DAf5)(V{gG7^z+TX$t%64$) zK(nRFewSnA&uD5VcQoazTuhH(ilcmMEEq2JE;Ns7)9WUx_ZTj1p1BIHe-oUWkn!hp zA7o9sV?wFDsM7hDCmPyOfgO$PJ-T$o;;g=8G{I(s^H%6@>xx)fUc2>e`3MSd>R+3R zuxvaCF6z_(=#C^xyP|CjHecYE#%!fbh$GA9r!+$lFzg4Cja2%Qjpl5nse^}=i{?_b zAgdRxrE&HehATsb^YOAHXvN(q@5Fe-%=?un3yayfgP-uiF^A$}$7OjE$cY?~N?}&5 zTSFa@hfs?u?9eheiR%V{75b%l9OYaO$En>~>ku#X*)jw+51=FeAyCC)`pRKd5jO)e2P1 zbEv3DE(;y~QjMh5vJo`46#5b>(lM#|+YHk(0cx$AXakdeeInz){?4Rd)pk@$eP!PX z2D-jjkz^wg+V}+W_h7^QRUj&_)ufbUKLM_eN02W9>{|NAX_E#xm_6<(4J5B8rcuc; zLZM|aL^*2)VifJmX#qwJGzCW!PTxR&2{#G;&lEwm%siF2ifh>ENp~fmmU9@Z&hvswr#(2;0q+D>EHs5EU6j-7e=4? zbM1nv>8{i*(X6k_l}@CfVufECI9Ke+lIBq_&052k+8)WIiXNHKbt#RHLOOy}ppXeY z5;M!t!q}6*)HCcyIA2Ty)MPxOcnrQ5A<5_DpO)S@ZB2v5UilEi>b?56vd7Hx&g{PV zB9k1taTMG`hV=CfW9h9NR80kQm_@tEJeCh!Ji>%PCYTR%8FW2L>!Xm)AQvdBXcI2G za;Sb88$VZ>Q5d!ibW?Y?$Zf&`b5*#nAGlNN!`m^YNm(kc71RLUbHaxG9LVHkdG7A%N=anTB$Es$6^9FK3_wCg!(9pys&}a-^q!B zn&SFNDz?aCtq1J+J6K`+*ZT|*OhZ9JP(LB-!?9dw6P^8qKBj{ zl=8^sYi=U2e6N_DpNsMk=Dfy^c=Fb9bjYbMwgLj7?LCv}a3A;>TY+pz?cDJ*gjtQ)38@sj z_F4t|t{t0qFtvhcJhg&xG}Wu^GbO5VMEku(RK(Lf141~XH<)>KlUli-?7a~uBa#4Tcxtg+Fzy81h6 zScH|CoHf=rB*Mq1!9gUqMguGSyQow~TM8|A=`Fyy63Q<%7(anEC(WUmw8OyWRHY>W z8lI`udBP4P`(NW{$*O(X?f%{iS^iw$&mN&58++qB-;wi3re^}Pv)T7Pb&Kg*u#~o1 z#Vg3d)mrXyyX91cdEL#$c{H*q3gh;COSQK^U#CtO6V?(&Ui%%ilE1#g|?b~oGX{|9_qPwnGeP-E{g_HW;RpXe~zwklZ%ym?R zwk&Q_J*PPc9r2{|^#UGSwUQs)4okeX)({Gfv2roYdp&D=^7gDmqhI6tUm8}n`3 zs>Rus0Ofx3NC4k$&$4Fo*%`rc<44t{=TXZeM6i*vV_+6!CXqS#S{jcJ|0C&4&D3>_ zL(+*>TMXpF=d$nwo*UfLmt{BKjZ%puB`B-#q?5BAGajn_N9(DzK27OV_LK}$<+Er{ z1p01z=@mA7vlWTu;cw2Sy}5ISlaWMA*IV#6+jAXmbr{eX@`(cc+3od_*k+0-C%aM00ncFXVHl7P)wx{1+ zmsbV*%aF9hIeW3o;w|)F8n74g66V^?ZjQ6z^aT1M6TeZSXL$ zx6i3YQ0>-Wszw0M)WL;xf34ugxkC6$>%3l!AKKnW^1-U7AlWmlm8>=^OtHZ2+Z52*a=au=Z@O!i_8BeXfY)E12Rmlv(bAV4S_?c`bYMqSH05h02~R*o zIvs;iEYJG&y=Z?Ea{fvkYV~pvYSn`}Fwzp@t0LaCvn)~9k-Hkcn4nF+DDwqyoW*q0 zVLvFSd_=()eKWcuR_==9>)Lj-3CIcEpH+-7+ZFf<6fk=Z9HrGb`>jn1!q(FWAvBbQ zkdR9uc96Dc{=UC#w{l!IwycX8!>B`@XS+qq5K+}PI}~AT!d_3EwC0Q_Y$d}^e`Gb1 zLj6dTv~ftSrZf9Q{jac2qqU31cf64A%I2qUKUj&zGhFE83fh$rr04Q5GUjci44<*Q zJDidCQLo(gCD~Ws=jMyKtw&TSqNY8vud%i}`d`>Tf`smkE(oRv#$Q)H>*7 zbr##?u7xVi)|IM;Vk5<7pZ)!q8xoWtE3P=`Yeg0HFVW(5(zE>EchwMdS1qajRIXs{ z*yTbSf9BZbc5}VyH70y^Cp;EilP_6u3+$1wRWW$W^1DuV_}JSMKueC&-jQK2&;Hov z7T=1@%3|fTpvuCjEf}9_zH*HPw#vbjq1aL7eKGq+2hOdhn%Hjk6^2En-}TAPYmxGL z5!?%RwSNRO*PKUo_Kl8c;hsZBPZiRwyAt;7xgOBFXELPmbYL}ow~*(*afo>e zwa+#ozkLkpOv2YQU;m29 zb`-G?j+JS)sP$0KTlk3Hjm2d~|4n5?_D(EBCMeJT%aF`}P9?*UtH)jUhU|@O;(+>U z7!gRlT=!+vki-Tv7{LDLci!g^d-XhL=%m_LQnI_N0i=S3Xh(1KUJH4(0Zsey#E3d1Iwe^jQ&GnR(zqAvESB`{wb{D{C&Zg=o zm&GO*0$x)eosXmppI$fTL^U49zdlyqYJAG{lwv`WUCpa{vEjx357N@p`e=%i00k~L zrT6^K=JrBVEHlPAb=`~3Us2mgj3wrwI1|*ApV^uu!SacB-zjwPQY2OanYQ(Mc&{Gh z^nSka`69oQ{_gIoS*d5|snofiK=AFV_AD=%ez5An8*4&rPhQs5HTkxzJ3Xv?!!fZw z)S6x#y{zCp>B(N#oVO+BU6Nf8)#L<=Zj})rydY(EL@3>u?P=X-Y&BC14D)wYyM8Ob z;4G4hUU5xk75-Qljiwn=UV1db`G1g1Gkgs5|6sJ|jU6Bm(G1d~`4r9ar97)yywVxhbPzp z3zOOo!%{UnXo*T9<@6Y8W!EAn1>lMpsdS~yJYdFb-_ezkVniCR%1k$k&UZf2&DJ8U zd6Ja@GHQA5r^R#-18w*ijf*(a6Tf2gt|tnZ#kfYQVA`}X^@k}^&WRhk&&u%?RXas~ z&st0)CE7FDl@!XF^_34_19`J*$e7kbXb@mAxqJ~KVdKl#K0v@K3?@~IyFW8t5X-LN zVRhN~j@_f?L0YIWs_-&gluz=CO?rF%zpse67l8t2F`g#Q?#3>(_QNT4ick7cCS%3J zharX7Be~h{_w$lhwUdfmR*RY*{07(~_q#x~LkEV{%5#RV){Ms^u^m@~E7-ZW{^Wgo zHFM)f*v(?Y>g5oMYxMR769w&6zC-0R)wF1v?uKH(#Ih?RDa`sGF1d(3$CsS-N2d41j$LompO@C9cCCdzPS=tYd`NUEm)fA zvBheMJvUlQNajuZ&l)1E8?!a1^&6U^WZ(l_KYl%UHzmv@@&ea`v=>k~IHBT}l|F{g zz16wyfFfdH@t)G^NMJg#qUIBAse*aaX4Jn;(K4=xP2ZnEdRICJJXfvjUCe}x(``9c z?vET=cHKo!(OXE(+}(}QbUV6=_%I|-y96gfrvzeX4ug(Z&X5p+ocRJl&JkQ2Tc#XC zY*IOIB&(_^{(=|O8)ZV9?B6*=#0d7A6(kX3Wg9ePrUiHhaAVF8e&F@b*t;EYvrTL$ zE}UqkADxDuEmc$f>0txg$ZteS=wz@Ti8J-E+PKrY8WNps@O~zYY3O9=a22METD~4x zXC0H;*gVJ5ZfNESRbl&%*uM8oIC3N3& zbeYDaw1{8GWFD61n(tGOCxYR?iL^G{3o*=3EUM+cPq78b_2>3#oJ$YVyHb`ck^&bY zB-kKX1@PvROgWdv(qv6`CYdIkLDDZSUF%HbH5c0hE?tCbF+5clPfheLwH_Ne%{Fkq znwL&F7W%id$kfKzZz{H%ih{e=MhLJp*Eh;N=q)VxGJ>lc8;Pe2lAi;~4J}TnwAX=< z$*v0GbPwx3KUhmyfQW?T^-=MTu$BS8I-D^pxE9Nnx}pPed8)5j=iF?%v#*Lfa5J2) zLi_94)1rc29xr6iN@f_<^?WryZcPi;pe$apH1{MotCu*fC)d?>|7-j&q%`-FPV!&) zYd!5<&sf!|#Az=Qc5~RTtq)Ti@ptUpu8&z?Sf3@hCUU*73U9Q0Tp|Fh8uq$l5v{1$ zK{rD}F=lL>6r|w-=K{o6qF%&B4BnA8bp8CkpybqLr+i``B7|(F@!?O*Hq|d`g`4t1 z>G8Q{d1u=Wl(NiW*VWz5@T`eXe)(g96Q%lceIg#(+T5Eq!FDzU@AWy6k89%bNbSd?eQ+fPDW<+LoRhBVY zatKkMI$bUtxK0Ha46dXW7{eFZ3zpsW{I+%Xo6WjOirmH}Bu<>2mIz-INpZ~!3r9*U z>{?h{EQK$kM?6X-7I4y7D0-+dBh-Un@IAaX z4~bQ32MimYPz2&4H8nmH&CPrS);e1*l3MIM&$#2oQlHa=NLbg7VlR4i);d1X#*2@R zEoJfx==9)P+#>$&g-_&KR*;720)fNe*b}22t z)-oI1A?4c5;l|2CUf?Qicr9vzD(L_pSy)vIoeQ*7i4TEm?YYXXjj)@%k#G6@Ao@Gi zN>GKfce$y0(M;oY7-kBlwqi6bUXaQooIWO^z@!lCmk17Quyl?TkXr*h$S5O$$;1ku zO18o;NoXIn!#Vm7*X%IOE47}fUe@Ba(r`j*G(WHZ42NXf5V%NxiOhH|P;>J}$FhN8 z(E5Z*&}BD-mX&+)Lg%pID$u!x%4FBMzW9GQK^By1XJ`mp1|}SzAC@VZ!gl7tI_Q@<&LQWq(qukr7e&aDM{23CAC;CAXC^pBHQH*E!(BclXZAkp9556Yghw=qZxc8$B!OW zv}r!K4mHZbo~K4D6Jb$jv4tZ(_zu_7s@#A@qc~LFezhRcurNXFLFfSdLCOGP@-Ra( z%^1DBCy6_*<`DHutn6@lUl}v+L7*9LNnW7xaYiixcsohdtg3&90DRSTOe{!$vvuXl zwz%Z7yQ!?vdhPl&u3xJ|*DTdoYic9yYP)@0VW3irZIE_-C`3Bs=9eyw!Rr)b)!1#u zj%C80*39M%Kl5)W-m-KlVPkh+@Bu4W912wbrOcSx@`p5p9N{#(en(i^Kw&|>#!hAU z38|w31?Y(h`IxKIUjhOaVlUCFbJ#uHR$_MG$o}$G1+IK1>%CLovYT%fW@^etddX~0 zMjuk4SH(QbjRYJ(Q2BN zR$H{ZLv6KhY>v?&XqES>L)|Gea~%nY(w~BYp&+Z{#CSrY)STJuqh(%mwv$#wXzciP zZ7!sz^j=6vYL9+L>iY5m8MkaiL~Jx*rt}?Hgfx~%Bwmi13pWp|1H@J;U3f!q*+DQ= z{ro;}q~1pGy?^`+heTBt2BFTe4GS`9;f>!qa~iIBzzdb<(GDlVbUP*}pW;)TvMy|4;FJk|X(&*!u%YamPV# zoU;z9m-)NEh0aiyhSpTh4?tMiYzJSWY>4Jl4k>m?oc8jv{QY%hC&3Q=O$t;wB+UW<9Mv? z7S5P}4AuD9P@SCKfof7er|?-PH%PfH<74cTs@Ln8g<>m;<$W15DSH zAJI9p_#>pJv|j;_MRT`K$4+>h;wIg26QrdGXmCDr#8gTBpcW&F``ckgBm1H7)4l}^ z_>!G!hG4zRo%!OEc?GHpqSPq7L53^r0+xIQ`d8UdDeHuD^-q&?Xgr;jl@`r2+4F$G z8%H82P91X8QILR-^$7~R1~`(3=^sy{*d4t!?8OG)mib`}CrRwTG9PjbzRaA=f&BGe;$ z+$0R0y8+U@&=?CWCR3VaHcz<>fxDSm$$vz%$>mmt$2Gu=5kl@ZKX0I^wf9a-d*7WA z=p3NN7|1KY7#PA|E`TCH3yyRvtvn0H>k>Q6E;$aC3#*V@o;bm8!kpqi-koLy(g#40 z_!A!X{_!geAXt&>ns z=GuP(D~9bIZST^50&kA(?c19|`IsR__Kr8zeh)?7c)Byh2pMCn*_e)e(^tED;h-%4@R?)eve+6$|2bW zgZ$=*7$h*b&>6nn(5qMs^aPB3u=0rEwF*rMmA4(t#ff)oZMxcidw5P#n)EV)l`wu07dobr7CJ_e7D56{0z&qZOr!@Y$o{thH=5fP@wp3O zOxg!E(3rP91&#R;NYZo8G1T3s1cE)i>_c$UWeHgv=5IJbsV*oq2LjRVoOV|I3likH zwr1e+t?H1+05GP^`? z*g2BZ{~6$qIm(8~AFs6S^`W`g$mK5zMyHQlbm|Rnj{>t**77qxuOo}Rw)&#tqKAH3 z_JL=hu)PACk=+hNeO&a3%DL?xCUwt%H^y9H_)?)|>Iiy=jqoWNgNXY!ZB)y{V00WD=ZYWm8a<5?o&CtPNJ=t6b5U#oGnJL?J{Qx&4<}cg2=1q8bJa^ zwj0tTItpy1E$A6a=dt8vBL!I;kj|t4#S{moV8N^@`PV6OqHiug7C;440f%WxfjG@W z;{pg5hDRh&zIPlcfPv)0q6pW)WRaL(5eJ!qhwkaWUfHsbaT+EU2nw=2cEfAUvW{Qj z2+C7f9GPmA zji@?%Gilz|dKtLlOBMazQS(AsRoC~YRYf}CEU)%3^ASvZ1bea!1iu0jR5B{@tQ-`@ z6O^EigI#|9OeROKf5s88X@{aJB;2WwE63lz=pha$?%p9EV{&w3;Yq5)`rvfxYhC)T z7O90AKh~&5V-VGWyD-U>;nfofE3 z0Y#bu9hD;Et$A9T)#josP`Ft^F`8c{HpIEenvFJL%~BbpUMtkRZp5Ti76kUYwroDA z4H~3+$hpXx=*D!+`8y_k{8p}55&c%bIQvL4K_^??q1zW5PuH6f? z_Zd_~$pOhSIIuNA;K*U5Lw3VdD@ zTpn6FMnrKKVs?&w;0a1*G-@e2s$Jx{thcNXOxa~YEnWba2ss*)Smpz~RDY)0?7VrR z!89M1jKNVY``5`!k`X)5f*Y>37k6Og(t0zZ7Ek4tAQv)pvZu-7@`0H@q0u!5UF{YB zIM-9<>aM)Jl@{R%3L+n74>~rKFNC8;FU1jce&4v>`(R%zPQDSv1;24$_<%n$9WNy# z2vG`{{GkBs&ohc!h^>zdrzt~MSu6xe{}7RSft0tJ_*KIF_Krq>$(e9;9h+dB3tM(s z`UBpw!LFsJ4yhD8)8Czksw{#Tr@j`&#i4xx#j)Kad39-gSFg6dxFqSlsL z*Y4G9s@eXs$6n$*vv?q4+t$irry`uHM9UcKoIag3Y{Gf#Ct7*+JIIPFbhlm#?`+@1 zqe8PKttFjP+?ZHo38fk?F1C7~6~^V9)olw>!lQy%^u4X&b93z{?eHJv$d8}H0(4wD z4zuDJssyZx<>5a?mz(5ODNWIZO!k}evy;}d07VRZpbpaVY6OjFqnI#J7*0b1WKf_} zM2es%L=pvPkA{>Hh{vv z50xtk&>qsiL&krH3bdBOAnm5G%|!PbHb8+nrj@X#1dZ()Elp80b!1aaelcx=+4ge5 zYqF(qJvX+MFk=BpTk&FO9FdUL2BlIpn9Wl*KM=V>jgX@hSP4_Rl(i04WJ~F2`+~}{ z+P-eW*1PO#!ppp@Sw-(QtochIq0hvDkwT0#s#o(3u2waY1V@<_GSQV0ExMg^5rr@w z#KtVd14~CiJeL%wOQb1$>I`=X7zCxKb1{6+Bg7w5Y=3K|Cp(9|&{=axc5%6MY2<^PJB@Y&@3R8UA1EN7ZzW)|51$Gl$_Bl@?m{3lhsklT zl1Mxj3uPWY!O7m^fm3J~Y3Lm!eBOtqc z;T@m<5cS)+1UyeW_B5Wapc!JQUxO&dp;cdo*Zt7#9FL25^rF)hjeK%CY$%E|W|Kjl z>{7^P1*2{aj2|rO*PVr~$nBHiA`#%Y>TWh$>mxw;1^~ zIva`C_3$f{g=WK~izKE+r{@3{sIQgP4y9(?AobK7+;}Jqzbds${({nO9s)2P zfM%qg+8=a$5wsgkkLNO!&;p40#s2`E`N8MWfc9*% zePmDEc>UEjZX4XeRm1p1K@4}rLGm)4K+?^G8buV%qXtZH*}KZ%bm9siZ!WdB;`=ycXD-`DfNsNGMc>+?A3iZ1njG2IUc>mfwa3S#7-&OL>Dgz*A z^Oqtls)<@yBndDGBPns39HNNcK3s|?vN`_>N6L;Q@Ja`-JNQddHCpf$cS7O6d?_2` zS0`a}Br7*qBO?!FL+cG{$!f7XgVK^t2k@)I6Tz6@`hMU?H0YW**Bm40M^+Gics$-Br64PJ{ zst{x?q<=psl?Aoy3<2n$n-4YRv^qR0%g+ep+f#AX)g5j3wFSqqW|m*Yg#d1rWD8nu zPKN;(w$ndWow?N5+iXupf2>>);9j(6(V6hrp8O7KaYE|b@Icu+!lSup_kKWR7qB56 z_eM`PCv@(+@GzHpaiUFpdEk_cUs&dwd{j;faHr)WlDeJ6Ql;7bn66aJ#m;?V_4EY1 z!;6Wqz70P1rGp>GC?tXNDn#Ky-G#VxPG84pH;94}_lZUYxKn1Z!Ltu`m5PFig_%uA z1hTbMBVfcN3xMeqWw%s%QB^+OXrY@&JGBw&fYZ|J+fXEExNznhySKn9Je1F-B~h zpWM~iSFq=z{C@Zv4KwbLwMiNZsNzOWQZAHVNQBPbwb*)MUN)=ts*|U9b^1UJzkU!c z3sQa7`T4v0r@anxEQN}zLu_ybtw6F)1nFpga2Cl|EL%f*OEg0P7*s6A%V=w90RRdX zGnl)uG&pY_2Do~o{rOkMD*}Hhui4#w1ixUbA9t9|LXjpI2|wi+Vg;$k-NjEOY2#VK z;(C)he6stMHi{aT^XB?c~Q)=CJJhoQ(WQTc)B!LifAkm{umsOn`8X}gQ$|DL6gJT5uf zJ0Mds3S1@$gpnbbmrp+8q-!$Vau<|sqjy+zq$PJ&d?cB!F8$d~$Wh3$+FmllXAYgz z_El3DmEM4#i7ZZDkc2)-O@r8FF)~FuQDS0&2^XG3;4_$<%!~aJlZJ{a(uqSXBpkW( zdtR!dus){WQZ1Aj&G@U&P&HB#yi8RAwRwy=E#lLvhir#udEHg$_-*8C8H+d71Q0J9 zMh!0=X2bl!nh=INJL(U|Nk_Y{wnP2#46;_eZ}w_^5%$%&L+Sw)_oM@?Cb^)k1 z5KVQ^kX$f9-cs0HsWDuv4yG0FR~)PwdJ=!vD2zVS9o(vPJgkNi8=6mmB{?2=lVAXB zL^z6uQ57nw)qm0)<0Dx4U~zG+axuZ+dLlSXUzRcXn8UYrjBz)4Zu%_Y$j~D6@VnYQ zQ$=oi0tJy^j7>QeKx#weUhVBz86%XBBLM9$bG^SYR9(0+G+e$njQ{C7BuRS+f2rl6 zvM_x`5f}Ax(isvcD|i-I#sM!QCP8f@jR2K%gDo(4$snNF*c%X+%VYR3{87TMHA`A( z6iOHtd}$jD*>c%%0(0)tJdvWu0Sbtb{vHq|TYlh#wVf@0EK(4|431=$-nEXM?6p;7@PeNu;t8gs6kvrX>SIaoP zWcsGAzJi(TfI_`34i&xf3I`RPyO+)oe8fpaS~vq0{nB6%66qF|Nq`pAcx&l@${p18)KSVwvKnzhKbIOy$_fH`d-$or08m zP^z?aH#dsL^pXvN7NZ+T$O>IiBv2K92caqw^iwsNo13_@8y>l`FYGf)fNF-AObMt` zqLLN<3j~fpfj}8Ee84jfsR#?tbA9Of%&7@-qHx~?(J$S$V|=j{b@5mcHDxLk5si5v z;u6WB2D9M`Q=*oDdzLayQpthR^gI*p;uTne!!X0wO05#XfZsvEkiekw-*vWx6<<8> z(jHAiv2!E{3+tjB9U)a#oX`|}sXKe4w*4bb?n?Ta!>$uMgApe_e!6l<1%Pwg`WfR z>%T){c>RB63Y~foqRv5Z6XjqcKjP$odWPo{fp7#c=6@h2rrj%lk>`LJzKDRA_dsZf zC;bYk}ra zG)VmX494!GZ=+kyjZ*hjUj&<%voGSCcVYmW!J~EX`Sh*9SJkAw4s6Q{lgLFQxWP)U z0c>7jp%}ZcuiP`FjCbClhqGUa%ee~Vbd49Rxb22Zn@+IcTUv z0^v((n@uR4l7*BpH$)}a1Zitkn+wZF9rab1Oo5p{1RPcBI>LR+BmO93en6PHX=s_b z)yBbd5lTh-reL7{K@xCb4h1OUmrL4Pf$3kEx#4k}2o8|YsI>#)R%WihmrY;SyJv2_ z!OdI~0OmslgkkK|dGbnZU0lRL(K-|{?jK&dsWg?!+!}uMJjJZ732Mpa-=TR#87C2e z$J}Dd)yKemSGF0<)e4X6xSq^G1O!=|Af%G;8#toWV}yWZRyFVXVjv(DIEA`fX;F=1 zo^$-$OxEcyTZu>Hj79Y832P|N-!wvrus2G|5@2Jm29f1FeaU}lAR!LPe3&27sm+Ve z4b`|ZVlncU%hx@Mdz(W>W6bHg+`H219vUdmqtDhtl&n5&x15Btk4Kje40&f07OJx5 z?MHq(eJ73_|6Y&C;tTZLGdys4Hxw|eYimg5YimkY9&!a_;~`jOD2brvpkk#w;f1o> z3<+pf9n<$R+&3kb`xvb*ueg)G^V4wHrmdTn2m_}Sm1a+e9@W7QLk5D#7E8DdWNt52!#VRCeabj)aBd9Mz*RXw1AR2STaO z{cG{S$5Bwvq>@V{Ej-G9ngzCb|WH9s8Hu$#-h*m-6g0IUP)}U;=7B;5OndhTv(YCto}Kw zhmK_|5v(f2a+4<)MSjQ_>iTL#4ub?d^oySvMv!5xCTJHa8iySoQ>cXtc!1b26L zcPE59$$Rcsb-#0dovPkbOgB}#yJxSpmp#w=!UqTyx1+v6r0%Zn<;;3{3nX%wgGcrr zh~UB_b}-^4a`-{yhY}!(PwYT8hgHjkY9WFW6~_TF3KOMFAV*^JJ6Lj^v1nMSjzlOqrFY@x)U2n?Q*DIp*P z1Lq8-2@69ZevFxX5%0&7!FjbWNN@bmt>ueGyc_PD%sY+u^+pLt7&oQ{E__c}L&r-s7 z{;q;AsX+B2lrp;TdyI8|0gs`3(q_DtQVMl(SH8W1w70g*n5)q(>E@;yfux&T67t+8 z;bDk#o7!W3YsWqM)+RSZ?IKyi8IN|{cuw1dX)4KCK-p=k69LV()EHc)NOr>;4_rbe ziVx0dIlZYmVGM-fbp(V_tqB3m5WqDnAykIunNXx=;}MQKq@oQA&nOosPb%)f ze;n;t=YUH%3--k;*Z%l2{|QDXvq11a)m{GW!}9;uU9z!qGW~DLF4=*dUVz9^Rt~oR zh8zW+Vj@u%5P)-Xb~G`xfpgEg)ajbKXhyw!#CQi&8X#6u&ZH9b$B@S_g6Rg~0BfyN zIe26}nBZnz(8J!kbi~HKVfSddr<)>}ihDDWinXa;ZcCQ=W434$(08Zx5OC&OI!Qd zCk(}yAXuj#;&CU+LK@8yrXjC96d@8{CB)fyd*k-;#eG z!?ApG)kA+?i+g@pLk+U#Dvch_rosSqP&CN9YP}wToInHDxL9kDlqPCC?*-Ge;Upuf z|3-v&4b7dRUL6;BQ<-V3kTjf$Xr9&wN=qLVGVT<$W&+@_9{b-i(~2Hf;0|#1NsiE{ zbP}ECF)0k-nH;PTnNtjANX?mmZD)3Gs5!eXZYb=|JjBANJyfQTew%nN%^%9h={=PN z$m&SIA}NH;vXR@%vN{YA)KCNt_XT(7VH`0?TWl2(IlCu_c^vN8!_ovn0}j}mPKy)b z=9)J@81_jHfiuQCs{m(&1J39|6WF0PVF0A=`L(Ga@42`sY_e$y8(%P;RqQ~epJ^V4 z>vuLTgA@(g*SfpO2Jbvv_kZJn3?Px9K zW~6=z6-}^!IS7E9E(mox+Zh{_B$EcL`CwL)5@rBGxs%~`cQ*!{owf<)Ha{+kQZ+cy zMf4&E+S58*h8jyWDG%e+6FcvhvpQNH`Hb(jmXZ=<*V!dQ4>qS2IQii68WyH^=TA*BayZed(^36S4O$g_iR>bRobF znOZqhhck3Zgw-G_>YWQt(rlmkr2%Y%)HJ-vz}z;ln7wo_86VbZtgW-Do#Y6MUNhnf ze8CfF2D{C8!UK!^0|-E-yn@R2tD@9RA6+XvtvigGUz;pW(Hc@_V^oF@%FnqH`WQxC zC7mYmG1%%!V2r)tpwP|Dwl$Ye{rZiB<;bSU=CiueJ z$yU=2&UIv}W!w)mpIM>Nz);C!y1GcwL2C7?Q~eTl%1B~+ z-u%z6O5Jcj{DU{HL5BRa=T2`_}g~VzXR`0=U(6(zs#_o>KcVZ2fpW{f{2&)xQ z(HkU*7>lC}4(Sg#22CrTiea+mTBrWcYMMaX*=+_>3}Oadn93x&x-i4;y0}n=i zZPXc=rbjT@w?_z`y6yxBVCz?XaVBp0>38zhqViDk+T|@B7+eWlm(~FmrOc#*>*@)J zH@)ych+k1Makpv7FpJ3@c3acS%i-+I`sY#9V@~`M0kGu{1P&%+%fl-o9y}?%8*^+| z6g?#vdNCMiu9sHaR2MucjYSj@)# zw*P*(;I%+LgX*~Y#k`#Q+Dx+4TcED8_4Io`9K^Klsaqd@f?xC>K%_i_-0<~~0%aFx z;C3&@5Q~^V3{lrmG2JctMjqL8QOj4YxQclgLBgW z)CN1!rv22?NMO>AgPj~iOv6pWuX9zQNYcpJc%aGk9V_i=%o$?9p;KEy&r1m52bb3E zt~TJGd?M6Sn74_Dt#`PE)2_$MUYbWJ;YQyk5<*!2swBIvuY_vb*O?b8p{NKBtJ*OV ze8{vO6atoU)hGOcptDv*FIC1c60~&pBLg=Hv+2G>Y9*Mz?er1TcQnPXq6||Ph5j~4 zPfT$<1}%00_I%MbM|&#KDTGuUHS3p)i*!?uE7aMG6nE}*%u}+ZC4+Qx%QL2pk;|Bl;O}*v z);FAa8y}XE^*a;UW4PzE7zvd5Xo!7=^x$y56fSa(6fWvAI5SzT1SaD+*vmtqP1&)$ z?&*pF_CE(@&u)8p2fR81I2Zn?LEf=ZfWd4oFs-8!O>kXPHT--O)+5KOfn7((TYoFZ zv>rg|YhuRCVK@3Qc{4gS>^fyom|bBscFQUN)PXEfD$_Z7@!2-AZe7DFB)b)F!ENuo zO49zNF;fruOs&tbmLR*Zmx>kKeoc1u36x7Lpwc4c%-<>LOS841+)c?|+Mfx|%qSK<;K;yyO5=&-`_DNFPGcQyv=4L?N$t^4?@nM{hi6?mSo zA}=6ybyQFkPy?{f$tjV8@&dvP%B(w3)*4PYLP~P7^LKw=bAJ67bs*IwxrhT z3P%&0pI%>?FEJB8rjzHGZCzHNa!t9+H(dKJ3^AoO)smN>7-G(;c1V6~uC49mLY`ml??qN1Ta*tg>RA4UBx0 zz|Khtdb`Gry?2Tv?Ko#8TMMNrld-v-Ia3oUvZS0j9b3aK@is`0j!o5w!<3Fff#KA@ zhu8J=)_coZo*5n~`%fX8Q2r5>KU>21szYsCYk3+i)azNLgLFu|T{BS0im6uSK|hMu z7NBfYke!K1C%y7IvO_v%V%hF4zMM_$5lR;B@Q;;)T3*aWv0M2J;u1_PZdcxs zTpfXW;V2$zZ}d098-XY3d3-`d)|wF@^?45MqE?yl>h6uFQ)|{`ec0DCntlBibr^+9 zZ$@Ca>&QXXogoKTW15I2gX#HVd4!53P#~cx2|6s31wEC!VtMq6QFUbhh9f&Cr}h;x zXrx4T;~Up6FsD6)aRE9sjr+tzJ=bSOuPBh=flZtF?@&KyL<=jqGU9G6TF4RXfi;>4 zX+&0ugi-V;Mk1Xn{HiKu{OyX}V~#Uo}87e|Zc>Ptg0 z&@u@DLC^|8SEcN2&9^=&NBk#{B$Kkzam_%1oEu9l6ev~v3Op|36}%3dE?#&ATz}K# z_)-tfD^OnE>Z;ATD`$Uv$(e5{L72YPo~O!sXz7m8r=A%?{sOP5A8za#!)1)fq(f~0 zjv%{|6Nq81FC_i5B`?ga*FDoe_QVEExi0a~RKG1)9{5lu*onVG|Dz_yb?O!N)kRSg>Nj$-2Kn@KDI zt6ej~p-BYWo*NG&mfaRsk`OUNX$z$cPo}u{EBIK0XGpYWcB7i!snI=muA)2#zKfyW zLb(hc*m3irJ{2NP{gEFl-h`a&!Z?18v+tT4J%eCrk?(Z=eJ@y%yWe|2Md+{Gz9ZzF zVd6<_wHohZs&DkS#h`g35_JxOi+0yIxynOE`y{!IE&Li2bF4-Xv`+wIKsprx!m&po z1w;+#h0HXH*P$ULgLS-Z23q#aWP%UuwDJi0N2!zu&TyGnrbU*@!jAt=q9N*|Q6cZk z1mEe41P>kWZvq)K*Pj*nD+42ghsl{=vf97G=yW8?GS0s*C9}+>mp17*6+{5-TsbZ^c#2;FEKaA2n zP=iD68Ihs7U{XP_5>k=1Qc^*6t%rojTE=Z(VTm6@m85X-G)NdylWDGhW*BP=hSf0X zpn*p-g$J4(h%~~)+J^{GxwAaAo_nrVzOnccD}dyz67 z*x(YcFN9#Pq#JKtF+Eu4jB}Yb??)Y83XvYz+!;t0W289K6jPd<^>ymXd^+omth3Y~ z+Mnga-E$DSR^Cn7@bUb|{%@r^EuoX_#WL7i!ZQl)tPX?7du znYTlG#av<8!&ZWEb-xexU-K^jfd*{v@R)F@v_to zza!TLMsRZ7!r*0*1YD7)2R|J!F|DVHOs(t|(He>)CkF)M2FaR#v2)0fn%xT?wUbZ( zmgT%~&LAJaNY1p^$X{$r{&sUN-9(PY4`A=Ep)lsBpRA=D^~#zr=C<(GEjJ~%)YpJB zes4!JyEvDY-rLpJAj9_6jc`0Ejn|R?a89ratffmP6R&lR5F$pcB?wDA$zD<=Pn>&* zlz8$e7C>@jGz_c=PS2;8N@E@geo|(};w=BC?#1x4-6VY0NVnB^55f-pj6{pc{-@B) zU%IXTH#Eb|!NU2!2+eS?0|~u=jd(d(+5S5smh-=bW^_BI*xDQ>-)W8@`D`1m%hAE1 z2u8|xdvU$W0&xdwuoI;a}Ud6d-!77zn*u(%q=f>H$6V_wNzHe9;+j3 zFQ2=2;vINTEiaIq-)pLC^G+3i9I{vO4rv4~96Rdt&ZHc+rJ6{yjX7=o_<(FP=i!Do$0?6I?qZfl!JuJk|PI zdN7XWbB|`Ol~(D)$lb=jo4apA7PWkDdi~$tkw3f-XTv6F)WihHR`X3jU> zO#4gks_*ro^!XrDH!Nocv$@{ABW0-HcZd3#P?fRuZf6tLFy-0+Rl7 zm+iEsFn2#A^?VnU}{S8%{t!wsS)NP?7p_M>SZRA3@Oa0YfLslt#{f(OxKpeisy_#@Cj$Iy@cV1x`-){7yW;SYJbo z*)!E`{Pa~f@o+m%zqf1dW%bM|A%27T&qwdWUtaGP)-pVuElu|@G<8#9Zv272Iuv)l zXPfU_T&~*?Oh%7-dm?k6$tmY-mBT{8%wZ~A&r!)=D?gdX>^?A}`_O)w_mh?Tp!otG zu1vPbi9;#3rr@j{OUgX&JERd=mF#-jb1zQ4)O}w(AbT1Aj2V%>_B8S#S)LB1dBjj^ zIu?=y^-Vplr*ABOrzfv(vdP2Q;&0Q|Th~thmcDABQUaYrrrur3j7VW` zdu(EdiwPefg~BIC~dRb^YoEj zMr&2_cbB1+>bl>7b@U3CzB-d8So=2tj;#>(=o) z@%2@$yh2Y4@m({FHYZ(v(KG0h?r741v(WiFHt$*xw#_Gl z;m_{sbpgiTiParEdVRv{d!Aq_^vz9;CoBf5`eow@<^HnG9T%HBy)(=Aj+A&lUZ*Kg z*gom*1CDT{5B~7Depfswpq5eut$3w7N}faryV~!Q9AABZX}tR^Ki1(ickK=@{dqwt z`V3zta&LZgeT!}VoOtuBacAa;cSgZ2BC4Hgj;X5HpWK$iqeIK zy@({xX9Ajon+jF4}9)=yddMcmg1*I1C&!>MXAEnpd}AlVk9t$jFn&>w;E~X zeem+es6I9jEvQlmq6lDS2&c=Fn17zhJh5j7_2#hj zaff4G>3U?1wY^?nha zr3QbQ@Q_YOo_7u`q)HTNY8n36ydHjMZWuAq@QL^^v`@pTfA*ltk z*3`kuS-44&Uvcnf@8ENeD}Jbu~e3c&`2?+~I|x{t5$MDcaX5 zHB)AZaC%LP{$*_oouqRCK*JoIdp}m;Ts%hGG&*($On5#&bE5l96ju5P6A@DScsi^9 zKAkP36l5fn16LCWug|V6JSQPp5+IG8dWyh6YG@IRb>` z0!MKWH!DCIHu)3*K@#tSp$5=Fryx}eQ3&HWoCg+tmHX{YiUNt2)=i5$Zcaf)GMgWb z%w$^EZJNf+o=y=Lta2S!*NvL0G&MxhvplySEfGt*F>86CFk>APHSFT_+GHh=jal0S zW?*WkBz6`f0^~W(due#FcN??E50*qwgh*(a1<}b!O@JCF_u+iud6FbZKQ&&!^wH?u zq@f*LczqCj@q4TlZnQuP=Yiz$&vCFh&D_vicEO{BsIA|XJ<5C|P0zc0jg$BTPf%+c zZm)H(;%J6I%IZV{rjtBMJic&3b(m%5N%t%$5Q~e#JT@S)pRZa?c^#KCO=PMPLX|}1 zydd#;?uo>T(@Czqq%&hx$%DC#W>qxst7g?IYm0=YuE@C&zzJMzUfeCmGVdh0Y~gFY zXE80iBHPGDN5Y6HtA8V`P~8+Fh9?9fhH$`DsA%vdvN}rS70f;hr(!V4f28&z55}fE zC=kvBdXPst@NoqQh4*n{-QJi$uCTVbUTw}FJBll7@DOG`)6cOdsIboIj=}r3F4K~+ zl$k%F*8JFZ$*#7Va_oSp*8H@jsmAhRKHN>Nwz{_Vx}o|>hN`~$08?Qt+y|zK5`m_* zPo6vzHLYU;uXHA-S&+vfN%2rji?23DyY7L02ob;SJFG~2f6pJ0}&^flaRVd;G6 zu055qCyZcnk>fn8h&$J7Gqgxf;uViX&nVBTWs>jx$v2QD$Zk8wL{2MXaW%6vFiVAQrSSqsn7k|fDZA+Ys$>5iXb(ZiXS7G9_~H8gZ#__Ez5rIE-Q@|3x&~o^xkuwv7)&YWdo~iY z*E-U%3(RONd+Bbap*Lb&Ak%ix)1A(gj_xJDIlG1ie%@7EyC-+**e`t`S-!hKe;y$K zM=3Ix%y!>sq#?DN)eI!!qOeRDR4pzv2~&ypp}fooAF|IgYR#gE`1-E$@wDV(qdPwU z9=5Qn<5QhvikA zo9yc{Nr@i+Y}QLN6~f}TNY-f6O;7%`ob&QsQvOtsA|=}dG;nrMynH%ivf|^Y@uG`a zg6?6UHO`!QPVpsk-<&3M|AZ#<-X4!*_*M;T@K)W5&>y{MV)ck?G%^%vbq{RV-XX%c z{a{8ahhrJNu8nDiNQj(%3Hgo%fP4olh<8Xu!>srZ=XyIj6m#FI#bK3EcC=nfN@$cLLaFZhQmF4nQvlLvx+*`m zA7J)4^98Mw!%5zZmXiutUF9f2%9Aqd5O&HCpzQO%h}o;skhhv(P`b%=;hq`$>hj;* zotux9h=@%$^VO`i|El%cZ^`0#>z~KV-Y<`?Ak)5-$KZ>w;6x>z26%0a8~+>OOHCtb;583E z)k}?pLdcejK)+iy;H3r{wY$u`0+2p#0TKsv5b#!sG$8d|Xk_ewq#>L>gpj!Hv{&M9 zw{FOdA%AoqShQX82!pUtJ}c|PHnrkJajwnHRC2- zwe#xa?IQmK{dmUgK_iX~x#~Lx6QCItCOf=?h$NyZH8BV-s6KBnB|EI6M|uHz0#4E( z5kOC%N>T7Hk_G4qlr7-O(Go}RZGYWBd@LuD!qwwX*bxQ}W&Q*-QMrU9Ou0B!G5UNu zFasA3DdBaMxHzE!2w5sBLuF~9!a{K7C?ftJF{BwdQX)1n20^-UKiif%%n7t6Uc8ot z74r&uMKt-|C~B3WzTb5C2rPXqe&b2ht9lXd8mH@5LN%V%Y~xl=X}I7HU~<> zUV5adj~x&2O+-{5?xXy1j3)BnHT5{ws?V1)SSa=59fuK)r>7$_A&TS@+r zQkxZmw5bTP>=}(eJGY~HQ(eGH28PdQKS}kJJy1~9Fi>!tiqQ(gaFqi1l*o9GnUy8V z)s*n1tADH&AdHnohbW8N&==MG$dwFI!p}8W5J!kA3xqOeT=*sfgslD(D6k;5zXBz0 zGgl&E^VgmywR~5te&lsJxed$We&Fx6Gz?7B&}c){(_Q57&{138NmR25npSU;)8ntO@eW?(C@>(U53f@_ zvgKEs+o+}n0d`XND*lGQIQmT+7jo1WXwz{Ee0wFWt zxhxEVDR1W(CR&BMTX6ASY9MaYb!1Jd1vSbAqqT1|WZ<^Hw_xP9w}R_bjAD zhS_+50p~PO)TG2i=y>img{6|g z)!^nCms!;}1Z*93dnxV;bMq-2;@vFff^aN#w0!+$bT=Y0SKHM_YN0VXRil43u?c3S zJg2ME|KG%lROuvg?CDN=~c1v z0m~o}U`S-f@A)oAEctF$atqqz6PiKWd(44F`C4Bk%puSp7roto_G>R_5)`53LPkBr z_;&(3sH8D5Bqp5qEIi!pXe}9sFXlw}WqU+?_je!G8BXa>@zWmb`!qyZ7e|BY47Amg zk(xnABq{|~2X01xR;RX@^7ae&GMvLhevCB438Wus>yb!sNKYovkWil$LBfpzg+YO_ zbwOZ&6(Lfzv%I?5-m_eLq*A_+P>LrdSyF$zg2%Z>jHgg4lWP{~cxv#T^kbFR<(F^S z>2kh2lM~cmt4(d$y1UiEQi#o2yT*`PlWiBNw*q&pTqq4*n>^nNpokMn?QDO);~YiY z(zGWey?x{FcHJfay%qx4lfghU{DYxiN!K%0y9f!R1l)Y{;#dSJP9wQB%Q1ihSUDdT z^s%yhwmmUH%)*M!fQ!dkoP!bdRe2h2NVdE(#JFUE=NGezb<}PaO*Ol@G>UA7(RtLQ zyL2`yv&9b``#FrZgCd%-d?l4x?q3os+#(p(mat^jUVXiEu7g~u%1$!rDsaIt0jZ~)~VjPSD6^2T`2{HSq@6JWPA zV+=K%Jh<7shW<0f(kkCA2yUVM79ej9C;aKjeTUxp1LlY_qM@er3o%mS6QiiMTul~20Jt{ZfrLg!@LBh zgr$NM@(%8zrCfQE)buFvoI~u$cT1f|LjSfZYaX;T7E#eRxLBm*u|m5-z-vwzr^v^` z-C$;%O0Lc-Lz>#U`l=0m^IE&~vwG~piyA$xw2$K_cjwcLyCUlf5jlcrTOQzM6_b;nC~3Pa~&2A>sjJ;vL!T9Fm<{dNRSp5oitFS)0>?V)=*og*Uy!I#5ef0Gq)^_Bq!8+? zq|m-`8p+CwEIFhIh7d`WI9xj;o08(%kBC6UGAcO6LJG}TbV!Sm*v-R2&1|<<64wP? zfpCU-23{hcGg{)I($2E5+sdUM_K-qlQfmA+2K1Y(eM1uw8tMrV8H~BR2Equy6AkZG8#NBD(QSJz*6g1 z-&mj_Sq1&=9+0$tq=?N%Y>1QtNDD$Ho9J_*5F7QD2min3|6hMbz`P>KXJ#ER#+0~c zTNW!96%9v6J=DYUB0V-%tcibd=FDyK1wYlS+t-Zj#1N) zGO<%L*=S(1k^r|-f{8^Pz%|8gZoflkr(c~uX#pZy?VgkjP_-7gWk*adPOo2}HXFL) zlv0j<1a85!1PGYm8A%M75sn^T97`I`XY7_-3Us{JB zKOAHdDcPLHfkmFOmM@W5pXX0L#K*}&U#I$Q%kh@AyXVWT{&^GJ3nWR=(PdW1vyaSu z8@>Ux+*jJdW|!K}Ay3ZW(F>RRZbh*(D+Svk#jac{=thm)7d%-;g9Ib`f_%m7SSD3! zxX?49;QaP_R1O!8#MMNKM=ClcMQjSRvx3!f1x;OGbe%<0SNzT4Pgh8FW+{p%yytWe zc4nHKq<-$8en6!@h8CZht=6fJ5Zc?_c@zK3DYvP_H*dI_rN(@3$fD6*e#FrJpYuj( zG-V50JUdfZ-Vb&wm#R<#>uayU6q;^fGjZ1@KO~Okr^bb6mp&x3!zV7c3Fuz`TGDWW z;bfAt7$zb@f2-KXSJQ-xr_7aK%`v9?whRCO5y{m_Zg2 zZf*}|Fg`ETh^3ycce)KZCL;Td%jFQIXY#G-HNl6fEK^NOw2q=fK5vus6Ru@@PSPJS z2o#lZau=>oJ@&@QWhf7btFai-0o@bMr%A!wvGMXK^w%0fCvYyz-bfKO$v9i`rZ z_s`)lt7CHKOHrX^BGHrd`r*t7m4=2W6r0h`1|LH~e zS8RAEAG(IE{%q|(%J4h+xNB`XO%srusaO6nHs;lSoXu!6t9kn^=Q8lvW|=Z}w6-0% zz^W06nYPHPaV$^gdE|M9%c|8U)~471l4^6QBaBq#G@V6so5O7=$g5ot5XyN>hPRhB zzQCFaQO>Cp5m*6aG{N#bDw2PgklHL13eDlhJ@vZ3dpiTV)rgagK# z&`@=H1}*VxkAeRMTuEF1cO`Z9$H)(RpS31D_&VD-g%$?TGH?N!YyBF1kC_IISe=6xop@XIZ@<(J!AAV)(g>_N~rW1NET8dD`L z7+FQv4eF9!xUdN-s#FO2`){ETOy55w{-RPS=<0wx1l0KMf+w)#il>Hc(b0e2bT-oy z@CdrsiNe|Uh%v5xIfRyo+AT^JkGkb6MK$KDb{NvE;{G0mB9FW8G1abg=fPM4yfjQ> z%s1^Ywo+1v9dW`pEa9F*4oB1!2!m|Ag^3=4Z2-;wW|m6^%l4Hr!4XqyR4O_^;E)nEzdSzR5{h_=4-r?IM(#)vdCr{YmKY%@Og=4H7#anGi5dGeS!=bY9 zaB;q>Sc0_bxJp6fGLq7WE<@PBAKBue!terswoL-d<&QS=7DlUb3Zo}B45L@7^I#9J z>sovbf6_Q+MJ|d51OhqjiUL^J9>m|2!|2tH@@AwjYa%ZaNJ~oaL|zs6b#BzcPQnHODXl| zV^fwmQ?y#D^U!2))gEhET0g2k^lp4+q$J4CYFPSBy9z9jvZV^k{#u)1Qy>%XG z`n{rl_1*r4@GR8H^o4*n{ijJq;!NG%{w`B&E)r90cTT|xMuT612wwyh0>shtj!BSN zZ$bn3rt+RO25!I}GzK2Po&frQqMo}lk^MxLNKGY?=Sz!5)l0cuw}G7neP zMTSgA0(8!R${sHIOI)*&FDS;?Dgt!h%I0R+ZfSdm!oAY| zoj{c0VSY5Z`n-uRPJagDb)!cE&yquqb^9`5q2B!DwXY2CvLoa&H6%m?N7Xr+8}Y(*hX8uY=b$LeALFM%>nQurKvkn0h}WF~ zShGZM8i2$^Rovtwj13Y(L!0@`5snsVq~munu(%O{A9(XLa_FZ#xB$AdnwiqGnstC= zj^?dtQS9Q*3$E@$GXYxDm)aOnm#FRQV!SNBJ#0*lPY9;kagL>(-#XarT;5k{Jq>pX zs6oh|n#?csJBbN5Uc;(EzsM{4K*iqJU`160D<#W_)2DTU5&^JA|JN2=*vV5~+=TCb!pUGC}|}eU^KOisx%!d031{ zP(kAKFq~NFHZ0Mqsp}62uak%H=NVY=_4Pm~{GAJLOx8oDGyn*xco*zgy^|`$@RXEV z7LSCQvmJ|bHaWU<1S+Y$B7n2=F#a<94it zj}^wIKg|cYj$iiXzQ$0b62QoDv$67QIr9~85&|C3euV3(*X8>Usz69XvSaD3-=8ak50I_lBDP-v7!kGiIifH0N>G3;}@B<*?hXs8pTxBArP9J z|3Yi&=#i7h?trW;ISg;6Wwx(h(B4E;?L#P&)-*nBuTpkd<7a57(+DxgOJzyUwayQ zvYwU9t{fPuV;d_k&-O2r?~DoFGl_jlTJL2ga@%!)8){1Dn{$&P-nq|;sPm{s=hkrF zA)S9OGu0G_9tixFZazw+o+buvr*im*kk8HudS5budB~2pm27_p0X*}r2GQ`10qJjA ziY;tR10NMME*wj~@ZknHrQm*r-1^sF=V6~suoxeoaE_89QJL=Hr{df?K9e%Qd!kGH zbcH8q=rF?Hch_wJ$>;J5H3rf8Mu6@#doXokK`@*^%!WRc5>E*Q*LDz8_5ykWee2ME zem8JT<1L(^5+R!UYlYFBqScfA8(HhjnD9Uc8u|;4@!owNEc)Qr;6XG+sPMFID17L0 zXC`S{eIeX%Kd`e*(%~(ofkpG+PP}Abf3Iq^G~LKJ(@_y<)8PUNS(pvW6_v@bctwgN z*golW40_U#0{-gI8TF2SxH`T<(0PoXhHW70vV?5EX{oltumt-s*xgCW7Mt&Bp-4Xl zjxz%UGT}|Qd*3^_=ldMn@n{KmbUT}gcD9=6=0J=djCo15jzuI#Sp>rYPsFBpIh zf6+_=Ctx`N^;J)WBi=D{81&N4kM*e#-Mf&Gnj8`(W{q_kf#xDYA$|NP2h-J0E+W_g z(I6V9g&^Efui4TOa5C^0Wl(EsWX9xII`)=cjZ(9CDA~~s? zS?}&OG)L~_UZsMn3!EI{b`b<%uP_rLp3zHcskNZE60kvH4xs$WKbU*jN6~uY zg+T4`!R^QUsdh%{G3-&8d;6e3pfdwY;0pY;V?re2j16InzKTP@CVAKvxGS zPSu!9|MKcX-h!;RC(72D25`k*;aYwZzScfX-gLpBLT3Vnoh-bCNQ%M)37W0rdoc|% zxX@81vN3v5lkG%i@DHSszBfNX6Kqk7qN4D9i<)Lky9gYG@&xZfuXdCA3D8O2!-4!+ z_+13_8W5wjE>t0a(sDAjtSdFf!{uO5o$1;pK{Yn6f9x1fqx|v<> z$0ulYNi|QBPYF+ok7Qe%wHo+0*G5uaj*ea0C4bm@D@e~ZbkJ(5Qefs<`qDXkwqQQr zv|8{S{lwV-ve$sEN{x8}kE_1|(S7EoGVSQ06pKDTr~u>do79iQv7S@#=9s}h*}hq- z9%o*KbqU_BCwApNk&W5Po~yKZ#oL#$#65=jVw`#c$GX+JKP!+U^K?_FiuYc>13j75 zn8B=p14zOrni+9hHRvSa+i*~>95Sv+l#nFdUngJk1=*H8B_G_hajBXKV^$-Z{S~DA z<%Vf!U|$HGHgqaHPgD2-1g)gJ@0VdkmTX1^v4QND4~Ua-4b%yl!fE8`056am`qm!? zQxdggX?_Xg(DOd0i{P!C>Heuhx)6_ZB!)y7vc1EBQn!6^!d(y64~eNul^_j)dRU5h zo|%H3Y>fE5GV7NRGb52{Z{6lXG-U-;$OpxbJi>Z|Bwv6E?YxVjLm{*Tm60>QJa}Be zocHzvaB8!PN&7SS2$L@A5>0(ZexXw#^eAPE8XU9Z3{t=z7r~osCy)Xw(ZUHnHm@z@ zBXB7365w2dl4x?2n5o@tb5C2vXxMj3(SKX%++x6YVtW_{AV}p8Sery5yfPg|8rxzA zB!*NFQxb!HGgTdK;vG+{YKs-|)O2!6pJ*97E&Aof-~akYGT7kydS9E}G5tF7rh%&*$Z-Ky53TkK9s;4Z;BN9} z=zuYIHEy5XvZ=kz=nB=OVRCsG06+34>JTdep-o{z%p~$$(?-y2Amtd1sUWDVEIR;M zlk6q9SQw4<2*(V@E;g9xPAR@R_PT)s{kBHDdSP;B`>&D_y+t;xhe!e?E2-^+TD||C zq}m6=tT6G|4(!)0oIe5$AJtxxk z(msQowGSv26&bSK*B%$=Yvyp-IWnCduF1}$`|g&Q(8+8^l;2jY5&QEo*b8tXw@dVY zIQysIT-vBz6pm-?8QZpP+s=$_+qP}^_6Xq8yT=LheSe9YT6vttuGhit5ES=nMNythKu)E)Sr?(~ za?}JG2ODTXN%ta%&9`o*$!Cp)N762KTxu<+gvBsntGWi zq}W@;l&y1@YmrgV=QP311*DxLt^w#5nSj-y?HwC3I+(wNH6p?KN)Byk@}pFdjLvep zpn2V5S?$^HeH%#t%{Cel8Vn3N77a`qR&WFkY6xNXyf{hsJcW!Se$)U7d!a&n+u`H* zeqC3j6sDGLZ?nx@WwAP>d4gVvYCI{jS71~393bfgAAS2aW%A?qk+t@ypCc z*UHSs6S6bY<34{*K-c%Y#9ti1nrUgW`UqQ4rWwPAS0O%z&k zAl0}(nl6a>sV8_)fSUI+J*H%Gli!%R*ZIw)@<02}Ul$1O+y5tj`9C0v|LHGtawho&${wG}8?Q5G`u}Qtns~mAD&u}8FWSEtI>Bo80%p7PmGXpl9wAr-*8%xU{jXGx9H!}xZc=Q`< zFJrE$&Fkw1wlUk(HC2M%B{@Hxk>~`gj=6D^dm6bLEo=Cq@aZWeYLfodfE}QYn1DQ`8dC{Q7dQ(5rFRv6IH&6BoaR>4MR3JNYkXU|Yt-MHcnu}@ zoyz+3r3n9co8#QD=m_bFO^)O|#*OnuGqN%UpX7TMJ|myraSieOS$M{dp2d)&!%_5;o4`1bZ`DVTKo2Kr;Wgp+#s{{)z`iI7Z z!kiwyII^m4O-iHcwcMvB7v0M%^>-NW&fJrp=MYfqi`o&5Jc#QQ*VyOJb@FvT_60R` zkUVQ6zN-a+UK=vpgq3AEJdD2gr?%RY7JFXa+6ND7)g8Nub||@9fGKR6G+2{KsqDl; zK)2z@+QLeXmr$B@IPL(b4c+>gLt0P8t1L0Uj|uy93)r=Jbu&96d+hZ3Pxtga57V!a zB^ITzy~UMM_>(+psx&L~yq=2zQtPDdZa@Hb2cd}qDP)@A#>e;i^6LYHtnIgbYb!6S zMW&4vGnz;bd~ywY$I8$W>W)h@vNNPfQm(9del*b(^2o+}X>cB2%l%Qy$-Ex(+R<~4 zy=#{2X6zyS%892<(8SiZ!53*7&iS-=HF{9G?zQPrEV0hD*h`m5T4#L=?b=Z;psc-u zpn*0=qAtMYx$OzbeKS}>U2f3KO%hRZR0^K`uVk1PHfO)5 zb6Z6*e%9$THLn@7^ih+5RqYR5B=gMGT6vR^k4uWEY3;`JG4pkn_CU97ivdBFx)Yll z5rDf-ecb}>vI}xRXWZuOo)qo1gkBMNM^)rGFANEatR5453^R(|^ka`?NFC*E&Bd%>8(^L&fVA^*rVI zLTd&ReB+(QDHcuoq41+h8`xxnAw8VET}5CVPGtGpC!|R^Uty7&2oXI>Vrc46D8YsK z@x-Hew8MslkQ9=3`JB#vU@muE8mXryXq^c4pMNjbYoKc9O!{0R1Lfoc$Sl%hRc*?Nmum>S0JLTo}}jij@bzVx-IdS3;LP zQ9%$5(XL>Wg!`(Yu$=pb#Um+sR|~uMegDOoV2eT%98ADj@Cxw)2OM@^0WJd-B4V(; zgqoO$<3P?h$)zH0={@`JFO?Iok2{UcN|ABjj-;to-`>nY2hq!&<&mDlM*#$mG^~td zJbNseL-eK}#$)c$VvgWsDJ0}lP7&~XfVO>7ddLO$5TF7{=o&K?%lFS>3Ct)>B!~ z)4T!ZnSn0kiKg_=oEZ<9XFsMo{eg=~8j00^)kq>HCRK=$!8t=D*K|;g3Ng!9ES&NO2 zuJC!rp8RN3wJp4{Vxi5$z5PF;$}_1{SDj8PI@ZGS_zuL@j! zgDuG+D|zE5JvTNcbh(Zubg}y-F*RfGW2FN*gwz&0hM;Psf2=n|joqy~4>+U{@DWuIRC+~*V1 z#YIe(O*iD$5u*q6dY!O&aSd$@+idJnmEENF`^U2mHd0cL-j+ddm%h*7mQudH`2I5X zo$@;4^{tDU-mWl5tbPNi3*Fk81B#FOO%@wp$=1TWj$~&K;Z^SOp;Bj=N1kM-xSM>E ztDD!6`I%&s`gZyRnm%CWnV@7xE=g>e4vcIatt_UAK3MK;?`Dy%7jK`R=03sG-xoJR z+iob#wI8?FcJh}yRM>jRr9_S-o5c&*Cx5rq!H6jAl(-bIAH8Avmr5X|zsVgrG-hDS zHav<2WKBxB1b3>P10v-P5zS<1JhZX22uUKPq3~NO+L)#q-?XSa zf5~k7+1Wr`&=Tkj8#3L0t2Pvlh*L}sJn*D<2uXZMOmw`BBj>-}vMYM8w%88!IcA{8 z_1&th(RG9RNvFZJ3LIqKwo#K+vCTt^nqxI)P?F}_{}=F(67(&cggyR|)oxie&@KWv zrpqFJIl>oR%w!CNQaYgf*KiVTh z4VNj+WUx|9j zI7(vv81*npA;yC;1m{NwJKrCPkSWHEGsN^#o+^`uF~KS>s4Fs$X7aPMQE?`-3XK(P zR8ml6D{f(0v5VCoEYC{88&DJ-DwL|c8d!ldn8eO^gG%S_B7uATV{#mtDfty#u z2X)a3t>J@!P<4jXo=Oy3vrOd~kDIDp)%_Np+bfG^ogh-uq@)s3QHzX3N=Yd!B}qwX zuof*T(Mv5HSE4DZL&dJ97F~n3HchS(v7t0q_z@MG3TDD0Tvh6Kuu3&0m&&DNFlf}A z^1fygtRiz#Mny5QH=l7J$i#GwrbKAx8gtP^Je7nfH9pg>HB-brmQEUsoqCv{JNyk6 zA`xTq@WgKO$3JxG6WKJ+xFQRuV2TX1sF6;hU_=H;5fYl#6zOWz;e3H=hyen5VnTsp z@L~(rj|wa`a1MpIW~zt;P4J66qje+$@R_kY(f) zG-8Bj^!{=0Jw3UF5Q_TG?|oo6;K6+W5aBs>9%*dYWb7a?0bn5E@Nkk#-*;q^Yf#V+ z6ohA4(md!2+)TsF9+j?xcU2DA_22ZEcFMuZ)19ewShTv%?+wyweLthiu`N36h1FI{ zDxF%tE!K80On<+O{Wepqh)nixk9JN;I8XG*+@GkG2Tqd-$7Lcm@hbK7D>VHi`@;XF z5ms{R(vBL73wDO<+)<&a-D6!h>wP; zu2@7FAI8e+Rw)TQ=H+IHiQgpsl;`8R?Ex$LSw@=+z`c`6m#Sx*XTC+?^HJ*0)4YOB z?ur2J&Z(QrqZ?V|Dz6lXI*-_H2WkL!oBI0NTu@i%MaN^|1{7o$-b>1?IyViX$JNe% zk;VFqWVf0+zGm)MGa;lC%ug+T=og^`r8mco*b z7+<6F#YcU5q^TxR$O1dX7L{EZx|69;L2liY7S|<0iJMk6sth;zLUE0XT<2Nmiu{o^ zA(TrH37{l2HtR}evEBm*N3uGLL=9CToS?>Zr>w@jMhxaCk3&d+C~$UHMsXJljnVvB zAv9puaA`-bIn1GDK>>50Tr5OTLz7x4LefDLZ%PDfK$aFR)Gm@-$%0v^5r*GFb25eq z6(s;uB*|N7UYd6+Zd&%JYdQ+TrL04eAN`mj;xnF}!0DUSh2k3?#>oY(Alb#61irrNYHxE=q=v!wTV!!2~-apqyZ5*Li)E@G6i)s$$x%K z$lS>LYb7_$7`Pqx_BVW9ombrj5}%QiW=$tm$cEPoy<^*zoOJMpj(FP?ZsKhH$zQzY^O6Wz*}*8=pmfsKXT-9D54i%96s#~L%+US2A+0WjKO02q`6_+bTQe`6 z70uTTCgrlD>sh^eqs_C8>5hD5wt?#g6o<5XJI%*bkxr`v<&+?YhQEnCxvh1^aVLy4 z=TXGis_^$JVIcuLPjgx$LhJo|XwtvFbSP8c&krMvZ_Oi(?@uG6ix+6s;Ln|5Qi8a) zgmm?@Z9TT~;9Fy5jHz&BMzlvpDG6`gVKC6XNKXClpr`EMMtx6^pC1glVL>I%39>$ z7c4^sazT+OU}dpZD6?8w3TGGN9;AR5A&O@9f?0_6mrp1^6;6zf%vO1*&zE^R6Tcch zPzTYojWE3$eprL)Th5yR4WsEm{IQ4ulHrEzTP?moQm~wlA&}`FfE-wqjwX51Klp7p49in%t1lU;0czq;7o0!@tTKk7zgf)+oCso8U+7VcR#A=jYwhU3Hwa zm_pVlouH^JiQ**{8}f@Oh*l)=4Z?GXcl@VT(=`=`r%7g3g#DWN_GzF&NCiW^qdahzjIhU`wPG?T9WrEh91Qs0&xNq4$7PAaE^(#8z{NJ_nNs~2l`U?U zT@}RD9$_59$|)-a;mppN>vmi3V&N(F-#(*c;ySXOVQpO1g@2bCG9jxhRAR>J#vrTO zl{BW{f|owo1}uTtNnyz_6sjYT&SyYd(DFA?lKg!CAn21n0O8LAdrHkzWRYwtzUubdy}zcXs4a^? z*elld!xa~Lt4kgNn-^!W1i-1ylPohH&$-331f-}<2XiQKfr?P<0TZPl0%KE}fl$}T z_esHk(3lSZV^?KMPN|Sl=QxtN7^|9QN}^<*A*N2U3_($MM|&S;k7Y&ju}#Q{Qe+~B zokPkc7(IcFOp5x1n6A}>1r?oZ6ecWF?9akOD{@T6hENC<3Lzx~C?O|~Nue+y|E0h( zEsOh;o+I#D-X08EbgB?NAn8ISHW&IT!983-Ab>1FsA-XzGc;!5YH~=7UerZ-rkv3* z+c7*80Bc$^JCC~)u$)0zv>YOWg@mbqIaVw+CSk4{!Q=xL z!4x0>PfaM83S()8EMvJ6iXq88TuC5+I)F59m@5M!`Xl(NOowB9dcmleN^0*6x+7Es zr4Olu+?7NmCgO@l#h2#Q8MsIA4Mo*LO0LeBOhrR8O=M?A>q$5wrYa$P@8RemP#{zx z$ncBEjEv(-#H3=)2~J(ac|e4mK$6J6Bd19uP-P@%i>N{!i{n%)%fm#_ba`1An9l1R zP>RWLFe#tj`l8Q-(9_$SLJ1e)X}AF11)}n;<9+L;US^Yc7t`pgR=QC{QFv}Wx5Ql! zAq4wEXheH4v?vQ=|UKRy0Zj z)5SyuJQ!U4VhKMSfIrbydERZvByO+Vb_BtY@FOaLRWiw*Ab7jnnGq+eT0t0`862N1 zwA7=8gT^4fm}Cq{llCQOzOJ;D2H#a*aHFz6nT~|9t|a&*eMGSb8MZCZlL*5HLYh&s93-ZIuiYJ-yxCVP6XBV zcA1{y!A6)5ebAS!_Fox%tKg`esC)x6kE4cUf zs9TPKO9S4;=m+9*OmeVgr(f`D-q=tE**QZxEOUF~Y~$tEkq zq{3oHXZB=>ovs*c>QJ3>2bzKC0Dss|-DBZ|s|R*}J^}W_tf0<#H;9B@Jy_}I>6hjb zK{&Gzo90Z+D_z@qx~td#-Pgl_KRyv9#o3&Rl3`foujQJ%0`7tfaRa?=L9KDgi*&W8 zhqXhP{mURyD6K64ZtFsr(DfK%J=D$6!RwFTe+3NG*Z&<5Q1s7(78U?8+sv?zh`kP6 z1OhAw8Dac)1C&H&6OX_k?i|Aw;dQl!0n3akPv<~qkHm7b>LWh$7d5>yvDsOYQDL?B zy~YCh3B0%CWOjnC0S%7o{} zi50^V3@e&ssjeKol@Y1VsM>{Zq^q`3Tn}lcO+XT~fl(%_wlk0_DfbOEW97kB^`NSf z*6103Pol8ry^kTS@E2td!EuwDkIlopb5AytVuVaWI#U)lBP5?74eo z$NMMk(>~k2NfKY+g)2#RqXR4F4j|S%s)<1rt)`^87C7lzL86jZ7gxe}XfLLYPLo$E z=z3#tuFYC}L)tEuLv%PHO1M=Mqv$p!dgzYr7jJivf=mW;2(ESp5dVeJm)pnt&GhPs zzwpl9``#L_za*)w;gBmz%jI<2NOk=F3+39Qfl`J;*@k7WK2{iRrvPf_Ap#uxdC;4A zN&I6631;;|8Ornsrl-Q)l8r3od+8qJ-6`6!&af zkOUTa>MZ0~{M$J}xb#edI z+*?kl-u;YU;4UPyE6T@$_`qp_e+&^LQ?|xK@sYDd3Wm6;`o5Yvm3mTacE(%mhOe?5 zK5+H4RZ17Ej4GT}FmxR^3Tbl4i>ai;l!qIf>56D_xM`$!9t1SeI7B76<{HUz4(rKs zV5=*xalz%PEH74A*yZ6>chj9ryxWW!7g~P4u^1avfKoUS6?CK=_FoCWRmWWd_598F zn}w)neLIN*-U=HXOWjM1lbAzR-fa%d@%}AXoy}vL%t_G+v^%#|t7_s?Sh4f&CXIganEgT6x?Av^5t?9P4!osUr!oNd z4T$_6WH(IQ&|WPd>$C>%t2V|C?4Y0I1zx zviewzF*l6x8cv`{;yY9#+DgMm0?X7Jv6*ig;l~$@gZKV#j zA>HHK@Qsg2Z?cdHyuL3~)@O*D?gkixuKeS>?j1pCxsP#>2#S_+J* zk^rd~lFf6D^CO<}DpRG~D5#qCXF;MG)-VxFv`@Kp ziBUPE)sISL5tjW;L6K}fR|;jP$SXONAD}Gf7rg@$Sy}VSD`_+3Uy<1I5W%>FL4IkA zD=d{RBdaxA2xr@e{a0=U#v!D2$&<*xJ?`Cw^Q@WK{2`V-N8$- z^1XE4olUW=W^;upGT{geNT2o$)T12SCOktEAL8ihkaRAJ$R zKfb{UuwdPT0LQAke^%k5YF}1i6Cqy{s2unJctR#N1?4lYM7lXoe4V%pY|JnGPO8YB zKbG`?^wqU#q`KiaJyWO%8l;kqi6MH5o*T`(z``c5NTgV zGabXKf1kQ=%v~yCazO#Bz0(OA)(&Re1xoPdXvSiJ6WI;7xOy{QM`E8mZq%Mnk`SG5 zl4PA+7+tOrdB0pd+4Qu*fO z$v*{b*sI_?Y|wrbG2Gl!Smd=Y465s26nu_6IdQ{#5pw(v)%nfvc=NGgMPPg4=;^V3 z)+fm*Hau?%BUtvhJ7ChF(l zahiy3Xx{ejvx9MKQ_6!bNZ-$L`WK#D+V)=gzKjRTu;D;Xjf2=|t3YAsaW2m;hP(Wg znS`zji7kGO7uYu7XWzzg8dDhohLx^aZ*xvr?H_(mLD+69`Dg(aYAX0@R*-Tl-twm* z7?;YPvKM|oSyXvF%vtSDyI0B!11q4;kUJbNpHEI6+pC?>E?6jB>}0G#s~4-COu^FP$d?bsHdH7+xwjG zMy>ZT3YJ#uV+;bj!iNW{tF^yALhQu)H_hRSIN)Mk+;F5hj=&l}eEFx&5BK@XSerT_ z%ed5I09NtwY2$I6pZ|4Py}v^o+H%gnAqgz{@t2ba3`dK)T8bO387TM{t1>}&T^I=i z14u}8)~Jw(+Q+$W_FV$Fn>XS>U}|6=V-|PxXk`s@%tDu2j%0?{dZA7%d#J+wO?Lbkz$mnY$1b{!}}Cq(;_UV5M2kQZa6#X!dVzZD<3XTg}oh zK#pb-r8f`6##@N!)-wU<)+@#uwW|}RM54L5P$D=h#`M3+mLvN z?l^~Rt9%AYu*g7URS|)_E^c#7_F?GvPjmqY;yw!bIe%OM({yMA63bE1o9zN6AIPBR zT@a{&YS=4H08?{}#FSk7?&_YpB6h{8bK3(+XA^_^ZNk-;?ztE9$yG4=i;gT#*w^+! zQ3B(ksD$@MFQ&+RG5CXDIsn0>$Gy?T%T4+*o>>4%1(uiC?jb2MtH|LmjE*Emd<;bv=ag*zKUkvODFP`PhPP%_ANGffnIpfJ zBeyQPvHDE%D<_lwg9Qe{C5C`>&Y4{n+L4i^zwKH?9dv1$8j4l_*UxU0o`NF~EHEb8 zL?GFN8A$PF8re9&ejt9Dg(TuG_k(5qd!L3&FS2nS!eKE%8N{C;y#EO76Ul6hzKR%u zbJ|mRdc;!E&>HK4hhr+rg&_O+uTVnzuVF3JMYW1Wux51~ahFtA4$i44MMHZm`{I7n ze4(NlffBN!fH)SOm?esL$Vx>pkP;#&$tlpy!ex@uvL$YED)GHXmeeA9Ppk_?A+1XB zIUKIVA{t`q!PlnFOg^?m!pskj#DFa`K3Kso9~dX<=b?9+kkJzR)j&MQ+5^HkT)$Dq z*Z>5N%(uR8Zn%)!Z=P7AKT-H2j6=+|4zS+C^ha{9nSIs4?r}p|WTv!3%)Xmzv+#Ki zLc7A(6t~gb-;}*nKB&UD9vE7m*OhOp6rt`#52zLAx~F9_cU1RI<&{RY#a6PDg^+Ez z3lpi_eBze!cJq|-p80r&Xu;HxMi}K1u?CR3RNW{qD!6P~fu45u{gAfVH z*k!>2lD8B!@Zvhi#NrH#2~m47zUp!-&-kVPzz0{^|Nfu4;r_$^{h!@%%*>oj{}%|u zESv=Y&5bZ{5U_Io&t^Eb|E(ELr@r>E4QcZ2_XB7urD9?6VgxWK{PYjLusg&wLtTFk z=)az<%SuCOFS+f`!{Gst&W&t?#?>jb&M2I(R<%iLurhkVvybt&9ZzC%=|8n*D zzc=`7{J!tSKQ8zwd%un0{z>_LX@8tw;9K~7y*(xQBwx+ktn*(e>EZ9pE0#WK=pT*# z__;mZu`XKAIrsIl9<;hzjuwVf8&#JlDl2bKcU(541PPqHq$v&{{ za-DF1?G5K;5A&T;$IJ!wohjN49To=vx_O9@`()&mLCa zlM9>xO9mYm08`MO);J-k8*z(A$#TPGiJ*&*$@;NLxb(_1BbIf~L;tmGb}RJLm~qx} zdxx&Kca~yCNNsK`{3)St*JQ3qLiXhQhHGUj=LwJ1tSy|CCTmv&QuYu$-`mT<<>J-} z-4jb}sM`T>wl-V0ZRw3(x7Wdftxw@&PGM7xzBVV@b~_6%8UBNL-BZVvIC@rvP4_fJ zYsAzvevQG*)J|i+B)xXGuJ&~lY~oaX#XIDEm-YENjd5wdC38MzWf<6SOX{;R0TZ*k z_;DYhPZteCT1j~U-h!5ys~o`6awh0}n;kC^$GDo#d9V;9-;y0j!LT=_fAv1Ft~XN@>6 zS43kxK{pj2DfOOsP|5eP{*3dN7*shW5!up`ky51v(%T#@8UL|ASMcG~d!Ea_+SObS z9B)>E&J)EdyjN`8uj+`N2&4yBL+lXrpI^T#7Eu>&+?wXu$ylNrdw6S4Qr`{;&(7Vn z2CNO2S#1s~CHX`Zk+(A8y5I+;Q8zgX>+KKCpI%KTyJA8NF4*@$REcGEvftRcZ@#rP z@*2YR3|gNpwx(v-T-1g_@aL_Y%J8^e3FV5u^H@5GTHaq{%1HBtEjs&1=xMu_)s~d` zDs{66lgvQ*T$cDLj-rV}?83Ng#B2XRv!|a-PD5DdoI5J{e0*~qX^q^H3Q@Cfl1@^^ z)cVW|H%AZD8?X>@)Ae-*lV43i<+&VNM44?1DS1yT=cY)oJM4(VyVI@Gr-x_@Z!oG9 zW`n=;M5K)(i^A!F=W|)x?YDX-`|+^@Kp5q~EtgJpEij zmMZ=VlqrgCkj!!ACP#BG-<>YYaw#o+1@ zNVSe)8bb+U{&!u9r6!osf*}xu6NI+@z=OKyBA?tREq6j!&?(3)4TW`oe{^Nq8hqtG zsoIoHp+BwiO+1fow2?@xk zmT1>3dsQNc;VOx>Ai5_GM8L;D`TUx#_fXJLDhwhI`0bVg8QynNrQ8j^B3@_Q8)7gG zrsYQ?2fBpl!2Fb2CkOfs*vKrjMdV(FBOfSbazpN(o;Ec zfN=@c&&0+&8wbj#w(NX0UQB6g=50DxVx?SPS{> z{6xZ;%o`7ihS%$2?wQoB?NmHj)U7VXf@H0~mLTPwOuUjQ;ns0+7xHn>Ga%ZlSs=SH zh3BU+25(^n{gp*rZ_`*t&Cnal+1x@XVv5LvvE$_9_Rnogdy54hhs$1MmF=UM7wv4Q z)8iaUEhS&L~d9vy*Mg{Z+R+Qt$E5J zoO4vNo;r}I9(4hlBgl_#8HGwRlFv0K=QWMS97YO+^@Oc=g6w=ZV5 z$ob@BJ_y}j`x6OLX!;4~aFHtP!9*!#5X4Gf8iEC9W|V@D!ceS_#4uMyzS)fDzjNJ! ze~D^;f}D(yf&dOshXN-kMWCk*F(f%;*8pLhUPELS2MOZlXD1?FJfc|ZF8Kp<4*4L~ z9D?nb-^gY9yoz(@e*&Wzo`RzlE3KyvBrpYH*0v#)$=Xme{-}Vf&G4VIP8B~V?EfHr z?Gs7yz8J(aF$zW3wsGzejt_+s{vZ|+MixB$*67)rcF?kT6f+dLVuBG?L1$+>B1iWs zv-1CzVh_rlAnDzkAW1Ey6{ql^k)H^A%yh0!Be9ucBn4>8+$&9Nbg-GWqFNx0*R8n9 zGF12&w_@b3(bn~=3((20Cpm8}S21g-csinq!pLhW9GSr80%q^wJYrF#i`cU{qXt3@ z7x>p(e*k zdP2Z111Lo90xsim)!gCT`Wiuld^w-TvDwJGHTgE6a{*T5I>$_VwZp^S^Q#~VX5{bm z^Am1v-&ELtCh}CPdDrkS9UnlylYOwQ`y~y#%*|#(Ia0%B>E}NRb_l;M z)UzGkF(OxakR!4kETatZ&uS$-=I-1qsRv-thbuJWQ>5{E^b3x#?{Uae#q8pgEzCuA;95QBhasrLR(w|QY>(`f@y*9e(iS?hEgCK!Pzl5T2(InooCO-< zd|IsFF%!VuKt=a?^bp_5__4`Lru?%u{jleD+9>;;yO4;XcLHS}v4MP#NsiGovBn>9Kd+VybfzXLxQYwk0<9HdJFVbz;JBNsX zlDBTl;BywzcdF6{8J!iS-FpOWkDoN7?qro|!Q3oKm;ZfT=0&yiguZge-M+VEozVl1KP(A5ep9c+<&R=b6WU!g0YKMU2)9Tbtxh#5+rYh~ zrt)bvnkdJs3JTU@x(!q<@i#%j!nFP2^hlgJT^c7V%bH)kV{d?@WS=LK<+hmGU}5tB zyZ5+V?BP0p+}x;|5f=WqXTtBAufl(i(|Mmn%{0Q8RPLR8IO+M&KZJ7HO*a_!+A&e; z$U`3MWJx9}g)aBKW?djA*hxHFgKec${qaX_z%&pjB?-@kbAXsk!4h`B`Q&i%&^w;> z>G|}0FIssm_QDnJ5wbRnR32TyG`(xL1%hX=27|Qy%fc`}J_jYosIztdS$QPuw{$Q3 zPA`EMtMq?};yC`B&i|iL90wcY|IJJj6Eo|7Lru)g%>VmP6X*XH$N6;D(sJ6m>dDvZ z^-Z|+7R$k6*fYq%{TgOt00l*f#(jOFjo1mP|v&_4@LU zA}<#34{Ld)x93~!+k)ob3&PV6BTQG%H`nCKJ04(#3IFD6Ro~A?wa)`DaB}5&d!;cZ z?TYH)i&tJ5^XBG&OHUup5ocmn;GqGn4~e67;QDB99nlxFu50FCf2Z}11sBjya{SU_ zb45Qo^w?9&$;cTXDZv;qbWdj-`Y77pECVI{cH`^9Qu@MmZCDgLb+lXmH{Fx*?PU>! zQbRE&jPR_%A;WnK^Wfqs?dJKdY$eb4;3Xe_V5jxvDR;Rr?8trQWD(Z48*qebj5+e+ z`#W($?{#O~-E-z+bNGS-y_V`QdxdDEp?jt|+H7}o`@o^}Zk@rGbo5?tCJAHQ-51~K z>nvR2&EC#WkgoK_H78=CVy_7Y#e8z*O>cSlH$Uh01}8b{ky)C=V%}N@u5n=uN|G>0 zbz!|*B9^FfFolBhpP#+Izc|^4T|E8MwlHtqTYsFsPNvSqW}TjGXQdDs_}GWKcceY0 z%*gh@ifUXh?M2VmM>M`WTt!8R@W8XlAwL@?P8&-e?m#_IMOdy+A-K{NN2V}3t$Pao z2RZe|X>-U36Cw@~XZ4X)~)}?LEuF*Ycu>MqNFl`A0K0j$ahfez=B!GU6KaY^1U6#NX!dKD=m9 z3S&nqzAWS3>8I9@7M?8q1+dC_^svSO@JxEtiY!YhZ>%I#%9@uO`tdPL+9SmEoPj?K zHj!d~w^sMbf4}7_$kZpK52IpB+A9tl9Xp-^kuYtGkV01mvQ*a$|BXjof0cp0k)6N% zo|56uJvegHM^C-a(iy+$oxZEO%t#_oZRnt)JyQ2!9UIoznQ+f>E4RwJC~eohY5a7g z&L^Zjph_4q6Mjn}Fe$*6FQhnN`dIN`NC8QgqiCzIPoeF$Z8UC-#?C?oI{-jXF4#!q z;n?tD{oO{hU!d@R*M=cmA5TojK^Aa?1d)sYjwArTpmN8kp5C25@4+N7{n(P=Z}!x@ zY7uGD=&p5(7}7Z&XR$SHq;vboAgyRLlN6&r2u-S-)fh(x6SKoeoRSoNCO~1q$S4-1 z47JgF?lIC%n!13{O8Zr?iv6!tv31v{er|$;k(0##5D_d98k|KCYgyGkp&HLyYl}UI zrRs;h2BD@W+Qg~7^w=Xcq?n*OzRJ_kAC)Pj=D134i5K(bMG38nORu)3UEO4h^L(bY zqt(PhXBd=YV!!#uf`>g?A4=(YY)^QHH9Gi~1r)ONOP7*>JWkw!! zIvoDKrVyBEUeOhr*IH~)ihzG#rLFm+(6CLk)k_L8(D^x_9bWJi%g64+)^n*Phe`VXLgNp;L$g6xu)H=6*pXQ{ePw0%Ue4s)RN2Py<>Rk>XvpDX z&D?drNqD3RTkuM}Eou^cbd?-<0E0>4=&&x2sUc?1f`Z2l3l|nHFt_!cY4Pko(o#AL z(8pKgP&`T^?dl*$Hgq|oLjT#8%bSS;&G`Q*#1DHd0o)l?x&-;-pM~+B3}Wy0&Ir7$ zi~Bv+l|3cP+QFkm<23d2G5C=b<&4;xVMia7;GUimwjE6-q*nklrE5n7sbV-8tnKIAb!I*U^ z4ACNi%qS0-vj0X-KoU@b1!M~$SrUMsNj_v(9`ckG+LfLjzZp4T5q;C)quFjd*U7wzb|D8(Z?`XlC*j=qI`F(Z5#=&3EA0c!M1fBu2 z(LOnLr2{mUKp?ABm`^4!*pWC^Agh&K*@Ics_-fSo=E-)Q+Wgw8?gDdi-@7bEMDW1I z7MgZ{q`F3PKpc9}q{i7osdiw(yKQzCNKIhhQr;2fCH$i;CU2dthUOCoib1M{NQ_m0 zArY{a$wOorspt@vzzjkkN0t;!QB92#QWVNdoevSV^&ieG5`PjT5|Q5!=0YsR)w_mu zTz3^eTr?7m@9f09Ew%b4{92tZyad^XNL7!h(Hf?$wJSaratm#?Iu>p0-uheP_}CaH zZ)#v`_dNPL8+>IRJ!H?Rf8;@EL;z0>f}t!U3y##27MyfLoky93V?*DwQ#XhT7zF&1 z62gTDxSmKIwoE$ld-Q%I4E)ozA}yuUZB`R&ECR`+l}@)3YfVfCaweoiS!(2a$JSao zL9`AbduxbXS!#Z3D`(bPnDWxorTxv4Yb>w)h7EFnVPlB^gXz*U7~_Rt;PzS((6ygD zt+A&4&!fmj=YNNGq+#;oQU6+JI!FA-7ACRTf^lBh<<*f+<hW0T0(w$5Mc znYl4#Kmgbu#QS{xIc{T5Vw>^@-ZPcxn=L0YACA-0j%oASIDh?JWwKdU#+2 z0*ZlU@!j5{0!G7IaQ2GwMb58#vn;) znov%u^2MxF{%%#wj^axq5Cl#x5j0o;8b9EUl0;Dsfm~mhE}TM_R(!IJs0*(;>_OF2 z8`Led;?GbQb0wEx2abxPFFq+a=QKpZW4cHrZ22mB=Mt(f173jSfMkZl%o!*d$ruTC z@Uy<}TnfT>TPX=RVt1ngPhfkDfh=U$1tS6@fuO1)?_4ZU?p!E4*~QWI{b-&Y>1Z$0 zTkadJP0Cv1-Zr;4N^#3Y6G|(%ZBR#jFDkzr~NNj&$<>Y^fPNT zZ?cdVvWWDJEgAW>EibO$<8YzSClDe@?s17*?J;xJo5%AQ*aZZu3nuQ@XJ;!RS8QM3 z>!CD*MuVxAO=TOmpTVKz(AXg&=4_W|O_k5iz%=9TC}HbGh(}%|^n%EnrQcKst@&)7DfyNTbTxVAzb#&}1q>h%~#e z&fd)~&)%(4X)yVtGXFT(tTwd)p&52XjPd4J)*T3lTF96EzklZ|_dB^c%E^AwzlWN% z1#uM|+vo!T!!?fAj;}i<&RKFO6~Sc7p~^B)KOqGvSRyj`|8Vw>!I4F6*KnMU?M!S< zY)@?4p4gb!ww=kuwr$&XCbsqU-1qb2d-3b7+NZm!yX$oKK4-6eajiHSa*6(AT7v*n zM3V$lWc2=IRLF-$y;7xokRlywMZRh-^_`@zSrUPYBq~A*icp9+`~X3v-+mMl{cW%e zN`)fVKV7!r=PEuYCFD)#@Z$_4q=di>Gga4-$`ji6puR=ysg}_on*yr)T^ATa7sNKv+tO} zDNnQ5)UxY|N}LekOQ$qNG>+*QNN~&;NHxv4(&V*|aC34(?nh_q?u8Ydmf7%$aM`*$ zOV`?>(NceaNdOgn$`pbqM1P(b#xAywe}9MZ&o1MJlui5 zGlZYAP9IHDlI~5fOiiM4EGU~#Rd5N${qtQqC zE}dK*F;;t<%*3JA<#;}(F0AnqQIbWgkMpK{NE;Zql7_)MFjQHR{OAgKcn=fcDBSCw zZo!xr(y0r|ad`oz5qAS55pMys%u1{o$;iQq0uP`~Ie0*@zRo7?Y_!a~2bxfSemZx| z?@!}>`NJ}A0f#+={{Xe`j=Q*R>Wpmfk29nHpC*j~MIGV44VR@;@|=s|V9L7atcwmB z$Gl61x*(&(5&#>N|4Ab$}L71fm=l@+|!a@j)3L((UwW`Id1+*$vx5Ul#$G`{5M4bg%Du zKl=nDKe&Lf^fT7bFfNO0#>$AeyMWa8*XfbjtJPFQ?HTH7L;jkGgnKvE(?R~V#p4(4 zLQjm15AO$o`$PDX51j~XF8-2UA-ba(S?W?|W>eFBWaxGDuSk(*-@ecUF#!Q*tan#j z=n&~hfeS?pRpJIEfl)_Q^IcksP0nzG^;-%0ID3qeR+GcR++5LoTB?mtpJ^slO;Lof zmh-wHUFE0)HrjuzYqmeXVWuoj#>!zAN=402AxF(?f$||HqXL?@+bD`|6Tv7hQ}$vD zT*EkuPx$I0e8D)#Pv+PGy|&OaX})1xQ(0oW&cyI zO=pYYMaHZ?YF~>3qW76rmtmQ*MTY_1;X#|#nXSWNH*>$&q)mr`i@89`68<+#d|s7T zJO1hY#cgdW`2MFWSM>eD3y&(to55AXbW@w^A+1CCG&+?P5Hp5rs?^8U;RrCsr zVY@|+h_G_xQ8Ah@#bDB4`(V=Ptyc*1D{_o}vI9=G@&SjAo8_S&lzl7X67VXZKQ*Ke z@=hGCTeTxDWoNV73CkVc2UdJKvDc4H9zzAvF_8B8iampUz3G)#Nm69vxcO(QiVppX zs6Wf!oG=_G>#uMb=HUw*z^9G3W?9HCalwMGa5G@-z%pW6Xe{{mX?~OM+Vq>!DZ6im z01f8Rk07m!MQ0P-{jEG7#>JDO=}9pML7Hn6IwNfm9@tYIdN!YT=Irl@_^X z+1wr*w213cB?3&j)YGM>3A5XEr6#v46O0I*p6%?h!)EFe_-p{s;D~J ztu&`2!+5Tr1mo$Aj~>d+G9F|uN1hX@a^Csb$-_tK97_99d68lAlO}C;)b(}SLxOG!HFH`^P>c+TTV)G%Ajowf-F5zX!C zIc`&{uh-pWx~fDujKtv=RWJwy4yZBnEI4^-@2WqP7t- zWkdA-Rpw2hdCHbR3iKAjqb{-*!69p$t5j-j3O~&^n<-b?Dd_}B7l#0;&P9pFR5 zJ=Do%9-kh}-3ej5`5R%k??7?agLbsQr3y|Dc=d3MgJI7LY*}lKA-)^_aDs(%;E~ELmv#rP@G8T@v6~g%n zP7-1lvwPT~SDUxQJr){|MinxX#x$6ybj<~kVIpDiS@ zR8A^Z`a2*kz?#NG-w9id44oPSjls-3Ocjg@w%v-gfFQRtj&Il0S6;+GvyfqGXu`AI zgaNsL6be=zR}G0P4@?_w?rg|AqRWS6^myTstI_-Xv-Yic>_++U8BZ5Vhj>uf5c8rY zE=`oLg4K01_B37D6!}uE&M^!DL_=Eya7wvg>i2+FD$h!rwjs$am9=8(N3L+ryhB6n zg0n+;&Mb&-TP;I!&fLRX%5<0R$*B!AY0nENXn(`2$!hDLG7BcxjrS}>&MiuAB0Q*& zZ871Bwt(*e+#{(tMW)gM!EXT4Eq6Xa^tYS=h#?|TL!B=ue@2l&M4rh6P-ejBXzm0- z#Mq!BfVKYu0)|dL`3h%VL;fpTgv7XwTjpV6AmW*ia%#i3IMu>6+bHx( zTSU6}pRE7{aILZo#gRx;{1qkDBY#;A)c|{Q^-2J{?P7xage97=Ylnzm(VXP%?=CR>fe@GGv6G(mXsEW7*lT z-RTAEtGQ*FiX`%Yq}!~L6eS9kMWw0cd@ZR}6&2}1rm{i^A>cceB`K&Vs?y=n zj2ZKlv=MC#rox)>h0e4BLTwn>NiZ&=m`;V0=W>O8=TI%DRzSpqT8fSjkseR8F}=a5 ztE2&@h2~7P3CmMn2aJ6m+|Mb&@2pG>_#fg|qrdi-#eK^1d`D?4nozUX&#+s8BIhf5 zF1F*9>(z2LwUZ7RV7RI1X{Gd_G0paxV;}9mRBLX?Dtf05g)7(K;6A4KR*XU?Vu88);UeU?2hBa`76PR-=C*ca;eMcP9p!TrU1rj zGWZqK9*-Q(9H4W#Rv+_9ZGRNdM1EjyxR zKh!zXEqBQ|RAMRn6ji6tW2|xe7cn68cSHnuqrE~{-Tq>!+B9ka;F=!$^Vu8Tluu*S%= zK9LgIcu1b*^hTZKWb+m+n9$Wnky2h>=40V<1~S@vN(PfOc4xmfRfi3gp3&wzoW8E% z6+{m4J?$Z~sQCB?bJ6j`?U_r(Is`7kaF9;olT5D4|^0HBp&d)o-W=wGj`6ks{SCb1~upkuFg3# z!T$y`x0=p-Z9geK?eRP`zr&w%$8`fG`3)w>Up^rdijW=}OL^KD4^cC$6f413?pvJS zq6lUNiLyA@&o&m(ONncpiH}6XHw+f*+>x_tOb<~?v{d<;P&hQY^P2z&xb+Fn-h6hJ zQj;C27Yu}SJy5?@47$@5p^s;|u_`}k41W7#LqiBmfmFHcn{VF!K*H@$nSxU^GNoWJt|<`+O@+hx zp$T)T0t&^U%$kY8SEk;PB`tl+Rix-T#*DrsP`^ z(SqGHkrfde>*8*(6K`_-4@bHF1L^6dE?l_rFA}-XYNtsyH z-ZovLas%)^niVQiM;toZR%INzORZvCG?&QvxW>H@k;(RT#k`|U5si3T_LZwx>pEj1 zNQZI3#y>lh*5X3wB?=EVuqicd4u(c7&3~@5qxm8;@U%)CjMN`4Ni_8E4KdDL5=l7_ zfE4a`eQU?Tjj>msH=6<+`24`}4czx7#@}Zxcu>t}m4e9U#cW6@LVmwyjJC5I&Bee+ zkMeYYRgFBISP`Wd+Fb*MlBP@@jgZBPp@$N7i!9u7?;R|bzZZ^Ir1#iC26)-?sN}BB zYN)0_!t*KJi7Ik-{F(2eV($+*-1C$=ds&|H3(8uqLS8rQpMk^BBxah63&N2I@(5XS z6T%6Zd@EjRw)Jr?X`c~~*`>Zu`X(xg_~s~ul+E2~T;!S{r8Nw?e!`Tu#FXp#NDX%3 z8V$-aEWjUkP9ck8Yr_#4%FY&tNC?8eL>MJQqL%3I*bP^S@=fbLMcDSnt8GDX+oXF} zc{H4lm*rgmVexCv-={NMmgn&DRQMu6T;l{lz{`{^OU6~fUa15>r{*XnB@6kDmwG#n zcYrI4u)i8(I3Q!tzNbC4$IZ%6%$e4TOJt$3Lya*JE8 z6vX}pXTLGF0G0j3_fnt~3ZYz~M4p91z}P~Dn1or8P?&^~_`!tErR*K%QR4i{ z&qS1g8<2&jKyaTYcKKs4MBLd|kOVO-r-hA5shTgi7C6mVI3S_pD7Yt*iXW#jOAdXg z_m>#jL?RVG3@jC2M2G`D09w}|O@+<%CR%K6F8QhU%rUCx_$ykao3e;17-dTNnF>J7npBAIXDh_631p*yvL!yah)@Ue>aF!g)oLx zg_O2jh4AmOimFaB?5A|qjFVbC`rCE)Kaf5mznnf#s~ScyW|J{FX|sB+O<9xbNdX(| z{9f|avSbH};V{oS2Ph2bL2=8NNZWV0FV}ou8L6^Sxyy<>wGLq8#%MjlQJqNxg5+@_ ziv@7>3;#{rbSnW= zZ!{z{(inJDI^>yj)`dh>-m0j&xkTX%=p*)-0Hqx&Z_@ys!fG&y7>J(WCgFz;H<*Os}UM%gs%`$5{)U(hV!6$&$*TvGmBk7X9SI@==ZNvoyk ztP^u~CXi+iOui~?_>m}*tjCjHYvyKJW9nhJL+zkg!{a8by74l-f8#23y7RI#Oc(?s zEJ#0Tagv;$dpuLxlQKZhx;6b!8Rn@p=uMZ>&f|#NgJlPc(k=wtol$YJaal=FWC%3joaJnfH``~pr{&@b3 zdv#X3O}o8p+^ybSUF=hRV&gXO`ts-*_0mN!?4^&Cn)Kd9@blRlDA5CbI%?dZFAwwF z#`m3iH`hT(!gm6*LTs9%(re3S0>5ay7}c;NTmr(!h*3gA`t(*xv~K)tD}3ka!n59s z*)&&XwU}a08SRGakN1>C_fNYA|HRJO44Frjz@2;tHj5rJE>anHaLFpEh-D6>2i2-&3fFWqGh`UzFb?ls6)v+>(C$Z4$sW% z_@y0o{KB6f{~+TX-<;2vReVV7K{peCk#&4XG|=K@a{|EIJ_+J>c)&9h<%r)WN(jqz z#=Se8`l)BCzmM$iv0#*B&RS6loJF0Pwe^2Plme07+o_`em4{3ECRUyDUpSpVOOMc5es)%>%t zv;OZj|D4SKN3Dp?cnoNK%x zHi%fW`g}0xIdO5sG;P;_r|)Xt*~&Cf*zw@IIR83|em77HVt+e!dHO5G_X1e*ANYPO zuzvHZi2Swo`P%&X_l$7;<@N3i>!tX|=lk!ktEiKQM;mGJb>p&Xl~}&vOTnms^)rWTgDtlV*$pZr>H3?j|z%>@Nz}&cH(KJ)p!_ou=Xpd*p^DiSr;) z$|$Hya7F@CaD}bS#;M6|LN zFD6(eBl4#VDbQ~A$s=SFhiDPp=VUw)XL}tKyqvHd>`SB!{fJX1Z;&6>xVHSzH@kZa z=wu63_|Pxy3O+B72*N$17vtmPwW;9}YxFlim1978m^eZiW&32+iN(QG~w$3y+TN&EDBtB{xJlhilmX-@fj1kg?aRK;e zLcN4mhla&k!8@gDI1e+z&^f1Z1IV*-jSva6t;_oaL)08lhTlVZ7QuK>I70JKcZ)!$B_^jnD{?87O%G>|QJBGU#lPa?Qj0-m~Tf%mPUm0zs2iQ}W*Ae}00zs-@N-|;zl;fJ* z;YfA%?RJ|Fm48UA>=tf{VY`?VmJnDv_R$;&V~f1@&wrTy2^fXhW;&!fI=WH3BvbVb zToepRvsHsVGBXDIt^oglR+yz%fNAd}9%N=4<47>&-1gM3S6yQt7rQk3_m~QnhZr~! zxWlsY3Vz>u`eoP(RSGnS$!wdB_yZHNrF8fU z^W}LrJ^1&?Mv=G;av+HAdF5d*c@x9GabSSQ1SFk`TL_7B?0V-M{iW!za=w!O_7`V> zB3Y~}Wmfe0m} zY{jaSB$$x>q#Eilg*b7{-1r?}9{O*i(zTH-qG3i*W)%^rwqJO9x%949C3O+Y^J&8F zwVUnh^NFn|x2`N^EMLI@HiLmp)qKLz4V`p3dF398cR6`jJQiCJxCjJv1*lh-?cj`w z!I3))j)J0)$i1R6_*wmFj{N%_JISaj{cP+A>QaO}zfNl!JeVg6bjwSA9Ubni%d%BS zqpd1R5e7#hN^-SZAMb3rb`Ji>!QbM>*V9T2N^8tYm%cEIN^l7=t0*dZEo1lygJ@#P zd^Up+D*#x+dhgv|P4<9h-%{E$@-xEdsfCGzH$PF#t3x8?~dFKJ?>0f&~0 z38fm9f@!WKV!Bf%2&sv1okCm-`f+HVK@>-hMOOUzFIv=$sR_{amA|r9u?Z*xGLZkY zB?PSn$XGCtS!1Ka;6Zh_nn&*ZmVanM{5=u}8j57pyT^}<9Uy|q~lBuCk{AEW8 zON#{TKVV^jP=L1sfXkvr6a=T%G*4=UKv>$-+RFe>S5K~2F|IGKAvhG^i%uz~QFy-7 zRDz<$_TY^zgu}^F3Yd?}gpri~UX@n-dXzoQq0=#L1h#O7K_SuUV+eZ)8GZP(v)>SR ziH89Cj2@Zkjyci;H&xT5FOwqTx0@oma&=h=z^~lDwByibAI0SN5Pt#j<8l zX;?qJs-%#t5J5vqqqe0&llDVVc>DCP<0A8<+bE?R_OqY$IcH;6uWfUfIAkBeri&&- z)}zL9aV?O{&@w*rB9`;@SOhDiCyiFsoG|*HfpvltAF!LO)O;JF>#Wos=b^2#XuSjO z=~0JS%w>pZ_ns8)236_TF1nx&@XnGZ5eCv^$^$k+tOHf5(h7bUHD*R3eHk!x;cSV< ziberv3E{6t{c=;X8tYNo9XhYaL+r!KC@vW`XD%&f?MkROk?3s3f?>7#;ZiEY0YO}x zWMblZi38(ec?W$rWQQ}L6bA!dXc;R2*5xg;c9asLzC);EO(S!S6d4F7lV+2I$W$jM zK$&n9jWntyJoE3)B5Yd#HzZr)b`~@5=aiy6&SR3{wDWm-3}3T`{srdQi&)C{iLQA& z6T^w2m1vw2DD)^n6gy{#Q(;uGJbsJxM+lrd26#I2kRiZAKv9e!eU%YJL{B72$&hKb zAG5772zMrJrthB1gg`XtQEnV@1&Pt8Bt~Buv0f->PmgubOEJ4T`xkEqEWc&7?Ta(Y zP-(^@2iku3$&$ItXS=;q*6~;kP&S;#N)CdLci1BYr(d47-}(8c3}Y%Q)6v1)Kvtrx zGDN?;de|$oiyPB>y-ywP*DWv7EibFzUyR(kZUvN z@Sm;VNoxUKhvW|joHqUkN&94B2cp=k(E!=mK)>-BlU{gO;y7bf5!s#@Kb+SJPZ#}R z)a#aWInwOq^WdmY>f)~ko@hiK7~t-TC{mJ8kS9ijl<`w)SLr@3!BuaQ(aY;;qL@SI z#Hd0ee=P?tjjpK{+H#QnNl=$%)~gmFZIB(As>uamA;N~S)=0ZqaTd)`Q4AOhfwsmO$*6fv^Qn>v*^YwU`1y@YtpFUVB*;3j(#{0c6Q_%Yt zv%|Z|G4sBUL&}X-`E{T(#gsc2pSeeINbLuBKCpjR3%jBNl#xPlG7Whe3jOMv6>z!_OBPm*fX(3m!wr25js8-_=bx+5Qjb4%i65#${)!C-0zV&~%pHR`{*c?6c?7t>_5sqW+cXNLYojj!BWuG3bv z)yM0!@7rtW7oYFPy07fG`qz{G*XZZnSJBH^uFc+;+}EA&>Yuyiuk^L$Zm*Bfk45XR z&)83K?dIw$fgt-p-UV4f0mD+dVAZ>WPZa5s!FS=$;%Pw0GyZfeG#Q~B-|;>-qpcVkj@E- z!4fHVjoWfqgj{;duIR{OS6n+QvNe>W*AB!^G-!JwEIX=1L~wg?4FO@)khmt8K&tAO z&)28!KSjRpuj{^ddVhnT+kfR&f9_Y?@aUg4I(M#5bn0ZR9>2NV@7}bn~diuQq+SxX5AoZRnINC?Ke$w_tHf1Q4;D(3U}7oGwfKoS z)*=sD3+uK|J&fF}#WwnJ(zq+HxyFMKB0&tfm+}5Zv8P5RhJgN#0^ls=wgohUzfaSxm+ z++Dy zKqB@p1Db?S8#|)@5UWB*8nn@oR|5=WGT0reIY*iz5{2S=fR~Eo@|!$c=NX<|)80lu zM+}aS9{a|0N^WlSvFZCzX6Mnxl>ABj{zHu{yCkJZNEm0*0}0Ar7!)z#if$k$yqwz(N%4T$7U-x-rS=zmAa~ zDWdeNGaSA@(h58+x8cq8%anJ%JSOLg{a$68y1!YpIc4g;{6x(WE5h04x3$todYjm6 zqk4RE`S$3Nr4G_~-C&rDe9kHwi$A zdi#DJ$@y5yYox#CjfMOuYHL1N`-+D^>?q#YH{7*( zD7^#Mm&M*#{MObiVvpQi;I z3EMk={2FNLUUq>M-bSdd%&+0QUrpV~>l+RpE0qaDne6w4F z7UB^4tZQ~&-)$RkEqmJK3W^5T)V3`N)znWiKO{tf-P`hIgssYAOSGo5)mC)QPkw8&i_^z%-g5Re7mdDNvYExkztfKs+Z&y zbByK0b}p{smGV)KL(Wa@sUF2+Te+CFnvrk{9Q!&^@+|usVgcQCF1`SSWI=d;5Zj@@ z1y1#1sExVO4EKO%bijxq!5)tARRG-^7tAk}!J1sp%+M{IDo;0KJC`SrOsRca*Ib0m zrzv{&q?J_MX6a|^m8P|UoJ_5#hLgn=x51nJ4L0cK((`gr5cW+HKFr-{4|Hn z+_ts;RElX+Z^=_%wiQ?Osf(K{x;0@WLo=OIPLqsL(clzd=(w~&zi~vkz=UD?0WkYy z`Cvlmis3|&&kFcMW+|T34%pf@>nX@>zCKxygP3^C!A3G5!6U%Si!|w{><wDATB>6VSN1h)+~CV0rh4>ccsomxo!n)!(B0VEwp>PU@&dc=8lGq)JT(5Gy)rq@kq-^=p-6U?i=r*Occ+i&7N z4at2d+};5S^xDEfnGTV+I!r**OoL}nZD-RNoryJRvNtD!wKaI^JC~^-1T{s%PCyoH z{L{!F0{qvfGEaBY#_|~_$&AO!_=?R_w72!dd8SRqlC0t=KYz8Z;&_+JYEgqO%F6j$ zIX{Zvq)qGCwSCyOsTtBf2C`R2#U>M4!qIx>m9Q8snXOQM+DcfDD|=Ip++qCu#6V1L zCc?vmZjTMP16(H(^sN!ED&oCFjRXj?AESg=-<499gki+X@35L3`NMbawyw^prG8wB zul4=!&7%hGZ1dplwyD+|ZbaVaCYSYB3SE3N7a^l&YHw0+D~4;dtCx*Y-~X+(s6&EA zdjLP{cWWv9m31#ljFqo2skg@fscV0SfzFGwj4@KHf(?j1Y@H|2@E0`#SQl<ZUud-ZS7hY{(FrwHvSsYR{Do8=>PM39)Q~iZkwB*K682O^0%KOsZZ%1~NO( z+7$)Bx2D|TbJ%VCYw0{O~LKFIp*mHV-O7}V*eur`Kg00_+d6CEG{ zPNuonNt{H$L@3xTS~9yU%_#KHW90bKB6~7rmBc7opNp6nzk`mr$w44IAr?(BGqKoM zRJ{~3I%Ir7O+Xa&A<%YgA%u0P{8E^!ZtU`?sTYs7TOZ9>sy_PZEz>Zr6KC^u;3*aiGpdiwRsY$IleSCF9A>}Ln?hZq)Rw)*YJth%vd;1j1^35!a|i&POM=u`+B z8g&=l4xrZJg4RGb@qj{#Zi{Rb0I_%EXBtt$OE0yM0;)(tog;G*$<*Qxsf5Rpn3)%4 zQ9JEz7SFN5#GiZ&m0^SyH&)Fs>Hk=>NMq4sn9LE@d2%Sf;BTN3E11Z`Z3Z4SOTQc+h1S&+Z5SgeRk1#Ik z3Fz6jm|B_5*Y6Vj^~cRXdC@yF3%OTlP-0O)I<4SD4pj2$R`x~}{ z@T`PH5l7*L=goqlt|ocPJnZ&LkIotbxA7M)gl?dQYEA?kF6B1WTB{3{$-wUf{>?y5 zzc@y}f|2pjlFT*@10^7(d0(FZ#>1H%fByGE$3A{>Bt+(TyM0gkWHj}KpkytOeU~k( z!ys8sg%mW4iU9D*JVz42q%jyHMOE-ogH`ZR6-@|i>SVM>*X&07y{Lw4Sjq|fb`G5g zmY8x(Is9ZGlAG)fFgem7(`A9g{GK4Yjit%@Ym(9yu1I{-DUf_0zU;Nf=1W1--niV@ zlwr00IFiQvQNIf3ZIe!L>f7WkL9}b75OD$_W0uER#Z{IjR7Fpeq>~v(g(60iMopS5 zQxK1IxMpppH=SWsAKa9>0~o;N7uu`&I!Tu&Ur&)bRG~*QNUK?FFJoNj!rr>QB3Qa+JapI}l0uxcI(|g0g*jfCT4HAu^tU3GrCh>74 z&k*SbuLBU%&1R_Q5#%CV1lmY-E8lhroC8)i`>P}}z6<=^)Gh=X+|sK*;3rUnDtO}1 z&n`_=&U~mW7;Bg{o{ICg3SW#ii4`^7By^U(aZ3g!XN1Zo>KWd#rl>B!SMadqE@fY( zR`BQxYPogg)odn2RkWj5i|4uf=g9>HN(FkPD*fDIi(gM-ucJZU_zNPw3a5C5N_Ecw zG&gYWKl$GXa?BofzMmJcC~Vx8Ut{;B>&qTQ*{oJNyx=gRq#iTw-)0%=Y!RzK=Sa*o zLt!{~Ngfn2{t%S;`Z#}J2MSKz!}PtEq6D|<=xNG7b*cj4CjQd1Jc|ON?Mg6y>kXxK z8y7LWEbpyX{9!AX=9hZKl-^aR*r`_qa=I@9xmB=oh&gx~ap)FQ>*rY7(LYS%J57<%B4u-*PW_;}#T z(bN9@5Xh(!=t=SUL2*VQD7qtmU_(~$lWv>5J^jXYJ@bxpvKJhtbMD__Jf#q8NmC&> zw}5Q6onbYqFjpfXSmbd~W#Q-{n34i66SDU2m5(FuOwF?}Ie0coi~@kHME}yug+XFa z1u&6#=74@8>bXCDapkZ>y06;K6@7R%ud1#=IBMiVG&I@?_3?v>*WxO#5WeKY_ZE&6 zUMv{mvs~k-bg!~Bv#`T7v@Na*qhR^EoErFr;tKfW+wj5CCmFSM;Z>`urF4UegKX_k zYLLQJnmbf|Mh-~_;ipvp(MS09z&_Xh} zu~0N*WoZ0jojS8MwJYnqw0gE6k5YWB2K;?0oYV;E#!~>f22LpF{Dpz_eqTU( zZl!!Hd&mH+pObnwJtHkV5k*gp9^f>>?J(h%q#6i|r-p0Hi9zuUlD05S4NfA#6c2%Q zkR&2C7f6%8*z<$uYOX1QxX?!BL~)KTq@byOMjoh)Levm0EEJ<6F#?l>tF%fdn$%RU zp~%`GOgM%=>IX|qK9H79c2rr2ipstyaz8^-x<6Bz8?+_S|+QUnWp~kiHj9S z!4w_s7?4lhSiz}HG4%pKJBEmtv>`EE!*gIa8^kc57pc6#P5&Q#6)i11r@`-O61R* z-X2I!dR@`8)q%`|aS;m|FIvv^L=v(KtkqN!T?G;*j2{V6L{b8C5jq)5(Qr=yZ+)ni zPiKVhE5rxJ8-(}cU*Ac-*J8xW?^@8}^@??7HOb`R`%Nm61RCoJ&!-vmR$v0u)Hy9u(%H0WlNYO&_j2M@ z1M;Z+{zyco=z;~Crv78CUHY)u6yYyc`f@B*;`_Y9NI$8sEaCkFZb)mwH)gb+Y3jT> zk<9;eTF2H?fR$+c%9Ztd{D`P*9EvWGqj9O8E>Gza`BG~-L z!yxZ+Us$;kS8}*kFISBeGEEc!|Hrp*6vdB5F0lH;zY3}n71#3Q-ZV!17)-u(TP`=Q zl8wqMsDtJ-Jq?G>)EG?1n4!g?Tk5;XC1drF3ab8&SuXimhQ&4X9p&ffP;`xvsfoWW zRpUx6)fkmdb!D|ZFVI~#!uUahqK_-p2Jlng4C^k~8C2vDqtZ*gz%{=^YSq} zxU)rp{J{Bp52ZyME`%chI{8Ny{*lBlc%r&D!4T|4Z$Cwe2CNb6!dP_wLkQ!nzx;W~ zRP9JfRMbB$g84-ZM*T=?co(Vxbg>_Qiv1{;;H(=EkY8;IY-tzd^;cc|Hg1j&vH?oG zBJ!Zz-sE6BWqGdO+_fRpD7oj2_tU4fUwm_55THrrqvxP|M^!wiIo+fvL;6n-2jIW4 zi=m%L#RIst$xx@#R^qyg0!uUZ{2drEkewM-Ih`3XE^+0v$8_g|uxDlLX#mI~ zT<@@oK&rvQaHmrA#~86$JEN^=GB0k7_lUdW%|RcK#GI+`gT*mZSQepGVSw zK3qhTfFY=w=HZ~rl+=EQqX;6i!V!dw{3bybNjxI9BwbQ($DSR&)n+Mm$A)PlqOZ3k zbxs<-y2fEe{^&0&WKb!x=xT(-WcFqIk9B=z^~r__hrnhj9E0FoOhnk2|_&5fz9{83?fb;OgNh+XtT3L-ibM35x)6^>P$l&K zqKGSvpkh>#%D2y|z?99V%7;a^@-l-A?~J<32-cMTZxHO(AQ_noc2D9b7l!DSkU7e8 zNy114|Kfdkmrs7R@1B)_o_4vJHy1IUM#iBCFEjkCBe4Osa^prA`CQfdz|vgBF*0T< z8sq7WXZpM()m%v;l$Oh!L?QykT*pI)2a3 z#BR~u<%8RpJV<-{Hq{ewMggU9?YIfvtl~i|V%_F$2*F|6QBFk9X=fA%IV=lbx8orV zM$dVr=m#l4oBTi#(uRSffdQdqzb64#1#BqqbwCRQ2CPh4!gsxSIMB6i%6WVXDG*u8 zMAwaw@+}+bAE_ECrizX#7kVD}nzpHXVO!RPmNHu4bmcVB+(Nc9*c^%}@hoL^su|X$ zWH&&$HQ8N}C6@+nP?iQzAWj!iq2boDqLi*(MK$;+2Vl%cXoVCodw>p(EI#B|1}BV{ z%BTVwCD6kmsP9JS?9oxzVfrdA(WS;u^XIPsIK zDn0%w+RB1;Nt7+4H=5^m+G9Va<}Ww?TrZxRV3F+xC@JuTcPBouuPo%hyvK$7*HsR? zF4XZ@K%fUc@U^PBLOd9o* zJpjaZj4IP*qwx3StM1Q%zliqRrU8hOIs-zFcNs`hRNuiIP)-SA8XXllPLT>b%FRVi zU|de%K_hL~nHLUz@r3SD+1y7dB;Qp~Kr0?jIH+-%tB033n#}{)f{o_Geo?g?e*3=4 z8bCf#jLTc|sUb`H49FA%lIe3VbSYcEAd5~_DrshlnZ!HcXHud$MMdx z3I7wiaE^BOjb_OVHPcF<7f)|8kyfH$w_2W4yIL7Npu)@58?&xsvz)retWM__ja?p4 zdabrSEXpQJM9>+Pcyw2NbXFsysw;-*ohY(rd>AFD28PCQDZ)&=fmV8(pyOJDVlaj#28BT2QW!cYJchLN3gSpZ89;`bxiIH+?TCdq`uOQ_?M~Q= z4k2MUAqL=)|3*v05{s{L^&aZzbCJCs`*CzUQ9fZPhjFBzKcjc5XS~m90$b&+@PsK? zc!_U5MQT=J3$3^yOU8ESV9Qnw#*E<3SGObe@k z`Q~zi&)+ws*Z>jfxDewVad%vehu0Op=xD6u;MCdmRa-@CRFGv(uF9LeovzUIFwU%9 zhIFs@H3X8sdmE&0V5l4K7m|Cw{6!f39S*F{o0UCGqRqa*YV!kSNHp`8yAyZ&g@JKa z{&N3~x@!~Is#j%umKrDnR~h*00pOS9ZeC+q%z)GMA-^;l!@z%u40_p+N#Vp|)_ zMfI{rV_46_2iQzxloo^3n#hCB_2z&TB+|c+NV>i#FUiCbSy3Rz&(d(l-3m9zQZtFI zI|^r6K>b&Bf|}lRl1jmB@;?HAOXu^7J5Fl5>c0fEbn>!R=ZwXt;mEFHNV#>GTHUfN z+<(7sJM6_+6#N>R~ zQweC>W+-AX_>AHi_)?^f{xhNf6^fN~uxZH&0JCZNb^MD_sjg69;l9eHtHnY`;DpoO zTXZcH&i*L4WrEgaU=MIK<(M^EnP&J2Ki)CXCdFv!NE^ZW*SIz;kRSUDdQNtqSs$NE z{|FK+7%n_88R35JQOZp7XdKFv&?C8U2NSx8j6+E0s8zO)=DR~IERNdC)5Ru|{*7hV z{Q$-fnIqki??Pwl2f0co96S-qCvJX8b52=uQ~oLLzwb5LBj&&*N7DlUg}g!qjztE4 zOk|(*u(X}KE*)%Q1zFKiC==+bF5>H(RR0r>wf>)QEO9$N7V`hc+FL+XwMA{ibeDj% zv`FVUbR*r}E!~~c-6$Zbgmfb%-6hgWgVNF=AOiAl;J)8`QO5U;-*FudSZp?Do#)KC z=6q)CwG?0TY`RUxza;besWP^XRyzDh%Xiny&Y_|iaAKz;B5KtARj=rOs%Jm@aPoAt zRY_I%`Ky)B87}(l4mre&z}D(R11uji;TQ!I2sn-Ue}cx^q1eazp*S30fbH3_K4-*Q z*J-;6Z?KFS7x>R+tNU4gseShXNZUJf-~*e(CjdFo`t%4TXxy6;=K<5N&{Y0YQr}&n zU!rodZss)kA<`MigG;&cGH$EQ3Il~-*Qlum-76D%8a$=g>O~@H!1Gy;DVr9hRK7sb zE54_OC&X|GO;Q4E6Ad`Pph2258GZSY*5IpeXbiHq)h7f=gy3hnQ3TzEQ8Q--Z|Aa( zMI`MSJt$gT7Odl=O*up zG_WqQV<08G3a*Y%{8}=mEc+(x;}fH!Vkgvr*1pGLT7ryh<8aPJvtMfIzEu=Jy^##Z zo2-U4>#)k29lAh{1yO^uDNrR|Z%9DDpyM9PypSfg_(H)uCWyf~7RR|!BmPsAm}{KL zB!KfIURlVG5)aS(TgB;H{;q;?6q}VSQ+*%m_3?+>z<&o#(<`;dk1nzw{M1+A1C00gejKT(c zj9CUwOqi9?pr7_dGS(C?r?t0>KK3d}ylv~|d`K`HA6^ygwYetSVEcfNwxK5q2G!|_ zZYPnN?rFdmSE-aWwNs}9f}Z(Lh1QaC7RXBrV&1XUqp&Gu3HFycc9J-`Bz(m zJF33ucT{72@vuCP_Y^1$GYkzNbQNW5l51WTpdjga74U=uWy8Zteoj~jqyRi6HNuz+ ziF5`uMk(MtZgR|1m9bfJhbG*Y4)yg_@rs-a8-3I|%}1kpyN*n2MVX5AL_~HCb*w#2 zuB=A(4T+9IiR1PTCL?Xd43dUA<&Jb(J!<>vzjCwnn!JPkE1SGm6>21OS{$RkTMSyU zfZIQ)Blx{4#}IAK?rDB7-yDEJwyRf>u(F_ui{}aQYEg`+M)8cg9!opd14@dMHVI z%0WL-%6|1Hgk%vgOkGq^q)ph-tGx;Mr@c^5e;PlHYr&MvWD~{wW*r~?z1O;j&h9Xt z&2to?>p@}3QzN!5M&H3&otvsb%=4852vP(i1TIM5pTw!I@R1_>iXRkW`rjD{Kl!GJmKAtHw65qql$i^GOf{k8CvjLWP+%Yc zfl=rRX^`WLZO|M1F-))Sh|B@^usku-=DO6I^86Y_Pt`*G-TB; z5>ZAiaWKo4NY3k8*2{j%^9|}(6H}#OKPyYfpiFKMd4gzqG9?)hl^}=NUi|Z^AdU-B z)QSu>KaV7}=71b#O7GJrh*aE6&G=2FiL%7W-6~HI`8(t=Vf^JV!6bxP5)k6IG@*(huVF2W31k6*27PD!zP? ze5&xjHU}uSw&lc-krM~Kg>X@-LM1{etO`|I7)PY0o1ZX;4_3GA>a?{phgE54u6!8R z&@B4yji&b7%5m+e>2=gnKMkEcH9<{ZF(i#FF(l149HM8zgxZkZG8V9u5F4M^s$VpY z=rGPS%_oXQ?LwS>LMRd7=2BoEjJ|*QbEquUg0g9k>iD@DZN4G7{+z$6P-cri^iR`Cxo>H@JhOe>_A}oL zUzhE*%3hJ=Jsoqn?@6HR9bNBsi?MQm*#D+mjP>S8AP|WCk0*gR|7aG|`B?V77Iprd z<^oE!ghcwJHVq20N}^5_w;M)6fi$u@vc<%wA)5&4&ewr@l-81fvl#@57q4xPO!u?zm#ZiXbjwG+*q~@I(MHn1> zQ3qV+W=S9IYz8UkS*!O|j@9$AwS*~%NaM48KfvE5;Lut@Icw>m7!cdi|M=K_!{gPlXiV3nwPl9T7cAXuU@9cNHRpg-HIqB63Ntr?6b z^7$Xk`2Ljl{#EaLwa6Z@}aL)7MqtuH)*c(+Iet7+Rs}fWGD(x#$IdNBH8hz(y>LzT{kddO> zBR%T&mc~fw1+`%r?*q}fU-mBAkZ;gt3Tnte>TVFcW#FmFQb?b%NP60P^d2?&mtC9m zW@9R!b3fU_Xss5>f|+X|)XnJmP5P-Jf#Nyv_|`15?(qk z2FS^&QNdXf9aA7ap>}FQZjz8`EZPDLA%2x8O41bZ@4P~WVzgPzUn9_**MC`~e1BkMYd1IP1;ss(kf1q` z%qmX?vB3fj9W9C%(jLO4zN+L9guR=7?vYXjonc9Bma{%=A5A^2zHv1W?#G|fAB_O_ zo$G@ITbqC}>gjMGGSolf%3M6qeEdR{Tyx)t&t3iJ_muG`#n_q#Ho26jCnXba+cO{L z(CdAVcomYMHZm4B-h=a!K-AcZ&LcWANm>u*lz@Z)KT!VZP+V7_6`kj_y25b>c7cQk zL~QEAhKC$S{i;mEn7f)9X;1^4){R2?)Lto4HQOe%Z-i2i^jk%ObiKsX@eX~miGd70 z&Wvo_dQ1H9OVN!49@Z6I%an;4Qsd7r72@QgX%HN>yGJ2NB=QsFrSnxVEfq5O_)PoG zS$@2IH@6hw5OUG~3jc7>+xF>~E_)mtWkGz6u4C}j7vfI_2`c=7quV5Z> zA&q4W)8Vh;>x(vxDMR=KL^w`7f;B>9+f~%we!Xq!5QNWaAut`2*3+AOxSFubH>|-T zN}`Y1IZKTiEi15vGdha4i?xcCe-TWqVeGfq^kSJ~yokT^YGn5EY0B`8?>P3*>OR;4_J%VV59?${1}PDFiSIS_b40M?4eHprXkmgtOc5{$ZMYTAV5Dtf>NmM~lY69(_5;JMMcK$Tt=RxhlZt zIw=)mq;67k4)P@*tqGeynTtPpkM}iL5-lFd> zG#)T2KA>wSH)9C<77Mmcto>O2^2@#x4Hj%50 zQJ+0y2o3+1<*$a+R^Fq-!D7*~Y3+oqwqLaHCsoT#2EE0IXOd}g{R8X;*4fEHo@uQ) zREe^_k*JS(iaoN5LSNt%`S6Qr?pI@~$|W047LiXjHSHs?H-TuZv+EIsFcXPuHdjxN zbGKJd&vGeO>kbsFJ8Uk}rdEnxE%vsWDcZmlbm;d6)+(H^23t;lz~&cWec0j?iupu~ zWH)&8!c%yn1ja0|RL%PKiK<&B?!)S(0r~jj1(qN~HXH@vsv_tX$_uw3;glpt!pW)3mLIqrv zj6``Ih5ES>WV4^%By!8faRBVmlhCs&bEtkCBciTfVg4YF3hMqbc=T>iXN80`8wP<@ zj1jhEEj_kKmFTOHIO{VoxIdxIv?>WVz^Jt(yB)73z#K*S$47?NGV)67vKQ%HRPe^> zV7crW6p7jjIQ@pvKEi$+^1UrtOu5BqX1-y}XA&b6r2? zewRRVfc}C$vx7<5K&+%3oWQrchv#vz{7#=AMpi!bV@81W%KL#F76cPu{0s(J)@JUC z?;y2tjTnVA^z4b)XR>KN}BZ!a&(aee;F0 zt7bwhwpf8Q9L`mf%697{nqq4IQ4leY`7w|J+p)`L>*h1s{2KfyFD0_!t(FA?GyKUovz~*~<9G=ZH}?yy+P+k^A>=xuLr8sl z^nv>jU8}=yi2i2%u&}V*B4TAHW#a_jMRdL0#T`U~@Bt1Kg7bo<-Xboro;dMNTQ?7J{f?*sJbahe=|qjM~* zw-$lrdV7t#N(W;8<2+5&-kUW9JF2640f+HIF!Y1{{{Y(9k?yeE93}Pcp~Y2d8UQ3D z&CIXlRHnxHkJ5c4n4R%h&H|39?!kC?4k0|zNYyFMIHyyj~8Q*RTzE##@PFl&4S1^Br+Z2L}Z$UR714we1oR9xs~Rb z^_BG^JFOKia^=amw%i-g`Wp9Y9iS|KK>8~oU2lJK4T&AlJ}}E2NGyMBfPxx%Yv`O* z9Z*Rr&*F7Lq)8!qlYg0wJZ@}X0HieY)6af~OWwiaK}fT`UchmD?O;R>rIkNHF?USg zUR%q-$XgP5ZuFP;3F*(r{{Bww*Z~`NjfewKzu$z!a_t=MuA@G{)&ZVqlm}3|r)?0D z_(@-coY+qUD7-x10k*ra*UvtZ7LZY+q3rf61E05s)(iI6GKyBkn*CDJXv^z7hOXa@ zK5`$TKT}g2EPr9V!MBEi9k2`FyOxgSkHi#e&#h-|yHPrrFlI5aijj$)%f<2HU9#W` z^@vX-h)fn5Sm!j!Ou?0=9obGPB80`nQxosg40Y=*M&N&#qM6=;PCVEH~`n4jTor{lN}U z`zle}NCEn`pnL)4aKWwtESgM-0+Ewf!fp-f2;*aEqKg$;4P2kQxKNI;2*6nJvVn*V zW8ud6>LrA+I)~63JZPl%h=%PyVg{^$+hGMUld=MChZV$mXVm~_oc(6e?r>{A40{yu zTLZwR=b}CbcpUaPmrTrj}s<3OX1B%gH?vRClu77~udmo^C zn8Dw0YgWMN+yDZc4gl&dpg)+w!_Y>+M5A)Lekw^Txrqj6?|B3mu z*Ox~c@|`~@X%qM!(4(@u7w}Y8s|-D7nse+!cQC?ua37-oh!y}Plv_lcfa-DFRXM=7 z{)Xsb&zszYXUm2tuhRqWFkJuaLFD zWhp>B2mjn*0|Wm)ME?;jVCCevLBs|`2dux*YtWyx;BE+nA@N%XR9%Z^XxBJ}P?!<| zcF+qri#Msz@Xvi0DHN>=9g4f_H5nZWcWLK=etsXKduYMmP&ZaCu3JO^Ph(}j8!&+W zBnG`VGJ*m4H4vj_#0k&_Vj{G$iGg$vBJe%r;BOGIv0NKCz?}mAlNEHAUjw%9cdd)4M7>@|Uh)UX z1{YLv9sg*Zbh6#9+)r_tZ&3}M)e}0>7C6m3Yi*tcJ#>VH#EWT1Jdcnwa+JvTkADVlJ z!e61ewsD+5LIkjJY|MAp4}2C}I-VW?S0+6Q5D$iB#>+&K%rF zRz@UU-rZ~o3nLqwn#}6&+Dx-juIaThKO7}m+I?v5VF}EC5%%2JH(*;%wrl&wb(bXo z-0n{_*IpGGAaUl9QPwho#>`N#Z>hF@;q@<#Aw4bDvjuddWujuvD1Tbfc&Lzy;u4bc z8FeOn#7AB3unBz*_Y5um9xxpDP=vn`&8=wzBGYTr2EH3Du>VOB?uf>hC+P(Xp8qxH zdG)2pOD3~!G-VmR7!~ewmk;JqO#*KbMUhU5LcQ=*f}Cp!a^0g7NEjwG@B7f)Ll6EY z@?pC%Yd~0fZPvhd`8CHM^x$qBCy5sH?>NpOIcdA+!no!wEP#e!jShuYo7__U1PWHm@6>BO-&J@I{C-@N&4%#ti^-h%<~z6K|vey-tBg;-S(qVfa-? zS}^((cIdmEQrrxJ%ToG6T*nx@#eAj;hruz?FYee-EM1dKdQ?-W1E8jD|juqOvi7ut* zp30{Jw9Wd`&tj)o1HmdKhO0t9{-4^<@^vnrvLtVmJE)n#QBq0;f33|2 zsYhCG2$JFJYs8wX_O+f`N4@Lxfg&4v?maTPDK!12bbloyE+BOPC>@v?*f@;yuCWHP zJ--1${qS#l@S=xX2ktTFO;&VYjA{CxdP(@f(5`nQ zr0Zkef6I#k^7~y#13>sAh#)$ePOAq^&U`q{O5ZNX;kx51X6qbq{sPD%pdgTpnox8X zqgWZWUQ_F@hyKLVbk{X4*_XwbTfm8Mmk!++1b-p|18nP$b@VrC2WGo94Pc-Hkp*-& zjR3@YzazSve?KBkqHDDr1h!NOx`RiotG!gycILG?V)T^dIpA z5I}cs&|GgQ$bKh%4QBq6C)`P2zsI;kd&p!c8WS&!!DB>LMgpiuiPWK~92I#d5W4*# z9}7`#S3ejYFQ3~^*u!lpaU78 z#tm2mnj)v<94c+viC>6mw6ExaTGr-wNCQ*!kN1e@rq1-6+5Q_p#16!t*MI=d4!$cK zAg^$rs$J)NZ)yv#5D*g#|EVo(Tj^(|YDc44hCfz+Q3LJ;O7=$Hm|(DUrt=O;aMh4kj@GL}2g-8dq4trgjBni&Z%e1xxpT-2oV=MQ0#n@ixNE^_ zXg?uDz~}+@;JK+Y{TJE>^nn0)IG8y|IqoFiz<^`=Lp*oVAiyqV`0c{Vgr~m4Ixg1@ zB1b{?#|*B*T6_Ow6U|H>im23H2Mu4S+aL3MzRo5Za-)B_56(RV;cv8!11QN~!(rhf zy~|3$fC>Kt&Oe2@YdhVeLyDO6zl&!vTR5i|G7(3*?5*b>V5;>a4iYCYmLc=qT}Far ztgSJ@EOxxB^a2KG_ti|nH?^kUr1LkvlmjS@Uc&(@O1~LupuOTZIKLUU|97E2VWvL8 z&n>1v;rxlUY5IfPLcO5{`s_XOxhXgO2Iy}*DLY{Hua^%{h-G2ElSl-!{>csQxE@Kr z|1}3d<+^{v%qz z4lKfJFhGUuH%kprpx>l(r_&{DJh1ZrG*_|Dh@(uD3>65>Rc$0gZ%Ia}r>2Q5#^-j! zIe|Ioaim-aZ~Asl=g@TS!}1@I0(O9ZUSk1B8{1ts3S<@jZ&(ock{A;IhqGB%qtgUw z=el3Un?DW#SH1~2Q*v963wjcYT2Q&!mN!>g!8qqU0{?9bjrBe(e^LS#&c89z93UW+ z17bE#pk;=Y?M~za1_Gkr;Mgd9MCxEhX<4T^gz9nKk#RjHM<8BP<&_8yw+{W*KFRS& z7M`3eVK0=)!gN1*3;g9|&E7qbLTKwqC>NcR*HYlCqw43ckH}x!tMyyh9Ac&USwO|e zEWld}OOuJED-bDTlnoX{VQ>_S>!=gOyBc9&hlRw{cA5f9evVr$}fd8%p zs(9F&FlopeS(+F-Gs&3PnmL;TS=IXzn943j&eu1K**V%U2@Bh~Yya{2i96c4*z@u- z-Mr|{4@}BTDvpM>PWFb5Cbq^NOp-{>jxHulBFaopOHA|Mv9Jt&GWo z6eO6`M#?LgmF)Z1kyfA}n9E?^+*8j1gZ|8}v$3=N|LqFB{#34E1Ml_bvjMy!5+^`i zfS5p+N!HNW(ZXH(dLkf;otbdNNl&xm&qMijkk`A$sJ&Y zw?-fMfPmqRwPbP!%;~MMVR8qQo$Yq90%O23-D)~8zV0Ntp^m_q4T%j{9KZ?y#(?Js zl5Dr*>n@`khYwu8?$EjMmcSU86@24rfH5#F_@8M3|H=lGi*Npxl^KZ*Xo$HTUt7eR z6~^Qa*!b&SjN9vgbpeX8w_{*lpjdG`2Il4bXWpBR!GGpu8_ukT?4#{bOA20{V>H0SnyfWF=I(_P=g z4vhbq7YOh`0RG#1fQSOXc{}C;1pW_RV3mP@rofx)AQmJL@cwScz`QrDAHZvZfO&5k zC$7hUvH-7pdk--0%__aV4$KSOcY7U}7x?*h%!vd7LbKa3Fz-!W61X3b4+#9vyg(fh z1VlVH_W-{K-BgmU?*ZloiVe5dfqB{gnHLO30^Jk=uI~Zn1@e%$_W<+WsJYwz>ghVE_BuHZfofn1|aoD`3n9 zjQ_z4=+`ary8c^W-rE)#V9bsLzHKl8#=yLQyl>tcfE9czi)$nEZ!=TU++VgTRrQ#C zU45IRk9thfjEzZ95R!n`BGW(9-~Me$Xon;irxDa!V_)T%Ioqm7Yxb9!OWmDAV$ zqlNBfqApub-t=Fcyj71e%g zHPzPY?#boFy*2B;!v@>dp_;7cC7QmvZeLrnEC}DEoOh&u%P`?1CDBeRs82uJ;mxw( z`7o>2KRHlB6CS6Tzhw$L8`j+{;AtJl!&*~boNE1z2lU~S-Pwi9&Ig9N#yI5FRTfdh zQ=0=qwn$&FYve6c~YOa(D5LNyE+<;^+K!#u?~+j?Xl=N&ZSWnFwvYc7p2S-yzanm=<+?=$7u zrOA57fEISCroI=#TR0c5#*YbYxlFhIKHK)Z`_}>?{D?=LnDG^Vwr#BbtDfzuk{60H zF{B^1tqwfX)ImV9mxnv;S48gfW1F#w}!AZcJ8(;Rv$2GTxpG%_?aj zQ5?1ffe_0urgVAmLywW~{R2@l#3CjF9PoL=jbFqkqavr-Xr+z4Tc5P8ZfLl%tQl|2 z9acKYX`smv)U6Re#e#=MTJ*JHGs|F0Do>d7dTQs{O(0MyzS^~dzooPi&}rQ0%Q+!@ zirw>TP957+?}UI@vz|y$ytd-Os6+*Qe)1r*P4^3QUP_LgW(>H zTVu#TJ)yJa>&>lS^f-$pV~rMdl>>Wn<1yCQ$H6J%!+Ar2yEs;6i&I`hF6%R?XIji| zi^j(bNI`RIWi2dBZ*?BUq#_n2GbmQ~NIEY3P(&k8uTZN9wQTcRg79ad$g4`IB$MeN^j`=z`G;D_f5s4<`3^5xxsb|k>};UXjL8pxt4ulifAOR zg`IunxhmQ+EVb@{I_<8!A58-~#S1H}AFEhefL?fhX#Ck%E#-8%a=m{b;X*5gE~yV3 zLaIf(_Ic`9+Tm1X+tBzcm$BWo&m}smA-86HT1zifItZs(#ba}epypMV{4U>j>enLwa6?BiZ%Wnq zv>JMrWS2!`%9IG%NR-dj(lx=$3e%XW@@zi3rossKwLm%TG`*DZfk8{ zEzo6AV#+t-`^`i}Q5<@~D`jEY4^OP}qDz@4mZ*-?*z;XFs%`fGP3^m+J(S+T&mMx! z-Kf29e}JkynNZCr-GCjMNS!+KTBIHvJNBfmE$&$wZ8}Z#2IQ!P!G8z`9=En^ss0cTXbkakon zsH6EF+4Czlfy*I|eiJ8(a>FpGH}?wX$XW44 z_&!L7SQI*{C_m3ex>A`YW7@uQw-SdGj_|<-tquY{`=OHL3@k-~9?$mzb-Su|$@4nJ z8;_eUGsZs;5x2ZkufTd#Ved*UqE)RIazM@9-i&Q9kUm<%O{C>~#f0DJLClyft~A5$ zx|i5f(kHd@EO*|qllK96p71GY1QEleRx1Zy%y;&+`l%jTkKy-l!@s;bg5U%k|{0#(_pz8Aic-#stQ5t_U-m<%NvXTn4P6DBv3t8{7dlsN?s z9(#26;Sd*+hD5b+J%)$7o?J%{Knwc>PqK! zAq@fv`b&Y+$85P8)O$s%YKriDxp0xd*>5h7?(#jzK6PhY7y@syq2W|!-|a?Sp_dbHXV|;&zY=`Bl#b~Ft` zy$9Y%_*B)A(GCV)fxS7Y#+L$n7j@Jw>qFo51Z^KQLWS#Rg*{-uXfdu?97)rjig+)+ zUiL#xCprc3Tv$87v-hn>DV^5l=jvddhUA~EB9)fnc=8)vvPs!@6nVJ(-y8K~1=q znYAPZ2hSUH`&FDuUw#O$r))ZA5$0ej@$L!puYI1j8lmKsSUvgLkWSR>xe|7thXhjB zcOUxclOGvoh}3b*C+-p-Zm7X?G&=~!=(!Y@)owbbp)ifgQmAL8>`68AfYHtAl%iR( zo1cdfD0$Hu36{y&g{`+h5FUozi)- z^yMSFiEWwh;ezAghHDHH)!H1?$uwNGM;fxluex4e8Q+7ptHU3yc~{9{S^@wAo+P?!oBwERmeuKT<9GnJ+LFp(_s7nn=oV9?PRTGH^qrEnccP|9#he04K-bI3iJk&8EV+I)Rnpd zj^EPj4I9E)%vug}j$Q>SNos$W=rRDLILDQti_U>Z+hM>&>v)Z;loDJ(b9p3eP>PWJTA9esn03t(;J3b#k!AAfu_9daNchUtUl$ zduuVG^nqXmiIT0Nu4iY2V5)Eo76wv%w?e(?lp@rJY34awSnEWVcU}DZ353Y)nXa$r z%n2EgL`9@mu;ANkLddX}7Q!y}E;>B=Jib6|ejdu$7lpXOgI$j?_NK1?oVfPX%2&im zPxp(Bcy{E9&t8(q?x9B54yJ(D0NJ{2X5Xo!QWTtEdo6gCDZzWXG?|nzK8A8MIm6Bz z`T67{ncP2N@Tp~k2$1Q3a>%y98JVY^5$(ntqHA7c>J z7C?M|Te0Rf(zV?rWDQH)_#q!%Cjsy+I=$RN2>~ChSI*m8S+^nT~ST{veOf z;H~fx1#hwieVSg2NBW#$$hx>&w5%*vYQmc3`S`paUSs`4G&uVPnU4L9zWN=lYcp$k zQQ5+oRQ+a9R5T~=3+~3bleiCKZ*4ssYh#+H>+~K#v=rcaHbj3s?C(T2-QU^Y&sxUk z6B|K?&wm*=oVu*}@Umbr=kR-QBbywVn~)3Sq!SwRTjG3=L2^F-1|do24MPkikpC4cM4S$* zOP=m!mwGWCoB`pE-uO60(EEg^%Aw`4Ae)yk9od>`PF#uUtJICCeni2+93jAQ&Xvpaw6Aq6lBfSx`bW`FR5A#CpHCNL^7?-LJ3_HA^>cz7> zH~N5+`2dE19Wzq;oPmHrhYl-4^xY6hr_8)MFdww^j%P{s^A%xBP7Fk7@1yX!y`0I%Z;fvHh0~-~NkjxRSK?LcJnn0b) zj?~0HE$SJF=_R_^uxWB!2Ldwl4?2tqox(Y2}5T)UNtEJBHDUs+nh|(j6cf%ohp4m})Hz!@)X@ZdAb1m}AU`)Gpc^DN;^0 zr_lCM0gsWJY4OX@Tf}0_u*kC3qchGl3ws$ZJ^t7%lA&zGRZpDDs8unV^4HWkrlULb z=@0no9@2(eZc@CCT;qZ4+?{^il^f=jL~m}c^3;h2cDZ4E{{aQC6`AbLH*3rfr2%-e z(I-%ii>!yQwpNl;JX&ef}V<}xZ7C< z6@?HTL_b|qly*HpCDpVlOk4AGTigr_|xg*!67_mZsA$1s_z|Qf-k32&;6i{ z9nre9{mlEc1uzj9xf%(um7&V0CzI^y^VUp)tWvhmMp3+PmtXJA-UbRFn^71*82?Sv+(^WLu-qV)4j( z#GXhyS*9Sd`5IMAJllg7j!LyB*=HwDmk{K2cN6AQP536U*l_Pfi4RF0kZ znn;_mDVqs&`IrpiM^j8F+an4%S2jW@AGS2X;7~n-DNbprU`r!+eHT>{&M!u)Tm>`Y zX!=^qPRN%SvIkJ=?4srFz8%U73p%Gyx{))h7=pTeyq+_S#0l_zhbkemYa2LYf>x`w z=}gsPe)*7O_-eK`&p)gZx^C@as`B)Cm&xi_$DX;foRF+;=&m$;= z6Lri<@tOociK{`L6hZPrjX}fgUrA4pSFqEa)-*;yi4AW{scB13AOjTdqhE;K|jp za`*<)=n$W`SVK7Jm{kX9WhWEOR2?*A9cCit5i3y2N?+GzKjnnw2FU~pv?cVuW%|J{ zyiC{Pk4H7$H(t2t0f!X5SN4>y02?+h6RU^>OGfCWzF7c`qPn^f4U@rB<$GGsoGK-X z)qC#*QsrZt6>fXw7EKa7LR|m{KHqDm^eyx%44AZlAv#Y|JklZMMucfUzoyU1?q)46zk6WB1q_?%r>1 zYm`Pr+TVj`;5+*XSr>EwozL47mK}`3!KGg!*R2pWR*@;yahz#~0(R-6PD%{7MoYY$ zAYkbtAJxUp^x&ulwW!ZSx@Dj*7K`=B$v4CEJC&}xmvgH$+D8k%5n0%r0XeOCO(ySB z*y#iYRfGm~uXbC4X25!-XsDOZJZiX~5sZBMiSDsmg1%7NLw9tzKff7gF}n(U{R)%R zr}B(qXu_k88@mKm=e1adrAxQon^FaVH_nA4^P4fneb&(PrDzY!F_&yz?7C1~YCJLK z8G>l^iu#ok%OgLTmquo!;TFe-%3Xk}B6_Bds9cVBn>3;=Ib*+u51p?xXw1)w@#yH4 z?CvX!Tcule&+ol4yh+UoCO^ba)u>O=qGm2 z)~7eG{m4cYG^yQLre76%9nsHgCZ6PKkdzz4zA9dXA9?ecdM9KHY36y<8|i}vv5#|Z z*uqsGQQcHACkw=p$owx&N&H}m7@!@c{oaBSM~1XT3R9#^@N)FL#wi6~a7lesNhz7c z*-aNPMq9TDW6Uk|6riAtzsU14c`8x+zD&M5+^24FO_IW22;#M@h?CtTB;x6{ zPjUWN6G;|&SeT>Q;i4)H9u%egvVwurl!~fh#Mh&E3zi! z=ExSCq!=Jsu8~VfEYmK!_f2NzxdR{KK-NOBfA ztOyMn_MckgGNHIh9U{Vc`b-CLagDaQT=K<4Rj^@Csb1-wjv4ek`VwaeakVfGpKwZd zvDGYC5$=Y| ze{>ix){5^>Muz2uiHC`l?(Y)MV2a}jvSWS7VBaV~P5JPt@Y3@j2Tp5$ixM0tGOTw` zIgClkDlSp$CP&_Q>e?C?dMuB~ckPNQh;2)bSRF&CF@e;GE?`13$B`MnMwjOMvtF8h zzp(Ep@v=!}76>F`w#1w!#R=e_mJak+Y!U)G1O<+--WJ3K?EbIqyCi?Pv`@8CU)|#8AH5I<2mZk$Rth)6}SMB2`pVn zT7TVdpKx9EaInz=-dpe>!%KE6#EexCc@b2*4VzB>RMBMdK;uNnt8*#XEu-npbK|uK zcFbQhQ>Q=)u;ysVvaK+VwKx*^rOq+q89x1yR9*~s|7SWL0>4`n9s+Cir$kO?9tMdv z!KyTTC?R78Sbu{cPl5@fUX$7u{|_9>t40oav+oL6>4!yiV36wJ2#hIFTqZDI%!5J^ zNDUte#3IEc7^>ujsK)87qm?K%&BB~K6$DJfk2fSX%Bb6_9^`U9oyHc6Z%o_ zY?nY$YkDVRgy33=*ZWIz5k>|=?zp`DSQ+6B5udL8r=}u5L`{`{h{uSvlW5A(s-Smn z6%|U6fVouRigr`l*K2>w@e4G|WIrw)^wV4Z<({!}{Bglp`U~wP-aXP z`}2H|QG7{HQtDYAgbJ$(2jFILT90tUv7~h&X*nkN$?_@tkVgv*1(b-Uh-khn()5Nl z=rt^o?WBl)z{!f(4TaxQiSZ=9o#vU|Pa(#9q4?Db;Z+qVP1K)V3d+%LFvX1OJqdk9 zKDJTAsNX{`Pkn}&{dp$~s+W!mwxe-Tu&~0{A3UKD>X|4oe!k40SMZhL^BxcboOf6S zzOys;6qaWq@TJF`c}P*+Vi!#oIZy+3lWk61K?l2Z=@}A_WT<$T6hezv9Z(HDm|e+F zrHwuU4l0A>z|^5pZKgVpR+uxU$~MP74U;pFA?J3den!4tQ{UHcISbv5nj(>HI5+a6 zMX9Y`JgUm39tRg`3A)Dt-CFLO=^|MvGzRCul(D4Z9)2Bv zU*1ioYC_rv%;xipn$}^g%t|XOR z4^LlQRD_Hx>=OL4rrvYNvD^*J;sqtkzeV(T{Xt_vUaVKv%AWcQvrV7_bw%>XYu<=fQ>3Es3o$huC&fC%gyH;6VnP`6-CRy|1E<+20!z z@yV`}QB;-4tdn73Ooj4(b$T{Gp^4G-W z&%Pid{1qmr>F9!NWzHv#^ud6yS3RcPJw~RQE_%IhMGJDVNc-(EQDP-iC&iPT$^p*> zhu8z^Ef4B1q~$W$Kh|AJgCvq-`Etv_ zKVlx*V9CQQ|*>%T^AzlXLYE`4B=SoEKKtm*Uy#?9vjQ)S$ zwHK7c2~zeadnD-BxJqd9;7x9qD9+)kFr4^GEJcNuD!1Ll1Le~=_(<<<31t55f57u& zv~906_f5C+Q%O)d|8t@*pnU%F9hAGU81L#3iAV+?*!A(Cv;u`(l2JnC1dphOD1WGf zvHxwPL6AV39o;g!_-r`5@c*`8jnbcr?T<2_2a+-fj@<=k!V|&$owY8znCzEqLZN1r z#>P=dc3TUe*!ha9(aBY>azw$C3W@28Y;p|utp%F?887wNaKz5~EyP6Q&fv1z3#?D1 zeox%n3!tII_SUwf$JP={1Ltoq33zpu?`$q~T)V}gq5_1VJwj+CAo}m;{4k9Ece~#4 zd~!j9?_u5iutcJ_$Em%d#;sMge5 z$rY$$ZA?w zLtLbe$m@GX_mBFy@bpsLs1bdUB(#GqmyDV@8`3kS!d&?31QzQu9D)(waZ*vWQ9VV; z2Y@nEr_>~2=`(g}R^mvrZs<(a)OV!%y7UCoTlh60HaVsNKsa|jSh>4 zF-VX#4{%Z(~6{@H-5OidUj5*>uvks;0pWyEi7rIjgJ7_*ZPm%tlrF{;FG)ytQ7 zgprTPJ}WGj0A6-kX_QPdb+L?*;B%3wX*4>U&zAJy*Qt4SdYBQ|yDzcnlyn{W*IZI< zSWc95_8^|5Xfsmc)Txz|OwhHVMg$1Apq7MDis(mBA0yYv6P7S$A*JA}_pYb5OJIO| zX8I(QMMu*rLob8B3#I8W3OQ@_*hR1sHK>UI4S>_ZKx1n~Ko@X zT6P2{#S@!vn1wL(T7IW6I>JH#3g3cVxsak)9n)A99kEa_Oh1BWfr*{f5Sbhk@jZn_ zmOQO1-6}BrmF$#8KP-LzeL1Kj&F-Y?R@a91Nmx3?=vFhQ_ep3Uo)EaF;WuH^8+<1B z>WuqZG0PJEn9=_Eh#+wojr2RkFe-f>U{}&No8B^N&4=gH#Tb zC0*0)^Vi06+cSdc8vQefZ>V`VKV4n+BcSY{KTw)8D3MhD${#r6(W zJ3gv0{+$Cp7 z`jtBkxWkxld#u$IpVoTRm`EYkJ@tfQY>01 zU76qUN(pL}v}U=}RM~D@+=ApVN@|+AfaN|3ERf`JHj_MEjpngeoq()TCOz{ZkCss% zb*1BvXht+!or|RKqC~)9P6}tj1sbiv05T&a8(ocsD8Rk!aMON7nrw#7^ z?sW*6%VMOIpbwrqNZ78(F01y5vw9MLb7Gw2YP<05N^%_}t^sa&QdJd9jTR=H&%eAV zh~gvch+eEcXy+>4zUq|1m2?r`P!|1ct2QBt{YE%yhq#GW{}KPw_{A*}&L`2_8R{8| zZkgMl!mwN?t=#5D>?Jc&baK~Alku=V zmWkUXr>QjMuzBEd32h@O2g%*Pu8oNW25Jf$xvtQDP<`f)%(5tIc8MK2260tr$6`^- zt}lrsYUe-U`XGh#r8{s2v2nGJ4ZNh$Z_7wih!|8J8`TZYoUKRt2KI9ob~rJigO={f z?-j2I=CB-g+Rlh@UmO(tleAzl;n?lDes`^h*l^5W5e-rYKSdb+@Dk^Wj)n2AYfv{x zlC3;AEMIliZ34E<_h+d~@0aJOUJI?g#23)TJ-%6qmrqW`;`IXJqoN%tRjDX`j?nA} zWh>LbeV348f$&hET{IT|xe3?+E(61QabvFN+~jV5k~U@t^=H&8zr1+SU5_Qc0VTvI zieO8R=WB!bpfb573Ci$E?QDgG3yp2yCcOYj`Yx<8r)YGG+3Fr#{h???hVchufCTBj zAb%2S_-6Wu#e(R39~LA*y(x1LFE^tkgG}d{><1h2B58Xf6BCu3 zR#}r9tDItc`-Y0>0_BG8v@pfO_#NSMaX@6i7A*o-4H2{GoGLd|(neHqtUjbc`}q7f zX7%gZtb{llU)Fqn*2eVbDKkjDFz7jUTV;aJ97lA_NbPGA=nHwp!i_onq-gx7q1{Ms z)~1!rN{LNv>sSmEkcD_&L515K=3A5W6P7EpAM3FO{~8(U&ysw5_&%1!3S>*o7UQ({pv$SN&>uovy?W+gB1~59-f&OaHniWP zcx{TdnHF9#gko`1o zWd}Obv?($^S$K&*lVuw((4fpFe=J6 zF86)ca!(FSM5_yBf7!xoLo=k$F;3scB|-n;phY%*6)I?N=7rLo@UHV$E3e^c4JbQd z+U7VacdwO*gBTIZ>f}`@P#wxnjQfs-ih+8IJ>NzCw&Ut;ZcN=oynOp_0{q^)zsGHk zTf9#X5KPop@cs>Rx^nUkZF4QW4qbN@X)|wlndjbBRK{;Z(@hK6q+=lB>UBMn2NNkP zsY2O#{r?0?5OxbYBQ)1jJ(3EUBEZ;vC|eC&$NPY;q$5RSF1LS3zUI;IF?ScMG#*O6 z{&iv!rQL#AI=f?TE{5QKMEp6#&ujvjJ!jF`0`3dTj+m^LTl!U4i4@*4)7HxBIR}JD{)b!lEo zoZZ%Go$MC<%THs7VRsCqod1J9(QeCu-VOa`=-iY#5wyjymu(mPPl-%3Dfw~a8ywCA z)p!QS)lSj^M0$>>K8eMpKaU=%+e&I-C3vsV$8t-dFlPfzIo$7Is-QYC8e@!f+0hio zC0_aXEFnes4zfaXl3?eXT4WvUQs_EPI@;44D}Zzw923n0YLGM5;2y1lj)B^BbNP`V z_cnXP5+#avkRcz@HpOCRQq?cxq+y8ycMzCLVZCPQ0$*K9*WzjJ%`jIeMm^ZjG;){Q zMG149atU(6sQN1~J&qpMS}Gc#2^pg5r?*6h=zt(FNV&8Bf{BltLy89P-s_k?^GFT^PWLEDELpKReVZz zIOrGmxdnYyb^vG+#(VB4Zdl2mzy`f%Ylvhtl0?vQ!E-yK95jSj1|Q3Vw42v!odPKq z!?#06l1hQ-u`Uri#PURXaO)uZ1uKG5Aul9p5VM;(#Z*XoTBy7w=f;O6;xfFW=n$MQ zPWt*hZ^w=bOWDct4I>-3PQ^L6cIdkw{Zb((MuGIjCBiX0-~gDEqjSuqG#;e8KCySs z>~uD%5T4yjTI4vaT4{<}8UzN#IEyxcB#&Q2L1vB^dU~0g58A+X zRCI&*9FYoI+H<`DZQ>cWQupZ%+Uk93*awI)J5SY5SSy$^3HWty$MrOMI4l*EUut-k zi-kBpCp7gt^nIygmFLE&4N$(~EaJ(|5hFUON_oK(oKbr#D&Y>7f=q45{FU(-feFum zn30UwaKH!fy`$MI?2Ax}$Fn$3B8pRBEy+1~7SheWP~&6pU>*j^;?);Jl5Leb!&hEbv(51|Gy?)H?HMQB z2yG)%ooVWkf|3P16~nf2zK*RDp9T%BsujcyG1Y6~1PwODG?a)xfnBd}d2P`fZwp4x z0cDq?I_v=$MIti6369(-&7l2=;u0&pXFN;E^Pk56itgZXWGhMR*A7lT_gEvOP2zD1 zs_`>C#i_APg|dP##FIM^ma-MoaLa^_Ll(9cK7{=wan@!G*!jF+J`t=Y$zUf=Suw+pcc%lCw&V#79Vy6ZK@??%m}wMUFQ z7#R%V5ksT`FlS+FL`tg7kHmhYw4q`(R4aQLzzFLXvSTiVk0-tIZ)@{8k=xA@Rk2X1mfS$UMM65E!2c`0^=qyTEntC{rT{F>bG>F(d9q$nAZc+V^) z-KiXViLZVdZv1tcgJwbx&%PYln5+N~)qKo9d9l)Q+CU-e8|sU3WLdO!}QbS(_&%UNO{3aFvG>4K5~f~M_$u6iCoJa zB<{#Z>}da557`aD))NW&EPYP?8`6z_LoSqj)1T1>^1}Iav+&2ZgS9uXHvaIofJR)H z*0(U`s04*@KpY>-IMoNvP55D|A-N|LqABT1Tx4UX7HGqr$-vcYEp^Y?@W6X33_X-p z{M2-k$?{ymJ=O<(a@FA{;MgyN&aP5CqbVirXIN?R zz_a^X8Y`JyY0KLO%iBx;%7YhMHm|YT!5)!&-K0K~BK`fQdB=b5e-qjZtKPga-LL+& zN9EYkBtR=}#Obs7P3R0ZVtq#G?eJVSXq}D{xa9MECI4$p-n2A<_ZZ{abNH=N_--TF zmT33n{2#Q&NcrUQ^hc2{QmvCI2%&o}4 z8P?pFq#Dtw$BNQ@aaQhGbw!$4xroPENbO3@G6`ui!-mAmoQWm5%buWtk(4cmjMcoAI?%m&hiP zLmfu;tEX{~WmXwDzG(%D@lH;5sq0oM94khFcNQun@tn_>%=cB%kv|D?UCNv(VqME9sE#8!C}Q0tpRN7A;Qw!3WAqtQvpxtoepoAX@u$Kts&c3L zzv8ArQq!5Z?)z32e!lf|f?sI*e^RFtdfp3+U7`F`_0e@q#Q}F>`LejEvz?o9$rR^i zn+_|;?a`NlsqRDRm3-2Uxm*vL60;O%;eh*vd{W>0g?A>twp$qc!YeP??vnu&GGYlH zCRsdW=WlH_BtVB(+Z_qc^I;3eO)waNO;psjvMLL38<3kLiQvb?eP2nOW(`g>!x~nm zX5lUqJ9ty(=02*MOe+MRB`hK>L$CDC2AV>GalUb3fWhGurc2Z4Ao|9JP(97g4BwT9 zM~xkeuKnfd_~?<=y*b@T(Sd1bynDSJ7_(bx&SI!5^Uy{xYibPoa(HQGDHDIo%?3qw z#QevTlZ_+YlR$sAv@sT+Ww5vZDK!NJkWFGwarV8Plg6}@=vn#K4?8g#;iT-m7JP%LC6YkGULYv=25}-|zbGKJTQHMz=72)24P%n3Xt0YAYK=fKCrapv~3Y&X!G)Ia|s{WgPq_jq-r8 zGQe7QdG;Mb{XU01i-kI153=%%oHyVEk0=!$S6*9-@6x0r7=| z`I(V;oX+$J{kw;iPeI|b9JK04V5D89SFYA((@qW+R2_~>Q01+4J4e~hE8j+zqUCEV z{l5$8h=T1yJv{)pl_QSFqM0MDw{+@8K!glq@98wv$&`ZktZS&ys+ zf6WylfoZ!lLP#h@yhyXtg6IhuNU|4!)?p?@t?n@MityabmLH=SdN?i|bAJhaMYS`7 z_Q|G(C7oGEx&KDHzcUrRvp4zi^X&AGsfz1? zd&V1>=~i_>#^eNPE!&_t232DP-jzbq>XMc}_|H#+v|cI|-FFw=KH0o!MTt%11%_D~ z@;`+yw4r$UG{dlofi@tr4b0S2In5Y-gzqtpT|ku(VT5D;9x}S5fTQ!d6D@awuvpfr zy?MU{qR86s=+mYd-J33nOu}Cw#B%!#GZsS4GCc6+oP>z5=+rbbA%TA?tw6y!#d??! z3H{M!kILd=(YG-kvY|hL1qRBCY0>V0-)(g5lQ5oTrbm+f*A2hIm^W`Tpj>qD(;F9 zSS}DCUYGA36%M6El9^N>l;C4NsC3bQr?H~vWeis;M?#uZvNtolFkhPHD$HFm3kV;W zk(!jUSA)rs!$40~mbW(xhTl$33fb@`w+YREb7!jf~Ahr-tKkw!BT zXc*kZG#~?rrgT-}K&vwzPKnHNq=8m*)Uc6B1<7P+ITGB|m>s9lCU#W_@LfM*YVIm= z@&ABQnfXWqE#@j=p_5QMvuJ2O5@fPac9*+qSoMQ% zq|RZan3vu46h1k`Fcno@1l8T&W}#A7XYQWTa&N0DsoPZB2u#X?J=C*xRVcW(dfTGe zROD})^l~zas-!fM?G`9e6m4W7jOqmyzR=Y)`LdkZ_3U;IsWu%>?3>uo(<~y~=SIrO>Z?eW zhwW9hvHUhw%5?W4w+2uvN=nim*JS}U4vS@NbOWpnm$74-R}8m+??*p~ZDYqw_M!5% zb=FJ+HEEepWfW-vK~8otR-X5*QubFOy}biilax`BUzu7hM!)b#TckhS)?asx@kw(@ zJ?B))X%)rG@kmo^JsMQXNe%4fDW{alDeBtU#!AIaDdShl1+-yg%Eb$hC&zT)kJhsB z@d#-J7*NYkG^;+sAg?>dT=h-!>QR%J^;gkxePhX`=B=3G$f%rL+Q5&2S-;GvlneiA z^87A#ZCmzTGre0&uSErzqVx+KTHJ4Z+0-6zEljw^v%`MiwwU-%xyTgJWx^OjQNt~2 zI#pG+6WJ~ZFoxGDCHr|x8#1X@A1eWGNqhFKRoa4C;I~;Xu@9MDLFry{RwY#=xPm)L zJRfxyog$^)Q*!_+9aU^@u`|l|MYGB0g1TQxaLMbu^ME+7Me2l(k?HoFl6M6xv&rb4 z1LY*Rl*X^Nkx~OsytB!ZFX~{~_W1#Hu-wYH1|WXhms2tnXesi6oAxZtQkA>B?0Fkq z-#r&7yIRi_n}EPgYjbbODQO|<_NfeF;vvX7-r?-Be2|5lSXc!qQW>y|gibxTku0q! zT1WE4Xpx{@=Cn%Y`qf-{)2}i~TG=tvamipLHdeHDH2?R*d!?tZAp764FOC0Q&Lnx_ zFaLK+@77Me{q2L|$)!Ig{=d!D3~_t_^^55j5~jcW^L++1N!|`8zc`Wz_UAByun5>F z)gv*(Gbvk#l`&e?ZWm)T>h8H=-ZN5yB*lWEJ)p48FW;`uB*j+ z@+Em#D3$VJ%T$Y<&xm26Z1qF6XQzDbstYe2(H;Q5dg^`+6sO4#Sr9e}T&EFM-0 z#;uKglUvKQgxCZ!g9Fx{6~p3jnz95I8YL%R=v3+*;%TDdu`v4b2)IS9WTCPvcWPH{ z$GZ~{OScVE#Du7NAurrsdt~wBit6Iq7h9wREIX53`$PEF;2E!(;#;(U95NnJ+Jzpi zg%>s8@0L(VRQymKDuD8?kep_uAsk8HZNVp?jQ2yrS3U9LOW2VqrTgjP+wA67KBR;s zzK>DGx4==WO!v>|4n4@I_&lQc3a~(*AA7`^jj<$@fMtwueg{K+>rFPQB+z>V>v((; zJ~pp1=vXpRdIxyCIGn^L36bsekBCpwAdk0n8K3&}j7l;%iCUU`8<)QqnS6`JW{F8M zNELjX3p{4ioqX|=03Mf22Hygm@+AL$jM3X52Z>s>Z{4fqh+-B|LgFat7gqubr3gR* z_U!CQIx9X7WDS9KvXSVCyZ6+TQ$Ty+vs9q{+ejCBnVhDSoe;)$ls6z)qVkZ2JTtQi zNJ`3AouRCps-K)MOU^SuVZQL9a0Jy~rZivhIXTuN!!y~;S7;0^heNc6zSMpwyql=i zc&{kSgw|{YIVSsB)Uh88SQu$+04(=HjC~#+)@PIK zY&){m_ka#aVtUwMu?={b{l#SaMy+G=Az>bPG_p$NzVPCAGA)%emLdO}X6v4lk_5-( zSAFrVq&gA?+D!GWHc31{Y%Qx4qMN~GAD}HbYv7z73rNb*35@E$E*^%cAGeG&UaPAg zOLAkWAD8_b`+Tad^TlK3bIfH^z9_WPP#@-i)>3(1&CcQ|D%$|MVj+NNi2)QOpvB!e z#es3#?G{96*>NpwZxgT0V)E0R44`K@9vYo8`=ar}XEI;DLy0vrnW99YIW;0^V;Q1u-o@ ztWg2`R&*Ih*l_@QVnSC$z>!k3MUQXAFt)oPKb3%^-dI=rFFBgx@i*D=-qNWj7=zds z--p8z#+riHM=G8yKhi1lAmUCfSG=6Ndj?B`}JyL8IwS;U!3s6F z4>_nSVm{efnqiSWzW zNLIqJ7cSONg7G1`Ia$mlV{7=+rMa3kIPnx{5s&u>VELx-a|ByF-w|Y3f*(wM_s9+3 z&7WB6#q1kYBp$=%O~e;ECtQA!(g*v?|M>3!cWZkz57iMi23%^LhK=JB3iuAd;gBIDn8+jkxE;1VvprMR$A280V5K0EgvkLVM( z1na_4e9XU*pk<|R87_X(MrF(B^X89;uWKq;EAUubxSI|TYR1kFs5m^GnNN{~l8^oZo&72LwqbeyC0v*!D=J^jK5me)> zDFg{|g^5G&8Ro6SCxS~&ic&;xqAut*KLi@kuZMkQ(@2ykMD-5=n%ACFkh@;;sw-F10*MgS#KQ&+;g=JtP45Z_oE$`AOz| zpS~ih%<>jFBKI&;)LN6-ANB$+Q`7<>{vzhWoJg8ZVi3J z`Ju@jc5R#H1mfS+IH4!KbMr|{SfeK)mTJth43Wsj@HX_lO?)xzYX(Ez6G$r*;H+~FB- zv?J_HyXXBbin~)&8C%w>k<-gljFaiv6;B!gS5WRGYVT!D(6=Xmg=uP)v*>AP{q^Tc z_U~oC9)#C(bPOA}Op?M}^nKegvf?l@$H?7S8(t^~%k9tiV2V}nB#Gn2n46Xv=7y|5y<+Pd(Gla!0UQTn9@fzS{fAi}($S<@ zjZbn>P?C|nKco&wB%({}RXb&ow($q>44v`iTq2e`l`?)V z7!zr5nq@ZR>x!xt9Uc0$65cEhcC#qLK7VL(lJ`AyCfZEcZDIju=$?!OZ%lsilqo?y zbc~>H!9RYeJMl~M-sUovpfJ@8%nov#TV-7d_4Q&RbPYdks+&|kC5WQG$at~b{66|n zAdz{edg`SnWlrBmZ(+)i^LXG=TbK^iKGG!EkMM7L98`@GIv1DqD}Vh;QgD(pb^O7I zCL$0s?oaN*x1>Fu<7nQ&Lo)fnoRrVB0p@>?LUgNgFK25iXa8|k0n&1`rWEdRu=tun zlb=fkQjT8bTZGl~`|K(Y+0^r4^qsJ{^TVUt-hf@+s+m~0`7lD{C@RSDKd|ufVeWp? zUSnG6l22L^Ix;$`W>a&I_nSqdQ>gVW7THO3zd4a3d@F__vhGaK$tq1xNs*f_v zLb-h}D(9-L^!q5NNbYg)?ZL?;UPb{7H*zuJ^aFT4_4(317J?+I<=If*RJ+_eEA{4< zQsH5!e}TMhXyQ8m%(CX|OG-hWt6Skv6XL4u9Nxnd!yKL`8nMH$-w3R`6aC+2y>f=N z_k?FWk(qLa<+RB6R`vser67~)^!Qvl1M%;!G`T4M(93U(_RMUEOspN6aWkIlsp$;M zsURk0-%ynATd8-nHb1!!eNN@m87^WO=h8gEJf|qTOtgqqVsDgbV$Pr0SS`uO?pLOgY8%oOJEYDe%{rqlBKhw@QT$)r&^qYbj|(B&rL4+dgucb<_WjP|Wx7QV%SEk)2M< z#s4DbtFi2CC#uq0iFS)?GR8pcraHz@!8Cx)wJT1R3dSIrsnu zGiQZC>{G6-WoKZ@g@f{ZlB*H~BqSmU*0+0rv1bpIq=FAt*iViyG!%?dQaczkdrlV5 z{32(+6M)wL`^*q%xGHHD&=rjg&OT=%9Ns%F$@EVUre*E(;a&E3sTrn zMcHKiY>$Za$Oq9*zyrZ;HH!_CQl*RJ?N3cK_>slGBgP0&(m#NkYh*o_FBCrUdEVG?y&IaFuglU~qAJA|p=MDsxq^$B(qgjRl@jgg<#UvtJ0q!DZ6)%Oa&DqSXZdLx%rrsfvk(8)SYR_8~?-{);72rG6lNbX~AX{Rbo@e4htJa2tOT9)!_Wl zREqqAh$up_tg^o|gYA#PS>m8L z$^kzmSu&79Xt`qUV?3lV>F0>V*xpMa>;IP<34} zAgr9mi)X4t))bFiY9Df}nswzVFh%#uPr=aA*tvLYmC~f%onKCGtOUMR)8x)z?pGOs z3^tv5;j%mgWbVsnpLcqA3LgSEHy^{fcZIqNUA2h=Rhxw|=NRICuosMc<^*!|lB@Ap zA7iGGs}Yu!+KYI_AZ?w>IG+?O^WR=Zmb7N1Q$TCnfprtqDMPr4{a- z@}X?y;zzoBs^@fQ*^a8`eEp8*g5k1Q1V;31v4~b*9WznJuVja{%FlUEQm@r!C(83G z%uQu(dhK5>D{wt@|Lc13Q%vGkpOUV@3`#WN(oY?eGE}Fv4ET{vlteh{xV7DqdFjN2=K@0i~ zao9e?h37nJkz>qx_z$>?uNP8Ws|;6QjhyT>^OT&Ga-R0oO13tGRT^XuQzo*$ubTUM zUM4i^d=h&~q@Iq;#npS@1chAr_lRg3ecd>vpvGBgU2EfQj_cd*grJ^{N=-%f&cR#z zm|tJTx;qXMuSI`%paTRu&%?8VSn~s1iIwIvv+tf3%dFmXes}f-4xVN0`+xPp<2uQ; z2?j1#G+Sa|A-d!)j*nNty>`85nK2L*p-#`x*@3RlN-aak^aGgX#E2+S-+F&7pInr3 z51)TO;tmNkZvXbRO)>VagZM<6EWu!JJiDA*T(FN;y;j&HfWEmXZVut}Ov5JB?_@zj zVVT#j?|b^HTN_aM4#sQZ`Ol%c;ILbw~S;AtB1?x7bsDoWxaSuBPAjX#zeZK6!i=a>O4q>X|_M*97%7_`s1$OJWD3k<>TuuFo>v&jst{%(H zDE$0rhKFZhb3A7gR!7L}_=rw(xBdotUS6bfbGP0GdM*~Lqs**wD|jU!Jtj9P*RtH4 z+uj+_DKV=&O24tg>KLgG9m%9pXl-7_bJ+DG)7wDh<44PD0@0)8nR|FN5;&RwM$anE zxgDLE`AW~0C6yc_a`R$ltGjbH;&ZcO8q6}REb3$@&A}@>|4)iu3(sM|Gc-R7vmnXd zK+nmGO~~#R3yw<}fzFPBq5lDM-g#vEW`-vFf?5c`&h&hiXBHORR)4wHWavAKsL#MA zq!4d=(Il6aYywY9(M~v{yBydaP=bC41-&xMIX$nWLX~p?gQq65IP2qD9(7eZbRiB5 z*thQ~_*=<%e%6mKMr&F3n{9UDHvzof_ycG?hxbgv0~^p*p`D*wZsoy9%H1fqGRw$) zCU1w|xSYjIzFIYKl>9LR%Ve=3fNMjFaO{vVHLanLiovkr(?I(zsg;(89wlC*wO)~i zmb}7fs}Rb1gqX%EoknM^dTOh7f*9}ABz=atyux9%=$Vy=7G+wiV6AFvtF{(pTPq1N zKTBSfXIm>lrn63`5fXIztXULnT{rYzc$mEdn3~_AOzlbg*;)DD->H-D1eUMx?}S#> zmR3R6B>he1_9VT{?;)D(pLhCcS@I-ag<~^jQv%0&&W1#pbmo)c%mZUHl+6Q`rgi=+ z-UZNGw`nHGZ%+S&lsi5m$ZwLZO_Vzdn&+jxqhix$-2xT7%!-!ssnci}@@QUZ8S*S& z@fqG3XQ$21)Cg|ckMlAZ`ZeaHC6ok0Cv{2!m8QU#19+i)@VKEvIn9dByr&U1|m~%9d`kcOq-PF zvOUW4 zOk_t6fR>Re@8|{wREmmEs+_14s8j+mp;1UFb>-r_V?nBnK9k$T1VH?DD-;A-CrXFX z1KT7IHsU^f$ndXebpZi95xfr*x|VXZn27;SF=5=>C>~`-&~(?EY7`mJ0=#hxO>~&- zyoU5=zS%j;Y;#x7ejUyiMm!{rgglq|wQ+)fEJyv0H0X&zRyJQ@Z{UL<^kf+BonHLZnEs{;; zV;Aq6N5;y#T#So~Y0=iN=6WN?rr%WT@*N(TJ#v7lj3IcTCX^<-rRjY)Lqsu(R}iTg zdSKz8xq=#caNyB{ihxBjVO4TarWCB5%LLCv6?4yti8;rJh)#vcz9utzFnOBFDd6yZ zTBh_$2e4}M-W1s@ojD%>bb#7F3!^yc6dcbl5xA}piRDJBokYXb} zGe*rt{+NEBZTK^}HLy+Gr^j7Bc-zPVF(j_DNrIy|VXhFnD~1CNeqZWFozg8I-Qob? zx2!o7@qGKTjMy8>?lb&1K4hZ4UpE<%eS}5pFyG0)kv|emSWwW> zgDrm<6T%VqBff{0+t$9yzcj{htR>Vpgf9M?cAsUa4u_fJyZclXzd!d@#N z_?HU|tn9Zv1L}i4bvl^BZB5vN>Mav>fWVJJoSUyL0<4>Z(nBEq4p^A^O$C6`j01J& znF^~K5p7wsG4k`c)@K4ZlUDJmrS^bOcEkj6g6}Mf?DNw|uvgQk_4r!ok_Xvo>wFlh zS__Grm#;x0fu&W?u|>f}^}rhqE%ExzI~t|Zb$W}zLi@UpCuJ<2ip{@kXd{BFrVp6c ziaQQ;0=zh2$l8;=J{t6C!(x=X?W^S*j*KwrOqJUj7 z!FX#FaEka2q8lv`ARY7qI_5Z8{GPf>!I{|0bX`iAZY^ z4_Lpw{(0r?eWUpIgjBwF_cZ7(V*k=%h1OY#i4YO|DrJUX!~h3>Ac}(zQz#1uJP^f2 zK2X7QdGEnK`6-M=472WL#sw#u{{cPN|DOv&pA~F_wPUG_;O6bSRL55!vV)tmHx3JiNqE|1S=N_a|s5kc<3hnoyt4xZ66(Jv6_b~*e81CRZ+3oR%~~Sf{#1Z@@eVvZ zvHsIE4Oen8T{4f$9)9RjgaBdq5jJG?_E8ls;>#u%LpUl}nm#nU-e*h=UIlNNXP{lm# zFfj}C5npVX6n*?i^;yew$@He>o9Oz694Wj<$sh?riWZ`5cOBn+Bx!GkrsG43o&8Lh98ZTk6_;W|%du4r8|Nl#$1zQpBRdv#%StAEioQMfk4Sy{ z>rYlHTkcfM3B4_L_9FJu+IepLP%T3WDRAvOmmGVM$XTtAW4oN1P9hrEwtD6NPgCbw z75WkBYc~^RyTS^u*-#KIrETcOKc?kiw5!zN1?19n>c-BgS!0))(zQFE_u zMNBGnJOTYEyyulV#K^C@6BMl0pmu}eVE>y?vUM2b-RtK|6bt1D^Nk>~2P>b|_~8p0 zb8KVe?CWw;d9zMRi#i1}KAv+{OtpR0h`4il%f}8i__h-BVk@{dAorV~zi$*sXPq4d z8d=*AGb2G3yqTH+O$5|;$hH4OnT5#CdxV1};e&9^+Zg3k9W&{imSJWikxs-%@oqS9 zc(!M;(l%JXFArTIq3oiCJm1@J5G3&*>QUjR#BV&$o4Jyu8u5*Ev zec7Y^Dhh|EN8JV1Y>j!oPvYX-(L-G*vzd?u)=iBM&0YYlP_QIyy5<6_Tj>k;7HBnF4}ph&`V#V?p)Ob|IuhcSyhOI>FP*SQ%!V>} z>*M7kGBrwk!p>()7~cFb$%JGhuI$H(G8cNSC4L(-SDMo#vZ#M|;*8QCo8u{EBZ+80 zB6fr=7iu$mVsOK{<;LPkNZWOvdG0u6Nuv+nV^ZasXw^a^VAxINYS2v!aEM)%u-UXk z%a{JJkDAX*?i12hJ6l41mxE0z?E ztLFkNTW$$Eao3c>rq3OrT77&no`iJ|xd)EX2xu5{_K1wGgdV$vlMd`CF|+P&tPg~j zmwTvrB|C~Na6BafJ)p7o*^ zBIP1W!Yz>Ie(ouXml5%|Xky&#NxX4PFC1QboD^hHZ}g4~la^^3#4Q|;?dCw4&osiY z!Z_Si2)%Li9{Lw*!-5rV^WVR_1`r>wNE-e+W}_8@=uu{Y$lovnhK*0$UGHG&`r|hQ zTi&NaoULbALDt>D2-}Zv85r13D*8)ilU@Yr5#gI-1H+>JC8iU-3n%jXc;(}@edtt9Os%vv z>iXOL-~Ns*hrRo`=Cs6?K=+WWA9^NJNNg~vr= zv{+tG<*x6Z0nM!>&`~lCm#sQvkx^rz9MdaMoK;$t$nBAn6U9)?r=_}ot&%giM8nBc z^CWH&j_kWaT&y$_QAQ=;-hV%Mj;OUVI||NLIj=C|&kiAF-nXhaC%E?RjUXgj5PZ>0 zaI=}yrfjg+3U=`+ipwWUkn9*0GeKpaM|_A_&$8LNFOg4|%9F_stWo@{2Q6l2v)$SpfhIvH9g|p%J3Ko)tSs=Sy_}T>AzeddvoUN&WW=@Gq z&0w6ZR7BXblA-nVK*s+%#DVQX1jHqeHB=mQuUcxz4XTK1?=K$0*Zv!GuXSKJElPk~ z`iN6ZwY5ZC`dIP_+ld?%eet)N8gT;_;)rb^Jts__O=wTW)vlLl>2B9214>Go037R#}=!|XKe8)3qY}>Z&nKQP|*tTukwr$(o`F1xpZp7XnHzK2= zIxDL(Iy$?f4e0d_2E{jI+z1|LN1->_wPvo5Y32tmc_HyB2wET zHtM(bY;rnx4d{U65%{2YYc#giU~sTJtJlXw93Tm=L-C#RuC6&h9S+L_Y`ZQ>Z_;_M zuc?6E1Y7#Zqgo5A07S3#yYt=;-20$AmApHd!Gxgu^UQSv@@(h)>-MvZKTFh1yy7_O z1N}c>)ase9yXWMoSHyaU zNxY&kWi6=ay3ion1E?^$vAnKihW0y>wcr0B#CDyXZ=k3_hz3#V6c&jnASIziKh@9E zC@f6zWY?}Lgn9~t7yRT2NfZswEMC-@Dcg#g-@Np5++c?aTX7Afzx{zF_o5tOe(+Q? z+2qYND}s{^j0-x1t!VT5GzSdwB)QI13nai$S{Tkm`;)3UE6up*f}nb<0bF92zfs7G z)+10VVM&ng&AXU(G7xQ`xlyX1;@ZS{Nyah%{+{+|An+V94Dfy0s2@V?4OGJu(RgXq zuIb6G9`HUfnBhx8#75=qk#v#vd(Nkya^vwR8-hdTV_!ZQ-7P_0{sH^ua{iPJ*oFVA zI!BznUyz(O9iLSJ4#d!#XI11uDP^?n5l3lgx;$HOpdhl-NtQevpq6h#t5A_uVsV84TCCJPeldi6s)LXx!8lP|AC)p%aQ4oZJ3&4^AB?!yE-e?2KMr*$}lCr;#b zUexuS97^G4)W>t!xTHEQpWEFbQ)l;9n|sWuDJHXzBHtsr&0#>Q67rp za1G2ATj5=vD=;23mY}I^OkW}^mTRY@xy~Zn&d zU!s(v)jRV{JD5&6P%TpWiUmE5m&HqHDHmC8RmquJSKORB5`TQ^gt7)56esr*Oo#T= z(mc>Zdla5PA`-%GkrqIAen%^6F~r|a;A5#_s_J-jqI3Q}*Ap8Ja-j{|@MK5`^VUUq zRI)LwJs((you_OPXxX1?t~mzjRJ zfgV}<%)h-Ug7}`Md+NwbB_}LmYFpl^M+{m&%GkJ{_P`E~vAl*a-i!pI35_Fqa_m#2 zn2fU>#-Qh2w-jL=RK~wIe@N1QR_eLIhlr9@aAiH{fUe-qc;zHWs2#!L8rWU{b;BnE z^a+8jBPd}JfBomHwKiX@gTvpZnd7kEpb1go)F%G6JRQ7riPjr zXK3aI%=&<1{ol#LgPC~l8@mBN$%eCwoA)8ZK}+i3A%FA23l@>^$P2f z|J5J2E1Cumi3K?fA9V5#GfT8+6NOtZbF@=Ay@cw4L{?xeSx2Pi@#%V{3C*?zQFyMp zhR=T)*3+?zJa4u0S+#xL=G4F{)H>B?F@`q%U>?Z$ib(f2v@tr|OB=Ks%=qH&9W0-$ z!<{?Awu6!d8%*oB646+ljae)FRHKgzpe5JR=e^mni91Icaj7Z_cR25=b1?71bqLja z6cTZUK1n!3Q%Hql)kaA{^mz&5SsBVb(PbVf_{tk<#UNoq6wIx&EwR=hJx)#e_TUF7>kfJ2gR8_~J!1DAMWY435)*q!Q z-6KD#SEXN$jMDUrKE#j=eUfFQr;rQBYK;<1@5*T^k*nHvT(uP^;w|kf_D>BPzwHhl zkaO!S55#Uc9sE)6YndW2IG(?ex@qw!nAuJ8JKm#Wwd>%(w@t1#F$XAHbZcTdM^n9r zpKgWWWL;ZlDgL7Mws0Ojha}d{9d=O(hA)qqsWD7N*+5zxxM|(@?oa<6adiLu)UH_f^$%f%m; zupDmqbl-#Pgg;yxSKJGb4d>EZkn@{RY1fQ?L41d_{Yj35KJPLHCCK;3GG+hhNrpxt z{{B!toPO?fiO!W)=`b2>>8cUB8stEmZ#_jccM&o3EF}qYfdRze?p~QWMy)|4!pW#wFzjKi1c)75mikvxlT$|Tw_ngx54_C58 zr%{UVZ%^-nw989%*=Han$e6!j_vg@fhbJ&9C=y&ZOnY}C&f4RnSK07&{bCDN4zgaZ zZ4Y0MUsA>$YzFJjyXNp;Qoz&OUs5VxVeuXF3cB|VzixV{1J||*7d~~ThP6n4wr!Yu zQEL7%x!nRJFawh*zIj$z{g!!XDqadiOQY{&wey2(Iu1GB`v5Ik4n5AJd_5XXKh9r(T6!28jNbzUBw+$k>YNtbZrpx0@bP7M?sH6{hOkr`yJGHGZaKP1QS)b z^N%*NRtLoy1bgb{t0&e*2V`nLw|GQ`7x9g>><|M~5sAO13Gh8Lkqn}>Eu zBVkIZIUy8@|9nH`IDA0U85M}A=~ff4fi+Q*8Od_;6ryNRhH_IjH0Fi`{F2tPLKFPd zn-1io974;I#2)J^qKV|;gdDUdaw9ipq5bqdNXdd6zNCPSNlm{Fh6r@Uvm-Zz%Tus9 z+LU!AD_F$_IpoN}OVlSu&1NSvS}_DW@`=_ChAboZ;F6RIMiod*?*>{M+2ci1BS#fd z7+L{X#hCGzcmPsE2jcjDFEM^2I01ozv4hA%&W@zR)-rOQq12em+-&I1M;8v2;t3b2 zFU;PKJhLRS{nvJ+e+~_uPkiQ?!-z2vVV?@bmNE^QNXGX`A>-Cb4a8=N*)%pMqAD)NrGecm! zS{Vo4!tscf6KOZ=KmuhC4g6Io2ElL;k%F&UFa5BoVT7X}hoBcaaJOTLa+_NX1PlY_ zRW^a_M0xS+$ASHE)X(4zk~l<-FwH2-kLFZOj65Fc=T%?e{&4!kMx7N%Y`d_mjG!k-GN%2bI4ApAN37q`_g5tXXlO_}0bfBq zCh&mjlmD+(7)T(_0MJ*g0DNqq$haWbP2Mh&I?*hyWEFvVHK0zAPe}oM(7!84pm`qB`_MA&^rPRZ za>S3tTMFwlYKkby?p+!6v5;8AjRlHKY9Ee;9Zo02D>@YQOO|Yr2c7qnDL-1uFBs`c z*E)a$DI%H5d0U4EC@H~sM3fS;wmOEBR&?rgpx!}B4`anl!g~hqmfn~Y4lJ~-Afrc0r&25KfgiEIOvaHV8e1W(F2PD1giQ^ z%tG~r2)Q`9!*>;4N{-aZx%roP<@gBIEZQpXG?;&RXqQw>|7Q;9Sz42D1@<()xs?78*zx$t)jOI}kVkN}AyF{Nq1cGQH51z%s(t9cT{WsaGwanRS|zkeP5qwTjeaxy5>n z#>7KQj0(`IT0kWdU6{PEl&s%flIV^W=}`P&kjEZa0?JE3xpjYQ|6Yl&g~JKLpjsNz z$Oy>m2G1mmT+Wxgk%s}m`}0_Q0wuP#SpY}2HAvt{pXZvUKA$txCJr5jWXIhwOo06( zU*f`}eED7yU-M;_Lz6xH(i?XkF}7?lE>1=}Bx(RqaSal(9hr*3m$W`<-u8qfl)<)C z$-qInzr;i*Wr@&6dRRiJyCb85fsQoh4tT8CXbzu~&72JsCE)Z(Ni0m94KgvsQSmps zqD@hdOkn!!{n##l$$(S(kJ?&ME^LGqHZeslUT%~)mDOF-0GYn*noTd8EKgd1G;dX^ zV1OnaSVE|dV-?giZn9w}%&^|Om?K@KGg?8+fL5-2mGv4J^RrxXGMYU*#wwXRVxU>W?5adR}S@Q}VA zGbZY=1Xy4msILgnw8fOd*IK~fl3B9myn+I&c_EJIq(y2};ZbM9e5E_!FgY#n6P+B4 zX#Ul4i`V$>)H(fi-j)?wbej=2Az@kh;FWWzTRMfq;& zFu^>1G&Ir8HZ&8vT$u`(zg`+hxoc;kFZ!?>47acrfbFyY!xhEWb{ zG8xR(x`>NRJanKE78%{^kKL*`rTkbiP6%f;6SXI7R~DYRkA+~6hzC+uYa;5?IkZ2v zw9)f!pJ;S$Y9`#B6IhXE)<;qstLznctPn$wDr*6YDNsg`X z*E%lS$-k7-n)f;u|Bx>a6(VxX>5K81=~@a1NY9Nuw$dIHBCZVPB;B{VqQA3E2CnHX zAyT5EBJ>9cS-Ar^iDTqDqTk8LVM?|Yb;!WB-4%k%fj7nb@cN|>dRDj)`GZf$JP!r< zMSA0zR}jgetAl*2f1W?)^SlEukzGU5nTs6ol!4gDr%+G}i#X=~O7k&-F} z$QP`sNI7?zHeXnBZOC;d`zAKcigQmbU0ag{ z+BQE%0Yq06lv1>$B}*HMkcVlR7KlsKcT_;VNo9C3LB#Kxxf2q91zIy(^(@e(DVpAU z2%1~-?xy$R#;VneCx?ImCdq+qrRYtdgapbR&5syMFtS_)GbY~tBS3vd^Ife#AGuQKz& z1=$x5rMM(D@?DAE`ZRitoep2#GmZUls9E;y%a!$&lVZ&b*`3G^GWrmL>kw_!@a@** zt|J0$NcwPLQ30Egb|E-o1qfFNhyC`>pPo2jc7`q;aj1P>R2Qm*8++AAJ<=kD{lA(A zL0ia!TGc@IwL$GdI*i0J-Z&+7fQ>pb=5C z){z0$Y;CZ>6<#9Eg_KU%x);BjW7k$-Y>1nedx!D(Nw}EwI&G*fNk7*5H&0m0yf$8! zf88N%27k7R_O1g0U7E&#s#bqTuoM(&<`3M6O33gb^KcxlD}c4q38@@y)6nl zMeKr=sr=j5oU7)#zfQ$r9SGc*pXDIs{6I0n(BMo0Zd9MsuNnT4yAq5o5w0@FA-rg6h0EH+8 zGuGtAwN9#2#_Gf4nRxbgNFWG#J1KkkmO=42Vo`sH=)n76TfRwKxBOyATj(;u2kll5{0**_Gnn&V@xsXvbarfCIfL>Mt(APNl5z)xgk zws*Rt4237!WIhr&y%%z+fYJOqHKg(tIT~epuc_pYR8N+OI@j`7_nfqaO+A9$5Stfa zjZ*Wz!lPqIa)Bby!bze;SFTb59EA#nKl>sw1q$xNdNQR#vC;&ON=mE;(Phy23mD{6 zbsF-X3fD*;&#mu}-(HvHcAoHTey^6aEsWNBn2C3bM)g*A(Wbt#_DWe5XZp&G4$xUJvVp7gg zXa}b<{>&Y~Nc0voiJZG&)>oR+ofkgbMrMcMQ#X>2|5+r@3EPB-LOZ1Jy<9b#J#}m zsu^*D5@smDY_p0*Pux8oW_b1-WT>H!!(=4HMiPa&=Y=(7b%~^$tT!RYK!&D25yQVC zlv39iOkpYl5d4iD_FZwKNyG+oeZZ5SQfcpuR)I!DG=VTEH5;l#6=?A0n3p2KBQJF< zgEB7+B3J4FJ)l&G_6@6y7J7;X2rYeTdu)ra7Kd@X;&|f{f<(|Ceo?0iMa~NpHAo@! z=N=_6M5*5n(hv5u3DXx@{r&!=^p8G&=Ial{-oveV@SN0FV7HmcbnIT8d|6YmRD)bL zS#aq9vZc}zD3Laee*#@2KuXzSl-IHDO_5c+@c%uDv4dYv0#Xd}5^vr&(6*i{rRz)L zpJuB=HMhH^>%C)M&F2V$haMp5mwy5t=w~Vlx`;&=R}=|CogjS}G4hPU%c(sIbyV$R zK;re%-RW(I3`EO)CmD@Mi5l$*L|~UqScDq0yf9EaX<>b_B_-58TE&VqIl`U! zY-lv)J7lW!kD&54Cx7itSP^4sgjgRmzrb#^L7_tLc;Cs@_}o6@eCB^SQ3UB#XQ;Gp1?%*f_!VcD9O~4Xjx&#`(Ug$YiKH@EWyS_9J9j4f&*DpN-n_gH<{#D&DPjW zAQA^BwqeJDQQFrc$ApH$Bgc$*aQy1fkP|Xdiu6F3N9lT{U`$p)jm76{u@i(>mpx4* z?dPI^O~gUsfHKgS2eW!AR?(1BV1+Am1WabDxMP3d4Lc!Iw3)S0k-|r4x<gJ-Nl|LJk%s+0KO1)I<}~z0d~umK1f;LKb8W~uTL%p4DG3kK6SY$@S?#7hu@T} zWf#AcxH$k(_oW`eUL0$RkDe!<8?uY_56AyUbfSyS!PwagznFC> zoU6b6SF!X6x{3(Q3Dd_o^kD_AHYHuJkGoVKeX20}t5U~Jy_%J1H7(Jk!}1o<9%aj7 zF`e~u_+(1@ULW_VKKfN*6qwfT<6TttfVj8l%I8xY{BPKm+u)7?XpH+} z7I_-bf=>@~m)&W2u-({d%G6>qEHlj<&eQaod0T3u4oPqWPJ)1Ky>8T2*vEf=1AACN z>N@ELjpjaK*X-IARLb{E^1c1^=sc)HZB|`JBf5TBg5cF%or!tP5&)BJ*;W>QzvMm} z3ONnB=^+nS3t$d zN`oUjfWhJy8D1|2XmsGR)bT%5+Cx8ZyiBpNiuy_r-jjvPM*St;jy{w%^PN$+$7-=o z{EKEjB`_qsvIT43tSr;zX^O^3-@v{=TCav(0&z}`2o^!aWsM!XAwo45gI(1r5O4zY zr|*`Yf*cQX7!{at6~o~-{A7qlAK_XJ_@}|W)(4r^RX)oyOBE%sq6i1vP;rl^gg%ouF`0%U_iD-aO7~o`;^0Rjy)|(n%yS}0J@Z7tm_jhmGxX- z`#&I+sU*Ka(okfgt*3ugU=ZRVo{vyE2_U9$h%8Rt+BpFC7MdRa;dz`KLv+k+A-mYq z9j>vk;P6IPWlrwPHCL*8+!et#{CiA)0@HM#LJgJ-x8)|CrdBFY^m^%risnu<25Mu$ zMY3bm7#|gV-vPr)wqQT;o2%^W30l}Shx=%x(`bif(mLC&C-_kz4$#)6&gFk6%k;wd z&+A>9I)o-4)g0qJiIqZPj%{mnmEmcHVj>ujv)Y)fA8A+p7qc(M+RPdQHLMzDe`iw# zYpA!pc9dZ&ax5WO{kh|G*mVr+@>7EK z6`R`iURJsj1RHE)Y(<%Mc5^-K^uCos>kfBX;r$Y+oyp`Tdy1qG8eQ`8dn4@pBh@vL zCe*y>HP#`Nzid(F`DQr%{+IFgfnl0+C%vrR%>nvYs5JB%C&0+&7IcVo&sBES*JmpGu3oxg5;Nc_)On7CXyt^-|%IIVR?5A~U_s z8h_{|Vn)3!A=ej0hnpNHgeaJu);bKpuQxwkD4;#c-Swy$uDzMKv?zA^a8fsHZY3qJ zJ$xqi=_5CuZ%6d0kq%Spv3vRph)9sR?iL-|^|{Rrx-Z;zbN!>@EscAA$|5rbhkDBn zTZJ=~z%iM@`sJK91nF|+;9#!*ao8ye8oF4tk0nEZ7DU7&8wC}uUX1>qGGU^42!5!&-?wLY<if`go$+!4IG^?;wctulmL=PvqiSx3)*6pJ zGfM@JSbYhVd2{*oC@-!I<{if`9Zh4d;^>2UGEjk>DZm;8BUH~u4q~)(SNQ-dy0w;L z0%K67v~$dx|8k$s$!VYIrSeJ*$UD~e;owjh*%+`Dg$b*&H&-oc;D zi+?jzMO+8xX0N!iom1UHtL5wuEm#@ zdRs2L$#!6kGD7`&>6^^E3k2_%*y_JSg0S2J&QFbdgTVZfKjmsDtrp?VzM+tH9UK~e z?pgdI&9n7y^H>J=n#idz%9e9mn0X=q>&Rhb;M_Oa0r!SXS?$x_ENmIb_QD-%?mz88 zKM=hRZN+^P)m4#~=buds!@kZvINZzX`^}QXq2oVVcW)?=h_@o1JrUg9_rB=MkDN>Az9H`)r-5uvz_UQI^yNh$c*OGExVJc-8lqec zc(R_gn^8-PFN=uRDlKbVdxPh`+VOi9@fo5WKlGPdmmrN%Zjo|4__x7gfnEdHP?VPI zEGW_~O=E`XKD|r85p~gSfN{D?*0c+lmcxRtB2Z-f*HOYZlB< zp<5cb%bq;Nl`>aedJBlf1T~4+r;xp>-3U&M<8d#&&1HxTS2WzJ?zbB+$8f zY{{MR*+N(y&{zM&n5U%ok+2*>6LLf|Y;9iodBKHUw4}1cZ8RvS1B>?`k>grI?fWT7 z97dV6dAYM}{36-P_pBA9-b$#ddnruWXiC%46TolO`)2?rSBmH6hIL%3&)Y9lkd+td ztL(Qh!q3Ze00Y14`%(sjAlv)w-Ot43CPBjHgba%^O^u5);+i&ApjtjrLs)IF?2bmM zNm>Om&wzH_%lIKurywAI2FI6UNtNc&X$iK>{m%rRv|x?ZqN<>o?wcy+t%>Xm^kwP! zeYy@7?LWR{X}~t`&*FEl`vb3Dt^N5IMzx3 zPKgna7zM5`Ji=NSXP)V@F^XpS1PIiAhxY~%natA6za<5`@gfZ};18VIymEy26ROM2 z4Q2Ptdn&*5*m2Ik#8a$lTjx@_Xp6a=inz_!jR=Q4t_esGCY+~sHcnVOX?PS% zmG*;<`T)}@pp|+ICpn=*zAGEctXpylgldItLhE}d_MAW5zn2bL_9KMW2o(g1Tc9}{ zB4g%}@0Hc#K6mpKt)!OS!0=rWGjL+L3KD_iRaY4xuK9}*X?8rqx7jzPlRl?ro83u2 z2JVAs2vKJf>C$4a#|j68YW7dN$-h7)CjH4Oc^FBbzwKr6o}+JklF?A&llj<3cW>#E z#dKKo;qhGeJM?ecxi{*!&)0cC*Y@}8b@lgGP)S}VrRVC9`S=WePi{`(B%N~ zb_<}#I>+Gt91f^~5gV6iy^X)2>L}-jnqZ+C|A<_nmTjWK zV+@XNMjO(2Hjd|XtT;}~b2W{Nf=LZR$3~R^oh{UHtxtJryqq9INNFKl>!PvY8H*0< z(_hz{x#z#=pP!S1EC@)T*u$){E7(!abAc6bpjn=}TwONgM|&d zPW=}Dca&}BZ}G*EoQ6#oVj4Yux>^{%@PQ36+urdBe4|m+(*x;FS}3M9FVe43_s`oSS>c%cCL~F_Wx%`VrT< zz=**zU}IHzd{bnK*V05a-$E>fWSZ3(Tkc!KC;EVu z4BNk$<__q!$VlVXA{Scg?>fJGRYk0o_h9}?rKheaX4$4=4(3fwN?C1Qxij@YgUp+l z6f2h-;87J(I~d_@O&rKJq>hrbESAtTAnOxa6z@R*6_$8hY+Ia>Y#@#0t&O#(TFG3R z)U|H^Ik0An&wQ|E>;KbE8!W%>EDKgfY2Kw!Urqh1n%+~`YTgF;8;r2Yp+ z@c{jEPZ*nK&sExF2n=agwD_ZvF#LffaVf9;kdwj=7&mmNcj6|EC>`c4ciOT^R^h#nR!t5=t+j9kq&r2W+*T_ zB{vcIHBGt`OaFac~iJn93JC8H5mD^W9@R}z!>qu{Pgi|3brN*naGYF8uK%zN#u`Kxgx zIs4c>a2(o(2G|InZUR%AS1URiNgW&sJ`{oPqUaILn>8!cmETvwfQyZ(`LV$$5K5^4 z(TD^Z=VE9ppLoQGSuR#MW;6kkRhyAmoPp>GU-|-9Pw6)+l`VXEKRfiNPlI$Sf}gZI zC}fymdel))$yCv1kAu5=8duL8P0d|c9L5i?VTks8=d!q!L3q;q%`p)yt2@imVao*Y zG9{Wbq5`gqFPCHhNMvX>@couuB5y+ee8mpVt_?{ymkPJ`F4zC#&rBfv157z zdF7q-D}}evXnDe_2KqA6_=&}w@)(~KI#&Ckh3D%29FlJ&1`} zbOaaS4+%DHTK{`Rt16BY@UZGB2^r*j-rz5=b6zA0tv1*5&$wCoaG_1$6WWmoRbZZhvySnkZqfVVJ^9In189j#${C@453b5MqI986P{Nhlre|?WZ7OA4z5%oUmEYLERHO$mI@VcbrY8LcJ=M`ZpJjGz}io2NvXUnpP*md%N^3LM; z8Crpm_P7)>T_;QpMQ&=$<0L{%FT>4}=>W;0Y+Z*N2GCpTp}Lob;OBQin;^U? zRWob#1g!9$pm@oxmJesu{z|AfTy6W{c^mKqIPHuC=atPMre$5;Jn$tW`FU;Fl~#qX zx-=ABIZv3gNE@Fdw;>|~__^xy*$AL?VPLWTFqBodj{Tm%%@LBa2hYY=*x+y7wsHjB1Px5{sP~uJ-vnx>O+bsf>@l%mz|!D3}!GYzPlF$iQP|_Ux*5FYG&T zl*ICOnK0hw=iAVY%;dG|;@zrjKDT`>qnS{>_k3h;kLJ}GO}krkyPgv%SZw%72`DkS z`y9FHK%*(OF>4*U2weB#COcIEG;@Hi7jrh2J!`4Y^2>+)lsq3H4$s~@sI0Py&58*y zHX~T<~uCAHPJiR<&Lhnq7dtz;Q? z-40xx*jCJ88HT82F6A0+^kQg|7^1Si=HYp|Rcf@y{dh!IPKRnFokRi8A!S}%uRx#4 z*vnFgC?0jgJ#rBOT3xxTxxYe^N=vwL1q3Kle)F%&fGr3W5nG^juJsC&=zPUMaex8k zAB_}d>kR!m3bIu)`W@4SKf+{GC$)ESgwjh8D`>)9Tab*=QB1)s?7GSrcXbSrp-|%| z22T2)Z;JZKdCA;UOSArz|5|oJHebx-Xt8Q%cN=gFNdaIT%CLNOWvBU#RkK{DvrzzHmR?LtJ0Mexuoz==KHz~0xOKk<&k*7Att zL4Rdnz=4IDb@OkHucH#$`L1%qA4RJ%AKz3LJJU23wV_)JU$PK^qJMINJsec?W0(sF zdM?U>J$nl?^xZkYkXAp8Rnp!hCwa1gDBOM&6*WEF!7bW|-N5=%%M@1SSM|p;fd;;U zTu~3~efxF+0kFT9D+x+Xjqzl17OKot5q>JXzzOjNVqE$CKMq@Q$eyYFjo9oj{NMU7 z3;k|zv17ay`?r)}kr$dd3BY-llk=W7*+c6YJESra$5obp;{<~#_$P{WqaV2mhRiEK zm0Yp`vrc6do8r7d>J;MZvb2*@N%7POgiOoaHP8wMw(w#IdumB#o207C)*Jk3ttB1v zetLMe0_C0>l!sx_Hlt&F6<0;{ZqT}TA|Y=?Vjt>Uyy$%#$yzF6uLTaxenn8>I1O3k&T zV7$$=p~CN25+W(A8|!JKxnFl;@xL>s3fAva9@J8w$Y9y4{a+=Vg8f+MT^Lz=Jx9pu zJs*wml2)nGkJA_F3b|II(c+6I(MRxO+}lhMAh(L7o3=L&(yd~qWm`g9?1g>T2FJC^ zk?%6?@b9MZdYoGk0OqzUK-sAj1JN2A6C}PUxI(c7rK2z9Q#?me3!w(m{V(G(P7S@8 zq#~3kWgdc*$;HE-zDv79hsE*JDMz7rVwOTyY~E7vC^h!8x!_PI>D)7Z3kWxfrMs{w z1nJiIix#!vc*cmmmsTt*dyfF*5#Q_0>in&LnU5XKd(xYI#mw92%2Z|UE0>Za3mgjO z-u3N=(rB03SGYYk4T)B&b1x6!|BQhTVwzNR-(xOjo3nl*u2AgK591(Cz}CqQG(DMimmSLq>!8QVBq z?)aNt-NpI+#a?<_06F{2LXc-76`GeNL0QpEJjlYfoxlR!D(?Of;c)+agzB&5L&k$~ zMT#NF+J5FZf1yE{9*?FKNQPIJ8^rWl09djV@NMjeU+>hdNYFo)|~#YX~tU)u%9r<`$`rZc<;$6UMMxlWZY_CpTY^p~um8Rok z`$dPKD6)rWvJk6c2r1t}^MtyAdAZ&>uEGh%is&*wJ#W1ZM8Pk?$@a2BLiyI|BTpE=N4PcE;weGa1b)!PMhh*g zdEDyluuEFB{nwWBh@28?EIo#HwvE$k-t6jk?}?S|1CR0=esLN!Gfn2-jh9K1IV4T_ zxx4Gl7_zgTV4Sc`@T@bA$8x0wcpYRdfcm3KGP$@jMuAjxf<(*w>W1J4^GWpe7YKQ@ zsMvoOirN2Xp_q;7zlP#V4N2R5R)nr+Rg6w05$j;tFc?;7CqJ9nr#VqyI)vjLi^Phw z0UP7u_Ni)m(zv;qIO|UTBLpi~OY#g^rfrxICPC@1)ELMmpAnM0H(stV{P1gxuu)sy z1pNB-(f0At)xWHS7?c$w2X`Xh7Fj;X77nksR4?`{nb2ba<)@E_vhmmS*q{`Xygz_# zcsf(;287Q^y4mfAZgG~bmXG}^t9$v1NrDVN>0uwpd&&lLjyYAuZo%qBC^4O9nlZ;~$DY3;w{o5^31ggu@@7X0voEmDLO5{LmS2Rdh$Bv%F4X{cX4w2Y$e?7wQyzw`_55f%aK#1*~=YWiRVqHxr{ z73W3tYRFGCnENSUqKv;0>M{G3UESyGP`7gI^4sDzRcj~tQR~vemp>(?%b+{GRP*6X zSrHryO}{xlSd^X}o{sVSbKn-EOOIyGD;#WQQ{qNa-)n?^h3JAVqD< zeV|IJf9_lF6>iuy7-Vw+TGu7G^snPPVBL7`VP7h00IL`M?srHp)J5xEOoSBkcXH=v zFPd!(3*{i>tP5geud!q)*BTRR{^dezqan=ltmIIoc3;LJtN<7jB!Z)vp=3hQVk4h@ zbWSBZ)=~pMDa@C*l4u0^SWBIUEIC2xJ^FrI=5(?{AUxu+aC-(+c$bxvOj}v)HyW6M zw)4{h4D3z|{t4!B7YD{EiSjWH_hHU4#9;Ntyr{#dgSs7UESt?$oQhZVSz|KL6<_A3 zd@iFIox$>-Zp9=9Lye9^wm{5H$R10S?mV{-TO;vSF6985|7k9Kvm#4z!QBu5RLRKN z?7qF7G|?Sf5K}Zq?sth+rl0e-MC2Nhs50=&;bsaR&%rpNKq>TWR@BdHB??Lsq^$W) zJNYTZqKO>Qumo7&G`fEsYskR6E%tUD5kdEnmJf%JXxhX#8444$L%1Xl((HE#A8t-y z#D=c5e*Q1c-U2vsX3G*bw3*t>%*;?`W@cuFGBdT=ZgZQNnVF&6%nWU2W@fLyx3fDl zyD#G3_!T9E6e*RIDaAcEPoBK@pb@eY6NZLuArU`>TH_d#a*g z%ct;Aw7!8b&Gdfw{7j-)bp4O*d+UpbHn_YNA0!3@V?(!A;3=Pq41Z?`L%U)1d1yH< ztGRMbB(|bia+#haSsV3S55A9LQVF48*O6Xu(hz~5&2sK~1(wE|5dA6|OP~%C=(N!=T3#Kt_$J3Bh6jCaKLDA4c&ciy$Qlo`4QC7=D@W{bCf%2(O;Tx zu}X6;&Y|mB-sBcMfuLH!R6tg)AAF}B+ZAz;mXA`AnA)Y2yX?0Z#Yv^gmTjZB$vc0q zU@~bVtWDDXWHXrXI!Y3jy%RKrloMXP7EsTa>F=?LEGucP3-_kscp9nx!jvugMaDaM zU}NY8EgLmLo5A;Y4Oa-$7B)w2d(*G;*WU=)S;>Pjsf^bY>af4?pY|L{#@mh@*Kj7N zJ%$|j{2Dd3F@wd*cS#c#QyDu+;}%@Okegwr{44fukG(Ft3+KL&%FVc2F=<5P-`bUEvGIBbwWwBNU3KY}9&+hs8y7#PA3NV&9kE+Fyw`kQr(|%GoIP`SO zajxpUHEI)dO(DXFsUknpiH`d|F#esp06t&q3dC(~xwZM~t`|W9CfqVYE;t1;Y9hCQ zU0Q1BxY@|>xiO(S{A6j(-n+JZx$rUH2P%uld#pIfl^imvXIqs@ z-l7pk(hb;%K7c6?%Zdigtpc{xct>c zc6cn3H)y-H88r;uN67LE?PF)gnEmC!?QR0eRFnzUK~TJfP(n1f7q!6Z8XZZz1?h3u;1`{4 z|ICiHG=QLlRl(zQPb3w%#B;x3>%-pjjvW_>gF+0ADT9F}P~=!l;U6fYy z$;ZAbaf}|nYpSJKyTv93(G7FE55vY@w1vNv`r%x+xxdXF!)D&PL7zS9xw)C#40Tu>i(SPo4DAqZQJ*3q5rG&=YQSu7=J#ayZ6`1bM@6JDWqK(@JX$auM{hW~!OjXtV}ADws-13<;^S^Z*?Sf?zSvPM|Y6 z0(u?}>~DVW(>?iRT!`*Z2CLz$&2bSq?vccE-S)F*Yw6a#UE2yM+}jCr9pUuv${~kC zO#WITfawJZ8hp&+-ThA!qQSUcK)%;E!~%)_7{L+xWij$hb0tJEwcU&(SKXjxh;Ti@ z6^K^7A6XqgwskZ$k<=n#`SOeCLeizDryO6fYIenRtZwOuT7EPVLx{D~=FX6a1dty* z@BovD6~JgR9LI>7J?eiG)z#B>7EFwy`KTIFfh3A7Kstt zBBT0ka$o*(bmIQA_MD>Og?WCXe3@Tmpq{bbc82WrWAO~9{Yosg#K|YRPVNyhSo#W` zSf)J|c`uEvJs0#^k-0L!?O0HD!QuFVk@l&%xHT1A&Bu%f3iIZfC?wlM89lNulktYtt$X&hpw{Mc=$w{2_T~LdXVQ*YveM}ejFdQ|8oc+n{ zmo~>+5JLHcozJXvFbi_RrRkrdzOSNuQ3@h^d@BEHTuKwy5_+wyj7piJms$~`d_D!j zGSe!AYPbiyDuqaEn{pAZ3O8c&3b3DaReR9B?h(@j#kFHwdXWjpQ{>LDwhE9w)x!N^ zBI|1VzpDQ5Mt{1Zx!IpQzNMaA{cXQZy7jD$&kJ^4$ca^BaU7Xk%25jrS`_nFHbYLK z(~|gW+d13LU9!%+&`!zPtli;a*j(a(3M!J|{9Na`IzY~M(=1~##XY7xv6eMvHUlN4 z0lUcaf>#fkKP7aE>WlbSB{?i|A0A~9KO0Sln7=zi4fi=lHo+nBbtyd{e)jgPH=#EVfTFPLx>2wOD73)SZ-L4U0>s6x61nDHs&aQ= zTUHozJW8|)I8mL=%FXA^twT`GkK5BExEc=GhUv9GLsaj3Q+>DaR2KuJnyAHzysCwC zdXu(r|9NGuDIacBIS+LxhiytxP%~|IubDLX*{6H4@@iNyG6ox-g@3TEMJRi9AIw93 zCWjlxU&|Npl`q(ul^mbO)5;)l{!+@7lDUk5oMNG>zpy>9@tRBN88y)-Gcx*Ny3Z?a)v!I2@UwIt?B z$T;oOF+ft9_$^Uh5cOOKmtFuMmO;ZiZcUl9}+794bGyfCV0EK>-1Su=Y?NmcrYq9wnb7RFy|Il?G34Ngm4v=^rQ)n z_WH%UeyP4K4Ru-Wk)C?7`XdPB`iE70&x!*%N;84M62que7x483JtJ}WG07}~?OTuk zHQ{-cxbDA$X}142m}X-6uQ0u!y$W0v|L%LKQF|<6MznI_n*#ZUl8c~BB&c&l9BPIZ zCA(TlKSF$5_^{+I$xxO@rM0I_jY8%~=5=6MZDGEI$PYo6dld!|+Gl`6m;5_J>uSv2 zsFw=HYB=z(tKm18G{oX`6l}XMyk1-}zRf>RV+-bGQ#)oLVOY@|a%lVS^YLZwYSDy+Z zBg}s9hxO(!3jqT^YW#*G3L=lr-3%v+Vx5GVnsZifHu^0uFYuFo`z-w7%4FFj)*|+4 zaEG*q*<01#TXT#+j%xk|%_|XC>nq?E!d73E*Yiw_dWkBOI;tFC6!*e)&Q5&JZcs#d z<0pPu`_cl?4^=e8s28H{0c7ZyDejl1(Mw$BM~)OQV@6x87h8!$5wf!y&7eyr!8U#1 znLARSJw}jfjqb>==Sh{AmN@DfAf=F+wnkQAsubyzPwb`FIpvs69(n)HUG?p8)Rj4e z2*_E`M7GH!wOKIpkCi+8}$vZo(OPFejB{hTga0wg57TU@**8+7)0-?JS3RHQ( zxEh^fcMS|(aKTXAC;urSMSE=(q#@;8Tm($j=V@~<9142yE8;4Wkj{789#J@xRkvC# z4@~|-xj(54=09_)ujkeo2uqQzdoui9UDbipiKSaLEfZsR#VZ9mG3W#iseKIMm+F)% z5Lq5dyDscpjQY(BXq$|TWU4=G#|*N8XLRtLjugrk_Rsar8pdn`(vLcp8rS!TTwH=& zhkt=f(PYYY*v(M{lPz`a>3PTPY&pDL;=eZ!Wit|gfVLsq!SUn6Onk5 z*>h@wcdb)Ro)Y*NU2_wjH^N5L8*M(=zKK|qwl`$QW5vKnV9fITIZ#u`&pW_cbnUa# z-_KVexW4!)E~c~G>j`;?@kiA4(4$Kpst}f%qAylft`vDZW<3bSZcE1TXN_@}XUAOC zf#3p*{eBn0LIq4{q(Ov=2G*K9&P5< zw0M3xlYp9)e$CGDId{zlop-e%0zq7BlM|jNrd@P^m#Q?XPGNJC1hDwD_LUB_k$O!* z1ai&7h@Bj9)57Q(|557$TfCK_&%d%JJE7Fe7riPQqh;YV$@}4rISss}c%g$ABLCUq zdQY;KFRH=kecwvZC^arP#)E%+mP!kt{>%hUWp7-zWCicfv9-0#a=J6`-`I`{J!q2n zfL&dTn>)tMfw_@_!@iBg5$-(Wx_>u|5blNE3l3&+`^NPb9wHumP&7fV(A_V}mZUS_ zuV}g}$5d?GL>{DFeFU2V;}8-e43wdnPSCDzqvXzAo7e64q8XOSxj@P8R*BOAXFsS) zP@lOBPO>XfRP?;V7Ds}Ko&Bc}yn+Yn+81N|(`e29Q|=)L(_VVM#URJ5HiHx_XNul9 z>)tew)920K9KNhP2I>c;6jnwM_7c^Zo8GU}CwzDR3pj3#W0hx*#?COb{fl3bTo z$cXDcwdudYI0@-C*M0PJAq(AE&6oNG!QJF4lLuyo*tPe<7X7<6Ok`PtQ{y&75(|+Y zPkj)_^a$Rw3Z)Jvk6L2u+}UaTh!hil5bvk8z9|PbXV15mN88|GlAPsq)va>a%uLL$ zQu*r+xDVBJKWj}yE?&NBO{j0^{;J>m%OeBEk#|$*MWiC4)Mp*hTgvpuOEI6xr=~#Z z;X7kzir7dc>9I*WP2{EzEp_L7Iq>Q zW_BVjRwg1APJkYxgp<9i!TeM1@h* z%+1QgOj$yhpPy0L%-P=6$;8b0>sm1n7YP-YFTvB-z7f;cMns5+fs4_^=xfXWAItyN zJ!P^gGJ*WbcY$~p1rND1W^g7|fglx8fe-;#fnY@q$yW_wV*rT-LXE-xn`Yo({ZGH* zKV(&G9Bf?wuI~S>mHzLBU}5DVVg&$*SlKv;*jTyr{>U5-xs?BlXOelY+fhy5 zf^dG1ehZ#<#Ec}DK_U19O&+%p+6~0un?roz@MRdu5(&GrNh?=JeG9^JSUSCR1dh}m z3j3$DCwHwQ^Gglq?(gVY_0;!*OW z-|Qv~5}*@!`;+==_}Rm3*H)u}?(176f$mFhV7wX$Q58PfO@G*?zsiu0WyTZ61^+f1 zNNVu2P6J(Sz3$*0)=|T(hH82KdnsR(`+@km)v%cD>(7JJ_8h)mHE@Zmq?4jtRey#q z)J$W<8U~_U{<4(7b~Sr}OHLOwbl=&{%a)6}_WP`rbq-tnX7E_U~J1h*RGXL zO?{rVa@)vqy3@O--jtu%?mc1^e_Tdpr-k||_r(fjpXM!)t53Xw=H{DH*gZ46L3T-V z`D>{$xXA1B8Z_do^^c*8qk^AZ3BDzgtBRq=tu23Q*P2XJ+gglO+uBxI9R+quo#6UZ z&g}8jfIs-l*NFalw29Cn?NPjz=5t7(|K}Zy-Lu61b%Tmo1TFG!i**`VmCfDxhMkG7 zgvvHy(p~dnFD}^#m!>?A2$JJ4Ow5g=C zJ_3uUt#}#Xp%b+ti3Wr$q8hxIb&brFitp1&Oo@@1&X0?+x1rJbCM|(`St71(>y2Sn zm9CulwQYK=iE5>v5AT{juC}k$GI~)}Xm{-Z$ht@m=xM1UB6HTvSuB?;sA7tQ6QI_A1MpK7S1vs-hkpMRu%$mL5sW>QCk%T7@(1 zxP0eQJC((zsfx5`6U1@)_OxQFNk2|l`xO(toJ$i;&e{>PO#_pv-;g6h`yV4kKl5wM z=xU2%n(7dhJCJC!54d49bRW?*1B8q zF?D>uNq!;T97HoXIiPQG-1w=+YC_p2Nbpp~7*fuYE*rh>$5hK6&7oa*JSyV*hCS3G zXqTMB>pIPC$olW1Z1!^iyqn6GoUpp{kv_s_g#ScXCWcH32P;A8YLEBLBhV#Er&NNrMMHm$ zmJ&Vu8Xi6sQWbudnv|wLl-+RyN4g#)bE4bm=aH+cJa-{*&bs?epUMujgf&m%k-oSO z(!MdokX8BCKxN1TxAXINWqA)o1EmR0q`6Qeb2^0HE;14f0j=cZXDv5J2S8o@gDUVC zx1Bpr0rhilz2QWKZ1X{)R3P2`l)4>lunXItB6kD*w$V6JITIXB3vUOlH(6BxqBj(? z1Y`&0VJ^A2FrQ|Z8l;~Kg6jzNFExnuEgHy*>$l3B$9K6tBB;F@Vd!5E|_GBKF!QoO?@G=fp4E*@`C}|b|^99 z_;}3J0p43bVD9fwS_0dQ*+m1pW~88B~7b=pX72X4#^RhDY86|4Ec44b3$9(7^?@nKil z`@0G8(D|oP6;b$#5EAoj;wJoq)lS40x`Qntx8LVRODHb2q)}E&|K?J#&33x#7sJln zifBOLRq?S~=6xw}i^Vzzcp9s7W^*M5QJSCL$9!2D(qH$JdE6bql|Hs;{;ae~z!{8p zzE7k%0K-w`zHe7-AJ-qErVi_7s7d9?mpmWk^rpsB-b zn(Iv5a=npn97y_#6~P#5yI8>N2|AUZuqdpC2CtNM_H#q?nya{TctrPxfkKJ(LqLC_ zyfd|{j3%0Ox?xMK`ein?tg70@FB4MO9mlC@seAetN91==Lc!u*;^6okpUS!=M+lcW@I1Qll9k;j=v2xXD#B;XMNDgk3I}vYd96Sqcbf3Bam1h>~{Gc zq}Z;{6X13)GjNviMy~T-r-joSrS)}8_TKWC`LDbh+5 zJ<73HTV&Y+MY3^zdlTUDDflCPUV!GXlCcL079 z9U|GM_hd-&Gm@64-doQ>Z{{Vm5VDVAM^WPJ`+C65P-{cbii@Kzj~|GLz2Kby zG^+%xE5+v2Kd08c+v)5CQmA?1Kg{yE5wN7Vju2Pm34`WkD&-bqw__Rt7u%UJMIlEV z6BKz#!uof*eIPWBIf!$h6Oc7?97+K5o`}B>DHgwelnQU0Nt7Sg*?tQfsJ`dRrpP)D z3bnmK-gG+zn?V&5nmhbJDXS1oNmgeB~{G|T2jj@g%DH?d2R6jJv zBkzbFJf;Z74c7V&>D|`m+*hUwV9hElqgeMCw8Y(!X^Ws>xYB28`ep%3Th5Xf~yqGILq?9bO=(8M*x5ZH$7K2&3P}xfW!D)TB#T%!@~xp$TsCxoTt#Z5=4bFTSPsc#@eAK4qx27v=35 zRZ&+awl-n!!py{I8c%QQ9`ES8t;ZGl>R1<331YtpVHYRGbCiuGh}@W7+_b!WvULVqNl*@7vS? z!fY1gRHB;fRH7czzYXMji2wl};wj2p(tAi*4v5BT_~bWX4vEb$O|ZuY6kW%W0;`&5 zLsdO>tiy)Dr{Y-j`KmHTs(bopQ+`MPpFQLoD_*X>u zr6`17q#6LvAx+G#;tQro4gzylOW=I@DA7qSf9STJR`?_>GXgRm^zHZGaZE_@-(WQb z4k|peiN8`J$xqdS+#xhzMXwTDV67qPK(UM38pedLr;$^<5*ti7gKDiiLzEG;1zUEn z)g{5a`dF;FXqm^*T|lG1!mixDlJtzdJ6~v8I9T%u3F7jvWX2erCqq>X#yWAl@W` zLcO?kLg#EKkaAP{o(rrYu(e|Hgi8qSzSVZ};S^slYkKpdyurJ4a&ouYOB2d{!HRD~ zZ4-D!ym3+P%-hXtks+oj*A>QW!D%L@$kbmQ`-uFamYE;k=b+X(9&{$FOk%(8VNgMi zMKFY6tgctnMzniR*yR4VLAvOn@r;Gr4Wu+WQq#-b^cBW56mRFLi9Y}O5J@h9;+k{56{ z@ZS+u9RC+##m)j?`u{~(u@bQ{vkeM>Ys@t{|8|;F-Z?VSbJ2-#LPV= z%li0RFC=WtY>N!%5@#OF250#Dbaz>;c@C3fGYtYqFPd%B^`*azE33bn>pixpv)Q$$ zrfU5rw(9ax-Qe@>`hK+sSVQN_xQaAhXwp1yVU zL;In5hbBsa~pk@P_8#IMnv?Jr7h9N}3R`35F71kxv$ot^S`_=cs`Evgvupw9yK0&SRGvwpD^H9W)9TD=dAnlJ@(aa1n;lCZ&wEh-^tA{4V&?L;)-s$7socLnuFbjlRpSr_xDXL3Wykzb$HuIyA%lJQBSTLMIj`M#R@B!1NrwvMmyQecRlh?yJi zXdlCh$1=k7B)o54rN|3j1S8V%Ow(~eRSJFA5V5z8kr1D}on-$;5#`V_;N>(fdRM(e zQmDraCjM7fS?S5BSCmHDPVwkQn<0<;qMvJ;hRHSS`RtqxpR1$jDM?D58(7BOO08>p z^vbLDDE8D)wbe=G%d)D@ECYddy%%Mee!6qelKxcJRo;`6`8s3zcT2Mogv9){%fXkq((HPrtE0J0m)xN}NYH4cO zSvl?62=f%T)R%V4;tG`$9WWo3`w18=;gG33*_j(oECHNEFJWu@5^;K7XXiD$tu_5` z>d-hQJ+*`?Yw?E7@WXYjr$Vu z7Am;U`Gv-+yp_ilsi|JT`_vf>S%VJ;*&`R+K8q@^;&R`{Cwm3fl{hocXXITQ_ozfd1P5?I=zhWYi1wdJO7 zVvKrYA<#eZ$2_NJ|Yu&0>m+jb1y>fuc)4 z5RY&dI3tMM{TbGALCxnwjYM9nnYx~RAzLV~;QVsDhfa=o7Q!4WT~{V+>47UFcifd< zESgL4XtGm|MS2<4mM*g6nQ>|$gNF&4hTUQwt-+PzZTK`T zc5|A_OpEf^evPokBy-?>G1;G~9m2Cd3C_ACApZ+RwTFu1(@{OK6&6uVN&6AW(lrf| zCso3`tt|;dcKI1T#1MC_=e-CF#1ezhpEkx9ZyWs&%g(atJ%7lFA0l`H>Mw(Y8VGWg zCqLBL+?e-YZdrtJ?Y%SN?G*OZYdw}Ko85R5JM=0YIWtI{Gia_tZm=fp#kW;(9HudD z@*$AI!4w@y7Myt0C_83mu*;EX?6G-Au2e_v)|*2VJ5{xe!HTpy0%3S1U(c&zr~ju(B??7b z02C?`CJVg+0T74g^u=^Y$IfKkyoD`vW+}6rdIhN+r^-f7U1n-43!q9L@1X*^_fuP^ zQK^?EY1q}7!{t?2Cc=(7(d1!t>Plb)O=6A9s03BZuu9bFn5?u};I^+;%kXVdyF<+> z*H#Ix*P;spsY3-KfYL!DBKywq=~3{uk;un!Yn>rIZwWC?111;^PxEomg1Zo`@Ir4waf=T_PIo|7tueX`%2zD_^eQsINX zw)z?LE47$Q(rA^-gP0{85wBiBW&VII)e4zUv>-CkWs+$0j~%4(MxcHKOc0+<$PUiF>V63Al?CgqURpD-s(DkHX}|Ede`* z4qzxaQZ;;%JL#CMVquv~w4jOeLvH1L5z7TT#sZ*APKB!y`I4%K-J+aqujM|on9#z! z{_-Kc#ItTVoxUgzun--?ZXQ73!S=g}=BEI^cJr`?r2t2vW>QHt3-H9z!b-Ku&IpVc zUPJpiex18U`e-pP9ti!VJAloQaDuJVdVz^&1wg0-DA;9tIKdt$nU)x4d+xf1suK=7 zg6;B&*qN3ndSewkVsrL^u4ctCe!nGq=i-B4R^%pKh?_#Xr6ag2;D^JSQ_3Ao@KVJ3 zU7AB89AzTTSZg8)XXYs$A?coJc%V72z(p^6@Jwmk!bRBRfE0@jXT2US_U@5bN46q< zCS^!041mRWfM0MFgxxnnZ@f_d>WwRl=FdGJnV|8@v5Hse)Q1b9j^tvygbQIk z-yRIbjdRm!H6inFxMjsJP&!?SZLq6a3`Ix7_7QnUg@UK3vD}5+Bnk}1e@(wf=!SkJ zON(~SuRl75GzzAJyrI}0y#bLQFpOgGDjCH3y+CgEEuUW#zrDRMYU|_|YhVp-CUT}8 zZ8#~r`Va^1$;7JJtt+Gk>eKkV_vQGy+0uJwOmjeo%<9)0ljBMAbMg?_k6LM_tr#c0 zBaYP=+iP|$igP5|os&xkoG7Lixx1#frA_23-qAe2JR6U5cs9%fVt zRDj}eg-BD~UG7i8*#tczsmn7kDX$yVrC>PYI9-RR%x^&k5Pktb4F|ESF-tb*741KK zj$*N(PwhI5+sYtaB)TzMAJJpTYwOIeCXYk=(2s~X%BB;pOw_t?34OO%t_cSDEu_D8 z16Pq9Y#acA^09g`4msf|q*u#~5}IbZhS2M+TfKwy%o)Q(0HAJ+VT&fFZ;UtQgw{nL zMHfzV3aK>M$5r@&&=VKfeNnOzf%-Sd0KOL^CF8XdMK6B6S3zCNJk0)9w!pw0j*B^0 zRPxB;SE{QtdZzxxiBr1a%*a!Q;ig^XF;!l5iCnA`WXbw>?tm}zK@s^ypiWeK$H}a+ zwcD8U#NGbmI;ar6$j~=$lFk@Nk(D>_6)`OTIgmJOK6wV^l{en`K_F92xV0M1nthRh zR`N+9;q*gaGIAcYBMzet!Vh~=8R@M&Q)ri*fhyL<;3d_D!N%Fh<-AiZ^uQ4cVVMZv zv>_=nq?pnbdcg#Tp_h&@y;jAgkMe>Y;kVwn z!DvEcs2;;pX`V1#1D6Vc469W(M5&$W`v))>9P5rwHwYX16->El8qK{#z|!~ZVVW5D zA9y>dIrRnW*Sexv5S9F38>}v|KioSy&v!H9gy8?>IVj@4bF3R-*sM-`b=&3;+Ho2` z@6Ne=GNtU}jiieN-VuKSO`t-d+wL9;8Y4M^f669Hlw$2nV|0{)v=-$~SE+9jNdYSe&ymJ>+!1!)Rba|IJ04?QVYoVd?8upa*CF_=Fz!O(_UT=(16(idm&R~$tT=A@~HrFfJow=i^+fE5|Ou*l9Gx;MMV~t6E@(fSELy8#s+aMW+V@Q$K zD*r^ttaa|h!_*XBi$Y+w2sh4yjkZ1xthAy-o*zr6H%;PN35N1m^qzChI+Xq{iGEx- z6Hm_y?+;-kNUc5Q2CqO`V|S%xIK36dL3IA}l{UUgYeFFq1(;!og-!@vSVj;_hiTaLSnI`TZ^DtCOFEEah83^$CUa$mMO zd-#lXe5>s`f_;%35cti5qidqIneu}E-sXBV*rtr6?u5DJ#98{yGEv-lm#ECF#c=C{$H)ZZgxJ7V>Phe-$= z;jO(hDnHp0N{b+e)f*_~7@^)pN$lf|7s>>lGQd?Sa64Ga%! zPswB+M+aidxLgCN9d0tKZT2((mmiA0XE{cj{0H|9r?TRfR{M@iaY70W;~cv$shIQw z&ZZ=?p+sh%q(so; z!_#WE?UMgzm_8Na0Y2%k9Tidskwl6ccq6HZ0hI!v9WNrbC!PeAWOI@8Z%>@l3#Gyx z95stx^Ib?{it5P;*)=Ma-rK`)e#-tx4ZKLRGuk}RJo)KkbfJXKi@FSl5KM>JHp_NA z>+{9tB4gGit1^CH)v^@u87q{}dp$6SEs) zUae-)1~NrX?_yf5#5wfKQ|7UMC6L&JN^%z*@;BWOJ06X&Es{h3*>S(a>e@@?1h(J`!B2dp4icQLCj=! zh@2Yg`aN~lYh2F~^^I2|XZJeG`bnPMM*;ISsVLI-Q~mJswuReY^8@_eKMC;fC{w_{ zp-jKT-v1`D+W(ivkA>}Dlqt)X&X0|Q^}kc5{|GAo56ZM_@|+uZevkGFQ9qPyItHBk z1|4TSi&%{11A0KxOK+~ccP|oe6Q6h~3%owR=>wevByyIKkD`2%eOB3C`py?@)|~q; z&cwd&)BAs(o+A1G)%SnTsqZ<+`F!JiKK1`1P2H`YE^kT%#uQqX{F6RjVwX1eW+?nW z%s%EWckl0Q$__s^biDB&z44Y#mzHc>v#Kq8a~}CeHr$CkV8=I>~h*h9Cah#alT{@3LV9!|i zonps!HF5m@47nYaab0j}dGRhsi;6zBrb~HY9!v1AB?s_pS#_AR1~mqLJgA>9FT0oH zoeIwanOXrG-;Suk%MUZPgt`fn5E44Sp31r5`jMHU?LGk1_MCw+t-;T=NG?pbr(0c5vxlm!QR_5u~*MuqQ28h$5_M5%M~w- z&5gs-8GoIbrr_?a$FZy4$=@PAmQd>|-ao5@oiO)L-}n!AJ8pG`UOV-diZ63y?VDgk zMXFkevZwBQmYRD)JAcY;?o;#tR&B;p?y00BsfZuD0PL!hDRYN9#Y0+1-tp944EZAW z;eJE9786P^R;6fcrO&6gzIw;k)N>6zKb=<#Gd$jX{Wl-6*B`$j1n;W1Kh+MG2O-W> zquo`(vZ_{(<^>9#nDQrnuD78H-Fw`NY^tS=*(^Q6f3?RRJ*pFG-F^8b$Ad=BWwCHd zsLsaZY{u8TeHF*^uAKF<^7`(~4KshI#cnI4?|Kw^9oERcEjo~E_-S#WvH?NA3=~`m zt~C?saXlO_0GRb}!tLXWj@cVsaiIU}QGPP3G|~>dxD|n>Rk*MkK^1=9WJo=w&E){z zDK}=Ri)jHe;^qIS-K2TSXG{wOdHUM0x7+$1csx8v2#d<#2%WjMQ7kc?A8-u+t3zSQy~JTgUBFI!#xo@zSVD^GL;?;h=uXU* z2~l8NA5K(p(3|^gCDQSyU&#>=Tv}=a0Y7dP!i<4ibT&B z*vy)#V}=%s;&x+)jw%*ca|v$@Zcmo94Yyz$J6if2h1h2gGQ51BL;0(S(uHVoS$w)b~To`_fQC8voz zoN~bVBhYzokV5jf4z$4i ztVh(Ght9D>j(uTfCtcqcoTF>#Bht#znIFSYXv0dGxe{e<*`JvAEh>X!R+c6%8sf2V zl%MKdg0}L&!=TFC306k^K8m-uOe)4tsr7*A z;(b)S$%g4dya{|&eoW$+Nq~Pi!yUKkR%b8#mM`UAQxaD5r^a*iY_#$#q-kCP!3z+Wf~_Vfo9F>24hq z3b)fjbg5WaSk5t}@D@yAKRsN~nxI57tfaqAulbp2vV!0)qlUGk`d-k7g;?aP2|3<{ zde{ocBec0Vx5;KkS@i^+(VWrZn5r#itg+&BPKqCk74+FjxRkD6Ud~j5w1DIFUNUUB zM250(KBXDCJfv+`XmvhuF5$l~q3g*VSs^8F2jH88-AyBSm0ZBN zBbj@|gC?iAal6PWkJ56#njku-C%F~kQKrx&oMf!q>8$y@taxEw(pIg)G&3IBMv)7-%@K2UvXTikfT%xIiPVyO=x6xrbJ@ zT4OHg9KEDQE9{e`b2)oUi({R`1VBnmvqC;*H6Y(ewmGBGZ|a<+IR z#YcZ{al(^XKL`{s5n2SP&0;4RZJvcDXaMGSmH}Bq4(kzK%s)VT1A`r=Bn(Z*CB_{O zO`#h9xO{6eKMqfh$DEZB4s5u}W4BpkNUogGWqxmV!B($a?nbT7p>Om1P2Kx55nl|P z^VcC72AsNEE$XRG+rUkk2JG>zoWw6Hhp_q5U(4zLgR{2|YO9Z;MT@s+X^UHd;_fa* zODP0Oi@R%ZcX#*V4#izUptuM3;BG;K%j3K6zL`7s-M{Wk&LrndPG-)Woc-H-?X~tY zK)R6GX!>$HGZ$Hluct&StXh7fqh<_8XfL+MGwT?2_~}xLlBHrJ?!wkW_dBI%SnhTr zbC^W5DTNjf>sNUkag^lghZ&v5J?~ro+2);wu|F#BbxisSBMQppP=6d=c|PERYWO<_ zeoq&E?@8g^Ae(sO?Ru~fbVsWDu~p$xu0=7*Raea%{!WJkUDmXnlv^rP)%vH7)f-;U zGYLUJ`FKw#V+F%hEpf4|V5!}dk!dYCJ^FH+`y-96w&MWW@TI-fvg@J4PY7Im?1(cSn+%0Kc7VT*;Km`_e2G$Jd)@ zNYJ-;csL-uwJ=tkE=OV?IM$=8-dMWtxx>vg@&|8k+Im1*?-%%MLdN&V-^;zv$F-Kr z4IUz@l@kx(lHbcA0_EcKs1rmUakbWy>m7;p%bVXfolo3voKarEsAHkKeQTlJiCVHy zU=5jy>sgj|W8`5fR(kz;-V&76SFe@V3`;j-dDRurC_q$QG^U>MF<2WkzZ+EdGg~=z z_+lxuv@Hj8*`%UfNFCuQ0T83Y+ruv3$>Vi>lRmqPJ#1=&9Si0)8!gQVww{?^X#Kqv zhMBY_V-wRu#nw-1B1RwFC_o?G*eZg+_QlaACh@F{xmHWV)X)Got~j_=KV@Mo+$`L{ zmI@=&p%+-T@J7C$l;b#aFKh)n-?2Uc8I|Pwx`9!ANKv#&1R?L7LyLi7{AN)!83t#9 zfl)eT@lEdNhQ^OY10&n}LsKIJYvc9uXm3b20Q2Ev&+{`8PprW~(dW&4oaxQc6+){P zQ?nW2OcnbmIFK>5E0<5b#+>{YI?ZfwgwnK!8R5uBOUz$@`<$ehkCtAmEHm~lm-Z5E zt>UYmTK`qorrAw6*yNvNu+bQ~k#HjZ1iH?1Uh^b)L;9L+j`N0uY6=85H#Pd9L?tA4qHso=Tk0+m#75T`ZaahaL$|9aOuaViTT2552Mz$jTN=1j)7lkhE! z7QHIpo4vld$L`799| zv7zVSH@eBoxGf|ZAqK%PGp(-KEpi>_7Rl@e)y*UMhbuWFXQtm7 zS`1<(J=D@xz4f}_$gjDfyOZ(20)uFh5m@DahPtC;QL`---MaPt5e;;!+yakwt;j#O z+_cmJL(@yv)abB$XiQ(e@o$YGg_O7u+Xv&+v|a3t<%d#gJm^DoAVJ8FZ<3~iUqdoR z_s)J}EN+bay*j4T+PjMMk1C{gJii-U|-VYZ$%*#f^9Xj^& zacq!VS1nHAwABp!+r4FBKPF8h=%=OcK%kB*!>QJ zckU*o4-%Q#qgfD}L73Po_sY82V+KnK|CU(uBmV2*=dL{eFwnci7_MjIJ|f=;>>~BG zzwDAbe=8X2bIyI~UsRZ!)J&fKq;^@KN!N82OtHdVR;t=1%-VLs@EBdb8u2Bh4&M)B zX*t7;%=2QVVyCZ*)bj=`;%Rb+V8#=ef`jS>&!nQSF^H4%&LZC9#Tnrh4BOzkTd(=% zd|dlYl25&`SYS=`!Ql`sNAHaNW_>c1vI50xLCgkXu^ZQak^B*kiKz?>741}mkGdk zJi(Uq3c9X$CgBk9uax~bzN-%_(#=xW~rvdcRS5*L3U^N@|ko=`79a;l!3 zMA~)q__rQ{lzHTP_(s;>uIn}293U)D{3A`4bDLLg>utrKCdrM)d{Qp*9PM>AyM}R2 zaP45));_9v$!v zj1c;n1`@N{*(Y)*`cV9as@nTrMaT|N6dmKOK4 zy$(AdMIiaMY9p+64(jDCk!Dutd^$r~dEOL#C)4!r&dq=rrR8?AZx>1idXp1ynmuo_ z#crqi&ETv_?!7C#6*UvbR|UzNjy5;#$XZn01xmiEnII?aR)d?CI7z!NI3yct4f;;T z&3P&wrKXZi!`x`*sdAq5KCQJqt+xX1_l_4=FCdSozCb5^|vd@ROY=Da&n5+PDB2NuSukhX`mw<0)N6fY$s}}Vo zBxB***nqT6A?)e7Z3pf?M)JwlpJYgAQ-24`AxyD(ev;3&8i^2ALSot39&;>6p}DkT zTTRVI(L5jDY_^uNL&sh~%JYrvr@gAKPUwCi?$I)j>AzCQg!7Qx3t&at3_e$0S)p3M zIjG5d7*bJGUlFG1W-uFH35W-%F7%ZC1g_Udx2`Bb^qkRBu9QJy zI)Fs$uoo75idlU?ucX_TrzA6?=93|J_Au{1+@B$_d<>QIEcGrc@cp|Qu|OyrNG;@# zYWlXA@2#vs|4piOuCZ@J8A-|qwwea+kq!85>QVUi8FZK?+GS-?Dv0S3aLak0(rb5WOrjqdNdGdKm;8<<8$bi{F@kUeLj(U(h zr4UZsg5KR>vzb(SOnSSN zh9~~5R@{*Lh;Cil9wk9Vr{w&BO?Ce3`sk8E-+&(dvf(@5s6d5n8Tt=JWI>GkE1QH= zNINa|HQ_x}OoxJ>P6TVKbWHf|8)={>t*m!x0XRFQ2w{DRgjxrITF>#A&ZiQy+ zxHxr8tzJZtZ-H^92+X$+{MQ0aDum$3n<`UQYK|=^9VA@Gw^#9D+(hf9F6YF@#>(cR zQ~r5t39>qJq$k$l^Dut`-|9?#;(5NCKHYhFuD7lh8~i7hBK9Kv?Bw}mQ&uh3@ysA* zb1`n)-+AcW(czk0@4)&TQ1J20hzR|(W=VmdMT)(8i@y(dlviIQX zoi^l@vDIq$62NX=taDB$W#`ayWbm7S9f`V=T4wlDLj4F5lZtNdEGI1ZYX0c-rQClF z>~kB^uQU6iRzTHa_4)nh%2FBWDMT`)M$#jWInW#^`};Kr=VCt;y<_+f$naQN&SZY> zq&-kLc~K2BN`uY}XG3TCD{Lg!HU316Sxg-MM(qvudSw0D9O&V6BzMH;!3kGaNXt+R z*+)%JZzg^+{?`@8RdVydL6fTk&Z55aFytQ#>yq5n-<1;H)uNRewYPEC=;u?qd9NQW zQ&HvNeZC=Gs*I9Y_p_g%OqA9pV%d8sphl8ihdA}*^@ zC-dtwq-DX+l%$$qph4AU*~(_QE(<)JWe^r8K%f{xAyJT}pXs20F+9{}?~#+Y5csnk z=BDDcB~cH0pP|!1O~SYA*qGl`ZLgfd7hppek-}COd{8_h5j8YhL7_)E@7HxmUe%b`cOi{=d=#-}^R0eo@EZDg7q4vngD{m*NQdqhr7OhHqeUmGWK=>0G z*Yj~I8@9m~Q!^`#I@|%`SPdv#HOOe@l(X;7V6ePc(N= zKU#adkU}>qely{Z5@`WXP13m%|5uk@l+G`aJ23VvPqc?Ptdx>t%$3djEa@DDxyJLA zB``N~kPFJs!~yoNghKWw-z~wZ6)QGD?S0Mk4HpF-(LWCR-prOyOLh*69uXXY0x+|V z<|pW$bcgA$mXTe<5B3Bb$e;i$v#M1=f9muZt&$akwsN&rx|5~NDxFu(kvZLDh6}}# zTcS(fM>0?Or9MA-SI4mkoN`&5G3@I3YDfFAcQ(Mc+eMiY^$C>gXZiI2XI03P_RWKK zf+3A`?S$FCAZ~qBQe*l#U$seA4jpOR<3z(&;VV?@Lee%Y<_DkjBWmh5Jh z9^G$dS#8*>g(`AL1H*YLm@WD&2986qW>=&5Od4i^#i*Swo~&;j>@dK*_P=j-B5Zm> zAT5fkIl1D|Nr-woCvZ|4L)B`pB&|THNX}rQj(Yw?_4B zOLW_#OCfj*%*yt#Qxt8HBiE=K=Wn*$|AO7fOFgjIlf-znzC(gWl+g7CIdn0Jv4xJp zS{|f{nPxTSM^`yK%Jszh0@EmW5M<@Cf=?j&RqN5(?S$)~C8%;_XrkQ2MYGyEaOty7 zPV*~hdYf;k*x&!k?5JG%8$)9;kE-2HbyE=JvJ(!LXbor?j8HST9SF%J9Zhf`C~kKQ9DakPDx2hQQ62cC zBb|9wNOZ9g-yEm53X?K*O|l_*-I~ngLD>pENH@nw{A%(3lut;o6cl58YZAkLtS@Nz zp(RwW|L|%AmG$xB%e{7lM~+@fbTakcYoFb}a}aV5JUDN?{xglTsI{Uw9Gg*h@knUA zJwPb#6Sepwu1kbwu&IG=Fd{PjgT5>+4eJ9dix1n;>L|vNwL7pWfs=t~!b?zbnrQht zs0t}w&YqW(!C{;(w6;BB%&%1(XDf-TtOR@YlU1T3OEwK==x67~U^UplCrXLv&K*&faqoIA`9OK4 z(`tKQJ^P4{dMdw(%dbeK(BV(R{X};LGtbWJH38FhCDaf-(bbHun&%LP~Jej1c7Ck%k{YD zI~XN#y($6OKWE27oG!CSZx8`K!_A-enn_r2#yY0nB4BYK-INx7qX_cTj`8J#^+iL5Hj*AKb6SRT`>euqLb8I#NPz9lmN8Z3?)3Yk=HL_yI zQ+xTa|CVs&V1;1L4K?6TSQ5u)J^=05oZt&lj{Nuf{|1r zZMk)V$GZlhjOeUDSJBI(rBn(eygyp7FK*K(k_4v_jR`p;!whpvegjJZC+bq9StB6n z_TNV>u`QyMg(8)2tD7C<&znFwzfI&Ioe#C{L{0*Z?KbSRoxAqADzUfUU_LfoK4$HG zSEWoz3{XR7RCRsog9RenR)HUTb6p}ssOKqllA|m{j}jgctuy^4wD2-HZxG-6rpQ%s zVS^|dDV9#(iEc11W*3E2JZ3T*E1 zzCL62Mz7B)NTvi7UT(o3JD5d|nkb zY%8e&31A{0G;@1Fy88vi`6{vf%EHmxgnyu!hJQ2`Z_mna z4-OTtHArx3#t!~^T8*L*cDF@MXPsX)HC{$)nY6bxEy+G!#r#?3CHF(6?2wFIp~zA~ zbS)!2`E2FdGFBzE8PaJMXx)-ucx{>pI>J0 zO|-&D_K$a3Csc3Yg3Lvuxu!-|DWoH)jkgd?nU>+OcrhyFpwEnNE1b+EQ`>g?-Dvew zvea$z#@Lmu)VFK)5lww4FlEnbi1yy`2Sc;@8|{1Bsq8JckpD~@64CPjiE{Y&-gRj;PtF+CB$sDQ32aC=Toni53R#F#N|qwxiqF8y$k5*Dl76JwwNM ztG`O;M8#6JnWwC360pr`O!Qq!V756iPy0nteL~HL6zuJmB5Dwfk4X8{Lx#WEpF$?? zve;{4J&lb%x4C5kb=ucsSjkh&ma*5rk*jh?u#&qD94rX6fUNU_2d^|hZvSOl(`3!f zv$>D#VM0KA^@b{jn1uGNkVI>!{gzycD|Frd)i76X)xP{VeVL5U&3M(mK=#_x{AzGa z@2G7Pn`9+*&E5#9!+k{U=u`U^YG^v!M499cO|z&0HBl;5spL!^$Ug{Nh4gFD*uMY( zb@pQK2ab__I(DvS`awW;;GzB$mJG=mNf6&=$zoL;tTd#BAb!x@l}{m_p!$;^l(}bH zT=Eu52(`i)Nj`Jdx*wh`*K?b|h{9X2^RG=1Vq;(O)2aeAlSFlq@e$fMuc{++C#32i zy$n;g@j?0_U6}zJuQu+dY{32#%Ikw?DxUMI`}`btbv>yN$UW7C>l{Hk^l}w5(Km&_ zp8NBG85;I4u|F{f{B9GLTlybn6?_~2S>}X{mD`ty@s+M;{avI#Tg-chB5pR0ND0yQ z?w0vkyT?5Ya7v4=Oaw)uMyfcJinZ#~bpdAkT(i7HZLOaW*A^~Z-fdMht1uJiE_SQ? z>jHW|Tze3jRij$=&|A;U^mhPkKQ6XEU{s8+qV#a4sla??fpDZ!W zs=l9qjjQ3}b(z35ojly=pFA2O3cL287qFG2*^i}vnCO#jrdaVAA&|`s=8Cb)U2X9! z`US2<`{>wT!7{bXIT{efuC?zp3SP37(r~@1V3DB+xFMS?;*VeMIj0X~tC=eem zgi0`vHcMVDe=^^=lP9+ZxOys!0-M(RusY>3Jx;AJwj){E_=Vj3La@p6Jkes~Q^2-k$SL(wvHyM&=frq1E@+AN?Tlbny_&9RCY?e|)j9)8MjcxD(AAS z+4=3}^7rK=KrL19zdbyL$TsEpsTPah>4PQhpLe!-cT{xa>K037{TuP497Ov9KE%0; z49AstB=zyUkliKC7cesy2P8==;1@0-M;A((iSD2Fm=vhvUbo*&mSPK?CayynjH za1_^QvRBiesx(TgJID90gM7Ny0Lwj2z|{r1gM|y${}~uF#ze2qi%-V}7eQKN=sC_^ zZ^Z7Wu)TRQ^n!^(Z$Rr7_yny{@x*Is@ddtCJcA19uMzp=Z>9)31{(U;Zg2OjEggGd zEF4E--U9)Zf?V(A(YWBkU5Ybwu!X6~rJt4~5 zzMsZyLA&bq5Oe==mT11OMCfb;hW%LcNO0zSCHH@VHU1aBv;PTe@Nn_`U%?uDuT$J! z#j!kG9RELYEZ={#X#Y1@160KfiXMaGJt4suz=!dI9QyhJLI?VY1z1oFB)S^1(Ni1> ztN6d7t_dqKQCLW#sekbsrGAHRe`tKsJv8!+IfCBPywr}_+nk)o>QTI$r=FZ2iS3j< zpLRZfdAaE{@qE-EepY>c@VzRD?Mykp9UoZRnWTMr2z=(Mx^sJ?cPt;bj~PfC@1TgK zh;3~&6T;>ltrTmX{0%kbv0vLY!aQ&m)tzF`b`~2ky4ss{NmS5F-HkWovZ=N%9e1y} zF|r2929u_V_6%ykK!#W0`-dmAA9cS>*Y<5l$oOCbwldZ+Q z9o4JJhs%~2sW~ztJJ-Y2?D=ef$wpI572uJ5q;@-i77e ztfgsI!fY3$CabTypARiN*t$~*E|YR}_qLJ<&P&_=OxX={aYxmQ-n5ptl+o<0saA(J z#Eh&uSnxwM$)`>ZEkj}Vyf3$($x|&nO?nt|x`tq}TW;Bn%HGPY3J&mlVUr5!ODGLE)KkYNGg0ywXCdm>9E^tvG$hvId>T+K16 z4c5KygF8=0TSZ$l)*5*WJjTpQ(wpn-#7K0Hf3DKickV>9X>|o|e-xai#YS8M z*F1%KC_LC4!8eSKob77ig106|Hsjy{$K_$j(;#dX6I8mEJzy^I?1I$HvVh^^lR@g? zcsP;WbUxYRf?8FfYr_Gy1>2UN!>fO<&KQaAo(mh--x@5B`f&5^H*s$N{#2V28lKu7 z;pm%fqo11Irt)3Be#OYqyH1<|a~eL3%F)|YUmr2+VyD8|W}GNO;_{6|XZ0p!f-x7t zqsYZ#f{Y`3gilK+3!Xi06!ZJeYp#5Ee=8)~Q2!<*psbdwSYgM2fI|3{FFt?{R=Q?` z+t7%@i$N`%YknII6K`T^r!u*OS66$l%f(oxIH!DJbv7{SzA-28T*%2cU%{Q8zZ(FP z{LOaLHWl1*V2(I1&S%H%_tSa(j*b>IZ9RLz4lPpH*s*fv3=$x|q%@K?qfMm_!hSMK zLP%}!?+s)SJi!%f=OHDr5vG zjW*dP*)Lv`F?=7~W(+aDR?+3z`ev`c;E-#VgKZ36%eyS@C>tDOD#ILA9o9Qm5fg^n zhK$s!sy^fM{Hi}04gCY8Z7cqbd{CQo)uB~h8%Di~&A`xEQX-bN1(5y#n5`={wT@@` zXqg>AWwqD__BKzusD>Ti$1Z5}$(vG&wK?UaDY#Ia<4O~c@`YI+{xK1xR8_gwBxzd8 z_gtPKRMI7fbE<$1oh(YPkp@%&`i{r%_2z2G?$n=_e%Cd>{@^UDK}^f5!{G^2!>2qb z$#)1ASio^UJEeAV+76YaVky^3{NeR6?Vb1D|Mhm0zy+XZd@8oog}SmZJ07_JI{m)8 z1Mll$ZJ4ieSY}q>SIFRZ!`RcYEI!1mBeZBb)`Aydj$MGc0SFvd697xp8heDajS%F} zh17wb)!PqXp#X~Cv4dJY)G@2T!6g!4vb-XOj?Gk=p!KF?=n$zop;KGcyPeLb24p?G z@9ukl1mlc6Xxm!-!C(2Ve6$&tn5EjGFPWhxPKV=7l;_(Pt9m=rkLjM6sV>uSboVy* zNmomKdu3PUjN_H4?k+T8mR#ph)a|U{+4RPp^D_VM;j0&>$McQmsi+GJA!0XpB!%KY zhw$)PHdBRHiZ+GtsEql1K)ce_PCHvqD&Ml^m`Nnsr0{oMt(9|~xEJm{=FO_pntmEd z8iiEdIlJ%Mw5#SW(KCnazfYWezfN*B%r7a8AG63|O3hYfoM-OxaI`g~ajEd}`;Bl& z&g1}hHSfHp#~t&{INXIuoO=962nO?{HSLO!cdTnHlJ~9au~#hcFck{~>T32aZCb`| z@NVyaen)1BGoGJ!l~4T{AhAd~!QS_7Y{W}`zEsA0f_u%Vt7BLeOfLOwbD>yvqvSj_ z0!ESYb<|t@+%-0r4+^`^2f3U(P3MQGVX|StMoBZSqW_?>ghd`bEVFnv9YIynt+QA<$J1C+AK zwEZ5p^?u}7sYJ*Mi-Al^URi(Zl;Hl9jD-(!#V{d&k7)?Rtikq|0$%wS%?Iu`X`nM=Zr zX8`KRDHmTTf#X9#lQD#>1#4T#GSHuT5Le?=BhCn<+@5cl{N#e9BoHQS#x?Ox(UTg4 zJ&L(T;Z48Zr0M}SQ8&_RZGIwt+d&3`(I~L@W}XOU&qj}3OtdP`Hp-^QZMVrSw|jV4 z>JUaC*B3UmLh2O5io7hDJlu0CF$4YmpZ(Ev-A=KL@nH6C?v)+##HIBp4TNaQ6RG^y z(fO~gyAEMAo6)3!OYwnrw=O+%t8vu68@&^$^&v2Bj1Ppb0;wvLJFQ+%y%4}h!gf6Q z1orCD&w?@iaUI)2VV{sG=stex=wj`|02;PGukwgut7YlY4)mwW>EB+H@`(MQee1Qq zDCw2b|R1M1zvOkW~t6viKLLW0%^{C=GM>XwhD}7KS5h6Kiw(&a`cUuz7_c zH2_$?|A~=c@^1Onu<>6%mEc#B^0yo*_Gb&@^SFC?+5`MH(au+wO03inNt_Nneve>a zrobix_7@|vt=@#Au#XB=Tkevm9BLo-@-hjB^jK+HHX0&vC|r;lp#WVS%{>0H@EPp5F=e!Uojsi zojivc>nb}vkajwhdrH@dbTdAm-n>ZZ(@i@GFrEYHH6QL?~fercaD$ zuRCeW^&ayb?C6BqNr*M^kM`SgSniZ$IUdP6KhbqVnw8LXiwOc_Nx0{3QHs_bexlP~ zP#3+&3o;H>+LrCf8?0s=Je8L1IUtcNAblK*pHKwVvG1nwY|k69Hz2+8y_#t z?Y7+o3zMgsiT;Pu+uE<@Q_$;{oV?9N2>iLf>dt2fgB*0U z1;+`4g7XpPWnIiL+?snEQsEcjI25TWq@=v60kP5Z*fo}-{d2frlL<$?Ml~}pfk&5~ zCa`34NP?rJErfJwn)}wzLa+zl0ao|WjcS7;kGnb6M9QQtfNeOc<(rU8-w z;y+TMa-cuHUDg`U72n41+%t+Y zs%Xlp?~~Sg%+&Ngb<{+UZU7eFN=mOBG1?~+D`_*Jx~cSFdYdeGPw<5mpIe^3%Agyk zJnXBWA=;R8Ga;Cd&Z&GJJFGP5XoQ$shV8>0pj!H;O~%OtL)l*flOf86!4RG0gQU`O zR@JOyZu?Ib01omgTkfw{)EY)s#F#_Gwi|3}gUGi{amG4kLrT;vkMkNI2BFiCbZh`GB3$z{@ z4=ZEAJo4}udwEhHsGl3Pk6j6S5xLJoUfBuudFoRr++JPr#z5>amdCR+_&#y zX1zf}rg>&O6T?Ub<#*g=0cM&+;{Y?`TYI9pQZUbXq3#1QsH^-&X1Wc57wzF_OR=w# zL8D+Fkp1=acdyhS@6@102aj~Sx|R$*1foO1^Zs;7w)frwrz2}Aw;9R1G%E6cfegc!?sg*Q z1YG}+cg{P)N6y6t->agj+sr&&3qcs5b?xSw2@+Jw<)5 zgB&*Ak!kUNALzJMu5^sulQtQw{_f~P2C`^Fr~$t)7Mk@yK)bj$PFpKxjzjB* z_b${~gMaeX2gq5XW>4!6`+`^!`-o*hQzPBpk4K9M1e+rTD_8$t&_ zw%!gWb-$3xZogyze(|R>JfslDE%X0ec1^+^He~0o{uXuAGmtL-I#|4?lIB7xCR!Lb zEI662jjdqJE?!pvOn(9ek+ot7V@*54NTSNp?@$ z&gPd-A>Le%m0{19wx4*+>?sZDIt3rs_aZtOh#Gy}DG_Hq?I{r(y=B|eY5Rl265%$w z(V?sD?{SlZ?WwzEPtO+#>tKVlBbaC}Gv(e6ZV^jD>=+su^LzIt#fJMXXmhJ}%_f?6 zCB@>*O75B{fzy_O8C?-tMGrZD?jI$Ps~(Nh39FE6Gv5(}s2^|7C#Rs>gX|i9jX!u7 z7X5?vHX^PN*Ga5AKe8P4+8J1seY`x^px<53e?QvA7HsIlM4!E!l}G=nCpllbb%j5o zYXF_4x3O1&cvur@Z%1DD^WJbOCkHe+f5$HQZ`H)waPR8e=EJGo^YSwpL~r;7;f+RG z#s3L%{a<`U{y)f-=l_mL#?ALXAXjdISLpSB6W8+b{r@4?k*ebsVAc`SA==Mc@}^@8 zS_DL6J1#8Fw~YU6koUV3Q170Uwl%+;K(-J;A!t}vqDk^IA1qWhCGX`ISDl-@wO_Th z4FcEq7b!2dmq)fQ&Yn+qV)EXVFV6?3JH9W!o94y7^>n8CJ`>y>T;Dfy>b~6GM+z@( zcXn#{_BVElcBb0T-Uu&Qb*?&!>2=C`dY(S?h1kPg=Ld{_6+!AduP?nJNAUO%N}Ox8 z_!M27qU4oNw4QOHoDWhx&mA!U@XPvpSG4=13Nb^_P?87dz5} z7sB1NT>mmu1M;mv?bT5Wv2v?BG+_{%`5YrV+$nQxg<{~uCjt7q#>XS!&DzJ;R>-PW zP{$3EJpq}H^?l4c*HUmmZR$V2VQGst){75!D6M;rmx!^a=7;9!6Y z`B6dZAc(mQE14Sg)No<$^o_!|K+}n@RXLG}F21aeA5XN+oWxeO*0>&?L`-kaQ>&0j z7=m@rE`|B7`$vaXXaXl01d!AuYWTX!Epys#%YXoXmu$J_y$Rcp_mC%WEK!@tHcxvU zF!qL{Z?M$?XG?Y`0COiFVR&{mPiH5)F><4f+^@g|L9~Gh3;s86rGDtj)pUaV8 z1axw@GrZ7*3|<%M7{dZ@HLAW6JjkFlW)l$@*R*c4Cn^MD&%gl?O9pGPbhE+*FR;#m z1YBAlElm~*zI)1y)OP7#9fQ-54b(|V>p@JJdbRcVhHBHiId$eq7eJk|R$XB5I6T1D z(2Zko9@BcZ2Em=?vT6-CCqiS5whh0i{CFa&^;w(St%386>gL<&d|XwJHX~8fmgv!$3GJzfkeNxSd*P_6bQAY@htx zSdSx)A0vTD<5g6<;&~0BM#_Iy!TM;;t&po^!$MQ@57Zvi7=ogU`a>aQhh-({Td zq-mIrV0Shqd@%vMxOM{VK`&38gQ6$?n8W0b&blsUK)x{!ws9gh_#Bvp0&MR7eIx3n z+2?yagl=1xE+^yG+62GK3m*L!(7s>a+wlFWn22|m@)e3KLs)FzfT-S91yG!(^y(xu z%RgJ|jGbwo>~@7n>uyF4{VB$7IYzvePUEA?c(c-xX(gtYq&tedyr@M>P!8ZG#V6Lk z@s>lb82F&t#aKZdN%EH>bmPO69T70D>Fv=o$~a1*QZP8!`r+NRcBnKmp;jqoR3TDx z$R?N3=`<;kLy5Mv-7w~$c7Db=qD@9oD8A2Q7Pd}@L^&q_3-?V=Eq=Sm`(Xz+<3|-& z_E%MAq}Ctd!MGUSpes$+p#bOoWFr->kWsklV4^MvXn5PQ=&%nqX|mSMX_Y~-C2e0bNv^aR~T zl&wL?A8RQKLbkNym<$Yu4OYhqHS|oD3F%{efL7++ZkKA0zLGeH#G8{c4IEo}*^l&J zmMNUijXFyXXkU3Y20(y{O4+u<&$$>I?YFsDkF#^J0;vijy$Uydd%#gzFaEdz!|Qh* zvFrNNZ=j8sc&#{*Wj=AfN^DwaIJ2v*}oChqxg9a zA(#Ao`n`D`bqzMrM0bT{fRaHZ=s2fOZdm&Ur3h7@3yH1JmJQ5=H@PIar_u4x$2)`E zc94yOp<|TDd$Ow6D$&@@YUzE3(RKfB8gzxIfh@^0B4n({gSb9p{&J!>wo_f>?`&G7 z^seiZ{?wAh`#->%e2_rL&~R?v z%%(k2-RbOo##hHYSbs&}gRQSpPi&(gi-7j*!1IbRIG}m1CPE1RXZl(ZN8gCuA6c75 z@&`?HY0?t>ZtG#dx8GuNjvHc=pV5UFL7n$`zrWf7naV5wIU0+ij?0d9F!x@QODFEibaBf2dYTTWK6{CQu`T*na+{F z!gUc!@i5VyT2Wg;z~qlNM~J1H=3rUlH>WbM2%ywl#~c2 zgGc&NOSapMWm`p%b6Dz*Hs$d(I#N!Eho}nt@s&FW6b8DesyXA^%p#djp|#&1%dhj(+9|ztSh4*A?*s?QP}9f9KI2~(cRB5Hml9^} z;{T^Cw4xUkaN3*c5;aEh{IQ6TDeuAs%&ix3vGE!rm)*^B!5K2pl-`Xo;7ZpBkruJx z`yO}{ZV{L5YKFwMyboz_=A5s%9i!s1!8RUj``Bu>ViA9yiBAN!h!;6fOpNL>2z>WS z`YDmyg)WfE-LT)jkH!MD;w~rGrfNZ+%EBqERIlBBM-pRWuvVoy3N6+Q{-&wv^lX-r zZf<)V$_fBl_k(Q0HW->=Jjma9ci`cuwYr{>FgRGJ%d39Y8ndS0ga8~a`9WR#?)>rYPCx5S%nHRZ?%-v zVb{?P_j*i8Sifghe&~_LbcneqlRy{z4uH+@(2eSsYv%`BAM>ZKfxeF zqw;^4$&nXIGIz-TByZRLe!-74Lg=HP7bz!-p6)=xXtJz4Ew;+)ljLy&r38vFhBpfD zqhI{e&4JeNoU%k%dd@JMGGYI6q^WIiyPr#0|9B^2(j??sJ`dm19Mj4NB|i}R`b_WQ zFW$mYt3+$n%3t6^d1>lJZj(2q_ViqT$k0%ua$Sz}X18YBL8^C_m*UFWF6r9gEJtowc>3GWZu2caDD|XT_RdRy$LK$xjd7m9H?(&F)mXVz zQQH3xXKw)%M-;A!22V(U;O->2ySrO};O_3uAi*61!8N$MGq}6U;O-3Wx|4f%-+R0F zR=ujNnx2`SuIlQZ?mp)~-}z)L40$LhrMz^oH+6NUwAuuV&tl&i`AQCcbU%5K|<;&P6 zD<#ik$anT{9)0J1%wX!2N}KvYQeY$jyOhDiJT%n&*x-$Xgh9n=pkQ6R&^mMH?^@fA zlRALjY@v)cB%7i~VdDLel+%DWsdf_R)_gmyyuEWSM>3Mom z^Hz>fIMF2;ra4IKwJzfT!PSJN+B&I;f6udYNhX z;5)d0eix9v@jY}sgQpp2!Ndijk;%~P$p>)qzD)Hem!>PnC|HLn^H{2$dejcn{8nZd zp-G6KEGz%@DV*+W+<}N_>>o~Bi6pty4P_Uc_Gy7Ea`Vjub(6#LkfChr;JBj0AO09^ zN;!SqN?l?W6ojqpOyYwRDeS4C8s%-n{c4uC=r@uvXE~wzMXtV?3y;<}CnxmZ!d(5Y z`b&jhpGvo%`b%M69p%Z6BC+tRi-kLNu8KD_(3u62<^JwOAl_K^v%ltc-=<@ojz+8* z^Dkni$)2_4ke3|R`T7h8`?la7kC z@I!EF9go1D7g_YL3~kEDtZ_49evD0*o^2^c&QSqH{q}b&#{{OC)^|WlfJZE=>L`Gw z3t?;Q-i48Zy3(g^_Fpg$`=^`@wH8#yM~0c@L(a&#n4U#fDlEb$ncsaE@H%=D{c7n&fa`;CC|y%oxJ zGP!ZIm!?urvT7GpFOw!Mzra(|m6rs8tr=9ld&GE;9BY%UZObyuGUKEj;eQ}M>f%q& zyEZbXYcV+!=?4AQFnL42c#e3U>uw^8a2zl`K;_~M`4vWX!t+%nsud*~F-Zq!W~N<` zVkat;QzHR|R9dZo>UjkhC92a?nhKHr%bEe~pHo!G3E%|Xg4TL{O=7D_2CLj%*mDjd z-O}~;PzBTZK%p*7d<8{^Gq|zo7xs?*RjU0O;$_*El2D8j`gyI3DCXLa_B_Cf{%*(o zHJQ-aVf$~dCR_^UkagOmgAynHM@-7)9g7s7ZC?kQ*byVa>4`c`k7M(^Qz>2)#m6|e ztcspZK2JCk5<)Hu!I_wKz8T~*QmikEHBk7b5&!%UUvq-&!MS|zBf1z)!K>n=e};51 z(4#?cnERwHpCppv^NX05ez8$<4ky9f^4A_nwS&xal;oeZm&q1C#&O-PV5L%P+?XLQxNowm*LWf?RAXYF%3m}Q&NVqzOX0BJHmfvF z;PGiMR+HD(r-gZgt;vkl)xJ&92sdVA{J7=f7j>tu8Ukg4kV#EB>7UHnMsruPSltGn zxh97|ghFm4{Sxa#pvy};RO0jK`ZQL_h3LS0{Mxs!wN#5bOHKXkx*7!$;ei+t(S^!y zo53a%%SxXF-}D$)#;>f3tY?3q+mp1GG90!2m6D?OxqFUWkPp#rZIV5#djw1VeKDe( za&t#(y)yb{oO$lr18PhCH1wiJ371vrisrmLvoqW1i4%IcI;HXF!m<6L%%eL%r+@6C-jh7>p--2Y@^jPehg8+g=T zyco7)Mu)+6y-b%B_S~*ThbAeIH0VofKVxJV8?QuhhNNd|aWGpUrPGqU61U49gY89I z{}Zkf%d}9$j=yW{U})IOUN#HfS-!$6@xfOVQcaRmpQvuT*<(lay~;3Qh3_m^65U3s z$tV8aDC^7idT=!#tKv0&yJtQ1ZThGXu>=2wi2PuljLV!zJ(6U!7byOc(Au9QJg`Q_ ztC+PCE|Fn$utz3!-3KNn=e^)@KB3iaFZxgQ9w0rMKTHJp0wI0DBWjOfH>hq`@k$Usl z>fN~&`}Y4YT-^*%nC6euXZVd%L7sTwYm7_HfnFtfk<9qY@5!`-Y~#c0=D;P_9tMz4>D5_A zS?!h`c*?z_TcQOw-T+-ik(>tmEIG~+A3P*%8j$x=^Zsi6 z#kcAG25AiQ^gZIpHDafAn){1f)k!n3!eU4r(!p2KNy^@1Sf4NTYwS4eVaB>7TN)#& zWE@{Pu8;QtXr8M>=IGm(09;iWam!7l`fE+Z9Nt`K%Hz!+b_~4#KGhLcU~t%o!vCy$ z)&v3rRW|S^3VX9nnPaxueAE5(l9qCs#xh#xSqbp7@+?*B+qry=o+JA2jh;^z6`S#;&ybd}6z7cHY-2jQ-thX6>DWrT~Qil#omAd7AG1fLXd zB5nz=?y}No!7>nMvT?jKdF%O!o_e;PL4LN+E^c6BoiIbzFTHgFpTCKEu!f}Y?D4=S za-G9P2Pu-#O_H-BI@5Habj4E~UcD;Z)TQM5o`cjUcvBvjaNLY5wlCrDxSD6h=Z;6Z zCjgsI)5A^^dEk;Ap??eeL&`N9F~3!*3>4C!TSBk`m10yyRS1#`q2@@hpfpd5Kr9_f zXHYw;D2})@t%%*4cQnFpkI1CS-6*z~Xb8r|{G!G-RYNZqJ9`aIt2jHg6`d^TYOs^B z3NcP!CaAtGzPBCCRj4|I(iwG0gVMg9cB&IkHYCi5Q{`W!L`wHkZ!Nno(VLFD#FVR1 z=(l{`pX$E>5&kLixxy>DZTmN>5umqO(7|xHH0G+9%E(L6TH*)QeY3A$sU@|5sK1*+++*{cS1-5Km^_ zjH8D31-+NlcPyl=Wg`}b!FGXvVn_YP*fa)4YY-*Uacll=sd{O53NW!&pKgyP(u7w? z)Gm&0B76%M?5@gdSlPtb@i*l;Y;Qm#tiO~{Q@dlC+mtjnV_5!57(JAO*4;_}wZfw1 z&mc!@#p$XIHJl3ppH(Pbsyh#TDmUnOHkSka_&Gff=AQH=bUjfoOvl9SGD zxaO-1yqEK!1z`a%M|E`qeJEW7FPdcnSYuad#$ZojhL1os{8U3e-^9DZq4uYwYs1=c zrj@ElTeGol+V_s>9}ZdxTM zwoFNAPV)QU!U#!ZmqSm3rbYZE|4d0RA(x{^b1r-u3UHknk!&qHFVU-kTu<2=1@VGR zf*WJ6WuFP%hFMM?9v{j9+vDZ_+s~4hcIzd{dL>>i1;T49hGE@P(UMelD|TysrZY6* zIpW{*w}0$Ufg@)N2Kep98$LKl8U#Ldbx}qN+nnTrzBh`pIZXfE%;jCHIu4KdQZ*HB zOQW!YZDZ;bQ6aZRPe_H(ctcPlA9?u|+a|nU<(|)V(wX?ecpX6~dr#Scm|QS}*9m&N zv;`y1kU@O&x2)2f&d4vxOf~>{a<1EGK^UzQ^>&0#L`<~~;)HSKywnysX5e{6Aw+IH zf@zQcO%_J!vDs@)y?)A8(@fMZ->gJX>GnbH7&DMk(D!PGQt*xRdMC>yKkX$e5k9$B zXUR>iJ=S}jXl>o;yZi90-%r^RtBhqGWNE* zO8Z&tv;lX5%OXLEvHhjZ3M{ooqV*$65&pX zl%*1c;rsW_oh)zfrAkb$HDrR@3vg8>!WKfcj4}ksa@~A9C{_YnSllc3`3$8K!61jm z5)17ns}NdkY}CaGI#?IpIkUck^WP}2_Aj;Wogxsz>UCSrqwCMm#PMDlqzG#`g{}rl zKD*Jor6d9Rl|24&bSI>3{zPsabcdeOL+VgK57*U9*%KZ2uhh9~F`HRT1#l~^MDIRF z^pDVEfKnA`Y)coJPVuC)&PO`l)M;6}@XTYZ?Nq}Hnf*79o8t>Kea(ZOP4B15@HX-0 zRu1}{P_D{M$ydUjIJ@@_vc5B``wlWO(%3HTA3xUvkb1PMIXymGajrv){%QJUxJz%) ze2Jx=j(t3$s#-0XUwgdk6&;E9$&+P0KXQUgW*~1Io;(kPZ-dc*uc)4Q?r(TJt-|KH zzKt2o$sF~VRglRXWifS+l&4`m0<*6K5n>Y^Q1s(%DBcivYYY$+Hll1e1e=}HN|cmL zat`>f(@w8UN41mY|6N!^S_r@W8f_*PI5T)UfsIv4#7M`)m;JMg3mwR!NbKx(7+s>$ z@)Q!->t1cEvdB<*ualR1=@5;w_)x7RNPvIa=J|YTzup>r5Ko#XyurgJhO-3JZA<#n z!n^B+>*Suy$N1w?hh_InFWk?=(vkR0RDl0i!#B}0q-oP3T|V9TPt)!7zu^IvaTjjT zjP%8N`dVXKEsTcg5wmWcj?CO(dKLF`E{1HE=MFz3z){yYrRIT8@1P?|rEsFySG z#odM1Z$#8bROos|0)G6O68TBR0kb~j9PzOrqcg(gE8d|{kXCDQ&B7}2NBvp~%^DyM zBsx5YV+R-inE0ro=JyD@+Q=cEbUz2CC2&D7C1XL5#r57(_cFRR<0ex8+hL&Uup{@f zZ<%sIz~0igtBGyW=f%7|*6;Ug`49`ZQ5!k|C%;zd7u76M3@F8+t={41) z7hX_UGPIPX7hi(|o4^3&IOD=)(uW10HZ(QsX_8RsS1^&%NwHUnk;_Z97Iwz%TS>42 z${M$4G3U8~hnKxpQ>rue!86Mt#JC!T7SjEd93UT}uS4))RjmCzbi zxJ83al`IUfX2n}V;UZT>2j{)9=CvzPRiw}t$phljjZ&8hqB9&(KBMuF-;hL>@}DJc z*B0}T87~v|(=Slp%G}BB(*3|j9k>Y))^QQl$3BQ zL(*$>6UBsw0e_TT0)5KWQ@l$N_;3Wu8{y2Kp&2OuVMO(1)=XUdp^HPup#IBI@$Pgk zYITy4CTOi!Dt!lyhgB`|v9*ON(u{_R=d7NRi4mRq+mL9KPSh7OO>6yVE;jo!AUZQ! zhnCXV_B}(-v5IS6`QEwaLN05m)-1g#{a{R_;pP0<&^h%?Oa}c;8t(ojCI)BD1US`K{vY$}Bp7nfVv>@vWww{|Zkwfl{;X%TP`Ov4+RVEerSo8c zMD9Q|SoR}XwFG2I0(-^oDIWdq8w14V+;KW~tJIs|W~Z&?|jzVM#(c!Yalt<}spRIe(_s{T`!q^pmG!WQ&ax$BR+OkPL}@*D=H3l z_WvLdaWX?b|BpaZF4q4#;`@I!n<@;6`O2!teZQa(79pZdW0cKEC;|}j{(UIfBAKSo zsYw(0q(4-)>^wxYDUG3j+?n*W+~lhd0PYFiO`pGdyn-jIHeM|KULVh|Twl*)JO8{t zZ`5}BG9taJyj^!LWOuv)Zx)I5{1O#`FXw^_g0DnXRh zM!jU`%h)ZkG`kJA-1_bIkVI4c83%jl;x@09vz?z>j|~-B{6nHGKH{Ql119I{8%@@o z!|ilWhedBKNE>J1w$?!OnSa(dCzFF51LN?ix*PjzxqywBq?RTyUlmRVe{}&lbj(8nUoIQ?9}UgYsTvIdA*v%T2p@}ra$(S_a_^&>n8J_I6-4ppNdSo z*O^Nj@T|a$V{dL$@$j?k^&uz|R=;a=-}x?Q{`pF0tRsMk#`t{gmiS>wwT?u1N)Y+iewa$fFPR8eT5wAIOk_12}051Pt{{6oG!7DnQKO z8`91rFTnj7gKle!C-FX9CtBmw&k7wmTN$-GCY^{akr)%y&+>O$s;2o3!|J`w6IZQw zU^`vQy{1t<2Finq)sEb)com15XX^=YDZ)~+II-yaYDjj`#{(w^5j-v!lq*^Mf!zeJSZWNM1j{wPL;0&o0!kq$})+ZFf(22X2JAw~<2pD`irn zjzltyZccA6oj|822&14ndtGH{InQXG8Q%APXd^;rY}K1IaQm6D%?P8{kZlE_Fzw zodq&k2pO*q{E|M@S*EF+3rwT$UX8*dZsX5sa6erBVPv16$f zS*YER*coRfX2FTuD!teFip6{ju@Pma8S2vE%+z8W6bmV4>K2F9YXt#3H{lB;WtnfP zfez36Rxy;WXKx2FRVj|*@UN-DH?Nb7MCT!xUS+*5F-H@Lr|`N zVZrZLJba{kf{ZR>qm(c1dq zisxfFK)SWmg-z__)p2kbud{8Niz%Yd=`resmd=AT;Rp?bJn9TruKm2O?1YmB^6ed$ zi~fNn7ZWKGD2VmLdUM80ovv;_K=c#sv$wU;O;()0(`p+VGrilqG=lX=P}6tu5N&6Q z)nJnj_7>O;^_toiFMV~0f;H)&mWL7_tL5Qi$*cyVgcv#JB)h#u;%jwe<-CgJ9;fRG zk0(u2l?BdsqmzyyuMHFZB%O)EfUO7Ja~8>ep{D6|*q@7@-BYtbqKjc?xstI-OQUCa z=24x3)8J1&-5Y|15S7vYgSE?iyeIXZZM8qS^l1PTM^a)B^B0xsUQ13@CyX+r1oJ7X zu&Y#MzIOc8DHURHVvRN{wXNZ00P;&InBFDgAMdrJOiRnq++XqZ$r8e(*+nxTc~wEB zTYT?@{OOf~oU(98rX~J+GoJ3(*a7Xu{&0VGKBsoUxhgK=c{-hrm-MP4E`bg)G7bNu zJ(R!fsOTSbFNyLNJX5y50RH^Sh>zf2vMQ;LjD~5+weZ%fOWl;JM@mt|5(%u&@`7K| z9dd==VIe$jD;Raz4CpmohC)uZqy*>{E^H=K19l)B0XM>@i`P$;loyX2d#4~m=UCvA zj6Yd2f!*v{bNi<^$8;z9j`QZ9nK?QX)R7U2`*zukwuBXRwy?o@1~+}w#s=>04vW4Dx8~0d4U6KEE+TlXGK-m~^ag<; zwTG^A)4C?#%yZzLud!@fdcJeKk)iWYVnVJ$(NPWWcf~tt9*#Cyh!gJDGtr0r4v6@& zhz5kKG@j!x^L45?kdUXon32wv&Rik>^9j;d!UQHb*>42#gAY2me|vjS+ZpLF39*x` zrhw!YJEu7k+yV)7({WM3rlVl9o#V4Vod4VIHIe+wV8)k zPk;D|--!aTCS$11GrYDy;PCQxD0@r2Z@Cye_OXUR8a58t_;kBTjpCpre<@r!P^uPyoLc^dYq<0b#{d|sJ|5C2FlUbpUjC`FqW$+5|G3~s; zdq`y#x^v48T;2NP@Q_vG@3ebk&cuAzUp~CjFA^GJ1XIsT%81f?Z;LCS)(XO^bWU_j zTp+gLJN=(JQ-+mGmzoUw(TkFb6H+RzKNf#0!vA8~>V~vgl(FDQ zsbE2|QsRD*Ljv%(0fTo|XKoz`B_+9HL0?bF-B93XW=xrW7k29BEd;8G zf`=crAkoG-60;u=js}Dcz`GCQHf{&_d=yw|Ar6IEGcaQsA;htEKrrhf^@j-rB{R|( z8SAi#O=OsujN{Y1pq|(XbL;;^S#EhY66SZ;w=*ca`94H=7Res;9FSu0fF1T}=Dj+F zWFbmeI6icb#7GGj%fvniZg@=`<{&t}H@DS*IKYpKkr)A z5Iwt;GlHimWvYf8l9j_uN^N~U?_W9XR%SD4`KGz=)!hLp6NDTHo#$%DTWf~3zj^8L zqL2eaK>@Jt)))CyK1T;iGo0f~h4I zY1e>(JNb3@qL6*nQM-q`hqUP!F)|6`n-Zgi63cHQS|gZVn`PeqO)Tfndl$T`&Yl#nS7Ms#ffeCdm{p)xu46!oLxYWGX+~vPhI+BCCMZruq^&m`VWR=e%Is9Td-9&hw9`ZKN zeNY9E?wPZ`k~TO>wjtRu2l{X$=0fqJpww`6=ZZ>rI#`4vnb(lgnFg5~u&}0d*#;Rv zbEXD=W&#YLQ89Q2(c#K|-1(D3N(Vo9hKmF3Lxgk8Tu^O|D-|XpA{FE)ATuWV+n)!{ zb|e3N7WT;!`Zdoq+MPbjy51qyoXj@0y8Q7rgu&WtE$2le_zTNO0T?e2z+$ zF&>&Pq*!`I80qS_2vIV zbNd!rwglCL!hV-S---ic@|w=mV#k*g-@g!=$LBWz#n?4w&svlt0}q-1*(GEB^w5q) znJm^plGSsRnC=QBGs&28ZqFUnJCwngK&_0#AqNtJ5<99S36yf~f4cBP%&0hjusol( zMm6l5tJ5HG>d>jepHta2P8PS`t-s|SdS@sRcTid={B}1t?EVz%>e?X9d-4@=AY|xE za^$Q6)sTyb4^&6{?*MoH{xC`NUPSgs8JQ3JoIhz(0k<~;Rt3&LkB{C#4Ht~QPePGF zf*VFKdhVL$eov-jvR?QD)8HeVoGnA#oaf%U;77h4Ak}(1aUK86PGUd zmIS{w1P(84&ua|Xo)xiAO2WDSJ-i8IMqk41;p?VqX8|O?PZIY%JO<*}!4{nsroLuH zThnFK@DYx@ki{Yt^`ZL&nsO(>!{U1Obj!$&lBcO`Yf5l^qefc7Ijw~)%DJZ7@7}~+ z%F~H$xVS)U!&+|(`Dta()sFQJxqEOME^G|>`rd90!fO;~mNW~kW&%~Vdwf0$@_u^{ zkVI}2p2%?=2bZ{bb%5?>1?4GLMt{f~Nr+np(ce z2ZHJlQ^Kq4c|Q(#>b|u4Gnv~3a?3S0dl*dzdF!fGRYgm%b(y=oRa3Z53@_SW^g|l- zX_HvkVsoV#X(fwS?zQ9 zh?xbmtL`C_q91NN=Yb4P@w^+H^5h6OjnnU@zJ*0-Wrf;4O(p4mkjwr+NSMr3VAFkb z_{s3)wT~gojsKFEb*t6Z>ogoHiN4FxAy%NIQp>zW38=ffHg_y(^w_jnM-3ySWuTq^?qhc#zv}k^lwclZ zDr&@D&OGD_jvPeD3v|tiDcF3#p8_LC9q5FRa!v51&{_h|x8y7qC z{|yMs`kx>y2N%nKQE_r{{8tcmyb{cZlzBjX_xVSBq3tp?It2whllYe@VQ5n35AbaQ zG3`lUo8LmMfIjydX`Kw8?Q&3s-=DXNxr*plzAW{%N*@Aqz~j)y`_0oM@$re`I~ADy z{Ta--=l7<0e4@^Bk$eT*7|mW-Bp$tdx;?SKQb~OG<#^}Ly1u<#bkes85GkytPSI9-P)&EMDs%iLcLVUTWqYVH=Tcy4HtZ@w7K$A6}OyMnOwAw9W!ec^e(|zj1M- z5$s_4-3N|9_aUtt!-n)_36B}y=LwH;%E();1pOakI{7-Ja!m>VF%}z4T%B(@ht&e zn)&k04k<>soa^2meSS6ib=6*W;>P#X)@rA3EKq6gxb|sH>(K4X9!4wS z)sJ)L=lamp)dOvpr2J)O$O&`>{WSQ1%<}W3v&Yy?aTznk5?RAt;Dj?$8xO!Ff+eD67L6fNU7BJ!s2 zNOoia!Ig!##wt+v!$2dmPR# z1D;~&Sh!=hd#-ZYzFYuTF#R8%Bzvhou}wGzW+@)%$QOS`IZ-jMuV+VnOy;j##29tE zJ90B$bu8<|F^2V&Gt*DCyC^>6D`sq;Q7Wfi|43PbhS-z zxx?Ub{^Q8y=vIy<(|+&8xpGa-0F2Z$U8y_~A~VdNAFxNw9>{@qCZ1y)w4eoV|AzVe= z(2{bL(pe%0y_3eKIjK8qWm%@mUh|Fd9mf}yNJdjkJTUje;Bu3|r;w+~%H!s@&LtQb z`4nag4W42gk^|V2BcR+%1lBV2jO-Pr7prI?(K6=Q$N#)iiB3g%G_qy_6-XHJ5lKi<$V zp2+WO9i%jJl&D@!KgR#4K&W<&$XX@k!>3}Y+{==z(^cd5&wj(3`EMO9-=?SWb6z_)Ayi)KK`tQ?^lu`&{_ilncg z*=6X&v-Hz#vhqLUHLF_Rsd>hZ!tdgL^T{)w{Yq0J#nwf+gFv6cV^yCt^Lb-wCdTJh3+G0yC1ZobS6?Eteu72OyM zO`~0Md;aLH<{*blIS!1^&nUy^HY2&&p`+@IZla{blmEz1#qJ#g8}e|X+>vHxmSjsS zPK)<@V7_g;20*;RE49>&KvPmU`Kext;QnKfK}(m5y~>{TisO9=k5E z0i>9DhDn|we6*$hj#gy|0-@mSPWXQClblYOHRR3Ym7`TJ+Jb8&8734rwu?zxa#QF% zjn6R+**#?Uf@mEW*FGF?t0eZD^JM+h__=%%fg)pBOp7S@89@`bZJgC}&4Hu@##7#` zq}(HSDs-tfj0dVp%dKx%r-OVAw$Tp6GwLm=;Qv5d>c!KrTdOZw8Bt5}|9O;8S9GXa zLJg|<;1FySAsMhmbO!B|KZ}di>%)){X#_sJr`Ns2g zXNQJ{Dh-G2Uiz5f9I2|Ra1N^>png1qQ4z+`UF-xd5EP=#WPP)YvXUa*Sc@fAiye zaC}ALQ)nXL0Fe*uJ%#-WkAbSm)fX|bi6v#>AV%fN@5RBLxklF0-wf0-GCAH+@m1Sx zo5N?`tgN(CEajXath$vz9nL(C7SUQn+^tycnUCm-Eo&)DblCNpDCR_5^O~e@n@zJi z+|2wCioAZbI^Df^mgz4=Hz;v5(Muj zb9iQddHi$^V~11+o|lAdnznk&;npNq9?5M}v0hdKA^OH3RK3!jAC_{k1eS;z|$Je!|Man$LIsHs_Y zR6^>C7lyrOlVtK(20vND1}@FUI@ZFk1y=LV?x`C3pX*76336%=z*tJ8MUq08-0uci zR_suHUi{?xtSj#F-b3Fb7gOjftA}we!uC0KtA|DI_~ow3!jkdK=Lq^kH9zd{nj}Hf zT$T@0-5UdAuq0Y0Lsm1RoX$TweyGIf3OF~J{51kk_IKL__UA+v6y}1t5S$AIrVn!Q ze;E9e>zx2u{jcS@8hb^|=5 zS$;iRre>^?WyQmaXuE|KQ2@CB5k)2sxZGLsP^z8&>2(+x{s_323GXo;5q0#N(qr@_ zSM!jzxx-kJZ!f*>sKeDb+r;=XVRWLa#ROH+f8sL1dPfv<@Ni;~TAzqebu{#ig(ha& z&#XTV$tnS3spI?6nkVw#_wji0)*U^kn>+4BNkHb|R3@d@`9$6R&>7!|Z^lGgUY+?g z>Pg;+lnX^3?Yc4Ykb{N6oM{w(1_2lcIk(w!pUb#30s5ZLnzQ)%k^&Eelk zDi%1^Dl!;Av~QckJW||hq9&~Bw%$4GQ?rP~klGE#sDQHEH)QEOBpZnCd18jBMO!Wy zDz?PC^>MUsJ%EfsU)_e?aFR699=Wc?)xmulw9UYMj;CQUYs?(GPxU971yh5g=bBEs=mUB4yR{3dBa zliaH1nVdY$=IZ0>CyPvmfK^A>m`?JLt0S(w!WWgVdnb!J*BidH|DHfiu-;ZlE5Ix?8rS<##q@oy93S5*NiAiX(FRj`x%Th;oFm5<(w0!n z{j2Jp%PD>(8y8xF9zbr@fm%v{JFQ&5i=bw$P?`PE^x}1%Ujfl#yJu+jGn{nSBQxmp?r zy(ckd$^X$p#qzz2XGy|Dq(Tu}ds3nQDJhdbNESDd_VW^5{n-1ztl@|HgUA{dIj!j5X^{j5%O3IcrrZMicH$G`) zJ~}_4GQZs(7U>1^_DyO~*EQmh6y}a+d=4QukUP$S1jy}QdCh^bL=LR+AF|_G+n(!N z-`3FYtUR<5$)3gEAezCqTmM5TgYbw{5E@bQ*&X#Qe&Yu*aqHqAuM0Pyfyt6>CnUgd zv(HY288AIB`p~5&)Ygh}iDFRbre$8P2BEUNL9|2X)bKMQHUQ)==+Tuj27deE*Eq`F zZ@zOUF91{4U2@u=4{@y^58;^3Cn+8;#w)riVDTvI(Sj8=k00! zQxU^rXM@kvDJplz)gUB@zZif1Ghgx45jyTaON(Uf=~bfIjblQD@fcB_Xua9|L3|xs z|LoUOpn$-hxqSoe@Z>sImU)LlZW99KYawe!VhS)ckDm4I^B~R7%o?&`70=-8#3^NG z)pR=QU_!9Uy6FtqVt85x-bmg1gDnD^&_*WEll85S$xg z@G3`2sLoe>6}w*?EH|8r&xPUVvn(4$rf30SUgwt7Bj+M?)lhteYoN7M7Q&@)= z28^yj_nZ*%(l=cy>3o3qjV#*1Qm*uB8Ii`-qzFGQe#wnyvH2Rlne)LWQSNlVt`mGk zvjKLuHtwT5c6RN^TLbPp?9gM7{QiN8!Jq2`)w$A{#gOTSV@#=cr%1|9azcCAY@hCS z!S~fKQ7oODFnLjoBQ88fOrg>PRnb{E8|jxo=a>C2EZPkJBJYv7c|1B;HB5Y+;jy@3 zXAgPh9p1JQggPFUA?@pNo1?cbIz1u0BbWUc4$46^IsC4tF?=|$;`kL1N#=|?sQ*|0 z-{zkFkBRQhWI_E;FC9>=B4NKhw?X74SzKm8W5%8Hqw~w&;j!+^IflNg*IHe0!yi(~ z`K^vniT`+dd%9f6rrwz<_o}`07DOHWCFM8Tb9YT6^MN=g7jQaW( zm5juG9mVMI*9uktP-t&KD}m(ogo5DE5&KH31K9{^<>m3Kj#?cSP1ofK#Rp=2N@24T z$eZ2hk(6y9zp{3vzB)ucs*l&WN>pfkzK&dI!&k?#Bn)I&7KeoWj4n$1s=UGJR=ijJ zH`p8ZKQY?>fxU6C{ofEES-DAAxVTBU*-2PASacbcO`Yvsos3PL5!oTX{+Gy#ZsgNe z+qGxfeFUBc)6t}+HCU>t{!xy@+!SbPM3Xp^=?xU|EN8KC`uP6L`SG^TZ2;<6stC4k zS7BG#$+soA z$$~FMuP#0>_fC9oJD28w`sHlDBR@iSpSHJpot5j3%0V-~bAac|kz?Y4E7+>}&U~%x z&xxBrS7qV`!$KF1W{x&QFmGh5qYXs{{d z)h>QwXd-qdkPVd$cjjq1Wp2>zY8Acb`J>HAX4~Qo;54v&g3j}N z%bp8xK3Uh$?cMY^Hw+l9%Q78O6X6)q8_HadJh)mvWH@(yTLKt+bDMvpjPF4?k6!wA z&@_y4H-prc+?wZ7xwO?j<#MN|xkFiDU6s?RKmOf=XboUXzro3lb7cP~4xqnoGkwTv zQFySA$l|FJxS;&>tlu@cI`bmBd%UV=)%(7SOb`9UDh?xwG*r+;-rjUZJ+xE5iRVkOP<7xqwY9g2f2W> zsoU@L(m3(3sBzXTKhzZYGYO0%9Emkp@Qs!$s8nrQ1OpG8{iM<(xH=hguk zlf6j=6-%&X5MJ4as}S)xR?cWiuLS$mskVICn^$Mlu=7cJH2bNKB?nJ4;TbX6{lqEz z;Z@s-fLHQ?*)r-q*fR-et5ja4*8*JO-i)n5byi)kMpD#2 zujs3{D7#GgEu3{ck$GEehHeH>8YPssWs1aZBmkvba0Rnyv8#`rG%j|AdB=0L#!`Q2^;0+5h0|9b;a=H5^D!%p_fMzWHXxyBlEj^8|+{?NRezB?99CelbXo9xy+%xVO*&P5i92eaC!DQM1(**yA?hJFo^C`* zIW8Y)7!kLIMXcAoU69S{bbGi1E^-*TTc3Yv4`3Y+2)M@$I?UJ2In8CpkexVlN9mfb zOQ!hTYf0O-b<1U672~|qIaBmjCq5EV^cMf;s;#wY zFH#^UDG=lfjSpu{tB7sDI%OZm%Q%Sq83+gpP2xx96%0|KI2WcKRDea{a24}}d?xws zOsaMF6@LsrKdkzU;`N~(Y_Bj(;%}_VuVoU%kkc~>q9-QDJ3Bb8oZ`pGRFxIOfP{9A zhv&yA?3@!ZS(>`&5aj}QF5d$4ew z&s2hZ$j{WF>AXZ}2sTX}&Ajl*^=Ta`y;nQHlSC;LpfV<;oL~&EBQ!yNFG6Dl!j2ct zO}YacD2$@G&DGDHFHN#bcTuE18HhFp-V$@%KU);%@iZeRKbRf@54>qK_d@p>*PuON zQ`FDpOjIw2kf3E5C3Qt~wTsAISVJ_B6I{vsjcsHi8ffpa=(#vxt&B*dhg!2MK+^w( zj2lrkbCrzqzF7?j4P-LxbsJT`ulJ)erx9v9_$2iP_QHeR^Pr82?08V`dpkAq$J8tP zE1o*0-&;mjk}CJh67Q-UFI%$ho;1tK)uXGNw|25&q|}h|x|2lpuG&DDX^oS3X?~^v z3QG%-MBiFkrW~71lXOi&OHr7zYKXF-~ zPbMj~hDW6++C7#Iqx-0`qHN^Z_Ge5IrS``A(y|MsQct~)uZ`z_H8Z`p7h8i;Lv%c& zObvLDW4@ODpOt1-I%hG%l$nhXwbT3on}Jehzo2V=9_~a$iN|~5O(L4_wW9Ifs*f%> ztBhklTQ&32-Bq_`oH#yqz-)wNL zOFviWY9CuT{}i{vZzb=D4i-GJc`|pBJ!Ivq#Loz_#nXGu*fRd7hnl>t$Ub2!Oh2`)(BkV;S#GjV>mBNg)xUR3b za4l_#?j22Q=j}Zc@&L~xu0=6dR&os5xr|-YE!#2;F264t1YF~M)xA?5y;%#luezN( zwlLO5Hyo}*e^92zC_makY;a(`yi?A%F4d8NHyQH0Oe577`FiE&vUQ972dMvEb5r3I z+7&s5^Tr5fwy#m(06mTT^m(O+HLKVWL7SO#Q{YI{{#!lhriJT(xEtMp)nQAB>Zn7E z;kX?s!nfbi?R2lbJWaZ)l~`F|d*X|#lQY?Y~ z-_7X2lxoVr#tJzvSUY(rb7#BhrsZ8p-=l)@ceLmFz9D4L^PO!c1Jc{t{CNRqS9Zh8 z)5v7&=Jebkkag+fHl(?>{N-Zn`Gg9xd{U!ZSnJkdx3G4Y*6YBg(o$F%*NeScU0irP z%6VMSUcOfLqhoBe^v3n9i(B*Q8tLlerqV7Iw+ByyO))9UITB6H$7dsueR-f?$SNs{ zdKx>H^ko~0;C>xhs-LFqbkGbFxz9{&h(Fgv95~mQK}4}1ZT1*h`c50aAI-;AnJBix zuk$#-pIL=A%G?syFSmV1uwLEI-*D#8<-e*qkJlAt{WBno>qj5rE@EYHr&Rplhj^Zi z=9e&{-$mvqS2UtCwJB+gnnjYbi0X_aGC=rJs_w`!Xf}}8BaGFnLZG;pc?J|4? z-FJ=xth>sWmBalN5tfqg-qMXMm%E}R5zwmZmkMPY!j<#Ir=4(E?W&le0fh+1Sxhh! zqTRBdxmG*8zfdz>56R(QEVKl;jM&yJ>vl+NEu+$~u-0OfTF}^^EH8b)(223w%ZZ3l zoz1pTuAH`t?nrLqoslUeJV#`r-YMVI+*he>*&-{S+!F&v@z zZ}EqnT2+#ATcqT?+cJso%8mX^dC@V!xr%-XoRB>1pN)A_rkk-RVW%U${4kkiQqmFG z1x#3@rFQZ!dDNvyaB;8;wbfEQj(8dYd{5D!1`&sOI4@&w7wG?n5P9!D_b?cP`P{diwVAw%*7dK6S z2FmYN0Uapx2}aPf+UfFW*yx4=^O^GTX{eF|XJ8qGnPb`ORhov57x+pTUKgT2!d$qZ zY(wJ-D?EXfS4FEPLlnO(?>45Cu3|EB!*Tigt|>IwhkIIJT@SS?wnB(4&o+*tsf>CF zx_Sb^LvXS}7@wfi{*VK8%Y%P1Lo_E&)DAx{!h;&V_PhzQA(_^T_j>Op?=sN`|UjPg6==MB75jSX)v_Xe%65 z6`B1cNaZ!SBT8j&0M7w!Yt_iL_QO*cOm>@1IC{f3Hp*3dm1N8B!_y@}ridPAg}XIr z{$K$A-eh~#h_|{kCf+7h!c}*766?AYa0$JtNGg)#V8VhzSy!yWH13*)X%EXyFtPFN$ZO^ord%72EQ2qn2z*AMvE}r4UQ74IA*w zK^3k_?L?K=@-ZBiciJ5a1Q5@KCA1Y-8je4=npadW<*MOZYBSh<;fgc`x->jbqYL5U zqD=p=b^wGXdc$-@Zd|$CcHAfiunfTJotFgrHF(JP#l!o%sW-4xEqxRcJ-WpsYL@xg zjl(Bre&^Qeox3nN@#U4fP(kbGtw_P?r-!JO#^Na!oqPAfDV9LYEb~1l-)tD*)7S9! z@6Rs{y?uR<2f~YP-?>RlO98xZ{kk3fr&#%1FsGh)dS*d6535)vk-0jtZdo)JzT7NR zA9s+l$S#u~XU)WiC~Z^)#Y)}y52Xu4@f`%Q5W0e~fQ|ydRq4lFsQgOXLC?L=BO7`wd>=zdjSw=_-)?v zToi&&Qt0(}JCf6+PH&5oUXO#bhjlHMG`pLWe!B!0_sSn$WN=|V_V(Y|PKFt6pwA_A zVhB4mZ0Z>LCDRW+{&8e!T)Sg`Zwb%%zibb;%P;-toAmzLzoxgF_w2nApXUFYQT3k; z?SD6_Secm^{trW9tQh?OsQXj3nM*zX^p zrP5H5$M&pmG|+FdSD2xhrvLlywldErU zwW9>zy%_#>eZ4tnUspx$2IR<)K0AdzV&I1$Y5 z!}jPLea1FKhPKLg!nvAj&LQq#S~k{QnsLI#-5F8?C1|3*PVbu!Rhj)xuEz3wi+j&o zB^Ib}?_H1Z48Y`FFlF`<*h}p20zl|Mkqjt7@-!)=N6lsSRDpUu(i5eLUK21ILDQI) zhk68NsqEK;f_>vATeDKSol1|JodKCWX{UGAF1$Ru>K=UHY>uZ7=$mA97giEMm?!v* z+Gi63L>>m7FwGe2nGH$RnbvXLfu5*NCA*goIV&ymCIg#o{JJ@O#=(!-SKw0v$U(O; zlyfnIDsO~xhkm^{hzrrAK1AGRPm|W(J*Mr|*EX}6jYju9>MnXiGwZoxd@Iu)jolEL zH>Mv%eI;OvC)!WNCnw$rjDzuPW&%?x@oc9`v`a#wz$&6@1N~j>574`r*+6VFdw$i+ z!Fw~6OeNLnl0f^Cj#jQX_Esh7ZLEU{YZ(UTF4XrcQ|oW;8I@;@tplBWvr4D!5#%3) zB`Rvdd%WPaP6;Rd_20b3@J|xV}6gvg$;p^x^eJU9{zet-^XMdmNCYY5M4MeF@5apfw~R zozVO_q9AUKh7RWm$*Uf75?@U0xik0XGumm-?KE(D;xU++%-FL+2zC3NM|3y)`7QBA zlDe%-j5;IH+vnl%Ey#Q2OS)JJ$9OOM*SwE&O!tc^o%oiud%sI-x(t(QGM%GKobG$% zunV|L*8c6?;^e@O?K)K_cJphrfl=41=}Z5KVq2ELZ6R`M#WThc1x!CW>Gn>Ij7GK+ z%sNFq1~mD?Bs1$)`tr0M#thTkItLkEyDD4)EUsY&%-=W2rkY{lR%+tKtya^A7J|`w zoQX(N=$G~uY;?BjJCYyAY-8vs$4)%9VPQGzaoCakTWO73rW zv#8COUbu)lB6_74Mi+fpe25N*Ek?Nka)ul8!*88$OtP;NuYgwaT~kp!o$t$9G!KyLCw`&1&X?|_kJ3|LLt;DyB_^2& zaG)A$t0dSf#Yw1JNh&08R!WFD)uI+G{xeD7<;xgG_sBF?F)et}*F${RBg*Mpq?3VJ za(XYe=m2*ZT@j6Ag9(~xjxJ4>s@oHmhsvdfIcJ8Z<5&$S^OAGoL458cgOM?h4Holi zIgA=l31lpy#e#_Ks0hES1K|kDR}NuWCO2t#V#0Fe?wy_;Eqx&Sn7v!85H~Ar#d`6tmQgga5Kdx4kPV)Kr+nZ>hQ%QgJ4uKc$z6vdk?3XI;z@28bp1|Umw zcInV18Y%(Mh-^sOIw3aRtQupqmJoQ!rk$ zfJ|&yY0iJb63dlsv~y{|3HhnNbcK)G$CV zl8uZs-Cvg{hdHTh!j?F}(f;A~f?0&+=5+8h z+mJa3d7~_`bB{rL3JbA6PZ}C5b3~&a*mSW z`-f)-$O$m?;ikhehLRg;AniF+M+AVu?Q;((lM6vx8D>~qxp1YFpP=~w`1M>fiGO># zA#RW;2}!>pgtFdOKD-~z9pP(NdiXO5`K5p1q_nGLoHDFNFldMNX{TT^pn&9_XvRkp zwuBt#Ic9|(L+DIB*fZ+HGH`-D-g;fT1Ab7P|w{1GL^4>0TvmeVxe}yR3FGxv}P0zSuxnN#0%v zVPxGebf#$w*z^_MQX`GA-ClQ);-r_`A~Hb-b|xX0+z_;BqXuLueQIP0B-65Z2G*O6 zDaUvzV=_X>dvtp81#AqrEU)e6w;(xJ$!v8tM)fsi#+!OGqRD`^Rh`Uo#8SU0NcEs< zhIN)w8Mf+f*-@r-K0?z7IP8iU zQ~G}r#eWOI%<>6|7nSCV8rP-IACaWYJA;g|LO>dm#P^A|BtTo2{4R%Jtf55Bu!SOL z8B`TFA4n57e^!aj>iuF8*_AOTcbjqwendi8(OAlwljem$$#52;HISef?*HQ<8R5r# z0xk0rNSvR}O@=}IrbtcdL$^rGX(Vob4=rb&5KxMPiYO<(fLAFoA#P62dQm|>G6*w6 zgardFv$24h(ezUVIrHCa^rDK%>MIoF0x{s9*xZr32`P4zY1Snwu~~WC*P)#_>n=vs zSSx+&DioduSyQQFA9r{r5~Rn<;(%eJjTS0oRoEqgO*s2Og8%eXX{-gBzzZ)F_E=ny znnNEo4X9I#Xs(w1%Wq$W*0}iVyLQb4%C@!31=8Ay4|d?1Za{38$`dnmT_2j>B`u1Z zfyA6~a@_#l;LsT*pV~T!4gKJ_eqgLSLY!~{UPASV`M z5JVzx+6pzEl=w=5bRfrs31mz#c_=WPT5>;~cB0IJ!E(={PDUtWAlD7zo6X%*7WRog z(?T*3It!fE-w)!Sj1ZC^c$UzbxCrHV6x2nH2yjXN4*Bt>Mcr+Ex`AUW;v0n6?|DI7IES`SYK0Z^iGh&8kQ0z3fx>-}4l~fuOECEh9 z1IM~rN&_tvL%XVq6TM9A51Cn(4aI=UbY2*9x?6TE0qVoSg}71Eu^QC@j)rAMN87Iq z71`da5|#7#de(*b)D%HEU{jOAF@le=HbI_($&S`BJFL&88a3S|p{3>u|({(j8dE*Ss!UsFc)$L>RX%9^3Z;PX?5U%pD{hg&>wzlp%~IRM+%MW2k|!&rt74SQX9wPivxIyN2zrbT6VWz|o+^KVUbrkK8|86XjmOD8 zDxv=zy|kVU))|oFGIN8h!jWz{z~GNJZg}2z%`pfGn=kA-gF~+kcmy@?WzFY_hp(!{ zZ!tZXWb|}~i$P7FP{y9G;T|&*xUNCLwuh5AKFVPGlktn@l=Z#J1K ze)4AGzKYH-jSie$it~qCNrd4|-47`zG9UByg#JcK8#Ooaf%J33D|ZZpZPV%$z+6*T z7K0MAe{^1JBl3z>xSF6fwgEOUxCu|v(17DhEosmv6CD_GWrR3<1@qbB5SeeUapvx# z`TW%ulTUvWBVm9jhr~bv(wsk(S_0Y@)R6#lIvN@6I?oKR8ky|j?c{3un|B2JZ`&x@ zNL#~($G>9!q+Fm?a9kOXq&1B}(C@GarQu(oee?Nyn68?X;YsrlsY{Ucr&i=p<7_Z$ zBrcj~(*l5|vS&$u!R91Uu6vQR>ljcE9E~xQup_l76{Wa5vMdQE)u+{vXW?;IJys1a zx*dx1LnV)w2xs)fDbI~;C}6v1$7#i|?vqJafvCh6dy^GWOwN`FtTfGWw%V;ZMRKUb~d0xqg!Xn{xU1pAq9Dm^Sg19WpzO#({lG zV#W&tOf!VRcJsOm!zV+t`wwaF&iVNYr+FTZMJaPyG$~6mI!#1yTiu$o?QrI3d-M3< z*59(<7M{O=KMw6Tn!r*9GgTTB1hO?k0xr3JS1%^0PpAR9Qip+HqGzzjc@Ef%-FOVMDuoWtwlHhor8-D7_*iIm?Vc~EFwZAa;?@@p% zA#rmTkPppblrVmN5=DVVK=B!;pY~Bnk#mDnh2$n8EyyZd_$j4WAbkJR7fFd0%^*4R z${0k{FlDtLLjlGMvnMOe6Sm<;Fd$C}>`Tx^aIB#o!usH4-kniA9HDB4#+O3O*G(T!=adZv1Jfivi>A-ckly)qJBXH~xy4P$yuMkZT=C7ZZ;kr99QTxZq7WW?l& z62Rw)^4%Z87lkUbujo7hokIfC2d;x65g{o4rK>b%rQpvlYnOO`EttDRxX;RB9e0a@ zv-GY7EqejZpN+T)-W3sg4dz$4NyxAgx#z;WQi|llTb>9kn70ZnSbzm$DclJL)j6|!ae|U!g-F)p9w$lr+k|UMpa6p*upSDTX_^CR-Fg)vOII)N#)NXn&-W0eBa?z ze7|~Rer9&apfj=xgm2QsOUY4)LH*OomhD7DHEXK)*>A%vfE#!`YBC@>W4i^?u*uZt zT0K_pnk}~Rxq+Cz*(o!BHGq_GD5{|E5qWUBh>qCvOrlig!J2VULMQGB9&2XHhA1GsI-cuP|zZ zk+x73<-89(Ras2OLsgI)w^*J~c5}PNQj(iE@;qiM$kW`2&`mKXu+H*4 zfk>1Dtyiw)M>tawG-r3L-}YAm^62T2rX})Nj+39`4>#4H7_~Q}qMLxR?T z!&f|l&P}3^7MRtYV0PhrS4@E3J+KEhf>5qgk3>BWb$si5n_c86e3;O zS2}k~-o2EkwZJf{xxmw1nL8}RJYR;C^D7Y#aTz#cO{tO})|x+diXkL*)Hz<+M}^2& z!cHpm`!lvI8O}~+P(*b03#w|pzgBSB+MG!m4V!oN{Rx=;R<%A^p*biGRw#p-Xpi<+eotvxME!(fV3#Lbi9aOY;=MnB87_M!cJST+@V z-0??Lts#J>i1EWvY6@}N=v`k9*uWWTuAgi016-3V5PDjuGckwS(i>>mfq{EG|*) zHHu@Z0vaGL*nw}Q?!r6BRhJkloqn9Yt0zHQ=Ig9$B9fj7%!$YigGp5H<`|t0C_OHK zRvw2a7Jssv_w`zRf79^7uGu=5B9zqt*ZBm6lsb0Oj#@Ma!DNbDYAE=2C$1Fp^$XM5f6FU$c{A6Y?_fL6 z6GdJpH$QZXq~jN;5AU5BRbtoinq)it*yIM@;gZqu>rh1Zr?J46Sa_zoyQ%B^X9|Y; z$nrM@j_jY{bshAq3xq2XghI7#$w_(|q&-(i$g4kXLcVu@imbAgI%j&!F$Q0-wEsf> zfFrNww#jp^sBohQ20%MX^X!T!t_5-Uw#!#1U&z+`5xjJoj(67PmYtzJm+5Smqs5o@U2qRL?p+=_EO~rR|lRv|N#>bAP&{ZRO&{6~SiHG8-Z~NsmFM z40cRnjLv&{Gk|5w<=9T=|I6s7f??t(WUbB5(7YhD3?UI2|g4z5Lk8nnH<0SWcRr6UT8{@sMK{%#+uJgW9wkGU& z3pUgy-sX46++pRUcFx7ovq`dwfL|pr*yr;4;^>p!^r-bZ1~0wG;AnJzEHut|-_F`z zqLE#uw_~XDnSSWw!gtS7W-h57p7z;+kQVFOv4mT;2NV}uPD0;|5)0a-&`PN+ld#YR z+2{_vnj?F=oLLTBvSWC_^REVqx*yx&%=*q6&3s-GQw@&GiY`gwz zoK^6gD$3#L8?3WK9|#YkzQTF`?xxh#ni$>u8GVsWknwNRTN}uZ*x$w?VvZcG zwHpPCMsB&>>q1<(yhW#H*uj5bcb7hDVrS3Xw2qJQ+%7QSiFR$S*%Ie!6R7=`Zpb$) zMySeqM@iMik5wNlzeMEzMfg2lm-_yWL`VCF5J@55J2>wW@n=n_cSZj3a=RR;t`^ii-E4M6)@u)8!GtFyoF8X4i5=1)eS)$Tf9@RiZ- zDyS7#Eru&^T%B{3>S4cGXJqrhuk$y+f}M}~d|BPsBvPFJrCxvE_sBBFEUEy7XHOg( z;Z9^Ql{HO}Ybs5AZet&gA|*DH3suNgrU{G^hnsmYYawq!J$n6XCNMLMJ< zW^Jut?LDBO);eJ|rwj3k0|#_=r62_}{~CcV?xr8NU-uI?U;ien-q1|XaE{SiI0IBm zvHz3u!E$}IB)f|U9RXlS(qtxRt6T|eQL$e-;uO0bCs6=JO%zVFA_T@uJ6b;p@La(S z!z5}TU?rD`*&9WRh=;>Sf|%@gcQZAQ@~NcC!sKJ(21aXzF)+Uh+ zU_cSVyO1y`I?T!Y#k3$~E>JY+MKXsx#XN^>B;*J@eY~M-7r=h_rh~z^Q@#x`o+|Q^ zqN__#ocnNaS&9=Wfm2%wAT|x#17CqSJ%?qtp!M4*fF)Jee`~@8yQEQgy_ZSy${XT# zjWH0kIY#ziepXO-)~a-g6W1J}R_*AsRst2(*gb(kj{}F0aKMUE1%tW#@W`A%4g5TI zTY5Z18pDnZ@zi7Wc_xiw#r5vfW?kZ*HvT2go0xXh;Y60fAg-icJdAcj8*#u1lPrjv z&vpRU>_|TM8R#zARJLqcxrD`SDf7e>kY+IJet*_R9wyu3d8@rhyS^RF|IEFNZ;MiD z+V`W23P+;jfypSFJXdcLw2iRTCyzs(hq3reng6bZsni!(XhksBB!t1B^n8%cu6T;#1JIie?IE z6=McOBysD-ftgn*Py4q$l++5XXEIVeX9o12o|%HOV!#Yqe1O+WAg+Ga4oC-rg836E zszMZ4Plq&!d#Q%fE!$DQ*UyN#i>8aADVg-@rHduKanI5`gdx+?dI)=Dw-%ltAL@~# z5Ona2krsfL3mf_4>e3V%Q#0B#Bx7>KQw~WprM79@)*Yd=2Ku|2<XH&EXSM+D+Uxd#1MbzC<;xoIBRP<6Erv`pb3VdxM+?UPViH~wv zUhQEvj?i;!sjE3h6^_LiJ47g$hSn&ULasE`aI|bn3OARiwWHgqSJQJ8(oQ`z#L{j{ znLUf|Vw~*g^pWqI7Pv}pM%Xe`PlW;l%0!%{4^>G2c=Qs~SLaX$wO4Ia-c+s@VplKu zctuC3#ys(~aB{kJHC5dl47+VdJ(?$2SOhY2({*M%8Z=u;-1IbL`IpMd@ZuUpZnO!{ zS6|RGT5@X7^hF*%2BrL~xjUVVv@EEN%Ph%E?8G$~Y}kP4JAnBDhee^J^SouN|us3&eiH3QR%0XtRXUL@eJ%EzVr-f7Cx! z&`5yVEFc<~J;Qg*8!vV!-4EgEWu3Aa&Vw=(RXthW4SO*|vd=4dTQm&aOGC*vu_`JU(uE zZ&PgR`I-G38C#>-rgH^;X9>|O7Qx#N<@8zqwTYYmkik5-6qvjl3=9qi*8AVEraahRtKu4J#6!^uywp@2>q@WVNA znAVl_cjLdVUtekx<*hsxD%DWrgt&y18CNQ)pJEmK0rLY^6xFJZHwQmVE0K>n z(4fnu-s@ZOV}dT#5JJvmiJ)zhFhdTpTPT|klX*8x7qMQL_mko3FiJ#tZkI6f-Yo{z zvL5i8k--i|dF7d)G)xpt2Y0hbGSL4o-KAg=+HL|L23V*%$TOE8MlSeCPwV!vFDT)S zhPGJjz##?Z>zdnVxWNoigscKHt1$$#7EZSV;u2YihoUb6+h>Tg&=7l=ufc zQ0f;EhjtqWtYhg(B)t5f9O7=E)WU88ptx+-t{>uMdHF3x) zHbfo$3_lX$%4vAywnrbBPL(vzX_%K@>#N5>kmAd#0-1 zi*{``hT+i#Sw)@qNQ;6pWxQeHTycro%wkE=az1$(KDm6&? z@+(M~NtA?}Fn#zp{6&N4%~)Zehpt-RSxyLKllTHCSK{l!+|AU5o?-gSNAL$snW-rX z-$gd#dmDv$urpx3?*rxx-@?02ZhYuAPTMa~8~)QoUp_Bc=@8U5U^G%sF;r-;d++&SB=ytr-ZqCa)i1Zzs17Zs1c1BfT*# z*n_(#smx+VYRaaPy20&B_PLW2l=z^5zK}cG%ziQ_5Q1PX80CNkk?4yD2P7Ad_|gDX z2T2)1sn}p};w;HPlQf=pPNm?Fa@Cz>olU^qdmchMf7(i4aXV#X>Op!ef~xIzU!1Nb zUegn)`>qYbkJOhsk61QlN=0YQoNB4BVpj50cpHz>Q4UEky{6QZ2aC-5`3|F`Y8i-F zQXL36wKiisOGf-s;4-d9GebM_VevAq1*iJ-Di}ke=kQ*w6D?=|G#}8u22aNH*hM;; zl>apEU~O{kuJc1atf-^D%$+#Po@Z#xcolH{5@@$L!MQIgKr`W7bp zQS&G&{PIV%*sBW!Q*Om^lsVA!J8@nl44*lkgrjj@dYHG@E;Y1Uq}VCwTmRA#5+b0w z(lCau$hbRkN%s~0ZVTaJ?+a(q2`I>1Gv)(j;R?`EQ*xmLW1Feey)zNsVCN$(aj_97 zF{d;hx>0>uNJ8Rsp`a9G;xBQ`{VAo6DdDrdQt;XvUgdCJ+-+LieI=tyQ#XbJ?t!oV2Hge&a8C3 z6M}zslpPHhF8u$pd8ZiT%>C|6<`uoob9J<~VO7th_V3?z_?nP{qTyP`f*mqIbpc_> zu%HHmk(-c$ENZbRjpC?o7@F}CRlb!nqrZzT-0+$MBU;}lz$|ZMSU#z-%As)CO2?iN zZJ418Gr};v4bxLuKhK`-ky6RBS#;DkIDpkI*zl_D7mR*k0ez~V+4V3l2OM5= z?PM`&+|+Ys^BI~CsLDe@-g{^XF?C)XZtGZ_59DP#6QrSk9!7i#Fl`Mt7N9#;VygZa z&v#y1t7dk+GJ0>DE?!5!>~Z*zS{D2`>xjsqA&5X@;taXsIYLP3KIAy%EX!J-_>y(Q zJ`GFaT1og<9Ehm609J^q@%j30(o<1X!uLP* zjK9{C^(I?~?9*-*tT@;~ES#MbeBR$Oa(Yp5Jvm`uEXB!qAmG8ya=GyM7GZ!eA+V1y zrL=gXL6R6od5cqr*uETtxcm?MH=W1)keU};NiQ3m0m4#is*nEt;Ho`w5N{TiDf$i) zIFzeMdv9-;*?EPAkRBO>IJ=G4C9`@=@O`uT0lrhSdSaLWJ5>|3pxj|WG*Vu#U_vPI z5&m0^Dk%TkMs<8Y%G_Z?sGkq-k)V1bf~9&8z5i^@9jn#f4)F}jzm8XQL1^<@Hs`!e z)9irY+a>aY0)WK+?f}OiPvGhMqS5?T`LG%B$ryG9f0g-@``&~=_v{F=@rw^X4ghvr z$o`0OzsR*Oc00(qZ>sFs-RdYmsI*_|vK3F2yOLj-$Z=qbrw;%|eenC8EXJDCrvVRf zcbv%-^cS0=i^`XCR3Ihx@`zh9avBX+5DAyqBslg`K1;Vk%wqN;jko5ZzLv9&h1+pN zgVVNMX00QBIfQZQRtI}h7Xhin8SGmXa}XKF8M}V)EON~7mLBU6lbdOz?TdhFANDC# zS}ao_GIwxGWQ1dCe+o0SJu2!>A-=!KwC9zw(Q;XG_w&Kp){Rga z8`)>a!@mjVyV^gyy_xPXPT3w5h3T%2m$?=cuaNQVh6<`h$$NTnaNmJVo$^=LU$E_s zl#v<~FMboDe_I-TGe*)$PK{ZZWfhW!vyie%6POqJNeaQtNkKW!DJKl=Ub4pU0t`l| zz)sf)m#H7vPBVFrSnrJRrST3EY2xRHFx2AyjId?58~Hkbw;OpIfVUrp?!va;Mx)#D z12}lw655U6eqMe2_n4F<9^9{VNw5TLcagsCds)0mDY=5<$oEE6DLf~m%5glVLK6P7 z4`7gEz(z%7ukF9YQUAQAl`1TZ+Py3Ie3$?G%@Ro@@V^nUUlFV63t* z{AW^?^Jjr5%m2t!b8`GoXZ43>C_erF(hQLlB~*M%q~qc+S(Ju=@QQi_F9g^@bqPu* ztUNq+X^0%2!y5UD5GUA2dpD0&T*-Q6C$(1=o-gaCTw1^XT>ZtB`ZN1cZT`|acL z`B_`e4fy^%j(z_A;-QP>!`jbX)cZD#rH}n9{d9LaTKg;)`R~;2&6TV`x|cVO7Aj**1G?hxV5|C8k6JTxi_03atJ^2BQrb<{agx(6e6c#p zQSYP@!6?NmJ#9p-n~D=sFipXTO-XbBEEKdIJZp*lnLG>b7g|E>Xe&X`Ibv+?*W^tA zUl_s2_NRxlS=EDMOq&*5jHILvJF1J8sT{ydFL!l)^^)n}r(M_1W8Gg?jLNlWx`9tu zZI?nI$Via|Pit+1uj_TBBe{8MMG)`C6V;$&c4l#zU#fL*8T+-_Hp4Ye5-IWugMKpI zeNBB7)31^*hL~{13GH73Rg43RZVwR@*4u%d*w#ctO+PDe9{)`*|2wiPUG)X+O(1-X z;GtP1{FBj6Y&^a-_uElK+opR-W~I6@Y3!z%0)(X3?!h+)#e*cN+2UyWv8DDLgXz~0)LiJ9HjszeWQrN!ol%!|*52Wn?n!k;wIr8SKyrS!ST_9R38too56ttd0 zY3QH&#ldYkV2M9Gfsg0jy(cRfs;@Tbt@t3nIkeKH)(Z&NJ^5U#H8R)RvK0@a=h6$V z9Hs}vBT`@c1ueOYgx`YkDd*-;!EsZBqxI-eH>p^CoBi}U`+|&Wv}E`VZ}@~(+_fTe z5|Kcvuh!KYfOZ^+0>V156%RuTKq?&NMSJ)lFHGKSOInfu*+}a>ZvRL&wOZvGx3@Z> z68>1p6{*{?3rV<21ytHdyK1FWiZ^JXY-fl!;F#QHa5!t5)>e!S78Yxdg63SjdX*57 zi5H|GjJqx?IN_^u;EwN3lPA_7Xz9QlE@R*Uw~z*_yRTI1lh zK;!rc;D43aAIitet{_Dbp5}E?kN9uz2>?O6tNV$@3JegF%naG$iy5+4W%gAF0J}bj zL%If{1*-@l0{uQa?~6)7>SWyT9y*jkC&4Bj927ZIRhgE60^YW4Nu~wb)`sXF4jar5 z>@cqFY|w;)8N%)g-_6-p<1RqbSwxzD#HvlVX_qahBc*O@Q3qP>W`}W?ZRnB> zUje&O0je(hK*C)|c2F~`(PRPT>Z<18TNsAJY2OT-NL}?pb6ks*n&KbkCLzky0~hxI z!800khc?uo)~zp$IQ1diLTRBbU+zXx3=VHuWl~y;G8MmBD3500%;rDE(P#$Df(e6Y z>agb3yMF!)4in+xV06miIR`XLbw4iKnsYwE?^7oVhvm1+l!&AomV;6I9c0&*sbohPKyN>v7DrIv=sv`d+UkSdhH zM|7k7=F=0M38P{F0AR8ZX|9KXdcI zs>WtbWx6+dx#+aKnJo#xNynA$_G6DKd#rv%_c$-F&kbF3PbUJ+eKio=w`~02+Ev`A z)x5TI?B9g2C^15oB-*0X4453VH&E3udXhjQg(XHIU zM^RTh=rUPk@dE?+pSIRY?B)tt8F}ia~vL&92}nFA$&O2I;qZ- zwIKu1s|Rs+-UDbkgq%p?!N%l|&jL%?a3HG5#A3xguO7gsTMw>g& zjau?z-%ro)y5j9bqaFA@-P%UC?pbPXf)8Jp9)sl;ujQ+Ki|I8!wNWnTw0uDg&SD&q z^~f<_l~RlYo(A`8Pj%Z%rJ02=Sv4g%2bT)$TzfHM6-4(m9BIH$;>0U&T=~L!5ebP% z12IqI3;q5v_Q(g7HG`ypD$s}dZB9axlUV^z6|z9%g$wmogz=Cp0jv~AnA-P5*hW7;;WZTHvD6Zgk=?|XmUh{~))MP${9bN1f3 zD%W09iDhz7yc3u>j8wK762NfdREHLGwMinDh>&JPrVjlNWXmAjx1$BqU!PKN-CPw&`XJCVe*}L#`-@5iFeBn`4xhG zOkmB;EplOz&gX*Om&>Mh%;X5ShDO2-JYXLf=;Ruf?7za@VlA7ym=Rac_yqu1MxFF> z{gYZ>;rQ$xRu^^LMLg}IGG`{8cmrf1Ax%6+1v6eBuuGV#XX5fO{p+jhG~xceSJUNV zJxV4_9pRsVG zV0c@acsRgjuni~NY#L}4dCdXkRHMrg$IoH=T(v+8FvLK{BC$Z0A_{$u|6e!*&I=jK zom2RIX;E^F)AW+B0*=K=kf+^qz6%9RmPj}1j5|B(j3K@o0zS?Tmy-q5i60@ztXS?z z#5dW6Vl&Dwigfcu(n*s34*;4uh9YvGi`~%gSWq%>!0Jy!9;J?Ce>ds+sltrQD-R@@ z>D$Eh#v8@?*O%PNQ_^9Dyyli`9-;m%!hHwsn`%ehRrN;d`S=Sb<(7LdBW&t56JU=A zksm(Mm4MN4|GTC5U1^N)APQk$@jg$|ZMplQb;k?x4dcT8L}g&@jdMHpXW`)AW8tv7 z_D>7LLS^Z^^Yh2qc1P+@Hn(Y9;Oa$2LhkOLjJ~{2$Nk3@n%OXT9{Y=Q_By9Ef|wZm zg+U6CvfM!v&2F7GmevV%-r@e~2Vnd~UOiC6W`|Ev)$5Ga#LgZKIYF^ACsE}FR;X6n zTgevmT!}ulqPm#WTB=}aqHV0TuIsN^QDBhU)SsW$lwu_*>^x)Wu}CnZjaKJAo>|V@ zV0g8N3xdJWCg#71E5Tm*!g;*yI z>ZW?<3|g)b))fnI+rBR81!c?vgx$!xG|;66$7vJ-j9*93jOYde_8JzxR-Q8qoq7(# zwHY!ITMt{H#B~++j!UN%S}&iT1WvEFI@?2Z3DBiyvns#3Y8=m&1$VBj z;=w0g35SC(>67chcKlcFtmj4^u!q1)b+6!*&o*c+w@naI=RO2{9+%B*7BK&dFbLIm zub0PmR#18)&mX5%2$W5IYn8nINW;9BlONCVQ`*P+V>(;!+oxNb`$^QqJ{QG^1@*!ft{O5VkVYI3C zQKARk4CO<6QKEG`v z><`%6qp{20wt~Obl#$aI6$7grAoX(&1O>(vJ30Q!cr>@;N&#CFiqI~H1V%^cj+hVX zNDPh6pqpE-+Xg@VAOO7aEh)$^f-b(O;6s5bI};&Ic7PTcl*|7NP3IEaoQ~(X#-IXn zPAf-U5R&%emR$rs^QzPf=X)_5O23-8L5^DN19p6fBW7TzbkL7UiwP2mGj3KDzf--M z2=3ri50zk2*RQ9Bp63fa6-#V!W@UY%E0wZ#F=dZw&=Dcnv2px@e>+fVLkFj$~0%l@Ej%l0TB zl|+40WTA2rHhWZ28z(Y^ZF7s%Xxw(jPI_vK+xiglRVg*MraQko6h8SYmG`Q%$k#By zTXOJyEHyd)HcMjHg!*zI0lFNM>TOmY|IQ4owHM6{;Bao;9UDg1pBx*)|0H~sQ`NWB zJSNp!>H|UN2+E^C`HBr+4!_%8iOI`>`WIXZDbU?Ko@m^JR@U$k! zSHVyUos{F!F=N-6r}D*?yZXmolJavCr8Y-T#ZnLCqV&w-O(NlTRy$;px8t3ybW<@U z%JRb*tpLg)f#7Y0^1~Jw$IF=t-z(4^>3x|oWpR$PE8ixHeyslZ^DP?Tjjcj_urHQ$ z&~s^F2mzvx*6$Op@AHn83d7v6+ylX3J=YJ^?F&8pVyVY@MGQZgeqOmxE@zLtvwlEs z89cWBC(Odm_zzY0zr!qSOzht$Qhr%EnL03tTNyf;ikceRnwT=ExZ9aBXeb!{HZ^u) zPtM|wENtth&C0?4FCmzXh3S71g4r3F{u5@Yn`Y&Kzqmtt1A&t=OGy9q zD=v;IPYlf>zE!v#{O9#6S@TR?10mY^-@LE+-@NRNwK~o_FJS=g+4%{n)P;^YPeixPJY4!cR_t*Jnp=f*$X8>v!tdFCV6_ ztJd}X7suaiRwK^59iz73!DFC&Z#H5rbI>L@h%d7g!HokFpTk|c#86mFbzcpk< z4rs)qCC5z{$M{R7RxfZ#-P!5`81>W63jQ+dF?t6-C`R0^mc84ujH?{hq^$UQ;#+*e zb)>m3Jv%IqF&w*|_!zOzHmh}rLMsEasFCc@N>2>EVO2v|{JUkN&{SvwAd+ju-T8f9 zIYM3+_g%kEDf_njdstrVQ!ma{V;LX0F58=2)?Ztntd|8+`fTWHEHT0F%V}^*c-Bb6 zW7g=vHfyXOwgx;bHoNlxx@dmz8en~Cq&u4Z_b2LO?&?kUi*+{N zJ;Uq=Vj@$EllHnH4Mh0q$H&O{-uabPYJ`~zA4-a@blycF#;=Fy;6C8mT56>xYO{b&-1FQYP7Iev!W0h=c3 zlNpE1rS?ST!Tg@}9?^hX-yX)Z|G0*5hIZ_h8!62l^!3fuW*1)!0g*%HBM^$1EO zg4clusfBA8D#1+9Ybex8Kg&k3(YiB48Lrh?y1t@v_fxsRa1eE`LV5R>mu95LJL6(L z;vRf->btM{v#em0F<-eSQWQ#~^q-tDtny=Q_)`v;b3=_=GSv>! zW+o4fVu~YvLDoGeQ|+6{?UH)0%RJ$)xilLa&NVw=N-`};Br$XKAqq#}qiYMI8|#d&lTzXk1HbC%X)<~>@avo8tnFIM~b2SSIr&E^1^FZdwTAYtCrV$ z`(=(J$HHTtjy-$}$}{ezi4)HT)P1&y!s%KCNgYz*j^_u&HcY{>Y5Rj1c2(1$)9OQZ z$CXAU!3H{#bqx-%^Wf>N?V?d=tiL}qzZb55w#zvE_|X-uQ5=*Tvr)b2Yv<^F_0HGK zo3)@jpwN71X=nNArx0-Yr^iEozl~^!z;3;t(9U6Z9+K()v?%WJ`WDNp`#5=fnlv~T zt|Rq~=Um$wHn2Ruj&I8m-$Yg(YNU(-vWcz?>JV9loVh4ZE}ognlPy&5xQ4=GeWj^f zVSmOORdQ3_u{3nn+M`yPQuR(~CnKobR#cdKecak3F93YwbpN3$P&@8BZ2QBmF; zwfWEI-zZGam@HjaJ(>I+ol_%<(`VWWGxlLe7q@Lkfvp<~^NA^ZI>&bko~^r9*foNr zqq^1Gr74LG*Pa-{I}{;tF3S68ofDePYNn8s!MK6Nv1Ap|@N64_7XZ5On^Ax%A^(i5khF&LD|NUQD& z*d$nWEC?{o@Ld7qJ{@N{`{n2@))N%C{MmMrzfHCY0rBe*`C~?@7EjngSWiW6)=-+N zl34`-Lr%FYf9@2bRLa!14Kt3rNn?f5wL-D(Mh=uH^zX2UR+wJA=RvrBD$E9BT8T-JxEe(TgCqg?8}FQ2lvXZZNC%@B3*|;p2S#BO(nWfQfi$IvigX z-b6_557O?D8dG4sy7K7a#}Mxo?kk#gs*6-P3%vJuPF^Fkyd7cvW$JSYvtmpg?IEkJ zbIPgb8W)}o>Qj+t46MrrPq$6|zGMER;|hi`-}{YEaj$7=(mwVeR!@LZVA|r~pb$-3 zQukt8x^I#72pD(kP#ENR9V2!sfHifT7(isM1-0W)8G49O0>^Cc9ga1|M&kexTtlH4 z*zi*!PcedTRAC3wNC!cb zkRb-&Q5yYDxFG)%Y6ONqP(T4{A4)%mY6K(|0kdGXxUbk4pG?-@k8~lG)CjZ;h?b;; zH%L+_o`h@>FFNnf((jbmDIPJjpCRKcFv&cK$rTm8m6R10d%KdypdzRU65I^p)s*~7 zF%}0x)J?7N$6d=>jJK_rGoG>H1Ze)2vXl17|JpeTo;y;rU*`sDP_&csG{NhN#j>!# zvS$;D*0AOMX<*iU3o2#l8UH-hX_;mo0uAEHWoa`{+zCpZ(<)>!*U~D@KL-H1s3x5v zT@~9XRnIteAz*3Pyv5 zXp#paHEGPtTyLo4+vq@sFj~ON%3Mu{Ys*{}i`A|Q#?=dHALwz;_MIl?lx9qTwtkg> z+99^Z?fc5M03mB}gM-bbATZGY|D^s)C&I+L3By?e4V*V`LWZyg)aVCVPv^5owBitI z^24syBwX?rJadT21ft@y2+3*yLY!4wMw*pSqGa>qAsVdot5G&$V%5**dfpIKtO-Yr z;yPI>G>15=x~0M~G#R1pMlED0wTF5W*u|0qT8+2@B(?g2xH6AbYK?p0`or8=lL>%X z2F%cS289f*$1nOrHipVBkL6V3+c&B&|3Gypy472f0t#)t8?7khgsK^U?zYAAKBUNi zh|O;cw;Qcg^CpNb<}31Uz-kk5?_@SS@lggAGnHR|ye=vXB<45l6H2@~1kmC2+uuoP zq8RC;YlA?r3AY96XJes2@Sy{tm?d8WBV>7TjSc(Z`X$hf;*S-R9ksy2yab5{5 zmzGrCKcir52Pa`mqRE(|(Pz3}<76CSlMT(%0!rYfYP*FOiqL}0R`+OOr$)&|hvO-b`PWK~QUSr~%qJ5HYCe;70>&(umV~llj9wY;z-eJSJ;Li0RLNI!yE|KAoiS7cE&jSaT=O@A4*Y z$gt4l8h4x0Ee0$-F|72~>rFVV$>xGD(P&Q^Z{lTT8!r2@6GWU^tH48}czM1JJ{2c* zvmZq-85Jyl<|}KioO2C?rq|;a(TsRYBnazP0_*ZtT#;QY2N^Ij47?N!j(bOZfONOo z?AUTdW*t6sYx*5f?V%FY{UI|(yuEoLQZ>$nSiOKYB}z{eJ@GdGJu*J|JvO$@5f~nE z4<0hEAh^Mc|IK9!d!?NFheHq-0Hh|3U_S0z9OZENI8Kzz4L zdJkvWG`j!oc{kQPTG4H0ew-MFFsM^}_hRek9?lmnlSh+tRR0aK=V4DaU0(l(x!yr{wdEO=hGYA8Cf51*jER?blDsEN?r5qK`^r5j*duW7E$PGfD?26*~)6bAE z%<3r(n=Vn0x59N5xk67MAy=zJ2Pq_2W5FoxFubZiNK#d zI;EY3is(HLQz{7tq8RZ|vFhucOlxgkk&zD8VxUIv&M-M8|KMc21Hy15BiJ*`OsE6W z2vzpt9ynG<3UwR=M>&V%>3;!TpGxG-z{Ulj-sJ2auKv6TG>%S&Qcs87MOvAcs&iMnREi z!6P}^a6FGRe@+98!-3`h+H_xtDE+9TPm3HRE3eVMwVb$yu@J-rJ&rrH5Frb5tYlApmWuy;ORDreRvy1WlP3L#YqNhj6j}TZ(G*|~y20)wfi$%I`q0>NPq{z21P%6Vg z9V*ID7qR&J@H=b9*bZ^5lRXN{@F}CjQvs1#qfZsqIS}0_O>)GN;x=n9J2yFR|H7`UImiRQRiV&UMmmnLR6;Rj>%stygcz!oI%U-_HFA=8YfSo+~MXCruYv~NN!EA-JV@r^$scr^?P(9{A7qO|h*p?~(^yk4EZ`-=% zuF+-|gUFFpgpetr+LkP#a&Oi!z>)njdIn4QbNT?@YrxD#eP=@k_z-LKM%Gaun=##9 zQW34{zcvT63Nn^0a$j6U~Y zn9+(X#nFQxp!IBkR2{g#z|4#vYy?_Sosd~^AdX;XL{jv;lNAUYc*bTSdix^b!`|889vxWQV<51|a2OYy9nurl zUJMI1I|>W7-i=}8!|z~NC+4BHPJ5T$KfLEXpr$H7`ev>C?U3r`0<$LM6>G{2u`F=N zS}1|-p<$ivU>3X07>1MW*1R%az&QGyD|8ZFTgE060}uCKNGj-+d7g6&kGE}n{ z8#o+~OA1X0JaCLEXLURm=)Bok6nq?aU~uVlOku@qSVPN5$uv$ zuJ@SQpf0@FUhwVQp(E6?%bbb z*POr4-!GpVo##=+uRSh#hhQ~9-0vKNaLgyeW{_|j?srfSmn*zR`%YE_eXnpehiWhx z5>`9Yp1^%WJUoogp<9S>5FVCcHts>g2>7l0-*YkA1~}8{C#`rL5;0U}SgqRaIQyDy zpcxXq{h1Psb`rsBz4-q)QS8>YPS1lkxxTL+TbNJXS4^bGY~KG3wETw;`#(TSR<{2O z>6Vq1;~TVOBx2=a|DUW|c1G6!1TA~2KRInKKG2@P_mb(fo7Y)^L5fxy`!FJL4FZ9* zt&|QPNaJ}!B|hnDhd$b|;TTyCnqHO*s1ja3o0FV79`D?`$JZVKoGlDSpT`XPzR!*? zuM=PN>&wr_+h4_BfUlI>hZ_8w?FrxaKLT3apN?GJpBDhz4~62dJB9sk-mQ=Kmorz6 zb=TTw6W`mb)yT5`8{y*vFX8uJyVZ+?7N#86-4%Vs{QBGYj+GQnEV z*}d}UdT`Y$T@D%0#(b=Vz_-?avX*qLzTk)JzMR_GEvps;_;AL=aD_l(h+tK%UARGG zA>!6%p5ARv*JYCbNqy+%uChhWt8}&`(ZM88O1;^6sdSALxc}N7pH5BL?_6%+C$fsw z2h8&cFX5|=0WG<)vuPdZD!=^rGf#y^G%3ETCB2E^TC(=Z;SsnMlGu;6 z`AfbHUjh4Y4GV79qsZ?^@sVIh721-|b5iQwU%{FO+dA8Ak3K_RQz+gp-XkE~e8jSJhF& z+ORgLfD9zm_5{(D09gwKI%3q!`Go7)Xd14wN%@yL@FL$PEatT{Vk@oU1ef|Dn65ZUR**EAL=A zef5zAhm!q{X_6z7u!W*dC-86`uxYX>wj!jSjBL59;$xmg7MqmI`J}K&@n(EEMCaUO5DG21#02lPt{Gkd8dl^ErzCl`Y4I8)DDf z2uJ6dqlEs|1-2Tnk>3mp8ur*xnDj>^k3!%Rh^2KVwS#6i7m|E~=4YW@_zBcx+vO7| zO3wa@17+%G_M1`>p7%CkB)ZWO5~_#FwFSi#Ni3YbeEzIJm36LLRt2Ad5*C#beLx;b z0F$Z^F|7~=YYJ>#5udJX-P1YJ_S&}mt4h*U?)+|rZozS{g%ceHF0!xXjPf+s_>=8T zIm&>E=;SCWY2(nMG z2$%(?Fi0!(A13|>Dh4^^eM9KMXI8aAw+t2|-YGsFlZYFqzp-6VEsixRNeEr_vL8hMZ3;P`SGT%RF94$1wr5;CE82>*t#=DRJ!E`hpaA| zGRhhc%W9uZN!(_CIuMuEG>k5dc^E^E&H>X`oS;b-_oM2UVCq+Asa$8|*9pDPpSVb( zj3SuC5;A{lJXr@^LZuV>Pto?LPPBO4cTCI=H*dmbj>}@-)r)3uA92M&Cerm4kI7Y; zF9HPxf2|QjH_k~_!kjf3eYrQ&+KU$5QA34b$RXRlD9~vPv<E8HeMY`7XJpiB_4bN&))~=OC#j zb7Xk25eF zDL=Z6FW>8j=f;&spSeeV{|fc#HSYSBHN?G|82UAgLo}&Mf~9>eFO0$4W=E$Kqfv## zg2D2z<8f8zDv(k6)Unc>1L)$h-7d|$6`hQJ*fKYD@rzz%$MC1hPHrm6*;7j< z|92W$ZM@UJC%Ytx!oHYoYA$}HxW?*ut2k?W(3bR}k1Sg;N33J!`dKKV`dNRIWqmuD zVh%<>QC>28noJy$qwS0IccSm%3XsJ?=JUxP_5gFZl%QH6%t04a`hf>7lW7gju}&jz zm~WH29b!~N>dp^#juYyxHHRA|SGRiWYR=f(@~HYQelMq}yOt|k$9tLyV$}>#{^(G| zKa8hXAg^rJ%Ez>P9kW0ag`?L(ZIB4W>q1=P9Tc&6A2sDV5r6mv+Bmt4%V=jLDUW(> z`M(|J6286NJ_b0+UqR(t9PsH4n-|(PvSu`c~1TxybjC zcVrMlzU2^8t{3EoJIU8DX%=PAoB0z-MRkwd{GRa$#;uwcIn)7*ubMYjOCg)(21mVM z)i#kz)MFA;HB&9wI$c*JT(8qq9}&kY);muut1zaVYUh5kTv)8bEv(*ZP1ZYZ)Ge%z zxyW#KW*lqh9u(B&!+oPLZBEi`kDcNs2jizd&e7!PAWl?|YMFW!@lm`b5irvD12rGXmA6nvGk-3O#4$j>I+~f=_YQ%+A zDJ|DO@<^T@l7!`8vJqD|W-`4nIUteKgL-sw?s#;PmxnkfU7zNdnYi~bBbgl90H(EU#V@aIKY?BdG0ioUJVvUtj_^VOtq5u*(>&W~eB6DS2|XA>bee9eT! z)OWb|_*|i8lH!wu2d6Js>C-fAll06}Y}j3_^iH!rD0S*W2Ciu8VmI7t(7>!?IAq3a z=u@17rE}S-uR4V1CVArZopT?3e$SCh*8wLzm!3?->$(+gNffFOV5N+c zDw$XDwwe&*I*1nI8WkWRh!v^D2+|!o!7h{~OF$)Sxr1pgjWZ-G?K{N>ycd->PIalp zaAr3-4F6gfM=k|ahA)l#+RumX-KT9>=Q5xN8;1Y!XAL@d4iRJb_LC8Q+Y-m4o&9|}F2HP`jMDYQ%k&+N z_mmXOmVj<)SUh4c+p#yv1mX^_wVt(tJBkP5o{Pam_y2j3L?Iz zVOFZc3^54tkzj|wUs}pHL|UFhHq?Q{gl;E>EN}=L%fpY5)RB+~iWQXrLo3jXr=6V^ z)RE{2w9m#zrV*Ac8!v&8^>3EZip*xjLd&k@wq$+~+_riBvpv(i795%5yMiL%nPH&L z3CC3ZbK#?T=P?TLu9MCPzE!VP$v%tyVh6p*pD|)_7z*k#aLcvd$Cga51=!y#QFORB zl(HF%-2r=8whsxO1Yt##6&?g9HrKwzoCqV(y7>BGfTV-@1aMGhS#T+@%3K=)mU|ef$7?XpUb*A*6#1k>$(Mp<- zRYRDlj?yN^aQVPtGH!VO4wDSgua&b;KJ71SGXS2=u@|WLTjBcjn6J~mJqHo)W2e7g z4*wGM$EU}4zI$5}eSwC3{NoZWfcpKDSywtI#CT0Av9mVe&$;tU5a}|q6sbqJU zmv5UUS8CckT*okjPh+dPfQ4||Rwui}nH^$saiEHzumogYkAX#D$&{TkrezmzLU$lo zf272$4$H=@zHgUN zV%F$7S|W$24pBq-T{A8rS@}{EAoK~}r+~@u$>IblQHxgSB}#VaOHEGyz%b?0N(C{w zq2+a@6%Q1R{{3~kO0AqCFX26TC%Jk%OUeP6Zr=-7gK?;lS=$3+siKZ`$pkW2J2+;3 zoahzd(RzO5y&Jc^%bH}>$GsQ0lf+<{M<$zL(JZp&O-v8kvn~_lR3YXO@S z^pH?o#&d<&bV`WRcOHsy?Ga!dMp+sy1aXXUo81vcL`cMh^0|@PKPz-WB^uvz$1v!T z^Ux^j$s7eljG33ZO}fl6zdA~nrF!;gPa(F`E3C6((&VJr(q*UZ=s8Xs?GLMbL2{85ZI zs4hm5IB=<$py;RkTRBD_g=7;Nx&*N+J28tmX+d0HtV@Uu>1NKdAPMnw|kfg|TrPzPa;28Q$(3#~C9P5(L@L+AGTtmBt1 zf?x(menG;$i)W~__uYT`TkTpsed%jrnuS2*)$QOsEhM^?;)ryhq~FGUj74?KPu|K5 z?Y}`6N`8H3^_EltXbq;+#|sWSpp_sF6fj(KK!_yF1<`Yz=nU~uruiWK)|E210|cm>ogBAhPH{{ zSs}4Yze?YU3h|`iEsTeaRY)R5&`4rIFjxpOXWe4iCAFUkBHM!rV+@xe;Vj%mfu6At z{fXYU;V}a?OoX}?`6O%cx7A$u`+}xlrh8pRJ-(R?+Bz`rJt4f<)`(04YvwF665v5X z$s+E1?amLm1MPybOjD&P3}ZtuB60~1Dn^4&a#nyx@=91&3cX1E@U$~j0i;+j&YVDf2TQxA~*e9jS?hiL=8$Vg7_`<-O2N4LNzGP4j-aItJ5*D>4mRS8&RPrtkHVly^p%o#=iiIlI z$X-F*0;#`+z4f_&`=w90+4H|)yZjlJ_ANv65ATn9P{^;M?a?KP7tFz{M9Zxy&x>PDNF zizvQnupV?di9f4sk!kOIEs)b||fiu13t@Zum5w$g~-z?K&SDxnW z3(+U?@6i_ZW{)F@TqEwZvF+LSsnSuz!r|2yaQA&Ax&93`4GLjI9vw+^)xlU*YM*NM;2sE-D%{c$vYxXnsWp0l{PR49s3wg00|jZ z$>3hG87*;&D7*_!A%h-LDq}ba+~$=>ThFJ=L&%Q zdnEt#nA4A}m$k9dj|jW`Fg3HS&uMAKEf9X?C1FE_;2VmvinvDG|V^GWOMqFv2_@@bmr z+ytij*F1OIj3BFfQ68IV-9+DR24u@!1W`^Utwdm^)VLw<{veR{YOBXL21^LtsX( zXjI&ufB*1eDbQ0{9}B0KKw(gs9m~2b*fARfFAIT-X%5Em8d*rvx0gpFT(%NIE}B>c zH#dFS>hQ@XcBOUk^z!-Zm={Va5;Xy6GM3I z7kZX`B4v9HTT!;!oOmDHFG~51yFl4%%DUKiBGNHd}gTj$>eljs1;Ms7B zygNaoKrZ|LbRVb7$Z!DTAtxordvRZvE|uV_x{G{N?XEdc(>TNprZ&&iFb%P~a=OkY zUgr@br|>MTO^!Ry-s3i^51)HVvho;>#YvF6mz^Lf&A?9i^-hGgrG0?Qj~WH{Q` zzSG!x0zw8>4WbBRiR(YOwv`C`_L^WOH{ojTK0b#vi_0f4f}ICOoxvs;ZCuqvc`rWd zv`yl{qe3-{YawB~1JqR)7Pgf)G>3Z**x}kR2rb zySjKrrAE#nJjk6*T)?t&8z<6>LcYqgZ22TBgJsFmWP4S)OO1ZR%q&KEN<|_m<`9S9 z=rBXF_V<)Zo|ZAGF!iuFeK;__=OY>lD^f|nk?A5%fB5gI{%q8QayFU2>*Z`72Utkr zI!^X@9LQTH8(=1Et-bQk(O$N7+?F~Y;_Wu1yBsi#tAOX|YrAyh9&|l1L)%gZ&VCM( zAz5e9)7GvZ6YOsBJ16iocpi1=z!`PP$X$K$qg*W+<6XJ{OvM0;U@drHu`2ckO6g-Q z_+RY`cW>A%9Cbgf? zwSo4{8dPxxIwE$r|V|CIHTg+Bh^<{ zk(JKR={iu}YV=Van%nW{2pHUh_sQ#6V>&IwZK+j`{`%bZYqu-Q7y2H)bu{jJ`7X0( zUC~-33@KAk=w({jGi>O|I{^j^6PNk%Fbbb`YsCtYT}6KwTVF=ElD6SYykRKZFElRf z;Q@=;Z#7Wnqdu|8*$!N(Q#X;n)8may1&NV*31GQXKKm@H-FTQ98=T*pgwG7Nsre5) zRg`d%cwKcyeODWQomet6H1V_}QF?6VVzGSGkwdEGr2Mu&piZ);bWlL0AI~jYYtvcE zYAv|@Qr&QT1oYlHRfZI{CI5ERUsCe+hwnq|4%-I>Jwso$Sb6l5{^8t>ZbseW{BB;j z^snpYWM8|imr{0aLYzU{Vk-K44?}>+g93w~*nuB03SW&L__bv1`MHJ|C-c3*Km+lV zlk5-|ZBDyRb%67hk{y0r9KS`M^P{i6@Y{w-aS({8v@-xZyi5lVt{*|HgmfV`Ud2rR zs`F~_-fDctfMcnZ8j!Wxvm1PJ2X*OpFrXyCTM-HexN=g!jVnY>tQ!JAkr0S&6m=iK>W^c%tCw4EFX{R{N8 z?o%HJKjb%p`BW_SKmMMMe|sEdP9z#(c9GNmattHZi~e%_#=?38wnRxLW&Ce{6I^%s z%`);T(uURc94e%Q4?xYPz8#GsBVB%d~gcqj45bOUg4k(c+iCqGgtsx6&DVJ^-tVS=v7s zJW!&NmxtSe{np?vOUKH_Dj5)`yhe_a7X&e*)CrxIuSGX>38;c=K<$hF+$&emwWB+4Wl%ply(t4<>m1w>jG5MWgU2gnnFfy+3#-5$<*2GH9kuru-GLG$Yveb4JtV3G_6Y9mrseF&}sZEcrsC|Z?ZT}z?%K5mlX^J1}e>~ z*ZNyT^r2)5Bu6>HW^KzSVH-bV=4^I@ZM}5a>WL0uzFFT~z{ikT@+(wA*}M=i%4v8^EzUKwdqzRf!W_K^vAHGxm*y$K$1r1U=*VqX-G)iagp6o580Wn z_o`4&X2;EVoe$LbFA&Ph?wPkgLk>der5R;1WL>$(#oXJYHKoXRB{0tXo zlGCr%f)2w_F^!n&szJfR$w3zRY?i=_Tb2JjxesRB0%Fd-u>I4=GcOo}o9Q15)91Qv z9|Gz&906ZH!F(0ec=_$>_oiPd%|3EUU#{IV>bkbtsYc`%>khS3nR+(bk$!BpN5$Lf ziu-msV>26Dl=95IESWAWYo{vyt(u^EsWwVtXrUjkAJ8RRsk8hJ;xK-^?_m5GShb1a zG(XVBgb)6au5Y7Do9EH|&tv{~)#jH6u1kyN>g>bb?$j*$5A)HE8DDOnWoX5LV{W0} zjZyL#3=p7yVN-miLHqJ5gN^Rk(N{@@hTbSIw_ z=x<3cRG$a8py)bbd*-dL&Gul5%Q2AuM)Q-~Vuv6P&eQ{5Rh*?5k&efovnm!QBqpsM zfJ9qby@K6~zyVAAgB-HDFiOri8U46NNp^oPT!2L*=1d^x?~HMt^sR$KD{$3+n@<`U z3Ev3m`gR-Ih-lBUhp*|0n5@q@fhqs~iLEav)PRQPWO7450~p=oQ`w3i@+_PEuPQR5 zlhpDmzhB~-fF`W>M}bawkLYi8Fy!;7t9*z53LSPbM)tuOZHZM`ZNFm&DT_~Ce9a%Q zkQag*Ai|23a24qzsy3dAdu7 zvNHc4ws7ohZ2xi!Ihfe~gHy=F_@7(2sp|7)_^mhUBk(h=W^(Oy8yK_`l1&Ura5vufrf16W9@@jYD)XL}!ig`dhx7H%=jGUcayEIs zKij?lo{t%PlYBqSR|$MkdIeH@KCO9QpGO?{Ki{9lJ{!jbdT_tEJiWc%J9V_RW3>nm zx0XDvVsi?}K<^!w+QbdcZ&40Y29`AE6cWn2SRz@qN4leIwI#;Q_^phTYJdoydE`Ow1 z;8|L7tjszaIZFA(9k?Z+Q{};yBCjb?q!j%$Wuf+B9~;>(wN3j@*F^Za4BN-Cs|{iM zME<@(;lK0ii7tboo1mgXzn$iZ8emA-AhRAC0a0}IX2hK!(A3S<-+o!Jp%M9a1hJK0 z1vEx*>1}PMo(!ks_cf`#;!;QBps^wWu@Do8tM-gPly9|V$Gj~-Yn;sxb9ljM+^?D? zPzFc`q*_;)#11}Al2N3ALCVnVz-qJ@~_U7;t7|(%SGWoSu3mi*B)c*hw`-c%9+3`;K?LgcAZqADgV4rDBsFI8j5ayQ(bT%|o(KBVV(nC9z46^+g;Ej^R-l!Us4~haBiF=0<$Sgl6 zN^4|c(1SCGKW%&Fg3$C7BN6LSAi)AIy2==cz_Nfu?NpHa`9a)JPSSxOnLvq3sZI@K zzBGB#yG_DB?gT6gtFNymz1IZHCrj7YMhnF912H@(+JvVymp-U5ueDC@?G#4sR&U4! zqqRr@2Xr`K9b0Jokieje>UTcT4iCAEWW?1=i>+d1oQtuMN`Bn&6d{bGkB#d$Cen({ zEm!17o&j=bGcB(Y6eB#Iy6p(WK#s)sK4(B^BJv{xNo*Bz6!MCt^>*K;IgGc~5B%g?Vk#83CeqRwViWqO#d1QDiqaWFnXP5Ta>k27@65ujq~vBO(=W7?W+*_%B{R|) zLJ*OdTw8FY!bv+`0I6 zj%)t$(2G%4$_TKv4SYgjT!fONzqN^!Jr(Gw&$1oNd}(Rt9*p!LxLiX+=wIPLTT_=+ zii|zAeH#HwUTZ@lZFTQjF%eu`vA3(SLxi&%V2FHk8vRkC8OpCoqXQ)f{4E4b-<+BP zc2PP4{zc9{8#ZV6J ze#U;2bgAvvvu|vKkPoXquh)o;Mf^Pvm|=HV3_*SYh(TB!6qAWhw>!OLH-cyaG^e@@ zO^oyiJ7s^sG$o%QDrmRGoY0V)2`SOwN&`f!3rcdI2YmtvIyy3Lr`XU<6V~{`?8|#6 zC?Ucz;0lEpvB?#e`$2q63sKIb2mU6k$Xb0R4NWARx6G~&0~q@7#~>GLfmmDdM}XK!$i+i|cwB*`>&@aAHXiM{EU>V=Zd&XJzZxEJ z#&h36CKS=g4-Jc^1Q8L^8^vxWQZiww@@|XfaxxqC(aE}76C^*gRYmZTs`?JIOS)k2 zn(RSy!ZsL)t#V~wZQ=tt^wL&1HiM_uSi~-{7u8S6$4&-qp)XNBIRj{lN}=k$%E%sL za^?8d4e#k@mG(E(M%|kPU3CO%%qCtG-{}o&X-@C|B9dH3&FX4`7IsH6dOIP- z=#A_rwJF?hSY3-)v$bVF1rnRl)+lt;OOPs`9OQgDpU=9;g=Z0Wz&XD((`rZ!_BgKH z|Ht5ZFClNF-t+v{JaWeF2HY}H?$Im*`3FgdlzC;vGN#3i1YfvWCKw_!qd&BTH+Zy= zPbBC7tl78aZZ?Y>;z`Cwb2rnwch~lXaedvJ^j#dCN`nHzBI&k=*{D zTV;83NWXK2aRfm3#<)MHg-e+QIQ)kLAIQIJtUYaMlFyw6^z*DPGj;4eF`&S5Az^i{ z#A5n(2b!gAPIQ4RQ|Dc_#YwxA`No`08iYvJ(n6Sc)$-}&ILj)_GOiYNoz-sg6)7GN zXDiG^J9O!l+KL*I0AKqmsgD)sUnT0Ni{w@*Vsje%q&phKFg9LfI6J7!9EBFfwxz8y zN&hQT30}h371W4?7N%&L3j_FD)GbRrx}LTfzWeaF6?@LczLCP>wh*n(#=K%s{6!~=H0TRFr2p9Pz}~SV^*@4;z&cG(zr#)AEB+3E+~iZq{KM$bFtMreE@ebku(mnNPZ^CMI@Knv7iM zGORd;CMIWz#%FJ39VI3YZl6pDmB|&_GI5algTt2|dxAxFc)3zcKb^@{Z5Od#hsi<` z0eFaSmI6T(@Wql^6Ec1xOU8dima8vLF7W6B@N*qB&QyM}dy{o=xkOYXR!unBsbSru-?jY*fFb%DDoc2jf*wADBL2iWaG*l4 zp%8eq(iqP=5d*rBd=)ekGYm7CwOsgTg|!{%&8`PO&7E6?jn{eU%h{x}F5^6#UbrXj4POp$zw@ zJb6hnUgQcc1C0LE=TKrYjYIn^z(V_;D5zBV5J=GC)VS2JxAf;;93eLciX&cLYmQU8 z&3v|J0ay>btDka%VU0VtUTaDhK{kqmVJfmQ5A1caSz+)cUtAk0VesT{c8m1|QqBs4 zVd@6Zj?}b=3&VGA1RO)8SRAfkcpPNl2)Hz;%+i)}rAC7Zq{3<{g^uzGP$|Pkq8E$b zJkR{NrZ^nMiTd&*3v>;XJa~4`d=W);xzzG{AhIJWqy;7S8(M|i`#{ZVeAtf~5@aT- zZG-85u$a<^e%H$)y9|wuyoFep4DF3CuvJ%|qw&&M9Iz}jEGcqRGQWSOmvg`{i^sUe zbUyuz+?d40hSe-;p&{ECo~NS#o|mIQjj{JoTpksq;Yd^4!F=!sG7viS!QW9GXKW=& zk7QGS%i)!X2taypqTYRg0oYzu@+ zEDLO#s20ugegd?Q`EBlcSEHZiO5Xx=a8*RRWdc;zNkCx^I3aoiu00$+^Q*Jg0z8Nz z0zZ%WiInPSOm8Ya>+6VZM$Sxe+tl8y>Li?Ez8M7ESq3=#)6`a8kp+ZD9Q!cPpW!L~ zw(R22!a@rOy+Vstd1EqzzvBXoxH>}>$vNmq=JuCf*%iz>%ixN!^PL30GVuhKg`K^s zHRUx@HQm&56APq;7h$33E^sB!Gg+G(?JILV(Nn}L4=RmJAnB+D2WJ!W!2>OAa1c+2 zenh0nK>psKlwzBz13@cEnhLkHlM!r^iLinQ`m#)}{-WyY5^e1TcTVHSX;g_LlET~Z zum34WT_v0HUza{oL534Z07m%0GsI_pxKTfQsFMcH`jx7kR@TKFaD&7?yDp`Tt^Hr8 zyYo!2Vk4=s=K@De;-!3Fr;bqqmWFSe%7yw>fhd!jOLU77JVzr>nProH?d45930!y* zx_xD4T-tHQ+3L1`6yK!l*=4oik3?KrLEgPqTpG8HjUs=Y+l5!EJ`N{puQJtqJN>%m zpq$FX#Lt8W**ue>i;o`)?uIT(llt2#>DU`fd0FBM{W;lUzZq!&ZLmD*4BsT6|NKwt z*9xkGF5%zi>Qtl{LCtYg;EOQ6_LngO(9>v!rOagH9ppFsK>y+HHwFo3xAFG3d{BNf zz(ap^(~u_d*7`vaGOp^@Rn)yQT)VL#excnVP$b;h#Wf;jTMDXWI2|sAN;XVVNiEd!VxGJ!(8{K%QXJu; zRG=k`sZtKmQc6$|bZ9q~-I1c*@RlKlX0m$JqChQ_B0-Jr0!a_4&SPfFDTKgUPzdjJ zA~A23Mu)Bi)Ogw@wpsHg!Tvn=3c$*uwR=L66fk1QDp5z3{3VkS@bcqWn&jn^_xxPh zZ*RDziz6jXj%|{s#&-%Eq9 zfFLte1;j$zfp?GzifqAr+XEa(91g;O#z?`}#z-&`&OP7_P=EMr$#pi|{q1#ckJcRn zZZH4iBmV98x873T-CeA&-d^UnxYb?lZUvWFCN9XLSiY0eegcXrQ4l$YQQeq=kd6if z7v7MQRtjw`+`QDuL*BP1=lFd)oyLYH5E!;^6n>VkwJuHQuGcm$JXgN^vdi;Dm+bAZ zg!Jt&6s9hG>&hw0t4Eg}a{5{Gbc;6su2N`7@%AcT&%myYaNPD?u77{@roA|?w5JBu zZ@A>9fDf8Tww49HFx8A1ZVijO%j~X`iMCeoFe2?@CF^VO!C%=U9SuI~pJuP z1GM%^$C2BmLyb}ZT3h5<1gX?eq#jz?@$JL-pti_lhV=1UM)L7n!1+WW?d5FkRY4Gl zcKv&5<+#~DZ7~ZrAZkmH?jN|$P8H<;uu9MTA8yqD1@W+ObN;_TJgonLc$kPdxLE!h z1B;pUze7AdaX0PoKMbs0*r7yv*~b6Hz!Hu!1i2Cqpie^c`c@*DB|h#DO2F6bAjDYf zSXevA6Hg33_%e~cTzPTUt!rNC!8h}9I>{64^ZQ(V`gk{(e7X4deg68;=g)Zl44Luv z`Ec4dR&@T{cI^3m|BU#qp7hUe(H~FK%lE5s$-8!w!9oAi+ivtSO*5~fHJPh=@uZ8n-0(h-wUJ*HS!eNVgA)opG=c~H}YbQcM`I}371W0LgwN?ZU9mP zLa8M;Gj(3$Dk?1*?9pf$IaKdBdMEBqF?F*sPMH7dOc zn+D_AaQ`moK` zzLN`jt=}_O0eJHd>H_^+LC5jWGCuVHP1Ov#-Q}gi<0=N3Nt3J8Q8+rm)QD6_^tSGM z;HE&ubo8Y5&W?>WFde zLcgWbPruDybsP5akULum7e5tMUJ*Jb*Sjx_Qjif-$0m;dT~(_IH7(O3PH)-2Hkir8 zNQpA;1Z6gprqm)}dPp zjU>&fYzJLA5CLWf&ybow*Z-q^WQ($W@4@Q3d^1|m*I#a`Krgu)*3CeS$0eaCPQ~g zS;>54r1oeVL5*1CM8LZ|yqf>I-ZKxj~X_z-Vn$VuOVxiabPWnDlq=eXH}iN3s%>?*2CJg0>g;Cdt+!rj&F8@C?3Tr zwE_*F(Rg@H|Iy-%mVBx7cyx@EWRX>x6zha05VWq5}a}Xj~qCOkogz#AN^LaKxPzTSB^I*sm=e)4K(s8 zI3wuWbQUNeWdkvbe3g7wrT1wnR1r~8{;>I@dozg`2@AZUane)@Z<3ih{}ALN?pLQM zzz)6_Pq|g|;97Ig_SKM5>NaWm+HVW=66#UfF+B!qw@%ZXy3}Mx(PV3$! zdB!#6qig46Z@aPn&dB)rAy4X8y15F&z9(khMqyoAaMNkuy=NNJ4OFkbS^>a3w})r| zlpuaDWE6$VHzy)*)(5s%|NUn!DoJx1i8lI!8xTGXlM>JjBl~ZQb;OLd-C|udSi>M^ z4n~`RGUdm!3kB+@r-K6cji9}qgXx*v4N0fqLLho`q2SB803ZTz2EbVX21F60Y_89M zA>E!DAjMm8P^^;KgTk1*D3bWH_4`A@Mpmgcyra-vB$&hG#{)sGm;!fePF^RIYxFn z!5(NS53twP?x*JJ4+p`@i?iyrKqi2YS22^h%F(2^+)&A{-W0<=SU5b^1qzSNPUL<$ z@{Pw~a+Su_%cb7#$obN2ZO%+r+#nv}Y%!THt;UlV)Gpp#FrwXDv`~-D2qk|NaZIn)xXXj+b5bIfX9f2iUCeiK|K{{tJo9a_ zM>zJ`-l`r<^3Bmc2jqe9M-P0rz*-<)5lRMaz_1K=+7~C=m##M#XcQU^&>LuN(UIo zITn_6d2D)(m_V8ph}r}lUD_RxMr8Z0Ni)J~gyr|ou!V9UGHV2;-qCGM~lQzM58D)AdLvcz$X;U()8* z(k?RK=%{^^t1#oxn&5sWYSYK>vE~9?(74oWDaW_^^%ao)97oE$ynVx!G!iEpab&z` z6Lr+E%k2t%1yKlE`C;>?!V}w*CXF(;^Acb3pkn=o%XvU-Z%r&l^F+pRy_USwmI{U8 z*D@crk@K2)>L>~8!6|T!(idJL_MOWfeq0`^I9N~5v+ju?0Be@$m!+Jm1%bA6MxnBd&Hzjm&}QW$aM zE|ZY{#!PsNd7;s$gj-3g8Qaq{J)3|)t@MFh*Rva~|G}d469RrMJ3f8BA!wa6fhoE{ zB$Fg<{)9oQGx8#DT0k$$&2Iioi7F=7Lb?>@d|NKw%QI5Elmb1+v5)4|8bObSWybDC z1-Z_%^lbLA-D>Z!rw(iTlLL_3<+1-Sb3<+6O}rb)DR$SB`4&gFF~$`ex(~q!agQUU zN3l&7W}im1N2Dx@1>2W*XfI?OTOqsvav{HRt0jx$d_xv(Fs#Xh^Rt_@!-MR#^>g#) zpN$^@k2>9_nTw4v=_S=BsXxMZ!`S?~Ko>H_{L4mc3J}}gN6gC^i0&{yR8ZB<39RGt zha4X8%3p+VqIoe9SM+!w{TB29z=$~(hKNl2`%wfn{VFHxJF2$H(?R>Q<7=n!#pk`p>>4WiHMQk( zs*b*>3~n{mH^yc%y}!lmlIO6-%r)ozKOg%mES)n~GAy`Fo;DeJ7M>t_7FxjYM)&4y zzeX0&btW9GGEf=D+)>rjA~@T56W^0w&v;yX<7!zoe~P0ux0l|gub)GyZ69JPWjl;# z(0)+UI6PZ-5Cj9=0ZBY5 zQ4ttMt(Qn?p9D`>T4MY#NY04~MlCa;D0nO?67jYeoTizKC0q7IOlGWdVrpzgW)X6! z+*LvP^)~lkQunyN+m5gDSKS@%jrf$Jb#Hx1W_geePI1(CPSubDpsVSRz>MT)@Hpjw zy^v+)sU3YuVq^{OH5FU8gt?DyNb!ca1Nh;WKMIK2K|Q44Ef|+n=JIt#jzPx7S=m~^ z-azo0DeIdp6)&ZYlqO<6f_jqBoTPLV#u+=t6sh<0l`tuOV)or|hKbmWu#Q*6uE!Q^ z_7YlGC!C~Gp=lUn;d(YidG6PNNq6R82b}(tEG-<5tsrewkuX=#VN&Vb)1Kq5_N z>&#(sho~EqfgIf4@bMR)rLupD`=D8cF>!jg(x*)1MZO)Fgj;aJ@47t zZF|Ga_sos*L_c;i+IMj&)Jw98=8mHEg{h!b?s3HDcXA@ZrP5s=UH}6Snj>m-i_V@n zY2a#rky~oyd~^T{OZ82tdER{Ab%cQNUpq;_Fa4R3RSSP^Ai}bg!3u1Rsh(J@`25&4 zjR5JdcvMeBM`#U;em=PXi5znH9K@Q?9q@m&u=PCukU%prU$o=282_0Td;EQw+1+`Y z`o}5oxcETWi*cI&KOrjrVI=%thzc{u{|lnR%1y+~!9>K(PQ=W~t;eWh=HlSyY+~jD z!@|GS~_m{?N!YuL?yM7B(+Af;E*BXH4=<75_l2s=s@tkc+^ikUf≫>{{a zRuoqET`o%Zb*C$}?`HhZj2V^B!!?(bf7=g)ugW^I@&13`-mVSeN8|r(%#6OBD)y!Q z`+Rlh`=Md^+xq{F{yM*Z+e{_=AxDr2;y=tfjPyA(#>YEs`rdr^5^7%fT&x~$9x8nL z8klaa>erH(X8C)ZexKPTy-&r*_m``m`8bf<1*QlwT_1Ex4@2oyg$7DgvocCUw;z8-eR*mxZ-kU zJK_~+1y-u)`J_HuYZqR5o0F^&|HMnp*4 zzPO|*_((Qec`;QQu&^mseK4_8i#AStHHht{$o+n2Gdmqh`R=i)CdlKH0`e03 zRDVtR3ozdb&>)JRF=`FHOt;(rRbS&pAb07XU#eMn$DkIotI?tUd#1` z>va*da+LnMWH{n`vRJQ6?v^7bNi4l*i$LmoZG2@|v_c$gjAvIilY`&A!}*ct^yMJg zBf3G7att7s)`qt6&e4?W2$&Cibws@p+7sjNp)qGt8YwUP*&RG_DQ3Cjq5*9? zZP4!1?co8_h6cj9TCBW%CMetE8s#wJqF>{1w5<=m4>EbDT`cf1Oa=p|T^fC3hZW=@ zA6e3ZyIr4iTq?nUKw-n}LDA$+sO)*+rdpfjMt7TchgFktFat}msQ*hBwFknE?z<|0 ztw!FTey!HxOjCE`r08@(k4L?zDeC|ZySdZS_ZOY4EP!1wl{y~fNIEl(94|mwQXv7j zJ}!o6AZ?1IXq5b7ty7MHXHT$XfoY@jy)O`+XCAZzdrpzn;<#y;PGT zk*Q!{T_k|_k><;NVn%bT`MS9&sy3HwNpxh1K(fl3I;XT{e40(jJQdVg=OtBJ=B?*} ziZ$nj;FlTGmEH*nQ&$2o4mAk=A_l!aWziD~*7^v)pXdu%04c!DjvbcdzMa`c9)sz+z3xUc=&om0elrrXkl> z)WNU^uKRGIxlQVCM_b&FzUy#8ln6nNnuYSlbu653$o_v|?% zJ+JnWfgra!WnHM3EAO>ODE?w!u@NUW&f6Lb=}gVIfAl(SG9O-DZqY%s&0*5vASn&X zeH?fn;jWys+59zYDnq?ks~8r84X(*Iox)Na+tlr`m3r!ZL#A4XdhyP~aczQ&ofnRFGqis8)$HZ&}mRBs3L*Zomj&*&P!}z3QNqO43i%TeU!s zDMyR^X)rJRm;j0G$5L-b!EE)SThURAc+w~qWojiM2)aj44A)s| z!q!hAo)o32MPe~E3n8OeB|yymE|(3{U2(BpIp#R27u6XnNFpFh6eU+a!FMiK&Hcbj zE>~Sj$J;JA3-}x0Nv52PtYV5AM;3LED8Bw>C7wp|K_15pj{$5wL+-0di%+Ysa-eB{nGiqL@#3S$F0rZ$gyKOK)L; zQ@lneOY@(H<#z3%L2t{oG)o6_GJn1pMbB?yu{?kgKA$Qs%%cXnnRyaW1Ae8bz0^dn zkDhqm1vNflD7R7;&y1~DCa(TrFBLdCD38)B8|Dou+W8R|72iAgKK&jr188Gb%Dg3c z>i0m#KL5bsKJSXCKIt+OmR#^{qnkW*eAJ65yWP1W&_2RF+w#ynW-NFY@BKwn6h46} zF_{rFKT@y7jFg&q+*%J}q(yE;fmOo#o}rgGa}mf80H;nQQRPkzu=a1Fn8?$m+dTir3v04otrt>$$HgUIOsu%(22dFsXnU~)w$bIy`BBzBhC;!$Z-x> zN>_Qd(kfN+oiI^Ymgh^Z9Cy4Oc5KHSTKsnP<0&hIo#89-74s+fxkEj^VNu>E{pDOA z2kkxF4o}9bd-cx=Y5I4GPdi&8P#6y=FS73oA$-Xg$E4)r+>_1DdyHgrpX6jZVAHB+ z?a006DYGj8(hY8%{7kHB;(9O4(U!+Bwd$Lm%H{&IH?Hf&)+&3_)(Yb^>ztS+88APS zsZ~~dt1srlPv>SI1=`wboL5{jHJj?GS-O)_VeqKq4!4K9!pt;kH2(`fTHNU^XWOy( zm$fuL8ZN}mNE2E7yheSvtG?6F72O*x+a)Ft&nLKJEUaeWk`u%A+hT)f7DSvyo7D$M z9N8aSlR-P2m{vdFVpaC^T+T!^UBtb%(FI1&*5NAqMJ9t0Hyqh>gcAqW!$Dsh^N?;@ z^|=+fQbu05gVYG}=19rUjKl+;xZ|pBy5W$QJp#{*X995xY}He8%*k>`yWt139qWb| zm^S@%<$aA9Gc`A1$)tA{?o?%?b~81k*%+8bR$TnEbVfmH{|=4EN&xqC<&N9&H;)8e zLUmoL%*fcg`Rrk)k@%Q^4*|+}Z8f!Z#_6~$*!F3@x_+j;^h5T7K(^DB_&^#wVf>|@ zT&KXCg-xpS1_xU%AOQEd4|wJe?mIJ<lKtS4Y%9hNVNiMrkKs z4vK_KckY(67z9jvPOcYAxHW_Ld?~6z4ULUo7yAK%)k72X4#DTk+P?yx;lC&}LL)-H zQn(t`gatXF4@vAFT7U%!LTT5@vGi%SI$P}$m{7*c#|DlPUxAg<=J-(=gbzUV-?iIn z`E^G|0;?iMw6s*?-^N|J1&U$2VTYD>Ps%*($?NU7QLMIe*6c?699xvK-De!x9;Z&H zQ!{Pu#M2gAMHQpSIqu46rOoeCcWJjgGi8nU55BqkdD0$?kJoY$6$5K?kmnZZu4GI(^b6wIh!~vyHz~m9D(Td z>GObT0Lt2V6a2fw3H&tgmLWP%-aSMWRTFw2E|DpaWE3Vo<)CkB(RCqd@ndO`!Y!v5 zyT1U)%YSn0fw%>s0PVgfGZr7$9FDY*W>{J=lU7b@V*yrnr<{WymCKQh z_(d}Lj)NzEH^sBx;HAZjjw^n9kv3*I=_z4}fPJ{7i(^~%kG$!+by^5nrjV&+R_I_0 zwCH`4G^+bAn**RMcHe*;exfU@x1L7Hr4u`+O{8_B0Y5AH@QrPIM zMzJK$Fp0ne6~;S#^dvGam3aVnH7y$yTV$avMfw?%7RUwub^srR@~pY1GJjNJ4m+V) zJxQ^T_+wPq4Y`KOfdDRzl4Sfb<+jY&Tuux)_4cWn_tsDOZ2udq441awB+pEE;zj#+ z$Q?J$@0j-3qGHoez^}Q`kKfl#1rlzqgm%;r#jKF$Uo%rnIUdnv?Uc)-QA<_3Gk`vy zPySw?&l_Yw9)Hj)e#Px)+;6;LN|4))%-8%r&kMi`08eu94aHdc(ap(WlLABOG)TDd zHKToR9%tC{GE1cM)lRX}g+srGjAPfC?dq>zsclf3|FGEDeJS6M+7Dauc?2DW=k7vujY~vX>+Vb41Kz7BEB`ztk`KJ%LdYcz&ScVuI zpbm4FO+VFSXWi+Re+)B*G_65Q0MH|0hrG-*0)P^T#Z3!yAck{IOCW)LT6X*v;!hd* zOTMzWeLK(Hy;VJB|$ug!Lu3ldu!G%nLUkK5D|i{9$V-!PZ2XDar>aY^N^3KpsqiQ$uxoMVf!1V53w=Nsj~}RQE+o3}D2pvw zR^KQ9-$sxF@xtm!M_@RPy5nd z-g21!c7BceUlhgv(`g;OCG<}gWPiWa{P5rG5!COa>)D-s1jIag64?2FJ)9NsznUa0 zO8VCxvUuyZ&982U?&O_v5i;(_oVM0QH+(c;51QJ~KKCZ+%J0!)A9}Um-r{bzJ~k9b z{oSga-U&dy_KH`Iv9%}bwp5z0JN3o1Jx({BJhLg0GJ|yo=-S z-q%G-c>CK=7ebk^Ci%ZDF|r`7`Xi2BD0?nszB?4x>`qVW5m=|sx}Ob7{aymI+u=lX zNO3w6u){uWOaLgIT`ZKehToD$o7(X|Vm9HSTq(_`Rt7;CMy|{*89yx89RNIXj5t-K zQU6-;-H?OY&>1x)Ea8cwsTbK0J;@4}VlI+!tn|`?&lDA&^XX~n&_Hl|^r{JqE z<7G48`xOSfcOqL@f z=aO{m14Wf5d>~oy})= zoEW*n(9$<9a!?iTSxx{uXeI+zD}sRfMuQi*4-eeBrgx|lg@7G=SkE~CrA<8BTAC=* zmAEf4S2s#8d)~`<1hst=3vzSWQP*SHu9y+PX{*$zb+)9UySFH$IalKqkKUfaZXLvQ+C3zoF0VRY6T zy=t->Y`Kf&W)*g`#$%*?Rb8L$bBkYP!sMFx+svZ>60;PZL*K}@;~GXimbO^dV?^Zk z;Cju8c1yOi7;H@ zOW33+ZR24{GR#HffRN{oywzf3-&VgrPz93g&eSnaCf!~*Bv_G3DnVu%bmZCQ7SOMJ zL>xYSa0_kWKCAc!hsEN7Ef5M z7@D+GrF4=KCt+g;tgeHg3e2iD*b))QyXb=TC;!0gkCkR?+(>F+`+?OsjLCFWY6FVT zFQlM1?W!#18}wSc!_Xx#Y11N+W&Q+KAq6T4Nk^vYH2ikV%pl)-3|MpY$1c8g7_BN! z%oUj6tm|rs8R|?Tt*|$}R=J3owv@+n%i}_n72GK3C~{!TG^Y6pCi*-9{}oFHS=Kyv zEvx!e#QnX4L~%3G6|GEQaR(zM;8`YH-KZ7eWb;%-+K#%*&t`iG*+kj~o1LV2ax9yY zJqeiug5VbKK!{1LBvPdmMfbBFHqQV)imA?fcO;@3c-zUx(E$E3?} zDr5WTC7!f-jSkG=wI&0Ok$>?ub-;UJ%CsBNNo@aZDne8LK6_b{B%`+uvCYf0?iVAT z9&#j>^7^XRbJ+)dSZ*dYNOLgXtbChJU7V{kWuF}{;rau)CE85@9N-xSb-^D3J7p4b zid;|s;j7fkAK7LEn_(|ng|0Br9(VL)_xvnkx$XObQ66k-s`I1oV8WerMB44Ou6QMDum$EFLvoH2RF77oAZ=fj7b41_$Qb&|qXfR-XHyT1*sEJGRDN?!`e~;%eO9Cpt920X|EL zdX=^?ErwlvGPC>{oZiNMJ=FigozhB&)<2nT+L^&eo%2HvWu+@Zb7mu+&2V>->yxvZ zV_;kRp=Mh$)fpS1GA>}gk+f#TpP}J2bct)#kxS+mcri;Cu+7Kx zS!Kz3;9=mZUFgZNtb;+3S`SDHxNqi==00BQQz%r`3FupB>NZLa=5zu;1u{>A2E|q* zj8OQ}nGwQWPv}mnt8fJdS-$D2vM{IdHMf4?%=lOZ%QYn1F@=N#ZLZ(216g)tahh&F z7jmc}?p62$`zCMyZ(GtiD+?9@dka8Idu`J|$F?-era4hs{c033Gph@Q=0NqG?r z(zJnm!lRI~1f;F_-`C_c)PpGa13u{F+?Q}W;6DYBEDvGu!s%P0I65xUGBfCBHvaWLv0_K4QgWtCY}|=GKgL5p#?#5<=#?yTrhE-e)y}}_W)&o*1!?lxCHAHn zVqvZG4M#-Wi@jvr#?&8Pe66c4A%sO0x+Si$(=8F*J*S4W2NcxT?W*@F>9 zYJ?%)YcO%a@K~03xGwo##gl66R|v9O># zt?R0Au3$l+{LTsN3Q#6+59xa4k|PFTCnj2~Hl{#f<(oiMg|(p7;}eWV(^Lr1HWK$z znakwd%H*IcPd|xwn$8fqRw7dNj$Ou(#J@TT+U6lKjAvugmMBg;0yH^>BqN=?(v+of zqt9HE8pIO#w`nuTiYXW9ifQ{PaE9UZEbKAR%#mt}ZTmoGKXI|AcZJN9@>zpDYBe?M zP@jD`y_v}R7jel0$}-<;xM9d6K&yfnNc5C0(pp5w zFiu=FKZ&hynggdpjdJ6NR9_M-pC}j%mM%uN;XXH~U3Ac(H*R|LTfjK?h3>as-rkZu zuHAwm?@R$cj_v!sy7Ohpu_TG>m1F@Y>RTq)bveDDO*XLbsAp~!Z6NaD`fL%_`k++% zd_^$5;EzkaAQJEtbxQuR#q%SJ`&)X(=Jay!s$~K_hY=zdgy;FF0DW)Q7Q?aa?iB9X0i_kDk1ETV9>2L|LO^!pp2O zB;-IScx-A`BkKO4_c4Jk&rnU+#DkH@N-ZB^+9adNF$E3pe(>fc^(Ii_<`#jJ`yC~CbLq-;g+X{f5&o>35IoT z_wI^t=Dbot6-+m;u!URU$-Q(#a*^?<3arRftTyr&SeaM~ z*pYRGDqu&27g?W#Mjt&gJ)djCs`pAZnn3uBAj{%x8;{<=e-hxy6D42o##Vynfdx(x zyQN4-y4ohA!|2HplkN6MCiCHhRcOU@<@Mn#Aobx4Ov(3Ptw(9L&mCf(BY>#}Qv{+7 z1OmdYAW1-Q*r|?K)$hMv2<()%Kk#L%7ZDzbOwbZz`IF@PVsxx zRso}f)J_)VmzxX#BfbPt8lsC)QrX8M8|j8iz? zvX;tHfn2Br8cufyMx%wJ(%$_~|rPPL*NW_?|sd2q%fxvsC$XM2NsP8`7X)bH;QdhFCU!~E) zgu5szY-NtAVAUQDR$EaJXmc|j)vE*b;Ot~JjevRY2L^P&D#ipPeAF65H9M%3W*ax9 zxcsHct{AFjtWTw^U@UGC+O2eeG;D+qo^5gb<%mahNkb$)ZsoK&c}ZoguaxAeHY$$` zq+w46MBgqvMSEH98RDiEArvc$P8S67KqHgKheak*Vp4xNW~Z9KI|fV=zzT z@zgYzB@K|z=9oz^)YBj_rRE7Em#i}$uJ?`nk*i74cP-aqpOW=DXeQl3b6mrAR3^^0 z2T#;CT9#vW&cIS?oXu4c6AO~TqUAIhcdY%(O|;=KxKFf?++{KZkDOP@o3MC!$(&rDdI*iNy@DQ1(%(a~m|wXpnCeb`&BY zWcac3V@LNn!VncM4!7%=AAs%1wI)BKgkLL#Q2J@Do1M6eHEne%B(}19EjWn-jiB(! zRm_J~f+B-snLGB2;~)Q1xe4wRBIkTIoV<3hZ}EQ2*x7JjDVW)gJ`_lZHad(_`fS+o zBCxa_ny$Iy)tT@j%$xDLFR#T8GF*)qdEAUt?Q4H^$t^b=T#KLk{hoeXnK+ZV_HC`{ z+uW&gfHjD}<|_8l5^*tS+EhQ_9^U-L-51k8nuaYqhVn5$kAqQ;(1s0t zQgc=8Qjh355J=l5ar+ka8MA&5P7lq40Fo9bGoX;48e3jMJN_9nv+pZ`89*Dp6hIpp zXnoLYoIVB{>l%dEo(9+s7P^N*UH*la##A@tMG$!|b9m}`qG+=FFK?t*OuWnOM*(4j z8(RMo+G@wcmV*zyOCT$61}USL^i_)P7r4fi4#w0a!`gEs7-jwC;7FPAYS;hA**OQt z)-{bjwr$&Xa>5hawr!r+wr%sowrwXT&cyb)dEWcoTlf3k_pe*EX3w5IGqtOB_3G}` ztNYg>j12((XfU^KWyl6=K9CC>5+K?#6rkBM${_Gc0aqNgVjQh+jnsAg%BKAx0sev0$0=l5?<1`ht7iyMV|-ijOfkL-yX0j&`cRXpf%|hI z>gkx$my}|_KQDY-@YdW2N$NvJChs#nzU~?LjoanxdvJ!n^W~h9&X5+-F%rP!360}L@hK>tzF71IdZd|w(;Ry|FNq9fQ0NlOcJ8`E!w)$zlnLinxH&81@l3O<>H(TmZ8JG~x1T`%Yv3|~rI z&VHUD<*M%{cNN|`;JU^9%e8W|(Z*bh?ywYhw7pm!Rio8Zm)u!-2i=)2 z>&`CTWIOqY-`4%Gv@0ZHEt%75uQXcRNErcoE4d;lt5H+&$)MR$GEpub)h<td#e@$FBT28r*2SG79>r5=Xy&5hYG6c{g75G_mk~?DQ;%*8A$ z!6cXDK}tHMcYN+j9V>syBzIBz(LXLY4#^)Y7y<$s!vhU-V+^SmK2TrVmoVL)aavoD zjVq&vq{Qis2PCec=n7E(F5-z{*K6vwSMQ_vHdW-J#AQV}_y+#cn75?t;mr0fcI3E1 zm?}mI1ZQ65zrhsy@ouGU*hN=L+$&V%zZ0W%ubw+pYNhSR*^N1y>a*SnMwJ}^eTm%4 z1TU0hL|}dY&gIi9V!#zEUGMcWfdy1aU=68d^>PlBE&-*+HR^>?uZ89Q@sL^6CPX=v z1vhD+BMe+sP;4-62r+le#8PkZB3SQ5Rhh2QoXfZC?TK4uG-0n*hf;av-t3Tpm2kRk zFV_Jy0_0A{B4Z{ZR4Kk!Y3x)0w0uo^&wVV01!ka>d^D8VWkrcK+#x_*NA(G80gOW= zd*h$&F9hU?3=xnTOl1He7(GJqqm^Y#0t+nupTx2#5D;G~8oYWCC=k9VA}H*KpzIs8 zcy+KsQ)dDru`$|0>~QtG?sBBDG~hQMj(Y{{MebN`?z{smm&1L3!sKI@*d!IX6D~{g z>87;-%lTKM`;4#&l>yY<#_F{Mrs`-^ z&tppoL8AP?fO^s#u2+=%WL;4;wy?D8X+ z&n}!?Ws4o$&*0bcV*3GQ+)sz|5w^~cA1yPw7vWbKan`>-|GRu{x5s)*9&1q*GjM7+xzRTU+KqNSj5Zo!|Y!c!s$9c=@S5Fmyt5Ktd~eFxf7>H41q+_UqNkAtRYA!Z&w;JWXULR?OINdwd-eR@?4rL5 z_xAmm1!}%lqu(ElXWEavqF*2CR`2onIZ1Mv*WrP$SM-c~sAUOfe~stGS!bg%jHZ;i zQqnEm&ChP;^Gr8M`~q*&K{p1lscT!QFSyFxRLm|E-Rh-#?Z#Kjkw=*5Mr{A|87K+P zyRJBf3|a)Vm!dPo>(AoUeP_{~sdiTwP4yO+YUUWBl<8uk#eq`+3iVb2{ZzyA4B zAbSmHyGK9Wes(;T8sZ1eneXaUqH%YsIP&0;d&e-jFgnWBg#lx2YNRY$hw$ z3MIlAe(cws?l+%*ck-}$vBP3;AV9>Dak}sB&1`cRW9p5b&x+#OCoh~9EO_$a_qB|(7D1lv?NRQOfI}yo%-XN)h8Qfr!?nI#8EI2 znrQV3?4>tgHnwOM)_3_es&E@h#WKhcao$-Jqq}T9PWgo@p@$uZuu1vlJ! z(n{KGPXL}N7MrhM0`m2jC5xBIuD>ldsJ#IK9ThA>-L)aKnQlhsI)90@kmu$6Vzij5 zKViBjBwDK$5Zu788>Q8Dz!)9%#>FSQa(EsW+TxJ9g<5(fd-8wdE=S)eBj$7t^SjJ@ zUJ7klADaK9S?-p~)sDZ9j5Rm%y6P86vtirs1nP8lj{dd-z}M*@m^=y-h71@+nUKeP zr^WX^1>8A!bWAXVY=sy=g_W75IzNQJ zY3VyTQKb2d5+Kw)|FW~gs>!1v0U2Aw(wNJ50Wwm;jrB-5M4pB5i*r-u16NK5BAml^ zYNPQ#EFh^@N2eGWn!B+Jz(QH1%5z+y1!+4fQA~qc`#1v8KGA9)2ou*+ac+ZUUI%yQ zUy1?t3D&w<1>pbM(sy@FyjgVyY|c*W@7_=f$JZsnnPI6 zdQ#~SJ-V8}eDB#jV13f9+w#O{Wkf371yA*A{}l$tFyAw1`+QM)B}~2MHsPyhw<#?v zyQ!DR1=qq)-Yl`1OQY$iO6$3%hScA}!$+k*4tZcRqH+f1R)S$uwRmu|UtEB0EL&4y zQo8uyrR-H-wYfhEd|T6rbLB>m1!r$}{YkV-(cIdwY9Ca_v*{3>dq3%F^2=@={j^2^rYe z^zUp;39%|0elHa1DMKZll#%3DbZ~VliqdVUAKL<$_kQ`D@mVTE*(%?^JOP-?Em74vaQ|8-ZonMwhqUA-ba6i_N>tg zypr3Me9uC&{)2^~JJ!|iBW1cMmCmEfJ7sn^4dzQ>s_~S!UJeiB5190J2t7;*i5sVw zLprtk3O*u{r2KwU8wygh`7zWpKPOKetNXdlnGO6@3;G*r)OzzGdmc^ z@PoULuCG)kT{%ss=i6#Qxzh!)Y;f@B*LD`7J*~9Z2ikO01s<-s8k*NIJuUOFIX+L) zW4euu;Jurn#^g)Nd04!LyjyMCI@-ezJ80WS4t|#zje|>h4?Pq}Dc3BLpA$T#=6F>& zmvn_wxn>rs1ZeA`54Uq)RGu@;_YZ8<04UTJG*AoJMj*ju?&w(wR)%ClJ>nj|P?xd9as>f}99gK&{-QgHwy@#XWr%{`4;R`a3!! z5&k0=MiXjeMy;eCXjS`Hl){d*p`zL2tg;|{r&hs@^nqdrHBy-{944F*2E`8xqYAF3; zNwB(XM@*Qq+|y#t6m(STw}}OXd}&VvR5JC)1fD9gT1|yI*HmU3NCr;V&g9T8KLR2+ zC0wmhMPO5S?|+f>tNXDoB3|}%MAqSSiMGCV6RWu>Y@L~SW(6r{))jyg{;8ten#*Jj z4SMht+_GpM$H3yp@y=ceH^16g%W4g^IgTaf-FCgcYq)#%_SLHvEdy6q(vPdVi7L4O z|G5q&>_#$W=-kF*qY!4*x2*!Xp1&%4eO}+Y{zv%|=)#(x!H+IDG|)3yBGV3VEY zVS^c7C6`ScwwVcjr?b?jr-HQsex>`d*R~sTchK$1OQ0Ju5)JT^yq-9RhcI)kmDsQy zNV^DR^wh`9#>KH?NY-AeZC#kk{9?Vq{>ObwRkH2!fu@De95XsX47;k54UedpHr0U^ zPf(;Z%(vUVx126|6K%#2Bvlw96-79rT9qYU$vR;vg$feep|m`x06jojQdy>Nrw|*< zKbuDDX!UKHDdTz7NHh8yqUv7RU8`g$^bB$TuoJ^+M4NZ?0<2btU+`Bh5)8|h98BSP z0&Rn>2F!5XzKX9vHYtVrx8=sQ#iFPwOgAx|K|bfuTAFU#9Rr`Yh>hD0JeM#pp=!_y znsN?jZQG3{t)WlTaM_Hk4$4B9Giu~sdxUhMb8Z%w>2qHYs-@uyLJ%ZnCfguVweaO6 za^l!QLloVxW=SrX9&f&bozWOY#0f81c5NVam+PBLsuI$4%yEeDfbyLw{o=4HY zfsbjkEbQ%DW!W}%8zQcD<^;Cr-zjjQHbsrwYzu{UoCzEzQ|}EFm4bt`&1OLD)_udY zf6jo02psdx@!MZaGU#|>64+rk4c=bSzON#ir+U?bMlqY) ziJ>shBR!?d5IgL#j~urVZ6ePfU@7Ttv#7r*9)Rk;#Nk#T+!oC4`7*5U`N)&LJSJ?n z?@<|M$MwtHCV~nUe`puRe_v1(C%u1PCxgvLqO{q*$E(@CFP3Ze@2-Gve3W&%&h_IQ z2Pi+F zD~y`c@QGkfSG0|-of6Tr=8>k`c*o!w!RoAULr#HIW<=BLtB5Ds={^s>_3L)DQkr~o zo*P261dsbik8EDODT*nkzJmDiPd}qv#}JQlwj#?05CcRCke|XN2m+oPIF0GWIu4eK=M++Aso15ph0yEtfH893gUqHwY%X1jje)9Y@cxG^c zeCI<8Rp5%O*fAZ~bPaYq`-L#OTKm-3Uu|d4`=x*1&*1`lcxXebnljf{Wj8XaSTClU zS1)AJ-6%#brj}oYtz(|8Rjq{>xmLDI#PKKZEtQNs1zs5(JzK=v_;8`CXHEJaHES*> z8ziv5iwzCm1(xfF0JQdeA4Pj_Hg8iqf172=us%Bzd^6X*Or#emu2uhhH4g+l>H;$d z1yG1@5qSRaPPOd^S$(HXm~59CwUu-4-a}RM(vl+efc?jppW2Gqr^R)dRZtqIl*Nb< z4?;ew+ea(07LHrsB=wUw=Xvqgx}iaEX!BK-^CgMgS}6FqwoZ!Ot6A#7D_T5o$l)6o z;Weq-U_C=gelPVIx9#3MP_AN&!qNE)H~2VjC95MO(f~cl7A4yP)wBk-7A4!4zh*MY z7AZReengZe0uW;`=ip}TgsLVAcEtfNYru~mlsX5e)V5S~IL`{#DevA}YSnaVL(dk> z1uyIG=*7rJ(%7}X^Bz9ybQM_I9qc5T+coCI$?qM#bL8q9@WDrDBT5-RU~IHNZZt9Y z39RK5a(azz@ho(WWEUyu7q^WT@I}xGQ`mF_@vLCsHydQl@Vgh1Q_KS~_WLV>9AsWE z2gRXw>8pCPM+dHv+K9e0EIrhJ{zC!s$#0&_XU4oceNzDo?lCZpaK4#Ai+3=ZP<;^t z;${`K3VmaM$pDLGzY2R}qVWWJ2k^(WN9_aV+@a_@Fz=G>Lnz*gIO72d%cs~P6O^?&0ea}lFzgiHQ>I^~ zl5#>ENo=r%(O?-V1%A}oRnIq>${CFT3AB@ed&rrLiO#(Gt;n*{El-90{scvCe37TX zI`TDPHPQoWJdGv4^zDp@8J`3cGPf9TOJGNiFdMCvo{5<+gK)JKYOsYeD6-9LvisEO9JP^3jubJKPMo9H4#(Qh06UVaqh2Uz_z z-4fAN*o3I5E-wsgEL8jMXjSY5A1w!~m*cFb)}_Y&O7?Cox(+4eLXxSM+c&SK2IgA% zb6we$2Jf-sOgHC=Q`_gfur?*tep5_0@|L$TQzvk*)uQ6HC931xmsLGMOBx8X-$7Bm z<(R9pyb7^>xS#P{%UuN{m$%$2;&{VOaSS>to&y&2Kup(XfZ-ejT&L)W&tX0_qTjpi zLY8#Ol1sRBJgS3+@oFKeqnxU@eA4CnS4b#JQ4^bq0G5yuYMpq|9)^# zUtj33zl6DnO8{UZ@>;|`zK>8~J>Vd528QIeV!>;FM~XJk5j!jk#R(7aX!+u9*=73# zMOA;uln`2j0athplBb9vT!@{R-_>7X5BfvJN^k!jdS?D7DEwcMXBAHeQ$~3sD`gj3 zM!D}CU#4$(oRhQ5chNFC+kfK7$(Y)iyI2r0v$3-OKPkT(ml@l3cw$H)*Y{|j5SxC> zy7XeHGJOe*NXRqbC=K^thJyYQO=8LwH(n zMIIL9(R!e(%A(EiGtD8nM_gfYK-8Y6U;Z0JYflhLiY6#m2GuLkkCRE_pdaxO_2N4}GKG&YsU*wNP zY$8NvbLsew$wz1=Q$fLp9hNCb1_vmhdHhWOgKlU72MEzXZ=(ukd8MWzb^#N?CM)5Z z@BwPbH)yBf#4C{tFs_%x1}XvO=A?V3p*nRrf&dyu_ZV$dzfJML`!cx$HEjsWs`NVU zPa#7~F2G<72%1zW6U@>I+jE+vNZx9saJcEl)IEceZDT%_f?lt)(*YKIY`9A2u}Ccp z#g=tAOOaTC9dDHILkH3bel5Z9qJ(C!CB5>;?N@BUgX;hjv(zk5GMH3pizlRQm$$VH zfuL<`5T-3Bt*%5^8az)XqdR~Dp4=kk)Zh?6zcY@37HmPX_!H=A{aYvC#|n5niw0!A zS6*1MBHcS1eEo$-ZSodG+BmbYVq*heN8&V4I8Ze=F;KmknGl!(xS+HY85=oFva}Ep z7(7-7s;LdT2j0>eJ!rfZvtp!G$vjA()K(3Mf~pO=e+uvt4G=9Ulm?Y?A$BA>$@~?S z^6(0f2DWGoG|_$wg};j~00hcW8&hy>Ne9TYu^mVl?aqXTos?d-d*4!BBv=(eqe=ziZTiei^RL~c}LwG6R=e=XUBwqB~>3V#n4!QGXFe4x$&&6 zR;Ij9*D%w}X3-{8v0I+~ggVV#_%^*B)JFX{M$|J?BRgjskf++^Ek3q%`Wx#f ze^_$EIy_!SJD2|ej^6b#&7%%huYL6xa#R7+&#W8zZJv?+_Bu5DtlE*pu~G+)VZHOm?8 zQM~dvu`hix^VNf&uHo*z@0oXU%B^ae`CH|F^%mH$ExxKBTiYXc`5V#tQRU<*!!`Fp zyZq90H8gmYt!m?JuCG@X1Cso6Z80e>6$ab@84>c#%V!1##`#V3KH=TC5*(-Rdk8+NA`q1Eazi|O^ zq0eDQU;cE#pi>8h&^qKb_H_rmI^q7Z`?Y>YLm2n?kxsX(KO#a`Gj;XOyk#>bUG@Du zJmY8bjQyf@|6TiYu>8ZH`0pE!Y^>bu|4G~b%Q|R$n+H>47e-}QBbR@y#ZP-DTSj4F zdk<|E*6*FiZ^#8J8^^y=mBdOFt4Rpxh~auMy16hm(&A1m zjhi>FhS>(?U&uxs>N2w_W)wZkU$Qo%a(DNQHPmHAdU3YfRUgh1f3r8|wR}GgMn~=c zcJTXtoFo!_&gS_t{(W0*wSV(_0(kiR(!Oi1 z6R(O(tYgVqWwk~Jsz0gP)}14_L{H$nkMO{TPRk7Ki+)M)n#N7ZmJdX$lTe4#K9R{oVJ3%H;+dO(5$KaJ%R}_0Tzr_}5g=LD*;Z z$`tiaI|42d?J|jW*C_{#*>m(>nGlUN=Ov~5<7zk_UJN%pd*1bttXCq zv_5cSo#(6|GhJgV`P>*FW#a|BZOocGw$D_Jfm$2_KA@OyZGiGb>l|BQso7SXj3mB) z#y})g{Ll#+2nK~nM8$|nH69|lM24T7qUt$^HDA6hr?&&d%#K#vg_nHXrJZrMJ z#R*;z_T#xZm)+x~DctqhzcBpqUX-lPymM=C@*5Ni<{y=4t{DJa2?W2ovPa_Kal}gX z-J7TWJt;#^4?uuKPV_5_T3dzXt(>k(dGDt{caBE7eJH9B zMu4=Ws|t5MM-k|iF*LW2w=gZhSa)w*qn^3K{XtWzt9OrVW{Pokh1!}u$}(*`Y^h8r zqL1rukbwy2m=PqQ6A%PTr^pmR4#(U!0a&KTR%-`RqK+-hR40c9w$Z*9)0-VTLIFYx zMoLM>l0i<1-Bc;z3udp?fiRsto@4*lleG`)m};yEJCrqY4*1=Lny4KoYrM8(SIdjK!NIjn#?uN{r$(B&NA3r zoi+j>>YGK=-lse{L*Y8!1=FS)qgO#3X=5o?upG1FPpW3lv6jxlOUIGKYuTdTwXeWg zLDEfBNBPs<@wJg~c}t!f#dh^55oC@8xFO^TAm9KsWK$ARWa1GQ0ErlMoz!^}DS z3;3!~{In{I5_k3u@z$1+H_jYMuSFVh(an!;E$Q6i19t^Re_axJD&bv5I^-RxgI+)- zj5{y04Z~jUoQxLIy?b^E&G*Ghf;xwkWGX*M8mLJvtPhul2_Fjzqc(z#n*;-j@j+cu zP(YR;n`l=E z0;&Rxqk_?Dtw7mgeMuqlPh{kwqTko5zPF3u#G3=HBVMHt$&8wk)>KBS8_(R6w#qhj zHS{jqw5LGWouB|OOcpnSsnd*m=I(kCwAabgK^g*wZgd|t`M@9Kb}1r1-Hh6&ye9@t zU};B?Y*+MK?+zGq{0?!#d$3&Q`i5$asl<5eBj~4-#aPKp7LvkwOJ!R7=6kUzEmhOX z!ODU;Sof(ilK=W4~YP(8pejG8%}_tH8mNuvK%SG*q{QYaU_q?=(xFVq7eRY zbf54P&RbCk1K5$Xv?1-0*l=Q_1FIUK1*SqEN-GqXpqZldS2@VLd1{kkUbY%X9>UyW zX@S3^7go~+Tw+WhZkBrG=K|_Y^P>y+Hr22S_@eA)u_lK%SARtwB~rwpkiTq2&*q3J zAQ{q)QidN125<{>3dbVhfW(o(9M!TZ#I<#TE!~Z&8MM z_tzQY^fv(3_&eofpD)t8`W^86`x?Q;pFhltm$h>kZJHgaGv3hxV~(RJ)bObd#@ zBkU%~eGGSUdc&?=VUDw1OFFMxQm%k7jXR;Ou<{|}9aQJLMY6V-XN+EW{5a-1pH8m! z+aKB84|osuV}$v)@KQ0if`$M_Soh)avoaTDpA@K7I zf)LP3?I;8AJKEjtdiQsr9fa;=RT#I5;QVCg<9S`q7u`-(zA<{1VP67O`f4!(E2MGN zpLcI3h6V6tpuv$mOgUSRbG3yY^|aPrUF^219GjldbkX;H-|B08h7=xcP*A-agOUVA zla7sntip;^3+Eq|EsTKc2S1j|qy14F1A))PM(fKHBd~l2%rGJftHS^+C$W^I5g^#GiDT6CaQC z`+{L1Ah(sS+COC~Xn#>e=r!vNwtW89(q+QIot!jZLH^JfF;mz~4Ba1UNoRYznu|4Z zVKBk+T-rwo?t`Qt^Rwe20=9_2gJWk180COP7Jl94u#Y;d9?^&vrH4R9YsPv}UNOS@ zX2b}k|D+!oEg$wMU)6#G;kIJ#K@_DQagQvDH{#RE2w|y58RUv(L>j&I-W3T56f>+D z492Q)#RAa@zoaN7zKKj$%Fo3bE|7G7y`&H=AK=42ai%%{9!)>~Ud;Y|_O)7HZPabZ zvqIuviJDRY{Ib$j(=p6=uMk6NA~>06NNFG_>EnV=E-2WbjiBaGVZ2ngzj9NuR{o(H zXcXsgQO046ia+`j=c4RS(v)p&pEx2FAcht zT);ob`$uKV($*Z$V}u-YMVrmBCYqKixH3(fgEMin*iB^Y%?_ujX?o%o@skYfi+RZq zUW+?JZ=1V_BREN);e#o-9ZxkwqmxVj>X;cH+W~BkT;qr_=Z!B{`T;^? z0c{EFPVDS*7LjB3?)1aC*RFTv#Wa4yyB^t&=WSVB-JeG;WV4vdLS2^ZOc4P}pka#$ zIV^1&(eNYZ$btKI{PoNut;4=XW+#hv98&{<);Jp)GMD$3mUzS~e%jobg*0g=KoE2e z9B7m@kU}I7wi62I0}#%V$_X)<3$Id-8!D-Zi~O;t_RrC=8I|!;d}Zpal!6me)K%7w zgB6LU_E~0iNMeljj0NJxB$!pA*Lqbc0b6uslv-!`vm0n7o_xWMBhmQybz$?K&=9$A z*T#Op%ULdE|C0AKiW^@gGP`z16q@#PTp>@n{-2>YS+;t|{r>SiD*C>xXzTMbx9XZG zPM$<5hvIVQ#a)H{k9%AuTXNU=cPH?*OnHj(5ynN(l4EnY#}4$C=7PCs95c_R&6C zfat{f&SOrzmxyf#BA6`!BIF(Uxu?us{raa&P%0Q=3OdDq!Px(xLzbhtny530$XTMxLZ_(hTkjON+Ww{ zYAduBlb==A)gPlOU%)t313)y@Y<8>&%wklJEiI};@96%47k>qUdrf&9fV>$oK&FtS z@tP?bnLmyz*z<}B>Cb+~w-eZ;O|d%u5IZ@_;<&drOlldHMtq11POmyCg|E#OJq_s( zX}4stw97V{TYN8t&qIR%6*J_ep$wo;1GqVaxqeh_M-g+sVtUP*fS+ ztGl9#d0~oMHoRSmUN)@D!n-ZW=u8m6{-6x{yY^-b`0JrJ(&Tn&M-(t5iB6WTcm063 zgfQii8A)20Ir7G>PS)YCF*5_oI<}sa=k(yB#mG*yzakAUG3r>=&+5j@Jjm!!2iz;} zJV?D3fO!beK4d1yaAa=D$`AdW0p&u`I)StHNIu75S|pXD)IWrxUx6GW@Ol$bAv;{r#(;>EOf|0>-UVNpwVe zv`=g)^*&7n{nP{(!-gUY%`n}tmhTaBJswwY_P#EG1@OHhlRN{J2_c38R=3>+-6~h| zE<_kgGceLc-+nQpirhtm)_oMqGA;x+m5X3j z9h-C9dF&WRW_{?45a3k$!KviuxpIt&lkbpSFQ2{R1wyEqMYv$T5o-J)Gx?D0*N-yD z?jJ}88zUvV`CGf23%b`j{wa(Hxy z<;Qp5DeoTw`DlNjgS<-Cn8lCP%$fg~hGzZJYktlZZ`r@R+a@>@HaBPVsvLh4co(=* z51ok@Bx{EHyz`wCJ6Mj#72(JOnlo$v`shDSL77`O{-m$>M_9YM4yTU7#zv(g>preT zYFO^M9gYtu*b87-I6cvka^*0=OJAD*wlTX|@gMDH`7f{r3P}x24{cm=OZO(>hJa4n z9W}$xu4`P_>c7v|?@xR6@~zl!q}1fuzJNs+*k^2*NF69S5H9DgSp}3%CNGAmQ7-P( z7my_=pU44HZcC=IL|E9t!-WC1BLgzRy8b1k@lMK^aY6kVOCFHb?c06vJ)Yi~f0im_ zf}!O@29-qcRMHtx34Gq{b{J%$ca)^vm$uLuL8C4ZGelo4qN(U}UG3}gkGc2QT+C*& z!??vpT@^(%2eB+I3Uv*(w-{C;RVegJ&cUy1!u;ad&lu;HJ_I`xe0Ju0H_%$;f&ovZ zs6wE>HLW?t1w>%k!@t!e4h#*bc)G5>j~)ok@H>hr#_-7fI||d%B%u2=HbEXG#wd^< zHAK%~(&xlt>Qrq&S;AQEdVjfmAFRqw$YnwOO6rli7;6561u_y+KZXRo>kN$HVw{pC zW4@k_4kuv9p{ht0P$D%ae#oq1&~p75BjdYyVz>>bBqxO+xVyzO8#S#agi2Q( z9|-U=Kd$KN`?f@0?8G;OH|6N_=H2p~XhWMgIBBmsjLs#z~oZ|21bk=`M@w{rh-8`1jY}7l7ZRAHLt$k^JY6 zzulLFepje}+dl!lG2%bIjCp^2y&l+q<~@C#5RT}d=n4qx{la_@`?bTJRPz+3&US!tJ`I-_v;(t5rK;%BKgU+X>>fH@e5g9j>lB5zXt@8XJBe?hDbJ@rt)np;;sm zRfU90nFyGYq3hf6%fkDosz|3M{2MXx>J?;-uhLYa5(GTdu(a?JGfh%u@nG9{l958E~a1SmIME=j%(F+!k!yX}dsLxJ9xT zY%_$-Ov-?EOue%WkhouwcW1&6@V_tDLoSR_QLGF;xZ!m+XD~X01T^b;D%j1s4AaT2V zRi+LQZF$5^KWrF6Z?KLuvYQ0UC=RRrDO3sst1$s~6K+caAyQYH9{cqtw^iNMuluPd zexPzBnz7s_AVj)0PC3roQS-UABlWPV#om|IE9904d&PB^;okRU;OgCaoSg3BR&DJ{ zocnFcvn~CgCjE~fa`ZvR3aQ3wu|GSehJk7(T91Y7M15@#$you7#2A_ZO7(CEeUOpq zMJMt#P1o=qu&LO%@@Fvw|wccf7N)XU17N}k0VL&Sv&P)x1y@mfE zfha2!5K08uioQ+n>?Bf$$WP<(afd7S*3#(=xYOKsI^^5Rv9!p-K5%QTIAAByBA~84 zA{iIf%WFrioR84X<_+JF#vctjG*3U%HvO)|DKfGgY&=|`v;1`7{z=DWpXNLiNKMJs z@9|OiL}~7_M|z}MCkUL1z$ZtGEECO*@GVrrnZX$qw32feCMZ+?bFy7N@&~HOIsP&p zSuB=&C^r;oHF8>?Q?$1dfs8J8%px0nyP7hqK770S^E>tX9QBOr56CrbF#?!Kz)5iS z*1a6_KFBJm#vV!k_DY5UZ>~}Bb_YqrT(ET_K}R5ntPqABeXRp_^7VEPP2g?gz)|Tn z4uf`c3s|AVlrh-%KW-%7{$wmd?af3W$N%jLih_BB~M!6aTP?KQ-a_gmnxU zkg~Z@-*2c|M5Uj7OX%N<7T=j&**^^T9})9LVcS+0W6~2+<~e)EZ41fWyRv#gUso3; zh*YP)1A~8?nyM%_5<4t_W=l0kdtEUy65Q3*4~N?Z`a+gZ0Wyb8{o4i-76 zZlH)X`d#TJM%>Co%+CfYD+ZE^gt}hIM4G@ImfgQm#cOl#+i|)%)AKICWuRs6x&4iW z$dq)y#GQRC;FzAasFj=9b`E>(XVc`wH$uHSVxyyhX4OQ?Qv%=1rRI$*`sSigcnq1X}&bgGw5O4I-nhyA-S7-WBz* z0#Q{M0EjBufs|AAhvpI!Bichl4^ogtM~}@eyh37%Y$PM9pwaoq z5_}|MR@9Y5MmGr5c#u$wF(V7Nj)V-5S1|ylZib-)DlthUs7wTt6(X>sH!NeL>R)`D zBTF{W-+FMvoRY4e)6IMj?~pIYTFO(B-PdKZ={$EVpo2C>W5^VO9$`qAVsg5@3wNsb zFU+p4E00JsI1fBS1_UO6;Hu07(bJ_GSUEO;Ee2yItyWfb7|@BYgF8DHz)}Pie!uD% zG&>A>^`W1FQvWK>IW2DpPb$7a(~DbD;b|`ywK!pdL7bSrO{ckK@W_X(3XcUgb1}Y?ZzoH+2ggR z5~b>rG1lvcVdr~PYFhBL8J{9ZZi&iyrs_~)J-hd4O0252=evVK^s82bYq8IzD6ghW zhwIhvL+kF$aiIw~YI$;{!vdF>I3`_Ca0;cFzzPf^<`N_DtXK-21mopoGz+LZ2W@K2 zBJTFlEkrT9o0lWb?1wKH`?{*t7RQjy=(?M$Le}>UT%20nD*@+`7Pm6p(Z=PMY_uO~ z8Qm26d&cY<2N5!FPUEW!CvtT~%S6Y(%oStA6z9(O$WQH(f!#Fb19oaZvlzsIMUo&0dOt$5cItZg-HP7KL=7LO!-FPXj70XOqSdlimm|%p zoA`HLqs8o0cB0dhK3axU)OMmf%Db?W5mm=c4AE<3Z3^xnfYFDIkSC6*Lnf@CEDz|< z`^C$tC7B$OBGw~F($P8VIuZzupp*!Ukk}T@R>QNwLWZIAwr%| zQvVQ2SE#%jGI^|n>Nqn8iwK}71p0)iJgP!GE+gBgm)7FH{^#;4O#gI1fx&c?k`i=`fiio{LMqMdCx#sWSB~#4!W=pvOGXY)Q9zp>3`5_d%w31& zy3Si^;SzHk;D;C4>xHu3dARcu#>D^PW)XPM7+EdGvIc}UZB*CbT5B-wSt=YCx+Bc3 zms==X5Eyi+toQ_{uuFQ(Yo~T}6zs?=j%cWN;+z$f6AHzdy4ELW60uQa5sg+tj##4x zGrUz)`JJEtb)R&rm*FL;&#E_;vk_0Djre+bl-(2AN&zN(wUyhG7HC*)v&I!hueFC6 zN`&)oCnGgrqS+VBsI^C-I;fS+r}JMGKCoG(P*@2}*2YT`*ZyA7;IptH0ILjL$`+cy z(c3PQ_?yUI`}iH~$o}1+Ai4#Fp{J*rg_0*Oqmd@19~~KzUyiZaa8AIFR)kA`JH-J- zA-CMrz6`9vCHFoh_iJ&jedN>0XN$vF=B=?rN5Iq-qe2Ay);%7HIU18XxMa-dFBqE9 zT|T{3!z$bo?ewT73u>xjAf-fz*ptC)Te%cwOwZ>?n;m&_UWA~8{IB33d8o)<4Adlh zqg};qf_sp)l<&XdCPG;qDy`d*7AS2T8;4zEHj^8Mmyca1*Zx>Rozk^cNsc3^lf$yN z-2lC7Pxn71Vj%2fOR4+!%8uD)w5M&!tx>+@qHs8L`t4s%K7(bL zwV<&F!cbViEXhscOfEdKh5r|4-y9t2x2_x8wmq?J+qP}n>DadIWa3P0CllMYCYqby zK6UHfbN8;gRi~=I`l|owu6}#1cRl^~10&}1HSA`!{I&YkGs7Ki29+tmnqy;5rUU7I z%haA#+db3wo{u3rg|HBoV7ii5nz73yN`F*L!^V#7Pq|Etn@^D)U8oX|Su((T^cyPy zp+=+C2JnNHUYL+LqYmSGNi;`?1HFkKC*A->r{RhMqg&H5DzOBL#STRb7VVP^DLVr# z(#9oa=cr{+W~OK~+NAp)4o!n35rJIEHu2E|}`&O^!V8uWAejg90Uk;4U(Ys<$73XR5Op!6LDM&h+Yn*BlwOhTjNXfjvkeA>ApX6o)RGv#o4 z4Mj3O)hBW6E`3i(E85l$L-`#O3_eEvE?w98cMm~Nz64BK+shS(%L$|I0;4vRLArzk zr;EXBHtU+~cqj83Fg?&ce0it&C+YDZ*o*{}6_(O4d&hP1Xgc1YY@#>5Yb!7W_e4-k zPPf?*OwI!^uS-NRC-lR)X(WC2!b(^4(B&c6bal3Y&*^%EH=${N#pe9$Cxw@{lbTn; z_ZrTJcLKkKEo0(vY;-|B<2_jDW?`D2VZ+=te;3uFG_=C_O#Z>0=MBmR!_^J?@hy>c z(Gr-e77Ol0+gfvWmi)c>2ch)FSX0OJj&)&5ZZa z3x_U^=r)YnsN@+jJ)I`h{f9+uCNJM|vBi=MC!`;LCe(Q+Hq#BTViW$V2vtf~N4YNZt`>1Q~K8P^BH; zorr3_oos0JmOC@5QD;Q-GOba=gSJtJ-uo{GfKX+Z4(WN;3l?n4?JpzfEcGb~6e7*5 z2V0yc!w@2kBLpP+YijHkA}cncK;>Kt%3Ws@xIKZIq3uI449uo)XwdsI-9~~J}&38bPmu1l* zrwj@FleT>ah2cMIm}GT7K8~u$t8KM`)qZYBsj9ykwH3zD=-3SL!?HlSx@Y_VP9J_*U2S)yAF9fA| zYbPe`ABB%B-<=ErR_rf_2CrD6I>Mm9Q>?76+5?UJSSS8fASoJ_&jD62VE)#4-Uvja zfcd%k{@U?!_psNMkGS(mXrbmBuW%yh*eH7<`szo^;ON9Ljac3CBwMIw|A0*Y>yH*j z9#u;-&6gN;4&xF$&$yw+Eg6aZsS@PY-Xe7Z7b+qa4sb3hGGs36UV7s?Nilp|0T>}8 z{?kJl0s}+sfMn9H@k=!Gb~Vc0*Y+ZZzz*q`h+q6G!^U5re(%cb|1@*_4+a&i|1+K# z^S5>Iw?hRp7uUZzRIvO9hl-xMtM1tEbm@2S5fhmvv$jPrs00$L5NZe>L3)VSD6-*h zf2t&##QTmuAg-=SvA|6Q-tCW8GV8?qoiw{GAFlP!_2uSA_e%!ludkJrfUnu-w+n%^ zPqwd@@}2R&pF2%G{tTgi^}arK?oXfJCKvPrJU`{WTE_o=nS3l>A3S~8QJ?f)xAsn` zEmsrP@92j(Ll)+k@!jZ+j%u0eY9#WG)VIYQ3QV-t*Xl>dWH+O#`9wPXO5N}&veh7t z@UL|f=-20b>UB?iK!6WziVx81_wNk04~ic}{MpKm6#Cn#Uc#YYaAZTj32>mD?U}4S z=Bd0eBJ&e8zE8PK=bURVlK?@QT%3xGiUsqUb*3ty)Pv+(kwF*9?-MaPGSi~gk+ZwJ+E%o&3j z!(iuKnE2@Wovrru|B9r9t#Km&vZ#QRQDD$iWnK0DbWv2I!XfW_EEZjS>KWQb+x?A6A33G=jlaUYbZ%Puz8`xG!PphwSi->>oGppKxzq z!-9lvxz$PhZbjwR9rb>}p_$NBV}-SSTo!A?e|;#bZn2a4a>2eingKC26G%zEAUdci zLP$3S`MSo~KXC*C3ym)b_Hu&8-#fwsgMT2UC5*anIOTWF$VK7D(0N05BA{QJrJmVu zqi%@kT8WUu?qvZEY89NU(p1P?LQ`6%cN!0(-yh?n?&wOgA4Whv9wE;&tjPs6k;9H@ zt?bvVN|PZF5zn7GyxD?H5tPV8kaTdCE1Uc z$EB2yYi`>dTbpP{Ur5Kx%Ic55ZB^a_cWIL) zf1}8h<03#JB;6etD!D};YZOU_WhF);ATvpZWG+rrNv0npFEHUYwX%`SL%UbpVRkR$ zo-O=zmze9>9iW#Uy6+^{BrJ=chx zqpt$kksaO=;#l!NO52f19SLYcrP*t;qE+ z&59wjD|#z24?^eKgN$gSqSGRK+J-Fg1mm7kj9wBInVPePkm$G4#UFI%%pGn{Lv@VI z1vcv(WP2-=zH*p8NokX!fe9|`sk99pLXwvO=@!7N#Enaj5yW0v0T5?hN;laO<~rF^ zAd%iXSNLwyXTvCvUPARM5$Oy7iAH!wSy%-NSFelI=v)3Wno&KjUeu!&wk6Gq2YML` zqN4=#dFH%eyA~ViL+y#x7FQl$UUhe;)Zqz2kJ?nCE zD6eAK9$kJ$excBr*^p#!Yx4I#t>e0U3S67xn#j2`N9bWEYo8n~5YV5}89g@%S;DACjzOJ8)@Kk8bRza(y zMCcwooC_8jfdJXK6cJ5>g^(vw;Pi!(=1_kg(UTUc|7Inb5(479ut_5X%HvfP&r;Js zXc4UcW=0z+YbbjN0w#z%0X#N}B23{Z`kTmiUz__49FouOlTo_qYiFY5`tPzkb$Rp__Gd_SPg#D%AjPBEQ&+8#A%P1vj9ZAg@m*JOn+ywSqJ4)Ltez%`75@M2d(lm8GHOQNO zkgVQGB{DNa52n4;nk%u;)S1>$tPD}kMbOU*37a1(1&~wzO;XlCooVjXRLo232H^-s zHm8^qqmUr3Oi=++#}fK31HernwA2s61Wio9I%*)IB2|AxHIB2tCo1`d zA2aEZ|82_|O@z4j#cxfp%Rm4>D)WZi6OxRjM4-uY*S>}nCQw8ipcT9LP z@9Ytyc9|7D zuGl4)F3RbkD#!XRHfz%4x{v?*sY;sOXk|(9%BVITn>2B_+c!XA*6?^{UBGNDy>2Nb zzI$VCLepIZIhHRk9rjjRPQum08)j6MO~RZ%uwp_;>3p>T6KJ>O9^@G> zGlVG)#YORFOp7yac?y+DdL@N0of2dOeq%JM!6-d~FMe0M$+r+46mOJ%yZO7Jx0{!+ znbD4rFykeKpXtkZN-b=S6B07_Q=SmbV&hj*cLAhtoB|)u|@AB zsPVg3)kGQCrv!%7RRDLlbMLDYkST0_oz5JN5*dDm z6pdLPP;o<=J&4I`mbm397q$42fHtgiw1`^axr;vO^5s>Zxbfe{ni^ksCc$@=y7?cv zu+=~OYt7SW_My|0=9Eewo^#0~eHuyDr{s*p9b0`t9_?s-@9f#kYIFHPZ}x{aFTto9Z!oJH>G;^ieI=91 zJy$!L9ih(Yx-xdS)tc%CL!2}T1+UT$vTlkf z2F#p>Ht^VTf1_dj?6ju8yD>Di{Xb`rwc&;1${b1ULz%hrD;`Shdpe_Ejll>?$|l1B zHLNy9)RF$B71jB3&TRBwZG}G{KolcZ@oVq@AZxMQ0pG9t8p>RpH@>3>JygoFhw>kh zF)yJ2$&*jyvWF33W;@ITZ9O=`Ypri^BPgB^Z*~#J1JZ--s^&V`&apk0?F}Gq2jcviH2?HH4n91rH*v!0gj0;S7cASQM;#d&{FiY)55UFsb(;y&+)_1AUcg}{+!-Nn&)L#aXwoV z+eD?(qJsFKq$D=Y6zuC-{Ql$`6b6bT6Xtp>Ogg;0Tv79Vh?JW!`{>f~g!ZM(X2$tu z{20u1!+py6=2AY{bK zzzQpz0PxD@IbmGiTB>c8`|0J@d6W{`M9<&e^$%o9bix~L>WS9+C3ZeZF7~82U$PVqcq)q8@4bZ-I z8#6U}i@m%C@b%n->;tTX)m2z}pHban*VB_fibX5nHS>x^rLO^I3#P=Wse*)H84{JG z7z*d%)Ym}r`bh&V`UVP7rGZ-Z)!2m@Dw-0J%u^x?4S^-v0gmYN*q$usUCsEF6VK$L zzhOkw^GFNqIhTh^(vEhi8>Y zDbx!ZahbbG`yHK)k{#TojIrSak}ZXlC{CIv9dEU2(<#-kMnfE$Xwd;EBwE|*BpQSX zwx=Cr!Wm5hG2pPApuz(NRpJxBZ!CNBWXC(+(gpo!LZZh=xq@->c!Xq*)mh1yIoneI ztUZmLp3*7v-cIczy{1rl%O(tX&1DRDDP|rsUMCLhB~F;+G#dJ=y+*>38Kwt_l3HcD zv@@3Q%7VkT5155ECk)Q#&kJy1Cl!B@OA>ZAtGDR@7q&M;z+6ZDmV;Z9-=@Glm|uK} zK}L$M)Zw`n?;*s^KC9rY#(`A&qej3j^)3mfPxB@gx&Ic#?3)V}o24?>5)a zJA#12@X`=6GAY#UJ`k+5X?K@}QeVe<+|UlRuU6^0C3a!cy&3$5Q`+#H%I(#{oyP4a zJ8Q`tgycGRn>b<)YZCOt7W(=dt-ijri&ou0Mnj9JgxB^PSAdI#wyg?*MihZ~@WV+x zwSJ?e)l51?&73tL=(kLG0P&11w(28`&TibR=8UTVA91=<6$=uE#ZMlhdYdmes2N)z zMJG$pzRpGqPy?L3LU=;b{zCX2nms)y-zl(i_6Wnp#Hs$GFIF<8ITrJBc3+oa1-m;X zjJ);RLgbwFb=$GfKK_u$OlcX`o@T(F8PXDGx7@}BZDlg98wR_N4t`kAE>@8Sp2>~p z3pZ@`w33C?=jj|U{smpHVgXGSxUHu|D)>%}a3Z)sy`@YEP<@gjv~mObu}V zc;XW5VPPL7`XBA^!A>oy>gPW_zopvH#shmK|AS|9*{PW zUt|_$GX8Vsvw~UxWkClZX9vjyO}DI}5zel{fjm{-L=UxM__l#!(%b=q z_tytY=f1r|`t{IHd=r{roGyOrgxsavM26k%214%004}|64m$;?ru%4zB5aJ04g~Fe zM`pe?L)x_MPZv?0B#*U%q&BC*ZYQK7(LKt?2x9o0ByoMhi#eMl$?w{_ueR8Kx>;kn zt9JgnQRW&Y4iuD)u6I528C}dgfZ)wV)&?wMzzj{wtj<~R)rr$6Mj=o;hk&AgaW1jJ)lNJ2?e zB0z`iAz$T8OCn9Ne7j;aV!5#y;!-^#y)|$n$q!U2A7Wy>7fZ%ztHdb9M*WCYR|f?O zX~Ho*jM9)Ij4Ftu%IuGNT?V_u^tAzbh3#eAdzJCE26>GRuqm>@cbVtyWt+DU87J=T zEF^iYh2B;lYNG&x-9%(@mb=0(K)w^8{|gpb`B49#=D+{06K3XMWBDKGgxR>5|D_XV z|7Q-&@!uVaS^k4gcruQ>4Ss7yW0O#_^pW1KnaPj{)&kcQ*%b&ExVxcw>?Q)mOR~xv z2sE?H#tUdxQg3>NI*MWIeZwi2I9&Ptg4?C^FV1JN-cj$t#Y?_Hz}Lys+aCc5&sc$g z_n@zrodfSrN!-8uUtfsckKUgbWA(p!{fi0p9#0ew>Nh7Z4pxfw_sG`k(cZCryg%Qn zGw{dD0GnI2M@a`{6t~WpVEvs`qB3lx}EP3j$)7+Fl9C?nWdV)b} zAJ&xl@sfSRF;40QV_cV|(2OaNQKQJrgpXlVXt!y4@>^BOnU*zX&sniC&z>5a@0-yapg$zR+PKfD6-lhDGhkgl(4)tF(u*oyQBIyTL1@FRtJrQ8HBJ5z@R| z+55ecf?qOD%HoMA-lDhdZ;Tg4@pBLx@{+n7z({%^CuFxqSkhkNX*h;1xv;J{3w z&ViMhp@T8w!rUhHj@n(6aesMMde&OGmgjh`!MwI48t?q&9 zQ>_9!$X;HCVR7b)N#kuRl2XSzFXMgu$(!v$mmto!>g5;-naSUedpRuS-3+HrQkM$@ zx&%Tnuc98@tKlkjUDn^j$_NNQwad$!`9UAY&(R&x`h$)iOLBF1{;bb#d%pew!A;9x z{@sg+{O~fvpJ0rgjZ*^A?yHZB`zj{CBBdoyISQlu(SC;K{OJDuJZM75FC~nT(44p@ zI~vE|@FOafm1g1jL4 z^-15Tob-(b;rF{N7ejr2!E0kTbS>xVmKdPfTXyRYR3{kem^(AzcXmGuqPc%^yUt=P(N%#rmAe+)Gl!T|7*Z z!zi*7?{LI)6)NHDRT7`eWPwVf>x!ds1^m>WOZ`KNnAB))iONcte0b+aa6N?AiL{Bx zWT$#IMn=L68&f^lPj}Xt84)_!BzJ{0RDEc>M$1{soJ-{yGv99(^M+dDp=KM-ZA}aa z(v~V&GM0X7h>}zN?JX-?Xv3Cv&3LZe0PJQ~6lgh2kznC&*XJ;RJDH}=dfdg%ULcjC)=K~HO+;lWq| zO|4%eD%7YSZQqsGsq`#(FLwP!IUa9z(rFLrD?$m@x6)i!>Rmeci)%9)fQ?3StGMYk z>1crx9(j9P5DO6;zfN}4Xv>JYai*LF3(XXEuV~ZJhY&*26rqNyRiB8@c!e;1J!iYb zao**=(Yir6r8k$k_?VF`X1~qkBV|uQlFKEtU&>NW-RXL~nYCfQDrkWq)$M-VH^l9N z1e(hwNuA4OX_U)Va%;KeX1C>Jp>S`r@_qoOi{p}&U(93y-Sv#QQANS*`ABJ36@pQQ zpf{I3I7dz=-QK&2n%h>$N3+w^H_a37L4NL6S^oBf)toAkm`3gn7VVIUk!-GiL#<8(|eE zTDUPCs2*HZ!Ab;)+BcgOKEqvf2lO<*oaXaU2xaZdC$m9h}_M2D-;K^JZqK5eP*%PFGhU&9yzQ;_xqAUfaf&z>sco z1Y3p(URjvK3la2_oBY7_F^9vyvrq;lqjCWf*AwbVugkg8)Cvh1Y?|?Ib~ys^t8B&$ zXZ#zJEpA(G_KZrw4CZZd$%hde(9P%+WEA2(&x20Hxn%K3TvUUd7C6Mt3t2~Ka;AL# zq$>A(qqUx7P6|3wF?+8AA@@=1L?gO9Oo(kpSwj(ZM8G;wh|SAr`;HK~#@r$G367xw z1CKv-(4h#t4ffL7S6#0eNs{zD9hqe4)ihNH?ZD!^e~Rl~a>MV*W7(@Y267N!_z;5^ zHA6-2!qXKs&B>s9f~C_40&5V&L~KST+~#%1e94DZCK5!!0Ive$Eh&4KgZv!Ije0K( z7kiln>ajULcIKXHPB1mx4kH6YWtu*7JvYZ3&M4a=9mM&wT+6~dbH?Z{A`eNBw#eqj zG;>Bo?%Y{a59WEg1RrneN0$LcVLSrH!qUNv*^}abZXPuhQB?r+O;W{y72#kjm)%nVFaI>>JB ziXE`39$piFPnZGD?mE@uSMcw?Uzu0GqhhogZ~u;_+_T%dh(G}4RaLh>?mX;h4(mw- zDsP;Ms40*4U*}|aEB;1RO_JaNifm0A*RUhOY%q6neSz$u0C1}SY~%Oi;63if=eqNx z?mcG5;^XmQ->vq2%Hz1N$q++P)f%Q9GoevNzq2j7Bj@!mZ6$t^5Y76aYNo~cuSAZ!bHq$+*o@OFYA;E(X3YA zL`Sm~!p2C#am9q7{Rd_U8BHA=4*wyHVn{Fy#T%2xcGGMJGc->~|B$>D#J2pMVSbyw z+8z3q;_}OL1e5Pe{?(DZcLo}zpO)I)SOAE%g6XrU`9ZJK4hP+{Ty*TKxNqe)ZMKM3 z=u*)cIK4byO@lCd`S0w~x{8v7H4p|e?NuT6hEkHJqZ8u8Gc7XJ__rC+IPspQ!{Ag#r3ap$-% zvG3P2*VmVMKX0twzv_xU^~8K|9>mI-x}5)7r*@&po^?w*0Vc!Oxs?p%+6tNKzPbAM zqQJ~#peb?1M;qo=e3IT{XT!Aw_Z#|D)deHskrXAm*-_Luvb&C$vux z`|6TT$x2jE2)r7V!Jv5vcSFOFR?uI)T4cZCYpzYOUU@eAfoEi$mWH#VUKR}6?pO1l zdY>QCeqGjXzu&#q3kZCD?YxZU|JC_&`+8ycOZE3X|2tnf8R*O9eI+0}p8w0FI{rJZ zS?$Xz{qL9km(tC%=cgI2Pe5KRU)+4YpF{jF-Vy%1QvJ}WC%vk=_=~isry7&7PQFnl z0*0VX1!8Lz#WOYFpH_Z(FR9Dr_J5=k4!o{7e$GAVkES)GSoBnVfw^AJzH_4Fb}d57 zyOUVWE~n7*D(4^YFJe4-<-j5kHy99!tVB-H0S6~P#A?_AYjMUUq@gsD2hn6o?N&?c z#~TC`lm&bnnE&-Aex>+G9C&97B`CZ>NgLU$G)N!oMPgn#An3IJOn6%Q&9@>vsT+A2 z`XN(7f&1k10xvdp0C;M5>skR>s|VE?d-KjKbqF$wIk8l0+nBUlwBxj;irRxF_E zWHc)8rlva~Lh{$dL(%D7rjr@>cKJ{&SU9J>29^#LQBUl3?3=vBP3l?curGV=g)Fp-%1mj+UWR{^DN|e zE@zo)B?gFZ46TR`=HGM2H&Fs}kU;bs!A*h5i0h<=)4-}sDT3;0l)?fk&dOm3OL-@) z%8qSa%Aq?z87GLH={mO+m{^Z|32Lj(s!W&}iC1_N7kkH(i&b~-(R4Nz-sbQPpp_rV zUJemZ>e+q!dG7ev5iMI!j(zeTr!kb zN8e{2b>Ug2HhFHNoUk)=cpa@kCkm`i6Tfro2N201?k{y2PkhYh9W=+sy7IlUKWOz> zXcOyHtQfvr0Yqu<+`wySig8KqjtZHMODBFWqT((-|yF0NGU+d(3pVVZE1@?B8wqTye~&SvwijE7sxwdvLhorqcOOi zOW(?_8iAgB5-zB1n*t?tqHhE*VMGp12;3TK59%d5RzvpA5lDG(JKRDoq|3Ym-^ZF1}%hUqSJMHNBVT*74xZ zMKw4%&5qZ6oW|#6l;`AiWoIU7VP|dw2O@JjLe~+*5KJ0k`;HeAZlq2=k%XG#FhL)VzKrS_) z@RAyRP37-reR6WFqbt{XXaeD}=sWuhUijGinw2Z3zcH(F+tp8#o~F!7V5Cg=%zC`j z!TQEof0oVw+SsYwp^#q@RK*w@qpLSK&ZwX63@?50d%t;q3FGb8j1G~C*;>fxq?|bA zz@m83X+z?7%DdV_Bh_3wOub>Cg_BC%D>MHjQzmDP^i_+>y!R0M+)N=%Ym{GcwYK*Y z%VHs3WWUOTywcaT9L&+NE8i$9qEO+TIzorpQstY;T^4EcC70wtw9*;VMi}613l+QH zR^BwH!7n=3uP;zp7B6?%zxWePl9pb1QO@0csKkuuRes z!4W}wQDf_%RH9^w_RKX+Z{)D^2ug27QuSK=r~sA?&2`hW?}I&nfF2!c*EKc#FeTm- zQiC4Kk-bCYz{j3bSlMwSfqc{5AoDbQZ>8MbKhG7tny%siFUwWxo)dhCxxfXZ zC{_MsXypM@yJ3BSvB zfs_N}3};(p_2tAl1Roj*o@vz>pr$0E3EH0pjCfK>-_Zo3Fe>^Q>drLJg%vl=4$sY* zem>c$Yi(^tnSO*e$5(utDH=BMm=~uYlmG$}^X*d$mIw3t%*-~A;!H1}=B!MP_q9Z? z17y?fRgg>%BBA3ec)OC{ww9DY4c`lwjzp$YAtX_L$_D zO>$@mW0l$390R+tgEA|on-4jbP5F1A=JNC^o|cE9kgzN_uNg&do^mp(`4)2a!?%Op zCNjIka%>-t76*uf`4$-C1;tRaz5SjRM`CCw( znW}xH1DSL>=VE7>$)Jx=qU{lfp?96LdF(8^-5E7*^(i6fIQ8|dW>cdIf_%}vD^35X z6rSwJEmRWI7V!dE0YG%({zS4RD?2wO2RjK)>B%@^ub8_Jxv8j=Sia)j-{jC8@7I^0 z)K0k7{V2JT7|bFb3f~cN_(=?-9do;TE4Z=>p-w0(JZ`$$i;r2~c06D~^s@O3O(_d( z@Sr=b_xX;tm=Y)YyBDDq7-o!6&aI3f0Kz~cMz!Q21{jN-CvA2sV6#7ZWQ;^x{K`k3 z)5s!^-!(h1;{MqTy@-p(5b#Dg;>Ad1My@bMIOhcfMZ=ruAh_9+!uI&dI>3$Ctf7`U zLLz{)lfg?t<6t;q9Ed3diV?v9B=~qD(LoHTc>r1I#Cdb3^q>W0pox@H4)Y{ZEhBOx z61-J(gas1$K(mRNNv5!m#@q`;j))X%EI*~lU(Iozq$Ae@)kNgeMk?os1S*tHoAnH$A(5Y5A?gHfkUOgrCOq-1b zY4}EQCK93uOzIN^M0GU~NE!m6uvAgW!)wvt=v=Bdljs2ZYoJ@3#-3t^ca5jeii*eg zDYWl?Dx2eAYYYnjmK0W$9!WD@OU}^{JFWauoOvk@j~QaJK2;)?fakLwLNf$Q!($UA zijxus+t+15q8tKsn!;g5qQrpM$76pK#2XAJFm+i?aPox1B|-RwU8O^HlN?CB`l2Kh zKgcBw;N%5LRM!1bzX>7*ogj)g<0K-9R%dFUHSY8pk=2VZ#aTF1Fe+hzg=QoQZG>9x zK*Id6hbO8ZhA&|7=7Oa_fu z22LxTjuZ3btDpR6VxJ6lLyT;&12~u^v9km z@_m7cBI}UQs_4~vG#^->;@(Q1dx@>u$J@}K5l3}}c6ag7b=j}SXx_8B z>X9+0XjB#7fv$QR7=<<>iLiuON9A>`a~W*#>`m8fA!TK12!*E!XsPfJ6#3x=I^%W_;8Kr7wV=cEq4Tz~Y z^`Xu3aB=EmepdGhrk8IcNC2&TiHlMoNw7U{PysFv(K!MhpfeV(V!mSY9*6UMfFj^V znFsO<^sA_C8jVo~lnQn_I$Rrv^NMOZ8ldig z6mM$rtR!6z@%IySi{r z;qdl{yQe7H-22EsuKmDRBdep|fdCyd z*dQ#$-5oB)-7_L3uL)vT)VJOC2mo93k<)oiu_v;U1Dp86u1Cq;21fKFl(TtrAWVoX zB|R~5qCngd@F7QCb%!YChaaPKa5hHeO+ZZm5u$;<_v7C%qjoS#ICj-*m;$5LQ zMvGNKB^z)PBhgFW4PKA4gj0BY3ft>Iz*E{#wmZ-jS<_68g_=!~``RuQghNveHAyhj z%nyq#IrI4RtvxN;VHt~JmmJfSH>ir8wx9hfJK5^w0{pyYqpKv=`C)d zgYbIXtrRzsHG?b0x|}l-)HkLi${J3I6l)X#NDTy?Pf6@Il&O@R$65pGTPw-agIQt$ zNB4GD5}r2O8%U4ND$K3t(R7ko%ob^90c;~*qZM_bwIR&+@8eHrdoW+dmDMlePY0gj z%iS2>MNv2oJxM7B!KTTR)fogww-;98(|$F3G`!k4(3gJpe1=|RS}NRmn}g`uKt|hs z!^99$sbFEq=%!1lnQD?Wgyk0xmOr`ZX!`psoDh+-yP8~-{2?Jx3U6p}E1~;59Bx_? zN>&!0rD10N(4#gccjR~sx_3OB`m6gMj#;RYH@gMwX}uvK5;)G=JOM@FShwhS46%2` z9OC;JK+cK1(I&&7zTl%neet`Y1t0u~Vv&e@DXGz_*zc-yFK23xC5Z-wTHZ}rwy~;Y zn)5bh!C~&SC^c_sj$$HhV#^IXiAG{N+zXs7u|kkIlLe@;C!|gI62W-U@t57VWjZBb z70hN$XyaR~DpaplASB!E8s;6~`{>^YlxZ?pGSTdbL)|&xO;2ej|2hM7^lU_tS)L<2 z&8gF*F0*_?BL7d}55ib^8^S#K{DCGeM?8m_paaiQJWd48@OGy@rb9l@H%7=A&^U>Y zKody3TV9*(j|(jK#R_xg#nc|wd3_CiuOSnP?HNyk?3+n6&KXZVY^}1so!^gc)gr#L zP7Ev0cmwnyuRnA(GwW?xaMO73_wVb{MxwIVB24&PN0-hm7t@;NiK!Q)6CWt`@2+02(NDJ&CO6M=rhwcPbP4!V(@ z>8b-zKyE`X+*QjBPXgu~haoD@^doU5yuO+3gw%ez5gg8rD2O^wwd5^hAp_RjlvF51 zX?ar@sb)e+mGKCzEZZ5zM{U%2qO#~lj>`hYa-v5^Ud5gTy5*25Sy1L0-)sHMC32&v zFkiMSj=UYe%`4D!)WkH9l!{~Nix%P+DJjuj2(X# z)yX&k&zKF2MogpWlujPwsnao*3{430=C8hVQ8N#%F31{H>x>&~isrFcVtMBinTq_o z260pmfq}>(aLaG#2%$b?^aw$<(nNLXe09&NQwf@9B`7$g=nLprR7qmAG`gZ?v=y#4 zGBBq7b_3InQlBC!Ihb}Z2>>WsCtEF!`M$?zi)4L%c}Wh;_AB6~T?Vn{3}C*Ntj zqxYQ0t|6h5xPu=KN^)K=2w6)YWXBB?;+AkbFn`49W*>hy*_wma4GJK1qGkh!N zfiky415dC&=??u%0LctquSIThjT+$YMq#M+hgFa*AELtc41b{lCoRV#GPXK_rN>V+ z&QUQYLp^Mxec?Zjpcbg>cp-;q?TFIOBVD&;ILrK2Qh?cLZ}`~!=B@)5H~y({={z}~ zqL~OPtX7J+=xzLJI%&&SrYN08o(Thfnh9Wsx$=u67k6JU*%7P`XkeCIVv3legJgFP z1!eu;4KslOd_N{uz}tHF+p);vl842eb{)59@ohFGZD@fjfQ%z??VPUd%n{2w_YuGo zhI+UX_AoC5kIqzstP&EMw|JrDcAce_UplHV+jNRd!`~TVF;=d5g}3|@DHCp! zrpM>T?DvS+x^tyXDL9-Q<$>c375m!?=mSG0?xT5^$m#D(va(2}#Mo>;Lopqn3?@s< zOY8xt=k`BH&q!v=lgc{(wtO=D(deT651a?qf7EFIeNxNH%JfethOMiaGlRITk*k@g znTdm`8N>g_8=d`|*zk|$jh&PE-!yNmO#eQqovxzoNZdYAS%PgB&y<#`yt0LZU|8QU z!YG5=!tyqnHP#Ohj(Y8dI_hA2&0FtipNri$9d+>l7KL795!hr(F>-)38U%L3R(Vd?UcPFC)hYC_(pGF@ymq&MR ze$`Lj*P~yYbq8Lp_phH!M1H@ZDq97r31s*PT1!uy2o63xrx#NvOnB-(y^dvoy7o}@ zH}+1JDSxhjNUaE=Np$6T)n}_%Uad`V@f*`Z8QyfctX4T$GOv317Vted+3zKCcX*(= z^&3z;j12HH(4KomEAJwYL8HwL5*5&ZSWzW(EA>}H>&Nf-8>apB{kZ?@i}(uuTA1q+ zkZ0j_=*rv0%izwhHXXR+5>Vzk<1+1)7cI#&Qwc9LBjS0UEqKUqmIXANnRivgOW30j zQxD#h4oY=M8+Bczh{WaXqd&?fP-F`?ru1Wt*ZW)hiIj7M`p0|O*>(?E$em3hv3!Iy zQ8(XiRrF8BN#Ds&Ai>hQf6U?r0qvbB(bMQvzMTUO6q)XSjmzS<1l<2(ccshp$nWGA z!7%xp&FXRkwNkh-I!~Q&%|79DqA=C_z18Z$DYij#Kl1~hkAA`QM>_PPqJh6v5Xa)s52OOY>KLZzMTx<0`jWh zA|3c<=kyP+CV^s#QEX>B;~zY=>b>O6xaosp9C=Ajy<*3<;Y^gqz4##qRzR>AYDqGz z6_1ia4{N1VfEk^p40n02CrC|Kg@|Q9dj9N?1D1dI>M}>FVt}By&A<^Hb2YTn0g*QD zlz>540<-EWBuCR#I6Iz2>BBL_`n65Bee%G7yxdeQ?%LMKvlt9<$6iar*6wa=RcDSK zWb!i!mib83ioaa{CgNk56my&2MXAGeZuhX@3zg_LRQ}#B@xriqJvFpV>i^uFQNRZ` zzdiVcki_f_8L7P4hPCT^CaXzh0UO-Im|>pwNFz#I<<;Sm8~I0LHoU)<8kw|V+j=5g zvZ+jX>(BYHXUQSCXR&6ZUkCgmPfnVrS&{EPSov8<=>Uv*2gpM%1%efBBv2#C@klk* zVz?mxR2PG)01nB?k2p`I6l1pX{x_8jZ+YQ1+N?y7(vw^pCp6UlDd)*Dwv|Mr^O*`{$_2P(5VXkqag4Wjd)z~|$djB@sc0?8Omj{5H`jC17z z4`;IGwyUyi z+qT{P>bvtM;@x-W*F@~h$c#utMxK54+UqPR^e+;jE}{XeBe3K6{?)DV>vO&w*Qmr4#HMJ_hRx} z;mPDvKFNVC;4?V6cRTs=1*JijG>O*R)Tq5-PG5=BgHHc#e|#xV$5-SF!{p4)@NNo1 zGKh?8D3(8kUdb3Y+)pbt+)oEJBBfr@)!=Y^uADo^8?3P6;ecNMZ62PlTb*>Y|L5|Z zP)ThgNN8mUSp~g0$%R|azND>E%qWg~r z44{j3I{Z?*s%xGQ9M<=VrOhQ)j^nk;tqJ*y>j5ya1~+=NILJUvU^1kIz8IWn6iIk@G4U z)!v9PX|_SbT{tTkK{+We$ZHk0b6Jkw5qy|TBm63|P^_YI26-G&a-2L_i?rm4EMt1$ zW{Xdr^)}3U$J3dG%qic<25?7WbcoDFwuQ}n-W49uyWAPeyFFOTd&mq5@Tu|$m~i7O z6CIKumzb?YNCE&He86d8NU7*pa_D5j_TDO%Fy<0~QF%WmaLYTbS%cdK@bwSFyUICRMtXTQR*e!!?1WO;P z!^PPe+6aQIqRSEh_dZ zMiVa;+WK~bjL9i`S7??%YWpnNjV>=nNPV;Us0eYdDY4zgO!!Wi@(84&pb%;BeHD|o zW~`S0#e`;%mahu__ZI&G0asK>mbtj(t|i4uLN9I3Qy4zm*8CwdmyhUxEDhP9EuHjg zkJq$$eMdO!f6WJo|C$d0r~tGH`PfFOkjGAI;GYT6b{N3t%B#C#;b1wrHP-33o6~`> zF__$8Y|fW!Uzv-vnP}+{`Tdq8ym8@^2{m)`4E0&bG z9>9mfc{7T-SM(EM9uYFZL?UcBbzP`(cCaxW9wu zI*(vmRr~$zrn(0;kU9?o{9T+bI4~2Yx-#I=0WA9N0%W~@65bfn&I#KiiB47&IS~>^ zm-)lnP9Pb?v-rvd493kM0SbsBCpLFj=|_mlRzb5{%VO`+^{2+SQ^{A zUKz)`Ss6EMkEwQAKpP7HZIpG&-teo%KQ2tG!Ig|_cINQJ5(YR3dVDqqK`O{b1!It` z_8rbEnFQ|OX60SYp{^iKik9awGm`KdGZ^!;JyhV`Vs z?-7%Mmn-p$x{Of}iqO#VFs$QTiN4n*Cv|7?+co4*5WiqPuiKTYX(g<`6P^EWRf3hl zYW&++Q!SYOHEhf3eD5Ix&$GD%LGE=89OoYSj(Tt|7i(CTv`}8Ro%m7GGXN+!&N11b zM(533xB_q9tb7tsR#Ak!tru4*u(>zm&eFJnUmrAz$5}7dxjrYp=!%0URF=pEx~N&^ zG^aW}^m9%^dieuE@o@tm>mvDZipP$d*n$F0zM|)_f_%I4A~H00Ett>DOisd&Z8E5c zD!qZBj+(@fkv2A9asKhSaY7o6&cLAszAUn6%xN(>=4Zv&a`V%z{ad;4SHFr47K{6N zykOK-2ua4Z)50R$h<7FwJ@J&grGqHSiGOCJaHvBet_}!0ek3MHU_--Xj(%>=`HI#l z`82!OH7j0rELmDqv{Udm@iwzne>@u-87^+z8sHcMh+!-M6`iUO2Fcl6Tg}sdrsC$p z03M~d6ZhP8^8RN$%90lt(!5hoKDLs=Iey;P^S&JVV?}&>ZSdESa@>r5TIlN=c-@Q+ zT}`iQE?wO-khDrZw~|abWMCUVAJD#8xcLHcjGh|1mILJ+wwlJs0c`S2N^)`q>Uj^! z43yC25$p$#K1n3Huf3XPDa${P+zO~KEhj!0-S!fx_r0KB_*~!9PiIYlSbQc!m#m!Q z47ag*j@Ple)D|*4a_au{#r+YKQiH1u>ndhA4Sql;`r{(X%*c?&G3imv5-{N|ndtYx zym5PYiZxK4`%5u(c%}||-I6yr5pEQRDeBVR{x@^3D===8I?~z}NKgt`)PxOH1uQAb z5_|hvh)7MWWOyCLyvEnITmdih&k*b(oaM{+J(Z$q$Vezb&AH6aa1kV^yd04A$=>)_ zSGA)PvLQ%>O`JM(-k(>s)AMR3%f%$1mp+Y`Jh=}zMo!$DAyqQk5hrPXw6f;Q*iHRM zu_K=Xl-2kV(esx8|K+ffem9Xb+(q!O9(c6&&$`evee=~LoVg9r6RoPB2Rd{iKvTBN zEFU31d9B;;+zk43THr(tqUw%vpT)V>uL$v>zm=Z>TlC@@)Qw_{xF-Q7fav+cL z7aPj{&`uwej~R;jU+6^Tju5Y8;65~z$xAmJs*lU-r*U2J@%%?U@nC#&QdQ0a_3$?e zAx25YHElT7@tQ+nlxboXOH*BAm1j(%$HA3zA&Qh)Oc6gjSQc)XC~|gNtNsvK?Mf&( zW;?pjq^(2urzMB)6$ zQ1ag?99A}#|C@TdAK4xo6A||hhr_DRsABHw=u3r z?aO(?$!@}jUFv^a85=s@-yc8DmB1g%$6s3=!^2s_zdv%j*XHiOWO0ECf!{fP?%v;~ z8-{@a-z0?e52v1obv>)AqqB=0Gv9oMzWS%7c69}YmRYl|q=#E4o$AEq0C)eq&+ezP zqt3R~Q6s!j+uct+-7JX8gBOlimuQ?ufe_~z(bhzMGxc9ZuRO0m&EifD`*ytOs50oT zBY9s~aV^*P9cwoB0$x7&{thi7oqqaQrH;AZR@$s8N_@-!7H+K!`F&&b0z3`ZWuwK| z=~0=$kGLU11HmuEE$BDLeHxg8Kl==S+><@w)Dc<4hH5a#FKbsWE}3>XUM&Dy?me4Y zV{BHankS+W$$IK*k`{E5(fhG$=Os@yv!_6Zp^LDV{II_^vnN6y6k^_IJ6@mOfvf}N z@dBnswTS}#{$;L~y8bOTXqGLBE*NV#c5biDKQP8CAZQJBu~Ma9{Tx;bny zT(q@q%TxE<4mxOgc-qlm30v}4% zP>0KJt-LmkVdb(W9^BMt|LVBVMFhcHX=gl9^H-fcy@23IJi@&WA;VLrLy}-`;8}O3 z;aD}kw3Q(Fj21z}<^?qY;Qrj0m&!6d&wz6g(M|C8J%d|=Zd5IERPD83QSA5mo7`4^ zI7FXH@8S62S zMn(u|BV$YwTMyF4n+nb*!zBOI-30TN^rQIj78!undVq>3aiVjt6L?pishGxJ74O!+ zV(TDdN{{bGYb#-vX3Sm2pv!pN6$)m@gp!G~;^o|};Ygd#7VDc^={Tv5nA5G*Z)S$G zutP?MEwG49YfJUnv=DlZ5`^smgZl%|1J7+mrdcZJX><05qp4aHS}@os3pJ7a1qmvU z-Waf~5?>X;;@19aN(AzuEY>LE6QPkuwT%KSrrWd-iB2xIIj{w6Z+0VtvN?MByDi~1 zRh1CSno=2=DxvD8aw40xcl)4O{L+lBjN}%Kn%gof{*AYW7?Jy(PGe>IOl_O+fAT1< zEj;4mZl(Ne&9*XEwMzUw^syfE8AgdjUnx+n+%A&+Q@=|as>=E8-L2Cxlf({^u!ex} z9IPQr%9}?mUYo)Hcx!+zXFcbZ=lY&M4mFYB^TT)AQJ-^H0r=%QFT~r#I-jyvIYyjh zee`%x2Sc&rPGW0us(l(dM**H>J4a2({2iu5J}zy-Pe%f{^QitS#gty9;)=q|p8bI4 zr9r=+=N~_k5Uv_=#XD`^6_?aQZMo4qOXhEY#83?tU#@~BBj&Qq%GW_-6s&zc<7RlI z{>vmb#PS_mZx;XORaXH3vC$AgyUrJ^(cny2;o6+YY|DT$CT{CON-W)+f>sS|#3Y2d zS}B+$O_S!QqBxzMX$S(GMY5F{-^EP%1h|n>m1GlBgOsGPf|$FJy-I>6sm9wJ?`o{` zPUywV=8E9=ALR9_byx5U{jmvaV}Ws)G`g=SJ&#;Wa+7XUXVzr?)7El54F%Xo7EunW zpN}P?#f3oCMh_5Pv3$iztBSx;EfsC*4d2sD=I7*j#_Ea2Jl1=mbItG8W24o+AMee> zJTdj3XW*$mV3pjS0kIr?ws7M&zvbe?o=v^y`wqITChTVlJ0p=>Hzx9hQWl-GYzP{Y zLf4m&>iq(wElv}{wGc*hx$FBB#-4)`s3V+pJOtN5(!6aAW(uty<_cjtC(RnxZv4u5 zLFMl49*aWPAGTsbAmM7m2jMI9W&b8G_h%`f6bLvtyk!xnjl88FLzUPhRl?XmyE=4^{oS-ik(5N zCtQGh`Um-ZYTehE>EQ3^goN#x?@~xC$Qm_{OA5lMxpF!sF8<)2H*7RKl z6^xc2ZEH$y{3A){Z4N`)wr4!lnqQk2QTA<0bfskRyMcZ-=WgiJ2`|=;-|N0rZ`ae3 zU)%b;ujg`i8^ZFsub@Uv|Kp>$C^8{Gyib@+<*UO0n(ys*5uP;FZCrGZC*e(xXH>bp z-$#2};lx1gpD(xbp1{Ea{eZ~?#IF^sC*4cEImh{Rs6PC7M1qnPG~(z4MUyy~z=?c` zS#kxP+i@os$Mqk1B(Ffjbk8Abtua2K7Xq%tiT2r>*h>+9fzLdB^4Z(cMpt-=w%VCnQ%{%~C+nWiWdnMg;zasfLj;c;9fl zPzlZ`-uR?xpt%NScFe?M6rc{;SnETidnBCMNT5BKZepuFkl&Qw5V59F6u1zlwuJR* zZY;2Zd0jL_BfwgH5`(;2HIKgfQ<3#YRSL}O$**bybXlV6jjo(rz+mnau~==ipaGLfn?=g_GPc*C27-Db2es>XtiOAMp(fSpSxo(4KD zrP1i)oUN6}sslSaJ=4obi8e3-8jPE8B37vBbyUb%1%rtLBccdv9YN;-9m9{x^WaeQ zt9hg}hC+DujJm#^Dz2!8tZ%Wway!Ij-&f}+h`Oc`YQ5Y3!1a&?CL#EzAgxYqOW5lo zMp6I1Qovtwx%|{)Q?qBA0?=Z3WmMi=WX{5rZMRG?dk_(Y?W?Mg-&khZF!w@>=e{ns zK0_&rKLj~sE9Vt}Ve0XyU2!4+y?ow8Uu4jwIR9Q;;9MY*aLFzhJKF$!piO6{60fFL zVfCL=9Xt{y0X|9ru7~K-m4Xjz7eS*ZS-#!rxW`{ve-fG)D4%bH_d%Wv4Zxi(jmC^t z!Q7yZ@pylo_MuGh>Q~5bb>1b)?y}JjFq?qPE!hyIX_^Q%e01>@%I>1Ek1%-4;K9Uc#SwOE;jTH`71^3-jux}e(WeOSt`mO)#{f0roP;0O7Momj zOE1o2Ah?OK(0TZc!tdPejpat8CGanz7@HIUT$h_L(f$5Mkh zl5|e@q^%YsQuocTM3En){b#>zBDVa;0< zkCX-dLG~(n_|?nH+aC3wJ@WBhWKZg6?aLW`Hl^7_`4?xdVCtA7rcxc1R+7U{JmaO9 z+SPk)&B7uaWa&#o#NLvzbYfcus+a!UsZpLB8JvaNU|=b`gDDK1So*AvMa8aqt&Sl? zdYl(I--b8cj{YppK7OJJ^a(?wgVeYl`&$;Ae@^BXrmsG7CU{XC|L}r0Qr&PhR(x?a z8hFB(X?v=e(aH+P&`FWt!ii(JQ%a`0Qxe6FCpEWE4SXA3~Xx!kk|v8Wqvbl)xe$yGn9FHy#(zBcpugR zyN%#qrU+z=e&+Agw?n=~-1J5%j^JX9DmpiMOv-;!JG*%cY|V#z;f$7*U+Zxf`m**2 zB;Q*3k#_n&`=ML5G3g{y{n154m=}^XhnWvyn$csv>9Q=uu_c=b0cT-TyB~-$mGep{ zV(Jw-oe#~(uVJH?^|ON?BB7VlEJJ2oNhx8V*2 z>|B9{9jzCXXhf~V)}_E z_=zZBVfpX-JkI~Q&+AH{pR}L;q7&zWVwh&7uwOuudr*z~U%wHK`J*}nYyc3D8s_nG*7U;eLkHzDxf zU&fb$f7&afeK-ew>4IO*d>?PKrTl-d?=e4@ZT|hW{;J#lzP~>;-@G}!eEzvk-=Uu< zDA?-n|Kdt%ve|apU)cjA28PQAMeuYIm#i&r#V#pc*HHVyW+sRPjB zw9UGt2lw3XbW+A`X59lpRrFpTd0x^M_L5M1fCwC~W?k`3&XGS|5}K0M@;~dHjT^JM za7UclqdL&UY#MvdWl);Ivr0Pj;!3fW!090h^iggCJQp?b12$YXUL|!mAKei|PK^r; zFb9PWSqmF3W?rtYneOh?zwf!^Pg-~n);3x8h}u3=P}{j162+?j@?SnbchoVa2;OXB zh#3MNX99=-uR!Z^k4f}qlvaw4tpt;|tEc9$7>!%jB$IA^W@DZPh{ootdm5PX_*p=6~?CTk3^Lz*^QuY`dI?+q?VP+K$X2{M?)QU`6p&=nHUQ}9< zSTHLL$0_woQejovq5gH7!Eop-bk?%sm+mT{duVm%1&q8K0xM0Unmz{hUK;^6*BBN} zb?%u~{iE+LZ_hkmtbH1Zu7{um#ABEuoA}N?-7SoNY4(oM1YrPiY^~jedv~py6XdCf z0^7xeD2M-PLdDys71I;04Gm`Q^$DaKjwAQu3|tR88`Yq~o&D?{_YG2S2Ff7mCU82w z<4}iuW<%gw^noRly_|XRJPmjl*X*&yjjx)v|F+;buD|A~g>tFEomaLFBR2S(?494h z2Ov0FB0;1sv_uX|2He?`ahDKi&qYm}CGtf#iW`WJXPIwD^#CW*zn%RsA$oEHnI_mp z_6PP#zv76%8SnT}7`x-1Vw%k{SjyLluXDSUPV z5U>;Vf^Cm9EDlM@I(8<;4Ia;VafwzUVGlNM?^>dQqiViz9S^{Ox_(*VNeFt1AJI&n}7uf4dvY6L)_g`h(4cbIA2_DGwBj| zWVU2I7>y5VIFxfDWfW@`A6dFZ#LbK8cTxh zA8CjRl8P8s1q}*QcxFjU1R8lf0&{GKWn_DoAouy@W<9yT{YH4Ck>omMr{z@#tmmfZ zg+$YO`Q~f!&ERQar976>&47>-?8|Bke8>Qc{Q!P>gzCdFh96jqLF-$~F=(vgo~Faz z;pd;`w$qi_!GOF{-PottzIug?k;_V7riv5j7i*ymM{10GJtW-w9L?Tt#7zPBjWWmb zj!&#Gxy0=!3KKGDi%;PEP1~St6##HTCho)rX5wk8Y66sV? zhW}dpbJFT#%cp{ArlzB;-)AeA4q{6As9^B+xj$LadwKjSX>&ZN43ie$OAFVKRK&M; zqH2QK7BOks+DM2w1R8&<1tsk+l+b=Veg4j`QRMMo!%Xcm=X)y4d!S0Hw~@%hMAKr( zTS>CW57{m4{rhdRJMSMJe9O(9{^_q(SMaTwA9=o!d0W?ZI-ZzAUV94=ZVnyX@3R}7 zc!Pg&>yBqA2YWev@W>qP`;+9mF4aaZ7#Y=%9O=KYwH10DWMAABdAsS`uH~?O7~h2p z8Y6qtjza2~---6Oobx=_or!g|+`ZL`M?F4iX*7yUFh=GVMfB3B=tT*~ftWyFToqpx zozRvNlA*Eqdgm&@4Tio(%?)37x&at$IfOze0=Wm016l!YJ7mb^am%u4M<%@5mlaq0 zal3UrQXL{P7Y!++QHi>`56RDi(1>I!&I^@v5)NH`RN+J76Qx8YQA|qeWJWL#Nev=V zAbCl%qvS5+oHN-7hJhISL86cOO=P^-Hr4k79R=~Q;6EhD=|r$uGBaiD=XTh>9-~KB zw~^MUj%3X120Gtv6TOkrt98|0aQgresyx)8Hesy6e1zqBvIzn z$$B(d1nk9`R9uo@0gqFjs@BIx6Kb65A1|WTy$f4>kW{};l!;l)^T?o1grhV0V&l|w zMr7`&&_|MhmjT3i7fFmsD!*A=)QQq0KdX{YFdCB~s+86#8o(~1$mGyyvc!s&#?kb{ zWi0NP@KC?tL#93Iq@UUnB|o@WBuu55Y@9~YDh_P_fDth00nUC22*pw4GG}8ATQTU3 zSTTO)>teB} z)?fGW05tmqYKP6FV#Y~<*-s7O^(Y|@Ikg}R-H{;J@XON0{WsFOuy z5lh##`;SPej6y(cW5+|6CCk>U6=ijRh7_jm5o8CpJxXuoA#iHU4T1?jj}H0rxBxu2W^l&t06x5;)?0p+t;R zYBM!ckrcCzqpoB6R#sw^d#4Oj_MRs-07e6j3PGI-;kU+k5|nr`j>F1Rj$DGoRBrf_ zpMFYCIN&tvpPrRNHdBd*R>j^TdXHy70l%U>QkaARMX)SI3|!qV1z>x;isD&)yyO|( zxLeN$51H0ILb|%4nG|~U6vi3cVRAtWmNN;9(u?acH4_%@(O?@9c%XvDq)54&8d@th z=T4>9>z=`=8!HBdd$~dsnGC1;?K4`b@B`2es@_s_ zdJQj|ivzpLbS#b3%$i9r8-CFo9oJ^tp8Q@SjySJ?!3Cy}Ovg$y~kANlR@j5JROH-`}1LcJINV!e^lV!dsC zz!8{rnQ!2lw*aJ5w@K1 zPAvq-dWQ57yXo-mMgw>AQZm|nZPcpeKV*5!)%=rW)OuA1jH>)_&w6RnTG!^p6!c5# z065&nlqPwcsZiqEgm>xj0F}l-yGDWU>2aUNQ*^4B(cjxkLYjpYq&Ix?V7#f+8&FU@ zxXilYC=F7QN>DyDqyLI6tKMB-+PJmrC>dJHi~Xl{W!85YUNcwVRvy^*uYMP#X8RP# zd%27W@KatcPn- z8B~6dK`@YxhvuT_f#ELO>-M8XHB4fP=j-}SP#iFjZwHzATiW@-c~fz`7kgeqB?90m zgo9PKT0OaUInk|JC`SfYeFhd2i`zpbCu4f0CF3mNNaaTnGaU|zy6+(@LF##RoxF@GW)BpnmTse93}kau zHy|djd($5vsRd^cJ6kd8uF(xAtJ95S0IDNX5!lgA1Nrc$8f*J4SUD+jgn)W6LqgBz zZS)frTmGfS7eGVs@01-dRr?TQWcS@IGPVR%AasJz2^f0TP6?U6N<#Qz&+F-zMz z|BXC3`kMVNld|UbcUhPv40wMZV*Iz)1Cv)c@e5q>{81v*@{300OeyJ=#>qkHH|Qx0 zdy4x55(FhxOS*T6immo3ZfpACm+H+&Sd#ZV7+qsioaB-=0*u{9jPNYqdm7#0boIOSUA}_Cy`&&cRRp9PqpQ z^5=EL+Ni1Oz%JGrz;yl&4l#Ve)yZiy2~?2RNBSOIJJXJ2)|)?tQ)&q6e;!Y5%wlO)_J zUS~NjsW6$_G-bZm4a=tM-=o$6R|~=rorEx~B%4x*-cNds#*#*~%~e-F>$61kJdB{7{nb4K7_uX30pvBVBv^><=n^W8tiT!P3%gvD z3t&8!@BHDlb37Xrr)z3S>zrMgaPV{!PtmYzvES;s585Eb+nb;y|GI%bD}zzbtoSJC&b zv6W*AE^ajOn(*vxi|_XJ|A7|RF&g2^x=AqEk!zD>PbtfB`iOPy{yotrmBIAS44*l3 zZxLTZ;VwG1?2-)fOKsKFIJo=+=Ct%{8pSVPFpuOyv z#IBChd{LttmeTcr;F70Gx%^e2<7|_b_tl&Z`vy}_c}ubV#AR}R;-qZYy=nz+)tSRF zYG9@M*L00GEw8Sa-g-la#TPX7<0U05gPp)Yc>HU}SqiWQIfo^^PJUt7Sm@r5D?up< z`)xJn2i>mzpj+GjLbtVjJ)EnJAdn4BcSxxN+L=+(c6LeJQPU4m5Dm&-b3`2bc*7JC zp=(r$M?@T%M|d2idqfCOODg(K__R|TE*BL zSO1O|uGPqqtiwoR3x!^DpaHGjEaMBBePC42@nBN#D<(qqF`nfNAH1J`D~t}AFQ$fT zS<}Q^uVB}bzwG(@<_FU}qdPvLwOB%J)sYZD)~bLiJWET;=`4crI@*|}xr6CXSN7Js zWL?NgI{i^}&Pe-gCQwbwlG`LEO~uu9o%_8ZiwWMmK-)Fwe33*u6qKyY6Ec$>SH z<)1J~FF5+G32rma8i!mSm;a7#CtK4E5gD?s~EzIld~nE)uqDb)OX^lp&;xLXC2|+Nm!xrf4M<*y*na?{HyvekBgU`E4|lv z?GD;E8cv(HtMrbO0tA99E1zrqtpsgX6&%8g>AK>>V$)$ZM#ydPZtMtMEl5gT>Vq&Dp}`~eWG5{W^KEe>*2g?`O9u?yL2QBSG!iU z`ev4v<-Sd36*q_6cKPN~d9`*rESKobZl=D7cN8Dqiu`0dG>J>mf16PSljL$mtTY9a z;OC~X$f|2J%#>`2I?Bbvm9I}#3XDuou>E$(1O_0%olfe%d zURy5(T;n8!1s&>Z9e;djoE}&V6#|n&HiL@jtz~|6m*+m{Zj7Ni%xe%E}S)A|9E+X?OyH zTLl(t3v&+2$#%%JnK?~NskJ}{wBKiLNVypI0y4-}@3)s}!D#O|T49}V$5Qkh+11mk z{Gc8JRBJQ5nWgLX{V%*uZDzZfw+1@zY2W^^rmCTPVpP@XTTD!Z-le>vtF-u|`reIX zKKr5A$ z2*buMMUIU_6BUzah=ODk4hQEXYvf8^6F0siXAIMU<#YCG2L>x@Zp+rRIyh(H!!aUp z&Vr~H%Xx){BOo*h-b+oXC(}T{K`pmbu5kHFmd`kWtBl#gUnEB;1b5+qMQo#$2^G2x z#XP}|E1twb7mtRROAn_(nmK5cDGeB~k-&z?**0H;Vx3Z2tYIQm&WRWLHAb3%Pm!ry zi=5HFDZ-g>_QJKvfp}$xhynST%VFveHZcAbfHKzh{>{-R$hcmlLn^IdH_uR?BaFK1B<9&WbaJNG49pYAwD;AtepG8>i1OOd8H>@}aV5lS-c{2xax2>>F6*Iy zsYC^R^{w(8xePwljBK|TfP}4CZ{tNqv_i%FcodETv@;SsO zd5>lsv+vjtYB}MWwy8`4k5pd{%@o8JVj`4n94)RwF*q*O0aJ=niLfhv#KUITJ`5U} z<1pozJwHZ!_0c!xew8&w4)28fXw1F7>q9mj&z>IJSZhNT3?)EqXv~}(Z|?&b)KkN(arMl6KOyb|5OCt4rl)b?ib?L z0TUkk1uTk0TCP+^aP2t0rpke|gMlNJh5>UDIs}|o^gvnDaN$`~#K}jQiF972nM$8H zaPba5TXQ#t(!Rm(xn^aoAX_kYHl$TCJYgEEg!b?Ib%)%b+?C6+*5{45`4jVS$jfEh z0GY$d4{fQwx}ylh78O2F>nv8{zh`dOkqX>432{f$TeaCFq}WQiV>`f8>-=#<|JwA~ zNl2@cQKA&USmG2&RnvN7(~8vuJ){%IVjBvAg~7I7t)t}^@sf+TSdu5%g2Y?Bi~E5D z-f*JTWrkBSp*?+bI9ZOV3rId(E=&(8RcmEc35!-YrjeEL@)dekt1!cT+qP!stVr9p zBY*4C@h&OgbMfzV)Kx5Ytx1xIcDL4mXNi7g{K|*_sVyQ4 z=>=qjCL=3XDKmk+Iu*$12#3slb_)*yu|`8MSflz0agMJ8KujQ0+dG||nJ-W>EV;FI z4ykiIx!3wL^wyaB??$Z5?!x%R?#yz`+)D7IlCFb50m2Z9fL*A3A|M7w5R)gf1Jh>U zcNUTP;JZ419#Fi(*?UF#`xIr#dfe7TzLa9hO`e8OPQ7h!%$dF--}(TTx?QsEgY`u< z2{d19gaWMm;-x#tkq5gT^9*H)nVwUcgMBPz3AnY(C@djjWoEKloY)ePqSOJABINU4 z))%4E&IC2{x0PZ(cS2R{hmFfHL)W=|o!zWKa`+M`B1FINVTw{>?-d!-J8zWG zfHB2!KkbEbNEu}rzT-e+Od0fJw_Rgh8#69t8MK7ublGUmA%YrmkT?^QI4$;{uau1! zS7DzY7h<2U48sQq4613$Q&6b#8)Q^LKpYzx7#rsBfKplCWR02Q^y7SXD;oh3+C>jj zlM`cK;9$>M3P{?}<865m@t-wXWL0k zAhKcQ`-`#0a6F?crO!01KY-h8dH`EMX^9rCl#dd%xlLYzRSKc=z2~Z8TTNQ~Sc$v=??S zh0`MT$i_@Z)G_*I=)G$97f0mfO8|bwk^aewNI3DH`?JzGFB^yYgTZReQb~$=zfz}+ zLVcwfLc0tHoHY6EZzp~7P`C;+CFqO`3(Jfyy+4?#v&-{=rVN^fmn)PRmwJlyYQ_Fn zQ)~>@K>>%{j;L5?Ztpnb=NCKwzzbj}y5w`l6jnuf4AWY{fIgAu-xY@rS0B0&EHew2Dnw|vqa1F&k6kKxypV*27Ieu#NF-#== zX6U?^sPx7*njTLQV55~?2AxVHpGzjRHkF;?xSdE&rPtbAhnVPJj6N+Z6dd1|p9V@^ zbYsNemS-F$Wjqb{Ik_&v?q~I_e)ipAG%8^?9af3Ff~cP|aRU`IK^5~dK_&AsLDe-f zS(LefCA^E_E9?4)bJkOoIBb(M#_E*y*ytUZd!wyiXt{woNeheV0TwjW1m+^zzp0XQ z&|yHI^*o>DaJ@s}Ep@Dx+Y@}5r2Y<>jq+=nA zpX%EN?NyWjU;7N%-A21!?VG$`*i|-lmvJ6(AI~S9ZjIb7_kwvgILKm22pS}x@#@h5 zQ%+2zKBRE84%^+1KH8D3AJ~T4D`0!^+;8=6D!O=ONI>+)nhyc1Qg&X#uuyVK}f zYIfZ4fEHcifnM;Kwsy@V@E^q-%hxMpPr|3E*3S97ZMzpuqVuGNgv*TlFTm6m46Zw5 zhkAwnENltK*2s#0<1O3FSeKjrMHXELAs)_-seXqqEgAkfgV2K9^qibKCh20fca)rG z9%L1WD{Kt1tcTn>wo2(c1-*rlW+QeK>$|o=s>)5}+KK!KqgM+sxHu0~4zZk_bBDQkd&n!+kCq@y7c%@=soZfUdV!QyK2}di< z&J7MJZ&A?GOof_jFkMiLK44Slc4dClnHUu?G2_xL0Rhcmr!6Wh5(+y6bn7M^OT+_=Owf}g zkr>z>3l-E1(^Z0WZZfzFQkbkfb+3qdy`%cI$Qmz;69rWj3iy8 zwnexpMLb6d+*7rXs47GCbQ`b%nI{{t1;DZP#-rphzRpC!G5^j~G2QR<*`;S`@WFy| z4-ljYV+i3YYi6CU8ciz-?Rwd=v>Pi%)Hc#s|IS63yyGfQn|vZye~xEso#HtT`_5Id z8NfeHTN8x^)JLvhN0R)@r=C4cBQSZZ1rAsR`nT$L^ooz)H^<8(vM!lJPKVF)4@QBs zn0b!P>V#3l(Kv~5~!G;S)zJ+p~ksc`-7wsdZ8kULb^1W|7VRp+b(1Wkk$hd z2IS4@fK+34;4^hz97=$z=ga+3Kxg(l*b`EHngKJiI*0Ze3P9`$2vQc7ZyZ^V8twYc)3~cr_0X> z_&XN(;dRZ%ze_7M{U92g-r zRVr}eC5exLvG(BsKg}?>|FX#%oN+HD%D!wKwtsO1+&eK70ih5GPwo$QRsn4PW^?qF zBft5hx@T2w&5Bw&k2AtFt@fwavud7g_gf``#~7_=w-G3!RR6x4<`8C~PQr>>~OJ#wGPpqguV@j+3w34+x-=*(zRr~`kafg7&v z*f1f*6C;01f(l;L=Se*>Kbb@MRjYB{UGd!#+h#wq+IkzGP4v2XoVs;>!winx@{NQ1 z>OYxK7~+{X^BZh2alXwQ_Nuz|!(&j10ZYyx}zezWOZ@*RC)xZ?i=IU{>;tW_hBZhlo-Hfq9kCUv{fG9L&_W~Rq+H$O_D>kHmFB=x&WQ*#UsJ=88O@^kH5d2^bsA(uX~ zeacgtt_6n`M3GR;UeCybhnly22Klhv4b=i>hj6;dQV1$j{}p+0ib9` z11x3L5=f_+4c7-3m@CB2-^{S$*`2Im3AwRkaACG82H6*W(b_9&HWI0v2r&fD>Vm_Z zf~7+l+%I6%qyFg@@1z|oEBF76caG&JjsC|x z$I8a>|98)^v;I%gZnE}T3O?`jM^%ZWGW-8<_Rc|)L~omD+p4zhY1_6r(>73 z0K>+F%Msh}-K;g~*2S0g?ALTP`p&M0m#bA(g=+m;zoPh3?izOQOERZ@<&FDoP=OaG&ehs)aForP<>sw}9P^ntIdJIdcb0Ucj5pszJT)j8U;ohSI!Jo)z@cfu}T7G z%2!)lZ+tI>lS?|71=6jREc7wCk3}s4A9%|M zjPOTqgI-uO+PJM1Af_MZAuLeT0z;+gVBRqCMDteE#&~@cXUre?Gio+dZ1aPbOUOhCK=PWldI;g=U&k|n8y#t;+RwV84ZbBj-3ZUlpNi{mQ=;y z99|8G2O2EWj#_XaBL}GgD~E$N_Us&%A{mI4FgV!Jsk|}lV@ZAwm9emGO5V(}rKJW& ziL+LRg)D!!)tK7W%DyS&oHq?03rV_wNOnr%-^KZ1iyt;%p%-ibz&RWB9V(nz-dI37 z^}ue}ie>l!k3`vm%8CjSsoB6^6@>YDd-B?aFeDcncyO)t^Qv&6xeA%CD$^e#*_19G zeYP}vJXfL_0=l^q6POol?s44;g`=<3`3m3_FFesQvwTL`E)hzLmI?(5;F1??m?#%) zLJqYHi*SpUzl#_)k3*`jjtrW*f@K>(`BLK23Djo?SF5#5)}uGUu55~y6k%>1lGW)j z=-29k4Zs#kmtyNWeC6gEGX*=}RP*^U)_oUT5idG8*yxIyIO$#`EbL;+3JET*I6KMJ*R&d# zT(-Y=Y-0+_gDg9%1D2g1b*yz)aw@AY{_v#aT&%e6cF~UNMH>MKxRQ=e``k5SFtd`6 z20IKnQBAqIv{DK|%}u#+?etP|TbvwquQR)`*R0k;;4XUiP#<^Hz}9W+?^B;MdrnTP z_xL&2x5g@S^L8y{z(o7au}k>%F{Q}MdLBe)y~!5mpD7O$ zA=wUYcmNC(Q(!PWupLtE#S#8BBf(Vg>%L16`xn(Z)nL0abk*%g71Reuix=O&DHocbBp)WrIS?qXu8#S$@#5=?uSRC zx^@Ix=~l4ulk$x#!UUX1TwRSeesh#;B{HDXTWU%*QIP%ZE9piSZ^lwkQFCTa5o21X zc($uX{<%fAWs})-tijnn^kP*u-Z{#2{&S4e51;Oqfa}C3n~Iz%TXjQD^6b0SvIVn0 z32wTok+BNHnB>EHl6JD;Grr5pg~8M`dWL(`npQa{3@O)rB! z>1=8cQFF4xPb@Q3j)h%g_&U%)#5zDA^0^pxbeoyffyGcAxB^ae-=lI?uf>)GTbj!c z&QfoteVxsr@6d3u-&af$^X{?r?JyiHVjj}LMZlD7#>$CH2zgEke!)gv)tMP9{pJVO zozAy^lN@IJf~@P)Ghm_LM{h>n($D(d(sA-n%zqoHphc?7&H8oY{W7>2`B?3e_fJ+s zgM6Q^3N?=h#TcEE-}umuyAf{4K(Jp#JnDMeH8&?xeR$N(>6uWC<$qdr{P~`h{8=iU zMp{QHH$Xiaq7;_%V8Kx=0^$-=I4qquAT$D{3j;CJh+K*%i%`f^%o5bBj9uW4JDHpW z>pw`1zOw#ds1vIR zz!%O9(M3T4b7D*}M^qlyUb+-CF2Ns?9Ko2*9$mJJYWMkd>4Gu!v%RGq$J8%VvquEtSZ=pY0WfBpX9dN**1GWhT0I?|nuaosHGblq4RD(gF9_Rc;@ZOx)PX@VZ*01(G z^cL!OTTW8pW*9MYVlEc!y?-~AN_f`22QKB7huv^u+?fD*O@ZnDZvw1L#dV#A2Mne+ zx1tO|*s`0=n8LY1tgX@KR+|vTN zp18#VVTJm2l>iVVG!`w68E1BZliMx~&s>NZ2ksZcf>8d#08P5stT1%Q)@GOMDKSdd z_V$r}|CjK1_RW}k)E{%23ZSp@*So`@zdBpy{$xeaF&Uw!*^M11p)*8uimCO-BCEc* zM7YkG*b0eN`#c8uOFz5Zs##WT-)1o7_^v$-wNAb8G;7G3tn`SdRbr%2opddMLST*V z0I#qM<~)CW0+Z&33_#c=w&@>od?I0+zDa*;c(9diZl=7;Cvjr9BOra`I4F&1@{O>? z$xo%x=K;Ig5ph70oPRIn`oT=F7bt54(K7}?b~jAfwzuQd@JYiU{Dn?BE5uIV<3La3 zEHn4l+E7Tkqy3zI6_d@a=<*V;e`xK+{ejG9=`5#U=6cJ03=ov;l*oFVSdkSj1dOki zGeKA%TGO)f^Pmy+=|8AC7UBdkHe9)fD$@E(;ajl_bMnp#el&Z8zgjZvey8Ihf(4O!lvz8 zu#4Dp$Uz{4qQxvaVk-McYf)~V7+T3khKMqQ!`+dswn46UbN%Eb0Z~@MAW@Pwj2%V| zwXl35BYi@K_2^lACFosz9elP`JD$b-KkelHqh0&&J2^Hs4vzl|eH_a-@#0$`$IAT8 z!T4VUa_s*}2v!jgfOB+mFg3J>bIZEYnW&-TMa*9L^@yybMp3?!1dECqIDyVA6zvon zcMXDl3*>59X;1~`MY`MoN`oPWO4nyz0i$bQY0IN5trt4y6kq0R>&;1{g5Pqo=h}&b z6W{UP=dXWfFZcRiIVqz=5VtR9GrniJ0-qesqeMhsalTrIg1u*73pH1F|4eC5SW>T) zXLxE)4pJq#SKKY3LA>1=Qt2kVuGN=KYep+BI;vtzMQYY5L8~8>fr=G|I>#4W_bRvi z?E*FJInX`~7mnK#aA1jGDOdCQT*#v&`#1dsRmtLseLwHp4Q%i}-4mJ(dX`_?t5zIL z!R{G1dZ3XTrs>WdWJq6oMMeJM!-4qE0yLQD75d4VvZ8OjynqHNJN!QHw#TJgy|&xd zdKF4NE$-T`?6(}b#Q>FQZ%q2fBM;pM^lEGIW$W#W{Byx$b zh`V&+g7_yeIL*kB7GoK;ly(<|@e%habNc?`s%Y8N!IckaYlfDaTj}f#Wi+@o%?lxs z%Q*$R{EMNZBoGp*_Ha0KrQih^QyMhY`O=2;MSk3&C~waB(y8w12bZkamZrDWrOixk zI%3mA0*b0<=Z%UQ*S$u1X932os!Y4CRB2&#t69(xwZ(?iCOwQJR^bjwwY*tp&5rJD zneG~Q+usN$g`z2qaWfv-)1}e@&R@eUMCP#w|HK|uz(hOM3d9PtX%id2zs_+I$hV7K zYBIGBmI8TYr6V&%Fm0yvUZM2jF45$p`&SR2z=R?L;%-Cdiz!*r*mVssf3E6bY30|F zsV4jTxQ*?v`mj#hPB0YP&M5aSW&t#l6_^uh6MDQh7e%o662N_W8w!0jeOpqq11z`K zhuT;Jt@i6-Q`sdpdC=uay5(bDfj%`Bt_o_ZDwt9ngtBt@fVwd0Vu}NEFi-T9(#sU_ z@s2B*_xdKOR;<1E;I;Y1G3H)`6^W1s%XxiKZRY?xx32ulzjmvfsAcQiNqQ}1KPUzJ zESHj_a_n4KQmy%*GHj=A7gIl}ZkMMFsfxDlMj}nH<>hk&TBog z30j)Wm!VX=wG+=d_N_XOFeaVTYN@b&N*-$o%RiSv{5nRN^5`-Gq|_7)z?(7J9_JBM z>NwE)ItW$0X2ou_-@UVu5%GnE{|@68uj#SGs)C3_IG`<{D8Va`(8#!_B`_q9D?J&& zH9u_e)B+nXb=G{>auHEK=@@>t9?o=@toP@-hDSXvw}dfL_+F2f7<(bbnQolU@Rui7 zDujo%Ny}evf?oI_DUY^AMI+;0&)>n~!%^=#6oKZdF`PC`AF+K~Xl{x@!mU6^1=S>l z)0Cs>d2d2+XN|PpV4s=R#{9-d3cN=_3cd$0U|~>x;IdP1VzSe&R2jkEIpD`kIb^A6 z{9x^IW1hM_80O&jd*af~%x$wp3-;6_HL3~sz|WcR$nuLT+B9)SP=b^SYT4aXE92$F z5XdmGyIHxgA5FS%{*hoggfZoHRU(xR17+S&z)hcOKW-u!b|Sit_m=T&CUevyD~vzR zRSphe@W*GrWty3f#Px@JM+u-`kGXUbHAz`a90iUEPE%4su%S7Vdyx;9H1iF532JQK(0_}t7%N}p&Y|3debR{cJeyshV&F<#-l(H#IF7*_Ij)`${lL+$ zihmOa3ei;sTv1qT;Gn&NqAx_KgQBlkOzmL)=+^nmUu?cb{w&evP6&h@8j>5Xf+7i4 zmx{6!6a?2AB?(&xIWJyq>HC*sNggk{oWuWpiA?FiA2wm5`xj*h5p|l}JlIk8+GSF* z+!zI``EuOYH9ER}8{PQ%ti)5mOG_k|uwAOil{luqbSgbyYTwERp_W*rcZBNpPoAGG zbbMIf$E5hEI)@_yvh-j1ZDfO0u_*w9RNG?{(X>cW z$=#+a?vM;bm{P$#d+^r@s&0h}1oV!61^5hD8pxpbv7|-xhw$c6fgZ8znv%bdrWm@Gx^zfE*DIQGDC4 zLRc!Pj)=$XXHOMf%wb~=-9WuJm5V1_ZL0DfooCkFM==^zb*Ohk+U>OsGWbiWSk-!v z34?^p0}(8(qhUa16_^pqv%yH`EJO{MT8@56By*Kofgp zPB}t5H)sszaoY~;=8OX|r9qwnLSn+6kAffjoZ(`2ka#e?255UY0Ze|Q;#dNAkqo1K zkqq;<+O$x1y~7b83Lq3DL#F@bF&oryne$`O@y#Yx>-NK!OZ1RDeyz zj(YO|;(Bz%qUd#eenySU&0##zGT;<;16kL8z^paoME}|G(r?lwmMC}4aTgZPyyg|6 z8)4MXOfv4)CM>t^gAar15&|Te1@0Us52`ed?MSjl$tzc+o*%GJDH$!1m9}xNs#c{XNz4-_QhGfe_}m%z4DK?!kJd(=ZryY^@@5yHw>o1S~5)Z9UH&+))a7bKY7Q!F~tnb&sp+^`dUr>%6 zv3)=Ba=ASS@vITLs0InuqBSk3Do1GrTW-0rm623(3bW2*n$u~VRgtiZLZhvOsxnr*!AVs}~vnzVA&^k~RXpGu$<;{SL4 zvTJDxGRj?yh18aZw}tt7L^NjUBk@MHgj_0@rnr(3ntnr4^()kug&MGf6o2qVx)6*C zAx&}d=&OoWE!I>MhyO5fkZP2OCqm}BB~ow-hVi;e{!Qtin$D>XrH#%_3v$lloP1m&@-(yf}6IfeenTyJ!;6;n=N7ts9Xa}5~vAzsW4jTt7#GM&{;I z!~J-`_TFIXg0N|bW=vw=Bz_cTClS9A zsJw>iD$W=(;*+bVc$AWNw!p5018)E-lqWhI*I6K8Vx@zb`|1o;c+k$(LOsk-?lUur zzO)XR+jszER&#go(w}Ck!{3I!w&F)ZAPNkMA&Hf<9aXB-tE%uaSmi>Xh&8LT^X8nI z!0F&T`g83Kjw*jra00ZDt>q!eWOX7M>vXvBoC^^1YBzKqY@0V}(h z{g;Bi#E7R#VrV4+1&&B*;iagCd}r%Br(Q)|iSfXiu15}~SN_PxAX z9QoyYRir5O5DsX@VghlpE$cJD`Um8Jj6Yf=enH@XP`Mz~`K#6LL}Rtqd&56DjV@sE z83)qa+T&P4OmjqSAhHrZP6J9U(LH{KT?SnmuU4!hC!P7%jM|ea#97Yf+5P0qHRp2) zSfyjNA+MYi;1Q4B%<+%yUQsEM|MCf>w69U;*aZlPa5$N&#Q|paZJUKZwLcP9bQ$CvC}7i$dtsFL9%1i zZFBgKW1vQI|0+l(NAG8uhMQ-{>u^(qjdw{QOeQO5w1cu2!0fCuUnlw9Pyoi1$so_*|$ zMs{5*fP4DXk%?@l8eMoJtoilosr*yQO9j`twU@^<`6yPU{kTzGDE=PxuzTNLJM=-%MUM@Q=q)-nH9ZkG(d_rvvm>Y0A2@7B+21_1RcP7*WZW8D7)Jh zQoq4oLyLBQ>cmP`KO)r>k1OXOye7nihPu_9oWS>tJUl?#7P*U%48>}76^R0Oz^_sg6?k1h`!Li%b`4}tJP#Mu;kdf$kwCg3^S-L^q~ipP=VG- z;1=`+BG*n|3YBo0SJubKHKni5Q+9s0yO@`Ykz#KbLJ3twXPHmi=kV-735#+tUr8>+ zwvc$OS1|2t3H(>b{x1e(U*9^NY49wjGlAzI05*D#2zZoeih6sBT300x-^N}A6o=o&0@ zwTbbcrBG2%->vuQI_HCUtMO$=9;e{_>uX2eeJ1`>$+76B*XWh(6JyZz^HcfW_4m)$ zEVtk0YQ0I4ouZ=|mT(FJqe2PDk_%Y^yi@F@m9Tf*_PF?t`$Yo)oBKV{?Zbu8J{s7Q zp~3xE2ux_WG`_GQws@q7g#m1IDq=AjPDA6BG!`N9$6UG58T4WV4ss$|5H@1o6xZpM&j24m^H@jOu>Z zJ&Qfa(|CDy3op=*J7BepcoQhaSE4*8cxK~OPS>Crwp znj~CF81cG?NhG*tx zt-^Px@)eg@IvHWFTeYYvFxy=1`MzSZU zari$VKOFxN#r!YG4+}Tv{|)lzh$L=new+$lwuV?*@i`cL3q?M1I8(;eGuz6F@4+#)oz0U)|qq(c6(BfVn;Ctmi z%fv4q=dXp@kEf^9VnS2;>h5=rWyjju-Y%Ol3_p*>r?!ZimzIf+YLRbiC6DOmcaUwo?Mowh4KemrlFYC*6Qzr54xu4s44)i9fMU-VLj{S${M*Cp!y##azF zW}0l?Z+-Z5NXmQJOjD7sNtyJPOQ}bEzL#H&v!T}&>MKg z(fRwnDT7%Qt{0nvzz8yYR?(Nx0oGS-bECQ;8=%fjqDqBSZ1;RkN<4PX~hGEJ_9*LJKy^_ehxT^^Kx43;msrR@P>BjW* zo$t{q0MeFvLMfNp5+l#It+~PxQ4{%E%NVS4E*?p37Pe{58g*~Reea+e8rD2pjaVD` ztxxhnM`_#IY0p_Hx8*_xv%G@AG_9t~fM`h=4K-N5Gp}FZ`p~#tG1Wa!hDEq*8U^r; z@idlAP=x#Sb_Tf-{J#(!!+$|=d1gLoN4h_^)z;P~pYs9l;-6NZX4D)$h#9^g*dpb4+7|mm8F2 zGy}pwt_N>_tfI8PJisuRR_k=2w{+$1h!wX6_JMC)!M%C(a{iovc)yx~cl*BG>|sHQ ziTj2jpvpkm5=uDuRYg+&nv{941VdUNU;JB5)W0TA57!Ma-5?WgiwIIAyAPdMAU4DP zHhTP3WYiF{vxFY}hmsk#pghe`svX;cSeX<#M><||rimKTv0jz)m(0lYf=;b5*G=1r z965y2Bk0WVG}%L&9LOw}nQ-{PqY&z1(tVstJ=)s3TUfk9y)D#x`S9on>oD>SiNK8+ zdg$LWF5$<^l%sMV+L&UOT-UQp!f57rLaXRCUZfts)wwckI|l|~a)O!>NF@CeKq+TY z*a5K3hOu*q3{0rP%b4qWD;*ZbU}KuAJ2u{3hZ4jhN?O6lj-4x9DXG3Lh#`8s=zI

`6~sRA0X=kFI!G9!O=uC40gx<=w9Xe} z&$oZlX1vRdgvvLvb<8(n=mfehF<5nD`<3SPZ zP`5fCt7dTq)Tuc8<^WTI4OoSHC|=Pwwvh`-%@I0)K|X?z=F^yxEor^Sqw{BqTzyRO z2|k~5GSVk&g?Pnkan_OgnWSnP$M-c%Y0s$Q`>WL{W@Yj)0fa=-Tk8B9iz7zK zP{F+Cu92fOojI=4`Da<+x}-Ny>S+j`1LchDMuILepq&2<_A6u_PKRK{DI};(_GKSl zm&bDUAOZem++bdpqc~4e@+tTirJna*ayXU5+25f*R9!6Gtcm6S5^Ch8HB}12fMjF| zwP{tKBF6t57wAu<`z40j|`a;FZ$#s(j2Z*t2*=H$_Z19PZQq;;d7oY*T&giK&7a)RwAuf zxE%(CdcC#Q8?D*D)4C!b)uoD!yqTU{dQ>7OF_OER{$L!iqD``ED(1=r zpy;4*`9HJ>&Ydb%w;F{hD;K0}J26U^7OWc^{5LG>!hz>;L9P2Jn6BG35lv3Ifc>AN z#az`2q--#2c8UJ-Y3Kn#OYSt&lK)h)sQ>lw0PgUt(+D`X*?7OPnoQIGii#4^ZbK^- zu@CQm-NN%<`blgcRSP*8E!B8rZ2k_+n*OSsX$;Tip%bhiy8gf1zvZc`$ako zy;ZRKq5a3lX7cC0%nwHgbY_0}M^vf=sU#uCoHOTTDRJeeCN=iuSe_p$4r;WyK0wJ&cbEzP(Zz0mZDoYFWKrv}iZh4|OULP_Hw0`CXfZH|CZ&OcqRgeR5&| z*4FjUJscpjt0mY8`q1%hwG%w` zZR8-qWymxH;LQf)2{}ojhbxL+0B=;%))s!Nhn5bH&Dg@a7}*Ws_NxH=8rrB7BWmP9(e-X|}u;4D*NF+`912|Ha?_hpk#DEq*c|qG2J40Br zJGRS#pp-Wjm2=%>gZRt2g~@0q^cC z`W5=aQv?5#z^boz@bLD=&|y2PV_Y#seCn`1WL$CCY4Y%TXYi0%BoR3$+sx4pHuEOx zLKyrrJC-fvIRtE))B9)F>m|Kz)W9i35b+ZUtT8&$9O!9V|!5%{1;An&CE>nd0^g*vtYMivyuG zA+*DB2MhTfaffa(KdSmpF4iOKu5qmEoK`J$KI=#_LQ>_w+9!lA-SV{gT#iac%vi3L{499DV6AFOK{jaGz2D!EMz5F(Q^#guGlk)dezJU;o^k7Op7 zQ_sFSlE2D*xu9}Mf6RvgOf}yB%Vb1)VRThgu(uYmDd2W|HIc;&9&Sm8fMJD)FA8F4 zY#Qh9X#R0KjM_cng;i>5@G@eIl-&&Nizxb$l*ca?b#1N+s+B4#%^S&GFfy#2x-sOF z!R4uSw9xwRO#74Kxu?VD(tW^Ae`8IL+0gCuga|Fff-M{{=n3A;X2gY0C4o>M0~qvM z4a+xjD+Y+7>_w5Z^?i>=P?5j=ID@jbGz(GrAT1fA=)-!WpBcyB3jDyB4h08x-@8(e{V&0rrcl>N)UQ+&a64j=AHw7ur?XLX5)0|*_mVNGDa=VJ~=qZ z{@#F3nR`Kv+eb@tF%J=o+B0D5aqBwuW(=d8dkM%3ao5nv*aJYw#`Fi46Z={G$go9? zo%jaYc_z|pwravw5(?Zbp>+4>tulwxwDfbJ-Y27dk4FTz7;~>v6(yd>#|T>~4efNK z{NQyo{A6`3gNVD>`yZ=xBkWpIWD$0F`lg~~(PC~~csUmQ7&ZDJ?7WaijE4P~s9&vv zgj3pBL7_G+;vj1H`hs@C{3Nv*q+$4WMee;-LGMBn`ur>GrTJns!%Qwqt+$sz0RTK6 zcod1e2M|Lj4>VF#Lud#ij7Ls4>Ol(QY>2ryL_`#XH6e0R+PXaeR-2d*6gR1v@fSEz z{U|}rE=h&HS>nK**|?p zGaZfr6vd&#}oJDBET;2H4Jq#U-jom;w;H!@)__?rz2V%ym-riGL+RQb1)nNP&r} zzlx(!qxHfxOc|Nnd`^kotY6Jl$85zMTP|yLw`Vl}eAbt&Uea#Tlxaq~ZhFMD73tE> z&Q>`6Nd@3YNJO+{SHv(hW|c`G9{5ScH@{rImt8zdoPe8rZR3ooI#;dm4Hubf`h!-0 zM9*SQR4Y*<`CF%uyH@^ZHTGdAE(zz3vt6ie1B^cYuo*HI!sOh?&L0kLMP402MQigj zNLlr*k1re|2B`KVpG=lW9dytkm~7xb_e)kx}&1-)V1RMqx4_L zA<>GS_QZvtkB;xhiTB4{uB=w>j_+&rzq?vfeP61eUV7huiF_TkzM6mEfloL0`knti zmmYq#U%bCt(wuFt+t(DASkH{UFKFHOWWTw{j9c;^?x_S@%6NOPRMx6mUdU3rSGsG; zwztx<@L%+pTW)OJuic6#{kg!;$xU6NIbU+NM=G{?$pIp#A&79xgi%j0kS5hVRjNK8 z=$*#599`TK%v1bTGb2foB#=^`mu6vTa-k2qFFV6a!{{TuEMlQElu2fh`+yqx^Ksz{ z@;>!G=<81QPyLl)-)N#zyTGb?o4~&QOFc{FzMeq0zG2DX(YcdoD(32EUu2!UY-!lf z>^#roE3dpq=X2g3sJ}jDRwNhR6EDVSOx)L3s6l!pAxiVfqLYQ`X(eIR`XAkG+M1_; zHU6#oVC;t~Dpq&mHu%F+?D(t+AtnX|W>ar?R;aX~_6~G-oTdqBC?b-xHec|CQadU| z&cKe+%>JzfMAUmHXu=vKjj1JL*k91YIs|pDjAX0hD|gT7wFgI4gfR?`CUqd^pJDk( z`p|@X7eWX<+fq^^d|us%9`8`M&c?ziV8=FcgINQ#gUkk>%=$08$}LShqE5eL#9oX$ zuLBE!_3l;I{oQ{zd|JY`NDsPm2jAD?3Oc`mH~c+aEA?F0(LqnN$R?7m*6PE=eNR;q z{vOWTu-6z#lpSk$14ns4kGfpMZ9c4WN6ji&%Pk7Bv3L-tqel>9A!Q388K2O5 zFaO6}T|+5R!9gIXUXQ4noMcy4gFx-x2Y*A^;@Cp)EGIj1UU7Sv>f(Yk_`TCD3}+Df zaVg6D*6Jd$A{Jv+H2=r?b*9m9b8;a2E}`F!JObl{G2Pkaw{Bw)jqup#Vi&{0(qq_DlESP z688gIq)WChOkWG6tz41`{m#`-Ah_++Idv!ukHX43+*n=Y;9UL1uWg7sK$Xp>pt)9d z=ayYbr97xD$@0oz=)qVPN{6Kn4O(~1L_{PSg3zCf5OjZafcRUHTm>)e=0cL{4?<|V zn5371i?FE>!zBkhw6#cv4Ze>wJBsqsn1QztgJg5brA3YF^vcv{{}ViqtMUp-62DMr zt`V2`djc~~jIu6*phbEbSD0`-S0(rHXPDu&HZ}PWc-UUqPmM`aVn1md=i(QM*xyjR zQ5a>J+yqZ7=lxX8wn7>0UdQ)e0DI+j1dL8#=irjRj8S+Ds3nj8x z4yQ8plRBM~ceZrY6FI$x=G?-!L1+*hZmtiaf5Cr$)aUfdDR;PyU#%)K}Z zYJZQDHDowe$v{gWy*~HDkGTwlrZZ;AM-Rl0xsD^tfH(}}glZQrJg+Uj#tIvp`2ajP zT7e)RQu@79AOGMTAJdx-9?zrX@WY52o*h?Wbk)vCP4r~O4op=XqS_b4x~mY~zK1{- z|JOuZnN)f{rdb=3RLV(tQE55-XNIyHfxGFW{*NVHP)|Ae-%m7+mY#!1YLz)1ESJ+i zb0)Bqqicnqv;HERdz@ApB@-e@WY1Gr;N3J^nA0+*N%i-e z)523PW~oDk&JkYsZo^hR_inq8N6x7B2A|7nn53Dg+A~9ZA@b(4_3Xy6&u8m!dy)&C zcAAT%F|^^zfZwCNJSacUnM)jEG1HT&uh*(4NsnDh8fLmbXXz7_7jrdG4e;XQCu4ZN z^Nz%>-`Vg+KnQZsVZTjbmo1wJcD|)jliumG0>LyXVer?o_YX2T2EaVsxY`LE?WhFj zxRQQxh_Ll!R2)>-|M^3M{P~g8!QS;tX7ApFT7RX7?CnL_gXRK>;lc@j)0a0#CT+uZ zwB?3AXp)k=X>596!`2Priu2O%IkS=JOO0f}TV3kjZr<2;0bM(dq>oe%64~`nMrdcV zBo`F2YuIrq&iBiVA-COYTKO!VTQa-;1Ag@R>`Z@Y;RNC7Vp6Hw8H4{9TWbMgSvO-7 z>>NR)0_nT$y2I2q!a~ZAKoe5Q)H)-)E+8M*q9*V?O}O__Wu%>frn!W9%fY zjHKJ3AmlMHJcEjwsEj0cqigcP{UKgSM-xo^p)3{m?OLF|MjIwzI&Z zE*_V#UkXv%pafISi@XHOge9^aA*d~c_53$)A3Ao0@|`g&dm0*RGs`)%$%AX0Krqj+ z3u|d89&2kT8F&zB%3#bYk`jH(D5^gedgK+zmND;kRoIo=3th{>lGtvDE^RUL@Fo%S zWIgyT3?>wI%N zhXaQ`fX$v+%Syz1O(E~FrR-`N_F50L3bB8te$evQu-Ee0>%d14t|$$^A>!QLKHvuR zxzpENmdDu})7k84V1!C44I9EI*-sBnT>I!e;3AH)lMdB8E-qg5$p9bZNh>!DWfrei zGBLdbj|uY97t9rM!xV?icbuPfPY%5lrrTXIckmwJzqa$Zwcma>Cc86yC7d|GDgyPe zUru`N2D9DJt8f}zo1Ch8iY^02ESfzZa z-A}Lh86UtkjchS~#v!3!QfhH$ z$1r0DyI5q}HY!8&BQ<-;SK||L6=Qen|5Qo;hcEu$D`|E%HrD@()+8Gz$A3ua?5xcH z8!4URKlz{kOKY;ThN9E{JGEsR*{yTjtXG8!3W7RLbaQHqJl|MEMurJ-WEVwezz zX*x$P5PlP9`LV{lQIGCfKlQ%3XWhGcW9zHo`bzI&#rNawg6PZptm+D=OZ8d)A4P^7cbW5V|2df^Yv-vQ}NH&4bceE)pqZ;V2U?=txI$5)wKQSM3lR z*OT)y{f+M4X9p*_tD4&G2_&h`)|F%ABw)*tv-9)KGf&IH>W#}Epi$nF6_j1pM{4ok z4&0GeA)Y4(aB+Rt?5h%WB~AT}-6SiWmy7k^4r?pZrelDMyTF)>HY|4&?2o`z5ISU8oTp9CsVyHaJ{ zt6Qkf2N9^{hdBT9;Ij43dxvd>VNuUo&4%785_fG68MH;E=wJFcmu`IZ0a-az5hWF~Sdt$V891><|q9f*vP-~!2sMAfy7}=KD zQCRLxt)ng4{hlHG>5Fsb+rv`<=`A3YnMny!ShNWpKZp?PmO3Iwe$NwVnG^esW%?sT zWtwvVIQSb4bdnFj=Q7`XtmU zgQSp;wcEUm3vg}6jbRB%#7VxLwP#w!$Ue4c)RmmHI#tS2aG{Y~FbPv(L2#c)sFi{U z14L;5YG{b1jue%7aD;STm-_cupKI~^F)wZWsr8JJ7}LuP4VNMweeYoyXMS1F-IOgk z1mBh7m!D!sT?=xPA*5!ZP^6Vg9hW3uJY+?+kr~MH5|U_0Rg7wLhYtb#iVYuGt&OI6 z)3Y&k1bh=^AsWCSzm3St8H|kq(MST~dyUeQyMpOwzyI@#9h2C2n)K=+5&Y^WjrpS zUmdo!hK~JPu6Z~RhZmE&7}u#~f@(Zp?tiZ#)cB))Mlme@(HHEELl71a{e0_j2VShU z(|$m1Pj-E%6Rty?gu))&|MbnrhLox>{5b~I4fY8Nwc|DlSp>QZ+&o$hG#@0Hci~8sFeixcQf{}1; zAkt46)$lSUH@4Hp>+LJdhmLdDdEDdq3s zK!~YaY)?~>gJ@XuPIch5Gs)k&;}ShZ;9$L$wkC_UYl9>0!9)v0x8fNhO&uZoe^~np zsHnQ`eHx^@I~3`Gff+zT=}@{6q`Ohi~;Pv}n zaMu677VC4Z_w~%>%9-cxefEBKoO@)_H@n6to+3t$ud*@=Bw@~9-xD`Q&5meDU^a0P zG;phDhNeufrn9C`+>dm9Z@qZO(Y|YmF#x;Qjx?F|4h8e016~1UsPLJ+vERyn-e~w> z$HR?hd|GA4Psd-YWagUeih~8`3)SxgFQ(s$_I(9Ri27gzcaG+-f^8%T=vI-eE-)eK;c0K)J6UtR(yTQDnJUa{=%HkCCux~@EQV3!LvX66BqeIGcPcu$}im)*>Xbd9SpS_Szs%L*8 z(mJp}S<1t(-f!gu{l$#r|J1fd=AM8}`L)|@kxg?x%pCWKjj$OA7ctB3xwO2xK`&K^ zXB5cjibz?=NuGg;6RZa4`t@M{^-=$9_v6eA_hYWA6I^-DozFIwRQ7G%8LoT=)`d5s zRHGY6-Fg(`MpYjHEG+(7ly>H_UWd9Aoi^3pDy0nSFZG+cm0PksB+SD8=pavACFN z+H{tB*|IdT{Cb;Y~BJN)b&n-iVtI=__0c|5aZ{C&5vJn-8G5d(fKVG z;$|voyo&3XtBf>ScwHPgxAqPer}9Ti44-H6NZIUIEh0s%kHtGWqu%rj$UD$WDK}lB>3bBxw3hnWU@|sNV1L$vqOgjK4)c?`9Wi|gRp;JjhL&LJgvC& zO!!1}qGHU>bD7~}L@l{?Gz4Tir{Q^pT$5{?F*kU8HY0>AO}kL83v}0v6?|l*!6IO$ zqe{AwnaD!7oCSGQ>x~_ypB{%3y5arOWZp2OURw!$*oPT+mPR6LKp01)9fG#yBLp?Q z^P4A_YTqioZ>gL2Myn5n^XpV@3Hh*(+?=>3jU1}H*zpWES|6scjWKj~@fftLQcCi& zV{s)s4*b~FMo^;G-$cPrr!#STrx-iQFzv}l+f*~Nl-GsxW@#z+D~lxwA}K6$UqkPs z`5M=)K9tRQ@@q&oJDw7x>oUw5gdy#NZ_0zhe2@BtwCfy5R`N!in~;-iSLhaBz&`yT%Pf4-G6E;!4>lnV%jZ8-H}1P?b2BTGQ6>p z+Qh^hb}cciAc2R_oPzmROu9=*%4=4^+8zRf z%8aG}(4B-%(4BAJ)UP{lxsghCVEFU)Et$xq<6bAB%d&;T60+UjCF~3 z=wC|hm~y?8QqeFL0!QCdyk)NQ13$x5nl}qopulvE%Jvx)Erm4;>nZ26=6YIB(>yFN zamFGuPUf!uLMb|yEfVWB1_pMO5H4Bfkq?O~mc&diIwXio%CliB0g`kVXQn}n6TNW0 z@0-I$j(+_0W_PlxJpx%Hr((#mI~0XfEJy54bg;ZGwNKNxuPzJG%dA7+Ui7F&kHxJJ zV&|QDDT1S_3no-`o&c2iX@gc}u{h%W0NJAMapmZ-vEkPAyK`v%>B}Bf$MusZ)3*<& zZ*Lph_?INb3O7jx$95aJti5sCEW`&nS9~M@IoBH4Op>#wlLwSLeq1J12+Rz~(g{ZA zbNbowYZ5g9#b?;LIzuOZ@)P=iJ@JwGZ)$<< zUl=K~6u*G%LfTsO>=~AgC zgHX$eE}_26?<3MqGd_1;yLVx?nG?Kkn6sx2fDcSajg)>L3{GGn8n2CLV;fh2sBXzW zad}VJ+?li+c_%uIB-N5HxY0lz?H1C_KqOs+M0LU%fC-o;S!dzQN{tRd>9Tb!5Xu=-( zN?Lu?vT%p0)oPk$YSC8Fu#aVwKeBVk`mr{YVC>Fte9v<6{F`)OCQzp4Y0&hl$XkJS z{a3&4AP10|vNJ7o%e}6kRYM)bw3}91v$*%DO4UG1@a0a_^nAbw5=iK|d#-;c^8|G3 zeGVRpZLz3{ESJoyyw~333d_N0D0a$6v@~700kq~k&9oLgwHWkm%1tChNns4X#3|KD z>VZS}HiA@vex*0)@`paQmU8c&N#q*zgH*Y-8C{ ze#f#O^|Bfl`}HOXjnQ)K^I6XQH2wxR1LX!O*P=Av`$YZ~S(Rl9W<9$oqBst!>y`~R zt8t-ESUNP+6x~lyg%A8jj#VW(EEUbsU%f9^q;pKUPK0ex^N~7Nm%}(}uDhoR;r64X zU~BvDK{sD3CS~9#<&0XUwe)*DQ;>+S4Dn5r;hA?E|KfY3Kvn#LDeZp0$ztD_3)!z! zQ*7-0()l||_UKa-InQHdK)-A;A-{%h(S51!ap9=#vkYf*{xX1j-;s&8uflVKa7nvH zBhrPV)GJO(Hp66ghNZ7UHgrk*8&hvZr$vT|3SpMX<_t?#(>sL+5$uU~n7Hn?gGjkG z=E&I*fo;W|n8f|45xI4a8;>Y=yi?ToY#%MpEOg{++tzpHJLIgiaaTxcMHyO0Ha_v` zL7fKq9bSKEc=Q`*bbpOX{O8)!?{N#&4&p5DeS_D@Mg4-;$3H3k%6Mh)=F>WPmbeEt zd5#kcIHxMq;mfm~4-Q}Ol^3vt|Ey1}X^{1By~$Py1OLZin!`OdrLcOADtvquWP0tK z;XBYzY)CgoIKcRiD)F0d+9b2#eza~^DpC?t=}h{;5#gvxLqddGq~biw3{l{sRTpN( zE5ebWWe5(T<^8;gg!epFK_owno}%vlaLh?*R1e;>l3V#N@62bU!(!x2HGczFqd6!9 zYF@Ifra&vTDa6?GgNkbVt7oCfSE>!44{zMpZy`VMFrlBS9(ly!G*)tG$Rsg}u!2pBy4emRdqtn0@z@3_h(y-Pl0rpvaKm@#m|i*et&z*utv%~!aHk>tRO!r? z6pip2(X;mv5~^N=GUU;C{@BtM?U(mdT)W8 zge+n5$s}+k#E)CD{QG2 zrm`~!3C|0PPnruxA|dC}KSIuZ&`O+^>BRO>;KMM*DeCr%fu{*ZE#D0s+c|}(G6JJR zEDtk!-bT|Xe5(e7{#CgNAy}zNC3H6C)~oVn$#(k;Lx~9`m+$*KOBGL% zQ+erVnbN5>e=pzda?*?x}s+SEuhb!(CS4>vkr2MZNs zR1E@2NxhnNiO_a8IxFKMxtA-VNzJEkj<_=WpSD>D1>F5G!U zj}EI055#M`^xwLFJecu*XF!Ma(Yx2|>9dSQ-D-}*Og-(T+Sv{yLHTCf*Nwj`4fVvG z*TY&Ppu4Ws;wHS5%~Fg}CL11KT9`WgXj2>p>XcKEFcGP%0x@)|Wxu^ez`n-NezRKn zHhyTdHDLv+)ji(eaxFKX2EV;)B*(Km(|tZfN92C0OVtf7@3*`*Qe+L){qjXpq7!_w z57Q3x>9n#}CPNY{S8GR`J2?+Jb;t#`XVkI+YAt4l5>S%Irhc{}zJ&T3j<)EPm3>ml zJ#N_YL6*d*+QF8jmCki?LXcYat`B$I3_%!lI>60~?DuX{DYAU|D5k=l4PuytgAjAK z(Lt3S4O8A~Tt8XfEMX@nrtoLJ-^_vE%3;d)`nMt^6FiX%>DTWg+&2J=m-?2;$;yox zgv;3)KS9%aeb2Z|^m;Ci-3@{s9!t)NIAg`3cg1*BAqbtCOJ-CNAAi(;cXA6NSnrK|VX83l*gV}^~_56I$PjrZ+Hmoa z9c!LFj{0O)Xj)f5rlDvjR<*5TS8cOVa`$bW&qB_6@{TP9bM@;K{iTC@TMqRLRBJB2 z-z~WC1wl`{in57#AS70}h>ki-adcSBcMUyO(ufQ_MwU5oBKO*pe^G&WQJhKhRi_G7 zt$fB0Ozx=C8RF3i?)vPb<>b|Kkq`ROpi1_XapBi;B7B8vN>?C%djJh8K*Q0)Uu5RR z@Yd*1--oar{JPe6D5xl1G&FY%6&o=@xrRou;*Ke}OnNhA|G7a)?+*0Y!E#q1RmNj0 zzi-_mBHOpboiaU9NEjEL3N$_X=Rsz7n5~uw)Y;mS^GOR7rCIi5+ni#VszYVkRH*rF z88$yhkkH6XDhS{HppVX0jo>If7_4Dy^auenWrW!nYp$V(cNm>%#PR4Sk^I3MI)|<0 zh2^YXp<~Z4;T0o0+B=({q97}+PNNbHx@jw~Zp;hkHHYoJcW0Zgd!gO*QE;?X|1%X) z!hx&f+u-7bnp~%x07-;a2|p-Bi@Oyh^6>)mplAPrXG0vl*Eah4yV%O^v4yAdOF_?8 zs{%r5v6=00>4{LtQ{EzmAYgOd$TM{hf_G;aWVl6KZ6P%wc-~W~O zv*RoKeGFTH!6#2i$*#ppm>WyKiffCJP2~^7%++`{ILNit+|yGcL<@QqNAqAb5=np} za)KaoiWI?-8t>jTNbxp8XmnSxP^gt=W{bf{h4v12cX!B-7iC%cEd>TaE^>!<3^77< z(P?D6%v7=vv)K1OS*zbzGE*{Dm6p6eotmmY~Wivf^q^JE9ow-fFb{$_|FtO=V5Qa-@?!Xkd z_Sub;qmsL)-7;-Qi|n>etF@@uk8bWDhBE=PI$dn+Y>M+pOx)z`VWcuEX3u zepe-=K>nuqI4UMVav=Jc2i6NHQgeHxw<=Ac1RiT1ku7|H%XUYf;5A80j zy+qpzV+p!5rLD43ZlTP!N;CE*A|%x+eA4Q3WT<;g_^5BICq-zxWtyT{mHp^fTr12eEBe@p zD7)oQ@R7WYea+W_KUCg3`?uhzsr0_JW5A>6@!Xl@g>lfZXzGJ*iR-_KL#pFI`?8Q3R-Bqz>`N(h`_{Wz0V{#CaA1T z$J_!Y&AH1mh)mnstQ{Ax&C|h&Zz)I^V*JuI%vxCp@f))^N7w+3B4OKY9WNe>IY}NF zr!q{PmRjziI_l?sp>Wa#QIRvNOv!T)CifQ=b79qMLc{KS|3!U+%-6!m}-SiT(4(K zj?b|Oa^){3dh#5q<<4Rt)tT0&`2msd@a- zae^ZKVk~ZccRV+Qif6I>?vi$4Ev+{b0s^q4+)+%!$(pF-*)>h8Wt2^;X|xe<#A!2% zd9yxeGGz+zLFrUAg$UxKOMPIgk0jJ^k9w%lu4;B#7qMnH;vcPfJk5TJv(se-ZkWM* z6*rfircR2U{}E?ILfeg${F7znWK@-w9^&n)k)Ap&J(BP--P_2RdFx)vvZ2e{Yz66V z0)xZFmGS1+A&+%Gu~rW2G9@+_bK^9Js@VsMQYLuPeOeU)b~CN)1}AD;`4)X25=!Yb zp4!IDd}4hc_wm7sJwrr06|kb>6C`o(TNb;1CIrQniM&z8pk)6PgGI$IPI%`PW!cRj z=@9d;jG;5J^f3c^qzVL-i?2nE16aRgx ze9H;y*_2S^8Kft*D7>VG+5<0`H&6Lbc*Iw7dKgTVRg!&(`ZnpRq*l-j}${<@ez zJbJ#MR$%A6qc~v;I}`F|ips~IJ$o1g)a&Kj1of?PG^>7I;znfs6wP_E3vUsGf@4C} zRuOK0#jWp-@)&2hH)SNIDQ%3h8~bR+=}_4IbSDX`=M#wd**>ETnxike1gc*vdJKK_nxNNO(hn>`e!^wk24oSSHPJw1Z80qFLctvhZ{*)cF&ex-{a?i}fh=bFp#rMqn(}(6- z+|q^v)0ov`rNs192bu?O-K*wiCU>2GEy+()6ntrLkY4Y1L*Dq_UF+Fj8;o$nS1;jb zPS7~?h31UTgfRPIsKAjX-TaV+h6S1rt2M1juc8jRaE!)|3i^bBsF#_2bg+)Li*q*u zx!4emfv6uEvyl*Xre{w)#S>A3WILhQR-RGMNrIrHcJsJfSHzL0LPem@o%Ze0taie9L(Y^NG@fA@*DX-#0tuzlyPr$lhJ+9!@jRrVpl5`wAzy>H!)Q}JGsSe< zVWBNHH5W{x;ZnGoeC0t1$So}n>le)r2zqU-kL$$9l@AaK4yS$Zxu2P_zAp#ewf&K@ z8knDFw|3WN+&Nuq%#Uc4k6)Lg-%Sg;K^9RBaZO(qg(jbkAZE+9Gw9-(4H(7 zG^2{tBB(Dc zmU(N>vv(V2S4154PTUf-b$m~SI#079t|jxB(9R|jrzw|K7U%a%VctL7KXGpMdg`qg z9`ZxP9Y1|qFWgS10zBk1L`>vZzfhc3|C9R@{BBB<3h^(Iv^rZoJ_I%wZWBhvR1ceM zJIsO&T;r>U=l9F?e)J1U_ZdlXz}MJ(jUvqPSIT=T|`JD_$+@YSgP%i7s+M3Mt+;CI6h+l(vjGjl~j& zbw}n-7pqI;qzyTeI>vf2ll4-j8-1iiz^8Sx-qZFxJIrMj>38$45$vf3_NQo7hr1d9Q`BOn-Xv9**#@fO-gOb7}qU4c8 zmP#Zznf}$scxC3({BV*y5ZJDii%A~HRbC+r=A-8W(mVY8^k9&{g%f-suv3CBH0$AX zRgeVGV@nN)svV)m?29ACG-Hs;bFTZxHT)pmAW^&i&^0xAd?eO-Mz> zi3g+Y;mbYLJ56XN@v{V~%%$_I{$%RQ_a4e=M?a*(f14~RAF*ptPS&eXF6ulVf%&TW z(QW=OfvwJKQNHuf<;0AP@n+!RfhEW;;Q?Qvol-#H3=afI!|`6+m;`~nNBAP1_F94f z9&D5*eGPqN47u+hvl13b*IrqDyJpmvrzxMq-%35s-Mq(|^a;nloe)vu zw@|r`W2niDXTcDjVH;jQ95~Rw&y0p#MLfWlhUuFi&tLim^o(AH(^YW>r&(Xa2N~mC z1#>;NJUv23>WRfqDXJ;wp7v&Sx3;@DFIaPPUi3ng0@NB({(WB8!d91f1c#0Mut}j z56|B(m4@(KLEV7m1Lgy=zQFPUUp&zp`qvw!aoXz%0>m*;n=;r8kQogV0XX8^zX3Rq z$#CM9fqKu=#2C_6YHg)v&zr%osAoT!qiV#JRFK;+FNQwFJwW)8j|+tZ1<;MZR?bzR z0ICKC@t>(0?EAh8tv{E`>3iEv_2V> z>d4JOn=WHC<@xO~-ChE&13WB$cZfrHub^STN%7}P2E+%Lw2Mnd@UI4Oz~>MEJ_oh` z%;$(PIGSS1JX5xIIu%|v*fansGYKo$mrD;;T<^WzqZBi&Ni*wPhQ=4042^na_MvXG zlSK@T7&jdroWH9iS6VP25brr0;Ei11OL`{wSCItgf`!iH$YKvB#ApJ&Jf#@7q+@DP z@CF}8<`G8@fU*NmDARhGqnrtH$3}U~w)sPxX5Y4o?rh^~{tX7g1BVTOt|A-Wb2*#mY|dbcMi00f|DqbSm}}Ijk8fWSeOx_$8nbRg=akCZYJF1C{w9dO zB0Fq9Dy4|?8o&wz>R;b@+fPcf(!wbrx-X3D1rH4zDsUwkPU;P2uwDMR;V_{VmR9*563jGRjZ@P z?qrQ?gX7xj9J>?ncE97=!a)Oq!vn5j1z8{`k-QIqZmIm@vlKl{?h`-1l6UkcIu z8vcsNXNF~~z7gm)o6JC`;k82rSAF2P%!g9WO>bmCG^fRp$KW2VqBpmibERAEPoTe*wu5OI1D$v& zo*f)4yl^PMRrVqQeiIC6?3v%>16`ENUmQTB>)-4-lT(bXl?6Y*MDdglKXHAP^QCQ} zXVaUPi=lgFcUQxWL(|aKJ>0meeES3Zsirte6odI9B$Nb=V^MJ ztd?%ja6#M$2n?SUD# zwCsPi?RA4$`10(N*gcE8tF1hS4EL8MrLE&p3UvZw?|woC98SKEtux*-JUDQ;z*X!3 z2ymZZ9x(lx`@CeL0kK_{&jqt4w-<215-7ftF>84vW#I-hYePJSo2{Jg7mz=Za!Xq5b*Z}rUn6a_g#X6b0N54_$#<6+zoMD z0fL)3f-wFH!=U{{nvXxwsG8pis@vSNZP%@`zvViJXC#X^2@eq*MsSq{#0$L4;|vi5 z{5PV%89`Jt4lF%zqUeP67zr~WW`JPJa@)S{z53B>miNrXFKLlmIHNe^HfM0WXETC! z5<@GnwcXFY_0&!zn&897td|%-~8|2jxG9BnYGmKo=na$JSnk)CEAI$Cn!LdF6>y zvyP|T^$Z1>h4e5xkt*|RBOs$ZcMO^7s@Ur+L*>_d6?nv6b8wV8lJo}r@Ds+x``uKx z+5e1A83`{99wIpO;7VEtur`?1@d59c;S~g5a6>@;?J}YZ>j>=*#m!4eg6)u>%TkX+ z-pt^fB?*`mme9I`MX-yit_$Fdb^%F(+hQu~cqQ-v!J!CO5fLB2H_re8ewtVCB7Fl` z>i-Lncu2_QtVf~DoxO;h6xU7AKUt6KnU%B(OV1HU(utm4uZAH?@^h}nr-6fr9}ZEt ziir3CCv=7guxq@~OG@__Q^1M*_c|h*1M;Bf$pTH5OansAA$M$y4wYYzxHtiw`wi%v zGYxfCd9fgM5%qKhs@@2ob3ocK8(!KFa&`psrHsLq0Pz8$f$1EeV3z^$|3wvWqRy$0 zi-r>p{jWVW3a&r|YLkQP+hl9KGYT!%x_aU@Z}gSEt9J0LhHeuU$4`Yy7%}NV)wijj zn0k|qoBg?T$|rCw-Pu88mjGRbmh$qR>l`m&11>uwAbWjT=Q@Cpfd@!UW!*eMV#Fux zB&TS;qeivs-{Qkx)&5~pwG!6aePc+}gQs02~12-EEn6o!qT@uZe zz?^wiz_tNi^|BKZ_=_h1VE!93q*l*Mdj4T?AwSj$komVBd?Xo_6c9g7hay}_&j63g2k>lOm`A-tNd^9<2p#_dLoV#V4uCmx zsVsxj@8)=7g<`56P?+JkJa~^ipEO#ShRO?m>5A2iSE>OY9vjZo}_PDI5CmeaO*wt2I) z;?GhlrdoZ*j6S`-2!sn>h^WN4F>qvaR!X{r=1PhNbEJYW`M@0MMZW|2n;QIE(a1lK ztN8shjNnRoc4nOcslco=^pa%$Vgw?c|1KQRi*=Wy zAio>0Jf+}+OofM3arlHg>Uy!Bq#>`|BIxP-3$?eLVbusOe@& zj?VmW5Sur*EosKA_6;tf@2K{4_z3Xu{EzYmusH6_NW(nN#To(xuy~i&4v;taulppp zmz4r5REhmw^Kb9L*(FfhuvOu?``a?kf3fKyWjniK5sARM^}QM!QzN4>USorrg#g>kiBD0wUtOnBW!s zn-W}1yK#IjxLCDz9ZlwmeftAz`iB#AvB{63{l;yrSJ$}jenfKq6j_pwhP>U*lz-$< z17AY_qr3soOK=VeD3O4m7ZY!Qow&4sE~a+yA6<^%tll6RIY=evN^bm<+WFjUbZxEo zE_M+=o^A3iwz1godk2V)O89X6DfFzabV=#1;)1{eKpqh$C7@LSba4?u0X}yb63iw5 ztrBOw1raHUBC2P}QP6SUv(?`~T~Q=hMzh@ewb9*GGLYD2;t%R_T1r};A>HwGU8`wW zm2`gq*X?hegYv*(2Ul4_V8EB1p#kU)2ztRJKzZP>gR_z^>VUAu5t<~1DUzA?9o+QF zic<=~wa+QUEm;i7sLNS{KoiSNZ8|TEj_>^#am8$hJk+DwHoLLmTnC64-*Dk%44`L) zrT>L+0Mi14!w))m zwHlA%mbGnG{|{SIWwZDe^N&X8qoGgHd@-nTU%?U1S!wBifQBECz!@5#A_BUYEr9a; z#Sd^g{#}YAL!wX(WBI8(V|>cD_1X7>c*(?aZL?+)s?8jA+fnX7m0pw3NE*)&W#o&R z_Vx1$HU(}9JT!2s3Rh7zexOO>3=P2HKmr$HQ7B;fE-#!5Xar@O9vl5r^gVJn1PY6I zuWBF6TA`jtJP#}dk!7Uuz%z2=L17{`76|U`T?H>0r9H`L=)$+f4@P=noH)AmYTYpma4->o=&ks zkxtG=P8n2NC$2(Y#;U;(%btLRV3-ZBUkVE3lm6=bxC#{o^8-SGSv4TO0YNUIfkO=d ztM;F62_IREKOK5Y6XT8E)y!t5)p5D};es&g79X-7;bqB<6O+SphanUxs>MI3&|X83J4sqg}$F z{viOw*dX2u%m4})h)Z}b zT55dR|K{2B-CzZUVO*m!z0X#JX<__M20{BOzq$;lt$QbkidIX$cD9`*-@!q6>Tuwk z6__sR+g0Qv0Jtz193aZRSk8t58PdyW{!QH?QaT>3^0ESnP-K7_p~LHv|-_INWEGCHzzr@Ls}$1BVw}CG{=<7#0{D;PG7S z&x7*)%?e<(5pfKufwTU+RXkP`AZ-|X|39@6sY48m>O`HE+Z)=EM1Aa>C{ zT3pK{^&)#YO7|T)ixw3yp1^1QHaR(X)W!K0*J8@jfP0^0-bvztIvN5I$+n3iE`yT1)CN#w# zJ+2yzb5_XyL5d5fD;#=OO}Yf-DqLCsRyhEm0R0meg99k|Z$fa!r2k{mLU{g|w3pty z2C5j|ZdO(F;VI-msB^7dCb8KHXIkg(^Df%ZPf2!b4X{ecUIDz+6!ff+^uNFY7-s+r z1c(9nFT`$8@Lz1;pAPqbI*s;Gc+N}m)2AZKr8P1bL+M6YSfkdu&BCyjHo17^>jQP9 z*JVq>O-zc)fYr|+wnBm{2xs+!;jn=#trpR);gi=D@cdUwQWsy#Eucr+TnQR{pf~Zygqnf;E;eTfdQ5U3=GiKcFD;AS1yCOAeZ+h9mans zjiiKkot~mjRz>q0Zz;m}J%KwsF)|Np1cZ2pF>|H)If@;OvuaFJ$nIUoi-!jW4gt6l z7{DY0Qh}Ld(8aDvC_qLpqv`xtUK-=$f#aXjA%jV)udMbffX`U4<9!eV8Vymm^RVZI zkk~$$DVz1hab}jVpT%kqWbi)2L336(`d{c7V3mQ^1ejIkztA)ZJv)u}LJR1{OqBaK zrCVrBxv&Na78u(k9JRGaowc+og*6yS@X$p$o?vQbq$!(4w~S7BKgg{4{)|jz4zCs- z7&zYlN}>VmG8A_5FJPB1u74o0`;)CEvxetH-ayHwJJ0?Ky@ zk6prDOe7F?=&qm?*Mrq;yE-=}46gQ)ngmQH-b(WOp1yoTR#=SBAMY+~rkf+hy1aWh zHADQ{LAg!4cb~olkM&lUSIYvM`Yce3cYKumXtF0IT3C?@r8PH03OM^ym^$$;J=tBB zVEpR>rGx?%LXU3}N*?BAr%UjCc#slv2g!>{_vP>C7mexsva&RGRoHiKp_Z_xxw(Jq zf4N;*m>}@EU(xFzz1DBtgW(#TfAX6ST%kRrd5?QY@YLa7D^=ag(TrPL$=KS=#Fbmo z%-+J)63Cmv>)lp!Gj@gDEbZWI$9?CHgQwnK4^YP0!Oij3E$*{ldiH@^ja%K>$lk@# z$l1)^#EV-F)79C{j9WsDThh$k%EU}n=8mZ7fAh`2zm@WIl~Hpway0|SMm)g(ByQ7# zxJ``cL88E)KVKEN?g;|&Dd*Y%tRmPSOcz&YGb1}p&kXi&gGyj!S#Hh#G9EBk+418N z<~Jk+ep-|cOnA@ZZ}-S2$ODDKdkPnx*M&y{doHk_0^j!R=>YT|6AEP2!Gb^(bJxh# z*~(K7=30Pw4fg+kW!e8fsJUH0K#q$4kG=T!BjCs6KVNy=p0GR4l$P5QFf~9j63}06 zPbfe-&L|VNrywvqV;sPfgK?2Fj}3c@^!#VLtAM)!zs?V=@3Vgi;=|;Jp4nUAI^b8% zw#C5i;RnWNs~s2vlLFz|`TfAG06jP#LxK41pJ{=BL4fC{J_hDJk3)dp3Cs)l z#Ix(b&jrp&Ft;ZVxd@!INMH=id(OguF)%OqpYO&8#uPZG0l;-&-g7SsjA1_ZpYI0S zrF1S5;5snxA2|T?z+Bhaya2Tq_#+802vgvXD1i9|{>TF6>i)oOOZ%^9t}{ zLV)LZejS(>cwXmYVBWL7J=i_`!1x~>0G=NNz~h-m?xR*jNw~0(`%- zdw}E=1o$53V_@F1&Jy4r;CVxU-+O)?nD_jxVZe1@-t+yXz!;bp_P^H^}*BDBwCU@A+OLV9bXJIp2r_jKRRs z6#vKw)hH{J!&4H*5@{hn^*hVPhyT{zvCwKKHx>9$3nNWjV|60rvm}E$Dgk zH8AD{#{b|2^a6U`^b1@E<~>Vj!0v}RynpZl`f?sg!>&Ux&qGnz7?}4gmV=FfdC!~b zfb|XpG0?MM0{8)}s~vjY%LV%YOnu%51^WQZecna{`vAs-p10w^J^-_yx3R!J08szD z$nB#2E`HZtx>omyWpqrdhpsb|ac7Y{AGLVch3@xR9z+IeG~SR-=a?l?|4fg>?YXhCS~?AI zINJf(Tp2>w8+Euk!BgYIpV1v=o@wy;c%^Y*cfZ=LIaV~KW*`mfci$t_PbS9@-4En| zgQ|-c8^**%V8_qU$d%k|u_~p0^L>tDca@oO9o4D&Ejsq~-cjWYUme#C zDx$TMX_{WnB4UqCuIb+^lM@=htM1nAQ?2;8O&y`)bc#BKAAVH+FyVi{Be0FqUrc%b z+LDac_y7rh;XA&@7dFDKubFhaAoJhK$_$rcvfdu+ZcNxVTHL(HiL(M z`?lsXb{*3(1E)~0s<-MjPRfdDf3p> zQy(>8u{Z*%lAB!99p1s6pKNmXFGt+&YM)iKnK5^l?= zvizRGI;B7=pS9h>A8fmdBaTlvWR~=^7TOfGNCqUyBkTJVcY^&qzL-H9ZLSxvPrb9T z;I3b%5S+7=Bz4ZtA}o?IS0B0+s>{gzC^poXdZ<53rPtSTV@a6s9sQ3)$(zBBE5Fu)4b@Zg~49zC%g< z;~}*>Bp+jnDD!LHT1N?w7MHZwl|9@M)$neQeb;NfA#C4~+h zi|tHkd~4t-g1!&rR-URn!HsWsg+9=5E6{Pjo)vje1& zg_rm#iBJi*k|^~WbxIe1v}nxobK=bJG{z|XpW`gYrPd~ryf#x+pem^5!b6E^|`v=eW9m1 zF81}5vY!g~-U)6Pyydd!8S<#-@buR5k=eZ~`NlN_BqiB7;{-Xb?f4Q;Ua!`6>!2w& zYc@`+tPDgj&y4r}^WJ)_*MWB%w^oDU(hj8OSf>UjDKfhEJ66f(&wERrKUcoqv{y3p z`MtLVqmszH=*zZ0Miw`$9om;t%IYy4w^-Z`hLgXlmZM*O2B13Ge%U)nPjut4T1mDId|HJF?r-_U>%7^IlQw*nFdd@5u6vw$Bx>^?n`*XHo0a(QHWS9NaILoqC$;o0{rq zQCfn#)Pb(#Z~a5h$G6ArDONQefx&bm@AJA36-!JujkC+b;7^#uH=o9}isJ~sdwa|N z*Rk$L!{Qp30igjmTt6-uh+PB!cPLHe;lp0?IBKHJZQ%-6*DWS4&))Bi6auq|5_kOL zui3_qeL+>zYIq`DL%X`LJ5{yO*>)I@ZtJ6&r9&lM;G;-+vXXqG9`6HFYkriLz9J`x zYHw2bhEqy$i{On?KASLx7f~}C8<~|u{Tx*EnYM3nxN{~7s0{o@zBhJ%mpGzr+78>j zDV};Smwmk`Y#TQKLg+L@t326`NYI}?XM_T+IIS}$)}nEofXaL^6B9rXUd;wQmA;+g-i%x@zpTaA4i@XrpBJX{u+n z&+XQ+if#_L(Y~n3MZF{caPN)NqYJz~{D1c#KSoZ)5#W zqL*vER5ZK(ZC)DqBWnSpnezMT2{_c^twIxngX&W{CWzV63;hWJw%EXSB z@tpueui5$ynGMat-V<>1&7&@P5Xdag_YD6e#S<%~0LNCPbS z4vOZ!5TMIbNAj0Lr@lq}To!hD@F9Aj4v|?pKU$J_VJ_)goH2(MbGhnfBt<#miw`#H zigZqSYzF#s{0F#WHcME`VZrfCOh*SoG+%Dm>|#?`MCQ? zF+MoaIY&psO$xfI$bF@n$f-3U`a)P^UyBT;$lJ=F5k)SVA zxIwc~eeQ5-Hj?7NM)9j4KB(1mvWi5Rk`nK`a4&GotZL0`2~KqRkzYTE%dC869k7Ig zc?Wc{UQx+p5Nu}dh)&0Jf1>)L{KC0LUvK9Qje|46N+{*HTxiS9%$j}|s=yr#mB~;Z zyEgQhf*0USUjgzuRy&Ju2R=W#%9j#HQxeZm(FcUSC)lo(w%77R&l}X2tu~Bo%C@A| zEOmUpmg&3lmECQ{Cne^`8X|_|hS9eEHZ8#->6_86xQxw}O*z;2 zXtlCk0^HW9$mlXYCtDP6#b|;O)9*a|ZLziaFQR?%=iTUX_QvVblNaDJXH&|7hj3 zUgTuxROI+`>ckgb;G~HyTkI07J@oyPnRtY#*L6|vpIbg`fbbL2HQ#LC5ah_%7cuRr z+`Wgu%r}%!)G83zy8E+LuRl%;#c>mBUcxm@R6YpAG}H=NktpDNPsT_pPdm+u3zZt1 z*+||F^duS$ul~C8_t3CsS2uszl!|?hBY`3N#(O zr}+baW8ZqBit-Oz=R?`ni3y=QcNJ&FB;VrtO>KgIzdS*S$Fud1*ULYB82K1t9y-O0 z=YYKFelc|M&nji~{C$TxgS|eIv=xJ{F>3AbVquC|sK&XdI3BRO&p#Mk>vpmc!Yi#D zb?4mM>Y#(Z4%!blxO?hA|I=k|t1^1bgP#DAy66A;`{@ip zM-{h&(;Hio1}~iqK#_tJ4h1pASMWz*5TN@$4}Kmzg)j+l?bMr;DKY(}TGY#&rww&0 z#MAs1x_xg>7*iHhLl8Tqm?CR+I=H=%W<_jZU6SE&ej~Q^m|5b|W zE-74~vXd-^G7(q$H^bK3HJ>pMV^o0yX$_6VN~~8$NU)#C1O@ELgdbeImJ{+EE^ORR zQ<&y`gWcKFxrhVN?)J(HX&=s3G);mGT3_c@KZk;=+t zqf(Vno=em_F2A38BjFH)*xBYg`#|-wQlC)J48bftE2~m2DSwwG0w0f)fCf6v z8C1hIX7?!bRy`6NX$7&J4?0Gss&0c;^E?m$vz+G&+D2GjOQMx`=CHDczYz8s-3PDe zmh}}PkE8-GF$Hl}c>IO9*1^ z9Xgg#oUKtRTT_ZE^cv-!EA}+_%S@>piyHKvD?O&npku{_250VPQzTl9bDWPTK>lpm z^w{tgVo+roR~}l=FWPcGQnQ>?_a4r`KUplYXKaqGx{<-t>)j{Ei}z<5n;x`GlzrQLGK;?JX*z<1`J5@fPRu zbXxBg^ZVaCA8Vd|(}(e3jnBckG+ax~cNONA=7ZaWfaO}`dnlB8Yd~zPg@$=8Pc5}l z?|B@sl{*tIpgS}trz+v~PgY8GKAKx%iQTa<Ax%;DUx$@b;N2xo!UAod0c)!p35aM^$H=6r(+a3yrfqhE?tFcPGvn zCw7Y?pW9LT2jSKA4p|eW?XK&5h52?@nYwZWeXj)DG8c297RM*K9pY{|!SR#9 zH@c&lEA12ym`{a-cc03Q6HAe0X6{u@@hV>CFPB@V>!P1qC#Q*B>d$-?%@uY=)P=z} zC#t>MkpQQ=t)Tb_rw#UeXp`{yf6Gqt%aj&=dmbjy^JtZG7M{Y9LEp}|{!lamdz|j3 zdY`0`lTr#KIfcPluCFf9(=Hy|C?ecwHCnbm2q+x~0e9`W;S!!?Jn96E+szMn+2KlN;~)~$zD9%tw&T-8i8(%o zDNw7KM?t1A^4y4Pz*o-H_hDVuuw_q$k4GmI58r?9v8+2n0(eCEO2r|FcAs2ez1{ zJg<`J;Lh3rjzxAFWvAL^juFB88yl?FBPgU= z0#*ch#+r62?0+)q&~jZu7|Di-CI~b!U4H|kvA&%TTrzMke0u7d?clz|eYJ+|uEH}O zxbrh!*jK4UvYy?hdz&>=+m(6_&x%8Sf=89**=wkpriuZaS{L`8WIU^KIFY?QE{*NomQ%K$%|joHYk3T>z|#i0-( zT>o@+JIGZp3s?}dq6m7WJGL&OnN(z&$J(L@5D=dQF5hDLE@{&i#pWrd}8dx zv>xGf<^I>75l@dvuy0zA?@p~%b|62Z{?gEm`|zMNVmR)v6tptfYOBQj24vK$t6OIN z)G!8HO*>d|pX;M*sMJsg{x|kLE`dHw_Ahc7Is;FRkW~?1zXrCBx(<7W+TomCEfdXn za&>ekCYK1W!ZR(Bc$LsF#akZ>1vMd!a zXSS)BvqN#qkxX+UybdfwbQ(8a-}ucdy#O=qit@|GhYiRHM(v(iM56jr*B+AvTdUG1 z2?%AaLVij`0OM2jQL!wyU|j{}1BFNpvkbnHCAf?C+zMd@K zjzR2fnaWhiLd7TgDqt3yQC674v1$uRVbFMf#iG$dT_Dy{ZX(yh!lH5g=H~$ZQOLBW zd!)e>;hM@mAS`Hvx`lzP#z|v7sO376QSKwlJu=98Q{0PF2T@I96yec5Ug-SgReV47 z%|da`DlEAZxzyJLLl76(PXWb;;D;?gt;$=p)RrQ6i7({ z^|jLuiKB*9Qo{-pz&2pnwdRs&`}Fl++O+H|F>*L$OT1H3;efiBBZrbw)^OP zIB87a%stJ2tCrjw#JzI6KFq})g>U`r9fDn)7E0if$8xG)y61?{r@UHhqGLWMSE8bAD-f}a2(uII*b_UL@(+F{OiBJ1=syzRaH8`M4)uV z_?c074c*W;g@N@fm`FjuoKD3O0A_-Wl-DQ=P< z1#y`QtH!oK3?(J&N1FtBMKQniZh_O)G2zWK&HJuVpb6b=CgpE{v-C;bWsy_`2vW(P zP*zPl%KVNuG4^Y?uJdg9L}R)83bUBR;T^2CQ-bk-5gEx8=t5t^b&X8ubM)(@32r@zFFqRVd|=Hd|`Hzas1q zOLt6t;7>=d?gGN25X!9<*jOSL3uW6eu~Y z1HhUMF2MNpq6DTye;h(4Owf1?q7>6W{-<({l>&*_*LD&;3yO!tj=qN78WZU+d>reo zOFZ4O$)dEdMBYOaW^dWmie86{gp{qbPNKc6sn~3FNGt>Gl}I6|9Vq2a+>O!!OBG#m zj_jx&ZTV3XO%z9XZ16-z%)Imk2;~O~sJZ|d*ZvGJaZeDl6r{|U9tZu-I~RUmRnAM7 z<~=2kx%d}6{OdtM` zdDOM`?pvvOCLsB_mimU_a^kk5B*)HqBU@!yCNvQ4y+Sw`ei#A3LRlgTCLEU z2KoHI9t)=px~#hfM~dVRH?luG61+87VwrnS292!jzdgxwj`YDYlz8rVQ%KYtekCJf zR}(WIS#Km%D{wK`GmFY&@~*R0!P{E3?xx;p{*>-BUZns{94# zH+@T&NaOt&GM=dO5f3)|P`Dih(3Lq*DD=Kdf_p)3iZT}?GOrp~=mfpRgW6b3oiv2!jG!UL{kq#FZu#~t9-@Sq@e%4{qMMHky(M^Sb zP$i?tEs7nqs4Yo;mi8Jho7*q5pQl9O=fe#e8HZHcZeVt2FG*B~`ip6pSh0}=scOCd zxQi=pOj|&5dE(y;m_tUlu?18*LjmF|bqqJVI6~QWkpnsM68$~%pz{(XB7#zOJT?;U zWgB|@V9b(W#{>^mc<6o5Rg$tT64>sumFuX>ZwHOhWvSG22KBQAYd@2=N1{#JZg#W93uw#S9HI^6MPGFICUwoi!LvuD`YQFK(q?o)lVsfqruVkWXL*)B>m z7C5?Eg@eqWy8!ciiyzg(*J+pE+(oz1XYvJ?I~uQ+?7O>t?$a8EHHn)-gxEWIszhXudWz=1vW4THC!TI zICXg=mYX9NE{C9$Y8niV#(?QCdJJ7Xxh=jZB!L9z26w9`x%)Smo-)Mv)?VdL0tf_h z8}F35AZLn7i~V1)30q;J<7!$*qYrhpJhI#ae@?upuc~6u(Gd$@ZWMmrCBUc!wVEL0 z&!t9!&u;Ht=DQ=DyNE&Ev_yoTq6sA^p|2YoArar2bt8bNQr{K#-hOhCwP=)@s$kQ~ zuL~~2v>Kb%c(*z|adQ&ewN;8(`DyK)1M-R~l11mc!9Uy^ zsp``|twtC9JCK}t52F$Mf{dscF03~S(eK(RlSCG&4=E#9zW%UGn$6U4E)Qw{w+CN8 z_xzHW_RC(V^}P@-f3k_5N6+DK=XWFaW17Flwn}`Shx3_txpoiP0c)P@YiXYeS?pr( zIAA+tta+~Ylp6!HDBX(ib4$V%pIuDn42ZnGvR&fJ0|B^=vqdsLtdEqO6r!&k>2ZO5 zSYPG0X=p9-uuZ4TZyaM?gb#0_wkyU!lfUADB`1$VfiVa{7G?uSM#P)mUli8btFDdw zVtjr14?0|kZ)I`%&b!sFWaSlkR3?U=qeSxxRE~Q@@_|hrsA_&O^4dpyXEs`!*0XKk zKYzSfi1fYu9A5^iX`F76f74*WoG*0IV+J<6V@VI%?bAr&!k}4hU<3Q>EjA*Om9=m6 zO$m4pw@=r(cFl?hB=;-&NY^fz_A6wWEH^xY7e?U20&+|Ij;reyco0sm?w*P%d?MJ% z4%V@Y<-cuL$X*<-M>Mx9^eJhKoNlCx7I|XLwy$^558|JY)#j>-S_)ja-*P$E>y;KU$&j#Jm7Ar&905bk`hS6w#0a z)d=@yUyTSO6jFO)zAU38z=smT>%9*?6sgQG8cLqftL2->`)Unk4g*BVjg#9*fgHwq z4W-C*X>Ao7a7!s0CzCTD=pqPrUD07cPW$&hef1NfV&%IN)Jb&h+ta~Y3jNH>d#k1? zKwj*v3X*uO5Rh69P{l2N#GG)wyR$OmhkvaoW&o;L-eTLu_sF(oUFKHH$))I|iEgLQ z_W{zXlxz~ilW6E-C;AX6-!5#oBc2Z%hEXqa*^nQ&r-5cf5xQ6Cbt+d%?C3`Wy@;F# zCtKJ6h@FXE#CQBe4iD#>ogWjvcPpQBLq1jrh%Y1FV!Ao2(=X)6mFGoCYFms+Dp_u& zqln*D6jwQHrPtEmRya7~?>_~l`(n}jE?w_IOd7hRyQL9g$r_Fvgtp9BMV-$1JNVVF z2VciJ%~zxBrK{2x%WA||?zSRkvx{rIU$V#8cB`z)i@+&{);yP&-~6^hC~_({DsH8R zev;h2g6SCD{|jFsBjYU%w=|F!<&ydn*yiwR#fc`R%zs6gJ@NeO6ieuTY2e4($e50g zQINY1#_P$Y7?!Rq#2`5c_fFftaUuxDxaJcW;_@i$`jVejO=MJ`!(crUJ$>4>jYGet zYt2W`m$wX2a+=ci7x#SU^FM+EqxvU;RoUd55wOu)BY$u@1NZYY)4T(g?)aAZ*(WRL zs0(AyFx(w$i1*Z>uQIPW!`XYHmH{k?6*{vM*Ys1%7<17FdE1UceBPkP{IjJ^?5=@( zJEBM@>0C-Q*Wx%aq-ia7VS{jH>V;}?^uf^h@Rn-T=puXG%+XLEfpEt=zS$Fdz1Wg# z>*>tIFAXTsExFn{gW|HNydAe!KD`*3{#Z9eosihVhU>f_f0>Yia z0c%&}fdB-70y{GXy*&%{4$Gv3uW-bfu*ty#QM`Oa5m9FNg#wM0ZOp&0!qNJ6Nd6X_G2lC~zS`<{LG;Nw+31(|mu%vo;Qk%*|*p5JL zbJFrV%awjqe@sukoZyX2i`x{`E|!u^DyMuH=)7L<+_6=BpQEA`W5(1l%wBM|^KhlbRn!TV)va`I$nDXve(nd;=Z@ z1oEcXNGRFJ0>T@`Nr5G7<B&%Za~}`=bA5V2?!#H%4(BIV=^1b7EE^<-N0fR-`8P{mUda5omFOTpWF- zhXM^(FU>#VT$VQ?hQ)WOT)dM`hD{Uk`(WAma2+bNK-GgL>cH&@G7RG5_Ty9XMs;5; zK;M~D?S}4e9hNy%&jyzED&5rux>`lf)R>27`uO8#9qPSTQe)~lWgEe=sO~aLLVRu! zY_nQTLEYZ3*Ay5dtwsit9F0Tyu z57ko;S)yO2p|z<_+y~jkd@oLJ5`u-$aBEqakPFFmfdunW>rok6U!GwE80Q;9A+x@~ zl0NM-$LKJGUv8jdeI2!D^_r0?-OC-E@3F5C>lx;fBEwH*INb z4!*h|9&i;=F<5vF%AW}0)2Pd8L-4QA+#}SP$WTTB0NyO-(2KQA-$A98e=6whL4&qMIn)Ob!SWY`Rf2W_-$)e=;^CIq}yxcOANLRT`iYIDhJQVQJ69%kl3#+#%i{ zXO;oVbRF)*e9})Rn4{fCPcnzP)13Gj93uq@F6|YG4l{@7yEfb?u1XD1uZ%hmzpJyf z6Gfk9mP&RVS{Qh9qdGD!FvEW<*>Gc{nP7%54|bab?@v4NpVWLxF3GnOO_hCGnyt9V z4DV>-#E%+n+Bz{efp){Z>2{YMG{y|iOS9?5XZ#rdL*RoOWZiZ6gztB1v@>VGnKfc3 zUu=L{N!Wep!}IwY<zUZzH0 z_mq-H=#sG_Z{(T?!(}>xE7U+l8;DhA^)VXE+a^l+E_hKtp`O$Hj&w|HGP^6-=2VaN-E4BFvlMhqZtC{?L%gR+h{Gs9V_|X(T66JzhB|HmbJ8_d>)3zQ= z(jSC1Ej7^`h-xT}`7U{Rn|x77w3 z8i)1Co!cTL9Sb4y=&en=`N)=+;145+$(wa@p4lY3)ywbltElUjcpKNFJYxUa)`4fU z_O6iD&zF(`PF}P89xqMnp&bH&o_wB&+G&53(}P7$(3)+AWmQ{LnoBnH(c zXbbLuGjG-)XT8h+Bo2D4jf+m&$XF|u5~qh0=5eeIAp0BH)`dIqWMBSmTM--q>JHns z6E}n$XF3UzBw*}s}P6BpepJg{5Nxwx$ZvZJ`VmVzpzvNpUr^vxC8^Yf~kKlp)@j+H^= z?ZhnCD+`YB;2zNl$7m$U8ISedn-uO^&z3$5k9ElPkAt@G)mG-yw*6sQuk`_#zAF+b zi-J}|DJMaG(?v(??1iMjr~R2L`47%bFWC@39I{IJW2Mg1Y?tx5i{s=X($EdBGgQ)? zpN*}>Q(kO9R)w6)oxtyomTmi0&RpwNr+=fZ1fK_wpN3L-I~S4dw+@;)Ym_Iqk$-L- zsBkj*r{T{uTrqQc(l|kmPjQvGrRbA96pXhz=}}o$kpCAHc5(*je>`X>kP6^slQ)MB zSjReK!uq>fB;)ID`=l1B+E08M(gWk8OnC}c%Fgh$9&EFHMx zxY8d@=(>h8DU7+SDbf^^RzZ~j=2Bh00$Hjl57~g*ShhI2Ijc1GZ-!Sysx^uWOc6vn zV8P0k0ht9wE12<|fxc3d9=s|0#1y_X0!t42VxSL>J5IX|zx0{I$U=YBSo2?o6aPl* zW}21s<{Cvz8&_nT1|uewjY3~WR1{^HO1Ty~Y@eBL6#`9<911*(U(~^O4VkY`X>qLL zRtr=wtPGc6OQg)Q1%ltTl@yEFc&jZ_HMWRNo{P2*H0ZfJrx1#hM~eiH*|fzpzGIh*5lxvLh{$88f#D#9B zv3#Ri&H+tK)fL~5b;TIRRY6R+9xdmGZm=ngjs!kCMV?CSw z>TG#O7JY(mXwA0vupvOhJ;U4*%4}8bz&LkMud8(2N9KjWl*_vx@|%ICQA_PpJ2_<^ z%Hl8CF8Rx|q@5kUx%jJbgd=tr7tZ%#07&`9iwq*h`UE{LW^(F7p)!6xOOfcJan5*r zc$#8XQ-iX;Xszi;Ci4Uxo7oH1JCOD%_Svn%_NjkVY8hkFC76rc}s@E39kr^_#tLs^OVA0l~@lQwmbMbcPAyyWa74b9$9N-{!tzg46<#<3e-ftGo76?<0J8zzIyk4 z73*z_bGL{0sJdqO?_f_aPQ@VRVDBWz4_%i%8Qr{E}guzgoqLh)6>r*+T%w#szPOm}fZoEHWHcwL_G)CP6V3Syr+03xzpe5# ztfdxE{aKpzHov2)LQ&5E_lf(a+H4mw$+bAM5zDo>|5Zz*+Typ7!BpAwqN*C-Or)Af zrv!MTt)-N;eGZ^k_)FOmln7f{bpr%P**)e69x5=21b!-ZI_o#gOLE0;nAaFBlyZ&~ zE!1)!VFgrMQgkYqmvO5ndGl`8icGofhcUdE+J=FHKq;kR6`gD97J2{=mdHdps2kBy z-YiqT*US$)%~B)vWt{vWB&|b9&Q4`loA68J9T7NlFjk|Kp0hhDx6{grA)Oh~UrS|@ z>}p%sRzXq+Q4I{#-dK9Ifl#6jcv$>(M*j?x7+|^mJG_BI{`RUYyYh2Qf}tSQhSB z5eqEq5ast?Op~Z^S&te})~-|&RgVMrV?>teXOJ8Cm!oC5_1ic3i`UGZ1HARo@5P#> zyOuHZkBfgf($m`=`?HugodST$@UX1w*QGm_d|`R^R&yNd8BZKnYU}U;_!Q@Or-NDK zmmEGqQdd1uQsfZtEZbbg2 zi{OiB6ovh~3g>}8cpf)k=^=Qb)s#nr1>Io?)R`dbpkovOb)w z+BuZMY=>q2rfdMg6%nbI6qaSn>W2Dh%<~qeNd@PCZNRhT-0ISIIN06O~f{zQCh`LID1yH!*Y{^8G+BZXfczA6ct{{s$XRkRCAe@m;?iD%%yQ z%@QIT_xuaicWIfmrHCZQJ5`A08qJDb+Jri8iEMiPU{rL@X^f?aY+)m6P&~d8-d&^K za*&!50>{wDcTp^hD4KU;I?f}Z_!mjwF2h3N=V(UW(>r+NtQp-IMB$heNc zv3T|)5b9Qo^dOBs%^gaR$=~01Y7~nkkJ7o%4vpV$H zRJd~Z6yISE9%o&Z7HBYAjfs3Pt7~rqQ(Stu&a*#z9{K!lcx0|KGW*aM%h^9~cDAhc z&dmpkt)-S(_$lV%QyCPXctnc_?E>z~yRdBbQX5Y6vR(6n+phgf-R+7&R{V5fl_b&p z5c_X2v^%rt?)sI~pgbCvk+5@GMD}$)X2`V`TTYN6Kqzi%%NP?HBt&wX%2s4(={t*O zrd-)Bkbnit{_D>U>7AFX$1utVe9ZGbAHHCKWOl9TJubqn$;Sb#>D4V^-o~~giQm6U ze*p_4;$R4cGU@BfJr_*(2It(LNU=*+}<$wenD_idR5u5))zd z9B_QgD%QhD_EgJaf z6o%%=PjW6#Hp5R{&DCrOEgCF%PD>6~x{@gxRGJBgz3&&AB&d`cR#?$s+AXuj5>F&7X7%j zEDiPFjv-XV4~e+M;;A-goEUN&akm8M;}du(2jte|seDz*s@p6j?Mvt*y@D2-MS&=T zgla$aHw8M$j~t)I=?C(S;9xX!SY#L6{tZ&`exbmnsRD(_X^*tmFA2fZ*h*bMrbV>0 zWXg>$lSOncbF$0HVx3=`*_PQmDyn~_S4@3Co(z%OtE)$plK|kIFo}g`k@M;)KH1`Z zXcCG-j$@DhLzXqOu%X8L)xkXIAckqStDc1@hMC}f2bmn9$g7itksNXNnBrp*CEdj_ z?=i``%d}B1S`2>WFG|64#tAB}xlQDbXqG$~ANfikha2nZ_cHEq*Qg=-!Iue{5V6wD zrph=o)G}#9B^`&#&%+o_s_sEf@Yx^pUX}~9Y3n@4hRRB?ZikBi;2&@akd`P4pvS=P z@R4b67nqi#ZE|Zwj13Kbm_SzmJDCco% z(OjtfE_(11C1=+(qTvF;T`veS4BY)GLMLoQ0F5?Au&kknk+cxzus{x27W-AP1>@2B z7aX74e!=uEuJzrYK}u6Pa?1kGX~eA?ifnt<;zV-E z93Q6l(;2KxpK?TApb710q4F<8nWMW`{6xjLstC$O+Q|;ncdA`ke?{tSYfi?}6#Qd; ziwbQ#knK$Ep4`HhCVVLp zxAXZ~YBbyb69iMG`Nxgn$2G8@6x}mItkPIa<_zF7n;Waw;5&kTF`o~vNHLi{1sxxy zTX`GM+vdnWE6Y}YD62t5%0FXVsmMR40D7rX2a^au$bu1XBU7NTM>k>;Q*@KeiKLF* z1iE^a&K)M=UsX+a$QleLfb@ykA$qIN=$F}}Zy>|2^(j%wUAShD_H6Xe8yi*!Y1z4e$xC4z(%m_(gs`C|@ch&uG6u6lrE+q8{uBk<8JH>E#! zd)M`!@jj|Dg14=i{*D>UvbEmaUI$z!h5Khi8fWH0l@_W$pL9I>hm`#-{b3+?C?kc+ z)H)gQ`yW-twsxITx~9lg6EQ<(0+c6n`3+?(aa;O?_m7;<+e>ui4I1fC2A!BE<0d8B zlz*pYXPSr>>jveQ*o*v#Q#~a) z}I-<${4R;k)t542W6zPA=>1t2TKBVghwY8Ux1m6-Hc=Or|J<)}WHL;_f6ZVi}9Xo4)l{yuwD zt}jxtcdytQpwzbLA|pg>z`TwB^YECyEK}4FWcRFxYP)OA&soR66Hr(4`{oZ`d8TMf z)+Z>d$~5_mbjwQ4ARHH@hY;7CP@El2Z~ zasz(;jmAQ+Wc9K`J)0oG+t)gvhOKbq7jODQnG1~6EoJ<%OYBj5I8m|W?K*jCoj4r% zV0H#m&bFA9Tn)ZSB7FO}0+*=7CXNu@5F|T7k>-rEn5GxfG35pi(y^f8?%SJS`LU}X z9^m*GBkol3vGdQP5GAlfr);-)~rP*E27;=4AwsKmrl`s3y+wj>*HSl@%d-nTHjX1!!I zK%A9(6|`_(nOtBr-ty?+zXow{r;ML)T6?|Xrc{mQ4sXKmEa@HJT-Ll}QbMS00&&ge zp7)6Cl8;*(MR&gYTv@eDpj*p|jjO`f-=*JT$4`dk^3$kjy9hKXF## z5XGyl;uhxbLv%|A-Y2Y|YPG~_y3y|as6yT9h!s1Yu>!Zw+puI2csMxQ?p~ z55)kmOkPe5DkbF`$t8OKbT9L^EW#*FRqVaQqp#}~-w>Ntu1@r6#zaL`WME=N+*fG> zdSF5&C_Gzd`=|Co{$#wX%QlqgTIBlkM|;E`U9Y69c(U7uu+SssL;|SYjTmik{=Dr> ztY;@>E;gBkcw9ST6B7rla?CAw5a(Mxtn@N zg`SKlL?Ox-dh7l0s*O6!(-FWx*q}ZyD#6YRzMf&zP>(y?MV-GXT7G{_V055xupwk9 zFn)>2?gH6TEV@+AeRdfa|=$ zwY9S-`oC5GjhvMVVq7yM^!hHnzPtyyTfmsQ*{q(_yXD_EGJ5AMRkeC5WMzVSCd(UQ zg;DUK65k}W^TXqFvx=3%;tjGKnsmd^O>!M(Pr+_T;HJVqh*X!?=+DmhqfWC5%u<4u zJX7&kF_{v)fSXZFEZgR3#i5$b?Ial|*Zy%Trzwp-mWtIZt&P{y+aY z3j7wYx(C$uCIy?)`YxgV3mts!|9%>1Q5rT+sx>3?BURvdCZN>gW9p#yLg48$k@LCl zJ%7U=xBK*1G~qg}#qZB5VD_XYqaZRMYpVb-Kj>O5YR>IEBUvwN+qWVSQ zTJK}-G59PJ)trdmrp7fugSc}tn_n*fZX2rnawjTDD_V4Fy*G=fX)_irUK7|8cifD3 zsH#Omr*HM_Cl6l}h?TRgpE5Mt{ImgXPk!7}qO8j#j%?nuZA7rIpVGbVxy@4XPwY9g zBl-CKE^TFqLsg!FtMCN9Ef;-V^Yc^9s6)G*91rZ$ev~X;EvBQYA^b?I+UMDro(rxr z-7q+tqIpk1Y*~+$6$!HMUCxzQ*j3mNspMQ&jBfb;WGc+Gtb+tU?h3l{OLFifYq)a# zMLje)I`w==%=;)eg{9o|cY0VWwlRDrK5Lh{@hIN8f_#0rlq|WYY(2ENus_33Xj9^{ zWy-5dzW@{i9QV;{Dk&5facxo~+fW0o^x zdEepIiv9juWwgm5MPiG6$}i9oWutEO=1&BHUaGP_Wo>J@d(YozXWAyq4l7GCRrTR` z`hL~*;d}xLL7T2;^^EL#p~ADakY3nfx4AGY?1#qI6F*Cr9e?hho?boCGKx~ST3~LZ zYEG@v^WtadhZ5&Qok{)ve*Cv%DV@yQ5c6W@zw$yqZTSWjR{F(1PbsD&#+j;g=lmKSy&HzJ&3|PPMc*YjG&JPl_$)8(if4}+8 zl^8Lhy%1khJRgVpq@2BsmGGr0#z`)7epVg|DejGo_sK>JpW>c1pxwnqu1NI@QGp8H z;v!b!LQ+uuIoK9VabYzCF3e0x%7+S=;?tMYqVUbYY}#fjG}7`H;~>@8-fTSjM%u5G z)LyR4s31N*eI+e5+=50ApT03Jlb-s4%Bl?H zWL5EdB@LKD;IGcw><|X$CT(|dk5%0mSKzCg5LjegHo_8QCEw`D$%RiN#cAP!TQyRE zjq+!uGPE?MLMxR^-JDl}Qj2MxD+$vaSBbNVKn8>RcMM4k0icmqgOc6Lm7By@N+;3o zLe$Fs#$Dhvr^V*J5=m0N170ht*UfgM0PRqqHW)0 zHOLb|mPJ{pVWV>?s9|Uvt~}WSpVgQVCLEi-gHjO}23e}rTwT^#J z{$CM9M1z}+Qn+?1 zcuP&ku!sf^8_6ycpWJO@zM+HW6(~)|(vh|P%9=ju!n_O)tL~-$snGmXAszXtLiH2C ze)$wCYOtI|`67zeZM}M17&e&6Pb%HTxgGCW1;FJo1>Z_wpYcX2=?eDro!4p_uSouH zfF}g;{=8jMnL#i4F}^)O@3==f4In|irSR|D;jP{BRDhEXqto&TD^i@G`L3(8aTAyC zrIY--`*mX>=8Xw4l~8-$G0#~0B8nKoBo4Lp~ktN!*ZIv7L==+qTV#ZES4Y+HdaXJ>MTar_0qn zb82R;tLoQS^;zd_kZufr>`YgIci>VQWUIdxV-9Vt1=I_qOI?to-e%faB+x|Gkb`Xw z;Zhq6C>EPTTW^8vOwgmjrmD9=cm#E;`Ewo3HWvdF_rz~4334>rAh?iqsq-?Kwy}r< zrMY9Zzy4?46QFmIkGIx>*r}v*mLJz&>oRwNwIsw*YeVoj=voq#TVHE71972lsp&p- zOQ;OB)eh7sGrH>$a|Q;7((A7^n}b_xf%gLKQbPjmS}|iZU1d2HcVh^$Gu05e!CChu ziW7L^DGzyd<9&_3)E;h)*PFb>B-H7n0V=kJglV(3#cxe4Ww3+rM_h8N-BuxeBr`W& zkRpuPm7M>axaqYJH+|`$6tF$e&bnd$j=ppP)PXf-^+HV;?pp4lv{Xch;4}pDvZ)8b zE=7YY{FrJI9x^a7*YgP!cDulZ)USdMHm{0C&7Re!5Ap{GSGu5z5+uzNu00+SYmQYs zWxS?WPeI!vFwp?uEH6(V>tagWXBH)6rcv0zO{_ts_pI63f$Hb~Vw!j)(p%Qw&ay9&!0PZ^eh6io8RDHw{>F$P`yoIYJW(P!Rt+|h9 zUg1HJl59g`?Y+)1PqcT6oBg=khrdWgW@2Pv0s}-{i+s>`lO3d9wqzRgm;`&wk?L4@S)`pl#J?p4w4_Uki8mZKG}ti==C|&+EY-Ur2jkk+F3) z@9I9%UA{ASM_JGG?CQD5{VQ%L$xM5?A*@*IB=Nxd>LUnsXA{ib+j?<)M2gHp!j7a` z7Z~ii8I|7u#BAgXDe4`gYq|0 zM#N}dcl#|oH5{q9Sp8WN!(_PBd5jVZ=$HQ3l2%pAb~N*a+p!3G9-M7D` z59MEIN`DWZjXbpIrI@{-f^2hz9Zy(glcxi_)!A`6rak&a-bk9Eqz3HNj_ek1NhP1H z60+D6v%5XfxqoB-Qhe?f|8346r+E=d1#esPVCqggaILm~qAB}E@28&}v^)#sRoeL7i z1xE*WF2vzzj^To2RF#i3m7z9wK}7+J!I`Z#7sb^C+nLd%D#YPzKK)=k zGa^fe0SuTb#I!#}dkUFa6KMC}2`~c07C@^Km|N2S_eY80@?g$XbS(w(RVKohV~U#H zEPBGRTTGq~2iI`z`6oJsncZsrVL~QZk1iuMNAkTU;`S zmfeinIWI+5K*eoE@hD7H6KvK7Wq&JsoszLz@wu2Jt%zW;TX8)O zQZj_)u9>Qd_O>O8F#T3`It>MK>?{+(Zg4Vu@S+8tcqI*4^pN<$l2)1-3>N~sA*fdD zVbh!IZ3jG2=NNQZ&|C>C?|aR}E077ENQ@L0hToE<8jz*$VlA}%Z509zy%GF2T45y3 z|N23aJND@e#QC3iti??kb{iI~eA_GHp z2;v_tYLl^t7JxzVJw~<1yc?Gdy#gRAFtxKqk_}u_X5Wv?Qi}=~7~uk$fb%al>Hi^M z%%7PSNW^jJEd3iLrh={VqS5>!u8)%hocvY^?FE{D5XQ&~l8B5KoOMW#_uzan1>`lH z^$|emSQqQuPpAYfX@u+z*wTy>#ayNmzeJI1Fc?x`&zyqu36A`1K=?tPe4Hjx%ed8@ zAoyxBJV-<*^oc^niRK4LO69ECldxR0G5PrkF!6yDrfo;*vBsH`=yqRnQsGN@PdFtb z)GC^Q_IgfSBgA~5ku<2G3FZ>@dnbaW}HeS;kyaF0^34hjSBZ%nP`dhX#<=H4_q4|K0=DK6~T zS0$T0pt1NSoIxj@HJA-b_Ppt2?tQnp%u{Lg@ro#cd8%j@Kx3|Jb>4UWD<#`;K*2;Y zg(EGPysV*!dJOV5$&@&UgdxGL2@TbJ}T5lM)dFMA9!- zC7-~jbArma_nTmp8RVL4=VVac?&wg&J-W-!{Y$Jw7~$I>>?u&Q#$Sh1!r$>v+Vh@~ zM!zB{Y;(Za@qLX%NI}jj$=xeMGK<&Tjdt{AbGpwNGL6NP%8$Y59ysc?L~*04nMm(h z#)hsojv*I^PVthb@MfY6K3-~ff0ab)NySOhbLSBQ%f}Jc+Z8L7EgjRnSfXluNTLJT zMrNHb`XjdHWQjB^c6SaZE4lBjcx0zsc)LKH9>ytrMQGG}aRiqUJrVG#*Xd#9(kxXs zes>q;bl?%gcPE(i`nseNl)HbBV@q~-C!eEZ6-Ot1boWlDp5VsaA?3wO+N~<-$-9qE z7)Mh<6j%2B`LsRYPtC2*s&3A&pp}{tqe1C|sy(FxW8)hJ8~MxpE>Lu)a} z?l?|i8a9op<4!)vxhf{?KD*W}kMKn~QmglS@Tr55psbv}$KoeU3=gxG1us$=xQBrs zgF1Ye41VxUHPLn&`dv!mrf?5%Eo$NoIK@RZ+gi}=(V|!M?!tbhvKY6qpZ+0kb*C@A zPe(-aCsbRr+xg==pKhCG$8`Qyo}+@~&~ge;(Wj!)ZL>#?F+3l`(@#qmDPchXKD>O< zBut2&j8-S$PRseed+mI7xPbbyT!MDp$mOzLMsh%;SocS*EZTz&K@HG!R!lMznxkBx z#bAKCpK~*VPvmRPe|l8K#q+HnE5Pba^eU zYuNu}fr@x?$r&Ap%gUVfP^Su?cdtnky4um^lh`K2xGCm*TBslb>6)b3Zo^n{YmG}2 z(sf3TKI4`{$fW0|njd>Y!4DS-p3YJcJetF}ej$I#M=?00s}>`(b?H$InQ^ePq0-Ye zj>!H`{zZdetHaZqQ-C7T*R%3Z*KZ8%79AKGklWpeEw36s_lb#LO#X?yj(amFFgHuV z9A;OaVCwux8V84GTW+1*I+!I{giLb(?(9BotqXLqqMoo4Aw_sin54Q<49$)P`I%L2 zg!Mt1Ftuz*G7X4R#{kA}9zpr(q}BSSrS+!|xNtnLX=vE?qV9b;jGZs+2RV0=cCXCa zP4cMa1jx2x;7+um1My>qq5tkJ_c9(RSqMQq5l#UT}FSP}6!bbmS|(9=3+ zeeY#|KX?!nqwWvu5x*ApSxQCw`*-+#PQrvg7Pn1GK_3B<@azEvE|amCOwKylU^j-U z9K2#f)ZKo6D8mgHNp3oZodx8DLuOLi=;3XC*7sf>gYGF{!VQ3Sk*{IDxqd{B-mCgY zJL#>zfSPwb=0>SQOAsa6yQ51ZVPU<|W#WPy*G&PoF>>I!vsl}}X0&mby{o4;^aY0| zPvQSm3=;+(7_&+kD3Oh-ZroPC#k6h}c;f_V#4MDDpxr!Ons^tT#hB-YzCDpX5ay(W z(Qbe+a<8OwmQS?B^YmCUW6u;f$yP{48LN6X*PJTMFKR$pIoe*L~_ect@Z3#F{YYw}1YEYngP_nHQ&7yaIH| zy5~dFaZn1D^1Qe1dstsL+$kmY-VFv_=`B1Vyjxs-;v#t-cSYJ9Bt)9?TJ+*GrKwvv zS*7PrbK3tP0b@EB*KT3*q^~8dUy!f)JdVJM88Xsk|AxsXbWx{AJ~)0R zh_cjpj`7GIO-7YbjFsC{^cjI$%{ZM4iKmqBdKE*{&_(njsG^TrLtuNdYsd|m)SvQo zfa6&P<#`FaZC(hEwGvwW-Hf2_h^=OXQANue|CH^sZw;xxVhbRxxEl%mnp+US=e&Ds zwjJtM+TS`O)AxK{^kPFsSAEsl6H;^J_Sj4UG#GZ)YT^m_{e|D(UB&$Mb+Gq_yZYwt zBhm|4B&)vC&{aBehKC9%L;W}RcDTQN>BO(J-}E5Go4aA?Q^@J7z}Tx_b~SFpyA1M+ zuY>Wd`PhWo+|@gG%BMW}M9NYHt`d&)=kY>o>dE+~zt$GPUmJ6pqR9u-l|o0a+^I`F zAf8yf*6clRMoUM&uot+6@zW?sZ{syGU6+Qj6N-wwVlEZyx;@YzUIcKlhdTLW{PhI$ zmStZ*m+FDCj@dhR6Gl2Ku{*D%Q9de(8uzwz9Hy3oW;RKYm>U>n+eb%mbCzAW@o1c0 zK;Jtzcw|gBmkM_B0pOozJ0|;pqLVvy*W)^F4sM^oiZ!&p1TM!Tj!Nz<%psjh^)Sd` z1oY3mBX#A8`en#Co5aOmw)k)uTO3F;nRIHBLp@*3p)ocy@o0%LzPW%25 zWyJd!aAY?SUdqXb8JEodmB7^dg70^01#k8aJtLIn=Y_u}L96#J@)1=)UE5#z_>Cue z=8L^E;GygT<&b`nh?=coMQf}?aI+x+m!0hzZDvIb+6X}|UU!^;*`s~^Mwx>AHK5^h zF-Mn-%e#VG0{bO2eu!QWN16uNgYJoOscn|Dmnw1P1GCD-!9cf9Y3cHrY@<<@=m?~88Yee){U-_FYE><2XJ zVdtzk3fIoVrb*+%@4r-+Q)24iP@$kPAGqWA+} zr{nY^4zF_9{8r}-V*OhU{r=l>nhJF7JaBA_4t$eNHuPKQSef*flRaQgo{XassW@`? zD%N2TAf)rL1@>>iE48B`HsvC_OC7y1@FkWf6EQ^wDf;2gOIrA~ZBm%t|7mFxqBOX_ z7Qx=ZF)#_NC@!1W;Bg#=8yU}J6{o{iYyD-Yczi|Hg_M*r0B>xvWm@r)P zD{%yi(bDLX8Zd*QOua;-tPH~fQWXR5rl|ROxiwy`-%AIV@bx8yDu7xNE|7s;PwICM zxiU1{r-In`S0&c^^-iEVIJ-J@hvG%D=7YLtrAY7(pFk7A1G^G5kyvNDv3Pyo;c!V1 zl5na;5cxm(V=>xS5W6}zoq!aJH2jiD`EgH~T^l0>n%z;j>jr-M03!6{R!lSoeek=K zZ{OG|qVpZ3gOv<>$lBms9u1hXPd?c{sj7W(MvLB&JCnxLEjLmj*$g39ADPxmu&dWQ z&KhK^QC4DgId$dU3bcUpBXmmg2H9nAWdee#%J2p4yKR51B-8;&$?>hQ*`yS}S!g@F z_RAfmzzcfoO{?ZKK-lUaoX zuXB~m_)1WpZE6M9{2{dvo7IX*jfM1zvsNg?#ldqaF+X7gPnx%MZSG{iFFm>3I`NwK z>_I`Ir-)zmBE3tj1TBxv1{(wVgij6xRGoF5O@`(iIwb$Oin2CYhFYp_T@wL?J;`>b2f0!7Z z0&5S(pYTuU{o<;a%SUarf9`9N7h%a2A|FD045Sbi-v=%$3NI1+;eV1;g${2YLptIt zMI92~1nPk(3EuhN-TY9TLfl8BxA<-;$k%X_qn{_^<7^OnAF4|usFC)XQ)&zn2|Qtm z#;(5%c7|%qc_e0pv`(!W+CT6%kVPt7Yfz}Da9c}XX}1it4I;>tL!|fNz?4{P*@_@9 zxCY(K%*6bWvjMZ}`YNSbcXE?bPQvO8K0kOk$g*Y%%WP_S2pA?hp|3-JY7$RyUkoX~ zc-Sc*B(^BPM*XYoVbTpPG;C7H*!8n;#yQc97V6IlpE9I>8uU$Kj990E0x5c0s}veBrC-* zDK{FUjf5~Nit$ASFtdt_EO@oEDfh}pv9M6Plg!UkaJ>h8U0PYecMmV?vh25$SD)EI zX45^YFMOO;L(Ju!VH9`7|F(8s%Jq&Pdn~DTe6} z(rnfJ=+B+`)TiNBi7-|i3O(UhQ7V^}B~@~jl|2;8oYAd)NiClgR9RWg8IeV;V7%xr z?#299<|aN~QkpZ*VOsgA5-FGBKHncpoA6l?9i@-9=n$P9EnBfMHkMr(9S!_WPe_nb zd#5%GiI-Hv!=b3MCL>#{WM^TilO`&%Dpt2OHML$I5i7k6)jYH|Z+78|iJq#P7^6M| zDrXq9BqZQ0tzUpe8Mma`eFuw+A8Xp0s*=+Il^PdVTPl0WSfqUcp2j z{_=wJ6Ka|SQgcD2pJ+Yp#l#lz4&lqVqoJ?Z0EkYl@qXlUqP>kVyz-VO-ZvLnSXuqb z%5TK?2_9i4mcScn0tV(*>LCZe1jN&m>{&|_UW)RiN%U%92x-U4P$qvdR*57xxRfHf zA5KLlH87P@I-E3>fNfxE%|fmg2sSkc1>c@A6&HFolV*)HHMkTLdLC9s4}3foRf^B^ zrA|*@2n#%n(xXoFX@ChC!_rX<_i5MxA5S||LPVG9T?-JtjQXSk^sf1mu482=$d(%X z<|olq*hY(ZUH2sYH#J%}hV>>dJKVeGE_@ipM*-+HwR|^|1jJ-satVP_GEgP@Hyi}N zV&Tb$`vd*H0sZ=+?HgEf7`+dhqe=Cx*$6*I)lgF2F)I==0Gr1irsqx*?b`#Tsj*HrvQ|I}yC1thPh$b=U`CZwg z;prRqRDZTqnl?4_xzF{!Tn|V02x#=8Z2UKIay6S`11MrY-S{P}8p%iY3+XQlX_*<1 z_~DL%tE^wr8WU;T*#@KVhszaaK}@GpRC!Kk(llwi21gHRvxbH`%DB=vjj*@t5!&8X z$8*Ho@n&O$qA(-MMh#t3_(rWwRJatLo9&MQf-Z~|J&iyeH#4LHhOWl2bnC_1E0T6w zjx7?&8pN%Z^^iZm`2KlmI$`3{JB5r*ckRIz#B{m&%*|}U_qb|ANYN)CkTiR1_#wvu zpToidZM)Ng7ffiw5|n=4VZjRhPq6N9;rJy)g13h)M8W8#DIN6Hf$#NO-pJriscRWG zItS;l=&Z*oZIvt1`oQYX0nvXxUX#C^G-Ug0Jq9ErGdzw5n}67l0VbGH;||@g7hUUZaXY@MsJW8l$AST)+pedBq{r>4j&~_{eGkfwk z%suE!cvTJK`+H1Of+z-g$A@6iAUGgwozQwtP#Ui-O%p8Xv0o`&koeUzq%%+Flz z9l_Wh@g9M`1qi)$5O5-OyqVo6J3(IPrP&1y@>Jl`7nUR|+;2b9KhA}__1Ho78NES| z6)A6?PC}w&?oUG&-d&$DJ{TYFmn_E{nWq{RG8~UQJk)c_h%zBp>q?7cNH<))Y(37i z=qU0r8_z+&Crylo3snYsk!6WE76o&92_n)(difb8Rk?;bF=U}rpZ5UOzR$u_zMe+g zj9J8Y-54K+IB3*H-vll@s$sJp>XfFvk`;f`@){n=Cr2Epc~Dimlf5v;(0FlhEDB;IR6ge5-}mFY#40JksQm0ln6;@CH&#sv4_r& zIGWhgLlqhYpbP_HavwbPNNw7^Z!7$_L|)lSxK4h~s%xi`8GLpLoigW686Eo<@tlo0 zW;7ldRoBj&y5PtPDaE1VvH+G*!JB#yNSSqSJ}U-JE)q&RbZi!gxAR^VfTxuKC+}C7 zDRuR627oFQ|1qP}%J`CRo&Jizz@@=WLIWw)Z_#JPL7*k=ozuDqhJNnrTG1W7b{HuouKTdyttZyktzSp9JT>)80^Y@pD7c z#{ywLhjI|xd2k4R6FLKA`iF(08JxLz)fP@a5CL3YgV-Z0%+AnS6P$xv!Y>^X!WO-a zIr-A8kDku-5=wNO)}MsY$20i+1BUcGb9%KU(gYrEG-ncHfC&9X27$fdlgop7V@^rP z@V0Fce$w;;3=GvQmCRV_;)ZgF7k<lx6?nF)^alJF% zc%Lud;_F*uXcNE3!9h}4YEOgbA$KClX@Bb^a5nSNZlihPXsP~Wj=>?D(Nd?HXxuL= z??#{veRe#~dQMREYl*|Bt=yG2Wj@lp%S<0J5yc8pZZZg=W_wd3FEa0fWwvIik`$jd z#~3ePuM&>Vtf2*zk5?KSE?ugUh)=VllUj$yM{mSK7s^s%P%fD&C-`LY(Tm_np<1(-As3k2z@k_`7f=f`u&yhZ$rgan7yub=C6dB&rRY-S z>&e1Fi@E4rK39?n{t7ky{lMV_=AYKjMaV_wbui4i_9S2nT1z zP>YtYhZRDzeJF-2CLx62uw^Kc7nmaf9XI9^=dkz07S8`M#_s6)T@n+;&5qnzxAyB6 zl@j(mPr*I|AV${UI#h@<+$uCs_#vI4I8^8!HNh>~ZW&w>++^Pbe+dyKzOVW6?tRb} zXgDA4+`!{?BYv#IsTcgSgqS|F;EsU;74vB?Sj^XLsIZsYNC^wUApkbFzPxg{uVN%v zY>PBhY|AiMY&jiE1DbD#cXO``x}kw`uU!_|LlmWLx!x50f*Y^J5!nX4_ zfKTsHR7{WUOABMQ;5V?%2v07}H3=5O_y6jxB_2+mE_b(m)#n1QQ!9c_OE=)n&)c8S zMyL9nyNuacxrIEg{kA3zI5Of>g9xR&MxJIEW#QJ>R~%_i_qU?g=PxcJ-0cF9r>XVn2c-?hp_<3T+rs9Hv5C=@!46dne4zR zG9>?9bFYf~<;TtYKB%P{%Rn2WM`4$PVn^-!$G8+p9REB;Sd+7XuKqVbgaK}}es^oC znb#jb7vtnCEVW=BSCIDc5RV^*1rfZwZO8y-}PVF4r099!gtBL+luitWYd#WQ8>J0>W3%UP-JJ5n z9@o|v(&OkVsXkG!1+{8Acu!Zyx`(p#E`8eTdX-o6H_WbFR1LU?S%caSd+q;G3}D?> z4HUr~46VVp6Gk?o9*f2@&~PQi=~@kbtGEZy zAT-aVM&;VKeofj#15*d$X2V$K)DG90qEiQ_2xvj!qJaqHmJX{AcD1gdc4lGf4BGMG zLb?D=@2Q+hQM-X07@$1$Ru9LLqBkp4JK_d77C2Y6kM%aMt8Je5Y6r}52bjP<&>ave z{Xa^L4;IL&0l3>XQ2dt!_zgc&hn2(HyTrhj*FVYfrGtNQyVoBL?7uw4-JyySz2|-; zzRDCOw)E7Q`@Jw~?exg3Jn=o%sx|f6ELV?upZlgfz4uOddB50hZ_D)cr1^O>eLd^H zU-dlx^*(ERS+Kt;*#QcWYyi#(pNK;ZeY$^o`!pQ=>-N9(hrfCvKfEzsUTCjx)HZjj z+WR!_Jo}$xeX*>1o%U2eqG6M2Yksd$*z zYu~=)>}Hm{0GKb#UZBxHs_lK{_5gQ;Q}C_7j2Q50MG8{*S}lknT{>?zTfSY(aEZJ1 zvf$in*&;dl8{$+~cmDNF)KX|U>9)-{W3>FyAW2A;l;^u!+ZGmgdCd3vr*iW4qxibV z&qzZ;l`S51m?>O9*QluoAhDj?9%^!6w_E}isQ>C-CJ$LxevSWAQ6J3QwZog!yU2+1 zYwKLSQ2v~(DT2}4)vp-K>DSFE6l-z(o&`sWQ3$GFG@w3IzQuvxk@gQpBZS;^D$A{^ z6sSFeE*fklYyXlOnb6#6wm-&M#mY0I>^R#XPqPUva|P})8M61=7Of`8t8OtVybHzU zn<@ulF~pIZ6^M6A`7%4?&x6;_$|a-LiPG zvSIh=TP)Z;_h{%znLNYt{b|TxG4g|}$VOF!Awn@aFgf=yqGFDHX=gn;5OI4?1!+vr z+a+K8RRZDszFd)p=eVtFWEO{-S%gS!b7=wW}LY^Y^~`i#^B ziKlA@#|6ueQA6Gcc;9dF23@QT)&pnYua;he5#=;o@rWx=UJmzqQ%u11h7)%fiOgQ7 zh06D3_!o}YV$Ou`&A6S;vvQc$#(Nfvkcm~o3?rzV)a;YFqRG8Il!mtDJMaPQ(nBVV&r9jcPTD z#R8Sd*K<(WLP)2vyxqr$8c8O|o{zQr6=J^)E2DQ?4`VjEIi=*q#bQSr$BZmH^rvh0 zcSA;{8{XItcOstydkT|*v2@r;2gV^fC4WLXu&C`&A;7|1GCL(PPxgf?^%@q5;L{Ne zh8maDHs^4grRY3-lTWhXw8f6U#MzVzd8y^-0{{834|Mv{1-eoPQ&=3qQ0p=cK3&UTF_y&t`xOh5rVzWshS}Ngn`_MkIme8 z!HKwjA24v|&nH%m`4rEetwl8|@r(a>scwj7XTsS3nC?hJguceldP+}8mF}@Z>D>tm zm>6PzKX`SEFAW+VU4RwrqXghw28U1qL??!0pX>`67Y)eku8!KYKoqC1gFQiafJ1WK zt#*_YWA3O*epJu_5d9vc@z~fAX`$u8_q1TcmeTg}{f{>N$l5!Gv2Q)dnW)+j{Y6eGj=R=II!>@T$+s@~~?1XYe z_qycn+}#VUEnfq3ef#B08U{E}qN5^q!mO;RDo&RMEklg#yn7;yk9nFv0t#x5d=88^ z4RQKVn-E+pW&1gndYKAy?8CpatfKzpgF)IO>sI)-^8)0K$R!SJB-dX#H(P7t?F5qB ziStpJR&Dx(->A?svd~Ou!017IG{>|Fm(ZRIv;oBZveV0F&!oao-{1}xTiG8` zKM7QzA0SG7IpC??xVb7&JpUrr-eh4z!h(od*pi2HFHty^f+T6aBak>{-@l{mx0tMi zPN@4222`Mncc3Z^3pcjuh4YA;B;xke&6Ii2@^L+WI(KP9I)$vP`n4HG#x?Ret%Hf; zG=R{x9az!vs=qt*rJt~;5vq*PKg9J6Fg&_;`MAwR7kVVM9?oJ)PZ{1YLkw+>gE?Q| zY}yA{t?WZWDiN|m3|3Y48QTKfbAyABLRQ)oYMPC01~3JVP9phxj0ilJl` zY1=~#srjq!jX;E#F?nucUqX#S)uLmVq}F=4{}#_;;owZM@_V0sS3KGpkII`!oAfal zB;m`JWom(&5Q8}y`~rU%&41Bh{25TyaU1ls^>Io@0#DT@Am`@xL@4xMB%t<08j^;A~w8_8oF=>uaod%BdE3` z#2C7d0Ip=}7A^M0o#FdX-9%!!yTAO@p2|knCg{?2UCzWN^L(jy^e4icDa^)8pLl)H zgKv>Sv6{*Y=}6&0Nw0mc5(3nVg{5(y;YOlj^{C^a3^{qs$t=NMeCSm&^$1IQ`uKQ< z@*x6t1mO4Uu$tWUiS!AF#RUA{nH-c?Uw>nwS0DNR`^wAf`z9J!;og+h`XLpOA&|6O zEd8^PBk7}*yrgH{^W%XjJ&A)^*@P{`>2bEmTIEa{3m=CNO(lh3UJkhwm#$B_NLl2$ z$ZdJUfnzUsz|IRlRDfxzf;A^@4ky0`v(oh83U7J*U>RXhhrGI)Vw=-|sj&Q?W#<$l%u;~oB5vw??7HfGL?y0qo3ySRNfCFBD{MZy8IGa9zp!?;YfY#n1K3x7dy&&fjteODd&9QO%fu}KJ7CJ7b zExN$gTo)ffgFfatGd+146w>-uy;Kw*8WgpzSVM4>r1ft^N0McT>h!T@gX-6W`MX$TUPYm4feU z`||-K3%~l(96FcLar)`q!|NX1-45Uq{9CNzK5@+oFw-w9g1{_|Urc?jW6g#=;C{q0 zQ=p9o*|pFDi{6WEFqVA>0=jH*vHe5~hu>Svze650DN474FBKtRdWuoV(#no~m`T^keEY;FYs^D2Ktfil-bWM62l}rMDr5XGm=VL5cSexon3BS zhDlMmcr{U+UFubUVx7s#Cdzj&xGzMo$Hlm~>BwWAO|j8+RGKJFq=m8*Cad7sV;+f$ zkBD(5p#1Yfo^f0Yzza^Yx(~9$m2Av#$i|>G4YW4))9=0f9PLeiys`EdjL4`2A??q1s1^V1% z&$u^c*uVP~mjjp0!m0|H+X;R)3^lZ;-7`o-X?1UvOa4iHx&OXgkO6VuHq*k7%HOVX}A&8U*A>ANYqo; zkOF5f)7lggY|oT2ID8HtdtA1LrOgm9Hx$m+E;`pMn(S?YtWQmU8q&#v?Rur)_091FH$%?}IvK1K&Z z51T%pv8k}GK{quPfNsJZgf}kz4a0eA(zz;5rHxM&Yt&{>FC96nC8iK)A)-nVEz=wY zO%Z>4Z28$q$}nVclM!Iu%&GGog*Qtnc>QOKQQ+N^c!hSum9-9Q%WTT>a}`Reo`(tn zsXBRN>hUlulH6U}zPLUKJS&hDO+C8OfGYZxx8Ec-jmf#EfOK7#;pMFJxUiQiv{-i0 zk3y)i0t&GCGje=&!7e#+SLbTArrt}~?Dj~f+S!|~A((>`Pfy|XC2v95v zNsoLLmsfB3Vk>Ln66Y=b=pYtgS}>^lvlc@dlY^ZZ0+WG=-3cvS3MSdcGwA~MN5Yjp z12KH}M)2sz=sZ9ie>5SIaonXp*f=T+D}2$3%&fD+#l&b)XM=gdMP-|lW)a43%;hcI zl)G7w+p54$9tSl|k>d&uN0^{fEmamOp1m;n?B~+ZXG<`*pDA>0g+(6+CvJ^DPcaJW;elQY`P=`nmEIGG% zW*bTp>P5G{aKlI&`ZGuVU3261pHsn;*iu*1N{=vHashR}H?%dZe`|F{-$kCZ=F|cE zYfKH18Bmx86UAU_6b?=Y+~DoE38xfEFfNXJ=qTuhm{b}($kv>-Tt}Fdxj}RyI^d%{ zSDzL*g2|PQ4qbd25`T8#p8FMJ^Ixk9#IW;f5^N{AVANle$;7AU8dd}?>3xvt2HEu% zJV@JAgb9dO1Di+avBC^B89*kdAvCS5JZ{3rDVmawN^l35h#Bdelbt2J$4Amj)es?J zEC>z?@q+hWdg;@~2QufPCW5KNSEDwIgPb9C14-KTa}{B@Ipp}V4e1Qa5G9HF61Dao zw_o1BV68sP|4FFcIy&=%w%)diNC;06@SAF=A{uh-)lU&|lY*i)i zNsDRKK|o7rOkJVBD`3WV(cO%XYQMLYDv(S}s`x?-&>TXH>G)c{O{q&J<}v;K5Z~?3 z%jw@E|7tx2q6bc|h5-L@U3F)#$HG|gnJN>Cat7<@O7k+P1)9K5uiK-`QVacAM*|;^ zBKOKdqM0t9<=<%<;70uH>szt`!PTXN&6m(ae|^*dp!Ox@W7$u*9Sg@C)FKr?*+xGH z+_x%HafC&)#R5Ev*Mluc`x25;5OJ9E_Tm#BzI5ZmM8p{vW)X2}5>lDMqGvlixJ@}D zvItmyY?*PH5|cqBWA5SoXb*h}NZex+vnrDaP0}ou2;G||Bg>0Fog%y>#EIe0>|>9M zrWBZYOtyq-(xlL}(3TmZD59-4aUOV$wHmIdR39?)6~ zv>)R#E?AV505J_l?_wdJ2S1dhF!CIH+@ok~nHQag(#M_`t^QlDSwVcUB~KnFU=ph= zTK8j`W{9<(OXat-@f3TKAKgzR3s}I`bC^LWvyMtl=l+=2WO`oK#wSaBrTNkp(*Y|X z2c{oR48-rn_w`gOffqZeNtT>^dArZYDNE_`++3Vcj#+pk_SxuC?cTGDdF2>_TpT&Z z)HAmMgg$Tc<|MdgPxD_mK0|CpG<>amtQ#m^&_K3`XY8U-K}EBYmwEG$=hz@?5djHI zu!XovyP=o4>N2w2Y&7=}6az17<<#1l8wf{hqo?^&K_lM{ROEohUIvIkhuti^;>`E$ zR5=~8XfBQ#irHSel88&V(Z`F!WO-ZA&mu!@i?@T-<5VRw+$lSpv0G;*s^|@qZB$m{ z{RM_1S{3PcOinYEPBT>u?#)dWer&Jo5FNIlvy8^MC_^{%>4xm0$C_9m4gid8@bvaOTPzOt1bka8m92I_cN#bPb~vu3`kb3A z>2>Fu$9Bpxgt0gbkzQpcz>bc;N9hC2(kD(smM72BhKH0UY{DvAA1+fr`1&@6Sc}%v zF>`T*@`hMVlx}aQ#;AZdhD%&C7pJDUOn9y|F;^ih>+nFq`sHy-615$8V^8W4X5oX6 zPbY5JyBSb-J~U8~{yrUDIg5cqil86h49m~;H|yi6=T>JG%$`j5+xcJp_{|(Sy3Gx- zxV21FgV&@T*GBjv&z|yshw=UPc-yo0iH=GmE_1o5qpU-9oHx2InzGk>CJy_P;$mMr zWqWqft-X_6{qJP&J5dKAq9}<(l#<7oI^iGv<#>OC=}RrP)=LK-Img*Zg07XYR?%1M+z54JYYXV+xWNPZMm4*1xAtZRjnqVg67W|IV zN-tJ>oc0XJYV3li#>$?E#Odhvoem}`UQ&*X?>*6)1xVuX$dAeXt!c#`rdi1H=fnA~ zBRr1134)x_BR^$)kms`LW+addrGKbkSZk6MeWogmjf_(cu$qj=o~B$eEjO;(F1l9F z*OcD|d#6`}GAkNsmtNA^7oRJx{cKo~KM?3rnr4cu$z;>vV`4zHMHt_5{C)9$i^zEL z49Mulo8yM9m0tYmSdaQJbOtux zjn!6k;aABxxSh;=aURh|xa!NE@_&c%edlc3^ToH0ihqytvh=(Zx35W~!Q9M(;WNP^ zdE%!hpJI^pbLL_DnB6G;#jbRmQ5N`Y*E;O_w?0kQg1KXKu-U8R7F-_Zk@%9OOA5nN zV!-D4Bqec5h&sLAhWY^C>|4N*cT&2oS~~UD6G02ZvGpkrr6#x`zib&tHa*Wa3I+X; zvr6?`wTT#Tso&Pr>@c+~q!gbgN^sGl2Q5g9_zE=*A%4Tw#V~X`hl0iDpzezJU}N=) z1mSX(A;{L{Yul}jUgRJ>4u;wMub7wBK~7W7T0vFL+9e!X7M}qu0O`u7(<7DlUp{Zk=ydZr-54QpijS0N;lewVip$l}$28sM|_HskUk#jmO&D$)Jl5@^LAdpeaeTuxfJ zVM*}C1F<9bUT`m;!KuKC>+KdH(mT+c#P1SjWly3-P%m6-#>;d(fRpx@x))~WWy_cc z^VGknKJ8RS&BR4R*0+_}K-5)$6O(ra(#t@~5B3A#l zMpnGhH|ou4HAz2e-D;DVNJcZZ%$;{qzomHDVNrZETuVJWB`tOc%9wi$!-l}`N?6*J zB0G3S$WDw9&>cDl9u$wa>dwDTJP;>P`tay-I=Mm^&Bl_~I_@ZQtRUyry)YgH;6-0o$sa_;;hQ%l=VGNJpQEV2r@PTr<*r>c z*-p^FSLa-{@HutmHlV^rH+c(?zRDAw-5Z2`!vMZrj7jU2+I8Ik)2LHCp(FZJjZJC4 z%ru9Saht-ed!NxDI~xVwwV&wwwZvHVD564#Hs|_&tpnXjcK!OK&|+OOKIsQT>rpq+hN%2*{TCFsJF%rNB=9HS9e$s$ z*mm{-Cr$%+T+%&D!n>Cb_SMehvLR=$j6Ig@_{e7-!3Xb1ae6H0BL zjkp5(nyfGE4f}9v5HgC5wdv6*{ngYrP3!k*pUWjmpvX%6xRGdxg)MbnZP$+P8O(?` zc6F$}iyyhvAPaWk|1tKC!MR4knrLj>PIheDc6Mxiv2EM7ZF|SIZEMHc@y$7RZq2!M zW~S!HQ>&|AtoO%T{dBKh-HWxFzlR_k`}t&)@h3nE{Wp?X!AdY{5_-pZ^45Tcxad$l zGn;C>qKNZNpG+7MEv*$R;=7&HJTGa0B!7Il+)Sh!_m$Vq?SE;-n+KW(3_FlHaE zP)O~D6RRX_#Sb?sHbZZ*EB0FK!Dle~THM_>#$v{T`t7eYF)(fafnKzaKedtEjL=ibLzbj8{p8xr^hBn zE4UFGH3f#a=}`Lx;CUvqhS;^y0%@XP*R`n0=FGB{PtsA&mM z%N^D>H~V1&$0sv^AJQ}JIstGS`pBUp4Qf)&C~X>+2SSH2{j!b}i{(6e*2-aFd#))T zy}GDV@DtYXt+@Wmq2u{k=u`SK3*pM)!Uu9zs7w@*&mh!tJK>6PGO0sR@?PW&cFidH zpv8c{=HpT$LE3?&NLC!Y-SeS43EY?%_dF|+@nx%oMlXlcMx5#xbIowc&=h&;$WqB? zx~f|1+M{xb7s9)PnuW}}Lxt9SJt1hRpYmE<$lBHDNbx6@{qEn_LB>Oi}?GLHa^-3qfCGwrrjy2ovk-_YI00 zW#5W=A}?cG43odt%=(l3(Vz}?7)Op_G5)p%-hQjhwy8_NYq3Z?Kdm36RG+J0(Vw2Z0D{m1N z1NK)~5nRpF774=6BvSS+OI3@26lxScdb`jGuUw_3RXB~G5)7_W*hat9oKM8>vGA>gmC$(b!fBMP?67QoScOo= zpiD|k9>uC?%QVC;OkmJ$&PpgoN8$IIPw;)V_(>N_<9>BkiMWv$o3{T&8_>MtIxGY+ zTX)qS+T?#Jf*ad5c`8g)`YEX3TD;&W76Pq4(`o=T%DRV8(k3Bxr124a8tDOppFmWT zSK@~9{A2z_y4VS7KWS4!cRGueXq1g|H{TowQoTG_{yjOD9OsxG))wt=(6Zx4j>#r- zFPe;62=knXnhvm!fM#@&6JUG-S)`<8GL$~jRVWAPPed&(&XALbTC^O4UIZk>qq46# z1~MXY0XH;#ejz6<(c!)YdW=CUjq)CWX?)AuOixxY2bpWh_r)vN*-bzbf<3h~WDW9n zKflxVZax5qc7>!fMzO%rG6i4^ztRkY(H`H@yqI>?+Z7|B_SgVf!yJQerr!*aJ@CCJ zz2>%Av5mHN6zF=`?-HUtz4rUeUXJ_B(r8*Z?GnP#IsVAcM?Gfm6aP7$Q!+ZzVEfwd zZj$~eWj0Dg%jG5-hW!R{3&K4xK=~PV{Q-T*M(-wl$e9;|X6%kT3JBi+feUAAynoK6 zF?)T6tlM0-!I+Re1(mopCk-u82bp?8S8WyL9k=KA=^j2)QJJ$Y{YQI;z*hA^(0Ozo zmMr@$^d2nxP0V>^9=Dpk_j^sg$NgrX13?N*4dX#h$WM_T_Vk%I9agZr@&tIGuswpj z|NeOUPX#Gleg;D3y{Hp-GY1Tf1d-}=T_Q8@<66`6GST5KgRq)a0g@l;Vqo*+>jC&?A{K9&zr&Q!McmlNI=f(-^oD6?06pt z_bZCbPj0oNWA~yCn{)NSN^q0!X>yp1kg<{elRA+sSWHj83q7T9HCDe}^9a=SJzE!o ztWWmN5<@ChU=ZoWs@rWMnx|I=B?pgEUi}RBb9{3pw$Y|C1~nVW5!O0Q^amZ5ziP65 zX6ZLT8UG92xo;qp`&gft_?4v2bd9V@w7!MF0wE`wg8C`?5?A#}UF}z;G;+0VB)%Rf z^s_s>3tt25i&Z1_bo`ACcU4Rs({`m!Glpox&<(uGQDsY=Qo*)QI)YZ8N zs2m3~yjf($syG$$2kt@FmWk!PIuQuoSk511Fr-$wn+Y*)_}w%>6{HA;mC3b<&hVlQ zMCpxHvGHST+{lCZetXD-6t2Eu1F^@YdGrz)<*k$Z!i{rafn7;yv3*(BBZ8~%4I(Fi zjdA)5ZO}3Q)A%uEk;m^JP1+3)cy?#5^z|jy_{OVBv>3l5!F6XAr-)Qxm#{6Aa=iLG z9hlXuZx6dDg6ZI+UK@q2ueHySyvW6VB8-?TwwrU-{b`~39R>o=5g}WX#mTE-O;UA3 zS=~07#i_-MytOXQ)eNf{UWx53j*h{Goj|^gCVFoVe_|3rcYJdXH@1Xx1?M4>$odoK zsmxs;1=1?_gt1}QML`8_WN?hiU;q2pV>HMS(rFA{)YllX@AatFOob;Wp2Au1SC53f z6s4F&@-k-M?~C7h%J1MT7P`A%5-Y2%t)SISsl4tWvjhVVwlnyfz`Uw))QEc!qXQ5l zkcx8FkhjTGjre^kY(^{R=c&jC&K_7+G|`Nj!>H00>F`ra&ck;}W)s}L^q>u~`a~;& z7~-Q0nc;^VNfl9tVS3hO3fo(y?+ti{W3|VtzR!TnD(7dwf|YHmV{z-~dj($P%PifC z5FCwVJ2~o10l9cs9jB=QLC?on=G~cicF$R9oLV#~A|Wr;MXAjof4ZqaFY$AY-Im(@ z>upGz5MEF4DhfEom~1nW31v?M<#Ns5sMwTeCNtY^9Qdn43_oPm+BR7Wc;9cQU0FLr zaM|)Gp!d?$R;X}e6-;<)Prnd)b47sEt(@qcO$B6X40iQ3EK~-auqGHB-$*qr4xmd| zvw3iao@A<)7RMyBmXN7`vo5s9z||Dl%NQOu$713j=o~GoNYmAHe(qUT7kST$UKOdV zK6ldy*?8HEH{l}zvxHxELWiTOx)0I z5X}B1jx_#tM_y|PUFtTQ+2Y7JqbETQB}Acu>E+C%E$o7Vre&<@y_FG;pJSGWGL>XH z9^y7_pKORknSf``+^o~@);&8*BY9K&{_sZN0D>S5f{&P~6QVO5B9az$=I@S%J_wIR zF_!)C<(4k*bI90E)?}O9UjEZQUiIYKs10CoGwbZ=%_&oDu&_hBc1kjPDEz#*_;@*6 zbsF`5#6}7zC!gjN&(6pkNmstBhfoctW?ynwx2?Jw%jK=zdaiP8%ekfvGi4`hrFUCD zO48Q$t-Gwz>t+MhiVR|^dBXSBBUf#uuUvvf#BvA;Hqmp%JG?ui4X;4%dnOhzGfh#5 z^iT>lAeRVssXxN1#_Bsc4nO-xp?{J@WC$%oqGiHOP=Lxyh83LR8yV(_^Bo%;{$SmJ zk1Tw^a$2S7dHJDO!vW4&?KI&U&D1ToDt2yH+g9~{d(O6?!#k*yM}r2IEQxz%`Zd*b zge*&yfLz*g?AeBmjRRRgCFpc4MogbHtC~1-DpU$*xZ!z5_9DrNhZgdyy{zm`!caHK zzLs0xzSgGk-{!j>G)0WKG<&sx2QoU930f^VSRzp-5|jWYhTGLXI24sd2v(x3Ht|e2 zjSMmD`W(t_nu9t>U`PKYw@3CYm9r)B2tK}NGy;0uTmpk!Sjd^6vgCFVODyc=#PFx} z!B&T@?w`p@m(Dvqy%N*Tv6bU=sa6Z@XCG_E#KwkmU30qttQDIx?yWxED8*Gk}IJ7;kb`0^7DHwZR!PFK+RZzI5o_R7q2Ao7$JSTaYwNmbbqM4jj z5*opa@v69~ug6}|NG3hOYpL@96g8r{A|dyb=-oi;SoYo=bXv@x4g4sVk+JpO9GMC3 z!Q9Q5;B#@R(4>x`Upz3dct8>g6JR_d=1&8L1rUsWp-m>D_0JLBntOBI!A3a1-1G$P zBB~8<`^o}p3~smB@c8n7C)%ZAj^?+NCRt~p zm^z({>`fW+Oa8}r*U%`2VYrK97bM^KUSFQHG5bMGQ@$1)GWn&x^jB)lK)7NQPB0cn zP|ySj&XxR(cW)aEpk~yR{VFah{M$4}G~pRBJZ@;c?ZD5${SAz|im!Ig8wu5GG(-s! z1(t@7_gZgq?&=@3(4keEj|b2b``de)tL9Go+tl+374Tqe-uNz^g#Gy8&rzuCiup_Q zkXpjLv@?CabHZ;2>UBJcsoU`NO$uU?&C&0x@HSlb%xD_n$^3s2Q#-@IWz;>6Q=^;{ z&5mp9jqAH@%h0#N^&PE>jE3*nKU3UC{?o5dTIfn1e?9 z%PG37$nf4+8FOb%GU1BK2j=4ff(@@=5!sW@2PeS03C&)BMfld-sUO`N2-_0SYL}?e zZtsmn665zL%z&QxNj5kp>In8uCsWxgs{ezk{sLY=Lenxjyi}wmYI1ef)G)uOzvu!e zHV26xtFp&u?)*}hkF8)6r$mlVR6AZZgJD&HQAA-m4zUG2|H(i2TLst1{+Br{o%iXP zp|9T>OfIO+7V07pj&K?Mqn#cgs&)Xsh>+TJtvmhlGN*&xix>j_T}nPBePA)sJyzwt zlHquX{{)t&1#$av81sqNEX4^fWsAXxvf!c0>*jgRKUk^2@9*xHEIuq#-0Yz1}*l%bfU8i)GG}K zEzjduRzD<@R9FSKtP(>9u}6*;o}-;pCT z=YJ)~ZY`O(O?IT77j>wPC3@@78;M9A47orE$p)L3_>ilhgeL&Jb9e0((CaIHL?LVP z@2tdSTLK#G>^Q=(hXcv=UF=E955tW8+cbcFZc|p*-zTpGCTTnu+AgoDVv^K#>s-GQ z9oLuoblOs<;pJfDZ!h+ctVnrQrhR23H63XVCDAZDu7s*($IfhdbvME$j}Y4ML;?>k zD%)<~I!16YI1WKp!aHLwK~~5$$G*GcyT?CYxhhFXZ8`RECn{;T1Hml4W2aB&^`AZ2 zv=hTB!c;7bkg!!n!Av%6WvySK%)inNA$&wS0Lnv|lf9)QIOA$8b+|K5%n7zLax-sHY^9m8i>B?H&D%UAhE;G<`q0W_Mt<=X0bwU2-NJ)Nf6xvk$6pE^c_Ci_3+} zt5yy=j@r%cEC5!oSWgEe!jo%K<;<~3CugS6uumL0W>y@fHVGc6*{;~OP1}1=q%^-`U^2=jD~G| zI_pOKZ*XlsD;)QsMaX-p#b1M5PpQ;vX0oMioSUdFX0}2C9ggj0HajB0YlI`)(8FF2F7TA#bu?c(EU zvoXv#(y5c$$d6uyv=k}UJ;#X| z$mFwd=nf&2-?g!vouJ6ZjSoann*r;he#d8<>`X;U|HN?p_~`569{TX9BCmeS#ka5G z+1H;~Q#!AHYD2?TRgBKA!-4eVXB||-F#9bi;mG4e`r47D-`i-!@g<6*iJ@dN6l~FX zyuxWRbjBEsiE>{J$Ng3 zZ4Uw6ILmvdwYBmT6_Tabr}A1GFy?;uY-$$V#42I1-%-n5c$U$T9TU9}r7pBwcOi#Z zsoFO$S=)n+2wI<;`Ks79bWHo}+vl5xX@XQ}-;x+qWt>=!padoobJ}Od)TQC*>>bw7 zkleIkGyV4Y-ID?-{Rch&>a)Lio3pChNe40?7bWKeFs#wsK^4fb9J*w9lUmI2cHvqm z$+;W~)y=wh=*YT;I&AF2y16lo&y;ePewSE_dRG5pTbBAud&BapA$&Ol0#(f+D__+zJzni{nf5}YvE9zX2WTO_ zq2@_@qN?)Xh42el1{tLIe?^1r|5r4~$?X>eLgCJBcFspnK(_83JnfY&poSk7B& zB1>9cDl$j~7ILaF*vFr*-n7oo$CGtI7PgrYaU!L$d$Q;~%hyfj>PSU63GHi6l<8j< zMO4{Qn$-PC<}X%q3O3e^EplNLITvPn{zQt5tsOYqk=sls;tcktd3*L(P{omCR4TlF zd)f@VVlrdaW$r@lQ2|rj>s?ZrdLUj7TCNYrhe}~sZbE0G zraSL96O&a6Czxz{F1ILz4vwTM$3l+eR)pZb>(_m{#hFAZ$|x!r z(kft<;E9An_=!X7!_ud+DUWq~A~o^r)7felKW58^StuD*kKl|r15I-G$YBbiSUK%8 zxtz65azgR^89Dbiyohi_vQ3syy(7dRiv8c;e!aACFAZ!ys0fO_?1I8$1(fl|RMiI4^#Lz|z#Q26yf}utP049WW4RL>vQtwOMVj!!5rzU^FbW~gHYMkfLTVlFZtA>bofVf8VxZ|SiUZYGVe^r0 zlY9DriRD@v^pZn9k7pDEUN68NFP`N;JVHT@Yy&zUieP7jIx>~Ou=;+y$Xcxy)0k%( zs)&zsV4KB(G*C}UT+L-^Y%*sNS*w)_|MPLsW*Jokl2y|lLhXC>S%_fk(;Hbul?HeK ze3jDex9dMhq1@O=c{NJvHstk5_Q)t8BV+}13!~oM>l{@1nq#LB=$CMm)hln$VNVjb zQoh`;NM|n+A&sQ1j-}#jtpokz2%*Pqn4Zx!MfcG#WiVg|PSa)ajoh&%Z)fgLOuN2k zO6B-ON%lZYl@2AX+esnbU02%#5MNXn9Wv~c^5u$GO~7|gQxG``Qzri*>eAyPoeeh; zD>jFd;yPl^hN@6!Pe2TvHWs{d_AS79BElcoVaS?*nmkqJfTh* z=!zXGj>d^baTd^3a${t-SvYWJhi#)~mMPK(JF~fcXWMB-2c~zN(uNmozy+n-<f!eTR-C^39@o{hUU}k(qj$ZN($9#1X%}XD~51%U+CBf0H1i<2|@9hat3t4F)~sI*AriYnbdv~G7d{Ii64r^D<$ zpP}+N^3D^Rwr7l4tfw5#>0j<5Zd0d_&{G`xw4JRqep{pV-3&}0&H+LNXwSL=0IKX7 zGOHf{pR(W)m(}ASb!wnZXI*HuQ4YAYS&k~xC?15VD2jnnl7FPEp&mN6TC$1-Ks^AA zmeZu_AEWG+p4IE45+IB>@<>yi(KBxOyo?S6z zZ2p_motJpuj&?SGZ$24u1HL#B`0N zc#GG7se+FS+HW&HHQH4HKP$Vam-X3)zxVK_`Koikjjy|!_7fUO(<^bDCJ%0_NpZtr z%ZJ0$A1{AbJ7~2*muTevpv+NBVkCX^P^P{fGPofwx^_5<(<|z)tQ0Fm+RT-=kd%Ub zZOTO<1VfZnOVNGrUyLU7!BZiAd33eWlCBdSm}p}5Z{ubJGExA&ZV&o%Z07e3#&Qs1 zfYx~d6Ik7VP~)QW&(e}q;dO%Pbz7q|JqP~Y5~%rc*wnXsW16OYpX)^htQjNqTEpO< zDSO&E*Psr)yx52+Wt*u&N8h^;5#wMRN?HNpg*Ow*r0-hOozo8@ayF6RiAGm4%{Or+ z)aFGiZA@oCr67vKOXixROCtDSr=I0L+i>U{V3lVCo9$v-pfYSCrdhXQO`B!EWuzhE z#wUi4+F5Tpl;y!XXeJja7)#nM1VGRYe^Lrn4vF3}El?k2ynfWS4+^T5T{!1rYU;us z^xT`N>$yHIGkn6$bg-mLlOj~xt^nk0C(z|UfBkjZ&$CT`;fF~nKS1@Qf-_M(g!j}+&|XKV|8-w@jXLWLa5^Dp zaOj+79bzuwHO`td&KY%HXtB#Db8_`OQ$}>dI+9`MH$w`?Y0p)9DKuVVVaQEgq~2O> zG}IbwhVB{KXa+r<+hHxJMKCF9Ja?ily9Z7&z8uf5%gL0IB-Xg)XH^I^A_UPGtrO<& zcPhhxpU=lwL14)8E?1D_dn;Z>>0UyBsx5hikz{btd8Y5eC6k0^hEvC^k8-$Mqj=u?p%4rE$rHWY&VBc_@si zvg0NONkr3Keh`&{Yn`AlaV?wH;@qM9Whp-!^m$UMBGlh5(pZWQ=F^;Eqn0b}3y9(; z5k`&=(2_2{y5u|zV$;An{%GyffALpAkkEt5s(tblf8;Ehi8tUmm%TwPvX(Bkn*)hc~5O3F$*+iGmi zG>ui;z}k|qfVLDphfiN!z|Yn`hn_KOK$yX#-J`IE-Fjp;$Yq(_GZUxL>mR1%?-N5q zv_G)jTX2VLUt+QEkPK^Bmbs1Xkc@M$rIp%I(jMn(k889%CNL!?)uMyNpNGSTf=;wW zN1snk2EOWU9yvUd_fPk)XIly`=p_9Gw~o(eDCD0{bPk}51a2axf|v?=8P%vnH)!7w zROOu7N#>r4txad-83-)i6xEbXSM7mHZ=3Pg>;OZP>kBWr0F_Tyc|$o#7F@8A0l}R5 zAJ9_;vjo(UrJ%P_voy+EiyEwu3s^}t{)G=%|MM8zXD!93daBk*%$PCvqcLP}lnL@+ zWP?8m5F}rP1X)bw2D|lNM@|O?NEifOq6VBZDu9&^;uU8gIQ1nQErAAbEgM2jK|7H! zo)dc_Fv^**VHHMIQ>o@=N~zort!zwNIF?n2NTeXb#gyKwgY)jAvo9g2r1Kwx0w3H8 z0q@y^`-=pN@Uw#ZD_I4B&p$5gQ}?DHzoM{M38jz&{TZSKSDjiyGJ{gah`?^#8KN~F zZZnC#MvK9;cvAGe&i9Dfn9PK*-%vD;MOj3{w4I&b*hxY%@WR-(atByS7ww$X{*nn; zFbKS9YzH}}Jz2X^BFgWP?1H&StPbR+Sz>i+WR(NYQN_H1T__2ZFRA=NMWB47E%lkn zd4^hEnL-N4>90|Lbs=Oayo-lHX6A6Sqz#opCL`4D#A1q7UfPIK_ii*xgPuKcTy0-@740h0|?7f+HA z553mF-No|xD8sBkx1X=KFNtrp&W^YG#`&SKMcqs9VQh!-bvn<;(M&U7jDZ z%n$y;A5pJ3PFt;0K+OBzLF6Jn8$S<78sVB#y1+Z{{hQWbAONgm6if4j;z*!}SszP; z8JyyQ0O;VwCZ7pN`$Kknoi|IkE5P^d>-jP`c)nW3Fk9A^NAT10&8f%7uc!O-u=*hL z3icu7H1sv``+M|5Iin7|BgL0)HRihRsng`CX8ce1o1NM&iPIX^X!WN#%{F4}4&>>e zaVI|Z)!tuE_kT=9ghdaFBZkr1brKu`Zw7#;y@k&`IQL)x9S@equ1B= z9_KB%0%oe%rxVD53aLx|%a%%*eC4Z1N7+-WpuXu2&IBdGp2X2!TRjZGe>b_DoJ{}I zm;2wET=xI8zW=-IJTo&p(|2yM%&B`D?Z>g*L5{Dt}vr z=&`aUs2geo6FFM^eDYYx=n_*mfMCZmv2$5&vL9x=5KQyDYb^7WudMQ1YBWvMtu%)> z%DE|3ac2#zXsQ&oHIFwM7D`>KhqTrF>zQ$Qf~tb5jqo)!btTkRmZj7hPPTwV0ms%k zrs$lysTm0^94!>tK&2~<@-3bVC zLsBz1Q$(6U*km@0pdOb*NIJJxvKx#55u`KuLjvG_<|TDE_~{j7 zFaq_X3V;O2{-{uYRJ8;C*evb_BXB?JpZS&d0y5fhLH~1PbvK}ZCrFq2Q6JR8rH}u- zi23I-+>hEy5zT!o2b^Vn2r7561)PQJXU?c-5-e41#w3Xd1By7bep!B&K+HZ+mI7`o zpZyt_Hk>Yd%labFAXi$f5d%#6gwo?L_>JbjY~hPAVdmrFj>0mn_M;wBoZt)zuv(1+ z*jkNSO~Lnn2cfXSN$$`;` zpYjv~f6JTZ{%%W_QCpDD=Y@q0tJzfqGJ&B4_8dKu}sEyXk{EiBj-f+Y1PcYchs4FC)jcLR^1s-v=IoDdZ(`) ztT4RO!Gfu8Et$M8ZlzoSJ`j$JB#z1=a1|Oz|AI_U@#9oF%daFLgOTF}8XQx)v{oU0oUk+ifa!ae**sP^3IZ*w46Rs&Ygu?CP|a z5KUFiHjUDj@|Z}TeuT|16klZ?%$$Z6?Cl(r;O$N9A^9>S-0S8=u~<4_Ey%!4HW96QTKbS`d_mAOXHd{>4N z&tkFjn;c&We6bpx}4eN&9@*y7(2&#*0PK^45V$HPy`8onq}4 zb`e75xG`_|&8Ds2T3Q;Ld^f?aH3G->FoSyB_I7EN-R9@v;P$hO`uF{zU3~E&xxR(V zD}1eh{+H7`!0VMx_51$#SmCO+izk^QHv3=Y`={cLh|>|~rERxbq`nMwYh>Op>Gz*@ zTOX17%M%xAPUb8j*Yo1$U2t#j+k*w0HrIBSpN8+RzR1N{#OqXv0;t6*W4VIe${*T= z1D*ud?s3z}r=MFdvvSH4`ghUaK_JFxyGwO)dSqt`!B2~|@A|JP4U%)LofUq65jHPd zzv`{(IIKJC1a4a2MP3ZG{R}sJxp{S5qLym1@3sML0@3AZ0?qGbQw-ld-KUSe8RYXK zcz_924Tz_QvS+}1i5Oj!${}qNBe;|q)Qu-IY{jYshzPyq`6}fvIH#>6VNbsfGT)Ej z+82gPS0Pt!Z~0b>3-!%y8?Po0>pK3{Cl{|5`=?#8RKp3IY{#sg(9H~l2Ntp2 z=J&9t6BWOYw0DK-eNSXzo=HnB-xJx_emP<}$(WAvHp*@!xQJFh>OVT+Iq?FCR$h7L zVUyTDXR%&VU^NI>RU@T^MNRUJgpndzIcjnH0)kmlN^6kT6al~K?yJFqgiFWk@ zGntodSuAt=)#>U%t3~d!Q=v46tf@Mgmuf|b(x>5hK5qD87VWY*4Ex(Jb%m&b1XX}4 zr9gB*k-#B-apO4=d(uoP^SA`9)ORv*zNyWb@GE_?>ExyEa&d!`ojBuRV%?cz^R7S8 z+V`)3fPH&EcG7va;>+gKe(R@Cgw@R92$k*EB}n@4x9V~J)$8Kok#kjQ+4rH0mlH#d zcf{EY>B*_Io80G(@sa}DhgqY(f+-9&3YcxfmNiO!frG`%lhlF!cyzVb6^*W zxn_-ch+yc^x325++1G9P>azdsWZwz$BkcMd&MMT#4RYnZjqjw(?EQ1~+U?iN=55M* zjX;OrKf=QyU!L8YzwO_M%)Mz+|J`xoVrBiGj+2Uuk@J6qtN-CZF^T*iqEilLM%Mr8 zD%EI0yQ?g>@)MJtQfd^87X1p8LK8(YQ4~#J7O^N0#Fj3I#$O0Pu*h<@UF?u+N@BI) zZnNMnbAm-X>!T!MCM6-!p`xTF(djsF$!mY_d3mN%y9;>PzVW?*J(6j9(e$eEt9iO< zQ3D&g-47Ndinq3RdC_QhZyeQ9aJz{|vg;)(+0?d5DcJcqfZW0g#HHEO!x5wNjlk!y7+_$ z!6)&HYUnF?MNqO~WyO66bw`^HdhIRz03wx<5BmPc0GdZT2{Wr?$w1z*5VeP3v0J*< z{x5Z!VI`AFmZ4=zlo*M(J*dD z&sB~RB7trsdyzsc73t$92%pCZn>KiOdC6>VHIMgdcV`imtI&wQRK9Qf{Z7#TkP*UQ zc4TG8rPT}gNg#oY8V0I^qlU?0v-=Er8zuBV`d7)k{OF|7;-;=HzK*CV9H1r zmL)GmUW~vV;u(@X&^5xi<7W!f5T&I^MUsIwGs4~%ZbzAnKo7=kNYoIkrr3&L8{#(N z+ZVDX;*E$IqNtt(2#X9MSqe+(kf+`$@kF;%m7}hO`7qMjYSh^`+h@*+osn+wWn<^k z;gC|JC?H`*AZLhtC1py!Dy`;Pc%*tiFNNci#>OPae0+3phj}2JobGxP#4< zZsdN2y~nX6r?C$!)DDzJfRbA+ww6*N5J8ufb~grfBB&SUSpx!RF!=2|ZY?k8g8 zr*@2?!EIG(f^S#eDRv5{jQo>MBaBaGzX$+3wq9;5Ap2?9O$zknU$|)*Aon7Muq^6{ z69l*6ZLbBwlb=2%5STlOu}wy-`4jBg0HsE6oE`9D^n_(+G=E$v;U;dekWI)tD%gfr z!Bym<>4k-0t^fo1E*b4>hXubo=`%a~nv05>Yxsy78;kf9(QTC`bJ+_#tgP$fvC>xL z(FbJvpfsuL=po?};m&> z6*q^BRd!rXfrK~&37JAAEft|cv`_}glEXGxvlVhTVz6IMK2aD44K10P126x^KkrM> zL7GDPm;z^_voG2Kx|K1CXcU)_7#@;t8dGal0&DBxY%Wdveb7>VwwAuTg11+b)E0b8 zxzR`4gFlaXC-+!Zkr$M;C%#`Y(e%WDiWY|sxAv<`}P_C7GV8zNA-T5FA>oHM6O>0zKsUUslZnlo@tYzRY z>{FqzBepZrKHUNqa(7W5Ew>opge2pF1h0lpTQegSKVU?zgFzbI?uE6~sL8eOG~>3p zeF{DT`++pAE<-1Cz*Y6@>QuMPMxFf6N`D@V0S_D?bH*$~v|I=8+GqlW%f#>|+B4G( zkJCoBE5{a-^?9(;mzcJV!E}!G*CX#lBJiW^aBE*`sUlnks%JOBSpeB=d}$*5 zP(mLI`LIZrE#v*x{%<@_v3#)KLG1WqZWxyvLTR>)K&!YaQGJHcFYp;AS_I8x&Ytzb z0s}a9$F}+|!MlDUSrb<2P7}%5&O|$5}g=`wK}ofhuv)=C5+d_9i$XqBVs!r1RXC$;xw7-`@D!z3KGx|l`(l& zAs%LV1~&CQw+jgW9yX=}8jdxTHqToJ1s$KqAlksMZDmZ(iNxyWe_gB}!M|p7QB%vo z3kvUc%(of7T~_IoPPBsLH7aIRYN?=lvGS(WXqh66Z90?L`g#6pN9eiyy7kspANHMt zeKUH7SQ67(I*|iM``ml0C?&W>cJbPmkfhXwXdSlQk^O{V^?rdn5yvzAbSAY9sht8r zsg{?zpU~ujs)7AE$i|Y;lucZ0plJk9l*Uv7mYu9aEC8a)ot4@tYC9ea9^olXqb8Jr zC1^HCr=s2%p^FvE4dETNL}Jc2m~X%Y7b+0t&e^#?iwVBf#1RsI^3^X$@t%(GD{Oq| zM8hB3SPy0jLMAmrH@;i$6nG`*>J7X@Q?uGP#h0h_QgdT`<7!2=wXLn-5h&l6vjYxU zvfYRaWsJ9vLPq&>g+WtQd3xhuZ{Z3>`yjX3XOFji>7U{5sDw7X|12ft+a5QH3`Y>q zwDh;oOY^|yFT)PixqCX=9`Yl=h8go0dQy;&5xZ?#bY2Gn7tkY22teNtpZRv!OQ63Y z-nr+#(i!!q2GmYUYVllop(@|%+vm(NS@@<9cIq@t=U43J8MEEW%H*vnw)t!gZDqOb zWz7}nk|L1acNS@mV|6^$T=*Gy7t_ou)@h}8^n>k{9wq1PEgl}UdLP3&1q$+dKqq1! z$zF*c3kO>in|yzlvJec=#`*6g&hPZs-#s0WlKHBCd3a1>jF$72Y+OsH8_pL_Xc!L% zMywuf&cJS1_#5u1l;&Z?rr7tSVtSbfBki?NzWs}e_d37%$@pdG)qDAt8!@wsZRxn~ zsBxH_zO0n%tA*~Kv|yt0*_p~xy8ie>KILXzLN=}B{UHTU!}a379Enr)9c^cWya9%+ zaPrwsqkpl{BLlZ0{Y>>jv@{L@Cmg)d0$To+mA_Ml$2y_zo z2ir%HN;?p2y{%a?Mhv?G5#%Ih_@FvOI!~R$&P5!@%vdI!7reNFk!; z-^*y)suL8y0jd6ub6U!GZIc|m<(u%aD*9YGgbdpVAdBpxijQ*trUYLW-7zh#mb^Zz zZ}oVlHc>Z@pv2q^?{{~04<3HuguC@^NiEzOQeFA*c zR4gPZs!5MlRG9FpZ_={)V)|R(bLTG$)j88zJ z??o97ptixb^Rc-5z+VXey^UjVB)tW7;Fp{N)-h6OL0J0V=jnYV|2Dp{`Hv`4g7w5u z^qHK)+YdW7fJ*Ep2-Wg*W3t~I7kFON^Pz_JT}DsO72iPQ1who0PvebeZi&emUE#xJ zfWL!b`4tNfYvy*c+Gx3UlF{o{xPb2vNfMgm=ciatw4Din`0Qx_oIGtxnPAH+j<3i# zEiPy_ZcL$;Z-5-}FH=yVNF1~-2i*n!^uHG52)#~0S6zKY4 z-Ar@BaXS+p!!ci}8K+|FByp}e89#53^K$F-xe4U9sI08;G zV+kZA2ZP~c!!I)XfAtKq;Cv(9f21EERTYMixktk%AY$vw19_Ou;`zzqdWIvfPtoN- zogmS3vQk=AyFTZc{6;xd_l&nDZddX=vRfZU(fk?6w%8L_22%s-#MB&oHT697G+(cc zw0)_ZPw>_jMh~a|m6E>x^IAk~^Qz5|CHfj|! zk?MM{uLyXrgIjS(bdv+%{^F-~S#_|3L|8@cff?ht3pH0OnQR98-w0Hv1@RM}IQ_DO zkAZ{n^5g;wH9_1h8CmW*1i5RxRvU$E;fbdHtoie16is3{#;y&eto`Y_@o?Kn1`i8& zG^7G_3^j^DhXtz|;dN+{wsd`!IVYc}*0N)Zzw@!&{rS|i^p~{$AI{F9NfR#IvT56X z)3#BSwr$(CZQHhOqtdo*+nN0h`$pVBNB@O0JI~&0ZKw7{SETHGUv*Ekn8XEiXu~IB zS4pI`aa@wqm~+pq&p7NucH`(Ds(<#&OrO^b*XT92 z8a61zJAw@3{%R8ZM($eTa)W=Tmy=(TJzad99k9q-v0+o=l4gLN+{|1`^2~xpJ~-q3 zD;%w4l}}m^6DU|I>S-_pM)USBndho3R8}BcJ=5~{O~wkm#c0|kpYwR%Tbw!0r0vA5 zV;Ce^Lyv1r@HsyThX-@rwe2x?N5I?Ge^89z7ODmiEcIvdrkt>u>+U5UIlEi5^lYq4 z_E;O>(Mrx$I%KVz(oF|6hHMw_M>=!(BN!ecd^wp>8d~h4lmfzhBXSGZO*|Jhg8=IE z78s|xsPm}LEh6CT+KC%9MzZVB(v5>%TTcW9J}`1eziyTJlcb(588n{whXVSDqnlGBO?im1#$_Il9pB*@URj@nkkZm>Nx^bizfX0@nI~W>U8cG+F(^K(M zA^33iH%c@#DA1fJNhaz7&Ekl#Gv$C}HSeYNZa)=}if4CVaKK~NN@SeTUF~}^)z&A) z*`0{#JdniFwdK#cY{2V&Cyr;56_#a>NNWu4f|1LYZO%d_zY4V3K?FtVl z+<}u%jmqppQttN8_%P2|*w|H8(|p!HJrZlX<4f}nL(jm>JP&Qu1>ebZAtssb5cIKZ zQ)v|b5!HN95;Oq?CRMM1omJP&9ltqWL!D3X1QT}+`uM7B1n`->wl(hprBR8~wcl4d z!`?+kg{$|)>agJ@V`xs$wf@^i*YUsLYm|-+t;^+^bTW`)(@Pk|J4qi3{HP1r;&cxM z{##lbh_JiSPYkHXu8z{FQSaRLqjC=uG`f)uV30x#qDcucQK7T8%^~B%o3;g^zhq2{8ov5x-$pjVPls6Hz+*zNfg@4uq zGY#N^uZ8s99Q0%}3qW5w%5-$l>tC?dSghwmz?yg-X`iJVxn?1s@Rq(->ExR}gczf+ zFQkF^2M;;vq{wD@j8PX)=kGasO^yc)E;j2;vI+iTzM-NbF@h5xYoIoQ7m&5F7pMw+ z`T<=;rClIjb`6wx++U>NLD{HPTgr*d)?G6r~_7Q}S16aPI z<53HA=&zY75@;|RdXJ~cM|IBZqJIU#88Fb*M^|5Kx^HqWQ?a%* zOodp?T}YfuV|9X+Dk^>=^+OVr>AQxo;KYt?hsEdJ_O`D;n@01hjKnq0AJ$gZ%Q0id za&&@q@n}C;gN#*nWpiy)y#*HYSJ6t;6)9LA&4B%TX-fCH(<&+YyJ)hxU!}&=H9O`B z`3H+~qel0qb}@3*n3conxnR~fzpK|uPNZYqw0#T_p%xyYX*~|V?6*vZMin+`fn=B9*zj#n&GSQ;NVb-0sMYz>BmRuzwi&n zDS%jF4b>X;XxMkN*R&F$ukpZBK}1^@e0u-282A~|up-JUDu(e#fr7G7CBM3eJr0Lt%q zcVLgi!oqIOkC?9hA%RI~ZdRpI854SboIAv2_x8>)u+i~w@q}kC) z6P(U%FMvmIZ4jKvd@%UF{mJ|J#dxg0!hVh6PKMKT;jb@VZ_@kCAg(zrF$evRe&Qu! zy8+g^+l$qI5(Nbd$M8dvM>qx8dGl-ac-nwq2 zNIs+2rPm*@8F|jI-a)rMJ}7Y+@$4S|?||ab9|T~05Hk`;h~&&jNopLPE^0)Oi_fIm z!#Vr3SF^DdP(YL(COO$U;oIf^w?`El6ztQDl#(`Gc6sJ$!* zW<13!-XB665EY5z0p*l-pjhegxXBpMM0uoaB>awP5$%fp%^7p@q6N=#jUwqQKVgRWcSN}fg@ z!$8``me>{j1of<}cl4phUI#X|1(p(@S&a3aT;%1Pg&q=uVI#IHQs&#~?$(Oc0|8n` z>%Q_UBHaB}<7MElpCPYYVh}C~uv$TNl2-gRR1AH$P*oM-(vnk=;3$1ym%!MxK@9QW zV)HZ^g*v2bR#%L967+^D5e1p?%0}h97{Q8C;~fEo<_iIzOz%dsV%ZaBmN0sz{$-9^ zUZmlYij~WfCiaN{D6omb;ECdgXw&+KJy^Kus}08!P9MNdnnm#Yd!O7VJb^ zSp+ErsDE%1>;YLzsRlB3{Spd+U4am`g>>j{;ErqHkJ#CZfTLr~V^tuD3Y%7}SK_Es zAxYsb3e~b?uofcfP&N_eV|C|ci4X}CP87O9?FLd3nWPLD()<0k;dhbHEkmh}nr`~t zuXUdnOjfBpl0qez#HorCxJX@lEHgjg7ad8WmFId4zeQnDoTTURlVs*`eKu!ZAjBQR zLf4X|VSIJqoVBUQE9M`uT4JXdUrf8ptUeD2e+~~VIxd%XRBG5{eqib*IvQmSc8R5` zz}?5qLLihYZzpf;667ij<%_%yA%&`)#0&Z}APm-)Ag|zH*X|{+ch9gxC={#U) zJc`&I>^cNQ!AE(*Dj2EASLfL%gL81i7?1X?!IL3Tx^kwalUIocPmzKHPKqrmlTi;d z>3=Z`SWLepr|O^95HX@o!q1p?Tes3}C9QdsUPoRSQ zj?e)ZXq`D8N7t=zu9S4Jxuo#S4dMwrI81=Czn%B5dE`sYltkFg^AMry-k>H z=G){e+_q-Ui0&W}dpSKxiSughewC zXrzhU0|}1|KPx*pt#!M&V{n_eczFMfoBcDL^hAI9_q6-8=QK7Pi_sq`LipbK06> zl{QJipx33*tBqVS_ZBw!*9c@#CBP9;C7)QaDxFxZlI`Kni|;7lVvI0Fwj_2*Hm$EP z<#Vz{A(9_mw>TV8Sr{60@kjwiCRnm+WcQf5=8yUzph5|3+{Lnknwjwrxj19oZ=JH( z#gPII8$nz@i93y4i)tDCQhA}XqxHPgd7~GW3(*hvK&@&>*s E_N|OG;+5GXX&Gw zh~+W2NVjY~YJNQAf6C8n2q3j5ICR?FW_1RHAS&5`!UPhwneW*P%R50K6YUSr_BUq5K5M*N0(;qlQ5Yp&OFjQ`AMP2~|<5!k2>~8$#8ks!9Gt zJP(T+qBdmQ5w{w8?F_RSrt*tX9Ei<371}50Dxb4%Q7xW(oxTAd0cEKZ)1&33Nylds zPgc-@9tT0dS>jxAzs(^%$KQsLcXXdM`lYYd*Y5WYG4RbFTtm(rlv%XT)4A4SS^DgLJ(mSvA(`NgTAOTIqxx-X=C6uf=cgY39vqlDOD$f z#n>pX>2s_hJCN!-*vKg6ZK@|JM`mcBZ2N%L*0gw33be^7Fz5KZACWJj9+W)f+J? z9m%(l(DzS{Dg@`&W@p#XRFtb|7grRm!}Oz&6{_3HrVw%`Kx&-AFo`rgfIZf0p9{n zd9&PV7nyf;t~nQ8B!=D-qwLXZuRM7^yvJhtZzKSU^i;0Mjv}bVKawSVep=$Ez+zfv zWsQH4j4ot{jSPGQ6m?(qm=0#i#8)v%T=(H3{%(E#Ei`2Xvk?%=R#4eBKBv8dQ>vEt zxY35{h8?lmb%&4BNO^!+!9h9}R)&x<$Vm~J+m!ec#|CaQix+|je)jpfN zG)B&^k+zKBNe|2hiUB!FcAL7Pv?`~v0E5XwTic8LLK0FddfxJ=7_kOsIm)8VKoZ#2 z5fe1_P8>Y5?Z4-<j}TE4Z@2Xz z0l8M|ZJ<-%z;p|bu5YR`YOUq`sw?#|Ypxmd5L+Ql#Anm4F;iwp9|7Y?XHlF82q z#&irX#M>CXB~|?MZU&?Cyp$RBvJd$7J?Z+g&!BiCx4o0vJ7q!;I^KMj(RmK@_qpu1 zn%vfRm@5o{eFy*Y7KJ*en)$I)b4K8r6&X60VlxkI?q98>)37Hj;Htugaz+Bi7&Is1*81a&7y!v97+Q`nS0Y_eme$~PB$2>UGF3etYr4uB>Z11? z5=69S@zlti?qd3C}DDc*-v#mG5K#x`@&2axZ zC-9(m;z9H^#jn$j^y=}cC-^{UBNL8{?JAMsvp*Rhc_-KpxD{vYi?hRx^56$5_&d~JD_3}J1;AXb$~l9I?&%@aXvB(7*tf8wkwCx5}^ky@3CYB9$jA@9-*<-VZqBnWnu+m3IFx%h2rjlDXMS7oGTv^)& zr*g4#`w>ajRNUy&1p>Rx5^j{30ixPK$uqX)LnMwowt@k5W<+g|ydLL$Q}TJCix#K=t^*xX`*8$NKy`fiZVcKU7#z!xNP9 zx|q0}hSn5C0VYCemeM08i%p^;D?N>zMGOZda8(f0BKaap5e_jEaU9Ye%cE>6AF<+j zQWDD`3Ksr5-Agk@IR1|R-!AVT#M+btr0gVgfKsHdW~LFKw>rgzhWIvKYcYxK?90m zje0!_IDAPS?!_QWynFRThlV*Jd4iX!%>`@QfGB&$#q5VMh7h*>Ts@dYkVAwdhy%vq zz_GsYCsq{G%xK zRH8`^TwEob;dX4#2U$P5gI!ne9|H7FBG1Bwi!7sh=+@JC%KKVX>C4B&sOFS917bD& z87gOO^b4Nx+z7cMU&OHN<0Uf-z?1f_w?#E6zTh-2t)GP&Rkp%YGo)C^RJ~fU-#8Pvn6ZF%{r4wO7Ft1c9`* zQr33o6YkD1^3~e|h7TFA2YftWlO-3tI{;7dCI4%nw)*pOsA30&k95J%br`0g(zj>u zQ^;lx@(t4IUn>>$-)}wh0*+mYig&2kt(RY@@9}J3XWQH=G8hwkHB*sDm9oRaPt9@i zBVr+P$kqNfPbyZ5c+!!k2A+SLbC1VKU=IVa4KDlFJPR5w-bPl+sD2BU@K&nPe-1aM zsLX)}iQ=z{mRf6<#q5qEBwl{6Moh!Fq5v$lQnN)a6+~9GJnUQP4?b^Pn6T|nRN~N^ zq*GOOS3sxFlvyvXyM;GsbEa|351W%INRacFo8iWx(^gtmTn0?P!LU`($U1NZ?hfqVwo4dUGDH;_6uYD|+ z^P~C8M%1~Kx!S4!kWk4zna%mYzaNICBHO8hDQ{1id>+7YS*={7e|r^4I{2KZ8;J0_ zE7Vl&GD)-$sxk-TjD15v)l%M=+?I(1XWsBgX1HIckGYF~DbSn5vAQOu&aQ>-?SY}CYIv9zXaku;R(WJ zI=b2Gdf&`=(`n@c8~M^c=MMjf+}w0;kA-MWB;(On)Yh}Y^2iS2mhMv^7fxrKV9miS zIIhWCQP242&=zMbz*i`N(|N*dBQFjmy_7W%=N5UBG3i=tINM|*q#Zi7%kfO-@Fayd zAl^FNXi=6Ncf;S}#%Zu**R@5yW8xYANHFQ-Y-*T$L6)hK?9c9O=OaWb+UgBai+eKR z*maoypv=mBV`g&{B#1t~Z?*k*-r|>d5M;Wph+8PO9?94y5dhe4{EOY_`Fv>-taG)B zm?J^>>TdznQ^^wyV$zG#OTJiLV;+8LUcI*#)I`StQPcL?_Tf6KZSGcFQ2%R#n;mwWYr7p@*TH{_ zWeUO#@htAZw4MeJW0u1DScrXC%hs3o=T_=+lHz1pq_M`GDt*&fH7mMrB(O)rtEl6h zD#omI{dYzZkkk0WUD#)S-n+K~j_;tVv%@V)SzLE&G<_nf%g@l(LC{}gNZMPc=FrNk zXCYeaC2ibEZRLZ3E1k=@lF#uzRgC+YlZz)o4n-j5dv`2B%n zl~;v5UTes+W&Rj3^vpn-i8!TIIU(NSRLjJ12x_B6jPhx*Z-Mo(pD&GaPjgb#100u@ z^rj)*`&>4-8ABG()vnj|)%ilwT?rh@MsWH$D}P)bNOcQifXrtoNbp*kn#dny+%SdLqOIX+HL)-)t!ZjXds7%lgX-xz{c3vF zd-Swq9$skb*9fha#e?$%Zpe3ko=&+aNsb%X@SwCW5#q{0NkiF+sg?;NGhz=-zvSww z_*Cchn%XRgSZeIxiazq`EG2h!?`2_;ykI4zzMA5OyXm!k#{0RAu6VSN-0Zm?NylR5 zN#MQ>kGD)GV{+_a!?pbyOHOoLC>N6K7t_&)SJn+e^$}Qn!!(awppnJmFxUmxB5K7g z`?ejw+e3SQ=BKvsb*e^28EAcN&HJQkH0F)17e|r%kBoHdPnOiZgu~>Wd+WR=N^MD- z7>6haSh7tR)SM~VwPt;&z^XXrQ^i1luT>TL4oSz3pppl~&?mNty}^Q-(cnV!`j6)d zkf%~BWU}w7HZJd!p4sQ#d4~FVroj0>x-`=>)NoWB zDe2Yy1ffMm;<*ve8?;4SPfK=AKZAww zV7A6Qn#<%L2pyb7b3bRl9b3MD@4hG44vfUUJD~{_xjs#d*}@UJM0F`egTS2K$inom zuhP=L@FE^pmpaEI=p82gH#Vnv$zvW3vbZJdXVZ?6UPPz9mZ;y9gb{D2;_bWQX}h5> zO_SR@ay8(uKWCBLw$V>~q_AxfASKk6`}ybH{1uc^>13b0C7C>0JTt7+7!z+H?lP{T z=}cccnR)hB3Jgy~F6labI6wWvVv~%hKE1=6Zm;PN`HOFm7{nTP$Q`t3hK(rTKj*TL zD|A8ikbHIV8Xbo!7u7NlFAB@U>i~?H_uK9dKeP!D?7q)D^a=Dtf=8@Y)CjQ-CNU9w zbGQdFqih98dJNx{YK<>i-;dFz`9<@WQ@wo5xn>WJw{cslodq|o)Q2Q@%;(hOn~B#s zFxKXZ*TjB_-m!qM9Z?QmKj^eT8gg<)615Kqm~#eR70p5eEAlK$&+H2~l3)HPlzJe~ z1%HoyD`<{OSTKfMk}kJY+zWe#HO+TdJ6qY>>C{J6xlPDBE)lt}5M zocHwNl&^ANw&`i~9DW_1ZrcU--4v;)m>)h$&Ph8=ZpxLW?c9x@dUx@By8&&r+*y}${MEjmm-Cs3cLeJ z*eARRn`x&C`i8+InBN=94m+7;f#}z>(tMqR+)`psuOF#1@&k(<*Q8vUmtH5h_vE|T zYVH39RWaW~U|47;uFgoXR30oW-2IJxmY~0N6*}*Wf46%`q`k*RkyX!v^>oEx4!GZ^ z(mJfsnz~1ls`>A6BaFsixeR;Lv(M$X60bu(x&sS;PTn6yKvJlPg5B(6)AktY5C3^n zF877UUEsFYN9H3@=g*7J_xkZxHpIdVVn%}Yp1cC*2`s2=euH$g54Y|l6fAr$qWq?( z9Ul$v#JCxI>AU%AX#7SI@w83R3+h6gyGS4!MqShvR)p`*G65uDUXGG8onW#aEuA8N zLnPA=P6iVdouWc4C{7R9nUMK_oNAH-|L9jE;mo38G{#hvUg_&j6@!(CklpN=oG~}a zFlX&15~N{dVGNm?VKFx@HYql`o-6%Pz%!a)LJy3g9%rCT#BT`Sl<;jfps?K?)pYP% zx2|TxC_NQx`2IWKg4`Lk!d)b4n~OGU1lM)feLvW(YLrpISs^`8nBhio$$r5eT&~t@NG#8^XAqN)dbWx~1c1qUyjp6 z(HLDJ`YpWkZ%QOVpZy5?VJ(_k2v}BDLO~$oeZWgrjXPy?riavqEX_D9-MhiJhUF2} zk@-0~06=D&rhe%Zmx_@y*o;fMuXnO&M1tB}rE4q{vg3g?;~F-{Q?w0{1&^>kbBb>Q zO7?O01mC6D&D3-%NiYWc(9pG`hV`+*mxQJHGYEf91&#Br&|A|{S&wG978)FBo`Hd) z=rW%ymEB`k;M1c+jC-X0^z;jdz4jLh9(OAz&uo%vVjRE>2H%9f@el?lvV!~zJ7{wN z_P<@>Isbq79~Soi;c89sfb>RFd3~{-xS9hoR$n8W5k`_n63%o6wt$8vD@X$ap(;+4 zVaRGc=Q{6s%|!|fCddq^2VMdP78wvlLlf~?{>AR`@Z0^hg^8%^_1(o}Z_3E&dd+>< zI?X;MHj0kM%8)MAZgKejaM3E&($Mnq@a$o-3XLgh%KP+9`C0cq2N%sGOwwhI2NRND zz1Wd;?(_OiF#aMQ8k-PXq#=n}(&NJ|>7y@A8%LDJHp+$OtN#bP>lDd-eN_?W^nP4^10e}uVn;4$vqea!DTmcGn5!R-b)3k#dlyMJJH zvv*#n=tC*X|a8iYD|OI#cm61 ziPykh$FeqZ9ea&aW9gG;fyWa1mu`T~#S)A?0cRA-LV|^AO3D(6J)O?{hb2^j(I~?q zI+4lf9}5E`YC0x%05Z0dDKSfgM@Gh!v_UCz9phs9`4pTf`6D+=lt)m;(3HsulN~c` zhRBqmDRfh^#=q_nS~FE^ShCj-(oVYhZM5#ioLOTF%*Rz*`;~`zFR4(r&`{}zlF>AoQLE}2b(T)9=k3mI-H8-8z;;Pu#nmGVak_d!dNq}`A zQ=#NAPNY)g5WY!n9AA&dOg!F&^U!}qS!_%WkQ+gtD2}SQ9VDyeSuJ0w+nSu5ot>=O zs%vfS?p9?SfOJ64rZk~Pk0#moMqZ6Bz#^5vhqP^Kr^$G^(T}p{S z2ZQ8I$j!)}t^DiN!c5Ohgi+YhKNycvfWjQ95LxZps%kQhv~Cf~VVeX^b~D>(xqn?mw+?w3Y&X1Pu?zQMyX+~!Y||57%sIa1?XNHdDHMj9 zj*yKS1s7K3KM5d{b|EJAFi@o&Aq#d?I0sg7X-7;+7kL$)^9o%ca8}`0a90&ftTeYt za^q#jpV*4-hNIk9EV%LK7wyT>&UqqO$}kZ~s-kJP1iO=N6n`O~aw*}a0WJ)Hg@T1a zCt{=^XTUMZN)BE}Bf!T11vYiq^U&^B0Fb*=X!@6BKxk)W=0|X=q`m11w!FkEo!5M` z5sk+~Yg_0#06$khq{4yPVoMGzb(vy9VU7uB51$A&MZvbubx9Z({>lD1Ux4c%mL*ME zv$waf4L#8Yrq~zup#N541;(Qr`pY?jl&3<~47uCDw|BXJqF!c+vOq*aMZ&e@DJSl( zZR{;i3ua#cJ|GgqrzZ+pVCFG?{Jzk(9#CT2W-0ZI0#Z|eropaHH8>hm? z3Pql{c&p^a5f2a!`xl%r`_m(ejh_gGGy;wemIiYiuMnRbmiOH&nxT*mh9-vgt5~Y) zsvCAIZ|{Df0&bfgeHaeRlqvZSRjP5{j2Qub?o13XE_E;y58PuU5l*Lb2_@`+hEwGA z>Ly34F0mpI+MEoPE>nIYx`f51{C1nOshC)G_OBq}aPVj-&&)0XaynAtSssvXb|q&k zKV`tmlhSDWjY!iG5%1oO0ysEvY2)AW)miL1ww|>R>YTFJxU?-T^yLQ>O1>kI09}yz z`mgd>Sh?GrKQs4owQYGFzemx4k;6FSP+`dO*@Tx@dMO9GShJZ`f*8E*5scAB`Fhm2hxug)r;^*>0_< z10+kw^?6xs)B{`t^IhpK6@}E(*BX_a2wcgNyQfVnY80ThB#^=CsROd7i&i$}!#~ zU333bABAe6kIkGDLkzmE5m=wb$1(VP-XY@!42CzWf1rX2WXn15yQo+w_+&jETcGtG zjzbxW5&zfCVhQ-gG2!!$9U5UXI@MU~rc)mrXa)Lj($kUb$SG%a#_wrwp%Xn&qP5Ri zg@&i3OYrYY3hxa(!+UfL6sfuE?%S$of%9ymk;r-(TiNCw%&Yy64|6n} zpVK%ou=UK<*KpRM9mA_$A9SkIV(!#`O|p--`PV^^KehD@t$I{1$$5RM0xXQ6gnpB;(~Jb<&XVoD}bvrKKe$Lda^^$`>^-P%rj0x*R(xdKFi{ z`(74DS|eTrF|ji{x?$as+8e?3HL(E&3QYGG=1}KED-UI9^Wh7HlN>OV(38<)groC< z5l@Lp32D$|rsx43M1c?osLMDH@p$rQzjXA>}z}0Nxv_Vj+QEQQMb9;psW*^U@<>5^_{b* zj}%u!y@WrtLkJTv0qw%`N1(`PoW1dT*xwh#0LVSl=}-8w{VKih6*Ao*x7QN}NoZMw z3dmaQ2}uz&FC2R!C_@sXBGdyyBI#qzt~O^#dtrfSPnc`Z;#*FP4u-DYn+k8snyUhY zsPjkxcZ~q2(|uM$a-=X{KbYYM+m_vaeC~SA8|2KxKavi{W2VfB5JsKFz7vHGJWM3n zzN$})g*_`zUih(#IV;!m_kQ9LHIcQwg%<$AYNC>}u)`w+qy=xV38`QTpIJdXunp+7 zCT|*YYa=h{`fBBN61(tmUQ%a71EFVuRb0j0niniaDHM&J{I>Y}IWejr+Qr2kJi6S4iP-b{OnQu%`AAPY zDD<)VAJ<;_KLeqtMLJ%sz-?!A#`e@RZ%=x!Bc|;)TEgi^drx;4zheb_!=k|ijum|J z^?9atZ<9yhh62^TM5dh5-5?YfQZ$@=P-kq2X=5}r`2~DASmHJH1vv_F$kD~3p>+A; ztGiK0Yy4md=c=ftbKecQ4uAQhS0`-U_HnqABs+Ic<3{@D!nRq~-(ihFLnznabC)YD zDlFvRx-;rM?PlY25b6C$#GNjWLsWvKlg=4KXRs?Fg{YF}(;?oJ7>C6#Ts?ec`eGg- zxx-U!TNe9sShIa{4?{F*mojxNc2|Eacx3bKyhD;DdtM+p1QaK6C(jzcx;@cbwo*%( zWozzr#jcX~XK-e*Y)u2UM0jQTs_*LC z?DltWbGCRSa+_Wu))R43&$CX`F>(k}aC4+wJbg_~eI-9I({sHdq%K}epOv1{r^R^j z%-Jlka+{0zuB!?^VSlAS2~=IY$Qp+wBN6RjWVql=tsohdmupnvx4zl^Ra1^qh6`2P zymO@t4B66`PfPJoOP;7bZZmtD7ix!aa6B-5ZhZ#(Qq@tdeus`oxfEQnYUV4uA>^Q} z8qxIOtB6}g*E~OGL%H&)Vfg^Qz`cQP1*p7ZTuH0*@t;UH0!^j*uxVY8sY4L5d9XBe ziv4rfxpRxNv}%7e?%5JxhhO__)Rf`)7eH$$If&g(FDa50Td%cPbljm2{fzQ*wVQ18 zIkJ39gkZOQbt+7}H z)HS=y)jRlB8?a{_F*jzmG3+VPro`Rk?k6LtuFHT-7{KQ+csM793OuZ8@k@Y)j-^hb z>TjY)%y=pJs*hkTjd)@GJGNeYvQnXR>uH|(r++frQ6okoL?T9P`_C;@NhQAvB>$=y zpTBFwjQ(vV;_w%`84}a^miN|sP5)s@HiT3-f~~evPOfTK{K-C|FVJZ7?E2z*vmYU> zEe0#XlMYwNlccV(VA4#GFn@;Dyaz~8ed95AU?Q0`%V~&m54M8$qW8?wCdAmp(kwJf zCru@P^_q4%JR6DlE*hu$EpYr$!b`a+v>FjD1!%x0^Q*#Amlz(;H=bS@Y6h(slWE$C zU7|nLX_!y%CKP_U&!v$u7%<@!)j7NaJ&`}(l);oEsU=WN+DAH2ktzN)I|DomwFQps z567*v5*zWQGI+(}^8R3YZn9(`zD344WHAALqvxvrt=8F1G592Nhi4{zw)yN{9LrP5 zk|JNgM%fD(XK0wb`-6Yq(;MBRFBnL#R6!i?$(8HOE)*^pXunY8c9bpxio|_uB1b_> zUTqX9d3bZYe?B!$tX-880QSHI z0|LatC8DLnd#As;Rnk#YaP*M1&H3eT?~ax^M7>>l_n#lS*%z1dkNVv&w-QG!0xc;!3RHNVlXiCB+1=fC%+*hnuoY-9`Rp_m;LJ&hl1YzA z4^KGXMNv0Z!j0Uy(Ob}qT)c+UE|Ym77-v(QoBj8bliRao1faF4Cwc58zl!p`DJO%4j*K6s%dFw6NZXC2QJL z>w*ySNr^mB+9&FsAV*ZxoBNVAhd^OzdCBP;#8Msy>$a9_8#Fb{f$rT@vmIzs#lCan z>3MllgKN{O^>owU5?8yARYT>c&b@Yvkg|0@AK=T=YT0crqUFnbB!$3GZ$dT~c=Z7o zQ)jmRP-a#<(h47!Q<4vuXwp-IuCgx-Os;=-uB)V-k!$79(UiXt+;Z|rdju~9nyi*RnSPqDydB7dmD#V?^$k17LULz2{V_5E6)8$QXsrmd+U z-hvF>8A?;z?FGNvdEzkLd}EnEBN}$;yrXvLoK^Qwghi#JNKFlb+X{nRPvdY)6bqOL zK59?C0=NBFdE6X+MdL^Zb>xnXid=XPifBKsW)kA${Zx+bT8}~8?$KwPf8aG$m!k*u z1>L0RL$;r8hie~q>%B(y z(3B?BQ%c|7O54WF#z6ILFXGH@FM{6TLaZSMhtB@;ve|aS=OwXcSE|G1a&d5s>eUK8 zhE!Ou*K2pNbW9-!EuX!-rmm@y4({fEDQJ|wx`^OChxkc{_M(xztCH+{#gzPQF*;5* z$X(BahBdYy+9%Mr;TtcRHFR=mB-=;3acKE6+BHhAJ@L9h8Sfv|<54*umpRWOc{P2t z4UoB?i=%PrR^8ZEQzJhZ(rr$R2zs!P<{l3h*q-Uwq3)k0MlE^hOXwnvpRhi!_YH8; zDgSb4iFHefzCvHfNj=&RGK zFYCA3`2f~*cu>Ie71|pmm5}>YHNCv&jy`ZfzG<~-8`%z3)XX!xq4hv-+ZRv9q0NxfW%;M)71NBDzuRj2Tq|JwM_l9Dv)|VfGb~}%%f&rTNa$CSBV9mP}3LvbiQvrfvHQJg1!E{i26qW1*IzMG^rZk2V<`qnSBbRsogeZw1y1c#c^je2 z;CW+Bim`ILvVwp&;A{)3s=e^dT7mDygWkon^#%2i>DmxjHT9j3k9)f9vR7G#CZya` zD6_LUc}TsxreY+E^g`CJVGskzYQzo05&VQlz^mb+KF}4S_-UcQ+$^Bk1@2jlpTTeQ z9!(5Nf>#7sr9UMNW96yrScne83ZBdhuf|_5yl{%n#-?_G#l?ocdq{N)HdbGtfOAp|BIcb48=yw8p)eKwE$H9>;A>j&hF+YK-0I@#08@65mmpL71(>*9GH zqhI*(=8ihrO)FR?4tVt&O;ZxBYv;^q>>NzZI$aB1AH{eLTx7uIC8TuZS4n}U2HA~w zI1hZu+t05ZnGgiC$|MSQhnTVZY`d%cJ3cf2f5(@J@uV%G5_t$yGI?MwndZxPRgGOS zUI)NFcuh5uo8P8T(Sor^4|@?Ky0K;qU6?8Oo}-TBV)jnFAva0@Z(t+)6QtcdBD;l&sdC z5IBjL33&QYZS#QS!KDYQwUX*vRIv~9)jj$~a5tSoJJt3m%SK-lXMZvydjiD}1Mh5n z&LHds23gBtbfuk-@%B!=)c9PMc3nfRnFIL;7;KRfY=HiIxm%Au?R>IG+SIVQ z$?`5mRlrEZ(d&|UI3y#ed=GYMA%5&B#%b`JFv3FPgRrlMihP6Qo*V%J!o!Z=5r5Vj zNw%noB|9J#XgpEl_^9#l^bOl9^pyjQ9eC0o5 zt`3QfFHn?2qINZL36k{(XUY(eSWDbLb$-vwJ=c-kDv6?msET`(toEF82rBnAS{HK4 z=&WQa4&}wK_J7El-qwnaO!pR~7HKMO1r96;8|(MDBADt?yW2UA_TUO;h-M0SP|tN^ zpu_L)%cZ9WFyhM6T<}@1$n}v zj^$y?+E%Y?TP0n9>CjM7|XYUj%YP2ou4qJ2Bwr$(CZ5wmgwr$(CZQHhW=F81lJ6X9o+0Xx5|9e`}tE$yU zcu)0K)3hg`$e9(Yd1J-l(y(W~KOf*Ek=#A=6rVqXHwvEif=u~y^6OiCVCEqiRlwYY z&ksPEO=uXtE?UeA$$6 zEdRlE{(s(4Vq*B8B+Fzq3uUEM)Ez|vuKQGZ?_D)2?g!5&2&65EqH5k2rhoO=co4H*Zeuq3N&TwL?TZ7dg z_EqBPH$?Pxg8$fhXU>!LTK$wc;>jQo_U^lr;KDmq@z8Otq`PB$WV7v)BF6VCI4FI6 zeV0zFmBVI0v=gdw4)6M2428RA6TmWvpT0|^P6!q%bJ{2eDVJ;!=v=f8$aN?d59*1E zk5(it#L)*+b81&WrPe@ilEZ3t+D~hqAFxygsMbC|e=1c4lEzG4$_&J&iB6HAB1(lV z3)2%67HqN9aH0j^hZ}$hb%{n1jQmLq*BIh9 zf{N{z+}let&UT9G=e^Y4bDKUZL~FZ-&~VYMF{dgyO=9ay_)D7%UeO z6ZRcSY1jr5TSygzJSxN*;hd#8-xZhkxZAf*h|R0o zyEywth(6oYHnMu;Vh*8Db+Sg3!=B3-DO2zPNej?rN!jN3CXB{C6Bc|ud_*3qy}y{) z8^-ciU?klz1{Zu;wMA+xq23pKQ!FkdThzmyCuC1PmpW&OiUA)^N?&|qSXJ5j&>kTm z3auZ#vl3xxqUnYiW6dGp3Q$8g7H|+X^a5PYV~z}q&Ai{UH1!aMJv$UrHwY>G+6Cnx zSYxW2!z~^>GU=BJg#GVbggZM<0x|Z2_bD%%(b35qiqblyyi@Mi%h?0X)||?HZ|dHJ z@RdHlLW+kR!Nofde?l`~Ga;C~W*}`0umvcE2S(kg9$-Sik>R%ize=*2W?O#x7a^|e z-A<{OMYFuEk!BJ*2Z{KE)NEm%^k1SgR?NohXP!o)3K$k^40CGM?7Y7CF2xt9v$>;c zQK!cEQ%`#T0wq*!&95LEFf=H+WyPl~%ja=y?WmCo?Wuy|SoA#bk1^p0+ORbe;B!As zG~LxH{};N8{V^aYF+je(+sB<@*Ez01I3%xsh#K26<30P|+@dR2gbd{Je?2W?cQTYR8^QApJsV{C!s~1)C%U6=A>SC{h0rDpQkdm;LW&-QPyq2-DU33q%l-* z$v{?VixYz*qQl@t6BkzRe+~i!YyTy~4=H?{yX)-ftvBZ)#csou}EYhiM1s^5DECwV06Hz;i8dkb#dwd0}1Fu z3bBP^jbBEcgBzB@El?Pnbc6B4fc5$!#fH?oZgWe6_A^3Hl1TB{@VLm`Lw+Nl;f{8s zZ;keic<+VyM{2UqXn&HeF&L?$NnF299QHJc*(%3#lh6ExZlc37uHmx|v^Cb~Z9C&Q zG9}`>rY423W~jG5C<*^#q`(imch;XM z0;L&cm+z=;so7Fg1gQb6cx9vCT>p{P{L+VSnY`XzKc~%aYt}1Ak(c=C=YgbNz7 zd`8ZqEg9t{ikOf{QjD>+IZvd}t$Xd0Aok9m0&GAmtngzR<5J6%b4g>l)IhFRx++o! zEtbh*JI}<7c4g9` zNH-e3W*9s*J}rE3Yk%5DKvxtqDNVR}1nR~-m)dzQ;P3++IV1|YTT-|430prAWl~SaP%^|0Y8U%aOa9dp%qQpHCZhG0toy_!e2|uPSCF0HUnT4!jfWH zL%!}U7pDOKO| zevaI14oJhEi4DOtU?zL~Mq*FtS(q?NeerfP>{gzLt#ewgV+PZ^0AdWG{K?j#3YA9D z0+|a3fG7~MI0yRJS@=FXN#+Bv3k$#UsFO3ka#zIZg@bklAdXkhbvZdZiEiMc##kZm zj3w4}*|NwH*}#ryRBmJPoGX54lv@D-5+75YPD)9U(ap`&)F^yvBY;q?dDM>9YSQqV zP}U+cs1b0qOR9zzZqiel+zg>9!>x~P9gQA#8+zo(x@H+F?f2AtcH_PvdMtdIsr5mi&53Qv=RSS++B5iB|}%E|he!g0%#FlZkkSuUB;^nb@@f5ntW9 zx~onyC4$x}sOb@1x`@<7KfuBZ7*+r6HNyD6$Z9gN{*S75BV&C71ASxTq&t_F7pKU% zm;2}G*-19$Iao;S;O&nwcr7S&3yT3RdO?CVF~@8M-p+3F%pK z1^R#Nvz2AggcK-=WGGorDBbY!_4ni9^>nCk4+8Fj7%b)ZJUFw;o^W z&z?%{Gp`$?&&C1B-PqqYijDRFa;FhE@9O(8s3Rmc@_K`f-Q)prc27*@OLylYQQP7k{tA zt8gBCdIO(dVcZ-SXwOfw=c&tdPy12mw*tuP%_9 zwoLz0x1wA#TFQ#+-+J}t{EW@1g;~i9-^=SxyDvo8b(7nTQ!X_3sfVNE%x~}RXZP-F zHy_Z%ZZ0AO$ZM@GVvDiVT32$Vs!5R2n(11SqHF%d5@p{>$b$g|XHHM~ZT?R3c9b8PSr%+uNEGRC?ELpjLGl2{o> z!28nT5@J8&Z*qXWB@POKyHs6pL_6K4+`%h+z)Efgzf2KO+4)l8lC&i&OQ>g5hSYT7 ziBkSj;?cBOdGHe9g~x@6B|~$NXSSv!O<{_XoxH&k)P;;CNppmzOm+T1dGnGdWxxi% zO%ba?W;xB0>V?roxI>bkwY?<03<3o?4x2-k>lO=N`LFXY>+fyQWH600I}bar#}|t! z(PJ)>GLo%~vh0`VLWsn!v~11++c0t+{oa!IzEY{QOeQMhG!i>c9h(fY1eq{Zgfl72cp2R=p5NR^*-dr3b^-?=$}-9 z+s_?sa8G*h)yZr`R&YrY&Sz6>>YVS&U2d_;1bl{icf-cr7x-OQNp$u954e1(6 zTVo0zAPq|vK0T09WIW=WiJjhkXHNPA!{7kmVhOdsRHcHn*;?})Gsk69I zVb`CeStK3rM{L~C+`le6sv^w=$u_`+%U9OCuO@?BeeN%$!glV5B+^a}O@v5_3tV|A zm!*7m5OVIwa=YzE%>jT^-~c0%LV>^;0O+L^95!C#FH>l=Hr?SMXX~#D5YVZvFB2Cv zcYLb`H=#0&1egY%Y=DV8Y7)y5M&T{&BT0@3z^ z-N|AG08h;bz^31!wtc&FO{Ne3?QKXtBGvt3TR_pzj(+dUouLdB6qDbXlc=%IOEsy0VkkgHItijQz zUJjF0ohth+t5{n7!soOTM@xh}!Y!c#@$zE5^cd$hx(?LIjTpNKR)wPHw+@Q2c&opsa&`T-R`Us+D`S0*AkxU*`9W-$7-Q>p= zNnK5%F=f;$x+s)uDrr}wu#z^3#Qo**7jmH72`SC-KH$0`hH+(PGe>gu2mKodrjX{Y z#`FZElyWPo5Y%viJ5R5`h*#Np*5N7$Aut|YU`;@0J)$6(#g8YT(EAjWDp?x4mBi37 zU&P>O@`NyfRsiCOGlN$0Gs(17#@%!DyB8Sv8qM>RZD+y#lQVRUBg8NniXDxo5mDAP zMe{Z()4Ms)Sy_#)buHw1k}dD?RQMVM0I(i){c5hp35(m7{BzDK>u%KyC!5mYbw=alGSxtYYiGlzp4OT6Ur(4#q z#tv$f@KFdafQpRZ^A3~W6BmLQr|wX9EK$#(NOw)_U8r<>C77sC)#k#7t_jcNi7D5W zNSXBWz_`8#Eq9bs-vD=H=8nldNek*d3;&mh&|Oj;lsuof zlvpQS4I-*zOL%o^!*$(Y3idQW) zWB6aWTWO6v1}Ky~eJwVfrAc5<$AZ`PFwNn&aAise&kQX_&F|z>X=j0vD2b!iU9HZU z04G{R9~Zf4}8Vy&9w|~`0g*2_Xw3c^Z23LXLx7C z@AR6a%#+ibsqNY1dQA8#5N7M7q4%^5a(uRerstr^N2l9bm>9m4c3wg{c-SLJGd=XPvyQ#}#cC&mdR*JzY; zq8`Bu5GpaSsVa3tR!+?uAGcP_tS61E&{o6KZla4@-Z_jR)_jDfd-5G}=}8=qeLT0x z;mAD@-uJdFa(YNlxBXvStvg%;_kO$#5U+B!`dS9=gP2?&w5OW)FD%#Rr@H>l-d z5fOaI87lzr$eTIYx_DJZ3sMmoO(nmPXkOwBecHGC?=yw?`T~;i&dLg688v)8Is(zs zg7qo?VSb<4e9iiLI2hvwX4DOnDiGyhlZ&M7@ev?KrLxemqvI1C9j_d$03q;d)x-*p z7Z7a!lW$ZnA-QXbI)p+$T-5#hSp!oU=W|drM4u4S>>VX6l;ICQe1iUmJFG}!P z-~!F(53rih9*A4DTbG}n)(e=nG^I>1v_lKxAAIga;a&929F{g4gqI)YkJEUWr;ou3 zvvuZ<+r-IR7{J9%>d6Bjd;iQ^mqH8M{yo^IX;{7=pkBSD+@(kEPjd3q%GMOpOl=XX zbhZ)9X|ExKzl8mVOsBTN`Y7hlBw&T>@{lglYB4G)Il0NWEO8Do-w1Gj4X>TCo8UCT zX7lidS4THiCY#C&Eqmu}ZJ9V;0gbF{=N$4DEd<7oRwgqxHMP5|(9k{SqiNfK>D>E} zo^XDzCJB#5YhTNG-PNBJ*TAHio1e9 zhrUq#r}Ao-)Dor;^8d zRIb3nrc)^3@=|?d6a$&zx_~)B&v85S!-dX?MOU`0ZMP#&uth8Xz)I(G(1iw$k^jx5 zOowE&fNF*!*Kc_u?)iQOe99b&SNyn}K|>n-Jy5F$%)f8OmeQT)^EtT(B#FmX9ZHSqe^keTPdfSK;2ib zSJhC3LNq<(Ke+FO%@5zUmKSIKZ7QqIqore_<7&-gtsPv}-DSxV?Ae7r8-XQ$1%le4 z{$To`D+HF7$Kh_Wxz)UCMV6DmTc20gIX+{5lr@8=kDf6^tbm(vc_6#z8@^~eGfP2S zl?M`qql5)3>&P5X$xUIaH^#JMupASaf>h3()41$Q7ho z9*0gDNql~c($St9-D6ha=gQh%x>v29_I&A@cRvsg?Joz{5E0QxSJbHjph#SlUvnOE zuW+I7b;H5})oM@+w%JV5iYx7ikp1y=`tpdl?6+lNdoDB^;yGTG!cTy76v%H0cxq7* zOMv@rMyqf6a|e_pswp%>eq%jX;S43y^G_tzXV#+h;ut93QI9nDnUrf8T^xPs6$st( zkWmwlDkgP5FP<{;-3&BkANzRb7CE^NA(%u+=jJ)et7#dB(d-7x1JtCJiRlkXlrh_b zI1IlIGaw@1rQ(seq-IA4 z^mMu&PpRD%@mTeCzs(aZps$Hz9C8F{WXEi?#a=GEmz&`Sgkk4vVLp_Nvt z0%u{W>X$8RQgKmU;nb|xgTu!mtHq-w6h`}X@ zXf6-`4v*+ZI%dG6;D|n9ir0|{)QgtC!g3VAEg~o!_1h3>9SG4KPP`NTLO2l&P4N*0 zJ4SYl%NnL73skHF`0Q<pW|v!?WpGH zg-rk0a8I3$1}z5Bl9^fYx&-42ptM~!xyOG<^KjgzQCpFk`_ z9!4WYW|j&u=B%Q+fwO0fU6I1J!8}RJ?J)RSIoozSRZ;ar~)0$`tcdX{$mHDwI zNovUlZ3|J4bJwp7^~6j+vmPjEMF}r7aGjK&K=XiVG-`b_*%7xZi0I*hF9Qh|zj<3{ zcDYt(1PK)k7D`334#Q~boBRRTx@Zk&YJ;$~58cn28cYeR8{Mj|`xN2q`FKiMs4` z50+biPOJ`Wo9}BaxK!3bjx(=T5A&ru-w%`xuSeXS#;zECg*sO&Ng#R((CH$U%}TdS zt+0&Ylp0B`>cM?`6|OMcYs^CJa$1U@0Rw^6C$$`oZW}p}PT&LL_4ah0@fBlzT+JBJ z`oZBvIMK}d6_*on@boyI=XHuAcgl!Kmd$&_ddEXoPzRyBrZY<{D_9xg_8rLdM1swR zYPUtu7FamVPA|`cPiC7w{C@B;-`l#^&lT7me4zQZOmDORxJRm_0=qX1UJsDiF`-16 zlS4xX&YUbiJP)WenPYG)_OqIuMepqm(@THRlkK&cG>^@@rmH_L${R8<9fj9k;_;i& zA|lwxsmaJ@qqC~k!Q?05OcX*_08h*qu$p!jVtuXo!Gv1nL{3ACN3=Uh@j#05>W-F+*uh}Q`T6sSf?f8StQTenQHT{n>jkw*Ye=a zn5h%R%ziSN>GeFk1SAwZ3@kJ@k0)!-_(l;^4YH06OzG6DW>#h{I37Ksi^O)c){1dm zc@AiEPd|S~-8t~4<3K((eCFDJwRYh(@4TM;$5hM{>x=nK6)=3Pqt$B^EXMhj)k<0# zO%K8=;!rdL{Wq2He^ZRhK>t7K<=%?k(pVh zd=R2dohGzP7|{O(o_?b+e;;X73*FA1_#R2+cD{IXPQSl*z(*e*8L&rhn|cfzyUnZX z60f(Iik6&fWe71g@{2DTiq&0vaVInGsx(qTJxcIUf0iyAM!v|L&UbG%EY=(G2Ax~H zF?oG5LqesLhj8Tyc9kMf&gikJ`XcIp-=KQJ^@uTgBvkTr;>5fV-@Oj=Vnt3T9oQ-mWNG?@7SrV;k+ zgtnf*L-sw0Px>{NqyRF90@Zt7ra7;8wn~{$&1PNogt*l1j$CzB-`DpHg?+)Vf^_n8 zICiyHJ$*UZnGmqTig#tRV@XO8D^o=ez32Ih=tMz6zw`U*p2jFAD=56A}OQAB(~m2`MOq&dp;Q znR~iJ&ca9hIm0SZJ$v9)t&K6b)fK|4EsR~cTVjo{KFzn{s>Rd|g{>yjt@Id6sq||< z6u$W>7VBm5hM=qM@jAbFO;w-~Mgd_|VzZQi|LK{vN1+8X`+5Le^(NDMVC*{ZA9C8> z%_C%*f}zXSl@#8A@rDeSn~x2d6}56AF&%@g1Dx5M1hJWeT8~52Nmnu@1M(dUb;0X#>XIUx7F#teu)-oQ@l zu|r%vFb)~6n+6DJMh&c+f+0}&^Xw|JI{D8J!keXHG8txYbaPg+`O$qjy87;5<0atS zNU;j6<>R`<@uSJ86bSk z`1j_s`NRzA5*{N2uOW)>D9vY#=@-E)-s^1mAvaVa#ovEF7C-E32A+@)%1_({zrRf& z%s)9kKD)NW!cfD~QNkzQ-@iV`-#^~TN5DkE)KfG(K(wJGAiub{JtpAax8eXJTT2B~ zN5h-|J3|RkOIt(8xWqz)tlX@0O~vv&gG2>IMg8JhJzd?J)HJQCRJ|nI((*$29F2s0 zge1)@P34q~g1wYnwSv9Ww9E>C`vBY^$C+6gavBL5#k*-a37QGuj+pV7e7G}3j}cce zQ&G{BITt?8H=h|9jXR_3zaw6JJxssMzq$mRHUmeH+l!s0Y;xvlcV@e<>4+|goSj@9 z9GDpym`9zNq)ju{@AY?Xu|s(H3Y!Zn8{5R|^u-n#+IntwuTc`%fB86lrqu17AM4+v z_*Q=0X*IP{lXrE-=h>SbDz=htAQMTYvv{rMAFiRvp5;I_n3_!lCxaF=V4X72++;0s z6*i|8HZ@nNcehzNyj(FxZ%eIJlDChKojOm)9+PRm_PK2~qHf!v*L}!jjZzN{8FFU_ zIl@CLLqok#R!we5kUZRb_>chsV$hl?{>w#SW%%D*6nYk>|HN!(t9iI9nRM{w6JrOJ zOHMh>Ixt6b9)eL$&<8LL)}@G)4HFh$=`4`iWE8D$G+8vVa*StYRmp5J+bkrt zHG^t`fN6l>h=Mo|9mhCzA1r^C9X=P~-Y~sFx6M4y;IaAsogMe+z5VQ-yw!mN&*VTl zv}Zp`X?|a?ggWWH`|D$yFRiLhsAB!sy1PU^1(jCr8(V67P-2@4?H_!(sDV*&NP7SI zrgt{GpVmn4XXED?>ZTi=^>8iweA&UvGkM2f^@_J?>M|qL!Au`JYVzLcXXrid@i;M- zPWy`<$kX`e3$zkhvRhJOq}jRlu(mKRci960DL}BmRgCNYS?l5uz zy(m6Rq*yUsz3HNTE8v;KN(8=k+C!j8l^U%Q%A`QsCSF>TdV`z>b#nPYOt=^-S={w9 zwoILXF5a>Ts{O-Z9;&%azDPA9viK~ntwg;_8X7e$$xx+Oxmt9Vuv}BQgfhu$h=ed& zkT@A_vWdjP{i#QpU^Og>5;Q@L5VC_(Eq|pfQbn;?Gzh^-&1`o;frw(M$YEKL7?nbD zeg;vbp4DdBjZr3Fxdzo@h$VwrHeOwsP=(4Q*fS`yMzNxZO=Yg4_@Uu;9xY7ypg~Y2 zT)L{~U%Y~9ca!YHe>qsPSlaio>fog2_O2MSSzYzx?Umu}R|GU%csD_`Ng>HJy6J6{ zjv*?M1K0~jYj(Wfv7Tm)RhB?CD!iUin?)#e*`B@%adHTE_{2y~U(PVHzIcskP12er zCAxZW#R#j;tUh{;lp5R%E_+7kRIl%$9>|)@RW3uFiQS2VFedczJnAIM1jEb}cdzE; z2iy+lcB#teFOQGy%g1`EtrmM|+T+63=P9Z0%hIf2`Xys;kGHR>C0^#=;B_pi^WQW3d@r4IRiWDv^h{| zTqN{&HY1hw&#)CP_XYsFkG3MydOG@y?e zPw@S@rQ13!!50XW5C!&mx3jTzsqj@g2EDmyfB!l1AG@wp#QD6{Yj8$vW~|1(6XuOe z9b^D@r*+%`h07%&;2LXIXQ)mC%im3Y$5tXnxJ>{u645j?69_vvi}N)@_^+ zRPLQM!#|q+M{{Y8$xx9K(PoUl6J>fQ&h(amNQce6Qzl&QXE-R8(K3;Sk8dS(C1?;a z?48;MR7(l^R$G$GH68IX=s5*f!^#*U@=&&XvAtiM)5oK=N@wXe)1{T%Cjdj@cb$W_ zw|Yw7!h3PEZev{hNX~St171lLpgdPDiL;(<5K%N2xj#}-gY*zkPtIKe%*bof)n*I(_Ey?1w}NyS_M$pCZ496>7(^}mplCsa^Ow&Z zJE~|iBQ>3cWYO7JG$*kcp{~ss&rIzH$&k-4X^J8(q!8fZ#?}qw-maA)`(v5#cG{-0 z4|L>YhB0bJxr7siaP{caM!h05rJbzYU5!;*E62fH#)_4b8~54RF2bjf6J5EG@br0O zr={lc?#k)n#bkZVe7l8AQ>*!B{y8-T5#@vt_T(d5+CLo%Zn>Q}1#!;NZT3Gy4rtq* z{xy!7fe2&-M{sjEw?!8a_FhIkaILYn1zKR=HaT#8e7ReX?2*-)P2^J0%RLLKu~Fy? zqgN7r7=TQH>C;<@pt&~OGc)<>1R{0Xv#M;bSS)r8L^&N^AGZBiU9I|avRD?Cr6VS; z+)_^uo@pe|I+5B|I*9mE`x>u?uRv`1W~ugxU1Jz}W_i_{(v302NRNNkh>_P9ZY?rCmU;aRQGMSPW`n$7?0x=% zkZOx%yWdhLmxkFwEV;#B-KH~1qa1Gf;ve0XjO)U;x}i=MM#;m=%@-N20GjnS4#SBe zO1nntPSTpT{(-0GqP~7Hg-Dp&I@rC%ctGfGbZw8&POjm^x5{78Ioi1obH_k{b1ABBahxh||8Xw#oDyC5rR(RhA&8U21rxrU-7wm2t!Y52s0 z?mm1ekRrVgn{w6ZeY`-tS`8Aatc41Tb$o(KW%HGr#OQS3_KxR|MQ9yT2v;b43@ly- zyMxNigPlqPXBORj2qxhGNR(^uqnK8fd6SZCXrZ7*9XdcObBJbRA9z#dh|rXYf6DRF zkfE$S-4j0&1^oudx!cl)hIYC!2ObjPC8Z zwVMJ)5Pjf=kU_zW{#-#Z4Y)-0@K%LUs9d_DjKbgW?{lsz1GX|oTj~zVK%TArZJ$$O zP*Z6>Fp1^ZF7kO^w{2_a$h+@*)8(_Bx3(Yc&hy3z*_IyL zTFS<%hIlxfSMu7*an(#v)zo1VDq}1NP_Et}otjN_`afu!8)+KzjpK($Z_T~l0TTjJ zV+(Pho|$W!J+LOt#Z&pgnA$k3&Uq^w=)X^}PFxBqRJHRNQ~Vp4Li^N5oq4^F+(?99 z+daHt2iYa6-SSWz$5^eBN6jBP?aP#eiRX=fxdgGL{{-;6`2Hmq@B-pz1)YYNKbd2{ zSZ!n-plqb_MN}|qDEgC`flxqp6xlnTMcAbvhaTX*gjj)OnXlaXmuiN4Fbi?)_;|q% zJc(9FIW_oh{b=avBNM91fD2US1=S2hRR3tW->N=*rCc|}H~AgN#a9mc?Y`xfPFWf0 zS4tza(Vwv$QwPqT*LhGf?cq6r8TQFX2YM#TxBHIlPN{wDA1Uvc9`=`-lWUD#p|^{c zD;FhnYRGCH#7XSTe08Wl@JPhf?03U^4oHXQ&^z=K(rQ%KrF;3L3CIF0a~Cl=Yc+@5 zz}C)&WG08F%MJ=bEL%bB2}SUBbx~9uUMi*Dt)cQRGk%YLCs%PW4itHff~S}Sv-PO% z6c+UPU06uKh~&(E`B%i>ng6S7T9}&vC>o(voSo)Z@Gh2F0{j|^DL6p1wK&ieZWZzv zf93RQyG@I5J*PXjJ@szn3>l@nZmLsKfPdT3=CL^o8dMJ&kOmYk=JFD1-;FSj#i4_0 z>BN7;J-rk{NTg|&2L#7ZPi_B5AuoI-4^AC0yJQkXjaE;C9pxZiPkd!oo3S^$ry+Gu ztSM;RN}Ypv8JJz)M3}MO`XH=HfAxf)?xN%bF>NCmoyx{CalgUz>e^d|*C|u8d+EO} zYS8Ps?&ef`>Le?Gy_ud1cXT+xGqlRZGzB5~DBCHRv<{`!rmbf!O(Bc%!+(AR7Lw); z+JIw>Etza4kqArVD5#M^#vtwp+YjxY-^!laKtq{arPT02nAmx(p$S@`imT;Md#x83 zzSNLn{kdCI&4^@-qS-$A+!f?!@Be72yGCMqWrJHg@5>EmCw`ilKX z3k7|#iAG$kG58jk1dtxse=#B&6+IB52PLCSpwfH=3qKuTQ9vJ#m5a(je4vXNsOyml zx09H9fOGd67?tEi?spsu&6>dBvi}iNkxYb|z^|=6SPoH(8ft5nfhTzj(eY9(Y($I; zM$vimYMhJ9k*(!Ya)W+Y6JY+sMM1P)W{=tDPBj8dkKlEgEY38)VraWdlc=VaDZ{U6 z>l5VMsw>6VYt13{cNkhO97nMfeXQkjfBXfh1VX_^8Ph}*r88=+u#)lodIpRcT&bjd zsn#fDt*bIM?d9N|UndHpiEq#=aHos5nXHEd)+hyO!9*4hD72Tg+-Ip8lZ5{Qsz~E5%grT z@=`B*ln?ipA7FVVWCW^oUZmank5y(N23%jh@os$Olr>@2_QR#{xc&!K1K&n&7B(3* zj!7~la0Vgl+?;WY2B);pOVJOLq5i{IaE>tE!yjfX?+{hGKOVd2b#rBM$U+Y5C1jGV z2+?Bmt10(<$${;D32T-XYh6KM8LxOz&8`3*0GyEpu|aHqhBIGk5>?3;AV_N$%`Ql6 zWnqn?I8!LY9I8rZy5kLuRw1=n%|W<&+{76PzUcU!esN0EWv0B#qk|}j*(@-dWfcby zN3s)=k2fX8TduvDEOJS=KDTIugVrz3A7O;(I1H?6MRLkpugUc?#DbocKD(V0`S`v3 ztzlP^%<{#VJF1$i0_{uJ$)~GMxHCeSB`W+F`s`e*sS0$N!rK$NC>B@Bcpyj^#h4 zfqxpD<={UJ?vu*-3Y|z6?s6EU#n~UGBe^~J`D{(nRNcCeJ@o4vk?pB25X93{Zb3htO2XN6l;%wzg} z@mTwGR==)OVaAD{yrqL<%p;1Ox#kfc1bD0`CETb8!9MeLgsf`S(qN1BG#Imcl zOZe>OFP+JnICYdly_dRc^I|bE&kn1rX`-DIWmhG0n;78|1?&ntpR3~QFEqXk^S!RX zkOn)>3vEPGaJ)~}7*Z#Tm$kArJB{AfLqs=B45Oc@q7ogVm;#+kw?`Jto>W6n6)l4c z2W@e1j4;5rZSah-S+jx(!z>F@%n3Ea2pog#_w?Du05FJ!jMLns(eXbd@Q(-sh>3-P z>%|d^{H4P#L^cb&4n%3osE^}H#ec>K9LjM$l-IG39&PW;CoUCZv9xQjjak%(@F)mv z{5#XpifFcGE2fT@Ow{ujd!C{`5U0R^@*h}zi$@NjKl;HNA%BxOY%}$$G@ir=z?4a| zXUy?&#N8E-xuI6=!yBaPutF(hJY+aoeqy(0mT(u%xEvkMxu%>|`8;>nc;?P81L#>A z0VrHh3FqB!Hg5I4f+$(h4(iE?2{_Q8MRaE$z*{huP_-dOx%uBs_5T%+I-%c|Y}j*(`uMLyX@PYUahse%ylY68}S}jlPe*nf74p zBQ;yeFZ$lNDE6SbuYY4Whba#DBow@vS$E%+~@M&98B*?LldNzzW>Ks4}52BH0VCu?yD3B)E(wd5$!neu3XFo zSwskCfr1^^Urc4GjX|@1d|85DU18mKy0D`(@@GN;p@h~e2O11U^H`vBSKNUqTK*Su z){4KS2r6gQZ+_dEPJTXf6y8JKk{zC{_Gk^j=!aF>4p?@&3~}Q+mEoWE?63TD)(c~u zj^<_52*guzA?Kkw9ekf0Y4@qQzVG9nu2|qkzbp$+TTwwSN+t5qzFF-vN9`1d z<(4s7o?L7v21PQ?W?U|BDKBDFPdrp^%sx=z##L<1eznSve-aBe-@ToZapY`G3#}1G zk`RgfYg#TiY$N%ObsS5TG;>+}VnX4|PNXzRLgOJ~qDT-+UJ>zNsNx`z-!}{B-1fqdP8ku*Zo&}hGX|N z+v!F?(yKE7;UcHY`+H?-sXgH*Zf8z}BwQ!VGpS5YslW#rwrqa9rL1*3Z1=X@3#r^k zL}3}Hrk?ppR*p*=sXPkm-$dAHMKh+4m0%Bi> z8r7;X0TAPs2{v~5ZN{Kga;WrMuub*H{>W#ucLE(?0n&b3xn^ogaW&4*y@k-+E zmL)GQ>cV&WTfdK9gzJ%+P!n>FCY(atxSbEgz`>(^+n>K)Xs+Gg3FSq(abm|0-|xYP z@9Q6nmC&bwQ@oO)u0^ypql*f(DB0qn?fRGNmhaQ%>|?^jpv+O@k^t?KTl`q`4?=pP6WzXFYO+2&EK zY)r-L*k`wNlvCjtQ$AtW;UixE)3W{FB>Wc?`47fVA;C~d)0A>}%iB6AVu~N<FD9qb`2sBG>@msOVWvdj*@)y2p ziQFT9{+84po$fOgQ_zo$yYE$lp$eq!Rnf_y@$K_4))pW6h82<%nwZE3*~V?0MfA;^ zn--KJUBb2SJv=sQ9F*b^Y1+tArFUEr`m$;qr0M%~eSwUO<4=(}*@OxgNc4#LpE{v7 zhM|RF2T3!W*h&{`pl>dG#A)H~!BLD3fj17bB(YbxV<3a`5x+8@)Hh>owvxYCjW}3{ z27x|id~bkp`{cfW@nhS-PSDo)&$4*x_-Egd9diF|BqHWWk}Sk(=Us(f#onokrGE~PI-VujyS-%jQz7=F4k6)#V?fr!gi!0pof6P0- zr(WeM`X#ZdFP#v~l%`r?z=K1uQnYpUqXsz>>2w*}D@3c|cSi{i{9gLckAB$&;m!q{ z=96y)CKyod)5rSvqXtwBgsdA2ZPAt5m-*^4`IEE=l^A_n`nAWv z=<2B)76zX_95ONrU^kL=f9((Sz1shkBg>$3zC&`hBe9G}9${rT! zYcZlDnmHdBOPZH6m9=tx-^fB#-Qk8?yQnp3xA!*AG5b5^lJ^VZhx`}FKP}FG<5T|& z_WjR*IKyNO`%s=YBU?{|x68Z{(fU7#X1_&&MLX|EkY~jq_xIBpa?$jX)mkFx09TL_)PBGm2wC;~V*gTKBnc z%-_rBrD(rM!t#oYaWQsZz&^|-9@d;0iPvGUAUWs?_a?{e^$m5Lf{retA*2sn(iYOZ zx2@Vc_cR{g^2Wb?Zq508@DH;p{J$X|dHDoI|NT>CsOhi%(US0`yQ|eeM^@g;A$$Dn zdyUM7i^3b;CWH+c0)9D_ilQ%F62MOe+ISaz)yrMh-WtTfun5b{i$tK~YB{QA_J`j* z^P#pt7Jlo@8o)U(cEVBr51~NJ(RZKM-JzmABciwBw;+5X1=g~LoF*ZMiPaW?x7JV9 zRBZ;$~!x=&<83Ux_&icZLf$%EZCJ&>#(otZxjd z6HLsFVWk8VE2qdD zMtc}_Ip}I>X}JaIS~d>oc6v1^)UkV}jq0ZXhuYK{#)aOuDR1T)myZ(o1M^!gMaS50 z+6gOi_v+tHxpm`rB@E9Z{UuGd9pjMA`I_VR6&UPSnfTY1UlN!&OH5u^+Z;crAVjQ? zPfwvF9hkpbsh?5xpg4**hE(7JyfeDf^eJpJ|Nb#rD{@#-mJlY3aCk8h)kbGUMj@jd zb@01_pHFme5=|~fY`_h3_7aNLM5s7oCtNlgE(7@76>D}wB;&6}{+%??&OVQ1(5Xv$ z+fh)iY2@gFq+n$+BUDT=sT#f>ubGoH@lR&>$y3mIsG5U)7(@BMcJN;m<%o$1A?-&L z|DQv1UusdbZ^7RHs~lN^ukU zu~c)XOSDIWPj7}$(!h>Tni~zRK!NTTy5>=fTpxx!V5pE z*?;!Je_P!=mz#CbCdpYk-EG(7ebf=CXMyVRI4OH`-XifHhdc3meBF#FK{lMY+mJHY zw~h4P0h5aVE%IWHn0Gm;&XBu@fS&&A6YX3=+T5Hnxmu|Uv)(68rKiKjLFnzIC8(ulGzDSrd zvC`p~#fr=<+B@II@w_UJHs2;#2zI60+^HYprAoeLfi!uZO*{>9wV~4E$jlS~(WrN! zzLWUL({S${aAwN;JjsllGR>3*754uhd;WP|V?1!2ZX ztPgkX2|{S+fMA%Bf~`h+ljW1#dd$#8LVybxLUx z`j^ZHcf_Ch{MbgwW?%|EfbOW^EPIYyV0RntWS_bv>#nqWbX3eyWK?qa;`~pc*G`dG zz?w+mMwSMRj>)fD>o!NKzrycD{sRXlzQRDx&3y{DBo|MUXo|6h1- z@bL)$N0FqwkG?JhOJv6PV-c-5LmJi!?^cu0nFLJ>k7jsM?LV0GqQ$}Ikm`@<>FFMo}I>oBy$>97jhMh z_9y16muRzW(QqOA_r5(lPieO{Yw5MpD}%{hxfwrvxyve-z!+sXTP=YPUIu!JpJTTl z(6T>%y@+2gPFL5+wv(-03n9Trs?)^xL9V1f?|MHtgo<&qmvcixxbuK6Sd{kFrNO9* z-tvwPr1;f#*RnHYZnw%=s5K5W4xj>5{^GoIBG1@vjz~&gr|YL>5MVRmucK>TU{rCp z&ns@!H?DcL{(=Fl9T3!u8K@Qw>i~Y371Jwc5){idCxni_Fe~PP zij^T+|gVpqEyczJ6dtyofJEUH}VBYDW;DNt0kd|8V6Vyq*A_LAswF6RRj z^#O{No_@wd+9^VPgD!inR7zg-#xXm1eiS!JQc0?jMl_0$)~xi6XaXVKkdhaW*H(!N z>YFd^sK09P*J8LmE`NfAKU8-}6g@bSmoM>dB75D&3|8_z04neH`tac*NWwApES+ha z=}5{=(xH+fnOw}Mx}A|4#QCRlr; z8ihf-Om2ty%(gR(pc%CFi6T3t)ye{2y3@{NaiW2&4az(i&G5KHme+%UR+vY=hi>_- zp&5S}M&E{Gq%dw)rLiOFbABOrV@(8+n6R`F`hr&`tElLM=ak=bn;@95koB9>PLlzR zyl)S7C0m_wk!WD{wxQR?r2dvKyJLZHY=Ve|-|K>Njoq903`~q?!C81SOs$Bd`Se2C zx%G19@`x>h8d!(UKvJ^oBi>+_EIeV=fGQ183y7TDg^C&4B_ZflMH>^r&y!yy1pE{x z>Kt9CD#(qryiysuj`5zY!Xjaome~DlM=8sM}Dk3 zc#dq+;R>bQ)YoAP3DIQvtXd*^N|S;(QG$q-_@uM@@Yt*FKeKi4yBBCsb$FS6l@TWurV8OGX|`?9Q$xic*=Rf->-2{(Q;LLjFF0ZKl$va+z=j~Tn`uF{`sLWA&Zgl zktDVF6z4{);A>qfd&%F1mE>8>z4ktKjj58`__$~QA&)&iw5fV*#oFEY#QbFnT9rk9 zhW;MGK!8fB!VoF^azCMw(Q7e60TGib#c{(JYcr>(<7y34Q}as%f>#OJloGgu39>%I z^^9BM&Eh=$bk^08t885ep+m4QDK4U%%mXtCe@cK0p2O4Z;lXG~s66&@7I1T%5{sHu z^sL>qLJd9vs4Ab*adB z`hHSPU!oRB6X?bPdF;(qs)fUN=0(^1_tq!JpPG({AD-cyOFpx8=Ch=xUXVpoC z-vtsxzpFHtN!Sccc@B4uKi8r5m7OWi7ff?ZxkF_#-rAwxH!Q|(CXaqQ-7FUpS1=S$}7eO~;7rhVosgUv2R(O2mb1G3(e=+l!Ci94LxwFI=7o$0@G$w3FeJm+u zE1j-@VzhHm`EdZ^`(8H|a{|G)AV^jO*&vvEy(d}_i)if1Ds~P&YdFdChvL|M|~vDOaya^J`^uAKP1~K)YAI0lD!6yl9h5! z`gwZuDRb$9ZA)`!QEWf(rcfMzxB3T@>zpp_ zuSg+a8tE(Z396e2tQ73TX77Q;}z!|9a@Lr!RuGaqokLFKBfOAaEp)e>6;f%x$cIA zNwM#ixagMLndHpG*j)bDPxAimAIID=mu_-*0mCP@H@E-|w4)oUC) zXS3@k5R7>3y6p}E*m0YY*4CAZ=|R!_#?l*bY)0~99>Y!I-_6t5lHkZUDsaiM)sxX| zO!|3}@B%KrT<}DB^u}RjzJbq>*#3Y_x1`P)IwOCk8|Ep7g=BrsiC9GRv-(}kn{I_d z(q=@mG4(s4VB(n!8LFe;C==G&9ew0D49X>>IM<(uidNakvg$MP?E9^>5{3RJ65UH=YDn2N$LqeXrEPP2Zi*M+&O4fB`pb z9{s^xYwa;rZ>v2$C3PKOHXjdgmH z-2OSN_j>AnPDE?n?-VS@&s9a4T514-9`uV7C6IQG1lAMa!+BLGy{mz*Hj4hkCdz>B8e5h z1mms%vfa#vO9f9Z=O)L8%J=A|Pu?%&g4_MlJ5#nHI1eL>-KatIBwuDou-v5f#zcHm zu{M0h;tNGUEAIprOlm`}--AwB=l}$ir(vTdlv}jnu#mEk*yii!nKNej=%EU|j)d`{ z=$|@78S^Ese1+2mnIEz{-f*#nz(IIR6Y(6d&(VL%4p%pzmU5|LY@k>jgDUE9Z&I%6 zoA+?#q@igWN0bKbygMGgnqoL}lXNSaw z{M9qaioG3kF^x5*zf;M5c0{u3om;6tiC04pf4&@{o}zH=G!K6!Pc575=-Dm6sVPJB zn-3Oyxz_fyy-wUAAVDq=v-5-g)$>X_`)&N~-kq{^t-wcIe^HwgYVF=}YX}SWa?5wx z*%+8!sAGAlKi0kL;l3acs{wJ_RHm-ZzS!rnZB)SurWvT|5ibDm()KJSYCa4kSNSwTc0;yTdO0;cBElDNcaoIGtIj^$627` zT}8)3sN5#E>k56hbIqlxpY#qIRb=?QTAipN-r4#W5^jEXqG!ag@G&A-;xkpm>0))$ z+`4pdl}0_Ii^4v8SLyYYyJSL%Zrh}k(vhfdQ~SgPN&(NMRMx(5mVd_f?YD6bnvKEn zFDZMi9Ex!7z~D_Il(3E==Jx;4^oje5H& z2PJJmM068$nyM?i3@Luaw;QNb2(frcMK@7^hxfFcXvBNZw~Ln`oX$7N%8wjvuLUH! z{9kHB&y2+K9Kgyr%p^%RDqMOD88dnNW)i1n8QXpHNqjWkDy-S3V2abN6qeZUF^Gj z3n>h$*Kjv+HyJ6o4X%ufyV%J*vJCaBRU$RzlwrVb39jxWi^-FS;i@>p@=^k6gj?t|lvrfP#@14M8L^RC!|ee&p2AC5Ic~=Qw$Hc20;hn8wvirENkAo=XKBkQ~^N{1?g}$MUo#CG2r<|~y-GjAN4X!B*^q36@zjkQbNN2FfkCcA( zb>ZwDa;gL=YVAFLIHB1C-1sw1;y*L$mqMd4iyA`6W2-8WLSwa*uHD&&vfIGAqYcvz zv{|V)=KF)K_hwY0ymo&l{_Ik>>62XxAs7fZB2ulXj((8rZm7T9g5gF+Li43X<3FpZ z?LL+-ecn-jnVs|3`mKWgx~Bc5&BWy552;o(Y>Tdjb%1Irc6Zx657zrL2$_UV51>Gpp-g&gniC(Wvmmh9*{wC1BQSCzwu=EU2+ zA@X7047VQTy&ob#8Z|RPT}S#U0MFSJ=In)qu>j{tDijy~Tp_-(7V?+Aqm9$&;qj^O zSdJf{P%RAqR4K{ASgU2A(U_PI^zMTs70?lps;zTBllu@$J5)ijV(NoUcZraqe{fay zV|Bm%d~3R+Z_oQ@z?`SxiQ9*Lx*1WrHZt<7+u+cz&2j6ENNqP>$F#)S0bwCwm%c76Tf zGem@SII*C`AIE|Ok<%{onLBpMr$oicJzbP}1D~e3+Rp`WRoj$2;UK0<{Tma**m0oF z;8MGxpQ~P1d~Hsrau-3^S4O^jRX0`T3e)j*OIoZh-ktzX4Q$=}V!Fz9Pw?d-k8ju9 zrV#rdM}GJk1AYhMdt;M@&bt1;VC5eiZQrC$yVq$P^D#ZSIwGEb+8R84)oHkCv>!th zC3e*Hc5SJ2*^^fdS4p7k$B3=;MmVu+s}kznFsu84nfz ziQ?2;e@!g)9Q6i@4{$gOGXXNe&y%Ezsv&r8cs z%V+rC_78%h{}HAqxa^%vs6dT;?#I8zuZgHMWgFeGpUcltZ-ErdWX;Hp#!7}PBM-KK z2Y}tDe9`k`Vq(w^10po16TOF1PJFNb7Ti`&dt0@4RN4PtS{NpUZOe>?d1vEK>;|a{ zEG^gd*9_P6)eO}P)S#NXkrVJScko7O*=E^1^mO46JjvsX#V4Vw@RpcfK6B#o4qWj% zu=MTkRdmOd`SASu1{~I)=lR107}hN2`E&bVElee)Vlm=OaDS?u$28ouwZ9-_B4plT z)?y_Ttm~z;^@H#Qje-QYo63{OA1s=jk8SlJ{u^qZdded%31I}{WEv7Nrm*4mof^?+ z$wJVZj-{%*oNGXCqzDN-1;jlHBg-yZ4sFKq+21IzcXaO+*@@5JR?l;N8lw^8R0|)5fdg`nQ8YYcHeXm%HatIgdV7y z2@S#XPXOT@MlyqkQZIR4s9AMo0m1hNUo6;|hz^%x!Ir5QJf9y~byX|TVBVMzSSk>1 zSV>!*9TD*3u`Tk`fV`E*43@`BALG=0{)Ew0Rd27w6A2&d!k4~l#xAyn;38eHR4RFI z)GcEmn_%#)Fw+z3_b;xNj8AOegD0FB5m`OI0NNN4**t^UR2V~9ufMQFD4}TnMw}l5 zMyQj+&G)2Wl?fnO-K1cZ2q0K(Bx6+wpd3zt;|c}f^P_>(Wdg{=ROxZ00*L8C;Mbxk zsOdCHaW^q9ujRS?$YI2k?up*kaP!v)d8-hzC+P%UM{G}0r?G7kYU1Du8%?QAN zW(`idhs!n40rT;;aPXR!>Tb_E`ovs(yYKz0>J1vx;@g-LbJVa-(CcXenu4~HqNW%f zAvc|?y|Z;#ls}r#u-h1*V*!~#34ff>u)C`9q||;T z%rtK?lCUPy3Ou1g6o9y4RspFZ4>ga`xp}#xB|4tz`4awEMf?TIei|H!=V(o+l88m) zF#MiL@+za&hh?-Palxy#&D2x0t^&4Sa*)1R(s7UP<=nEyLQAY|dh@tN(x?DFwkN#5 z9ZI`#xVu3SDMu%nh&~gMK8{&v6#;DCO*U@=5!OQSRIv|xsyXD|oOObB*~itxP%8ii zmShpu_e;U(XJ&Y6Qtwfu^s= z#J+KY8veS*4m1Avb;->X;x z8R{^@t)qL`FP@?EYD20&@vPrxdvmgjZO z$qwZlk=_ig75c2x105@$8q*pPHpg8dLSsPV5UmrYF?OGqWx5qrU2JF?1Wc7Gcy8p# zwgS+_gnrKj8>V`82hgvm_`+}2Zhvl%Y^2^iQB%GF3HADyWLVHxGIR>RRl3nMx;jvU zz>hKe{0O}eRa(J<)|xz17CQvr-q=7)$FzN*NP-t=mK2@heRq^)o%`dG5Z*B_ALv;! zWyR?iZ{bX77FO|{t|e_Za3khsmn>K_b)!3gO;lwC5&Db=AsaLDfj)ev-b5uKxZkl4 zQe^%(8`GZn)=^cSx`2K~4H6#JlO!Vg4iY>1=m`!@4T$2fWfql(Ov8+1Ef(C`D9RYF z#vN!BEUxtocZkM#<-Jf(ert`n%5x!|s1Y9^(K~ad8I!rCe%|50JwBF&?c(rW+gfUV1HNxc9z(rqq{*a0-o&$v9Js1$oN`jXsti7wj zMc4k@5fJ7^HY-z$&k*}c{H0vf-f@R}#)R`m*9E&f@!Jo9A%40U42)tAWztN{Q z&@zgNTy6n_15(krkgnkXd;L&#u!5OFs>EbFr|=M>E{`yX^O;I@DjF zgXvRG>+h$5F(9{I?QCu~MPIZQhz-CMsJdJp&&b5uW|Cu>l3KcdbI{G01x9VTHv+H$ zjh2b$nabGiP4rvRQ;YT^9n+LS>7d>WT*d=dWYhT@z?ddRUrRnapolQSab6J&WJ6dJ zDkw!L`^w!{*F;}N>fl!|TqDnhv*uJ@%2$Tu@ZbR;0s@wCkeRgDAl;9epm-2Q%N`rR z6KK1vipeO*YH1>Ftz-up>-R#xS^Ca;5OA*y$^lWg*q`qkM}iR^&aD83Kz4^8(O|z+ zjQWkxA8)VOh)ikFpL?)b(*o{4&Lx4!THe=J*vMBRthq;&@|LkXeDeY`r`pw%_1y`S zeY`!u1n>i~mp9)tPO=G_K1?Jx7ybq~LV z7#yt5Q7XC12u{PcvmZ3X22`;U)(hr_NP5Z#RDpo~eZOcev1xj(hPs+2WIXOp%;4l>jUfK2Cw|j`gB0@J%T%dJCQrTyQDj&`&)NJ zcR?7_q1PeKq3R*mq2eL=q23|96)}t!#twS}V}q@xA{>%0Gy-TcFU)Ff|;@z05Ss89e7R2JeL-!3is}5{5ZB$q)Xl@k&C&`(m{*8Th!2B_NkL5!<9`6O C+?g!^ diff --git a/w2/zumz182b.ipynb b/w2/zumz182b.ipynb deleted file mode 100644 index fcf8848..0000000 --- a/w2/zumz182b.ipynb +++ /dev/null @@ -1,1921 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Uczenie maszynowe UMZ 2017/2018\n", - "# 2. Regresja logistyczna\n", - "### Część 2" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 2.5. Regresja wielomianowa" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Wybór cech" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Zadanie: przewidzieć cenę działki o kształcie prostokąta.\n", - "\n", - "Jakie cechy wybrać?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - " * $x_1$ – szerokość działki, $x_2$ – długość działki:\n", - "$$ h_{\\theta}(\\vec{x}) = \\theta_0 + \\theta_1 x_1 + \\theta_2 x_2 $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - " * $x_1$ – powierzchnia działki:\n", - "$$ h_{\\theta}(\\vec{x}) = \\theta_0 + \\theta_1 x_1 $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Regresja wielomianowa" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przydtne importy\n", - "\n", - "import ipywidgets as widgets\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przydatne funkcje\n", - "\n", - "# Wersja macierzowa funkcji kosztu\n", - "def cost(theta, X, y):\n", - " m = len(y)\n", - " J = 1.0 / (2.0 * m) * ((X * theta - y).T * (X * theta - y))\n", - " return J.item()\n", - "\n", - "# Wersja macierzowa gradientu funkcji kosztu\n", - "def gradient(theta, X, y):\n", - " return 1.0 / len(y) * (X.T * (X * theta - y)) \n", - "\n", - "# Algorytm gradientu prostego (wersja macierzowa)\n", - "def gradient_descent(fJ, fdJ, theta, X, y, alpha=0.1, eps=10**-5):\n", - " current_cost = fJ(theta, X, y)\n", - " logs = [[current_cost, theta]]\n", - " while True:\n", - " theta = theta - alpha * fdJ(theta, X, y)\n", - " current_cost, prev_cost = fJ(theta, X, y), current_cost\n", - " if abs(prev_cost - current_cost) > 10**15:\n", - " print('Algorithm does not converge!')\n", - " break\n", - " if abs(prev_cost - current_cost) <= eps:\n", - " break\n", - " logs.append([current_cost, theta]) \n", - " return theta, logs\n", - "\n", - "# Wykres danych (wersja macierzowa)\n", - "def plot_data(X, y, xlabel, ylabel): \n", - " fig = plt.figure(figsize=(16*.6, 9*.6))\n", - " ax = fig.add_subplot(111)\n", - " fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n", - " ax.scatter([X[:, 1]], [y], c='r', s=50, label='Dane')\n", - " \n", - " ax.set_xlabel(xlabel)\n", - " ax.set_ylabel(ylabel)\n", - " ax.margins(.05, .05)\n", - " plt.ylim(y.min() - 1, y.max() + 1)\n", - " plt.xlim(np.min(X[:, 1]) - 1, np.max(X[:, 1]) + 1)\n", - " return fig\n", - "\n", - "# Wykres funkcji fun\n", - "def plot_fun(fig, fun, X):\n", - " ax = fig.axes[0]\n", - " x0 = np.min(X[:, 1]) - 1.0\n", - " x1 = np.max(X[:, 1]) + 1.0\n", - " Arg = np.arange(x0, x1, 0.1)\n", - " Val = fun(Arg)\n", - " return ax.plot(Arg, Val, linewidth='2')" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wczytanie danych (mieszkania) przy pomocy biblioteki pandas\n", - "\n", - "alldata = pandas.read_csv('data_flats.tsv', header=0, sep='\\t',\n", - " usecols=['price', 'rooms', 'sqrMetres'])\n", - "data = np.matrix(alldata[['sqrMetres', 'price']])\n", - "\n", - "m, n_plus_1 = data.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data[:, 0:n]\n", - "Xn /= np.amax(Xn, axis=0)\n", - "Xn2 = np.power(Xn, 2) \n", - "Xn2 /= np.amax(Xn2, axis=0)\n", - "Xn3 = np.power(Xn, 3) \n", - "Xn3 /= np.amax(Xn3, axis=0)\n", - "\n", - "X = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n + 1)\n", - "X2 = np.matrix(np.concatenate((np.ones((m, 1)), Xn, Xn2), axis=1)).reshape(m, 2 * n + 1)\n", - "X3 = np.matrix(np.concatenate((np.ones((m, 1)), Xn, Xn2, Xn3), axis=1)).reshape(m, 3 * n + 1)\n", - "y = np.matrix(data[:, -1]).reshape(m, 1)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Postać ogólna regresji wielomianowej:\n", - "\n", - "$$ h_{\\theta}(x) = \\sum_{i=1}^{n} \\theta_i x^i $$" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "# Funkcja regresji wielomianowej\n", - "\n", - "def h_poly(Theta, x):\n", - " return sum(theta * np.power(x, i) for i, theta in enumerate(Theta.tolist()))\n", - "\n", - "def polynomial_regression(theta):\n", - " return lambda x: h_poly(theta, x)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Funkcja kwadratowa:\n", - "\n", - "$$ h_{\\theta}(x) = \\theta_0 + \\theta_1 x + \\theta_2 x^2 $$" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAFnCAYAAAA2ZPiEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiKeb/AUAiGDKbrPJlAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data(X2, y, xlabel='x', ylabel='y')\n", - "theta_start = np.matrix([0, 0, 0]).reshape(3, 1)\n", - "theta, logs = gradient_descent(cost, gradient, theta_start, X2, y)\n", - "plot_fun(fig, polynomial_regression(theta), X)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Funkcja sześcienna:\n", - "\n", - "$$ h_{\\theta}(x) = \\theta_0 + \\theta_1 x + \\theta_2 x^2 + \\theta_3 x^3 $$" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 397519.38046962]\n", - " [ -841341.14146733]\n", - " [ 2253713.97125102]\n", - " [ -244009.07081946]]\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAFnCAYAAAA2ZPiEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREksz/A7DOkj9lyGSTAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data(X3, y, xlabel='x', ylabel='y')\n", - "theta_start = np.matrix([0, 0, 0, 0]).reshape(4, 1)\n", - "theta, _ = gradient_descent(cost, gradient, theta_start, X3, y)\n", - "plot_fun(fig, polynomial_regression(theta), X)\n", - "\n", - "print(theta)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Regresję wielomianową można potraktować jako szczególny przypadek regresji liniowej wielu zmiennych:\n", - "\n", - "$$ h_{\\theta}(x) = \\theta_0 + \\theta_1 x + \\theta_2 x^2 + \\theta_3 x^3 $$\n", - "$$ x_1 = x, \\quad x_2 = x^2, \\quad x_3 = x^3, \\quad \\vec{x} = \\left[ \\begin{array}{ccc} x_0 \\\\ x_1 \\\\ x_2 \\end{array} \\right] $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Uwaga praktyczna: przyda się normalizacja cech, szczególnie skalowanie!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "W ten sposób możemy stosować również inne „pochodne” cechy, np.:\n", - "\n", - "$$ h_{\\theta}(x) = \\theta_0 + \\theta_1 x + \\theta_2 \\sqrt{x} $$\n", - "$$ x_1 = x, \\quad x_2 = \\sqrt{x}, \\quad \\vec{x} = \\left[ \\begin{array}{ccc} x_0 \\\\ x_1 \\end{array} \\right] $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Wielomianowa regresja logistyczna\n", - "\n", - "Podobne modyfikacje cech możemy również stosować dla regresji logistycznej." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def powerme(x1,x2,n):\n", - " X = []\n", - " for m in range(n+1):\n", - " for i in range(m+1):\n", - " X.append(np.multiply(np.power(x1,i),np.power(x2,(m-i))))\n", - " return np.hstack(X)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "matrix([[ 1. , 0.36596696, -0.11214686],\n", - " [ 0. , 0.4945305 , 0.47110656],\n", - " [ 0. , 0.70290604, -0.92257983],\n", - " [ 0. , 0.46658862, -0.62269739],\n", - " [ 0. , 0.87939462, -0.11408015],\n", - " [ 0. , -0.331185 , 0.84447667],\n", - " [ 0. , -0.54351701, 0.8851383 ],\n", - " [ 0. , 0.91979241, 0.41607012],\n", - " [ 0. , 0.28011742, 0.61431157],\n", - " [ 0. , 0.94754363, -0.78307311]])" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Wczytanie danych\n", - "import pandas\n", - "import numpy as np\n", - "\n", - "alldata = pandas.read_csv('polynomial_logistic.tsv', sep='\\t')\n", - "data = np.matrix(alldata)\n", - "\n", - "m, n_plus_1 = data.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data[:, 1:]\n", - "\n", - "Xpl = powerme(data[:, 1], data[:, 2], n)\n", - "Ypl = np.matrix(data[:, 0]).reshape(m, 1)\n", - "\n", - "data[:10]" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wykres danych (wersja macierzowa)\n", - "def plot_data_for_classification(X, Y, xlabel, ylabel): \n", - " fig = plt.figure(figsize=(16*.6, 9*.6))\n", - " ax = fig.add_subplot(111)\n", - " fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n", - " X = X.tolist()\n", - " Y = Y.tolist()\n", - " X1n = [x[1] for x, y in zip(X, Y) if y[0] == 0]\n", - " X1p = [x[1] for x, y in zip(X, Y) if y[0] == 1]\n", - " X2n = [x[2] for x, y in zip(X, Y) if y[0] == 0]\n", - " X2p = [x[2] for x, y in zip(X, Y) if y[0] == 1]\n", - " ax.scatter(X1n, X2n, c='r', marker='x', s=50, label='Dane')\n", - " ax.scatter(X1p, X2p, c='g', marker='o', s=50, label='Dane')\n", - " \n", - " ax.set_xlabel(xlabel)\n", - " ax.set_ylabel(ylabel)\n", - " ax.margins(.05, .05)\n", - " return fig" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAFpCAYAAAAcIhVtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(Xpl, Ypl, xlabel=r'$x_1$', ylabel=r'$x_2$')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Propozycja hipotezy:\n", - "\n", - "$$ h_\\theta(x) = g(\\theta^T x) = g(\\theta_0 + \\theta_1 x_1 + \\theta_2 x_2 + \\theta_3 x_3 + \\theta_4 x_4 + \\theta_5 x_5) \\; , $$\n", - "\n", - "gdzie $g$ – funkcja logistyczna, $x_3 = x_1^2$, $x_4 = x_2^2$, $x_5 = x_1 x_2$." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def safeSigmoid(x, eps=0):\n", - " y = 1.0/(1.0 + np.exp(-x))\n", - " if eps > 0:\n", - " y[y < eps] = eps\n", - " y[y > 1 - eps] = 1 - eps\n", - " return y\n", - "\n", - "def h(theta, X, eps=0.0):\n", - " return safeSigmoid(X*theta, eps)\n", - "\n", - "def J(h,theta,X,y, lamb=0):\n", - " m = len(y)\n", - " f = h(theta, X, eps=10**-7)\n", - " j = -np.sum(np.multiply(y, np.log(f)) + \n", - " np.multiply(1 - y, np.log(1 - f)), axis=0)/m\n", - " if lamb > 0:\n", - " j += lamb/(2*m) * np.sum(np.power(theta[1:],2))\n", - " return j\n", - "\n", - "def dJ(h,theta,X,y,lamb=0):\n", - " g = 1.0/y.shape[0]*(X.T*(h(theta,X)-y))\n", - " if lamb > 0:\n", - " g[1:] += lamb/float(y.shape[0]) * theta[1:] \n", - " return g\n", - "\n", - "def classifyBi(theta, X):\n", - " prob = h(theta, X)\n", - " return prob" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Metoda gradientu prostego dla regresji logistycznej\n", - "def GD(h, fJ, fdJ, theta, X, y, alpha=0.01, eps=10**-3, maxSteps=10000):\n", - " errorCurr = fJ(h, theta, X, y)\n", - " errors = [[errorCurr, theta]]\n", - " while True:\n", - " # oblicz nowe theta\n", - " theta = theta - alpha * fdJ(h, theta, X, y)\n", - " # raportuj poziom błędu\n", - " errorCurr, errorPrev = fJ(h, theta, X, y), errorCurr\n", - " # kryteria stopu\n", - " if abs(errorPrev - errorCurr) <= eps:\n", - " break\n", - " if len(errors) > maxSteps:\n", - " break\n", - " errors.append([errorCurr, theta]) \n", - " return theta, errors" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "theta = [[ 1.59558981]\n", - " [ 0.12602307]\n", - " [ 0.65718518]\n", - " [-5.26367581]\n", - " [ 1.96832544]\n", - " [-6.97946065]]\n" - ] - } - ], - "source": [ - "# Uruchomienie metody gradientu prostego dla regresji logistycznej\n", - "theta_start = np.matrix(np.zeros(Xpl.shape[1])).reshape(Xpl.shape[1],1)\n", - "theta, errors = GD(h, J, dJ, theta_start, Xpl, Ypl, \n", - " alpha=0.1, eps=10**-7, maxSteps=10000)\n", - "print(r'theta = {}'.format(theta))" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wykres granicy klas\n", - "def plot_decision_boundary(fig, theta, X):\n", - " ax = fig.axes[0]\n", - " xx, yy = np.meshgrid(np.arange(-1.0, 1.0, 0.02),\n", - " np.arange(-1.0, 1.0, 0.02))\n", - " l = len(xx.ravel())\n", - " C = powerme(xx.reshape(l, 1), yy.reshape(l, 1), n)\n", - " z = classifyBi(theta, C).reshape(int(np.sqrt(l)), int(np.sqrt(l)))\n", - "\n", - " plt.contour(xx, yy, z, levels=[0.5], lw=3);" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/pawel/.local/lib/python2.7/site-packages/matplotlib/contour.py:967: UserWarning: The following kwargs were not used by contour: 'lw'\n", - " s)\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAFpCAYAAAAcIhVtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnjGBkyRJ6hkTOEmSpJ75H6zqsn7OT0cUAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(Xpl, Ypl, xlabel=r'$x_1$', ylabel=r'$x_2$')\n", - "plot_decision_boundary(fig, theta, Xpl)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wczytanie danych\n", - "\n", - "alldata = pandas.read_csv('polynomial_logistic.tsv', sep='\\t')\n", - "data = np.matrix(alldata)\n", - "\n", - "m, n_plus_1 = data.shape\n", - "Xn = data[:, 1:]\n", - "\n", - "n = 10\n", - "Xpl = powerme(data[:, 1], data[:, 2], n)\n", - "Ypl = np.matrix(data[:, 0]).reshape(m, 1)\n", - "\n", - "theta_start = np.matrix(np.zeros(Xpl.shape[1])).reshape(Xpl.shape[1],1)\n", - "theta, errors = GD(h, J, dJ, theta_start, Xpl, Ypl, \n", - " alpha=0.1, eps=10**-7, maxSteps=10000)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAFpCAYAAAAcIhVtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngZMkSWoZEzhJkqSW+X9pjyk66TRzfgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Przykład dla większej liczby cech\n", - "fig = plot_data_for_classification(Xpl, Ypl, xlabel=r'$x_1$', ylabel=r'$x_2$')\n", - "plot_decision_boundary(fig, theta, Xpl)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 2.6. Problem nadmiernego dopasowania" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Obciążenie a wariancja" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Dane do prostego przykładu\n", - "\n", - "data = np.matrix([\n", - " [0.0, 0.0],\n", - " [0.5, 1.8],\n", - " [1.0, 4.8],\n", - " [1.6, 7.2],\n", - " [2.6, 8.8],\n", - " [3.0, 9.0],\n", - " ])\n", - "\n", - "m, n_plus_1 = data.shape\n", - "n = n_plus_1 - 1\n", - "Xn1 = data[:, 0:n]\n", - "Xn1 /= np.amax(Xn1, axis=0)\n", - "Xn2 = np.power(Xn1, 2) \n", - "Xn2 /= np.amax(Xn2, axis=0)\n", - "Xn3 = np.power(Xn1, 3) \n", - "Xn3 /= np.amax(Xn3, axis=0)\n", - "Xn4 = np.power(Xn1, 4) \n", - "Xn4 /= np.amax(Xn4, axis=0)\n", - "Xn5 = np.power(Xn1, 5) \n", - "Xn5 /= np.amax(Xn5, axis=0)\n", - "\n", - "X1 = np.matrix(np.concatenate((np.ones((m, 1)), Xn1), axis=1)).reshape(m, n + 1)\n", - "X2 = np.matrix(np.concatenate((np.ones((m, 1)), Xn1, Xn2), axis=1)).reshape(m, 2 * n + 1)\n", - "X5 = np.matrix(np.concatenate((np.ones((m, 1)), Xn1, Xn2, Xn3, Xn4, Xn5), axis=1)).reshape(m, 5 * n + 1)\n", - "y = np.matrix(data[:, -1]).reshape(m, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFoCAYAAADw0EcgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAFJlJREFUeJzt3X+s3fd91/HX23G7rvdebelqZVlb\naMBXLaV/0GGqbr1CVduJzKAGRuFm0tZ28hRAdOvwBCsDUWlCUCY0GGgMorR0QGlvlVUsDMMo7aph\nwaI4WaBNQnUvha6J08VlqLu5DNrsfvjjHM+eZyc3ie/7a9/zeEjWued7ju955+vjk6e/v26NMQIA\nQJ9DUw8AALBoBBgAQDMBBgDQTIABADQTYAAAzQQYAECzfQuwqvpgVT1RVZ+9aNlLquoTVbU5v71x\nv14fAOBatZ9bwD6U5NZLlr03ySfHGKtJPjm/DwCwUGo/L8RaVa9M8vNjjNfO738uyZvGGI9X1c1J\nPj3GeNW+DQAAcA3qPgbspjHG4/Ovv5TkpubXBwCY3OGpXniMMarqipvfquqOJHckydLS0h9+9atf\n3TYbAMBe3H///V8eYxx5tr+vO8B+rapuvmgX5BNXeuIY484kdybJsWPHxpkzZ7pmBADYk6r6wnP5\nfd27IO9J8s751+9M8nPNrw8AMLn9vAzFR5L85ySvqqpHq+pEkvcn+Y6q2kzy1vl9AICFsm+7IMcY\n332Fh96yX68JAHA9cCV8AIBmAgwAoJkAAwBoJsAAAJoJMACAZgIMAKCZAAMAaCbAAACaCTAAgGYC\nDACgmQADAGgmwAAAmgkwAIBmAgwAoJkAAwBoJsAAAJoJMACAZgIMAKCZAAMAaHZ46gEAOIC2t5ON\njWRzM1ldTdbXk5WVqaeCa4YAA+DqOn06OX482d1NdnaSpaXk5Mnk1KlkbW3q6eCaYBckAFfP9vYs\nvra3Z/GVzG7PL3/yyWnng2uEAAPg6tnYmG35upzd3dnjgAAD4Cra3Lyw5etSOzvJ1lbvPHCNEmAA\nXD2rq7Njvi5naSk5erR3HrhGCTCARbS9ndx1V/IjPzK73d6+Ot93fT05dIX/tRw6NHsccBYkwMLZ\nz7MUV1Zm3+fS73/o0Gz58vLV+W+A65wAA1gkF5+leN75Y7aOH0/Onn3+kbS2Nvs+GxuzY76OHp1t\n+RJf8NsEGMAi2ctZiidOPP/XWV6+Ot8HDijHgAEsEmcpwjVBgAEsEmcpwjVBgAEsEmcpwjVBgAEs\nkvNnKa6sXNgStrR0YbkD5aGFg/ABFo2zFGFyAgxgETlLESZlFyQAQDMBBgDQTIABADQTYAAAzQQY\nAEAzAQYA0EyAAQA0E2AAAM0EGABAMwEGANBMgAEANBNgAADNBBgAQLNJAqyq/lJVPVRVn62qj1TV\ni6aYAwBgCu0BVlUvS/KDSY6NMV6b5IYkt3fPAQAwlal2QR5O8vVVdTjJi5OcnWgOAIB27QE2xngs\nyd9N8qtJHk/ylTHGv7/0eVV1R1Wdqaoz586d6x4TAGDfTLEL8sYktyW5Jcm3JFmqqu+59HljjDvH\nGMfGGMeOHDnSPSYAwL6ZYhfkW5P8jzHGuTHG15J8PMm3TzAHAMAkpgiwX03yhqp6cVVVkrckeWSC\nOQAAJjHFMWD3Jrk7yQNJPjOf4c7uOQAApnJ4ihcdY7wvyfumeG0AgKm5Ej4AQDMBBgDQTIABADQT\nYAAAzQQYAEAzAQYA0EyAAQA0E2AAAM0EGABAMwEGANBMgAEANBNgAADNBBgAQLPDUw8AMKnt7WRj\nI9ncTFZXk/X1ZGVl6qmAA06AAYvr9Onk+PFkdzfZ2UmWlpKTJ5NTp5K1tamnAw4wuyCBxbS9PYuv\n7e1ZfCWz2/PLn3xy2vmAA02AAYtpY2O25etydndnjwPsEwEGLKbNzQtbvi61s5NsbfXOAywUAQYs\nptXV2TFfl7O0lBw92jsPsFAEGLCY1teTQ1f4CDx0aPY4wD4RYMBiWlmZne24snJhS9jS0oXly8vT\nzgccaC5DASyutbXk7NnZAfdbW7Pdjuvr4gvYdwIMWGzLy8mJE1NPASwYuyABAJoJMACAZgIMAKCZ\nAAMAaCbAAACaCTAAgGYCDACgmQADAGgmwAAAmgkwAIBmAgwAoJkAAwBoJsAAAJoJMACAZgIMAKCZ\nAAMAaCbAAACaCTAAgGYCDACgmQADAGgmwAAAmgkwAIBmAgwAoJkAAwBoNkmAVdU3VtXdVfXfquqR\nqvq2KeYAAJjC4Yle9yeT/Lsxxtur6oVJXjzRHAAA7doDrKq+IckfTfKuJBljfDXJV7vnAACYyhS7\nIG9Jci7JP62qX6mqu6pqaYI5AAAmMUWAHU7yrUl+eozxuiQ7Sd576ZOq6o6qOlNVZ86dO9c9IwDA\nvpkiwB5N8ugY4975/bszC7LfYYxx5xjj2Bjj2JEjR1oHBADYT+0BNsb4UpIvVtWr5ovekuTh7jkA\nAKYy1VmQP5Dkw/MzID+f5PsmmgMAoN0kATbGeDDJsSleGwBgaq6EDwDQTIABADQTYAAAzQQYAEAz\nAQYA0EyAAQA0E2AAAM0EGABAMwEGANBMgAEANBNgAADNBBgAQDMBBgDQTIABADQTYAAAzQQYAEAz\nAQYA0EyAAQA0E2AAAM0EGABAMwEGANBMgAEANBNgAADNBBgAQDMBBgDQ7PDUAwALZns72dhINjeT\n1dVkfT1ZWZl6KoBWAgzoc/p0cvx4srub7OwkS0vJyZPJqVPJ2trU0wG0sQsS6LG9PYuv7e1ZfCWz\n2/PLn3xy2vkAGgkwoMfGxmzL1+Xs7s4eB1gQAgzosbl5YcvXpXZ2kq2t3nkAJiTAgB6rq7Njvi5n\naSk5erR3HoAJCTCgx/p6cugKHzmHDs0eB1gQAgzosbIyO9txZeXClrClpQvLl5ennQ+gkctQAH3W\n1pKzZ2cH3G9tzXY7rq+LL2DhCDCg1/JycuLE1FMATMouSACAZs8YYFX1A1V1Y8cwAACLYC9bwG5K\ncl9Vfayqbq2q2u+hAAAOsmcMsDHGX0+ymuQDSd6VZLOq/lZV/f59ng0A4EDa0zFgY4yR5EvzX08l\nuTHJ3VX14/s4GwDAgfSMZ0FW1XuSvCPJl5PcleQvjzG+VlWHkmwm+Sv7OyIAwMGyl8tQvCTJd40x\nvnDxwjHGblX9if0ZCwDg4HrGABtjvO9pHnvk6o4DAHDwuQ4YAEAzAQYA0EyAAQA0E2AAAM0EGABA\ns8kCrKpuqKpfqaqfn2oGAIApTLkF7D1JXMYCAFg4kwRYVb08yR/P7Mr6AAALZaotYH8/sx9htHul\nJ1TVHVV1pqrOnDt3rm8yAIB91h5g8x9f9MQY4/6ne94Y484xxrExxrEjR440TQcAsP+m2AL2xiRv\nq6r/meSjSd5cVf9igjkAACbRHmBjjL86xnj5GOOVSW5P8qkxxvd0zwEAMBXXAQMAaHZ4yhcfY3w6\nyaennAEAoJstYAAAzQQYAEAzAQYA0EyAAQA0E2AAAM0EGABAMwEGANBMgAEANBNgAADNBBgAQDMB\nBgDQTIABADQTYAAAzQQYAEAzAQYA0EyAAQA0E2AAAM0EGABAMwEGANBMgAEANBNgAADNBBgAQDMB\nBgDQTIABADQTYAAAzQQYAEAzAQYA0EyAAQA0E2AAAM0EGABAMwEGANBMgAEANBNgAADNBBgAQDMB\nBgDQTIABADQTYAAAzQQYAEAzAQYA0EyAAQA0E2AAAM0EGABAMwEGANBMgAEANBNgAADNBBgAQDMB\nBgDQrD3AquoVVfWLVfVwVT1UVe/pngEAYEqHJ3jNp5L88BjjgapaSXJ/VX1ijPHwBLMAALRr3wI2\nxnh8jPHA/OvtJI8keVn3HAAAU5n0GLCqemWS1yW5d8o5AAA6TRZgVbWc5GeT/NAY4zcu8/gdVXWm\nqs6cO3euf0AAgH0ySYBV1Qsyi68PjzE+frnnjDHuHGMcG2McO3LkSO+AAAD7qP0g/KqqJB9I8sgY\n4ye6Xx9Isr2dbGwkm5vJ6mqyvp6srEw9FcDCmOIsyDcm+d4kn6mqB+fLfnSMcWqCWWDxnD6dHD+e\n7O4mOzvJ0lJy8mRy6lSytjb1dAALoT3Axhink1T36wKZbfk6fnx2e97Ozuz2+PHk7NlkeXma2QAW\niCvhwyLZ2Jht+bqc3d3Z4wDsOwEGi2Rz88IWr0vt7CRbW73zACwoAQaLZHV1dszX5SwtJUeP9s4D\nsKAEGCyS9fXk0BX+2h86NHscgH0nwGCRrKzMznZcWbmwJWxp6cJyB+ADtJjiMhTAlNbWZmc7bmzM\njvk6enS25Ut8AbQRYLCIlpeTEyemngJgYdkFCQDQTIABADQTYAAAzQQYAEAzAQYA0EyAAQA0E2AA\nAM0EGABAMwEGANBMgAEANBNgAADNBBgAQDMBBgDQTIABADQTYAAAzQQYAEAzAQYA0EyAAQA0E2AA\nAM0EGABAMwEGANBMgAEANBNgAADNBBgAQDMBBgDQTIABADQTYAAAzQQYAEAzAQYA0EyAAQA0E2AA\nAM0EGABAMwEGANBMgAEANBNgAADNBBgAQDMBBgDQTIABADQTYAAAzQQYAEAzAQYA0OzwFC9aVbcm\n+ckkNyS5a4zx/inmgEltbycbG8nmZrK6mqyvJysrU08FQIP2AKuqG5L8VJLvSPJokvuq6p4xxsPd\ns8BkTp9Ojh9PdneTnZ1kaSk5eTI5dSpZW5t6OgD22RS7IF+fZGuM8fkxxleTfDTJbRPMAdPY3p7F\n1/b2LL6S2e355U8+Oe18AOy7KQLsZUm+eNH9R+fLYDFsbMy2fF3O7u7scQAOtGv2IPyquqOqzlTV\nmXPnzk09Dlw9m5sXtnxdamcn2drqnQeAdlME2GNJXnHR/ZfPl/0OY4w7xxjHxhjHjhw50jYc7LvV\n1dkxX5eztJQcPdo7DwDtpgiw+5KsVtUtVfXCJLcnuWeCOWAa6+vJoSv81Tt0aPY4AAdae4CNMZ5K\n8u4kv5DkkSQfG2M81D0HTGZlZXa248rKhS1hS0sXli8vTzsfAPtukuuAjTFOJTk1xWvDNWFtLTl7\ndnbA/dbWbLfj+rr4AlgQkwQYkFlsnTgx9RQATOCaPQsSAOCgEmAAAM0EGABAMwEGANBMgAEANBNg\nAADNBBgAQDMBBgDQTIABADQTYAAAzQQYAEAzAQYA0EyAAQA0E2AAAM0EGABAMwEGANBMgAEANBNg\nAADNBBgAQDMBBgDQTIABADQTYAAAzWqMMfUMz6iqtpN8buo5FshLk3x56iEWiPXdy/ruZX33s857\nvWqMsfJsf9Ph/ZhkH3xujHFs6iEWRVWdsb77WN+9rO9e1nc/67xXVZ15Lr/PLkgAgGYCDACg2fUS\nYHdOPcCCsb57Wd+9rO9e1nc/67zXc1rf18VB+AAAB8n1sgUMAODAuCYDrKr+TFU9VFW7VXXFMzmq\n6taq+lxVbVXVeztnPEiq6iVV9Ymq2pzf3niF5/1WVT04/3VP95zXu2d6v1bV11XVxvzxe6vqlf1T\nHhx7WN/vqqpzF72nv3+KOQ+KqvpgVT1RVZ+9wuNVVf9g/ufxX6vqW7tnPEj2sL7fVFVfuej9/Te6\nZzxIquoVVfWLVfXwvE/ec5nnPKv3+DUZYEk+m+S7kvzSlZ5QVTck+akk35nkNUm+u6pe0zPegfPe\nJJ8cY6wm+eT8/uX85hjjD81/va1vvOvfHt+vJ5L87zHG0SR/L8nf6Z3y4HgWnw8bF72n72od8uD5\nUJJbn+bx70yyOv91R5KfbpjpIPtQnn59J8l/vOj9/WMNMx1kTyX54THGa5K8IclfvMxnyrN6j1+T\nATbGeGSM8UwXXn19kq0xxufHGF9N8tEkt+3/dAfSbUl+Zv71zyT5kxPOclDt5f168Z/D3UneUlXV\nOONB4vOh2Rjjl5L8+tM85bYk/2zM/HKSb6yqm3umO3j2sL65isYYj48xHph/vZ3kkSQvu+Rpz+o9\nfk0G2B69LMkXL7r/aH73ymBvbhpjPD7/+ktJbrrC815UVWeq6perSqQ9O3t5v/72c8YYTyX5SpJv\napnu4Nnr58Ofnu8quLuqXtEz2sLymd3v26rqv1TVv62qPzj1MAfF/PCQ1yW595KHntV7fLIr4VfV\nf0jyzZd56K+NMX6ue56D7unW98V3xhijqq50auzvHWM8VlW/L8mnquozY4z/frVnhSb/OslHxhj/\nr6r+XGZbH9888UxwtTyQ2Wf2k1V1PMm/ymzXGM9DVS0n+dkkPzTG+I3n870mC7Axxluf57d4LMnF\n/2J9+XwZl/F067uqfq2qbh5jPD7fXPrEFb7HY/Pbz1fVpzP7F4AA25u9vF/PP+fRqjqc5BuS/K+e\n8Q6cZ1zfY4yL1+1dSX68Ya5F5jO70cVxMMY4VVX/qKpeOsbwMyKfo6p6QWbx9eExxscv85Rn9R6/\nnndB3pdktapuqaoXJrk9iTPznpt7krxz/vU7k/yuLZBVdWNVfd3865cmeWOSh9smvP7t5f168Z/D\n25N8arhQ33P1jOv7kmMz3pbZMR3sn3uSvGN+ptgbknzlokMfuMqq6pvPH0NaVa/P7P/3/kH3HM3X\n5QeSPDLG+IkrPO1ZvcevyR/GXVV/Ksk/THIkyb+pqgfHGH+sqr4lyV1jjONjjKeq6t1JfiHJDUk+\nOMZ4aMKxr2fvT/KxqjqR5AtJ/myS1OwSIH9+jPH9Sf5Akn9SVbuZ/UV+/xhDgO3Rld6vVfVjSc6M\nMe7J7C/3P6+qrcwOrr19uomvb3tc3z9YVW/L7OymX0/yrskGPgCq6iNJ3pTkpVX1aJL3JXlBkowx\n/nGSU0mOJ9lK8n+SfN80kx4Me1jfb0/yF6rqqSS/meR2/6B7Xt6Y5HuTfKaqHpwv+9Ekvyd5bu9x\nV8IHAGh2Pe+CBAC4LgkwAIBmAgwAoJkAAwBoJsAAAJoJMACAZgIMAKCZAAMWQlX9kfkP3n5RVS1V\n1UNV9dqp5wIWkwuxAgujqv5mkhcl+fokj44x/vbEIwELSoABC2P+cyHvS/J/k3z7GOO3Jh4JWFB2\nQQKL5JuSLCdZyWxLGMAkbAEDFkZV3ZPko0luSXLzGOPdE48ELKjDUw8A0KGq3pHka2OMf1lVNyT5\nT1X15jHGp6aeDVg8toABADRzDBgAQDMBBgDQTIABADQTYAAAzQQYAEAzAQYA0EyAAQA0E2AAAM3+\nP+LW5Zyqu4/aAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data(X1, y, xlabel='x', ylabel='y')" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFoCAYAAADw0EcgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data(X1, y, xlabel='x', ylabel='y')\n", - "theta_start = np.matrix([0, 0]).reshape(2, 1)\n", - "theta, _ = gradient_descent(cost, gradient, theta_start, X1, y, eps=0.00001)\n", - "plot_fun(fig, polynomial_regression(theta), X1)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Ten model ma duże **obciążenie** (**błąd systematyczny**, _bias_) – zachodzi **niedostateczne dopasowanie** (_underfitting_)." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFoCAYAAADw0EcgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3Xd81dXh//H3uZlkAAmEAGGEEKYg\nAmGKglvRuhWtixa/WqvVLltr/bXf77etWvut1ipq3bOKqy5wCyKoQED2SiCMsBJWFmTde35/3DBU\n0BCSz7nj9Xw88khy703y5uPN9Z3zOZ9zjLVWAAAA8I7PdQAAAIBoQwEDAADwGAUMAADAYxQwAAAA\nj1HAAAAAPEYBAwAA8FiLFTBjzJPGmBJjzNKDbks3xnxojCloeJ/WUj8fAAAgVLXkCNjTks78xm23\nSfrYWttL0scNnwMAAEQV05ILsRpjsiW9Y60d0PD5KknjrLVbjDGdJM2w1vZpsQAAAAAhyOs5YJnW\n2i0NH2+VlOnxzwcAAHAu1tUPttZaY8xhh9+MMddJuk6SkpOTh/bt29ezbAAAAI0xf/787dbajCP9\nOq8L2DZjTKeDTkGWHO6B1tpHJT0qSXl5eTY/P9+rjAAAAI1ijFnflK/z+hTkW5Kuafj4Gklvevzz\nAQAAnGvJZShelPSFpD7GmGJjzCRJd0s6zRhTIOnUhs8BAACiSoudgrTWXn6Yu05pqZ8JAAAQDlgJ\nHwAAwGMUMAAAAI9RwAAAADxGAQMAAPAYBQwAAMBjFDAAAACPUcAAAAA8RgEDAADwGAUMAADAYxQw\nAAAAj1HAAAAAPEYBAwAA8BgFDAAAwGMUMAAAAI9RwAAAADxGAQMAAPAYBQwAAMBjFDAAAACPxboO\nAACIHtZa1fmtav0B1dYf9Ob3q+Zrn3/945r6gDJbJ2pwt7ZqnRjn+p8BHDUKGACgWW2vrNHMxRs1\n45OF+qpC2hsbr5rYeNX4rer8AVnb9O9tjNQnM1VDu6dpaPc05XVPV9f0VjLGNN8/APAABQwAcFT8\nAauFG3dpxqpSfbq6VIuLyxruaSUZSX5Jfv/+x8f4jOJjfIqP9SkhNvg+Ptan+Jhvfx78OEZxPqOi\nHVVauqlMK7dWaOXWCr0wZ4MkKSM1QUO7pSkvO01DuqdpQOc2io9lhg1CGwUMAHDESiqqNXP1ds1Y\nVaLPCrarbG/d/vvi62s1csMSjVs7X8evX6S0vWVKqK9TfFKi4tcVKaZ1apN/bnWdX0s2lSl/3S7N\nX79L89fvVGlFjd5btlXvLdsqSUqI9WlQl7Ya0j1NeQ0jZWnJ8Uf9bwaaEwUMAPC96v0BfbVxt2as\nKtGMVaVatrn8a/dnt0vSuD4dNLZogUb+8Ra1Ktv17W8SK+mVl6VJk5qcIzEuRsOy0zUsO11ScE5Z\n0fYq5a/fpfnrdmn+hl0qLKnU3HU7NXfdzv1fl5ORrLyGU5bDe6Qru31ykzMAzYECBgA4pG3l1fq0\n4bTiZwWlKq+u339fYpxPo3LaaWzvDI3r0+FAofnts9KhypckVVVJhYXNmtEYo5yMFOVkpOjSvK6S\npF1Vtfpq4y7lr9ul/PW7tGjjbq0trdLa0iq9nF8sSRrXJ0M/OzlXQ7unN2seoLEoYACA/fbU1uvp\nz9fp7UVbtGLL10e5ctona2yfYOEa0SNdiXEx3/4GvXpJycnBsvVNyclSbm4LJT8gLTleJ/fN1Ml9\nMyVJtfUBLd9Svv+U5YxVpfvfRuW0089OydWonHZM5IenjD2ay1E8kpeXZ/Pz813HAIDIUVEhTZki\nFRRIvXqp7uJLNGXlbv3jowJtr6yRJLWKi9Honu00rk+GxvbuoG7tkhr3fbOygu+/KTVV2rxZSklp\n5n/MkdlVVasnZxfp6dnrVFETHNUb2j1NN52cq3G9MyhiOCLGmPnW2rwj/joKGABEmVmzpPHjpUBA\ntqpK7x17kv428nKtTessSRrUta1uOSVXo3u2P/Qo1xF8f1VVBUe+fD5p2jRpzJhm/sc0XdneOj37\n+To9MbtIu/cELyIYmNVGN52cq9P6Zcrno4jh+1HAAADf76ARqjldjtFdJ/1ICzv3lST12L1Ft046\nRWflZR/9KFBlZXCErbAweNpxwgTnI1+HU1VTr+e/XK/HPlur7ZW1kqS+HVN140m5Gj+wk2IoYvgO\nFDAAwPd7/HGt+t+/66/DL9UnucMlSe0rd+mW2f/WZWtmK+6+e4/qKsVwVl3n10tzN+iRT9dqa3m1\npODVkzeOy9W5x3VWXAxri+HbmlrAmIQPAFFi8+69urfA6LXL75E1PiXX7NF1c1/XtfPeUHJdsHA0\n91WK4SQxLkYTj++hy0d002vzN+mhGYVaW1qlX72ySP/4eLVuGJuri4ZmKSG2CadlgW9gBAwAIlzZ\nnjo9NKNQT32+TrX1AcX663XFwnf1s89fUvs9ZQcemJws3X9/1I6AfVOdP6A3F27WQ9MLtXZ78KrO\nTm0Sdf2JObpseLemzY9DxOEUJADga6rr/Hrm83WaPL1w/xpe5/TP0K23/1DdN6359heEyFWKocYf\nsJq6ZIsmf1KoVduCV3e2T0nQdSf20JUjuyspnpNJ0YwCBgCQFCwMry8o1n0frtbmsuCpxdE92+m2\ns/rq2C5tw+YqxVATCFh9uGKbHvikQEs3BddI694uSZN/OEQDsto4TgdXKGAAEOWstZq+qkR/fXfV\n/pGafp1a67az+urEXu2/fmVjGF2lGGqstZqxulR/fXelVm6tUHyMT7eP76trRjfD1aMIOxQwAIhi\n67ZX6bevLdacouD+h1ltW+nXZ/TWeYOyWM+qhVTX+fWXqSv03JfrJUlnHJOpey4apDZJcY6TwUsU\nMACIUtNXleiWF79SeXW92ibF6aaTcnXlyO5MEvfItCVb9NtXF6uipl5ZbVvpgR8O1pBuaa5jwSNN\nLWAsagIAYcpaq8nTC/Xjp+epvLpep/bL1Ke/PknXnpBD+fLQ+IGdNPXmEzSoSxtt2r1Xlz7yhR6d\nuUaBQOgPcMAdChgAhKHKmnrd8PwC/e39VbJW+sWpvfXoVUM5/eVIt3ZJeuUno3XtmB6qD1jdOW2l\nJj0zTzural1HQ4iigAFAmCnaXqULJs/We8u2KjUhVk9ck6dbTu3FXC/H4mN9uuOc/nr86jy1TYrT\n9FWlOuv+mZqzdofraAhBFDAACCOfrNymcx+cpYKSSuV2SNGbNx2vU/pluo6Fg5zaP1PTbj5Bed3T\ntK28Rpc/9qUe+LhAfk5J4iAUMAAIA4GA1T8/LtCkZ/JVUV2vM47J1Bs3Hq+cDJaOCEWd27bSS9eN\n1I0n9ZSV9PcPV+vqJ+eopKLadTSECAoYAIS4iuo6Xf/8fN374WpJ0q1n9NHDVwxVSgIrsIey2Bif\nbj2jr5750XC1T4nX7MIdGn//Z/qsoNR1NIQAChgAhLDCkkqdP3m2Ply+TamJsXrymmG68aRc5nuF\nkRN7Z2jazSdodM922l5Zq6ufnKv/e3+V6v0B19HgEAUMAELUh8u36fzJs7WmtEq9M1P09k1jdFLf\nDq5joQk6tE7Uc5NG6Ben9paR9OD0Ql3+2JfaUrbXdTQ4QgEDgBATCFjd9+Fq/dez+aqsqdf4gR31\nn58er+z2ya6j4SjE+IxuObWXXrh2pDqkJmjeul0af/9n+mTlNtfR4AAFDABCSHl1na57Ll/3f1wg\nY6TfnNlHk384RMnM94oYo3q207u3nKCxvTO0a0+dfvx0vv4ydTlXSUYZChgAhIjCkgqd/+BsfbSi\nRK0TY/XUxGH66bhcNniOQO1SEvTUxGG67ay+ivEZPfZZkW59dRElLIrwJxUAhID3l23VL6csVFWt\nX307pupfVw1V93accoxkPp/RT8b21KAubTXpmXl6fcEmSdLfLh6kGC6yiHhORsCMMb8wxiwzxiw1\nxrxojEl0kQMAXAsErP7+wSpd/9x8VdX6dfaxnfT6T0dTvqLIqJ7t9NTEYUqKj9HrCzYxEhYlPC9g\nxpgsSTdLyrPWDpAUI+kyr3MAgGt1/oBu/PcCPfBJoXxG+t1ZffXg5YOVFM/JiWgzIocSFm1czQGL\nldTKGBMrKUnSZkc5AMAJf8Dq168s0rtLt6p1Yqye+fFwXT+2J/O9otiInHZ6+kfDD5SwVyhhkczz\nAmat3STp/yRtkLRFUpm19oNvPs4Yc50xJt8Yk19ayqrBACKHtVZ3vLFUby7crOT4GD3z4+E6oVeG\n61gIAcN7pB8oYV9RwiKZi1OQaZLOk9RDUmdJycaYK7/5OGvto9baPGttXkYGL0wAIoO1VndOW6EX\n525QQqxPj18zTIO7pbmOhRBCCYsOLk5BniqpyFpbaq2tk/S6pNEOcgCA5+7/uECPfVakuBijR64c\nqlE927mOhBBECYt8LgrYBkkjjTFJJjjZ4RRJKxzkAABPPf7ZWv3jowL5jHT/ZYPZVgjfiRIW2VzM\nAZsj6VVJCyQtacjwqNc5AMBL/56zQX+eGvxb856LB2n8wE6OEyEcDO+Rrmd+fKCE/ZoSFjGcXAVp\nrf2jtbavtXaAtfYqa22NixwA4IU3F27S799YIkn6n3OP0cVDuzhOhHAyLPtACfsPJSxisBURALSg\nD5Zt1S9fXiRrpVvP6KNrRme7joQwRAmLPBQwAGghnxWU6qZ/fyV/wOqn43rqxpNyXUdCGNtXwpIp\nYRGBAgYALWDeup267tn5qvUHNHF0tm49o4/rSIgAw7LT9TQlLCJQwACgmS3dVKYfPzVPe+v8unho\nF/3hnP6scI9m880S9quXF1LCwhAFDACaUcG2Cl31xBxV1NTr7IGd9NeLjpXPR/lC8zr4dOQbCzdT\nwsIQBQwAmsn6HVW64vE52rWnTif1ydB9E45TDOULLSSPEhbWKGAA0Ay2lO3VDx+bo5KKGo3MSdfD\nVw5VfCwvsWhZlLDwxasDAByl7ZU1uuLxOdq0e6+O69pWj18zTIlxMa5jIUp8s4T94c2lriOhEShg\nAHAUyvbU6aon5mptaZX6dkzVMz8arpSEWNexEGX2lbD4WJ9emLNBL87d4DoSvgcFDACaqLKmXhOf\nnqsVW8qV0z5Zz00aoTZJca5jIUrlZafrrgsGSpL++OYyLdiwy3EifBcKGAA0QXWdX//1TL6+2rBb\nWW1b6flrRygjNcF1LES5i4Z20cTR2ar1B3TD8/NVUlHtOhIOgwIGAEeozh/QT19YoC/W7lBGaoJe\nuHaEOrdt5ToWIEn6/dn9NDw7XdvKa3TjCwtUWx9wHQmHQAEDgCN0z3sr9cnKEqUlxemFa0cou32y\n60jAfnExPk2+Yog6tk7UvHW79Oepy11HwiFQwABEt4oK6fHHpd/+Nvi+ouI7H/7e0q167LMixfiM\nHr06T70zUz0KCjReRmqCHr5yiOJjfHr2i/V6JX+j60j4BgoYgOg1a5aUlSX9/OfSPfcE32dlBW8/\nhPU7qnTrK4skSbed2VfDstO9TAsckcHd0vSn84+RJP3+jaVaXLzbcSIcjAIGIDpVVEjjxwffV1UF\nb6uqOnB7ZeXXHl5d59dPX1igipp6nd4/U9ee0MNBaODITBjWTVeM6Kba+oB+8tx8ba+scR0JDShg\nAKLTlClS4DCTkwOB4P0H+Z+3l2vZ5nJ1S0/S3y4ZxObaCBt//MExGto9TZvLqnXjCwtU52dSfiig\ngAGITgUFB0a+vqmqSios3P/p6wuK9eLcDYqP9emhK4aoTSvW+kL42Pe8zUhN0Jyinbpr2krXkSAK\nGIBo1auXlHyYqxeTk6XcXEnS6m0V+v1/glu7/PcPjtGArDZeJQSaTWbrRD18xRDFxRg9ObtI//mq\n2HWkqEcBAxCdJkyQfId5CfT5pAkTVFVTrxuen6+9dX5dODhLlw/v6m1GoBnlZafrjz8ITsq/7bUl\nWrqpzHGi6EYBAxCdUlOladOC7/eNhCUn77/dJifrd68v0ZrSKvXOTNGfLxjAvC+EvStGdNOEvK6q\nqQ/o+ufma2dVretIUYsdYwFErzFjpM2bgxPuCwuDpx0nTJBSUvT8l+v11qLNSoqP0UNXDFFSPC+X\nCH/GGP3Pecdo5bYKLdq4Wz97cYGe+dFwxcYwHuM1Y611neF75eXl2fz8fNcxAESJxcW7dfHDX6jW\nH9A/Lx+scwd1dh0JaFZbyvbqBw/M0vbKWl1/Yo5+N76f60hhyxgz31qbd6RfR+UFgIOU7anTT19Y\noFp/QFeN7E75QkTq1KaVJv9wiGJ9Rv+auVZvL9rsOlLUoYABQINAwOpXryxU8a69OrZLG91xDqMC\niFwjctrpjrODz/HfvLpYK7aUO04UXShgANDg0c/W6qMVJWqdGKvJPxyihNgY15GAFnXN6GxdOCRL\ne+v8uv65+dq9h0n5XqGAAYCkOWt36G/vr5Ik3XvpceqanuQ4EdDyjDG684KBGpDVWht27tHNLy2U\nPxD6c8MjAQUMQNQrrajRz178Sv6A1U/G9tSp/TNdRwI8kxgXo0euHKr05HjNXF2qv3+wynWkqEAB\nAxDV/AGrm1/8SiUVNRreI12/Pr2360iA57qkJenBywfLZ6SHZqzRtCVbXEeKeBQwAFHtvg9X64u1\nO9Q+JV4PXj6Y9ZAQtUbnttftDctR/PqVRVq9rcJxosjGKw2AqDV9VYkenF4on5H+eflgdWid6DoS\n4NSkMT107qDO2lMbnJS/p7bedaSIRQEDEJU27d6rX0xZKEn65Wm9Nbpne8eJAPeMMfrrRceqT2aq\nirZX6Z73mA/WUihgAKJObX1AN76wQLv31Glcnwz9dFyu60hAyGgVH6O/XzpIMT6jZ75Yp7lFO11H\nikgUMABR585pK7Rw4251bpOo+y49Tj4fm2wDBxuQ1UY3jO0pa6XfvLpIe2v9riNFHAoYgKgydfEW\nPf35OsXFGE2+YojSkuNdRwJC0s9OyVXvzBSt27GHpSlaAAUMQNRYW1qp3762WJJ0+/h+GtwtzXEi\nIHQlxMbobxcPks9IT8wu0vz1u1xHiigUMABRwR+w+sWUhaqsqdfZAztp4uhs15GAkDeoa1tdd2Lw\nVOStry5SdR2nIpsLBQxAVHj683VaVFymjq0TdddFA2UM876Axvj5qb3UMyNZa0urdN9Hq13HiRgU\nMAARr3jXgTksfzp/gFonxjlOBISPxLgY/e2S4KnIx2au1cKNu11HiggUMAARzVqrO95Yqj21fp09\nsJNOY59H4IgN6ZamSWN6KGClW19ZpJp6TkUeLQoYgIj21qLNmrGqVK0TY/XHc/u7jgOErV+d3kc9\n2ieroKRSD3xc6DpO2KOAAYhYu6pq9b9vL5ck/f7sfuqQylZDQFMlxsXonouPlTHSw5+u0ZLiMteR\nwhoFDEDE+vPUFdpRVauROem6NK+r6zhA2BuWna6Jo7PlD1jd+uoi1dYHXEcKWxQwABFpVsF2vbag\nWPGxPt114bFc9Qg0k1vP6KNu6UlaubVCk6dzKrKpKGAAIs7eWr9u/88SSdItp/RSj/bJjhMBkSMp\nPlb3XHysJGny9EIt31zuOFF4ooABiDj/+Gi1Nuzco74dU3XdiTmu4wARZ2ROO109qrvqA1a/fmWR\n6vycijxSFDAAEWXppjI9PqtIxkh3X3Ss4mJ4mQNawm/P7Ksuaa20fEu5HpmxxnWcsOPklckY09YY\n86oxZqUxZoUxZpSLHAAiS70/oNteXyx/wGri6Gwd17Wt60hAxEpOiNVfLwqeivznJwVatbXCcaLw\n4upPw/slvWet7StpkKQVjnIAiCBPzi7S0k3lymrbSr8+vY/rOEDEOz63vX44opvq/MGrIus5Fdlo\nnhcwY0wbSSdKekKSrLW11lr2NQBwVDbs2KN7PwzuU/fnCwYoOSHWcSIgOvzurL7q3CZRi4vL9Ohn\na13HCRsuRsB6SCqV9JQx5itjzOPGGC5RAtBk1lr9/o0lqq4L6NxBnXVSnw6uIwFRIzUxTnc1nIr8\nx4cFKizhVGRjuChgsZKGSHrYWjtYUpWk2775IGPMdcaYfGNMfmlpqdcZAYSR1xds0mcF29U2KU5/\n+AHbDQFeG9s7QxPyuqrWH9CtrwbnYeK7uShgxZKKrbVzGj5/VcFC9jXW2kettXnW2ryMjAxPAwII\nHzsqa/TnqcHthu44u7/apyQ4TgREp9+f008dWyfqqw279eSsItdxQp7nBcxau1XSRmPMvhmyp0ha\n7nUOAJHhT+8s1649dRqT214XDclyHQeIWq0T43TXhQMlSf/3wSqtLa10nCi0uboK8meSXjDGLJZ0\nnKQ7HeUAEMZmrCrRGws3KzHOp79cMIDthgDHTurbQRcN6aKa+oB+w6nI7+SkgFlrFzacXjzWWnu+\ntXaXixwAwldVTb1+/5+lkqRfnNpb3dtxLQ8QCv5wTn91SE1Q/vpdeubzda7jhCyWiAYQlu79cLU2\n7d6rYzq31qQxPVzHAdCgTVKc/nJB8FTkPe+v1LrtVY4ThSYKGICws2jjbj01u0g+I9194bGKZbsh\nIKSc1j9T5x3XWdV1Af3mtcUKcCryW3jVAhBW6vwB/fa1xQpYadKYHhrYpY3rSAAO4b9/cIzap8Rr\nbtFOvThvg+s4IYcCBiCsPPbZWq3cWqGu6a30i9N6u44D4DDSkuP13+ceI0m694PVKq+uc5wotFDA\nAISNou1Vuv+jAknSnRcMVFI82w0BoezsgZ00PDtdO6pqNfmTQtdxQgoFDEBYsNbq9teXqKY+oAsH\nZ+mEXizQDIQ6Y4zuOKefJOmp2eu0Yccex4lCBwUMQFh4Jb9YX6zdofTkeN1xDtsNAeHi2C5tdeHg\nLNX6A7r7vRWu44QMChiAkFdaUaO/TAu+cP/hnP5KT453nAjAkbj1zD5KjPNp2pKtmlu003WckEAB\nAxDy/uftZSrbW6cTe2fovOM6u44D4Ah1atNK15/YU5L056nLWZZCFDAAIe7zNdv1zuItahUXo7+c\nz3ZDQLi6fmyOMlsnaHFxmd5YuMl1HOcoYABCViBgdde0lZKkn47rqa7pSY4TAWiqpPhY3XpGX0nS\nPe+t0p7aeseJ3KKAAQhZby/erCWbypTZOkHXnpDjOg6Ao3Th4CwNyGqtreXVemxmkes4TlHAAISk\nmnq//vb+KknSL0/rrVbxMY4TAThaPp/R/zs7eBXzI5+u0dayaseJ3KGAAQhJz32xXsW79qp3Zoou\nHtrVdRwAzWRETjudeUxH7a078EdWNKKAAQg5ZXvq9EDDqtm/O6ufYnxMvAciye/G91VcjNFrC4q1\npLjMdRwnKGAAQs5DMwpVtrdOo3LaaVwfVrwHIk33dsmaODpbkvSnqctlbfQtS0EBAxBSinft0VOf\nr5Mk3T6+H8tOABHqppN7KT05XnOLdur9ZVtdx/EcBQxASPn7B6tVWx/Qecd11sAubVzHAdBC2rSK\n0y9O7SVJunPaStXU+x0n8hYFDEDIWLqpTP/5apPiY3z69el9XMcB0MIuH95NuR1StGHnHj37+XrX\ncTxFAQMQEqy1uuvd4H6PV4/qzqKrQBSIjfHp92f3kyT985MC7aiscZzIOxQwACHh09Wlml24Q60T\nY3XTybmu4wDwyEl9OujE3hmqqK7XPz4qcB3HMxQwAM75A1Z3vxvccuimk3PVNinecSIAXrrj7H7y\nGenfczeoYFuF6zieoIABcO61BcVaubVCWW1b6epR2a7jAPBY78xUXT68m/wBq79MW+E6jicoYACc\n2lvr170frJYk3XpGHyXGseUQEI1+eVpvpSbEasaqUn26utR1nBZHAQPg1JOzi7S1vFrHdG6tcwd1\ndh0HgCPtUhL2z//8y9TlqvcHHCdqWbGuAwCIMhUV0pQpUkGBduT00cObgqXr9vH95GPLISCqTTw+\nW8/PWa/V2yr10ryNunJkd9eRWgwjYAC8M2uWlJUl/fzn0j336IE3Fqiy1q9xGbE6Pre963QAHEuI\njdHvzgouS3Hfh6tVXl3nOFHLoYAB8EZFhTR+fPB9VZXWte2k5wecJmMDuu2BX0qVla4TAggBZw3o\nqGHZadpRVavJ0wtdx2kxFDAA3pgyRQocmNNxz9hrVB8Tq4uXfKy+29cH7wcQ9YwxuuPs/pKkp2at\n04YdexwnahkUMADeKCiQqqokSQs699G0vmOUWFetX856Pnh7YeT+pQvgyAzq2lYXDs5SrT+gu9+L\nzGUpKGAAvNGrl5ScLCvprnE/liRNmvemOlXskJKTpVxWvwdwwK1n9lFinE/TlmzVvHU7XcdpdhQw\nAN6YMEHy+fRBr5Ga1/UYpe8p0/VzXgve5/MF7weABp3atNJ1J/aUJP3pneUKBKzjRM2LAgbAG6mp\nqntnqv56UnD06+bZL6p1nJFSU6Vp06SUFMcBAYSan4zNUWbrBC0uLtMbCze5jtOsKGAAPDMlvpvW\npnVWdly9fnjaQOn++6XNm6UxY1xHAxCCkuJjdesZfSVJ97y3Sntr/Y4TNR8KGABPVNbU6x8fBbcc\n+s2lwxV/953SpEmMfAH4ThcOztKArNbaWl6tR2eudR2n2VDAAHji0Zlrtb2yVoO7tdVZAzq6jgMg\nTPh8Rv+vYVmKf81co51VtY4TNY/vLWDGmJ8ZY9K8CAMgMpWUV+uxhr9cbx/fT8aw5RCAxhuR005j\ne2doT61fT8yKjFGwxoyAZUqaZ4x52RhzpuGVE8ARuu+j1dpb59fp/TM1LDvddRwAYejmU3pJkp75\nfL127wn/UbDvLWDW2jsk9ZL0hKSJkgqMMXcaY3q2cDYAEaBgW4WmzNuoGJ/Rb8/q6zoOgDA1tHua\nTujVXpU19XpyVpHrOEetUXPArLVW0taGt3pJaZJeNcbc04LZAESAv763UgErXT68q3pmMOEeQNPd\n0jAK9tTsdSrbG94bdTdmDtgtxpj5ku6RNFvSQGvtDZKGSrqohfMBCGNfrt2hj1aUKCk+Rrec0tt1\nHABhLi87XaN7tlNFTb2enr3OdZyj0pgRsHRJF1prz7DWvmKtrZMka21A0jktmg5A2AoErO6cFtzD\n7foTeyojNcFxIgCRYN9csCdmrVV5dfiOgjVmDtgfrbXrD3NfZO6QCeCoTV2yRYuLy5SRmqD/OrGH\n6zgAIsTInHYa0SNd5dX1evaq08zCAAAW3ElEQVTzda7jNBnrgAFodoGA1T8/LpAk/fzUXkqKj3Wc\nCEAk2TcX7PFZRaqsqXecpmkoYACa3QfLt6mgpFKd2yTqkqFdXccBEGFG9WynvO5p2r2nTs9+sc51\nnCahgAFoVtZaTZ5eKEm67sQcxcfyMgOgeRljdMupDaNgnxWpKgxHwXhlBNCsZhZs15JNZWqfEq/L\nhndzHQdAhBqT216Du7XVzqpavTDnkFPVQxoFDECzmvxJcPRr0pgcJcbFOE4DIFIZY/bPBXt05lrt\nrfU7TnRknBUwY0yMMeYrY8w7rjIAaF5zi3Zq7rqdap0YqytHMvoFoGWN7Z2hQV3aaHtl+I2CuRwB\nu0USy1gAEeTBhrlfE4/vodTEOMdpAEQ6Y8z+dcH+NXOtquvCZxTMSQEzxnSRdLakx138fADNb3Hx\nbs1cXaqk+Bj9aHS26zgAosTJfTtoQFZrlVbU6MW5G1zHaTRXI2D/kPQbSYHDPcAYc50xJt8Yk19a\nWupdMgBNsu/KxytHdldacrzjNACihTFGN58cHAV75NM1YTMK5nkBM8acI6nEWjv/ux5nrX3UWptn\nrc3LyMjwKB2Apli9rULvL9um+Fifrh3DqvcAvHVa/0z169Ra28pr9HL+RtdxGsXFCNjxks41xqyT\n9JKkk40xzzvIAaCZPNQw+jUhr6s6tE50nAZAtAleEZkrSXp4xhrV1If+KJjnBcxa+ztrbRdrbbak\nyyR9Yq290uscAJrH+h1VemvRZsX6jK4fm+M6DoAodXr/juqTmaotZdV6dX6x6zjfi3XAAByVRz5d\no4CVzh+cpS5pSa7jAIhSPt+BKyIfmr5GtfWHnWYeEpwWMGvtDGvtOS4zAGi6LWV79er8Yhkj3TCu\np+s4AKLcWQM6qleHFG3avVevLwjtUTBGwAA02aMz16rObzV+YCf1zEhxHQdAlPP5jG46OTgX7MHp\nharzh+4oGAUMQJNsrzyw5s6N43IdpwGAoHOO7aycjGQV79qr/3y1yXWcw6KAAWiSJ2cVqbouoFP6\ndlD/zq1dxwEASVKMz+hnDaNgk6cXqj5ER8EoYACOWNneOj33RXDftRtPZvQLQGj5wbGd1aN9stbv\n2KM3F252HeeQKGAAjtizn69TRU29RvdspyHd0lzHAYCviY3x6caTDswF8wes40TfRgEDcESqaur1\n5OwiSdJNJzH6BSA0nX9cZ3VLT1LR9iq9szj0RsEoYACOyItzN2jXnjoN7tZWo3q2cx0HAA4pNsa3\n/4/Ef35cEHKjYBQwAI1WXefXozPXSgqOfhljHCcCgMO7YEiWstq20prSKk1bssV1nK+hgAFotFfn\nF6ukokb9OrXWyX07uI4DAN8p7qC5YA98UqBACI2CUcAANEqdP6BHPl0jSbrxpJ6MfgEICxcP7aLO\nbRK1elul3lu21XWc/ShgABrlrYWbVbxrr3IyknXWgE6u4wBAo8TH+nTDQXPBQmUUjAIG4HsFAlYP\nzSiUJN0wtqdifIx+AQgfl+Z1UcfWiVq5tUIfLN/mOo4kChiARnhv2VatKa1SVttWOn9wlus4AHBE\nEmJjdMO4npKCo2DWuh8Fo4AB+E7WWk2eHhz9+snYHMXF8LIBIPxMGNZVHVITtHxLuT5eUeI6DgUM\nwHebsapUyzaXKyM1QZfkdXUdBwCaJDEuRj8ZGxwFuz8ERsEoYAAOy1qrBxtGv/7rhB5KjItxnAgA\nmu7y4d3UPiVBSzaVacaqUqdZKGAADuvLtTs1f/0utU2K0xUjuruOAwBHpVV8jK4/MUdZbVup1h9w\nmiXW6U8HENL2zf360egeSk7g5QJA+Lt6dHddMzpb8bFux6B4RQVwSAs37taswu1KSYjVxNHZruMA\nQLNIiA2NqRScggRwSA9+Ehz9umpUd7VJinOcBgAiCwUMwLes3Fquj1ZsU2KcT5PG9HAdBwAiDgUM\nwLdMnh7c8/GyYcErhgAAzYsCBuBr1pZWaurizYqLMbp+bI7rOAAQkShgAL7m4RlrFLDSRUO6qFOb\nVq7jAEBEooAB2K+kvFpvLNwkn9H+FaMBAM2PAgZgvxfmbFCd3+r0/h2V3T7ZdRwAiFgUMACSpNr6\ngF6Ys0GSNPH4bLdhACDCUcAASJKmLdmi7ZU16tsxVSN6pLuOAwARjQIGQJL01OfrJEkTR2fLGOM2\nDABEOAoYAH21YZcWbdytNq3idN5xWa7jAEDEo4AB0DMNo1+XDe+qVvGhsU8aAEQyChgQ5UoqqjV1\nyRb5jHTVyO6u4wBAVKCAAVHu3w1LT5zWP1Nd0pJcxwGAqEABA6LYwUtPXDM6220YAIgiFDAgir27\ndItKK2rUJzNVo3LauY4DAFGDAgZEsacbJt9fw9ITAOApChgQpRZt3K2vNgSXnjh/cGfXcQAgqlDA\ngCi1b+mJCcO6Kik+1m0YAIgyFDAgCpVW1OjtxZtZegIAHKGAAVHoxbnBpSdO6ZepruksPQEAXqOA\nAVGmtj6g579cL0n6EUtPAIATFDAgyry3bKtKKmrUOzNFo3qy9AQAuEABA6LM07OLJLH0BAC4RAED\nosji4t1asGG3WifG6oLBWa7jAEDUooABUeRplp4AgJBAAQOixPbKGr2zaIuMka4ame06DgBENQoY\nECVenLNBtf6ATumbqW7tWHoCAFzyvIAZY7oaY6YbY5YbY5YZY27xOgMQber8AT0/J7j0xESWngAA\n51xMAqmX9Ctr7QJjTKqk+caYD621yx1kAaLCe0u3alt5jXI7pOj4XJaeAADXPB8Bs9ZusdYuaPi4\nQtIKSVyOBbSgffs+svQEAIQGp3PAjDHZkgZLmuMyBxDJlm4qU/76XUpNjNWFLD0BACHBWQEzxqRI\nek3Sz6215Ye4/zpjTL4xJr+0tNT7gECE2Lf0xKV5XZWcwNITABAKnBQwY0ycguXrBWvt64d6jLX2\nUWttnrU2LyMjw9uAQITYUVmjtxZtljHS1aO6u44DAGjg+Z/DJjgB5QlJK6y193r984Fo8tK8jaqt\nD+iUvh3UvV3ygTsqKqQpU6SCAqlXL2nCBCk11V1QAIgyLs5HHC/pKklLjDELG2673Vo7zUEWIGLV\n+QN67ouGpSeOzz5wx6xZ0vjxUiAgVVVJycnSL38pTZsmjRnjJiwARBnPC5i1dpYkLsMCWtgHy7Zp\na3m1emYka0xu++CNFRXB8lVRceCBVVXB9+PHS5s3Sykp3ocFgCjDSvhAhNq39MTEg5eemDIlOPJ1\nKIFA8H4AQIujgAERaNnmMs1dt1OpCbG6cEiXA3cUFBwY8fqmqiqpsNCbgAAQ5ShgQATaN/p1yTeX\nnujVKzjn61CSk6Xc3JYPBwCggAGRZmdVrd5YeJilJyZMkHyH+bX3+YL3AwBaHAUMiDAvzdug2vqA\nTurTQdntvzHalZoavNoxNfXASFhy8oHbmYAPAJ5gWWwggtT7A3q+YemJa0ZnH/pBY8YEr3acMiU4\n5ys3NzjyRfkCAM9QwIAI8uHybdpcVq2cjGSdsG/piUNJSZEmTfIuGADgazgFCUSQpxom318zKls+\nH8vtAUCoooABEWL55nLNLdqplIRYXTS0y/d/AQDAGQoYECH2LT1x8dAuSklgdgEAhDIKGBABdlXV\n6o2FmyR9x+R7AEDIoIABEeCV+RtVUx/QuD4Z6vHNpScAACGHAgaEOWutpszbKEm6YkT373k0ACAU\nUMCAMLdgw26tKa1SRmqCTuqT4ToOAKARKGBAmHu5YfTrwiFZio3hVxoAwgGv1kAYq6qp1zuLN0uS\nLs3r6jgNAKCxKGBAGJu6ZIuqav0alp2mnhlsJQQA4YICBoSxfacfL2H0CwDCCgUMCFOFJZXKX79L\nyfExOntgJ9dxAABHgAIGhKlX5gdHv34wqLOSWfkeAMIKBQwIQ3X+gF6bH1z5ntOPABB+KGBAGJq+\nskTbK2uU2yFFQ7q1dR0HAHCEKGBAGHo5P3j6cUJeVxljHKcBABwpChgQZkrKqzV9ValifUYXDMly\nHQcA0AQUMCDMvLZgk/wBq1P6dVD7lATXcQAATUABA8KItVav7Dv9OIzJ9wAQrihgQBjJX79La7dX\nKbN1gk7sxcbbABCuKGBAGJnSsPL9RUO6sPE2AIQxXsGBMFFRXaepi7dIYuNtAAh3FDAgTExdvEV7\n6/wa0SNd2e2TXccBABwFChgQJqY0TL5n9AsAwh8FDAgDBdsq9NWG3UpNiNV4Nt4GgLBHAQPCwL6V\n739wXGe1io9xnAYAcLQoYECIq60P6PUFwY23Of0IAJGBAgaEuE9WbtOOqlr1yUzVoC5tXMcBADQD\nChgQ4l7OL5YkXTqMjbcBIFJQwIAQtrWsWjNWlSguxuiCwWy8DQCRggIGhLDXFhQrYKXT+mcqPTne\ndRwAQDOhgAEhylq7/+pHJt8DQGShgAEhak7RTq3fsUed2iTqBDbeBoCIQgEDQtTLDRtvXzy0i2J8\nTL4HgEhCAQNCUHl1naYtDW68fclQTj8CQKShgAEh6O1Fm1VdF9ConHbq1i7JdRwAQDOjgAEhaN/p\nxwnDGP0CgEhEAQNCzMqt5VpUXKbUxFidOaCj6zgAgBZAAQNCzMvzgivfn3dcZyXGsfE2AEQiChgQ\nQmrq/frPV8ECNiGvm+M0AICWQgEDQshHy0u0a0+d+nVqrQFZrV3HAQC0kFgXP9QYc6ak+yXFSHrc\nWnu3ixyAUxUV0pQpUkGB1KuXNGHCQSvfd2HjbQCIYJ4XMGNMjKTJkk6TVCxpnjHmLWvtcq+zAM7M\nmiWNHy8FAlJVlZScrM1/+LNmXj1Z8TE+nX8cG28DQCRzcQpyuKRCa+1aa22tpJcknecgB+BGRUWw\nfFVUBMuXJFVV6dUeo2Qlnd6nndLYeBsAIpqLApYlaeNBnxc33AZEhylTgiNfBwnI6JWBp0qSLt29\nykUqAICHnMwBawxjzHWSrpOkbt24GgwRpKDgwMhXgy+7DdTGth2VVVaiMVrtKBgAwCsuRsA2STp4\nee8uDbd9jbX2UWttnrU2LyMjw7NwQIvr1UtKTv7aTVOOPV2SdPGqT+XrlesiFQDAQy4K2DxJvYwx\nPYwx8ZIuk/SWgxyAGxMmSL4Dv3plCcl6t89oGRvQxatmBu8HAEQ0zwuYtbZe0k2S3pe0QtLL1tpl\nXucAnElNlaZNC75PTtZb/ceqNjZexxcvU9cpz0opKa4TAgBamJM5YNbaaZKmufjZQEgYM0bavFma\nMkVTCoKF69KbL5VG5DgOBgDwAivhA66kpGjZWRdrqVLUplWcTh/S3XUiAIBHKGCAQ6/kB/d9PJ+N\ntwEgqlDAAEfq/AG9uTB4AfAleV2/59EAgEhCAQMc+aygVLv21Kl3ZoqO6czG2wAQTShggCNvLdws\nSTrvuCw23gaAKEMBAxzYU1uvD5ZvkySdO6iz4zQAAK9RwAAHPlpRoj21fg3u1lZd05NcxwEAeIwC\nBjjwVsPk+/MY/QKAqEQBAzy2e0+tPl1dKp+Rzj6WAgYA0YgCBnjs3aVbVee3Oj63vTJSE1zHAQA4\nQAEDPLZv7S8m3wNA9KKAAR7aUrZXc4p2Kj7WpzMGdHQdBwDgCAUM8NA7i7bIWumUvh3UOjHOdRwA\ngCMUMMBDby5quPrxOE4/AkA0o4ABHllTWqmlm8qVmhCrcX06uI4DAHCIAgZ4ZN/WQ2cM6KjEuBjH\naQAALlHAAA9Ya/XWon17P3L6EQCiHQUM8MCSTWUq2l6l9ikJGpXTznUcAIBjFDDAA282nH4859hO\nio3h1w4Aoh3/JwBamD9g9c7iYAE7l9OPAABRwIAWN6doh7aV16hreisN7trWdRwAQAiggAEtbN/V\nj+cNypIxxnEaAEAooIABLaim3q9pS7ZI4vQjAOAAY611neF7GWMqJK1ynSOKtJe03XWIKMLx9hbH\n21scb+9xzL3Vx1qbeqRfFNsSSVrAKmttnusQ0cIYk8/x9g7H21scb29xvL3HMfeWMSa/KV/HKUgA\nAACPUcAAAAA8Fi4F7FHXAaIMx9tbHG9vcby9xfH2HsfcW0063mExCR8AACCShMsIGAAAQMQIyQJm\njLnEGLPMGBMwxhz2Sg5jzJnGmFXGmEJjzG1eZowkxph0Y8yHxpiChvdph3mc3xizsOHtLa9zhrvv\ne74aYxKMMVMa7p9jjMn2PmXkaMTxnmiMKT3oOX2ti5yRwhjzpDGmxBiz9DD3G2PMPxv+eyw2xgzx\nOmMkacTxHmeMKTvo+f0HrzNGEmNMV2PMdGPM8oZ+csshHnNEz/GQLGCSlkq6UNLMwz3AGBMjabKk\nsyT1l3S5Maa/N/Eizm2SPrbW9pL0ccPnh7LXWntcw9u53sULf418vk6StMtamyvpPkl/9TZl5DiC\n14cpBz2nH/c0ZOR5WtKZ33H/WZJ6NbxdJ+lhDzJFsqf13cdbkj476Pn9vx5kimT1kn5lre0vaaSk\nGw/xmnJEz/GQLGDW2hXW2u9beHW4pEJr7Vprba2klySd1/LpItJ5kp5p+PgZSec7zBKpGvN8Pfi/\nw6uSTjHsXdRUvD54zFo7U9LO73jIeZKetUFfSmprjOnkTbrI04jjjWZkrd1irV3Q8HGFpBWSsr7x\nsCN6jodkAWukLEkbD/q8WN8+GGicTGvtloaPt0rKPMzjEo0x+caYL40xlLQj05jn6/7HWGvrJZVJ\naudJusjT2NeHixpOFbxqjOnqTbSoxWu290YZYxYZY941xhzjOkykaJgeMljSnG/cdUTPcWcr4Rtj\nPpLU8RB3/d5a+6bXeSLddx3vgz+x1lpjzOEuje1urd1kjMmR9IkxZom1dk1zZwU88rakF621NcaY\n6xUcfTzZcSaguSxQ8DW70hgzXtIbCp4aw1EwxqRIek3Sz6215UfzvZwVMGvtqUf5LTZJOvgv1i4N\nt+EQvut4G2O2GWM6WWu3NAyXlhzme2xqeL/WGDNDwb8AKGCN05jn677HFBtjYiW1kbTDm3gR53uP\nt7X24GP7uKR7PMgVzXjN9tDB5cBaO80Y85Axpr21lj0im8gYE6dg+XrBWvv6IR5yRM/xcD4FOU9S\nL2NMD2NMvKTLJHFlXtO8Jemaho+vkfStEUhjTJoxJqHh4/aSjpe03LOE4a8xz9eD/ztcLOkTy0J9\nTfW9x/sbczPOVXBOB1rOW5KubrhSbKSksoOmPqCZGWM67ptDaowZruD/7/mDrokajuUTklZYa+89\nzMOO6DkekptxG2MukPSApAxJU40xC621ZxhjOkt63Fo73lpbb4y5SdL7kmIkPWmtXeYwdji7W9LL\nxphJktZLulSSTHAJkJ9Ya6+V1E/Sv4wxAQV/ke+21lLAGulwz1djzP9KyrfWvqXgL/dzxphCBSfX\nXuYucXhr5PG+2RhzroJXN+2UNNFZ4AhgjHlR0jhJ7Y0xxZL+KClOkqy1j0iaJmm8pEJJeyT9yE3S\nyNCI432xpBuMMfWS9kq6jD/ojsrxkq6StMQYs7DhttsldZOa9hxnJXwAAACPhfMpSAAAgLBEAQMA\nAPAYBQwAAMBjFDAAAACPUcAAAAA8RgEDAADwGAUMAADAYxQwAFHBGDOsYePtRGNMsjFmmTFmgOtc\nAKITC7ECiBrGmD9LSpTUSlKxtfYux5EARCkKGICo0bAv5DxJ1ZJGW2v9jiMBiFKcggQQTdpJSpGU\nquBIGAA4wQgYgKhhjHlL0kuSekjqZK29yXEkAFEq1nUAAPCCMeZqSXXW2n8bY2IkfW6MOdla+4nr\nbACiDyNgAAAAHmMOGAAAgMcoYAAAAB6jgAEAAHiMAgYAAOAxChgAAIDHKGAAAAAeo4ABAAB4jAIG\nAADgsf8PQ5GyUdomDXUAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data(X2, y, xlabel='x', ylabel='y')\n", - "theta_start = np.matrix([0, 0, 0]).reshape(3, 1)\n", - "theta, _ = gradient_descent(cost, gradient, theta_start, X2, y, eps=0.000001)\n", - "plot_fun(fig, polynomial_regression(theta), X1)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Ten model jest odpowiednio dopasowany." - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFoCAYAAADw0EcgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAwAA8BgFDAAAwGP/H1ZbHMQEaqqeAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data(X5, y, xlabel='x', ylabel='y')\n", - "theta_start = np.matrix([0, 0, 0, 0, 0, 0]).reshape(6, 1)\n", - "theta, _ = gradient_descent(cost, gradient, theta_start, X5, y, alpha=0.5, eps=10**-7)\n", - "plot_fun(fig, polynomial_regression(theta), X1)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Ten model ma dużą **wariancję** (_variance_) – zachodzi **nadmierne dopasowanie** (_overfitting_)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Obciążenie (błąd systematyczny, _bias_)\n", - "\n", - "* Wynika z błędnych założeń co do algorytmu uczącego się.\n", - "* Duże obciążenie powoduje niedostateczne dopasowanie." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Wariancja (_variance_)\n", - "\n", - "* Wynika z nadwrażliwości na niewielkie fluktuacje w zbiorze uczącym.\n", - "* Wysoka wariancja może spowodować nadmierne dopasowanie (modelując szum zamiast sygnału)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 2.7. Metodologia testowania" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Zbiór uczący a zbiór testowy" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Na zbiorze uczącym (treningowym) uczymy algorytmy, a na zbiorze testowym sprawdzamy ich poprawność.\n", - "* Zbiór uczący powinien być kilkukrotnie większy od testowego (np. 4:1, 9:1 itp.).\n", - "* Zbiór testowy często jest nieznany.\n", - "* Należy unikać mieszania danych testowych i treningowych – nie wolno „zanieczyszczać” danych treningowych danymi testowymi!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Czasami potrzebujemy dobrać parametry modelu, np. $\\alpha$ – który zbiór wykorzystać do tego celu?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true, - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Zbiór walidacyjny" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Do doboru parametrów najlepiej użyć jeszcze innego zbioru – jest to tzw. **zbiór walidacyjny**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - " * Zbiór walidacyjny powinien mieć wielkość zbliżoną do wielkości zbioru testowego, czyli np. dane można podzielić na te trzy zbiory w proporcjach 3:1:1, 8:1:1 itp." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Walidacja krzyżowa" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Którą część danych wydzielić jako zbiór walidacyjny tak, żeby było „najlepiej”?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - " * Niech każda partia danych pełni tę rolę naprzemiennie!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "\n", - "Żródło: https://chrisjmccormick.wordpress.com/2013/07/31/k-fold-cross-validation-with-matlab-code/" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Walidacja krzyżowa\n", - "\n", - "* Podziel dane $D = \\left\\{ (x^{(1)}, y^{(1)}), \\ldots, (x^{(m)}, y^{(m)})\\right\\} $ na $N$ rozłącznych zbiorów $T_1,\\ldots,T_N$\n", - "* Dla $i=1,\\ldots,N$, wykonaj:\n", - " * Użyj $T_i$ do walidacji i zbiór $S_i$ do trenowania, gdzie $S_i = D \\smallsetminus T_i$. \n", - " * Zapisz model $\\theta_i$.\n", - "* Akumuluj wyniki dla modeli $\\theta_i$ dla zbiorów $T_i$.\n", - "* Ustalaj parametry uczenia na akumulowanych wynikach." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Walidacja krzyżowa – wskazówki\n", - "\n", - "* Zazwyczaj ustala się $N$ w przedziale od $4$ do $10$, tzw. $N$-krotna walidacja krzyżowa (_$N$-fold cross validation_). \n", - "* Zbiór $D$ warto zrandomizować przed podziałem.\n", - "* W jaki sposób akumulować wyniki dla wszystkich zbiórow $T_i$?\n", - "* Po ustaleniu parametrów dla każdego $T_i$, trenujemy model na całych danych treningowych z ustalonymi parametrami.\n", - "* Testujemy na zbiorze testowym (jeśli nim dysponujemy)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### _Leave-one-out_\n", - "\n", - "Jest to szczególny przypadek walidacji krzyżowej, w której $N = m$." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Jaki jest rozmiar pojedynczego zbioru $T_i$?\n", - "* Jakie są zalety i wady tej metody?\n", - "* Kiedy może być przydatna?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Zbiór walidujący a algorytmy optymalizacji\n", - "\n", - "* Gdy błąd rośnie na zbiorze uczącym, mamy źle dobrany parametr $\\alpha$. Należy go wtedy zmniejszyć.\n", - "* Gdy błąd zmniejsza się na zbiorze trenującym, ale rośnie na zbiorze walidującym, mamy do czynienia ze zjawiskiem **nadmiernego dopasowania** (_overfitting_).\n", - "* Należy wtedy przerwać optymalizację. Automatyzacja tego procesu to _early stopping_." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 2.8. Regularyzacja" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def SGD(h, fJ, fdJ, theta, X, Y, \n", - " alpha=0.001, maxEpochs=1.0, batchSize=100, \n", - " adaGrad=False, logError=False, validate=0.0, valStep=100, lamb=0, trainsetsize=1.0):\n", - " errorsX, errorsY = [], []\n", - " errorsVX, errorsVY = [], []\n", - " \n", - " XT, YT = X, Y\n", - " \n", - " m_end=int(trainsetsize*len(X))\n", - " \n", - " if validate > 0:\n", - " mv = int(X.shape[0] * validate)\n", - " XV, YV = X[:mv], Y[:mv] \n", - " XT, YT = X[mv:m_end], Y[mv:m_end] \n", - " m, n = XT.shape\n", - "\n", - " start, end = 0, batchSize\n", - " maxSteps = (m * float(maxEpochs)) / batchSize\n", - " \n", - " if adaGrad:\n", - " hgrad = np.matrix(np.zeros(n)).reshape(n,1)\n", - " \n", - " for i in range(int(maxSteps)):\n", - " XBatch, YBatch = XT[start:end,:], YT[start:end,:]\n", - "\n", - " grad = fdJ(h, theta, XBatch, YBatch, lamb=lamb)\n", - " if adaGrad:\n", - " hgrad += np.multiply(grad, grad)\n", - " Gt = 1.0 / (10**-7 + np.sqrt(hgrad))\n", - " theta = theta - np.multiply(alpha * Gt, grad)\n", - " else:\n", - " theta = theta - alpha * grad\n", - " \n", - " if logError:\n", - " errorsX.append(float(i*batchSize)/m)\n", - " errorsY.append(fJ(h, theta, XBatch, YBatch).item())\n", - " if validate > 0 and i % valStep == 0:\n", - " errorsVX.append(float(i*batchSize)/m)\n", - " errorsVY.append(fJ(h, theta, XV, YV).item())\n", - " \n", - " if start + batchSize < m:\n", - " start += batchSize\n", - " else:\n", - " start = 0\n", - " end = min(start + batchSize, m)\n", - " return theta, (errorsX, errorsY, errorsVX, errorsVY)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przygotowanie danych do przykładu regularyzacji\n", - "\n", - "n = 6\n", - "\n", - "data = np.matrix(np.loadtxt(\"ex2data2.txt\", delimiter=\",\"))\n", - "np.random.shuffle(data)\n", - "\n", - "X = powerme(data[:,0], data[:,1], n)\n", - "Y = data[:,2]" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def draw_regularization_example(X, Y, lamb=0, alpha=1, adaGrad=True, maxEpochs=2500, validate=0.25):\n", - " plt.figure(figsize=(16,8))\n", - " plt.subplot(121)\n", - " plt.scatter(X[:, 2].tolist(), X[:, 1].tolist(),\n", - " c=Y.tolist(),\n", - " s=100, cmap=plt.cm.get_cmap('prism'));\n", - "\n", - " theta = np.matrix(np.zeros(X.shape[1])).reshape(X.shape[1],1)\n", - " thetaBest, err = SGD(h, J, dJ, theta, X, Y, alpha=alpha, adaGrad=adaGrad, maxEpochs=maxEpochs, batchSize=100, \n", - " logError=True, validate=validate, valStep=1, lamb=lamb)\n", - "\n", - " xx, yy = np.meshgrid(np.arange(-1.5, 1.5, 0.02),\n", - " np.arange(-1.5, 1.5, 0.02))\n", - " l = len(xx.ravel())\n", - " C = powerme(xx.reshape(l, 1),yy.reshape(l, 1), n)\n", - " z = classifyBi(thetaBest, C).reshape(int(np.sqrt(l)), int(np.sqrt(l)))\n", - "\n", - " plt.contour(xx, yy, z, levels=[0.5], lw=3);\n", - " plt.ylim(-1,1.2);\n", - " plt.xlim(-1,1.2);\n", - " plt.legend();\n", - " plt.subplot(122)\n", - " plt.plot(err[0],err[1], lw=3, label=\"Training error\")\n", - " if validate > 0:\n", - " plt.plot(err[2],err[3], lw=3, label=\"Validation error\");\n", - " plt.legend()\n", - " plt.ylim(0.2,0.8);" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/pawel/.local/lib/python2.7/site-packages/ipykernel_launcher.py:2: RuntimeWarning: overflow encountered in exp\n", - " \n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAHWCAYAAABHZMXWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkYqkhFZEREREREQq0v8HnzlY4J8U7jwAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "draw_regularization_example(X, Y)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Regularyzacja\n", - "\n", - "* Metoda zapobiegania zjawisku nadmiernego dopasowania (*overfitting*)\n", - "* „Kara” za ekstremalne wartości parametrów $\\theta$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Regularyzacja dla regresji liniowej – funkcja kosztu\n", - "\n", - "$$\n", - "J(\\theta) \\, = \\, \\dfrac{1}{2m} \\left( \\displaystyle\\sum_{i=1}^{m} h_\\theta(x^{(i)}) - y^{(i)} \\color{red}{ + \\lambda \\displaystyle\\sum_{j=1}^{n} \\theta^2_j } \\right)\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* $\\lambda$ – parametr regularyzacji\n", - "* jeżeli $\\lambda$ jest zbyt mały, skutkuje to nadmiernym dopasowaniem\n", - "* jeżeli $\\lambda$ jest zbyt duży, skutkuje to niedostatecznym dopasowaniem" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Regularyzacja dla regresji liniowej – gradient\n", - "\n", - "$$\\small\n", - "\\begin{array}{llll}\n", - "\\dfrac{\\partial J(\\theta)}{\\partial \\theta_0} &=& \\dfrac{1}{m}\\displaystyle\\sum_{i=1}^m \\left( h_{\\theta}(x^{(i)})-y^{(i)} \\right) x^{(i)}_0 & \\textrm{dla $j = 0$ }\\\\\n", - "\\dfrac{\\partial J(\\theta)}{\\partial \\theta_j} &=& \\dfrac{1}{m}\\displaystyle\\sum_{i=1}^m \\left( h_{\\theta}(x^{(i)})-y^{(i)} \\right) x^{(i)}_j \\color{red}{+ \\dfrac{\\lambda}{m}\\theta_j} & \\textrm{dla $j = 1, 2, \\ldots, n $} \\\\\n", - "\\end{array} \n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Regularyzacja dla regresji logistycznej – funkcja kosztu\n", - "\n", - "$$\n", - "\\begin{array}{rtl}\n", - "J(\\theta) & = & -\\dfrac{1}{m} \\left( \\displaystyle\\sum_{i=1}^{m} y^{(i)} \\log h_\\theta(x^{(i)}) + \\left( 1-y^{(i)} \\right) \\log \\left( 1-h_\\theta(x^{(i)}) \\right) \\right) \\\\\n", - "& & \\color{red}{ + \\dfrac{\\lambda}{2m} \\displaystyle\\sum_{j=1}^{n} \\theta^2_j } \\\\\n", - "\\end{array}\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Regularyzacja dla regresji logistycznej – gradient\n", - "\n", - "$$\\small\n", - "\\begin{array}{llll}\n", - "\\dfrac{\\partial J(\\theta)}{\\partial \\theta_0} &=& \\dfrac{1}{m}\\displaystyle\\sum_{i=1}^m \\left( h_{\\theta}(x^{(i)})-y^{(i)} \\right) x^{(i)}_0 & \\textrm{dla $j = 0$ }\\\\\n", - "\\dfrac{\\partial J(\\theta)}{\\partial \\theta_j} &=& \\dfrac{1}{m}\\displaystyle\\sum_{i=1}^m \\left( h_{\\theta}(x^{(i)})-y^{(i)} \\right) x^{(i)}_j \\color{red}{+ \\dfrac{\\lambda}{m}\\theta_j} & \\textrm{dla $j = 1, 2, \\ldots, n $} \\\\\n", - "\\end{array} \n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Implementacja metody regularyzacji" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "def J_(h,theta,X,y,lamb=0):\n", - " m = float(len(y))\n", - " f = h(theta, X, eps=10**-7)\n", - " j = 1.0/m \\\n", - " * -np.sum(np.multiply(y, np.log(f)) + \n", - " np.multiply(1 - y, np.log(1 - f)), axis=0) \\\n", - " + lamb/(2*m) * np.sum(np.power(theta[1:] ,2))\n", - " return j\n", - "\n", - "def dJ_(h,theta,X,y,lamb=0):\n", - " m = float(y.shape[0])\n", - " g = 1.0/y.shape[0]*(X.T*(h(theta,X)-y))\n", - " g[1:] += lamb/m * theta[1:]\n", - " return g" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "slider_lambda = widgets.FloatSlider(min=0.0, max=0.5, step=0.005, value=0.01, description=r'$\\lambda$', width=300)\n", - "\n", - "def slide_regularization_example_2(lamb):\n", - " draw_regularization_example(X, Y, lamb=lamb)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0738c69d0fff4e32ab23d4aa93ca9a71", - "version_major": 2, - "version_minor": 0 - }, - "text/html": [ - "

Failed to display Jupyter Widget of type interactive.

\n", - "

\n", - " If you're reading this message in Jupyter Notebook or JupyterLab, it may mean\n", - " that the widgets JavaScript is still loading. If this message persists, it\n", - " likely means that the widgets JavaScript library is either not installed or\n", - " not enabled. See the Jupyter\n", - " Widgets Documentation for setup instructions.\n", - "

\n", - "

\n", - " If you're reading this message in another notebook frontend (for example, a static\n", - " rendering on GitHub or NBViewer),\n", - " it may mean that your frontend doesn't currently support widgets.\n", - "

\n" - ], - "text/plain": [ - "interactive(children=(FloatSlider(value=0.01, description=u'$\\\\lambda$', max=0.5, step=0.005), Button(description=u'Run Interact', style=ButtonStyle()), Output()), _dom_classes=('widget-interact',))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "widgets.interact_manual(slide_regularization_example_2, lamb=slider_lambda)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def cost_lambda_fun(lamb):\n", - " theta = np.matrix(np.zeros(X.shape[1])).reshape(X.shape[1],1)\n", - " thetaBest, err = SGD(h, J, dJ, theta, X, Y, alpha=1, adaGrad=True, maxEpochs=2500, batchSize=100, \n", - " logError=True, validate=0.25, valStep=1, lamb=lamb)\n", - " return err[1][-1], err[3][-1]\n", - "\n", - "def plot_cost_lambda():\n", - " plt.figure(figsize=(16,8))\n", - " ax = plt.subplot(111)\n", - " Lambda = np.arange(0.0, 1.0, 0.01)\n", - " Costs = [cost_lambda_fun(lamb) for lamb in Lambda]\n", - " CostTrain = [cost[0] for cost in Costs]\n", - " CostCV = [cost[1] for cost in Costs]\n", - " plt.plot(Lambda, CostTrain, lw=3, label='training error')\n", - " plt.plot(Lambda, CostCV, lw=3, label='validation error')\n", - " ax.set_xlabel(r'$\\lambda$')\n", - " ax.set_ylabel(u'cost')\n", - " plt.legend()\n", - " plt.ylim(0.2,0.8)" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAHmCAYAAAChwtkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_cost_lambda()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 2.9. Krzywa uczenia się" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Krzywa uczenia pozwala sprawdzić, czy uczenie przebiega poprawnie.\n", - "* Krzywa uczenia to wykres zależności między wielkością zbioru treningowego a wartością funkcji kosztu.\n", - "* Wraz ze wzrostem wielkości zbioru treningowego wartość funkcji kosztu na zbiorze treningowym rośnie.\n", - "* Wraz ze wzrostem wielkości zbioru treningowego wartość funkcji kosztu na zbiorze walidacyjnym maleje." - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def cost_trainsetsize_fun(m):\n", - " theta = np.matrix(np.zeros(X.shape[1])).reshape(X.shape[1],1)\n", - " thetaBest, err = SGD(h, J, dJ, theta, X, Y, alpha=1, adaGrad=True, maxEpochs=2500, batchSize=100, \n", - " logError=True, validate=0.25, valStep=1, lamb=0.01, trainsetsize=m)\n", - " return err[1][-1], err[3][-1]\n", - "\n", - "def plot_learning_curve():\n", - " plt.figure(figsize=(16,8))\n", - " ax = plt.subplot(111)\n", - " M = np.arange(0.3, 1.0, 0.05)\n", - " Costs = [cost_trainsetsize_fun(m) for m in M]\n", - " CostTrain = [cost[0] for cost in Costs]\n", - " CostCV = [cost[1] for cost in Costs]\n", - " plt.plot(M, CostTrain, lw=3, label='training error')\n", - " plt.plot(M, CostCV, lw=3, label='validation error')\n", - " ax.set_xlabel(u'trainset size')\n", - " ax.set_ylabel(u'cost')\n", - " plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Krzywa uczenia a obciążenie i wariancja\n", - "\n", - "\n", - "\n", - "Źródło: http://www.ritchieng.com/machinelearning-learning-curve" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAHjCAYAAADxD0ixAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nyayIiIiIiIgEHCWzIiIiIiIiEnD+H2vrDu8R3A5KAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_learning_curve()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 2.10. Obserwacje odstające" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Funkcja regresji liniowej\n", - "\n", - "def h_linear(Theta, x):\n", - " return x * Theta\n", - "\n", - "def linear_regression(theta):\n", - " return lambda x: h_linear(theta, x)\n", - "\n", - "# Wykres krzywej regresji (wersja macierzowa)\n", - "def plot_regression(fig, fun, theta, X):\n", - " ax = fig.axes[0]\n", - " x0 = np.min(X[:, 1]) - 1.0\n", - " x1 = np.max(X[:, 1]) + 1.0\n", - " L = [x0, x1]\n", - " LX = np.matrix([1, x0, 1, x1]).reshape(2, 2)\n", - " ax.plot(L, fun(theta, LX), linewidth='2',\n", - " label=(r'$y={theta0:.2}{op}{theta1:.2}x$'.format(\n", - " theta0=float(theta[0][0]),\n", - " theta1=(float(theta[1][0]) if theta[1][0] >= 0 else float(-theta[1][0])),\n", - " op='+' if theta[1][0] >= 0 else '-')))" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wczytanie danych (mieszkania) przy pomocy biblioteki pandas\n", - "\n", - "alldata = pandas.read_csv('data_flats_with_outliers.tsv', sep='\\t',\n", - " names=['price', 'isNew', 'rooms', 'floor', 'location', 'sqrMetres'])\n", - "data = np.matrix(alldata[['price', 'sqrMetres']])\n", - "\n", - "m, n_plus_1 = data.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data[:, 0:n]\n", - "\n", - "Xo = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n + 1)\n", - "yo = np.matrix(data[:, -1]).reshape(m, 1)\n", - "\n", - "Xo /= np.amax(Xo, axis=0)\n", - "yo /= np.amax(yo, axis=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmwAAAFoCAYAAADq7KeuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAHV5JREFUeJzt3XuwpGddJ/Dvb5KY6MwUt0QCIRHd\nzBLRlcCOBCS1i6glzLIJKu7EtTRgMCAXUS5rEEsQrTXqIiIEMRUhxLVwKFSMGkDkIqYgwATDJQnZ\nGeMCSQYIl40nQy5M5tk/uoc5mfSZ6TmnT/dzej6fqlPd79vP+76/857unu+8l+ep1loAAOjXulkX\nAADAwQlsAACdE9gAADonsAEAdE5gAwDonMAGANC5mQW2qjq5qt5fVddV1bVV9cIRbaqq/rCqdlbV\nJ6vqMbOoFQBglo6e4bb3JHlxa+3jVbUxydVV9Z7W2nWL2jwlyabhzxlJ/mj4CABwxJjZEbbW2q7W\n2seHzxeSXJ/kpAOanZ3ksjZwVZL7V9VDplwqAMBMdXENW1U9PMmjk3zkgJdOSvL5RdM35b6hDgBg\nrs3ylGiSpKo2JPmLJL/UWvu3Za7j/CTnJ8n69ev/42mnnTbBCgEAVu7qq6/+cmvthOUsO9PAVlXH\nZBDW/qy19pcjmtyc5ORF0w8bzruX1trFSS5Oks2bN7ft27evQrUAAMtXVZ9d7rKzvEu0kvxJkutb\na7+/RLPLk/zs8G7RxyW5rbW2a2pFAgB0YJZH2J6Q5GeSfKqqrhnO+9UkpyRJa+2NSa5IsiXJziRf\nT/LMGdQJADBTMwtsrbUrk9Qh2rQkz5tORQAAferiLlEAAJYmsAEAdE5gAwDonMAGANA5gQ0AoHMC\nGwBA5wQ2AIDOCWwAAJ0T2AAAOiewAQB0TmADAOicwAYA0DmBDQCgcwIbAEDnBDYAgM4JbAAAnRPY\nAAA6J7ABAHROYAMA6JzABgDQOYENAKBzAhsAQOcENgCAzglsAACdE9gAADonsAEAdE5gAwDonMAG\nANA5gQ0AoHMCGwBA5wQ2AIDOCWwAAJ0T2AAAOiewAQB0TmADAOicwAYA0DmBDQCgcwIbAEDnBDYA\ngM4JbAAAnRPYAAA6J7ABAHROYAMA6NxMA1tVvamqvlRVn17i9SdW1W1Vdc3w59enXSMAwKwdPePt\nX5rk9UkuO0ibf2qtPXU65QAA9GemR9haax9M8tVZ1gAA0Lu1cA3b46vqE1X1zqr6nlkXAwAwbbM+\nJXooH0/yHa2126tqS5J3JNl0YKOqOj/J+UlyyimnTLdCAIBV1vURttbav7XWbh8+vyLJMVV1/Ih2\nF7fWNrfWNp9wwglTrxMAYDV1Hdiq6sSqquHzx2ZQ71dmWxUAwHTN9JRoVb01yROTHF9VNyV5RZJj\nkqS19sYkT0/yC1W1J8kdSc5prbUZlQsAMBMzDWyttZ86xOuvz6DbDwCAI1bXp0QBABDYAAC6J7AB\nAHROYAMA6JzABgDQOYENAKBzAhsAQOcENgCAzglsAACdE9gAADonsAEAdE5gAwDonMAGANA5gQ0A\noHMCGwBA5wQ2AIDOCWwAAJ0T2AAAOiewAQB0TmADAOicwAYA0DmBDQCgcwIbAEDnBDYAgM4JbAAA\nnRPYAAA6J7ABAHROYAMA6JzABgDQOYENAKBzAhsAQOcENgCAzglsAACdE9gAADonsAEAdE5gAwDo\nnMAGANA5gQ0AoHMCGwBA5wQ2AIDOCWwAAJ0T2AAAOiewAQB0bqaBrareVFVfqqpPL/F6VdUfVtXO\nqvpkVT1m2jVCtxYWkksuSX7lVwaPCwuzrgiAVXL0jLd/aZLXJ7lsidefkmTT8OeMJH80fIQj25VX\nJlu2JHv3Jrt3J+vXJy96UXLFFcmZZ866OgAmbKZH2FprH0zy1YM0OTvJZW3gqiT3r6qHTKc66NTC\nwiCsLSwMwloyeNw3//bbZ1sfABPX+zVsJyX5/KLpm4bz4Mi1bdvgyNooe/cOXgdgrvQe2MZSVedX\n1faq2n7rrbfOuhxYXTt27D+ydqDdu5OdO6dbDwCrrvfAdnOSkxdNP2w4715aaxe31ja31jafcMIJ\nUysOZmLTpsE1a6OsX5+ceup06wFg1fUe2C5P8rPDu0Ufl+S21tquWRcFM7V1a7JuiY/uunWD1wGY\nKzO9S7Sq3prkiUmOr6qbkrwiyTFJ0lp7Y5IrkmxJsjPJ15M8czaVQkc2bhzcDXrgXaLr1g3mb9gw\n6woBmLCZBrbW2k8d4vWW5HlTKgfWjjPPTG65ZXCDwc6dg9OgW7cKawBzatb9sAHLtWFDct55s64C\ngCno/Ro2AIAjnsAGANA5gQ0AoHMCGwBA5wQ2AIDOCWwAAJ0T2AAAOiewAQB0TmADAOicwAYA0DmB\nDQCgcwIbAEDnBDYAgM4JbAAAnRPYAAA6J7ABAHROYAMA6JzABgDQOYENAKBzAhsAQOeOnnUBwAot\nLCTbtiU7diSbNiVbtyYbN866KgAmSGCDtezKK5MtW5K9e5Pdu5P165MXvSi54orkzDNnXR0AE+KU\nKKxVCwuDsLawMAhryeBx3/zbb59tfQBMjMAGa9W2bYMja6Ps3Tt4HYC5ILDBWrVjx/4jawfavTvZ\nuXO69QCwagQ2WKs2bRpcszbK+vXJqadOtx4AVo3ABmvV1q3JuiU+wuvWDV4HYC4IbLBWbdw4uBt0\n48b9R9rWr98/f8OG2dYHwMTo1gPWsjPPTG65ZXCDwc6dg9OgW7cKawBzRmCDtW7DhuS88/ZPLywk\nl1yiI12AOSKwwTzRkS7AXHING8wLHekCzC2BDeaFjnQB5pbABvNCR7oAc0tgg3mhI12AuSWwwbzQ\nkS7A3Br7LtGqekCSTUmO2zevtfbB1SgKWIZ9HeYeeJfounU60gVY48YKbFX1rCQvTPKwJNckeVyS\nDyd50uqVBhw2HekCzKVxj7C9MMn3J7mqtfaDVXVakv+5emUBy3ZgR7oArHnjXsN2Z2vtziSpqmNb\na59J8ojVKwsAgH3GPcJ2U1XdP8k7krynqr6W5LOrVxawbAsLg1OihqYCmBvVWju8Bar+c5L7JXlX\na+3uValqBTZv3ty2b98+6zJgNkYNTbXvpgNDUwHMVFVd3VrbvJxlx+7Wo6qOqqqHJvnXDG48OHE5\nGzxgnU+uqhuqamdVXTDi9WdU1a1Vdc3w51kr3SbMLUNTAcytce8SfUGSVyT5YpJ9Y9+0JN+33A1X\n1VFJLkryI0luSvKxqrq8tXbdAU23tdaev9ztwFxbfPrzC19IvvGN0e2+8Y1BOzcjAKxJh3OX6CNa\na1+Z4LYfm2Rna+3GJKmqP09ydpIDAxswyoGnP48+OtmzZ3TbO+9MrvPRAlirxj0l+vkkt0142ycN\n17vPTcN5B/qJqvpkVb29qk4etaKqOr+qtlfV9ltvvXXCZUKHRp3+XCqs7fOVSf5/C4BpGvcI241J\nPlBVf5fkrn0zW2u/vypV7fc3Sd7aWrurqp6d5C0Z0Vlva+3iJBcng5sOVrkmmL1t2wZH1g7Hgx60\nOrUAsOrGDWyfG/58y/BnEm5OsviI2cOG877pgFOwlyT53QltG9a2HTv2H1kbx3HHJY985OrVA8Cq\nGiuwtdZ+I0mq6ttaa1+f0LY/lmRTVX1nBkHtnCT/fXGDqnpIa23XcPKsJNdPaNuwtm3alBx1VHLP\nPeO1P+YYg78DrGFjXcNWVY+vquuSfGY4/aiqesNKNtxa25Pk+UnenUEQe1tr7dqqelVVnTVs9otV\ndW1VfSLJLyZ5xkq2CXNjy5bxwtr69fsHhTeeKMCaNe4p0T9I8qNJLk+S1tonquo/rXTjrbUrklxx\nwLxfX/T8ZUlettLtwNx57WsP3aYqOf/85FWvEtYA1rixO85trX3+gFljnosBJmphIfmDPzh0u9aS\n17wm+dCHVr8mAFbV2N16VNUPJGlVdUxVvSSuJ4PZ2LZt/GvXkuSss4xyALDGjRvYnpPkeRn0k3Zz\nktOTPHe1igIO4p//+fAC2549g5AHwJo1bmB7dZLnt9Ye3Fr79iQvSPK/Vq8sYEnvf//htb/nnuSj\nH12dWgCYinED2/e11r62b2L4/NGrUxKwpIWF5PplXI1w8cXJG1Z0YzcAMzRuYFtXVQ/YN1FVD8z4\nd5gCk/LHf7z8ZZ/3vMEA8QCsOYdzSvTDVfWbVfWbST4Uow7A9L3udStb/oILJlMHAFM17kgHl1XV\n9uwfx/PHW2vXrV5ZwH0sLCSf+9zK1nHDDZOpBYCpGvu05jCgCWkwK5O40/MRj1j5OgCYurE7zgVm\nbMeOla/jwgtXvg4Apk5gg7Xi5JNXtvxP/3Ry4omTqQWAqRLYYC248sqV3TBw1FHJG984uXoAmCqB\nDXq3sJBs2ZLs3r38dbzkJQaAB1jDBDbo3bZtyd69y19+w4bk135tcvUAMHUCG/Rux47lH11bvz55\n5zsdXQNY4wQ26N2mTYPgtRxnn52ceeZk6wFg6gQ26N3Wrcm6ZX5Ub7xxsrUAMBMCG/Ru48bkiiuW\nt+z97z/ZWgCYCYEN1oJHPWp5y/3jPya33z7ZWgCYOoEN1oKnPW15y33jG5MZ0gqAmRLYYC143/uW\nt9yePcnOnfedf8stybnnJmecMXi85ZaV1QfAqhLYYN61du/pN7whOemk5LLLko9+dPB40kmD+QB0\nqdqBX+Zr3ObNm9v27dtnXQZMVtXyl92wIdm1a/B4yy2DcLaUXbuMNwqwSqrq6tba5uUs6wgbzLu7\n795/HdvLXnbwtisZrxSAVXP0rAsADmGl15fdfXdyzTWD55/5zMHb3nDDyrYFy7WwMPiPxY4dg86i\nt24ddGkDJBHYoH8vfOHK1/Hxjw8eTzttcN3aUh7xiJVvCw7XlVcmW7YMxszdvXswsseLXjTof9BI\nHZDEKVHo33LvEF3szjsHj7/92wdvd+GFK98WHI6FhUFYW1jYP2bu7t375+tHEJIIbNC/u+5a+TqO\nO27w+NCHJhddNLrNRRe54YDp27ZtcGRtlL179SMIQwIb9O5gd3WO6zGP2f/8uc8d3A167rnJ4x43\neNy1azAfpm3Hjv1H1g60e/fofgThCOQaNujdz/988tKXLn/5quT00+8978QTk0svXVFZMBGbNg2u\nWRsV2tavT049dfo1QYccYYPePfvZK1v+qKMGd9xBj7ZuTdYt8U/RunXeuzAksEHvFhZWtvzb3z7o\nNBd6tHHj4G7QjRsHR9SSweO++d67kMQpUejfS16y/GVf/erk7LMnVwushjPPHPQ3uG3b4Jq1U08d\nHFkT1uCbBDbo3Yc/vPxlH/vYydUBq6itX5/83M/tn25J9t576MRRAymOGl5xdLsR80a0HHe0xgPb\njbuuSf8Ooxout5ZJ78sxZy37bzP2vlzm33TcOg6nlpWYu8D2f7+8O8948/6OQSe9Y1f0Bx1j2XHr\nneSHdNBueR/U0bWt/hfoJP+u0/iQjv83HDHvv7wiufsb+6dHDCvact+ZrSr5s/+TXHlXsq6GtY2q\nd1Rxo9pN7u86/r4cWcmY2xy1vmW+zyf9N13lz0jP3xnA8sxdYFu4a08+cMOtsy4DJmfDCStb/v/d\nOZk6YMpqxH9ORsxKjWg4ut2o9Y23kXHWN2pdk/4dxq9tebWsZF+Oajn+7z+q3aHXN+7vPsrIbS6z\njnFr+exYlY02d4Ht4Q/6trzxGd9/75kz+tCP+wc9cObEP/Qr+MCM8wGc1b4cZdkf+ol/SEdWt7z1\nPeUpqRtvvHebEYctasTxjWotec5zkpf+j2T79uS8n0vdc09yxx3Jt37r4C68N7852bx5vNom+Hdd\n7udj1LoOZ33L/R3G/oe9o++bSa5r4r/DuB9qmCO1gh6a5i6wbTzumPzgad8+6zJgcr5yU/K1ZQ4A\nf+yxySc+krz1TcnLXnbvYX5uGz4+/amDC75d4A3QLd16QO8e//jlL3vXXcm73pW8+MVLj8lo+B+A\n7gls0LtXvnLl67j77qVfM/wPQPcENujd3//96q7f8D8A3RPYoHd/+7eru37D/wB0b+5uOgAO4dhj\nB9e2rV8/CGuG/wHo3kyPsFXVk6vqhqraWVUXjHj92KraNnz9I1X18OlXCTP21KdObl0bNgyGq7rg\nguS1rx3cHXrmmZNbPwCrYmZH2KrqqCQXJfmRJDcl+VhVXd5au25Rs/OSfK21dmpVnZPkd5I4d8OR\n5dxzkxe84PCXW7du0Nfa7t33PpomoAGsObM8JfrYJDtbazcmSVX9eZKzkywObGcneeXw+duTvL6q\nqk16gC7o2caNy1vunHOSJz3JYNoAc2CWge2kJJ9fNH1TkjOWatNa21NVtyV5UJIvL25UVecnOT9J\nTjnllNWqF9aWV786OfHEWVcBwATMxV2irbWLW2ubW2ubTzhhheMuwjw44wxhDWCOzDKw3Zzk5EXT\nDxvOG9mmqo5Ocr8kX5lKddCT3/qtw2v/jnesTh0AzMQsA9vHkmyqqu+sqm9Jck6Syw9oc3mSc4fP\nn57kfa5f44j08pcPbiAYx0UXOboGMGdmFthaa3uSPD/Ju5Ncn+RtrbVrq+pVVXXWsNmfJHlQVe1M\n8qIk9+n6A44YX/968nu/d9/5xx2XfO/3Du4m3bUree5zp18bAKuq5u2A1ebNm9v27dtnXQYAwL1U\n1dWttc3LWXYubjoAAJhnAhsAQOcENgCAzglsAACdE9gAADonsAEAdE5gAwDonMAGANA5gQ0AoHMC\nGwBA5wQ2AIDOCWwAAJ0T2AAAOiewAQB0TmADAOicwAYA0DmBDQCgcwIbAEDnBDYAgM4JbAAAnRPY\nAAA6J7ABAHROYAMA6JzABgDQOYENAKBzAhsAQOcENgCAzglsAACdE9gAADonsAEAdE5gAwDonMAG\nANA5gQ0AoHMCGwBA5wQ2AIDOCWwAAJ0T2AAAOiewAQB0TmADAOicwAYA0DmBDQCgcwIbAEDnBDYA\ngM7NJLBV1QOr6j1VtWP4+IAl2t1TVdcMfy6fdp0AAD2Y1RG2C5K8t7W2Kcl7h9Oj3NFaO334c9b0\nygMA6MesAtvZSd4yfP6WJE+bUR0AAN2bVWB7cGtt1/D5F5I8eIl2x1XV9qq6qqqWDHVVdf6w3fZb\nb7114sUCAMzS0au14qr6hyQnjnjp5YsnWmutqtoSq/mO1trNVfVdSd5XVZ9qrf3LgY1aaxcnuThJ\nNm/evNS6AADWpFULbK21H17qtar6YlU9pLW2q6oekuRLS6zj5uHjjVX1gSSPTnKfwAYAMM9mdUr0\n8iTnDp+fm+SvD2xQVQ+oqmOHz49P8oQk102tQgCATswqsF2Y5EeqakeSHx5Op6o2V9UlwzbfnWR7\nVX0iyfuTXNhaE9gAgCPOqp0SPZjW2leS/NCI+duTPGv4/ENJ/sOUSwMA6I6RDgAAOiewAQB0TmAD\nAOicwAYA0DmBDQCgcwIbAEDnBDYAgM4JbAAAnRPYAAA6J7ABAHROYAMA6JzABgDQOYENAKBzAhsA\nQOcENgCAzglsAACdE9gAADonsAEAdE5gAwDonMAGANA5gQ0AoHMCGwBA5wQ2AIDOCWwAAJ0T2AAA\nOiewAQB0TmADAOicwAYA0DmBDQCgcwIbAEDnBDYAgM4JbAAAnRPYAAA6J7ABAHROYAMA6JzABgDQ\nOYENAKBzAhsAQOcENgCAzglsAACdE9gAADonsAEAdG4mga2qfrKqrq2qvVW1+SDtnlxVN1TVzqq6\nYJo1AgD0YlZH2D6d5MeTfHCpBlV1VJKLkjwlySOT/FRVPXI65QEA9OPoWWy0tXZ9klTVwZo9NsnO\n1tqNw7Z/nuTsJNeteoEAAB3p+Rq2k5J8ftH0TcN5AABHlFU7wlZV/5DkxBEvvby19tcT3tb5Sc4f\nTt5VVZ+e5Po5pOOTfHnWRRxB7O/psr+ny/6eLvt7uh6x3AVXLbC11n54hau4OcnJi6YfNpw3alsX\nJ7k4Sapqe2ttyRsZmDz7fLrs7+myv6fL/p4u+3u6qmr7cpft+ZTox5JsqqrvrKpvSXJOkstnXBMA\nwNTNqluPH6uqm5I8PsnfVdW7h/MfWlVXJElrbU+S5yd5d5Lrk7yttXbtLOoFAJilWd0l+ldJ/mrE\n/FuSbFk0fUWSKw5z9RevrDqWwT6fLvt7uuzv6bK/p8v+nq5l7+9qrU2yEAAAJqzna9gAAMgcBDbD\nXE1fVT2wqt5TVTuGjw9Yot09VXXN8McNI4fpUO/Zqjq2qrYNX/9IVT18+lXOjzH29zOq6tZF7+ln\nzaLOeVBVb6qqLy3VBVMN/OHwb/HJqnrMtGucJ2Ps7ydW1W2L3tu/Pu0a50lVnVxV76+q64b55IUj\n2hz2e3zNB7YY5moWLkjy3tbapiTvHU6Pckdr7fThz1nTK2/tG/M9e16Sr7XWTk3ymiS/M90q58dh\nfEdsW/SevmSqRc6XS5M8+SCvPyXJpuHP+Un+aAo1zbNLc/D9nST/tOi9/aop1DTP9iR5cWvtkUke\nl+R5I75PDvs9vuYDW2vt+tbaDYdo9s1hrlprdyfZN8wVy3N2krcMn78lydNmWMu8Guc9u/jv8PYk\nP1SHGO+NJfmOmKLW2geTfPUgTc5OclkbuCrJ/avqIdOpbv6Msb+ZoNbartbax4fPFzLo6eLAkZoO\n+z2+5gPbmAxzNVkPbq3tGj7/QpIHL9HuuKraXlVXVZVQd3jGec9+s82wG5zbkjxoKtXNn3G/I35i\nePri7VV18ojXmQzf2dP3+Kr6RFW9s6q+Z9bFzIvhpSqPTvKRA1467Pf4TLr1OFzTHOaKgYPt88UT\nrbVWVUvdavwdrbWbq+q7kryvqj7VWvuXSdcKU/I3Sd7aWrurqp6dwdHNJ824JpiEj2fwfX17VW1J\n8o4MTtWxAlW1IclfJPml1tq/rXR9ayKwTXOYKwYOts+r6otV9ZDW2q7hIdwvLbGOm4ePN1bVBzL4\nX4bANp5x3rP72txUVUcnuV+Sr0ynvLlzyP3dWlu8by9J8rtTqOtI5Tt7ihaHidbaFVX1hqo6vrVm\njNFlqqpjMghrf9Za+8sRTQ77PX6knBI1zNVkXZ7k3OHzc5Pc5yhnVT2gqo4dPj8+yROSXDe1Cte+\ncd6zi/8OT0/yvqZjxeU65P4+4PqSszK4LoXVcXmSnx3eSfe4JLctugyDCauqE/dd/1pVj80gG/jP\n3zIN9+WfJLm+tfb7SzQ77Pf4mjjCdjBV9WNJXpfkhAyGubqmtfajVfXQJJe01ra01vZU1b5hro5K\n8ibDXK3IhUneVlXnJflskv+WJDXoVuU5rbVnJfnuJH9cVXsz+PBf2FoT2Ma01Hu2ql6VZHtr7fIM\nvhD+tKp2ZnBB8Tmzq3htG3N//2JVnZXBHWBfTfKMmRW8xlXVW5M8McnxNRim8BVJjkmS1tobMxjh\nZkuSnUm+nuSZs6l0Poyxv5+e5Beqak+SO5Kc4z9/K/KEJD+T5FNVdc1w3q8mOSVZ/nvcSAcAAJ07\nUk6JAgCsWQIbAEDnBDYAgM4JbAAAnRPYAAA6J7ABjFBVpw97fV/u8h+aZD3AkU1gAxjt9Az6SbqP\n4cgSB9Va+4GJVwQcsfTDBsyt4cDL70pyVZIfyGBEgzcn+Y0k357kp5Ncm0Hn29+bQWeir0zyzgw6\ntPzWDIaL+e0MOoP+d0m+K8nnkrwsyZ8mWT/c3PNbax8adrZ71nDeA5Nc3Vr7sdX7LYEjgcAGzK1h\nYNuZwTi212YQ2D6R5LwMQtUzMxgy7brW2v+uqvsn+eiw/U8m2dxae/5wXa9M8l+TnNlau6Oqvi3J\n3tbanVW1KYOB4Tcv2vb6JB9M8suttQ9O4dcF5tiaH5oK4BD+tbX2qSSpqmuTvLe11qrqU0kensGg\ny2dV1UuG7Y/LcAiZES5vrd0xfH5MktdX1elJ7kny7w9oe2mSS4U1YBIENmDe3bXo+d5F03sz+A68\nJ8lPtNZuWLxQVZ0xYl27Fz3/5SRfTPKoDK4HvnPRsi9Psru19roVVw8QNx0AvDvJC6qqkqSqHj2c\nv5Bk40GWu1+SXa21vRkM9HzUcPktGZxufc6qVQwccQQ24Ej3mxmc3vzk8JTpbw7nvz/JI6vqmqra\nOmK5NyQ5t6o+keS07D/69tIkJya5arjsa1a3fOBI4KYDAIDOOcIGANA5gQ0AoHMCGwBA5wQ2AIDO\nCWwAAJ0T2AAAOiewAQB0TmADAOjc/webGB3oYUOQxAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data(Xo, yo, xlabel=u'metraż', ylabel=u'cena')\n", - "theta_start = np.matrix([0.0, 0.0]).reshape(2, 1)\n", - "theta, logs = gradient_descent(cost, gradient, theta_start, Xo, yo, alpha=0.01)\n", - "plot_regression(fig, h_linear, theta, Xo)" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Odrzućmy obserwacje odstające\n", - "alldata_no_outliers = [\n", - " (index, item) for index, item in alldata.iterrows() \n", - " if item.price > 100 and item.sqrMetres > 10]\n", - "\n", - "alldata_no_outliers = alldata.loc[(alldata['price'] > 100) & (alldata['sqrMetres'] > 100)]" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "data = np.matrix(alldata_no_outliers[['price', 'sqrMetres']])\n", - "\n", - "m, n_plus_1 = data.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data[:, 0:n]\n", - "\n", - "Xo = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n + 1)\n", - "yo = np.matrix(data[:, -1]).reshape(m, 1)\n", - "\n", - "Xo /= np.amax(Xo, axis=0)\n", - "yo /= np.amax(yo, axis=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmwAAAFoCAYAAADq7KeuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3X+U3HV97/HXe38nu7MCJZdAICKX\nKI1XAbsV0RwvVWwhx0KvosHbU4MXDqWEVkE9Qr3Xn/WInuJvwOZGGqAWU7VH0xrlWH9cmiroQkEM\nENjSo+QHGAGzs5v9Nbvv+8f3O9nZ2e/Mzu78+H525vk4Z87OfL/fmfnsTjZ55fN5fz4fc3cBAAAg\nXG1pNwAAAADlEdgAAAACR2ADAAAIHIENAAAgcAQ2AACAwBHYAAAAApdaYDOzU8zsB2b2iJntMbN3\nJlxjZvY5Mxsys5+Z2SvSaCsAAECaOlJ875ykd7v7A2aWkXS/mX3X3R8puOZCSevi2zmSbo2/AgAA\ntIzUetjc/aC7PxDfz0p6VNKaossulnSHR+6VdIyZndjgpgIAAKQqiBo2MztV0tmS7is6tUbSUwWP\n92l+qAMAAGhqaQ6JSpLMrE/S1yW9y92Hl/gaV0q6UpJ6e3t/54wzzqhhCwEAAKp3//33/9rdVy3l\nuakGNjPrVBTWvuzu/5hwyX5JpxQ8Pjk+Noe7b5W0VZIGBgZ8cHCwDq0FAABYOjP7xVKfm+YsUZP0\nJUmPuvunSly2U9Lb49mir5J02N0PNqyRAAAAAUizh+01kv5E0sNm9mB87C8lrZUkd/+ipF2SNkoa\nknRE0jtSaCcAAECqUgts7r5bki1wjUva0pgWAQAAhCmIWaIAAAAojcAGAAAQOAIbAABA4AhsAAAA\ngSOwAQAABI7ABgAAEDgCGwAAQOAIbAAAAIEjsAEAAASOwAYAABA4AhsAAEDgCGwAAACBI7ABAAAE\njsAGAAAQOAIbAABA4AhsAAAAgSOwAQAABI7ABgAAEDgCGwAAQOAIbAAAAIEjsAEAAASOwAYAABA4\nAhsAAEDgCGwAAACBI7ABAAAEjsAGAAAQOAIbAABA4AhsAAAAgSOwAQAABI7ABgAAEDgCGwAAQOAI\nbAAAAIEjsAEAAASOwAYAABA4AhsAAEDgCGwAAACBI7ABAAAEjsAGAAAQOAIbAABA4AhsAAAAgSOw\nAQAABI7ABgAAEDgCGwAAQOAIbAAAAIEjsAEAAASOwAYAABA4AhsAAEDgCGwAAACBSzWwmdltZvYr\nM/t5ifPnmdlhM3swvn2g0W0EAABIW0fK779d0hck3VHmmn919zc2pjkAAADhSbWHzd3vkfRcmm0A\nAAAI3XKoYTvXzB4ys2+b2UuTLjCzK81s0MwGDx061Oj2AQAA1FXoge0BSS909zMlfV7SN5Iucvet\n7j7g7gOrVq1qaAMBAADqLejA5u7D7j4S398lqdPMjk+5WQAAAA0VdGAzs9VmZvH9Vypq77PptgoA\nAKCxUp0lamZ3STpP0vFmtk/SByV1SpK7f1HSJZL+zMxyksYkXerunlJzAQAAUpFqYHP3ty1w/guK\nlv0AAABoWUEPiQIAAIDABgAAEDwCGwAAQOAIbAAAAIEjsAEAAASOwAYAABA4AhsAAEDgCGwAAACB\nI7ABAAAEjsAGAAAQOAIbAABA4AhsAAAAgSOwAQAABI7ABgAAEDgCGwAAQOAIbAAAAIEjsAEAAASO\nwAYAABA4AhsAAEDgCGwAAACBI7ABAAAEjsAGAAAQOAIbAABA4AhsAAAAgSOwAQAABI7ABgAAEDgC\nGwAAQOAIbAAAAIEjsAEAAASOwAYAABA4AhsAAEDgCGwAAACBI7ABAAAEjsAGAAAQOAIbAABA4Ahs\nAAAAgSOwAQAABI7ABgAAEDgCGwAAQOAIbAAAAIEjsAEAAASOwAYAABA4AhsAAEDgCGwAAACBI7AB\nAAAEjsAGAAAQOAIbAABA4FINbGZ2m5n9ysx+XuK8mdnnzGzIzH5mZq9odBsBpCyblbZtk973vuhr\nNpt2iwCg4TpSfv/tkr4g6Y4S5y+UtC6+nSPp1vgrgFawe7e0caM0MyONjkq9vdJ110m7dkkbNqTd\nOgBomFR72Nz9HknPlbnkYkl3eOReSceY2YmNaR2AVGWzUVjLZqOwJkVf88dHRtJtHwA0UOg1bGsk\nPVXweF98DECz27Ej6llLMjMTnQeAFhF6YKuImV1pZoNmNnjo0KG0mwOgFp54YrZnrdjoqDQ01Nj2\nAECKQg9s+yWdUvD45PjYHO6+1d0H3H1g1apVDWscgDpaty6qWUvS2yudfnpj2wMAKQo9sO2U9PZ4\ntuirJB1294NpNwpAA2zaJLWV+CuqrS06DwAtItVZomZ2l6TzJB1vZvskfVBSpyS5+xcl7ZK0UdKQ\npCOS3pFOSwE0XCYTzQYtniXa1hYd7+tLu4UA0DCpBjZ3f9sC513SlgY1B0BoNmyQDhyIJhgMDUXD\noJs2EdYAtJy012EDgPL6+qTLL0+7FQCQqtBr2AAAAFoegQ0AACBwBDYAAIDAEdgAAAACR2ADAAAI\nHIENAAAgcAQ2AACAwBHYAAAAAkdgAwAACByBDQAAIHAENgAAgMAR2AAAAAJHYAMAAAgcgQ0AACBw\nBDYAAIDAEdgAAAACR2ADAAAIHIENAAAgcAQ2AACAwBHYAAAAAkdgAwAACByBDQAAIHAENgAAgMB1\npN0AAFgWsllpxw7piSekdeukTZukTCbtVgFoEQQ2AFjI7t3Sxo3SzIw0Oir19krXXSft2iVt2JB2\n6wC0AIZEAaCcbDYKa9lsFNak6Gv++MhIuu0D0BIIbABQzo4dUc9akpmZ6DwA1FnFQ6JmdqykdZJ6\n8sfc/Z56NAoAgvHEE7M9a8VGR6Whoca2B0BLqiiwmdkVkt4p6WRJD0p6laQfS3pd/ZoGAAFYty6q\nWUsKbb290umnN75NAFpOpUOi75T0u5J+4e6/J+lsSb+pW6sAIBSbNkltJf6qbGuLzgNAnVUa2Mbd\nfVySzKzb3R+T9JL6NQsAApHJRLNBM5moR02KvuaP9/Wl2z4ALaHSGrZ9ZnaMpG9I+q6ZPS/pF/Vr\nFgAEZMMG6cCBaILB0FA0DLppE2ENQMOYuy/uCWb/XdILJH3H3Sfr0qoqDAwM+ODgYNrNAAAAmMPM\n7nf3gaU8dzGzRNslnSDpP+NDqyX9cilvCgAAgMpVOkv0zyV9UNIzkvILErmkl9epXQCAULAtF5C6\nSnvY3inpJe7+bD0bAwAIDNtyAUGodJboU5IO17MhAIDAsC0XEIxKe9ielPRDM/uWpIn8QXf/VF1a\nBQBIXyXbcl1+eWPbBLSoSgPbL+NbV3wDADQ7tuUCglFRYHP3D0uSma109yP1bRIAIAhsywUEo6Ia\nNjM718wekfRY/PhMM7ulri0DAKSLbbmAYFQ66eAzkv5A0rOS5O4PSXptvRoFAAgA23IBwah44Vx3\nf8rMCg9N1745AICgsC0XEIRKA9tTZvZqSW5mnYrWZXu0fs0CAASjr4/ZoEDKKh0SvUrSFklrJO2X\ndJakq+vVKAAAAMyqtIftJknXuPvzkmRmx8bH/le9GgYACAjbUwGpqjSwvTwf1iTJ3Z83s7Pr1CYA\nQEjYngpIXaVDom1xr5okycyO0yImLJRiZheY2V4zGzKz6xPOX2Zmh8zswfh2RbXvCQBYBLanAoKw\nmCHRH5vZV+PHb5H0sWre2MzaJd0s6Q2S9kn6qZntdPdHii7d4e7XVPNeAIAlYnsqIAiV7nRwh5kN\nSnpdfOhNCcFqsV4pacjdn5QkM/uKpIslVfu6AFoZtVa1xfZUQBAWsw7bI6ptmFoj6amCx/sknZNw\n3ZvN7LWSHpd0rbs/lXANANS31urAAemGG6THHpPOOEP6+Melk06qTbtDdsop5c+ffHJj2gG0uEpr\n2NLyT5JOdfeXS/qupNuTLjKzK81s0MwGDx061NAGAghEPWutbrlFWrNGuuMO6Sc/ib6uWRMdB4AG\nSDOw7ZdU+F+3k+NjR7n7s+4+ET/cJul3kl7I3be6+4C7D6xataoujQUQuEpqrZbiwAFpy5bkc1u2\nSE8/vbTXXS6eWmBQY9++xrQDaHFVz/Sswk8lrTOzFykKapdK+p+FF5jZie5+MH54kdhdAUBeca3a\nnj31qbW64Yby56+/Xtq+fWmvvRysWxcNLSf9bHt7o62qgBY3kZvW8FhO2fEpDY/nNDw2peHxKWUL\n7g+P5ap6j9QCm7vnzOwaSXdLapd0m7vvMbOPSBp0952S/sLMLpKUk/ScpMvSai+AgCTVquVyUk+P\nND4+//pqgsVjj5U/v3fv0l53udi0KaoDTNLWFp0HljF319hUYeCKwtVwUfgqF8gmciV692sozR42\nufsuSbuKjn2g4P4Nkhb47y2AoNV61mZhrVpeqZ61vGqCxRlnRHVrpbzkJUt73aVq9CzYTCaatFEc\nkNvaouNsAo+Uzcy4RiZzs71ZY7OhKjFgFQSy/HNyM15VGzraTP0rOtXf0xF/7VSmp0P9PZ3qX9Fx\n9PE7PrH09zD36hoZmoGBAR8cHEy7GQCk5J6w/D/0S521uW2b9K53JYe0np7oa3t77d7vwIFogkEp\nBw9Kq1cv7bUXq9zP88wz6xvkRkai1x8ainorN20irKEmctMzyo7nCsLUVFHvVj58FZ6Pe7vGppSd\nyKnaKNPT2aZMT0Lgiu/3r+iYd77wfk9nm8xswfcxs/vdfWApbSSwAaiPbDYKOoU9YXn5Hq+//uvF\nL43xvvdJn/xk6fPXXSetX1/bYHHLLckTD26+Wbr66upeu1Llfp4rV0Y/U/faBVWgQhO56YJardL1\nW6WGE0cnp6tuQ29X+5xwVTpwzT+f6elQd0d7DX4SC6smsKU6JAqgiS00a/Ouu6LbYkPPQkXw69dH\nK+/nhw4/+tHZHqd8uxbbC3X11dKb3hRNMNi7NxoGvfHGxvWsSeV/nkeOzH2c/9m84Q3SVVdJL30p\nCwgjUb5+qzhcFddvFQeywvBVbf2WmZTprixcFR7L3+/r7lBHe+irlFWPHjYAlVtM/dRCPWGFKhlW\nzL/3nj3SrbdKExPzr8lkoiHMBx+cP3ToHt3a2pZnL9Rifp7Fltv3iorNzLhGJ3Oz4apouHDecGJC\nb1ej6rdmA1fh4w71dnWorW3h4cRmQA8bgPpb7C4Cp5widXVJk5MLv/ZCS2MUv3e+Vi0/K7QwkLhX\nNikhf2zjxijkhV6PVa5ncSHL7XttIbnpGY1M5GZ7tfIha16t1uyxwlquWtRvdXe0zQlcpWu5Cr7G\nwWsx9VuoDoENwMLKzcx8/eulm26SNm+e7W3bvTtav6ySsCZJj5TZ9S7pvQuX7sjXrOVr1bZtKz10\nmGS5bGBebnmNSjX6e22B7byK67eKw1XycOLs+XrUby2meL6R9VuoDoENwMLK1U9NTkrvfrf0nvdI\nb36zdO650T/Si9kK6t//PQp5ST115d67vX22Zi2v3GblSZbLBuaFy2vkctLYWFT8094e3ZKGiIs1\n8nstnqiR39KrkRM1FuDuGp+aWdLMxHrVby1mZmIr1W+BwAagUKkatYVCUL4n7e//Xvra1yrvWcvL\n5aTXvU761Kfm9tRJ5d87KYAsduhwOa3Wv2GD9KEPRQFZioZ/c7no1tUldXaW/77r/b3m//w88EBU\nZ5hky5ZoAkcNJmwU12/NLZxP6PFK6O2qdf3W0dqthXq7WrB+C9Vh0gGASFKNmlnUG/LQQ9IPf1hZ\nL041uruj4FFYF1du3bXeXumzn53bw1Zu+Ysk+YkKy6Gua6E14W66Sdq/P+rFKjcpox7fa/Gfn3I2\nb5a2b59fv1WyViu/yOnc8yMTOVWZt+bUb2V6OpPD15y6rY45hfMrOtup30LFWIetAIENWILFhpx6\nKwwWBw5Ip522uACSFD6X+yxRKQo6d9xR/vz27QsvWFyj3RImc/Fw4q9/o+z5f6DhadNwd6+Ge/o0\n3N2rbPdKDXf3abinN37cG93PHKfh/mNrXr9VXByfKSqOTzpP/RYaiVmiAKpTrk4sDdPT0u//vvSb\n30Shor3oH9Wenmj4r9TWSBs2REGueGV+aXmv1l/pvqalvv++vqNhzmdmND6R0/BxqzT80Zs0/IVb\nNfzi9RXNTMyfH58q+DNzyccW971MTs+p31rszMRMT4cyPdRvoXUQ2AAsvlC/3o4ckX7849nHudz8\nax5/vHwdVL5HbWZm9n4mE/5s0HIK9jWdkWm0q0fD3X1RT1ZPn4Zffp6GH9g3G7BWn6vhF/xuNJz4\nlT0aHh3X8KNPaPiyLyrbvVJT7Z2zr/1vo9K//XRRzcnXb2VGDqv/6X3qnxhV/8SoMhOj6h+P7veP\nj8w/tvv/KbP2RPVRvwVUjMAGNLtsVrr9dumf/zl6/MY3zi/sr2aNrzS0t0vf+tZs+Coe4lu7Npqx\nOjUVDaV2d0vXXit9+9vBDH9Oz/i8gvjiDannLnI6peGXbdbwn75W2Xi4caYtYTjvHx4q/8bHnHj0\nbvfUxGyYmhpX/2lr1X/6qXEtV+n6rfz5o/Vb27ZJN//vyv783Hyz9OK1i/xpAaCGDWhmu3dHQ4tj\nY3OPr1wp3X33bHgJrYatEuecI11xRRTOLrlktl5r5cr5WzXlrVwpPfNMTYZB8/VbSVv6lB5OnA1k\nIxMJvYaL1DtxRJnJI1HP1cknqP9Fa+etMD+nlutLf6P+/3urMhNHlJkYVc/01NwXvP76aK20xSr3\n56ejQzr77Gj5lUZv5wUEhho2APNls9KFF84Pa1IUaC68MNoSqq8v6m0rXC6iHjo6koc2l+q++6SH\nH54fzkqFtfy522+XX3310fW3suNTOrxAuCpcKiJ/fk791hLk67eWMjOxf/h5ZT78f9Sx97HF7Wu6\nbrU0eVg6UmLG7VKX/ChcI67URAcAVaGHDWhGjz8eBbInnyx/3WmnSV/9qnTnndJnPlPfNnV3R6Gt\nBsOuLmmka0U067BgVuJwT2/BsaKZid29Ub1Xb7+Gu1ZqyqorVu9os/mLnHYXDSUO3qvMndvVPzFy\ntH4rMzGq/o99WH1XX9X4+q1yPWG1WPJjZGR5T+oA6oxlPQoQ2NDyrrtO+vSn027FrK6u6Pb1r0dD\nl9mspq1N2e6Vynb36vDRQJUvnu89uhTE0WUhisJYyfqtRejOTUbDiauOU/9x/UW9W/nFT5NWnS+q\n3yploTXTKtnwvh4WWvIDQN0Q2AoQ2NDSHn88GiKrs8m2jtmZicW9WSv6NNy1UsMrMsp2rtDwykx0\nzaqTlO3s0fDkjEa6V1bdhpWTY/EsxFH1T4woM3Hk6P05vVkFsxPzMxXn1G/VazHZStdMSwM9YUAq\nqGEDELnssgUvcUnjHd1He7MOH+3Nyg8bJg0txr1f8ePxzp6lt7FbMp9R38SRxDAVLQ0xov6iAFYY\nvvomj6hzpvpFVyXVb0P0StdMS0Nf3/Je3gRoQQQ2YJlxd41OTs+dmTg2pezElIa7T9XwuWtL13LF\nj+esv7UE7TPTR9fXisLUkThkJQWwkbnXjI+qb3JMbQqkd79eG6IXrJmWqAE9oQCaB4ENaLDpGddI\nPNPw8FjyhtRzV5WfO3MxOz5Vev/Ec/64ojZ05SZnw9REHKbG5waueeGrIICtmJpQ0yx3Wq8N0T/+\n8fJDojfeWPv3BNC0CGzAIk3mZuKFTHNzA9W8hU6Tztdm/a2VXe1FhfBxcfz4qPpv2zqvx6swcCWu\nv9XK2tpmt62qpZNOihaJ3bJl/rmbb2Y9MgCLQmBDS3F3TeRmjgapwwuEq6i3a+75atffkjRnra3F\nzEzs7+lUX0+HOsvtn/jui6Xnnqu6jU0rvx5c4ezIehXcX3219KY3RQvS7t27uDXTAKAAgQ3LSlL9\n1tFte47WcpXv7Zqarq52qr3N5i9yWiJczQtkKzrrv3/iDTdI731v/V6/mFm0T+dy0NsbLS1y4omN\nmx25enV6s0EBNA2W9UBDFddvza3VypXe0qeS+q0KdbW3RT1YxcOJc+4nrTofPV7ZtcD6W2nLZqXj\nj5cmJ+ef6+qK9uFM2v1gqTZvjnqsduxYeCeDfK/WjTdGvU75tcBWrFh8m1asiL4X99n1xPKbvY+P\nJz+nXkt4AEAFWIetAIGtvorrtxKL40sWz9e2fiuzQLhKCmSZng71dFa34OqysHu3dMEFUXCZno6C\nTU+P9J3vROfPPz/aFL1ahQHo4MFo54RSYemtb432Nc33ahWvBXb4cPLWWNdeG20unrTQ61lnzV9P\nTJL+6q+ixYPNou+TxWEBBIDAVoDAVlpx/dbwAuEqW3A/f35sqvq1r/LBqnhbn+L6rXnb/sTHytZv\nYVa5xVFHRqStW6Pi98Ltq8yiGq+XvSwKYOPj0tRUFJTcZ4c/SwWg4lX0OzujsPjNb0ZhbSFPP51c\n77WUhV5ZHBZAYAhsBZo5sBXWby3Us1Wqt2tyurqC+Xz9VmZOyEoOX0mBq6+7Q+2N3j8R5VUabGp9\nHQC0GAJbgZADW2H91nCpWq342JxaroLwVbP6rZ4OZVYU1WwdHU4sCmQFw43B128BABAotqZqkHz9\nVtlwVaZ4Pluj+q3MAuGqXH1XS9RvAQDQZFomsM2t36pwZmLR+brVb1UwMzF/nPotAABaT9MFtv2/\nGdOWLz+QGLhqUb9VvMhppTMT+1dQvwUAAJam6QLbc6OT+tbDBxPPRfVbcdCaU7dVetX5wuFG6rcA\nAEAami6wrTlmhT77trMT67uo3wIAAMtR0wW243q79IdnnpR2MwAAAGqGCnYAAIDAEdgAAAACR2AD\nAAAIHIENAAAgcAQ2AACAwBHYAAAAAkdgAwAACByBDQAAIHAENgAAgMAR2AAAAAJHYAMAAAgcgQ0A\nACBwBDYAAIDApRrYzOwCM9trZkNmdn3C+W4z2xGfv8/MTm18KwEAANKVWmAzs3ZJN0u6UNJ6SW8z\ns/VFl10u6Xl3P13SpyV9orGtBAAASF+aPWyvlDTk7k+6+6Skr0i6uOiaiyXdHt//mqTXm5k1sI0A\nAACpSzOwrZH0VMHjffGxxGvcPSfpsKTfKn4hM7vSzAbNbPDQoUN1ai4AAEA6mmLSgbtvdfcBdx9Y\ntWpV2s0BAACoqTQD235JpxQ8Pjk+lniNmXVIeoGkZxvSOgAAgECkGdh+Kmmdmb3IzLokXSppZ9E1\nOyVtju9fIun77u4NbCMAAEDqOtJ6Y3fPmdk1ku6W1C7pNnffY2YfkTTo7jslfUnSnWY2JOk5RaEO\nAACgpaQW2CTJ3XdJ2lV07AMF98clvaXR7QIAAAhJU0w6AAAAaGYENgAAgMAR2AAAAAJHYAMAAAgc\ngQ0AACBwBDYAAIDAEdgAAAACR2ADAAAIHIENAAAgcAQ2AACAwBHYAAAAAkdgAwAACByBDQAAIHAE\nNgAAgMAR2AAAAAJHYAMAAAgcgQ0AACBwBDYAAIDAEdgAAAACR2ADAAAIHIENAAAgcAQ2AACAwBHY\nAAAAAkdgAwAACByBDQAAIHAENgAAgMAR2AAAAAJHYAMAAAgcgQ0AACBwBDYAAIDAEdgAAAACR2AD\nAAAIHIENAAAgcAQ2AACAwBHYAAAAAkdgAwAACByBDQAAIHAENgAAgMAR2AAAAAJHYAMAAAgcgQ0A\nACBwBDYAAIDAEdgAAAACR2ADAAAIHIENAAAgcAQ2AACAwBHYAAAAApdKYDOz48zsu2b2RPz12BLX\nTZvZg/FtZ6PbCQAAEIK0etiul/Q9d18n6Xvx4yRj7n5WfLuocc0DAAAIR1qB7WJJt8f3b5f0Rym1\nAwAAIHhpBbYT3P1gfP9pSSeUuK7HzAbN7F4zI9QBAICW1FGvFzazf5G0OuHU+wsfuLubmZd4mRe6\n+34zO03S983sYXf/j4T3ulLSlZK0du3aKlsOAAAQlroFNnc/v9Q5M3vGzE5094NmdqKkX5V4jf3x\n1yfN7IeSzpY0L7C5+1ZJWyVpYGCgVPgDAABYltIaEt0paXN8f7OkbxZfYGbHmll3fP94Sa+R9EjD\nWggAABCItALbjZLeYGZPSDo/fiwzGzCzbfE1vy1p0MwekvQDSTe6O4ENAAC0nLoNiZbj7s9Ken3C\n8UFJV8T3fyTpZQ1uGgAAQHDY6QAAACBwBDYAAIDAEdgAAAACR2ADAAAIHIENAAAgcAQ2AACAwBHY\nAAAAAkdgAwAACByBDQAAIHAENgAAgMAR2AAAAAJHYAMAAAgcgQ0AACBwBDYAAIDAEdgAAAACR2AD\nAAAIHIENAAAgcAQ2AACAwBHYAAAAAkdgAwAACByBDQAAIHAENgAAgMAR2AAAAAJn7p52G2rKzA5J\n+kXa7QjA8ZJ+nXYjWhyfQRj4HNLHZxAGPof0vcTdM0t5YketW5I2d1+VdhtCYGaD7j6QdjtaGZ9B\nGPgc0sdnEAY+h/SZ2eBSn8uQKAAAQOAIbAAAAIEjsDWvrWk3AHwGgeBzSB+fQRj4HNK35M+g6SYd\nAAAANBt62AAAAAJHYGsSZnacmX3XzJ6Ivx5b4rppM3swvu1sdDubkZldYGZ7zWzIzK5PON9tZjvi\n8/eZ2amNb2Vzq+AzuMzMDhX82b8ijXY2OzO7zcx+ZWY/L3HezOxz8ef0MzN7RaPb2Owq+AzOM7PD\nBb8LH2h0G5udmZ1iZj8ws0fMbI+ZvTPhmkX/LhDYmsf1kr7n7uskfS9+nGTM3c+Kbxc1rnnNycza\nJd0s6UJJ6yW9zczWF112uaTn3f10SZ+W9InGtrK5VfgZSNKOgj/72xrayNaxXdIFZc5fKGldfLtS\n0q0NaFOr2a7yn4Ek/WvB78JHGtCmVpOT9G53Xy/pVZK2JPydtOjfBQJb87hY0u3x/dsl/VGKbWkl\nr5Q05O5PuvukpK8o+iwKFX42X5P0ejOzBrax2VXyGaAB3P0eSc+VueRiSXd45F5Jx5jZiY1pXWuo\n4DNAnbn7QXd/IL6flfSopDVFly36d4HA1jxOcPeD8f2nJZ1Q4roeMxs0s3vNjFBXvTWSnip4vE/z\nfzGPXuPuOUmHJf1WQ1rXGir5DCTpzfHQw9fM7JTGNA1FKv2sUF/nmtlDZvZtM3tp2o1pZnEJzNmS\n7is6tejfhabb6aCZmdm/SFqnxoFmAAAD/klEQVSdcOr9hQ/c3c2s1PTfF7r7fjM7TdL3zexhd/+P\nWrcVCMw/SbrL3SfM7E8V9Xi+LuU2AWl4QNG/AyNmtlHSNxQNy6HGzKxP0tclvcvdh6t9PQLbMuLu\n55c6Z2bPmNmJ7n4w7lb9VYnX2B9/fdLMfqgo+RPYlm6/pMLempPjY0nX7DOzDkkvkPRsY5rXEhb8\nDNy98Oe9TdInG9AuzFfJ7wvqqDA4uPsuM7vFzI53d/YYrSEz61QU1r7s7v+YcMmifxcYEm0eOyVt\nju9vlvTN4gvM7Fgz647vHy/pNZIeaVgLm9NPJa0zsxeZWZekSxV9FoUKP5tLJH3fWQCxlhb8DIpq\nQy5SVFOCxtsp6e3xDLlXSTpcUMqBBjCz1fkaWjN7paIcwH8gayj++X5J0qPu/qkSly36d4EetuZx\no6R/MLPLJf1C0lslycwGJF3l7ldI+m1Jf2NmM4p+SW90dwJbFdw9Z2bXSLpbUruk29x9j5l9RNKg\nu+9U9It7p5kNKSoGvjS9FjefCj+DvzCzixTN3npO0mWpNbiJmdldks6TdLyZ7ZP0QUmdkuTuX5S0\nS9JGSUOSjkh6RzotbV4VfAaXSPozM8tJGpN0Kf+BrLnXSPoTSQ+b2YPxsb+UtFZa+u8COx0AAAAE\njiFRAACAwBHYAAAAAkdgAwAACByBDQAAIHAENgAAgMAR2AAggZmdFa8Ev9Tn/6iW7QHQ2ghsAJDs\nLEXrJM0T71hRlru/uuYtAtCyWIcNQNOKN17+jqR7Jb1a0a4Ifyvpw5L+i6Q/lrRH0ucl/TdFC4x+\nSNK3FS1ouULRdjEfV7Tw9H+VdJqkX0q6QdKdknrjt7vG3X8UL9h7UXzsOEn3u/v/qN93CaAVENgA\nNK04sA0p2jN3j6LA9pCkyxWFqnco2p7tEXf/OzM7RtJP4uvfImnA3a+JX+tDkv5Q0gZ3HzOzlZJm\n3H3czNYp2lx+oOC9eyXdI+lad7+nAd8ugCbG1lQAmt1/uvvDkmRmeyR9z93dzB6WdKqiTZcvMrP3\nxNf3KN5CJsFOdx+L73dK+oKZnSVpWtKLi67dLmk7YQ1ALRDYADS7iYL7MwWPZxT9HTgt6c3uvrfw\nSWZ2TsJrjRbcv1bSM5LOVFQPPF7w3PdLGnX3z1fdegAQkw4A4G5Jf25mJklmdnZ8PCspU+Z5L5B0\n0N1nFG303B4/f6Oi4dar6tZiAC2HwAag1X1U0fDmz+Ih04/Gx38gab2ZPWhmmxKed4ukzWb2kKQz\nNNv79l5JqyXdGz/30/VtPoBWwKQDAACAwNHDBgAAEDgCGwAAQOAIbAAAAIEjsAEAAASOwAYAABA4\nAhsAAEDgCGwAAACBI7ABAAAE7v8D/evd63NrC9gAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data(Xo, yo, xlabel=u'metraż', ylabel=u'cena')\n", - "theta_start = np.matrix([0.0, 0.0]).reshape(2, 1)\n", - "theta, logs = gradient_descent(cost, gradient, theta_start, Xo, yo, alpha=0.01)\n", - "plot_regression(fig, h_linear, theta, Xo)" - ] - } - ], - "metadata": { - "celltoolbar": "Slideshow", - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.14" - }, - "livereveal": { - "start_slideshow_at": "selected", - "theme": "amu" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/w2/zumz182b.pdf b/w2/zumz182b.pdf deleted file mode 100644 index b9c68e8c0e90228ff213c04bbf700ae750c7a403..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 196038 zcmbTd1y~)?k}Z620>Rzg-QC^Y-GaMY4jKXkcXtR7++BjZ6Fj&>aEJepxufsSym>z# zU(=lKuD$oFs#U9Y1BJ4Cv1FVP#fT=#`m$p zD)&Eo{0N>sF!6Gc>dl>fj}akOY7e@{W+0V*gCDidz_{?QrA~iI z9mMkm6Ow2O?@&BlJgpom@HT6KQW;`i+dZ@=%o|~fBW9mMG?8{H&(Z?Sh)z1*x}Q89 z(?8BfE}O|i=4(TBBa2#cUgH$?>XEErsFQ$g-D>(dCgjDcG}odTLqo<<7A7kw^^PnD z66umTG1y0VO6bpv`eZB<*`;UCQxj5*qx1z36^Y6+&S-O8lQ8!56c?*HOs%oHHyue3 z!HA%6XC(K|Vdkp9-lY!F(tOdr_*`zUPUA$0K^Mi1syqTyprft#VKIVa+ybCzkMOc0 z1qT<|%QE}R@BE4~7MfydXPgqbgmZH=xfT9XcR?vb*G(Y~qR{CloV%6;X=kqSuItty zQd0j3QkG^Or=$eA3$?BIl3oxhw3G=yUut{PQ8O^TSbz)JO&aUR zuQt6sZ*|v^H$w)gtJCAnocaG;_3{r5I0%h-G8;AwajZ4%8se(ykXu+`AH5@p!R(w+ zc3-+DXsbeqs_QJKs}|%^P^SS)yo5@3xpn#V+HQgk2!Af`+O>RRtBD1qP5M> zN^(wEwL1u8X-DbKp|Uf-n64lgWyj9E8sk@MwBsm;D*JgbWhT|Jn&Yty!fKgyUhQqK zex-nJ3=%}X2+vj6VWj4#&4jmAqB`0ZB#Kp%w2SmyoJSHMQb{TkcHHq{FRwTvn2xsA7{trq9 zoxPJd3-|wq%~`pb{}Y=x=<7Ic521XXtWu5*v+}TGY+D*Pi$$mwK{OBGCufcaqwmS3 zklp)MNl}Wk(j};H+mlZ->yOiBCdXE(q+u{`v^afz(u9*9dLqOw$NVIeS#f*%6i{3B z_7LWyV{Zv;Nqc$r?EB36v6fk^E@S*#egG87l2GyWx4CH-Ma z0@=k$s$BBmxWxoM8tnT=%&hFhM@o@!>xS&OB)yAB#0A7|U!vmUdWDRfMr;?5dZd>- z2?I_eg1@M3aa$RQ_DCE9C~RyrdFQrDn%uihxOKz(pCc=vvGb;NA#rtc$-fqO5qp?b zKuk!Emerw>JDL8F$b_OMpxv-n(-X*N#!Yj7X(U9!ji~+};v7!1fpVf$ z0_nxnFvK`b{6rY$9Ci;g!PRxvICxaLbmbX8J@I^6%DbRYBXH>%`4E#|*0uM%CTNr- zapU(K2hqR2-kNgAQw)}0gX9A(J(Jqzu2OYvrOOH~tTV=y1106SkOL)mH>Tjbhq-aJ zcGx4R@5EobjiuEZMLHIQizNILU@cBE97G)r9n?FrrLMP7IYNA_VRV_?iogyfc+L2J|Lz)t_8D){b3wp|w(SKUHewG!x8o#}fh}=8 z_q0^7niaj~f-^#hNmb zLwIs$ExuTi4EUql@`Z$Y3}PxzC?t@hG{6hbNfWfvqmOVCNMlR+#R!XMiAV5!X~P?; zfw-P83u{Zzf=+x&h=$#g-J|IDr0P9rFq1OFwDHABNS$}~qUI98*_xM#o?Q#qA;lM7 zo&&fO={Wpo$|FaFP1#taY(ti2T=frRWgX~Ppvf|=*$%+hw|){uEV=L+e>?HXH{FvV zbOX$bWutx~r3CxosyK~7{29fW`<87+n#Sw#v3Gh;0d+mtdXWZ^@2i@I4F(izORP(z zH<6Z1UnlWJkzQ!e2DQQzAPzOVN~TXJdQlVY-bIkixoxY`j!@jaNf46*=+4aO0iy@87G1N|0yeq;H=LGHBNo(310t*1fR0aV{BSuSePd zi(fqhGac8VrhqQ{24iY=U(1|-l`kM9nz>g&+|-|TrWRI7?Q6s1d`X2u9znee5<3J3 zKxAQh@Fxx{m26cTjty$SplF2k3uFge-wP4CzQ`_PA3aG!K@-L&)4klC4IOsXA zHz#FzI@>5#3jbhC=Ud;?{^}7X%ZO%({UCs#jS^Ncr)@^OU_7fKH?19W$>7Kas{dFfg?D3!P#F@UneA#zeJ8^lHC2jR72t_Hr74`+?vHe0`!qh_~P9zlJ*o7R&Xn&XunoZezarlc>H z5kH0QRrZ?NXvhLX>y0fqXu$ci=Xc-us9VN0F>5F~ODta#W6czDRNR4eo#7RL5aGEk z^I+HaKwKqMhQgF*w~eGoa90B>vy8Q8hC;n>Mh|}BHb|;W38X*Lvt=*`149uDhCf$! zcsS~~9h_RyqdDKe^@SheF^92vgJ>4!`gNf^A;1@F%_GiXohQl@=9)jL3dr{LAg;R% zbPtqNrZpXzX>6H;B6LA)Cmf?b^I;(}SuDVjFksrtOuZIa494x(XWFCK@oA2EB}GjA zgzALe@FJ<`-laLA6+@gkJWocwkLPMBky4eh-h#zcYxShz$X zj9lmu*$Id{47HP=nZ}gM@s#Rb|gV{IGiJqdBM2V4u z9V^lzf?Q52)81~SHv}-%Jc|V1%z;rPp`GripY9ihV2Ln#^L}V2dVbg~xj51hB0+Mp zuxRr6Y;!55qu=_wjVbc+0q<$?R<+8D`}9Gko%bw;?&7hteIseG_@1(?SM9U*K5o-n zk|BLvoD#x`M=)M%quU}GZjAxcZ7=l7#RuV!9|;G+Of}-F&NXj5_o-afsSpF6mTy@N zz@{qj&Nk3OGwc;Nl1YKK3~n$b>ojC0jtq8x@kZ?EoItlgfL!7UfG{aTh-pR^nr+2>jRu zqRc}y0$OKl@~%0a zSlu$dtV>!nY7T>VrsSuqjlN)Q|MCs`SbGNQy(zlbQ$|=U?41B*ha4`AhvrzF!_$f? z^pBsvp5uQseTweQb}jjsnkp~Kvxrauw{)kipfe{{O!d^Vb4Y!a zY=>vS&^#clZT3umgQN*lUrvZ#Mp!1_KzDfJL!v7Q4hLaSKwys-?8rRQLn-#$_D_J> zh-*PY2*w0cE6&^N+8fx8yCc~DshwF_|5w_Xm6iEF?u0bx**mTbp@4QmL~@B}_a`#^ zsjTZ?oSKWRoVyL+fw0Cn&}OsIF08xKtUsQgGIl$yGz$qBhl9;B)IA6%CMNjV_~a~& z*pgN5O?4(ViN+m>>T($C?ua73si@AxTcq5jnTpFKWo5*urx~mpFr?QVkG_3+YaOGG z+kAR^i*{&2642Ha=YE6b#(}l;M{OZj9lk&0QaavWL%=JC+~)1&6PhQ*QQje-Sh_3O zLl~t{skbT;jBc_Mamki4hWMeU+zUr2v!?NMbhI@nGa%t~{UpoW!`o`azF6_QWij>x zvnEeMoVdvM5xwd=HLMLj>Rx83l1)K0ZD#a?_JuofHA-uP)uNP53r~|qefeZ1QU}Mxbm@oAV-qEf1f9<`EHr(-b$&M!d)OGdBIhP)81tJX6a9PS6dNIWtiU^A;b9FhITX zwG=T~Y&nlM2|0GoO;p&JCM2Nm6FFoEEh;Qn_zh~WAH1eZ@8;c)Zvo6`*kCf_-LS9> zp(wGbmXIu1WbGEo)87Jw)v&?B-LV7rjYYKzm6l(s<6-*~nuMh7+R40ZdaTTw*-UE& zZMqBs>E!>&(&$^~6pzOh#;u+fw^ZD^Lu`!pqgOP?E*zpYY{j?Qv&OHm-%NbJ;!bDd zxi`ma#rEi4kB7MMEUw|#%Wi3Y`PD4PK@%c@NRn`M-t5k66UT1?#uv>FaR3wtrOWAduJacEIpsEJ-0B`!%c-GbQw_breu8=QJ6;=zEqJFOkHX(`s)S z^wW~Rp(U`NQe8D05@i|r%nb?~Gb5N!EHAwfL9LcA@}Zf{$v9n8-=?j6(8blMWM3GP zFGTkHfg+hx$>k}EYmcRgij2Fb24&rM^Y&vOG1GJm#@$SL;Ptf^&j>@IGGhxd&sd?^ z4NW8?V~&l3#3-X&2i_Fa-bbsWzSV-+VDQ*zIt4`}Sy`76PBGlo+7oEwA;eSKuU^NL zlqImasHNI25yGZyg|H#X@uac8GHFN^GRz``U4Wty(z8dYq_L}+G~hjyMX=;|vJtRa zrrG8w+7}F3N|N@r4eVsn*y|r!Wx_=j0xZ187OprWSr@&4Y>#@J;Oh^l)Z)P+bBQd~rsv4rn#90R# zd;Q|k;-QK1Zy}9XM%;DGSnK2sRyr`fs)iKR;X3p19k`Tu0dz%3bUf7tDOt35>C7LG zZ8 zY0Y4&b~Ln}C}(%BkwXDx;^d6)b|5iQ#7?&zt)eM~70Q&aE9IHep{N)IFFJm*K69^R z)~2IHSTfk(a-2iPLSab6M2@XLuwBK}3JGOvUwNG5IU+QGN`y9#6O=+*Y}WU-0Hk8(5r=SrnCIq_Ydn{N4vK61Vc6(HMOxtC`<5FywyXVwPMwEDc#@kQP z+gB8>9%8BIU(C5pc>F6ujsMIyUUW@D-cI z5a?T67`*G4_iB1cGmYQ;HuY@J+=@0? zNjiX0y{IHQ;X0mo=(20FC-duO%P_8v@sKJ(OG6ODF|_^oR_RF3bgr54N%;4JbdPp4 zWHE9kz$H%o8(A|pD>MFpzE(`mSy>1s0;Zt;FXhIi?(v1tyUnE5nfABjwz3&bND{1c z(aXD(BgALFE7hCDNJ?&T!mOw+O{NKL#-p0u{BQn{{67(%m(^NCOdJ}Q?Mr?AVt(&f zBYy?p4m?ji5mOiU2f$#^m!T?^ARMC&Tu>alq-E*dW>nlo`TkG@LL^29MjBe2*ss=C*+GgWrLWdpnW*xHwQj#>9IQ^g*%FU zi8-KM-SN1Ck^SBFn`%(2lqmDmCJ+U!kz3p0%VIUN{)nx%_Jk*O6{VvKv&{&fpSFV^ z6OxOCrGr>KY$8u2X5cVt11x>$PO+QzN?ns1(&mvkrJD{F(V~fZoRdD+Xe+Eo5c^Iy za!|+iVxY0;F?TzCX!+gEo(Wf$c?e~CG%*hOU3JBoraQ!qWJg;li0)56HF@ejzPUAh zC4K?3qE>ot_kC?FXRtiW$ta?!T)kg6F#a{+?RK*9siJh{OK65xikBaUX=SnxsrK@%@M%^)aT2bweZXJ*W$2e!$i-Pts5%IH*W$O zPt{T8V;tVFT-pfkU8+?dqdP2Jvqm$5go zv|!S*HV3@|;$&xLlD4q6v~nY6o02_NcSFUQGCeQm z22zb&IKlcTVw-lIuUPiq!U{18V67lac{w0O=X?YU1)ZiE1np+5@ z+}YV8KXn-?UB5i;f4=W={QPja*ZB-i3i#JAFKi^e04e7>p_d*YEy6X-BgD%z(E-x6 z6fjq4is&WqRT%i+e+U+F%~fa|U|GJ_nyWG+XVK4RA354@hxF@Hf{8?4lI!OKgIvdm z$`-C%A?mdpMXmWJ7fJOisr6$lcrs`LZ;`T+1&uyK+I6G)-BBgXXqkvKoHZV+0-^8D zuY_Z-_EJDP^Q=U@e%^6k3tRkOyz9Ibt3Iv!4X@S&!L!#e7?1FLD6fXA_WMs~Cv0uz zzGcTY zMI7P(c?Ro$%5b{$YbzY=+$xo^i%q(ykQ?o*r6J~0`+{ZN<#p`vd!nW?wfqkH8ipeq zNQCqkN&x5x06`4)-(&jUqYpC$a?HC|gh9Ru068XC2xKbo733|L#{$sj2QmNr!(2b0 z7#y@$<8p&%O^0Y3QM$72oEP8CMi*IuR<>q`SU2~PHVp5|wf`&H z|IsgDCFNbKLwK8}22<3BMYUU5js3f(jWBj~!`1myBRoRaj8j|^i>r83MCj*^s;+@e zU3)R@DNLA>A9*i>)RijAzjmm%cUg_55;B=^VHER^F z43}_W8l#&O>6)_7yeojZgTL8dM2cRw9QZaoEpwJARz~~yjrOoBEVENcEH<&m++F&g z0v)Rt@0LD%$hWl2vjhGkCuHAq;^CFoh#R<>^Xi6BJBEEVbM{q4O3JE?YEf&f^Zu|i zpTWq#-O5dM?8o;But_52&Mr~4u47yIDlZ#UJaY@b;~CZ(JGi0o#7&81ruA05X4fBd zdq*9h*m=0?8kGFYD*qC{Qv{E4OS{EF_Z3~=Qp;9dkY0L}_N(^pu0Hm!R80{*UtMjC zUX2YJ^0jBa{tkOhZufUx2?XBUKQ3Ow2wmTmtm2->cgN*V^0{m2x0I_JX+=ChqRs3wq1bd;n#* z@gkD->HrlvK%j5RMbta9Ij$eXP1%M86f6O%}9L z(Yn9G#nQ}=+6hp6&A&2c;JQV}@kEQBCk-c3^B@k^sG!=)p5RXr%^jWNHBng}R~Sz> z2g})&>{yl2FpFt!IR7dh>YE#y2t2<+MHQc%5IuZ_UVOWB8X<8seMfnp;Lj@zMh>uI z93GStDX-bb7cZ`1i;51lMb;@wN{!fcr1eSLg|g?D0zf;)wJDZdq3?4We}v>F*V6L- zIpn-BpvpD5Atmu2Qb8E_|AyB;ko{Xl{xw?P3&TGt0B$9(xV9KZwHpc?cbmYfb<2=z ztCXq?37_`W?N^~j;9breo0swaal<3k*?P{&ywvR};|7f)M0p+WOU?Ut`P&?7V=Zqv z1R%gN)I&*IA#ufX-ovodUu?Qz{5HUz^W63v++WQtYR2<3@TM8zCcZ;qv)`4>G33dR z!$VF^Kk0jY>)~&%T42RYIT8)_?ShRN_-8E&sD75H69bH~biS z{w^4}qT%;=TTIpOQxuRiWAqlaJ5KnL;Am>H;tNU@8y;7*?(UEn%P!VjNuL{SxT?O9 z5p-!8q@CMO5^S~M>kB>C4QsU;0rSQ^(F%Zz3{OwqzIFYAq7PN}?`3ZH!})pFgi%#{ ze8<}P^UVwW!J|YIKhWRiW5gSVXjS}W6zzI@{=ZbZ4lEJ|&!?=$s74~fObcRtoX=12d_#btl}U8;OP`~3?ou>_<@1aZD;|CfV~1C1`*?FjAaz}&CwMP$+` z(IUFwdF14Uv4%3l0vUD>>%)B%OIh~AXP-u|_;`Fd6Dk}zz4wH!Fr)PuOF#&B*Ed^% zgMLCXgAU->paXI@=m2XBItT+G0080uFwiO3M*tuI01Y~e*wQ=3ySl#q_~8SI7Tno< z(mcBt_lFmQ(~BqQjD!>^46Hi4yPG0#@F{-G3Kd!m&u|F}X6v_PYq2~$aeGQ_Zk+Q|?-Xpo;MI9BG+3c%sLk3G6p-BvQ_TfISrJCw z&ZdnO!8k_8Tp9>e3F-cncjERr`Je+NzWL}Be(lUyWzC(Y8-xV&D^sVAx^g6kXGyd% zIP~d7R=8B2mW>3d%dwhgVq&f*_?n{BCv7=pX=^8>vBs)Y zLSr~IiP7U(WvzV*7c;^U-qA(Y=*=QbO|dv}wG`8rH~fzt%nB-=90t1bN~6l*p}H5h z!4s)J!$!7v>vPuJic#Nw9tU#w-ssAbgSl4KHVuU@8a!s7M~@?c9iohW=0yW3Ynq?q z?8Uy6^Yc>tl57d+4=tbp<<6TP-XaqI0U7@C`-)Zwkku`CYildxB2IPHtfjf&UG9Kt zE8kZdU<F0r&_z*~nO9yw9X% z#h;=}gcc8T6XVw~ScM74$El=f^hAcPq|x0ny+nuNQOpiPStG-Ve3dxEL5JiMg)yLq zHnkuOz_@V;*ixY|n6v*;{2>xfdt6GKCT90dSwT|~&7Gz)y_BKJs=2@rT`F${a}xk4 zcIMf4(3NQ@NjT^^!+wnfXv#=Y{;a1=+e-eS=N7J7^qsae7c~b0 zz^tdoxW~#73|OoB5lJHDT3)VjBP;99r73`4@xTEI17q7+6g!zULuLH3p;HKZhVwfj z1{{!@H}W{}vUpJHYFY4vL2GPaGmGda6tTT-XlSVG_&gc#+wUE*t9q`Q+)fov@;S1; zS(J)Ez(RH>!{lpY-M59-4grwAJ#Fz=h_L}<$PY}dyWndtHk_?SBmwR}{5e9te_7XV zh4dILu>z8t2{Qvy>y95VK-uDe7!;Q8H;ub6sJ$P+fkZvSpDxXzljN}UY9bA%_6X_c zLmi5Pe6ma53j+=qgPDD?(cKW{14F7X@#kLPg{7jTq!bi1Owki;+nlM%pg31Jihg&a zpiN(Vpj^y6yL3z^3xDq*4uUC8+Q>AS#&jtGL=adv{%Mz{@C;Y6D^+1tgDBwdjL7!x zuTBDctl%K4=S`s@)ea({0H4T;zO%C2W!Dh^Rhj-qce=^@?2{@KcF*So!EQy}x4YzdCNlO_VbXO$+iRGw$w`$XMR?Nbhh zbBMxkJy9>-BUg{5HKVDmfVrXhNcK#i9vYCEtxdY-o+b$UcP1;OJFb=kQ~rotIir%c zfPg~+1x66%9qb+B6MQ|>0?modQ<*tT3`(BLPYdUxT%SpfF%1(>s_iVbqApT+ZShwBkC3?6c1tr71b( z!2nR0G)nwz^MPtv*-u`~YSD;T003sK5=T7x*y@b(o-ja5yJ*gA2|gh8n)P<;2M3_> zfH+5$0`bZPA9?1(`|}2DWe>xY7I+F|1pa#%=Fj1I4CU9K>HoCGO}Tnc1C@FH5*8V(K6GTTQ_NR1($aiMn)pw_QG6 zOTAyO|0AxZ^+Q1GlI|F98icwNAKE23>qF|<`Z}Wrh{Ty!vCdA}*~bbhRa*H-kU;jo zP$Uee&0{fxK*QE%RugmN&0$C}v#|m&7rLfd@a#5#Io$pv1Jxc_V`a|bu$Y)g>Vo<& z&!xGbMFljnyLY9dpbd$=kNq9>Pjem2lvEg}89yojThUwLXO2uixwqxOU()M7y9n$t zf4i1eb#}H8(1ieeG`-txhc2}f*J1*4`GVpR``1J3a@6rAS<-OYwgdohN}j^?CM5E1 z+p5Q{pA^U(rHTW3aG6H%$wAUODy7cKjmz=qLvsw0@Ex5n;Mm%fsY?+tXs36CuH_DtMY$pBfabP9BXLu3mCpDXv=t8FMK z7D1srHJu#UauapEGr74wVTB+JXp*Q7`#Dr;2uj81zo~eTuR^=x#Tdy5G;0Gb32fEl z>dTZt4X4pi^6(S}JfNP>ui$%izToPLwO0t0E(CJ7Jy(9Yr!m#j>SgP!bRkOg#@04rCX{j;P@-^$w{Yk!FMWjIu&u>^_|-ih1D zICwLFJj`w^Ni>dwZpX9(${ny(Lqf&;@D9ISm!qa)i+%t=8)LPc&#NPLaF>5+&Jz*< zW(Sbh`eC2q(vM05dRp6_KZPM_nCkZO%C$kt76AT>`4I{v?Dtg-XPpjwP(Zh+&vQyQ zvJ;U1+`$U~aFQd2{gg-OIDF43K;&A=72Of;6Li}R!db`yfWj|$M|sq7*QJF~FY)Yq zt3*}U5w+UmJ<#XRC(+xr!k`Fhpq5`YKv;w_;cbTf@gNO``2iZc4qOv5kCd20sz5c` zh7ixPQ4WbG;(qpNb{mc}M@owxV6`i+YYmFxuJW~zZ0$#^Z)n|@l&yV*TgeP!x->0% z4%5eZyd!AAhZg;ynABR}+PZ=Sz#XSc5()6Ihr|>Cd%j~Z_j^b$RW~$v!`*ohq8_QN z5Wl>*2ns3zx~1tVd0orr47)Sd>ObQKpg^SF4AmW)rC!C%sLm>&KD^Te!hS6?C@Gjf zKV&chOYV@IT)StwjK=_)3PztIMWT_8ZXi-9)~O8U&cDbg2zPHYVq-pDyzX#VvJOh*H9-Yb zJe`^<`WM)l7iu*(q3J?=!|pE28+xp;DJ^^AF}pGnGQSPTb&M&YFyDxpq>cIDJO~5d z{b|kU5vw3Z*wrfC8>@sfGCVvyCWdR5?Xxra%~QgmS?kk}ETUi}%z*LbjMTTs1##6U zLVq)EOrrW0`Q3xKvIBfa=BuzTun((dT#>VKWuPo-41c~dz*^*gfS$oZ?xx(@rT6(^ ztr|@+Z(vuvk-kpM0-##tIDIcWlMPw! z4IKPeeXAEQs0*-997z)r1ys{K+#MlqP;br3y?uF4A3K{#BqWNIuB^$@-mydg=cnx! z`ciqp(x#lMa)S5lDPG`ep3P-E)7aXR5C-d(oRWJp%zZn`88{#l26!f7Nrl9X=4?A~ zNt=T*3$Nzb<+DXcA#h*OKWOzm!_TnE$T~>O@qy{2g)m$^>f}c5w3VMpr`;*&@ zTg#7t8Cy3n$r!oF%%l*fj3po0xZgEv=-+59XB8I#gQq`(ChJuP1I@Q`!SpGK%6vn@ z7NGsje&t|U>jS7cD(}gB@&5tL1=aUc7}(#@`{Y}bc&lmolaQ7m9O)%>bzM(aP?zGf zCw#74d=8CT+jiBELUJ!a5Hk)D6~+#}u(fa()ZY2UDiF>4JZf_HL?fMzU@u*lt? z_LhowaXct?Qq)bnp#gHgPvq~sDO2PLB!Lt$3!ezL4N( zrKZd_6ADVjM=a)yKi=ItSRn)8k>8uMsgBB-*+a6)!dnYDqZa*Fw&YhR$Z8&66LIVh zzZLfDu%h8SQS*Ah=)q)Gq2Sp!$Vr~g8rma3>|Y8Zhh@mH+^9+;r;Sskk4&Q>*L`YjMOEd`1O%L394vi2-Ex}!S- z22fCI2ZHh}Zj=fd#+N(%J&ZWFHTO7~Cad@4zvxHr;sEGZ#(PJE5+Wu1&Ri9Mi=h6y zj15o0;DZK$ny1Hek@lq`y^W}T+s(mYrDZ?8%xUHWs@!`aS74x{+|`!oy)J z99u;6(#Z**%tMY}Qbf4gZ{0@onbFUke_RejgDYeFezWCG$3>2jxzZX81I&G1|5MyCL2*lBD618w6Mv&u&KyQ0GPkDtmTF zInd#DKR0x&5UM{s(t{T2GHUB-FtP3OJw+<-8RXV}pBn2=BOtHZ_Mz58YYX{ff(8`I zoQNIT0rejtUc6gcaL|D!(ge9c%e&NxtgX6phqlB>_x2vjgU0ThCE8}KCNja4;7brc zY5opHF}c9o21d6DI7(ZBAq|prLmyOw?$UMTEl{D&!9OKBI}O<&$A){o@%#qU<{jqE zv$s*s=Tw0V%7uvty5lDO5eh9skp~bIwpN~uVQGU7H`ed8u(#{@DOj8{uf(yiitU|@ z7K~+$fR2_bvMTdw^?V@0xl-4qcs(`cGSH@HpqiwC?Acp7haQeHmLDt z*QiD|Fe<=6EeeaLvJ(}Ih~Mp+T2r+oiEswCYh2M~`WJ=$!^^t{7?szc%{(kODVIhx zdVHMD>)+!{(S^}p|7^MNSfK#~u)X7oa<*A*@d`l!>jTr8R|AGo-H^srSO?ObrMZ_* zs-WsE+_k)z8cDwf(mH>*3|>1QjUjRIKtK&CcKceezwE!vPwT1TOh7^$j15K7SMX(M zFeHDB{BsgE-v$O|SMjMI63U}iiK%qml>*ck<b7;p!?rq?J^MuRHVdC z8n74BwOrm@=pmru;6e&h4d|O&|6KY}<}>_T`3{Wa%*t9ApjRjL1RVl`J9*JQW)j3_ z2YptN^cs;Aw%f|@(aHIzIkVr4Y&hv$v2dPCcA6NljAI{H6t!PVdxQ%U;)aWQ6!-~x zyN8+Fl?CJk&}M?F$nM_N(j+3hL@>b0GDITT29MnK&4v-kga7R#BxE(hZx50L zAXVES*lj#b-euQ45mY7`X?BpZ(R+4Alq^}#=Q(pl0P=RD{h568TZUkj=8hmK4Qsr@ zNJRDBJn{fabizRPYB<+LDg-y-popkg>Qn+txvaBhh)J5^X@7 zH2UuOcPGLTBW9AHIS>xsw@u^jb^3+D^LJlDs<^Xvs6MPn(O)IPdH;I+X?ez&F}&U z1FAbvQWp=@EPVVIUDXuCb-A>eNTg^1%9qu8V`RZ90JOTgiqK_b!c9~y0TUt)@>Vo7 zSg?9wYY8o4OKKa|moVPQdtlKTPma!)1psp{)2lqiA)nv~)*(CrIGEkpDt^c$LP-kD z>y~ucJdq0wa~eo78>C!;D0~I2^lV5bGc2v)x}Qw&4$;MG9eEZ+NuhTh5~4r*s=_7=*x`%9;Z|0>#-ApjQNE@ zBR^#%tPlcjK|2Dko_{D?E|-H*91um>VN(qND?{3Pawb&2J9v46^dF867-%Al13Z5D zuuv7$Q}+EdS^o`ciw=Z!i}USP5+{s5g0=}3GKZ!AvIWrRO_=>_R9RVmqkX~5%=fRb zHVgD4OE?PoDWJ_RjKKpA#r5ndg`q(bVdhadZ5n44WKZtPNz>_IgW;sAm<^lQp()}< zYQ|_d*j!A8{A8vQreXJ5sOy?bb01K*+>Pu>&j-7Q*Zo6-iM82G;S>+~>@-o&ut`7= ztHLC*;k+;W+Cl;0g`vf~QC+LR-VJo^NlqWLAXR0g}{aZ=A`yz!1Z8=Faq_oT*!U z^`c}uRz$$<)8yt;gF%`}iH;s`V5;jM{$O8_rcG+#K^>~E!`@h4mjyro{{#-h%%J)< zaW?w|b=I1BH~qTfu7n^Q{43&@c3Ez~nR`;UB9S*`1JjHaOvZ%8e&XU6Up@grV%Ybn zvZ`vLa(iNHIS`i}uG!gQ5%2@KFo^sN^b!DiZLPxk{+3(dY5+*-v3=zUq`_##hJJE#m_4}cpxKPirb z5XVQP0kT}Z-{Ex6e-;)a9!DpXIWojh1*!$qIvxkb;*>elLe*hi@b9JCSUOl#p!oIz zOU|6=Ob)aOSMNqrcOtD?(-CmD$34~#nmcpQoBYWc`4&-|jvs3gWCd7v?C_3U2Ih;u ziTL-JNCI3)kQpz~&QRpQlpGYW8mXfOkbc^c4rHk69hA7{|6~UR$&5YuoJWGPt_b2L z+qV&MTR^P9^dwSAJe^~7q#LqnH3ewCR*<0isvWFrZ{)~NwneUM8y|m;ZZl9;*;t#j z@aYo%yX@vKU%WxP234IZx5KX)AnjyPq_L$zb%>F_o-vm-*gpm8cY-fE_)6P?V?DV` z55_7$D)ZM5j6ny`maCNK)o0>Ww0Dm%LkVd;EfU%tMcqinYX_}sYnGKo=(Z*6)`oPF zFXlDq^=s%c?Zx)q2`RuQ=X&>K=J^I`c<%)=u57!q$=QM?*5O2+9NxhDx4lV}m#l(2 zIgn;Bl&|`Nju-hw<$j|lgO%r|FE`i8(UKk19XFVY>cdv~C1s4Mikh)^P;aUofn zwe@(vj-0uiPpcvyB)RkunYj2=IV>Nao>6%fpD!P1pT2wi^$eyttwJs?oz6{dqV zT@dVfLnt1XoR$4+sjU$~j5#K{^3}dtF!XfFPOBz4pG+nliC%9*)(I6KBpBFSzQo++ z?lnb=VxxA-4?Yf~SMNyuhn?wc4{$?0!u;`Z_yE9{gnaTu)^th3v@=F-G#@JKnC6a1w(3_>JyJuO+9#eD9f4Tl> zI!rB}mj`a;M%&)X5cCeR`mrm_H?u|Kad19}CpZWu%qLew-egPssAWHqE1o}_{qVJk zhUVl>L1F&&o*WgEe#$W{0Nqs<$BvwVEr);2X%WP*RW&gEC($H+P-C|e&g{H8Gh6wnH_IGlapU_L{F*(vEQqv>OFRp2i}9vl|pGlq*CGD!d$9ADtq+J2A2`k@Nyf+LcRQ20{o*#kqZ($ecVOVuY_8h;#3Pn#=o*^BHxa6T~4rE5d(`;VafFnZ%^ z88kZd^e`F*`YHbjK=x$+ioycpr8f~GF_Ur=%Os;e?w>6ZRrWaG3G4#NO%BG|x-hc8 zl+`&TREiZA_Su*84${&{Cd`ZsV()R`)w=EU8#hvg>}g?CghsIvbzJHmY1C4u4gb($zu}U#9-D1Q@b`EYTD7G9h zK<_9mMdBxHi4) zx_-Cr=Y!G=9y8)E#EA6$2fw)WlToQHv9TuY?jJVmgC30eO=y{ZtAGAz-#XYIoeqU! zd~7!y?Ty}TsM^nknaUojK@W*IqXh5Ua@K&r^eSQw5E6L(icW1C!ohCw|vD}S4 zT0WoCw6+Ld@+QYCq=C-H*WXTltV=7h{;X6CeC0nUPoHYv^+{?(V|L4p@8 z2!68d{+gLo@`1rab+@ItT(2rd+Zyjg5<$YW?Nr$u4gKU|E4%JCwajd+@zl{FD?}+m z%;3Ts>?RC93lwU_yt5B(|JcfJgkpuay+iJ~B?opXI`99+E?#3?a zzzIQ9*O-vK^aFJY{1+p}`zZsLZSWMp&m#QvH@S@8tlju?kka`!`{aweVP_!!wWEWO z=MWj!*)#M&Y5C6~ORQENb+*2D2psq%QRD}~p&ks~vx`xo7wf_Kd|VepJ8i8EL)}=E zRC27)4DzfruNwqkC;_rHhxHa_1pD2_RnjD3Ff8> z)>M$BPj~-Q0K>_PY8D{=QRw?U$$VED@1sILzCp zCBz}jW+|TuqlK8}0-X{bHw_bJ_+X*iA6)&#c{?U8+OQ$(qY=po`kf zmWJ#V{!fM+5ezigzR-2SH60<4ydvke!C7}vJjibT^dL^{P_Sj>9`GbV$%zG5GFVa^XRC&>a^vGw4F_551NQYYX=Klu?y44S zx$xn@m=B*jL{UTgvP>bg^Lv#(^5(p)d^Y>?y4pk$*MftegN6Fh zip`ZP*tN$4zxV0h$2y=$!@%Xdooc`HUed{zGNhb|t~rQOW=4EJlL2R35t&xo36l6&Qm2X*-(I`ugL{98 z0tfrnV}7|*V`W6la#g9RhE->U-qXtkmxYcB-3FU4@>Q9WlSxdl^kl!Nzp}W1&?vn{ znQqqVm}@=A2j9*wT4rD>c|%#<&Xq0uYJraesT5wmXQ46J?kNW~LyNPvcja4`*~Y5z z{E=JN8AbR(ektqqhRk3!M;I~ns^gWo zMzvkhW(2;P%UbY7)KxcR1d5viUB5awxP4j6h@m{%~ijt60QHBEc&eK)ZpHK*L~Q9Pc#rR)IiKXBbA zn0qkIYUGt=d}k&X9ky0hDz zYiV59PAV46G|I<@S%h{rNIi(uK%`+jy_c+5k|lSdoU6~5_l}?JtT;BX{FeEmkqpAl z7qKbW6dzI+oP61AvlOoKdok!u|hE+7c=r z{e3|=u?zA8!8aw93V15+ZYCaqcn?$k%Y&%d%2Ipz2Rh1G*mAl#CO^iS;wN{;4?oBI zqUJBiwBZ;J4jUU99yP%sXE!?zF6hg5WX2TZ)hsRr#?6`z6PjGvT!*WZsoAAk*ia{C z!@xY+xyUCrs-V0vx%cWwe0?I2b>c9Z0oP|-Iw<#CN>N@i3{Wf*S+?qvNP7Css|3qU ztio=R+F&|i?Qd33v1crdVmC&FoT;bn?;1Iozt7>}KfS2fy%_ab=@#E>XL}Mg(N?8u z85*9J>!rXEhQ6-Tt}AgMZ;$`F9mm+Lfjg6=R^Jq$8fyMPZv7i4nyzHcB>Se{|49NnV6FWH!u6KS1>3s>3DyF>!ddm>c3l>kZqvF znRd(6+wRBGN(5Fl5T<)KJ)CRJ;?k6+ubtQ^w|*&5%DNr091Mxg-9B+ii-T*@Sp{-!%lnmyEjbm8Nf^ z5+%4{ucA%ZnmFyr6P+^TIjvI0L*&E0YBs57S9dos+K6bjo$rk$ahh0)px?!4ZN~5} zT*lI!W=ikH552AoB6gJv%&)s zq#8s!w?m(|L~NfW-V$5jim2>s3a*kyo+XC* z=}VOT#Dyw$VUTUM27eZ_Dwz>_$4xjafbS*Wn72QdO0O&fE14{b$1O>KVK5R;Oz5=T zpOBl%zhx7bLG#f)jzA>yRBA9Ov*{*yKp^uC5A5ZsapNMT={0#7E1k?uLT1jj;1>N3 zO}pVdidFgI^{uv+(v9MthbTy$k`EyvKi|DtN-fv@{u_O|9B1X^KxNki1%s?CSwufL zYn#Q|D*{98K?i~UkI=AdynH}GV+?_l*G$Q`JE7HF1ue*qF!|oi5{Cr$_)>oW$;cZf z5@5DpIAGqL&%FahYikbD+a#!uYds69@5#|v5&ctLfO9P!28AxnxZ|4spE3kR30@6&=vH8Vv-_u`E8nU!oF=W$vf4}Tg*35j# zB^EQ{={}H{POy}lo%2RBg`Ktenq170D!d1cTRiz_{2Ep`Pa?L(Ch~HE>e_&qJx)eJ zbn9kZY3%mul=V;KtL@|0k$?3)hAS=g+P5-4o3< z#gV|`HiYm#DcCe=^Wpd48>XMV7NI@daWkXgid0`TP9*(4@iJx4_5M6t&F19=T|K%_0CmrPmvhM*Xq#{5M9lYQZFD}n3dzGM)0}=sAbPgD zIz-WOb{LfQd(Igvb6l_fMp+yoKREfllCVSgUS6AV1)<2w)-=aATS1>=DUnO_Mak@~ zARNkzMmvA5w~~Y$pTb3jQ#>OwK00A#xRGRTAFZ5D5!+l%YEfR0(3~v`uw|%COsodE z96hNtmOGL4q^ego72MX7&3d5M+{{m}26?Ghhb-J&SoD;wVtb8U7OQAF!rlLd@eGku^^NFgtcy}q$L zCrIR8bSa7dO*IXtU8fMSV{c#BBX{0x$<^B`M9ka0;OWDfKW<#AI-DoBwU{VORxh{6 zxnTJvqdLpEQYYvmWEMo*(s8ERU3*VFH;U`OUMp@jB-7m9jzN^1zv(yFjWZt1RKX`r z{EQGDn@H)yQptR7I%GbKY`{ThdKuOTbDXDGJYl@QIgwj?zq_~QD<@Ls&PoJzkX8FB1PR(_*zrvkFQ;4qCjUzW%t7Ke1!H6!Lo5w)g{jMWe zU(3$V3(5m=&`&Zdwc-=r_-Ykfli6xta`8D-+M7s@{{D=?JzO-{jssc1C)|WHFlD zs@<6w*23Q3dAfBut$fjY`HC{wf;wTRoG!}Q)3m3Rwq$p(UVP9OFUQBu{5g6fq)fQK zbJ~(}ZrSaSJbh5Fc03~ZnDN!kRDJSEsm3V_e#=jZhjpAf3YJj}6ur<#3)kO?&A*C+ z`*Ip3hFX7~#QxAH8}a;^U1gVJD^xYc%;`j;PACdJT(!7igag-)m@t<{1Rm-<+Plnk z$8dIgV#j(pYuN$KU9F8pRSycXI}_3LQFL<~tFflKNl6UGy6HJ5&K18O=_-j4^4_uL z@JNL+;Q@Cb9wOd1u32&v#|!GxdQ7qLAGU72`#uG_;B2#9g#VT;r0I5$g`vo63E|EX z6F0ye*q!c2)EoRce8afORgL7YnZ+Ef>|1`op=pbj>%MN)L~F8*%pQTAQI_rFb9<92 z9L=gQhKH6@)PaZ(mIj00nq4>6ntdSllh+%@;B>UlX?fTtHM7U8%dRJpVUJ}XhO)E0xMOu88?<$s#bY&u5Bkbo2eskWSQ03W1vz-&;3})o#4*>DV>NR1lQAl=UobJ`;Pr|TMn^Ui zw;J|oH~$()GnkQDWyT*rVe`b%a^Cr-f1z62sg06(=4-M`AM=;Ups}w#s2g7J_#qvJ_uRJ zC$7B=rLIrAfI&e~0}pSc0IRQo$VSY*7p|9)`Yod?+l|AqI``dY?#ov1v5UoO{r7x~ zjE=(tt~6ZNl4ZH>3AM7>GyUtOeT@vCevJJ(*ss06 z3L6Wk>u@Bs+qrx`VI^C>wzM3b=q#f8u%kr@Q=ly5_bT|9sjx36wNC&1xng0OvkFem ztEN?)tC2CseHQy?IUiI`Zbp*YvHAsEdW8&<99!X`jqP*lb+Dx1KfZQoYk`E0vKL6> zB<@`XR+E7oa(PI0wbu{%r+T`AlQkwbp>spsmkWyQ%IetL~&|e{Ju0PCNmjz zw>El*c`OCa;~w@6gzO`pyII?|R$b1KTdxGDxPHD3R;x-yA!8JI(pUHF*~hTBA(FV$ zGtZw*kh56)f_njX=g@*YsS{MPBt?{6{WYJ2my>j+9 ztjXUDuW~&~yWV*W3?XCpb#)0tw}{c(5R2b%*1vD6;vLbU@ve-Z?;coc8$S1)OSrQMt5 z2g!o*kFHS+OuBO~!J=6r563rG&BcA$olJ8d<*+dvflJq2|rc9=^Lo|wLYEZCT}+|7Sir`RWpRL(Zo7hs zU>>HUj0#t<)kmA-SVqI?^M#eqLCeJ#u18Jl5lvrcyof1mcN24yK%w?R zO=>Quwa?p>HG*gv0*$Z~pF$Nzj!42TPy}@}TM1kGGRgN1%EMtu#=O$;!;R3$@apnf z$l1ALIrHIY4vt-9%;ZnDcsfHT0;nH3b(U|({+#i8A(W2RWGS*bLGl{2c)GE|P$Vl$ z?P6DiO7*i8{qgzi3_*PEF&#Y#Pp4vwsCU7{E`#v%-iM{NHSfhDd#lPfE{yqu+ho_Z z?9Wz44meKF;xv$)5V$_1S?GHwFjr<5^O;js>cG7wup9^yQ8kxa^tUyj0aZr~JKIet zmPR64q%4;6Y3B!%HnbkY>Ao}Pzd_}77LxXOUW~tvXP?!V7GGE~x~A;KFoCwt^TXV{ zn1`Wg zxcQehxkfq=T8Ag%mHSGW6$1Rj1^a6DXsAryw+n{9;qlz`E{AAC%Hn;1gVIoYXQJP@ z1btI|(p44nrqS-5X#o9+w1XFVr=(?wyZ!CxqQ+Us^PCS0l~-DF5mH!xtVQDYr}_Jn zrBLw2wZaoaypazcB2{viL2!n?b2VJO^DQwX)7@xd<`)adUMw^WcJMlPeK`il2cq#r zUy6OXFLFp8^aJG?<$GvK3IbA!nGEGoS$Il}>Dn88say{~-9DU16P4Up|6w>*AgfsE z&af@Ug%a&gN}kmKApLPGs{s~kUn^p67r8naQlRZu&w*>t_iedC~|1+|8yf45{+eSu$3=wOi>!G7g1 zS7<9HS&T+8IJxqEe<5?yIa5jUBuwaw+ePg#sH!Ta&IX-Jx(#|}a9 z?;;lHPG|F{X70GAHQj+Z-d|GB_jmVnvq$gjv6k}mjO;^Q42x-e25%ZSjBMsBi?+v` zs|V_Bc!|61%#B}ASG<6JcAdB%fW7XAA_X4s0#-)bl zBPh0=#n=Kh%dxn74}EYN!W^cxwniT~{iF2rUa%HnbF9R~3SnRJrDj;)uelcAHufvb z?Q1;C>LB@8uMKn8PHYWjb6t&_e)NtZ-rqFlE}F5Oj~uS*%Bw*NXTg;<*(EH9*axWJ zlJz)lutsxIz>kU==Gm6DhZ)D#YJS5-`;-e>QnKXxi?|@(*FIAb@2>LXS3ZdpU`-If zgV-e1iWLi}fa+3`RN3>fRhgw;3+Eu!;@v-&LfQL7PdYR$nc|XMq>;NnzvWM6UyQ0> zhUyYx6TmiSziCL6)MImz?Z|FZ)a-1dVJ8!>gRk)+gREl2afu|K+IdK=iQ{#MP_t4ZjSh13y`g3DASIbj z!~H=4sE18*O6dg!#_KBMw|C&YM$RA?{U8LaLId{uu9PlAM~B}822LZ1k{BJeLT=2@ zE4iP1%KersZtNFEomuE}hFFPTg8))J%5?ZK^wd2uE+ntzLm~G>rGJcU=&rVxHjc&3 zV!DUj2)RP)TxaJr9pV~$yG!1N*BjQI=D%j5Y28$_H(akwAJm%L8Pv^W5+vP!PD@gc~DEyc;(^%d?hvZB5HQK6aUki+M5T42u4c!IXL0X@M13y zi%%9O9_u-2r*vCyI~40`4s@*g0`-KGXaYG zL7}^AdC9Tq;Lh_)5DH?mmtu*MKV9`-uX3OJOEF!0AX=B8uVh9j`vSEa=_AWnUoI&}#1v{_>Ra zLK8pP6>mEK9HeXULRw}dorNfmxLin%{6;AXyWz9|b0&FfB*bgqza-ZAoVri2x~^w< zD@M4KopL9jG?+fW9Ljk13-O{E<(Y1?ineyXW!yM|S`vB37raN2?`Ods_yZ1Dkl_|@ zAj@&GlU;d{I{T7ddCi}qb~~PtY6;b&%B&Ll>&Rl!lh_zJaY@aF*VzQ1pLj~8=*PxZO+}%ZA7>@n=FJ?cI>Se<+t)r((9Z@2PtE539%{)z~YK2|Gd1?gqgZ=u= zSUa-9b>b5+;5$7GOeab#NXN~;s^DM6+nhX?>&0YqW_sOe=PFKpqTyO}Efh}Ek46*8 zP~&I%^SAxLGPa?0p&UPzZF_AhQ$~aK7lQ^NjZCacAL*%WwbLS4AiHmSug~h{0{CU_ z6&$-JV}AtpMLRo4b}wiMyQ**h5gZxw|3ZGJz)v_K(B~qiWjPt}G;6ZjGT(Bz{u%gu zZAx>EXWfNOP@@6+V||4}Iz!3-_=(>~T1CYOA>I>?(Y@(d@Zaxi7o(9;t4hK85atI0 zqnzshZYUCh5Z1+~YP^)S5l=*WmNCQb<+-}{j_j}E}gSbtJ8;6nk+h3he@2Z=~v48)(x zqhV*i{!?hrVg*TteSA+h9fm}xSmU<#HxE&f)XPo2R857~l>kEV1qsyH!FfEpMTAMn zjy2Mqq~89GBuY79r`Iko4FU-0{)`QGA`#CYVy&$UNe5LMVlC)K1|BgPM&5Boy6fWP z?|4`}1PHg+VseM1uc4ZnC-Tz7B}xS)KFk)DgP+b6ZcMepn*#D;;=2 z9$5Fb<*l#OZsa7p>C%{UKm6RM6m)|w!S=@}E2c{6-`RL?Qp#0%xE zlDw`GI7q<~OxJ>#X@%Uv^6=6@Hq4(V=|*JOu|t--cjzbQB`?$;3mP1AfVavsJ;F^jAG>0|9d#Uy-lNxQL=(An-hSK7?7|t5AvlG$&Us7mt1B zW_Q(^>n`&84_sbdJm3ex>|Iyw)|=CI^w!63_SE4l$ipgc{gob4b&-pQyQu)H zr?meK^SpR)%Voy{qoKo&mb9W<2Mmb^MK z*WmhzYpEA4$ON@OV%zfcI*j77JasIkBoZcm23uH+C9*@gHS~yFg|9}X!b~8F&l5`^ zcKpwVW~;ZpajK4w4|fK{omAF4R_@8+W9@-#c=cKF6DsIWr*59>eb;{! zHVHYlmlWuweRjjgZ*5fLqfdby_LAs>yE{}d2%mGxSxM*bbC8PG8Q!`zx-W(NvDnx- z_jf9F>Xlwd(J%$5Lew#88#pUghqF&ctx|JnNgYH;nKZgna(dj|deUsRIE z{X4RsW__Tk+RJ)XExH5v>nLR0)z6g%y?M=}i`h+Qellq1MkX}Gi0q)AeA1#yeY5R!*u95py%mDD?ar2MyHdb-J9bBb zK0#MSco1Z)jzw|PK9m{0&Xu10tjf&+em>Cm7=Gj5?xmwgsV87Vo02*24 zKj>?oRZML;%_Qersc&WX`|E?@QFA*J_iI&4@bkb!UO+R-?CnMBsTA*#x$`x}3}5fm zu?$SRb9KLtv$+MfhWPp#1-N)G%ZH;2`lj z^MVlh7RV4xpHSFI%|BJN)qzm)8sUS@3DGll!C1?|rT>SUQo&Sc-W3cf6(>L84 z|33gCG5-e;>3@F99V-KXjXwJ?m)sR9Em|%MzHmFxDz#+XcCs{ZKM=W)tyI!jELvV7 z<_QxMZjFM#B!9l1bezz{!C}u`;V0JaV=iCZ?Q^3yka~_agdF$!6w&OeD+yfk1y#F! zL4$`VO=;hP7yUNfBYmWZM`Vwcr6L%q`}I39ZwB?Z7$pbX+^{$1olQeKlOLTQkg#Ac z{)9;!yv5$nd=Ix#L!TsJY1o~8FzX(@SSCWwK-}rB)O%)9-_IqEIm+EVSJ4->{4{Bo z3i06CiSJYSJ{!x_7GsO9cLMvR@SFmn`hM!z6mX)}LEjU3Pckee1U@qg;JwJ^Vvc8j zmJ8oU_R8m^yE9%sqH&|>SpH=zf@%9lVnVzc#OJ4l1~nwvjO#HA-l53;aEdm{&|hz0 z5&H*H7XEZ+S6OGq)Hb{~I>L^6X18sfQHz2_qCP5Nc#uOmkdsdvJ*lH!cjc;zOZO-K z?o7zlsfK1S+>{!IGU{1v+1j(@>Iiw{s6KLT4dnN&`m^FYF-Nk)6S+)oM@xP5FLw2^ z!b~$~9UOOVW9)VGka2_BNYN9T<$5;WXw6V|3VuE-a?QAWFMZ#m4% znw1htiJz!ie6MKiL1$4Q6ft(8z^&ewZ+bcF9}$T(?Qnl$wDCrO*93p8Z0p93YFVBy zc=gPFnKL72(M~j{XEJ21J8oZ5lS)d{?&4V0>A0#sYEX%gn%CjNnJ0<(EA?)>g)GK% zpRqxzYCc@1*1|kUA-MXpRd~n*XES!V2d%GgIQstO-|&Gy4Lw(m~T(fXc}7i;U^Gg7OD! z|H7~A$gVo&ex1h85sB)j@ubsRFD=Xo6gz#*ngjTcpE9A_&!%Ii(AZ6}+jFv!$p%=c zvv_z{%-0nu6d8TUlV@EU{PbpaynmBkB3^x>)cU8-ZYrBEx#-pO?tSR|h}`QSuKbm7 zu8nRR$3CK8+ntw{?}v{DoMiKKQSZuMTF@!XyDkp2MZPJ$nO}FRcUCt{NNC$m3fQPw zc$sp@l`NlxQ>pR1?nU;(a+!s~5VLyT5VYinrMt4_2@J;j$SuqGiO8NVa=)Q7ZLS0f zS@<=Kt->rrmMtDE%in1wL;9{v4tk0m(QMwS6lr_{g9K$>`~>n(si@}9F}(#}6!XZX zzIx$Watgm6r9!E?a?^h3t)I;hEr_@=ue{y%Wzf8fUdz>RzV|ArgW z)BT5G|G$76|F!@BAAuV){I_u9uX1bmh=&o=oSO@Q)T&J0Wz5e$sKdPc!YcjQhj8Ee z^}!v5`dOY5Rxr6-X%~9j_deK6vl%`y6a08qcVpkfC zy0Kr0xZ>2R$GuT*Fayrf&)aa2#bwoTD|MeJXgv%Gva@eL+=r;vyy(|+t0Gx&R7Cj&>?Y1uQ*31P&G z`f$+wCTQKBYAcvs&B-k7ul9sR>H=H@F(M)Wh+T)vH;V7|nw3@y&BiA8vPK!VS6ZCk z`VVUwp{#TYVB|36W?zJjh4X)G2NWDZQx6eruAk(T8OtlVed6Q{kwvayO$H{WrdRBy zDcs3{%g>2t(Q(y%?AIzGQy>&74N+|){v#KT z9X!#nlxm@ibf#p21UP^{CW6JBV8gzcW%z0_t35JN#l^R`B&g9cU!{J8w6OU94%b4r z?T&Ktq`L)g5+wcXWHVK8;@Fdq18)StpnPPbV#s;eaO!44KDCb!;q~+cJa;RG zIPf9g6cdo>T5@i~BZ1L1fUd1N4m(n>pNL4??>GlCpiZ`U!Az#y^2bBoj%~ z0F&$OPwXdYa@7ZqsM5C?n2K86g*GMYl6yOz6M*aG`0{U$31?Nw7GsAO2cturykE8$ zn9G{doGw<2CU|dpBY03NjuKBfS9-J_QoxsxJhdqgJhjO&$4u&_1PDf+$r;>w*4mLec%bR9vj?Uqk}HEi%#{O*@*?;RF)Cut$ui2Fa0yfPrzM zujjbe2dN4l|B*Ip=eW{?Rol2*%(w*OGJ$*z`*>Qkn-`At^%vVTUlg7r+qdC7h1C77 zLbkhNcb0~Pc(U~@Q)nB%5FM4VNp>kKQ~fAreI;(*EYOa}4&%gP@BtH=3X_r_Il+J@ z@^QUHMGCETbub#QWh7ET?T4sku2mqZ40*)9#>kgGoj*jmB)X;WmhT{&F3lQ!7y%?0 z(63PT=@drs7%nM1ImHB%sK_1*%0;}wYgTx8__sOTU?T47rdO4iGzSWC->!bYcmc5^ zO%-n7^yj*J(^f1EZ;M$Sx>snKp@B!g=f3zwXwHYFa;&&3NO>h1@(;44fY7qkQZI< zZWB523ZLa+gF|gAoS;?G{DOON!8pc{yD#qC6+XH2V|3c%WUq3$5`?)_^ev{nv)@;` zn(3623Obu}CEI?;tU-&0z=2BA0zBaVlF_JC`%*W%dZ+Kr= zg9)ZM@z3B6sD!$?WG8a%hl5oX!e!bCGlC-2@PB-Zi~>O*OT2Z`G=n^X#J5T~0I4`$ zj5Uh+IKO`SIP3K2FU@;C^o5d;>Hc1L9s9-hqlime8}5hqUU|Y5IsyDB?9|9n?e09X$JwJhco{in}C-b zAuAoBGz_?{5dIvCSGzTlLPeCg_&>k{{5YoghT<8B-j7-rdl^`ZLY1bITEy9a_c&W$ zA&<(>!WZ^+blS{j&3oznBYl_Si=9{f>ljy(>b#mdB=Ggu_F#xh>OTISw~()42Os$y zt+aeO*zB&2B|HE$JVfUIx%H=Oh1FNugrJX>FI(REs^DL0e*z-QlT5uKuW6a+q6g(J zcqGvZbO<>e*Y0NQ27J#G1VrP_UMVD%RT~Sl6cmC8%Xc2UFNI7OfExLG%{W&=z{{aw zY717xm9d>VR4uDGfbXj#=&of`yJ7OJmipi+B+(3@DoefMXF4a_UjA*M_NC4~SgZR+ z>Q=v-fH&AlOGIdQ3WzrW&MnFzi`g-6l=`&m6Y%9jGDjj#XH;oGcGFz|4i)z8Slq%4 za^nFsm52Bd7(KAr%{-tVK|%9_=PD5V_2(NFALkjRvFe|q&Awo?6Y(UesB=u7TUX=Y z?SBKq?Fj`p2}0ek)f?xPP5|0CrM!mzbXsT-4Io?r`)LZp)m4RZd#ZnA8vzC^>~>bH z*~hAyQRP&Yg6@Ai805sNf`(>q`qKY`>8c`{Lny!+oQm-_2e6| z{A?9(dg=A}RtNl`^RhKtFx2ajlK>FRLjedufh1#*3tUODE?~Z9%F34|%`_5V1ZW{f znN=b$7TK;kPX7K>7iaBG$&i%^59tp(Ei}bMMY7)8+WFfoHG*#qlvQ;@fkCq;7cg}^ zNWBP;I?AVCttWkk@C#W@6_9~_3{qiDT$z!QM>o}PVMa{42!sxic2su1S!Rm(1z4(i zsMdGWH+-My90S?16RyeTr_suuAzcD%^5Y22to;PsU3H5%XTtkv%YP}jGoKeoK@S5#rH z#Q4F^;q0D?xuL{_P&*U+uc@w&ZLzqgW)c{e@OSJ5-#MhIzVj#uXdQngfg3ZBv5`On z{-6~J;F<@<=X!vV0mgug?okY%d&PyVSczKm2Ld=E4Zo{~TB(P9DA zm?*a$48c3FZUQ^NcDlgO2O$mY?b?TgZ}n1PJW8+BtAr_?8mgIWbA__WZ5^z53V7 z@#!(47f~+$@MPfUBFt2l{pXFR2gtF`=rBJ>H*wPm=QMUNtHriukxju0hiN)Ee%rd8 zWhHfU#L4lv-fTYSKy@}DAb7@K3ZaaZCSI^QMy)Ng6aPTE2!XfS(COeisMmb=0-!A+ zn43H{G7e7sDfxSPjSY|d<$aDumqb3!-QI20fiH7l(3P=EmCN=&19IAN&b~V8{RJ#+ z4MwSQf$^OcA1%1R0h+(+Ad*-e!B{Sc?17)fLsUC*ujcpgO zHtK$|KYUy8TLcQ)0XGDh_g=1$Q!=KRCg}N+t<05&=HGo8PS&2GXEmpJIq1{ee&1^ zvQs`dy`b-o$4wkGz@3x^dXDL^lM;1e|>;a{*LU}+nwAH zfnvF!P1y)Rc&hEqIhaV$R&cXFPd^gYajrNgl)i;=c%d!;AeS#Es!-kBERcON4YpUjXdrCif|VM#?z}zMcvWPHjII!KvEL>W;NxZYphj5=PZ_X|PbVoNKQ>9yeok9IVXOzj?5+V&*vkfiHO( zH#6zmW)SwQCaviSz>FFkQ{bGdQ)!pyw5QjBbrQx*oddT37{y5K;oQZK>uq1(MfQGp z^M05jNJ~4XhsvjRTq=cULS7K-7mXp##SwM*EYJ71f__4>u7U-*3}-_znwR*)rDg*n^=lm z9*HLfxLT~KuT1%=0u1DHjWNl9KK-Jlqj$D@J?w*2s`9a^EVU|Ji}Kh6fYSqV%P4?k zb(qA%$h%RQ&L%Z zx?)iVDt?9!+T?1H+Tg|*6Ox{%hVFOup-@0inL1b~B@;)+Dpoo(Hk+d4oqFajjJT+!(!G#M4Jl?*%vNfZG@JLE7=locl)&wpJI60JN zW*~m&A<IOJT6ImUnl z)*TIl3CaMfi;yrt5{$wK_`R5z*1MRg$2V>EcgR1c;-m7{*E3c4IcN+3tKSX_5fR!) zU;AZS8-UVEtCg&?T_=%G$g%n7c1bUe1u?$+SYe0Dy#B?zu^(y4nS9b0`p(4 z$`kY6zuqd_CEV{th+eeW`Clfr7pi!+-29@SZrlAe*lM;9g*!TmE4TC)_Xm4F3^+LqYFW;r*;>bwN15Z15o;IGYrE$)2H zrpWXZb?yV7DdcT=Wua$sG6ANUp*Kt+c)<1Xl7cP5uVREgy5F#d?Z0uS+XEYBF3|>& zf_l{SNeY#V3B91)&9w`3bKIY#Am{*U199nvafcIWNLqBmIkJ%N{^5O=-*|alMxE7c^%+8SDg7XvirRy&P9gDgk_%YzSTA@@z6sQY|EY~8`+1q*uDBG%1d z$}{3iQ2=Nw(x@@`+{zu%`+4WHRZH7*9&y(vz$3n!FHt!`92Gc>KA8q@)nTJLH2fJ4 zpH>{AA4)+%=B2l8xcTm<&zCU+)We76;!}DoeaC}w@0!_k-WGY|+Lq*D&=)!R`Bz(O zw3*dtZuy{#hLTkcWY^dC4s@2Lx&uOTX~XZdTPsvRN5>hEV(r}*livEju1{SV^48sr zO;rX8G0BV!woQ!>`=|3g2)|lVEYgWe)S1EUKRgv7a^l+6z~WjkeFA`^MY4*MxG_M3 z8yM-r+xZ@~Sd9F8b<$v%uoV|N&!n<5M>$x5s7Lg)L;o@yqjhDaESa72E0$+63Z4PI z-RR9Xx?JN!&2?V<$^fqa04{OsM%l)5lSFLn9U_>n%}9ahCa&oBFGTK#JF|VOiQ;ij zpQNWqwEdiFu_rsg75PY=YkX{1A?OJiV$%=HJYAjv=5npsL=VyjcYsn}JF+QrW0;Zq z5Pb`M{{|?(;*CQOp%~bysl!6ie!+lgHnIm?feNaOh7h&3PcyJD&jY) z=(ep;;@||3BEpw=W8*HP?;C5W&bkm+0%v^)DUecxIQ#)OEe6lU?Q5tn9O@lVELmVS zT=9d8SbABXx5IA!5QvsEjMV7LvnpGn!k)(4LwTwl$W)kI-1wULWBszC3^1rD6TiJt zK@TKJCP?jFj1h7q!}@WK0AC_Nv~{xz;jVki6+-xyG6_7x7AqSmE4{L1bS7>(h~crY z#6XNeZ)x=hur$Gv)jLuHu5l|LIKGx=@oU=3C zcMRZg$prX65Maa%V+EoeGzSLB^U-W76R}o&nGoQ3-&Aa=49&c+Vx$wI>=+w@Tu&0e zaCQAb?XKlc{JrxRw+IiU&2@#4)8%JDcjpOxoIbD}8)sdp>oc-gXF88cH5VRtt2Q`w zRB*Z9wJ?sP0oV;s^Xp_v?pN{h?5BB|aC%W;Vc+62Sz4u}Gcq4pw6~iTgutgraVIs2 zePUsn(*F{RqYC$2O~T&g%}8Z#+_;H;bYApgPB*4Ox=(!>4+v@*`aW?#aYVS9siVa_ z(1SF7C^WzR_&)HXyZ-$HBv$+hWvvt!C}n*mSkwBi*aubrN!$0`%b!4HCXe$Dxe$f| zD?90No}?kkB*DSfr!uy{!z#CZl8^6vR&9iyxhG~GSm>Jh)BFnA2O*4N@jmg}1szZ4 zS~RnnR1e96!NOPgUQ|9q+A*h=Pj@4DeKuG7MwKBrFJ5S$H#fZTL9}E`xN}rB7Ui{< z(jsd}fMHwC*Qj#=x!X@vG z`-4zU9ZSLbl8aCh@IrwOTP&i*!oB5fSl^*lg&Q=5dz|en*ojjT#HImdG-~FURjku1 zjj<&XRyp2#L_HEo__bc~s^z=nf;>lWttGMax)YWHxNd>COnWfL=3(wc$#|04s)!0T z?8>RUDWfHQjBUEQy3`tVU*0#jUz`&^K;Jt;xff{+&)S`_c__fuT@58`vdn4=xz!yk zs(RjZn??e8PII zXD6@yNp_^>cugTj`<J91I4I7s0*opWnv&xU$hEbCa{e$$ViXZ6xj;$pGvst|^8zldX(=_Z z;07oQk!>mgn3fh?3{nIeEu#MFH)*PG^@`VrK?C3p^=VZ2V2KK+xVYwm6N-ae>3`A5 z74oXHr)P9fl+uu_&uZ4JMlWdVAd1Rogq}f*6nbr4YZJeJ23%uS_|%R!MUaigoD~{6 z0}h-Ro&nG3Ks>)O@YAfr@bw5e!EW^frU1$&LaPb_R)Rt`%oToal3jeJu~C;_MJc1_ zg#pqurL>pzb$#)xL)Kli?9Tw6Y?{l8FvsP{2;j+e6UU`GWTOY>Y%zDselN(>#P{{6 zKYf}pSv>EG7B6T^{TQZvyhLz1l`lZV538{Uu06;A5xZ3ZJTr6zcn2KJZ75T@%Svs* zYvs8yGcRu$2ZyppcCs!EfyA8y9dl(#M`t&*J9Zz?scl%$rpyAhZLVzj6wM@MnP@dY5|r-%@XhenuB0jo-#I>6;)XkR8S|htInMu3k8T^##eq)7nD7SJ zDF1$*%eL`;Ot0Kgd5lTA-yD3$@*|lLFwQ=w2vDPiZ0C9xqrJU4uFA5Llh%3F|4L`l zG|X$%*94b`dk@&?q`oF%fma98SRn$sOUsg0J0~yF%UZaP1lS-Rcbo}xtj`H?Ve?QU z$}1%5-V_nq?q-U4xvb;EFo2Yy`o7Hy=`s4bRmn9qkix$k&HK`|zkPWZaC*$#Lx8y# z8Yz7*nqmT8E_gGgAUzRKlk~qbNm;UIjG0y!`O2IOnHn9V6Z&N{`*vH+*HnX}ehsg{k+Z-9rcJuov6FJU$ zYNRMI3Zap7{DeY(GdjI*dlD{qCjv0D`Z1Dtc89V8Dn@aQTWO1b8Oqrsb{xl~xd%&o3mJnS!>V&&lbTmAg3e^uKCAIQ ziLt;LRlYpTQj?EQ&ny+t=>RVZFt^%1^V-#lP-M(cxc+N+O!nPsUvJJ6-L7n5Q~1lM zThpRrinTwo0S62M(qa$t#cUH6&pFOyLxnH>8GE!RF^qSiI)U|JI@A(S&ty)vfZUlp zZ{N;t55=iVS0Y%MiIr0&F*KCsMbEOSgKsam%OL0L)UjKOpxUHrY9t zjCE^8&?aGxytaISD97}|2msksoSn^aiZegd)D9mCt)67yeG1=wAx}qZz&z%9<06)( zCVi&T@2Z;hlr#0>)=3*81l&#LD%xw{lXD~olesu^-o%LAH^jko<|DrhYI#%89%pa% zB%mh3&o7Tm!`PS$I;y^G`mAP1=5*I zflu?qE%ER99i|{$JLbqdGgah{j~>GdiOV&Cl9D+ubDIdOA`qzir2mqZCKmOzskeD8 zAgGU57(1Bs-P-wLrr$X`S-voe&HDzHc6SuOdv}q~(tX=;9t9F|WX0Zzbn)%TONwO| zAFbiwS{z6d^Jt7hnN7o_4a!&GUVRW-AL?V3d3=?I8G$rqkJ-XX&kvV{xGdPtLS;OV z-v(HuCzzMJsQudBcONiBHMEpuWKgY1w3cs-JMJqs?>jD0>c7U8q@xnZ2D1;zqU{+6 z=Y3JaLB+5$zuX^-SyMv*^a*;?>x0QQHBJ_KU|Fd%8QW@mR*xj@)P`JCf+^eE)2$h` z+B2jxq}y+EjzwbzB6+TVuhg;h-N?wPb^4;cMZ~nY`PNm2YOOlo*w&hQ>g8i;XzY4} zvX|d5hByhm@86&u>*0ZnVqa|a&dZwyraYS+K*3*C9Pi;-9(H|$1Bp^4XH))yD&0-K z&mN1s&IjfVR0IciASutfH?UaFbQw++l2mKV0*eILaI~e692>jlaYFjdYR8D{l||o; zPOa$k!~jqMd`Y@x*Y?Sv0f?8WEgOaolu`hldDwh_ZW*nmVb)k(GmJ|`T^|V5Y z6Xfnz{%C&aXAhB9TN~0v+$eaGjM57PN)@bV7Nn(6YWr~Yzv6t7J z@l}CbGYm;NHZBkGAAa#IC*BQpr{)r`zIZ((f*J7IPRKh54@#>>5=kl!87Hzg^ZQw69k zW#`*3$G{pp7SdXED!d#1uX6ro07eI0etqx|AhI@_JnYAQ;Pg!3Axd%z9BQTJZWjV^Utn$ovDjJI#iv4QFiX)zVFCgwUj2wa^dUIGud+MF;>>mYZsDT9E!7MvDplmCG( z3paS3w#FW4pz-m==+2M;c?r%3E3Ixjg}~ZN1O$)cxgCeysG~L}0apk);C|K6 z8EN!2@;7I|Fs$A#PiH?QIhHsuD_rM%oSYc7{9AO#kn9Jrm_(S>o~;T^WN?&}=WlKn z0sL`#8RK^|^q3CgYm}}AVNdB*5-zK?*yYEs6JYnC1Il!LWaW_mM0UpAoISF$^RUAs z8>*tA;iu$V?nqkf$x^W=>IxCjgg;Gn2UstdjpdkKO>=B*ZPl+tUbJq2{sR ze&t!4ANHnT$&F8kf-aL9>(!1HCpqbiw}}H0IWms{`AF2VTy15;za(ipF+HxI*Tqyv zXJF{i09;JbCkOFf$x>a@z8_))`Bv7&L9iZUy_kA=^r^+y4Bw+_+VD6 zU+kW-1Ab#**&;(mnsQ2!gHqBjqBEbHqKM5cnJ5q&cHsp!w`v2y(bUiDzNI1*4XcJz z3yHi7JGB#|+u@iO206_d-7Ya5ALklEi5!bBp^U!vGapn8`6#cOY`wU$5M1F(BMU`m z_)H2Q51{9LXPQCM=87J%*HE=@^^su|rzHyv6V?-#7Jb50TVJ(nF_2L7uF;j2`D`uG zAeMXABcpA(?jX!f=k%ROVA1Q8tl1mJoEtXFS(U(1QFo54c{*p}6>w#$$sNs&{RCYT zo2E?6mHs6u44CFqK$-Ryu^GqHYeOAij(MRk9=YG2h(-Zh+oQlB`#3 z*H{Uwd#9&AK{jv^KmTB19w;o(JUrO7^tHR;`S;#_Re56iE_fpOT*YuVS%x$R6Cc02 zBeuY+=1|&(Th5n;7RV>c4`rzqbeQj}9@+W|&+Cud$H<<$M~5ds92)W1;d~u(9`qU2a(vJ#ozBEAlBP0^S=!d!CJtK`^}MCS@qz_? zi9b2Ax_mO?`2z=U8g5b{Vk|8^nlF|32XQ_OM8DJCd>I793rsDDax7^o`s(YXy9fZM z1H%p+-B56|hKE0b{Ccv5iIyUXNeH=icF5OhGjUu6ND>|{1dpra*&nXHg_uxDg(>$b z$7QVp^V}m$nv`WKXeHH3W9`Y*y+14wv;OM`bhI2WEYnV9giK-llgM1eh)=uVwCj1% zskk14CtyDO*7;@X4N=zP;@#_t$k9@N@Rkq%zdmYne2;AwM_c%+hZjO#4lvpA_5uX~OeU==^` z0(1q!k)ec}ow5!ZjQUeyQ$^J`pL*4M2WGG-GgB-8tg?FyzEM6cfK|TyIq%3zt)RQ` zaM3VAD|p`44Gk!+=Oe)K;Aa>hq^*ZPr$dvi8`i11M!_F|6*xQFpc1}JtYx#V>?jt< zY=hP|A3Jt@yq{s_zD;*<;E`OSM1e*R@~N+CDc1A542~4rVt8|T?Kj4@ z{P^j|1{3(elafm=fzER#2imF8INH0uaj5CH#iBvxb?~S2UprQn$>u`hdmtt)Y{N%3 zv?CGr_AXY_%U^)AvdEc9v|tB^%%;yfK#MjAi%{Zc_LW^wXLejDu~Vn6B+m{kk3$}+ zR!HlCP9|INVwMSX(*YP{Dt#!KvG8*)_g1jJ!+GefC713m4GGu^@8owXKR(vbV0h1} z?lLee2_8;?e3Te8B{SmDSzTyYje`8K+2hAf%6if!ZU7xsciE#kTLdhumuVIZyYV75 zL(wvrk?M?<6X^lkQT4@pX&qw*l5OSh6qLr7m+^FX*;YyM;k%|Kas(dzGJ#2y9IT*< z7_6tb)}u{@HTJZ& z+Ra8wI6b^?^)tx+#z=3)O|WV3?((Vtva)7}_M;G%P4QN6uwVME$7NzqnGtU}* z*PJT-{qb)At*rBA;3O*-(52Q#7K*b<&NDrgXe`U~uIJRXaj&jd!1*=A^>_j~3L9Q3 zp8&M7cgrS$gxq!fsqh*7_Qq#@4(?#J0eWKF=y>7)px^A9Wa9mUR!(BzO?>QJ@+P<^ zGXP!vVvIhWxzkwGkVu!0V1$MY5`#6GQJ-9zXKPGm;RuQd?zRi}*{7e3^$I$d-_hr- zO&y6=%t_6xS5`L=_}*+zPa1}Xp5F2j=#yRxT={@de04O(*AC#JD?1dyg%bt7BszzS{Pf#TQa!2X{sBlJ8I>qKRNM*F?53I$r~AL^+R990q40(yXY!#pA1?#ZY8 zWO2biTHIsXmaU&+Zg?;qENNCxFWk8Pb$6dt#QGD%PUQYn18oH84AL7ta5(8#d4KQq zLjW!s8Vj~1OMp+EW!KJX~sttVuNnWvvRfykGpJ)T3P&9X0Q6)&Rm);`SNuAl=0d0O|N1)VT)Y zp5`F7;*WG*>vv%)WmT#Rcwb}xlN3jujU%yt#t%5>-i?HOa@t^S{6k%^{cfc`g-l6{ zS|a$#IB+XAe=cd+Mr)4U?MBDhw?lH6x280mOC_CCS~qSK5541Eb`;7oic>8+q6od2 z-LO@9FiT?FoKslFS8ASgx^ynL!DNmDi0^Z*Sshv8Hs`p&s}J9SwWM}|TsUovMvAfs zVrM%H%umVFN(B+UtES;%x{n*0HRh<}Grc751Yi5ZDQU)} ziU`Xq73{B$Jptxu<*q7ZHlaMiH&aVjniL3p{1OF6L|-02oa~(Pmjs?vJ6{`f2YA{& zE74EeHT5OsbQ*!C0qsJNi$!B#QamTVJ}$01jy+X14HSStB~u;G;K|vw@!1Z+TXh=FQ|W?AdasPc zWUZ>W*dpkOX)XyIhc6khZY6W)JcNSI=>hJB84A*E6P2Q;2y20XGnRA7(d23oA$o(O zg5trMqzyhjHFnt1EA%;4O8b1zG%~^%gAJ^lu#BEr&$&|><-lykoLn1YEPBI$_z-P) zURqg)Ln{1rGPPX7wJ{R4-X{IndJu!2{sdnQzt~&?n%40+*$Q%J`Nq}OJS)RXu~a~A zU`A4R$wviPy`r~AJ8ld86Aunc4i`E6Ou88L8Q|~A@($W7chWo3lptg0qwxg}sxeM4 z@MN1sep>^SA57IO?o5wLGNLO~Y3<3cM~juf_~JEGZQs1!HW|O=iQeWqn@sO{|9&=w zwPZTcUHhV0z*I-jokYp?G><-iAj5W5o^vy0)pQi=u=R{Z+x?G~>C&dP+IPdDFk*i_ zY8u4{rrg|ke1PYSm8Mdvn!JN}zY$D;L96*)&knO@!!f4~??#)p$*z&8tFIxrG50IC zEpO%_D06ru_vuc`1pyI1^5Uk@w?qOewnbx?zf4%L66ba&F)kR6)$FG~j=F|IuBbw* zivkA+7=N%)+4A}NgWP1YnB*J`9R6K2H`+v|cfr(%vF@j4k_m$W6pJ(6{6>>}>(1#xKM$;|=S$tw*|NllS_ zPwJO1>}2TZ)%wQGjByGsm(se#N~5aOgIV^xWiEF`0rO}Y30c)xf9bfNSORLv+72R5@2NUqF9_Lv?%S*JHM-qz+3pd(vLTtvsnVlH>co}4`@X|@&TdXeF8iV z!N)y5uzGoS06I7HMO`F*ex#OVAa}(t6&7`xJB{chTn@##Fd)=Tcg{aE_LHVCVD*=0 z%!iGc@|eRNi~#6l-4}GS8J=@CAlU;+=;`j@T!^pa6;=BH-SG38j(3{1^p<<<50xb2 z=H}Uhnc4F#Cj+q@QbK-6VI&l1%b=|I9Cc+`__+Spw_l84uWmq2nGCV>B=3iWY*$2) z@gx&RNW3K=BM;&vIldm(G*>5$PISZE&}dzSvR@w!Rmu!R@Q;>RujmtUfOzrIh*tR( z60f$#n?$**ohl8~dKfAleyEXdLK=pqM*Ijjs{Tp|LLZy0KJcdIjN5c9IW=$0Fu1@1 zfG4-N`=9q9?S3aX`14hfk_xw-+nK7~y>^ozIyk}i6~aWG;xk8D?qT7lwnadUgz)JA zF_htF8<4p&mjh~RxMYP*AObl^7Kn7hj-NCDkO*u zc%}l3GKNpuDEBLc_s9q?l*M0l|2QgY=+sv88O8jt7(laRvj1M==)O=EU9RoU{f6CW zT3JJZ`tmgz+J2iY-w3*dDjeLMT@8~LuXjLCFnZcq-clHCnMK-%L~)<;?Zo?@2Q15s z7(>m*zBs7SdjjGVC{8%Y0`86UXxZ5ZTl6{Z#`Dc1ab(?+Nr zgC@u`C&{1F_~gzumduJ1b#vf2==Cb}n=mAH1_%lxZ%e#ik<5|FC{9Xw-LrW!$E1&H zs4yMe?<9gXgVEmduy5CWoh9&{TtLT1Yp9R+t%JYV14osn-E<^m@}E%|Bc7LJJQOKj?axmE znH>-^0BZ#Py_e}*Fd-8oK;*tD3|M7-8pBm|g>O6aS=CJLY@cj{hK)PUQx zV*I5!Lxn@{yYdI+9v@e1i;8TMF8$^#uH*S46V6lkKvv;&i?ShQsEoH|1S*Z?? zodHbnn|3z<<4XP>|Gj`thcq0ygwh3z_@kuc9DvH4kReJm8>eWZcQ28Ua1w8z*&al7AB{as>&c5FB>C8NdcLt z(i3|6-j?N3ZV~lh)&eLRAQMT;OI*P!GvlSN?A?wa9puKk?Ssm2rF-EDnwy2AEQPXW z0F#)p36u1dq1Xwrl8-#g2cPX3D0fwmcj46P)X6Cj9ZI|EbuMWW4}`$b)1zG5DYN@) z_DHZp)1U%h{=yGrd!2hHKDMyC-Lvqqy&9P-6AGMF>RO$XPjB;-<2e{5=*gtz+xFkR zb=K2s;e%Y5&|aIGE#RWvP0x>nxKaa=UE(K4r9*X82n$KSTK+PQ5qZ!~>P;)$#Cc6c?MKQwglgd31-s7YOw=`+J zZE90%;*rY-Io5AI-x*p(rKT55Km-0rz-C(HW}WP8>)7E7p3w!_k1YkUGp(-0S?C1@ zc+SkATj_OXDB7o`<^imGaCoFgqa(TZ(B2HXix3PCIHV^VgC^_9fweQKaR2j?951De z%=_TWyUxwXyhIL7$40tve2YL;dnW?$Uq#D|uIC*j;gMNV6&#&Wl|C{FN*0ia8` z>B`Pehs7}ihOl;TUjzK)j3CYR^;zObaV4cy9x%^6prfO&XxTT?ghyQ1&*t#?efDL+ zg95@m{VMtltJl+K17^DcXCrs#!RA?5Fhxa0ctlNiJ3>IR6*+oU9fFf%E^5bmvyhxN ztEY<=hud8piglp{Uf^{eaa#&&Qb4%!&?tQI{A`>!36R$*f-lo(%;@>yxU1u7ToVlU z+gJ~3hXEcj{I|}a>7$wGS#>miJhJ~AK2mg5)|9ST)rRA5zoy1Vv-AoOoLmdn-2#?7 z(s_kkM=(4XK2ichYptyqTn&q&+@||VY2h$kT$txtUF)3YV`n3|`y~XIH~4YOKMB}W zE?>bFrT;^~tp|3SfjIaiJdiC&4b5ubk@~Xd$<_fU~s0* zZR{0SSRzM)a1UcwL+>Z~1r|xPcPOFJWFza~XhLVCRI}|wa@8M8(bHMur1UzgVD$HT zzo^G{^e+fY(&x$Tgy94@Rc{K{ex$yYA*07z;`U1b^;d7{tnou$Vyykh@U-=V-q(!_ zBVfONtZ~u-oG)WTg*WG;yUR9EMJOEa|EIwK6@Pw3_lLJbPxDOU8ST0YSISQal{T%e%Cea{GEx31&^6jsIN_JdL}J_Hn&vKVI%?NY8_GISWb-R z=CX@?@QOnXwVd;sM~^0Nx^$nY<1r(7Ae|*d*Ork!vcgZ|J%~5MzUIZ7BQ0B%y0*Iq zHwIxmchfxhU^($rrO%HU9yY&`RS*EvKA!c^t%*`t{*Ht)AJSxk45RJ=6VvU*3y1~n zRWW4wc6JOZ%EEk&F7&n2%LYq)>%2I#iPUI5Uf|Z|1=Lb^6dPSMfO4W%%lLO1X~=d#sGeB2@Zm zuCKEgk$$}*M&Gw+^c@^+rNA`S}TWxLi3g?1t%K6;M^Q(fqj;u!5XSaq%^9D!tr3Legi%(!l^m=*@YMll# zAVV2(ziOp*wI`f1|r{q5_jSia@yoL&ZwYx{xB}EGv^{+%|90a`xxm^CuM4hLYVnM)x z47wGcEAWY@(ma_LAHC?g@(;W`JF-5o)17+pM@QVaAtQ+W6oO~@O0bfCmgvzs&PU44 zAs4=a_K{d+aRElro7%%^KHEbHn@RA)$7+4$9cIhaI)#WrGA0ciqgLSR8u44CN&G?)$z~9>1p2 z)1Sxy3+qQj%yOL-fw+`*j7%l{D$4y#5H#wSiWC3C!B7GDe3lOp^7qjKvc`5(0r6#V zwjV0?R1OR}hgDUZoTa?)Bw1PHQ`wag>98GP<}b?$-I+) zw|S>7ck0QQK@n3)etqE{`;EWVhrA$_=fqsFZD(y25KphdEf2rPS+Y_e#xFP zD$~fV<9WeDlfPytjVHsVY&W@gXns7`Po{-Jk`p@uVIU{t;7k&I?5scPzxRw8LSJ(o zC@a&q1x@t@hK3fIWvV<7+o)w+kQ-LJf#(;$qQtO)S*(xz^D56M-_b#>C)2{}?B*f}0#;~llCVK2* zTl~?#i}AWuui5UFOOB^{y5YMUWNao`ut!1jla5M0g4#+-N|NgLW!cMvvO$p}o!R;6Se2nstNg=&(wN$R!OH9L_JfDOxZ2OsjK<1o*CTHPFsSal}AhYUgSz1QQc;4Us+t{pAubuMgv1 z^ASWIp6r1q+9~rsW?TtvR>?1*Z}q@gOcR%HywjT#*M7WC#rM}%LkqoYz0Z;x;PzdZ zi}d39veyqcu;r1kK4acs|shrG+Oc2$`rCRdf6ki zrknbXjZoeM$GI21ZncR#7RRvA4A)nrh8h&Z>Q@S%=h;KP5^S&Q(1T0t>m{hSiAgWAu-}o`9|KD6DZ#=X-p}Cp-b5 znw6cG0V{#QN<1EuALJ}_@k0A_Zd*t`)>jS;PKfeo{oWSnz{|AXSc~Ozt(=@8Qt;yC z$&PO*JTZI}cxk>DQs+4ZUJqYJbL)Zj^$^%|+tMlzt~ki^el2ptXrS(kZ{yK;205zN z6urmQ{$9nMXpAkfR4wlp{6bS&V(Xzy!@P#N_zJ$kC_NhN7gf2sW$7H0f(7~YBZ@#4 zwC2Ej@1{u!`6M=A=LR^PJb1bR|N7GJ60CRysY;efB1;x?d*`F?S99cfPMoRJ(_xW&)N`*fNd zZ(=pkkYVP{+4QVu5b%tGr);#QD(Nwsz!&f3bRMX4O&bC0K6_n=^;LcO-?o!!pOga@ z{8r!n+#kUCux;7KVCV#rcto83HR8||Q^DQqIWeD1LN~PbJ*$IOo41y+j^-vhT=-(H zl|pFdfW(=Q`9ZR0Izhu%o-BY-0}gmm{GS0|`VH9(5R z3Q5R4X2BJ;wCmThgS5Taxv}8ybdZ)!97=;J#QZ9fO=t)^xv_RqRB}-xqiRXCW`f3) zcpD^x-lAuUqxk?P(jLrx6#Xu2H~O1L&7LG- z2Vsq$K9S9#l=H}E3}`K4J%-GyuaYCYvh~%+O%#uRjkBJ7061Em1-3xVlmE zV&>}%?l4isvGOhYm-jq7GIALup3z*B>7`Jvq@_(Nas0u3j{PD?%{(ED9g$Y!e%&~^ONkHFDS({=G&Ul>gBaHUw<#n)*~*% zqSbk&nr6g@4%}2UiwU|4iW*w!BFNDkZq65##zM?=8HL%y-{%s)^Y?+&$72T27xnE|&7E@M_!B#7s&w6*|`Jcr@E2KV4gc;RZL~uCb z-(lpIzWBd_n2h1$(<4l?mX;MKxQSce|MM~I`NaqT=QW2N9uDPn5VmhJbV3KZO&1|F z5{Y+hEkTMu%*%hnDr-rtwS7H^;73>$3XXc&IQhwbB#^6C*J*0g$K0|jVqeeVy@d*P zhUO%|k%7XXB^K&7gh>dP5W9OpfVaG2p8DQrVU@>b+usTWbezcpAox_yYA&IkbQnq|WLqcd+?z&HE2gw37Kgv^pUtg>&OSL7Y^TU_9 z)w09>>Ef*U%EIr0j&6`ho`Pp@G7@eU_xa&?r?6-jSYS%&5(4g-;SqXq6_2b>O>J?Y zNJa9!BO?>UhW_#Gab*WnFs6-BuKr=^&xH;W?|c<{<{9!O!B5D!?Jq4yph&$@*KCQF z{~UPH`7Cp?Xz+?Ycpw*!qcrItWh5Vvw4bxZQ^bArIe;@(Mx3-SbC@C3E{_eU+=5%z zEBfwStS|p$FLNfKZ%~e2Tiy;PW^88%mQsS5=_AYgCBc-BFHe!AOuJDp(3*2=YMJKQ zKANX2vdMH0@}Wh08y`cI`eVEBXaT202ulhc#vC>`3z{XXN~>OpkBa)PY&36qxgG!+ zPsbLEpNxP3ka5W$ZfXad9@_oVKkr`~>)HHHHG}D2jxnm6r;=Et#lIY5!`F}bSD^eD#=jin@GQhnKvENR55oD0$n_fM zQvYPSwMQ4+FL%b|z zDTW7vGgJU`^?aX7x(W$!`T7M@;1aHNplX~@O4HKL`avTEY1an>9OF?GDWd44Jw&7G zKP!Rb8{!IU$%~}Piyk{DB6F+Hl)*V3rMT7tr;7Xv`BVf%emSe?)}3Ms&9`r$us)0_ z#fOnGbjsml+%HctnPb->Y4(4&;0yN$(7XGufaT={9}Zx8P5AkEf!~3*_|FGWSny<< z3~)>^AQKeoy655@TzmQJ5|u`D&3;2I(Yp(k2Z;JD4lHdhgijY42M)aoB7Y7?*gV1X z%&2{M2~f#|8+H5w#8^BO-@Kuf{fo7{|_KzvKNrC)1e-2zXtGy1AA@Y0WVN#U{VAw z0O|O@(RaefpJBwjZ2k`*V`i5Bf*<|QAY(?>|D9yqry&J6WZre$s9D*f5mnqgGW?dB zDiD{GIn061!TlH#{Z%TDh%#zN$k)@XIj@OYf$eK6?Z=+HFUw`b*CmzX0{XYZP5?`(D!Ru}V+I^dPnuDMa-n5eCG~)*fYH?X01DGImoG!|wt*S; zY2vf+^_-||`4zI9k@>+h$BY#9lip#UL+VE;1_MoH4dG0t#M==JpE!SLjgcsG;b4$z z8|BUsH{@MmN1%DcQSV#=6|ZN*>Pf>>^JLM*HGg)SwSda7bT%Y}mGr(HCod7y3`rBC z!si(jQxh4O{37woP7n3)ZK4xu;w^Tfey{T%376}Tn+u5`^P(-@+U#%b_@m- z9D{Y&om)wqZ1r+BMWV6_Htz#CMx>(gk}m<#$2^LR4hg9*K7YVhuZ-8(nF1V%mb=-6(JOY?$D7fh`^fOypT1 zDrDOMJ}1xkDA|)@NIw<=a(s$GaM0sf!bo)(vSYU-ujNXM-f?%Xrz&9Yqmdg34}o3x5${fq z=A+izxHb{^H2UMTj;3w1B1_j=%`d9sR}DXxHRAJ9js8=F$+wFyYN48DstzFeQpMv$ z%f=8yXhE)Cq>pdFszh0wzu{=#*G@_cvg^@K5?lr0K@OeVDdD-At2T`NRqcqO**puf zAS#I*mkz%$=t++Y7t3jPPrl;`MO-Q}Ldyqz$;3SUfhI`(W;?jG4*q9+&X}6n%&QXB zZkCS-Xzn$xBA@N4(cS&=>vP5CzTwYpfs0xuiSxeUOw=0vT3(7Wv>-%>MZ55=HNg4S zomvuK<03HMO#1;n1jY#7vN|h+sf%_rIHVq9F`!i7(n9lm@zXlRhILI&s0iZ(TgLpd z17g3y98?2^^|S71C_QPSU%Cn7O5|Gu*DmL;LS*ElPQs$^6~-`FjgX5&^_^9)Rk}`nwKZlN*xJP<~&g|cQVX4p9 zzN9;VGn9W2cjX?;Ow}rhqmP?hPyJANr#S~^QLhVd)l}=l^I&f~)?o==#ZgDJj?Bpp z*Dug0OXlgcSPgxBq+)dnQ6ZL|3;oty5%2iJI*SX1E642T*!!P}Y7yv#-G}n5;ZYXC z-!tZ7C;9!6JkurAUCRBpn*OAParL&-eUrDX(aeV+-ML&n{BhJP^4@5w3*;O*3$t#} zJl1;^H1x!uG+Ss-`L)Wp)`}aKhv1#-J!5sdfPJH%;~Yw8gzhArf05G2(9DnTo=5h% zG_wJ}ZzpP(lm)o3j-JD7WE(*X?vZoE%02>b630F!9nMLATOTv!N?wnEBS>{ids2H3 zBU7M*Yk=~}$iI{2+rvG<6LhuNr{(_xA^ZOdiqFK#%J#of@$0o$Y>1oRdrzpr55BU5 z+d?_BLSdi}(~fGRLBmqVN%#yNtPyLi$rC@(@$BF|CR@@ePcU8&Zvq|{}F zfL_Z*Jq41-?1Rjid~HCv{&G+E6Q?_;UoU2^wkw}0$g$87D7l+`W}lts+O{kl9_?Ju zE3bCY$&WWrFP`o|v7LGZ(C?<(aI+Y=9_@z_s1|>3-DIu}OyyOdN@$6>S?1JYb-0>R zi;viMV-rk1H8ZB`Jup2#sj40A{A%+qnzy~Q&4v5qa+H3Z?};QjkRhbrt+2#v25DP6 zJ|qrbex6^seVzI%Fw3y3p?n^7j(3Sy6XVB-_BC|F)yU;F?J~D?kd>I$U58H6)T=~e z^Tq2Zi!`rsE`Q7*Z>XLs zi1{cSbNLl>MP9>0Bph$L24-F$GM|)|BpPP-pl;lxb~D%M4?K#H`Nx?9ld#qt=_Nst zdefxP7^07)Oc=v8Q9tex0zc^cX^NR4i`JRz3N{e&mq8sjm$(7}hDvgKEOgGA7OW(S ze1o&KW~nDfODt$Np4f;6fzwkcgsebD7{!0@Im ziOf?{GWAu$;($_%1@=^R(!HE1Z=5-z!LM1{0jc%IKs%-eqm#IW@cLVR9vkLfnQN!d z)i71J9y|T>QDddLOH6R~75e#P3htAf+Xj(_4Xx0t?a12F7fsc+S$gpOTl>ct)^AhT zoH^(5(`krxBgaMRW|IUF>~wfPnD{RqM!izR=7FkhUIKsY4zDqY{L@VHz3G1ahp1vy z`kjldY>=Gh zio;Chd*a_oE`D2&rz1?#CzG_dbvP`cP3(z|$QKP-o>%G`jeg=Qz$*Na8tG3U6(0Rt z$OBuJ{=I@Y;XFgOTN(){$!5`c!c&{c=q9{X`pA#xziifUDG@6@Ci<*y> zxXKI99mPl%7*z~TQ}{{x%ddG`eF9;OT=6ldDkhYHf5NGFc7ix0dzL7$+Bokyq)WOr zbi_C|c~zt-T* z(>^Km>#;K49bn2NhOOO<5uiJ1fm@1cs#GAseYtyw+f&sa@|G*uuF8t_Y6r$_*z{EH zA1~}VDi3!|PZTKY&sK^*=cVbcE(-iEm&smGxpJ7sib^^Q+`@;J-e{j1G@h9eCm9lB-9lxXIQKlKCjp6h%W17R0QO#$n&@MSR2Q zez|~x`?Ef7fzx$em;-D+&0ww`vT6<;zoMQA(E63v8MDMe)=LUsqOnFI#7n?R4A-EB zidy?PvQV(zizv=+6gY~t<;OuL+%lM4-@5ThMDo2u_KcEnaa&_s%kmrjd82!ct3O90 zx}G-mZe=s2P;S2xx7TOq;JZqKpP_T%e$)vCuU#ByrE{N8tW3(X!6K{RBhO{?%uQCN zwyblDoi#S=w3X4aYDu#YB88i@#ET~!BK9L&7cmc(GL%th=)2oy`rQ3)cYmCW zfMeq4RUfmSDMN~BmTYWRoVCT`6uS%fvPNCU0~973neC(D!HCj=p6f=icw?x zFH9ZXLpWw-vmwRiP1{h~HQP`XghS9xABUh>zQw>qagf4I?ndGAV^VNHB}+NzulSR| zK{<+}WFf|+<#J$>a#Zb^#HCe@&q|FK84QpH=S4bzKl(GH(Q!Z}(s1~NeHTaR$_I+S zjl=aDrR4Bq3*Lrm;U9t?)Q*8!!64y)N)mE_(uvx}9c!i-`o=?_yZxH2EH+J{M^;?+ zf+CnWRyR8a#=bZPrdf~#ZWE0JZu+|fim+)Mu6U||1EEgRHor015Oy7{umd4Oz&3x& zyCIGYN5&ZDeRl{@HYnVoADN4a<2+TwW+Uu_BK#RCd7~V({Jp!%LfBfJhFZ-?gU7Ln z-q;o@?D9R^Z;57`K&N07XxEBXZXNowV%O$TmsYa9QQq1B6#dNAud!>kVLA^LRiBy} zwSKI+jKX~%JQ;#IT+lXky}-gC5-Iyd@coC5uwG8CCjYX|;^kC`!f-~^y*caq+zhMB zN}l--Yy6G2VCaK|HHnc-pObhN{`*FY_CaIkMh^4@Z|RW@gW!D^)MZZ5-`4^`F+%lE zCBI{4a`}grTu9AQE4RUN!+H)Lr^lp)g+9Z&4&zDQ72DvdQPMpa!P)qfy{tS3$Ldjv4`$5UU<5yJ-^Kd5+8|-^`MM~~@mmD)Q<0C%wcDSPh_A`@(FCn&4VBC}ofi&=cRQYNC zTEw*)6TYMUxN}XX_gHh;B&$#7aQ+z!zZcx;Nc4m1Skf2(4c#o}VBk(K_|?f#-o!!3*4ob2#>B=6;S0U6iIJ_b ziM)Y>wIet8e=9)v<)1q_68^oVv$c&QAsg@{c?T2YuSQO`4un8XC;IP+FMH5q294f{=KB|1MC{TXhcABF{w-Qk_m9jmOqCKF1p zt_$>VzS|R&I(sW|6&o&itqLV5k5)q;@uraUGjpiFLn#?f0oTj_XHo|7x^?bW} zHWwyNFRtAeO|Mho0r}_e4?o}GZ_2K*TgIsMNneYe17t9)M=tv$&OUM$`$L7t3g_iR z!0AN6!m{2jXp4}O1q5p+UWr;9W5Ob-*hEeTP|B!;Cj}f2j~3mL3ve)ux!%U zZeIqmN5JyB)%-+0(b{n=X{C>`S%(Ex`X@#r_t61_ymx)3SQ{J*Il%c*@eeH6A_fB0b(egY)r#_7^8Yk|Wjoc-g=7;t!Z(E^tZLS zq^A@?IvG<5Zyr;@&r6&*JvmhRwX^2pK~+&(`I(idSjH>3J@0ZnnOi6A;9Jf#XgE{6 zLiVBqnavAW+c90G%WC60;~&zLRs?a4feVQ8b6T!1E%}co{nOh2-kAR^@V~bC-!H{L z|Hj4SS$AaFgL07uQB6XXv0XsH_U@@Y!S1FYz=w4M$iYYphGlI(xJP!mW?N`eM<|ut zN4D^oxlyX$W=Zz~Vr_XfE|zy1S3w5Px)jG_opa4!&d)7hUR&UT(#@H}7;#gE;MbRX z3LrCaJt}lAi*3uRGq(%KynM!SUa?CG`j2-P>T!hfw`N)FK&!s3|I@s`*S{St0(g^I z?0$c*e+xkUSF!)-iAcxm7000a3nDe83+%64WM*3j$e}=e&w#y@Q3!{EX0W|aK+Af? znk_@!Z$^)R>2>gU4FR!$w#IwH$}fN<4*s$nsSwSWHWzrro+j> zdQkjb;!Nzd+Umg38*oiyl1f3=?FaVTT(#@7D|hxfjsq@@qm<>0;yTQ&fQ-WXrWQ`-?KfaSBO7e7kOHI6+h2rFe_mz1HxUVlUi#e&K5QCz z{9;rwr5Reb9hXt)KZ!BH>7cZTH!=-;D*x&6RTUctUCE&V6FX18q@^j{a^o9t76B6d zGx>-|l*Nb5rx-zC49U;KO(W#2fq4u`t%nxqpOE_H1{*g)|A0;1AMz)_@Aw3qZ~6PTVEqqS z^xuTlzY)-|b}!wH+lf$;A2NirkiX@5VKlYt|4pDBgihh|o(d{RjgS?QI{lmsbH;Nt86UM)14G`I$d>;CWA=_0hx6-b_j9oms zi4>~2=caDpNjC@>y?iHt#c2&&amGs@QLs%b^J>R{dsBRWW&&jMPnr8~MCyyS`M-Kw zoL}HaHhTl%@a^~PUMI#yVYHWJIwyZ*A?7?{yqhb&yWL%bpMB)C{CZu%zPM>e1jwJi70h7qpBdY^g}uMdI(FTkYrW3?!>{#eYmuY>P$!S=rNG=T zX98qqb#>PkdWGAbyiU$wb24R#Kz+%>yDVWN@96pO#O}o9l*1NB3;Kzn&C}dciSbPv zzNcKqT$)9P&7yh0GhyI3e&=rZ>V*>-b+Ywecc3A>wQ}#Ti>|tCdS}KF=;zw2wSOQ; zG=;wKAwxjC)I1Xx{_){SAP17oz!HgQfHS}PkNLVl;LLP-+B7RS&qyDW!~U~)?1rSM z5r;*$&LVn?{hUu#f2;{zq>)rg=LN2@os$w4;HZdUgZ@Z+brf8}C9TC)y&5VTb}bh7 z@g~oQg%sY6@J2k@?r+@lW;=f~1(yDWF4V4NF9gJkk#^^0L58bSPQ(1T$cWpIIfp5#gd`PBCzA_`{+no?ijMAfdDxfiEvFFZ?B_(?+&7S-|ywaO2&Owsi7X$fx1fp0s)$vR&@lZ8GPQ+a7bT z6o8|9v~LUhF2QkOU{z>9pbt~1vx%_y*H~YHgdByms{m>JT1&DQID-+DK9nzK8K4qB zyw6T|*?*gc>zzg&dF$L^DAR6kb{g6njqur>ZY6)H(rbIs1S6?a3A=BGv8URiwewZd zK|zVZ*V~wmD?t}6VB}uOR|i@Lq5*D%2T4hh9!tnpvUjqoluf#H94Ey(8Z9<y(c!ti>b)#%0f8@3RN$|z?P3<+ ztxELgDQ||Cw9fg6%c&JF>JHU2q4AT=uYPp=6>xEN?(U?MJ?XIdGpE5{Y^lMyXgnAS(46> z?|z_S!|#<`;%f2q?8;M?0R#Q<^b5;YlE~6Un6qtp(?Ty?|9)s0d zr}2{;-B4TQ?E{&^DwdIgbzd(Zp0pm#qv-EvuC z^W^~oqDQ;c6a2F|qYP3dYq!Q?nzIoC!cenBwNGyM3@8u#kLJ+iAt8t}p#EyEhWT_R zEX^dv#hr@fS^bd}T(R+m2m<1lJXPRQhYch|5O+o#Rg#}hqHx^88;BL`5gLl!jCt!i zuCGA-z2?57y*=~8R_+D|YOXJ&qmP5P^binX?R3jx$y;9=n=JeZl~(A{#CZedUqoxdR&eH(ou?v zYPCo7Y)tBa(A%3EgPDpSBiqot&n@XbrZYfV95c70(0a~tlh#2{%wLP!+gp=_6{*ms zj;mFzTX{08Ky=7phg2^(+@j9GJKd>eW_R(xYH>-EtA31YPGhO{oigY$;I(E_b1i_! zTqcaKM9`1}&FgSkRn#lMxkPkv%vWDmT|WU{Smdo~n9?Q7mWg@)yasB$N2a4=&`D*Tj-Askxe?kG*67kn63 zy6pA!Zr5zP+)g;b`7m~AC~YG*F}yOzIoo6l8cm*v>x%&=Z-HOjYvamp18fU^y;aGr zI26iA_{cFAqy4M6e#!CA16Qe5EJWT6%gWpdi3ick2DEx#G7<5Nt#>cztg)0L38Zx0 zza(HWEzkF(>l6B^siKt9(K8qs6k2jUbm>FU-1eKcL>)xrNg@u=E$3VBk|!}Q&rkg+ z$}PsTIIuX_<3IIryC5PF6%=1Ke;cBt^SeBms-Q*ejGUH9g(Rub%H{cNt6*reH=cr4 zrJuWXo-y>)l`zEH2GTPKQ|zV{3|bLsauM zp-Ys1rvm43(x?SM#nV_Q@lPj#eIuSd?lwGuelAD}usSW?(M&2orpJ5(`IeJ?g#ki0 zC2#y3Am!gR;c#5qAMLw)oI{KbuoYf#Zbj^Q_=BJp#)bEXfY(U33=^GhZ+js^E_ z3#WE|+FoXVv4Mpk-t$fhPC6?=iM|uj|LmCL-XRr#MY)A#4GEEynn0JpjR`B5lU%$4 z?`;ehz%pT`G;jx;4;UN_G!z=|jgkumFI0m(+hvsv>xW%p@ya9&kS?QrQ;IS2+K ziQp#}$AFr@H0oWT1~C-G5XzuQehHHppMVi{YG$MO2$Xo#k5{C_X);S5@zMC8szbSI z#NMdPEqfU(x`DjQxUkH*yscN_H!;ss)6wyIgilmUZjmDK5UhkUhPs?_NHrgFRd0V} zkDWs~yjNjVCx!xLJD(Rz34xG9xFab}q~66oM~R(7bwzr1Iq*OrFAY^OgwMa{<5ZIN zxLyR?OfF_=68p9zK@8RKCW;!@8jGFzgkpA z$%VkO+DWal9?W4C=iRbE0>}QXV0!%@z{tnO`!mMZ+NzO+W8kJInP$RB8Ve>Bj>pLnOzRpv^5}n9IHo=9?@1V{3|(x&3jS za_@|{g?oPl6O*89MrFdrzfw%6>-c6krmnngYLXcXo-vZzE1e0O%9v#|rFqzSr|2NKtBNS+R3T490&jAUymFyG~@;D!* zM5f<&_#>JOr+gtreAtNII3Ect+uXMwnQiUlwj+1B+tokx^th)^m#md`M^UL6xGR(Q zGOXiysFUNDpxt2LTH9rjPfxsiH#7M(eZ}~E9>4q$Z{vCYyH4)0w_rK-hTsugo*rF4 z8xrCC^l%%M(T8I$qw#5Na6Es{xXN9Mgz)-`V>O@sEyeB5u8C|_Cx~_q4Qfx?w^(s# zeW`_r$8jR+)KEcr6sp8D8b>IV4ADU!Eh{rYbBUpo4XZcn{n~3y1t^*Y^Z3;jg(Bv% zWExFS^v;=xLeqiqqSu>3{`Q@LLz9cSeF?ayMGT456D2lq!ADc#Z=Iq^CEL<(F>81Iq~nAF zpD(yh;+&xhPUh>AVZk?&Iu?yg^}`Wf*c=c#0+rNS+ZauKP;=P>bb}MhFZt}?g4d&O z5<2_av1*pglPvX9IR}S}9Ft@|=a(qQ;QhS%Xu;}QKoss~uM`*(xX^ouYiy}6nVOw? zv}t{n2Cn(-QrLOf!Nxa+}&fqP6FYDFu{Ij3eb9>P`ld*_J!vxMNX!ZfzPS?mBw`PHuv+_Umov(My03bEC9Va*)%%e zQbqqo*=`&LI zy^MQQ@8ZxvwbVK|Te(RgxdH1M`Bii*(K;K(A_7PGSp}9Zr`=%ZIa;dnkv(05Q}gQ` zY6uL$rUC>?yS1mM>n`O_mf6b$so#yB2w8t=#QD>5=O+}}sZQc%*s0DFECxWCuX^WO z(uEb!Yg&a~h!4inc8)8j7N4nDLnppMj^Vi5b5)r5y4T^mJAyW&_;H=G$<+1toKM7& z|5oG~@wt^nd_*e6NZFD%&?(@TT=QLyUr=u@@ z?kfoENh;Ag4q-86QFl_%ITEa~^huNWL2-G47LJaWb2S#)zhri=iH1w$%O>gE(}Z62 z7zNriGo_3dt!sEzhWU)3bylsfyLvnJf;w^c>LXPAH|OOY`g6tn9OTNB#JfjAW~A7VH}Q^0ib^hQr|#1*3Ys>CgJV-A>T1wr7}9Xa=2;L)d7~7LxfY@HKV;} z_gAUHkiEp+Ge}4*luXoGN;QEd*9X7#N5SVMKR2mRDZnlpQcAWsWV@0MtNW=|dI0vB zq)zFj)0+S?Q#EyqbTy=-|E*q{rZ3pYHAlL<-A*mlfQ6#j6WgufzOcR`=NPh#p$Fsh zImv3*{fxkx6v6_GFqGLwaE{$L>ujZmNpdP?H@z8U3-e(F5>}h#-*zPX-&&^&M{oCx zBm*iz<}Xb{^GDP0zyT5w88IJz@9b$481O(OV-c^)A2|jX#_vqpzJz6Vcoo7IrV;MC z{HU$Dnk$*MzO=rmJ+>tBTr1zm6;=X#9vt+AxqJ*kIRX15Xhgtfs#3?t@`lC{5>bD# zKcRpwsySA!}l}m;5GHTr4hl z!h4h(R7-29s551 zckZ^SM}|CHNUVsn2HB9!JJ^^vaMw-583vIfj*7}2e$vuxYRldekPFAY-XT9&2j=|+ zc>eM|M1?Mq#R=LT8IpQ`lH(XuwFvS%%G<|$1)cL{dix5J==xQjv|kDs#tnsU1KXZSO27$RJkGd*oO7k}1eS_y_O3T%IolS{U>; z*~H+8gOQLiicn|I`{boEIqSuT@%}Q;h1)VB z#=xgMIkxs*&Ay;f;aN>95ug+4ll-o$$glh#R%>?z1-6oc*VC_z~Tx5BvI^bWVKXi5|ue4aG3v*`=-&mS6L1Ux3j5%_5o zbpLg-1rH38;6H*cR~!x=?>-CEaRE&~$(|?#pCym9Q0w){_~cXiqRFSWHn?3*mOMX3 z_sf7o8CVQ`QPJS}(1p8|!QTynq?A4c>^%%E-rWK3(p-IGVj*Qe-v&cOjJ8`dHObxO zN+QCnoY2xRKeO{-+__^PhZ5$(c}9-p&23nSVaiG&bh#?*zMHd2&cyAZ9PYByB)%wB zRiSU!$AX>qEm3tA!wyufjGxuF4>F{IoJ1APmfBmLUUjjt8SK1^{-Bh}%>RKssgPZ` zj>>1N07ls+A(VkB++`vmS@wQ~4$XftnApuK$XY9cfMs^w2-YzFeK=tCIAGAMLw7q- z`5x4e6k7eDM;|`3;xiY8^YdvY9Au@>i8T)$Z_Q+z6D2Sl~i~MgY(ExOM{(qVUwWXd6XcL!i}>4I6byRO%FDS)nr& z4tUKto9PSTxj*9PoPe^I@{nO7w^Z2CRi<&+1Ot<7$q4xn{RvvL{LCz>gYr4Gn-+}| zwZh{w#-o`h^Hv#tJ^qfU36hcld zrr5M4;8)isi+4G%i*$$KWfdIVsg@D^Qc8@0nV1zW>{0lq)y$lqz{IEqR1kWVWJQYW zEewmrvbDJfV#YO(PQ{og&kg<=EG(tWU=w8wJlqijipXcU$t_7c;=_tv0 zyTcU5_G1YPD{AWDv9gnCx#rrX`%;UOJWn=|KM-pa_ zQrcz5XHqOu z@U{5B(Junj{acs-hUFglPP~RUzh{T}CM)xJcqx)ZCoAV0*Y){`plE0^0@y^A+Kx6$ z2dF=7&^LAS5Kf&VyezW-HBMh@wB8;hpRv{Q2Fu!f&xBgaupfEkNlO6YX`ol`AGZme zc>zTY;mixd?E#iOZ25((!T}W8pXPXPp7J*yAt1WaGUK{L9bk1wV6S) z(bPii(o~c4r{;~9hK|nW3Z%WAOR#Di&s2{*qPk8ak zI%r_^$b6+6qvT}f(|7IWgr9I{XIdQ{<}Ao5Lh%d~RI=o*PAZ;=Yg@zF>2&G=uo6wq zXP?jdY5RDNk+cNN5cE9QH1y=y*`wlhNi%%y;m_?3N9Eqq2`Q0>evgya6d*awG)FKB zwWJbywT-qlA~TttzNf|3r&9ioH#3b6k|I7Z-Xn`!6i7z62 zly+{DWVN~&mD@ucj+@fLv8&|=Y9qv+p>nWaH5N}2y{89;*Ut3~qmYpUv+?!49kRfk z#-pEL1=oh9^PR{cy3Uh6W#}&(1jIi**!BFBYkznPV^Y|n4J5GtQEbVcngMsdWR%F5 znuIUyf9zGJMNjp9P5h-kjOg-}m^2<`HP^;L#|0v#@^B!7UIyWC+-Y{pN}5FHH}=4k z61i4!F$b{yFD1Z6#QN)zP;>x-6$+PDx@Y^h{)W*_MB@I0!mwPuzlzJF>l~xiWGjck z0qcI1l7R@>gm%UsHy3u!UZH8Q(i2dA{)G!HzbE{h`#>Tz3@`+Udav|lS)VPa%n4Q6 zKyeH}()tehP6+~L0!Ks700Fp?%^Gl)tYQ2G5kUS! z(Vc>!wx?RgpQLKzv9!9G?iZRa>t+H}l@31!{AD)SUyJ6 zqb4Q_Sdr&b^%(Gah*v0rw9&~Z`4?~1rBl!MLU_B?Vv~)fPN{R@qb1`L zQrGBWZ8j~vZa2ZRNPC(mdB%ys-boT5mgTK%v(T&Q0x6@pT$i;;5qp7CC*c}0K(AHh zG;aDnw#|!ejiP%QjPYV*j~CrQ{T88l^j3r!4kjS=Nq^*zNYxKfpkW#TuJXS zvm>f>r0dM)(#z8uaqa17eJn4N6rqwD z<;0AHEFTnnSh}rd**~xK!E;RQA+=ijy!y)x`3T)zGlwZpA}yR=GBE+_>D!j1;ecHiV)n7FD7VhZyadC~(bl|C$x4*;4-PH3n$o zdOV2%Tbs}?Rj)Gv2`f%s5Gsf(DPV?2B;d8w%gE_q@V5~UhG-X-sDUVI{ToYPJ*JY( zUM;}(1Q~E(So$)4#jrkp14!!NRH=4RXCDT-Fo*DtTOJxH8j$X0>vs$up#B#z5zs5s zR~=Z21{|Ga6t?RTA-%>BaGE|{i&zD`p#?2!l|NVdQp~`Ub1R?oK_C~EL62Yh$%cZ6sDoD{LcCwYOuYWe&0+G?#huV)T_`4* zFtIg5Flo3woO=G{Sf}20buf{ox(7ZF>*in9)rS)D`dg#CiabYd&-?Py@0d8mD5maE z)tYkVWzsykUC#O>TUUSmSWO;DTa-H3Q0sfEGtVr3eq8t6$^T*X&T?8!aItCa;r5(D zFj_*wdr~#y3ah|9C7I=Uqc|Y01I4q|znb=4J~FTt(qaC}UE63XoI2@Azm>~LtQ*I? z9!Kvq2P?k_^PC8hP5TXU(0PU%H%Fj3>;cE~=q5fxkJ=jV4u2`L6dUvv zJ|vc`p*zK}-_iO)3MHjU_bf@fCs{_;Y{H%!6Z>~{zsD`;9(li>o7cRO#X{P|(T}1a z5zy$w4}^4SF2KL`FH1=}>5DOh$TUP^)0Pb{`>+XM7GSm5nRierML?p-Z(E35Ck+T% zSJOR@Pnn)`fAXd;hZq4WtX8rIBn78#W@3|k>SqF?&0I;peVgqU@HIDR+r^Y58-WNo zp5<3Km9sggrlIz81PUF1k!fiL87+>RCtGbD9b^5rG5-{siqeq9O28FDmQUFifDQ`Y z>_92eLC&cH;`12t=uI;=J-WAu3CKA^r=~Z9CN8aR}E_Va|+?%)dPVyPm{-j z-W%yzp#K`@be1rdg{)7|=K9gA-K&f?2R$_b5v)I|JidY#*YudSt@Dg3?83%OA_fA9 zy^|9zjxLSrFy&JR=!Vjn{GXeqN`vE#_&ZtLaYs&89ed60@^lZbqPpfbr^d(QJQkLm zcvbzeZJK8eVU)M$@XAIKXhx?~3DTbOTMn)|7AAfy>TW{U|E86H?A*R~dK&z46&=~6 zcD}}5WXlj4iCvIb#aAjJL9;4;Yyr;s98!?1X8B}ux)UPfbrZF+@kBMP)gS3!;x1l8 z=HJx#km7vasm5!seZP@7azYxT~QVB5c z#FBSD*HKi<0Fgr~BNrXOWVB0#NlJi}M_HA)68WHk`UwQ~`n`RaUsJWA9qlH5-; zdr`7t;`Po`Zd2Z}ol|;6SO@k1QlJ;>eRKa2OICPw;f%Q>YmALUx368Sv7y8{*dQ-DhH+Q$>Ja^$nVHjcr1G1&exxtutIPV}7 zf23-s$vk~cU}n*jBfOLvDs3l|K7>4WG*+p~oHvff7y ze~d(*|7H}#Z`f54wX=ko7{)|ejm{NI9&&0a#+vSs`aXEFA>1xxn*m3p_;=bT{#OLW z$<4?Z@@#Wz`tRNg2raz}nH$hs#CU%d_%;_pznCb4OXXXn7C9#G@ahZRt6ii$YGs2DDa?Y6`l~9m zRF%!<$!$;JYoEf7viFLP_EkzuuZn2&`1%i2V%$bn?%!;-^$+2PBqi{uxV?$B{wB4k z#1LQ-Z~WE!~RX-qX6mdzF*2(A;D)7z?^?Pl8Z)Yt=8XW^s zlnVnsM`Ejmw#H2tU7l4U%)$aEPor-|Z+9*PnODy6PT>eoEjP&T^vaGVFj=uJ*Tsa1 z)VRD4MvJ}rJejC{*EI{!uOQW7*miDU2%w6#{?`J0ES}84C1q6c9h^^qoT!Rz>QP#A0 zZ36HUmG(N{kqj@zeG_VGw_Gnx-&R_dkJV_@n<`R@1u)@d-3E&4L~P~p&LjxVbAIN` z?V~Tr^`Z3QV_Zo{_+pKlwrxi%s(i7P<(@}DWg@DGl7xbNf8rVT9qruba0Cufu^SuK zeVK~botO=VI$Y&z98GvmPZgG*r{utohwNJNk4C#@vLJ^_v>GvG7K(v{4tI%bP36si z(J>2f^m3c2kz^*apt$~?_+J|}fGl#0LjhuA%*W>7#zquDPl*SenEusWq^J6Z|KYE!3qpLYQeBgxbRUGD(hKa7?7xyCTaY z0ytNnQdE5-!~50m`%QN9TRhtHbH(PPTQ#j*6*qS-Q^I*4r7H6f#aIbkoP7oF9eydt zkc8c0yoGe^0NIioO#0puww7*DS1J#A71OD(_}{AP*`&uM&(o6&q{{>#_K;YiFk!?u zTK$~AymYt2qN6eB{?dF1<>4egDWCg>H~;f=K^bDZhz|DJyw3EeqKQ6)_S})rj!}a7 z9>&Zh17L`)qNE}ixxwo$k(!_?uIW;bOMj|duGL>tZ6FjW61SsrBzX|i#?mPO(+?)f-_fRdk&BZ$>*D;-Z z)^E!WdPTk^_0?Z_nj5B9Z2tVygkO*m+m;rx9N{MC8>&w0B|&$DR~4mq@DaiX(oA{= z&;3}D@j|%iq-e{=kH>56kzFQ!EIiU8^g>mHi8{8+G{i0I=bi0#;?ra>+&3}iJT7DR ze48*84lA1YEMBaC&zocy z5lw$ABj7tTdJFbGNWba{zmCdkTW>p_;kyliW6Tq&I7XhJ8PD=LCg8Z z2#J2RUkjrJo?6tI>(7XU`p^O?t}PziCqcB<%CKtDMaXYc`D*=n2%&F()zI(ocM2#M zXEneZP!>3unPmrNhnU2)=R@J!ye~vEgv|=s=DZOnN914}R3n9Fw6Lm|eY)uM${A*7LXw?RQ|mMrbN6<7^|U%zOsq+Z}72YQzC})6l3y z`7B9=@J)l~d%}>;)y((3EbrK{Lz%zwr*WMRH4NFF^?s9uf5?gUZWmx~(35LvN^^fS zOXHgL4<1=!^oepiu76bFLPa^jh*G z*+jR)7&GsD3B-B7c23A+y^ZZx11~Z1t_-O_q#3uU%IHx#7$WKT3El(ssPIX z-|t6NU+bje1CJH`R#_R4`$qN~z|9E~lzFWqjJiZ$jN3lFRkrYTQzSfIczbIbDD-uR zTF+JauE(>iLIA^U$BZ`tU2x}>Fp42e)FF;2pXQLEqstWWPlK8hoC34Q@m##{ggpwU zVJS9}46N+c^J{xZSs91pR*yy0PtsGhijwQc;aj6z?1l@B`wcg0id&)eExK5zq%!QA zEl;o6=VJS4%3A4}9o2pmhkU*!DQPvjrCE#(yw8(4YbV7^)w6ozD@feQ6o((+djB{; zj*yc?L(Y-TuRUeo?4Fn3q|K^E@Udvb?=GzBP>7ckW+%v3xxsG8Ac4ro&{#)#4c#15 z`+GjKbmby)Jq&(88H}>imJh=^ETUo={mjp=^m$;AI!@mMQpBhQ zGmnh;*ciGLC4{xU)sN$o;Eg9o6a<&XqpuBuqCf2Q*Bik$?uZ0YPLgcIvR!|F_nFyv ze=*!pVFR7|LvP5}WbDl+KS}2EJXXEwY3EQd*8q-@Jlbg~nMxs1>$5hw7q>ITiBhTb z9EJkH_wp1U!){k+=nnZ#mS2APpJz^pLWL6F6iBW+8?`K=4$oW~euZJf;^U{(L2-&` zG#0ZxT^#P-gE%!M!R+&Q6W|>vd$mO0#Xlsui?w1zjntvhnWJ8J4W0hYa|^T;UXsu)Du2 z)?f&!eD&#R>B0V*;Hd2s7 z8T1-c8~uh{Msj!szOh=Si^K#r);Tp~k(yA$@x6}*Hmx>@mAR?Qhx^l|O$Fn%iH&zQ zjw*bL5US1@*8Y4s{Ti^|I3i><56Pr&voRtyS&_GaG@4vRN@cgIC{>t)a3tQa)@qw;iQ1mBxEUPs5^o4Q-_8#EZ{f~HD_^>&J_bB~Qw z#MGUTDe#0A7beo%hQuY`$C`noNt1P`2%aXwKhbVs!m3z!ka2lMGeYA@;-!JjU=vYr z*uD>q!!NOn{Gg-Ej_yI_*Rfp+z`x!GM5eS(R?O0}Xz zexjO4qpd~tOVvReAM2#g~$tMN)RrUDbY-*vOJW}6Iw>1Qe` z-Z?1THH3n2vOJvfznP=g!R-a;g+l{#Znc4u7g-LQdYgzOWmh7fM?mD;!-5duvLLa~ zq#tWGNTc5Qgx9)OyT21cMLDW7F~Zjk&>3Z)w~AD*op`q(V`&gsTzRn5z+w`>6DHH{ z+df!}<5>JL%09?<_>m3Cv?@7ZGvsE3JUJWp#HIJfMmzjiC;%INJ=!2Vv0{e(Ip)oN zSD&$rx!)JQ&fjsOrul#u&gR`2}3Tv3Rsyc6I0*c zVVcH`4WSgNW1G1e=4NOFf)xu#ky$WFYD?#1Q|~t^yE>MIVM%h*vXyJZTj8y2EPavGNetI#DN^%wSS7p z{v_f5OBO3%`;i$(ucm<8hGB9LgR zDHj+&>pDGr_F@6Y?I<$EN?Op}R~sB8fI@C#{4~N`5acQJ2#*9DdTn7+7D|40T2lQ&*7@B`kH;9 z9CTI`^4IU<@R3H9){8m25hM+JFH8Xc&t{3f=T(Ib-x&UVw9u-n`J+y0gTOv@%vJ6o z_Te-+i{kP{Apv8aZ_@6c21AEK*x48#L@`t)w+J&i-tP^e|8MiB|G;^yYFtb;2;5fQ z=4v6Rb-BxyioO7IYp5L_ZW_n#x*VUx^!>-GMx{V}v8-NzpXGRyjpTT12HT1R^hQTy5gB>w|n-0cX_GU8rUl_DW72Jr<|B;pU`%HNPN z{{_3@ze9Zhm@@w!0O9C($m02AfaO>nWoc$=B&9*`b;q%UJHgAed07w3;wPAM;mmsW zwK`oa0=!phBR@4SA{4DRSwx_h65JqcBR@O82)Xvf#QTx+r>(S>U_u4ykm-HYW8bI; zn1JB(V}0T8vAI;ATCIn|EtSya@FgC+DSHpUy~}F7N!WWub9Mf309&Chysm1z`N@=P zN9Rc-;*xZFqvAG@^@Y=$Q6KjD2e(#!-r8TKUA3}zyQgqwR+VF zBYl&mxC#e4JlBwa=+$#{Y;5}Ov@NfDe#9~x=<9IxDXw;j*BY7GKS%BbWa4nub2OJ* z=}IttFW$)XR(-y1h7oUZdfxC}1l1ZTKdk;*+y)R^wtO}3-_siL`S&kXKW4%GMgJ!f zW~WzGL@yu+0I&0rw3dhsGa$Ub;^ylWe_;*7KdRz?fnV_g>%s$2QeU!&Xg2{Jd@I$d z;|sC`-vZ;@*pgR3_1l`Isd_^Q=kvO1~$B^$K6u`TAe*|}Ir};y;PPsK;E$-f3uFqe9SPVRuWxx_ZqHHDN!pfb?TsW}_UG>};5*5{ zH${5B{>?scY}-QUDDemLhU+hoivPzzB>#n&>s#xVb0Sd+DhNcjt`-vM$wI&u+x!_X zfD8^=Pj*^1eEWIY0$lqYK60UT>9fFaYSL6^-TqQL_fy2tmwyy!!mnFq4p#7;5w0fx z)Kz$wu*>BdChV>IaX;AJ^}<_kxtWsrEFRf8y?tZk;)lR?H0rs>+)l(}pMaa4O~gd~ zg?m@csPvOkO0(2HwMl9p*5y7!FhVjTN{CU65!tC1-oI<@nU1a6HhidP2TpA z^k0*FGoc^Mqn$YMR|D@LAb43K^qyVudXJChFINrtsnoJlQy;>u9tRWeMMgHR0F;Hb zrHuKCc%$z7EmV|!PK(se_#uu($@;M`$BvN^%QNp?c#M|J``$YkoDD_ij7ULW$hNr6 z$;_ws^4euJx4>(1AcObbq9yeaA0 z!(G~AObw6i#=-Ao1xEJ+Y?3yA+mSa0YQb#DOx((qhS&Z>N2Vk_+%%H8x<#)V)h-n) z>9XQD$S!$+cis51{%%p(q@RCh{b7T|-*C=B+S;o;&g-y@tW3&pQ^AY8slVw-PXyok zhcj8H=kaA^#J}p=XqITyB0_^Hu7)WsjVq=Cakib51(#Cr)8z#)Ru1xMw)xFB*VJ84d_|A#Dn$@Q%1z~E40gPBy(2q5DzXuwdr#}=bmpmo zFXfx)kfXrui4Fm4f`wgVNdtev_30T zCy$}+w0o%J^_Ex_gj|YE?qSXClkD}R4ReQH@H8Jc?c7B33BH6nb)s8Jg7z36{d3cW ztnTNNTkA!{%0)89%1bcbV)Q>?7tVJFkj0qq@@xrL2&1Q-J)Ei&&mlN&P4qgwpj9s; zSEbvKdt#SRs@!QZIqH3uS7+$GxP)zNL;0~RBBk$?aKP=U%`ABbgKMn+u#-Kfo>1ST z@clc`1+IVkBmWIMPEqV5qmqoiy#+Dri`(-52has3b`B=ie+?KProyQ!P2cx+F8xA7 z_j&)i-ik`i%7WIyBzL(=QB93%i3mNXLiLf4oAMVQ$91UBWW*a@ zYcz; zd!r}=gYEwi_SR8x1mD)^5ZoUI-5p*h z_pa~$zIESQZ~mH@uIcLOt~zJeKKq<%b36ZV!U%jDVEE-r-nuS55NZdS{I5Rz01-6s z`j0-!4MV&kSG`2}&y~{eJRq(($Q(zRf3M6SJCVN4(iaAJE5-mxL6w{5i$~G?QviIv zgB?>wpUk04kS0j-9vDrJ%@Clh)hyNedv1hJiWWm0A3uhy3(3{ixY`XgtV$;`CDDDn zmo)B^{_uf9NhwyZZCnv(Y7VE={whMRlv5xk68dA(Qd;^m4+t)qK{_XwGHeuW2Dn}H zVAPMz@j?56wrM=3BoZyhst33vBzqSt;=bg#Bg5M50%cDv#oh`|&&6 z_XW*Ah|-Gp-*Q&t>(Mo8RSYXa)Kqw?ftKhz*L&byhV<|+;`6ZcoTi+HRfa49M*jJ~ zF~9-Z-)mE77m&!vjx@eks*CZJAmLJMNelw;W$2WFRML3n;2 z^Y2))ZpM2$E@Es#oXU zo`OAEkm_IW$th44mTQVk57Zsb!sm11GfGgdr*W5)M!}AOK~4z1LGnw7;Ttd@JxQ^H zkqLI;H6@H8or(1c z3Yd3(?iQGa8b$qV>c52XFwU~y{GznL%x(d1CDVO`CMu#d1cWpAiMWO>GBVR(B&A~n zQA;TeU@rf{HyS+)o{p^qCa|9r2hQcd!RO!Tf2TT}aFCEHG!drM6O2qd2&9JT9wd~v z7W{WYvW4(>Wfp&96tR^0H|6p7{+R;iaS=^n#eYWQe{6-H0rPkCna@COXF+Ah;NE7I z{XyA=;NJ~QLbMbUz;REXhbW#!%c>m-9RvAXeGrCKw1FP*UAn(lWo!A%D(+Cp+rxki z{y@RiE6P}P(k4PInV%EEv?iB1`_LaKV$lcW?12gmpe{6+1n0MPajga4RUEuE_KihE zM2<$^{P!`%?@mhX@n0?syz$}1Kp^HLP?t7DqG!o@CYn+lIU#&p34}Eu2`?5wK(1N! zCh{F9YxP{R7QU}jRJD$SrfT~AY{~E7K|!z%C`RETBqTb5n86oAt-L#11_Wv=Df)^2 zBQUU7O{LB~JojTS?6|UY+b<}9$!QziabQG+QB_nt{)r$2*n;RMJUn6Zd8~C85J=$P z!3L27k#u(Fo-lMF1TOwcd9 zXi`x-g8_AFj(h=vX)DByIVcc66ygU`$orHf2YyBnqL2v7|27xd^4$nnV#10%K>bWN z9Z+4yr(2ALJgTHfMPW>*gNdS1ZC<>AuxjLLn_=rtqb?)39$@4vv2Dx%c8XHNz!>FD zQDzl`Ml;9zu9&h^rhNmBqjcBLwVp<4YWPVur(jF+LRK#>w)BY}`~!bolr#jxIF}S+ zQu(H7f2MFJBffy}oo}r$YPa+kFN!L;1SBb`t;o;dAD?I9uVFAnBO?8?kS37CIu*`X z5NQzOZHf_Sq-5p9wnHX}6_H@FCD@?pk}>8c*FG_%8aYgrM19X(GxkdJwjQ>QXHSTC z<8#k->^4WYC&Lg6sZy#`gf)ZxuwM9Qyb}+H5ChoqYiV9e%6vp|IupN-Q36X0!R>8e zR<#|hqgd5fy)luOw;4HsOoOAHjHZea=}kmc(lm?ltyGltJM|DDKc#pYS<|tMk-kH{ z2HWKjOmc2R*xnwg$;qvX0jFTJqp?aaZ%XHbe)O*FIj4Trm{_daY~@YXX9mbAJ}%X( zu8`1`_lf99qY-kRHq|oR3K;|SbHM~x#!bcx<4b@g>cTj%bEzlPqvha;QmtEOR~JVJ zl@|m>^BdM^o@-Xax%o#WXghlv3e{8uGI;-wzj6`|76z*sMklMrgDZ4x5eU7;$8fw?CzR zmaR^&2rs{=r~X^DYbe0o+C~ofsl*TBsRotq1==CkusJ%iI<5*hu54}LZQ-4QRM*wgn8^tMHqw3yuucX#a7(#hhvgo#2>?jU@AFg; zQ+If!T^u+_U&O^v?^;+?Oit;=O2WC1j(BwSUt>8i>>8bdCw^Du1jLm*&G&T8*M-T5 zS0HT#77@Tv0tPXMFbRr8Nn>X0r{M0odR&IYk%tGBK#}xFo+nf6i2!v0^|Pk2F*&?C zd@#}t8sm+vs_sxiLxWRwT~$N9kC}Br*^b{^b`AaPk{OuNvp^C+V&+pQ|6NQ&Fv0$ZSx|}0=Q&%TX(KR zYngWCx|QFXF8Qay1pZ&B1($thv;O=p%C={@&1qe)bK94sTZoZ1{*k+^%sc;NQsRYJ z*>`O4g*bzQR<+Sj4Fv?co`F0_oyX4ljj92(b z_g=lS;ll#S_;7=1Wrf`*J7hZKCELHCj9JQ7?Id!_bwgpbod8(XH^B^U@2?r1s&rW9 zGJX@hE^(hLQLd7P-QJ!m_Ws!xG2A-bf7cIqcM`MAaX&>qWIm!7gr?7CT#^@%#bPP} zaksCJ78~1-=Vn{0=M4nDgMCbF*d4ty(2KL>tL^gFS;dt)P%sIU(Hw9H!eTY6-I?u9 z#~M#{##|vR(!+|z#<|7L#kKFSM2ERMsAgt9LInRmL66Dn5LE${9!EZ~`n(ILkP?v_UO`vo|^EJ6%gE0i{w??2{3!bB<1 z)^5OxH+S-rfzRrrryX9;-DUny4Pw@o?2uVs(I{R9=r<{9z#K5z?hLV!o@Qrz^^V4L zexjw3B24POtKz(ocZqD7rAEKt72w$%Tt7@g(`)&{MXD>%V_4JCm?%W>>O;>OV#SexA{|)VP%3RuWKnP{l+ALR#X~G1sipy zFtYVhK#U9Zx$x5)zN`^i!rzn4|Wu5^~K4QT!%8j zQ9%H-N~cImYw)h68XCn0~&_zEe?*Zki+3wVjT4=uguYemkHJKYW-`19<{9j(HYf7J&&WJ(*03ehCk26Al`}U?K~=I;G~%1BFn6sV4XAn zpEwsO{!ji>6T8NVSm4}fV|&t!P5q^5!V+cRQ=o;=Uer@5?~c?lH7< z9AJ87#g!NMW1g(vPhKouSq150A=-m#O|WDum3->0@(i6?e+Qw`l;A0A+|zZ^lCaq# zBbP~C;uqdmX+=d0=wtMzwV8Td51&GAI-PnH%Rz8WhsRa#$xM}*i*7W|0HHJD(T!?w z7MgQJWTX-gT+p=pUGUMbm~`h+LEDA2o1p%YN?rjL^b$g zB$D9LkigIU;C%B`NJ1}qBGsm4XLP5cM0tvKI9;3h@u3f%*CMlySZWK1B-` zX%&}vmAJuXpxjfP$bjQniK(l{)6<0dc4})K8a@CkQ{(f%I189Uwqu$8aJ-e*!7h~ z6I8}C!O!*%zAnqn&g2pizchaFx3|aEvb!U%v}spcCFR-b4qWbD?8Z@VZxitft2mQ# zJ&vqoqA}v*JFLx-*Q0S}GQDRv?1BWPAI$SC zHz_lfkNK1)z#^N=QhJVFZUiN~#{(ugMLj7N`ng^UKGT|S9Q zYj7UUtDJQ4`8>6)#_J{L&61(wZqxODl&Q;T#HJQ(rBW?J0EVr6D%61%GmFChI7+iG z&{w>&bZHs{=dpUSIyA(GwMkugiV%XUXP`2=GnD^2_wuSG;Z7fu;MdmzJcH87u9@!CvK7k6vDBY`hEO5t9W%V0ux zJF!hj$+*0gvl*{qtoK1gF*e@R%jKK1!C`KAt(H38K|w?(V$R3&AM$hL6Tty-T=L~7 z(Aj*zDSB@ZCbCdW=`jgL;+$sRo={9#1PV3Fp#!h=*d5f2$F@ikD z^JPxi;@7*WGe9J?256snIh@flCP$d%#`G@ci!F3 zYRaTFYXBw;B8My}i3MFl*x zu+OcI9g9iFl3qgH%BjY!KP%-zQ%rZvl!dV5D97?BEOcVact$-on+xPEg1>E> zpckiUtrRu~{t#xST}5MW#!PET_M`v?irnokZ%4y^N0|Im95G@OpdARv*l zR>>Dt#&Rdel8bmu;k6t4a(iG~m@8BX5FPiPXk+e;piju`U3;M@YXhujEzlm!JnmD(_0-}-JmSkoLm$}2ZqxZ zeKkdVplD(Ik^JzR+|Cx%uc-y)+;E8n9Pa$TQ5Dc{VWOZSaBwQ0B;--lntrs!&_64t zA$lE};~HDiWOE_6ga+ug3WE1Gmr;5z0iU(DdB01?*GsAg%l<*GH4tsm_K#z=+ga%|PYk#&LNY zn+!Sj1{qk`Pd4WDzl#Yi3I({uZqC4zi@Z`qJPJQs1)y@gm3=CNXopC+wZ(b;hdCNjLZ7~=|uy`>!(fgTKU z%P)GX1=)}LZf2Y!ry%VmXm|P+LNktC1`oq^I%Pi8N;LN3{cYjzgN2t)P7*plc&-{T zYaQ^Zxzcb8Kyy~|754S2^ZFTDG!T{R8?$b053qJmiYkM4T3{e9sY=u^N-1kjWNT{J z{IsQG`XdM~%MC!)0M7Rn+!<{0P9iWrFhMhi2S~m!Ne(8V{GvRaz;}hVa<)QqqXRDY zp-mYaOG@s)Kvz!%agxpr*Ku4)9K4}O=7rSZ)8N>6h}8kW;QOI<&9syj)~?pxl@`wZ z=uy~bUmX}RoIke*uporT0AF@QR!Ez9Z+(Qis)LBmN@b2CiwJ*1A{PmCn(dfo$w*ee zzrQ%uOb^*pH9TKsOQ+?{S@0u6Jee8qkh+#zUtB=5&3=q&ZicIc2AEA|iH(`ZsTRhs z=U??4-EiqFQ<9UKUM?P_f~jK6E(l%4ylMn<$!Z>{h2)+eZ#PZS1ru4bh!6%vIg}e$ z!yIfSNE)F3F_nI!{7tFs`I}x=o+YPfqxN5&nV(?ShV6wBthHMt0xW%f8fv;K)tb%1 z)KJZX3&Q$DRh8uc^>#&ZO7-inV<;19z{d;_?Zl{wPuKd#!*7jF7AY)9GSb#=m4~&j@si zyY`uj?W@Ucg-}X^8Eg2XoP#NM77Him347~E(7tvi1^?xl1Ksth3e@qICQDX2geJ#} z$I-WmJhM2lWTD}sj!xw+RQ#`$st#RVH=CnorgvXU`!-B~JCXG{*sv@@F2b1W{ftdx zymn3)bgm^LMp;%dVeT|?DO><+^=ndBi+bM;fO8!*=v*pb%z~iB)0W>K))hG$JrYDX zVt|(eRc4mJswxl05YI;uOZQ+w!eu{iDIhXpu;?ZAI-IGYDJP#PR5y#&&qf6t$D|t#qD;&!#Yi&e@Wk>Sn9iOmiE`G@1rqp zD?0f@6~VhNTF~6(7Qpq}*FNxbL#4FYY_7>+G z#sk^U1_MdK%L%j42OJ7VVDDY7JLdxug%d&Tr(4-~o`*(q@Wss(pJ~uEPBIEi3uXd} zmwA)?ECT|OG;-LfEu2u>cDNcH4%Ds&fBsz)Tj|OeBnn_y-j+`M;#7WsSYdFX7HFW{L@@f0G zC@fs?SZLo>(kkgiOFBSQ5w$%a)4h{f*SryiEUO$)3zdCi*PVV3*hgv91fbFXtYwGF z3#4u{>~t|^F5*m4`DU>5OwhlFnMF!(-4CQwNO6JTU~v2Io+RKH!kA|r3zJgQBr&F8ocpyNTcJSq83pkgMca{ zWvPJ5L~&LoNdQd7CxyobMQm>E+&#Dx9*8iLendP=P?^}pW?X&kI2-5Bp4 zPji;Nm$a^|=qH@esE#LGtBpwcw-y_twE$m?LPZq2w-*(=Rg@SKMHgH_t<%2hD~fKE zA-%F~z{;s?I}ovDK#TL9B_1m3BW*0fyHCJ>{>7{a?>-r7R`k{*PwYL7PZ;vqeEZji zxK!iC-wY6v>!g4puzj~89Dhz_d2F&a#fm0uANClfW1?6AAe77cEhMlgX?lxnJ^j*82`chf#p9{i0Wu&+MmHQ;=k5&dtmRj(qnnRAMySa z;HJQ>@!i{9OzD}#-(oapO@1SdFPNmpMm{es#7gvvd|?|fVI^>9z`nIbb)j;_#1zC{ z`13PewffI@BEe$LUw!PWM?L%TqnQmHEF2MC4Rlsj?XZhjR{^E}{XlMR zmx%6(523<}MG1O@3z@XsvUTMc1QB3d7W2E0IAX#~L*uqlkdM$LgJq4_1rW%d=x_pD z`ayDv0~b4yS@oOaCg08M@Zg%W+icngxq)cWHe5)$rB#&wh$a2KQVNL@;7 zSzsL=ujQr5;ffgaV$rw$#d$6!)0{S z2(kn!GV=ICe3xA85sF3W{fkrA_E%jzm@a{!X`}mtKhlRR6?K&q>FM}3Qh&*YxPGT? z5c=pW0npWglj$7n#Zn$09E%cCvDnzT$XS9T@(C;^fBW-vwkVG$wY=S7w-TGMm59Kp zW^ODPg(sF2Vl71#;Lsy%z%S>uqqH3PI5+T+TBfK<713t%m5Oto?!aDDim@8f!s`15{6RN z0!3_Q0cXk9_hM%L&#&FwzIK92buK0qS_#f4=o>s0?*QY85*HT}_ge6)Du=wd^Q@j` zQix^fZzLsC=A(*N#m~{hAOJ=)0|Be8`Ptuus)h#adA_3Cd%fi(H>uhw&iD(;w?bqE zm(A|MG{qo$T}3v>ftor2n3-|XXY4NA*Td2-ZTWg)4C_;!AU9{0^f^=@_8&AbG(bL< zINMKSY##j*s(Di;a79I3(Z`iO_z*1Sq~}^?zd3A*K)YtL8WTmG!pi<3a0+zTb7mLslmmz|RAL4zeeO=93qdTxbD23AE-i;(9OR znJj4Fn2eog&osk{Y(Eo&LPER7+uM7wU7FMR0UWq4@<1)oKSmd#(>hgArErYl3m3sQ zkv6AGuj5Sd3D_W_s=DUGSd*rmB2KB_m4XSi>GCQQ31yV_Yl0DR>i-Ju9Dhh?OtMUs zliQw59s$fXbm{T7zqCyTl%MOCX~#V4YXuMl~w zBI+2;cgCvX9xV&feDI_7WmrtTVfFsg3RUYK7C|r!p}BoO0Iay?s%q;=Q&OJT12^YF z>Ai&$lA_|sI~M0#6>|LwIQB$Q3D_!|%W;6~?-GUO&uR@;xtId~SS+aI@uNMYdeQ@f z*^LG;dPKhrf24~iPuAPaXHRfss6m2J%?!s%Tk;r|r2RbfH^?%i9`g6}$W`i5cHxg- z94o?9X+I{C8%tol@Z7;yT_S89IR|9cvuP+jVyL z4~coD=B<@eS#q-~NpEc!bxvF1{ENrL5w|K$Lk6KT{-T_h?eZ8}lvHRDRg`K6)2;B} ziq6?c_6BAZ4;dO`IB_4Pm#q%!7A7a5>%F&@QH7)*rGV?~HypvxtIONEUzvd?7PMVz z6*Y4D-V;QlpzfZKj}Dy5adWy1pkvF)7XfBeO~_je z6ypHW2%7*SL5j-3Wegnu1qID26o=@&(>S0o!98oJgCm2w{9hBSaFUpC(Pz(CCOPS4 z8HVNJ6}m~FucG^N&ly(8@C z73|tUAK$s;CPnv0stqX7j=HzZ=De({t!lJiqgANL+@vCvxT#*v;^J|4dSKw-;7Whl z)d2p2jSnpR79t>SxQ27oU<+#s)CAm#*{#mgDtacti5d<>)r zB5}jILYgdFe-zGvZp)w1VJ8h+6n^uH2fqcNeS>ef-l=Kx&g-U2%PAvX?yl!ctLo$z zF>MiC=8v~60FV{1UhxBBjR`mUn|}Pi{V4T+y-WFu4nT6gn_UY*J$@$KTXq;##Ej~t zEMOS=CRgW+cThnW7$716=F98X!f3HWLsqVD2J!hb#>^4h5`4I)f2#<<%KpS_E|r$s zztivF>@460;Hy_Qz&%pe_oavN&Ut{C*zOD*6b!ib?gNrk_?RlI8ZsJO!xADXX%)8& z2Jp^8f7RE~syZ##P~oaVX;70>I$0Lp-#6VO-zYep+e-uj^1d}yPY%u#mg1>Ml?FRU zJ}WE?exBqe6}~awm$jKR-MC^Hw;WM`9zBba&upl7tzTrdgD-wlDXwR`5^)la#kiVT z#UPs+@mZK+Z!WlaD<_HO%d*O2V$c}0u%U_7jG6Tu>Quu@+t&(@XG;i%fdQ~k*tyYn z0ivw~sghj#xZjbW;OZ1P_C7o(=EM)aKsUfc^7~$S7kCz)I5!o*u*|JCye+q}PLGVf zEj!2=61`A9$d(Su(o$64vEy-p1y6)55L5$Z$C_2y)B3%QZzaZaKaN;) zh-hIxX5ZSdQ6A(Uj50KfUAyi#bhMHrz3VmT5@s2;Jmr|2uX2e$F=}JLZL1cX=ViYuQg+E0MPbt5al#(+tZhK+88Ve z4jKJ_)8~NQpIN=NcJE(bF3k@}i~$l$JP`DZRIDY=?h$-rSv;GMtuCFK>6Slo?vV2RLL^IelVTE zgLSu4k9@(&a9g%kVa#+N#XQkz}EpSum%5);fM6sN*vOjr#>h zEk@5j1LJUe{IqZJRbK}DxoF%zkMn|D83-`nF0Um3!PpTY-j?c2cv_fB8c4BAz`;TJ z&KPu7vd?CVF1P)5@N3zvo$_+72PHV<#{Oy8$%PC^|K8C3Qogg;PtEV)uOcovjrbAs zi}ahP-tO)%7X=fhxTcrzrGS?b4m3x1&Z}1@a~vx^llG=SPYE=Wu=p0Ibbos zq__ZC)%W_~ypix&BKaD&FrEQO4vfjSG5u7`GHN;j0r<`Au{y{gdoZS6JS%2 z0JaQsqSiA&f$DbQ_Hxy8j(Fo`#`HgNhUp=zo5N1iwyiiT%q2Obs0{9}qtv~< z_+&$VvQ(iz5Z3*JwA`0z1(lU&QTIxzoek48z$zYV<#!GfuP%3-ht$;5%()aRN?QI~ zgoLZf#lo6l^40HF|Uy$|MQzhKENjTelp&? zB_}f}LwZYpe^7{u`T39x-G6)$qtO1+QTHvMw@$xoPSKFUFpIsHX{g21pM@eIB5gS^ z;#0$Ez1g1mdV_eC(t595RKa&3#OB(E_(5a08`NiciyN`9nRv@XAMJ*r+4a^9d-vLeFNB9WAgIS91%9fkxtWRe5%pz|FGHX!E$DC z{=f6A)v0b=tRIpeMnr}EnY$jkv8rI8JpN9n-s^D(yBQ|$qcmYB{iqW7E<2P`Uw~aY zpOfMrRflPr$8AiLKC8lNku;@U&1ra$HQTzD}<2Sg!s3v!CNK(yCmZP66`& zsbHAB-W$Wcawl8t`t{UqR4j zQ+H$?Yh_M|xv8?+=iAMLP{dY@-dv^a`GNWO!3{z#*wsglrUFm?vtYHiL;z87>tIjQ zuyt0tg9<* zWi3D%kQ=hA>~S?VMQ$0T&Hb^nbI|MLWMJsWm{LVSEY{NZ9KlI6s008^kDGk3uwLRS z)dr%=GQky8xo1`VQ?HMPZh!y@La-vWA9`%oFuZtvwi5?P$fjQ3FSgnl%LV_mT&L=e zaRI1&;i4j}wWf`$RtOHuJ7Dp<%}7(K-jT$vf`-^ zd>&Y8<8_&fdIYGEyXgvE0oGFYOo^0IW$`sC7$6pL6_%QG2!M`_8yy`k!>Oxs!Gfvyvo@Fbe3gRY1Q`-eg1N#n#psG;x^3u(*i~EEd1I zT@K(r6Z*0?CAsP{O(#P2`^Nd2&ILlh`=KXzg??Y<^SH2DPB2mF)D~;}14tscK%9-z zcoURD!Gr$pEI(#~I?nT@&TI8V75;}^c*$b3X_OLC>Q`h|mY)7mesOW}^TN~j_nTW) z{cM^R^NbmznWKA)h8lE6sX2}y7}fEV!C6e1UzKqbz>ozl872LX@#(@R&)M#v+xrZZ zD_zO@(<}FPr2?$}vQ#au*WYv`8`9mcxqARTnPx>0QBZyH6fKCV=ugU9F zUzTnhoUIURO=K;YJYBPTXS;i&w^C>M3Pd8f#^zT_U2|OmJ{>fapa!UNd0veMdYZXp z2;q323@n@Fp#hPH$NNqZxn_9Hd97@pZiH8I@D&|I8uM5hapmo5{>tQ&J6aJ9+82y% zicox6IZt-dD9MIQEUW9Y9qhgr{$s^#of3tVy8Bx3>j%{;&pNRS$IF-h65E-%=*xQF zEd1$ilppc~f_f>p7S^ZM!4H@mPf?02-vgz;RyBT;DEnf0$4|YZ$Q>;bZK;(a6+1oW z4emD6rziF@d`;-!%KY;<^?NUYC84+p?$%OlSZy_EWnqT^0~H{qGgp1LJHOG*{pj7@ z-qBvr!0@bzXk`HumVf z4WI8sB0nI189Q$AVm+`v3d#k7I4Q}g4_swR9lGhiTgT@>P@-DGtt^j2v z*XGHS)5cD&wt`f4UApRVBCtLA{!*5TuB#o_SIq3+N4yMU*88AR6~*pssA5E|1sq!+DQbr6Q^ho`B+5_kjiF<|QTRk%O_JEN5v^Md~GNE%B$#`Cn ze%t||(O475)vaK9Dm|^z-)W`i8 zMt5M+24R3Hp}`Yrs@K`lcUb8Z8Rg0g*-hOmlpD}+N9jj|&P58u;8f}zT>w_U>UrL+ z?Q8<7O`WhdwdmKIwn)1DecAzsgfHsD==ORT+u(_B{OJ90zMdpB;0S4*A$*BU@b-!<~R6oiS zbo+BP$AW4*1v*|YCPt{olFGato;saEM`S{;k5PkJFXJBpp?XndKxA0}M-?)I4gE0v z$Oyy87CN$%F}AVeI|`0qeDSpS_rwpJ5JQorCVxJ}d%XZ8HT^MNFETy>YU%)fN2i*V zkI$MP(zch=b@5y zPi3n0sf$DOvMR_#cS+rU_h=h%BGt}qCNfIUcgP|eGY^2n&5{G8tkM1$_85OE=`k7JYy%(8l+sP+s zYwIWL{Pp#9LNRPXu%fb^p;t*=qAzy2TDnNDMH?eomL@F+=duw>;2&uqoV6CI_t+8o z9+MaSp`W|VPENdreiP+WNZDIKaF%#3Q?87{ZbxW8;V+SK`tT|6#27OW&$LC?<{l!- z(!8(@BAfjyyD0asS%ONTG{px{2|g%>12lrgh63;}D1QBfex{)Wa20>kqMo2EJV0D# z_`|&n0KoKP-6zW1hx(h^7#|9?CwDcSu$e^+YJ~BE2*;mYA@Ka4g9CJuDZl~vM6Yjq z90~e^-`NHJ=3Dx)vN(-!C!vDmfiwWOCnB|G9KD40H%ZeE>ff8MZ)DonjNMX15&nItP1-~R@)MyJ)JA{T7*ByjWQ=nW4De(F;VOIPq9i8xk zMkr#U2|aKO0)^%DV8UZ;kLT|`Txk&!RB*?|2C|57OltI4s(Z^kF`#B9N#~m%JfuVu zQUzkXL4aBdOmXan>V^+4r*Yz7QYrEMzA+8HcIDt!OAy3(`}X_nsNEg&Dva<^dOV-m z=d<70LuEE>@jnQE3u8iGdBq_ON`lBh?~n4n_{)UjQd-2zKq7)FY*!RVPxsiw;wy55 zl`CjI#l?sl{8GmdMgZON6$!o<=Bu4^N|?W`F7DY; z(-}2t;IL)DO0KFhz;KK4N5KMxXvzgP^1_P1(i>I+A3^fJ;q5;DO~bvjYeN(a_-U_R zxb_Li+GEtT^B3}uM_*9{p1yE*5YcYbhlyE_PjD>2XV9-o<6j=Rs<)mxR^KD12Wq=voS@xpMupfE@;vglnz(!-8~`CL~LITeWM)`!Ms2 z{Gk7x{tY3l8)2%7OP3aNkZ#e9`3Fd(F&k~%e2v*<)y-^~HkVO1LPW1Hcdqb%n1S4M zX`k>X#%tHkF3R1}b8^mL*3x|@c~u#WpLy~`p_!R#zQ5J7Nh+y#*EC>7kq*cS4g|cz5`!BpL@rT|=0V4Vc zR&UoftB#itCbmc*Tt7x2YoBl!&nnJL-Wo6$(fArWMUQ~4dwl_{4l4!S?LOsBm>OUW z2jO}NpwwS~^BTr&$4i3VE6NEy{SFX`65go;ZSL_?$(OJTmFxhjie7Hpla&+HMVPg6 z2l9gW!@c1ABJa`)p_b2G0Uk9}5zP}FkQ#}M6OSkl>t%$F{x|pe4ymx(+8B5*ya#0c zHQLjzVS57m$OFdar;_Utu=$g);t+F~4?d#_?F#FRYos8to{4=WqJm0QFg%D-6+>0eIdG&pb)*f=-3iB(sB_vK47b{%)MLhL6?$p|I&4udHw3e6 zC3K0Z`a(A*14*q3{V%y-JBO_e4jt;g65V}c<97~4W60Kx+cd5 zUU%?uk1A6k9B#o0CX8xQjFJ<%;uA7@Racd#5Qs>m{g*?m0g z+_vlH`!;RbsFL2j_h_|o$GNf>ho;_{F3_%J8lNZBn`^0_4rT9URaY!244Pv45e`-1 zx_DV0SQBCZJHuRrfohk7!$s)$C1m<|W8V?CL!6+5h#Z;j_H)&?{XH&%0amU?n^%zw z0_`rnOjiSb-RlqO5GA7qaNQZoQlxXEo5wnMe+&9Vy#=l-Whj?gLGot9GIdjnlD}R^aNUgIb9CR{b$jUHe> zAB%POD0 zyOqGNeWQ*l0>%_+9YX9QN3-|GoypJZyfEbGp50B26C~*g3Y|`jYDv_-y{Drv+tf*? z<&1*79s2y_!WQ#OaXDLk%LJ0L7i}l%yUwmh@e2ZliKL(HtEgSDS2!I*xK_78zc*_F z!0#QZD!MEBobAP}@+{)th9~IXg{M+z(~}F0b*0+x;~8R&DYWNJSXc--T+~?zNW3^> zpsJ=h1X08>S^bDHdVsGIqFrk1cmgd z*)6xODhar4lGI+ed?}CRV?+D$;Dj&gZ}Ri-XH}#8$!0>P&8~@C4Oy-Re4yPTZ{D=9 z^XI%bh{JTH^StvgHPgNbIRs&``6MGbXC8^R;m%kpd8Y0fFlI#^t(SHIUiIhU7sn<^ zCRlg_-a(VcP1G|@h6f$)(cU*T+!1zTBZo}0-z=6Wl;ZjK(1$md12UI)3Z5~()T^Yu zEpW($r<-bCNm;$|rn(@}(v?!hgoE}Z*$D_MEBJJEMvp{BDAo$&Snzi0s_F$pwQng! z{qZ(6AaA1_f>mHcOW`06kB9hSu=`;oCZ4>LCPr0~3bB(he<>S}QQ z@lalu0 zRAt+#V4?RQcKmPtKs~Ujt?mOR_24LB`ktKCZ39g zZj!u!KsSr6XT5x4LG!j}va9U0ebr3Nep8?O9Aq6+<^w4%Iu-iw;rJO0wChk^VR<}g z%{%UjE(;Ztk0T01#6^=8j&cezk8Uv%xA*=iYMDj>Bl%)Kr$)1rFo%Rlxq6eu><@84 ze|mm+92+{qM-R>U5aKU#xWMH-Vxi9{H@i#^e#&`L=~K1(f7pAgsJgms-*W*$f+x6J za3{Dsf#59MH8=zf?(XjH4#7PHf;%kS65NA3+{w51Y3H80RrOL&)!Kf7HrJFfWsK4L zzxVzdV_;G>{KNA{rWFhD+utMt$@v!dVud`2CrF#8p`jedvM*VO0)*+K`?IQh;pB%H^>t-M~5lt~^eZKx_y z-&O*#X<0l3_ zV3bF+CD*l=QfPYMVs$dZSL7Qjs*(fW$BJ3%;ug%-WhRN>VVctW7A)H8I_pL$tjDGy14pPMgAi@2lL&M=J>^YyZ4eY9sEj zU83YyC!4^U!CXnC$!G$V>ybKzDnu?DK!2#}@pr1la5c1>Hk6q-5)hlc9?s{oPPl|R zV%}6LV#K1BxT4`LoLKy(2%+*jNKjhZTD*;U!KA>QB~+FlCZ#gfHuk^ju9p7e>qYA3 zB9sx!n{MBH;|xV3xp-FpcEM-3{%xq$1l99!c9UzDK&_TUm%tq2>3PY9&;@$XNXZTj z{hp%(*@$~atIDc@uf4!rjAG?75uD%?Q811(iCY+yk%D&wl)r*k6qHf-us|?Ql22ZG zpu^0n$v0S3cGW*t_PMl_`hGBDrok|%vOXDk)bQzt$coj@IUo@;Eg^y8y3+r)eRO?!6@GIJP&<|m7m8)fk|73%E!`9B_=EdWB@k<(?fvbzz^Tl|_ zMYNwR6~-$-HP;iD9O+fBd=1w858~?oE@lED!~aq=U)fwBkW&Dw)ai0hPtVvG$|(>s z09j=U`RK`g6RAd|Q<`zy9shj{Fcl3@U|?W4a*PIXfITLG!aCs3Yqapc&h@Wr{!4}b zM?lR*;hf7G#yO#>3Q^UX?DZ^9Ej4>$cs&ZK(PW?TT59X@sXk&lyAvO ztEUjJk-E3HAj7Of9=G$b&fx$~*rN(i;ujhnA3)ly24w&h83%%L+^gAqd2HGIyH4FN z6?HU4SzMGGAT7+dO<@CWNa>23#&YI->$1<9hlyCFwyrw$%`pB_aTGa$v;(EvH2*mT z&+g8yt^5Li+rGI9g-X@Ra;0YdY$#QSClUkivIBx111R2|!V$5`K&HB5Ta zP0kbekpyJd*0PbbnhgHgT*u464{^R_GBPo7F>?v)#=;_z0N54c@$a1(!?TuybLmRe zPuGGlKXXVhGgcBdR6Uv<&Y^uomDLAIR^m}FuO#m;?-Wl{?>{O3m0ZZT9a-wu(OF<_ zc&Hu>pum@Hb2$&bKcz0FGTSz#rHoHpwrD0RtyMRuK?wWP|H=J2Fsrbc3%c9N%h=42 z({pM!B0BJM(f79^AH7i?=((tCT9`eSJhaj@fMYSy_|OpOj<6Q!aVhp0mzq#q;@8$f zJJ#^-zSruv;kj)O@VrL&SRe2ju`|N)_>wY*IHc=18_jm9 z>a2rpJtVvk(ZLzfS7k?HkR>P5_Z-J_H0S5}61{4V{5v=G9?bHOHijy<**-!BO{P-UwFE{+m7r*<@@iSFV;uw@1+&kaih4n{0 zYzzpWXBHa7n8?UNWUzRVQDwa1o17Q3E2yiv4))Z`Q)NuWybRz+^Pq*52HHdSr+)}5 zt#<_-eb_+~5lK~jUOqhY21c&QlCtpM zo^K;voAbN5lvKXmLH~`G7hC$qan1dB^Y)?K<-QZ+_52v+wncB2jJ{bs#l35VPDJC% zu@vhjF~~iYfdVp9**LJ$wQ0#8p}Jo4RH-c9kq(-C=ol8F8V zitIqbNTfdjh%Rc(2U~wKeUPu-yJC8^I5=K6`yG6jSI!DZCh7;pV;TM)d0=v2E-)tg z`l0?a+`|wh!gEu;&KLjN82%TIb4L-Yc{Yx=vPOByGUTqbh541a?vD+ognSShHdXdk zD*UdD(%M_4EyTTpl?I&9+$AuOOq)`qpWYFJj~f~^c?3#koSjau4W})~XLuQeKvZ+M z7}rTfKis3QydeO+xnSKQqm`9uZZ zA5td*FnPyN4c0|DXm+Y9+8AiHO4-S8pwYt+ZO~b5GtKvvF>OJ08xq5GHV|>cYMVS$<^eY-MGhQ~|Bn zJw8OBAMemfq5Wl)cB37-L2n-4{30ES6aOVeSxn`=y&g+`^ z0L!w;bB<5WRW@YPi>3IZkLs6;?z$>n0x&vhrfCG7Agv16yZTyz93)%PhfB*4V63%Z z97~IsLn9f6cK@oXTr%B-Bh9j8!>la=d~V9t_pg*)2deoGlpnb;(kR5u?ce+^u)}=Q zNT^1dRevwLo-hR#>lKBW6)pvu^==tV8&@c<8zH&_)N)@DllsSWDWQV}wfqon-y$ZY zrVlO@hsVB-k#Rht4e*JCBB^tcrj(nT8u&YkBPAM6;|CNQ)HIPLoh3F^rarl0fhHZ6(M`@0+1% zl`7d{c1gVvrKSv+WUQ&y1nip^z_OLVutYik;n&hE{vG^exFu2nkfg!1=4xVM^63)- zmYRW1CXGPnMtUZn^Ry3Ig^NvGj((3B_xTy2gZhV}KIc-|b_O5B9Xv5HB=2T3UWyYe<(h#ZFE6zdl;cF>vIE@qigM z{m3nU@(re(l}gjT?^F0qgFhkh&f|479AxoT14{wP6>pfEy@VeztGnCZ&+k)&V++%l ze`X2MLZy!l*7PE>D8F~Xn+y(iR0<78oeT%EdvuT4a{pFY{F#rU(E{zgN51pVUoy2W z>?LE*iTGJ62y|Ov^>*aaeDFVq0MY762osDuO_DxWzBv>y<~TKu_(m9jNnXuBVWj`_ zpIWwZ=Ku4<`vwx(<_pD#@ofr|3qNk_ssK}s4Uc?ht3zDHY4g}P0nLN9kkO%`QIC8} zS$);cFD}+Q#)m#76bgFXU9MdWH0KD)c;5fr*(@Z8A<^*>XUbml%Fetb-6%c17aZX^v|d9hpZfne#k-rCte130Y}bR|gzCp$-X-l9pzA^4Zfw@2eUC zoUm*8-iDEWS-KeI{Ed`pv&>Gi>HHD^%&dS4?h+OhaNZp+}Y7?Qv>3{S+92_J@R0*C+8|r!zP$6<^)Ou~NA}Sx$%x z{tMqjdDFEj(s)x6JvuF=d)dRzr)#Riu?kG-o-=ZaV@>y^nH1Q8`jj$-nHs{+q;2$L zF9vGy8I=c0zZQGLGArCvovSu=8qKgMj49-vQ~tXbKihR6h9Ix@jE)Ue5#4DW?3p9Z zyYK4&H1_&jA6*S9$fwGKltz6NbPhNa@%TNZq; z*+sUWWvx8MO>2#^s?3e&+vnx9`Th3Y>Vv35Xe!lNE#8dR{f!A+C;A?rWN2ygnen9^x5)^ z&B{4`{@C0G2_2KmUMk4*h;pwkHlzBW`>*jTKZRLICEm!!a_r)#2>uPLF(MtpP)^b3 zb#?4`QST4%e8+F~4;g^>9!WdM1f!~wRCFFv%G$Aqbr8Lh$xojDA^-y@df?*2%PGr2M2TfA8I`Hu5=K%mr3HGhl8c28#oTJ#e}^Wl6z zzU#9hhi65C-F?H~b6cguuX~$vXBoC7tJk#`q)oIhkVK11>GnG7#fN|Jtj)|G?){s* z73^F%xEg~@;bF8bv37;!>g_r&{==7-pDVhmtE;tWd_wViBlPm-;yOn88#g_zNB5E7 zYdVI8Sy?%%aWqOsYF)0D=P2h=y+iD;5Ljh9AFblW^c-_m73BH#S@yhuuOh&Qc)8Aj zM7p_3r>8wgy&#$Kpt0Q8(3~uBg$#xFosy&+-XKTDzuO|!M*E>6g^BSS`|C{hGno+< zuC43X!MJlLzH+qt4`56Lorh@rl}Ofgdy%hGZ~4Z03SocxRpHZ|E%46k;7^_vFbEOp z9`PX~TCNm{JaGzQ&ta42PPaRkE2REU!<*mU_E8~*I(!jNAL7Xnrj9L1aB<1!eZCtWb{J^O5WMA^dDcBKWa7bLC{L*((o;UJ=A=e4}uUkT|X z#{l?cFtUaR@9t!gl_nKo;S-1j#Q9wQDyxLO&s=tOo3INBRh4mSupArq8t}mc%un^r zbcwb#Uvjcw51`nRFBs0b|*JHzKqIuE!ghsvzzUyF@)Fu5<}Nf zz9U;O5n7rbSFZm#nnW*I#?et+JncDrdavzKs&i?(zs=_tTTv3rXpDqAahW&XG3N5% z7o$%xr_+>5Pxq%2?Jj2%NcW3RTb7ivKPpqE#PsI~*>68Se}1v$`>dR~LeF))R4Y9X*XLkrc#QrzN^s^oJ${*p2<)m# zr-nnv*>`YO21U9ITQc6h=@FQ!nYMN$O4Dshq9%b>nVBr#Js6Lp&8uBlj zoSR1%^TTriGwfoNC5Y8hmC^uFt5PL2=T&S?LgHpav{WtFGBMomnxYw6ZO zsOz}e5S#tAJ-O6G4d1TGu8v^3z1dCBOgnStlAHHpseY&StR)mdSwg-nT>Nx3@zN$mOi@HhLhb7{cx|(wJV$%j^hmkva-q1z z`L_~K?C*T-gn#q-(}Rc~FQNq!yPt`70u##M+12;Fn@y7V=<%>Um2TPF0K&!$_olbD zc(-3a!hi8#!YjLneDwRKNr(4m)RGdqHTMS-7a|(ku2Hq5q-1blV6N)44Ll2zd}6kq zz1(;f?-U0{FSo*wU1Y1xG}_+_3`m*Et)I!)<%zNVZj*swFBkcy^~cNYz3tu(e59ex zME80~lQQf&>FEgtZxg}7a98y{ptv*>K(IPH5W(rX0~15I2pujBO)a^ zsO=J$V}D+GWECpop_s0&{EdwpvBND=6zDtu@wvS5bdJwa=J|3^mVCam<9+5$kx%#g z;znm59z7B?id5!fY=~B%qubdxkABYzRpRgvuet;4Zmv@h7^ir3-tX2~r90cr0_Bxa zeDm`xx@dilju{-A zNo+@i6fISuj5WKBhOV1xDk2TnqYeE5h5k&kn(t4!x#MEX;0p&yY$!y(Txg}YPkbmI zo<{>aOlElPvQ!ju_FIL{@hO^5qU~tucdRimZ_Ybe@LL|#NV@he3?1P!7rnl&FHvYG zAFVXlXV}HMHrFh{Us?=@P;$9fiU1NCP0-WAiUgyvPj=$>+lnL{RJ|)(J*%T(^l8G) zvA=m)Y^=6Z^{hO4f(q-+*Lx@WXyZ@Tnt-X3!n_Q~J9VVrgOS zsY=vu`=3(^d0sg8b=!po@tXZoUlm<4ZcFr8P^(@Ls+^}zaM$5?at2;+2DUXNoRvYh znODCTxTK7_#uB}t`06mi{h9&10o$>O@dgV4F4@=-$0d6>Ti|9lfcfUwWB+)Y#d)Ig z&-L@0M_;ETeCNLu0|1b=>AB&{%|U=v!833V6%z}#P+sW{&fj$!;aI;8i;4yP>ulO8 zi(z9`8~j&$a|wS1krJxEpzR%A+^x?<))GsyfU8fq0dXb3%)7&GEH2fwefLsdxzTL< zS;f7X1aokxMO}tt@A2;D-Ed&@KaC^iGpz|Fv&SmvrS^w95k0|iW$ zdjiE)F*SU@Y=mxZ(551~@3(6fGXkh@4)_~T20D@xEzy-`ens3hc_0H`v)nQ?wy`6? z#oH@tSCiA(o%&(3lPtXwp{~v!Pbdxc1OvqLlFl!+3bhNek>{%9K!<|r%xF4-Y^`*C z_8D6|pW&)_c{W6fgV>TCw~|#z%#q$*n~=YIaVY^bSViO`$v{%eHr}Hexript~IE6@P00eh;NHWa1E5poEA$V+CED&UM3~dR+48HDY!-%oZ;3V zhLX0VF8~mHW=2jskKqO2@5n{TDh;!zK0Dwte{3*uGtO;P_t&Ks8CB~?B#w?AqXI7SoSW2jXiOm9_Q!LqgDw``N*8+tpmAH zou3Q-6olH8ulU7E7gS52SaBm4RW{7pskmycpoz=*yj-8+3GB{WseZZ5pXkK*u+N2i zYjT6@4G1baynmFaxV7LjvvRP~Gk*sB(^reRS>Md6QFYyH%;Wa- z?)Y!pU%7SmtfjjMPO)9ohAJ?W02uI!pe3jhs&Lx@_`{&T2#LZ`&&Zd{hMNYqI^}6_ z{2#+zKWN43e^LKOZJam*QyquxY5=_1KJ)K?mw@94Ir<1)EHTR+GXvIu_R2kKfwMDE3D{O%iYCu z0vMLdo=fK=cR6M0)%mHZ{`KjY(WIOhr^GGV)^t>Aw8k0nROZ!^=NO-G| zUoEjJ-+pYkD`KruS~h1$rAFX5#U5i& zPcL$mNlKo+9r1ZkFaH@uQQJI+@&1joRex|EW7V}PEDMPUseZQW<&L@Mh-J)0HbBKv z90Md*fRlr)dFl2x!*Pfs3Ca>tCZM%wagb7Mha~k`D_)>@@g?;8FgG_88X(SLj?8#W zsLMSTh_t&4NIKI^#j8e-#K65vjEA#1tZHj0Rg&t)+MFBR;}D`y_2&l`5&Hoj8dmEh zUYM8nI}k$gd4W!cwY&valC2;IY?MzfDTJY9mUF4;Tfm zxx4OWgJ9IVZl7o3o8y$CMkdVZq~UWDadB}k@s@3*j|eTgoIHPA8o%@@IXOm(wRhAH zI#Eg^hVugT`hUJL4n0#kRY?WluS&Tv+%3z_s@!$Z7L>^nfB5PMc?mLQ)x;dmbsm+zkMVHFCC%RR&neLI^EIhaHElqHn|Fd7{dP?Ow-w9 zbc9y$-GH%5 z&{q3%ha343-ncGeF?hh)(Y`L@X7N?+_F1^7Dv0P5wEG0fBTAVtI93< zY+ND4?xN`(-96bi$D+!gB)J*?+v6870b24ekKeW$eW8XYZhEUQaq`Fh#0mAGrrhsI zCJhnQ*-vus{eCPqd7|+E_3G4i*`LO;e}7vg%=gY{LqeMvb-&_eH}6m2o49nuus1Iu zz|V@`QmZUq85VMIcK$W8NwS!>*se~3cr;(B%mKf~k9m!}i_(Y>(XqET18y4Ncj$cM zUimc>cFbo$xHP0Wl_x-hpx5>DyCO%Ng2agGm=tn!bo4j3$IXqLfiT!f4{I(#0nGX@ zEz0D;nP`YnEE)LOKQdF>IXq}G6Bm77*THV7q34V&rxmXCFSm?j!@)(wrt+94{CZQN zC%T|l?I+Od7Tj)k<@QkWrKtN^KjoB?ne`p21`asDHL$W!J%A9N{GOtPM*PIx^zgFCtP-l zb>U;C&l|7lKl`0q>&4Zs6^Fckm%AR9_lPHHN`RAL_|vliYgNOQ{QxuD)0o&l!UGL^Q`~zAJBPd0wtS?%Tn}i_2z0rakXyJIjGUeB zv6|o7y1U7p_n4rDo=_6_oHgg)^Rzx=3+zy>Wb79>D0#%x02>{-Qfx4m{Kh>8Mt?eZ(WjSOjkVf%(V2n%k zQuoesHx4nPlr2!X<0}AA+YEP2tjrA6h?l{@ZpnUm$PAT?0H5JvI_@^GC1Vf;&?ArH z9$AVUoI}nZVXs(I7XopI$0M=^j)|H#)?v3~tECb3>OlMW(`)^DkASf@_zy+*?2n-g z<-Eh&@^oBThUMZ*++pDf$?_z(oVr!{)3(2)zsVe43Gbgf+~bsbdW!jdM1ae4k^~Zq z;Y|uR|2~$JjdFc<0BHiYgcE5(n2`}8?4^?2Z#F;+pk%HerY*HJVyU}hNW>lXeNV@$ zW)7)Ye0G+quU{kO0_t3$Q=|B|Mb1;v-9H2|lXv%O*;K2+PN6~Jcnx>zqZu48?t%Sch! zpI-?wy39n>{qr-%Ihkj%b<5h!qS!Kn4OMV7W>k?*nyg$iQ@Om~zzDBjQSImrI)~}H zA{@J_en75*mbG5Tg{q7j5iE%MM=Ucu9c7(dJ1VC1sJN!tDI|#Nq@dLf@eO2lMVvOP z097zDk8p~|NM?i{zIIIg# z(yy4k?9If}%L&VI*uKcKm@QmKBwc6d4(5Ip^B$c-NH+ z0Siu#=v>Uob1<#38+AySgr|qM_hHs!n8F}!ON*kAZ% z*{TyKoivjnKD!9#c>&{*Pw|Plq*bnySMo#h()lks35xWA&=K-)3UyTN(YxK_dan3; z)jkTNs0x%93Vg;fS6p|ECMCf~FLooN^}IX>E-jm4G197j#!QpmD&v#(Pxw#3oX)r~ z+=-7{rA|30WoTb#f`ucFriH^2#YrRyKWUKXt|#JP4HCGJN~4)yPTSF}7y)i~D7T0^ zuaq=0#6Cp9&O#v6IZ`Gr`YO;{3qe+#w{l_#<-4Vm@UPt93Z`tVV5>6EpsN0P?gQ0r zL^qp=x1S_~#5g<$l~m62fx5_EU;;f1y0oWX4_O2Yx}Q>p7U{V&{RQc6UPo8=?A!^q zUH%Oqv6vNqiR*34$8xv6m;?#KHd_0acr5RCjy^m*Y;Nx(_J{dq zVr3zOrXTc&{aBm{%OqKKS8flZ{@0<-$CVZ$pC34xNr0h(vCyOq8N zzfYX;r^`21P!pz>?3c{X7qy1=L!?8BFO%pt`axDcS1FsG0sl7U+h2yv2yrNl!vbuC za!mhWN2jjk$ass9(&BuRa!qQO`440UMwZH}1KZcX+6NJNfv-bNUxUbnG!mGv*$R=j zI+#M$Y-~-VD}95?z2sC205UC)F^XD8ssh z;j&Pkjfzk-nu4i1ie(vRJODDhO#nb zXs`#|+@hl***k1oYO}#G(T5B?$|_Vyml63&j^+lt@aGOl!r^SPv16rKuAM_!R=h9r{HN@Pk%4b` za;C+}R{*m%CEz`nNuW55O7}oJoDubfXrz@-Dp64J19fv&T|?bpTcyve@7{eJM*3(| z$!%Po4lT01ocqQ|Bjx=^r1~G;W6^feBjfJ9ReT|1P~ai21OfuDHq%oos^TER`H0BW zxRjifCr$#D(@cO{J0kM7ua-%G2rvrAJssJ0keh8YNI2m$%Ns`01aS1fm^AO#@W)hR zvTkQ$O5DBf{4Lov=sN@`c7r^BBX+>YESC;r zXFp;scYGYm2*WvX*lXg5oR+G3i%>#W)t#G2ZSj?F+?8;;m^;N;nR7I9Og2h3X`1y4 z6$uLyHtBQBehDBL&W$hNUd)^fS#|xMv`N7&iZR1LN8)LC_P>61(MV@LzE5gXOiy(W z2||=9D29$P)TOGV*8=2}`@P_V!kCFVJ|CPSJKKlWtxC&`X=~_w)A$NXUyiGhS@8sOFb_fKFrA-68lITY=lWQ# zWwSf?q-}mnzd#zpWiW^{Ir8PBU~-|Ut#(%m{KU_&9sv${)eb3b=Dk;+%Z+!d-GG9E z0&EBnA}0L-Z@G9C|GC~=`zDU4ieBsM(^r<3fd`z#th7$ECAgY?4j>W`{0O)O!Z^T^ zfFz6d=lyQ1`r{9g@G${B0^Z%ZSB_1Ef^Iy<7veAsTsR*9QkRx1v+mC zTcON%evb_R0__odVU%mV)<2diJKN<06fn|PP*sbmfh^;OOx{uWaMZICaJqv2u{Vpj z+ZNC==Wa|!(>{7Ik#m8vjx@dY&Zll;gL0PDszX=M8QQYMRMS7j(u%LrpHpzG!;2Q% z?MXe%5#PCu+FjK!adL1;1cS;yxn;IlPPg6Lc(x&1MXUhhzV_^1{v(A1ZPF9G9-09Q zE63eVi6Ic`SZCpaYlSKmrAuNWY$F$9_E{cWWl z1HZT}$o=-qR5TKNb)*KrxEG-(=^Ljm>tgXv@bS!$3fM>eIj*9DUN3tR_jz*zxCJJ> zF3YpJQ)Cp@C$vk2pJm!s#WsL3tl1oUJ&2OaA)+cYCsJ4kz%!@hug;H7Ph(Q3*{$hS zanCk4g7hCdu1W;F`d!3=&0+tKv_;8m^TClVbw@$XqYY~ud>-h4PT>rHtwM7A4lzd# zMh6)z5D$?c8t*$V%d5mIz^1EGs^MiT%$)4l<=Niq9((ycLs_HDmfS!7TLhOm7weMK zR;|!x_=BjNU%JspK+CGDf}p{WJA8MHCEIS0vsk;xbN~c{XTb5OqZi{RXrtf)dH9#p z#72&lTmBlx$SW2Wz#^iT)p{6vx(%TpsFJWvgde`)FG+jyA$-~$AOduo1MU_M2bjUB zDwX&H?%IRB>ibie+;AVM?q|bJ&hhmFf~{2-VS1BKi@BZ?j+U+Vdk68c`oI{^Wx0>O z1!u4<3M+hwoVL1NQZzsPE)LC3P|`LL#q6_9k+}Oce@Q~SI`Qa1`{b{RgV8aJNV(cp z1i;omF*dQjJPtmiGNY=$XBr+Kl?+bwGsrOzgW1OREf<)u*aTMH1$fDInA)D*hdydp z8=(OB&zBka5&;O}N-seS4)UEQU6RAzI3-U!1V=4|2!Y~@LsiZ4Mql>s<=;O_mKq_8 zb{FTn$2ods=`d`CCMIl3vXP&@k}Gfo=^G4+!kd~Oswvgzk+-@gSt3rpM_GOdW_Wx| zdFxY|*7S7&ZDnCQpgf6g;X+4jTE7GFkX!ql&GC0$8sxBrRE*uf!Nco5v_Be)QB!&H zJ}%k*@tcx(APuk9Y&&2k!a;Lm-={;j?{W%%PL8ZII?unN`(Akagns^SRj}#I&GNeKb=Gd zy`S8B~FAW2sL=F%dCdB?Cd%l)+~+^D2c{iuBXk;FuBF1HfU+dv30E9R^J;9s;8vWMY4&*BpXHW@RckrM7+#j zg-C@dTsffCN!R^PPd9wp_42#2L;?X!Igp9$qw}MoQoRO;FtaB({d_to1h9oEa*zUY zp%cl{zm{5Z*{!pufq7e38H_Y)?J_Lcc!r<<)u5D^UmnW{C+?M@PBy+5^@|~;+=h&` z9M9ovGf|Vaa0&{9DsfGSV;chho&&Eyr>8#e!9U>RPhL#(1AnoPy8KxSw+1?=qClkX!#C8t?SKKmhzJ)XZj6R_8h} zh1-^}nZAGbpfc|6+U+X_a9BaAmiMiUyziODQlgPkU5>XzHH}sPoQ?~2S?|eB3q@*an!!wQlrE^z~GSp!nN;u z1|u}Ct$NAmIjP&`zNU5i+`la-kRl;ey)WXoARcPFJ~?(~y3WfZk<=VIW^F#$r7rIs zey<@R5fee5s8p-+Vmw!=X(^5YSfvx-Dox5iTbX#B*rRXt-hXE)I=zi?Y6}p^NGN!0 zVQr%2m%EiUx${bT=3+9t#)Vh_;Ta$SO5o!q*LJ1r4H7pvnE?3?I$Ncu$E?S1ABgr< zrnfK|ZPnOatdT3^ma)a{#g;DFD}@wV1KmngiuonJwCq#&KTp*FQ&-S#*qpB5?6r;{ zAT4OIp>%R%NWfKsICa`$9GEZ$F@BRL6rquP)Sk7@76GV$75eVWZ?0{qUKA%)#(~Gm z1W;#HQFwuljBBePvJcuZ%d~X zM#Qlqu~s$fiiloAa%@C!u#nPS-ip(FK-%uoVkx~zt%lq4LJCfqm`S-w^WtZ!DlYie z)6)v1&qSDXiU-4$&jhAAzyaB_GW`YKQCPb>%=m3a+qaGLMl}i=0@LOGSl@%zKNU>_ z=@gno*Si^&nPfTla5ZU0)|SeDq5f3ACgyF6SX&Vh3s_wI$*L%MbOzXyLq49H1bb1| zzv*3T_%*JtYR;(b=8!5sx|n{t;$;dF-0?Uf28k5mrd9rE)j3(xGeOKH28KL97re39 z=kS^Q9%l3NA@cD0SLQQ7KOe*sBy&r<8;C3=qQB8x)>3%%0uS_5vHk>NDeOJsT5-&f zc;=w!Xi1?I$8TH}S0lfIx`Uq@O^3z-OCb2^Z0sSbZBqIVH}D=$!uea6JXLl^Mq?zM z2p@H8qlm7-z;b>|llQ^M!ZjKi+L0EglMcVmNJtv-X8vd!HKAtC%^NL&o#MH}WvL>T zzuE$`I+`7S^?Lu8+n4}>gL&a5;29+Cc|}m>2FNQH)D4hRs8s^+GRvMO3VPS*VeToT zQCt|O_?FkiEH#BY`sXbbJHRm)Hy z(jpR3>{{;W#hli73>M*O{Yv#!_qG_wbYE00;|8AOZk|n~++@pFyKjDn#B`yFU|{81 z6ufV|e-#xHzbiZ01D|&dp~CI=liS7_E;G{($?M6{stecRn^dm0#TVP`&Wr7ii8-q0 z%c;MpiYoHTqk6)y`?ZSe94c@@NuShKN=Bs)x)tKmhs8d9oUc`Jo0Vq69=fL_vdpS= zf@}%R`*fSCZ}|c12sjh0tp#efBAB}we;<+B3op8R#f4bE6icm^ge}tdUhUq}>t9!24V~S(ZadAki-^T1?HfA_ z^H32YfdoLU`nd#Y9mHe5i1X^S~9F*Od$oYKCUn&W1?5dhQR93+$Y`Y_#@MSnwb|Ii2Y zAKo#3F>F-JwO*1{e68{r>;Vf^0dSy2UU@Tf1i`PQ5-aoU;qAHgbrQ<7m&S;6`S`p% z!)2%{e}C=FNS=B_+tC>PY8{-evWXU3-QY%u1C4<=s?x^TVJ3#Q{PClykLU`ciem!j z6YzwNZUt}Qa!c;btum7zi0QO2X2}^p2e_6hsi;<&cEu=%FG-N~eE~#EZBOycEkt$uoc&?}|$pXf6ew zzdw(eaab4orQuWaLs(j_>{645XamuW7$5Av$t8fy$iqrk~;*N_D%i-d2C7L=k_FcyyFNu zW%@GPfV|mIUc}Dcu;H4)@t`Qvx|3&AxmlTvm7=`jkC&*>Mq@KmDSiBBo;}Z|2odIa zo|?OIHz+{;rbgg9prdG~oB~0!HE#n0;q_v94!V@OAUYc#{dY`}1OP~!^!HR5(XPBL zpU0*XxpdiTpE1x?0XO&6jI|_ANe}%VHFN&e1?EiLS1rR#&Ju@&K0Yo^X;c1cC@zkQ z=lk!iXQ60G`R4?}?5Gu(2TqFqNIeQz8&^kO`cXtmd ztu7Z?%m>T0ab8;N7csG9H$AeMrw>u}?*V?s?hTOKym6jn{I=EZTy{(ja29a*Th;4h z@OinH3$nkqhtXWfh_2mf1IYqvNS(orpA))=&dSt`?7Y~@sCfWItxqzCr}5Ae=zBo= z2*7@3KiHcu?X>F@KDE?SO%i}>z~T{KKfD8Svw^76Hz2JQg7H>8Mqj}rS^m9rO}_Rg z`19K?ku_|!oyZ zH@cubSCWv*aQAcegz-9Huh~91)Iz5frH>Q4Y{+K5+8@dIVz`(Hy?9+dH0>Yh8bmt*qRo;M|+xn>f{T6OQ&!Pp}2@ ziO;#C3JLJ>+U~$sGeWtx!pH7a2Ve*1jihx!Y(%Syke-2-Js=mreWvpF`qn9!{v9rk z0=0t^-kkiU?bKk@$7Z{1=?=G(ap3c?eQ;xzW@qCp-%*8B*>cSDGHuyA)NF0(XfG^B!S!fWuRi${og0(!(QLh!Kp}L@^+jtMC<5b> zrzT#;q}G==)13;ZsW9e%_n_7WN{_BphZg7hd;0swwXDC`SQwuPf<*TRq8uI1zw335 ze;WFvF#gF$WV{B*5>xQXOnzk9{?$9XRfs9cm$n9CQfxB|E}MRpfq ze)LJhi2XLEUvFPIppn0s1s_L?k!YSPW z=I#%q+LU&!&@_!-RquIXv1tC)21TT62l#*gKMB160DCp^LwaayY2SlZM5r)+^@U>I z#J<*%J`o51*{ilh1RMk!3}=>zy@41XpPbQ4ENQa+e=2bmspR6A^S_)B8oGmW-vaex zB0r}<4hS z)f3B%UYqW~)PaOO1p_4RfQAcUYeWAH>Sgq0`8U@W3UrH-882*z{x483P$<>{us0Lm z0(B%m?b!p-|0&qjeck9QLPd|89{+FxlyhMMF+mzV6};SH5CVoQNXax0AJaC}6fv3+ zj?RYt4m@@PRk5mEgf2P>2E9R`@-2No`zKLZi2>sI=CZgr6N&5%XwpwQ@NKTL$Ve=+ zcp^4f41rY_jC>9vHIXx&EJ$}Sl*p+&`6!}x&t(ouf)F6s!h;ks8D*$^Q{U>k>FWz7 zOD@q{ihehjQ$(3H`x;l!MfseZe%jvFmS1{UE;cNWK*o&@{o^f1kqLAt5=LA9(ukX8 z+`SZyyqv0!`dDB2G|uDGlhRTv3eJ572%$56x<2F$4wcis7H98XDHJj$8R@AVoBW+U z=^NjlGBUg^4pT-SqSD^emHgIjT2wqxzpVScT|pB&%3*A7X^M_(j|E&#*oPAG>y2WX zR7t7+REf5TDiOSztkMfDdU!FLCEd?qLeLxI+hjw|L?rrqba(VUH1SxFaIJua5-o5< z`Xu0c<3ljt0jSjkB5 ztgzxa0`gEmm<54?v#=|}BN zfhzAo?l!Ou#IuPJT|C>aEVK(LXNdtffws~guS5u>AA17f{XOJ z2?$hir0T!h`MjHNhw9^+DcJ=)+-~-y!=42YvX!srCUmOUHn0a2AzS5L%O?9d3O3zF zT)L4rP<#)BB^*SOda39Bq3HTnC}NosSOJ(_&)3TY(S;~f{(c4YLQO`u8Kb=7e6^z0 zF2x*aRniz$o@R6HFX(#T5WKKsy&l6aVdq#Xvs9+%4n^_e|`!Bo?xMdG&y< z5l3#>h})7Yg@3x-=;i_Q#g$5m_dSJ%g0}!1tG`y}tVLoOX&w?#dpMIZ=Q7m71>{@DJ0V5^0RPX8>RKE z^PQtD@yF-+qK3g%(+jjN$7SwsI2gI-GjP&#LLH&Yq#a9^!ltf_jUG71_f+ss0<$@~ z@Ff!yeWJt`tCwJMJuMm!B0*?v`iT)xCF;wL)q#ia))49V^3WH#roydIXf4P`TrSR? z1Oz2`>WTgrdv5_$$F{AFE+j#c-~@sPCj@u5;O-LKg1b9`5Q4jFu;A_%+#P~LaEIUy zuNUld&OZC>`~UmiTlHSOs-5aiv3m8iA>aJwn7u|*1!^vY>-MByqW?-m&4_DM?*Vf4 z+Q*PwlVo>$c0sq3m#XEdIlWb0p`UAT`>9~O0d-Zb5v(I=yVElg(^xZ?t)738!;;hu zE@l2AM?8phTU^?Ya^a0~S)<5oRD{{&>Qf_3^x>OzMcen4t1_+|9j6nlBLi3s}BSU@X%6 zlT?UI|4Kdbf5_BJM@#o_nR->=Q`f5K%=G~@LJXpO=VY2WCVLP{{(lELV7 zeZ$gN<@f;)BMO^D^k(4yy1D7 zXx_9qx8Ct4b?}4baG)v!d`pZ9me3NUxM3T4oD_rU-s;}kgo$cFOv>AH{OU`KXbj~= ztj;4sxR}khd_!Buy)HV(u5gr{qnSC@;y`24_&9aDH#-EFlq~hMq<5Z8_3%aS&TlSN z-+xg3SxFhzlh-T5IENVhzMGOFhTp+CHD;o($6533?GN1*p6dF6yX*vr=JWHRbGO4C z3*^roEIyci!I={Tfj8OFuL9SL^Xldsl`RBlnF{*OcbDkjb_C>87fc~geMAZA8$iJI zsDT%I&OB~sy>nw&eRZ4bAhG^3AWVw3nm_Z`LL;VDj^ch&M4HTzD*C_auM+y&kflr!TuXx6t&$2e(#9;OqRfwhKF#D`0S%}z|d3*hSYgfC#@+;3vADRN>XTzt%QzFgW z1O+F{9n%+z2yE8{he9G=9F*$|LFqC-JJ3wvzI^(%ce15I=1cZm1nbZjLI*B|mO!H) z^=bRs&K#E(YqIoBx$&KACBAxGDWVAKfRUg%m5(gXX)P~KD8pN`hDOR$3lmr+I1rQHS(0ff+X%j1XKbY51RVQ z5Aic18}jEGT`9=we4W45x%@|=cqHp9kg)_KNF~4wWGA}>vU-i{RA$FYI`GR0R3Li^ zvg(534`NENu^Zo<^71MNsOp;=s3!9g3PZ*_+cbQ(VLS zz9df>WbQ@9zbe(StqUv8qOL}6JIKh8C~2&aT_r)5{@(U;!BY}kg;+sGW^-aXrAvZL z#tH@k7X?%eO~yH&oLK#)UR}$Ltw{hDoH$6s^c7j*4`kw9FX%wfKZ}DvD2xbdU92 z`Qn=Dj=v@qak}!AG<_|)xmzTSlm*_-Cx??7HgOqOWvd>L+z~r9If^QIy7F=>aOzr3 zgZ*wQa%WP4T_JuH;}G}>MmEjKr>5c9reTaLel6hGeCEFO%srjv;d2`JOYrv?SEJzX zH^srF?6nG zxKCHFFcyX}bOyVgyvSK}qO}c|5E66G$PF!~-FkBHzXkq-WcmHe|-0g>+{BdZH-RAx0Q2wLvlLt9~hw__T zF#1d>B<`IOn_$P3XJcZ*wYGm?@LkoJoJ$&S5T#$$8FVb(URPHH-K5otYx!>N@c&NoznAKR zlpnhDAo;&AHv4d4&HYh~mMa&-v!Wlt#_q_QZvB@Y_J;}4Feid>=UVdleI6`&V}$O= zX~j=$L#hkzC(%7G^O|6XC*=!2)6>Y`Wzu|13Jo6${ihnAsGdd7I%o20`EHx)9ICh@ z=N0eFV7=T9lyNUK$C000RHlE0KFzkgm;cqx!#MdG!~4p_?VIEHls(TVhWEmv@V?e& z;L^;b=YwVaetf@~+<#cjzfA7I1Rr$uABF!YoZ>+BMGr|A!E&&g2un@-2VKv$1GP6+ z{0tIL1iv-GFHmsi(mx+0X(sy3e< z!{9osYl1zy9JvJ>^Y8oo$7cUw>HkA}J7ham{E;*}nn}}o5?z1q`q}Zusu-~K$?BN7 zS6p~Z+kph`^U6x7TncjeG?3@fU>8ByAZp7graWJ?*6)Hk*a7YkTpQY`Vt)5Oat7+^ zrn_32xrk1D7FY5QFu2^#5=x#0<*aiN{dhCeu`8|a$-wx_Kku|gQnpg{?4~DkxnUq! zIoEpjL~SMCDr0b$a^kIMQn0E_N7r7NNuN~L>n6E*6lxjKu*=%hF5t59xbBY=*ULE_|@pzAG@AgF$kDTVHI*Or#v4-I8juf#&@U-*L zLczXVG|)W+^yn#om<`>ScSqh-8^Q{Rkt<3d19d-;W0J8R}8>9sHZ< zncvPvO|%Z3GHrfYJKP)$w5dCyS8l9#P5jZt;-p=85RDsx5Y>K#y5l`#t`%FXUPJZCR z_$g~CpC?@!PdI+o($c$j=}oi@;V2%lWGU#gSQ4=2P62WW?EPZLXE^APQ-0BWOt+$K z-G2|y_Em4iR+aijUCSp$1ury|kn?k#4ppxV!Bqg znIaJsvja9J=IR;_0ydO8S!+EDr5&4?x0M$q2JQ$JXvQw5gB?$^@$PIJ%9Ue7c+OV+ zH?xuq407@~+WL#!YtBzv9aoawXJfeBM^GbM-{OGRF&EAB=4&T&JPM5;h+tRZWwkix zjId$#S3{&NZ~K{%M09uJjZ>$dLOSnFvXGjXL+SL_UN6i!;(PW9fs2EXnmwVO%zfbc z6V}1@FV^uNEJ9A0pGIC%$JUg92~1A@N)E<<@)CG3FZm+_0SLxlWgrZH&OqSlfOn_- z*A#?+o`sI_-zdm@i}kVyw%1ZjAU0BqlJ&e(RtQKd$oEZV2-t0;Y0&;&E3A;L zk)U;xTPjnJXrZT1v3`zbr-t-`lf!^O5}|_TB_KiddUry7o~}pwen?npyThaTex(bs8Umzzd~#y9 zjOG~5+X;=Ar)S%gB$dPCd1q$|Va4=$<|HQ88T8$Nw7afz;B9J(5$Gbt+fEb#v=}O1 z03rzcOULi~2>ks$`os)k*nHN!`?y5yQx9?fh7M~52`q6~!y5hE;^)}dlG#rlJe=Hq z9fbXc%znpg9q@L}4ng)oT`FDVc=^#AA6$KSA>sOtZ5+(LP+H?cqliqJoSHhA1yJr( zHu4d8`%03o9fwd^8*o;!z!DFu&YE8wH2)gnS)*&Zg*bMuaXlt@sl3ddG@w}UUHKv^ zU;1;~ktGw4RDquQtLJ94kZ^Xk4h2Qrg$hGNozVm9^X7q)!Jd>ueH*x4D>e=a!q6z2 zc|^*o+?);986AWkKP_8Qoe)rJ*p*WW!$7VzS7_eQQ*9GDu*Bc-CMI$YRR+QjRSIjG z{N67U;{K$3{C;R6XO1~X1%j90|9%k2#$K7@sm3rZQU$bXLWNyHt4_)SdhO;J3I`3N zW3Y8#!E_m7y|>lBO%=)r#|C-%LQZ4htke$({jikIk!Jycs<%Gos01okVS-RsOW9CB za;XF_LO^i@Oei2!Vi4@Z@qgClFAYFzcC!xHN1O#pI`nYI&X@@1aInP0mbK5%&zIIn zb{*0e5ko_DN@2_6gT298(@4S9!(E~KK^M?vvUWMW;Kj?|deo4F`+iwW9R?a@v{LOh z0XK2E*TvkDm*BNdr08XXp1As}(7hKxwPxIij+RZnE04D_;lxZ9bm}n)cj{HrV@_eS zrp7w+#tsP^TDzmT#L7MB1IPk|6|15C$Vo5eb6THwp?AvlVDjLyHUT`QN=zknYBA~x`{HekGe0gdH;nuXr zyy~n{*s71ReoTuqgMuU?vS9OS|Ddf;d}@!s86OY7O&8ga0UK(58I98IY!`C}Gqf~B zmQ#sxXz1)IGzv=0#@g-_3g8+9VPQoR+mpLfXv#lKU7;Z1;1VTzHvq-;I+;D_>cNW) z(0{visieV>2``_G9`MeV?+d)uPVq2qRnu?HnAa59cI=%EnFd3)VIkq7bdmA#%%JQN z0POgc!fRM;h6FOcYNPm37cM9}^%f)%wnvCX4j8tTk;%9SNDfioRNpQD-7E8EiLKiZ zV`Y{Ud~tOld;|xMm#_ihAJTgiBlYgb=7F}*T&VBRfZ{Jx4v|51o6kISY~}|?j8>n5 z2-10#;5bh*wzhMKbH;K3H<`6-*&x_qXP<}nf;*~yRfvW-Jh@etlq}CM54y@3)%qxPZ)V`$Ir>3I{g$ zbwzrnAqA7d4@gh}>HIBZAbQJg`#}JBxkPgTe=w7uSg4tDHe)e;R-X8pnynTXSGT_| zFkc4JCQf7iEc1>MuyB7sUokU%G-c*QTFfcDv}LlbuoO<34_z@eD3cJ-5q5=2&DovV zHD#K!*t`UyQ~Gk;2Y@AY>bXL}62m19waq8GdZ>Td0YQq^`L!J-OgI&+cRLj*si#9R z0=PnvFwkqNbll*!U=6%nUDzHP8bz$s9}%$%g0-DO>3`)K|0~IBo>HG!m%q(lqz-5m zI!6A(l*L<3)@_Kp*z}A{mAXyK^HcLZ!u{QQyp>t&Cuw8e1u(+pMEI$=2M2vC7RpW7 zp%cBw<&6;R_#ziIoQO0udmUiW6@7KQ^(^CFVaE!d1MOD-3lY66vAeGtcI?>gp-L9@ zQLb(sh*rSf=QRj3TFK@%=Z1%eKO5-ixW@inQGJ!I`$r`k^~BP=Ut5VvR2M6gQu!lL zrp=;elG_yh(HGr(cw5Q*1>KxVUVM-JMUVKu74gp>r%k^WJzQLR%lgd$UQ&fFxWsG} zut+zB>Z&Wf`^CI=GbQPQELr!-qs4n6+PYu?{tmKAFxBdqX>i-z`{i=e>@iDmcP^f% zmg;2UYO{IF)g*pKJk7;+bPCkb6FzhsWnNo9Jw#j?D}q-$`SLz?rtxymouK6dwA6Iu zyM4T*OW4TW+swOy#l+}(n%eNeODN)_=$j(5sYreNqYz7FxpUO>Frsr`fkfMzqS11n zYR@5VyLIB}#v`b>IW8-n%c-1u>PE_YM3Oruw;Lh$lVPpm>vYVE5Qy{0e0SU7`pvy1 zDd*l4{o;`E5ucxzi*Te)%Mfbkk=r`Nl?UZRuaaF^u6tw-giP!?*CHhgU$~yPzxpK3 zN$P?rx}9QmgXp%_$C;ofe=1>|Kyy4*&!Dpyt-RsKi_&Z!l@th4Mg66 zv_Jki&Uo!#;A=B+*8C?EXZ~w14`gIu{yo2KRFeh2JkVpY_~&dyp{z(i=C`l2ZNui9 zwA!0tpCPT0zJ)|!m8`WZd9N;>69=4#is6JSV3U<5ZC<-^F1R}qOX9&2q2UGT<1|sI zT6E)MtlrQ_VoKU1FxXg&6N_httrlEH_V;uQ0Q(SPDViEL0(T7rjL7>N_sy;}j*dem z2876RCsTvC7!Z&)8w0tz7|5bS9TD__OYZ85l`Sj7SSzWjhJn=17N2e9RgFv{ zNH3j8X=W;R+qc)uT%CElO9NqzZKNOHwoze&m-C?P#V)-iV9`S2`Km(h2v zO6{e+YRk|vaVIJDH)J%P#2Oj6p(}(LrL`tH!(-AZOe@z!FaPL93kmowZk)DdJL{S3 z0^e1GeRfiJ`Q#?NfxFDw9>Jm48#Yly17QMPq~G90QClv^r5)Dp#I3cetcR}};F-np zWm#{qcC5lp{nht(tVBD$PYcm}TBY@r?$E_1mIb(aNpEo2N8R>_@6mR@tN7 zU$l5(N2+lG4bw;p`Cp6S?dbGmQb_ur#KMX7Opu%Vh z^6t1PK=^vTj2{1K^NFrT}zpFXn@Jr>b7<#oK=O&l|9MnOqV zXup(+e=#lIciew{L_Lob)E9do{X`^wbJ6qE;iG0f*Co`xgFQwwg=bpgC{*vE(ZS^G zRb5X(M-SQi(bT$)F8jk;b(qhPeY<|Q$dtyA(@>4Z=lLZ2w;eVNKT>PP(abV2!((I|@t8Bv%lK61M3h*|9=_-RqXg+Yp9 z65Q2ty8F}7N8gr&qfl1X6?+fprIjd}yEs*|+ULqCvo<){vf5eek(TLwDx>$Qe79)~ zG}I4vbd_O>Az1eoqc*_MOUm@9X{N=fHqB17@%j7;z3FrA|>p^ zl}lQAamZZH5#JPYrxGd?yqLYgf|{HT>sU=`p=9txuz8MV$=SMWZhvR+-SyBu$tY?4 zG21S3@3s30^5}?;b9sPwMp}<=F@>;xLh$_VVEt?FOc|~%3)h_4;)$J+*w7w`LL%i;P{=tSpP*Q6)WU$Gpv}M57s6_Sp?%usH=cEdjF1K3n z-1W2y*6|YIq~3bS<&;geIL{{a=2`RQwZ%{a^Uw)hz2r01w`1520-nv=uUIzE?W(O) z`9^2d?IW)ab1V(NP1F1d!vDA4zxU5b%HKOYfA8@8y~FeO4$t2^Jb&--{Jq2T_YTj0 zbBBlduf1i9`LDiZ>z};j|DzoqRtBbjf5>DWPGNkb@&53$4rYuF^fa349OgTR=c*kl zl1xuggR!1SyVPF}@iaaF?WAcC@D)4}br#v$7L?jyVf1X@Y z?mMZigM&qTY390_x1qqo7^Dp&N&^WZ7pX%6@$$*V15e=d&%39p<@QJ&2v-?vjhj>g zuV3PP3bGjal-F5j7^$SkGc!98!fGYZ6^ehbOkMOIUM~0hPNiPgt$~@@ZmC|EQw3-) zz|+losdk?1Ge_>Cbiyjn_$S_9$uA~4LiPKhczKj$EL4scDAu(1l3-_$t0(txjyF~M zG>U=UBoDRz7%j^_GiKEd$zQ4HOdolNH{c`0Z9pdhFRqWJw2H8|wvI-3X-B`CcL9;W z+tIEMZ|>Yylhh1iBQRICzmX!z0Gm*6cHYOB56L0KNIeTdup)c7w)jJ}iAa2_yI$D! zM)ybs65q|R%awC@+k6r%G|-AaX@u{J+cSfHIS&1uJNGeLo{ z(4D;ahq7Ku_^VNOD}jW;jc-WkW>od03DSV=rKlgwJmvC(_62ct)Mn7OxWKhE`ywJ| zS3}8+tvl_5RB0T^hZ|jvt(Hd06;sp(@{ft)cR+x^AA6eI!&k3m{S2vzDY7!H}CWl}Gg2gn_TyWi1H)yNT zsr#_f<+z0)9O8fBq*EE-_cVPXU{yang?f2e1f@Cz*blf0I6;ja3(*+=rbzKDBN?ZT zb~1ezH`+nLBHAHpcF50CX?q6_6^+;n;%jEMvB8ddm+j$-fFI)4sQc*X>Ov{1fuJf_ z{7_yUChsF+R42_+u$GTkT!kG@EiNw?cX2u7l;Gk0(SRDfe+GvRc{mr%^i5c|>4iHu zXr$~6@2p*iB$HF}@x2Rp-zCTna_Om7PBnz~ZF1-lSDmUL5Zmfbym$@=ca)bjxOkSo z$_^OBW^7aARmFn7Y%F2*WpTMPg?&HoD zaicGPy2ui=XzPkaFLGKDJaih7bbJrIBZeZJW8@>Gv!UWN$7l$kpA+RpP4}z8i)%+g z&Y$`w3w4ee8PnvG7*uszL)nbW=QSAM)@{{_xf@yAKTP;YQ+TS`{~Ef=3$#hjmmZ0= zLZ|e?%b85nuouTyHMAO+;y9jOi9hHQEaHCh1Wvm|T;$?5`8eeA^Cf29j|0!!#9V|T zZbAGuz{9xqoGOiXG(xAR3le#*GKA%El~X?gb}2h)CMGse0e`sa?v3h`iu6Pt*vJIi z=Eix_+on;peHQ)ce%SO7LZlPb1{k=sjom?V53=(1=@xDhI-!j99YjDmNMFC@9bR&= z^|oxQrt3AbrNhIcfP86H3j*aCw%_+7enQkj0`?EURy%Vg>#^Q}rNxqCZ%bscd~OdQ zoEOAyU~3)^&KnsMYruc&1N|P{@|!s$m1JMVOgoJy?O6(43N$3R)&axoffQ7d$^lu3 zeQ^&=iN{*48=SPx3<^8BNnX#iq|mT}oAS4fev!WzZHr4YfPlZ2Me+b2L58MsCPEn_ zMK?$1|bPJdiQ=3O(^i4T2VyoaQXLzD#^4fegBiCI#yqfi{fuokFo zBV2W#^Zh$79!UGU5#9R;IfewuA8d3Ui zhw*di<_L_epyA*g74t%WOw8v98_GA6OSWfk>Z95*lTmGPfqpSu174-5=q`SA_I6FX z2kHvWTL2Dvm%y^ZkyuqbOh)ryXt%$JwqlN{cO_OnZU@96!j8h5-|XqJ^nJ@FInu>e z7l7JhA#E5q5PuQ{Lqpj?g-wZtg>Py-!vi>un3cUb;! zF3_b&FYv@X*vLt2#>RcJ^3wY5FExI&2N2|Ccdxb3a4E7W@zC@w#(uc=bG8;CqoeLu zk=LuGrpJC%UQ2DnPKF--;J&vaHwHuW*7w}9W_OR4mIVt_-Jn3fS_JSM^v+r1I3Rht zwD^Z4`H}8iijYw&zs+4 z19RHk(v28mq2bsKIr>9iPM{v((jbrw3(HrDG9psYrOrRFKG?IZN4yf7+bD6z|K!#3 zyH!k1)(-fSjmC`8klw=45cst!^Q@*jhuasyLdVPF&m%j|@Xv#iUa|*u1DL#t_)oNK zmi*D+SXc6u?_lL>uK#fL1w0BbPk8G6z(OgJK~~z&Dz~d!GVyA6)lAv^D(WC>n-Vfh zV4zoUjhamdQ(wwZ(Cl_nuWii7dNpi{^wxsH4x0pEu>mi=BYMsEt;hwAlCt-zuvEpo z$5@pqI2%9c_-?vgmKfYj^VhK+Q>EzHD)&sA*{bDjm%!AE0cm(1%7P=C2{X61y@MgO z2+!q$oI$s$5AdkGhKAP7kl(v-7&A+^qdSm|cpL?lh1+N!qW>JI?>>`p`Kw^{P9#%B zT%;UBztXJq0X7p!`)514IO_oP@AuVL^GU~w!LQrwDe>W7zX0p2F;=5&#i^9Y78jW4 z(&n=gvOhQ`%OEHX;NWvg2onGoc?a#^N)9kGCVH|iYzUtR5hDTGC%8S7X^Gv)2b$j5 z5Tu`k0P4yt4lFXeB-dhdGUtoRp?s*37gnI$SkxrD!^Bm0bW_yD5)uLcz|p{iRWwBw zzbgdis}}3bhr*8ZG<&@@tE&VX>^KwsV4MTJrdDDpnsJx2AjF4zc4STR&~X3Dornqv zfxyd_5}hxOPmy2&_zBbGQL(ydjb0K+@?eRrMF2WDyghZfJ&CwZS$UzxKQ2?~#|wf- z@%m;?Pm*P*X1Qoq72ezt1 zg=ineGxRL~?$-fibn;XZ(%$+q?}Kp1nG<5N4Q9-ib1C>7Lk}N?yTP6^pX^>+#YQ^p zehB6AD69=PidMGGjIx=8Q%_%ed6^>{JNh#G`mI5 zmIyrd!YfUmP$-%kFGgEi#M6WnqX?l)&8XxA#Dh4bwW~95|V3O%!kgo9vJ?O*Ih_B9yH`h$43R1 z!|l}RktP&O%x);q+!@9^14nt^wwkUmg1bqt3M9mpE}y35FMqqqCFa}D%um^6FO zLVY8if-MwbJ?3_8(;3E<3$g85=xo@^s@JI%79R04##NGF)D+{_a+NP5ZW?d&xrTu``h)5m5=o z6)O1699Aw}ChiTPO&a#UvGIAyB%*-^mGVoi4^cjn&%Q>55Q_s^eHuU{{LZbR zL`_h@XV^s0rc6W{!`fP-*3>;PX@~Z`dEl~;G{PCFcp3%(p*8ca!T_CppM{IwYd$OH z?ykIlyUf9ck%!fFji5@WhocIKMojCKnbp&%N7frqcBip0@MikbzBJOu#8kH;BjEv? zo<`i1ViS zz|toZRwnGbS7aE0f^uU)6uQCf)t%MmZs{{+H#-1~>A+y~-7E7CQ%j>OPP0tosdkgi zubGcVh=qQz-rOJQ5Pv!Z2BMOX0CfI0;;q??yOSUZV8+Y*y`Jl?_N_)(#54kL2ub61 z!N9sBZ<<{;RktjPIm_;{EwFn&%Te*xEa%8@k~aKO?&B_|8zeLkh`dSm#CS5m%gaJe zVdCN@1!wJNhcJJaOFatkJic2O#gDU)ifJ?7Cv()KflL%s8BHBGG8eymIiO&nH>Ekc zrGmTtP-=oT@5y;GzI9Fx7|+kaYO3<`Py#RRqyxNPBilep%mc3C#s8wc=}zM3L(>ckk$Oo$hU?=Um|AK z$vvyH#y-M9Z^k}x9-tz+7Wt{v;Qq*rg$C_erx+$7PK+DgdE?m>l`VBR0LCp=LINMF+$?$#P}qI@cCTcJ4B0r6?MEMbsVJATmCCO`x| z&3jo+Lcx^LqaTmD!ou-jeY-N=lh-45dzPY|ot;M@?X;PbrTC<2J<;@htz z67KDFZz(-z{(MZi@Q=A5!xkW*01=+RD|M$79meF$+x{)wz?qhc#2Up5atH&hR{H=n zn40BZGH$(U^BQmV3VK~u8ud6+8$91WLMn~$&^-q@1hQ1=OTNwyCI@!F z98!1kfT*xqEDzVdSKHzW1==rZKrpnrKZ1?vdGa7lG5$)S``wbvC>ZBPz2yx&uWvs3 zG|vBM$HaK?h|m5+PY6U0JfqP0z)nZd zXQAt~Hhx7EJgtaaOUGDTmx*L3nQLIKtZGX?2tmEbT&-3dh<+p?(=Rx}KFC0)bS7e~ z%mho42Xo`L{7c58oGm@%E>v}*WAhDH^kf|zeq&-~)IZFwXr~t zfbJFl&M?8V=Kl)}lY)Y&O}CPZ&iI75k>ydp9ga2td;Ihl877<4(ozWlzA_{Pprux` zQqn9#OtpSQzZdVFltJDgK&)G*K2NkTCZ6LjpVZd^LIE&QNh`V7<5s&#F0h!&A1iMH z2^O#-q)N$blH7QuM5m*>((@ja-N`qFNQg|yBk|7eF+3s z;o#6fB?yp~FRRw{uT~DgAx;ZQMl{tPJERYE$bcD>ih;;|V{r-4D7gsljLlDp9~}wE z7E;abj2~+e0HQ$PuBmd`<@vY@r?a3&fQAIBd}p3vY^;_&K$?<(VmE1o_)w)y(aQAv zbgXHj9^^a*PZ}8#xcDBcQj*8l2arKp(H@G#2PS7&Srys)<$54iks#a#$)y1c{XICh zekIbO?(MK)IWnV5EI@t42F&PH4TVGFP}|gDyfo+es?G^xM=~bOuap#Y>ks6stMzi+^{-tXP^~WdXwKE}gM+Gu_-=Q)wB##s0+35HLGfe=uClJ4o-=5; z@b1!J_$e$rzubx878Pu3r~7GIwq(Nq%7WC_?U?>vctST!~ra%GjsZYIijf4QDH{5 z);z;5lV6pB0=cN@9ZcGbgI;aW)v82CYDkhiFhWe_uKcEF65^4rT~fd-jteODxkB_Q zRnKgBln*d3WkAgpA0mT;c32NVI}t?ClP}()gZ2%{g?6j+8C)K8m+ZEDOcOvu{WM$D=&E&FH_3gJp24w0J{4@a!6foE1L z7%!XjWWwfv7#+CFBF(NmEXDn_o#NN6MClrJKBNADFT=6Dc9zg6pMLbIHSlC}S!mH5 zv^T=NtOAArSd@j4W)snSHYb;>8dy)3M-w-xq}WrL&`!c!y=>2X4NC3yF^3 z0>f`S?#aOpwyYpJe|2sf?Q?oe__?0#(ZM8z`hZ3L??S_12m6to`i8t1@yJ?(i6M#+ zBopR!0ubLt9-7|~U$BGxk@y1F{*(9uJs0t0m%A|Li_TFx-o6n5tO}^n?nrL06Y(g@ z=eN)>7%N_51+RC^(o4LYmEOl?W75ZbL=a%2hNr~td@;s_&6D!jox3l6xmw_0?|Y0+ zRyKe!fFXc9*I2D~$JgeU`pt!PoBe|xI~g@NqOH8~TUQ*;dW3`?3Mz1=hjdAo)V1>hi93DnNQj|VJ-?-y7q!iQdW1|cI*OY3 zO_1K%9!f~!k6__$uA`yhUaqabl9}prxu*FV^y+|3k%j2tMc@( z<$3^3v!<6a8Y&)j^?-;*jB0oxC%|eo^g#s`m*3-em(_S2H!5u(J5v~vQs}m_QvQac z6xgO1nD&0SuVz$RLaMK9y1h7i`v7N+j{tP_)}FjiTb7JBBTsoR}?YeMso*gE*|29`uI6fIk?B$^q##{e8MtN=|fw9g$ zI_f(y<1DKx`vW3P_?zopu^G<_7C0C{D`Ix_OF~Li!|U^LUwK=d-RFNTdwk)vzrWPK zcAlJ?Qo-|T`Dx|Rk(i1$lfPR<+`gGq$2^%n`K++YR`?CD6|oAJwunJIxy~!AxL9W9 z8e26022sN-5OW7)a1HV?qFIL=gGflXf6dy`Q_NwJD0kK z36th&j;g|%x`;Pkca1)oXz3T%7=kcTu{%lQiKrQSiY(4TuYvcmMs?@gz{9V`D;gY# za6n=LMhlME9;E=G4;Gfzq4~>eH~1`M3@SoVP$RI4vI{hf1h%GvUY4Jha@^pD-~eg^ zEKsePhoyR)ws*|nw19T>!2r`6j;gu2ij}6bh&yZ8ZLl7v*gu4C!Ei7C=-2u*;_S9RRnV9l*yS z?*p?V*f-6uwipaf^%^RNcyPq99xiR#O#?fDKea8ZndmwNfvFpeA72}aoG)jA0PYb? z*C#M<1z-FJZ`D%|o4o&mE$~?7f%FjWU@^}2a)~itRKSBjrLj8aI^24&O_nZ|e$x>E zHtxUW-ACpMMrTVrYEGA`-abVDoyj>k9`PAz zx`PP_^ylD!-b!spAz!D8K%*5r6ZrauNxoDwb;i4H~O5^6f zDKl@3$F0P`rqS~tSe`JFFR|x^CJj&(%SE*#$xFr5+t}w-$UWGcrsj)SW<%@wsZc(@ zaJ`H4>46nYO-C`U&zbY+U2)U2n(S$>j~ykx7vGUsQ|=5wB;Pg3L8tYLybZXaFlGu2(Ze3oZqRICKEwi=Qb;n9*?R3pdRdPe|ipk-tagyhTH$i!=QgD z0}&e?>+hfTFI0YSnMjKUJnjE$)_>foNl$tfFI!{WcyycsF)|^~21+sQzD%PqA7DkWci%nAqPRD{pJjbN2DX&Fr6 z_tNWqHs~Wz1uOtuza(~>CmtLTYR>9bJBc}d-Zcqk`=GhgFaE8{x4nIH#!UBEK#AO! zBa^A_%dG2QoJ~GieNErjoK++fW7@IS{Ex@7F&I_;5SF_{vF2tew^cOIhQ0Ca>0w4< zY%#5NP??(W!va_xvuv*m$Rq5WyGx+0r)zvE!-vZA90-gzHzo~hHR=dQ%E^;bxDV#XY2eU9|gxaY7{Q`5OgAu4|Sk=+83v zyeRt_^mCWlRg%Um*53&N9D|$j%-xE~pHs);&W7edB9LU}-T`kPOM~8ul}RqX?~7Er zl}ULk?RTo@oW~hog5Nv;#mlz!`VcRSOv+2Wtgu$Q~-y5eraHtntGQB=~oqI zB44lnqI_$(;FJt^S`uVZNq($_P#Y4C{6O9MFAyfbtES0T3q+kH-p0_XJ0lj+)nGV8 zu#i95WX!^}6H2E0qFgf1 zJbrP^f{iIrT%FFo|M3&`jTT5!8N|}Nk;SUb5zjGf`DID&A5<+_G~La$_7#ey7~~hT z^4w4LmA~ukZkJ_gewa*OOWsvFp4}5*r`Zt250k8#$(m*_&EGL^@YU>zd=8x_Ge~BS zX6alf{lklMh4Y^PxAjE&0U3 zwl}!k(_|aXRCCdse${hgrWi@$M@xB77MAPd78vM|&PIFeF%$3@#djc5cr(#IaqYh| z`TU*92b>1zKc3kAJCo1fnSB1v%jCoS|CdZY zbhOM&w7*~c?9IctDHzP0A2N_c(r=-Uy7GTUaxwZ!o+c9c_Up&xfPl4d^m)Zps$%mA zjlMVAdVDe}LH@e0zY^j`y+q-cg@Obwh&v_}2y+wY)@Hm!!2BDcdr#mSSXp^8v5Cnn{ zeF+JI6(K|gX_KvLoELV)nK^Qg7MSPA&mwY`TcBK%m*@B7UnNkQw4<6$lUk!GHe* zK>*Q%-<`b5Ve*h5=1wC$RLqhlRrV~mYxGitW5gp2srfU47VG?%I9`Z?NXRSEYYAw=OoDj0Nk zqeBYj9I8!R`8QTNlE>U1_#_w`oyHQIg-D~x_2oXPZ3wm3Rm+C(;#BPUxfty6HvZ;o4-zIa0*LQ6(YaWT`if>8s#Og2U$gm4 z7jlQ0g5P#0g}GYwZ#^&e!xBzbT3XKR9*V53x4+?FF*%JFWP&-$M@V^TxzVebASo=~ zo_L|Gn~eZ}CP8Z-lYKWTp8L}qkZIb+)`_3MhrA9MwCj$Hj!N_EHg|Q>_RG*AaqP=# z;bhaindbb$YYCN#Z!7l!kv?WBHPue22}4@zir*0ZMJd(|_!Om7=bLV9mj`a5!##T2 z*V{_kh#K15qd9p26SB)6o$1^g5SDQ?jGbiOR@0MUe>3{QtsoUMm}=={wTr*r4lQ?r zUusbCehlRc@#v6Z!+_*-pG=piez2C!0uEJ@k1`iSi#QsH$Br_9sdRlkTcw;Wc z=Ihnzz%;r&)}dt*u6{;_Tl-6Mw*t>^p?xIH0ybqOcE;Dqa=FHy7&6^iJ_4K_vtKh| zOUuw4FZja+x9Ju*9MW79X`sTO;9C9R4W6q>@t*ey%F zk`8#u&t;SCN?jYb3bJO=QSqY50qMnyUn$b=JEm&brGq%`GxF^O4eswY&A+s0WnnZo zGLcpD-;T$|TUzvJa#9~5wh3_9>7oNBdp+`PqIf2<+08V>S#D*({WgZn-c@BJchOBY zHkfXT6*FV2|9yVl&&>k00{q!GSe;`f-6DSu`P0yynNSgS0Zy zo6huf@9Y_V-MqYGrH_mq$;Q-l*=tU}pg;O2Kausa!nl&S@ zpPKc(@!YCMB@qC;2enql?y<{5Y&}a{v~dpy zZRt?%Jt^InQbEV~=v&7(ohzv~HdhCWIM-~|M{CnQoa!|QBoJ`lE&PL5GE5OCn727K zaPSf^-MhMJpXS7Uv3GJ1x|fyZmiF+txX#ED4sd94z7F%1p?MlbFGDD!wKNrg79Pz}-$y`lHXJF3J(_=Zi#x;^q)vXJX&Ig@$}t#F zrMD`(VJV#C8zqAQ7jI-1BIDy0Ualnt-aeisdg}koe;dP z_c$Gn6Lp9DCJLjm$U<-$Uiw8xGpjPe`QZL&U3%KZC%g<$L_tc6_RWy=bf6Nh4AZv7 zE=Gw?Pn-yka<7dbBv&#|qvdME7g=4}yX&rkdZk?|c_z7+fDxd}Gnrr%b6;$SsxF_E zVXrL2^Nde~TYD-CP)AbN(|JtHx4CPe*W13yX)3k-;J{|^ngBv2E2*sRRiER%Q^ELv zXp?SB2?=Tj+m=&sXUA0*H@$;hl(eA6mawT2QSN$L<8drA z+V13OGD>kXpUkbwxLmrU*D-`;X+98ten<1c6pQ>Bpi_9v=be)t{Z}hpFx!lEfKuEq zf5us9kr-^fqt9I(+0pv}Y&|aySbKU*jI%gcu*r(4!is=i7FNl+E|S44Tu{6xL{6!p zumEgTOp4th7%+oHE_MgE0xiYHvy^CS zHTp5LFUMUJqMLlrNus$+vA7sty?gwezAW)@3-SBG^_@}AXq26OBzIHn?EO3&WB=#2 zy!p`<5t8%JP%O0FT0r|WqXF$)#r>~{^=P9iVf5=mV}ywC-9Y*J>{~T#I|Ec~%V!nd zjau;xVLP`D5FGiYZ z5SZ{y8-w)<{~z|gGAPUMUH2sfK>-z{OF>!?=?0PR?vU>8Rz#$`Q|az*m6k5)?vjp| zIO~Pq-uu7j>@#ydoG)kQ|A86ieb%$;xz}}HcdWIP{|Hn=<6RdoM49;b_=q8`Z$}RN zMwiXcp0oF4kNgCth|59!HGhg|8#Oc!gBhPrzr`(!w+#K;e28`Yq$T2h~G7 z)3o}(9$Y!J5cA`<{+S6jV~JNk2)uEB;M>I}M-ZA<^`J*~JS~;Koz?g|)3LnN(QA(+ zMKqZ7N!3ocxIQN<%p;k1xSmt=?Xyx&0FgXRFBE3ZJCD8WzaS|*dBjFH6CLqLc?Viv z7j}i?nW^Le)`-fNliTUrY7z3bZ((Q?;^Xt|#uF=%5 z0n&Om)iL-ESdx<69;|U@{g}HpCEkXPnB1#Z0Dh%{*@z7-Am+AR=jqKsz;A5}#&~K<5)(;HG zABwi_DUF)`nk&n#|6ucV9r@804vwzefFh$6ofgh_0zmkQl*e|?Q)xOUGadR^pM4N_0MGIG`|xsA&8M^%DHq7-)_kS12~Jg;xsH5Gx&5 zLzXjlS}i4IXXAyC`r?%51Jt_X-3t`reo5C#=QZO`X-Ug-jrI)Lsj%tOZP3$`Tql}- zdiFl4*dD;eOHR}_T3fn8UZ&`}t8w#F;p zXg#N|NOOBAw3cV*XyLPM&jhvKdb<0YOxvQp`-yRP2NEH*?3Bop4bJ4}^)ycFip_`D zVyHmFvKD7+Ll+V&DVi4hBR-5EKahW-DQu0gz6y?{%Zj|6j(|!DGr|Nq$?y&CZ6$qE zY5oV@(oQC}vu~v5T4XOhQxlBb^0^N#7MG39sbOC+`^;(0idTDWj~r(jUZgJgQ#u)T zFnU_dlhO1shMN^#M;-(xFiC4WeU=!? zf=7WQTZq(&AN`#YT+*1nUd|}qC*T*b5lTefd3>Tw<75zX3q?lSc@pkZ^u+!kqRPKV zF>&$fT$oH~7HKVNn>Ibb{g*Kht*yCY5?y1#QuBH3vfEh*m^)C+O9X@!lQv_*B2ZqI zF=pNM14lfyEE?FHj9YGZm)BIUeI>cNWwQR-(t!D(tx7c-i_ue7*E7nrRoXKu6joUk zO}>>2-7BpbRX4$%4JsYfPv)>uB=WqWZ+%_z?)s2I8laMoquDTCY@t{|@r3l(BX^s3 z%nt-|Y?Qlhc$~u}Y1B^aZ<-tJfiB%Xdbf3O%ry3qSh}Q-h%Tm_kb_g|mNX2xLj*76 z2WFZvGxH{Zzj1@*#R}T96|OFFuU92{ee1@W#8`CEHW$>_AVHJaB`Yjl7M z3DFjsaZn!b1mEmQqhldz^>hoI_E=^k6z%VKN%1L20V*d8C}RSe$X3$v2-0!$#|J7y zub;hZ!hR)$8~mf(5f49QmI&6^_FqTggX*Z&J?X<1seK8SLCYIv4*DM|30lf$Ycd>Q zqJk8%tS-Ih2{GAHQ^z~!Ltd>8dIC#=VE~UR;^DppUyPb6jH1#FSaNIUS>fYt@~|;} zHcL-JdvvDF&Z%krh91hDA!ZCLWYs{e$>-Z6r~u=GDv;jVJ?GJz46*$-M-Pa0Z_U)u zM`ieDr6y=nmpRS9vDk=HurL=3GD$a{(xYAg{TfK1$4^XK4ElWB2o&=3LTc;oA1FM<07y?sUNx}56j&EwRpt$2b%VJ zG75SUxV|pVzL{Fet2~n z5sX;;PQdWGfG-id)x*lj`#_)T!N=9}-sp2n${uu_@x~gaiE4)N*(!#{>P&KqkD-`4 z3^LYT7Nhvt7^um(>oNkmax=+<+Q~dNZGoO8xA8o6*8G(%eZ(d)&L`VfKTI_&-QNic zy5_^-T)r$aF?RCH3HqsH{XvOC_4`4YS9ib*YUF-8=+)o#v#?k(OM5pf9Hf=3`i|=B zfPet*0UsxtZRP<><|3N2-<8eH#i3Y;v74JoP>TT?K1JCkJ(W2UO9yoMxW~hcBBT;t z5S7JA>oBD;^QiBh#*~P1XsUG1l>RuzXh2z={Oq1NMp6-&PjLC5o}s*s4gU`f29E!_aUyzU^VN006)Fqh zJ4c4ec{e7`sfsVJ?8o^zKvixtgKP`qZ68C_e`0Q95Lj&U)0POPubZBHp=@Wv$sj!q zMfk)+^{}va-gfT(y?|#*Uu%x^*?!5RsS+_{E$xp$0|-iP z!j-0TfrL4PHlm&oBvrJB;25FX$d%?377l~8?eFidlAjc7U6w*igBcFCwBd)yct+$6 z;TfT!;1ev12!KkEjV{*;Y(Dn&HjTe~?h6bH9 zINFeo`JjPgFB@GnqiYWUQDJ?v3b4wpBURz~JTdR~4yn5r5@^SXj+g{*Vb7(u)JV|n zDICf|U;s(6jwH_uD{l4|G{2_(KD8RvQmyn_1>>**HdNj$CIWi+qkLUWnbil^M6Q52(WVb=>Rf=BecACBRb#*4PpuuIK*6OL;m2I>ohrOy z2?2#dFIUz_{FKlDnA(5&B8&DX^JxSx+sXD=y5$9(C_ntUC(FqcTT&eUMQ=3kTWWoK z-HMyHEOP=BYH7;xcd&ErX>Hw`2ZkJYobaTxo}<+818aT7VOm5m|7X;N z`L`xA&9w)kqr8&4K7H;R^|;nqn=~ZzB(GuIvA@N;3n&dMBEl|~B3%sbWFq1QUf~&+ z7bl;EbAUfYa|XB;88Dtx8w__+cFLjs32^->m~pN3sDI46ah(~=*~?(z<)Hb5Sgj^= zMO<2hRJIKrP%%r13 zhF051o^LhfRETf$&U&wfMtlGq&-=e9tk+TYD@R{=iu3Ny_fUDR}1lwy{MUnD+o@WJl23beNi&o+wP8Q=r*?nK6+7B24n6|asjGtJqvZ>ecJNyk`z z#0%2r=FUFPMlU|&ayqS#aVP4*+0@^CL zsTn@rx2>}WHXr)F9KQ^@evz;S=TMF%WKyhRS?jxZN`UkbqyNoGXeQZT4WRgdqk}{z z?%*&xO5yU%Nm+I2r2-=PU;^+nOt2+k$GYq7*|hs;P(QSxuK0pjG!q3B(rFV>T^Os5 z%H*)k*XJ9OOA<}ri%msy*Q0Nma*=H6&LhNcYFv9dZ+F=prDqMK;HXVI1RpwRs#z{W zx$OMb{8n8qAT8$aGY8I9TP`WC{Tu9F|LugP2o_p0*kufL>7!`Q0p}xr6Nl}_{gHfQ zcGO5`Xq3?o40~1grua6Nnv;`#lyEg2LGhJ~XX7UC31cj1eeU8AY5KWeq~XXMzjFL( z_^!GzdKrA&frQoS+Oi=%>SRWgULKN-(6gUSA|e;L%=Ix1N3XY#p(*y^>+9cZrI1lH zyL8_)hnuM@*&WnU@v(`Z!fWPmGpKxPhZ7JU$#lJA`Of z8WVjAC?iCFKkD}^Ws~D(<4oKX6pK`rtw}1}T=4uiOup9kAcZW^tDR zLhh*1+&;=nFCOS%7cPgEj+xlC#uTx?+hu7oe0DxSwm+;h*4Xw( zjFG2LHwc&YuaO?O8(@upm0AIg?@dy;f@9^Q$xc80mos!mQ`ou)QY&PAQY*KhuF+E) zOzPcwok$UU)*YJ+78gaN|@3 ziYM1YAfDr9{Y+vVlCuA$8P3zKA#U7^m&+y_**ln?8+me^+OGCF>)P(xDI*8tuld;k zGlcC-IE!GNuSEyRTJ6&W#?lD5@DFFds|X<+cob`x#f7c}Rm} zQY(TJ3H|Szt5`$|_CHd<03rW-v7z30B+3w|1c?pfaqzJMwla%{YwlMcM7oJUEmuHK zGF@()KkmT_0I%WV8in1(IH6VzTLf6|FIdo~WV~3lKInEkR)+DP)fwvQel9t5FuYdT zYzH75z&jUJGQ1%yazXyt4G6_F&_Ay*HTvIgq0Mssjq*YCN>c|5j!S07#pLBK+2E|v zWAw)-PTd8v-tM&;Nuu!2&OL$8MRCmB|Fc_Y;NdrX{xi0SwSny03+e{0yXQn9>epbP zeY<4a6!1KHM(&31t&JWLHIx-Zg zu)0MmvyLbDDHmyQnQ-;(kt6&sigE(_F9Q7VIF!v-v1~fH7dHnH=x?>DeS}1bv6uGO zTy`vWWjcEwil!TbsGwJ6?f5|7LG`aE`EaTafdzlPEG4xMtjA0{~&}h$PP9f%2fy05Zu=(kwTam6bTRugj!9?JPJ%#$M_yI zp+#ljgK%vtc}=6$@}eGcg2BPLXg(ZpeyKNB>_)dy{g!^Xx4S6G0s+RP7(jlYit^sS zDH(zD0fuThh@dK4C(qQV)Rsh=!Q#bH6e$9aMQ!yL<8AU`MbtBmQj2m&ex2D7JYAGx zfq*X<6n46jG}Sq@_zVR{7}lFU;EMxn{M5#&*742#PesZsHDTVk#7l(>J<1@?ovxOU zZ>ztimiNBao?N9G9=ug_GtJ$w3_t+56BH4^7~(7Y_EcMAiePOd?T046Rxw?IpAiQk`L+`9{o*z@Ouve-nD$&uSi1krf)BvkvtsM?~mAPlSJJ=-)Umm-E~_MP-ts( z9Hs_X#aA6up4pQ`QJ09HUG9HjHXp`QzO_@IsZE+Bf_1MiJL8ohjTCSs!%US7Q*;MAE2 zvk$z(^EAA}=s2{LxuDhw86vSkx=HjwE);8wkX>tajXbR#6d@Y)`#Cc`Tm~HH)qKp% z(a4b54(I86??I$H4+rSZzJ6SQxgE4UOx?$4uz{lsa7JH7>RJd2$PUwn(fLj}r z&J5WeG7$FDg^}wAU~s?KZ*As})P>pDM&gwY=4M2I`;aGi5YC1;7VBf*@FrS8lCd*g z?cXUPF|lmM0&42)qtKzD?70XBM1KAs(pN5pm9^Q70IkNk8#0I(!N!{J;t+a2!NO8C zl7y03MjA~T!yyltfbOW;?gEcfap>Wspl==$=!40J)LBMjlTzA=JE=8N0#YLML&$#} z0>;x&wYPv5(*Nc~Kf@0dG1$uT0r@17litEJ@qC{o_~2neX!>9*r)SK|DinC+bMLA= zP_u`!)4mX;U*1Fm>oXBp)Ycd{K?L@gg7*c=7>^3;#rWuEXnVr4mSKyD_UK@2+Jppv z0)G;Sk|E?2M59gu>-D~mWqauWa13SBBggDvok&o&R`njNbVKh{0dKUHRHsrEEa|_F<}BkhK;<8w@B3bjr7*?{`QvW ze+*93n75fTc##9P;>JFXDAhgRf;e~DG8Rgs!=NUC!HR|JMf_Mdtf!BZGMs=z4!$4? z0ZhbEz~-Oyv9Pay(a)6bJMl8h)dhW*477Ewb4Xq@I$zTmYJ0P|=W%R?bfX-~w3EJ-C1&`DLHl;@-cn42;%k=~#{~awh*$ zP7c_3s(6bAb+N2A2o{O};ek~OJV|`|m#_|)7+cTPjl`TZ@g#SY-xohpJK9q88JnJBajZl9_JM(&9$=5)rPr(^v<3MSr<=QT zd|fGKkPWj#`pf3^5)w;hd}`+6FaOwj?<9l6lV|GPq~CzimX7;aoZY;-i3tAne7Z^^ zo>S=!E@G9sEKShut_n zO!le3zvAc0=Qmq-AE%H@SKY%A=^p`8Z(1xkerda0{l56-A?(}j{-!U0 zXa|FXt?gsIHiwf=((K1@Fa>oYRZkKc6G#9H1>7sNql0o_bpgiz#QGlz@R;T1URRzH zfxVwy-)!oxT&MU_k^neJU|=v$L_M?>qW|6VdWP^n@a3lKFCi%Xx1fRr&HbpKdS#dZ zdiEV3w!+$hUJ4QZAm7;15Cy0NOhB4@Oo&@JU)bd2LCbXL!4U{W5VrWmF2?bOkc@cE|TJrgKN3@e%AF0Ik*V8XnUNP^&b zV%7&M4xuHm9<#b1(MXuHyqN13e8+v?;~_iO6#-3RJW#rFc;h%P!T13vTZ(%~d{u)% z%q?2t*R;i)r>wDi_6Yb2!oAFD=I}u*dD647FCJ<-g1z z2M+Aea*%Wm)8p|zAN1?nUcDVRYB--q&oesXn~?oCPEc-BXi*8Xawg9qsa7ve ztF(5v3KjvVX#S91hrYor_3z`l-%N}0?R8fQLedXj-zIqGkx@En&|>Q@ZNjBes+?`> zJauKe<#)QlZ@%(%$g8=jzNQO=StMOzHcivoXiz+8$iC}J!I+57r5PC$cY=QR=6Vega%t7atyq1;B`+50)+ovj3$3xG%PLbQPR`?xU22KW?|=L&eMqN_u8K(yhcqYvU;EX`R+JMSk^Em%9DU4xtV;Rpx!2i7l0YE9Z3~3% z|NK|jd5c`3=Z5#cZ-8O@m#b|4eU!&TOdZ{D!}x4Zse8(^>uZ#oYqW2+~b^$-~$0;l&zdrx?^FQgR%cz=HP z&1BXjg>m@w1C$F6lI}|m?m0jtS9=JkXMiNcCrH+LHY`@J{O3iNvZb?G)s%oQ(g7i4 z!xEhFZ6)M;oFh*1-Cl($ekjkt$SBniXW|tcwa~)maG9rfLS!V&Czbjd($shL91qQ( zc0DZYvbXSk{-S|&oD^R>7a8O{qNq-3p0GHYv$G+4EAI>K_HR?-UHyw4uw%vzqd@8k z3XX>A*w22vv%V`W@UZLAk8nbW^l}tW7IN>lpeGNuPvTJ=?*8Nat5>?{UXqwn=$D(nzn)x&(pu<(O_(q#PEY*{yqZQgvt) zy(^#7QEWddA^gAZ!rrwCl)+fhNPwUoCg4MTna2WzoPZPh)<9HD8}n~6Hs4A`WQgl;`gJ{|M@kM-HM%~dG;$V1{>Ai{*GkOwYJ6&@P1t%*-#^buw%54{Gj zFC6xmC6Q=*>MBV4ReHMW-BP2pjUs|h#~D=x>{~E+*m+9p2Pv%=-z@(YU<(a3aODMF zXU(Z^`d|2pr&@Aym8Y65Om16#JhLgiVKP-uS#xL8`I>-EioPs-y9__>g&PZ zJ)^h0{&*-dZlHoIi667%9JTDlXPDlgE~EyAYJ-R58=gwPvWDu`6dp^l;n2Aq5?07j z`T|;e+#M0&bzAS`;_=Yj0X9_mYOCi){a6;P-^%0$%`7GMJoi_XWC*KqC9$oYPY~i> z&2Y1d=NVul!}>GMCB8{DJGJV1&gZh3!c`GGd|KHCGHy9-eM%^W;DIy#Br`{%DMRQR z-2s{!)5;P~XHHcv%g2x^Z#=60WVWcyTiA%hv$1<4dOEIpzBC4Yxzcpho{AE=7R=JL zxZXj7vU1nD`t9>Lqh^wUCi}&)+A%|3+dZl7_!b@X94)J=FQ@t4Q*y-aTa2QTuO)Ps zeW5YSK^2Ha%3p&r+(7NeYJ9|=W+QGAi*Xts!plop(6grNjqLrchjX!pt}79I8<#&d zA#W+#+Lwg9<}G9)kn!}Brw%iG09x}b=b9LNA>4Wvj%9muWtmPITvHZJxSFSc6m?QEsY9l`{^0fB^UE@`}jrux$geC4BueOUjtnQ%g#C3EqFK( z7Ks8Upr`G}WiZY+TXjHm!h)84SKdE92*ntBP{XI{_C{3Jfzb2kh60e`)+? z?X?AB2tz)2rM9F!bKcD@9nmJ_el4Y1p1GV7%=-X{066H_B5jA-)z;oi&N1rvgMrTk zk;0M}&)Xdl1SxOvoT$#k>V_{g88Tq1Y@SgBoh<*3jALD|>7NNh85JL5r{z%eTr;uw zr`2F^Y}dTnRS(<6s^j7DRjuwm7ehdUo=fhQCQhI3F*Qs^zSXr~Y6}k)%&&meFzk== zqMj?KLo1b?zuiq9CU4ooQLD2=ez(`BqDq26$BW@`yv|Y~NsO6%60bjjHSir@GPb6g zNUJ(4yoo!($SZ$6X1^8JG zbR|p_BIiwYy1^wmUlL&paqEx<-^$I>-LEbB+3M|OQHCS&ogmQf4>JBtHk>ZNSMO*? zqD$jb-|kO)2m=*uC$-tWUZ+v!1chaIous&>&Ft?Ku<_PkzpAp2GahA0qNGG@vOA)} zK-+u>zIN}lmLik4>z6iz1YYtLza-&grvw^U+ni3sMa_mn!ummuYo#{>b8p_+$M)Jn z5LYfX-+WWW5;8+OemB3a^4ddRrDD=eNq%E^Qp{}lDSMuT_G8OUQF{2M$r^uJYfsOd z=+KGK$KDjL6C4mh1m$Xy_Zk0w8Ar|%+rB}yss&qUz&Uj6r)nI+MyO9Te&^}XpKoCn zP(=d+av5+`7^?wE!*bKCQ31QP$Edyv`YWQ3R;XR*AsNRXpurZ?(qdwZD3JR3sq0l| z@6t{^Oq}eFs|yuhj$s4`9sX*JciQg!B_OW1$+PKh`TcK0Hv&m5^G6k`K?Jz&M;IHH zy!~`_x67Wx?h`;2?k8lg3!x?p#64Em|4TFYs3}cuG%@t7@2k#Ro>T`!w`^aKuAyys z^eqrs#ZZg@C({3Y@e1~temJ@mSq^=3I5SxgDkW+Zho^OypE{tUqsr49}dm={t*Xwg+(F$MP1BQ$fEr zX3nYGaTLaXUN#_s8p!1N3tx;n5^BQ0$!RR)wRbs*=JiiQ-|q-jSctGTh_9I&^1m5M zO154dfVeyCr<*vXo5|+43~XZ~6R*nTk%7>KrVLBz#LCpO`_?!q2fyh&t8kF`Gn;a zHIWJ1Wb2U~D_XTs9=N)0eO9Y2-A6f|s%$OczhNg_UpYGx}{o56+Q#vE! zn_gxJz}rVJnFBo^8`Ie}KV@XSvcGo#kvx@{0g~Y4c&#u`g^rJ}ad2JKgnu zt<*n&4d%F5604oB@b}wzx)CJgTemsMj{#x)#;_hyde#=4PydW*PEGW_a>I>#0P_}> z4^OSNczMZAxp<5Z>XKlf!hVDS6^w>X= zAoV)d+uK%j%4H}2n*gWteK~6{9o4bHNW#U=yYIFjYt7tpDAinPJ0FaQUJUbK`ajor zw3XPWuMbc0>*OwY&aXW3r`$r~W2G&_E*Thv$Yc0D+YP0&+f*9yr3nYDD6MV6M9uzjNA^g z-X!;hgeVhvXVeN69|q-Y=D~vJHs=G`Ke3Zs`nvvp6e#@s7&ZZiG>;3;qVr<{8*+y4 zYf7DrH^=m=9D4c`PWxWKy{HOw8d_$giW-leO^JXm*$fXeU`W*1cM6@HoutE(0{E+Q za*dYTmQ(S^_9-wjVLvU1>@F8!en)6hdyWT|$sbETJ3R@jn0_r!Xr}6Y55H5||H-SPeFk(f zf|e$i^nO7>0f_N7>2yt)0lCd7D{xQh{3>a&hP1;5%+ zJHecrm2)VZV>j>_FcgH|$pNW3vzqpex)sTO%F~iePZ+or&CNJf=6`zylw_np+x^Gd z3RzQW;dp5|!$$V;#XR^9tsgF8Kh+x@)&B88vAw<*u`!l}IP2F>Rw}|O!(g8(^XzRP zkU{_{Lql-)^{CTTvw_`xozoQU@^@lb%384F(nQVs%RQ18Btii3PM`|xt?t@g{ywVO z50f2;zom$@LEIR!TZ2{%q4*uZ{j_t3vO8;5`hRgGfe|1rFT4GH~IucD@%2fV(8dv7!Wz6f*AR*2UTVTen_Pa2HNsbm(QZYeDH)o%`x9#2dhKJ|PtPd1AI(;#uul!Y3Uv-Bk1DaS)QzBQ(o~raZL4nm2t28y0zaofywOPIp+dNa<_cD*ql}X2S3*9Hfm8(@`0rZ<8>tqk>v1PcBr1%6e}CW0*WN^{xT%+FbAK1{^XIr>hxQAETO;$ zS1${sG_7~*|+ZTQVfFs!Gyvwb=yj$Gtgaryd?6Nl{fm=UaI}^#8 z2GAmb2eLMdhY=Vyt9OEfgI7@a(_o6k$U32t(b@xR47^Yg(mJA*SiBo;ATEw71G%ik zaKcWas|E&!o^N9w(t<(#UqS;7PLT5`-K|&ERM8|mRcrW;c?=v9G9a!I_GesN-h@3Z z1eq2bG^!6@g|qDopaL1C^_!zh|BS7iI7n4;2w$HShnJ>USG}$#qimc}oG3dc17*^+ zpj2s|jZOx&7$BDfEJkHVskJe8@vM*w9L5G1M@l|kEM79IU}2$uL$4}w2MoW>Fz2Vd zM(22i@3mYhN6z=!dXAa-qyK<1_QpCXE0Xn)Fuh$^&c;Hx%24U6njXQ71dc&oTY1>>pX}gp2OavCaC{F&dvbQDa{D=q9v(ZTaacfr zpol`yi*}c#^vPyN8--zWq6NeshmTN&_PKq>+kd`R|LMB|sYZ`KK2Jz6?lD=o;^aE` zr2ug%<~?!!nFH-HOZ*-1ftQTz`hI;>fgCwLUiELXvQI$ANPFoDyXgxs2J5vFueuu6=YR%*EC7ZbY>xc2iORMYcZmk< zbklb4>$T$XGvw`TVKHUhI5pLZhTQQ91^e0D`^-baSnHVSP7ZytrkT;Zm%0KAlEz8c zv*oDQbg=GI5jCKyx|n{nQSa0)pMsCg4v>s*Mv2anPTUYA&cQ!p-@Fd~o{hczxz$$#JDz2{ zUqKR0whz|s2GNkYnETpW=uW6m9-}xtIwU=bOVmx|SbaK7k%X#fKgY4*&h_`VqTa^H zL4(t2gKT;)><$#dOq!}^W)9?lw{Q#`{}1O{?_l9AbB71@I`@i~t;%k%mMR}ET?66p z@#e$h+EtC!n4)5-$9rdO)98Z(HF&U#88h)x_dj&rj zNW0nUhub#}O#T>FtLbaC&VfmbcW#`oKtk7#=brU7g}|cv`sdA!jd16Hn5Tg@@!gZv zOsd;#igs62R94N_^tgbU^_TFVTlveNCjtsx4K9s zBQ-dzg@m_H_OVdgIt7>avkp$|qO7vIj*sk)jw1IWtXC~%pw-G5_9_*rS(vJI4VBg1 z$%Kn+G(8{*nv_(gZ1R_PVQ<7Rqw2a9v&MEvY`sy%ahlEd&ENA>EQ!sj_?sBpz+oV7 zQ(kgBWbEzdxf?2ksqfN&;Nx=@F>o43L{~zxuw8c1+)a!hGe#l4sX9F>KSJJaAR(1e zH-7VN)L@jkN;ECM%v$0WC_O;ObXFDVT=dtuf;!yl7?*1HC!-bQWXEvV)?FtD@A7$E z11HTiE>}O8>K`zBZciP^>)@t4M%{2F?Z3{qO0415cb40|ZEAp4xl-dl*H65RpV+}c zu62A@nYfPL%3*idg1^ZX^hk!e9m%wW2+yl{p0<6lm2|%bJ2YbWcv~>$%)4^HNFT4H z*}z-OQdpp>Un_-`^V8jIm|B(b)=;ZV)mjVxaAkWUFWl_aYXXe%ttLZnEhvJ7*6E8P z(AEdZ&%j)O{nINVTE|JZM_S74@T-<~J(+}!qXO62`kS?y}6 zTqmAaYX}eYF+YE`!i0g>g}JM13o^Y#?cc?qyvtVO;m9nKqtP#d`^H#h^T%G+Uf!c- zn8xS?PuAA&vMh5NFD<>AhU|t~z4B~7rW_)a;1XY+7rr-LmPs=x;*;$!9!UZ!>&&@p zU*9T86bjP2EONfjonJbOWQ9N(q&9v{S_32Nb!v7^zz?nc{cGNqz^0rDH)oNEHUm6N z%s1RKVRv)jdQ;G7RB5tBLsp_IcIts$<)N{*JicDL^I zh3E|kEKQMnbra41y<9vK{o9%O0*TufMGcoH8p54OruLzD*iCg6b?rU%umvn zSd2XvnE*Q6^G|WcSdtwL;3vRiI)Qep=`#*=s6G_xvcs)z-|61ar%V7<7;v-Fw+b3_ zGL+v4mjxEHkB`F>p@V=Ej!%uHau(?|?q^pS!0BquK)Ae~74hjJjJBfoi55mriN!fp zg=&@}T>`PpoiurP=E`raTs1Mza(%Fm&@J}i~OGRpbf ziD(8(OdD=9!c3d75uG}}j;`Hnd3(|&dK+g=oTp5qeSO+hFmF>fPHdB22{w${u~i)w z=egZYMV6(~N)oWQyBOYZyf~k)h{_D{zF}DZsnx!tI=i#Uuu>y()FFiSceMxPopwce z)zjF8#m5kyZo~*?h5(P6=fzLk(;}-VIoa!zZ{kHsTh5xC$Pl>6IlscdnL4YKC-&>F zY{7LsV0xGy6-+kOf20bOv9x*Izcr!dTLD&$Cw~qo831h57F)^8ZoP)1CLT@xbOI00 zKaA|=PanZ@)u*=$l_I!;-hG4lSTY~Blyfep@qSnmnE)3#~ z(m-QpJd_(fkp0TNE{}I!r`gPznoDg$%{l$b|M2pLm)O2j1eQ~~LY>kKiUy#M@;Z&l znl4AMAfw8ZE{VjIs#;34gd-czvQ$wb8-v70_mn`l<-q+FM}ocmm~B=~KAJ0)pGbfL z;^geF(l}^+03U@+DP-unu~-Hr2ZqH8sZg2;lWNEI{H~ODJv%M8u)s=Z>i4PjmL7eT zZB4*>_y|_p)XpTsCUT>(5Fv1zvM%2be1n(h)t}c@oV(V&PD!C-sbTN{`^2a!csWNJ zxB@|Z&i8V=n2;E-9)LD(v>CXXR?I}tdz*fe z@6PYK`)*VPx0Tx}LVI*)l0hWcYZ~g)S6y2OJ2okL?c<+-^ANBtdOR$!#{$&MeJ#XR z6gWdYGumTpEqXedtGxeOqsd85StyWow{h96*XtJ@vhQOD10@=S-lJ=`^P!`(5 zDifG1iZk_eIr+G>Md8%&=m5C;k)jO0^V(dsdchdbCTZYO)TvSgj?*%jnwORizp?}c zGh24fGWVuOpB&7n)Ft?_?0Br_|9!82DeY=C(8RO^TPBBC za#&~B6XFCa6enYO)|gB1)@iurRRKXGXSnevwxOvU95s}8#>A8GU4pL^zC+J4?J*7x zHX5F{I1B$6luZME77@NaqgyU_j?S%#9omsxEP#s&XpmX{Ss}if>vL$o`XO~erF1dl;vM4d&m+wfcxR0ijecijE*SUOw~dKxQ4Cd07=U%wwDEi#T|O zP;MVZ*J}$uJkg!%17(o-lc*A7|NHNsoJkq2v|q%VAeKs}Hk^BKKCz;a6}C4MyJyIX zLTq(-4HU&fL0R4b$@K z9P%0b+>^n!<~8jW27-o`kmFtSa{JB_alSrAl(#bz7pVxIU-t%D@UQ+R0-x|M$I+F6=+Hv<9_oQ#I;PbCU5vZP@Kb)BeNrwhQ%ifxC=UK@?5*v^XqlfN8x|bj zSj?u5owLtUG49VzQLy<QwRna>>38Uw2p-w!Krq zi<*CXd4WOSte{?4-N5%p|BV_w5&m0a3-S_qfPSVNokDBP5yESmWI zQPNQ~>S98r0UraK_ICg`Bjq}RogDt9H=|VJYv*PJDgH*2jaYmPec8!@Ijn?se*PXC@r%}{iw$68xU?{PZ{VA+7-ttj9j1D~$(Iq4ZcpXAU7 zKJwTRchy?uEAE+6P+a~McD!$nLCib%gdo%NIR8Z>1#GmdE=_s)Z7a*)LLIt)S^<4D z&rM(6uGetA`}?roD90n1pggRpscBFu%VY1$Q*En4V|c(?xGXWbHJyH(XQ-ePkxZ8i z>(=iUY4yEUrgV3Z-@5&<>Sel&5r-k}(Bz8s#|$0uT%^5}PESKh?&oo8bV@i^<3W4)AU;cmR~VWJ~QP*Xkn-Jxl!zqvzB zP3B4sn@j9$J4a_{?E3Yh3=&D#QeNzY@DvvWR}Ul^IV272_6;|$3)9T8D3AF&mkLsziut=&2 z&q&8{E&3-%;*vgzgF&h+Ws8gPPrS!T60i3Gmo_yk>la6FGBUuGc?G1@Ly;vOC~kE& zB}u-^;LuDqwA*H0wW;&Ydfy}rrQ;YKXx@o`dG8h(Jol}WVosyl{S43H4xW)^;37Smf!nxtJDeI!NJwaLN#2!%db3x6Q_ft| zt*`Q(xnIn*VIl!E5$bm^9Fl&~q@PYP`Z-Y+vu8Mqg`>B`02`do3tUBaf9oMXM<5Uo zY=hW1)w^SvLl*`4EVT!&)N*#0yty;;eBML1KDv%i+e7RcNx$-F;bqB+ zeIT0IQn~kGzb1X$l*}K&{!+^1Vs_&>rBTJwv;D~&F1w}js-<`9JH)zt94-Fd(xbCi zkLu3N&wtAdZ{8f&%nk@KwsIkrra4R}AvnhIlI%o-2K{F7h9mes;oL|MKEU9H5S>Pi z^N|&w@}%f27&pz6_mQNJANna$zaf|0 z{P-qnfFbThZC7i|jVIB^qkUXm#OLz3!A6irxw(VzJrAF}2`up);$I|HLko`8O=$0a zhrxk*^U75&q}(NiCtIvhykbi@xhR9%Jy>}fu7k?Qw|j%~oRwziMORxINyDO%c3U|8 zW5h4fPec__7UWx!FtIf!%sk+D)G!F--#7E7ycK<5E}7=xfn++^gczjXg=hV>Z}>tQ zY}IOE9IW#g>IxU=NFwEJ2@$Xx7(RJPn{BK3etCg`kEwa7Z9Fv%dng25RpcwU2q)fy z{qxhd@GXRDe|hU==_34Pqb>(K)TzPi=KsanI|XSPbj!li(>-n5wr$(CZQDI<+qP}n zwr#y_`=9@6?=Q|i5j)Psb5(b>vYv`um6@yYy4zZQ4q9hf&ZmE+ov5B0`s0r{v`4#A z=tUE}#D05yD?G))TYW8j`JB^X3)vd7!t5%Ipm2Nuv9+foH~BGhc`!XOCM|14rP;8K zqVQr@7^}$YoeOzRZSEi9#MjC- z8Une$8KRX39-h0&a-}pqOM-H>*rU@?n$00AR?x7`E;q3<6r0|>5T9vRz%HZe372-% z`pyk&+t^hHe;N9`pwR@tv71DvS#eWP8%!&Si0FdDaBWhRwSME$dwpBFDtB!GutlsA72Sbv-z)39-@?;k8N$NVqh|$*D?4ow651NnPk?KW*gU5vdJ;^6x0Yl6wvWs(}9%s z$UJFls_t=bmP!d}a)0~Yg%inyU5__kCgggEy@sHejy)Pc zlvT){S7I+jh$ZY!jGRxE_-X*g6R2an?6iDA5vI53{X4eW`xl;&3Rt)dZM_55BKr7Z z+YfpD)b0N~!|eafe5B-J=W;Ix;Z@!;XOpT`qzf*;F!nF7B}R}i_}|1+@TTDF65v4|kPqAxWzd?Zmf2R-&F^YU z8!McjIDnsAsamUUH`;28$oeuyJp=b=TFk!rLzoJ~NOHLxs zihKJqc{efL;(3#pmL3swVg6f zM(gwtN2e4-N$4$jbRFMAAj#KWxgdv7p&*?ARz`G00QVjLQ7-hAtXa&d%%sx8PxKOR zHGu3Z`I$gCB8NaqEgc_9L8vSl4f>Np#d6;Vo-1EHpjV?ZnVj!S5dR(E`N_?XQ;{4h zQg+t?S*x#bZ5ge4h?Wn%I8iV9GAxC+Rt9rF59!Gw*+s1ewwL{F*(=_k$+yzPJ0Tyf zT^aUo$s5Jdub7m2hz#{|xL|-VX^>RdGAZBR&oY-VRvzSC_%)QAdC>8X^7o_Mci1Yg zfdN7N;7vuS+gH9``7*iS?~-qfz#lE;+k{U7oue8@f4Y1>A5nNhQxJxnH1Z5VX_68? zo>+CsHh3xsH$#|u*&`8aVsBBgH4&uxf=`4OdOPJI@B@kiivtZq<~!_t@wp-O0D=*O zStM!#0$qGv;-ev~A!BMQ&^y>WT82pX*w?@6;?#twNK$nGlOe|e3@dekHbWZQA<8NX zmiiQRF?aZ!AT_^Y1{de=_vrMD+T&*|l-b43M z(NVwo(-F`p8zWVQ(GiZ=MxLLYhut~|0M0n_IAVCIaVzjkV-LsF2uqEhi45Zy^(z+^GxL;{qk^aa?CG*bBPAiZtE`4%!nmgUlD@oYUc30N~M7dy97~!bF zoT)cabYc_zDD5nlTGlyso#kwXQR|`Yj)STz5B7`iqW*RoE*Q*SkI6ZQl3N=^6K`i} zNq%<;eWfggBQHf-*g?#O@X@stCxMVl6s1J99CJygIvR#%`eFoLgT*a9y_Vi9gSkXr zg2!*Ds9BCoX)IuB1oMNl0ks)@G78lxaA?8EGT5>r#+iRLMz>K2%w5iOKKfr&tX(0m z+#6!eKyrXnGTCJ<^J8u=rqZlz+C`@<1BG|HEyEPB$Mz*K6K6{6yWbZ8IjY7wUCo z54kp{gf%2U7Gi0_BJZdin*-trG03T6Dn%aPg?OP!H+N8=Rh5BD0jIQfV7(p@5qlhL zZ7Qw`fj|qY8W7}UKALPF+&NYT)%JQ$yt0{1dPwd2D*&(KYS?f(uQYd>|@ z>;PvKwcCOp?HytbkNlX3abC#=9d8cAZ8WCeH3PDnjV%C)^PDSpO>)~n*nagq{Fg$h zqfNR2rFwvYjlQ zU=6e@uTW5`t_~c*8p~61H^7;ulz~f|JVsE-SnDp6XJswzJacaESuA0J5qX- zOXah<4wNgyg5ur3Dw@=nnktc5y5TQ$liOo<5w;0*MzR!|nes+dB_Xq&(&d1@awP6A zTQXGkwECk=EEr(TXva*3HmETE=N_qyk@=$BsmM(gni!p;TRqU&kY7q>m6}Ha)l~p} z*JHO<-YV9b44qd!Dqz0$`8Rg=*=i%<^?9Xh*om(xe4@+P-*LphmA!|3NETqk4cRUS5eZXu(do8-QD%3# zIac(?WvK>df!!1wgOPvhd_zARkIo>GRq1{2S52SJLouF>l~YsK+TPUS{JJ0jqWc+) zm*rLNJGum%zj4vec%YwFa7R7Be#sJVINcy)2CL@PuA3&1H3UH43<|E9doz)dB(li$ zcPipz@bhI`qMqV3_-2@00Yfx|f1LzXskXszE%OdFak1uZIs+BwYWRis_-D=OjIfc? zaxhBfhwc2o*AZBw-3~HViAiC<7u{2T(0DPAA~_ZrR;#N_|Fq zQ#ki7q6`s81PgPO>*u!PW4WztJ>-YCf)jKdClI2=km)vp0k#WhZVsJkCCr=r20~I6 zbmF`}?vs!hufw37oozI+aKI#GlFZW#DkRq4CZY^U0$L7ld^37q6}Dj5B{f{xzA7Ck z0g60>6z`Ot7rr-%mZ#tQ$lN_h%>ZQ&fq4-3ArO(jKO&%K<}SnLtE-v|UKnQoYVmFy$d zy&@@vI{cgc&;!Q_lWPoz_ILV3no2uiuVv6H8{5(fHNVt$z4-Pr?H<4_ksfJJrFTmj-it))Jf66mI3^UX^HKMolo9LE<4X;J?5%n*OOX4 zq%F$Q(V!ZlEtCY7!sVA8z~-Q9VXI+lp#euE+JnTL;{rs8T(?e`t0xu zPB41HugEMvF5f{qw3(t5hfVxoEQEq-OWSOs0KXsEmImC|ib)EZwd?-AmTkUl(}{22 zLW5M+E1RH?eilArnn4WmE|Vf{r}Ac5%cXA5Z^Z6=@YRHuz*lH7w6l6pC^N#ZXfwpd zvXvEzb(^cfVx=j#(nB%@wmgr?l(;^a(@8bHhIl6{IX6h#L*HrfmW+pvg{_%C6zGBt zZBJKv-sWws>F~E=|H-Si4hLTJb6u$91=ObHvkS|0FwxQ#3D_%xVh6YGRP3OG`~Yh| zM*E)hY@vhu5XNfg40`S!G#fJ@N=Fad)?B33UZ@e4XErTal*U_l`)7|XAcYTk>9GwT z*6xZ$HFJ}kS!N47xLi~w25FP9M1$R8!+@h}tPW=BHH%>$ZxkPh{M*I>(j6TQiy}kE zw5f{WEikf3B+F?$C&#>sX3B1e#IKC;eUaezY4|pct!M7`9P%~t!{4mVKaM?&Q-kb) zpP}BlI6k@i!&Huk+Pel7uz7Wgj)&YM#MsO8tq7ORuTGy?kuUJxzV(Wop6~AqsJ{U6 z&|O4D8zCm^g8VRL($XdE0JwrbE2dV!o{^XOPE?Thl`_?E){_0t(hO3{#;rX zsef@FL3w6(28EqrcYBr2snE+T>p*>^r;C~RyXvgg6Va)Ju z%H+WC4ns+)s}**O=p<+0lJd;1(NJoEg!)m(bsc;wn_C+2XpXkjAF+RYHaAb2V0D8i zIAPc(x3}bY*ef2>@=rrZnKWdco3e6iT6ghJbfljj(S2j)k@cg3?ID7&3>$&VTpg}C zygDYj3i~6l?SBu4ArUGf77#hthdYGVfA)V+XQCq^wHx9Vlb*kw6|MIuNRt(s@@O-; zs>4bq9YnFTQIv9#ncmv%gRe$9fJt$7Nu*gGec))-66{VkQFXksByvpVBoHCJqilaQ5@RG3+>$Zvow?SB|K_#BtF zG<2afD}!w@x?_!=!!LU44@vWopdU3n@43D#10j73kgB3Jiq#uf^dY*0?&x+h0(9f9 z1EG@t6suHQOIq+d+gsv`yLSe!!hhU!i}fa7jf5^ogmJU2_zU$CeR}p9jk+{h#nGOY zIL%CLXg0He5AY`<wHEL|IIAO+&;wq)r zgXa=S-QFRm7IA9}S3<|exNiB}Gi06Je;|nlNV!JHRzB~bAHXbe)u_!gi97ENwKiPM zRbS32lc1jC!wlAh@5Hh;6~5UJ&b%>+s?`bR%Y1ba)$RS}Q^fp*cka#N)YV!Y1hJ=iF`sw#%#Gs+)R8y2p)@bAu9B4~RV{iK zrPeY651vV|b!OoIopo{WUa{SY37Q9U;eukYym>D;JsI3@*LD_-RASw6`NOE!$%pOV ziHqld=glLUR-5ZL;2j-H=WPZh`2`4dOaURTCzf zIM37?H+Y))OdEgCG_0FZ0E&UE1$9~JL_?}1E9+0NsvoRV*V|B9-df#(^&BXpm!&Fl zR|(5x_P#RXc(;B)TKLoKJ=qh9*6ArX_I~3YRMfdDSCr{(s(fuV4**zk;# z>HIX``1xPgACKe%cbIhL}lk4A*I)H+&U^p(%i!48eKb#mW< z>5!P4CK!)Rc>iP^LDxml^USksGRjWbfuW>fhRuYgjUe)|zwSyI_2T`wL{I^9OY6@r6YE=w-H>AVUzVRY3n&1Ugp_ZDN4|&OTrc=cQCrG9LY=%zbI*7P zADj}YKRh;gN6D9iU6voa4-@{IDBB}GbEKBt;m=!5Le*Ib`+9y~D!zz(-y_D{#d0D< z-_bk5bg~^p+H5vPJ$w(KKZtTQdXL}4r<-Re%$9pcY-tg0Z_lPlq|6F{O}D_Z7fzqj zz1gzuP_cc#U*AY^dNQn|EhR64NK2~ z=)Qn}Z~{(lVWE@MAtNUl>j7Co*n;(>WgHbocRh1IWY9cUn=okmu7jw?m3PRI3^ zSeoc53oU%VGC_1xBrD|QakG-69NB(3sR z5;EE9a+j0Eh)In{{tof&w1|aB&Z{&2{Q7YW`Eo^c&ETpgOMujn36MlfFjU1b;uoPI zI0ao7i-+Bcl^E^9T~a1cN(?pv<*px@CM950s9vsE?hpTl2e}w{ofv9(L|v1~2fDxe zM|7yiVamhGRBhzgsi7mg=X4h2-QJZ@1!3+y?ILmmJ<)*r9dATOB5C2yH=6 z?y-Gs0vt)`a-%cUeR!{(Rmo{uRxmnctcf@fVxi_=nYd}o#zz1nfP=G+_JrIwtmm(T zPVyN=Wp%9;+WISDy1Q1u$B>803Z_-_RpN!5ljCgOx%I<&!M&wZH@+2Y3Q8>BFDDR< zt96%<1mdt{en(fu5?f$8vqi$ig22;T;*DX_meS1y%(DFzKh2)5UH2g~p1BEY9xi@#UfD+up znn#iqIqOY*O(Zo;NyKFbYi6!i=T&LLuD)v;@@KZl$DH2>HOT}_d7it7Q4mSuawhT+swG*lt$^WuttOK4xilT~@8{5vLWmSTYq2lr&4$5pCHt0!y z2=In11(6QBwwwwzJimFIXnD2d-AT6m!W~T6!dUKS~@=C=rr+$6S9w=>60|`91 z1ik^3;hMxf2>}5B-v9|jgD^5c@E^ce>Qy>5N}E?UOiGv*ZA!@8)8BrOG-(#iOuv89 zPkFb<#yL(mcV4t$xd%o=_wL-S=XUyJ1pMW$H*j$=tL249$5k@@aLN>iJW$m-@JO~A z-LFTzAzH`&C9Ape0S5orn_XY`c1HZ53%KiejXlt&op^}JjoKL!`10Jt`32mF+=BDY z&U8+64t`vhi$vz;#Hvuc-;e*rPv)dj!OhJ}=596|hLn&_IVwdN=PVb+txcL5#9Jta zOy<<6SfWh;#7UBDfRqc9s)>^b5afHYTIa7^ z66xT_mn)J);Pr|ds!XuAtJWx5qDuHy#tTa^TUu0M<0Y7mNG|6D{|eX4$e>;|zcmZj zCJL8}R<$g4K&+M|R2!jOIN-jxyJ1XLq*5rYxbF3)h zlL=e#e6&1r*C*5DNqC>F`g=z7~(=T-7H{*3cg6$V_Y_6;6WA2wdOB7=0Xrnv>?&HK}FSX||DBzT!7X22I^Mk1c=~Vk@w@juebs z|7~iYMjad{9UU5%H#L=l83-K})n(pe&I^u=vut1+METjopBi3(RcWxsY*?Uugj%_j zpaF$L?HL<{mBNNSCZ^YK@B6{dXe$L#^J006(w5{9;#{NkVfOp%_q}dR$)Z}uoS}h7k&05cC4FV3 zIS6?ZGEWpZvl4XaBADT(;^o3sJZnUcOLwmsIISWc&(8+-ylmLAos_bDWE!r(Aj)cd zB!BmOYMqmk@sy`S0RBU($*`p3l zIX6lV_tByy z7_mI~{E{;%V*-u>u8{gyqYI33Z?)GhtJhFlL7c4P8Mv(ubI4Wz$L@U+`oRxxM08Kr zyqS(LkqEx;C>eocac;kd^5Iik>?#j0GnBFiztCvidSQz9{yHkz;0)UA?ZD^UY<9S7 zEL`IdEJ*EoZ!z3vyy7k$n@8|%pUq%p(j1v$y-EsD0_f=)PxzzWOq_IqjJC~H2YBaz z(^QpwevguD-bs!^=qqI8HHC5U=vvJlFIt6G|2mcjRVneD>d>ZIxuRc=fhM>SswJc= zGI{5-ws*-*zr9QPxS;sC<`US=_ra?b)P2NxB=!`0)vj{>=M6paX@Zpz0Id4)e-pCD zFO~u%t)?p?%1h5K)nuD+gBzEw_8PJK-}tb`JRxawt*&YuD`iYfl{mVPOu*w-U`8VoqGLE7avBPuM-FE zOo*u&Fo-0LK|^3;NY2IPl(7eFv-7`qebX0$V^tk6chhk*IoZYfyF(M-KLwxeBdcCo2Wq~1;ZM9T`Ez8wR(Gg(D0R< z5lE-B9T2j=0J-|X?t629{k^EM1JN|sjWIfh!`>n>hT_!dAl%TV%p6##fJ)h??1yYZ z$ifB;(eCW<4ZClFzVtMvx4ryEZ0{WbrPKH~Gt`Nrgto_R)nZufulQ@r(~FRhkC+@w z*FHta*k9mqS(w5Q1&o*zXKF_%&n#b19YMCBWKkw{85+>c@{vSTJ)f8o-)@hj2ed`i z?!Si^tr?C4IAW1db>EEeFY z^VtlvggXiVJ1Rw31XI9NR;hUav|e)oo8GxZIxp;u=>+S>(cS%?;ALF3!d1vZ>Xyb) zq%MAzcatXr)SwpawQr9nvsK<3pAqHQ+M?d9J=C)`903Z}b3RADyTd{|<}LrM`(D=V zoqFuywpo2~Q0sL|6S9mkRD=f4{`4LJk{I!gKmh~|vfIgy#6KY3QUnjiEsnlvHIAQY ze;>Zgz`Dh+1%#_atmb3r>W<6xor{!i zz_W5U;r`KR-)k4?Cwmv8?&3+JI|yoeI6h8s2DFSt{zHij1EI$9ieHZEV@$_bj%fd8 zCo?>vznuC4p~;ws%zMxK zwtFWZq9>92SZ^V4h7#{IUCd=7^ zhqbK#cysQ#NOiYEPDYgla4!Cl^Ci<-l#Ha3CR-C-a2{HUISpogKzLAaYA%gYaubxD zMG_H`u93z{83IYf36?2bX?Sj6)!z*wx?4e!YDAymBVmNi$v6MUmdjp5WaRZU_w#y$ zdj_VEHB1@hCDLhp4ACu|b*<1V2EK65cQydj_65CuAuEsXyZxpWaeUnZX0vP>qhlnq?jlhbn6`xv1qDHkIAVQ3sQ#ykQIV5vTXqxh$&5ADGFN)Sd(+w z^W<$4a!stTOm8UnSxtr{bx zIeunEq?qtv&y)(aSMDrT(+9;D~R*!0^|Yat_?;$0svWxZaG<*r2-~{QbO7GJ2e9gl>9w(X66DHeHcPf zWr5!TfoNbcv@l1jG$lBg45s_V^<$pN&~u98y8!;p#n=wgm%)2HVXl95c+V1WT~T}@#8Jl)+$#C=}9&v*tU_tRGT%;3{VNWQ;w2)<2=oSRg6$Onv3PMzS z#C`(O!T;LvVE;izE`fAQ2%aR72Uus6u9d6`*`eC~kRxl(B}Z01aC5|F(70({6|v?N zPsT#dBC>oN>NQ3o$wz+~6;y}pYmN*Qtz&Z&&=rjOzAFmF0h;-umIRPR?1@WBDy0ag zHHDG4resz~tU6LotR7A6~;Ovn4H`IQchdyo%C(uqg*B)ku z;U_oAHzs-Jo}A{8c_5)6B8XF|c^nczp9KK$EV}i))A09}Z0#85eEq?u7m065n`XQx z(_#{Jl=fVsMYs};-S&Ccvt(}D+I_k25%S$3_aJ=yDQF@7+?CxX`MQ?P{>41T;eS$r z_jC4+`a-?m8xDuV;BV-|gw3S$m{-<9tRd+uSZ|eA`s3Z{+#IGAJ)49~jDf2{ ztU8N57Xb9te+zZ%#~acg`-&KehryEE|Mw29k4WJYBAgsyA;KAVtohVXD}dm9XZ2-_ z@I$-3!o1Y~E4>V3=7XE%hphG+Z%dox0QSpm%R9EnOs3(g>AJ{kMM9S^Be-Cm+HNWK zZJb7@BS~w5=G`3Q9Yynb{qzh2x$c0JO|NQ~%)8SI=LO`n6jBe5*b9s&ro=U?J;07V ztkOBZtaWaBHfIp<@bg|8fR^^f z{SM2KxO8SNz^pze&@Q_^b;G7*VY09rug?sb=f=*;cIvAg!bf<4(e~s>_Q*o$;KL?t z7~+lKKnDF4W<(!++)r|Zdhq1;GoOh8i#ia`MLqQlq6tOIpa$v{$vGMqSjW3?wY|Jv zp+&jAwRoDEXI}zv6(r-+LR#tzgC8-^l^x-b&u)Ppk)7Qm9JdHpoSt^~0B(pKUo7ag zryw+zXJPFHuY_5M)1^xszsL~T4ZH}yp-n>NDsK%bdiMTWb!&)8L)7mFO@ls9EtfX-yY@e1M4{`!7btO%Ts$(KUsI3quI7`>ytE53W&lIc2BnL;=a+Lo-*?Ceo3kz7l@7q8E8<&^V;|A{!bT zuosFh&jVx+!Hv@>ql!)Q6U&MaD`1K+5D581ello;Q^^GAs6pO%iUoD{(0aw)&*v&*#VWRy=JN+q0p>Y*sVI$T;n5<5h!n)aAz+DgfwVd zlcvb~k3SUo=a)Y^qKgS;wve-sb5U?OEj1w#nC6C?4Hrtnm}3*mCGx%)Gxf_eHnRTa z5pKt|-=i=7@f7A8fkZKkS{5edgR5vVjVf!{JxcLU`#*n9(%Rqthh`V^f9bjZ*Uc_g zhX3ew`6$lHAqgPwXqcCq(1^1L0KY~t{7p#Nlb{<>?*q=jJc!M-b~9^Dw02|VYD~$< zV^9#+i4!i+riZs9MwDURA=c&oz;kCJ{RHkb;b31R-|6yB?|SLE@w%B7k~Av~fWOGj zO7BwYaLKRYD`IojO|F-6$VG%Rm*fsRAYkF$MtE_<9RKif@uOrZBfoevLJajH&bdM< zgPuIK%}r25DKbuWG6(Y!?W8VSc9t#UGK>-o*UuE>sC!~aL&w9jI~3l>e8S|duf+aV zB0h-vC_=Qi7Tn8N1JfO*_jzEIHbVR8AYw-eMW+{n1~5Vssmydw4jXps(yiIb=k@3? z2PFs6=r-|`_MN_&1Jy9j`FpJ43;v$PT1&i&@elpNG?4D{r?2zbPM*p7?EphYUtfpj z5ZQsvog3jTV;rQM&d6)^I`ofAlc$#S5yn)laG)=l7(#sU zXum7drv-V$?7;U3PCQ6-2LDA^{XXRd8f$LGj;7^*Q2@G)a`O*{&?_e=K>47|39FX_5TI6EFAw` z!0e+aC5NPd+@plM!bk{@6&?TF!2n+;a*LoY4oxm7pIPQ$;0?{xx>&i`KDfn|)Im58 zGNq!7{~8t+n}-i&(*GL?DI97z4t{%263J}@k3NuPo=e5~^kj0}!+V#5EEfb4%AZ&Q zD;5WE1~4y|AV(V`2rh1EWg70Q(6fA|{M#x5s#|;{@>{nF|K8=G6#JGH<$6}eXSZuX zM;U@YuY7Bi=hDZT90}a@ec$m9Ipi-0k46y^VLU|t@*(Tnl~rc}g-iR_vM|VdC>_*4AnZPxZJBF^xIvptX&f7tv@cnr4_;mh36br_8yQlS{^|~EB zqOFmXIBCi^uFVL#;eo{l)+mHzYd-U5*3@p-gZ(oMOsdgH7tSs5CBiB3lSGfgYcJ=} ziZDN5-qhnN4!eUeH7XQUYGkwqX7c{vOvWRdt8E`mogSC(e}FmLf5H6!uFPlrPhq}} ze7$WDJ@obi3T|x$Ro@Hk5LqO#&@NH%Ba@cej5#9;c{7ZMIw76}WUdz%^GE@pJQX zeDdAR%!$JuKHk{-lAGx$le`0)5Vi68AGV9*zqadteU~w@|HoZsWUOyspl@t^^br2| z1Pd|m`uz07%={~S&G_f~qxr<_-;`~P5WI#czN0kXF{U4Qvv{ww;rrZBi4=eT{ZRa{ z&j~m}KFGh~F8KZEBtv}@V`DRFi_G=ZEbYX-V|{(o!rKV(5{<;gm338mCq9&yjp;Ek_lop{L z1L=&agAs3Fq@iPI82UNiex1EC81>IjkDf4ntA8A}o7?E9`nr*b9WITOJ1TXMNoUYI zyjO`#w$f!S@wo`TJYJX6AZd~&%~+;wcC|T4enf59#%!!~n7&=NjITFNvj2;suB-si z(&cXQh~?Be@57y1ESh@H>Wn>eIbe2TqeZ@Xi^gEWMpM$|L?!~Y*jC3BokD*cf&c_%4iO=gPL)G5FB>gu!}}N5j8ln z2O4A(cyrM>b2e-3$$FCoQ+km^V&+M9lguKqj0F}H4Gr?7mc4@jh)5+NRnK#I&9$d1 zkF5Qg3)%3f=gL#;G~RCdRQK*n=Zl-)Zuj6ZGO~S}c8&h@vrgqi>-27Yb%8W>YGiSc z<>A+*v!TaK8{r4A>~rWAfM+U}kIM z{%cEetG^}-uU_h|0#VigH*}KX2(*pP;b-XU$Uis|b=JiHWIDH3KUvad0lt9~=ecj8 zSgIZq={fk1Rb{DW# zB$Y$7dQ9@U)lm@0rntC$F=}q;as_kR=L(*5fubY?PQIcgnjuwl8v0^|14O^=Kqhe; zrmks5wK%X!Y{J;xyS{1j%r1y6OJL8!Ht_oRXC?_0E9iI@;~x2ArLu$^E6hw4}L;V?(6K zN!;QUcqW3g<{-sqmiOP%fs;d+<=Cq;S(!%1m!EY%W13Z}lQK+RDonb1`$(KLw6!{~ zE->G{6?LQlsd;^@`YcQEaW*|ic5UL=#%!V!$@T_r60yYHp$VaWjVX_$#)!rcr3sIy z#+b&O#$crx&#OJa5#V4e9!UnbH4SUri}*&-*XlbuzzuQ}@<)Z4-RirFXe>7VeErI) z;UjHI#M6#ZE567oaf{m52u`n<_~M^4#XsJEO1PI|p4bpH-M}}3HcV#{8w*%~?=hVy zT1S`Jdny&W7)GEW5dI1_`->1)9Gbixg~2yu2d=VZ+bqVw|oiV!=I@MZFzwExXf~K+>iBe2wMyphwXG3WlQ_ zxw^7`)WXS@Hz*?Xm>_Zuwr#cTf?pO4lQW$22X|?Rnqmrhc;@3Hu-iWmA3h5_3Rn;g znWkrbwP9?T;2d7rm0jhOJGcualm|nOj#z)lXDs@5jH1=8ZEEwZJ_MiSZynj0Or3vH zyo3_t$E}1=!w}oFP~(fqvA0#*j`G;#(olwvrM&-qzU?M)t(rM*?RR??MTm*GOO!bH zhe3g#;p5m)exX?{CB_bor6#;?Ht!ZHQi*}%?KIjIMbq~Dz9T2rlIa9A_%iM_fS`Edv6Aw&udt~vqc}W{Fv`qN~WyR5FXr}+~dVR z9NBVOwoCUk^AVyL%@eftn2>VFFv5Uo>+-Fl&aa+KGWiy5*)#qkvWr}Vn8EWQB_cnM zJ4PS4IdWe%tLs!Zm&MDs??QN{clh@nljT zVUQ2+!Tq}-EMPKNJP!JIXHsBmZXCTiRm9wrXtU@aBErl}$4!+fL1hHh4;FdIm)eT= zVDCx?Anu^5SQg_TA$nXq98NBmy*VhnOVoVh=0YG$gq#idmZ4w=^fSzDw=Zr>8Rbc> zY8uxFl{IL80y*|HfvBbwJI~uYFt+67WvM2azfJNyAHw{p*oA1>S!XfCpF;G1(w~8+ zt^0nb^tFq%)mJiqTk`s3&zxFix*c>zGr|KDVsgzIA7S5^>`3R^?8qDF-e+F(jc&0W zv(VQ`wBe+E%bf!aQv=#@aD`H2RAiuL`)fmgJ~0Q(&!0YDlaG|r`+IicYk>F}A&dgS zD=wdv&6TSe?;)&Ws7aZ!x~=$p^qY#F-}Y0_uTo#6A8bueO>Xu^bqK(PunBXT*u0Ui zz{>!ltFZ7*(3*o8VFX2YSb3nXEGnz1k;z&HEDfLL%a;T2!UPxP{qv|y76GbtpyRlc zwakuA)mic^5&{8LzU2`o3*H^}?=%G1%-CC8Eyu)?(9I-kAMmikh7h&0hv$!kUAsQa zxA$7NVBnpDHRuB$LG3>$nBNQ4b88-z(H{qV%sprs`Q?DT!k_*PI3gjV*UDjN>rG%8Y z*?DMzGcCa9SF6@E>GZgOSBUlcrlY#(SsE1n{gWJjch@-;jF_3h#XGN_gQgnCWxfc-Im5)o+)-y zY{)z`GG&5K@<5p=oo+;3FPO_kpvLmN3-;|-1%I*|o-+6&s%k5Ar?0DlJ(OAgcJWxj ze$ft7zRv)*KOIl)IqK&Q!%JpA?ZPl#;wqdbjMN4Wm(dGDi=0VL=&c9Hu0&3<;|9`9zf=pr*ZQC$SpJi44iEmn-{vI8&!M6Ba%OCQdYm4AU0huO48WWME-X2t%X-)kRBA1ddpywc?gfJ6*iZM%(gy`%01#92l;;FL!-s zO8*CS83)t<14&_F{}1oANQ{oSk^%O}uA5orBI~JGVF9<7T|hWzY(!eT2yMgfkGZI` z3KlurCD!!O8Rk@sXbL~>f+E&>oNgIALy$l7BDrh=JECYOB6DDWbiQW2yUn4BGx50L zxcP7;r%VMYT(r;6pIsi8UO784iv;Jf_clx!-DV8|WFtV9%IVMw^v`LP-~@gXP@gB% zw^ADZU=Q@!75Ju-Hi3gk2}?)GMWT95e&nbZP?S?hWu`FI)iljj3JIF)cXilMe?Adb z&eZ}O*J_UjWma%tf{abVJYqmliht~Vx+^Ml{oMPoqMvZ8YfLP~AsT2s_+z#cyw=Cf zg$>NU4AQ?o0AFHy%v*eAV+<=8SII^Qf@OR8EJZYa^=V1)TnORA!sHBzl}CSQ3QD8z z6piRsQ&>A)-ao4UUVipKF{fec9v!PY0Mq?i0czpvcXc*=8}vv6nPyE~NH{=ecFsCY zPHneHf|~nnZ4iAepp8xtfFy{(jNamld8>-!y!YLDRlW-8DfV(TA<; z<}kida}4JCkzwl=Msk9>ts8~a`SUwg;pg~&AY3f}57=a7W&4l5TC_SCKk{iyPVrO> zOtOOu!+6!ax?yDfFfKzxKpv=aRT=q$K#Fck$5P|tju#4oky;fw?L4tnH$%8Y6gmrO zMi=po^!2RI%~$8&xJdPL(2F%t}dVfli4g5%Ny_>aKYr88XLevli3Uw(-9aCZT1-sr>%(eL#vmo=O@^g zS0}vIQPW-a%ybu~(dtLo65Wp2%!5m&ne}1o*wr8Vp3hNhr*%e~#6e2WQ2Wa3Rojid zyO$~7m6ltd?Ais-SoGzYE146T@uc~bkxC59@M@#(A^+`}D5FL8ih#7)%)$gJT%bCe)9ZkDQNSMD$Q5+)V!Nk?CX7`X!8u zX&6(|CTNeeOsVOkQ>HtHX!OwOB2!2v7>!x#{a$@lMk)*{Qx+z$hSO{GmKd5NG3ujL zrmXaMj4x5Zjq&S4Rwmf#G*c=jSdH21{p<`aqESH%`YTdV#K{R{qD;}W7>*;8(XW`J zn7Q;nw#eYf+2=ZnIGq{SaXkby2S!;qs$)FZ%sz3ec{Tl>V7s^vFL8!K9icUN8mv~2 zb;u@#Q?#&nT-;u7k%%HhsZreQ58>}_kIE;mZz5hBWdem;V&0UUydQz{$%fP;OR?^x zvvq%r>PHF;ueRz@Yo~o^uARp(KXrd=*&c$11;Y&*4iH!~`=#os)&2>ZqV7Z1C_2xw zaIr44+SJDg`emHlSfc1Qyq z+f~dNmfSr38MW-4iDTbsD~^DVQs5K*&5jR(4l4?q z0>(<~$|WDOY$P8##b`iW87fl5G%GZ|GRBMM#Hp_fZi* zOR_(ot5d}%;uWu6_5y-MT`&7?ZRImt_=1XJNGAjd#6)wRe5KkY|O)NFbG%jH%yB#7)USO2G^m&>mJ$ zmk`*iB}mkdujAxN@`1KVcY*d!91Mg0DOr{du32E~t!u7RRLt0br*ZvyD^9h%HtsRkT3oi1WIY*l@f1;xyKYP3yf1cRABE`=S*8lapLC0$Ptm`dB+-_H(8cCNG4?f7WTs7?=D zZB`<}l<^JeRO%evKAGC4({xDzYr4T?DBSj;KQ z*XMRfKF0UM{`36ujwDowY@5i$=q@4n@pV-!RY@s%2|6xU4k1(7=|g(acn{aB$1w&- z#rkv3gXo^<@~Gba9y0Hs%OX#0kLeC_(s5dy0~~dUDa`|?)qMJ|OZ6?~*+73sH|LHR zOdl#^TXW%HNBy_mH)`9^w)QCWh*@Pzu+Q=zsF$>Ff0QMd)*XczOz%4{8 zuz!xvgwd+e=MV${-b`hNB=__~JKap}yIpqRHTAHLTFR*_DG?DB@;kndPWj=kvOQVSma`58yubOs})yBbot_=}^mtLq;58}0EJ0&^H%Z^Oxu)8y9? z?#-N;FbCQu=WwA0gHi7^!5jvvDkEp_Au39mWVf7u>@%@PZ#%n?%pRfeW>+!Is(*gk z5S@92PQCGUzI|)cyo)Bw@6B&dKk5kndK}azDLboXwmqv+Fs^GJ>6G@BJn@5fYaD0V z@V5)TqwV9p<1?kL88SXoOOWv3AW_Kzf(^m)_)*GC(0u;d6C+8)M9eh4(2PdRV|6vD zYo!5C3CO*_;zcpSW<~L7cm2yma^9#zA~H0m=XXZbea^I6uB;E;O20Cv2lfgM)ZU#z z{fMAr4l1Q69F&%un9@&${-YZ+7Riz$Kh>;R2RYKOq0E2)e1SQb;|<_-!jbXWL$TGu zcR9iqOzOh!+fmDwdW3Dk8`+_d@n8{%0BDT9UJKV#xcD9j4~Bm= zY;1mXqAN`jL~mX3GP8GJzq0&uCB=+sC23j*m|{d(h{7@bPKM8B@UTKL3 z5Y$3J;>wpNj_6s-<(r}b0&R-F&1bZT@ha6{9Y5KdnGWzFHGF}p3HYw(ri!vl6&$_6 zWT#z?ZY~8iUI3X|=WW%l$Wf!2oE633);UPAhOg6Il?``tO7fW2>rHx9d~UG(z6a7> z)*3s7r<969&a1q3i~uR4=^q4{L3Ds|-iucBcP?Ny%bi`9&f$S`Z@p#GDkL+VjKO#m019Df(c%K8aBU~3A)+M}Tl?VRN zVkHA|orL`@clKm8h@tk`96}M}R?50xxNLRoM~KmVZb@dNxlki^=MiT4=PZ#$7Xtxy zALV3& zjrr`PgKr(rs?Sv3vz+l6-82Nkp?;UUa+z82S-%5Sk(rl79JUV*Bh*eD&!3bXik3U?SD^#g%99uvMBjqSOj8Lf|;>uI>@IC6Ul z`7=?Is;7(cW%OK~^fZr}Q&YWT<{jT^-)LaX?`bu++{gyh@E-B zM<5(J_5jy&Ee&w7&?+2^b%DwAnFTms0Vadkaw@{vk(}_m{l;fOvk$W9PRz%Aex7qk znoaSOyMUAW**Ow(Dv``?d>8cVa*rvKIU2mA3jQEZVzu>}$2pI) zl7PMLt;@{&GSVN}-aZ2sjwGZx-7LpQ@6#njQ;ghQg9DP96#=8up2XlbO zdRPwD0*7v0i)nj@eJZ^M{V<^+54o-5m@9hKbk2QaULvBO=Bv$XzEVvDN1Dx7J0$f; zsy1ESmSUR&jk7h@uDqCx^5BRrdQ0gThg$jhjx)JrH5VS5WJ3Q^>@|u~JliT30&e(f zJO_{r_IjQkPu}M2*#YW49ZPPd7ARQiM6?(IZTR@Ne4QF-cVzLaz|;Fx=7y_GalC7_E}S;*DC`ywTAiY zg+WRy`~yNGU75KEh)Sk^BowmC>MY()ka!$-cU=;Q614sk zww~ zHDv$&NZ!F@eGCN{M&7cTAnV3|!o)&Y>pWT2`N8fREccc%t$mU#Q;8y*uXv2K6OaxT zaW?J+^WLk}vxhpTC$UTh2H+^#jg-`yT!328*O-^0gl_Vc&O1m_(z-j@L391UL$>qy z*H0;W$>5Av$Nfv>^G|S86bJ^ zW!fLHWV5(WS;>Mc+UMjIrnX7IfN+N&G8!tjKO^aGKF4}kxe2cu=p^jYAP@M!mZ37T zWIiqr&H(!EdTxc*p+YrMM#AVpEwT4%S{`NXg{YoOcP;&CRjw*C!#pXny}QnW_b&2l39V*l$S%Ct)27M5Tw_qw4VjY)88rQUDyhTC65Q@) zZ#u8{74h|Ttl&z74Z+tipR^1z^pqXKErKC>zXv~}5Rlb0ZnP-hENmRWF&|xy#M|xe zFsR8(eP~y45DWd${#c|9ui61W2(}B8Pyrtm3%RNTvH1aK>*dpoRq(1lAPQ49+nP{X z?o(DxV%|yzkTrVuc=*6(d|DS~78}mbmGr=QPuFpEtQt;N;iSqM7mMJK@lcV2lrfT_ zplY!6B`h3|Gfy111KpLJ^2rHeOv-iFBB~m?XH*zL+c|IZLN;?OpK_m+Yv62VPY9S( zc|CL;DQI?+aIt0xqSI+{tf_NvSkjB*?erndP6T77TK-Pwf#jOE0$7`#se9!M7A0UX z)s=Erw(r&x6|BuaPM%!7`?lO!ox-XKIlFRh6Fqfhk$>G+_5mR>`A6PU7GESKz-%eL zayotMmv+n1T$kN5snU{#Uc5p2XHJYsrJvug_uqrH37*Izk5P@Sa|&2Sn4bQ$#=$8P z{a$&m?$eA3T$yv!ydZ3RQR;!-qGW|5B%oyhIv}WsI~)}gLoZPR;`gx7_ps4;i1%aN z%h_t*F5WYx3msVtsr!idx_APTIq|1-rnMtceusr>2>CO4<$CR~)pR-~;@=x@e|$6! zof>nyMvX5NX0`gTok&KWh<4#EtE+M~pnNsiDK?`^{iID7x981cU$I!5 zp|4ha7JjvzdUE#T5FE1_vFUm4&dqx!K!w4FpHotl2!l13oOMm0=!1qqr!w*5Q6MeY zlw=Bj2AXv(_&%x3xg*59PJ&$R!C}Sv3B}3Y;Ryzn5bu)M4w;4Sgr8C*3_P}aW zve>lLWXwOymNyF;vKC!3-DB1F9jIFBu#^+6@fdl{F8n*$8V(x5x}n?$vQb3DrFjQ- zD!%KD80sa((}&!p{Ns=PtL$J%9|Uwd-g7}OUb@6mh7KC*aaFoWZr7Y-d&%i?qNc2$ z7R|4;5XW1#^|@H!+gPM40~~Um_fg9~bqOapzr%;Df7;tmzkBDK*A_ZcdsZiUYv?`v zhvN}6n@+|=mVgNIchHGhun;e&uw5^iB-6ZgYhmGLXYtl{tIhedW11RDu^4T4o-9w` zHIWm$^zhiXn)@p<4mBW}2xEV6NUp7GNf8eL;!%j@f? zg472 zHI3v7Ae8&~J7{5uyLTtt&|s8qAz&Z~h3hj7U@xUV7!!2lAOP^R3L5t*gn(R4jlH#ZgNIP!s%cj1cI*2>ICW0( zmkS*2H|*zNSFF@`po?p=wY!si!V!`g52fy+c1qS^&7AX>Yk+}0Wm9AJo{KpLRSrta zmQPOwi5PB0vcmonc*}yCG~D*NVKVPWe7R9r@CFfbhp8G*&IkN?QJW}I;emNKd*(w= z9!xoIRk}0B^kGEjLE;N5XH_!7{*wtfIs(}^`Uim$fdcEo_H20)#rjIcVTU)+u!x(D(>jR%pW5jKiGU$Z7AwYWr>Xk%i3&gv#k*Ej4slgn)q`JSNWP98%ABKk zBSS1>ph=R`(1^VyLEzl}UBB3Az%01w;Az5gjl{OjL+3AY_N08PI0%VKY*8td5X8`tXk+%yD7zD+R~m%{Slzrj*9O^clZ?e0Joiw zSLwPq7je>nYRQ;Mp2vrWLa+Grx*f+0R+9}xe$PEmpjJ1>@YB9Q|7*cgS}-K3?U zR5Fn70l!+=ZjO-WCJNm?%EaR19gh8HWgcc0nfc;ALk4)ysF7-MEy9f;Ww9IZCgp_r zHBCJ`3IqX=`vz0&?N#omC4;i0OrbSPqoM!VV|Mgi;@6_W*y`mjPF=$yshmlYl{ z^*{w=s<_p~J$hz)_Pj(Nf}!+`vw$CgA}77*Uc^GHhsbKPmfemMe}G0lP{ z?l};4chWn6;n?*F3nxR#($cJEd&2`1z?V}17M)UgzgCeFZ%RD3G zQw5Jh@DFz8Iv%)GFs$omTuyQ;bN%#AVJ>wxWAO*l(LZE`+&qqFb14x^Pt-E$q^}B& zH*@+1$7R2Oqs=~Z|IMuFKeVm?zr}sb^z{Elty!(=uBK?(!3XHzq0|I5Eq&$yXR$1c zQ@&l5y|P(u*<3(4*MSeAn7vmA772iJWF;W(rA+uf^f`kV<9m zbaCE%;jEcqUQ=PwQ6wQ@>*{PNK((NCXlO*(7FptM^6D&973QCQSp(!sy#A1)NK~|GCW$Cx;{{xScg>MmKH7< zK>=4F2(dA2eTdKivOX$|0GC7su`;}Qh_lNBSf@AK&3{eWia>|B<)C{r?Apy28}To( z9u*y8XBf|rj)6SH3wIRztY)9o0jOX~XcjaL%r`zY>lIc{z%Lu4|JOl{6=e|Pw1>kA zR%7cdWNsq*Owiw{=&Z}k*GzY^Tc4vFzS&##I;Mb7ug5Lpv+_x^bK@q-fzLFS(1y@C z+X%WcO?*qEO@fB8M z6PO@ejxo}EDG$iv$}2~aq$R0UXr@Dc5tPmpn&-52Eg4s(@=14s*lXW}R^AT`!_lGq5|k)VV92L8 z(2kSYXK(i?_RwlhTI}z&!n!&%fKihMO3d&?$>f1B3s3!jbA4P0SXFM3-6HeCY>YbJ z0u{)Ij*x~@pj|}qJ9!%RpLK}9ms*Ac_qu` zEBOV&J^I2`+qw4)+uF(H`yeHr@H>pk4iA~sgL6kQYl0eX>n1^08|J8OXs3_k9tg(} zodx+$Zc+kt`6r<7UFq2WBncOg%?XhMUz@B2b15`P}UWDG{Ug+L)$@EaT!VB(@?B)}}_0GzS3eaNv(BD>%L z8@^IZ@H;fx9^V)9*^-JIVyz>=sKyOd`xFflw{#;%1|j#ni@u~z$rj`MvaywE>VepB;;OhX3w zypCBLwCPS~%?t1jdy~efH=c`xZDe{b&GIMC8(Vb8*g(P0f?Sqz*(@CiQY?uMzp?2Q z+777xp1q%N3NCV`xyLZRP{#~4?D_wp{Jx3;uO?>8?Zlj=IbDrEiSg*Y&x52vgG=(y zngOwPzA;f>F`?B+4-r~+>)J8pU&z9{}^>d4lxiLZk&3VZ@!?wFn?54J|{=nSM^_IbiR3CVyk4xI}G zQq)#ur2)#WAl22RjZNL-ti5capVJ%4ZIy4FTLKa-E8U>NX4C+xfYNrp$;VdYki)J= zNQG|va@ry>!IsUbTc4_!X=0*>${xkUw(dD;oa48zoF@cyT~)+x<|%d=h38)Qu@vahwdDziI{dU{~KxGgr50D#OBME$U1lgXfuqm zDgO&^wRC`Ipf zbCFww=u>oWEVkPha~<>&y*#Jral9XX*WDVs%wJX=ktvqywGr5-sc#mm-T%jjC@EVn z7BZy4`|l!rfP>=m&Ia~B3|x$de#zbrzN-VCWLqZ`-VU@p<=h{ODALG!T#d3Gq|BDU5y(f>hHul8q^QRlSjij`P^v zR|7Gw7TqbTNgx&3{uDJaa|yjr)+pzWkJT z02T6;$6bm}Pk>2MH8(NpSn(|EUVkOloclR~?%N7RUhpKf8WJ;;6%7-f=C}1)(ltAF z@LZaKmn~`&804y}YZj|d7J@K~YtV?7qz2V%eR*O`UKiu%DXtC!avo9^1{MtL-5twU zug$MBVF3CJIf-7}a zLUmSvcB}l5ztZVH`zMjH0w`+(lY(7Di`M-h46N~8a+#q3rS@2Rhekw+_8RwoV-Q>L zX$A(q`s@w&mG_Et_@eLzi&iA3+K%NuKI)TY#e*HuiJQDCX73sM6I4N z`c>7)mMW^KQt(SAHz_+sWz4w7Cc$16ChGsSzdG^m96Bzps64x(V;jv4X+y6hDtd|y?VdQdxXg^O4!v5&tc$ljT(S?4QmKT-1b@sMN3~!VLtDkkZj}P*X;mD_ z`Ec6f=}chx=$3gW4dxZH|6Fc}LVYPUvTA{bX+6VUoqN?aZ1x~IkWT3iCw)`2tiO}F zXowekVL3=cUYT@;Vti>>sD%Y1xM%*3&GSkt`!{Xg6_`3Ka0O>|j|uQ9T^1A;i+1{n z%4c~?rFQOumf!eI!!T~e*RJQ(Ll~7i4SZnd@jMxr|G84&FHeyl~}Cw zhB;K;ZT%^!lbRjR`Smk9ac!9J@WJA^C`plEy|}zmPNf?pr7f3n6Pp`Nb_|mZ%%WVC zK7Z+`&Az@Y?Nrt{T$7hcl?17-5FOUjH~0uX6yk0{s5~>W(p@fUT?!*wCAy~n@h9a! zuWS8IE1K&`cHEy*?zBS*Fbj8vRwb;V0lfg6l$eo086urL%*|#(u%&*&-68iN4GvN@ zSF(OwYPVaDzpqhGco?AI*vqY{6)Y8)YDW~0;#wV4 z6M+|x%60%o5nEQ~Chi$E07-EG!8acsp~zZEip$A#vlTw>938zgq4hoH?3Y~o=iaEY z(r_5aK25N@A3E*W6Dqs1Ge~nP%i@y>3JQvL;Ixfy7X=!K1)@IhH6E^`eBkF=B$j zGv>Lx4@egom^d;@twjRitIH8j&7bY3!4~$Utw*o?#;a~0f6grbaQd6mRx7gQ@u!ckX=2YD}D)KA%S@4&Icy|74h42$VO zbnr}X-weJqw$Xross|AtMB4umOWhr+nDbWL`{M@70|z((X;>>>jEaN_zhqI^A|F9l zgeg98KrSP)j%JT(v(RZ7`$Rvdf8E@cDH~9K-gcQVx3t0TN49UG>o#|-Zv7!ZeC#2so`%p=4x9349?gIklVSP{dh{7dO z;m-AChr*+<21(s2Cv>SP(EWyXfmU2VL4Fa( zuDZSw#^wf2Os|%x+X|;UhLEN5x+Fs>XLLnXfm$?)I;3P~lf;(7N&@hbAstT^mHl!P zBTs*n-5NaJ)eAo~bLBQ=>jH#}Oum_~sELh>fQpXK&&{^^J$@l2O@mGc&eRE5XJuz= zJ!q}1g6kL;6(@??yZjhPhbe?EO6J6!l1(U+X;DW|B4J8J8; zrIkFKVu?`lyfx)wnU6XIrTLGTsf^&Ix!Zj9M@Ism)E__sB?-u291;-GARgo>x=T<& z6J=f5wbG?BCgQkbo7Mc<<*LKlxucS&)pIMIhfU6SvzIlUgQ@pu>h^2q_4VC5HV6u; zfEa1~s(CZjTDSW+c-eC0tf^xe6#Bp*<$^i=K(`k)ry!`5WFQLw5Cp0*0M}*|?BgPqu!p*rHjY?Vl2x1*d0Nm}Jj*6ouvW$N$r60`67vs0 z{$+%Z6|*FWa|z6f>c+ppHJh(=SQ+<&iX*NOjENxu_@srDHR{=kFA|}}D_a^T!QzdT z`LQ7U-K0D7Kxp<$gGc{)N_&$E)7$`(W_z>%)OqxD>)lrNY*)ANw#^L?+}f_5cdoy8 z3#lDw%+cn`;VRq#hUOl32#rifk^>&h0JL*y2gb`X-1m3|!Prx)YA1WwLk>(v9z|)I zzU8tfY8^IXW`idf2m9CRA$eB{fpXsNv3;UaJnTr73Kk>uBe$>gb0`OQ{|LgtF;Nw$LyU!PbeDu{G{+eS^oE9yMvkkMQ*UCKZ!W zoC32pJNYDBf`DhjxxTV%VqNaDjJf&xNwLcd^P%~^7QZL;)OuZ|&CwHMEvU=z2RA+S zw!n}D$k2E9=^4xsQeZtJlXLQs%V2XId6db?gzt(zn!f}Hp{PqKDd!7+ye#)C61{xU z093k4eTO|G4aqTY3%l4Odw&6dhUPm7kAAMf2WJ-nEf63C)=0;N1Dfk6PwWod)`Nq8 z2~(b*b^gRSSYd++23E2460x!I=_YQ*@2;-S&x4aL>>iT9*AR_9^XJ72MbbFhN3WehKmgK(S z(^n`r;=PJBe688VG879wAyDrvSAmR^@Th{4i3H_LQ?8g^Uo7OS@Yg8wt?Zks%T;d5 zs4^Kd`@%e7Rz(VY5Kk_d!1l%K$;;MOQT^S~Ao&MUSfBq39%nH$;0_s4a6)bEqigJ(PT!s%0I7L8xj~Q5;APgMmoJ*z6Nk z(_VLquIBvBr-pdQF)20k9w&pM^`zpmqm3OEcq*cgHv91ciV_CY`;AtwC!bBNFXSLO z5pvne+v|4!kPLmP1C*~eSXk=jwBQSQ3s<`lSap9QbG+ins7+@GR_a+{87ieebvlMoq=Z#j^i{%mux}`N$@` z{)csZ&gACG%JJpn`val&aIoh741cx;eL=nrhPSVA)4}4Dljs5N{JJh$|Jb_wS{LAD zIaa^0Uqz2)BWkEbR&8^$t+FWXq{0T({{5jL@EA%AjQFbFw_gehISD(e-L^}SQLFzp zlnbL-GFMz_YekOUC9nA*42W`JGkp_&Y-ujoQI--%nez_qwrSM}>YzWe9r$DO)C!_cSP~8=3IUb|^ z0AIi7S=psJo2|!RAD(w%kFcp!$Od!X7B#awzBo^Rg{FLm13*R2s{wOnu8+=D$!3a_ z8ymljqS!2ZBz^RnqQa2}n*f5d8ay-OwI)s>=z5p?;VV))ld?jyG_q~&fzWz;!R)&z zD>+qd5IY3zGBTA_bMwQkCLm4euJa535UW4!cxe6J?&@l2_0Z~p+fGy%VyZgMfbQ*Q zgxblH+YWW9Ff;DlI)%0Cj!2?C@Rsmw+UIYa1JSwG%q?n|`bVC1BkGIpxY1%yElV(Q zr!>D4P#{68?{&zpYXtp-Umgo-W*Q*lvogrpeprQahId@C(J^1Qxia^`*Lm^SeC%o( zNm?3z%%>Jm((;;1`oUrut9nY$(o_s77jB%cIe~Bb>wDH!P}&89~_R06hK{gujR-PR|M5K+n(!1!20z=7ySj znofddW=d*SVwsA9m3e`Qp5A_ju8ev@dX`+Co{^q@Wf?Rf1xg|rO4b8PCwzSU{djmi z9V*ZV4iIPH#0&5A+rPcg{~whR11j z@XhC4q&=L2-;|*OINSw{R8$mg_tx^Q$CvuEr&8<8^TzPAaR72R_P32N4HKZdwU< z2M<~VAkjI5=D%CO|A5;64=5RC#{ax&Ys>Y^2GJvQzfzsFjr`F#@F0{y8Hx+TT;D#c zZvtkGZ=pEu+l3Ck>K7toT71>n$t13gm^cF%4{dGe2gv@1k})HrL)5rxCZGl_HeM@L zJI2SBc+hBLW56eVE_QqO>7Kqkr4zlKDNW$<8?Xt?G6{{laa3l0{9{)pZAvf+!T-=s z9@9T-=cd#$oay{}gX&@J!JhRMW_Ln-pOjJ7W>?4U!x3<$y>C?sD$ zPZ<r<)CS})qe zjuW_e0s_F1WhOjcuUe;kHIGM60ZHOA?ayXE6Zqj@CV4;+Rf3L`h?>&E$pzFPJ#Sw5 zZ-au@)1U$og7O8DB+xV>wp;FXulK{%Tbk9fTe+2jO{+-@X4xuBmJCzx0QFO9Zs$=6 z)?~vB7pdhYhvoC97_uTYy7**CW9RTBmTE!VwWa0@(aa^7m7TWu|!fh|+f#06bw=F!px1QXS&jHG=+tHFV`^DJL zhou-Q7pyrYkRvAl_gXn25V!@o3+;^Ow0fOvoZ;s8S%3q(2XoB&$`2~i6h z14!{iK|3D@6AOvrfDjo`2?_t?9v^r2b{zwodL1A6j_i^cL3b005J5Q$dkcAWi--VC zAD!?3T?3m6pdokQ?VZKd?HPf!Zufsb zgROdtOY0}?>(gdW_p^oumj?&C(=C}^Pu97)`KLbr4}S<{Fv{=0Sz3nwXjl9XhbAN2 zf9`f|xlWrwdYG+eRP4q4x~qI`5a3{7VB8P>Y%f3R`53=2Bx3iw-BpDs7##5cG2C&( zW!O`H>3|C|b{2zx^*Fdc+n6W=L6HP1YZT`NGAO?GK>6G1s8A$>>ENo?(P#fXPL3 zUAucaCTqY2$CBF97zwWFP~_;ILv)@c>>*8$!B9?A!mOAxsx;!M@f%x#)KirDmq3# z;CUA7RmSqCfEfA=!+_H&K~6}NqC5?KFMNEij2Y$;RTyI0>xt)#_3RVDWbRd87J<>& zD{AzMf1kt)nIP~0VgX1zcFzog%zI04ntNZ2I;eHvjT+`2hBy+02N=vhCj>GcJWzOu z5IC?b)?QvX3<3ao0G$yME*}sEbq9a}74&S-1YT#K<(-aTIChK^auX7j-^!^71OFM8 zSi(y$4}mwBULavT0Ia@`BJNLxb037FSP1x?S%KdpU|i~*5V=Jk9prAmh#3F^ad5mC z<(|JE{1dS}67_zdpE)S{xP=;eum*kgxL6;dM4ns#H*u|#cu6n{vfWKA-jprjgFh0G3+R$z&shs_w?J3 zGk0C~SA90$3!QGySGCoIRv+ej0>D^i`#ijIQ&P{}&%b_$eecX_g8FOo$#-XEuXQZU zMlYHgXmAv&!3}-&kvL>l=z|<91hgz~U!I6x9}o|?xT2bhVU^LFVd2S)oL58{#bCg< z2yaYjsblNW5uFaPRQfam9ZGWkfC>%|nvK5OCi$RtP85!?6cJ0sW z63be552CzYE&T!A%{0ok2+i&$* z+1&0{W=Sj2H|X5cM6q!rvYD&K>|Y83q5R@Fa_b@=f}>l(uOIH!$D0w^77ymP0&ySF z_2S1P{Bup8j1AXDEAEUwhSMEv^iw;snFD)9KVmz{7~U@hxWwb)W|!X^CSUhgkZ06EFTICAys5p~2*H$$ zR7(*dY?Z2eGov5Mau@-`hYj`bb!gIDA)ie3?|N^OQG+*^XL zUhJd4*U&zJ+kGHyz^GgPK-(;?=*k<(8ZAYJ~T78Fo6TjX&8&G9v?vcl*Uw>D77gYqCVlH?Nd_WVQ zb0fG!Bgpg>x5A$)W_$JU%!He|yQ{g!yX{;x1m3^nY=8J1xdA!eg zx3HpVW(K+_$zJ8c_zrVLw{~7e?pb>CnLVxejNL6I!R~b&U_;|hViI_N^-CfDlBSsM zBIUrAt~~r5dnP!nJU%~5DSfHTwmXH&#TOZVvS-}aHDN6dO1ZsX{qn={WavFX&bhlisX5^V;%RT(7yoew zKx@*2=43vkGM)C^&m!xdP)pTCXsFO3-(-{=x=A)vFxN!Ht4l?T!K<2m#raHqk;Hq) zkN(QmE(1KdHO*#>_0j3Y=@R1S^o2Ut#`T=U*0TXDz%?uhDPxlW;1E9!RuVq8xxzN= z!Zwtwch~m1Zfux7R%wvoeH#$eo0((6sr86ZV{^n2E-DjYD%oXV5It@Hn62wH&+YYCozIc=Tp8@n3O zzflUiN)Bn?5b1ug7GXwZttjMMNj&ZQw8jY8ngYX&{J5=|6pPRvK#|X)=-Z^TTVCqo z-=hr4MNWCeyJ{QzLuyh5!D_KHAj5{_5)Ec59c>9#v};pj_>7~=S+$)fn^W^*iv)sq zwpCMzH)nH*5ehI9#MkIaKAH3cQk@P?%@lCC_zEy{PY=++LWi!m?~)tK(gs82*{d4Q zMJ5nDWsk{1nM!HTnfeyq08@LpIqwWgx70>mlRZ!JVM32%t8-6(dsg`N4l+*qDW-kE zl!U@ZCrhpypZwDBFofCsioA$0Y>(4p%=^ySKHRU4ep}G5a-2%uc!N=wAJV9DS85iH z@qbp15-y4nW^E|Ds8MpE#L_XA3Q;9BghOs{?Eg_+)~kP~OjPvu?bt?h*s zqR@#omT<{CUy$5ybu=WO5Yu?W8!DVNkbZtp) zOSTd%1;4QI%``~=3#V%T<@wT|pz7v?!9tvZf^ah51eX)UIuIKq^G%g}jg}rp+PW|u zT`z5n0S2ZI)ze?i@s;euZhIh=xzLhWn#PYk07FU8&;v-_Hr2nZs$`p;+WxQd5L4 zWCsdbq+AfUP zp>0fK&K}(>j7_}uA!?+&JF^PClz^R3mRDVleQ-51SQBqf&lq0uFH;=5HBjyRPD!u( zCyOK5`FBh56DgV9E(p-7@|kLL7Dv(kD2sf#dFw@5JoMsp zoKCvvxInz6^lP{~_p#CD5oRptb!i#=CM^mNEcv>(diTLnu0;XR2x*42F+#$T%oBtN zE?^=|7ssS+ZH+A>OVMTywD}EFi=|1kQBk95_-MP)OCRHa^7NL%wuy*2YxIN^tEeaC v+VEkk2`j&cu++Ew9z1)GVYnNixTsJJmRrj}7YfzlR!~4VT;To#Z1v)Z diff --git a/w3/bayes_nasty.tsv b/w3/bayes_nasty.tsv deleted file mode 100644 index 00fd011..0000000 --- a/w3/bayes_nasty.tsv +++ /dev/null @@ -1,100 +0,0 @@ -0 0.7544830909519196 -0.7557810097698512 -0 -0.401040192413354 0.05087719368515575 -0 -0.14557860894357444 -0.9167657103778997 -0 0.15606723792840116 0.7049866105111644 -0 0.595321005153232 -0.3993704503800295 -0 -0.21608773803320203 -0.9473358133826528 -1 -0.9991678089071083 -0.8203462932941652 -0 -0.29270128006691776 0.8999761729296656 -0 -0.3744408488491382 0.5298017577688894 -0 -0.13262908466039347 0.016485142896286442 -1 -0.45382240999178936 -0.6292411536948919 -1 0.8466491727357144 0.7677619536810258 -0 0.5640604742334225 -0.6415301955014154 -1 0.7652661495157325 0.9042394673218532 -0 0.027488607545269383 -0.8561480245619784 -0 0.8937874814271918 -0.568262764805403 -1 0.05865567400417637 0.1271824506485506 -0 0.1350578652393759 -0.8468795247716823 -0 -0.03351382194744046 0.7225677368658248 -0 0.031698854294282874 -0.1745522030261808 -0 0.9764007293531329 0.0407596854507819 -1 0.8575290920021019 0.5995196615047915 -1 -0.5942919380814724 -0.9173657127389143 -0 0.019297633607670894 0.7171922933333184 -0 0.23496958271638224 -0.4505947779446391 -0 -0.15627176851413638 -0.6255991840738957 -0 -0.5436468155122751 0.7321778365594638 -0 -0.0016772778866704918 0.9953499312779903 -0 -0.49022669174509304 0.7643365578090109 -0 0.9274390975500406 -0.16941260003761904 -0 0.517483672350449 -0.9259720728025793 -0 0.4993683788149732 -0.8086741166111076 -1 -0.8954705171891042 -0.8352780222016363 -1 -0.35723728886723927 -0.6472670626320902 -0 -0.45030919789416135 -0.014680291690282399 -1 -0.3149222964035554 -0.2363491678998142 -0 -0.21632030129179247 0.9937719759687991 -0 -0.3479296178713067 0.7754592480508431 -1 -0.39993029073188713 -0.4021302940990339 -0 0.22575455897529628 0.914503661895917 -0 0.7221094132486976 -0.07187829685579739 -1 0.8767936705571608 0.9516806200255943 -1 0.2252335689492453 0.7031994893573623 -0 0.742017840295591 -0.19165119600215896 -1 -0.18782565699518372 -0.1408083939313467 -0 -0.8222264182672563 0.17050362212981707 -0 -0.1701252998869296 0.3450076829291753 -0 -0.7342893613133503 0.40778605218980135 -0 0.042695758461734235 -0.1484132507659468 -1 0.3863429870565578 0.1571106834539837 -0 -0.015388135282204507 -0.3364073902228679 -0 -0.8487467820993619 0.1089427832313854 -1 -0.6329015029648661 -0.7736052613400564 -1 -0.858908407978868 -0.7378977770454969 -1 0.6990672273176652 0.9222225234574595 -0 -0.256431985135285 0.5758502205935434 -0 -0.17330338780141252 0.30560812863161035 -1 0.3523362003038917 0.4815180921326969 -0 -0.10269592106863401 -0.7847042700361848 -1 0.2559692323662084 0.048849842553034595 -0 -0.8044820701681799 0.504663314011591 -0 0.07877786671385811 0.9947392835524949 -0 -0.8828875946641657 0.39461445063748224 -0 -0.5143275957869704 0.09502394806995929 -1 -0.5268239422759475 -0.11354182377636213 -0 0.2946171361928087 -0.3186572090869646 -0 0.7198334843462129 -0.6141975273104947 -1 0.48428859765324495 0.8946857548947542 -0 0.4621095070919994 -0.8924571872043978 -0 0.4528371532815365 -0.5807667653397828 -0 -0.09742500656072872 0.4945581379995849 -1 0.777026015997778 0.3617742992147488 -0 0.7791679792171657 -0.9220886356412603 -0 -0.38876810387659977 0.6679551419391372 -0 -0.08472697987697475 0.275319596881203 -0 0.7822926875136844 0.17122659901899606 -1 -0.2657068543666481 -0.06008893404720328 -0 -0.6907681316607532 -0.14224587305734304 -0 0.8066439746610798 -0.4207539780920342 -1 0.8552075324891362 0.08669568026253027 -0 0.5491129985925067 -0.6071624569600662 -0 -0.9629615870383108 0.5418486267009242 -1 0.718585449653875 0.2289040416265995 -0 0.7097096024915686 0.15142630204453789 -0 0.001183772922738191 -0.21331149786657155 -0 -0.740163182486073 0.7856137973272908 -0 -0.4102935448809477 0.32577864184797 -0 0.2838108153224279 0.6955863026175773 -1 0.5260171668336517 0.31947619877005207 -1 0.39165592038557273 0.5903048315964989 -1 -0.5287850882839857 -0.709598294851151 -0 0.8801802111481849 0.1257963822980257 -0 0.7860399993656908 0.2917387997774099 -0 -0.31357941345778184 0.8173465016744779 -0 -0.24706729772892544 -0.5017567368968896 -0 -0.5077834677535535 0.734692375238988 -1 0.9180554343925105 0.7402607565839483 -0 0.7347556198277827 -0.8922440369193774 -0 0.05178553367177474 0.024867950728887367 -0 0.6123243631772981 -0.9310030202911994 diff --git a/w3/create_bayes_nasty.py b/w3/create_bayes_nasty.py deleted file mode 100644 index 99a421f..0000000 --- a/w3/create_bayes_nasty.py +++ /dev/null @@ -1,26 +0,0 @@ -#!/usr/bin/python3 -# -*- coding:utf-8 -*- - - -import csv -import math -import random -import sys - - -def create_bayes_nasty_data(filename): - with open(filename, 'w') as f: - writer = csv.writer( - f, delimiter=('\t' if filename.endswith('.tsv') else ',')) - for i in range(100): - x = random.uniform(-1.0, 1.0) - y = random.uniform(-1.0, 1.0) - p = abs(x-y) / abs(x+y) - # for i in range(2): - # p = -2 * p**3 + 3 * p**2 - v = 1 if random.random() > p else 0 - writer.writerow([v, x, y]) - - -if __name__ == '__main__': - create_bayes_nasty_data(sys.argv[1]) diff --git a/w3/iris.csv b/w3/iris.csv deleted file mode 100644 index 2ee7967..0000000 --- a/w3/iris.csv +++ /dev/null @@ -1,151 +0,0 @@ -łod.dł.,łod.sz.,pł.dł.,pł.sz.,Gatunek -5.2,3.4,1.4,0.2,Iris-setosa -5.1,3.7,1.5,0.4,Iris-setosa -6.7,3.1,5.6,2.4,Iris-virginica -6.5,3.2,5.1,2.0,Iris-virginica -4.9,2.5,4.5,1.7,Iris-virginica -6.0,2.7,5.1,1.6,Iris-versicolor -5.7,2.6,3.5,1.0,Iris-versicolor -5.0,2.0,3.5,1.0,Iris-versicolor -5.2,3.5,1.5,0.2,Iris-setosa -4.8,3.0,1.4,0.1,Iris-setosa -6.7,3.3,5.7,2.5,Iris-virginica -6.1,3.0,4.9,1.8,Iris-virginica -4.8,3.4,1.9,0.2,Iris-setosa -5.8,2.8,5.1,2.4,Iris-virginica -4.4,2.9,1.4,0.2,Iris-setosa -7.2,3.0,5.8,1.6,Iris-virginica -4.4,3.2,1.3,0.2,Iris-setosa -5.0,3.5,1.3,0.3,Iris-setosa -5.4,3.9,1.3,0.4,Iris-setosa -7.7,2.8,6.7,2.0,Iris-virginica -5.0,3.6,1.4,0.2,Iris-setosa -6.2,2.8,4.8,1.8,Iris-virginica -6.0,2.2,5.0,1.5,Iris-virginica -7.4,2.8,6.1,1.9,Iris-virginica -5.0,3.2,1.2,0.2,Iris-setosa -6.7,3.1,4.4,1.4,Iris-versicolor -6.7,3.1,4.7,1.5,Iris-versicolor -5.6,2.7,4.2,1.3,Iris-versicolor -5.6,2.5,3.9,1.1,Iris-versicolor -6.3,3.3,4.7,1.6,Iris-versicolor -5.1,3.4,1.5,0.2,Iris-setosa -6.0,2.9,4.5,1.5,Iris-versicolor -5.3,3.7,1.5,0.2,Iris-setosa -5.6,2.9,3.6,1.3,Iris-versicolor -5.5,2.5,4.0,1.3,Iris-versicolor -5.5,2.4,3.7,1.0,Iris-versicolor -4.4,3.0,1.3,0.2,Iris-setosa -6.6,3.0,4.4,1.4,Iris-versicolor -7.9,3.8,6.4,2.0,Iris-virginica -5.7,2.8,4.1,1.3,Iris-versicolor -5.8,2.7,4.1,1.0,Iris-versicolor -6.5,2.8,4.6,1.5,Iris-versicolor -6.1,2.8,4.7,1.2,Iris-versicolor -5.1,3.8,1.9,0.4,Iris-setosa -5.0,3.4,1.6,0.4,Iris-setosa -5.5,2.6,4.4,1.2,Iris-versicolor -5.0,3.4,1.5,0.2,Iris-setosa -6.8,2.8,4.8,1.4,Iris-versicolor -6.9,3.1,4.9,1.5,Iris-versicolor -6.1,2.9,4.7,1.4,Iris-versicolor -5.1,3.8,1.6,0.2,Iris-setosa -6.4,3.2,5.3,2.3,Iris-virginica -6.4,2.7,5.3,1.9,Iris-virginica -5.7,2.8,4.5,1.3,Iris-versicolor -5.8,2.6,4.0,1.2,Iris-versicolor -4.7,3.2,1.6,0.2,Iris-setosa -5.1,3.3,1.7,0.5,Iris-setosa -4.9,3.1,1.5,0.1,Iris-setosa -6.3,3.4,5.6,2.4,Iris-virginica -5.1,3.8,1.5,0.3,Iris-setosa -7.0,3.2,4.7,1.4,Iris-versicolor -5.4,3.0,4.5,1.5,Iris-versicolor -6.0,2.2,4.0,1.0,Iris-versicolor -6.0,3.0,4.8,1.8,Iris-virginica -6.2,2.9,4.3,1.3,Iris-versicolor -5.6,3.0,4.1,1.3,Iris-versicolor -4.9,3.0,1.4,0.2,Iris-setosa -5.0,2.3,3.3,1.0,Iris-versicolor -6.3,2.5,5.0,1.9,Iris-virginica -4.8,3.4,1.6,0.2,Iris-setosa -5.9,3.0,4.2,1.5,Iris-versicolor -4.6,3.6,1.0,0.2,Iris-setosa -5.0,3.5,1.6,0.6,Iris-setosa -5.7,4.4,1.5,0.4,Iris-setosa -5.0,3.0,1.6,0.2,Iris-setosa -5.6,3.0,4.5,1.5,Iris-versicolor -6.3,2.8,5.1,1.5,Iris-virginica -5.2,2.7,3.9,1.4,Iris-versicolor -5.9,3.2,4.8,1.8,Iris-versicolor -7.7,3.0,6.1,2.3,Iris-virginica -6.2,3.4,5.4,2.3,Iris-virginica -6.4,2.9,4.3,1.3,Iris-versicolor -6.5,3.0,5.5,1.8,Iris-virginica -5.8,2.7,5.1,1.9,Iris-virginica -6.9,3.2,5.7,2.3,Iris-virginica -6.4,2.8,5.6,2.2,Iris-virginica -4.7,3.2,1.3,0.2,Iris-setosa -5.5,2.4,3.8,1.1,Iris-versicolor -5.4,3.4,1.5,0.4,Iris-setosa -7.2,3.6,6.1,2.5,Iris-virginica -6.7,2.5,5.8,1.8,Iris-virginica -6.1,3.0,4.6,1.4,Iris-versicolor -6.0,3.4,4.5,1.6,Iris-versicolor -6.3,2.7,4.9,1.8,Iris-virginica -6.9,3.1,5.1,2.3,Iris-virginica -5.5,3.5,1.3,0.2,Iris-setosa -6.7,3.0,5.2,2.3,Iris-virginica -4.6,3.1,1.5,0.2,Iris-setosa -5.8,2.7,5.1,1.9,Iris-virginica -6.4,3.1,5.5,1.8,Iris-virginica -7.3,2.9,6.3,1.8,Iris-virginica -4.8,3.0,1.4,0.3,Iris-setosa -7.1,3.0,5.9,2.1,Iris-virginica -5.9,3.0,5.1,1.8,Iris-virginica -6.1,2.6,5.6,1.4,Iris-virginica -5.4,3.9,1.7,0.4,Iris-setosa -6.4,3.2,4.5,1.5,Iris-versicolor -5.1,2.5,3.0,1.1,Iris-versicolor -6.3,2.9,5.6,1.8,Iris-virginica -7.2,3.2,6.0,1.8,Iris-virginica -5.4,3.4,1.7,0.2,Iris-setosa -4.6,3.2,1.4,0.2,Iris-setosa -6.1,2.8,4.0,1.3,Iris-versicolor -7.7,3.8,6.7,2.2,Iris-virginica -5.7,2.9,4.2,1.3,Iris-versicolor -5.1,3.5,1.4,0.2,Iris-setosa -4.9,3.1,1.5,0.1,Iris-setosa -6.5,3.0,5.2,2.0,Iris-virginica -4.9,3.1,1.5,0.1,Iris-setosa -6.3,2.3,4.4,1.3,Iris-versicolor -6.2,2.2,4.5,1.5,Iris-versicolor -5.7,3.8,1.7,0.3,Iris-setosa -6.4,2.8,5.6,2.1,Iris-virginica -4.9,2.4,3.3,1.0,Iris-versicolor -5.7,2.5,5.0,2.0,Iris-virginica -5.5,4.2,1.4,0.2,Iris-setosa -6.7,3.0,5.0,1.7,Iris-versicolor -5.0,3.3,1.4,0.2,Iris-setosa -6.3,2.5,4.9,1.5,Iris-versicolor -5.4,3.7,1.5,0.2,Iris-setosa -7.7,2.6,6.9,2.3,Iris-virginica -5.7,3.0,4.2,1.2,Iris-versicolor -7.6,3.0,6.6,2.1,Iris-virginica -4.8,3.1,1.6,0.2,Iris-setosa -5.6,2.8,4.9,2.0,Iris-virginica -4.5,2.3,1.3,0.3,Iris-setosa -6.8,3.2,5.9,2.3,Iris-virginica -6.3,3.3,6.0,2.5,Iris-virginica -4.6,3.4,1.4,0.3,Iris-setosa -5.8,2.7,3.9,1.2,Iris-versicolor -5.5,2.3,4.0,1.3,Iris-versicolor -5.2,4.1,1.5,0.1,Iris-setosa -6.6,2.9,4.6,1.3,Iris-versicolor -4.3,3.0,1.1,0.1,Iris-setosa -6.8,3.0,5.5,2.1,Iris-virginica -5.8,4.0,1.2,0.2,Iris-setosa -5.1,3.5,1.4,0.3,Iris-setosa -6.5,3.0,5.8,2.2,Iris-virginica -6.9,3.1,5.4,2.1,Iris-virginica -6.7,3.3,5.7,2.1,Iris-virginica diff --git a/w3/tennis.tsv b/w3/tennis.tsv deleted file mode 100644 index 6aa9fa6..0000000 --- a/w3/tennis.tsv +++ /dev/null @@ -1,15 +0,0 @@ -Day Outlook Humidity Wind Play -1 Sunny High Weak No -2 Sunny High Strong No -3 Overcast High Weak Yes -4 Rain High Weak Yes -5 Rain Normal Weak Yes -6 Rain Normal Strong No -7 Overcast Normal Strong Yes -8 Sunny High Weak No -9 Sunny Normal Weak Yes -10 Rain Normal Weak Yes -11 Sunny Normal Strong Yes -12 Overcast High Strong Yes -13 Overcast Normal Weak Yes -14 Rain High Strong No diff --git a/w3/zumz183.zip b/w3/zumz183.zip deleted file mode 100644 index 80deb8837a0d2ce16b7161afaa70b5caf24ff64b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 718809 zcmZs?Q;;sewx#=*ZQFL$DqE{;+qP}nwrz8jZQHhuyLZR!I2|3GGcxD%h{zmsd=Duv z1p2SxpDYS3LnR@OU}pkF{=@Xguufupc##MhY3h zaFhOxw2>{clp+(7O=?KIg4emw{&2Dzy|?13Zh6Di593_7RgHIfso$Bc_9`8tw`k1R z04;23W<()r%m*hheR2C7>1I?JMyI!E$7FUlt=pIDefbg{bAtXW{!@452E(5(rrdijq6y ztyKrHZEh~qV1Ee*HNp7BHphMbD%cS&o|TmGG{yaXq-+XPe6GAshAPUe{da0>(5?V6 z8F=gbms&yIE%VPRr8xh|Wsk>`CB1|kd_7+@9DG$}toqL5{+|p;9}N1krmrAfMTSqf zlz5j_)3?H1%7H&sJZnINbGe@D*=>5i0iFT#!1Pkh5P$zG~Oxr=kf+0 z?{xUpQpWa#vR)8?zpNe-^Bgn045ps6mQg-Gz@A6NfPF$Jz}y|Ty4fU+iN7y%xvh@c z+@@~=(8>30fDJ&7(S$_1?j0;dQ#eE2vnGAiy0AdC@DDL%_$Ng~v0+9TD4Bl~=WF6@ zv@X=!{?x_K#jd%PKpXI|*e_8w&sWRdM;7_!S}HATm4BAuVQPhoD|XvC-2Tt=eBjO) z$N9}XJ{fHacaAw20t8f2GVEi?IarGXaoWRb5^ms>n;;<&eT>?F@nTlU`l5go_Ga5b zkmEX`OB8}s?o>`EZDc{Z@&jE+#uWC4!v^SK5zwi34>hJ|V5PqY@$DqSw8 zMwBJ*?h-Pnz(-nkjsfiTHEJd$oe|5>1rQ*bx2unxmtW{d?HMZajQE%Q3$Uk_yb>@5 zXL-pu05FIn_l@Y{YwY2b!#l%*9xc2lRd#Tv4YRzBYH^wHJ451WW)3h+g9Hysz9XDG zlq=Fd+6xd@;cuYEP9&lfq#}9fc0i(LzL3N#+4+lqQMz4q z3Gj92J59?F)ZHV51D|x{!hY;wmr7EJ7+KeRxDd)KF+#1VG%DLmw(Y_EjpOkHCp9E2 zwdM`B1PgXj`8!n8PMsN*!3)nEOJrbaG5M1Te1pVB1`f6BMrB$I2n;W@bstGU_y(X0 zx{v>B2;2q&hc5RT|5;+MWI|06IO5NhT>xzR3%ppE$(6A+XL%Ws8s~S@p}m1h=nBvd zQFJ5D=|e|?mrdC%76{%a+p>h->-duV`4jnSAi2c}wF3w~p=;ftsK}vg4EjAN{?)N8 z@^r>GCR#((X&ZpJkE`HFC3qBNK~|9{VU6cKorh#b>wxoV@aMCWx^hUfZ$iy;rZ52& zf<%{LPF&ua?SPt|e56Qu};H-S#y=)7HI`Ah2o!wG%r%V>gZ2(K7Yx=>$5!4<>R zkBr^RekLu9~vlQ=a zgNDlfZBC(6SiIbP<^)7CE)T$bVS(| zS0a-$V&;$K=y20r%rq0Hfevm7!tf@Xt5E-yZjUi&O!gwR%sB^vJ&+DSNA-OPlsb)> zBwW`_Yd+LXNdv%J6l_M84|i**ma6DjAp;A$F(%&k>uw1Rotc1)P`{icR{=tHF6xWjKd4inqs0KA} zP>d?7HL%%d2R$sUJMVG#ybnAD$WhOg@^u*Eq(2dHR=xVeoKZlRLgW(UoXZJ%20B*1@?1tGw~(ZY$|=>G^1>=OUa z01=|DWxL6U_;stH91urFm6LzQ6i7-LjqYI3_I+k{lj@bSrL)oKTJDS4&_eji%F;D4 z`uT3+`|h4s7WZ=f;g;*WqW4woV}a1i^ZoJt^6{;dIf!bO>HXdQ@qKyh{O#@Y?b6Gq zl2zBLXj8Fq)}MO$sD5oRqjc8FUpCpcxOv`@p~MB;xYp=YUIvf=bR7t5{hcI9G?U@1jzk(p-cq=|@-7@PDa$7Ve%rsdkJ zYm}(lyhKC!tZ1j*tXrC`OaRuq>{?;ZY-_2u74>Z2>@u+0UbCuOWE#b-#obmJ<4O-B zmi1nDUaOsD(A@E3D;812%9=RCzQu7fGo#%OKizQ3EHp~D3c!WYm+0>u9op7q%WX>^ zkCs@_H1t}?^sx6cz8d?6T-2R6V4_mdNTH`}Z6~_u9nF}P6qetTs5pbaDt^_Xhw8;0 zQZtS1G?<1NUEYwu6ccSYfGD8bKt>Rr#P#IPGgxO%vYAf}7L-CKqXoJ^Y+Kkso=hr^ zxp9H0(PjG*VAMe?y%dzKIx(Kzb(-j7uP`6=6l>lhRXGkHU+qeP?@U26Z>1grg=J)p z;CiUG=e^9*ml7?`^y-h*KJQQN#2~@?rl}-56iPJ2acZQ=D30nofBF)D40>ULKmHqQ zWGk-nf!WkZpd4#&oJV367BYG5xdNLnrYqYz25rCDX?X5nUso%1Y<&d7gh!YziGlj7~uG0?~5s&nzzjI}!h zlbypTXrFR4r2>kCC|spRf@as_-I8w0%e&g4ME)kT|gW3-@< zi1%V0Oi@@&P~q@Rt`#AWbANx>+jU3< z7wNNUsV^I*gS_|6W(q5%*kK-S4oMjzFkU&vCOW{%`8+-q^d6D>h#$b#$O!KUInZR$ zrSAuI2WrJn-*ec%&-pzB8{drD-8~;Bs%g z0j&St7X37(`wbt080illZcvNdbhZLmf8O(ezK{Bk&AuQB)_r%P4@We%nu{RH=_{FG zh|Pd%{Q=qIR0nA>^pbPwTciBHlSbSs*IVC>)ZYs+LHxhFGBBWb*P|vsZ(@C)%NBmP zewyB|Yk$4ystEFOv$;IIaeY16>66u>ki0z~{Q~*xH&>(hf9|WYfor1m8nJ1AHh&*~ zeM{T#QKorc(SKvD9bB#PARAut0*rYd&%IGc%^GvSUg^K3otu&eH|~A2xx)~29_v?| zMBhz5eK#(L<@f_jODA`~F@K+q-`<#hrXTm-2jv9leq&9ZpO(;k<+}vf`s4U9w&ZSe zb2s$OFaN_CMZR6>J^2 zQF0VM+P~i$2%@Z3;L7%?^JOxnwSpcbo+Cjg+Uvd3vcd)c9qU(7- z<9QDMy3;i714|FHh8ZHA=cj@VPp5&M836WvF}90bP?%W1=Xw4G%fHY60MVV?{$GY4 z6ZRBw7zn0j+Q0P>@g)A3%yz~Obw6Km`aiJic_PL9-;2Kwc5)4QAf5bd7Q818`^|@V zS34Raf=ElVdA+4G3?u^-g8_octl{|#zG`WU!q?lYpdaA}RC9R+&mf04xx;-H8np;DJj$LGT8fEyqJ-Y4v$|?W3>)62;?O()9Z%Sm?(EmN1dDp8CLpdaCiUOuwtZ8Q zzwp(q-_iBhA}(`)-HC}aVdncaq30b4px-?D3va58a_>*OSz{Z2_+u}%xFD$T{n=kd zK#1r4U@Sh>NVG(r-F1>QDfK_w$$u2j-mlsH-Cj*^<(K0g;*Vg40>zmEjTqmnzsw-v z81Ae01$}Yd-~xI8Yv9*OP#d-sw=*1lIxI+8xbV>1NI4m^-XGguUr*qZy`b_(ypKgc z+T7D&0;4mGKfckwK;P%=P~NR`rxtm-fxN!SAHs;WAalLmYsho2uqpjs?%;1w_DoR( zU~3@c{3$DwBJn!Ei`inQvhdoTKRoF7B<<2s%$1YgGeu_D^zL~j?e51TbmF~0YwZ4M zUPvH0LpIMZ&;KeiFK>M(qyO_lo_~Fw`gV=CLC)R>Tp2-iSAiM5PJtM$1Q{Z~j&Z0b z*vx%<3mUDeYJHaO_`e3wF`Qsu%~D1=!&9%{SnWJ-G>4Ym?5Z4kGa=M8KAQqW)6@>PG?e)-t8f8#)2r_9di)D|L!#&y{d!ccPk!Jl-}vKM zeNvicFM_`v)!t~FbmeM?qMB?oc|T1M+PBZEB8*M%^tFd4Iw;Nhl;Q_sHy<;G0B)>aF<(IX6EC#xyeMv<)K%E9+b&)2exK*>-PAUF6rok%FwX+k!3p=% z^QGR-gjSzs8V20j!t3r-Hyyx8Hj9hJXc~1Xk9DewHkaauVE5~eRpHnUeYlJIGSiKc z@V#l-lj1V)#Ky^`QckfD81|d-k^uc|6u;`tgnHNS(=@kCl)lmBX|`&sqTWcsnJ zr9bAv(+#YqtKlw-<1c{MoyngjI@g_f3Zl`Yp+0;WSNIwI0TY);>-Zl1RA(RgeTPN$ z)aLNI+5`EScO@Fv`}zn&;g`Gqp+7dcvy1R6-UjxP=XaJf*@BRKGCf`G2NO=r@C zzDo~zREE$9Dva-PK%(LGd2NLIkotA7YlQuP{(G=1eUdSOK;ZTaBfb}~wg8Hdl-Kb# z6iYxmbDdA^^K4)5@Irq(T!c=vXA4T%-rl{u+j^WW+v^GE{qS5gn&qV%?kDurP~rAi zYC2({%5_~eDzxjRPu%Tp+rh&Ara*X+6DFd)zinC!7^4Kp~3bD_tpooVf-Yjoz25nLar z^a+)c2w9FDyw|o@Srw$VR})dT*QG}J{%RKhwYc~E zjA4EYs}GO)wsQaN)+cHvt6M<%@nP1y+xx_Ji_3rR4`nL2<{Q=x=3#{=w)&pv3u4*Y zO80nr(pr5o!XQ3fZ|=i*IQwa;-Ss7u7cx`+^^F^f|ChPj!!?qs7N6Mj+a6bcyy=#Z z-j7cLjC!Z!mp!|rQ60Ity%CJ+WL2TYCJ3Cb(@{lK8I5f{^GV5 ztIy>T4~X&D0BhH$$t7|xE3e`mMQB;N+!Ha9k4X6kUx=Rqr};M5=5hIPQ%x0IICuJG z`3*)GfS{oLr*4OMC=1N}-B1LtSx09|^-Zm?|3Qz%*Qa%W7f8uL8J%KaL;ebPaAas&B61Q?yd);(i0Z2Q5 zpW1=l!nRO=%;j#wD#TVhik|P7{ZM1zXQ}NF>mHo@3@hjyvYKjr8)rI?-E_<;rn@~b zg@d-qQ@I^=U-sk6JnPxIq(MPwLK(E5%2advbn26%vo$bVVfFzwMZ*ff@*U0HhMcEw zK;=cd62$ql2!e`5CQ;D%R5Cp-rkwhG>sr93;Hd3peF*2w)t(rndbX}am&3%Hl)#Bj zmtw4jarrexASX90iM8lFZJYT?Es85u<^U~MzHyqHK$pio+3d#n~e$`aP=TyU|+IYdPY5v@M;Hl_%PnoG!t zHP7OYLr&OPn2RqdDPh3goBHrhoxf~A@+!BFcF^m#=j3faR~cTCCd=%UAY2BXyP8|o z87w$+nZol)0PH_KURZEgZ5C#dcX?SpG*YVIOe>5Z6OV^KBV(*2%`jzCKFtlEdx7uf z^kxzXw`dU?A0AppM(tRafOu>&-aPMw2obcRYWGKFT8PH&oiMy$TwZt}P`A?cDvrsf zH+VM?92Soq?R^;l(wxXegjT(Klt-Gzj=KEQ`uBh;ke7?UXCAbH8eN@9ygZRC1Fz!q za)6Rd+H5&EdY2(4cX*~hyA?*>WR<~ic57KJmXQmFf5n+iiumLpP(Qo7y*Kqm(G=vg z4-T`h5k)%sh^I*-pY|y|*_u#Vh^EFh6P&G89&rT}bV>D`xi2X_orGI(a3fbdsS^V{ z`kX~ou39jCVrJVycgck4(mI{~@RopQBl@2O zAw%ea>RLOI-wH;1v{$Ct96AyQ%SH2Pt!v@|VVarF30CfA6mA{}Vrnhj^e(0F%_kAL z^Z=tdjZ}k*DzH5P9B}!~yl3J%%|RJ8)p@MH6lX&pzB;8-GM&%C$+#{b`gea+l+ezR zTrf(<4Xt;JJKU*n@@DLF?O@;fGc9;WJyeC;yG>&`w33&*U6R z^XKqzKBH;z=d_*A1Z}`d>iT1$!F!FztEhNna7=~)WtOdA>b=RB3oiXL%<@#Le;u)Md0Vdm%oO#JIkL$ZkhbZ#8xhNPJ9XMIt~W1bR!Lw#dX>ayNTK0 znBTx{o!hTxb!SvBA>!G{uQ6LT2(R#I(>+bKsl_2ztc2@HD&cmZh+nZtdj(d9q(`UT zRtzZmgP%e`Jd0;5-OPzru9Y)aF7=mRylIiHrFK=ORU|+!&4%rj?5Soa>jtWW5CK;M zBnKS0R_FdX9aE4j>U8i0k(Vb6rHr~A`y|%TkW7G~lY7TF$bR#wZQNC91)wf=%HA6|sV{h97Putq%DFNRPeyE+g!5sB0 zbTH^K)Cqsk!I2xW=wC82 zFT92YB50`5&s~7wvjTz`MLqN2D`cVDE}scm{puc(Bfmv5NjA4wztkVg1y+OnX&+A} zG}~HT1de0qF{W(G+-9H>AXDbvp2P$V96lxBvB~Zgko`X7DSmK?6&;K);vMOr}t<4`>pa z&jG6X{Puyd<}u+2h%_br=K#9M)0{K{=m%p*8bB!{h)vv~?g(oafY#C{`dPVYI&&nv zL_5Y$hwNH#Xe@FrjAumh)c4b%0XLwu{KG|Zr!yhu5rD24fP%~A^pdtD_l8|uop1OR0cE=k!>~Qod|*zT)6n*`q=Oc z*HBEXJIMM{1sR^QWx_>Nq5=cf;3y6zGtK4D;9!`k440n`C&z!H8#jb!zGLPp*IU&lkeuIFqm-MVo~E>Ey+)ddk0z;|@=pj3pfX25$e>SX7hNC3zjR)b{F7v&oB zFo>5lT~Ae=yV!uIoHaPqZEMAI+Fx$VNZ1M3Mu1>paRYf#<-{as8+hsrV&a^Xq1M(? zN+j=tahHT7v{!C~!qb&90UdQ~DOEv=4>DaFQzu?Gq_aR2I*_C*yC$uUr$?3Wh)YPT zS*Mas-r?A|2~;$%%qOAgO`nB>ztW$)qR;1BOjrt|fui%RX~#Eqg1UOf$6-~sW}2#{ zI6;Sz(a%7}M=n&1tZr4(u3vI>k6+Y=Br2{!lsAwFzymHJrf&)N)88HE4mXs6U@9Vc z>oa7Au0VsCVSMtkH4|0_FO2)`GcTXp!F%P`p*)~jd)ORsDjV$AEnVw_#i#OBGA}cS z>=K~H;8Yz2*u-t>Sk3{jTsj$!@l6sRefmSpWbx09uxUA%o$c+JPo!>)GU#)E$fdS> zxF`LaJL{3WQB?(#@0oVNN`y$)MM!ncr%6_;a>TWKW#mD#7p_~@Nrpj%oFqNHMPJ2| zyX@kHeS>1v5L(DJ22n_&C$WvSztz>iTs4q6Ptvc@Wh*Z8JETIn-PNl970b@qsBr`7 zoVIkzsqm2*j8{-aY*cth4IN>jg_q7IH8;Zfr#`3jdIbeL>u%)HP2Bf;07Ln4<>@smiTr-X6J?X`{}YWD5K*3)tZc(-#p*Nt^){iUWH zgGTNyJ~}AHMC=wiP1Y#3mosBq)my4qvAulT5lugM;vJ(s?n zSF*h!yhX3B9#?*43#j27;puXxBYRcJD|&tGbUv`I$P?AJqstCNrLKP{{5#p)a*eD^ zKz**4BDA&pSN@V}IC*j?(w=iDtlY$YayGINBQTL;=bowuSQt#57n`0qcO2fRUly_v zY#qdt)0t?lf)=j&CECIQt_$G{EjVY;F)1RkSQ^c$XmmKVbI;V@jqoYQU8xsk6!V{M zYj6?rLFu~vwQjFnUL?w*!x41b9h4Av!jO3CL)VPT%nv$r1nk{38UkI!Fyo_-uuX1A zLnCj!mU2f4;V1PLbZT7L22d|!ZK(x@YanJr+{Xo2%fIrn8#4+SE2HzlneZ?^(0Lsq z{MYtiaCO(4;{s~G+!X1jOV5xR&* zOkNN&CJbg<_P8CXVWLM|W}@Iy_<+^C+2sX(eD3L06dNe!+3AY=s_mF|rgC9w2^*S~ z3343%vqZAM#`M#CVVBEE&!-0IoXZ;V8LRCWpchNT6L!Z8Rojdi&dkNdRZmjL^aLS4 zkt&0{yb`Gp)Ci~46k;}Iiy0cQ9oj%$gZUBOyMoMi_88fdtp#Z}^760)5tuK=Y?Un$$RH3X#zPI9w6oB|YsZCEsTa-PQzl(F%G zJrSthE!isQglNETru84Ki##8Xnw(-hUX04PukY>(HLFkX&+fVG;AbT!wJM5&e@~xF zoOk2MAakao(>j`VS`Hc+_s>%uUY5fF6Q@gLc`EVwkW;&>aq(tB*w>rPwhtiAv4BhE`Kj57t&MmPTXL%zKjr|E~lEFHgk&0lvdCo~D9 zCvg5|owCix7T0B?ld&9|#j=n}gG9-frLs4A>VGKtxpv*-jYTMfqeJ!%rPE1YIQjOY@@J2B%i-pC;=n;cN z^;Kb;DRrgzr2yFce0Q$j4jJAEVMA6mO~G460=b9bQN~^`4VjYUa~TS2;qv91x`u*( z(iZND>nS&+f~OK8lrtyJkgGOyFR|-@?s{s`VmA6NHee9H$a)V$D}m>OW5os~0Mb9? zP7pm#K%FXr<}}F-nQOl_vR`&nr$#h5+(Oia(<~%3Pca-HR#(h%fylB`2$|X8i47)N zq$#aT3~eB1c9IzaQq)mcMUgU=xKTUsh?g#1XA3_9N6Pq6zVsYdRr4I&pmvoI3a*e2 z?%ACn$o0-zC7ow?rlG2#sFjDak%^M%flB_;y@Q&5<$fhD*9dQt=I$fOJ#k7gE{=UV z&VzMy_3z)brDN@(4RAtx4+A&s9SY!>MDyV*!!jeQ9TZcSE-jp;%x( z-;EZ$1*A|obP*M8_1w^eh^^SP9Lz#L2nS)ML8W(b9MFjZ;d97D&tV<#^T}@XE(vQaYQpo3=pTQa#Ja|fRz$?tebg1E zLL}!O|MNeSheRf&a>Kz(vBXAJm4w%^#kWuT@9lBQ`UZb5(pi_n=-51aDQw(s#ve%? zMyW_VlH;_K63Ca*LSS?seBAW&BGVJ3mbvzXtLJOP455YM$OEPKk$MoHQjRsOW<3j1 zMDnTI?0j&aPUY8Zz-FB-aTmUQ=!EH}1w&By(cD#GPsh;=1XO*K-O;%@Ym!M%}D! zyH4LSny=!d)8f;~bO@#}?z$~L*`tvC@d5%H^303yL~WId2>6=>*wa(bOVl61QhOWG$gV5MO$BC2!qd@F&S^L^Gf~(!pMhmf7j>aYqrlM?!wnoo_ zxvU%oVKoTww!$4t5TQCce(JL)M{Y+ZzHYnwIkLgpb1*?4RQ1yG1X3dy)4H9!SA3X^ z4})~fyg~8C(|X_AOiSS5MO!7rxXIjEG2SAE?T-qMO_r%~kcYpIPRQ8!jt1$m+FIs< zDzjd~wp%af6V+p&K|TP}xVwV+n~ix4+i3poE?pEw^vPq~Qb;UMv$lZ-QKGoGd}2G} z2G(ktHXbo;)YBEU%@_ZAyrMRo9r2$rAW@?eR_q^kr?gMa8cTrNiXHzvw0-y3>Et1= zHGSDNSQGP<_?p_a&1vU(ARgLCL!rd@2YKh^hm%fVd_3h-3)oR6UaRw@yhSW}cOU4w zy$l5Fa$y5;>Y_blt6!+b*SfMNxuZ1{a@zqa`M7As(nAM)eH&z@@UJd0H!E^URBZxm5KYAG_4qy zy-g|*7kztU4H$LyzWBR2QSG1&bF_#DQ=J-W79HxPWb#Rz3V0qVT*Qmbq@rkpnJwyPW8?dFPs|M^Lw9 zlPHWd7tj^hQnm~W6;QA8h^}_rDH{yyZ^f7sEv{hZFs{9cu#SG~(NU)i8N z%&kBzy$+*j>AX^spriv%-6FYO(niG&bcllqQlRsD)SGg(a2{uLNW5WZ|1P_-8wy)5 zaw^+}R!yJ-E@?2gZT`%+L0gar+X;7wbR#Zm@_jRvY(mXw9}ZPar9XQ7z|zHp0I^t^ z5~5mY6GyF%44s!wFA=6=R3i-9O3C2PzF>5L$T`z`*)#Z1Q=oUj*`uN#NdWp;Py@z% zIGcC>!E3rLjdW98dv9{Q6Ii9i>LJ`@_2=bCW$hr^>MB`J8``+Qy0>5SjnmRT*x0$i z0^Gqsqx~yV-?#Z?@g<>)LgN8hHN33IF@7kft^`%JZ4&8p5;V#m@v4x(eQ(|7Ku`hI z8w?@c8(~|GKLWOp!Y^5@Jwg*x_l|Tg+)CPI-@G9$*F&!Fs$@Wro2*ol113`RPKqmA z6Pb^|v5YKIGxd=?3Kra;gj|Oc%YuQF3N6x9PGa3G%NaBZR>4B2*)bN5jSHB--=1t2 zMtfo#RFerezwV{{SYGc}$Ot>gkEyxXzZE;yoTw?A#Sb&yTfdwE;9|s+Z&%+rbc#I?P^Mhuh zp~Jg-uY#mNt%q~^3dypjZb!(OK4Dh<>B7vp*-y0#(+)3Rp|*n^g+aZg+?db&-!bM-aoTid+Ty{*^LAa<&3Ox`);o zv2{zIrkbf3=A?5iH(_ng9cO;y+dLf^Id-SSf@3yM7~{+ceb zME{@@J|GQC0!d|f7w+3lCa%}j364uT>bkE(yX6)h2=iBLJHCXNV)fR%{O_`pc6=HIrY;}AbYDr?-dOs(qmk3rVrYXT}p>Z`So64n|M{w(lkMw zOWnZhkb8WH+UZqfSGEu;>qx?3mJ;<`WexFgA*)H+BhwY2Vir-13vs#~)e-)Blj1&q zj!~v&8p&@_t(Q+8P9@9^Xiw-V;jsKeDHz1J>5Tb$LdP&_d1UdFP)lZHP` zgJ?9h*Fd~C6R1{o9K;lk-w~AJr!dl7J-3UfuR?%^A0K-6l@coLUTqw7tRbM(W=DgVtx#%OkyZXY>y@yYC!KR#EjbxbiOZZALOfEH(O!uRi0AXN zOSFo~i_eP^)CA;3!nFpR?S$2s4+z*+U=Vprt1Wrw{e^(~;`I@#7pGFj!tjK2>ewCx=4n%y+7$qlmjMP z6T}~lyRFCpZe5trTqI7G%$g?8z2K$=$+6wY25&%KrQ?*2T@)dGfl|Lsp*l zxCm@VEB8<}t7+tzNM=$je2j-|o-#_v<=N)6eM&fo5}}Q0-SD9UEjD_!PgyaRvYnE} zr2C*eo)pW$wM%zOTBN)FbP&uqfyP%uTt=!Dr$fk(zFT8mYRTt|X{&KmlH)9|*4jRm zmgk5XOtoY>;Y$FG3QvV-gM*3?K!Fw!2(_3u$i&E5pjbdYO(5&fK4LL>!-F?O2M6@A zF|`daw7pj_75@{8C~p8kcp6nY(^!-%&=l(HmEKF!J?jEq>Z7Wvzyp44`NO(jOZi6= zQxN~)xp-GW*A^AIsY5xRkEmP4+=3L6KJ*Axq`g3fMdfeIz8#kX4NM)(CRQ<9`#uRD zKKfMz7hVqZo$6^z0Q%)sK@l(Ga9FH!2nSn`E7Y_nNDDnl-bx`7z7U2|R6bNBeL)L~ zUHB;C5Kyy&EaU9-yO!rNeA01wdA>4EICK^B_9Du()V+xuiL}T4IyzVuIGDi&UCSC^xF64$FJT&ZsyuW>CStV9(yV z4*J)_vRwtgpRW<6dko%wAk7nQ^vCbWoMg?o0325Dt^T(QF28YV1WP@gQw9w%`A@tq z!6AoXLYyf%!Zp$l_6aApLFWE1Ui!NlS zHF$jnQJ%yN{WVp!p=|{SJ)0lqXfJ4ac{=y(*hi;9J4p8GpJMJm;FSZ&;mr5IC2vlD z=Min?uX}?bB~_lHw*e>D3Z&UrXNq(gY%1zX4pJGey9TR^i6G)50WvM{z!x9Dqql$X ztKV9Sv>nj|avEa(SolVYU^>0BuAwyT3x@2hs2bp6 z!(O3M@9mXuRyUD;ZKF;jc!*Z87Pgov6yA=Zrc~VTvD(MI!I{Z;RpS@(6ikev_BeVN zwqH9SX5v~I>D!SA-e^iGat(XcT8Z^X?1o@`wZ4U%5GWz!`gy=`Ka&f z=~#&^+?>dB`T2qWR%+Nk$mMOS=d$XiLK4R)ML+t~DAW{Z_fttJvj;@3E}f!0MTg)Y z2T}4poYw~->BA&a%7>+HztLL+dKE3yH0ogF-+g=MC^g3!*$5yk+3)XZS&T#t|YI2^eC`Ls1m zEoA{^cI=0w$bwwv$uX>G<&Ks+QeE{~<+6swk$v6KF( zVUgP{eUV5fx^7txpc%pnDlLt_!_G>B$i!R*{AmyFzxv>N%E9Eg zQOC=LG0W|+L^TrMm&!G6wADbf{2~kH?qbDJg2@5JT4wq#+=2CyN#(m(vIvR5MNr^DyY43NC zlgyrAW%r}oyuJ*;RK25vobTEl9G%W+3?l4Co1+fgcN$4p5{*c38E4wU=A>zKK;o9a zHY{%F`P*mh$zgCmm8B0$9$smL^qlb!Gi_H@17)PerI3k#Q}KPhm|`bMza^~QfQkr& zQgSOi7K;BlN>9T_SMCUt8q?RfSpgHLDgte6xCmlB*871~qE0k&Vjtgde-J_wFB@1Zw(r1fFA&b5B?h7;rx-kep`HK%z=6XDoOqmA)WF><;{Y+d2g5!Yt@^m73-21;3C+(+Y=-Hs!y#+ z;@DcqDiOe1aJI&4l=f~GlvSB|JJLrg=fd(Mb2__Kfv2pg+}U2#9k=t?*uY7_3?W*A zZXDK;K$kf!RUo?-CdRCi?XqU|ivnm%c#!hf#7b6ynJz4536w}CrA=?ky)KDX7=E1nlhhkMeOSZiW|Kp;+M{bK8utX^V6D2A! zExiT0f-4RX86=_A;v8^;=)&9kOg=!PX(nKTU!cjjCJX3G6LEueKQ4E+1!*p&%-OED zO~)6_27a~xWQiMv9|_3zHm(lHC&OqGG?T5nF?JvI)W>S_Q@%2n>@q@^w(Lo3kPKv{ zw47VOlV-xRP>LBtU3?4?Ys`vjL(3i51bapfqB=9{zDt>LiS?{kV9JIg`Sq7o%jL}$9KRT(6?k% z2DTr09^^C{; zPD#0enp{`CVP>S>Q$GPcK>JU0ZisR(9+Yz-{CSk#MKr3j+8i%_n~9WEZIBO5-Z(>% zt3Tu7P~&TVg(BOvYK~;aRHq#DpZvLZVfadawyPw#CX&!95ZqP z9j#)=bkI})s=YOB{CYlo($WrnH3TT-G|Zhi+a3DM!8Wv=Yp}nIBuUwGBN3c>DVtZX zSc?;?zsa+qQTq;e{SprURul1WkMpVxS$QJq{n4*AQT4Kb|`meRupA|)YKHU zhwc&KZUohv2vDA@`0{~>5-g|>1LVGJ6ERJ2ox{6hfqtd!pe@DT8Ycu+c{WlLd1HgJ zom(NOZB3$VuD}Z7`_3$Zk`=Z#{6J|v{{E@WHB)~H!LF(6{u5S z!j7;ok1jg>pZHHS8t?=!MHcmEvd*4$yt~ZDZQdJlI3kg9Xi-!yY>zDKPh?UfF|D(a zUTMLdnV9MA?7Yl!Y0^e6jx79#d$DjxampI&A4;1zM70`bsN24S0*p+bxpwR|LP@vS zP%9ral^KgofAcU@o^l`q^9%4|H_-C%!5r^RWYgPgpWdkL4U)dX7Zm`P&|>C9g*rL7 zCLi>A4&AL8Qi0T~(x|D%WU0O*AfFl??2G!d$DDS_71#C%@fIc}zWm22Rv zxB0+IoIG2y7iM#2gDydRjYC53LHTyVB$f-x%%j#H9+A zh;8q-d|-Ks#O=gbtH5ATeK`5O?S{%mtJ7X;_QrTYM?YC0JFfmcHv$-?V^ZLzf2=yx zWy8<#6JI~tww|i>l3cB}iSE^cV7R;8x`s3`7DUjbQ$`0zSW^TnA!!Qoc{|ZTst$-y zbV!EgF8c6nh7hVM)=o9_)?3s>p)?PbT&_&8VVR9tc%)YmE>#)!%2wdYVcfWn@xbc0 z9LIvGAtDXQrg%&hg|KaqqzYRf@Z%*PyZ2EH{&qobVOv|FHTC)IeNMasGUj{@NhC+x zwTmJutewCuJz^4|UV3?_pL%YhWFANb<(SId(KEMcn=v9(i~^Hig-6Wghf)g`>#fAn zN@Di7T88whLHy8PDc*ucv9hbi2Xxz>{1L4QExr3@Rq0EzguaL!EFVuwg2(AZ9X%p7 z^Vv7X1;NRDWi0g%Ek?1Ja*T9J8yPzBJf-rFk3>X{IntI=jF4_)p%z^xf<@6s)7n@b zNyaAhf_Mn|3S!Lr!8ogt6;SBoJ)MXFs)m)LKv#KBkLob_s=$mYcg&7X(k#OM(C$D^ z2G6h;U}13a-#Ps6IQqYE$6-d3n;|`9z`L<^LJp1I>N9xqBzw(rcZhw;+QO5OPpVXq zN4{|?2*n&1&|?YA!i(k=&0(PSI4a#yQ5;Mwwy7(zKJE4TrXt|gHa3Q)mTW)OUGt+K zf0oW7AJJG!J<6|eH&_Fn(e?j703|@$zjsb*@~EqZm-!nLhofBg%wxHi&G)n5`Dxi= zOYzIQcw&Gjoxnb}kcJ-Ud`%=EY88DhoiFy|?h2f{*d@&iO{uF&LHbnDmL1_4@?{g6 zbPk#55k}g31;U2b=T%;lH31)v2EKxP)w(msC;=9--gvMN>@A(2`-s^JBW})dmuu7U zuG_VJ%X79%S#7H1CWV2aP{a*^;iEPs=ET~*R(yaLzXzQG@-1$grzAU{7bB_!Q$mGMDP0fNg_T-$R3++=HowrCC`@tdGfgU4ta~rSI+PqHD8S%+Qyf**WZ4A z?7~B=@8)BaYoLkwWSqyz6DW9(zWM1ZV;{%c)J_ovud<+c^;rCuPaFZ&-uGV~moZOy zH_WFvegBvZ^!+w&gZ$NeX3no_{NrrwtFy7+oc(3@7t(lU{_W$0l5Ljw6DB3i*LMd007Mgo;B^51>b$+JIyulzdVQIGiJue zlH+5^#S3fLC#+!)*8WE_^C0urIS}=?Igl-^%Y4yzaWw*1aoT3_{+PP5&c6m^^U--f zKYaH2NaDvq=4BH2W8qCf@_caQ7bpAFrTc1lvjD;j1E&S4%Cl15EC2+3>2EK`oXo5| zeCJd1eVP6GG4X31uisXF_-gp-QDnceiO<=6wt-KW{w-dghdz#m1EbMTCoKN{eJ}Rh zi+$SrS6a{NZ+WcK&yT}>$nq;^Iz0sN0OIFR^yWGCym=2X{~E~r>wr4|ojnlq5vQAL zRLA~&IGyth;~&xN4aj&9?Dem}$cKNwGX2YQrG6W7!>*Xa!N>CmKe0~q3%Py;B*Ap- zm!@OCJ$*jBY3AV7fX)UzQ+qXFUmKXU^8tS?u$foSGJUhC0Com_kTu_Zl*mJ^===f_ z$lsFYL&43jAoKk@{IB&S`fpSv1a%}US7U{Dak)!1Ik0((or z4Zy~Ks6blnL_q_8tQp}K1--4tZ)uYHc5!Zk+H~q7E~0N2`ZWOdm}TW1d|ae=r;eJ% z9pu~qklXn@O@HBzix(2W(X#tDpVk?RMf3X0D&Wm$oBs>XgPI@Lcz+($It9BH9*ZbZONm1Fb#Jg zq0WuH0iS9)v-kVkxw;8)R5OOpTyQN$BI}g$GLvUhSggFKLd>L5BC>R>P+rODkR~h% zS6s;!hbiExsW`N|^-cx}e$80p-oUhmCDm>Y%NU878r=}247k(zoc=nik)=mG{E z)azu_Xs7X-s0hG-s=H9p5Nuz1>xSYU63tXs`9{LjLh`S7f!~0ZsMOb){a_Qw%>#>< zFN*^X|j^y;`>3tN-D#|C92&S+zni=XasleJhI6JV#U zG3~Aq*ACS+Wh7~>D<*2CYR*&<&+IeXRK<$U*2~r@!l7H{yZx@2Ps(6`lCK^k+z$+c zFAFZxVqhULDK?X_@39uyab>x8Vct1`q4t>E%|5c%@#$d^n#MWiI!lmf?``w-nwRJ; zUFDRqbq zXF0RmJ5bTHLf_k+!Oy?hFWWPNo9#KXI-+G%@em2*YOgZuNIeJzpZlg!IgM504wYX{ z^UOfs9_sZ$t)&~bM49NlexHg)5Kj8OTy1R0)G2{FoYk~Na^2q?ZiIbJRE@RM8s1a! z<#g7j%RO(_JC6yTElBvxf}V;GHnh#mJugaGm0|Moz+KW^Uf+!!b8Me?Vwi&OJo`#n zj_du!NMTMK4k8`(GA?r)0r*0qLj4BawZm|)H%%T~@V;>)P8}{B-LEevCK!hYiKukn z+x({%pC9Bs7ZiF`!v0h7kg~jC(K{DMtl2y}WxYSX%shK86Q|q=b+~#^aLf@q_jFdV z!-P6}l6R8iv8Pp8jDWWsS??Nc6F#VIQS+B|cIG|uUh<4YZp96?IiJp(yL&fNX4i1b zho?OiXUDh<%jcQn^?Es`Fp9DdwjQy%6&CO z?SffX_Gq9*W2D89fr_+^CQM9M647DT18moVgc%`3zRTOg( zI`|ggBgm$T1C8d26Z^IvojV>!iDLCvk6-9}cE&#=pA$-CCzBGXDVLuwqBQboVL|D15xv`6x;}stJpYW}ujE_Oq8{ZXLYErTO>kTZRAA6TH<&Z#nGcBCD2bvHqz7 zeKJ24vtES!?poy#5#`s=rV&eJfve~z-_%}c#RQ`;Y%>yAztroTl3q}E`>@>XcK(nH!72mZI(Nn!r9h7=+h-Eyb$y* zcxASLum8Ws>VL?haht0+lz~UUU>F}BgxZ0chIg0c^<0>v5 zu1vh|&H%+ye?KN_YWgEG9%9HfI`<-^_h-6UD{JEsGjTvQpw7~^BllYLvq{}oN8{A* z*7An%)Y_+4oMw9qFRnWQOkPHNu2`KtcHn#;4qc>XK7xUI1{_cYK!e+7Lt69=OGU>= zqQKeTx_usM@%sOD`1#)spDxhhQL`T9`$kVrI8~(GJ@PjKz@4r0{g*)==HBZ42*2n` zsKiAZ-_YMdS~l5Oi_3B!KWWATaLmGv{uPioI#82i=3iYmmmcS zyq*84*7Kbf)c>1gL1+D!Wp@V!?)-eA(0?>#D@ZW&f&zHNRcCZ@(|=ykzS#@+Y1#suvpQ9VcR94;FQC2YOI&%GW0?wTiwBRL@kR%PAZ3BDEoUHcDlfj?5N~k} zCvU(hEslE$5UA@#S7;;jvM^&y6L`b#K0d|8_s~SOWa+EA)1Q3cl!|4X-?o(=s@;mJ zr?JGa-B*nT5`37|rf%Tg43=8h^m6<}=w#hq(~H9yuCT8I~o zx5Yg;DdK3*Mlu5q@)OIe{MUOWMre|A2QxVe5BJabXr8b%$s-qCW^P!2hmYuxv&w@K zj32waN@Y;@>HsbDn|)G9B2_zEp$S5m2$&88x0M??sCxPSuLzgGu;zH2 zAQV(mxrKM$7Gh)F7;IaAnfQD;;Mg9BCkcrNY||)Tpbxf5-sClSZfpU!X&D|EivRVs z0fLv;<~*I!I9`uX!Hk3(tB2L@CufME6d?XjLjVZ?IVF3F-++yDo!7y{`E^hAEt69D zVL9yAAfKgjXNmu`s0HVhbAmn@Kv10HATTIbYH%c||BU7PuUdXJRIpJ1Ne7h)0SKoj z1%mL*!xKOK;}MM!@W>;Lqg20Bn}X;TUt;kf)e;d8b>kN@e>AW{zQuB_9Vx4oh{b!FbnTQFW>&E{~T{&U6BsQ+q7XlvBJIh9@k zFs48zbrrTXSA`Gj_0PXomVI!$^YpXrr7aP28<|*0#AaV3nYT~|KY{8iQr>S+_yCEr z0TG!x;^=VNz^}o#II7QalBi>*QMKye7Vzi$m1wwE?XTEuc z#-V=-3i7GJ{yT3gL>21kNWTm)KL{Th))$Z~AG3{Yu#LU9?EAJAn-|Hcmzd!>t@<48 z12+BZmEQV2nYnwsuk(G&cI8&;cFrLBHum?^s@?N6EGOk#xu#&eRM3AjGT!E2_LR?j zzF!WMr^}u`G*e4{{06eYSiQZ#ddJc4{w6lATfP&CN1<(>f7wB-{(hSZq@M@1ZD6mX zichiC*uQ_!d_WSo^&2E38dR4u*e>VQ5~;S`fP~*qhqLAw;Z;;OFJ~(RqT)`i)(8$W z^jCTEnlNR<)JDt~*EX%iHT-d{v-`U*ehX`OKmT^CAbr0xNSMj3Z`C?{v4x!r1TxnM z**-++?*AMznI9E5ua}f|;c2Yg(TWOdxWDI*sY#>1_Yq_aR|lN)qa1Sx^dIGfqWGZB zhyy&ZgZgKyXU4@6$m0$u$0G$8{%`HcO8*fC$ftgU2MeTK;?&;8n{zsMcmL{&_toR3 zJ~bM+^M}ik@LXWVks$~4(_M#u?s zFHSf(wW=E%)4B2$cBR3`oEF8}Mb7qQKHT4;&9t4bQ|>32D%=3f!r(ryqg4jvSf#O9 z%(p7eQLaz*dpykd9X|Tsy5?`~M&JLg-DIl2`X3<@AnpQmb;p2b+q+Wcq4?u!J4LwZOswAF+30oL&loGzDdlA&@xM9jal#7q9&PC@h+Zp2UsmRRYuEf2eJd9K7kaA_npKn{iV^8=n#wzPOSk zO*<6O^~73q-`D_7WvO@Sk`IuLXQZc|8E=Hu{>gupLQM(qa+7hTE|Rv}eh3x9HWoj4CiV$|<%K}OlMI*yvGu{nX#P+NKY z>MjCgb`{${ZP6UiSz_h8&sdC&&E6k1?>vpR`(;xAVV3VXeH?@jY73UXItJd>Mfv$l zYkxbc0pO^E_$)K0x*Or2v3(Z*l0U4rx%+?C12gQh{}Fw2*6feyIre|j0P{a9+kmM4 zE{e%QXaPk6M9*S}`~8;@4vLXM#(E0Yf6_%C7=`}p{7`ba`gNf3E!s77M8Y@yNT2Zr zg81+FRFVe1ASJM!FaOfbJF(F@7=q=cDdJn-EyMC}uKj#iaNtk0^BRmzNrhO>x0GGq z&m?v-^jksxyRrZn$t=H#p=zC>b{AuuH*~bqbO%IHL~$9?-DOl61g9yR_S*Q!n(Fgg zDUcl?U(N@_gO3sExe(jvUYJ1N^6R?5zx7U>C_l9Q=h3y8! zR`tCTRej)uvCx>N2Jh?(3>AF1Df!?HJs?%-%7ylZEK|6rYbUaHL7Bp`DfmOvhnRg~ z1g(t+1*epy237ubPK);+8b7|G=${KFqeN93|N8Blz*_wwUuAYLr~uP~fCn^pW?YR} zVa>fN!&kxy%#!8!rFL_U^=BM85rW=uXgqE|-dEIr zX6p5tv&AfrayXYlT`;T^%Kp-Yzw5oq+#vn4LIl~=TNZI2S?l00GGD(SiR*6rno{ni z3yVt@&I3gs?q`+XGk;o|*u}GKsID|RFDs0Uyrl9SofR zdNp8e?bH8Owuw)m@!dqTl?eXHGj+-zOf5?hkctO7D>{524K7j4QI_^yugz5Pv;bxAk4DTN)>yr;^z}%#$}0-PLQ~ot zPGk0=W3OM|iQr>BnU57oPYMCVrK>8PqiF~OVg@D>pZtbZ!WIlYEnm2cFFa>^r&Yu8 zJ4n%`5(%YJj|26IEy3BgQeozG+Op)@fCg36mRNe&NTe_jPJEOp=KFZ~{boE2pDV-m zt$%;_Lmzio2SAGbXZ@bBZXQH0dx7D{}3&@T>?)GAA%;{s_Z=Mpiai6=lh9 z=w~$o4(R;ol?=0hjYAP@OLcFfcbsE%=zgS8M1$wJV7^H&JPC)IDY7KhS`hpmXY2WA zd>+p-!#ogX0~BStC@ojd!)h)7dF4AF^U*_JKzvQSkMT<7uktw}+xzH|E!%%91CFis zkg7O-vPpl&aAb4xNz;yz7?L-_uC3m? z8l8Wd%vMHxMwKv}Cva?ru{<45yV=t3<346WIU0;{xa^5wg3Oz8V0dsC=cSINwmfv3 z>~%Q}dtb&<8~P?bU3=iiOnA-?(uX&pQa5P~4p|bf;!x9U($Jk)C&(wYS$eJy|R(R3P28g=pEwp zWw(Qb(7xvY#q3d16a9p3Hd?H+`c1QJ-LjSK^@dUL5fA&f(Gt@Dlc7sx!zzH>Ivg$w zwD$oEqYZU0(n`(KNX%1<%+vmT{p1g;-P5_ORzAg6`nlfzu+XX>Zg0HC#Ju?C^+I-7 z)I?Q7WgHl{y9@~OOPg5ImmzL`)8+FhtSrBSf`Y@ey1fiNh0h0h^uvl}BFjRD>v?aEfvGNWTKrz%$EM>u`X@!&ulsO(S>7@#Gy32$G7t}Imq za~)fKfTwx=V(FviccJg^SG6J&sJEwleGat1<=#g_0?L8AZ1_8dZ}>=TmMqpQh|(GT zJV9D-Mb<9uK(cMsmvBJbS9`HL;td{}GI#+pU_QQ0?|O|5>`fZ}R8{wJlb?FU(B!VM zmMIGD5k?Ouc#&oij%Y@m0_`91`=Ox@FwekNbsa~_9QqMg7wiX`v);SE$~H?($D1(J zWR7F0sWe)gQa5$KjEiUARwc_sWrkL5{dV53N*9o@C{YOh8VrQNKJa=h5%|j#YVE_o zOEq?DtTF0*yYER7dBh8r+{iw}`|0>3>&JEj!&BIKK*=rfiw&FXe9qTiey=X1S&%-S z`sEk|>r+l@l9Hvqy=2=$396&b6w5~$jPbj+WsJ^3Du2k6y5XHeuqG#NI11T((bC1X zZQ44vfen2brvaOtZs3qK|u-IsRhS5wJsAYk%-LVO5bu9;7ly(l|5DWvH751Zf ze9?a1*-EPCd7-dBqmR;#sf&39V~HfT!y zwbB4Dp)TY_!B>5e!H0kG&4Jge$AbiT}=$#b&2`$nF9aW<9Cp>4n!10X>!}^o|jE9_eVv489 z2DEqfb=TxM2oQ9Yka_i{@=b52^Ak|C?}v~J5>P?W$7Ih-xrWfT;%`G^3BG3*AB5|a zfFMpJnC|%P!WW{X;HJ9?!NV$XA+DXAKdxeqGG=~lIVPFHGirnkxrmdk}U_)Gef!` zx9=SnCg?(Ut`0U;9NnCGqK`P^K1e~cEq>URnEe^E+t*C#wUDI^TD-zpXeo( zB!u`S2v%Qpy>fp)+iC+XDx6kfo`2pdpj1Kjoo^d`TC`VL>Qe zdZ71)Vdjo~8r^x)#H%PDk1mzl@HN`#rh_nCW7}G78&NSVd28$NZgxBd+4(aj>nwfp z8L6+EdB-L~cOlGPWcWf8OC*mr-f8`_n4|mgdhzt>23ae;{4U zLq`2x?z>k>ApepvK36zrStr$b&569_V{_8Cn6SUUZGBUgfw~lCoWwyB8t=B?(=&4h zH^Ci6GL(XRTAxmkek0PN=q;J3XnrmiP39JRI#rSmhOHD za$>9*x_9*~&Fj+@Ip|ZJt}hQ2aeE+pAuo9Lcmwf(yV@xc=2SFP?^00&ux#n%GhJivC_NQNIpH*}FaD zY8GA$%l77Sc-i5;guw|No&(VYntthg1Bw3ktKwG#&SX<8pT1*h7{5TV;V1CO$#_&x zh6ZkGR}3^8z5~IYGko(ghW1zN&xwA?06Z5n_^zlv3LqK1ul8|$wQ6H>It-+mv2nbp z><>@~#1*CEra_a{E6PI{1ko>T*5MW!_7s9mjs=E>&V(F}r&HJ{`e%gw1ED|w2iR^f z5ByZ;Z-wrLdJG{0T`f=ZI^l6^-;#-FI*fvfX!J)#W>SoIaD1%km$!K2qYP6~9q9H_KP$D?Ua z`&~8hf$+$P6;MBKoVJ3{DQUdK11-zWhz`{m?@^k~@5Olgv-|EGD*wg>7AWEv_?uIm zFNv_p62Dv~1oei=UVweonGS_D^0sA-(q5`9w3XcRc+>pW^pQhAx@}uVzpUK$xJBCR zsfMIy;pvBshX%)Pm64dt;7ltJHX^Q=aO&VO?pZwzkg)oTi3`iHHRj>?{-U3=y1FxhrpaBQ>f*6Il;9tP^LK7+(<#sWyzm7 z%6=>Iy>C4XTnjqt@c2F_^u56}JNXIrMiWpBZ7JoIJc=1P#D7MuHHSnIk^w!w+pE;! z*U;})`$1fdE$|te(f0zE1C1jAeku7hJ4s9DWZtq0yPw47!*8NXPtsI>>qy$da0Op- zWTaqG!1?7lJ%u?qCsW+xp5OB0BKS&vxXxnWDgzRR+-E}c&;z4h2E^3^+ zW1OBZqd}`b<350a9&~cS-~{D^Gw6<+Y(R{`W(b>3Qd=1~#5;QKw+xkMJc%s`hl-rU zXUM-8GaYYK?Sh%55|G40&c>cSj#!+b`YnpD&kvhq3NzIW(}mh6YUUGkQgI3d$A;KC zoK9s%qW}BZunWJo&gs!1QCP4%K%&$MPSk2+Oy&o^J=`#X*mu4pnc7ekG%On$^_}tb z?};H12tp4#fHn@RI5V6PzZZZuFygU4o9pSzKel8#JU=QR$8@AAkO$EqTJ5E@9>0f{ zSDf^F9+ZowWm(LKqCvkg8u4P-@ejqeJ?Uz9OnlZbS^PgEF~W2Jp^x>GE`Tj5_6>TF z&EtLsI*Kc~*CEw-LoiVnbb;<$W$^TovMdU?LS2U7S%#V7^dP&yKN^e{mBq{A8fQh{ zc6^dtRp0^Ot88W4Jcqs>Ly5!Ubwm%c^#My)Uww!K{p3+DIe9~$uQcyl8QAKdF?dLu zP)!oN=P+r%&P&cqr+~95c~f6A*#>BTvK9-oH?qnvV)U>Ngen-mho51w6gtXGY3gu~ zsSc23==tplF0Fp2$%!v~Z^;#7{qJa}G#(zXI<^oTt&oaP1DR_gb{+U&k~19_c)044 za)4=@7PRhs9{9p%wR(T%fBSh^c8e0m(`)@X!1cQfP3KF~OHX0c6PW(vulh)@VeTsa zw@z+F&v=Y@AO2m>get%1^XTex7`!DjLw{y1+9z>WKkR)U>*EzA9GP8D&%ywz0@YkX zlIQTb++A68^w^f+vF71z3Dj}C!#jo_I_6=M2f z$L6J20BYOXL%|#};yjKEtL(J%npNahR?j$)-RaTh05oLXLkEHwj7~^thJeim z^&(Z0S+980T`^I8uA%iD$A02Cosax1;UI#ffLURkEGKN((XH2Qwb8<#I}0`!U^p6@ z?&wg<>xm$Kf;_;S!FZS_2=mpUj?@r-GoNVZ4k4S=C(~0&uC-0fHZ_xG3 zXH|AW#74WP%2>(vERQQkdMx&bmpBgQ){5L-=VRj-afaL96{k(S%fg))B>BBfgZL;D zYKYDAg@AhVhQ#hMwKN_ZAY|ti*+@5CZ_-%&W_3we=nfR~u=a+5ggSugZH>(fP|*PR z-@v=K55`_FPBmYUC?R6X@`s8YEe`EgL9NSE&q!<~5!=N5f%cn>-IS(=@N!>Nc#*DB zU`aBu4>*$p9ta&e!hLYghY2dgMJ7b5g6aj8#p%C4yASi5n7dy(dC-yU=T4;fhdOQr zTXt*#l??tABDmL)RNN)KkrR@1~Q(Y|)f3w}!+UMS0 zCEYnkboYTC`GsFm<`${^bssQ9ZcD#|FqNqXg;LZ9)VsTfeJ~paBAy7%bU=GEr>!vU zcfE@0i;oqjV6ohbTzMiAZKF_^W3btU_t~DN-vbcBlQ9vUIM5 zgI?Gcs#5L}INs$wpo6+^08dYy37<>zZ%j}ZLd&6Jx!ecjV7Xex)c3aRLbEq%;k z9L&sPmeVSmc@7YEa$|*gvFECA+r~osO>dyoRZ){SMc|kG%!!|SbzCq;Ax9so}I=^BNHU5l8WX<#PEocl+H_(7*u^-}1 zoFCSRfOx$PqtLZ|j$`8M{si{YO;J z&s+mW0@=>VAYBqC8>PPx`y@CV-^3>|nRb1^k&fo`6Rn47q^A0F;2^!EDc$cNnK_R8 zC`(?YAgEY6z5HF@d&;j6!Y?$Z=ZE4Q*!*ULGF%c0F4HvkkJ#mpJE1pLrUUgkqn2QW zaTsojB9cpFDrkz9$)Q7R1@dX>xKPAq?r#-}3H>E;_1VrzT4Y+2FKNPIgy;fIvhgkf zG_mq8xN6%&D4%pTl#;VsIzc&`&JE=HQBs7bAx=An#Td`Xf>@KP)lsS9VH>iWamf3uR zgOQH6Dj2nhR@nIilO=Fk7L%+)yQUe5!I%73}@wS#j6JzA_!52k8BBF z@3Kj+`GDEHh4H?JBzQZr-(%`<%F!+LG0&u2=f&J>#j-4!-^YbEG5(M~q#Z}8JXnAO z4*GT$P6P$p4VQC*SfriD_AHzWGVSs>Izho+R+RTcuVNJ4W)|aPKtW$J}h= z4o%i^rU7dhg~bOH$-C9eeSY`L%xUX=wSgk7Hy<(aJ5=HO&IBUM#2wEBNpQjt$KRo$ zoYAUwcV?QVoM$k@ac3q7uZ}WvI;RHjWdlEDD?eB&Z{I1nfp$<0+1H57?jkHj)hQBY z-a!@I#NIo+IccerNp z?{~nKrd%!KEj)Bd=E-8^LB^OEK38_T)}8lJf{#~d-=8pw3tjA3wok|YKrgLR^AbbAJ;Cx`LT!8FSoM%QDM`#-98-}w2rKu#Oiui-N zAm4a5ycGq#VT1&fLHw=ICPxxO@UjrH(nj2GLoo&%0~AJ?qrPYxoF_)V1yx+dFTn_j zSxyw5u=I|n6U1I)3llJpdJL`LK;Ojv%d7=Bt(ydID;Gw%D~L8nxJ33N^_uu%#xHCi zZxRPeP8HO*7VA?BLtPB}0~k|?VloDYcCr4hrmI3_5CQh|VVtkO>na4p!m{i;A@{wL z!&}1M9Vfi|cX*UWEImOyBto%gG$##vTK;g$>(J##hr7T5ZDtR+;s`l*#|n>z&uUM2 zI3!7iBT3Zz?cxLo`kDibMeV#`c9-JHMxs=Ef{Gdp!yU0SWZ4NMj=)a?8c%nzZBGl1 z2iBU-#BCb^LfQ#qpJ@IiXv*q$gn3||zd#UtIC#69Oj_=V853lj$BO{|pJXdw+;}L< zSvgVJTUlX>Nz4k=xa>HFi6)5uA!NRW^BRvI>2A@#N7nlUJC!pc)x&ksL$&ux z+=fwiJNy8EORj;Eqh65D0lEh@{M$WNF4E)heh)*WJ8Irhs9im9!cyh)8yq^XP74&ieKS`P{L8JgmZc(t$b_|qds1Dosp_7ag z$hg{K2T%$Jfr)X!2W)X0Y{p?S;HbSUtH~~|?Phcy5)WXFP?IfZ{QF%-@*N<_y0#{X zyit8~f}mB3D0(kh2IDAE!Xa#|2XzIwR|A_TS*=iFC4aJ{#U++tlngToI(eFQ(CG{lcmbnhpYcIYU+c~@{&z(Oj1%tnMUCFPK71MxO)OO!HbSGlquDB1BSUnw z)P&=#WaC(COW^iwdiuW4(AJ!>49nhAfFB#sUOH{@a6v~xdx!fz-DWU%Czb#L)noT1 z1l*ZtB@A1m7vj&l{(JJd-YGuFISmAQ1*Sv7IO>!A-Pw&%v+v4e0nQ};&zTTlm}zFC z2KIOF-{yB;f_jW9fTdoH;3T0t-w7V$b6LXqp^D$ACOqMr|DM)JNr@%P!#y2~8qhpf zP)pXLeMUcqgH+LiMYzSv`x_7TBLV*7-K>vKn~Rpm-pBE5*eXG=ACG*})^FXiL$rtf zo(%K+{j&d}vi_0#bV=y`K&^bD&J;hIKf5FSOw!4X(#XP3>Kv|-$B-efd2T*4vfbME z&-gC9`=-qMu4nCcKMo2s>~~E{7R3Q<)BDae`4?W5(}kFiB&#zTQMgCH4`C~9uL{HB zl@Rskd>Js{-Z5&o(QS9QydT~7y)0MOB_iKEl0GG00OZm%bsi+^58mhfkP6%VCuM%N01P2+x-ts&cb^P=EW(M-OCuBI*~yS-8$H#mB_TeDok z7SH)oXhL~nH?#p21_2%|iXgjtw0`up=Dd*hsdW_QamDo4Zx;qX@#cIfc<~j$a`eKz z_B#yhOe>?jr>J6}xn%Xe>c zSbCDUAMZd_VwT+oEqzUB^_Hs-vlMVr@WDdTntQSG!rVN)A&ng#GY*+0Oe~fatmki) zAbQKcD>3IbS&;&!HN=6ktvp9aBs-D!SO~JZ>)q>)hl0$qTPsNYL6A_K$Q(#?sH&Zv#H2C3ekzg7id}ElIF;SuFQ_bFO)& z_qQ0|n0LpMGLGAC-zyo7xx%K&-&Iw#`_UDK66P$FgHLnk!I1+iU)a(}pV=NH>0s{T zyJb(v2|mgHsO!Eygsz0aoWihovB_38!JR7`-SXt;I`HDSbmyTQ-g{0gIAw_pR;A_o z-3~-%BeUyI?PDm3Cysb$cF&>!sAd7~9lb5QC27`kb!>zZ2i~C|BOuwS`#i&6c0YS>&v7mtFTiF zi$#$5lZ}?Z3i_b8??$_u1~?!( zv)1xWz56Q+fA5S*ri7GDi8QiubBjA{5fC$P5_y--63`HnmC1RI;1ei>?x&agANTp^ z_2f-;+qmQ8PDVnWaO}sGv|g}lFJREro%nvFS^C(Gpx!X*iXU5@a?#-{tV?gFXLRR` z+y@5yl-^O@EoDZu>h%D=ioys$dCEs-If-zA&{QK zxp#w4{I@G#*Q#3+L#7zWr;4Rg(td{?2B{K7w)@TO&+sjqXne*Vw)+f&?kDrIO4GPQ zH#vd7#rw)F<7bRtnK#psKrsy&A z*yAJUCBDjvt|>kO%rTo*oMJ(yt1lq*%zN-2G8i`o4nIUb>aUoqG26ELU7V$?kjfE+ zPZW85Wux8R$3e6V4zrWCK>im`A;^7t6H(w#DLeBWcMlwG{*0eJh3)d8u}bWr-IM40 zSlI}~416$x; zr>wee=WG~xDB?>qgoGe2G842j;onywiZ{Di^jOY>ED#`S5lZlk6vj4l$ctA2g3IOi zOqik+sc#B8A=?Iw*D3hD9XEM1VzMP9I>aM4v>-(?Q1OyT>l^ysbn3PZ#*^{LBdp2u zzERGNMv#mkT%~`}Z>AWbgu5rApK)gM6=4F*H-%I4`DiwZn{CJCX$jXw2#6_gJ?}S= zYPVDZ35r4hiF^s_pOIr5Cdi>B-7tW- z;56xJ+h`Yo12$oqf-*UtGGD)auS`v*%*ihiRu_&hHLpvE)6gpN6|7Db?K2RYC)>2UEU&e-Gf< z1-A*IDwt3U79=R+l+;262xQP5_!byv-{L5W_D+EVehU6d9HgvV!gif~i%)WkV_7h1 z6@J6Ac06D2;CaSMyE)kJ+HQ2g5$O;ih~dT&tE(<6Mz>Fh;HCEe-hd6hSERdMdpj~ zG>`F1jjJq(pRX};3#1;+YozeK?5p$*vi5tS*yjg{If99~?uwG{)Bk+l`{J*^tHwD~ zsa_y2$XX#bTxy5uDvUT|mG)<1%zivARm47Iag@$sW15s11c?N2N|NltJinhVr9dLR zs^2AVt<|8P?{D7(a}lnxY=P;@ugJbhcq$LF+{$AqKu-2j{$Z$Z^jwVr_$kqBZ`a6! z>Vvq{e05bF*zS1XLb_xL57hFJ>_smJ8Zz!A)6Gu4qYRDh=*6;T1C_Q2e<5Fumm!(o zcF0kA^5mGpOs0mzeWI-Fqn9SQ9m#zL`u3eoHTSC-7vA4<$Is}EQ{`UOohysBmSq?n zdJwdjkompsm({$~-i69xAN5;u3`qYok`k8eN)m3tK3*js z7|VP__)*^Gz}`jJ!#(WLX+dADAOU`R-2K3xzcbF$u4{s%!95gBh&VT6KsD^vCq_x3 zDB@x%T^vBCd%(_L0{x;F&^Kuud)Y>kY#Nh@}4{Sz>~jqa_^sEci!-dYhC=?HjXOV6WFuavjgof zl~voUdPJA?7h3OXByWgMoam)v4`guuvN0?-1o3BANy<$-?|o>rmS zR&uaZPq_tXSXLIyEc&9|TT<$1{7zG7)&)2OvtUnUS*aLp$~}vb6^W45_oOS(kLZ|g z!SY)#WM2}j+7|Nm0P?^-EMT9HkDrXpY@Y;$3q=YLoK8t zT4T1PGWM-}f1ZU>3`9e1zxbOhdN(|Y9KA9)R3erv-u%7{>-2;(CLHvJpQPN{+x3iy zJkMf~WhR75YMyvtWhXqYg(VTb3@5Xi+y`-_>||j=;0?A=cs-p zm?~8lG#i9KaV$WpPY8Z=D8?#YATMlAgBDAC3Hy0FIoa`$nsfJtv1daEAq7~o3Kulj z!C&UT8)_(AzxYeUBY}Un`|oZDiC`f-lEM}X@&eN8PX@ebvAu<6_u(pO`2QpC&32_% zvNN$)Iq;3zpe)W4Y#HE?B$HEeNRIjifpc<9&SVnsO}|^emm_yosY=yVtyT$eU-&e@3){JibC#OFiu!Qu47p~yv|n{)m%3Q?}3G* z2hS1r_q^T9B z5lx~P%%7oVtE99}O*RKi1hJ~BJqh|fE_=p8)OZn)JmCvR2I>uPecIzyexHHKS5z2> zsTOHqc%tIr&Ih=|pzh|zG5ox4kLq&q8=o(X##`J}Ne4#}dj29LAGW#)Ma$3keP?Q? zWkP->_lZT4S?Cw6pV>Iu%R(kQRwEZQFtOx`CI?XxgoQ%G=`R<&e!|D#fB#151&qf9 zbq09Bx*&wT+@LH2UvEO^6B{*-L%Ru65cQ!P5E_{Q7YmknY(dOf_TGyV7gMuJI@9MC zUP?ml(eQ^h_P}S+z4VYuzX#fr@X`5`myP>4QcCoFf6hkFz=lX3g`f;tzQSD{60p== z|i%6(JY>YjAn2tPQn7T-|!fuZ9(h>Oxs6DgA+ezO!Ov zXbL8A|E-;Q$<#*bD2luz#aSjj_W!3`w2r$kFYc@z8Pc#OlYO) zQEt1RJqfc|k@J(~#m1p1eGNJmc2i0|&BRzMA`e9?$L8=k2sYr;r{BlwuJ5?kUz!3# zL6Cd!?mnOGb-zM??Mb03i4AZ=?8;p-z9up!E(@-yd;bPz2Y82Bb=A-F{q6kthuUrb zTDdJ%Fwd$_{HA5?r}38XPL(+f>#I)Jox5DNeJf|Aar&3}&gMcyVI?0SUqVihry4Kk zTbhqIn(t~Hm>L#%d-x83@KlM7N=zVEG8s>)_lGbTf(zyxyJB_5e04zb7PUV_k|!5) z%Vqc1AeK9xoZ!xJ^1Px1iQ96+Cj`cWtdl2ef1ja|Z+*SM0hO=e@Q@xBZaC&r_Jia

?9Q+gnc-tlcTn6Zv)AZ9Xj~gG;=VsMRQ4gqZ8qCDrWU=g3PjjBk#Lt zctZ31eG_;fz0-M{f`+~p%-0l>e4{|1t=v?v0kngBS4^Gn1S7(J-a~~Zam<^7kJixp zRt=)~HY^L&bjM=f!tBAMpY(Hn-h}Bq5@w&=p4xdIXaYa|Y;~6rmcqux8}K~)C{N-` z5Ry<)#{&2?^pr>KJc>2hmf`TEc^`eU2)273Q*8Mh&NohBFXZ8$igVtctmUHSxAAh{ z#V9pb!j{^|9Be)?FY)&;0wd2Im@PMne&g|e@4y!bR6S$pd?i!(B zQ6$-5+iqK17H$Wu<%dPUzFWd#SW+ELouRxecxsNILO-+$+5#eX; zdJgYvNB=*lYWv4`|6?oszS(W>;($B9t0H<5?N1#rFme>U1J>NW`&G*-Z=!@=bDZqI zeperiI|Mm*_C6=~=FGA)hf$y{Qv)ySnl!hb&sbc3`&3@6>Ueid`3N*dk{>Ay7{QZi zp40ALTc8of$)a@f9)#i$Ng=>&K9SpVkn3N=qT4p*4P(YviZwS72S0U2F)R>qn#B$= zG+2_*tf}qT=ix;6xV%$NcAdm#M8>e(n=#8AOd9XDQ2lPS6WI|c(p+v_Q}(I!WkLeEYhEaWnb~{$);pfQ!ivxVkFJ6xPF{B2X$XYI6>0z&~M~? z0VIbM8fMuSkqHk>Sto7qa{On$-NMCUZjW!J1Hf1xzg*(Z3CgO=OwIZ(fIh z^@;_8?~Z_w-O83ZVOv&yN%zN40{20&Ph}c_23Lt$s~3TjE^KD@gC!*Rgv3XMOFeR# zuSOd_$tS5b+2kDCH}QU znB~cy%PuwCb&$4X>4`_#z=r{pmAi3^t8hb<2hWgls28t3xUBB+h3fcUVET1g*z1k%ks8DZ*PoTFPT`G{!>s@vt) zfTxkiR}mZR9>-}1yYNwWy);-T9N%+`m)PB1j}*YpCdeqdt*S-U!@b26u7}X`#NM@a z<_78K?)N*cTc`9o_o!??P5B->jeu!>;@(WrV6!y6%j;`>lQ*u`n{QQ{=;ouLXney0 z_;%8O&l7W?Gg+AlIPu$SuL3E5VbV%>(*gya*}iafBpxmWAaaWOF;GhVF*`fP6AzER zeNHlA^rFHJxMYF4%;Kz$ySoViK81bJ4hB?sO9^ckT!nbbQtXjF0X~#@dqi$TINUQG z$MJS4F?1FC*6hUP0d1voU@8F4NjCE7ssU&Dq^o45CBI8}2A;NJIDY%2Z;8r=G0@M> zu&MIFom@o?S~jJRNy%h=p$J*=Txx%1^u;|&E4|{20={0WglLmr_3?OEMPGP0^29*o zxwjTSvJzL9(Ex~R7}h#KLP{5K8kVr%G2OSCx1n>|LNZHf=z~=XfMxue$XvOH`!`_h za%+k_vF%3R-^G_MXa*h*V$mM6|(k?Tg^2$7Z8dkE9TaKlTZmsP_FKd=;F`d zh?f+|SiL-Cp8;n(oHH;Fu&23mf-GwENck{uV0fJqle7MC>B=zEPZIIEGa~|7VMO)5 z9;vy|i{ywhZ~5^_j0=lnVzw*F8%f>@Shp`vu@^-ocvN7=jy3tx;JCsb%7J^kzxmQo zisksgj}H+W8h{2aRMoT2ph{T9;vF5b?2vqy?!ec-%0*oF!E6JVQoPtOcH&9BxBLuW zFN#};OwS$}{B{#5ZnpT@?C=f&Ze4-t?Vs^JeJk%8si1LK2z0NpUIhL|-+r3;Kl20% z5{sE1e%p~ubb?>fHHA8T6xdKH!?m#_BM z01G*^!a*>M?t@|=R+-ID+$(BVhknv5j-Nf2Abs0tcsJ&U&K++=UrM?vn)8Gl>nD0L zHZ|=u1O5~*#j$B&XYnOP1yuLWoS0Z;-JqYkXB>s)tl;B*7}yn0c@|n=4&N-H6JR-g zr7*wu7QG1F?lC+-a^>pIQ5si$cmz=nc(kZP#D=eVBoqQp%U#SiNQYv<^Xg z$Bht~oIq(3g;H6t$=gc+L_mGNbKsBTuE-TVd(-t^7) z#BaS}PLzU^8jBY`yUd4St(ZtL99hz>0}Ln-qgG#h%Z{7|AzvP-)!unHU!*bu$eL0S zBBxJk6jYYwFE$smURO^$D$%?wXkn2-f{ER3VBfc=v+g0WHk&aOC+DxveXtM`9FDl} z5JisIuvrKzQ|ZGZbGE`CNZ7VPB&WxvCUKz0tnAPb{J3cp`t9Zb)f#0MnEcg?1l8{Y zH68F9oAE^uwUfSqMZb`wb5!^|hscW=ZKyHkJ+Y|S1Z%_;26Yn)` zeVCa*ukFAwZaK6Ukdl_`85HZ~m^QH+5Ii6$Ci36nGGqVw_BW?jo3$pC1_nw}@JkQG!o!{9m>T14bn@UqEqn zew5-U7Op=PGz%C{e+^Qe?7dzIoF%rOI-6O6>eVT%4-luo?=!3lDT{Rtq(jd=Wur&= zIho_ed1P*$c~0+p9N|<9kl-M{6#^0NP~8sj`DHPAQ|4J8K7mlW9o(TkrIzNplGqh! z0e9#aa!9DS$a z5?7{|gyoeX!6pSTkL@T3BoQ$$7#^7?Q(OlWTee-M`*t8Z{%l$GOwtt~lM8^X1|CZE zM)O;Z#EgTxu6>wi<7EYPPOSzM4y7Hd$pa1Mdo#DAuLFiEMH|@a<#%o7CkPb`)M>x4 z8Q@?rfK{1&W&^u$0Qf5Pfd6wYHR?el^#kzfEUMkr=oz-JL1@w=Q%`6I92LmJ z{-*;4!%ffK0q&Z$VDv3Y$v%9x>6MIhfy=Png-oqr*3cl|r%hn{Q&L!F^br6h0!Fuh zUa-JCDI~!Cc{kzbj+`JFb@)NjvyOF;(g+Sr&x(SgTa7bj=9fq?kLdjRHC(B`7uz}P zWz;&TCLP9y$}tfZchuU^{3Z#ZWl_w}I+2z~fJCtdOfepqc|eBq0{-OS1bkkn!v^ky zb6l0WJ^IPU>=@u|DQ4}Xw3mr4x-C`UCtIWD)+{<(S?C<3Q7c7fS?y{%5Jk9$OX7{b z#o)UE*txw?=A&0qI^U10Aa}#M$^%!3Q@$Z?kKI^`B*n8pce~;|iFYe~m;ux`M})jJ zVc^&=+fx%e!3S8kdX2w(*RG7fAC>h+wd%QaV;2>j<>K-J@eKrN3rvhRzJco%x{L}?8p}7;R%+nz^Z*jjJ#(VCZpLU!IJ zA>8;GY1elWpsqkwfKrS4n{B(c{U~ouOyc~-jl)M#9F!Erl z;fM`QeQSFVgHe6g_@kD)DvpkbFSwZF-a_a^ZnqeZDhtNu*RYFvEqT}U079%oU^D=s zX}ohwSrVoxjU%P3!V*2;8@yP2s)wB|K+yrUOsNCdp!Zxv6?eJ5> z+DWoik&3{%=I{dB$;?hP&?^^=vow36V~*mttfVPIqH8V}P(DA6;nl`Z<9dD^;ybqo z=k9fvd{9}Bx<1ukbK1|+>A<;B&VGGjuQO@|S3Xuf(9sdUp+{mn+~~+0byvt1eTa3K zi5>311IT)IIFEV2adRQdl+GZ0Tw=JSt(+-Y9Dz1^$IB;FUT}HgOTssm!CtRno~Qm* zM>H5q6J)1+L=OmL*6v>MdUr2}#Leo}>YD<8VEfz^lOALPH!gV^)Aqr)uZc@D9s%or zh;udHJ8I1Dn8NMrz(%yc3grClc)orF$V-w3N1X8HefTH82#WYnG{zT1ikNR9a($RS z!)bFhp;g7y7(rXS3$I>WM;#zhv1m&WMg`!7+2-f!C02eWU>~bSou{2`9QKygIxdl` z%v1#1$T5NEkY<*0<&Md$%y@+dX8AMJwDEy5f6h zu?GYuGD4f~g(jv&nei+Y<}PuA(N9oSL1r*!RG0nze#cv-v9Ce4;Mdb8Y+t1akf+}- z@xtZ(Oh37B4uW?luTFu^A$ermqJEURz&k&z*X^CIXo=!d>SyTc(=Z(STdtgDQ#_Y9 zR6LOyXr#(0I8sDj*aRT>Tu~?ACTJq(a+Yb|V^=i%89~F;6fGYyYvNoHgfzjbblih~ zmFZf}W6m=k_|vwgY?J#CH@wE06}B$pGIVXDMBA57QBuW2fZy{oJ2t~%!u#HR`5&+3 zyPo@Oegq!*PF5ng^>dcd`;(V@V}q+5$e60o4cxp z8$!-1;qILt8ttj7-`?svGkoK%^aW(-U95K5`_^@CX?{-B@!Ij-!anVes}qC_l6$PA zCZmWrNDG4l^w#UBXRh|HvjD(%Wc}j;rK%O(==w{S#uD-@sHkom_q6N_Ej>zm3_Pw# zJXgdKn}Fa8xSk59O7W}Y7MFc9m3LM5INgy?J6GSohDbz@4TrGjl)A>AH1|o(k&dtQ zC%4}_+EAqN<(BWv;5#Bfo>|*$#e38dx#7tBd{r^H4c%4($8f=(vbQJuxi>&0Qbb)} z-7Wpve;q0|lBid{$rBxUdUnR8qlUB9=orrnc%LkbkH@`NEikP+MiiW$2|%e9i7}1! zYkbnHh%l?Qc6OCG=V8#?JO3P5c6&|yL?}{a-cBCuh#!z#{&HTLt<|Fx4fek1=3c%^ z7({Onp{iW5nK*wulhkXsHB*@YMjUvpOj`Z5;t5$EJ)<8h0TRP@O@><^2bdjl7QvOH ztn^N-%A`$CK))&6z{t<-uD`u|dizYDRgDkP;y6}54JBh7#|Q30J_Sef9c}9#?u+am zz*}sG_0a>8pgU8Maz{FNz*(Hbs4Y4yk~#Al!R;@`>5hlOWeiQXw?rQiX*R0dC9_(U zqOA-}w1pzwvW=xCYJV#XQc2v`>xwIo_1`C5w=sz%0CBXP^+F1i)$x-2{6^o%65R5v z-Eer3tP}v{M14@G@3cCO!MXq_Kh~3AhW9Hz>$rE z3lBlRmCDtKH{Z9nLlx27IG%*-IfQI0bVwrNEX-_!7!3pTDI|wQ%gy`32p`l`4s93I zZ$+b<=eKh(9*^?#LiMeGH^5?<*_F2GZk4qk;Iu5{x zUDQ0M%K)Q+LzBf-ySVjV)01o)s$2)=O+`R{^aV5Wbm$_0A|(tf38;OQI9Y;0!x)U7 zca`Z-#6}lSFb)ND$h-IZ0006oq-)zH0&*?+@XCU^K9M=R)DpcT8w2npboU&4?4KQd zYM8SMGHZ?1qdXqbz3-dx{;jMShWWK^S>&dXUl6$uM&k&0wC9Lf0Ivb znE{fwCIJH(CN>%)Du*1n^VHJToG0PBS9%HTvj6nE??sFz86(6{2C0+;|Q^XyE zO5}aX$l)O=65`plumb;mK4j&JTMipaw8e7TC_iDYojop_-8c08+S-=q{Tuu9&CP=! zhHS$6G-eR@pT!yfm?OW2f6bD;-MuirTXaDJU-#41)b;#_qme>%zyIT(wp{%-hK0v2 zsfRyl5BuBy_J94cn!>9>Ph{dY$%K&|4UkP|D^`!-|p}^{ZsbO|Kp?oye;45%Q-X*^cNqr1O_5O`dKE;y!g|6s%k=4sLW>OF{!0>yQ4wvgi5d=k(8C?RoxfDgIA?7J&csozc&%{`nh<|6Kt5*$s^UlGkPV zg_D0m|M|E71N`{&Tl|ad$bZiI*Pi761Sa>r+V6Ud|6TTXzwamhfBq-)AN~Kbq4@t_ zdTOtDxMiW@voNgSF$Tx60(4)jMNeA;KFAih(R=BlKed8haMI$TuC4QaiK$~!ZjH)w zQj-TIx~6W_F2IQ~2-uhfU`B8$P2IdE)bZThExFuKE1oQi1WZQ zb8htlKX3e9kiI*>z3zU+gO$C#WKIJAZ{OZ`|K~vN6?_l42ko0ZxX-WQ8NZQFP?~)g zZjt@{-RH~-OWq3tdgL$-Y+ZDHD{!0(mI@7S{G1*g3x@LeQmo%oDwVV6pSf{2Ran3} ze?L2H5G4ZF^57HhF4#Bi_{M|)4i&y*2-!{h(G5KOiO2Ug$F1a9Dk>W?S?;W~fI zRelYB?K*$URe-+w58lmRzslYHH6$tbS@7uEn9?xE{aXzX>ruH7!I5wENbU^{Y3)#E zWi|s%s3LQHzm5zf9f!5HHyh+qQMRi3$Oc9Ol2oVO@Kk=se|Q0z;2aj~m}^aLU*g^+ zC25fDhe;0c8YI|}9T;u)m&)j`?xxII1r`)f$$`0}V_>vqTRADIXa zc&}6qOJU89`s(7xi}CWia=(c38?l&YC$o97E#+>S!GNgdZD61n@h3uVye3HYH^3_p z^4w3z|E;<4YxvjfaKWMW_fV(e?eEF|@vHnA{@on>4_xKf@Hc1rAFiU=uh09DVtx#K zHy-PC+v^+t3One#f5v-6dcn^onWjHDU;KPFX#w%$7+&>rjJD*t_iHB`^oosQ5n-v{ zuZseFx4B*M@+s@zN5Vk$JUYzF-dWDW&5IbbLlK9>EvHAiqgVVH6U?LdL#&nVH#%l2 zhUhUt03xmT^nD#ayZ`XKUsQqV2{nrrbf9oCtr~J3B{$IGtui-x%v446MfW808i2cJ= zMnM65Dl_0K3&@Nz#Yg( z`LHGA7+WR>cl|Lx`HKH42Vt^DE}00kN9%bsybka4Zgag%Pq2MdHoS}r{%c7gC1NA$ zcTSHgh?nQ6AUpVd!n&W!XssacEwTjqfW%_W5PzcgeQ!bbxB=MpA3TuxN6+jN;&DH^ z_J!HO^rMq*ocQPZ$dk0opbhHa!MR{GNnC{yJE1YRo$uKaCuUVN8`Od?G*j*?otsF6 zt3P`m|aMFCMIf;dA!H%z9Y=! z7AU5^sNyM$U&fhahfk&xYQwqA8Em=J;iGyT44Yj1GgdJdpKo}`FvqZMW@?!6{H+Xj zkpydJnfc9_EV|z&vZnFRIj)Ia0xTwlrn$%m2_ToLsK8Ov%e@vPCN2`+@GacJ*chG{ z+KgEIQ_4o1$SYUAsyVhy`^39P;LNod2bg)p6cu?As;QOnae&o)q;>u^@&b# z%c{`3cTGPnwV`f*z`~^g*UuSmZPtQc#lg4%$aJYw;m>n?rXA)sI7L>tBz~hy<0xM3 z&w9$C9mLB}(9m0Rd+HwDzN<8VRr)ndDA+5BX+t+0?@uGW;T-(kX8`ASTOVCydARtd zZ2ZSZT^(q zqTV}XRy$-G{ZA428u@qu<1&%fyK|{K3)dL#DkzJ@DBOwi{uX*@o`?;n`Ik-i3b-nl zB>wPgs7?Llw3FPA-mIq9yE$PL3O23}P=uu@hW?m8bL8?*x4jQ-@a!6wgeMKZoPmZl z-bR7406Iw<%U=V^h1Ka*?RaMy)oL#co{>h9fsvYqX!GcDeGUrZ0bwO@)GPlv+@C&n zI-~w$E3zXLd{=P8ltxhC+Md`o*1aQZA62NWEH>$0h6bYcT!cK?71z-^1ZQOgA##c+ z+$tdBfxI1yr`5)(t~w+h(g6D6NcujNN|yUp6a-VmkCH+YVxeJnLbr&883uQTnU!60 zuDJAWn0~}n=4gNHFru7(dd7>4e$ePH<5|yNDL~6I>vtT%_eVT_wVSrCC$cS}PNv)T zfhdN}?#TqgLNk>|^~~~hx7oDJ!LF9mG4$9Rsy=C(=3}3}PY&EBgh@=B*d>7s_PzbM zmj`Bd0mu*M&O!#7Pw2_8c3jd;A8cs>)9aQv!)|J?&w#!+eJ06GdxX$M z9BU1fLtljqeUn8g3uiFOM4r8bSs_|Md&4BMgvC@N1j&|qG8U8OU6qyzS9F~z*I}+< z1Tun$PF-N%dXQNcLZ6R{uUL`SUsKtAh++$Al1a2iLo542uVmanq{pj9k_4GqDp?E| zyFm7|)Mr;NF|-eNHS0g30wTnETs%1h+8XFzpI6=Wb|S$(xtX6wsJ~bGXa?&?!C|xC zbZmyaWWw$`P4y=SX2BaCc0|`FAQbXjlj^paP19jC6zr!Tr9#vGxX1fZwE!SJo*m0{ zS`V*DQR-CpYL0X2iDFq2PB;hQu&m=xxWw)=`)ep4zW016tPoz<+mJQ6UO3wdb#yyE zdrEEkzGI&csqfXez8@V)4ToFjm+2Da-a+^^`v;jzXrvS&P^w|Nexz9(Hagu-A4>(1 zpubpEN!Q0Jc=C+K3S$^DhF<4&wF73+BclfEp---Y@cAqVrJfh47G;2)5p?Q`;WpoX zIO{z&5`^hy%dKi9zsvp+V&_@9-psC(0-2rEe3={As_`womkiab(}_@A6EEyrKm6&{ z0$(r5>-*Z*-Jv5Jz2VV1hvQsWFa}+g+06@s@BJ9ix(84f6*yb;kHhe)TR~bm(^gP1 z5=;*;WX~G_Z8vSU9_CD5A2@G=0z&3z%#X9D7Hvy8tX8-2=gHcu_9?CP&`#jOr>=%j z&fhLP)DyF&@J|gmYm_IJOUg6+W^;Q^<^|%a5`W}1V{mM7tfo?HJ&IN zZF?e8rg!_v@jbV)Er+1QQo0ZN^@ox@U8vj+GU4?Ju97bws6kf;3^(|gxZ(vCciE1q z61zS204-?onTXmg5E1``*U@KaLzi#Rus`i&DY)c z8;s;0W80_CsY2|m(Z}CpNJvEdl8~3;QIflBKs>)|XjMGIw2f=Ekc#PG|8%K3!K^La zL@Z2SM*{R45batK6V$*2dQ1Br2Gl&V0$zAd(7DYJbQCyAy_>e5@FR$9rIT|H%pb$l zY18fu+wk2?OCOdgfd|C%i%pfhY?ZMSeGh=lJ7_*d8f0m6ry%Q0o+w2?JD_B19?Or( zc7}ROw!?cXFX=SRDHJH&c7>vCehtdmE-xN}tQP?oM(R;(rEj6HK@qW&0SiQSRb9TR z>sgKXAfV!o)Uc{Qc(VK_nBR7GIGyNs3rAy`qCn zCO_okc@#rxv4oBijI3#3VbRS!i`In*9FH9~H9Wb3q((`JtR@5e*RbHThiA*Y15x<% zozPv>+E?Ej?_EbOGwP#TyIg==7r4~Kd*BkuaEXF1b}f!SZKAzg*Wky6e2w(40qPn_ zy64IkGSNV@x94-#wV*zcms`hp2aYpE6`kh>7XvB zcrNf+OHe%47_d*c!`TahFJmlrj^HLi>k|GRHz1e~(aaH*nj!JJLtsOCZ}v4&4>8eF zf~|=@GYSLU0u+I~; ztB6m?6aitS;aN%8-Ak+`eNousB$gQXELtvf2&5syPN8S=l@lRgR4(?|Wa|Qoh>C`i zG4ej|8M8k1ZHw0%x_VuSML~}2DjA0JXv8vAz|gmnNpmiwlRYOG7bd*O=(v(nS3)L~(cl>jJtj8nliw`3Kp~)B^sRV?X zu?1?J@4I*-_o>!tX6q!0S!}sVn3<6PAu(Nj#G*L4tD<*^Ab8~~2J7}NC^m=rNJFze zMx6IFL?nzD{&-r$e<)f#%T2h>q4y1 zys`l`u(G%IZ=EqI>&yEUs-mbtlDoA5#^f0Aet7u2&~EEA3fPbR`fggWlhFhgz=-{nE|AFO^8 z0QNm&+p==iQgZdB?X0d-A$fzG5ovZC=n!J!&HH;LTjds!6zjbyn~y242{?(H;-K~d z?Ik`xqB$!Ib*>bwQxIv5L}~E@xu*#9mibt-tSXWLl4F+@@^p*cPXzuva!dJ?DP+9K z3AIM?NjQRW)41DvrN&;0`eb1m6eEiyZCTu+piNN#*jsZ8;lybJuCLA6n2Vt!31C5OQQ@w{r4*H&ABn!d&1!FcD$pCwaermP7 zeO*>(-%;=RHIg1jI#)d1jAC;VK-#b)wmFdD$~kS1W>N49b{om3occ-|DS+e&trg78 zzV*XdHzvF(e@15Id?SI+-a~C?{tGqNZtAU>ZlT+xB(n=V&XrK8JoSIb;J104cZ zALoz{flDJ?PR>b_AnVIer9sMuvw92k*M}+#MIf!2f_fL8?(yq+jdQ}kvH`-b&COEZ zB@12g%mle|H1@NUjAPR{P@iYr z60)I{BgWEQHjKg!lcvt?f$7o#KRV-64(tJtyoBj$8`ljuofVnOM70WlG*;TxL>?-o zWo4o7n&F4$5Y%sc{)bOxxrVE33vqr<&Lx=}P2b=huuOIoPmsO!I>2w>(M2T6;KAAx zTrn+r$Dc=n+wufd*0*qfz({E23X&}ts`0Lg;Y2;o5btM>kJz`S0W*84Cdag;QdyV1 z4IAq1+%(Nkfsu2I)I>`5SJu!o+CO3LlF(b@Gt*&~$!oG#zKXK}_ut7j*EGPlMV7=Z z%J{dLkRpY5uKN_GOgf(z^-P!EeP`w6b6BVfXrhW9CiX-st6WjY{4pSQ9e9u@y_w-8 z-{0O_lPcNJRz;06!uuxDG)pk0lG60LXBNw#pEP9w9G5`d*s6Cf1is;8xR;K*bLT6! zjC)OVhvm-nw*%Vd&U1jjtsY&ggHfLii##NYdS}lu!t>v0&Jd`1D5qRSh7!`83)Z%3 zJDHrX3-C1-i1_cFgJ!=%f$Mg*i77rt|tK~-& z*cjK8Y|iiqunYZ(y4z6GgB!Us?EV@)hzv_{y>h^Fq({&LOMaPUwT#tmcs_aOH~?3P zd^SbX-ND{BIoi9jeVru^Z^Q=iRd%Zx<6;pc1p18v(y?BCH^Tb+5#HYsj606aaNa%O z>x3TUe)VCIZcEGedDIuT_eeU?5@}|1R=mqIZyNb32b#79jQaF8`8@E2{gN$W0dV7z z5woTvTa)mXkT&;+E9~%jStZF_p`#0lC%x9`ebCbTLXmIp)JPKj6j^Nbh?)zP%F&;W zG}Qg2|9a2I{`SanX1rM~QJaPCCJI52hynWRgbxuxX$O{Ep)A=4xe!tSem~_z9A@Xd zn3*$ghkP7P63EiD+hRodr7z;OEj@yap_mRe&*GU>LX*MMx>b><*KvJp+S zjd&gGP)KYn){_BQ9oOBfHHdfcZ%)%or5@Dl;663SMx-&$T#{-)nXW8BVW#8C{Ye$Y zwt_t^P=|g&?I#GJi)2@b9?>m=*r@VM^DQN}hXY0KZFimg9@Nc9B_izs{PXqtolqay zq>wCm4jNp3`*G~Omc#;?Kf2fML|}l&^uE34P|c7!;BM&1+tLRxx5-~9JOhEaJ!#nL zlSCuqmR@qMK(y-q_D$&}0Zl%iTRat)M$)+981$?)ehc4MC`?i#eZtGA5oaNn%tol^5HuZ&x=QRGr^`YE>5F@j>SGbQ5 zdN2D;;**^T1IC`fV_7X!qG(QojEx8sp_OakJI)8|_M#TS1wc!9g&Po&QqbQ0s26vb9T;T zo`k^Bo%2j5+0csseT2S4pP<%%$#`x=M&ymi%B;$2wIJvM_Z&a&Mx)X8-fOQ-r!6~) zEVN#Urrn>|Gr7yLyzRi>#N%5Mal0pX)SRBNh~q1$%O=6KRW}k47gUv}v69G~1@)eT zo0qb@loe$pR}9J?FZX@Uy{taHk7GZY6I{9eMW7A19M|(jzZtu_W7n%x?GOLzHOYhH zo|mofnrCu++vB``ycax)5Bhm~Cc;p}2BxgZ15|AVH8!l(ngukq_g+X*XaRB?dr#VQV{?uNkOa(6B8+eFQOp_UVkE$){TB)FWe6to6(EH|2HVPLB!99dA-#;I9F2 zONvc3AyAfm#jG=ou>+08*t87zkTa={g&~MU(yYZ2?IQIN5KPn^j6Sg*NH1frhoOYG z!h{x35Q4mrIlajsbrE6%!WL9oxJ}S8Aq5R~C`A;iZFU`(rI>6^c{23fEzp@7;W9a| z=xz6q#2QhOCp;BjKbo1N1;1!xUjMJf;v}7ZwhiV6eiZg zE)y#e%alRC3J)r4@@Mw0<00Z6Z^;U_|V7tVt~OL`Qug^95>O zp4{_fb9d3XMLEc>5k|Gm94&as+^#H^XoX16^oua>Zj7r(9{??*zHAYFUt19Ff>0!U zw~v&MsEMZx5nvde8zRXz-oO!ejKq@_P~^y}unRwFUZCtN!S;1xwwVT)>f+7LQgsCd zwa7v{&KaE|6m-!QV0I~%B$%)p%5c8E&(Cza2>sIn108IHQouZJExcEVsk1aBp8(@x zmqaed&<{Ow=vn%K^*tZCXo#qNkJ2gPDA;Jz4I&zHnCV~$Q)IOWa=5>bhe(s+T{`bx zh);+5R?HlGk}tP{%}8)CmB1?z<;t1kT6elLj)M9|nhLFLVN6Cdspg%yVnwL#u61cI z2YZZBvy3JYNdU(6NI@u2Y!+daL2Lzkq9MSpCLD&ud5JE|DL^4)t|@A9yxv6>mpZZQ z@#R7ahBFUvr}`DHdkhk);lVBQch*?MsDsNn^Q^zHkQrAXRV7L-on>sAP}5EYelRg~ z+!X=LUtF9DK9EkvRni5kFCjRZQD3JIP56e#D^f)IM%|;XB}$7;nwggCbwTOJ>N72a zjKdp}m=pjs?uGqT#Ep`;zrtHJ*#YiQl#J+9^ac!{Bpj@HDi;nP#$#+S!<}?*c((!x zk@siWM_Om5kgxGK`Pi;Y+gqwWU$30@uoESeeBQmnrExCSH}JPso^YD=FJQEtf8Od5 zAmQ8;xglda@WX}Dibv?`LeF4zs*L?S}lGYaEcj!=|oqN;T^&Tr1otNC>Gczm!}#^vE)c67jz za9I@~0PB+#BcaZVBG!oAwW3la71lza%S2BW`W2mRNSV+0>zv>$t723zU(qsHX|n<# zKV5?U!GfHXnU@+#+oqFC(=~+Ivdo0AP-D8%M^7SqEM=t@C4~^wJ6*~=15Jo{kf;Mjh3ZDv<@pn z#r-W_jcG*!O}Yc#lG?%P4Z_-`KAKPyubySBZ563?sKdHv+&vazU6#Esp^vI*sdotN zOpex2-DAYj_mw+y*4ylL0P8W5CTVIrVA37=qgmIxxP=YDTM5jgt$K zKPDZr?Zs=(uWO-Q-skp`7=Do5tT&ONwTpu;ASg4sqFWL?nS1I`1PA_h#=?w!3FXG2 zPB&pu-ifg{LN381$j&Y}MbHVfKR}XKqLqNX7nEs^<|Tsl9_%}JyV|Xn!w-8$jy;a2 zT$Z8X1ZN{Ug6wQkiH_o))nU_SqiV3C&JZ`q5bKl;x%Lo^aBW_;Ib-Mbfx|E}E|lXy z89rI=N7Ic^oc8VE{%fZx949`6H65FfPeA!kV??`9$Vesiba}K2tTa6iNITpl6?@&g zX>Eo84&`OemSY8Rl+>`{DHI7<$4HT8h-!mVK;&HSJe|}Cs)9t*sXE%RN==0eJ#C$Z zfiN60h`y!NB&in|zl32hfZ7?UWRp1_5ty{rdLv>2<1#y=A(Kk7)^&GE0SSqXgn*&# zRf%r#6PoTX!y;je!RG{JBh;fP_ab8zKynCM*)*=bBo0djr6YPKx7m==Qkk8m0C-M6 z+5FW{-Oy5SazjF|g99ptV5S|Qewr}c!d_2|f&#+=_@>_ih4mB_xu1Og5us6ho?s8a z^PtwSmz~~lPb>k3d&2D&v~*PM;$FdBUN`xi?Jv^l$!vC33Ol|@VUZ|dL8JIZ(hN(h z^FqBS){f{Mona`Vf(CyfIb1f;wRax6iDv+27H-L?dZClP^41ZzDwv)e7>rFz09Ugw zY8(4~aYX#&IiU0&=$>+7C~7bJNK1C4+1IzV14qz%h)kGWP3KibG1`P22GXJ94+D=O3sV_7@?u#>Hl#c6qKSQhXDmd<957pHfG=`X$=caa(DHbq!&9kjhWB*Qdlg%H9D$u0O<^~Nm&~C|_Rw*~?`eu= z`q1q{R?}Gw^{U`8ku8dpPorc=?GoyrkEo}4gC$9{T1bkm_hj;BP|GyEu_ z*1lb7mQw93Oo=3>J%&i#5Vr`Lq;Ji1B@GkO?>Hq6p}QNnr~^*k4<)n_tCMBwaIuZO zuyBvb^vQd_cLW7dF4fB(%#E-TOn;qVxKWZKjtgyNxByQ;u)kK8l)65n#AthL;3UVh z?xqJW0D!gH#L&1D@2U2r3zX{69fOAg_J*>vlN&Av8*Fzhc}B9$YsL(PH=64AGJ|{6 zsS~}S0e@SOc=W`y#G8D<8}BxQ8HcIC^GI)p_%ulzPlIFqy^N%mWw@fiE`03R0xHJT zj<$37Do>z#5BONXx$ZnK^zE=?Rppq2#AFp6D{oo?7T#MB-O6(SA#mILeojTxDu)5h+NQX|d(i)kV@Z z9qj`Kb@Iu<)N*HdddJ(UKEbRlz<6rl?wh49Va-mcF~)(`z%JxpGo)K}FmKPW?7ZmM zDU>1=?j$GkX7~_HJg{pD@~Cfl$qEe>UQr1&D;b4AjRpL{+8K7zR5!1s2++#Hg305K z*^VLrR|lFdkV}pQGh$f|LM$P_MZ<)ZFE5^*t1L|G+}b3f4OU(n4x4q?6xW*}W}j2z zg$0c_8em-70=;Y`7K#^zXU<+|8mMO_ict`#3SV4^0-gx<14Q3}zw0>3;Pz`@cw9w^TE!GW9XS6UD2wk2$?AmP={{5 z}~9;2ThyYuuRRS-g5Dy zs)9|1o>ZL1*KUt0cyG#X&!}<1v3M}<7c(Q5j`FO49AEUY^Dn}zw>CaM6s*Tw&Pmur zpO4*GUhTv`>F^|LfH}`YgKkr?1CR<)C>~r2A|*YIE3Xl#GJ}kwVkBTwI9K`OE~7)} zk4&L5<$4nc{HX83QPyICyP8YTE*|?PlwM(zk?aI`>Y(W{nZyM(n?%@NWHz(_kw2PB zj)6P4U1x6iuF6far01N?E>c72fbK5DII$Vv7)o=$*zXgUgiCM>=M$=7uDiVJRy5&r z8de<&fh!#ux+T_x(Y0(v>6Nx(zDOY`pc#yWV|9Uri$-UFjk>IHv529yh1L{16My@0 zFLBEu>-(Gx!a7P?#hhZ(eq!>#i3-1Scz7ed<q*|{=c+<;(*r6M288nXCJA|@U zqcnTsWy|6$Xwrm|T~iQ?;?%}saBI&HbI9zgO}BRuh%DN}HehiIO7Jk&H2Q|Dm&H%_ zOEWhXLQk&O@jVKs5#na9W*i%DwfCwJq2U1EB}N!hh1f=dBVdI}S#-N$Jd!{nhxXUw z%V#IjPiA+YqZ^=H*@E>JWb|qkJ$qCgqOK+^022>33|K3``f`!sYD4EE>T$2eru?0_ z^Ukii-yF;g2hax6O z-H-h-4;EeE1|H(L6;vkOA4>r4w)?p{trHXEMRn9;7c&g110+DR>c$MAc*PypBt~d) zu?Q-YfTp;XBKGa05we-7)1(?=h+@X~ka$spJ=|;tBs`uc*9!9meaE!Mj4aQcxYt>v zyE_JGeOOumi!@Z0rOguYNChmqc<*#+g(j<^N1=<7n(Yi-cx zvRi_~nOe|8=OB?gtn#(yb!4g%aV#ZodR=k(g}q!2^oGX7P@(HAP&~o5PSA(6#n5;+ z+`R!5?@e$#q5s&il`Ai)NOUG>C$~%xDbZ8E&M>mO#}#TXlnN5SM`HwZLbq$L zOA3clI_~jY26wrH=*_3&=W!4C{?kg+^4^NhY_OmPv>9BXRalAS zG(a+VIEhUlxe?ZjCF^4$tjKCb8l*K@=RGJ?`aP~tHFQ{pHnZZ`(dYB}YL2I_&`qE0y&f(r~}jOR(2)!khG9l zGAeqYp#7>1w>kv==JAr(>B0;bOC^*Ls>s?@4gl94p(iqhvH)wmAPUkJ2b5pJoDG+l zpjx!DP6cZRqRZ~A0RXFlk0+T;f01=5?1_}p&7{ldhPUr{mJunbcMZK%i#c{$QwffP zGLo61H?g2b8}}dgZ6uXyu@{qSB>fa>7l4*F_DJrxQbu}nhGVPmMdKXv{oI?LLI&A2 zgNQb^lt>Iq6)C9Ls|341&56EaX3|cS!Q&*`^6Xv##-$=-=-H5PArcwtsUWi7?DdJC zb}>W@R`Tp2eLCb6m~<&P{@5RD#RAuO#c~3aV_4Gh;TNw9?Dk$^G zPM%`J7QK~#*5XOhP z<$)v6#to_Pc^M)w%hjzc_!;d$ z1cJyCm15!TdI^*_Ko7MVd7nw2QFV2DPM_tnBT<%JBt0O3Z-&+$zF9V#d@*8~ zaj2P=Y5~2V&j8777Gu#$0yWwUK{T`!cfH?w-?f)M-vSAb18Uw(=xSgbXkfFl6zn!O z&DGQNSW|r5Onu_&{(a3rUbrhB@F}{RHb+$k)e{BW#1D8f3PQbhC6(_^mXr@;cl27<=W1s zUKKTynB_Pm(dUYwlk3Fi@o{|XBffrK0r1iM^)&z|`*P9gN~~B-_vnhj$NVYj3bQEj z;^XFkH7$5yJiXc3NX?efi5MtL6eF+HVmd7I z&0@RWf&(nF>}5{Hxn#^}1YwJ#gh~yf3Ob&lqHO4velBt5dN&ZK0B%+*c^8rpO)x86fLaFkSy8Kl zL)wdS*n4KeeKq5-v!8=I)JlOIaCU_ox1v@PQL1EQ0yUp^>hZWX=_1_wKng_}wKwkA zn?|{`Z~yH+iJ_p?&1SEQHNDBGC;>uFkpjl3z>R-s&!I9ELJiK9nXU$+;>exfn`Q2!px3V||F|~yReoJJb2$}% z-wNEb3BMuYqsi@);VUZqDVcF7RM_NoD8=XV`7i%b>P%Re5eWPLF?FVYqx8++mSL*H zp-kHMk0y*)g8atCZ-3mr{O9BIKY`xBuitL*U%sGU ze*aUeA7B3FrEmZG^}g~BILf|#>R0{f*ZD7IAuaxL8eZQ`FW`+JQh%I-Un@}kc;a79 znD@IMj{=AM4Fi*+^lP)!V2Y}=`EL8h42O)=x7ULr zzx&2DeqpyBU(jPk2wljUmD=I=l}U*SZse7UtyR25&6^azVrTI{qDP;Cg1!1_uFs8 z$iH&k&*O^zeC=7)hSPUHcYn;opRfDNZ(j8CZ+Ia{fLoTAbMfE)xA+?*_%S(dr~J>p z^X(NM%4UDzT)#c@N3(w{LlFOf@;$KIG&7Jf>4ShQEm$URNFD<;Qe&9P-D1{^1Myrysuj z^!gBb`=t=1|9Qk;p5|zW{ptHZfRP>^^j!_Q_y@HhiGM%~?jO*CRKQdv;h{|U8N2i0 zV&im368@cldb@yt{*sB{e*%8|42}S?!m4|P2jZi@z)JjwFLk(@)7Lk^zi(q99fo!| z&%+@mnH_NP%TB-ljke>#F8=uE!+vc4r*HVi`;}Me7i*Z)-++gI`qD;K9`9ccC;WQ+ zuN!^74bJuT_wT=69zc#P`5UABdWIncoN$^8;C*}E)?cFk>wo=k|9dk3y6G>j{jC$0!*&QKhF`|1?SA7t05QX8{O;#-{Ql?uzW?%{Kgq;jAzRUqhUIVe zc;wBmR{0)4@lTfiw{`RN_@DUPuPytnT<4GI_!DLLJo+DuM(qDdWyU6~zaBXypvg~V z;kQ-VIDy%!|NQAuGybAl{GWdE&OiR~3jrdIr4X7We~y7;s{Z%|{{zDkEQ{jwx1S(? zKpC2#NtXTQli#C%z)6e%wfdKDKf(ThASi~@4F2sW$R8M*!blP!Kg00rCx7~RLjEcq z*~1*aKsHE^BvBvWwEa85>2p3nbr=rQU*I=*1H~t|MZi+|Lgzq zpZ<^?0<_at^6>pXnuzfKA&KZWBy#^AIoz*z1AYRKU-n;0=#syX(5?T2By8{`o3JFt)z-UAOb7{1k>!wgaR`rAm-oD#;R$cE-pmeRbd|;ZC_u{S0nykl4XB zFu0q2J-r{onY+2f?@`PTb>~e@eM><>w7t?)p+5pW<=%v+*ga$eFkG z>z5w6`1MBa>HaBr#EIs$u{rsHB-&&NA5F0`Sz>(N0u+ zJl(D9*DqqY^7H2MH@*DS$ESz)p+?~?tVEm^cZt|X)TyU>$d(3qy`IW(YkyWw+Hfr! zOVsiEM}xDnEX9-P$~G>4CJ7 zJF^~7192obQp5WYaz2D*SFZhPh_5oBr+ak$DrkH!KSf5r1`7CBiuu44`s!>B1m$QBXJzOQ{ zai!*RV>fnsY1(0d>$#dwpPu|EX<$b&!;}3yD74&TOMR-*PuWlj_|)XW+0tDuM?9Rb zu%9P(1-wK>hOx{NT9FHUJwqha(2E}HaquR5^}LtyF;E7?fD1e~$>ipv@yb#+qxQLL zhlJ_rDn-_H8&_!$*NkcsF(Ok$@Au+3lX1qC?k(ySY(DDH)tGg{VRXK)hlku>_D2)m zYiGtFM?JeEbBGt}ca=8$e-}a>QU7;D^xugJ|L;f3QWVDpd)4pFL(LqcAvk#4pNBf< z>v40_5g-*-yO=v&anmjjeaLQ@p7DFc?z@Yrbq0~|iu;sS=j>;V&L^BSkTNu+WM?nP z%Qd$We%%D6iqe(){0^V9tC}%;B*AfWYqxO|ahX(*JGq>8cT+kckpWtEuS@Z@^{Za{ z;fY1A!``iOCh(EQ%%XmfaKnnn-f7F5z8&6eU(Q<{-6(q!4bw^_sGCdvQ`B2zRV`Tj z)by5QG35(O{Spiy)}!2b_$-h3oK5fyFG<zKpvw%539ae4( zKBC*N(Xv|~pHjN|(N)&NK@*VSC@4`S<~%6y5*k+VI3*zbB?{yP`Dhl1hRO#i9JVX9 zbnByAD5s6S`BvWqvSu6M*ZeM|mU3*YjJA8d;hjL^F`iAh)qe5;zD@A!Hlba4Sgv?s~4S82vIJA9D?nM1~%9Wp-fh%BS|adMd3$W>uR_ zyce(j;@*LW04t=`-Tdm;oQy@gNj8`{bY}!(5m>HkspD=h1F)&%@wvko#Zb{6FIjcw zdJ~_Sm;jLMc_{tvhb;1WdRIZIR=Qz{0io&VwM)a7@i}_wH0DzV@9|2_`mFEix|B;# zL%5b)Pva3;Co_qk2|sM;er#Ht#TRAi(NYE$sG(@?_wl7453JoKBO0R~+E9oFHjGFq zwKj_Gl;v_h7`MbdI(K}eRU-$MM&lE{d^DGWDUV2hcb00BFS<@j#thN`bMO1S38YXS zIpK_y3Tizg$aKzer#cIIw;T8lHLU-z`9qpBmqjpd!#SiOx}2(UQE0uwmN&4WdQyW# zc_y+Oc!3crvLcHiBFWo9sW0bB!4%XpLhR@wI0?1ji;md7r89EA)eWTD924mc3eSF6BZzDf`s} zZ-#GtXMZM5GmloO_c|RjFJAp9M)Agr0zCy^+tLH_2b0Uq@bI zx#LcCfK|q)obJk&O~~Iq#m~9ZHiz9?Vdc4mP0bBl*{!4Q&X(BNC}~+yk4fwf5d>w7 zmvkXlZa8Mu8<)BVM5~<0KImODpEgz==at%=gq|s34>zGZXDThhv)7TAyW-#I;Fe8sSRJZ25w8F?k*_!GLiCTSnys0|zKotEcve3-qO)-a}}D zrsU49&U8p6#*~6iRnQ;HD`ziCKIPO&kzB6**d!4dBDQ+p6mp*BTbkk*yrwIqDgqvP z29+Ak3eD0DeG$^^qfy-5A9+nY{OvBWrA@DMIa~7u@ZM8d!=+`-4oBzoGXu`Do7(0c z3lrN<&Qfx~jl;}b@SL82Habaz!hreS z9+iiA`x&!wYBx-~tApb?$suE9m zfwU|`4Xf+rDC;C{4|cxb%L2~iw1g5Ek~@(GvG96)3flVzcJ(7Zilj7GnRy4E;*uV5 zL{VZEzK9gADRdrkX<}Hq)$dN6&c)*sOSm9YrJB;rk4C7sb-B*W>ja=g<4Rn;U;cww z^!X&wlX$so4ipRuMCn4ocxN4Fu+Jl}l3kgUISgblFY=YlJzkf2mQ7rduC-%XZ&J;~ z3bC~^(B`3_{<;;KaBF7o)|{TBwZVEVcDLwwO=+Hf7BU#aD35}cvj)!MlkC;TiFcsj zyYtcXm1Df#SMH%D(r$qGdW~I~SW2@&!OLPHOvx5*+{X8WHi7<5KXZuCaGu%qc6hal zcN(F$N2o)4@zL<~YXk|hKPu~&36I=zidRiHpqDCqlIZr#qXPO zNZg%y+&`sf;MNF65pNR2DYRHMd2Rvb?^$dodCGwBZgOTe{XW;snshN}8bf_$6gF$J zf^M3kKd7PzW%wpB5K-fo9^@^F(mEHvXJxB+;Bx6suT5|8ARfk{CXiQ*6 z5fFl9nV2pFdb^iHb|2$c^?5y>tw20>28S0e$O|=^s<_)b{LRR3xLA&sm28=-%PtC6 zCaNMNpfiqVHZbGkM{iPl@XO=`b)t5jXS81yXr5QSJ2uI%xC~(9dX4~UR=ja#3wdc#arYM7=rc*oAU0RJ3k+&gwNprM}zTFh6+-Rq38?W zx*^TxC2+UZ)q*Gqnp=Sn@T2i1k|M_F?cADjL*cKym=bv2T$8(y=z zGU>N=$d z+%oY*lwmM{KkSfQh0$a3P1h6PHM4ZA%6`Rc#NX~7zo$#VI3bS(be)Gj6$RBuBP`?P zc^AvmL_!QeOJ+d@1A$REKVt**2s~jvIW+@fDs*sET~bkH;xz+t@?6c$&=o8~@qt~0 zdMc>_tLt-(ZBd1m7YkTH9@=&Yj7|xaVIP_ z5oAXTD#P_4RLYx7wfP?36EvL;X{R?9W!aQqIKDjbg+;XPf-k4-fpPm20E3*Ltij$W zt*_r9_1<{_Q!HO%#>I~%dcbKbR8b7yyo^ELbOys2n+-cPE7`841A^=h7-IvmW~5+G+V&nxfA4SU=5Awq{M1^6x-7Y*g~(4(es`_2eUcB}w|2!YX| zJ4GjOUQ>HOuCeXFr3s5<2kQD6F!gOqK{H>E^m9+65ebhO7Vo3MsoaRNvmz(sG>NOT zMW8YY1NZ7XjI=>kq)=0dc6@(clJj#7KN|f+<1ISt&_oIBGPnZBmZ&=PMPL3^_!LxdNQH@RkIb5!87`*{grA+g! z8=g3OrpD|G7nylf!!fMSZy>}+BL+;&0TP)?CxKq!oMHDI}$XQ{Im^!jh z5)3KuG`to2f(mS%!M2Z|^*jf8w9PmrvGytQGJWu>E?gLU zkW#zgJMR-TgL!ktLe`ordXjrlQ9TA6Ln+wVu8`uW+Doi)m~O%;Wf)4gyix-AHrE;Q zu9FneNPw1f60T94+7?j`oc5Sl*i?mCUt>9Gpe99ACXR9~3K!K-=DF{u*Q|g_xyf@@ zs)5t&nHQ4eGIJ5|B2Fa*ofcP7z#%HDKz71Nw3OFx1ch2{;}+PQDtHf)9UrXs z+R7~nhl^n?^X+oO_ol!jib!MNy$F0iacXNicb>S(SQ`VdI!Dt@nwTilf^FVtPpCNq z=UPRfuc72tA+sa^DcY(Drnx~xz!C|&V2-;4G(b=sZx*X!VcP59a5k*n!mw8Xcb`7i zWa-Q*dbC{(?s>v@2rk6{vX*+!bGYx`{M%g6jYgXca7&_b#Ei6%sj)K3>_yZEi5~Dm zKq0SSMqNl(vNWMGVbYlsFk`pF-EF7d?{HaqI4tCqsE~*J$WjOJxBH2{g1oaPkwu25 zOEe>(Zl%w2W^HK#A+FXt1Rn1<69*-5ZQwd?ou~PDSUnL5CRA&bbR5H>be;#XkgRx? zR&PPrp|)bC6diBd6YJYB;L0WoLu9wwyu6028k}y8#ou*1#tS_Ux!d!Km%^DjH9HwX z%*#7A28LNn%Bv2aXuINHFa%*@oQ$Cd_0+`*cO)UnQ-ecvhAuba@m>*H0vX~}E}hhO zCnO1@C7JA?NA?_e2$&YO-F}Ib1d3q$81^kA<;!MU{~oPsIC;V^`MAa-*or1vdrbSK{$$7 z{i^ddBtu)i-GqE16-z*cl&e3g!VQpSOU~Nb3lg|F2WG+0*&}|Xs`)OptL6yBK?y0y$xTi$(3Tu&pKIQ~l?-oU^fbYC$ zo&;=A7QE!tEde85`syOH5jn{hC-r@jc{0!NMK4r2lQZ2w*=&UVsM341E=>cK**9u3*7bEJk! zK~Y}8km9ISqDI;*`2`b28dSRjX3ud|>t|AJSdxNZ5Q>lLJOf+WV;b2?R3JHqtEcST z&`*dTXZGPnK15GAtiSidWUHvTgmzLMyca@8%wC5i2?dw9ks3|!vl@?s&Z7*RIDrz%6v`tr^rD?gNIX@g(xr21 zq}NLq?H*n3VU2aG(g}MR5G_=0pIJ;1R4#pM_5$nm%6YMbEPXUA2wBb%Y*4o+P;l~3 z=7i~5M1$nIR7v7ZP5)w*zLNkaL+OZ;fWHEEI@at%=kA4@$6hIJ1g=VtV`G4lsjL}i znTX!D*)OSO7_RJOp3>Tc5CoqLHX7RIlt;I8R(F65OJ3GX&f^izl*D+yGiGi$At-7< zos}&G`9^6JH@hs0s~-5Av@~La@;U@^QO2k}eC*kmp7&nicqA|}s}CZc49j2;ebJ1U zoaLWmOzHQJrt5<%Gd;H2ZY$Ty67;fJsOUd$^;YLQf;u_P6Rt1|j727>EI+qbRiiJ| zZ1o2q>kQtMVfdO5;>-vijiXQR;XyEId0FrH)nPZ>CHVTHdX{E$SfJXEibLA%@;09# z46ytuX{$}la?J+CiP9T%i<^2FYa0bDTBz=)1myjkMyo+?uKeObw$Ef^oXaRFWa*Qh zdgGc2p&;g~!ZQ*KZ_tRscm0xhm+s->4082ZHGLo0o6TB)dMtqr4oy+IR=qjjnKwfo zC~ETgjU>iU2A_-;<|$5&v`=G5QuU_tF(OhkblD;Z)UUGZL?6vl#D+w^;f3rLqYX$f zYZW{xe&%k9(WbXn@IHQpA>BCPxNPw`l-VNHZuET{@K^D2VUQ(#cwU?qaHR9~e7@>_ zVo4-gfugh0CDQcd*&L8t4^s5=92$tJ^4{Gk0Hup6EQ#O=#_+vDMNeH*xEWy6TNd}Y zgMrgftUg}c^JUh8y*;eAQ!B_2Q6i!A_@j9b3Y!dX=X@4}$bS2X#+`tJc8h1tPL#(1RL_FQ?D={i9%)33i$Taah z4;)R658p!f4780RxlTVCmo2Wh$UNAU-U6foN;Fzzebsq9=+81&H}X zq)ax{!Xi+SiLyE=n9r7OtGX!XV|#`s%kXH2KrvmZG(*O;%F~3ECkX5^=ISHzI@8tK z!OMQ7N!)%$iZ0_pG3oi^GhX;<&f|qrp*p(Qt?Wxintp$Wfnk1%iX6&@|W{ zcgg5`&-Ny^J^70@urMa4m-kHbl>$*)h+&x&j{&t3&5Hmzi^40)B5(-53^ogW=0r<>Rj#Ed4?}#hZyKKT&m~un8X4owR7rKWD?GlcU&U(Y6*-97 z0)3_OpCCYoJJNv#y8g$LSW@X0z(BPvT?>`o1wwByelu94A&r-gf`#3STYr9q zk6y=|eWB00J{f-UfQ7y#Ni;wmP_;EOwN)7%NGQZ${Q@^PRAnESaYE8kgwMmEijy^h zDx4a^p=A8hI%L#FEjev4Yi!-}+9IcZ9H%?-X+i|{23-M_yJ zT?4A4lPp@kLqOB$>-lL{LJQMv;tH8EdlOuIvKyuINTeX;EY<+_s!cI@Sj(c-g@e)i z_4$(P;p+58zp=M)vUN&SE+ApomLQR~cY6Th;=#P_^Tczs3 zc&fbK-!feGOOz&8yMu$+9;O@1!E>(|ZJ9*rIfx8hhCtOxu$d>ak>HOY{4i1Ypr<$H#guEqHg^gItjD@IipoMUC6Fn=Lkia9eAPQeLGF`>HWn!6 zdo5VJd46m@=?(0ov=oF)KAPkEmATt*PXZKZv=Vx_9^7(hH_p15cO@XVs-V&6OGmtA zA%B9wX^{tPJ71*+`9vkY(B%}*~)j)fUbOJ2KHKyt7sq{)hDNh!L1&Z=z#`}au=WWMy6ul|0M=hwwrc;lVBKg_K3)H!B0Dr`#aki>? zc4Nf&y=v+%-mXsf>ZevDq+Lyd*4q-x*4^W5a%>f`#oBTF!~wq1m!Mg9r~?dr7h}~; zL&u{E#38Ad@EnbEs`6_oI9OzOZ`OL0*L=Q}ln>k36oC|sI=*T{U1OsbmOsp=RCjfU(*{%*C-_+h?#@~R46oEB>hki|L2j>u zIOVC`-Ntg5GK|JhCwr`_Dd|EZEAP6d>NOg+m5tgcLf!}=@4b|lZb%~&U(REMtqQ(z zJKyQj#?Hq^JJFjNE!=|J(KA`Co)Q9zoGu4tz?vv=VvnU5?d<@n+!SX)M4EBvI3(Fw zR`F5*k;Q<+cXI_2Dag*IKFrCgz%J5H@Z$YL*rOOpnSO$ zC-;mjr|pSmaHqC|+>>|pd<8U3ZGaWvdZghd5o(4q8UT6uBJpoGOT!TF3wDc8OsM46 zL0M`VxpCfZI9)k0wv&cZ2ePl$j>OP?6qOzP(L|1fW4(!ati*&oKdX+Iq*-{o_2c|V z-qPtLY0imWc^IIX$5N4WhtWX-;I{EQO+N?H*n9dCowMWKpeIGw!GU0OtQ^3v=T{pc zxm^`LMn?;5R_whoDnKqk${O9y01d4iovvXYzJ^wjuQtIaM?A%MkpQ)fMhI{ta4NnM z&kdfI#F8D&ANC4=IbLEz8K10_qFqR&+Rt)s3C^SN(TT^?CK$MFGM0Pbjbqj2z(c~W zRJuSaYm5Y=Wbr5!SC(;Qj3r?vm9JWAn0MB7;7t?s%19nVC|0Hm)hj5n#Nq`?pD8a| zCE-*MSue6jSmMTF3nt@MkHF%|mcKI8LNEC9gC$twYO~S>25EPVP*}baj9?S;v+{sBHAE8;XbrX}5U4=w0G_@*_PIALyR6!*x-#3W2W4mSA2!1AwbmyHeBr7p zLqhPiA0WYL6^7$Oh5D4W3U=^*8L}nRs0(ozhxE-fh*gr*D6caWKp#J0iYe?YkJU3{ zA^DhQkYMl^iuUTcLQ|_x0lM9j6xE>wNlif%f^0btxRzOzVxJAgAXpE;dmvYdPHk{E=xUIP6Nz$}L|`m+^1Rs-Ma0PLMZm?0&g zsjY9t7m&P&=IdkZi;s*!P8IH)+ryUJn@^~lQHVM#JJmc?j89lr#7|$Ovc1UpJY`4V zfT|JiohKQJ;#YXhl?YTpbSMy<(nmy7yJa@ldtQn8(Nl{QI-U>Dkt_oA7hovs&sD3Q z#~wj*DqbjXAAxliuUHxA79(Ev^SO+p^jWL;fvL)Z_Hm3I`yd801v_B`Z^Z_~m`YhE zy*yO{-r>RVro*((`~m-3bCy@$b!sv=*WgI60!g2WyNX_xdK|}v8uDwQ>mae~g!ZGE z(G7rGe!ikR8T;gi{zVBOt%OzxsOWv5vwEkC<|;iXEz<0jy0c@@)*DOFXn}pI9ORT)CMg#q~a2i+Hv3zy5P&B*W)eteZT{-88+uAOrhv*7*WYtZdAeqIZUvq zqsaT)z1|2q+X($C=-u@S>QKJk3!Y-mmdJ4E{2iw#mp;Iq7W6x1?`Q@Adry;6Ds%4) z=VwBYG?#~f_?Bw>fNf1~+@rs@sBa*+fb9u51IVABC7QoFWJ7TSgTUEYl);6T)EV3nf|^HTRp{$9ET^pdrA?3oR2E~b z>P5`dmuDgt=hE!={G-QkH!I8X(1Ha7JM3o>H_N4zN))@b~z>UqEJt7^u(Z zoo<=3lDCE2L%{5w_c{)mBJpuldPL;^48BMB3$msj_K-ImKWiS1;95ISk>iv7%;ukWI-dHgGd8-7_<=6q4V8Hi3wEVuw`~@@RV1N(%+PsFDUCxV(7if)vgg9r zU+Q7H->;rR6d>Cm?(#GO8JbZPd1EbCzU;Y4m9)YEK;+kjhMZ#ZDJST z0ha=Ld9)xO!lSvBLQxm|4@>dA#S3ryndRGI`UL^!=Qeo_h}Md3XE3%xlnpABHSE z9MXd2>-(_Y(v!7fCaM9~pWnT< z{_@r3S%)QS8owp+*q4QjC7ii@hty9FBulN#GBe)@X{$?pyV)JMWj2KC@b$qdEI+%L(ee`KaQ zo0)1vQ;#$Tl>rL>GhhdV!}+)8|9Od*$9)kN;AO#O2*h>ABFa1Q^K*Q$)l6A{mV2MP zN!DRAJV@th`81QnnHBJ47vTDAcM&PgC)g-eih9kT^MwoL9;KEZ8T~=_W|ZnZqj{$; z*bj1)9?JtYqKJwmL&TaJXhf=Dnq)r`!1XA#lxc~5#QDgIG-BkyKV~C^obqV(ys$AJ zIL|RYm80n^&(8UnYt5NymK!5se=zm|3W=JI+IQUi8D2Z;%%8`CeDtzx-Kf#lmO2D# zDwnzFB6yWY)S@~Efr-9L$Y^dPyfM_T_$8ya3#Cn^jd=T6Tdf3~MeQpB&9pQ3`)Fca zc91k1SZ1dj(S~`2a0&c#4fT^QaU=?vsGDKTRrh6gvY4F8%sQNL$k9TREo z@3Uls+fZBj2DKz|yf(^XZEpAgCp9`*hSqN%({O07`#ux1sp?JlbYt&dHs2wqE4^_Q zjZi#~Qa0Z5Uxt{AmNp8t>9V)vm~WXu-&;tN;$0b!XzcOQ zWp`QK?vaMt+kIl6GX+Q<%^#}hlh?Ru11%C1^v#D9%FNzd?z=J2%v{eUf$rar081{K zDs=h?21KqcaLxk>9usdgU~G7}P9Wb_wqeqgNNZ?D-!y6B!3eohAR-@T#YIF$iUnos z!jIo7_fVR%n#h@DC%E(;^~pNFr~%d^f4Kp;ejr#0I`Sy9_JInidYPi^Y>U*pKKmF` zcQ(OYMd0d#xJs!4-g$5t>usU5J512PObi?m>RU%g`T)Kj6-lKCD7dvOiWO!XRaAi! zoKcToEtnWw2xlmG8EV(Sl@`CT*W+1T<%q3dl6u%Wx|t|?RUwW9s2cCs+9y)zY<0z^ z&xuJz+f2GN*f8MUKQeEF3$zfk8maWmRFE~7M}Dv0_A4zS_tea5>mFqYKTa@j-cESo zTel<=9zaTX&X;2HXrn(=^n%E953UJgpS+xvUZpuVm?T3(a00Ge1BNGp4rao=fnuEp zP^WJe;28n%Y_J;TffE#01;FB30wPAvhy>UaXcEJc4MTgdrIAkxgPHV^<@uYY+mU8x zAh*lq^FU!AsKLBBTR1y{{M1q0h{@d|~aB9~S><${Vn=D`O0!JOi`?=6;ED{Fz|1 zh^Z`P=MWLG8dMVq)8m{QO@(2d4bYf|AOe0yde%^-;>u@oq=1fsfum&7DT~s4z~Om) zfk{Yp_Fz9vfvJfga)Ml~_AB!y`Z9oB%&+?n5%z=c^Ef9$3js-HM!`i#^ra9RP+Tar zyJc=7%c+u3uUBEws^x(kb1`HNN2TwoW!-5{m~`HaViA21#Dp|B^eIhDVXO55qoqR4 z=J)~gRsvtHht`=z=l9%EV*UnLBf~Yh0GC+3Mp1CWmuz$dMF$*q)&P}^x1F-a2Rqs2 zZ7eKv^dw1KD8P^t23kUfmdjWmhk_rU!wXy*PLo}so;+r$c|kvEf(9889Xp+Frcr{b zNjGb6nA5{wTRM6K?kaZ*RE?cjup#&Cy?;6xD%jZ!nhrYT5M}++N7>&mR9~U3SO1kA z3%+6}UgW>hKphuVbU}ev|-X(bNWeW=Y_zJrW5niy7!PP-hc)^wvrXT8Nnn2ZfI|4xky_IXU-%)D; zHfHzqR0i?MJqPE_J6!pBov%S4ja6CAz-=&?B>#?LdyqB*J9JRKmriB>3=Y)4$D#zT zdK%2y^QZ{5GCJpuF#Np+ni|=Hsx*)!mLe)!y^KO^4s(S!5$w%(;Pz!^O&X$1LIo=8 zc*FA&17tKjA|uY|&VWx|s3GjvBT6?&h5-UT4>c`5fej6#_z^+%6>|mj32&L|3x~%0 zhA$|wfS1AVV~JKQF{Gj)33&JA^9LwPTIPn2eg_MZgGqR??`>WB1J5vbqUYjj>7+0Y z&p%N&-!VY5!PtPDU#Ph475Bi z*Y598bD;rRkbWxOiK4oX--_X2?yf90XzXSWHydEUfGSI81V||D_Ysvc&S0EuupPb2 zh8gI^{O-Iz!>sO@J2H&O+X}x#NC&?c{uaHFX@N4e+6qlEQ1u7_ss(G* z2xRe_kP|N1IK+kqgJHr>5iRYPU|UTh4mxO4%*B9; z1}3z7A8%8p7&Ry_^Sh}BtO6#v%YhotW1yrQM^?x!n;Ulk$Wo1hdy@&Y+opwXk4Qe2J z6#}J>@ETTwrdBWuX|HV^)UGs%cO&_GO0Wetji2Vvt8Z3`7m$BSpD#zGVs4KTjjIB2 zyJ`GaKSCq{jU>j>2ij!i%r0fIY?zuuM_95K(Bv{UmB`DjTiDGvoKzq1Y!+5P-w+CU zT?xbevRTWS{k9_yE3#e~bP(hFKnm5>3DvsV~;pYlt|4lg>K0p%XZ#cQbHEkNyH$Ez^Dl4i97q@Ob8k!$;-X zVU}$&a1#6ck>|6V0lDRfLgh&O#I=nZCLFms;PE=x3F%Bta{y;4%O}|IVEMuWjQjG4~mIHQ07I4uaBI^~S;KtlGHUMfUsnvKv^s{%5 zS=ni(*`q7_tykY!q}d%mK16Y8#Fv2w31AtyZ3AWt9g<*22ruxIf!X5r#wKf@~s-P=T{ zrU$MLs2^MvS#u;8^j3~{nb&JIf4|M?Uq%2(Zu#uG8 zzNDr@C05pmow9UFnPN_mT?n`&)_jkY6=! zPY8R(H$=Qz=kfy=p2;19f9)gK_#Js-ByNAlhs*DspaC|A3dQDUq^&j?grfh?nmFap zu%G|;^~9|PWT@JpfV>jy4fMea`rG(kehx_}{+85Pzvr-G|HgpXO@ug1+1vcBmsx>7 zEr7y(KyxgNSR#YeR2qwZv+gPLkGo(7{nwa0Y|Lha?Mc^6K3THIEvDc~N&CPUNwXd) z5Y|g}jel2E;jZ@yi|27w`^}VT$jRUJyLXWjBQyLiBh6i8qwcReK$Nbds zdZ2Or*1v6+Ep+VtevN$;-P4V%{P6A%!p#b}1J95Qx5RVUW4%-6#=AfUS5%APTlkZ{ zSa7#^I_|vtfz1vABGi$fmYM0*KZBC4+EYPKmcn=ZBThMRnvMABt6kkaq@pC%f7kCO z&*_1tcJIiO2j6g9!me&gh&>_w;PsTpM<^0)u-p_s$q%^~Vb6FfIn4mQSiL?; zYv{DeUpY&^VD$?$Qksn8HR|+0Wjg_G1D0RFt?wm^vyW3z0|yj<=#k^2cQ;xsw6Pt= z#j5CK?PyQ9-FFuRNb|811SqcBN?tv7qKpC3SbW_$kP;utt&=73{`F+maXSBtf0`+} z!p&vlmzzH$+`=3|(PvrEJ2(Oul@q@xWGtSuqw-L$!Ntds$yw<&sfdD?a7f#=oY;rE zjIbH^XOL^^gP;bNm>K-H@=)TV)`oCU@*L13(x2gfsUOV5;UKnIa%3H8La?D(cpeFF zCQQR^VI8Jf%XCozpX#1TPnV@~1n2+GjOPL2I`E4Xe9q+kUk8Ct5@vALr$KV0?Ig8B z##3IVWHG+brLI}9o>{*ypeBEYTO`@<5#Q}?co%c7dHKBGk#^^o%Yu{-`>i*g(2di( z8`})NMqnSO)a0#XzAI~rrowQMV?O0rd;n);bjUNH7rl#IP3jI%J>*8Y%M*ZyuAgN4 zp&~=JTojxoP_=Tsocz)E$E3Zxh&|~A;7SW0`K$jm-`^1yW#M*Z_lMyN^KkropCqwZpND zpv$qq5D*EsmJ@Fs1IJ$5Q<1)PJ>+jv>B>Ur0w_K-f1>=jP1Y%UqF<)PfgW7Q60o!4 z_v|`;HCxQ3xbiEvWx=!<{qe?t1a)BQ&BXyZCEBfL<7#VHP!y|*ag&ViYFB=y{E)Ao zgE@ZBEn_llS!AKQq-U2kg3$L+TI|e29FP26;V5VgJ%c)S#VPbV7=3ro*7csZMV0*< z1qIy<&u8#_O~0{uQE`}|N{d&(qWV>U(3+E=Z|t}ySf+0uw#>`KY(?atDzXP;-)2|N zEKegWpsp1tiPqt_ljJ}q10AAdmIse}Jzq<|a;eX-i|8X185&y;U{O4_8Z2t{+`0s6C zZ2!gaXcD$Miu?GyzTj+atbg9^@A;E>mD1mxF?VqYSoXQ7i-Lye9{R{3ABI)`o`63z zpoJX8zN@t2agGpXvyzC#8_R#@4G8-+;^sH^;?l3e%E_yEEPU#)22o0rDnFKI?r6#H z`=Ob_5x-n>wqIuw{=wgz_I;xvD@&aAXQ-r{Dv>%E&?w+Ke^bO{?H^Gs{W3Hdv}<)| zQ4*55r_rNhM34ICCgrETy42}!j>f$}CQ};<*j0^1HkdH$S234DhWHr}Dj^Ps`j*tn z`YQ2ZImmA~cIJZN1UVv)y7+pZzf6~9VMvPS1rBZ=Af~`=|4#I2Z-7akf42VbZUY|f zzi{;bxDA}`zc`-%ybWZ?f5RRAd)q%_`(Hl#a#Az%)CMNYL&?y)G2BZ%y_7 zd)0l5{|rM==Tkc0;7Sr96V9G3IFEX082FoSghKo_l@L(J-z*2F&`Uv%47p|y; zD2!U@pL^H<_IBOp=>kYhtOXKHp5oMfGi&B=zT@e|yl_scEdN6^hXpbm4ebBOzvVg~ zOW+|&{73@g)c+!qEGtWrJ%s;yB>qqK{?BsFRv_dz`9yV=c@g+*D%HP8%TC9QM11+b zb+<^=>JPEu#8@ynwHg?uuqFEqFwJu;!g)`B5mfSBA)emi!96Q+l$_xC6$r5vogz7# zSImizx1;{;oDMx*KIFQOsQww?Z_m|VzOC!(FOd7W{Ychi=3=l5$AAMO&bI}e7pI4#5WEkn z>9i$iLu+Xpj|aOiGxZULhx<3C0dZCKu&I=$l$bYgF_4w$!`Lp?X=FUx3 ze&4nT2YF!C&UgAd{@B(gFn(*~;et13$T zl=aCS)O&LWFTbk4@$j5+gC)0hQ%Y2SjiS)HXD``@G?CJdh5oX?pp_XgrfA&Jhm#RoTWFi@)6KP2in0elu)$*CM% z$?8{r;j}bw3Ma9d%D?~S6>7;*O#82|Fgm->2IW0-`ro5vc?!k!&!Cm3@4RAh=W5Pf z%B`fiOaCFj{2V2a#nL1n+)>%qV+dYfe&-Gjc+MpJdlCbY803>RUj^iz(EWW|MEP=G zuDUSe^Se8tdhv-7Z)rbsZ?1cEEjL$!zIyTcyVY^8yj#C&1NS?tmt_@VX2z zZ~s0+U^4K+eA?Nak5h1huiVbXvUBmr_^VD|3z422b-{-!{9c%qT!_b*<8>;@l#Vq2 z;h=x2ew>>+W3u^VacJO{DzHWRD45`@1tIVM#Hj5z6rMP6HVM z(zm{a7G&>Q0T6dzSI~Muw32H3H*z0JDAN5aGF-}ORZrp6^TEN~(irnB{M}>hr0*vW zkRZcG4BiAOAAa2(sN(rI@}2z^{U`p>t2chG&hFe?zHk3JbTYs1GrsNg8~Tn}Y>>rA z{KK(g&X+^>)U?0(^vk#BLkIC{l0>!rzd0vXd(TA8XjjfZT4TrfdHH+VY83trQNMsc z=6_&Ikh32R}y;kML{{YPU4kIvq5G6vhM0F!QvE-U2!D%2oU8M zmsm~i!}dt|fAK2@+u4|Zm6gjnF(@jI>&t6wpd{+*3!(%$U0OH$kZ+Ahq`};OCmC(5;VDzEXxpr^Ho#$Z$X~X9b{Q8L08jo zQ+do&!v4Cpmm-6(bS@zW^L-xyMI%o!T!Nwh+k5F8>GES)c7o(`je{c_rIkHUSTdhY zEQF`@_u@W}dWw&_{Y3afES|5lb5~v}4s`?Yulv08=|U7Bxhek3@yaqM`_&lia?>ku z&)Sl*!83ytWX$Ue+JSun6PVL7DNFwPQx+AIB2amr|ICe{ zT2uvG;_HmT5s)eJbl&Ax;(Q90U|@P1$|KF5x;D+@dOoscJQ&zVk6s1}zko?%q(+A! zN4B72kk?9XFoqpvlP{MdLz_Dr<>!tj?QLbMKB&VE-NAB?*j>Q)f{piVJZUAvpuN+g{qeF>0#RG z>%puMI;T)9o8Rr9!F_oLU8>S&o0<5PqWr%6I(mYFnV%UwXdC181w0fyy6o#PPm6V2 z5nRT&Npmh9^5;_0kWypn#^iqn8zc@kk$V37Q3B}0apI)8H?F;$k8dzvr)AB{O>4AG z9pz_#V-H|^*qd70&+gGyT0|%Q?2;eX{WQ{w#!Il_bae(S3Kj5?PW(n64F)S0nfr5@ z=u1sfFYP|R1a38^*@TH$T6rUV)@b?Z06259N0x~o3R#rX1)20O6zY4C!p>5M4|QEyt}>VanWPhD=f3gFIGZ1i@E$@*{$*#qR?nx-Xu%P_;r&WH z%$pA?jjbi)2`{o`UFt=1prPl9!wI+A{=9O;a0~)GkeIN08Q&;spMTl@&k*)|6?OX8 zu{URa_|LjruvyDd2#d1(4SlR=A>h@Zn6>x9CEVS5!;RN+FNTRIzi5pkUxiZ#8^5)N zVSqMrT64vYrZ8k4kpt9GCcon|*og>RQM567u@*0qm=Mgg)J+$MyRY_}x?DOpF>1_^ zJE5eR+<|gH@TAARj8-s;B`CHyoW+47ght2(P7*55X zS0m+xzvX&beK3n4L#jBbXU$UP7|#?sn7t$n;kouj9G_Z~qRJ`X_YfdfGf~eDJ;Z3! za{R37lYEylZ^4BNij)FracF-Aj13>;>jK`t7Lv2h`C?+TvOtZZUSM`chweR|aEcxo zOu&3(^5+QSrY@d9aZ?k#Z`|(>1zIT7 zc}xSDY;V0gof*mP4_=mM87$NneQjlig%{BQ47593i4=NA!hMBi-q;yK78a1bN?lyl z+V&=c*)QZHNt;%M@hwV5)_|y>@fTv6^5(-&dC+NbL! zs`Zy^1skTHQ8}7Xs0LG=8qxPt$w159_y<#ByQs6pAFg z-%;mWv|2|HB?&rgp0C}ha}z$emffxk_!kD`guO(rD{YQ@x81|TSH~0wk zXD+9MRjL@>35zxUzVQk&J7*Wx?SUX)1fA=H6Lc=% z9kZIo6L1=zq6od;a(=?bL1xen{dzCm-a0{1T3S%D zB+Nt5<`3G+M3*6BHRJbM&dS_9GMG#5;hFCu&Si4-+C<>js;=se(&}yg#mPUGp~-sm z(v#BJOEDHao0Q1v%%L#hY{o9Dr1$wW%I}6pM;3ihdTOtXy;bJ{dSKooLcRaYb+;qRxl4Ge^cu7%7a=kp*z>hcqs`FQiFm+j`NvseM}(_9a{ z!i-JLf@2zxwn_!?>SPFjmYR#97EjT$yQB>rHt>j2gMcs}coB-GS_V$w>_S%_JJ)cBFDOdjt!{=vrIi|b;C7mQ zi{>cEg@wz5PB7rom=gO;l``7g#R1P4^4_@85~!^B3?H%6q$P0k0Q-03#&CL*4f{@6 zgR;-2C><l25Tt?K?Ds) zFV(BW&rhs{uo0pFTAG{724itABqZ;wWVnvg-fvt$p1b1|rsR}W7Z$78>7H{nY1mv5Pt zveX$KrK$&X=e^^Yp&7^y9|b);c*hTmh-mUTnlX-0fHTVYQPI^61Nm|%_`4Gx+oCBc~5BBl(Ffm3fR{*ai$;Ir|$RU`)=fs3r9TbVw{yZ@2xHCfWgt zI`>w?acxp@<|G&zPZzZuj&$p+>+rV8*zz%dIF>RNxI$j|+IYvCnx)>`rwn)*+@Ob5 zO^*>@#zzUEhH`|tfYx`?0JzDN=0$EPn;|Ly-`rdB?i%RNhU0jF&pvS38dX1N%IKu6 z&VQ8^y*@-A?D@TAGs+%8qIHvp6fY6krXgdE3UB&B+yI#4s_a?_FR}ZSdj?G(xiuYk zlXrK6vdjiz`i)=vQ(2zU%0Lk!QKL37MG2jCvc~L#LRox|Ui2+J^IN*1WhZSTwiRM{ zc9~ycQj9GZ9Qqp^zD97iWt;2T9tsDd^rBk=393Z(Cz=e@mzI^MzaLyX;<)NuZbx@PXdA!T<83Q>r zVyiRT{H*fvp;BK}4NY0a-!%%7W8(2}Lv?x7K`n@n_x0?fioN9Bsi^F#T>g41DsZpy zsGB~od@&r|-_d}_gD0BWo51rj*2#uIUk`y+L`239Jk(9V^>;xxv_qH45=RSav@Sy$ z&PL`%@`2D!=U|$OaH6b-^J79Ij+&PEDEZxx8CR?A8D)|J>$ zK0_60)CV1-#e1wb`_7ue?tp;`QL+dSg+3tdj!o?bI(x@BZGBt4c0~I+zLTDXW$gFe zFpvY&5Gpee`d@8J=*n1f_ProQsItn(1=X{Ez7uLbmJb}Y(p8{r@L6zIa$6@{mq~wa zOg#Hf)CKd#v5D9f2#VJ7yRvM7)51_z2vN7}sR8o$xU&?sg>bu-C z;JuuWezr-1=}PpL{|x+LJ(T;{y~ly=Urju`lzEZDQ;x&_H-=%jKNFvnet8z{5~1Ua zQZx_zywc&)37z(7YvRioh+YF|d9d%jyGs784HUkUNKwChyp8&7C;@!oa)QKsKG)RA z*7VM-LDb)M*%Zq{U^$8t+)u}?(I>aJCtzoMRA)91$8wfZFIenY(jpY#{l0=1Al1L!#2 z4!=+t8-qzvGg{{^IKCTKLoVDzzn^v0ggT*<2g|O=ItNi^XfBy!R=geozhe0VL*H{S z{2A&s#(e;jawMW?o)$Plh7r16a`F}~PcwCrXlH04UyaL9LA!fDAM>^j+!W06n-i@^u2PCH0O)=^kSE}Bd8nM zfm3(e5mqX?y~nZbD5=E634$Xw7zs(U-`{{Qz}e(yzb=b)Zr*BB>AX+}0ci{jL)nh2 zW(^%C%Z^qfWI=1wN83csm(f3&TNOz7;%7uvelJC^c%D&Ujg+vmVF8XL=V3wKas)IjCotRp!-&?qJvk`_*&kIk$laz9A%`%)fy%5*4D2+0tTb5Jw_J=ZC!^Nd7d#QtKpzC2PyclJhbCDl6H7gf&Vr zu{_G}_d!GZ634Th%~LjrMAAB@_Yu8uc;!zE&3l|H6XPs_=xk9}PMER~`1bmK93QB` zT7LS{DYy5!NYgX)-cm%$Q3HlTskFIYeyRLSIFWG$=H-ym-VF1JiI?$_xwgP1qOMz z%jcTkAMQLERT@_I&p^3f;IB52qO5`D=J;MEVSMpX49xhrQW3%+U+%kg7J zOoxSY9Pt_K)Lqzw0M#k|0sWl#>V`3`>{T@V-p|m9`@se%ey3Yu3 zGJ0Ec+8gkq0Y5>Qf=1U|!P@0qrmGD0=8yw-FHzXJF>I28j?77S`(k%tDx>yoIGxk6ibFkX+9ryNK}y&d*Gz!8-ZG%(!?`asi%nv!r4 z2?S|ft(cr~3g zU1kzhZ!~;dMILaw42wX&xr|gEn8@$tR+gH&K#~|u3(Ud`Nk{Dd9LMV+zqZ*X}B;BDp$re8<}u83AHoMx}Jv*c}s6=O*j#%S(F%W10SIq*;@NhvOs^<~S^~botIz zs7WE?IDl)R&rk8<8Cg%ixc@U`M}`;$LBO{3yXTU`!kXE8#-paIk@yqeOsvOJWw7Xd9X~a|CGl=z2CT2+w;*+~Z!h(tT1t=B?^*mSyul^+>yi zTnQ}v?T4H~Il|&Ym-?H=(DdkFzEXsWa|3!|BE(T$Z<82%23gRb<9X{~$k?v=wyK-3 z9)M6D9Zs>w%i^$U|E_oJRS7q6l>}fyjWq1h{pi~7Dm?*3F<&`F8E7>zF%*oeY$7C- zryhkrF>agS1mvT+=9Ce|%KfI=l!|$1#cAEdm-0Ok%efJ}t_+v&Hv(hXQYs$1qMoI* z^!oV>1{RBDm2(qTM5v-5a+sk(AMgpw$r+#W;v!L=mtF_cMmQ4H=c=>MbNP6#X`TY=86}TQfO=`b%D}O z>Fi-vw59;k=T}E>1;aiec`dk}7L}QgX{KTd^KMO?|qMyo1 z6dlj0*Bz&s{#v(NJV{u$QNf5)35p_2`T~g@j~Qd>+d?LJaK5SI%X@2jZ(M2`r|k2t z&uUaTT}OBM9$}h?Qedt1?yFX-;P8U zv)H@JScve*q;zE>*xYqYKY9Ii7h8WwUN5y%b5?+#k6WC_#$X1MgH2or@up`p#+Wvv}wlZUqzdwK{bSlohF7z9jfwi zi2T%Lx-IBdQBT#YVEM}?N6z1yQncj_-U1F4V#`|-7EN1 zBYy)d=RInn^SNcqBf^VZD~drzKFja5K1a<7xM;{JQXGAIAR&H3rak?bm?+qc}8fdZMdMAHAkR4QD zH`$7hFfHN7!9*!_FK4FAO8z5r+7fCuDc(iuX!-Ytuol5HO>&F#NCtX>#Id5ekiH#aO0|@6ak#U$UjGcKF*sf0UiDMUer6lokHh?lpOG@7%tu2nA z>nqg-+`R1Ab*Fia>B2N=HvvgPOp%wZfZ(nyBJ5#oR^sx}E#TgcqMlA^H(~HOe|7gB z7|Ip9yCVT>-Vaj{otI50_s?!d%FxxQ>WPCero14T@cL{tp4B*!*o=p#zEv*NE1oq4 z>}uaYiTk;T2!=xf`4Vr*qcC0s-Y&=bForZ%Tq@0y#%|C~gMdvNo9g0fq(rwti1sp; zl$_(V)?^{=MH!%Ft&KX5YVKVSQOS9D&r69Q+_Is-vns$9KZHC=x50*&$N4aDj}!Bj z#T%SF75Ic3wI#JS!#|=U$r8|~yD!UrAkDxYluWM2a(hWYh$ra_YCd5ax0p0DGu%@k ze8g+lK3DZb)%{UErG8Hz_C(@jnQo@j0iRauyAM`k7qsIr8^u9FQ6G-ScZ;|^k+8yN z?^L6;jPJsJ_ny9VKD+*AAdI%BL4S){rw+wo)IWOkt4poUheV<}2V%70pcuz5+?`1} z@UX_wBnoAF8}X{ne(n>mhvTY=`L*ToYvPwVk}3JK9{sHyKBNY8mIbCPooUm@2D01_ z!$lrX#`@Z^;atmVIs0ESP z&|IdZ#Pe?-3rZeVr;|Jp50M82;SZs&K_mlVuI-T@zO0I?c{8e`K#XQ*6XIAH6ZF{^ zw?6fpqu$O^#)P>jOeDwdD>`@38M451Li9UUQKqqC?b-QzYD!+VykQpe@BziF6#Q`EHvZG0^g?ik36&IKg`p?a*n_ zkmPMuCZGaZWNQJa^vq&D>+9jr(Nm9jr+X>JdPj&Z7=eJfm??(kZN{<#-8PG|ra5`+ zSRquca9}!!dSa@4fR+o@I82_7jgE{qz2;JBKU`V|)tTZ)i_WBAv$WC%C06xxV(oR{ zDH&F%vmWWEggs0Ed-kDv^GoOfC+C4((f~ERMkSzA32qBM-4kYFZdNnjUMUDS62{fNw9sAH)hIy2)<7 z9}pv)qIy+F-GPu|zbMu0hK*)(rQ5nCTb>iW$V?YRv4E$51a@bq+?E><%x|UxHOq7a z`x1WQJ)aj~?gvyOblESr@WuLjuRkU0tf&2etxlAaFc;2CJm;?J{bi>UY0C^}lw(V= z&u?ES%Y{hnXb1b^LxDVU9MaV4J(iM?K3=v8>LgOSbN~zxkbtMSbe^H~ z*6YJJy<{yM>om#&m8HN#Qq9naXO}^mO!wx09y2G`dM`beTC0&w#&Gi=FMUo4U!T zf`D#u?>DtI4Q#944;F{|>F(k#vK-@h7ie4qwlX#G5*I7OUOBI6IaX8OTD(II$b~M9 zsWZemA0Too`_)U$Bu9|BBVV|C;~gi_>yz-o1Ray#b|zPJToH8mG0zT^EVi_(59*aq zR7*bJ@5C8|2s%0yiRiwY^b3BIUOMLVf--*ZvteBGADR!y=<~u~s9ZJCX}|B#L+*Wx zgo4k2`3)qJgYHrwv$hXnRZc57bpEiBKE)3?zL$hl;{?s;CVY!KLGRX4_^u3C2jd{Q z_o8JHdZqODd1s1|w!{<^G3|B$Wz?eE!61qN=?|zI(g$X%-B6#LZ+XZ&nPE*_J3h`& zluSN@FX=QK!84z7uuuz6_@)%g`+6!VLl4ZaE>?29!yj~6-X)J_D0AiS=#xcN9X-uW zc_Xn!5M+I=0=ozSMAM>ik3LBL)`{CB-C?VLwG*IVm)MEFx{+sYw@C;EVpaP$7O?LJ zF~^~t9W>1w>FC$D_;ZI_GWF4WplyWb9fn>Hdj<&G7E;VeNh{2AIF7x)>%+)~bY#`J zJUpnXTmp6iue@(64Y`c~WR#)_*-rr1Eu1d!|Gyy6K5~6+X^=OafxXpR@G|Ugc zUZA#QMd^6;BF|4*2lU?fysir~(Da=W6k_AkIpS#)w^Jy2cWYd_dX>k8$Ehi_#%utc(b>PI;ye?KW|!l3HJccGU<4wpGGcPq8>Lg1|jDy zK(cwsaxfLsiO&vxBbg|vH^Ln+z(dBZqWh;skbUj_R2%t>&B(MmK!WdzZ))DNX^rJ( z)FE_tw9BU%$$cUkYjOk}$Z$w9g9Y$`5>0?_A4XVBkh~%*#6ga5@eQz%nvZMJ6~VQ1 z1T}lw%9CR`rK>XI?X+9?8C#3k46S9{CFuYvdA!3kN&M;_Cfe`QToj)|nu+BgXP}1w z#>?)jym293Mz2rV&89NDn|^{o50r|2ECT}RH$*7y^Lg)7rgJi41-v&B)3YpB{a(DH zG5fgN`{f%^5I!eDdXi97wy(`dO;L3$x~h;e+&#C3hn%fJL79tZ@0$*>e!62GonIZ@ z5W+Kn4(OO+#8N&YC(%i^6R@Jh5BVG?I;X8*vu|CLWE0spo{jMNy--4$9D@5!`k5CR zc4R67h!FO5W-IsV{NcurM6K!H=jW)8Hc4UnMab@I1sI%3S)lx`N=C6usZ~Uy`M^yJ z2v_`hql@iAtu0@Eb%r!*pBqDCCL9*%L};g@;y8?orOj0+#l#vU-FCsIT1vV6$I4V2 zq&P)E1O;v0l7c8Q;*Rg5u`__bt@*o5WWZ%PoMLF}F~kI9`f4g$FY*~w@U~?Yv_PGT z`8?kft4Z`rNG0zZ|4Ln^2_OrAxO%2T8J9yEM(f4kv;f3I>lA3}Hu#5gN7Lzb%AB=-ybFmUlX9>$hI z4-AQ)AF~8S^ULr(=ks_{{%U>D1D0_fWREh@iweK(6*Q7;(n-pH>`s{9gVUes)wx)OhKpeIlo?cHY%4)Dm=z)VS+ zDzB-i%285?TkdH?k0g4kE$^+p5)T$OplJZ0Vj%0Gka-inC!HD`1*DqhXuPrO)eVTm zLPbtQFP0PB8OVBiqYs4$J3fV@;tqqrv8qEN6`Z(E1SqZiS2thuqT6VvRJ)g&(a>|F z$gOig<^h4Mpv;=kT~12*I?{WYY<`tag`XSG3V}Yb|E8W}UWfDf^;8L%>S?`QQ-0{8 zQyWEmu$%Bz7KCp|Gb5LjeM#99NxdJ{hT!I~Wid}V$TAArE$eci!>}Abq!4)lR^vKP z7PmHi%Rb5C6*Z<&1st5k_jOs|_qF?=9a8%&=jQs|rlK51OzQ4k7Oj5o9G?^p4?g56 zek|Zq%IrKAr`DG#sp%=e1^hVjv};zgB1=e6Go7nbyVZ|R{$UKs%^neseSSU*oHaDu z0QvcNP59Dg=lx}a!`@>23f*aagJ&3;HN_^VWsVI6Hc6O}XbVIrOv|(ZXOu5NC52_; z`=PPV&u$u@H!kRaL8qX`10Et(0Hwd&Qn=$)m;hg0>``C$PM}9Ra~?*hI%HZn&y=K2 zyH>YNOk|_+=fE7wCq^a@|3FP-theL{tSF-Wr zHBh3f=yTjL3Z4{`cS%8oH&21!r;8e^N6ak!xhY1cljY0YaWFUExI7B3hBI$5L+i+E z#KvNR5{s5n`PvA$yydsGVi(1RRGPWBQPvWp3I~J@WZ%j@5r&{nkM`WJ+Lb_&qxeTv z2Y!@Tge83>sT;~{&L_l}3XvEv);8I;weIZ&KavRcdNc$qFo2ijwFuRUndCw^1GAI;0RhKG zvNBgeODcS25@69vLO&9iLJuaduuTpatJ_-eo3JLWAp*a*ELW~=tXWY8VoI+y?%u~y zD%1O%N%dZj?0wBO*;IbOe;+5tpZ%vG`gJ=j^HM$5lZ${b&ZSL4 znHd{OXZYUlA*bG@W<_z7R)XJX9J&JxSqs20tmJc`LKLVCkZOo3EYEabfNUr#?t??@ zrk*r&eH&P+xU`{*=#Gg_%0V4w=yHRF6kl`tS^&QFrN<8i0^d%A(H;B|V5p45b$MCv zRA|Ry65EW*U^Gh(?s5SLkx&@fF@LmhE(( zc8H(2pT*Her@RXGI;nXO_K^?af-%%eb7m8Hh2N^UZ7iD{;ft8B6e?tZA)59s&}4h5 zI2BMBj9+8rd-=Lo*hNiJO+7r(f4B%*I23&M=F%(ALnHXKTC$+o@69>t{BA%wQonw6 z&m=D+z@*&|JvqVSxRaWqwH7ijV#tKP<)Nsup-9AjD}J@F#Yu=lb)wb9fr zT8`pvo{L=PzNzITJN@Qo#6Ykrj)yK&HEi3vYEf0lfRiv>o;=Sr#?`ck0r@Qa^wVUS!EJSP=RsQ%UDGRqVIV zZ^ro5-ukbUGI2$!J{S=}j%si;g|6g2a`XbB%TF|=c}(7cgEWAkzq(*xJ{j^6B~h9u z0FQM@bE_oz7L+kCR*}N!O6CjBsH63yj2ok&@Ru zeOG|ooQrK`YI8sq{yc7;K5P9jr^II4l75TgvzBQ^WDT?-ep)h>TJlQ5=cxCqSk&kH zk+LQ$&`uKo)y8?%{ED}-v`so2mETW};(c!7{0@P_)DRSp_|G@W{&X^kxu~Gh@~3M9 zz^0$4rpx=g7NhS|z*vFzE%t8JiFRtYcftbN=+iDk#I2vAhk^M)qTh@eayfSGxQ=OO zV$cOS^u3Go7WO@+nt*i-L`DDVc8CP8v}(ukj^*m7ivV8jzB2-GYH-$BjATLW3>Kry z#FHbciUJ(*(&qc5e9xXBp=-F0Cn~X#8SoI0Z>Y`3Y;kaYTqMeqM!*OTE5_sPO*p6R z*n-S{V2F^w`9k|q+7^FJlLNRM}M^M>`_4n=8W7r3^772jH zZ8AS*{{4<}$TeQe%lFBa%g*=D#V^6^wP%wLw*XZ@s=sn)AG=JT=xo}d*s#M}BFucu z%a)bE?BXP1HQsp@mi@reZzlnTvR}Jmj_XXVxvo3e)qcb~|H$Ul)nY=tKbS;^oq&Dh zIw0D!;5N5W9!UmE{kIkDjrOoZ`N^Ks^Z@!)hd7N9%Np_daP}3PWEWtuaNDEZmR`jo zta;3<<^GL7tFXpGNDIZV@v$u5w{d+w0%xrHyxU++!(O*#|U)yP+xA+nx@w0Gj37@giV9`}fX-vVKQz85(aRyj1Qm z1}qRIyMX2LDzPR%joYYKo+Oo|$QCQaj91F-59Zmt5aE=20EZXgM6@Hmzx{V#zF#a} zUXO}eyv>}hk4j;cOD4NdS+Dpa{d83Ml#Xl9+)uv=MdJ8>y}!cm-Io4~t_z%fIHr@R zoBn2K2o_1%`goO@bIO4+unLilm30fe5N}#ZC!h>J^zR)4pUEBz5bwP`5}ekCzOU9X z3I>?VZySqbmqV=G@K~m=9ln`x6sxc#i3`Z@&{4=jhZza~bVC(ufDN+L7T-vm*=e>A zIWg-ym8CFqWojxKZz`CHnpjV0wUR=u48Ag%hhxZE={z0m8Hv$sT`w(ts_psyyoFw{*sC1Jj<)MmWV=u7w6>74dP2zg60_`+otnaTRtQ6EK9@*< zf11iEEZmfb<`gD>mmEp@B9hOrsW9!qjYjbqfAb8Q!!-N7vm}~%?_s^Dg{|JYuwT&w z^8jB1!wo*Z7jJ&&+;@K(rK#G#_okZ{Ghw+{clA+?ScB*eL4EbFiq%1`z$Qj&{)JlmmGnhd{BK&UdZy$Nj5QsH;Ru3J*Mw+oH7JiPkd+|;Q@anKiPSFIXTO9zxNmV-1npY zeRFv1M?e1awrGFZbLd}t&7#4TN=44M_(j-l|9kV`r*Aqs$%m@?cmFr`1&;rJ+!y%Y zI^Z9Z_{`_u4-5XW&ExL-dtS1CyQ6R$Pj%Mse>%bcSnuF}y>alrH0fXc)nEOlcHQ~g zFkNR2Y?1v>wmZK4Kiuy4zY-dM_1i1G&L!^3{I@Lb&h+!!AKvk@c6Iq%-Ous=`M;(A z$N#?nh0p%H^%F|vRL=jn<MA_J-$DN7&vwQNLbN-=;+a!yBJHXW( ze~)-Nb&VT#v9UtZVcj({z&42rn z{s?}qZ8w8U`}=>H6aOL?{{8P~`|ZyM|F3`j5C59!+JFCB_m4xf&i{ylVgJ>$ZgI2b z^B?C=Jmh~qumijQ(~G?e#*bby-_cwnwhs^K z9zT^L|B3(aEdC;(f2R0-eO}u?{AAtvO}X?>DfSzvGvJl7`z`#V_s6Ag%6a+2-+)B@ zo1b^m?>m1Q{4WOmxu}2qUetHwqUq!14?idR`xG1q|MvSU;qRI8Zw>a(h6Qu|>pxi) zr0Rc6|Ms{4Jnnxn#DDrP4*W}7|LN#I&-7m%;(sz+>HiP(zo-AA|2-cT<-z{HzyCe- z3<95|V8yzhqAkB8TN|D>FDih8r<#;FXUH2a3n#BeKOKIsvn8R8q?!6@5g)RBlX3Lc zsm+z3ja&w=aB_Hq^q&f=`QzKK16zIFo$og%+(q-F#C}TG?jsI}@S(eK0mjVqi~_9K z+Qh;$h`Fw9MbW0da)<_!5lbnWk2QRTA$Sefeg0bX^Q&9TXZAIf&Ceg`yJ8Gmsw6xA ztbI|J^v_x`u0i~)6s2x8|6LuUG;QN&EeuWFes&Z~=(_{(Le=-w&bH&ttahk)v}A_M zKgU|gw@piCWl@?l(`q^sJ{=@BIm447Ki^#{nQN~zA{8pl*q;?O*wP?>*4R+1n%}=u z;ay|@o|sd&Z=`^!{CCY+=Eq+ht_Mj%K#;by1sXK^;Bg>UUXkX5=oroje`Re&c2SQd zuRBdrSM|CY8lUUJm?p~9xt(WG84pz+1*OyA(aapK_bL`id1T6gm}x}6^t&RyCBMV6 zYJcDS0mreUr6S{Y<;R-g%#2zywr-mwry<9REVfQ-^Q-GV5FD``S@{b>&CT+|BTi!&)Bu zf_Iv|D6`IR{yW28)FjE_&LGhPBhcLKJkfD%d*wdc3)V@y#p}4;ctM z%V8CPWxbCv`MzK1Pj{(n>w6E2^Hh%3Z{hp~sV2#^PLZ}u^8vG%<6G}dl<}y0pxmhp z=y+&6>-5FwE4)6aiDGf5xVP1F!U&dQwes$^sK4Y>JfgzS$hRRHXfQf*Jey$3iJXCZ z0=hvbg97EYEe;757IY@VW?y1ZAZRXQ$)M(JC z*9U_$(7Vf1%B=&cq<(c^)u}suHo#-|_ndHiH+*;BEN1U2{1{JfTo}ehvFA6pEd=# z5krj`OqXHKwk4|?bLYz(c$;Ib&o~H}JUq06a5KXe)jBv@{^vb_mY(k_w4qOFG@>4m z@Vx7M<9q*3{t_QOw$h(IkE%#)pr8J5Z*qAtS^s z1egSU5$}_aN~=b${v3CIB+?g2V|aH%9!gJr?aGNBX94uFS^4Lzz|tc9ezH8jfap!= zoM1>tXF|wvmgXU^X@7pI$6!_$krNLlpGJV<;Am^Q5sTZCAYf5-z?yV)vc=7WYqiq# zg?fzqs|!#lyco3)FW2kLNI=TSs_$Ff)yIRWgYT6+rfsxB^JNiGwSYtKLiU86^<||? zTnxS<$9za$cJb}`z4Px?pI}*v@*bx9V?w&hllUTvWH~k?QeX==x^K+@>aFPsBJ5z5 zvRHC!)@q1elKi?yAC0h@4?s)y&Dnu=doP#;09y^!9UVIT{xer~W|VqfDkm5Y>=0S` zv!en1Onb7iY2-U^zTX$qJe;#?3m*B^sdOE%I;W40$I#BgFtKzin1cd-9F@~tbQDIr z@%|@EgjHN<((WNFaDc8GZw0ua|GnCZjV6Dlr8RAJYN}=GHb~wu1XKYW+#zFNHaAp@roLL9)~UD1w)avN(uZd20jM&gk>chQwN>Dm zW~Mg{7Q#-s4DX^X$@dH@VM{o4!)9=y=A)@GZHj*1C#<$4IO3-w@+5cn1j2A#Bn3AbEiixoQjA%5C!;=>%C57*e0J#lm4{#Fl5ps;tb^b{2x}L z*EQ!E2KC?G%guggMSXduD?F4jSullr#~mUbJB;?lp{tas@&rv*v97$%WvI_W1?BVPo3tS7aZmcJx&k{;MvlVN^JPDMaODG)rla%=%Fn3{Pe;V3$H z+O4{fWp;jS%}(o=&G7y290pwJ4~ya0bhy0@6b9L4^kepUYu@9b(%v@MKE#l96JQb6 zX=7XJEMTfS?$QxA70K->&Grv(&YTaKUf!1iJo5L@E$)J173 zDS7#`jg7o}(p$0A!|j<_de5BalaV3Ud#F)85ecXZCkd>`vDKi@h~tz+jL5-z9sBQS zp7*^MReC|0fqXC*ulx}Q@Rhf)&wL^c@S2AWgDNA`25Liqsk+4mKa$(wX3kOrk34-LzLUJ`=#(-=Hp3hi%bz zO(7DYf{VL~8|C2|ndtrIX7{FeZtmv{iK|5wR({v0a-t7VL*mBBA3mg)>t|~=2Y+M~ z;7Iu~M5)E>xbd!oowxhbVW6jh`119JJNjXyz^|bMGf3-A^f7MpH5+1`Xa%Z1$Cid} zrb`a-wkkM?w@bWSAyU_RbM?V0s8Ja=uLGWitY6gWj>I_8F z``*=<{_tPEdF;Qh8vB;T@0{37Y3?~$et^S(g4Y}NHu~;rZ5`c{@_Me`f`t_k@n1A` zr7X?K$}onC%6_w)ljHuK z=UC{Lb(sX>I7gVf*Hgh{J#(Sq1%oR%m;cq#9Tnf*`H8a+mc4z_%m+T|K7~iXPwbeP z(T_<$OjMP&6!Tgec)K|xIR$`>y>|SntMRK91d<*q>{oZ!U+zQ3W7}|88o}E%0#hHh?WIFu5ERNur$ZPywIrsaO7bq1&zzbbjer{{4Ekn9iF}eFM zg3P)|#z-tfg2d(cYgKgYm4dojxxNjG;F#YpT(BmW>700lP@qHTJ+6K2PCyULvwjpk>%Q zpenX~0_*}v&T10PzGbC>`(DUV__faXls)ha#k!2_o-t-EC#n?3t}5*iaEGxg>OwA)fnSeh>*N&|X=)1E z+?P(wux{7DN#D)^Y1r>o8+V)vQPGFGS3x9w>%Z)D=s9nBu_;({7Kru*$seRqmVHbY)hGf9=T#P2>Z}~ls z@udNolrkm-Jg|gra*Rb3B4LT^viKx`u0J(ED3I6f89bz&t4lr2@~l57hB4UVE-@g7 zU1yHd2Es13z_#_8prs(`X$>H1f->*61JLQ^tOfCA!ToKWN(fd=t;3V~b}Y#u;0`>3 zp%e>+E2lKlK6Jc~QX^|zNYW2p)U5i$Ls)kFCr$mU`|_Na^?;dhoZG@jW$xDcqTdwB zvvw(vY|qKFEDMWL9j918Te2g&X-G&R@_Ej}3d5&2sOa040h!e^LGg;wY3tet+3c{h z!!)@+$j_eC)%w*i0|yvQ_=xfm#k`T432I-`JH>7G-psGK<#t=yFp3nv9d^O>I=d+# z1(m(2<*Gh{`V()0&EIb=o?UM)#^%JEj$6KOKHLT%s288!#Nc(Jq?<4BCXl-$e%Ds2 zm7TM7v)5$7=Z6UB6U{R&3dKIJ4JnctznNVDHwdAYY*;EkSN=>o|D|JW;?ph@rsC^U z0s6{<=zT9D8oYybrHXobZqI17;QZBIj}jrHXZJ2uu2hSfe~a-RrdBAA@F-6#Z{>Jc z)Fnl2ldv)llv)eOET0BUb$|w@H!CG(<{%nDH;L1;Kt3d03HDP9DZmCFIlF|IYhVPyB0QTzcN%C5{`GMO(hY#G80DKi ze$-;O+YWC?(_GiyW6o#P#X7YYhR&CeAB(0eL1wL;zg5(L)En@pI`n2}u-c^V2EkoP z16A)(KCZY+Du@XDb;F$@xim_a<+^u27gtF{I~W;G2~qH?+lHQh_%w@%o*O?JuQ33N z4(qCAqfrQ-`}eb=o|S7P(K}s6;qs#?PZoFO_wf0N2lk=%m~TC^2?A)zzs#N+>xbj< zss((<#V}7W z4(Denh~9OeC?s!7Gd}>zvm7W7JNo60Pmu)`{P*Q#y@|S0kK&QYRMWhCFg0HNW@P-p z0lsC)v{LJeB-{NaehCfXi>pOJuq*E{yI0(9gF1P%2i?Aa9Y;HxcHmH7`a;w3i2MkO7rlQ zYM}>|0QQm$A@be;wd(=C9W>-;YF>Awk26U}Y0#Y?*3hsyS-MF+0oOo>Q)EYd)(fT% zl7za%$9L-K9K&I?B!#1<&oC$xRo`dDj(kP!BBw)z2>Qfm>UQ!OYZ67I12k{*kosmb zx<_?4eqiU?io7>T5%Vq9Lk2q#hNe#aN)F(75O4DG#(VXJ8xM~q?%bqP#fBw}!V;DP zFPN}GGjz~V_vmj)E&^hk!s$R{5ZrLH@|fjid1fRNWiL7doP6WG;Wn)+x+NI~@Pa|& zEks|;wFG*TysQk*tTc+*V_<72n>MOs^tdvwN0-AMs?GjdtPHZ0)k|hW6ySxN{8ijzyeyy}Bc&#FgR-L4!R<{Ok`#ymL!2xt7)p1$yC z9lg!`)oFMLJqwFy1~lngxXeGDdpp?05W91ER<2G0O16#dpwZuDvjLh%+Cgm;2KceR z=%NdsH;BO3Z5A?+S@an{+*Nw+4>qq2L7(}$9;1zik(oxB9h*Mb_QP0#j9t3=+ z$hs&F>v;~3^z&*;mo(RmYRK>BZ=ggKgGm)g;^t7#%*nQ;Tal4Dyw#PLUBWaffIr#q z%^4|SvjPOI7>0x*>`3GD7D_>u#y2{Y1K?BQHm?B}6eq`w+WW^iW#+{o`y1orN({#Qrt@K87N zhQu%i*W+fw4!UmEY2tyLzOuXC69}=K5TH>noO=9315%tON08xY z^pUi*C)0-SzMZTZM96%!E)c%AWi)u`IiUn3yW85Wi<42O{YC-iwkqOTN8*W0ecV-( zy0ofMR2q%Q)wuZ&T@jmLG^RKH9gWn`^D~YXMt=r#3nCpNOadP`ZyGd?W}lz&TTg#y zJf;xd;CSKSbQsc|Mw-2t11X@nBM9Im0;AtM5DfWV$ta_b#VV60&Bd5agurVsiW z?#I$zy&7(>C`uqWOd{&;NL^MXK~_95@=KcW0{ebS(2+b;ys(V}Y+5VtqJRVlsrM14 z-`6`s9S#~C+O4Yda4wBE)VNOGs;b6A#DrTI&}6YbX!qudD^M2-+ZQ68h1{CEIJI1{y z4A$&l{hF1pkAZvo{-HL@%o&Wvl&}AG$vzl;;14aoDTXE??>Jeh4TW9ow6prvJX!6# z#`?d!GUTQw;S4*ja(_9}S-2l{_e9wRl6PClv{pR++RqoGnk|vs@BG^urJK=)O>KiJ zBVv|VWCW0iAPJvob@{cO1|Te-rltdY!(a)BP-46Vnua1%Y~-y&H?N&gs#r|9`jeMr ztHrV9+`V62xvjLDQeZCTYfONZ!E78r!SZV{0pA6MEwYeRS>f5b+2kJoe7Y!cVq7?w zWdt1O5YjlxtkK}fujMNQF$350EFaY zDo0wE^7mzM)i+MuU7hYyi^hrSK`>PLn$mPM!6+DvxeVS|9&?6@b~H?u?k#;_6~%rP zFcM-W%4D+j-5UVZa3^mjk9yXL1?6SYX$aFwjy6ZDkA#2?KC(0wdHr$NsR@~b1OnIh zC^;%Ru?!lxqdQpCMAF9v|52BTflVKV;>OIL+56(^n0%l`AJTA>j-cPB)D%;M2_p|P z4=yptkI@=o<7A>k>wtnIQ*D~v69Y)Y%rq1l{mn7}`%<52KItSG@pEJhUW`Ih76 zfZxY(2n-Z6dX9y3+Bvtui7q$-hch(LSqAB0=rbnDCe6N@SeP+7Q!jc&x2|tfR|j?Q z!$}>$xXhPkN>$3@dDb-mR@Vfmb@twugSkP0YQej8Xc8UA07VF5nmxxlAYG&@;0yvS zEO3|L8$oX9v>$-gjI_Wsv$rvnx3A;YtycguBGaVuETYMTV@X{gI1#+`!Ng!1E70}Amh zJroQ=t=0!w1PUobFZM|v+9m{D6r~k&;j8I8*5^}7i>&%^7H4Im`VdIFS101<_dw%K zNOQ%e;6neN+$|={Jip|qmb?yzVP!t9aO4KolhO%7kD3{4}(y)KFsoEM~6mBFJy82O~ zFk}cU18wk72Wg5#YXMkk4Z_~7Q5x>1R1>jAe86d{sskm8H85%I5WX`bleNX0k$vYJ z-nsa!J*1ko^?54l>YO1s7vM#wX~K0qW>!cBq^0@G{rT!YQ2wxkb}gFA{kBQxnx#{F zGn{}?cs!Uf9Egkc2-~dvaD1pd$@LmKW(!adQ2GSWd3_d;b)SXY$S$HNAqBG+AX>xB z?Cz>CjCsMTPY!r*We?XS8g(<3vKJ6Cb|*un-J~TGkgs2JFqd3ROLAUlfB{V>u@cba zT`ezoVE7JTh;K84pQ_$|fR>r~Mk&o@r(^_KjnD(UBP7C-+ug*YJzWeyv&|ea`*R1o zq?tW?ub31P3H}{S^6X3sLfc?s4;D{-EK7&7X9ZkFj?Q^EpY*$aV*fOD0KWFp5DP||OPW&! zS(Aio-)#_FXO?}O3}k?`lnKIrBTWmk*hd-|Z~FoiTj_VolE6^cT^4}Okrb9H;BFB4 zR^HORJ*>pUg?07Tn#zJ-|)hk@zkPF~% zVG=O9(?K{5MOZox1RGnz^VadnpEb@6^X5Nk99+{BX(yoMjg3#7yi^yU+RQ*&E)WG- z>XR~!MI9bMQ#9knPxvUJOagK~5RJ>=-uI7qs|gjUb{2MOw$ICq^bwWS+RJm7@n$W6 z28?mx)C%>DxqJdZ!lpEH26AIJR@SP;^f2Fj_!rUfhNB2$CxvzHh%=^G8igb7H!~2K zB@q-XcL8(2xu_L(j|CbQ++!PdXZCsp=V2DYj-*FO@m0M|U2@os8RYKGWeV2{H&f(T zm`sT~@Msrk!zyzGfPgp_M_hZ~5OG>Mxgcv5foizC*`Q%nHxSD(!+5-%dd8Sx_DI6{ zgK(ez(qC{K`)mvYy!-Y390>)Kkw<38A{n@8bq-RI;{8-T?DLt(;&<-~P`%Y0(_RXc zkjcu+tWR=T5esFi==P3JFEPvE<)x(qZ1Y$TQzy>nu@B|q$%OhH?LfKM*l^oDf$!UkMq7vMZ2LM&xA^Wis`~*X`9} zil!sMz)=LySu9(GA9pHlkZ19^YD>Elav+<^@!SXzlT*$n3V{ec)21kUkeG)FUWUWo zE|@7-5`rp#6IwW?*k>JrCR zq%5q(;nX;<+vPcSZ2v0H%~#6F!oGX+UJs@8e$8nCOgjHNvEcRHZ*lH(xIC`+bI$Z! z-}qy$>(Bcy&Qs6T4sf+U);mu81V263wjaOdF#qd!Ic@v5@AJQMm!Iap+M0j+F0xao zd-c;`7^E+G6rA(&?_40m(vQ?KmpNpTtCeWnnKsxNeDuJT#hd(wpW5Zxv~(9xY5zh) zN}lkEXc?ym-YZT+h6m_!nmmD2I$%M`QpcOO%qY+J3c+dBiEM&6Rn&kFygDgsg`E+fNi~@lCq1!6_u_u{{9G<|Jkx|uW@3yU zEDOC7IW21@paGr#Q&xJvBY)Bg_6D3!9znNooD5V6cl4>7Y%nhp_d z?Nd$*a0l`h$#oAerZpJHgM3wjk;rq!qAp-zYy-~0nAES!4J7C5_N$+Nnr}}#@VT(B z=y}n(q*R+(Z_WqX2OVTjN|Vr}g;ZF8<>BjIHbh6o{YaD#CoP!UMZ84J3UYgNR`^(7 zayIdmh1ZX7X7Txmr3d0oHz>)m>m7WDaH6!7s@PJ8f^e!+++V1=+~FB802B6vSNncn z-nX+30rYCSBJ!aMMcgHY+m?u}QF`n)XHw^0WU)N!-K4-(Ix3F)1qYoShs|mO8^WA= z3O9_~`S-HC`YH4K?lZb1ECEg)Qi(=nc;XpPj80^P@++XP!#I3xSHK)BQ|wj?7oClc zyD026nyQf5w5ss&p~72V*-s6isJ4h_<#mxj2;}p=U!IqG1*m2O4u9UK3fb@OIy0s$ zDy2saMv(m$WSl${pU%hdS~O8O z)?;D+y;%KgaiL{-Z}Tt-+?3MAzEdviH+P;@-0{vt*g^vtFji;an6?%1DUlX`sP{%}Ka`%540A;|}Q3WLH@p9_*^;nkk6-XI)z& z^Qls`-`vl@-e;9k(Qr;UFLSzedu^@H^F-swjj1L>y2Prt@R7m`)o|~G5@jTL0%ev+2$fmF_Po4Bb3+xw?h;{9BoZfx$K8I3_UOUzey22KdOrqHB%If( zo%I{ySQ&OUV%e3bY&HVl)|R1ehvl_B7%=x#ZB^w)@Pm#a~VrnwTB_JHIEa`x#g7I+YMVh5Kj%7WLO^G6hC|#ch z_Hdchbq^4ha=Uy)K@S+T0P5)?-2m3-PnkBerwx5@o^@#kmC|x#AXjL%HF)CQ`=uMo zN741qhs{{SK-zIBh8=~pen2vE!YGSmD5q&QGy<6%_ZTMOpb^W-JdRTyouXusMWoks zbApNMf_wl2dp=$s{^d~4ul*t4wP+w{TfwK|Gz*pkf0)v0eTZ~jVP#Y1kBq1!~H0W2#&w?>(Oo14DV|1{mE;?087 z1UlNMK3V4{{&Xc)I3y^CrKhXi1dL?BYG=R;nAaVp<0)<5pPKvp6fDr z3cJDzn7i_Rs17TB+`f6>X`1hldldbUv|}C)C!^1`?=Ipq$^B^u^PirV8CwLhq$6jx zF(*qlawB;=DxmD^N#0<1=o)oDp6Pkk!n^J{r=>osLCmoET#s3jOtC&RIu(!sqW(7F z8LgFGS-~Z0e`SRc+^Z^tE%A;|=R3<;z>+4U3stRU^W91uorcu1^lIKS`mjg;BpCs? zXE0)6<;BET172)0sF=lNI!)`RmYL{n!F4ylO6gUIGUogCDV1*IUdSZWQRRcd$Ln38 zT~)5inTXkdphf50vkfl+@?cNFH}3a;<|ZNb z#K{kOd0---cIm&q+m-ChQ2w=h^LZowRxv_Ft=8V5t(*b_1u;C3%c0OflFSON3qWlc z3bcqC71TcOAK>!`{O+uK;m|M`%}sqNM~wwFex%0$#feEP>xg9v{YYxI&4Vaz>81|e zK?(ZJMZtGwpu1$fkQHt{aplm$v&I!XkBblnnB@jdr-cJ4D71)~NjXzkg6g|9r$(LB zJLil`3sa&s%~eS41>@4Dc~^80fiq3bn%?ED28SN057KwM2{%(Jef~k86OC%-~5H z2`!ZDu-)U9uy9Rxi;S;)j_Ddym5!;uhULY>wX!3ezNr?FUxT6pCu)?#fS zpYuh*i`hx^ofL^KZEvOp13|@`rcAs_u~BW-kf>oHfvxdAWKZF{JI17e{ytakVmLFM zw(bK1e?D*?L^EAyKzuq5d1aM{)!h&fY;aXW#&Bpy?Ue#*zvc=yo#DaWnAU!Sv0qIG z0&Fk=DuHIs@rvGbsn2-cbnc^WYNN*YFnb<1%4MGt&7R}DDb&uQdX<@U*%Nbx2XE?4 znTgbw3w~DroscDbVimdM5A*{+C;Ty%ndJ>J$uUn)uK=9(hG(%CeXiYY7W!sHpBG7Q-b##cUbQ zs>lj(4>DN4dM@3qi)(@4cAKSV8u%Nzq562-4j1H%KyT>R?y@HPv>-cjW_4pf(U?&X zeQ+v@L2?L`x1jl!%_!s)WYd)=ovB!MOca@BI9CMdNX+o~^yLIa-uWx_k%ddIQBg?` z*OLKgA2RW4<_ru@BboXPj~+u{eH$Ph6|o{z@uXhX=1-%~!<<02Zy$hmrFG483K<15 zv?XXDyg80p1CVz!_&TZAa-jn}f`SP7sD#OsxFbPU7FcEq>smnZKaB&^!WxYw>@#l? zJD-|5iN}pNcUS*sXQyw1s)slM_2Gg zI&^YG^#@+{>>63-aipFXk+wdNA~JO)>(_y7z<5lPo&c_Pza3{5qDemz61E6x_DSH% zJ$w+SEz%M16eoKO6_|*vK50PnGpVk(P7i(GBk#ykn;FO(9=U+1S5i020<9c(;1^nz zkgw=v?grZ}+p+J?l<0|;K+u%WjmZo=M-QZhyfyR4-?%oA4l+nxhCMHbf7W(=y>Aj- zZ{kERv_zgO*QvX})U_Q=kfqS9xHiST$ubG6mpTF73=k&UqfUfKXe7&Xvm38Kv#s8& z?x&G0kJms5U&k(JE6cOr6RyrTMmm56SiuvrL2P@htnD5vT_pU0Ka#9? zr5Cd1>V~`_7>mOeOKq3u{ZX0Ur-0w{U*dsF|H8Qbr_U726ufWwJ%Kb~nQxb0+b%h) zH0M`+?lAd3QmrRM@gyPtU#r&h_rLl7^-4Yen*|Bjzb#1cf1?h@KmJiIH}rS# z#ozz-8~!_qFyL?WcN8c8>7V|;zyIxTe?$C^QNMkEgJTr<%|HFMKm64-k>CIDhV#eR z?+Am_IEvBW1M>Shv&13@{jYBEr&EyM35rA+2F1T0P?n^@XZnvj{%31!cz;wz`BiJ? ze~eQYmw)#i=D#japP#toX+#l8ZhAS@4SD$%pWCWkpHln$F~a9 zALoOk|LW<#DtY{};%~nN7yRD~5EA*nS+V1IBuH>`0(%D{tqb1Aph{2J*I;j4o%*?|KT^a z{q2t*{8pt)T8+Q0z)!*0%uVv!nol1vKGP@t)+_pL2%C5M`(KCWZ@;a-t~CCB9{k3w~P zKaJr6vh1wadB6JcH9-xJbHU# z&wk{N`>RTya~7_Ao-<~jrwDkGXo7DmQLMOM^=_T(vvR(L`XtAA*55<(<{19BE~RLi z**<9P{l*tY>vJ;_a)R^I`2P93w>^3X$>hcmc?LVHpX4q#{&0c)uBRJpcQ4e*6rzwGcTlwk!&T2*Rg$ozo9%V~LAr)Wj z^+qM>R4)dm=jv-cg3d`^Mv79qM$?JW$-8wY8Q!Tpci5=-b1`OcJ@wQ6`e(p`W##?s0i=h8?B$Fw7XsFgXnSPyIBpV z{%CIlHYQ{?O`KFth3q*2LTk~4QCL&F?b~L14wOu>$2|k=v zVEImzfD?5>FPqfd=lVJi1;0$}_o@u~D^9A1e*B8AJPyhpT*sjJqXC>8^A3Mk%YwI> zXky3KuI6?tyGK7H$xOA>rH7*`mFdVZJ2^3m|0n{1ZFdm4mBg~?7N7=4crjc5=WH45 z(-P!b-Fa)cpO*YI|6)s4l2Wg&+H4{?1{bD;e!PDCRps{2@%Wc$?3F+Qv4US-TCcsO z<)`7&zdVvAoxqKK%;Txc9YzTMR?&-b8JGw{z5)c%yQF z+9d=#&>}iBIw5=&=pXsYd-O!@C}B7&Zdijqtdjb;PwZ}djn6w~WQu)OrMc)}j1*o~ zp4WT-(~xQUM{m}P=tO+|$lv$lBCT8>-CcvG@G>WQWuB?Mf5JCvM+Z9l!`ly6t%_%P z@80*}{h-gfEA?%htZ4e^Du1Drt6!_djM3RLAp`TxeIMHqTz_NQjJimSAL7$pdR^}% zOO%6y<%5gWw2Qg8f&4VnHM@TUBzw%!9=J0BzyaX=#?t!ssDanN7?grC0RJn{?=<4F z{X(7b@ao@5Y)aTNdG)PP!btsTMhCgaPoMkdQeihInsL&5wh|GyTzTReEz!=Lk@PV8 zf{QH)o2E;3o!cP&cCpOf6>9%yf8$3kFAG#{HsTxMu^vG<5gBeP4-8s3hLFsSdoY=> zIR?gm@!={szCjEiqO6LfK`avIw%K#%)%D1t{){>P^8%5Nx4sfPgeUihsmNQmKNF4L zQq8S$^z9c<$+E0h#EW=5g$%S@7-v*#jmK@B^K&&|ss9Y} z0F(jPBY_N9rrmUid0&k8VQZ`dwn7QL1|TDvW%?Pnwr>kYZVkcPe?^@SP%tzojBczm zUXNU%&m7V`{yBFbXS}9S)QD;3z0;l?p_uL4G~6CxL8Jd3#{VTp{xpBdFpj*=&&iA6 z44^SUlLTjV9HdW^$3AC^Kvs}}!tZbLF*8L7;Yes;rFegvqPe&r==c@-X`+X2UJJj3 zJpbzztOL@p4$?4$YyArAKJL*DLPV+$Ii`X&!oQJA{(|g3&7aW1NoABkHjKF1&kOvV zk^o~MfYQoK(6hk*`lAn{Oom|j^m02$jouk>XS;3)s{}12+L6Ea2WY`I6Jq`67MOOa ziNG=0JbEc&3PdVsIsT!6=icB$;CbyjfjnR%1hX3FJ0AJZTYX%|h=QCij`LQgfg$*$ z;lUrC9`-^#8hi^yaN>LJZK7XK<+_l0p;ZU*Zd@#HeuaHagO(x*m)^?+wA6Z}^d7og zH6$S9@fXWnyJI>2lCf^?uZ(rS7S_Xp4(5`*?_QdA)OSpsOs#*K!m$hDt`?R~9{M1k zE2H^eqP$Xnr%y z!YhdAut}?Y+td$)1zK!Y^MTM`kB)x9%#0ZZxp@Lf3sm>utj~x7+eqhmgz=wH_HQuu z@h@nTPYDO$Hd3Yfn~P0fWflU-C*KBmDs3Qd%yRy#O~Gv)*XrsMitM z=AU{tZ-iz}=s07P&5J zC+{R>fnErHrID$+ez}NCju^;5SCn=-;$PX>-2bpsEbh(aU)dSq#81;MDg~vE!xOQ$ zM1>uudKGy){+~hTf8olnl%p7+7yPZgty!}SkxegG$;cm{4?+cB9;rfT|A!YCQ7u-5 zT;9?v*IwpTINn$2!gjQJ0J0cfNrvh*z*K>=7;p#ih|}K?h`)5qEqz}iaP{f^5-t`> zsb={qaoFlkHrDk}a4awMSC$=aB_&)0ewxNY;D4IH-!|8sVU-CKrs+!1!Iy|WKFgEv z?a0|u^${^PKpos#@vpyysmO%_VAr4Z312=;=)?9cOc(`t$hX~I$?&h9d6aK~etY#L zV(t}Q9@5Fv13uhE{n57&iq_b4M4r3U>6E=}pPuo{w_o`-v^Hq~xB%$8Ja({8Y~(|V zJ@Xq?FNp~OlYbBI9#cfryuD=`jEH6+wN)Qqme@7-UtHMXX1{g-UpQ;RaGT2zLbcwn z!;m>taC-s)i-e9~KfEb^qklwOC3ZgVs^;Z2`#uF-SFyP$yrxV^`?2KcfZu9c=WGE3_hzD!q7ao6069?+K-fuf!~NtsM}|*H6@#W zR^V!d^PFRE*t$2@%o2)x;JRcpDcDP&Q=&TWoO7a&OjFDf}`_D1}8p zb|~x;Vo&rEbyQ3aAzys+24z(mk0|#{PSvyD+ypRDa*Bc|O;blBAP2BgvAwdIU)Uah zS;tGUX=h(c<1Rd?jxqbsBYVb;$+pU6^)D%fq3Wsuj`UV?EA?|UIpGAv>8)wl#LW&r zgkh%W7Z{SGuU4=&akxw4sAi_Qw*TJh#n?62&jbLF6@ zAgZ>6;Gryf+v&A)&RG3wE1szUK|sF0O)y$uL|%f66)6}Q?V?Rl=!Eg-r%_K;9X!G= zT*cQg#t_UY#JwwyyAs#TBJrxuxx_uG3RqhIUN7ph+&*x7+ zzclk+^^e(uKP-si^km-n8y2s;@%s4lptaA1r$7DEaRgric~{iA`k|>~6kp*NzKtu; ztt;S2Q%n7tP`Fz89>q6&P0V+8r2S{Ugz*i<-yP5^*5$S{#IQ1qEr0WhY?3RcPj@-_ zrCf-z`T)!t)ew_l3raCvnJZc604`b_%aYLn&_hO1J8X(G;sM@UyZ`iDUZDa3-aa5F zCAV9a|C)edBnxPnKA+d^njZvP&@O+wE3S|F5{8m^J86IP=>{@V*xkK$I}?zwT>@HJ zWSUJbFMvE!UW&Ibi#*rb#J}KSqXSj@th}bipsxyppn(6C$?=bw@zmE0;d42$%;8yG zPn}Vp_YNR*-W%-sbm4g=+vOhlR2-ru-GL``kC)69d2~nTHF-VcY3Z;t)91v1xiaeX z4*zW)^t|kkeJTo(*~r$m0K-S8p~A;S{3Fly@$mrT8(q-4jw*K?_=hlD*+;6Wtw|QZ(K7b~c^DI(p$FoneKg`+* zp(e)gR?P;JZtRzD<5dSE@wEjyYa3qJmaps9uOz#WvCnJ;{$^F=>0~IZHn~R}2^*VXQT%<4jb?g$4S)hL)T&7nu}IF^CO(w08^|y^3`5-}#ound z!Mi96(vhr^Okj02_Bd07VUG8_z#ri zwyJoy$fj>o;e5IR1%I02;M|Av<-@8C(l5=1A*!j$xjTRm;0sFwe%ZTevwVEBxdnx{(7!qx}`X0{L-hj zt8pUGfvGSR&58H zn?23PZ7N9@_ow-~I2Z~3_I)oL=V(6jYd%fRFXpe=w8A*L=uVELwi|_bOn;h@O6J-7 zbq6q}<|6!YkN)4CWBzKKPy1C%=@O3LxUA#jFWUN4>gVqP59v8__{HMoDZ2*&Lk%K4 z4irlr0iew)Neo^u09J4I6UE(|7!&RRvQ^UK$mCg76S`>_1x1KtYBU!u}nKFJK)HcZ=0 z!Z_%+Jf^o4Vy3jjKWev2upWAe2JJ;zqb+0nWnMBq{8$a|_2pus>`b5>ClTFVGOxbW z6GYJUm$Sw{jd**-7DZ7>M;=_H-??xg$t9Nj3?YKKY&v^@ z8RqKi76GE^Gg-|t=k866&9`Hr`btb1AYEc4DsrOV6D?AS;^{?-FkxH3kSQJoEF8Hp zJ&Ts(sGgd`ld!U-oCHHf z2$@W~+Q<~-V^+K$=`4|AisPhOr`vryy1@q7QU~IlWCNS@(9{VGMxudAOqewkZ)di? z3hTbV4|=67-z^jNZlkjPxWC00;?S|u)6=k~LJcFX=y?FMAa@F}xeuqV76A_-J`2S* zHYTtUjz<(m(-Yety@F85%6y)l18;0J)0$E#Tf%*JHK+#eJSMd?=vzv_JL_K1o35^}|68?czjGgaQPFY@oPo z*Xq|e8-!1SNsV1`9!Pb@(w|SQ7v_fKvhr&#eQA~(8M~rmq?`-)89=D}r}qPokCV>- zX((jxV$F33Ex|K^O@-#zKAASXcr9koom+-uPCigJQ}yVRL@X0cMB97Es2c!ySj90| z*%KIdc&Yzs3Vs^;dT@grzsVpgp@Fhli-_Pj3K%Afdn{k}y?kh$gD=ufq|2*?$C%D= z7|QHk?g3Y{SbWY$miuX(M8F)$+w~US{T>pdm~PA{bE%|7xZ6A5vg2qNx?W+5ghUu? zi0K;(6_}R^*{rTgiP|HVUr82MmM7$?7g}SR4^IEIhzPFNZ{cHo%YMe z@zD>AJT|R(Fi@t3OOC=rKCPlIT6N#mD2V#+D&hHF$M_gX4F$Ol+-Hf(rBC+Aw&5Nc zLLYOc?X|qX;6}QQjlX6k-6)^3Do{VgClkoY=|M|b9LDNQKTs$3bTY^QA>p{)2ELpw z9$JKxYdiQu@07qrmfdeDT$yQDYeN@djnNxU`ytXqR}lC=O&gOgHUs|#QfWXjnj6pt zrRd6o7m}oG&l6zG&73&VJ3E!7S5nuRadbzFi3A_aI>z#b>gkl)&IFtp2(Pxd z$=f-m9U`@p>!7OB0OUP zFm&{wPis}8LZS{(fA%wpMOAqJH) zO(!j?2Y9X0K$+!|=#jpr76ocf`e}ye#a%Dd+j=*G@z%GOu#J(l;`*i-yI*Q0&CIucAecUSbhI&HK9Ak6rK^(>3saI{0&Givnz~uhQ3xALrDr-5>wy%h zLEcU0Vqfr8##2v%&Y3*P4n-$(Y_CPt)KhPUZ6_8L>@mSK&I<`$aRxezAknZRhi45t zftq=#6I#+^UoIDoxtGVz8g1?5SF_lpj$#%gdK=y}n!|t(1R}!9i#|jNq9x|;Dz2JmZI~@BHdPSvC?zhTATDF33)sj zrNiw2uj-KS^IgULX^hcT{mP1asnuFw2+xGNczDH4gU0lkZSaQc+Pw5TUH@d*}v1M0-|~gBSoD5GsbSSdq-y$c3*MM|R(w=nav6y0)%SkXwdQ z=}3{8=^}j?F%5}Y{N$4OmSnL6Eoo<-b!a;eheS$aV8TabsidTUL_!jqEnB++e(CHF zMaMFj^K&Ill6no8=a?}XuN!Lp+(`8NHxBTL9cDnb^q>dTw{a>BI3JApi$GN1E-i`T zUY`g@c8GPg;jezOX6~~ma=w6;?JblEcK<@*%JY`4Gn|2@8oae>}H4T%9Fsp%td zt>+aRvrN7t?SrUn>kXu#o{>;MMU1TEAdmQ!h$=I}qETMn9*iYXFfhY?gy%B4c)l^g z<~64d7P0lWyPy!vp$W=L8D(c!q-NQ473zU;)L|BwNOOPfaUnks1sO3}KE|=p_B|3B zTbng90p6SJBuN)XjJ9|*mz8F%{#zA{u^>2K87>l}glIp04cNrK|y`I|;p0_HzJ^w9-@ov3WLi%$<5APqSol z-Avg-7=ydUUkU%keLj!y@#xyu?frpsPJ7I+%n^ajS<7){?cX1S38K9Qxp(CWR@>y! zDPpw5(!C$NzF6autBS}^lQ-e(Ct z>)BlwGN5)9#+8wEtc5>@wLBs8cSjp3EOY~%G2^jF$H-q@zj30ZCpD#niI zOiltw!E!;y?77hE>)g8%w5_&7k?g0~sCh4LI1dKw$u2?Cyd!r72ifwWjqRzU_mOWP zPbcsjKRt*An7n=#W2rfsZ(ry8K5i|NH^Y?;-=5vV&-PLDSJm#AM)m#c8+fo7nrM)6 zbrXayN3^h-by|lW#AtNi@&}9zt$h;C`urGGpP*jDWoSwo7l}D`TbN69e73p2;#nJ)FtwIqi(PLB6 z7m2;K&!-sGU{^Hd4Y4vdnhE;T+`kdLX?Toj&toCr^uEw{YDdW0VJ=pOxfKIzFl|2H zq&dy5@*Ovo${F=8>zOHJqQMh3fhIcLnsTi7_=YGu@m=q@_=Ohmi&DOrZlbHhoc z0&q2Wy{*ihe8Vsq0Ydokasm<{h(rjh2XTT0k*3;U0 zNfBzkRL!O0bu>R1CQP)z?m~bGYICJ4qY3YqO$~T^5MSoHmiqk$w@cVs?(&!wMPABu(L`_IWXzZ$5-VQ8#k@Y_2%WjNB)Qm$50&H_mS2mx#08D(BLl0&nDX)6 z$(UBBL62Un01pZLhrWm&*C2ZtKX5)-KhMx=x{qFRgry#Rw5a8@-}qfhxgR$^=9jJZ}NqjP8`Z1_v?>?ZN|eDX8gH+o8S@wUuw7joJhj z4ZYMSbLg%du?(X^7j-?UaOBlYnzCR_zgn-7iY`q{hFNA0$y4YZM)#V|yX2G54>-CX zIjizWG)Yd;5>$-A*Z8PWM4rKSIcV_Uzth)~IIF~mm*kbXV-{W9$!`WXxifDc6WBvx zM?K2dZGnsuuFDtFI&~6^=3_%IaCav@7gHc+_z;scHLG9(8u0%o={%MlMWP`3K`iiY ziG=V@c!;;b3NO6-`YH8vbkCxrpGH*Oo0$iSs-Ptj)o({d^?(jL#i@(>=e$)*u(#0H zp%T({3hrrGUfSqMH){KVKKu3Le(K~A7rBskTgUjiWq>{+JAP)=!#>Ce;l)+<#gCUq z1`-kCZ*P+i_xkN^;!fu9+kas4NQP+SyWnNAlN|m^E|q9DwvLzC0`(SS@?psAa(Aut z4FF()`HaQqnalflZfKs?R$T{0cHTHH$=z6>9UVQfnWfMkO(}nV(L~qz(B*h0@P#6# zO>3N_x$D%`3U9Y6O4i@Zhg517UyzEh8ORlJI>Y+(T_n2vDy%q;3C*c1NA2)(f5BOp zPhT)@P!OI#V`uUIJDyE!f^;x6QdGrDnDID96NA-=kPMQ>$h^qGfRR%BqEr@>Zbmow zD;-{y{Pu?D`Zr+o9CzBKkl_}9P-Zvu& zci98e54jKhexy9cb{HhAzxUee>%-jHEdqdjL!*n?Z$*7QzGY3r3YMt-`G~>}(tICE z<6!vh2qJpt)o@}u03A>b)QyGelVW8eS{StNJxs&ox> z*9pCyEXvY)q#pAQ$;ZP*V>+=??}l2dX|ak$#trR(WBM~Y!4*rGumE+&WUpR##lU6y zii?F;&#A;C>yedmo9P$IZw*6AF>T{B(D0wjfskxVk4MIE7z{r}IFz!@EU4`B)zGWG zF3@e@O4D=bS)3vp8Hj$kozn289zfa<_qoWW|D-Cf)!P-<90c8~7;yQsiryJzY_}}N z!tgTRr7ezux-Fm=X3;|7HCS-1aK3COaX}WX?Wzm-7p0MKCue*_)sIWkB$)!WobU?- zRH@xcL#2(E%D=0QhEY()>JsHXgO{CHR}3#SZdgNgg~13|}IsK){@_nb1stYnDn%0Uhlip^YgH;wfs<8Pqc zL_~3toHLhP-ds|-VcjhhuB#gR)X6n}QXuxc+rEa?@#;a#2$OsPD)r!?)K&Ufz!!3X zeogz|IZ)yEVwI~34XJ-Flxfa;WJKA;?^0LQ@K|g*Ak8n~C=9%n0uJRSn}pex46R*e z^!H6KA{{m5i-DehgOyHo!vq!nH^5j8Wc4d;pTza;N?K}4^|t7!IHcnN}Gi)22j zC1M_$MT)QEZOD(54OVc6FjZc19UQUF)1IF z`0IY|U*~z>a*aFzlCaxHb6}Qmyoa$`sFnEzQ2+tIfaZOnDEEB#w|{S^v(E3HuU}9&N5khe zD`Bt2li0Upk~&tpK;KOe^@N9>hw;l%54I3dRGtv(S~b@i#;IGvp%!9Tyk<4zB6QfXKxDlCM^a$ z7vRs(%f5Mc6wXa=u1b+`i_ig>1!kuv7VbtAVO|?2M`%w(1U>;?zIu`@am0TctlyBv zKkZXGej}x?Jr~CV2VGBZPe$1a-&C(#4O@4H@k`vGwUlALkMhx< zvKYk+V(9lY^fp{PnHD8+&Ai~^;)>bAc*X6r>kd=E&UD%=w7&i}U^W3Zl zR+6jnXnu2ih`e&?-*2afwAdU^m{Tv5)T&$UPD>~_^~c@QQY{n|q98kh3h7REwj(MW z!#*ds)5IbqjoBKF7}GS=-Q~3$ZD|hwxTwUEHgFRQKfWkhG}eU_!^`3+8^1}adb1n2 z(j~p+^3|bVU%)udQLeWe_8+1!ut)BlvGw)w7fW=Cvk7pGQw-vk3e=?E9ulz4^QT$5 zihpYg9gssD zX>6?Cjh_WXk9NUk@f%6hynb-N3rPKJIS-`q0ATR9Nw?2%Juey9L88SOY+G3XvNhRD z7wRkzB6-QPw&{(0IUme_d{WWd@5_vkI;ep55+Lb(SLut0b^V^quY{^_q+<}4!bZGk z%oC()VS?SPYQrBvMvIY)#5ccikFH8vS_meX1%XgaDy{>8c*awVB>I{rEx&q zn$f-DYUT%ki#gjkP;VEFia7kyboRdd4kk={-UdZ|wk?CKtMERxQ~yK_5m-2GKb$86nN|Co0Oce1=g=Pf`U%@cHYmn!8j* zh5v@Z%0hZ0A%nnq@zCGH*;pYB!z!#}H)JI^VT~vymsXZB4rU*U#b)peE<)IYC;*KNI>Bld5?k7(0Zoc(vKDuKOX+R{mk!!HT3-@!; zQ9K};U1X(NMc!ChP;U*UKc^CTgaZpM{M&=5iD#~K3pTD?*InwbE#UTcvrtt$<}A7O z4b0*>9iwBnj0l%I5#I24lXG&e-A#DJi%^6DV5>%1-@|dc@OA5 zQ}@TrZ%0!zSosn+lPotk-CbFGKX!;_yUg|MAF=g7>7p2@d>IwPXXak`vxoSdL|Bk& zl3FF{?gm;b6FW4JcQZ2OA|dsL3v-O_)^7t48oG%JT$#Ow(F9!b#YOFr8{`^oD;bjw z<9PNnS^$0MJT?BxA%6zs5ivHE;U+11Eue3s5FdnJ%?^x+Vc+W2+Q@;RUS3msMN}Uj z9;C;{YmZ0Bk*%5j4cCcZsZo3+cXjhoO@?eb){=jg)T0vHi(PNnGT=U!yd2BK4tt^` zoZ8!Y!s^{<0!;XDc4_U?B(&t*cohX@*kRkBiZSyOWy>X5t0U}m;bbyZ?nB;km`m+Rvx1R04{gI>w# zSpX^O{4zL<)M5Xmx^Ranje_rv?qD^I;n2!YSNLL6?#|>F%5EqqLxHX{Q9MHYN#f}5 z)I69m;XvHZ?oD8o$eTf$|g&yVf*=WGpG@!^l+%#8JERWzk%R>C_#!a$11 zU~HjC(43#d3N219AsA*ajWXwsPPxffUSKz{cm9HN4s5-9ywzBTg(k}5-PMRSY&ZN3M&c|K2TaWDAb zLy{ECGdf9Kug+M-7HBH%z~&GaVSpQvjCt zJF!%UW%zXBv}9j3o-OhIls-gnG-4PJWM&Ih6;N~Ec^{GLbjdwIUlSkBZf%o+c5}WB z<{Iv7FH;Lt@5qfGVpEk{_|PAs1$v_CAF)ss0n|f{H`UtWhz6n;nX-l5olT*0g$dFM zUO`N0y?~Cqw@?`FZwmpI0qz91B~Vx*An?s1sXQ$)g++#GgUq*jPbaQSyELouS%~H~ z;2x_NuT#^=PX9dvb1x7L2MUxj$h|DZQUejDLZiSGeiZbM9418PM+}_L8}N8Vw0&xc zvcM7VTM)RB8Y~~WF4W%J#baEh?JnkCU%dqmh+Au=e4xZNHMaKNq8-O19=(MZ10-M? zA(c#vWpqKlYnaA`?Qi~C_P`r)7#~dv^si4Hs^uuzuBo7Um$U-js5uBW{kV>{f?Lc{ z)X*(c^wW2>uQa|u)J~lZQwMHu?BW?eZvWJCe0=Wn4yhyjh0k~X_!}sCSjUi#de<14 zLW7wSEB8K+HcZM`5~lmGOH(QjDRr84JvzwwI7|LUqBGqC{f>&j(i+XjQ<43>b4NDD z_Oa$`#~7y%^!C0CsaRU?qQbWRlF9$+z5P9jWp>AMaZ3r}{BWQ=y_y?;8{Y@K(>zWO z;L`?iB^ImT0fCTnyr<-PiU?8nx7I=YC_U~99x4q{U=goyx*2h0{Ytr)bhpSXkeplH za6d~Xg1Fy_%o6-zm}od*YtSrKua{4N=QHK6h`O*zYD+zru0Qrw? z+cFvZx^XM@)BJ5s9t<)${cafpev+?#J&oGm)!7SF2N{|Sk&MGU^q_6_oF47$(Dc%# z#xqOXI|>G+h}xwtt$lIv9NzAc0o4ngrlLljK#!)=XR3waaJx}>$rKg_EJtyl1CH&! zLNPnj@L8KC5B7iog+Y&)2Dw3E7_(4PjL$cakuWN~>XmBVlcHKhf~E5;=3=Nab*r0_ z&RuV&%Wx~Z(~DqVVV{n(2Btz}R`F=i9?4F@(uTu{j?4P(2Hfi>yfF8$Ndl}0#myX5 z&BHQJF=T6*DgK3WhGw5gw(n^rbB)QsArHQOTc#9C^lV7`V;0lQk53=CLZj?T!f_co z-f3u-m3f;t_=Go3vFd(RfqS{#$k3%uLdqz>7T{g>Oo~;zZV+O2dBiQ+r<05Ny}{?@ zBJM3&f5&qlB9O)uyR>&3aj7C2956xc^v3h34P6XN<>&)Ng!f~uHl$K(fEVdc#U%4A zZQu(t5ZBm`uB;wpMgnD4P@U3N3ESky@xetF}?QvG)u!t9>PWL37OSrN)6DW%vR z(!GAtfPoE510){NB?cKqu==|n$T=#me7IRa3W;U)=!pgwgBH%@A7K%!aSyKyUAwO6aBQAy*t)_TN65e_tD2I??d&}?1919c=dB31{cv9OV zgo4Jf;S(eH9K+L0Tk+5(O3yU7a|UTpRZ`(290zrzy=I*JCo8Pi^Vm_#MT@vh-Fn75 zU~Nl5CS7ZK7}_$k+r$ec*V9smfw6O13o>oBtu~f0?JHSW_NyebJW~5>|rS& z3-&DP?aM68iZ}@=7^?T%b@Qnt_F8W){$7`!B_K%3ik!-UFPKFOQWP&|!6w=sUU$Oz z1=HnXTGW^t{|Zd134~X5N{gkbZhuqsls6}Y@5K%ItJdc{@`*PXnlVrzOIA{_9&rql zIl5Ln^wbd1a)C6RA0|I!P-4N-{$-yL<83!FzC^bcm+XX(mB9zxcojYGs zS7w43?RV*6*bMhK=ptR14-HeQH;FgXWcd0v92!UQee zS7zKYml%Mx_o;8ynF3*w$KN+PlF>3rg)Bke{OkFk7oOzoCs_;zpO}`k6e9DJW8{|Y zk1GJmAkuKj-1V-7o8-p{?)c6sU3yc7aoFlrVZ&<2yUN`KbZ3$OMS;Euwy{)JEBAlz+)4%54R} z&97ZAPO!OW=2M>oB-Oa^g3yWj;|Xy;YK&A&CH<)y=&&Ez7Og^1ZB!gM{Wjbj+kxU8W=sRz< zFDrJVu#jvEY6u_uSLo&$!h4{uwFz4JI>ETLX}Gvd8ZkuryC0Lhq&@s{GbcZFoV%w- zp3NrD+$YqIPngqG18|r!M(Oi|!Fcw8Z(>+$I2|GkRPRN@uYlWsH@2J@{=ud*;F761 z-tT$Rv;Olv41mjz%qj4f@#a9CJd4(4>6sO%cT zb-va+FfSGDvV&m1aV}kr47DUx0+Iie&;|u?V|5g7mDr|aA-q4HTWnBtJLCsr-4Yh_ zfEPY#VryXqMS}SXas7Eqi<|HB<>j6$R2=piEG71K1pv<%@*8JW*(5AL*O39Wi&AmJ z`tME$89^mTs-&=1bZLKkLc?cxD*aJdGbOn$(3`!Kt&kr5oGxe!G+yIBIuhk`5VyOBC^E{Lu*hv_by0WENF{qO#)s<%SeafhiwCl?{;~Zow4nF z{>1wWCv^tj%k$GT;%)De%B)}(q5^;(u^XQ|zH#r`;L=X48OIP@g;fi%kFaM<>E)W% zbx#*d+57r!7kdY|=SAB&j@5nveI5WC|nAmFufUs*#U|7>}0Lws?j%^tfFqG zCGA&T58r_ngLtn)Jrex;yVj$HRlL$=b0Ni1lgce7T?^N#Nx$nGd(a<{d!N=@(<~u^ zzs?s*(Ot1IJkUm+%2bet_9(+aLWYy|yKJ7eoQXkfl}0y;8?PxVEFQXPgVYg zpBlPE3>|Bc?pxyU7hT=bIOtpNIN?Q5ttpoG1fnxW=_U1Kf`i^=?13DKGsLB_A1VAK zo+!j-*WZxq@%ta=?V!fB?9;SxST5iBLg}jMNnChs)2q{6pl4|THSdKp!ZpRFTW3ZP zFBIjBpm$mHcrn-@4Zez)BvV-wi(;xwcVsoJChh;<8`dkW#A~IMx%a#`?Q@TE+%Nkr zU`x1((GRp~PPit@)@lJ1pE=y!&|xoFXRk*%<}7Z` z-6p8#wI5t_1XE_6$wgg|0Sq@LKvce7-(m zE#V9&%>*H_G{+q+wId32?wkj5@~{6_xg~=?zyF4fbb=O%r*$@9V&R>RdXG1}hTTeQ z{z!)veHO{M-Z;qXa(6M3vHoVBNyD=+ijALpEG^E$oQ5%Y~#LLGZ29NS9 zGDY5}u5er}h-I5H{O+yZNA8uG34WggiFwUGj=cX1;5L<~JafUa{pPsax*`^~^eul{ z*9l-+8QD$+DW1Wq`(-kD-ld8|V_GOvzkNblfKGMPR5j4eNGMgUCK;BIukmo?-{1f4 zh5rpU^(bWxPFD?D7iu7Ucd!wRn41V*vxQeqlc>&4oX4mEg{|&`pl_{#ea)y z3_M|$%x>lbC7T=q*1VxH(|xY#1YTdSjO)^m@^S%Gh4cd`Oc8qTmtDDtD|2LLZWjKqkCi{?4J^8{iDfBQIC@v#aD^T*M zM|U{iDQMyRR`-vurO&*52#|Tz@(Rx%41R0WgQjEXB%T3Bevm{^ZHsJN6uF1Fhc}|< z#dq*K6?7v92?EY5`h^j#unh>BqH7)`tN5n!K4e3Z4}7y0j13OS)Z8 zw&7Kzvvd!oc`)$QWho|_y9d(X<*(lt!jCsKXJON1RbHhXHJC13vV$qi14gin&R|<^ z|J(UyOZXn^{QU&2|2@8XyE8~}HIJ+SbNZ%?Q8cJ`M;6d6PppbeY)aysIoJ~}x5j1f z(Lg8Vxq*LWTWLi(x}wn~C=o~-Ks=N_ykxIfY|S7!Q03)7+;S4`i@^$3*%liiil7X) z6hJZqf(@#XdL@^! zUTY^@fXX08qFwmCBR>4QXBe7y8e2n#E@%qWJJ+U60y{BnM36VIK^Kfy*As7uS+>JhYAm&Xd%RUhn)kLhqT=iEO)naS;oE_f z{p4E#3<{W26xHE^r!-?@8xB`Qn8V@U3~+szl|qX2Om@43YHH}K0ul5Le)MU9G|dO+ zZ>@-KHNQs^a2Zkx(B6CUR}vsvXtY~&Y5wk~OCfIUw)^TlaT!I>-31hTeqb;<1~keV z$4b1q4dBt2Xv~8jM1twu#0Q=gXpd4iu^Kz2kHGNi?(E8~Z*2iEE__t9oDW;7(K-CY zMl9)(I+%G%rJCn^kqH>}Y1(MXQ+slZNrE|rmb}r}k7eyHyIa%J*BeJS{+aH#LV1mrJEh_S%ip8oE2_G+z_<@K`9L_0`VVa)V&%9EI4oe~~E zsi2I#Qy0 zI2Km{iQ~KfW&u%;xHNg4WK<%{$RQA#8Etr>&maLwj4EQmr^&UJ-30tmUVzR^8}jcj zW}8I@Bqb`UxAP<@@Tnk&JeEf}lwBtBN2Ir8^n$SKg1AR~6Ctz*O)t#HMwZF<)8qJ> z$R^G#dq-#eL#SX&^TI`jA$Dr;8_|BNUOOY!_i8TOo-8#eyY#4pMR!&D^Q*h%UO41} zR~r)QubsbQ2dA|$B)?@m3Wn+z4v*^2v!+KH2H&j)$(>Z_S?ON*LCd4@y+tCzJOjkqlbL|ZOJ<5@JQ5~lS-8KoW?L(8qAR4KRoO=3JRiA7q0>X9KQ5Y{|qv zRUqqWzs0$M#G%vxeZ&0=HqNOi;_3GunB9)S^Ey8Oe6pG_Q8>dA>&QR*e!1P|l+h4t z@~3oJj{m)Rb-!4h{bDmI)g`?B?uYmtlQ}sZ4kU{W4CR-aOf$IRMwif)RoH3l29-?s z*daXI;S_I^LK&mZWyV@=h}i^Qf>~N%@B822H)om~&8HNW!>q65cZY>pLP{fRDtpH} zZ8mcKI{8@Qb9vTBJMu*)1F5p+P;0zf%QqDFg|>bytBWDKplIoFWQ&>CSf8tu3~);nCh1k}z8= zo#)e4Dg8jzj}H7ai@aN$%4#qN zS&2O*QP_(1F(>oVfEmTabcwhQyO+rRR8R25`75xm16ko>Vasfq?@y$TW8Pv^0v3J)9XG zy{XUZjJkG9sfU!cth+d97hg>SE#j^;MpjDk+GD8M6mf+~ab~}9__Aaer07CELzYHW zOm<@LKBSp7v`corb8>g|I?+X8Y6e=<$%T}LvEffD^Ig+Y13$Y~{JlvjlJACf@I3=& zp_Dhsdq7XmJmzt=%d2vCK}t|sRhtxgCsY3>&xbTSjVm_7hm#sSklzHos0pV>$@}R_ zPKmF=Qr%EaU~Un+jra;S_uPJ5v_ zE8Hq9PrcwFPYTu?bPfLokzSL06?SM4<=c@{b22m;7wUggNc)OIm$TWw@;f36iF}eM;EJQ+L>z@4S{1Bja%UHlbAJh zR+fobL_FR0#e5vpNfdA2qVX%S-N-)k-38Nx@9?;m`)?<9i?P-TRWHvom7Al2;3 z85TBqkIPY^B&rn%Lt_WI)(pD$%I02>9M|+fHR?vP%Q;^eu8^t6&$L7`zZ1cS(@h1f zeNqcha?*&&71!on*y6yo?@K~5>ZZjf2|gQJ$Gn=9uOV2czaRmS6tm+(<|{e^4lg~ zR*opcgi^FN1CU6gF60U;8Az(8BAZr$o)C7Ha1_=>9*~`XVbQGxf^*l}teV|v3J`4aswbiH&pdA(#Sc@;rRA&7y%p1l6{b9fG)+mvrmjPqfZ7n0+p8=|xo z?g_g%y;9Gh{e>@9%iBEnQBCD}W9%LIHG7_|u8dpva)0#@yW@WYhsVY7TmiUZ{JMw_;rUP82jixWK9;+B$vBiT&Xb1HXs(J@hDVpnm8txVG8sL9q|yIqu|pjywGEDIbRg5}CX}*PE7O9D;81$&s0&8Y^)@L|s3%2e#lZ0*9*umZnTvS<|Q=oLWK6NK<07 zUV5b;U;wgWf}f)bCt>?Ld)he7@kUsyd}C{<{=PXYM`FEWGc&D`r%_yXf%u-Bj!FI= zT6Tfe%-73ikdk?tWQCoacMW7qcYj0Mg9$JO;oSs{DqmN zq%2wkorIlrlnz}60?XXu%YMw)-NVp+oa0FX?WL9liQe-3DqDz=FpkR20cF$hw^4=V zO(Ox&Epy#WeANT7Xl1B3!5dvATw-n33m7;qu_l@OH~(89$@XZ?z_gJX6RrkAv74{w z1XnkYdqvdmjXy_N+K1^kz!)eC(r4a>M?ytF=d`#+tLw~D$hspEj(@wej%4#bTDU@nVPzHn@4p%w!Zp+stE_Uz56R^;)bvo_C%-v12( zN7#BTKEJ`k!Q;`)eC?|_ZaG8@d}46v4Q}*#BGGfzVif68AKe#&0vF#DciqQly!7$? z#A1i+;lF`bf#2MmH>zUuNl}2S>Kyyo(#jadl9!rM^*oyvLxE}iTHj|}g@&_yw)|bt zP{NZOOOAz{rH&ZKMjg zg2<0S2%iY>Uk)_5GmF3@h4AhBkl+N+YnNFltn%>VR2vPY>_}q#5M`rAv46v`&kdWt zHjCy_4>vS&P%tbXen((~NFfW_vnmhEeNyjXwepeeWX3ER=U+#;MzVDsb|wh24?0!< zwATko0J(&Pjc)52ncJI3C(`-k^1Qx9{V(bx2b5Mdno0P*WwPMAo?vL^@-TMe%(nql z$d;be1wJh(Z>EVEOFUeVVw?*e_clj>z>@FuI=<8g#+B0dhI=@LC;OMe=rn6k$<#RDG9JAJ5(lDap7g%X zRFrpjs2ckO(E2w3Lxb}YRRz-`f=2#V-5FoqJtGhNZv+rYt*aDW3s|K81~@a#yCD+; z#eTcQe9T8Ze;A;o8|NtqCB2A@ptvD{YI|>*44Ypv!f=!LX=0ArsM=s{&Ba;E>lp?3 zX=Ri3)u0`!^%`bSL}&vTS;qU?21_e|C7kNCoAcyQ-?5qCzPg4X`;a0xJCa!UOKRF5 zCbO0efBy}}Hm4NZ;pqb^r4rLQ2$5dfgfc5m-U>qv&~ENBNycw0o(%~ql~9eRj!|K5 zjGo>5Ssfz0MiE2r_TO-?qTT^f9`E68nKzSDEww`a3nVV2%rwac+Eb;-zF2Tn&NH=v zEL;$VamPsVyg3j!w(q5GA5AOtzd;|Ecr0lLAY}XulV}}F?6zCHg7ZLks@C3`+1Pb0}soHdC;X@ zO_kkH=QN(xnNbI{aS=on^Os*}GO`GY%BKRkz!<|Uv%7cBM?)TLaU;JT61i_L0tWm< ziFvLgE!M4>KXeBzwffOkD{B}(uaJAju44KbC;~A62LLjVWh+K5k#Y{qCZSMZKEp7%lJAc_#VWLxrawBEIo{Bfvw`FD3}; zHxhlX9#h-QZiv+S2e$!Vc%S!bwWH=AtF#fYgRQ=rpxOLmEo4poa~6x}N4thqAP6a? zNAcJ{&%BJ07xYn(N4nO>K{7$2pn$Ug5#U1o_91SpIUhb#vaSbQ=&VXptswL^d9Fib zXX9KP=iGL_sE|-V<+rbAK2Q@ogDAj3At5=)i8xEd*e&s0HjE7B&5tnJ{7`(i*=}J>Ddw}NYU`q zp=necFHh!G(xb#Xkdcrq9|4AtiGW#!Gp2zi9eQP)+Kc-xGTzvj;ru18v{N`Fdb1y2Jw=q>e&@jrCBLrOlZMCemIzjexcuoj2u)!1;61 zs@0KCb5Akedr$pPElNY)fIAnr(vx(1#oGm)l;77Ea<)@_v!*^1m@Y{u}(_?ZB!f;=gUY>e zJb1$`+d`1_O^xL_`O%R26n0@urb1G9AlcBgUb(c3S72o%0}a7$jUHAnnYH&JPM1ld z4@-ntw4nCs@sYo+43ZUDap-wnSrhJ?7i_E>C>?dLO+t$Gl9$4J9Q`*?BxHF^%XcYH zUQfoSol>-oX|WT$`+a^(58n%<&_VWUPIGYwkjXM2gQbtAf)Ty4wXnNTElfB6H&Y;! z8&b_?!dMHvBgz_FW`BQ94637O`R<9yp+4_LV6BYdR92>QQV%o21ikrK^lJ1{tG=Rn74Nh zus37eOj!)`vSnMy-z-O&+HaT9AumhUKSLDDZ@6iG4xam7X1ZK}?X*WegCmIwMYs1} zdo4B*KxIwt8db z`k)fLkSU&x))x zA+kY^@slG{=&k@OP~w~8h}711nBe#c14?sDVr-YtImvkp!zieHj|piNbNexN3JMxV z(~7PebTpA0cKmq5uB@xy1EvbJQXIDcwXpELXuTcd@dUC&U=OYAyo|BTWn^zL1#Kh` zeG`HQiCYlB+bb*aI}U(C(iyV>>BxJ7$O=5{y1Gu72W&<|KtYFq>-eKcN*ZC^$3CSf z1{E0A?)Rx@8S}Hj2~H7-{`|~Agw7OhnpHtCK*ksVEywJLa`p7p`dA9%H$oozor{Mj z(FI~6b)Wb5In82odgwf&{A-=GOu!+jr)fV!ih#qE4;Ml~1`sL#s6n+eg(4+5dIv=!N1#ZJg(M$(*hll%$&V4=!EE?L88!(mf%q#!9dK`+!%;%xJ)S zi}o?r@2G3>o}xjw7VN|#{MIU;+lG-Wo2{Soi)cV_Iw5iE^Nh~3ds}47A|;PIimUg* zXgpaNUI&Q!cjgJ&tPoBvZP+uIk(`2aT|!rQqJ3oYM*99rx|~eJs9$)H3NT14;8OZV z^)Rv-W)jhjV^Nq1uANPMaseExoy%~*(;>*Zdf#+iJrPClr)g1D_S=*+PIOjAGR_(m z;gwrQv3>4Q+|FZV^}HdTTKNe8TE0z83uqXECTD&VY_YI$_<5}}OSo$FY9IU@2I~DT z60}sT9$CF>i55K+Cf*%wCOwiJ`LctkTf=Vr>EggyV7b7I6{53GTayb z85u^hED(m$G)aRTiW;|44Jes!98umf@5|CUsHtWvS~9%dl&IOme!9a~#+f3pfzDd? z;v(6j4`pxOS|L%n)7S+Y{~*u%D-GV?o9j-~!_$>gxqW>N%0#oecQE`E-%9xn0g@Z> z?M9qEeRo89XJSW3+4&Tp?vx(8YuuF>4qBygs#h&ka(za}?OQJ6II&BS`$-KUbsL^R z%&<40KD;6dr|Gr${wWj4s?}2-^y(DZLu1Ln1f_#u8tZsy)XeWK*F3F0_fOngL~tk2 z;%R0B3c-_PHHdWWzfd&DCo@pz6D_j^tt&|x&0@Lr8mL_GW|KL0u!#nFsS-$O-usf8 zLQ;*deN!G=_3WYNA*Lm>=z!J0b6iKL93FQ(o{N>HV@G8Q^`wIsWHx!I>m~|sZt1if zn%z?*Q!8tvR z!<9HD_-wYXBeh*ENreRyMeCpg!^8bx@mQR?@e^AbKx9Swb*&QLmNji>)hsT-i*Xn1 zt`qoq5=VDWki+@-abr=5Mj6Gx)I(t^T}O?wiboDLilD`56b!pt9usKsr*m`O;&>@) z>iyH|a+f(O;@h6tv4M=_xo1kKe`I>sB)e8T;$D4_E3YJvG0TJ*j0en)62+d&HwlJB@r^#^Ro9BshU$&H>Ey-p5TveRE^;PLk zXsmxa%G8yvqDInaPrIQ-GhQ^Y+dl`zNEXiGRcHk5|Q&O9qt@`COH- zn0!G;;f$J^nxrDpp~rV z1k~%rK7qrVw+T9?rt*sUAhHlkia&=?mW04D&(}^4YoF9iE093v>Ccd%sVB*q$vY3I z44b}!CA`u7?SPt7LO|c2%X^#`uKI=yFhm&M_wv2%^YNnB2vB!{Wx&IzNRE`+V9 z%1@Xx(>oEo@Q8bEn=+MCg&d!#jxqaq^TC@zCYDSI z**^gy!S{9JFkQ3gF{!Cm)9goe3hJbCbx=M(nEqn#mPl~b=Tpr?POFwF^dO=bf*;=n zlPf^&Z@9*jn+W1m6itJ73C{0QrmR0W72@0knzhka%RfSj4N;|aOBPX?JB-DeAAz)1 zZ$ceY5(;WWX3W1!uAGVnh=pva@Xc^bW`O&|Q(J8c5v!t1&RBNRVuzeVxfgn1`3=Dk zfSAi35%~T&4IR-{*<@)9A5P-8*wt>7h6SO%V z;a)|}P>=86kXQ69xro?y<9l#MgEyNr(#gK3pzQg3{j-dkRa*Fhn83V=6(PZ;s?%u` z0`kNv%Y6a*vkB%w@=;#7u;lo}5yJc53(J(q^>mg0J!8=D-%f1aeIhPfCsX2V{yY?{%VjKjR_c%otrgNlHse%K-gibBq3)*x z?ODI|+ws_@H+(<)rxJU{=N(H#;POJEi;&khlMI2_-~x`ExQYOluz{e)?*?xZ+-LKE7ZLix z!}~qvGVbE{mqcIM*`#qjsCU*xJ7!Gl7S+BK7tWE9Va4w!Vu=V?yR>E00an%IU*Bxj>he zENNamzGXg$XUt0O#SJMRuUpdI;UPP|ZrdNo^8onfmSZJ~M$S87lf&hkweA}ZsXo1F z1_x#DHx*jT9`i-^*8JeySbKekzNw)!f7V^=BywiQAJyK3FHqu*ORk(YKlWQ%LMewk zix3}(BLKH(Fs@VZeL>cp|7ue#Op$&VhnX0A7oXnS#JMLJhk6nWxmMBvUu(iRaZlQ@ zb+d^G_B>3+udP{Hv|ZZ7_1a>gR_M9}ts#&xpe}DSt%5wTGyBn{l}pY3{vrI5Gq`TWP9?k|7+pZ@s$`^%i~Gu$_E+5P2z{^Ni9+tEM% z^1rn4+&AC3DU*LF%J(wn|M2*I`6HhHKz16CI1)`U0%4K=^)G+>)qno;^}qbB?!UD8 z9B1(ygNpz8Uk-kkxnJggnvXsQ$N!R*6KMSSr{8kFMgGh6|3Cj0|I74U#x(zzj{ODn zgjJJPk^SGP-BWUffe+0iD{!M}3*8B0B{M+xZ z*J;lF`p0i?^65YQj^&z=-+}-0?`YDzY5ry4={L*&tnx4Uo~O&z`F~2kOE-gWN%YTe z{?9Y`xA~j?WlsM2Z}a;1Vt==5*~af2?z{KZSn2VGwIPc5{$9SI+wMnj-{4&nf`54nzNFepy$)EC7@0<-1@-27<_51xTpZ!<2-$Jh| z3L8i9s6PR)JnhkA=P?b7V4EL&!rJq*FP%_$xwpnuEq_aU{r$Re@-5`O<8#NZ`K z85)HkBdt%APBH3;u*B>@PZ(GXcZk+Hxg)!$AVFBtw(Y9nFBf$BezU?adri(;7jJ-M zao{M=z1|=2D)8Lx5&lm0(|hyaRrrY91H8V3=hOQw$bI}jV;2+zv%o7hgK_#3Wvgqm zCRGP)e#Eq^gxQBPMrJiVo9F72g5^)qgvEdfjOZTG;#Ee%LM(|GbIRw})u-z*x8Lez z(66=%q@~B2q?}r$8VzjkMF zbQP{CRMhn9_DU%zxk5ET%eD%M!7mR@azN?tPe_vQFE;BSxD z<>(x6eeT!weeSB&7XCdk@@vz7jgqJJ=3jrd^Y3Zpx3>T5Sp2`)3aIV>Rm8uTQ^pd^ zi)1yDOCXmAby>?w`Bb;dmU++I*9_LgX?_L0H7Er9<9mw3>o`!A;1<+ z1?B+u))Qs1szRS+f~a+4N|U=c^%!eUd%s50$QJW%d~<=I;BgnvQk`I>Z7j2z@M&*t zwU?1-dsJ7afroG%i9X($HtLievhp&o8e8|nftxUVsJ&I!`fJ~cYeYv{b>-|f_55uD zyXZr=U2Um{$1kqYCUz~nH;(l3If{iDHMAcitix$`ara*jm4&{;cyt|C33u>;u2_V{ zSOsdh93zpD@}DPmjD1f6E~09{-&h!WEiC+@ziV1#Qhh{*8Lz*Vt89nnsqfro^<&tl zeQ}NJcA)FFXf=!IidKaNmX{XB3#5AOM1T3)ox91IS!Kba?x_6!aMs4L%>4CdrkU)h zn!SgpJ)L)@yGL53uN^7H-+z^9s(3y?2 zlbOB{9+<0PsDYymPBTLu`Mz_YcIEDpZ_&$42FdMuGQ6xMZI5+;C?&o?h!e;+n#WWN7j#&Q*ArqUtU9{T^EFp@$?UnWqOJA zh^6Dax`l7J=l=2oyDW$`Fx#emEHDFW_#7hD2QP3U+}|L|9=ttO?lXw)4EwU=0*l%J z^+B$0K+o0Sjz>iHDgNwBh3)=WAT+(YiM^3>Zch~5bL&m~Tp`Z&#~gw&;yr^!Se4AM z25%qkH|iTDVuDFd6F&)TeCXN??V>qt@k4uF9-^By^9ahI=OcNDXHNnV_(U35oa0}t zup0r|^4`sG*7@nM^{ApXviF(+#=dE8Q6o1A_fL(K&!~#9NcBHeT3Z@G+aBY6PyjrVF+FId;9*JeWfhs`F{cv7+ zpsFV#>Bm1?o24!O={_c%pFHJePpF<}>z1KRh7G^{Q`|cZTy?aIx(@mqdfI=BHr;HH zUV0=9wVjtsI4!M5~oMCr=4 z#)VvW09!{b=p95r>a&8vH=rO-V0Vvwkg~d;sB&dWq36sdpUgg>_6#j*^M!$tW<`xn zl_vLV^f8=OkJMcCyGqbf8MLtxi|dR6u}xbf+as-zGvwl^-^I~0*MYE;9jvmRxOW1! z^V3~A`OOPUhc0{oQc2F7lPT1Jy$*0a5*3y2lX!SV5$G-9YL}~i??sbN;kPMJqNZLX z4ikQT08sepeo2lz0v8GC(>UmQpnwP5A}{wz33$jRm$rl4samll!2IQ9hiv^J+4op9 zE+z8ioaVyEtZqSeMxY2UqjbBl^{#QV`TFzCW$8pQfdzD0;j*z?Ma)s`WD6K_*wwSorC3c-!SA9h1xNpQW$LqObPevO4Zw zFw1-5jN+gh%0{F>Tz0P|hzquoBt!$b3Lxhv!?@u6@rL7-jJ@oSCCH~b zdOirEBU_AAMgdymaFlXvDc|omP9+7&&ogZD^unZRobAkxFv{b$Bivij{ED8|Apb6M zKp1+%{NAoo(XiRdQ+gC8eur?t6RJvQVPy^;c*3CZa?&s?ij2m><@*!Icvt)WcX~a! ziX*D!#nD;l4RA5$KV4LqoeizNoW@vG<0X}>knTcv)nVhdh#emYOgVer?}UZJ5Ai0J z6SwK5b$bgq&h9vrBDhQfFe4Na*tGM?+i37nY1_Al)T0AF`o{)&YBwB*(^!i9tIlAW2+?~(SJj-nG7nNqJ@eApwi9-fkP zjof0#qo5npTlt|nr1Syj1q?G$=y}oz)B>*>QTv-NOmf|t2dt3X*~d9RPc>Yl zpn+KYxIfZhVETWp558$w9r}KE_4sE%<+8l(L^apX>jt3*E z^k5yVw-1v>=-qhpZ~D%wAEg*a2mF+y;g<@pOvMo~5G|jKd&});TpJ6Gzg$DuuIXri)Db!GwEgsMf2(2P(a6r;nG{DTb zTGDtxG?|Wv-}52-NBFwPw&B~L>1jbDfTdCNY{9zo4t?>}6AI7qZ^3*J2_aFTHap1+ z5q%skim>SweKO|ibRhNVfxNI3aY0E5x%bI8gVvV&_Uj!|Xp&qfMHPXzctO<@U65_A zkk>KN@H9;?1m)tm8%#sqX%in01jgfQ!;qN)v14VA#*!fK?8g56pw-S8gZV=qu|Ol# zb)M$kqT8B3sQo#@=xr}BJcn`tCBVMRkODWF?R{cpsQ+s-G z_j~zxJi`^Y`tSSkeZJ6J3Slr}s8k)FuXKms*`A`8M&lLx#Sh8@M12YCJ;PJ_y&zQ6 zN%@;ogo1y+NG7ug(9Fdp{dG|lLFW$cQ)rd!21?`Ls7F@cgf|y|E^i`&+65fxnUm(6 zJ@|>Wc2b{nDvs*H%?n&>=+9U}UjCL`~lsa9+R`2Fmti73t%)osvuUZ~O;X zA?BgsHD}#|d2TGDCLqlAlg9bz5OHc7XU>ZSpLl%uVeacsSQi-d0xGZ8u^{=hAj(A3 zwK-yao*e?>)G?s20;9Y+#3LKfqIv}*GE*;Ip(h*@FRdD)?+>5L{HQV5I0%@up(X5p zz6{^_OA34D-Q%EFd_BNwH@QyhQT?HuOc`h$5U7mw>*26^ayp_Loz2*uQ2CXZ$d@_2 z?hNr=niFSpXdZ*!R1bU&tXNb5A|1Ui!!HUeur9m}ywnS4p+VK!L2Z#(_Zu!1c6s}4 zk+O?SUd9L>6ONTD5@|j ze=js&In4zI+0nu4{?b zxnwOnIogKnWe9aAT_B`R!fck-Rcjq9z6dYhqZW!DY$D;N{9xBE8i4!~@pC^z(W_fO_{u|J)<)Mnj3 z@u>iCi!)#343Qh>b6VP;sM(}x-Ih(+JCz4AN$Li7>bM@;;la#D)VHjWY<_Dyle;|% z^6A(?*eA2LPtvW$x6eZ;SRA^fmtyVdihvE@)x6im__w?v!`VevDa>$^meH7<=4M&V z$Y29I^*(^%&*f&-GRdSZpHed10(m79<`L?zU!y^qoAs zCkPSp}{<=d!#0^4)Upm2UV3dW1Lg$45vQ&X*yXAS%Nt8sJPadYov40NpAEau%W*%5*Y|qdAEqU&BUrIy=g0&;M%o6; z;PbB{)3jb7@W)yr3Hy?AoQCLuS&&RB$T+9xH32H9^3fS?WI)2;7f_T-565CnY9k(E z%Qx|xl_ir9D=44ElMKzwaye_dz*&4&9fZX{n3@M$2(Nb*Xkge36p*r5mu21S@oU`7 zx&XP`LBHqa;VFP!#=!cDlG~23QjomN85K# z5+K$G;G1=eRbmXda2M%;@_pf?^KNt-`NUY*`G$9Uc%KMsd=8ZgIAmC&uXn@t_R*JG z5{O|tsC)LxD{8uyz<0D5>7eyVD#LS^JZmt9F>b8DYa^=Hofq0h`+}!KA)XO7GkH?C zja-baDIY+$eG$c0Zk5~iNO!RsdoTfrB|(v>5g>^L1}lq1lS{gw%%pf_GSu)C^l>rI zls{U-Cj%tYgwE)D#v!#BhO6k_3uPr5_#4QO+*#+wWTnj9%4-0f>;r8f5RA>@0NtgP zlWdLNJds9{!vnI$i@M-nYE})prDvxm>1ABdnVysD2I1!B258iRG}QP_ngd=T2dpu~ zyBpYcxs1;PbzkLB)}xEN^>^u?*28Ou?=E`|S-?T6n@29Vj}QKuqfZbiJ<}c9)r?*rtxsmIWs*ZAx_wmM#4Y=!}jzk{)}0 z6(@T?3Q%g9dTINBES4DE=R^5s;qLKLIXe%F z6h&D{av}#!%5iuKStUg1SIH!Z(k;M4iU5fpAPC_EW5v&!(FMku);Gg*yqMQ?e4tt2 zw>;BTJz!}*F{3uQQ+ovp7^V>%e=uncbdLVy6kfhaqeq(s867sHUC0dS$~Aj`8Rk# zlF=J%#K#P_$Ps328fO@i9RUk1hBtm~W1Ed3-qCg3WRa;5GCCwI;8Ct$0WmOx+&-S? zVSvD=XH7v@L!BtKk zk&d_2kl1Lw@38MOxE|M(IOqV8L|_SM)jsby3!1z`pmogL9`tR@L8``X%}1T%ah&5} zr{SuK%*F`QS|JGxD?l!t=e%G)=c7rxA^VyN85q@y7UD9(^WE>?8NMpcwGG-i)?SDM zB_7vk1BlBfbJ3&+@!Ap34BIHf;H7{SMBC(}_*MCw5Kj15rVj4m%3es$@eP35ACwHR z8vkRV4N_BM43K(9;Gj)$-6*Ft*N_=tN2I@qN3_u0TGH31h-iW-9vP2ktPBh;KbAqK z24gY0j+YoJZGbg|5BouJRwp}j?;4HL zqIKxwoy^y26sTADkJAyiP)YoxgUCWDVh_G_mWi_yoc8)cx-8|ix;b95 zY;&@XCP^yUPkSyrQ0@MqbbjH|+ZWxzq^(pd4|u$w1^feG>h{j(4eew3)|??m4YFM0 z4*%h5svndR)3oUp&n=i|$nAqVc$q#x;&CgTr-f)RZ8M<)|JI# z)L6nbD#;@fD_W}aM&KcJsiPmi3kHcgx-oaUYd$hOHgkYV!4TsaCpeAMd%V{H^BYG)P%IQ%b<;07rqt z1IblzE%)BIMZWa}y+_YM2D)#7?dEN)(H)1#6-#&= zErGa1tn71y!nL$E!B)}w(8gj!Zz4HiaYI+8f-)%b&2)$&p0Fpd?&7l?`t7>PqM?Lp z@WsU89dO-|N>J5{lx|OwrvtJK^<0w~8&r(WhSiiRHt%|1h7O_f(HN0WPgK6$r@aI1 zcKnX(%O{2Yc0O>N*0HfgSvW``WL8S(TGV+DBx#w9CF-FzC%9y z1N@~N#ZZ>zShl5`z#5DZnSciljNjwd`IZu(go106gn=WwJFU^hNPY9gtW=oQs4mNj zGlN~ar>UW`AI&|1&B3c{#tfVH7=a-zsXh$i35^{{4^Z0> zVK!TQ)(-BlmkXGkQ*Ct$}*vI(J>y32s58KDp7Ah54l zkq+;}m`mq-NpFC0y%HdpMP*KW+Q(7`8jcB19{dcLfY*~p*)RlUlTcM#W=%#;*N2C&pW&^1sC8Y$DjZ6Ef# ztR4D+Z3s%h!Ar)enIG6!P$)*!U;%1yK-cHX+gZ_w#TL}oSmPlaAT?&Xfgtl*j2dJ} z?E!ZnQT8~2J`AczQ)73t*nPBT)ZRY%I*`6?pTnG14cVB&2vbWI3OwkTKcFR9q0WK&mjqT zSmb>1D_)}thx#GXjeOD0ZoOl)b?yN*=hH+aQT^=#i(3{Mhu}pRR=Ne8u?LaW>n8ff zC5eK^xjij30{+axI6ViMOhQwe`FEc2E3bVQL+PnPiFil_1;!^^3w$mOH`Fc;Bjnfe zt`5OKkfEs1!rniyEf2t%7^3dt`YD@P9e5wy?S$s^9+}m^qNjcXUlXuzH{9B4h&7Cj zJhZIiaw9-K?S@euDj!c{5?Y}Zr@kb9M?ZxacbXq-=!lDXH`8PW-2TL{w53<$c;M(k zQ(p%rKtuwz3Pqq%3)EI5D3qsRw6p+@R$M11G@hh*M*E!_CMwZx(wKEkG*R(pHdgzl zU~}g8#~!2CRVy()?cqkUwDV;OfN#TAobuAq43v0)>L}Aj4Y%1?TtHsn4aO`{rJlVr z0yivTBJL}Y;Q*_l1Lz=cSp*O;oAcXnMI}HaDUcT0`(lGKkx;UpFiekH0Yf8Tzyosv z4xx^`fHEAHaR3Y+g(3l@(y#=Jky^ z1@6^sH&%~$x+$9xyW~7Z1i>JuJ`S{Bf3h6m8Jgc9H_s=y>1Z@`PEV)%P1)~Usoq); zEr65LISEgl%gg zgv_vmWEdt=07Y4hH4r2^>~HLHCL??;K~7d1t{iMSq_eTsC%_ReZOJbd`*amZIJ*t( z7_X=sM~`ki4T|K|zLT^Yz+S|NgGbwUB#O05yaw_58({^oK;AgX9pQ?h67M1By)6|8 zs4PQWz~;xkhRnjMKABf*Bm?M6e(Cx-kx+b3#~r1dMC(pH1VV1-5^QG(QZgg|c(s|6 zV(|&69@bValFW(T^el-Z>q_y;tYJ{*ZGa^Fbd9K+NLJ)*;#MRSyCDK!PkHM`8~fQ9 z%*R;4zNNQA(vF6o>zM9PLoxF8htY6BfHF7a(L>Dqhf)1>F;-~Eot-f%gtIR6y=gZj z>dW3u>$q-9sgOo^d9VGArw^_ysrY^@?UWWM?w-+7wgSRvtXJKcL4E&pcLP=-=p9L{ zH=o17Y+kZOp zwd+tCx|#c;`F2lSl&Z*+W;-2dg?*B+z`Ow!6pfsRt6YT!q5R2J3iW)DMB;^ZPBM~6 z;)wh=4LFjA!e2yz=xwO?ch4a~AP~er#kl(XC-!DO3!P&K*j?j7nyb2Sy zI(Oc&RP+WVXn>t?qafS?X6FDyhD0o16NElK(Ug{5TM}xKvKc+KB!0NedL$$ChBHPp zR|+IY2p&wlK%J%zWORSU(4FQOcc7aUrSjj6%O;rhj@Ee!3fcH;!Ydt)pV4Usw$g5Y z?~k9|)D~*)dK_MtmEA7tdSr@3*sn~f!`KPc&Y$kxjv6Mw;hwuaT~dJpk^ABS%|54q zl16BYZo0AN2d(e(OLT`^Q1GRlZB}JQr=lV{1XSCQ+GCw$quJQ!r?4*fIaje7L+d|1XTU9WK$3B zPjrhmvH-+shHztfU<==)m-Bzo5OlR63mx%SX&RVfjs@QV7~$M2n^Ze}qJb4|_*@*) zXCZ4^St~N&SpG(_xk3~Rok7co+X|#W7~^Km@Y>dZ#ncGdKuT8k(}5Ju8LEwAc(cM3Aq$5XHL$rSlgE zS*GihTS3p*_?rR81;heBhk%2qFS%dHNLfE+*8uQ6;lswvMqCrZN28Kv0Go&2$EYf= z3`qIL8(yp-j{36ViHlLlVi&YIUsu>W^Gs|p_PPMZ)Kf)d)-J5A1o5Mw3r^MAy2kb? z?ma>uZTFE>^r2|Mygm8q_Quct=qbj5S9RAkz1w4v>wZ1vk2+ z8b7>@IyU#%+xn>vcb$c?4GkU_AgJWm5Wd|OM^F|^kECbE&T!%a-B1O3L>`NSe2OLz z6T%ewC9>f=3#_J-4EzdQDij_|xX&~9erTXCiOEMDvjc=&0YPG6e_3OXH7k|?{7PO- zlO%q+H2}myQCTEiF*t?7^c%PEs=ITM1As4=e%!^#i(9m(_}NWJU8^)S*bv(I^ZZVj zRXGrjD?OLj5`)kgenXN7B!*0)0W!J;s|F;6<#61q@VYqq4D>g^?rGFm-2-OoJcfb% zV+Jvv#LXvW8M^Cc>7M;`Mu*}gLZJ^`LDE-sKm{GaZGo=kx`?>UdX$8Qz7#aqzT?zg zz>A>ZH+U#NS%GqmX~sSfq;Rl@*BP^XmGp#-;j>58K~VXHcb`uYz9T+=YG%-o9#Ae- z_NBrtf@U!{ixI0nI7N}5wk5|BU2N*37?1W^xCIS?Jmqz&4#b6~0n#(eX;v)`7kBKv z4D@Y4%o{!PB=T7}b?8?Q#c8&!7Py#@c*#0vXxGOM8#qQ?oVbXV$IDZ=_B0)}K@FE9^lep4pI9L)A9?LkP2fEi0*u(_>obN#>i4?uiBZ3pDK_!eK=|F&Q>~Nh! zfA(swcN7CJeqF=%=ZG{ESiv7R_Hb{nS3BoAuAP11DoeW*PtDu&l{@$ddl#xf_E=m@ zD^eLVe)0RdD2%(Gj9&|j;nYz3u<3p}dpFH`>08-L5J?UV6NoIsH17EV*J9Kcz!u8O zClYe)p%&2R8j7GCqF(5n1*ovJuY7$mbBEiv6Ck--MmUNAzbX1GrM29|t>=0+jL)x$ zura!G?Fotl!_O8iBeZK-S~v6}rMzBm98yt4A;YDZtEdV`Fj5n_ixSmyi>En^>p|ZP z-eWe19vBQi3YEu@rZ$zvI+;}pzL=KaloYpz>-6o{aXxpkW2j=Z*%1fci>xs_RI2m- zhGOTSOUEZZip~6sFk9eC?WjDc*wn!kvGDNi+R&I_Afil4jXNHL-)%gaN}aHN*=#>u z2H^`m$LAQM)I4~PleQ5`0Y1OrGZhJSWlzAUUA05g3NnLd0OKJ~MdbUyQr?e;yT0P< zzIc07ynJ7N6?h2yw&+#Eng?#xDR?Ki96(i4w0?_sj)+V(5z zNyZ5n{Mny_Ju(!Ctg3z?&kJ?uwy3i{uh{{Y<9I0|nTjb}#A@eMXqdDo3H5!GC;X2q zvTMS6a?+yY6th}^%>%NI0q{5bS=zk>rYIPT{aI5vyAi7&q=t<80Rp|Y@5f@rdqa2G zbE$O&=e`ruaU6LQCtx|UDoo@$i=|Oiah=&N@vniJ1{TL^1!MjLg=kf@d-2VTUwo#E zo{g#1pXp@ydf1H3DA85U{GBQNyP)=t$6l7x_Ko&|_fkX-*vl$V?ZC36ZN`tj>22i> z3j#>ro9p)sT7TwA8t^+3e{u?{UIU3`*sNM#FQtspCclW0VDkb-I?)UM_6P66438=v z^#K9^aK*>$1Qc;n`4<^gcqr8JR=NBl$Sw1L`z=SD}y=ZoSQo{b(JV_ER~AIuWHP_v2wXP;<;_JQ>l30mEvMXh|S{=7B=WH~t} z*LA=pCXJqT{J4wsyO)=m_;lAaRJbSYr@3Ju7^WuBdV1nrNy2$O_Ca~iCFE>q1nn^@ z1=QkfxaT`2;N(M#WnD0!6KbqkXMJNV@8&MT;%+_S#0GuDlzXBUAv3Ca(w48$%$bSDy031Jz1UuS9hh=NW(SI6neuJ&q7Kc#4V^+*x3!Zt_4SV8UDg+I36qx;Tu9YFV5(@CLH)`0kb$1$F?nLPO{@ZJR zuS7lhk|Vv_GTQ`t%qfZ%aw6D|v!EM*{?%PcGKj4l zE^NSiwa308z+UL=iLd;wg;}Y@h9?r;pwx<;J5DogwwEM{>Hwu0H^b$TZ>KLtph{G# zM_fz0b%k`_b)W!0K)}DmU2IfsGHih-5cnNEH*0c4O5hUOj{H8KnKYou zMtxR$dts_MU-eOy{2Vx5>-+Asfmj$7$g?Y-nbGD4Sm6zw z8Yc9_2zYqeUHa9c%3;_qdTTz;+wbohY=>F+Tf&ZE`%!n`WgOO)$#T z@8V?CVT##R^v(xkFSTSa3@U38OfTm^8E?0&1p~Y3OBAQyqV?Qytbx}iT{p|0uFbgN zcyB*zoc^_|G=KGfemhwQs&j<*#kF7~7Al@=96pN5W(^!8&&L+Q!+@2ufz?Aej-&qj z@XeEjX^-FvoFlKHGXpkQbSq#PaVk#Igtm+OA+tp-XyW_4K^|nk9@$uapGxE2{O?~2 zTfm8!gZOabO(B|4S9uawV+Av=0YsL9K6y?|-sK&>xiaE6jp2KwxA~!Q&)kI@#HT$A z0?^0e1ZjF%rKcdL0IylY5BV~_#QZSr2ePq}_blC1U9!p*iLBCJW0 zkbPteSQQ(cmf6@S8SnC(a!>yL91ze~L+*WjQCgHr3gx@y!m>yvNKi(u83vr^D&MfC_&IF0f7n69&FBj<8NvdAvq`W5Hn$?+}3qw-3ek$Gn6K}Hpy6vpA2W&!tXXt z4h;Hz)QXzkBM|kkw6e-vw%{#hWzlkY&){b==rlzoF2yObVo}MYx-_d!t zXvD?Wc@bpvrs41R+a|WnaVpo(gzGpmZPgqe{rnF4)k z=C4mblH$8;ZhVM`8d_Cwp~KD`pvd?f%RDzaNApp!UejE4U1Sc!b;aQ{43#m)bMKAg zVw&un9cA%kDbcZ@tB8>?J?g`V6$5CRnH}Ch$Z=Fr; zNr|SYs6|H-F1F8iV{JE{JW5#5B-gk+)@anv`m+yFG{rS}l*EgcKP*IVr}hB9tP74< z_HqM-P9SpZ%kQg&_u{+G#;hfPZ)I{4!{|@`^obul&#n(ts#IppdTCu&``qrx@RlIs#XyY5o!Q@H9#Mr zRQ^!$UP{J5g7l7jm*VPommF2N?&iA5V;68<^*v4&;JuncLbWrXV?tJEplv0b<1|QU zVD>{lZOfd*X^3TDhz}+KKPtp;S=1Tvg{J3=*E9ltKt5GF9yF-mEwetwcANZi^rpNF zr+wc)5Ki6udf_-jm9K4m)sK9rwwAp2f&A)%;8B+&$ z4hHTYO`jRSrzg{LdLP}3J;f#vY^_Dn0pr>Q!&<)5#sv(7AqAZbkP**;H9!uNZh?w2 z#SO5U8xUD)n}%@5G(wF+A2z4vq-wd^uda~Xt+F@;+If^Cc6XGG2<@-tl zZ(T1QsOZt(HxrP_-)>M!rTcrxrSB@6sOgzCIWGTHVQwI$+0JfffXSN)v}!g{i_5T~ z-{dPjmHmgADI7EA6k-Vc`&L+xr`SH5I6QbJyB>zS?yyVF6MYLOO?SxeI^w(gv$*1< zI;1IXK*Y!-)8VP)Kem`qdtpLTss?dNpWAjD+mB@j-{+jq9-3d1$8k@cll{raErUq= zSzcdEN!R1-F>SSo3F!>Z(5~rc{=nF>;G^JsBfyXsz}%PyvZkUKZw-sStszL_8p#S^ z@c%*Ez6xv`zcmxt!I|3a+Rj~F<{e@KN_+F%jklm@G&k$_Ik}FovrgU|c$`ArD)MQ8 zC)zv#vq#o7brCv`Oil#EkeBWhmSW+{O5;bIUXPRP^!#Q)J+DAjC>Gxh$#aCYQtCCq zr`FX&!b^GfUHs4jtU;nj+`c=?Wgn#SegFMjjv}{;@OTX!GPtC?DH#OQckMgU;>UZv zRZH25V$o{^dF=+p-<5JlHROnDXeRDh(`SQOCF`mCcZK2SeWlrLIi3pHOVo0(BR)lB zIQgXKfO&J`n_t51cYSAO^~J5au9;mCC*NJNg~D7)VS(&pKUOzqA+auhYjQ-6#$)r) zySqF~$Huqg>Y?xs<_*?NF!vSCAvsAAN3TIO!5+qCg9!5lTRS%bIx&YHxwnpPse8`i zQ~A(CVP%31lJZs&Ip8cXxc>VTl*}SK*=dqTN@HeT=JWG=jc2b%R-lhU+ZpSwt4+vu z$y0h>NAX<~>P0}7utGin%NV3wy!~hQ-Q0EG;7&EKf{>Hzd~s&JQ9_MBnSy*=vl#{= zQ6iSKJ$Ji#49_pe^z`wT+TRS#9c}&RIvy{%`K~_=_Pu^nI=n$$fweGO+B$8$uHv+H zd{-_277G>LrPdsE&6vQkg9(Y)XjDk!hM6(ARu2#QZIj=82#$i?Y-p}gkq*X zDnW#~xs2pE99;bHo?{cKB^b|M`t?TL{_od$daZ_+xFT238Y{0Du(-gnXTS#OjoI1$ zOYYjWOPy@Nw2fkc0H^NF3)_&#vkhmRa#lUeLBhn-_Zx0QTX|XzUN7R`W5>qp_L*CUpK$JyC97IEE&z+3y$up8oa`KQ>?s>|Sn9T~mQD==I~n&u0YYO?U;2Efof5=D zUY1=nK)tWk^kv|^3g3e|we;8hySYT+-Yyo|6AGedFxo)u1CY0&Co7PO|0y*&=F=^C z-rqC*qPtv8MniN%UABSFAyyApmGNEXJp0~A>{rjSz?a_4=&Yn!++C+27PhUGbDkXS zP5U>C^pPs=*-fhjwZ^x-vB->q-Vo^x3Uc4R*kTp93REA!5dMaU>Fp`1C<%~6k?$Q3 zyR7`kX^8wgufejTQ@&3c3ax$v*(v${m|2+*dMn^THZnOx!*~j;@H%ZWxP|;>PL4nh zLt*c;6)S}N8Z3GyQ>2fsj$AYLMklv1?br=+@a8ch*$I?U3qM;R z7mCcwfhwVVmM;Jf-l zY!AQhn5DRJ83{;6Aq!aVux0E6pcB`*m|sfLIy2|u)I#}Sgu&K;#1-srZEp%n&w5MS z5i;(szkZ+eoggnf2|Dj@Uz~3DcWJ|y`5{Ox>YdkUAuXxU2nB6craC#Rr*obmo3&Xh zoTtb;MW|58qdnif-VsU7{M9=tMX*!hr1eD^M|5Cy$hL08owM_;3sd6x(ta`!>=w;< zAOD8<3Sf`yx5zzF5XD<~8MJT6knkQ8 zrwyqTULmVNI1|vAynzIzlURnd*}>>YwQf zK91Nh?~+POXn#2Q+|r@kh3N=7Naq9bz#l1SQ8nM2el2ZUF8L>CU}JF4Up;5n!gr-j zv!r=X28gpN7nlQ=LrfcBpAN5*t}WEjL0M}#^XPbOnUzHj>`-c33p^yrMyYeKRRtK* zfIOaoTmhgO@^aOGgDx(o-j;4pLf5FcUI}Z@hprT90e=RHQ=VTB`i%D&hmqtw51A9& zV);1dTQ3m%$Mph#_hV_Byjbet_=nnnzmNTW!^@Wb9QccA z`^TjQ|A~qGw|`jk^{Iw+IFi08{>YR5lhuFZZSu#_6z$M8Nk1IL>yNpp=3;p@f3!o@ zEbAw``r`Euv-KC{7eViVZTj&~z;ov2{Hq@WHFLB4=e?MhCL7ve{`dc_E5ot<8Wr4b z?uwtw{^tMu>p#%H{p&ye?lS^D|79h|=;w<6@>bvTu)qEHe*(R&ld<@#4m9yUYaIN4 zvvK~5I*@(R{l0R|!72adpNN-bor|RV`)|L|`xkNhZ`Qi_F~i^d&40wOKM^R!AQ=6} z-~MI5|M53}pxB=foJMejVE)lp=$}xWK?oA1|Ld>*Bl;(rq!Y({qK0`&#ZuGP3HB#@Eh<6z`(Hl6>z~n{kYBFpnv=C|G|g;^6=N4{;L-M`j29s zhj{^QK7_xj|N0LFxGebji`xN|7+Ziy-(UZ5^&kK3e@Q#m$$vurgpi=+arsXu@*n=g zf29BVk1jc#_4k4AzrO^lx#`!xn*ZJ3nf?FzzyIBz049Rr{ngK*fB!!l0mT2C5%B+` zN~m3SH-p@Q1#5*Mvc|+mygi>H=Ky{G;d`;+2Q;mYLZDW>%sadM|hFBJ%dL=e5=a!vt`i`WKmsAyJr`bt-#vIFDGVJgd@J6YwC7HGxz`$xjgDez>BtMKjK<{sNe5D zx2NvE!6EV4MJe|^)aX?w+`ot7yYf&!-$SyiE0yhiFMT>T6{Wv=Q3bO1{*eTG3#cG^ ze%oDBqr2iU@e@>L=We;RsZdv_kcU1xjw}Cd6qPBN7WXzg4^_E+yDKZd`s(~?+;(h` zyT5l7uUjPg-$vhJ^?L;W(*6St{ofe@|L2>$FFq1~&g;Y@ntpeNJA>~b`xe*B?PuP; zw~6%Mo$=m(?o6#89sm0#y!_{zsIGpmelG4Jmv4rj$$Sg<_~#}{_c(r9`?<~kiV^?n z|D`tj$0P1Vq~lt7@)~APRWsoF zyM4A*FpJKc*M&Q$0d1(x6A#^Rsy}~j@T>2FwDnB>;Pi}x#Zg3uUe-T~gIIS#?$xWg zJDOt!XT)R+@cf_ISd&BdD}s9;95W_^%ehZ}Q%jH!YScv&Kgfq^bk$~=ehdpC3LXFv2eP znMhahF))8W1Cc|R{xlJiu7_%Na^I1+H-=)|_dm?*Z=3#0eCc1}Nx%AksW1IYJPE|< zzcPCMIZpyALFZG)#Wtn@vx6}y0+HrYYHW%}2u zG@l4KuGqH34ey`P484DN1Ha#*CPCacIT4V2lko;=(B}RuO+3|!?KgS_Svf_5pZiY6 z|LP%LBwHQ_Y^eF`=HF9{l5$Bc;Qu> ztHlv0%bm~(li^Y=oywo@ojBh7yn5=q#uqjvwa`pWd(cexuZYW_F>UY`Cj3R zrt|Oyh7&pD;F)2X1LIn=Lx_3ps4$Pw*lvSzk1fKxQ=*5zU3R--Ehpb zkp(V3?h)T3UG@6*#q&sc%#z7{KUFS01VYN1thPCim?ikraoZt!d1|nK_7LIyYHex` zp0|X{51zPt;0!+NgQFKyK(_98Ka8z+b`_eV1+vdGbl!aKWc?fGM%1~XSup+TA8qOn z>I?;~S8}l6->rlebzT?qw?+tWt|fXoy;jJ%2c^GyJc|UvcX5rtVtBy}0|a z%hNQSF7DdDbN!@cqL4?EGxg5x$9pLuc{9kC7`_qxOe-4(N?pn9w=Up!2N>(Dh3Z@T z?g4&i$M{~Psu_qZwWZq+JaAtP<)ib)YgxJ|0znR^~&6P@VWSF;j@}W!9{mGZy&J`T@J0ym> z87)KWis}|}SF=p7?DpWG>NJ$#yP?#NZ&$vo_zg8ZxTk#|`4{Isd0~DaKfdo3q(b@~ zk2;ET+qh6S2{Yx~V@QJaCvKLJpKRy56(xu_w+&h8ypwnDc1|6=RO#Q1(iTO+HkWz8G-j!>kS2_uyThbK>8*8Db3K;M2CyIO_LBkb4^VG*1A zv3{uJ>gxv{MSF~df1LlfHu!q;$e`Pe|H%#8ub#pv3(Z&~eR{t~LvlwTcXH_25Yj)` zX`;^g-TpZq+IqQbz9NRG_Q%`WT(_*>Wtwh&AB$n^5gZe?!%xKQ?9 zCgg)N+`=>8;=Lf(8k|OUaq{QyTX8y^vGn~M5BLHZUU%^~zHQFOkM7zV; z7NOkQ+4)|msn4X(?qM}oYR13#hg}^40Pp&-jHq}56qlaD_L17+SMM2KIj;BLb1;E9 zXfb{Rc6@pOXN}rh9qAsy3m2-%^m4R@w{Asaop;|aI>aY_EH*2l8b)IM9qC(sN;=}p zy^M7(JtgAFtWg}ePJY(%54J9-4YC4dmL`FUPN&U^;R!WKq8m?fV#e<(HBIzP{OT_q zX}m98$qG~QHWdHu6fp?Q>h8Nfz-_+0#MTqbRWF9h$Y);WQT4&QShdHIM()JL0X zGy(5Tn!!{sO#G6RAn<*84*4hVcKwgL|F67c`#XJJ^QEbNeQ8FOIZ~+gp(E5`MTgwO7AH8h#DRVc~TK2c^Z7Vue z+A$9G!dsmE;-~pn-_rX(;65`x2??8^`6Igk+W993^E>BNmhRHFO|m*JvdSv|+<{*m zDiu}Rr*>|?A=6F(?Of>_rF>bFEwy6{GMOjZklS%4z!hKtyxEuEXzp|)uR7pL;3+p~ zN@|SLD-K>X+y8SG9ljeQm5IR_(S5fd(W;*DPd^pYRBh>hg9cP=Wm<#}nZ>iZ?S|D8 zL~7zBbXGri8Qy2IJXL~i=jvDgdhN+`_)JVmCkcVCeoew~f6f;RONxZOg&$7R4s3T; zbbD5aqrKovz1veAuX-I>_=c@nUM`#f`UWKjU7pOVd;58LH#^smCTbgXg8=cU*1a8W z^00{yUDS+Y2)M=yr4^o;J-W&BUGi1$4WHPTi8+AP@cxqzkk8$H)k`|nO5T6wi-ccZ zg$A=GHs5?3;~rlK^DPR5!ZLLf-^byFJ{C-w`uyh6`x^E%qDMfVelx3;$Kmr0I;0z=Ic>b9SveuC;b=wpt;xa|xdS z3}L=Y>V8I4$nl~rs?Pf69fAkAn0Ua5!9Q0Nmx8U>+7aG1IalZrLYu2P?P4`? zWL_h2`=J-rhv=Fb|Tb1FrS zy-tW*OO-y`*Z~UgO6`?Ef!#`v9kfUa9dG8^lrlQF^iUF}IT8bBSQ#o=p2*Rox3 zpxPtQ3T*y(wuDMcP0ew(P%QdY;_$BMtB9ab8H>Q|#rJ(%>_ujHh~mYPTPu!sv;u41 zer?k;n(q_iioUcVWPMAujZH&jKsDkBPD2M#Kej{gnN#BEq?hyd@69#r61+egQCKXF zb*T?)@4en=1CX#rhAP6AuPZNtl4irQz+BQh<3-e25d&7x5XBG!F3C+wt0`-K!@=4; z@8||b$l`m8bYrNj-m83I4xK|OeSqjY-Ov2yzSy|cy0L=DD#m<{ zSTkV-pPhW|m3TCSC#coZv{;9x0{Hm0FMWb;6#ju+r0E!o!1unJj%Yx>rfB!RaYHW+ zfAtu40mo$NIlUwKp%|{O_2NPF{ro`)oIdvzzSRXDc5d)0HDzv@_l@n`(0>JNf?0fy z6+cSKXV!mbeHDs;rqMW{>=QVKqO+$ijXI4PjKz1^CGG?dA8=G=F0M0RVU zYM?0FeF!W*zeGL}zSR!uTSS-hd}s6bf(PqP^qG`UpC8TlUI=m6S~DC+z@q%U-?$5$ z^Ln?AaCb6U`7YrZ{E7WUPv1iUQ)O0dfLF;nV`9&H?89!sCs!fk=GMFlm=yUWjo~R| zpAA>c`i(d?Y7HAcx-FGB!yR4rxbxf2&n>%T)1tv!5AnaxUQg9X6ET zEHb>9xnmT~7#zrFJD;i+7O7f@TG$jPHwERu&9|Fo$LBYfyr^IOB0bep$D@9#b38^F zR0a?hJZ>(vZDpz{9)fwvEKKi0L4lHf5In*WsOw{xlwMDMSI0BsYsy%Qiy!7YbR0sx`AjAi)4>7Ce}_o2D`A#^G2DpE;FM{# z`_&gfGv6w4;X|H2QSSTnkXqHz^m1>!+n(>g3JJK=r*)#i8%Xocw>z-@JRez6*3B?K zKJcDuP9U)GufE)`mxjVc@hKw!4wft25=vuNqlV}L!p_`!0mgRQIg`}MQU_*v0?A`K zXd%8k%ynrrTeYh!S~5$)NC}pej+bb`{9 zmd9e!_i4o>v+C+`4Bj{?QsB1E`}wba*dX^Fy`=m5o(5{+uE}TdXy5`GvAZ@m$*T^C z&02|sAj?9!`MDnw8!p^DRcWkY_(r0RZGq=4KFEMfG;KZJ0S$@z4aA~a#CkSjBhu1i z;^!W;PT!gzICTd!yhp`GfP{)RBh_z{I)VQH7TDa*6DXnYroyG)5H5G5Cy@l(d|n2~ z9VUzxVcpTLF(m3+A{XT1R!wbVe2!YjU_IgExT!!SH%{55xcOGLeqD4bv>3+i zi*6K&kQWVc-M!+&?Rib)@iS>?Tok$@7760RlV|I$b@r>bN(Nbol%^R^ClUBbaEDMi z0PF7N_o>27hiSeZM;a#P+wH^L(TTx}u@7e9UZ4~sDer?D-vmnU9}rpQnMa!;3=MEQ zM0gRyJLK>gT@`wNi=9O)amGEaD5B707bb-T(z`k(@V!MFAcay_V!;Eu!8?m!XsI!#r1OUDw!F`a%!6>@ zriLN;S1%Fbiz^!ovPI(lx&>Ip-A)1z3He=dO?JBpSuY?OcD#XReb3p@oImY|ja^h}b)$&s&YpfczsyX(+tlj@J;@1>oCR>Cw1?5WG4$LQDowvN>RHxf^~TpKa3=2U zzErMx&rJ|-u^u7Ay+2rj)*cw0mN`Ga@M1q}bS19MC?y!WbS zMjuYRqfOCe8Ejt{ead5s*aPzba`{A0%>EmTu~&PgXP~ z`*eoV0Fi8>fH#odjD6oquF$O4jcd#*zn$jmXhk6<9-7q>w=l|Z;%>uUUSDfPs*)V8 zAzlE*yZASIEZA?=%n$5Bol8RX^i9H*=ZH=K=%VvZej%pGGl;bu4vH9kUt6N(1lOn9ThCpa>s+_I+430L^7) zF%o-e`vtQSP6$U?nJlNm5Dec|IB_8fsE_=5Fc2{ww9cK0#zA>&sse6Vs=`8Ga4dYGLm zj*D|O$<0ox6E*4U)l;T-A%$WW;UQQa2WOSRo&qj$ma(WF9-GXaaCMn2K`hjrwXM)S zVsF9+x&joiRScc(a?_oM?ecv-C{;rbS)HF7eQh6KFb=^J8nfg{c$WKxv(u)S-Ts;9R4a&D>^-;9Q8#d4rHD}3WVwffcsdfVJ3?!V9bhCcm z6g5bywl?GS%94*!YJd$ouJN5OWWq9M{qTFi6HI(|>_Z`JX|veuX6R-#lPNtdv8d** zQI+<#75>ZJ6EW4;Izm#6!P)^b!ANt#K?kd2!{(fExnx^+IRLzy*X{fa=Iw<-k2F(> zwWW$q7e1GD?8KhlSV#*K4rgrkLTIN<*Q*3N3;LXCJ6D`};ui@_az))bMS~H1A)NMA zJU~-c5$P@;;777q{l||YAYpJjGHc_(>~?E(AFG z2Z+va1&KB&};^pI$9}t4eJ~Sl^Ltu^4M`M!r zS$Mg7w!vzi3uvt{Df{ItsmBXz`Vesm~k^-<9nf5seTr z^^)r*F#{{GV-t$Dejic&>LdwoYtLwrBKYIou;8x~diTZ9kkOXQ+H^fnW{nqtPJeo$j| z+7~$EeLdO;J+$3v;2Edb2eLier~Ih2Xx*yRuK-g`c{~t&NV+^7J5Z~7W@v8sHC$-O zNHPpn2F{@6%Ng(zn%SdcNI1}AkQDZHSQPi1^1^G~V)u!6Km$fL;km#CkmA|gMPjiH zNgP&_YKW6+i6|@wmQQHNSJqwyqgoQ3}=AQh-=hLuBLZZ|cH+lwmhD-4u2n_{xHK zL)Xfpf3<*H-Zekg=R+YJbbCrzz78InHb;y^pH$p%n6XuHEfyun^yC~h!@&i26m7}T z&zM@=J5CSL8>6E77J$fVA;I7=i!yg!%Kd0#miy@dSGE` zoF1vDCBWNS*zSYu=Au+~+y&o{8=!V?n(8HwPBiCoLdrbAgQ1`oQ?MEIVd>h<7mn^J z>#zkh#+{8okd0?n(JBLZSgMZ<^_k>+Jfo%nR@kcA=ZxFi+74!M_8JPa3}>ZQ3O7!7 z@Y_}Ew1ysL$T}DmD~}88o|YQt9LvsB~FB)RuWs^l))PQ%Q03Tx1Ge;4mo zeVtB?KVnqKjWUN1--l`FGrzz{;mhq^x~`!odR{c#^=w(ux6*vgJ3OR|Ii%{LZ#4Gk z7=v$+>@LBuiLK8fXW^4VuB3e(@&Pp9F(4qHszP2)6n7(Gm=rZ8hj<%AlOw?1d|RS$ zFz3`yUQEr*86;+MLVZ45w=IpNK5GCYs83`i^d??2%K-HuV(Cj2eHP_#emUYwllOL# zkfoIY%YR?^U7Hd=4Rr~9L2l-xJ4}-yWEB?k6tE?N;l3yt<;7AQU=FAlSZ$6877l+% z!d*KUe!#NZ?@(btVT}<9q#G#iJ?uas6feb@n;xQ=xd;%aymFxOj0JF2)`AK9SFel* z$wi|3T@yk#l?j*fGw;b=!BYz(Fdn|RXZ78mQdU6rR||_Wg4wLHp;P9$p~zaw?r|+X zR7wVn>jv+FX|=F|KIoZGz?6AFT|GHWemIolMNFaFlmNXfShGGE#17E{UGhMw>Nt~rd;V>kAh#fla9B{aUnAxNRj z`H%x&(I4VwD+EVMCn-h6xBiOBY}rF{HJSTRv3+AupZ2VKARG)+oYSL}5G{TQvfjIl zH|B;W(#b1e)x5@LEPWVioxdy~O7B3&e)o$1wDb3GL9r)95|b)BiHnE}S}Mix^)aG5 z;joBIeKaztODQ5hGwGczHA)ZPmwa0luDdC>qTx|p|HWQ!UB3nGLe7`@N7?IdgX-UHbe(HGub?@(r8&3RILUjt5lC(SR?CLQ|uROmu z#Dx-}(9q%Iq5FuhRUe=M)3fR5czY~oQq)PZx_~tx;kb13TXFM^q8pJ(Q=`u@QUf3! z6Ra~YdZB(E@>-zlK^nP~S+B5WAKwZVXMmObuEu2kIt<2o8gD<2FCQfAbEyC!yknwI z(-0u+@fqv>+!S-0`fd_^#Mbt|>K^3WI>&rL{q z$kHW}P;5+0_76b{Xi$FNx{BrdAfp$iE z|BQYSC|$fHf2?zd))9X*}JBKbab7c6>pyJr&;h-H+lTOlTFaxNUXaQ0-8DBqdGH^}Igu}_yuQv19I zZmPy0Yk3MCl*E0RcfhOia5;YUyYwXb5oa}>*iv%qWRnm(TPpkpF0e8)*VW&i2r39E zfiUkKNYa3TeRGPQ@{uomWJxcwqKfUxzx%OAs70lVMG2W%k8k6AUC@&A4P$k%^Oz;| zcn^#T@9|aT@|e-`DGYC)@U(~|;))v5i5AwLj_c#h0IP{CKCiBOb39*BZ{R~*M2s&X z4?q$c{VfTAZ7(JEEqslTe1(jkF7cwA$N5QGJ}*`7Lw1a7^O9;e18gv`FE>OlSSZg^ z%&puQv6Ft%j9G;egnA)Qqo;iInZEWZ(#{Zc*~@8JA|8fv0a%&~l)U|hGvRoET;Dyb zV360oOpOe(>w{(&M`$cGqIY_^y~j@;8x<6`o@U6!MIFu;={td_Hcb!c*wm^=uSc)J zt*l?Y57c>maqgFmcz{|;F3B=?GlPv)!MJ^$tP#6EV>Um5(p_dPx6I*&#@15xqJRhG z_WdhCW^MDzWcjNd5zvMTW9a0(jvi*+NDaHj#fyRbCXYk}jPYAVf1!zq##(qF~ z())x92oguB^XR)v$C!*yRhN_ct=7|8yX&W{t>xWO!sQe<_hhG3#7NzLVbG4pBmu#a z_^Zb#E1VZTuFO^#F{3&%-p&2)ytUYU9Nf^obww~7N{YZ7^xngW(f!B8kEr7iDvK#O zB!6Q^txg~0(_0HTZ=m5;x}L1oy)uqGqRshM;itA};?<>y^sMdlUF;6~O!V53x`UQ* z2ab6K5pGA;(VCb90tYZ8ieP^+l-e{}O5aH2mH?)YSr?L_=gi;(Jao81E}X#^52#iA z>_PC?zH5bF(%;C_$2D)FfF$O-Vdp^kgJ&$?@6 zNvldrV{B@*Dq52PeI4H2%|I``e^{suZ4hFCTu(=9uXz*!yJZO9(wc4Z-cs6Q8(dnO zhn+}$lHwLi$qy)EpZez$1Jxei-^6f0b@3uXylh|u#z%Pk)srn3eBU{4CIgCHY*JAF z1(^Q&%sX9wU%6F>0*vW|B!&y6qdwxju?9WwBasZZ@wls!?2oRi#4l9=ytk^1q6eW4Wa9o2Z?4Fww+aSFrc+i%Xo)?y5(U!bDKAL;epridM24> z4IwQE8EB1xl^(I62_D<+KEB^Q7|9!Hy@L&XJgn^_Z=7S-W|c`>9zM%^Y~yW{-o}CJsF;|)cWcY3tnPw z7_WfEZB5xADH-ANllc}*X+98FKVU19(RKi_FrrJ&E9jljWG%W~;KmQ-$+mecsu$k=LvO=;!G@LhRQNJ~j_9hx$yYjOOFg%fc6O+9)h<}afLP-nGkECC+ITgSN#95_a{rQD&3YS_&_ueH8iO~l%fV(9YB;q z)b-P+Ypp--4U06p85!p^vXQop{nx@xhM>qC}XdUjh{eF{AL>UA)OLsYF>KZR=5)(l&cXvf-sjs1~$xI)X0prE9m#?~^$o(D55x0{pfEUq=DA4mOW`5*OoSc%7mE zFz-J-v<~8zLL{nurl`0tnmsPm=OA8d_Jm~G7qd@t7!TG^yy3xKSiMg?`VA4w?nyU3 z>5}&@hm4Ly89|<&H0Xm6MbPuPVF*cKZ=l7=PfbGj=UYKE>77vo?V^w0 z_xoN4dR0Pdg1f{V0Em@Hu=J>LBG5?zj>H|0iCgK@GEH-EZ>|s#rrC2rCkE6E6;;5K zquyT2Y6%zj`eHWhO7(TWF?v!=KBt(E6+JOZ&9edUw}#JdBx2&0nEJF81`D@i2t+O| zqS~V_!i;_Uc;#+zrkBo=}cgu08n$gs%x}^8Eaq4+`YzM>fLwTSSNYVb_&B zqy)chr-dTgxH0F})GjNevQpS5t@tce@j!r1+pvoeCTxfPOuq|&^Q4g;Kb`ePweR<# zJ{1|KF)I{mWu4$h0uN~DMSM)HW7I!;ODsbPwB#xOW^7v=#GB}yP#z{(ts|A>?fmBc zo{gP4yU5_HOdNP~uC^p(92rt|;`jQ+)fw?UxnK0Oc5lj(1F3Mtdh=&RLO!62Co+t< zpH-9)eOu6PZ^2SEwvfV)9@DG8S~hj%f8)pzq$qqI@k~m}<|w&B##)-a{12lNfbMdTzWfCeDnN(I3nBbFYom?$hK z_mSQHO892JtGC;C(wSF7j0ojVQ4)bYG;VbYZjb8kMtM8MTG2palP~+(O1>YcMzFd- zkF^uagOso-AY~4$j+-mAZ8VuKD&a5`(-#Fq@B1CZ#zbmvmEY8IYu*Q-=IHTD91bQO zz?lGl%7==u{)IV51N2Lc)Bai-e68dxK~eb*BcVv4cTGw9xjf&16F-33y(+~B zYUf4_sRM8ob!L*`N-Z3xa^-%9Dp_l;E)#_%0man-WY(4%?iWqAT%B~^9pw$$_jeX&t(<}Sb6#{@XOC9_=qMt( zWogSjVa2~y))rPrMJA0%llUH4%UG}?vK^NPCP4FUfI5(Hi_jA(p}5D*aENVw?<4!( zl^^Qipa)o)$Jtd{ObIXqtAIjF9x+TOcwtZvpfUm(Q$FwW2%pxpn%Xr0JX?_ty@c=9 z&wj*gupcv%S%3B4jvU$BJT6NGYz}1o-Q!QZBm1g3a!omD@+qB_8V})IzrH3VU{bVs z%8A8&TpGwXvoSen9p6L+@pS>}4BMq5y3DKKfX-soqO{{n@PO7ONg~|T0?*%Rn~=)X zlY6CE?*0t~x$}S;P-SGbKAWSc=;zt%maK8b zsLj{B3+ADx`>%1Xm&JB08AVq@XnY9C`cypo+7hvj$YPS|0osc=1+ zcpNLzD}Dp|baUJ3wYac1N3yCZWp{9Kauc6)kltuly+f)3FF*>w6HQJhH9QeZpMTFl zu?ZAk>=$TH!*v+r82DX~`9WRw(>q&aS8*gLqyr+RnaGzrSkK~b4!{_`kS(585o%|w ztq>Tf&SFeKwA)-$SVWCEiQkWk)BDn*Lfxu29y6?jVwtb6{Q=k~SuU_ld>5t$+_d#Q z_tZ?=90gKj=^L;?8cCOwU4ut5P3Uu)n~T|aWMY@}p)}0;mRvH2nDzFfz>}h^*lY7I zfHrmwp_$?B6wk?I3t2emzS%NAZ|)lI-P=fhv4;}?9q zl$STXn6?Gv$CmsyGSC9c$gkGN%!5k-s~Oto3)ArWEEEYaPYj;1qbx?@QFfAL+l9d> zFuCI|`7lD?r=JKL9C$;6ShzD$2q>}IN;lE+{d zy>G<w?F-C=tNIkw(mpcYvWY* zx%OF}O*sNelVm7jco<`UENVM2dbXyy#h)xwALlEfeOu)IR?Rns?P&`tVA25Tk3ML9 zY6w=&;lfKa{UW+a)0QLTq{v@;ae?O<@azCd(K@YPm(sv-1%7cHKHDE@1$?iF^xu9^ z53=Z`$?RUf_c7<(tZou{$T75Zes9}U4zWZ26%^gu58U~b_-OCtpvlY&?Mwe?(gya$ zMSJc9#s2B#oawMWwuN09IZdx4>g5z zs6UO~Lo!X=5+IuHfZsqGM~}zPoF_g6AoL~p=Nl5_u$Pm5wpurXm}omb{FXcZxF;V z+fHgsIfW=(!=#I0AvHq{v?4#*oHCX*f@%ct?NJB8OY+lWOzJiWB?(@zXmzG{OgPat zq~AS5#xP>>+-9+a!oQ|c5XaYJh2J92OzFY@07V+*Isl6D!Fag%VjYaYxW8C;%WI6X zLQ!Ld$M~i0^8`>9xI1FsXn=<9>Qp~!$4}<(2x@P0Ir;V*RbmxjZ(Ar2Sg~)v%p_xX zsi9^-gnT9Y4Hfu1cGu)RwN5DfLPZf$ncxUoR0IG^K(xOR6OL41bqr(e1!cu03MUaL zN)5yhSIMPK5V**|>`c)~E{vJE6g=0?!y}q$H&(sK+X{%5q~;uUgr?=BVOP1EMVz9U zsndNlKsYjWdop_C_RrJ02#*fy?w*?)=h-fr{kJXjVJ#YHeHnA3!Z95f4Y+R7^?+)#@(%z)1YAwv6R>RF-$VazDawRn<4xBo`Kp- zF-!6d8^T%><6+mt>{+}10OVBsf;68-R5KWls?%rm@mbeb`bF0-qU!q$K}Eq)*wxci zCe%1q|LG68QPVH70u(Uzk%q9Mb(;3gP3HcVCLLrCon^xXm9Qe60uo+sTM$SbXgTAwfy6D}qJwLMRsl-*)sh2cif_XM-`My<@JxC~B zZst$af5w4WFzfwzEW7NR1Re=}_Lk}+Y}P-0kmu<{GW3`}WR1baAu~aM13ow1mKhxT zzShK!)vI^ExYWtaej|4#1k6{lwMj;a3VFdbIane(uUQc{=phnA8xcD6>R(%v~=Wg8Zc^PKk zVGKoa46$qGU>J-AGzJq8iW_tVnx?(6Nsst^Ha8l_9KS{^&IN?Mg$e>fpwd_@HQjL* zbfClom4r*~Qu_O0upF;0S&E9n+pzkXtxwkkDN&E`?6dB}z;)w|Z zT8l_;D_z?Z#9I+8_wm7MpI~kw(&|_`IIg2lnGH+L7wRI8RQt+HpwFmbsN6Vaf_WIA zNvP3{-_W(GlPW46mVlza>ihwfeeLA7eeq(&{v5myeMAn!1!X2RsTlTl3O=`36sp2j zECL3YxN+x6EBl@^xcUJx6gfH5g9v$vASF|rXI*x`p(bcr49l{dvte`;^Pwo{GhQ)w zq~GYewMpW1k+aQtAcTOE=?yBrkXdGUe6D3M3Ii^AJthTPz#eNQ5HV~zxrlSWwXqIN z4W&>imfbDKjSnbSizGyZ>O)x5k223)`k>^Kqp#AWEev1?>q#(`Ey{*JU>$nP@OI^2 z90GX}99=6fA`P001iOi?D4^O?G_!1BJrMQbm_4ZPFZ;SKW+=434h-8Vi|ZHO%O{|O zIP#LXZF+tlfL`KA*;AKW7`S&+$+|zV{g5HZf3%Jjb#ft2@-#2+#$@m0>uurYfl=^Z zVv*bTN62XkarbVT`I2_+u|mugu$!S@#$Q5En(e|7`=rNZds1s(+(`!A$wLk{P;*w#-0iiui zLWRwjF=HZR8vre>g#l2!*zHG$m3IUzPRu$s50nHWK9pK>qvXdxA&@D#oe1=fW(U4eR9;*WA43wFF>*9|4USp{&#M5lgy;39^hXIV3m&q*h#0U`lC5}dDIfT;%bv7!nA zLzvZBwA6D=tlnW#M`yD__+1b0m~j?HCK*EY=%SxrRnA9VdLl_xQM)DtMZlAUCLssF z-Y8`&hmlaVag1bq|*D7QH_`MA8s(0Amc5R?N+88rLQk3@asd~xS! z_QmaThK_3E7zV$K>1>=hm-?I%f6f(XkUzZ*p3&DGA_BYuWh2nkPVZ|RzyNSRgeY|r zAm=W2i6yL-Olsb7WAM(QeUpXS8%>GWhYMYQ`c6zku_~7{it(mK4~gk&ozexraM?L$ za{VmzxZU0g3#pRy8||N53%Y^(b+Hukx4ehPf<>AnlEG>PK{Z>T9004*u1OSiWc zKdxz-(vG>5d0opG2{I80`i?kvW!u{wdOw!19iQ*-jpuW%om+^hG9gEdE>eH{R}qQd zdL$R+`lngwLOzAcV6Q2J>tV&he^Oy-x_{aO3qsZr-}3Ps+s^>!`^2*@!2U31|){$j(w$ z!7dbZXYL1ETX7M~pYyIDrGV@PPeZm#=V3~WZDW{e63^X^b0zwI3qiz4+8kPGPgc-pghRI5;&R*D{;9kVoCJ+S4|#92Vv;ghjb z@w-l8t{5?%q;U^eqH95pjoyzZ>-*$Di^IqQUEj3s=b^Ld?ms7mqc!z8Mx2=7qAx5? z&CL>h=UHsdA8`tl;G7n1%A1Mu0{reGb#cz@0xnh(LIGX?DE#)DezM@>ngLu==m}?3Tl!Fh&ZYiF=AV~W$Ez%oj6BG! zuW}Y&=1U~VdBym9&fy8-gl}rm(a-Bd_2se!>Th8;}>!GLgvqeo?nskF#@Wg?sPa>bS(O|)F$>>*RWXqt5<%X3oc~EGS?Kw~%;U1OQiIRnakT+3m5Kb6`ZztKEy`-?@ zcJ{%lwfc6)@gvObS}agB?;B1w#LIb9k_`=1w*vB<~hBPp+zT**d<60_yC1AW?)d7^__6ppq+b2EaW z^n1lXT)vrI$ws{VwE?GiGzvKFKR!7F-#s|8Lg~fFWXd0P(YLA4Y_`x7hYN zG&4r8eoT=NA0Q&sM!|O#6E92)3bhg6VleD#y)+1f$X}FjX2*DK>b8QqKv;pXUSZS# zc_6+&A8=Nx1yk#f*wLKOksi+Hi`Pr*-yhG-^g=}f!W6Oo621>FXJPQ`_s`dCqyyCY zfm7JH^WPoRqXefq)9d*f({Xmvm-=(9THvnN?~fzCSZP{^LH*z?b;$8V4zs~rkDeEs z_o2n?#KnKtBUx`{z3RAKIFFM8ujh#H<9-5KD5Q7L{~lFNpndAYBMrq(kAaA@WJ+jFm5m&R;;Ut0t&A*uAv8g-Y&| z*M5Fx68`Lr6^}?jtVcFt&q|^}o>tmS%IUOxUKlq`tAfFNB*Xsjd%`>h*=*Mj(n;ic zwtcp(o_G`l1QqC*e{dLk)cw|ogv-kGvw8k}Fa|~(n3n-wGY*YzUW{NjV$F^99>{1Q z{8s&IoH%ki>mL?6kqh!DFio0<#DBjuW4uN~azx8X-|Wvr9hY;-2@upJb+4O1MYPzR z?O6RSUyV3euYz@7{I3U|>=TTNmL=@^dChh^$n+Gu3ik3V9`-?R{`@ToTOS7FNgYqz z7(uiIfCto7GC3jnf4QRB*=Sz%RORjb07;>~9q*$*l^1uYTGB%=KYqn4h>)(rxMqN$ zA-+^e7GQDV!XSD)9uW3?x=&YiweFL^cWj>Y(xCU859ZX4W$-FyvSs6vftj8hA(gfP zl3&%Q@oS!Vyj&+vFPNoSYUr$L8gh=}3g?kXL3h|y>kZ*zU5+{R6ClmICO$>D5-R!- zG^cp66$b%*N;dS3l2e|$GFu+}p#|#9u>v-2!z_oVH%}E$Te})%50q6HKk#vYEpf)n zJVA$aW3d7qbwPQD7s%6mnK9Nrw#V>2Wtul-(2q0WourfgHO481b&>z$-$>T}|D(U( zpZ1_br+Rs02o94QbarOOGz;|05ZUkZ&`i*^MjdB2xqdD0`Y8n#MM9ofSMoLG)TeXHX zz=9p9$gSTj=vyqNtdJ5J`4qwZ$sabG)v9Br`o%ro%)CtbaspQQy&CP(Y`sOZOT8ZI zy?egPi2uITXv9nY(*yY#@h|QRQfRrYmT_>fsnBD7K`B?l-kjhvJZ19)%Cy@T}?unpe)JTTHqp@Cpt0|{SMKIY3N zuSAv?+2qP`(e7aJQ5$QSh2QI^3{6tF4aNMr(X7~*CD}2Vp;secsvZy#56Hw1XBHko^&>RSX<5Pe(xk;ma1s z&6}%wGPVfKy zPVWmAb$AGcKPtMb^w-rj=A?ucln&Je+Wb>h>G4@5HXi(QOnGsuU-!yv^l|9k^5b3sfFfLaSw&HFXP?2LKj+}yJ07` zm$*VDc~8;Mn~%Hyd_3juEe~eeS^4W&2@j{C+O~fa$qmuoE{@N49wi-ZojjjZ)FBq^6w~*}Q7{|!o4rP9y+%px`G{Hl-_hGv zk`QDeI%4k@2a=W+p0#(Cf7z7GPNB|T=lF_adUVSpgQTvGCfoWupCRZ8pvv1J^=&La z4bZlmgqGE(efp<4z<(7vg1jBm?FeI^Y}@7+i|m1WTXb|Xv?qexHnB)i`SfHoKS*PTXeh)Z6j7wZ~W z?1D>?uo*dWaJ!N#|BSQMG|1FvfJqZ2!E7AgcZhxqwtjzdjH_<;@3U!}P$)>{WyM1+P(O<>kPZuAgm@M0t+dj^-Ka%$u&pJT! z`<_q+N(#swZ{EFxJabz*8cyLiEW2Hs1Y%Ob+(6Ji-of$UT z`yrFpvWAnR{!pS<;?r5e_(daSsc@JB+yxng_#7znE1XCf1LZJuVuQi&h^)C{L*>f%Qk5P zWpu$suafzlDf1xz{&V9#9+(`8|enc(hL}vUATg8=PaU;e3H(2eEJn zzLDBr<7Kg)q@`Jl9mJs@hC6(n?afKtHb)4<8u9mEo*L8jNl%vC;mro2V}l-tUQxbl zsBM(;zD|`G_dlF7n&T5vGTHxbI2?w}$_s@NTa_7_=~lm554sh1>vzSlcX89$*`4cL zA{-v)|8@gu&n`dh?;t4OV&jaMz68+rd4uRy`-k{UVq5EBZ$M3h3WJ20Ptb~8;kcjv z3#$6)MD+N6(bZ0sh(-&;D0ZsM!oQq}e+Fj7aK9e${10Rp@y1HApMiM$>jd2%oq-z2 zORt`xZEOr?KMyf$J!xmnBrOmf;7b0tZ(I50%?7?g{J*|zD?NEjRB6|&@E`Ynr{9+8 zdy0RnpSWmJ^EYY;_4}`6icO(N@?k7l{(&IwZ&eaog|HQ6Sef5@b}8jw|G?XoT3lcl2P_-{>>%Ka^$Is3$QJ5aOKT9=+uGutbd;N zi1u%uuGOAhB~=;5h8Y%yzVMHUYHpMX(_Uh6#r@}Mm>ki;#GXW3x3_7_UnP3q5BmD8 zIy)&ae&4^HKcAlmO4UzVFkjrwhWkR&YR3zozx(}stlvXYYPhT^U93FeG=}{5@`79@ zoVNV-OQNrHW20G?4e%!p-qPz|wg7O%j)~^yO8LrPfaKl6d1R2f@7Ci4TswuqUT6VX zr=4iIzfS&OOkHvPqO_D%B9y4d$a(;w=Xhz)hjat@yk23WKaCc(I)%S2&R8Yo!Y8_E1H=3dqSvQXdP)(rAEM&h4$3X&~oX7nf~>;JH%2Ys-KYZ=S9L{$ZdKX%sgBGbbs zK>HjQpNG-QU$bL&D=tz9;Zq3XzvBe3_c*`Q-+_Aau2;$=n+YNIg^a?nK@}6mTqK$~ z1jyYULeFlC1)a`+P*p(lGlqS85|}J~=d1!EBwcPQbdAYVL3&-;CXF$LznVR;jgQt=2by2-L2O zjXObIs4f`!mw2PIu&dS`Pn)et6w!S)pskQ^{}YF@0m?y}zCpi<76aglH&O9#%vkYj zBjaB%x1T2d4-P-^;kQe}|EF_61O7j~lRdsEq|`NoDVdq|5ZqWk)83$b|9j(Lj;N>M zB(LGrJQct7b=C^OSJN=}T6;HidwIm{N9!3$hW^G*tT;XR@Cb5%K%+)`hFhU6eN6fG z8%8}pi&~UW=Qd)j|LNZ_?wo5?n?{J`mc(zUE;Wl-)Zj{&!D+X{cSnWdLy=k*&BsR# z!4E5k`MPd{Zk#1Fq5HqTsa1b%W7k3%15&81@?)CgW<=0_3z432ZX1Mus}C2FtZ+na zWnkD=LCl;(W@!5%1f?T#c2-Z;_YLs?-+sslus47zo|f*s6igaowj&lLdsEb$fxp-e zAsdBY9wAhW87KrV6pRkr$UC|ft+)y29A_%wKy{XyGyXe!%90t5)YR=oVYTlu0^8i@ zbEXznY!;Cc`N1&o!U{D`-V9uoMblvP4L^K)ZZV7#;{4}b+_7AU@)yASY5AcsDeyi| zah`!VGqStO_gVRLK}OH$uP1dz(FnFKSLl6REKJ%Kj-i9;Ygj3+ z^63Irqw&i0CiTCQQ{3fvN?9htd&cdz+F&#PhL z)W4ajEC0Fxk(Ov42H)(bpV!If!tVEMpp5yvqo#X}At?IkETfc4l?~B0bopybm{C}! zT0yhECBT94g?ea9hJjq@_vlHevV?kxDbgn>GJ1l6rsu&j=@LScHVH^4JkpWzjwlLM zXz~Ijbc*WS`6P-U3ppJ{FjE!V&zTmcSlkd1S zYy~MKGwI*`3_S89FWxOaA?+4C9b)ndvA%E&f3qV36;Q5bWd2<{5g|(?>?#^d5;0ey zoKtw?1*%s+5S$|W445TUjKO6YvuZ>w)i4UUC;PS6qqRt@EEghu4MQg+faI z{u1|!T!A3g{r*x^Rr!k2mt3{osD}eGSxrj~tLCIw!5ytS!+ebTdwtheGCk6O{mYS( zyjRCohrjZib19FTuhw|mOxZw_xF9qQwGjPAf*)^cKdy_Lj$*FSIGR-%Ihe)X;5}cD zQh)nQeTUcYhRUZx=9av;Ne>CrWlSnz$f$sCCLqf+x`i+$OV1&PSNga5mFBSUwD{ca z+k3`>?bE6E^BDi`_v3qLvtXIo&2`Wh%1AVa5&3n`k^kXu)+yNJHwE^Lp5~|^4^864 zWQg?jMMN{xyHTrXD}8m3KYjalUKz|M7Zj3_vav!AYLlqS(>+$@UX&Loia-A~>DNHzqFs^miW32XC`h(G|l_O95_71Zvd}@Ji+hG8%|N zQwo#H?GdJ}ZFlyK2)AZ-mFWUh0ea`6rFXT?KKiFGO&-;7c4qm+1Yuo4aJF&|WdHQ4 zU&bm=3$}ei5M4(&(Uu$m?MeS>aFWQkcMN9;EY$})RW<1WM8duWgkcN}qu4zpf) z2Ph2F0D8Kjd64z_!~)G=1I1YXj^E@=>=!MlLW1Oj^p>uvlRo9+0otZhA93H2RTg&i zu#ono<~gHC0)`A2wgm@8*;_trClGE6rKwodl2DBknTG{oJ<^f7}@&a z5O?e$6mY8piPZRHfL;LYU1r_iLwPd+pZoxxm{U_!`oDV!pZq*=G0RAIorr)67));? z2>Sdyko`3au01a_Bl}1MLA-eqAd(EqQ^FHhnzf9C3f*f^$z)uPQHjXNg;yArXtvnB zE4ed*OGq18g+9=}F>ZgIEmx*)`A)gD%GdX|s`g+019hY+MsZ$Y>z<2w%IKz{e$AXp zvQm`x{@&|);<1HN0&DkkaaD@D6YFg%HCUQ zt{XJ32%1^V(I*R)y$e*Y_e9PV#}33ypx>)8PLF$)4y%}C8Tz?#ekiVkq4a#d>0yZu zGlVr$>~=IeDGKJ@#V-3#|5>Rkbtw;`$*Ep9S7LOUW(7MbfVw_UhIrf~S^{p#9`M7a zlAOdGG9t4jg-*TO9CUN%=t5Ay@qGlb*MWF-NmR{`#6JtQ(S?pPkwz#L*L(G@{`!Ce z^qZ^4UpIbvPs4tQu}EJmXX6@u7_6z7e8=DZOK*5{O+ zwY1n)%7Sd+Yqb2nA3)n?sRu+>TO;cO&D}@Hp_0Gcg2Ld7BI*gp4V5Y-)?=bPOV~Vj8>H|gz>v*?0k7S^%4ESY!JN(lEkOr``ryNG+QW+nAFOhZ zE<~P(fT8bqiS&Yr$e9YeM2gSX?!!}$6{!bmJ*Xz95(WeIO7XRXB>`WjpedkfZhpq{cd zpm6xEcHXE1QtG@snd7U}$6Xj1Ao%`3l|FEA&oSkgGmLP5$u|=+k-dv+NXFKue)_Kt z>-(h#6_9`_G$Ghe`^4sY^;@wkUCf4{kkIR}^2?nU`VEPq1LaurL{VHpUKG|154?Xn z-)pAi9{LvD@kun$Zx`>mu7cIfU6v%(%13(5ndJWV$a^L4!96)fXQrD{4|l?8XO3wX zJ%hW$&I0yYc19purBj4JRHOk8}#|7f5F+^mf70h z{!?+7D?xPm-9Sj$ztJQ<%82mo7KJMvMZ1;v-ArXfpyAD>G14T=A8!9x&W+keR|LOw zxW!N0maKf$?#0`w7lD4rOx=wZC4BGN^@cNG+`_w8VA7$CL2w z%x&E2K-Skb>cyA4zMZ^^UF1A3Y0^DKQHue0xJ$VQWPiYY{-8Yb`ze*xGRNkM)$_C$ zAuf}ozSHZt*VB`MmcbUXsIoVzt2&uJ2SaGgxQQu;mlfii_TkoP#-v~fVLq|M>vT=f;d(-&#?*wMc zguS2RM^<(#2D}Y^l@w%H>Q7M-#zA)98eFZ@NNj`J6ceLpY)BI8<>-3G>Q!bRHifaa zR2`d7)LhYC&1%fNh-+e9m8!s=FPZ0MGNoT34JYUN+mT@oX$i-!_c!mq)JCG_9h^y` z)*9;YVC2MLa5+5TS^OBaN!>)5UoaY4e6>z@f(BXf-IrlINU3`C@9~1M|r`Z*Nc6(B7CaYRkQ$vn#0&}Y> z1T1HmggbA`w;W=)d=Po3O7)rjKfTBMmn2Z zBMYHh&tmHWEZR+F+otc~ckeObv7}3#`$ZPiZbl5G#C?=(q%hUJQAq-wI8C+WvX&63 zr*P9lc|hk2@%9~H5=sM(bRrY#G}=N!ZM;)=@W_=c3Xlg=4r%!o+SnhC>*-Vn>Iap?k@*W*i^VekFRXyi!N01}$>{L`mIXuaiY3?bY=b~2Id z8Gqr%p{E44J`?{oW{m~6x_3?RbVlt1UmR)|U zCb-*#;b9A&sDYn6MNG@1EMNL=H&KT-w46#`=fIv=9?}8Y5!s>9CjG79<^@v^Ql6dQ zIn)$Z(-`1LmgJ_w9;18pTxACBO3%PQC93RD@5@M^uHX8|CU3E13Mh|JzK>#up%}y5 zv~%tWjnsXn5jpQ4WDWB4X2jn-mn&tB9w{k8y~;&#H;VS;4Q4i4)Q62@yXCPA-yq;g z_4OJGQ>e96p;=cx>Cu=SaKeWg1>(e2UFw6r<=iM~y zZg!G1+c)>%i&V1}uG_ZZJJpx8`_;w<5-#fJ$pA{s2HD%J&}Y&dn+-R9I|YDTmg~f< zW5@(DdW=|;`911=igm%R#WsDL+`hH)WtL%$T|dIwPY1>nJM{Yf@=_C1=IR45X3=fM z&WIZK9kIJ)tMWmxbfP+5RTf6JPC}>@BI3Gx^u#bFLB1be^Xc-(0Ip`IU;ndyx>}Bn z{@??#&+~351>21BTe8jDJ@@o7YyB1DOX`XOK(j?_miB4u7x8iU3N_`aumK*$pqff{G=x~__=9Y`^Q=vu zBNtR>@?dr0?LXmNhkExaF?yiRBN&z2a7x2xJ)7eW8t-Y{U7qXwFq%lVQvLpI(LzXi z=4FGS0xoI5aPZ^ z{=CT9Jv62?VYm2n9bCXA<(hO>*fz=k^r;O)aH~%{;@DFLKN=&CGQ7X(S&N_ou}gYi z^vp_tl>UE__nteGGi`d}Hc}=4K{6!h*S(b3A%izglTm@)|NM z8xY{ZaOUZL7%JR#1(H=avg?sL-mr3)3!eyUdVC!VFd;IsVgg@-w;euX&z za?6YF4rusis~iM;^`pT1-n3rabyPs>LKIAo>^>HO;4RAjeRbFt0oyW7sv@i|z}~Tf zMZ}CCW*B_55_fzizEkD0js5(RTfC{z**FZUp9bEpQ}wQ>W!_>2i8XSf729<^p}cV| z%q5^h6bm7!LoWv+TT*P%Ao(t}r5; zY#F$R`v7N{6O63;e$3Z(cRO!L)KtV>K*9=?9j^^C@TI#Jvbc$|sPq?=J=@>7BTKSc zc4qKojjot=jK?$eB=b%FR;vrRp4IK(dD_#r`Unase3iAcM$;F(cFL1j0tPdQ18_aL zIzol-&aXb2Xe&c;-M1rYIfZzh!8`(m&mV#Bx8xc_roE-PH%kMC{yxS-q zaMxd1KVo6e&zXQ}%4{hsd0vbeZdyR_V(@#a{cNx3le=LnSkQ0?z$cs7-Y2$?-@iL% z>Auo5EX4k~wLt|1wbkX>k3GZ@8J3e8+Z}L5nfiau|i^FU@3V3VCFP)l*$L8QdAL zo=39e^wcZlo%a>3Ksk`RjXPZ-KTo)1X6R+hmc&TV+0JZA7+$dWA+-AdBx(5OTPD;A zYCZ|5KWq3E;k;K$X6U{#?|N`R;bWHY#ZMSta!4+m4~)CV)pH-S)sTIFmBnu2Ob;go zx#puSFQ>rWf=jcwSk3U#b1d<7$2-%z8aDDzpD*thJX2UZzb)^{demd;?|chKBuqNcMyeHELo4vkFp3t~5`@SsvB|`k=xsvvF0nMu zvZk-^kQc+58?81C8;}Tlh?rCl=sKQJ)1=QXFnSo#-SkPiM*k-$@?Zr3^M5Jx*B|VKtm#H5y(s7HM+O z5Y1_tbo5)VwP$v$s82&i9tzhyzZ6VH$zI49c``@4SFAx`OpFylu~9W0@Hi~)>T%lZ z44J*auW+)2I-Nmy^`{q6qhsFQNf3#Dv(*)WVK?an>S1|00As>eFEHv9{(d*4ZbEGr z$5PjQsrB6wpYvi|Nr)ew0c&LNn=Ol^j!}~cs$1{KHot~+uGk&>`@U=;d_wfNkPQO+ zXi2RB9*u(XHl~$BohN3svqNX;hg!@}HuEzmo8+GhwtoAGQ{M8^q))aeBHH-It{F2J zyI^B=-dlx)H~EHBlm_;jCH-qFyPhUgC16n%gisRzLj-g$yv%2yqNQyQM??PkCfRpZSS|%-S$|^Mj3zspPC2DAG_VS-I3fxBv56fNGd|I%AaV_7pPcG1CO(=ED-`A0Lw+t|~%T8KgOD#0}{petT% z$@+k^ysv(TL$}RGsrQBb60X{#Ie@C<)N4^J##27Q1PiC=n0ad!f zIUbaW#~3pu--_m^h0XK_7+E3>9ZghB!KUa8OO>(LIK#z+cYYT)6!Q5^bF&T`!=7B& z_mxbGB0nB%ypc)oqo5S&6~P*;b*c7S*G2UN3{DD#FTE1PjFdP6ZU*a8gtfUx?Q+q4 z2+xqhuC*x~7(^=w#O4xpfS6Cvj4i$%Zf?ZWw3=BZukuZcj4wpbtTBMwZd@EZGIi_5_IXafV+P&>@kd^a&3Mage4L+rd>~ z)Xv?xdOf8J7Opq#H$Bs<*Z6L~1l6)=i4wTwBH`uPZvjp6ts?wXr~exDNhK$5{QH!q zDe!o+qnYRfIM!Q?bqcE5_iLI(+ijuqZ;9o1)bkm|ikwL$ocGIgp$feCyVJ3QwgoIR zHVVL7PvbF$@g<{|j_$@znj9Z%gaF-4#M^gv3TWT2o`zC({}zRLslQg(F&b9zbl>OQ zWTXNhIWaF0#C~Qf-!yIzQ)+xNZ<}#u5`S;cUDWcIMB`GRXFJ)#(DA!}c|kMzBumN| zif-6OUXR~{|89U9EFU@^3$uSJB%Q4iy7U? zGoy8VV*c=%FYhS4p4GbEO@8-kpo#n`y+o(*&Tl=0{w{3iMTNB--T7Oq5B^3T9WkG| zhoOk+fUp!jm#LZ*X6&kW_)8FBmI+A+c)(}%v@7+w=H4C?7&~K8axQ334Y8MI<_TiY zah)G(EtN)n`;?ue1Q!`cot=>)j&0)}hG7T2QCUFMT-tK#C(7e_F>gkiB(%|tLl2ZX zGfCr!zbDg>#=z5xsWID6{oP4SV7fY%Fc;dPDPl7-`$~yq|5k}nQoflHw4=pBdX1Mm zB5F9Wc1DAyUk$mMzd!+_#l}$H$8q9&3Uz9O+SQ!RMZ*A2r;~eCJ(FoI&>==lQ6qvr z_5-;#!mY!CqTrZaVtwQaZ(${}$C{7v^a7ZU(13qvN30R+-tV{$N3cHg;=T0a-XNI{ z#zI?2b58*RYcFjR217J-Ot0;wIFZX`Ow;8sKyl>!GA|UaNeqHba+=_M@o?czj*;2@ zW#f1GexSg$c^}4d)8nEJ$a@+h)K)V2k`k(putH>{9HNU7LF4Hg1zJI=1l3UMG1sUE z#hv|0zmVGZP)p{Pnss}D^wEyDgpMc(H-#&E}Bqyh{H7TtY^Km1@fwSd-3fP zZKt@$+KzVG*>_r44weE-ccM6Hb7(NtFuJojzbxKW0zmTWL=7N*VyYQaMWEi{t`2c( zOv_nVO=~@K-Z)2xyx{uG9eC5w&jU9lMM`djZq~74_J9^92Z0mgH~S`iBqxjeT=>LG z-p7WkaDWLhiQ`1&AV`a%+E=*1!+np|d58-X5M%FF9Ok1M+fW8O8zvo`tO3w+8d0x8 z6Kji`8zM{uCDO^uo=_rm537RsPn15b59O>;(v9REv9q^+1x6!Ic#fb6A6pr>EL3RI z-}*};cJg-I2R80mFMm(cW5GJhrY<`{f}=n|vDhS=S#_`Vhu`4=e9;xF?=Xf_bi_iC zZW1O>RhMgmar%Jj8&d0$igvrGLqIUD^X;jp5GFLr;${m14miG836%L|Ez1|}!5#~K8^G;CRAZuHRfSLA{-!nd6xI!E z)H*qbQEbiE%5S|JWJ3RuJ!wUd*m}bWR+r1U;LMUb4&(G!00HEqV!(i6Vh5+G*_Q8M zI(BX>%xZNo%uj5M-2HBM3U68a8si@%X|v2~X`EAdkSYL+yCp{NfX320#2w&I>8OcI zBZ~Js4B@W86M&8@0q>5CDoaxIFznkeWFV-J>6c>SC%nI#I*%aeOiiBj(BZ3^M^nX4 z3AE)G!V6pjPK;(1gnoDR+_&N*T7$)YO;W z4T5P%8yvI`@XaVN4UL%{?t_>vvMd$gn06qTF|u)m*@OAO&f07Q85;O#qD!*xp9Dm) zN>b3K@MwIPYnevkzW;I~V&rkhUng+J?{S&&1^IynX^nPNKj$N6Qm7rDZ#Vtsu0g9r z+0`U<<5->)?k0HhcdYE?HFF*}(0ECIP1uWx)&c(V4=2<B12k1Mw5Sw9NCHqCs2W3SE!1`HCC&=<+J%#+}rDU?-8eV<#-+ne;KAI_z7e3^M` z9GvL)o7S_OVCWH{TjrK41`lnj;R2WPCjzR5*g+bi3J+cDV1^;^SF_`(R)x`p{ZzEW zXEMCs%uNC0(PcK9;Q}(3$K)~d$RU|j-26FUjL6aV*VDm92FT)oKmmNwjzCH++V}tLZVC$8hn1@igx`p{~uw$}_)pZGT7) zCl5-7W{<~C@x2rvPU&?b|MbnNm|qgsd#x`}HtK{tR>w1PQtYMkMT%;sm$;}m%RsFu zqiVzAaZ@)0NmVgvh5<)6-w~K5=E#@-1L)$FB#+;XVH^e;01RysRq(w^9n$tvSASjE zWp!SQck#iuImO;kpOs|2-?@M9)z=IurAR%Zj{eGntca+!Hpr#jZlO9K2+M5B(1K$i z-`@wk;96&98`WI6L<9no;beJz9SJ(H8hSboG>;P6Qe=-W`wcjYFIy85itm>|pAVPh z)fHZ%J-G2M8@8bmrZXG_-m8%}j`3HBp4BGuxuJ#&sEMNpLX50|)M4{4dVRICf4A`v zGJ2Ds?K|JOK_{>w96YX*V2FL%0%PZ&En0Y6U6aIGs{uPETYTv(;L}}g0R+?!C<}ly zg3S(MY01G7(5UC<;XNR`Za9G9l1GS;@Q$}Mt==oFO9tB_q#aH-H8$vA+(0DUbtnvr z-UaRm0X5hW1PLIta}2)cKR81&R8|<$y28CpE@8zJ6o5`rc(U?6`2z znsJieYn(xri<92`r!TzfE8-u6{KO?ti8SPUJVygZWr zDeXHTeG>>f@@~OM7gtvPT9J~WzDUWtK&DP?AA+&^yMsZ*VTbk}626}|KqnH~961n9 zCq*9nG~UDA2DZ(J&(@K;f_R$T@O!(y6N~|VH`$DjIJ&@EuGi-LQ}|-SCf_jM5!sVV z-5R9(s6(rm1IU9=3Qk~1|1Q#sN~B_a{N59+1BIQ@RE1qS-~~$!V9p~5T{#XQQh6_l z`9PR_pjBKgsM8>FSb*u30mNhJYHhGEa_ahop|#4gh05sq8^Rvr!Y4tBTrC^>d+qE! z!T^@ZZjEkBjfeS1RZftJA#uwluKOt7$TMJ{iWRHHZ>?LhwfLR_Yy-^h_cm6}z~yXR z1ohm?%e~&j8`Knvmp9LS5A_Pj?KPvhwd&=V4Z=~(T>&J%N#hAU+w_j%c)qDDh_700 z0rK&vtqjJuRpfa|hzb9IQD2WmkEbWeM!-svqf!u%`dz!cXA&51Y7NM&^DC_Cg-j3E zC^El}BxxCho-yTaS^Z11f|8Q*glYlT=UMEt{f7$3anRhZBu#pVm|+rVP$!w;af)^-dHNq__4>VhuM_*r#d#4h7XYvl8org3lBi;M ziw%1=&OsJ6lUeGw-$wa8sJ076U3+ttpsmrzOz4qGoZV!-*FwQ-fZxTRUZ8s#O^75{ zl4&{Oy66yM(c{ZFquL7=dSd4|SFp9tgRl0+PlMxs_tSgNbB-+$YAD(jdy9iMfBj}^ zh>)(=c=}a~r_J^>vjXIP$NQ&%^l-RHZZ4mpt~7S2G2*w8yDvEnJJ6TzMaSp#rMy1v zJi>6b^7*GHKd1maK*PT-vhs$r6~YueR^Q&^AkB?iu7XvIw9siYcbYWn8{&S$GX?e2 z-g^dO7+S@5Y0Wb^HaT9*Gt3!m{YtZGr$XB*N-I^kNBj}!~J6ok-FL7t9Wm+{9KPv z^w<596A$)OOHf;h?-kz%o@NK0MvO(#%mwN2N<`HGOPfQyq+8rzBuA|KdAkLep|ew5d0v`d-sxqlEiBUIA6So z4SS#20?gAvq9mmEK7j}rjxzRClpCG^3ga~IWXj6PTk;9Kw9UkyJi|ZzTQDHa z_mA(T^Y&AOf%ck#nBn4ydqB#BvNP<^u@)&;hjA34U_A=tX8P5*j3u8TI&7f+bcOQ%BB0(IjgM5^$XFqaqjh4H{<@kq{n z5fvwE#gu^)SNOL$-vW_3yCfRWD3i5-YX9zpe-xZf@gV%Or$NQOS@j`NZlU=%@#)aT80b^j_~Wt zAS8L9jOtO^6Ddp`F*3*UP?>p^nXI!jWlM040rqvr+l0i*}NcI}L6Fv}_?kZx303 zwg+PLU$v%400R5r7UViGNiRC#@+@lS61ME9%B_iwF z&BR|j_o_-p?#-Y?zd%c~i9HRtUejy-6$uZaC)Qh^Zgf_+viAspw+6K8@~w`rFo#kH_?sEjvnY4r+WK&yqT&vg_V*=tUAq{QGnFuyR#1s zga`e8&2uBt^L5MUnPnunnmo?nYM{rz$SW}NzA=yP`P_SWq4)%LBUiKr(nEm`d0}vZ zsi+vQQI-yqKeBsNsDX@|%Gw%Xp{-3Jx|1^&4Dy0(oL7E0w|2``ifx#Zetq5!cb+sv zOD^nd+1{$`pZ+;I41!=`R6N2b2`DR#&PQ#zY@WO%9oTZb2=gp6>@D}S-GI8tF+8B5 znp}GO%}V6aH#6B*ASfpJ)Bk2WTq|4LgEPzRgAE-w?_v5YztbHfmxH1*_0bd))3W=N zZqE|sQ~IyoqIfDjbA8;092NY#g=L_kcZhC%E6_H$e~r?!;)53^Ni^Ta>H1bZ8fA3? z#&lGorndBFq2}SS=rpJ(!>>JzhKaqdl%qE#Q9#)~)UpLLLAb9unILG8XM8UjD6XhA zEVdQH`}M1511uu-2WvYIu_&3}Y~8%3GE0MYE-lX~jI@Cc(@(3`SP_YP`gq5|mwf4Qpiln=y(k zVosD-IrZXSW6-Ave^#4Ao+f0^W6(G217xgFv2RI7+kqm9GgTP zt!#o|E1_uqJrS63ZTFA(U(K-1dT7ZwsoRiR&py9f9$*}@mC?XmLox4^qMmGWQf0R< zyDk|>hsg9BYKOnFDo-T7_4WRMppzXhbQhfa)v+1;O}+wSXmDYLWPPAtxCnLatQJhJWa(XM?iG=5-{Bh zh4{r!&!7xpA~=DY!7l5Dfj>Umq7O5}?f&$^m&UaYh8cE4X1}3n(NM0pXa{bOnMr5f zS++-euaWjutmCbt*wHPO`TQD7uNknACnrq83rRPH^vkU z-d~_!x@}7nsLmJ!EgX1vF8P}PtqrmBL^VcnLgrYL=-cO4eBM{!>*@BK8>Z#^Gn;6k zh0Qm)=1DKiJM8BBw!mml^BNqYPz*u7ooFY+2_Wzm%pr8_*AgN_uUZnRt3gaIJcP&fNq0+*uVv9 z6S%hRJ7V+^?>dZ~?yVcYSxa5*vKVTb5kD&d8O`7BC-p*&}E z(mn|Q%`1MnMk``^8~)asU^Vo_U+aa#M+ZqGn>)5u%Ij7(SVCwo36Gv`(_B=02rzr^ z1f0X)@PznbQgXTwiR~u6RVRy*eIS2+Q+X5*<42@4af)F|{mHMnvhm**K(h3O-=y$+ z)Gl1BHj4oc#ma2XR7Au;N8T56wNIOFW}8KuWCm)G!jOIaDiAQRl@;PP=l2h#VHQ%h zA_A(I*2^IH_i*c`B`E-ISvs80pXRer(*Rz z>f9$wT^t%%Os9Dn)UUL?$9`dQ_&WG&^djNW;9jcqrE1E4c%DR26)|X_-SYR2&iI=& z+V5QXm;MrnT;5NmGkG=4=3o`gn%7io{Me}1g%yz+;=$bA08 zUi3YE6hHS+pVSb6O=19Qdy$vSsOZQ?C|TZrbY5$wFdr86)gJH?Wj^h&0lt^1D$v6> z-pJHfdw`azcki%sXSE(Yc(*joo#0mN;8=FmorK-Pl_^+Ox&m&&;`;UYF#ae2T#irM zi%`#AXHIiSQAzz^0FIIkZQSbG!guKeG|y87yLYG{5*mQmad3ZOiYLGqfkeaHGJrO>sApq?}TFzZYdzz=rb0@MO;_Mj9L0m4WCo93F*L z$H5=n3V)~9qkOY(f7ZK^R_nO$>-(~cB?M!^Jxp6;ei>~HFJb~osLc}_T5XrY>Pm@5 zO(7I9?>-u*BI%NO#~1+@Sdol#cY~qHr2Qw;1TFNOfAc=5Qd6tqi#l#GP z^ib!3UB|)~ycNXQpz)$vfW~MlmdrdXd|!4$EC&$6q-)A1w1z{yRhfE61aLaplif4_ zSp&4(7}>=>L+7DSDmm?+7INztu62bR?Ez^|;h~|Cw4pZ-3c$g}+p{c_2At>lg173E2=~WZ&R~=z zVGnMg@V=LtKt2Z!cLQ*{;YCCT`Bl&I`FTEz)EI*{8F2+)3T)Z8emh==+315eR9Bu8 z`zpUlIkI#AHCvP-Bjd?OD%*LZu>pmz&I6XMBDwsQbGqm8hemgaWyS+H;I$x6co{nn ze|{ycb0xWY#%|wQZ^|4TX(pSY2|h@8d+F$t!0qDZdU+5G{LvxcQ(pnKhS~(}xXkMM z&?3t3r{fH&H(^q4N;S)V3{%4=1fu8IUn}}I7c!7s4+nq_kQ~UsLr3uqT5S@RsUhA~ z-YZVy@d-9sxA&A~*(^BV9HNK(kW8Ep%%UnGmQdNO(X=dz-|JGX%I}Si0Y^Op!)C1e z7Pw0>T0+BmK~U!9-*#E+&sMk!uKN;*@rs7eAht%6pPTV{_t-;ztuH6z_DmN@8F~Nt z%}Syv>7pB`G8EIH;+r|%IS-iU{`?*@eufH+1=sa#K=H8MiSbtB(Hn?!Y{-q)hIFIA zA5S#Y#4k`>x!m`eciUvAi!4&El2i|A5p8U$TM5de#Z4~aMFDM_mI2={gI?afkQUO7Dt5*tI0M#EjqA7{x?` zp2j!C5J}ofI>xc84^c$gpq~fK(&tjr#q;;B!%GXC>gsZ@xldG7p63yceLHCdbr$RK zioVl@%EDkiS>P%xnkRCP zxOPuvM9Y+A4NZ7ICe}wVo37$F(advw=2O%~<4B7Fh5zOrKxy{a63olu8YYy8=H>ua zy^&WB*RQfDTJ4A+=G^eRnkQX}QbF%Hh5Xn?Lv$CR7D>Zo^h33f>_jXFsmL7IvaOdaewQgL^rQ&S+26#Z?_PORa zRk%dXaCgseUMtWpLX`zlWl-8{MIt!~Z>zH;^35N-$TQ!KJLw*l2>DYUal7RlY4Dy5 z^jpFU!f-pZEWhW~TSBE6=W=XU-b<#YJr%9*OU6><&#`}YkH$qK&!3d=x#`4k`nq~1 z8Ai>3;N|u=<6ydZYO6SnfnEa2A_uB5{7&WpBO2$2U_6S@%`*Rfz+bZYWN#qbF9dkZ zoYp{j6BfCp?UX9M5O|=GcG1nb+I# zNht9BI?LkV;oQL<&(h!;{U{~*aAk*^%b5*+qaLZgl&6-q{wT_z*yV8_so~f*h2O;! z>jB-^&!m7ok!_=ZFN%O4$1peK)4#?B>@iK?)@dOwmvq_&P zt2vxBUp9U^u`aC#RXFdgi?RnpHN1J z4zSlxqZ2l_WDmT=o;&v=3G#)wXV7knU>_hnMayP{1Xacdd^~DYeClyHbpGy|aB2*0 zX20CW$9*KN0LE!ca~Nm6)z^C#l18Z%@!d}EC!Pjd2JA`=>xMy_D&1Vb9uee1vu0Y$ z_dWLaUF*Au*Hmxjj7oYV&>{2Z#T`2?Pobpp8+W9}eM;VeralHq#3ME<)TNN4%) z7qwK~)Y%UA71S?gcbvfX~- zxBF9HZ_>Z1<$^DKu`6I)&RKa8M3AZIrpIm_y-jxP7v29+re8xq8sShK?hbM3RtyQlvtk<`%k6iv?txZPZQ>}B5` z=3z+uc4tDD^!@XSSUc>!Ch+d39j?U=Y=TNbK`{Sb@(;!}RXs8VW&mZ`wD;(sbEb*= z)1%MG(^T)u((>z)j55ElO{ic){*J)*siry}iJ$4Sf6}1$|!h+r=Srg zBQzRD6Z#;3x;L^}opnuX+9TO-(l1{twisWsQgvKaz1r4OR26&1&v+)vCAY*uMfMl< zRcJ3F87N;N;_V{&rB#Kx9!7WjxZc90G<7y=Oe|7hi{sFRm@(D|nG9-*Ka~CD$if zm4DuM1{(2CzosO+;&56}=#Ar^FCY1C9!TmX8r%%juTvs6whXyVa87~TOtqU&&a=l8 z$zUF|-)#V;8Z2J-cmcm4Cy1SM_~*eMk^5l~<9S{8;@#I>?%kF_6p7OF?r%Aa)i6-} zIYsl^G(BAvw8X7d(^bC+JN{i2V2B+Vv-bP`j>qR>D;En0ca%M3j_JLF*%51o%UWC0 zE=MkHf=I@lm-~%Fsxgr|?)G`J@m}(H8>kwna#%Ne@6158_VdFkc?;P^CNslrLkMqw zB6({}`xxJaZRxZh&7HZpql(|Ba%XS+;Btn2p|>m}BB&{6Z}m_Iq=lLdxa8w`Db*9R z$DC1Bgt~ghn4&CVLZ6YtZ?-P5u$uX**V_5HGKL_ zKc!|Op7e0N6;^eiUaN_kB~R9yw@Ikhk4&gfC9mG!lMv<-md{!N`)-^`cwo0by&woL z^PyQjtI`4?N|z973l~<)ZLa*}=nnHn?CkwcIr6YFFpi7^guifzGxvBuRk8Oh)T-0Q zs~{Yxnl}!USOR;b;&b3U^Fe2$^qHv})D?fwmRj%Kp042&{anuW;mWzxn=U~}c|gaj zF8%x=QC5No8So3;nBlI94dVF*pmNGa`6OPzN?Ypn$?o%)vdwuVqMHc5AVe~w(1YA8 zgs?Wni=07CT1MHPq`FM)kBHiT!lE|0J=^_`hBRxDe5H1WTdn*r!xqU@K zuH@~ixBT5q`0Eaz5eQ}*5toM$w~MO+uIHvqg?bTsTb^X`R~F1EualZC1EH~&QW96Q zs*_ynuTh6bk1)@h1ZaV{RFOyiEUSGKaP#F>l=JwlH9-aVfql&WzS0DBgx5n1ti^g; z&*KXWaYkQi^|?FA`&2eLxsu~n_>vMY_+=q4@H>flIL$zsUzPyz2ED|L-|Dcb6Fu&w zQACyowk$%SA0MPn%IX9ynnA;}(^^K9O1QTCr}4O7g``TNHdRf)d3iSi?R5NR7uLth zNq!uH8e#=3PwxVHwJ(^Ti-wz9m*LPUtj~wZTfJe9cG8+F_5i~&@fCXhdeak(&^B`L zM+I2M2OriD@Zn!$Rl^orZhy$(b%~+AuD=HGsrBHauiN(8!hpq1N@`Zx3F}prHH6qv ziMoy7%CT_BzPIV}XmHeo%T?sZH)_dc7Heh~_3QJ>{AdhkJAwjMshW-8YneoHJJKSj zFV?(i;AXdIJAi&@sf!K65nT+-NXzYgVBU>xk`Ka#BG5c^E zScHL7cvrZcj7DAiUFD1Ed~i0eQF;zzraVD3liNax;-i(|dX7qY>3krgG-93ca0z}r z9_>hEG|pwLfl>(n8_%O9op&^a_}CkNdO(bp0S0<01K62^fa}%-22_V`>lLu7c#ARW z5@Pbk-r7fhuTz%H?bMv~f~Mz#Bi0Dkxcomun{y&Q32Ea&eT~)R9N1JIqM87X*vM+JUNq3U#7*~&h) zNHbEr4(6}5h4ZDAKHK6z49?v<277so0kK+Xt(Wn}9ga^#TFdC=!KQJBw}$h=1@zOc zoNMr3qFWDsOa(aW_u&m9AH=^OEyUuy!B_hH`bF*U%MSmm7J&B`rywNOSGX52QY_v4 zmC49u--=q5sxb`QNg;ib3Q2Z~uci z!KnX_bAtU}#LD0O%}?)ZjsL1i++XSUU;3-+#$jInHpZZzmjBb&{nm}w-(t`RPZ|IYQFcllrchW^WM zg8rWm`QQKjzxx~d@Bib!b^ajf|EscqpVFZRgDLO9_V>TfLl2_(??FM(fA|Lw!9DmV zKC9(FfRCW=f0gF%|5Y*n;lDch_-m)($mcHq`~Omu|M>6zOR+HUbN{an3ICh&{OA3U z|M*{B4E-O?R7d~MpQ-Mbb&eCp|CFhYOW$8_{hvHj-HHd$ClE81gm*I|PSF#lEY#YV zD36~;$G+Ipi?N#b&ZhCbcWQGT4=hI(x@_v-<%G&$?wxEF7{H0}W!vf;T` z3i^P%zdXl*+LPSzkif1Vjrbhgi{p$BVC(<(s9QDdx#8k@?mKaYw{6?)xdi>Hao#;1 zBtyelQRoT;dkrTQ8Td2C-7wMq@OwXrd!$EtL3lbsneux6-z~?#RrbHm_HP_THt&JE z7dVfwqR?pZa)49qSaOeQxns4_Xxz(tRd zv&goWW%zk3l*3BJ_NU(`{ISlE!-^pCj&nD!dn^?@u!9NPU=}nhRmcVY#tWz*BXW+# z`aM!{XS5^CJ<+3u$BHi?)URL9KYh~?sfP-Ma`5U;1kyEyAUzdPFL^yY!|uNj4JX$z z3k_K+m%No~P4sP^XTDBc^AsO`8NzS-kg*SN=IZ{9b*pG#$E0@(83n@*y0-I(oEK0c zYD?+e>;p5m;~Ga~AoW4Ly=TfVUzs;zd%Ry(Y9U17^7WtpgRl2kdz(qNH7^JQcsGP0 zJmDSjXaY~ddjh!nPO47*yY}g>mIjhYeQ=o(>s^V+%%K4%usYV;H)x7{ZuOu}0VuxenldTM18_l2H0rVHD`IkgvNvtAK-PCKx6IfzZEf4NJ?5rV~u z9J4o(k@=c-y#N#BgZnU3cFG3Hn&P0N{T=nM>ag^-i14(HGo<62+?*G0M@2!^DP&2@ zLteZg(1#8g9hK|W>WarO1fDQuXVUtpbA5!~S8;Jm&u7pGP##I2Ylw6Gx1)9zBm^#Y zH@zV22V4KSHo;ueno>Xa5r&@vcpITG(r&hyW4`>2JcB)k)^=IENf)}MxGGdA$?xMy zr<@@Ld=sRbQE~kMsU7|LXzJWn=bGKI77zNLL5enMf(@xppN z=|0HIxuhl=++VE^M?FQ_=L=C0)u6&D6W?T2((}VNSs&=>g|Dd48Pp;`_a5n+tgvmY ztQEGc$N=5y{jt-ku=m7;8p<>&O+_b{6IQ?Q=f@BgY!$eN9bHNXm%sIrAo4Ziqbm{# zg3oRJ1$kPr&t-Y4-|#qIaesX4*EHny@Iq(1&^VE&1TvYComXU*teSI5v4cr20=VB& z5lG}2S;0F=@BcWWY#U_GYrmgJ6bF$F#~UDK6LwvGCFOf4h1= zON8E1_`P*hihj)Lr!=X4f>R$sk!N{KV*H8D9tIw3_2<2ZLbscA>mLlMq_m=<)lx|v*KU2ZK)CZ6vQI#E);PjIgYK{Z~ zrVzGHO|Yaz=`T)QCEH%BGjX!>{6$v%mOG?!YGl(;AK&WX!*Cb>1bvG)5;nEDW{7Mj z;(S?6AC3_3PHCWRF`F;-mqQ+JXJ#$6!HN2qgCy5)d78}|=_k?M{bKfkC4waas>$>+u>lo4u>@P6 z3iib^EL9rvJq@gCWZOhbn?~xJl`J!v`h+fh^kylK4C|n%&?qyhPAi_2u@^17ki7>Nsa#Oi{}sZ|a>ogBIi3{h$bl zEkA#Ts<_$T6nGdJJP%WC#xwEbmM3V|q?3Sgzxxfyf6pg0IHR}IhWWJc_tJg!FfqRT z_)R)G7r41xuRGSKV#CvpdFOk7A)JP)Voa1iZR$=31`LV+I zq$$YUCf$ccibsuJYpFb3{?C9v-A4tYWouN)rJhrOjc8gOm<~aHIBxNZaa8(|TJN26 zvaexZvY{45B9Ojd|6L$7jq~nWE;!_!fKeL>^YGfrr-y+O%0;tnMeFx;V4w&*W9~ECbKilW44?@#=fN z{tOK92A@J0TH*;6UexkvSstOifYeI`Jg>tL*0xwXIFgyKiB-bEKv|zw;lx!egInSG zWalE3@Y!ZT?ri{MR$PSN1mmk)Jj^HN>{Fz*%(7!bcSC z0;I`OyZ^DMkMHs;L}Au)%&(!)RZ)al;g!LtgI*}dZB z3rn#xj-Z&8WjNoncTB2C5+zl4IFnaGR)Z2CBU!!P>HeE4^ErqYA+;*+dQRb!XY+O# z&QDNV3cvXHm|+wP+jzROVtI$(^da~@^2LtREUw_~PPhRw`Exyr5~8lE+AtoSyqO*j z%zdsbO%6U}XOGj2@tJ~g#(nH-$!)J5?$}2MchpgsFad`%>0c$v9NqS3_&O{MKb{AS z4hb8-wmtFT#kxZ%S{e&B3WrMql3Jmv&vKC@Aj&d_bK2mzF$HAu@W*p+mG*JQafC z4&Rr-h|b^`bwfCd&`?hAyspqf4QI#^xg1K^Xlz|Xe*jDz@XAak z$d=?O-T-w*`zY$|z$t|=%xiq?^Ge2MtRb!$N%IZ}|8ljQ*zWm5JV-YOah>E2?JfVQ z)_;b7^qNP0HxbcrbH4Pxg^cq?suS7q6g|vWk8piXtJ?q_H!?*6gKzg|kYD>PxcLZy zZp>L*e=+y?gWwtRw5Sw*-bcH5L@uuBx zl9#9^7w+#fIvdWzT$R9tc)@QH# zDtnd_xM31B?nyt3X-Qt#-`|Rio$yGuED#9$J>~F6{?C!0gb|am1H^?Cd~A;Vqp?>K zwW8m(I*;|Lb?stN=V)ijV;`tykbYo5gVAzF^ot5X{nDFTLEdTB3$sH?oAv+2Utt@cJ>^=7Hy zOj1Hx&W+Uf94_FQ5<=Pm3^xk24T-x05zwX#!0nPF8Lx_P*=sF$Q1lM{+}s3zh=&N8 zr(Y%<_fU**ODMFy+w%Yq-ns!1xu|qEC{BV}x;`v6KF_)gI(9fX!`PU&48?|_IEK9B!CUcy_9nv|U~0uQLyKrGpR zQ!zB>OZw@Z^~RRzoS77BT$vf8-2IIj=e;Dt-)uYj4*#*h6R1(BI6xR50%!7|_X2_+ zm)%yT5Tlpry3}MzUq!x?(^KSRE(Fr8YwEtm=_v^g&z+~jNkJP$^f8CHI8x|J8E5_* z699V3g_oNc5&EHnk#odR=X63{yE#3JC2&*@ksgoy5&2v3+R<5kaJty^T)C&(j23ec zp2j2691$6;3B38J0J7|AmAY0q?1gU`<1pV|O@)g%~wa%3O6@aG|+?M12 z*5?{YYt~cr_HawDynQmTp_qpjFLP7{D#Pk~+$#=f$Mz0qdi>DF_DJ9B`_*AnEa~xs zTlAWW*;oZ_>Pn$R%_$IbUwa}z%zNsgxm9d@UU>~P^DFG0ZbZxQ2C(Hn+!U=Ho^11A z%sFA72YnyOC6Y1h_wFx%!c{9DspJ;L{0O`)n*a8eX0M#TF%D=x&(xHL>Zh4g@@-zT@#C_Z zy7qOGOrI0XL7Nzm!Nm7BMOaE^_oKR5Y&jf!MRWNLGI@)z&#A-E<+C3Kbbv@MLO@Yf zI{rHRKH)s{Gg?)vsOE>U7#?O4u|`a&@Pp7?Le3n0ksUv7c>{nVvTa4eRn_fI+R~yNMxlJ z2*1YqGl=*!`C)&L>W17TQK#x|I|hCnz38}`lq%ul)jZWFTN>Oig5$mS`! zOeb|i?sw!T>;2-CVm!Cz6!IY-OJ=xBNq(X_b`o&SqA15NHa~@T$ZeYs2Qyo}qsIor z7Y!9}PSl@Y2O@cfPbakcSid{v-I)`wIqdM&^#bt=9aZhlaAZmJzniB9G%Z1n zek~kl&1?BQMM5W#;_=&N7uQjE%UKTiEKYIkrN9=nAB|W@F5-Ev6QGx*f88Ksf4^12 zCdUhX!n@x4=$d>WHLLci_mMPii8jKYoD${HW{7}8VB9>yjoRbsS8nz8moLV6tuk}T zl>kwg>_jV#a*zPc9N#b-y*V8eqqGp8_(g;I^m3|DF@TgH_ts|=RUr~_-E*?|NcfG z#Y-z%&&&v_Yy~tb1`Xx!H`bCG1cZw%kb{EQW=p_jce?l67fPA&{Vvw-j_&>P3oYof z4ah`51UxDEf&Lclk=TXZlHO4raR|tY|1Br}`CnO4nLOUuTnxlRrg5kSx_WbZjM~B| zGs0jP5p_ppK+U}Yo>kCxP9PcWo zsbJl*}#86K-F(totPZYXbO26XerrA=3RukLkU7(kAX{pbwo-eQ&?GXD^2Y zoQloMmSrQI7qeZ`1k$(s(0GDyVl8l?yX292W9_NAUi0{0^whzen(ZMOnuOIIo0L z#pj${D=|N-!ts98d=T3Fy@_oLOxYB^JL#ZJQ04d8wgi(aekx5>K_(YRr8%jv*eNP+ zd@9{yIyR;k%e}aAr6jnOaPYVX>IJf#S7573`-3wMgHA~wNe7?-0eV+s&#mRj-!diYF=yNklOD{`5j2?l$jd2w! z4bikuPUHE7znwpWTFLtjyvXM2Cj;@&Fbp@1MW zU0}37X_XGo`or*F_i*weCg(P_n)yQo1|IPK=NJ7T_c|R9<)!qwn)u11FN@N6tB4WI z!dQeEZtsdOc97L_mk7^K$=6q6KpLdbcDP`O$_k;#=Yi5g?)vT1qmwiF)U8dXi#apb z*Ed}0eh66*aU`Sg*!@<};SAtvyCkwugGYeLBXWR*VM~g;p=xc}nn584qMb+p>{ZH3?iF zZ|#=d$j6V5GIH!AbP9i~9vB^-9@POO@jIXRsm@KWbfnsqbs`~5)vI)NWgQsJ3Tp*f-4LpTd zz7$=6eLq#fx>)r4h^oiTsy^o}aI*SfULRF|zPvFgq;&?*8Sq;y@1f(I+{2ep&wl_z z71&*EiW?PNmyj#^S)#Za&dJPtR~Q)Y7yhQRoeD36^YcgqB+ExM5zNA#gXfm>jwg1n zJ^d7l(NrDmEA2+sK-c2}Nb6j?b>w4E_55~L{&rJufvB6L=-a?3nhYD>eY~QWIdPT# zd6_%JW4NXVrlpd|tLD%soS(b1;#kXuaQ^17F&&ckl!CBMU|PxjTEv<1qwgmauusJb zzZJJ``V08ekGC)zrFWH7u@tHosZ%2YN?$Hg!Fk_a!kjD2 zywe0~YY4+w0dJDFz3GD@_KQ`aMQAZ-!S(?6c*a;nWT6b-y8jHTeT#HMAN0n02(RJ! zw_5nYwTHnX){oIx-ee+fU?tLOg~zPNj3A&*s9wFh4{sYl}#dMoKI{uyfBKTer| z<>ZCp&#L&}67;4cwl^^PH}Zo|+daMB7puvQcT)_u#>}IByCw>ems7|E0mqSNzuVuQJWgTk z$>Ntcbp@t(%$1UUGeknkyHs@W+}?LPb3C`vPVs&8-VQ@!a0Y75E~R1h!KAYW1nl>4 zTX#V=$x=#tb)i#B4yG=q>UYC!5RNMNe}HPrw(%4IpZ>jtCM7J)bc?*ht6kjM!^e}~ zW5WEa_HM4x6QQN?i#28OJ%PM^Uc-|_%#fshj(h`54jmWrtD8ypOMWJC+_Ba!)neOC zeUVq?TdMM==1h-x6D=`9R=f=bN_`pN&8yz@Rm4@oLr=-m?}7V3r#MLP|NU-(3qQtS zv+%W;5l6qnB7F#y%H<@^gX>sR%LlUDYT@qQ$>=c?Zmp7^-~UOmptLxF`2Jqg|1cJgduh*s%H-G&WJe%O zO+V*fCfYe}lhH3i@qj-^b0g!Z%UqOT(?|OCY62Yax&2NmAXy2XP8B8u&Q!ng|3CkJ z1E4z3{PeM?|Gl!9(Z3^LOdCH6OF_9G>CE?3`Prs_y!pTS|3AaOM*z6=t1+nCE1RWq zGWvnW+b}+49$Mk*`p-C7!1bZ2nYn9Ia+W@F;vHJAkYTv(S2+XnX#xBxw$%S;3@*c; z3!CKlK3oyUB|Lm{77(G7=jfTE{3pk%4uB6k`Mr~Cd3<*=6I|Q|)JF}T3M&5@3OJ;) z&x6}kaJH>?YqE!XpK8i~^#E>kl&y+B2YukoQ7kkf5vIZ~4#``78kSp*8(;MsayD>v zKu`VcdfHDM!3xA>nDtH~QMp=<`SJPIy1qLmd@Qk5Qi>aKK9zMqc2_8+Xw1d@HEG9*}MI_Q{8RN?;)?Z1cajMekFims_@2c z?aJ>;hDSWLf4kT0aI{A()!}}%X~R1k5o3_HY}n`r^GF1Sn_tJ{$-OPIA$JTk%2Iye z)qfj1UX)M(RR+b=pQ(mw4Yb1i{8$82#^iEKJGskmav*m~_~1{i*U`J($KbAZU9A_N zroS+R4=B!v)$GkdC+;8Xcea&R#dWrR`OTR|ACqHpTwrX3^C~M49LM=0c@55+2#6R$ z%A4nmPG6FgwhTQ&MGkacwae%gIQ;Wjmt9q&Nb%dL?(v-K3;h~;AaPQEB0HCNpF&V} zhis^evx*n!(85>x?Ay`_i&WB&+NA)Twp5SJ(d$GC?@KCUp@UWs05Ptijw9VssvAmY zI7JUHp0e_~i7rin;td%cjeB(291cso6KZV~r0}S43b2)0EV&;D%#h;&aJz_inrdE6 z0`hIRUGRRMp^KlPpFkD53%&Egi>IDl&|su!K4anh8dB32P{1dbzEH|lDk92|x*#rp z20X1L=gepBF?hco>6gVDqovMem++zqrueKpoj0^@dilt$q4V5l28}=uM%^Nns1#`G zZ>&9ZOX1JJjH@A`*8a+~ZVOi}eO9AxwVa#)OF*>0Xfr1lz0Bb2rgi2UhmLF!?Iy~w z1~~D1y`Wd0G;4$(CjDD8zi)o^Z?T-H45zFAUpb9*o45NdYrP&Fqi@SF!9M7h2dqR} z6i`RP%GipQkRGNW0tdd{9H(C$N{NswbV4-v@J$xV9-i$u?8A+aMT+l>Y2@TYuG;h4 z#Cq#!mjC5yh*ir|5wb}uCG=+MKLb@*p18VrZWqU?({{fNxF%x}tD5ax*8vWJmPkOx zbVoV=+3g4~b}^EoJ$#@#5)8zv{#&mHbrE38jSJJP;_RX-hA(x%q}7rag|FmL0PU}k zrfANRdG6@T?%9D#N|Nr#&g_dJcrqYOK&j3l!Sx%L1)4SA=RrIninU+cBFoq%P@N;R z0=Tv84*(zJULh#O zvUrCF=QS$Wam57S$f0RBx~Drxwc{)(o8m|YrlDR86)90YLHBEItsBDrr$Pbf!vCpJ zIBSsZ1wlksinlIh^4sAM4;ES!LU}@aTs&@%XL0tMO{(M8*l?_{&QtnQABx#U~^GPqUZT7}7zm}9*_w=;O2VWGuZh%{6H z`HN5dYVv_PM{3Leb^}$>kH$HIqX7O6+8b?vgk1Gw{Qy1UOrAXnMxn4q4yjTN7v;6R zR;?i(*iSJXaT~pG2H6rRZK;?rl>>b_a>ezHsLpp6uoas`An{Fl=g!qHUX1-PC{+YcX|#1GqM7ye#ki^g}uc+*Zj?&Le@D$&ijPBuBia zuru2CZycC47Q8d}A%3chEicG^=e213gtJzXhY|duegvxAj;WFctl@0=b{%Mu`Y8Jw0eCU= zi%I9iM7GBBJH*06j3pTtQuF1~pIWd4Uiqh%Tj8^RjpjvnvHRIu=8XCC;Z0ehrObN7 zeOY~-#Z(+b<82?@a_nGr_8al3UzV7Ds8#WUH0$BT9N3jzoa2#l)&a$o4JuQ_A z=ZnzTYllj6nMOa1Q%aji*v|U4AbWSNV{^YNxKq1hqo_D6tGy1q^DgxK)uR7aqu#}Q zRPlljHR{<;)CL-&TqFPe;1!L#Ejn8f5ZsZACuQI$F+Mpi{wjfFLs9y2oT_x+8kMUp z0rFd%yF1}Jr+8kDa~_n5H8^m@{!%BD7+e0!Lw^sd`CEHzI6FR$p6ay45_5LFG=#Mp z29WwO9Bh!u1q(!}g}en9ALaUWf`3uXIv_kKF3~B9zUVUTI?6MJfGo% zaYHm~)cVb8d+o0y6-l^4`be()_H=1oi2RpMB`+vp4Qs#m=nC2RG;Y1-r&ofD#OL_n zvdj5%KnYv?R3;mF0xHGUYws#|Dqsc|s}vlKvWSdYrzZk@ZMD%wg=zh9(Gy+L&^$$D zhspp$^6%+5-16v3cYZ)9i&f$b!!6|x<~AHy^um5Mguf~sdraVO@A>SPC85VgLV;nFe0<>1a~B1v-Ut&k_Vp=urjFAL^Z9Cw{iayi2U|4CyIe?|Bg{xgW=DD-!r93SE7 z4y=L4Q*`BLga<*;qJfvryYlsDR;xv5BLz-M8ni9qh4M2JRM0Kx-h6r^A=u8+eO_ z@0QV{M2-VJQg+?=SDRn|cCT3^%3f*>e3NsI%E;U+c1G&p{?@~pLgNJ7o3-ls`DD}5 z%|U-2ccpgKuhYy*T?@kJ0oA}asAL7&^h@Xmw?1ng99z>;;kq|`_TXp@KMPrDEQpR@ zHUCCgiI;;wD?qmV_t|UH2d;s)tvDftI|2Qz;DgsMYB*yocmU{#Pukx!3wCgQyK(@T zPYxU+x$wBZ=M5t)=r9WncM3~?=o`P|1AaF+^eU$4`tA4pKVw?r;x0fYi+qD_5;lf8 zd>L7L@az)lHcBENpRK~xU*sY>;3179>xOH}nX*fcUM?qs$kL6!GiUzqc{6O-SAT0R znjNDbAG+MSla`wAb;FQwA7$MPV;vmjJkttubF}Ja_xy2hPz9tB zqpXLUWi4C_%ql1HVr0pwa%Rqxp9gO;nk;Y0V$t7vf@$ zZ;DR!XKic%D`7!C^tZifWxGR+#Vrj@lcoHoV!LWy*^)2lH%geGw=^0>nDl}qy=G!~u9GmFfnJg#={YadDN z+twvc-ea#15evAFk2dib?2!?7$5TFj)LjU452yvHdNB|>?>D=uyDGH*)%<8qzGb`5 zj4^gB5w8`S3c4(i-#|WpYZCdU@oG5*9lv`h@X|ku_nSS^xc4haG83ai%t+5>aJORF z4YQL?&_h0|OcFi+0(q1rldf)lbzBcon8#o32{*nTOTKd-vLY{dFhERe@2q_yU;hNu z0x!io-)b?aL5wXfx8{Mu#nMG$(`$_Yf0E$2Wf|8xPi1*%KbitwYyNS_lABh2_QWf| zJJu@E+049mMVJ^)JM?enDkuJ}ZXN^b(VyRdBY71ZEq`!XWH14zaT4GZPX3Ol$@!-h=TB92z3~62Bg86t%W#NpiPB3m>^m!cyx5Q#x@2Gybf0LmlS7Ziu3ixIA{B$a(B2frD(S zZt$PDTQm)fBBc_Sw@u2x%e+~1GF2(GJZ1@Ba$1N5_OkvxGZ>?_2lzWMC$qQ>!``Y$ z*?yd10(n~7$rrZ@fGrr|SN1mmT~JD;0>1Dzs3T;>4{#_eB%0bt8dfpyA2$?(LqOy- z72dyjJEgc?n(<~KTkHrKw}+miIm->O!v=bKgomdy=NfJ5MnqVGB|_2!Io%f>+D^nl z`6dcve@;3mWTj9;f$amKHaF^}@qLQ~v&+l<$B$eAWO6r<@|cA?LO|!%F{95#Qj>81 z-f>N`JEqLsPjluiwL?$u;E_h0jjPJX03i0r&=37$s&QpA%qtOt)KL$xfjNEPLNyRrE;D;!uIxZg1CpF%QHsVl6nAHoHK!6wchR zf?AwW7j|acuG42G0i}nDQ-b94-GtLtgLDUksoi1E8=hQraTv90++*Jx_mv`YF88+c z!G1nVFVWQWy$yl`yIZK*R9y8@XG(@L&WOln{k0J$lD6oG+<-9@UgN~>8*5^;@h+g@ zb^Qt`2-X$?NBhmDZ93V#(&ZRuIPCW9!G-99Gjquc&;Hj%W? zF^?mQcSyp=ri+TW<61FaJRabz(HD5Ybk61H!`Z4A2Ao*><$bljil82M{zv)hbtlcq`u=NPs@~V1VbE&x zY_!)4cqH2pS9~AX$Q^tZ7GnlsQ0{ z;wXO1-7RL7Gi7o8w&{Cg6LLNc1L`};zm z+-?~Qx(s@<8V{zV?lOC6x4qWZVb7J2P(O@oMLY8eh6$%ufXG1NzI+{7TH zlCV~GcZ|`FTlHGvw-Z3DN&79RqhGQtbJ9oUTkU>q(V$L8X14@Z$p}S!qPJv^DzR&l z-UR52W^_OMROHmu?ncsW!WcZry}%aEoO|u8mcZrX5D5XJ6!B!A7BWj+Ik-p@rCl!P z+BZOiZh_JhW0*qfN6FnOMzd)nn#_P}KEE*sRy{|$c*~KvW7oYTi)$1HL22psn2>Pp ze-$MlUKW-ZqLDz6baH#ve7h(XRyY*wcSPB|j05@`z_n2XZwQv?Jeg#dC95(kT4m9` z`puZu!mCj>eZq~Hf@me>486r}W@p~&i}9Yz!*Rb9Km6nI0jd6n%l~cAe z(P=S-)QL_v`fG1#2l0tR^mO4qC|{S0N<@f(s84KQ5j?&! zZL0Xh(4c)%p)x$As5X@1!_LW*W9~%iuRh%hwEGj7dJ-h^bxO$%@P>VD3mZ#iWp5%6TgY2S<{{E)9 zy;`>vztrh+SR2piGE$N<80=?e4(}8NJ}dBBj(Z4iGJP0quzURabSD_|vZ+AS?%ava z^5S>37gX7v(t`XJ$3Z3oGX?#4X3s&ZFlthv3`=`(G?=fRwC=Rv*h@wxh_?ZKjPVD^ zi;{>-9MTYXkIK#it^go0;%{XYqr z%iGF7_=!Gcz7 z0O2`~Svmd}!mU^V5T0hk4)-y#Y&$NKD*GwIkz@w}9+=dk5pO-L=75Ob_zwL3GZfHs z0Y4RCWJK9dgd z#z_$MnfT@sJe3~Y+Ud#q@>(!JWvGZJ;8bXBlzoFUct+b$eI;Vh6|u&SH5Bd{q!g%43`m|`dnyufat0w8hEgH0k%mlk@ELM7=xmry8?_<`7>jGj;SQI zXpkSwcur6S9oQ#h`d=;2Qt|8o{1LDfEWTl|7PWn4e3{6W3A{r6wS;d8q6u0y^tD$ZO8#KA+9A@v>B$smX}#9{H$Pf;34+btIV45Y&pV> zyB^ViU^!%j;QF^x8GdWOKJF5yGM2&SZeOcn>M8^3!Shg=1A?~H&M3`JA)8t=5uJkM zcxj#wS1;2B=^AakA|JebElT*ee#lPmiJ4%Tc3cv(?w-F!I!=u>XT9U6URhi)9Fe>i z78QyoOb7)I>$gOVRATmQ7f2dhJSkYD;f(?0fS1F*WgLM(42|_gpOGA*$t@8sH?VK; zjsx%zi~-q56(TMAPL2fD`ww5mgI)wnN+)VrfaeVIr4BOrLJdtV>|#km*Ev?ir_*i% zE~<`v6&=Yl(0+eAcnjjLHQ2MSwh&|(?`ZF{jsiW$6XIKKO zP;XnEF@b*YShIr;Af-BiSR&4Si)X#2>3U(lH0 zF3+SLNb6gbbXRSC7;OI!d+*uvx{_TDexF})@xp-HpwY~!f%gM*&ZHRn7zTsHAm%I% z-v2(-xwqTbc?{1CW`KbX&ZEF8RoHv&wZy7jut}Pk$oR+sV1SGVDDb>`Jn#T)mPi2X z<0}%xEtTEZgANOtwhQt*3us|m378;WM8!JQ-~df%$wb@nMv+n4sKBVb9cPu~J)QxR zdr=&JQ4d4Q7voKQf3yx~*CM3yT6OK4mlp8UQ+k4$l`o>G^1+KvOiw!zyn8^e;=4-z zFF6Wy^4hWIi|Q0Le><-m-J|stf;Xa}nFZXdKB)7zpUzc ztGIe8)}#hpT6}t0AE6`_X%b2z0i06LC1^V%g$>sk4wVXRlgwcg-$a>JEBECpCZ%h=;o-+Ntn?uZ=J?6Fy#{B`pBqWcN^1)Yt-px5(&ra4b|3<#-!-&PxcuHJPN~n+Lp!kpp_v5+ z0v+4q#qfyIx+OCRH)E(;Rr+}JWg>Sxy}g)YgS7>d54j^G{yc03StXGx+11d^SKE7c z;~(e@P2P5a8#(X(>~>7_R=(|9joF-47kL!w*FtI}MGPRAm}ljFdj>Je1)Qxa;5xE_ zd!)Xgh<&xk-E%D87$#OwBU7z+0gXhJx@UpX(Wec#KxTv={a^Ymeun>Ye!+j4*YD;b zHf0|*DG-I3*MabVQ^sEcK?xj(|KFDJH|ziYm-zeNZyA5*zx|u@AK}0Gr&PZ`-$4H6 zZ~wbFL#h8KbB6Y5_iM?uxG(u1|ITPG>-ze!+! zL81TkdutfydYFG1=OO#!pMG8j{gI%5{~&*sg8qm?|NMb{tNGu4X9oY#H2$2j=W|NNi7?AAYiyY;R6)ehN`D z`)3v3?fu)|2KKhG|2_ZHFMp}|UsdtH{#C)>kN0n-|EaD2W)=TUqow~pXS9F*E%oo8 z|NIO5$KT-Tm%snzwm}G`F`7d0Utb^;f{&{g6L179*k)JOJ2!;rVM*hV&{)-|6jFNZT;NOZ+FpN;Y{PvCiXZ;eI36(zfJM30QwX99~O-Ny@LO7vEP65H!u3P{5R$E{qzsfU#s~o%{25M zdgjlB>c5r0pZ!;h|LT>$w&GvEdsq11^F9Ll|I7ybR#XLG!y0FSc;n>(Y zl}RyE?flW7u4?L{)VPy%!e?WSP-^OVs_Y@B?uj(i8Pd1|952!?a6_#GZ`bKYug$Lh zCF8H>D1Af#-JSq-Z8x==p({ZWG@&t^rq7EF9DyHRJQgvStdNKzdgx8atctR$oUe0e z5ky(}%jZORI6?mFXW!$sn=xZq_ah&Gcv$SmYX5_)|Fdhq>Cb+Dby`gb#>0yAXx#v} z_B-DP{I3uqV3B-|K$#f4!0^g>vOQ*fNWW{Ywp1%2vf8 zGsLg$5eG>`nfxy!5teb3|L)o!{eR`^|LoeEF8>=>2k@knqSYh1^6pXNJ0=|Dl&pF( z3RpP`D+*khb7*Y`Tp4hO=P}OCD$3n9gA$lU=(i#@#q#cL(zdHLEqKphYO2)ri25TY zu?!|82C6SAqVMd1zX@pNUH_D22A8L>7Jf~YB|^L%uNlg$Ou3+k9rFvrF%IV)oX*IH zHhhofb2Ro4w6X0KtT(kP)uo1e`8yANUVL}uoowa?lHRq^wAC+Q*bbidR1QKOU>AZz z=ypin)v<(l66yF4Q5 z8SSX=sFaWd#dOTlVa!KO#lFLjg&kSlMcx`h`AAG3Btq}$>by<9jg0c1v0l;N^h4}| z$Md|sUU++qAr^Ago=?!0jQbG+U>@xgTwklCyoqZCZ(~@k$8G?7Tk}Xd=~drK($J$48fA5Y4Ct!KYO0O%K`J_js?!9VyyGCr@#Zaz2s{( zV*I*=67MJ}8|et2t=q@`(W9RfII~zrXtsGBpg|>{#w|_VQM33H+~B~`tAc_?2cJ)a zOSjqFjmA%312!vozA^xqF--+CH{9KAGeK~MAK-c3`Z_jNFg&?X(6WP!j7eOF8Z$6P zQUhF?gSBLw`dPlp=wM%5>2Ni5u^dcyuO+Ke9=O{k9|j1PO)xWWLpoyWg^^Kh*i%UC z?z1muM7sSM1N#@`9udz?bvlg*J=H;+#ex6qeIU<$Jd?BBl795PWlZVHv;Hk+-y`Mq zn)T9mLg+tO2#slDHOi+nTp_mAH$8(C+3Y3JM##&1Gbv)u)!mi&If+xogZH?(#9GV| zSC7j~@j5aF8ZrZj0#T3S1$fq$;1~8H75S+`OE#K8y`)eaOafC{W%OOhFDWd$CR6$S zIl$FjUSV(Omkw4UIOl6{Le%za1<9EDGJFr}hX#5fC%8M?W6+tmdKeO4>I+F(r5j7N z(o!aY$>n!@`FYw;%$LcN;u&$yRwHHH(sp)O1WjF?SViax(kiUwAq86;TI5^&P@R9= zp@*2$Pr)+hyGX$ojeX<7qyQJ8>LQsz)H0J#r?-M67vMIUO)q(c7(OYX4qh2dhThq{ z_|utB?07ZDk(7sDY{6UMVn!~7=a1g9qgu2GdUtXr6;oPrVw}&_5~su=F~b41cgO4q zdW)kci;leCD{l{1DyTA9jpb|5<}X5OUO|C&cTZh!tufJ89~YDRp5~#Rhjc>@o-JZBlHtX_T zd9qQw5qLq!V{KX@Wg@$W3X&7h*_09EP{*Pp_%GLhLoLoXg_+r!EUg=9(t7-&C0F{{ z{@O7Tc_N*{(Jj(5+$QF2Nl+!3X)awBumnqn8b(n|sN;B_V>Brs+g8 ze&d_7k+zKqwv4e-^Qa<%sN7QTaHo&mzN#$&#QNN9P{SgC-C3AavNQH=~Y6y4B}sfd?V7{jM$r2+S-Xi?&S%H*jyMCgH(%|kGhk&IaQe08Ug*FYxMYh0H$|g zPaR0sc^N37M+TRLo!9XEH{mSl@v?VJ>oTzdq#rY+(ihjD&at6Qnfqx`ITUX;F9f6k zxEVT>C=5On_oiYg{^Aa>rAH<`h@Qa({|Sut!Uprr8q%tE7f- zy8NIAD$gS4tLP$IAzNJCg0i&~H;`EqOE#>ySL;=Y>geoFw}lj2$Q2|U`Ki&UO_UYR zAXd{^c$?nR8!iAh6d!O+6jFm)&u#77^|G)-A`S8q62@nE#HKeJ^hxq=+e;5TrGZ?# z?kGQx5ky(6HQHEBC}#rb7PO(S6r*}? zKAG?0yUxS_rKrce6tcAJ63nR$;>!~oZz2Z#)TUT$m_3FqF-;i*1hg6`8;onVQ1Zb9dZY}~g{sHsfYg92S$xIu5M zO0kZjKsvk?w0Co|4eUX}6s1-x{j_bo+`sJ&TW?Z9DNJYZP|8lsah`Ii`V4G|@;eV- ztUD<;W|o$Dh)Nan()DUO7Bztn(ooWCjsiFJDp4=Yn_Eie`q7OPk~E_js05?&_5<85 zzpfv60$uYWHDm*)aPN?0N-KX*1Fv$HhqCdS81kmH@V;;{a1x21+d`216Qo61ZWg!P zddc2Sd?|}vSg{~Pi)V$lF%qGzOFl>beY0y-5)=}bDQo66+CyiBs{A+!G=t7=HrQT_ z=omM@{fNRz*+`n2mP~hg78B}I^z7iK*OoR{Em#3?_8Q<99j%N@OilI~b$+9OpuAGc zna~@NAaog{w4`3kM?g)fDRm4G!1lstp5>2GQpcjgXX;vB5&Kvw<Uwq+cu^k$b@aMtb3e(1ALPy=xeJ_?jul@W!r`Haz{jXk|(<}wsd_{ za4BenhC2xm`qLZA_WOm|Vj>7DuMrEhWacFOZExyBf}_UKOXQV7;z6Z-#rhK3#&EmrhCqcjhw6Sv3FXS4umNJa>#{$>$c%tK z{>ML{R2+w++?`XE9o-g42kTgPkPkzB*bZPNFv+Shl=o z;^vknM9tl<|> zksSUm%9E(;^dW6^RvC{Uz5j`JyEQcZF&)8}cIIQcNg484J;(=N+Z7tGd}v_(R3R$# zIsz(!>0w<w|f?>#l<~U92?BxlsJZ@hq?h*`Ks<% zjLDp)co;6OJJ>596Z3K>@myIWg)y1ESCxye3wr|1Oc2+@xcQr{1VTla$?+OkCgx@h zIZ{SG?F&PxABSz28LMy9TWoIXTl+jqwSjI#TTDG8So=!#jt4Ha z>LUko4g@jX;!Ea(=e&cxI@#-%SSb~g2J=&$vlL`)jHetTejij~sh#C~xa{>pHS$P( zIN)z9K66IA)rXc3<)(3qH5;;Zm{$45IlR0`@#03Cqaeg9zvdxL}(%a-5#AjI@1FRdSQ~xEoCvJ z-14S9D2~(XW6_x-HktKS;Zk9JVqdBdeZ7@Y_SGyOix=Ng)#OD}hA%zlnl`mP8b;mQ zFE&Z984U4HV~^XmuW@YT_t>ozPBos)Y-Eiho5TG09_OCUlQ{rQ9hC3PNX=36DAf-h zo&ee*;d;erJwAt&G**N$12+bED?gy8EJiR*Pi&d0^(88AMmVkTj;94Eup(;lj3+qX zF<>657Yff!4dyN>D7w4C%Nsqgb!if}pD}*hpa=?hm1qu{vf0Fl+G|-aOg>A^47HJH z?>jo@-+R#*cWd*r%{OsW6W44nfvFf3i_(TI*K*a(#zU%Uc$CNxHE>X_UtY^J63N@-!a_Z#?e2Xr@n@tO~&YJ_|bc1=abZOn1mBf6PQ2vzS-)LnAyb@5Scv!R`E>oL)Va> z4Pl#n)hD;i>Of471#*3{7cb?+Pg0?N^vO+oW62kG>510_woxRbR_O&1xrMyIc%i83 zj<|<`&!X-jwhoI&LjpoQb0nMv5i{*5E zd}Bl|Kejnw!gJBuVo8vwf@`=$8VB)jzOr7ED- z0FXvaGtB_DlZW5}uln5KWs7vpq+^cpovb^TPOZ-c+g$pJ5uI%tcQjV9O^m11rdD>V zkA&JDGEObK!22KKTnE=OKfuGdK^PY}qwe_9z_1NR{Qj?NP+l@Cblr0Kov@(r-+EN<;x;3yE1 z;fUg4C*<3196%&c_i_6!q>ua5b>>>>Q~Evs@cq(`T;DkD_AF<^>H)}cz8Uh910(w_ z#&KH_0tzpYiW=&u>SCLJY`*I1hXD)iCL~W$9ZIx|PaJ-cBoFdPvch+CzHY^RYWzqr z+--n-bH2~F#cvl3M)QNJ-2?8Ubc$LfakVaENpSqA*mTt-MNt;RWSJ!|m*M60u{$@u zm8dhbJ=tq^66vIYw-1_*M-zHR9Xr<9gk0#}N&sL*ntnATRi9H=L^mwqw=kITiBtPR zYm7T&ML&98yqL*h;Iqw&XK&~RNEFQTj=rSxNe>5YU>Dk5Ol#Onb(!}odJN7mf6n0M zHpKF{amYRJ`vF|ZcUka79t11t;GxC^OzQ3Xz!JIRrREh%niQ&Un9qb^u_qV!h=vE9 z)>U5>-`KLQLrm8qdIg?C^GLMsab?0=3u@;c4Yn1z>htdM$XReWESa0wsa3JcJ``JQ zQ_4{B@~#?}o_w4RP9FC9eXS*JqE!LVANQYLvnj04gp)Emlgd*j-j6sF;AP>pNsGVR%R%S1LVrQ5$lIfG zE+Xu~MlON9SuW%OwDa8r0$)lCT&FJR?sf$(OVH_J!M=FB5}~r{AXS{cs?FQ8WL4^2 z?I9?>G77D%263e|^$1Nx`Red8oM%AiIk z?IMj2+(8v^EPLA8_A+^257*$uGnOKKm+CQ(1oXRbTms}|aEw{@x6f=V6Q?_!@^(7+ zqYQdk?>2c#fp|DhWpb34ReqGHw+4(-saP`wO4TO3-3)>Q|8Zll1n>N3EvM%5(vPL& z@FD9AQ$WiUciJloOThz-`E6k3aSE&A32Gj;0JJs&qPpQZ>6+#br}PlU;O1}sYzb+H z?Fz%h1lut4FchS=#{-%^keNZ}I3VH{4W1yx(k>{iX{d3~xJh?$g*hZDBa zt{n57BD>7K(CAF==*(u!MjAwc#0ce`uTV@!frLjcEY+J6os1(L4AUu`z%tp-w?Kg) zn}?@zeL_2qGib@^7ge<6)Xgo`DCvr+Y9IBU0kB_;{0tTO;F3hZ-rl}=lH<8tA}ent zFJHWnE1rIwQYfhL`VZj^Hzzj(g%+*_^7$tlqa`7$Ki6TFHhVVA%be&p zXUlKi?zaOBr%?M0fcnNdn?IKQ`5FR=UqZl!(bflV>~)8-F)Z+7+ZRnrHy04+(g1fG z(u(Sq)vHl?9XrL-8U#MZ{L0URkEqoXOwdo^F}6fp58JL!>OH4xn#Isw^@Td0*0DnJ zg{0rzcPQ&XdJ3lBktgV!mn%YBt{iHu0JG4iRcBAgWYZp=-`9qSC`o;{t(x`7F4{v0 zHYUTJ{iTT@=DvE?#E12uq6&!~5X(5oOT@aVCb#|)ez4q^j?oHHPwm{ z+!v2%H(K`n-amv@Vu#HP$xv&2^0|J%ekF!Fn-RS7KoG3-5$b(Ki3>+jJa?{yt(j}3 z+2i67PWrY9+&^agWX?VGm=gpY;zQ8E0Y-Ng7ejX28KpnILQgqydp*+ zReIx`Gd_ImR1|b3(+H{c}oiQ1hBA~OBMj=rN+%MyjA_&%md{2%g@{h=Q4~>*$_#MGiFL`F~ zZ@kn@#upPRZ0IgZ7MouDCBInY0MmUX?AtVM!TzJKF}y3Y#vhU0Y6UKB+rkuHv9lD; zvpTR7b7S`iQk~uom1pN$DBY*M9b_tE{K)V~s@o z=z*|aNK$yV?@Wx4T_8dwr~HjO%!)C!CS`>0ov`{rn0dz(xm9wDOMlm=oD@@QjkAUE zchyC~DBB$Y@91#ZZgF%&&BcpAMSWFLx2O`5Ag|nZO(-5-u)vuMNZIu1Q)!6IlU5)A z1Hn%GVf8AGPF)PEKN-GPgD%a#v*Brpx(`SCIQ?O-#TOj4W>BV~nRKgQ zQf>++d#XDomaLwD(nzMo@F12Ody%z+opaC3b$&I8_V{cWR}~6s=X@Gf)f1SL)PD>q zW_2o}+9dVlU90$9z9ALQeZn5tQi?N|D9HIeHnrf!qAs9$g_1rT(Q>pN!dXD|#+%Y7 z%d-`(KM{pyp?ZP!6l2YKd~aBxI(|5CRZHfzZHDZ9SoKDvCjyFtk@DP%hO_@fA$w&q zs#2TIRgJexC}k-+c1R`%*y?V)SFDDS#3Rw+XdXrB>E{o|WU6+C;IgRV&=5VeP{;74(0a*3P z>zjFN8H#=6d`4)KM8 zgJ0n_!JsU=fn>XNmJ%whP%@<&o?!C^npLb2_n+~3ar~_P1%$8@AQ;dwKvJh==eUm909mPMEWOsLNq}*ATb$auTl}E7^n4(J9F6mNUFVu|{7s zEw%TQxLje2>$!sq&<2yHi&zJMNuoqJm>{ImLUC-mtl;9lQr#HhA*{c5ui@SHDl8XG zbjz5U!^&=2=0N8CQ5j{NNV!QygUONQKixuA@wz}FC2R> zKYBfG4L@$JUgU2S1|+oheKC#SVU5+Bq6#1A@!l3K$cF5BiKeZLwnJ6B?nS_8x81tj z`s1}cKQI8_abe>(^7X>%Z|QH3xVgwAhd;(qA4Xgaf-YtuhGcfKe_ls^>{v}ShXm=! z9iI-t0M-%+$;ULt)%BylMB$*){xt3RR;|iB8KEWa{u^~IB;E?^_HcTbN4Rz|;Gx0p z<~-8J^4?Eon%|%3Nlg^^yg#6O!1!*01(ddinq@9}x((M)chc148y)WJ_{(2F-%N|h zcoapSRgo7FteQJsJo{Sn8X^KB3aq1s{R4e2_DA22fUh1a0DmG}Zm16Yvg8A2o#3W{ zN!Ayi&&y0~YWF}7-?wafffd+!2sB(Jx2nbP-U_<+YSAz5SPxky+FTJ?5Y<>IvA2dj zf9)~_JTKPABn6_PH@I>I-uIRQK4r3YE%7W8_+O#xoT z6FT#{o#Qx1K7tUb{jy*Lfl0qvY{0v{yj2zM+*)lV0RAmuHO6@+vvzPS!;WC4(l;AC zr1vvg#Al*|Y~MQ}LG#>nEMt_6R;wnGDG3~a_XsJx1BqCk7~p?)OIsFZ1;A!Zuo^{y zUB$A>yW?pjkZ(K)poFR2xhAd^UeIAOWyF8)%-MevUQj@zn$`uFvW%l29WTuleD+pC zTy?m|9EkMcpsO$Gwl{If?YMcTqs9h#d z$gt$+ch6YK2;Vf*UhKGz6KI*KhWQ)9`d&qvxDLf234=#j?@F$|zZ?I2^p@=jP7=55 zlo?URI8DoU6lmmXMPl=vtXY?z=LW!1HWxagr;EI}oF|<6XhL>D|7`m}Q}&IPty+g6 zlg)6z3alx4s&_$5&3%@SnXd6X9CyF0M&eKwAOe!+!MqweS7ycV>kl7Eu4v6g5j$wr znqjUOmB7p|C^Z3mj?$_jF;JzZuB-WZx0l)x853rDD-ojgh%$WS_&JE@K297pag&KcI%DdwyJ{DxPP&aMmOfrOU_WnSJZm-iO;rkF zrT4}*`c_akLnE+$6WEHnd+Hn6EyB8O(588!^%z3zakas*?q9x!_2`;02vKDaw~s}8 z)3vGK=@c8}fKw{~yr>+_D5a8J5X9x%df7UTyZ~45_s!iJ=c#~aqN7r`F`Chi-5n@% zAdW5Iyuz;9z|Y)X6;Tm|r(6c1=pyY-Uav~V8@heL#QTz~luhhXovL&&X#z#x?kHp4 z^VEQa|GBZusHoO|7xc9~7fR<#_~*@2Rc>If$3#JWnYCu}cXS>io&w`uYC?+_N{1VI zk`B#c)I#7%6e>jZP2~iZ#pfNMiODrVG1%J(JC|;u+%aXC96sRfRtVMhM=wN#HjXD} zG{X80&Ztu}vm>MtyxEM8RZ@ebPX&{hNv6SJ-B1el+|T4f=Chpq8}O@iA|E-3=nQrD z)EX-bNPyZD`s65&NteKYbyb7WAr=d;BP@I{$% z42;r5jxjTVzm(lduxv{F;XJ|QLS<**Z)F}y3Sq{pxqcJmX(YZLj#f`v?&HI}Eb_*W@tDQ6(M9c^DKC01tLQmv!;ep#6$$SuEy>$o%v#O`ExN)>bY76gOz=lruwaDU_2^e%^uKS|eGnx`Lu=ZwAa7rU$t`g4wJp^Lkw*(E`&p4^x+7 z$CVhDKiU;DV7jHij5eB`O?4zGYt>t?onC#o!Si!R=f|gfBeN>Lf@D(QmK&mMl`Xl$ zmz40JC5}(W5g_K$DeV2B!w@Mj0Yw4KVcd*lH-km>+A)9KEwPpg1$Q5x*FiTz-- z;LNumqZYh-hOS1qv+3tm?nw|LEhqfyXuppm0(5kUdV@#{h*h`52?czdu!ev1>1ok{ z4)z3uQW7%H=$Mt<4Jvt@N%SWGIb5i}dYjqF=-ZzQ@o4oL7$G;$xuic}lox=>1 z?{Tvu;0UbFZTR%b;vu(YeXCg(3+v$IP7tvm;6>UCZKcgT5I2K(S*VJkZBV8+(@@mf zpca^GLq7(X8x7Ozy=1r`C;1hw4m~>F>wM(wAxg<$w z1YdaEjl%F4ss)85t28Sm`GksCMBjvEo{5MY*52$_)UZubyqKt3zlh!|OjtJ>+-P|Z zr%#=|N~mxGiqNx-w>5k$vq$T|y4oRl%aoNTBK5ob1~A6~=X4Jq)4``qT< zYffK$f+89A?Uh7{m(sU>{8_W6dG%QM+8hce&$v1_YK8QjQ(!`>p;qXIe0s+X)Ok}C z*fU2W4B|Pm{N5Flh+DAzsC)#jrRixWC)@RTrk@6?L~ro^Y5T(&ipAxRG5TyI8B|xe@}GPCm{7GbV-!VZ zeOeVytM55Q!2JzCM0lxbGCF9JgwnwTxrj28`yrw?y{_hY!_?Hk^BRi=D8DwUkX(As zTA&=)RcYFrz1TQ;V@UI|VHoWjFP>B*8DBMdP9^`ZF_v9%*~PeJX^vqi$2H)r3F%iyRXI{NzGp(Wuoc*SrZ>QnjX4wx`TfJ ziu$!FGl2LfR{$=6=Ey1DD(MDUlN(4vy5lMHCK=+kph!IPkGW?d4R;T&d>dugfxID- z16UYYbH>&+?*}bC-!U$RWWn?^%1)oPOxLI^CKwK%w>~vDzGuHXeA*ArH15iESI)`) z+RfIJQ_HhNZ%_57BX;b!fs))7Z`mS`hhJRoD}GLH8=Pwn2fp;Czeo4QbqWTBhXkeV z!irxeUVuqA@%*$8W>yluZQ=T46owDyqksxWDC8`LOvW>smk}~Ie3-bgJ;{Z+d#Yd3 zQ|o()f8&5%A0U0pP>8#dh3~F_>;2mjq;c`;6Mb4Fe}eBs7$L98QUv+Ao?stvdN3VD z^ls*Wg~QuOeVeJ4?hjp->5swA#h~+^q6~BqQ|&$pZJK(g|yyXR~}WNns%(9u27w=+7iZr_-5x*_@(8V?Ll$(iu1j zR0B5s*lImY$zO;70p=Zy?w&e^%&b=LkT@X6B-vA(M?iZi0*H+4^3P>jMo2>L&_HfD z;JgO)x&vdt87tgjKldZA70?Pd{(G>lJra+Nufm9y2jZ|hd^+P$V|4(3GJ8W%31_jy z`nc*5Dzs1B)$@}LE>}2=&OeMB>eU7HRc?u#J@}^Q?rMDMyodF3&GAeUw@J#!(QBWa zlD3-*$ima9po$+gv&Bu73)t6d`#dS_Y3KX^Jtu^_@j@-0H*+}bkkH5hD-3B=(wi4` z_4XJytmGC+-?_)WguuCk+hEV6EkDR#Ua}0yCr4 z9~nSjRH>9&Y%pTHINGt)6Qx(;dxXe){*19*&$!-R?nTS-)`$S%moJpWKBY-8PSjCf zhJR8YD_U%wCRoRjmMxqg5Ibo4lDJSFWt!Equs5IY`7y0McgLq`k<^K+%EWjA$=em? zXFnSsJbBy}^1kI2NSG4d%6>hz>dii8Am6N{#dS-sm*r85)RT0CSlaDa<*KJ4Rw=Xl z&`duEmUjn+es0&8LAPficeAO~do$V^F~k}g0XTieXc>YvHaZ}EaHRNME4#d|F5fE& z$hC8-O@IK;>~tR=&FdK$rY;hAynghrLulNo$&`|3$}pD=Gih{oOw3#pF}EmFA_m;U z_;r<9a@L$us*XYNwks8~f;Q-h%NKadQ#idf;7yhWC^m7HzzYn}R?WDTPulw3g~;X2o|tR<)T-z$N83Q0dqS*3A+<8r_;GPBBuRn7>CO_-tFo6%O?$73u}_=zE|y zVP#qQhy~`5b&njezz5op@&ey@zu!*$sDtQqQ6ksEs3qDApC6U~U3+{FZE&-P4+-$u z3Y}0gMz^fuVFJ@-m}DwQb5xBYtxW9DZ0JOG%bV}=*no(c_CxVxF|Zr@yeRnOe)Kr! z%ias{L;0kQ=+nGRS(&QamOv-l`v_P!Mcoo7z=!^}MjZg#rP*48{fQFJff*$ix?_r2 z_HoCo+k*;NQe+Y3#e;d|z)P|yA+tdrszjzbUwegbX7dIJl%`Mcrgv)@Q@8HoqUAAF zfxyTcx$w4q7~jOH=`|NtV&HQyuKZkK)24Sa-P$8A*;~ZvJ}vlnQ=W%m%cTAxSiuo+ z(;tz{lo`1p)TSBI@!?&;^ScHkP&QQ;4pv}EnrxqJ@!C7DhKoGnm|mU2V&Z0Z;WBq( zvl?5ZkZ0Q~Xx*Sz-&J>Y&Jz}CAPz$C9yeKh0P!P#Bcr+Kdgk@l1LGD&8`a460uiu= z88c$@9w0Y1xzg5l@!!06L-98v9il%b4Ghp{P4m0UrSu+J_FjZ(w9gm!8J!fDnU&(RFyPmJ#U=la|Z4KIA*2#yG> zZjH6!S$}Z5$bEN%h2{urag0ch39lZj#O^$1M123F_uqtCOZ;5OVd6>qgWH?80Axua z$CA#Wj}*MoIy~^?eU06PSDCX3TH=Kx=XCgp(J}DavA{0xu#o@gv-YiX1WN<><&7me zi)(Vga>VPnKcp7d_ZY{s^t&8ol)vA8M^QRz7rhisF8@h?_-A9XyLq zq=2ulJz zzwzw}%!Xbw+7WMm>J6(I6w|wArO=fR_Gnl`;Yx)_c9P9jN+MR*-4iM0S&8ff z;B{@ZZQQZ4;tFWvX1fSibMPP5<>(Z<;+6^~fAZT+XfI zP1(-yj`fJG0OpZNfTJ(U$4-3T0s6TYy;BAQuT$z!;)UzDV^(NPcQZF#)SJ5Cr4W78 z5( ze`Z!b$ChoNtG+;2Rbw|~3;Yz{MDaP^>x(2#E-59x=47B2&)^3*t2`|eEIE2AClRMl zV#22_vu!varFm*2Fu8O^xV^yqwVVG1m^}&j==zhK=yk7c*a4`)J8Co6}NiZMH{0A=ozPPJq zenRvj=ejf=BPw)Y9jg5}@ZsflC!R61z#R+nDPXe`WDZFU67Q8>yy`5{8l0~MPtALv zYS>Z=z5O9HlZ9@E%qTYFc3I{Mmf-b zU4SW)@GPoPsXsNIGn-QhDpB}^Ui@ZKR zgZB~eXnCY41A_K*-)h(JD2L|ER!x7S9VH0N-{C;Jwl2v}v2mqS(Zm&eZ^UY@Ida7h ze@Ff*V5{wsC8VzUMekK*C{j0heAuR2E*-00p4H03-==(zf4kT@?c4nze09%j7|r~o zKi?DS!qrgXtjq7oy}W`Bol$fgax{VuyGeCpgVhgiZ-9gA%VaN(!iEZ92vo|$C%xiZ zY>*`1xvz61EhoY7JW?lt*zohll2Ch>nWa5SVE z1=*_=*5j9+i}`kx{tbqyJoO~);^#qHNm$eK@;THDjI`&bQZnC#4)w=FymB$T$dmB*O?FT9v(chNv>Y=x zZ-+%Mf?R?xF!31}@Do+{>^A!m7EoD4mxEAIo z`#nLY#0RDBe*Wq)qe`ndg%O2^TCsCxn7w*WxIknOh&E0MB|KQUQjyw{I3DGcHEn5G)D&!D=DIw*MLkUWBS{d+2|kk zy)nA|g?ibJAkN+ELt%@N!vVcRwd?(3zI zueS#B)O;Vv6inVqmMZlDp!HX!ob8sw717nFV;YYBHmBI4Hdhki4>teTmyLzxquK0~ zs6X3Rcf5LF0_e9-E9<*oP^Ps>%Nu;#Jb=A3ArGG!hoO@FXqU1;skwP^)kqlp9+yl7PYE_j#$IcyssZtEq=_a_Wu|L1XxznL_~ ziuPEHJsyoe)vNQ$GzmBZcQClQVf611uXWIbu#n>$W#XllUucVev@OcSG0-za)ksg| z&GcQ^1ard{nz?)CH(l&19z4L9nY!gq39$$uQ~?<9XG+*LILO^GWy(t31ONUeiwt(< zPp#x`!-|);;Cg1OTm^tXuacY=C;MR5eSv&=@~Ln?~l>m%DsIA?EX&C^>!!19#thiy<*JGI{9%RdN~&JU<|S# zp5SX<#g#PF5mNdLV3q(sP+tVPuF-tu5D}*78D+pv z-5Qe$pcM0Zs1g8vKS!?W-itMBW#Z!iRiPI!Kqw)-_P@zv#ly2ribWGz0bd(ApXTC4 zrFGc<-kkk)@r&+RwPtZGuz0h-5R<+JXP7{}s1_=cQ-hpl`Jyq) zu5tSFE~_~GPV+B#h}i=f;PO5R-PzGadf{$eu>99IV~RS*dGS*9%J=UNQ8qvDY*H97 z0n{L^tpW4(KK+_OfdQ4P+gQ%1-`a(h!|xVdiy{k$j{&qRx{By-p1iu7n{S2dxcBjp|T6a;x_P9R0dDlW_5^>tp^d zkBs_xISP1G?P$lB=aD@B#^@_+by6TD1#A;Gc0-d7_uH4Hp)O4IKbZ)16>-9qW-^TT z+)+Y5$C6o|pMFLK{QVW={U`g< z3{&!=`NGn6$xBW$!h0{`awVMx<~!5OiEkY@1-pE15}MHhf-RpnaNs{X1-9( zQG-8YQN(|q(6oF^BDm?s$`H_>Rcb6H;rb8*kiE$mI&_|36n;Ew@$c=iV(Ovlj#z88 zP*uj;ay|+ftCUn(9@{>p0~zeqTdn@VZ&D3!+`5z#A&e0ZadeZz5yZsc-kU91$lsyn zY%b7 z7^i;<{%8ZyTpyNnO4_WWk^5#vBANaC)sD_3kT(8zBp6MQu*=59{3~_gvxV=?A3i*rma);t&JMYU zG%@LjE}Ww6hN^htUjNlVq;|BSg%1Q1bjK2wz%Cj9pG9pFe$jM4Bos~gv5XRN#-Ei> zyO*4i{Cq3U2#DwY-dko;_R#OP zFQLhL6;m4cRh5^}3_c}1r~6m;feqh7fw}|r%B=7cM6a4O-7jxzi&$?;s!)b;WniE~ z*m(mNGo#Hf9>d2_Q>RCWqf>vw_or+zc?1*&eBQOyAJcjyqZpP$HCZKw!(q{wj%x_m zSboOPqojB0ue{uBgR)+XN&vrv5#$Us3OqdB>u%c0iizq_@O!tCf7PNV;)i^|{ zOm7{PKlR+@``=O23dn^a>4vs@=YrkwTbRbgf%JRp?(MOlHdJXG;;YN+$xABV8`RbM zu_w3}!ULU8@DW#jqE$YPT3Q95Lx58MqV(c&obudIOF|F4P^yf0?v|#7U(dM(c zzE}{p$VG6*`K*K32C;U3mZWfNwdJsZ9jX|CGTQdyQvEmRs~9GF=CwKjv9AzZMCrmD zxvO#yEeHdz#XYNEoo5s?4Ne`$?f$Xh(Wy-d?Ca8@60<)n_x(W_;=ypgvnBYt^FH#B3wi0 z*G;^DrsBK%1TsR77`23A8Uf?TSv6O3SgqGQ%ZUtc8f2WDH>ZChWOE#+*MG<@UmKIX zL4>5E$7#?cjjNJ9vIG;S8zb7+AJ0XaN+;q)($bA&BE;8QIL%FIQfZdM<$c%~iZbu; z*xpbmzaHoB0PKVottH!^W&eI;Bx(Vg?8C+W)w8V;8!aM+m(S~V(vI7E(zGXz`LF)w z_q&#E$N3!Oqb~!p@g(5HKN^&0ztJoMZsz#n{Cb+}mERvFVkt0@$Aec{DQzvZ<8uc4 z2pn3TM}@1siPEe1;+Q7BkQ~dXHUX<(#$QrQe(5^&19uwX+Wp8_q%!)4G`JU0p~SX! zykPLu3){Q_6K5xT**ascODFd8LDVjRW0T$w4{jZZ1o!HzN<&|r91#3s9vnsaDECkcLroEpuIYEvv`0;>MTwZms+EA z1GXubZ zzau7@aVI1of93)EH+;7#NO5EqXkqF^f(RVQ*K({&LFr)`UYOW$|~+n}~S23vi>?SzEAV3edKP?Yo}Z=ex4h zxp%+uAypM{W{NQ0@Ii{(lCA;_Xr2f+cESlcj+yng0lvL`KhA+(Ny5=do-bsZ-5fe2 z#|eMO5V(A3t;szU=2AC7Xb6+-K)EAuA70}IF~F7T#dxPyh^+osvt6X4;0an&C~wZ- z22KRJBNjLZ<{qw7nkXrfOb~>yF#%*x@WI8W&Dj~o&ZyuZR#^S+v{9dqlK-Z&z9>SB z8EIRyQX5*nQ0u=&*@P?}<<46&{*VNu*xdCSlp(jihq@T7QIvzgBDX_7! zHuvyngPPy`HzSww3rz)2CJckWdai!N?CHm(=Qfhj6hTYtI`~EPf8Cfl$#dHG@0^s& zmh2+rVGNBw5}&-nhLyfG3LNDuKT9+QXD+Y5$@>WJ8(MUpDP1iAK)d^fWqqH+*|2v7 z@{Jg6ZhF6>Hz|2_66_IeSBXIhTE8OSe?#n?{o`1Jkilop38aDA(S4k&bZeTLYHMM& zJNKSL@T~T%JR9YkH~Av%yaH$*)5*4s2*w%(^T@!OM!HJ?+Cx*c{ZYhe6ulMSY=09- z8Y%D0JbR}9D$zCRkBj6&@8N?OfoSC>952>vdQ;^!=D9>$6j1mPe!MYq#eMyS(km`L zpFr0|>1b9zyV)lG$>?PM=4~Nj{yMX^tla0Z7(%{Ts8VEFgy^=yaFCT5P+aEEl<*Y} z;9@UKsMP78t?kP*bM0Q%{UmhbEr_*o^)Fqc8ua4tr`!ji z@UQZ|GCqB&2peR&q|I+bW^6@xjGN0gjQgIzc=a7C`{)W`W40ZBS|1iq!g4aK(A^=$ zq6&)p!#)d$H}xrg_t>hj>}#39AzYAEZ%(#8#%HkYa88DWbvTZF)G9g^h5sJhN0mwJ zP+N$)SKvb9nxee({WpV1K`2Xm(Hy>(vKj^NMoUbDI_vx$xMD6*evTWBMHe@1&t>60 zYrh?TXKgF(nC0)pcO1ci}T13PD4NJ^L`p<{clL5)HH-^S- zM*K3u!;u(XT}^8SD*{EF)x=Od_MFZdd7PV$X69L5@{`K~x6H3zmBc_rJ7FHa|7w}; zN69O*oxEV^UBvzT#5VJgwb9cRDYp^xL$^DPE;AnSNpKoUlA^3kIs30VH^kHB?;Y3Q zPED&ioZ|rf;yw_p>P2fhTrf;t=J)V7nOCjjPdDs#hKl+gt-?biwn-OU>OI@pTG0(4 z;$8xIN^}?!i~bJaM&IP_s5)lJD58V#2o*G{E;p0=!CR!lvZ-Ms!F>ZqHXaY^z2!P+ zU)cQ#qKY8LP~ZWLp6&g%5VGcrVCUG|2{xvo(MZ?c?5{5xQHHaL3pZy|VAkT$GyB96 za+&C_pynyKL@$O6qXjcypd1hZcxSDcRN-@T(N;UM)6+-{X9l1A*CSvDIO;J>O`n*e z2Hp1)1O5?jYsWoj*U23pT28; z8glCISO8xyb$HXrEH$bxs&e&VJ&X=lto5HgeF100pofdWrRL?*H^?r+iQLVP+`+w^ zbl!OL%Xsh3GJo!)et;qz25dVQV#m$vP>dm6|2%~7ez@F`K!iMLLjTTY9}S>TuA*Yf zP*?j?dTH%PUed-B*&)APGsU|K8^09tdi~dp)1%1#R=Z&KKCc_;Ka#rX{{~TbQPA&* z{PgPZCS|5*7$#Ew8lBqXgV26VOFrN#8O%dP#W|LcFtlA&$g{3|6(EA)TU zNW}hu|4x_+duT{XyU@v3>cN0>e745ECM?Cxtfof!9i#p-qi(GBm)aZ7YEBmm z*idyi0u(-;CBn~#s<>G9IMi^pjHLg15|l={UvN5{KvjkM!O@t0V1q_RKpgqT(-+Uj zbSQF=+Rn4n7}Hmfrw=u=EnIp)#yZxHPm_%Kj#OMk?diQMsiCE!0`XU#51zpEf`S3} z;#AcMgtABG^%3@#)dZ{@<~#VSn&=lFR+;#(NO3%gICwx_pwqDDOg_M4JU_$YH^Os} zZ;@tD1yG^#LSwmFzO>+IjkCF{9?qAs|J7hrG)cd#_XQ*Uv4@wVvTbk7-`)vK`KC2E>~|EJU4+n%ksNO<(kZOuc=6qm#gXf&?<|iMv3TJn*Sv(C^jm{^YWuZ+EMQ@We}mfyE@#V^ zBPxOiLC%&x%EwwevE$|>2u9xak;s(ego(wkg3QZXd%t7zISrn}gCb-;jpgpO?a<=< zZ-Bi8N`-(c8UF$lNXyeiWriL5 zv$JH|suBN&a*E97jh)=P!F&^sdiCc`-?zIzg(0WWU0QsEzrTFW1qJJ)X=TJj$$vzQ z{%jK2f3Tu?zWDI>_R;`oNe(HMVg6sI2(|LDo3qiF|Cn-(gz}UcE4Bh_RS?a`)PATp zB{4#E_MS*7AsaT>Z~j@#FDYk14LHly*veqwr2V2|4&`3!w*0>B#qjyf;T$mcM+w9H zF&h3XqNG|7O-8^Px~$w5*(-H78iKL;gCO`H1Lm`C{-B@P`=lxVKn#u>3PgJDYIGbM z$BGxmh|XwxkSxhu9z^-B8XZagpvRt}GQoahVSc~Gau`9L%B=VGR*ucZ(3kw{lUmu?&>idNe+43=}?Htg9BKgWo*x zFCj|K5{?OHzmL^jlo{1;goMgVk@kN1y#R&D-x?ZT7%xAk!dlI@H*tl0>1#=kHi%w| z*<1yvyV@%FpW1I^I7WK(4UTjOfsO80|8o&}7^7@dk7n}O*Oj#$PP&d7hVG)k>!5IL z`5;$tr)lPNyr`&Z>`x8vd<9c+dCq-1iPJQ1Ul)imbyV&bhFo2Mub#!e)23F1098Cr z>l}F!%4N@30#-rRdj-B1J9~UgX84tr2a#CyY#@_!+5&`5qu#=|HA(tpv`lB_X4XS6 z@n4B`n*0ds#lzMGvsHz^0V3&*_3A07Yqxpok1wGJics2;(8K(>%OT4(O$f<_zI`!) zGrd*t-HBVC%iU>jm){915`HCPyb>4=Kytn@BHv0sC`@I3n^=;xV}Nn-eR_WC{JDSF zxA?v;-I%E&7qH9+dIgBQrn{KcVqUVX(7eL%^0x&#q#W;&fHuSBeBjk&XZOvMR@)r? zeczGe@8*Z*w8YVQV(eY285K)XP&%QGZ$b@_ju9KBpA&$8>kG& zSyESJ-ky&oqM0Br-`w2nu|;0NqxYT5JBhwgzvT?0nO%m^l4x;xC{o!P*!?#I-b{Xe zf1CUIgb*E7?7kMiW8`K$aej;K*t}njPQwEbAQq%Pd(!c@x+gta?z`MY3E=hN zgFE#Rr**#qni>)bjCSS+IJuL|S*NyM4b+jKlBce|Bp&hPoW8R;13Q%7MsC6?>trS<@VsfVJ$?N27KtgdaYH ztt$%k;8Dk(JccnxD6#*BOw?hxy+ZMR^GOX8HQ(|>^a=s^v+Sj5 zFbyjATanW2<+3L#xgbR6zVMS8?F(470X#QdYvV-ruU_iENiiw>5ln z87W&3y$f&sp!%9o2q1!e;Nl%5*ay=>>nU!AVw!X9aad}8QSs}xJ~ycOp1En;7hJU@ z(h~-Kc=a*~K3M&AD0dTda0h~t-u8$z@WaEWxDo1#2396Z-(_#5391od<(vUTWp(`L4 z(_yoB(8ZtfD1KaIR5IS_Md=51Xv|T$U354%=f?z^{O0?b&I<_s)L146T5Gz%2b8?@ zl*-&^{R3rH1@-0i!sksF{nN#RELd^k@=tt8%>ycqgA6-}|L;9HAiJhry47s?Rr7>i zoUqu!w>^B>jqrVlH-Ym6r7U$pi`&J+(C%JnH|yKnL%n?94YmcJPgG|c4BW>Jk9c+r zfW_Vulla{enm~F9-r-iH4Bwa*Y;jLA^`IiEK2Go#JA?VxJwBD)amwpO2PjlTO|}FW z;{5u$&&Nbcp2Zk0BKuNVecCQbGQRAeBNlph*x&3uuGsHPswq8q?1yG5-zB(&cK6q_ zZmqvzd_jS)KbA#jYznu1wY&3t%_2m7O+?4L8lU1%)D_qPmiuv(4BG|vtePfwjUVvF zG_BU%32$$Rl-bX)0sXe>BmXylYu;Ec#=kTJ9}wY`r0#WL;?Q{tWq=n#tz3^*kJXgw zfW#br`IM@bX$_Mr$8*k6pWYM|aHq`9dr1F{98?DJ7{})A&VSVm?M8Jhh<$oFNks*i zBZU>r^y?D$l)1G`$ubIQG->hL9S1D5Spk0#^lMK;^b%>tFLR4XuNIImP4s%}1K%gjtbw^*40$o>H)|mWxkg zwBIswymZwQ@jfS^SB<#>os?DVWzSw_K^1K{6)s(xTe3`R-0ryK-&8c!C0Bt>Kn%xt z1rw|G&hXvAer=2`F@x1VRYVwbaV8X*!C%A=>MlC~nLM??F|`F@+L`nCXPsh#&F zI+z^lk#Ixc3WQiMlMKP=xOxfI+)st@?+ zcn7){Fo0xZMI2IUf1^~A>|)v_JjWUY4clbAcuKPzd_^z6T(^n@Bu&FV%bXx?*w##$ z|4o{OSdExC;1?z#b|}Sab1DTg7TC;;fh|b$Rc70oJPoW^I6B9Qhbgp*Fbl>cePr*e zJI3HHi-RodYr)?GC8+iH-(b29TqX+K04&cZIxXXTI9&uGt2%&-?#qw4y`p>%6n(C_ zf~$)`1jo-ex%8ZmW^DToMMKws$N%1`idQ0;@`||^#|^uh?xBtxBjkOsn+;UUw;VlO zJrkz4EUE;vy98~TJO%Be)&YET++^0VN2PtNtwIR(0rJ## z>Fg+Z)VKm^C^crU>Z^bTGywULUdUX zArRBJ`deK-tA0d9;Q11L{TmV#xstlD+_)wvDh0adOS3=sBEm9hxx1+yn}kzZ$C-;o zAk+*kD$aMG`8_829a=4sxJlsfo~Fpxzkx^Jx9b-~#?*0{@3deM!jg@9wzzis&}`46 zvF5wB8zerDP>jD6{cUJzgso2J-h7N7jPR3B!qB#V!|XVG2_#*$-FVBc0$d3%Sin}+ zh!TT&Ma$m?MO`B4nR7o`ZG_`$Vf{_t5*ch1vaf`g=7;gC2nL{~bZUctTA?;}7;Doo zJKK8S5T_ViCtF#IWEMY}^T>9DBK`B0+Rtml;GP(K=@p%Fv7d!8id!X_Yu$KOc|-}T0~muX3@+Hf{Iwuc$=l48uN;>Y?w8-YHGXx}P1T#OkYLOq z!T4F8kq9@y-mUgn>Ij94919QNoA7R^UVtpPTBZvTNH4(qVHEad6@cSaIJU(|K%{9BzsW;n?6mT96c;ODQm!sY$j7#*M-^z;%lj3f}e z1>t)#&^i(;zD(w=9(wae%D5I{sDZT2bT;XB>QbHuse>bfd3X;$%(!H@rF@rM^ET{CNonmzsrhCH^JA z#R|#!vgZ(|iB5-S;O%>pxg5$YZJHE-?4`3x&t1TIi~X*YOl<&?YicOUI4%Zh55r&C z9D~8~w4}uF6?{^H<7zXx)j$pKO-kL4T@=1i8}Clq2h5_vHl9njy_R9cf;|02I^%D5 zV$c`R$wMvWC`1#PaDCQ%c61_==@5vD;^@#W31S58_dw*?B;$RpP>AUWzKoKUsGIzq zsp0k>Z1+;@w#%Xk=}#p!c{?l9ep$Y)pDfcy)v{n@KZII_!2ufS1(sQ|aAdsM`kJhN zV@&xQ^&bcS2FR`?)YfgF(+VWG)5{b`g=!%26Sf!JI`J|G4fu_iir#(Nw%15YBby`D zL&4uO&>@*|r?2N5qz;s7_E|HbB!n_Q--l@< z1)ngLHr;QEr?5U#K7AHssSe~RSm0&EQ|?d-&`DXUfOd0ghSuz9g{=pQU!ePg{S{Mx@W_>v$n+_gHYn&`Ho{uECJDy|30@#W0(jS@bjA_P@Iy%~6Egwi}Ar7c287UtiojEY+4Ho!BE zpPl93fE=>BpPWyh4q^F?X9 zzNK~agS}Dd^<`3z5J=}BaaMcbItN_C-=5L%qTHpb=7W{^8Sw`XCPeb&Nkq4r(!z`7 zChDO2(lZmEJ&(EmJVOI#e^ArguAr_(ln8 z-!|F1OX;DS*T8)0bAi!XDn3vdcEv1vG4O;LaP$d1$Au4=Y{6f9^%MJ{V=<#R<@H6H zxfg)dxQD30jwBBL z&(O8YVSWIn$uG7>p24Jr((TZui=LXWPz;|+@+AVB5*JuGWU^LDZth^xl<_CqszFerAi ziZc5A{@fJsGOWr7&bf1+NXSWsqqi=7YkpGn>YL#1UdNz>V=D2I`OH-Kk+quqJycR_ zLA-spKCgSv6#l+mcZLAT_usG}EUTwhe^oC;^N&!xi`gbV(!sK?_9VdFzyJ24!!rVM zTPE|7+-mDTS48ssP3m0`q5W2Q;7(sl2SE^t?9jUo6RrvRS?gt#>fB=ga;^$pF-#%U zQN~yQlY(VFTK0!nl*44|G(KxNVCtyQsiC?52BBKm7q9sFwR06bPvo~4#5C0#B$ffO zjJCXp&68$si#0APr&+W+8t<)dr#MmbQlt@!U3;_*qT~Jz*g^ZFsD(e#Srga~*OXD{ znS-+f`F3Q`8#2KF1^)g@HT<1MW$%Hb6sT+`U%<8$fD6~#AbxYWg$eKr2&0*DT=Q=l zXH#{<=&U2lpx>@vPY!;aR(^^&8~xpBe$}#<*OSTY_%r$od+0I-R5Y-KzKY7c1&B$ve`PeIy6NWi zz|gBT{`x*H(Re#ArO}9#@D3eZg5>5^YK|~83YOY2TxKaDSL>cpz6RHJR_F=dwR`}9^6`=Q znAsnQw*I=^R-5%1)5HiePJ84jHaz~0G{?~%s2aCcLaqCPe0x?bw{PC;+}{Dr+t0=T zIGxg7zRfMpfKV^)^shR=0{R=C0LD9G=+}6OAH=YXMR9)qdjHKMl+hP280cv*c4-%d z@{(M+kgRlAp1Tg*kE#sD90tu!F@L*wxPlQ4aoGB*FS}bX=YXG@Jp#1sHDCPZ_&SIn zIqG2!(?#~6kea2$e>rsY8iX?+h1cd7b3bn%P0@eb8kn5@Iw%=_4jvU8V6K(P0GXAO z**VD^)5MT)0V^fCTvi*ekE6N2HNM{*Cz&+AfBh=JQVS2H30;aHThbXZ9h4Xhl|ML1 zZEC>;?xWVog3J=7gfc6segVOhygguAY=vJ`v=EHtEby!7dGs!cz4vq`2ZcDkK+bVf z2R!tl4a4JC%jAGNWpxnntlT_TcDuWzL?-q71lH>}4<4#WzU?w5tvhdSuJx1CIoaV& zVFvQ!!-wn!L|*x*3_5vfRZRbe_SK&|L~qK{y!7@aN0|iPPJ0V=Zgl3kW1%=(!BGC~ zifY9AcMjCV%({l!&;bu>HhrnS8*EJL1K{h0nu(LVt{#|GfIr^Yty}M*PV*|?|7zZD z5+)=vTfbg_BY@TIX-5=0*u^dBqa0cGfJK4_j?#IjnD+tp`Yj$= z&&oB&DIBl5;yY+v@LLSwtB{AfZsj3MLpvp&s#W^J;~rNTU=?-1ORQC8$>RJQmWz#3 zEe*!5yx(Ie&=3m^_rgS@+ysz`nt%CqU=c&G?PvF%(c#X%Q6!E>xWQN+_&&K6nLfuA z0d}780jh2!--S2*onC&>ROY?12d?n~`neBnqW;GE#fu;|V;{%iCFf2;e1}%ardpc& zhF;LIy9cQRXsMEeVWe*xhWntmMdVx|d&u(C%vyNS#K!r&#gBB>dUiA2dtotek)>Eo zh(K*$BleZ!0()x+ks&MsA6u(^s5z@$zxjuw!7?Nqh;5*_xcr<*XgroiCUp^ere|O%X^Y0Eqt$w?n#oP{Y@2M{R?<>ad+J~1bzXX155tm-PVn) z=Jia$Qq9-tXL;9!|-^cz%wF&(;$nX zc=`C>yXfdrD*Xo961qz7^`gI3TKD1b8Kx$5@g&5623PmL`Ak(}Ieo`v$E$J*s)VMZ zrcke0eD6?MwnqWJq2;_~XOwv3trl$Dd3CVx3|0P(_q`z@WHp|Hd3Br3->=L`68ayu z&Rg46Wm&@yM1U6%;z3y9Vax>Yt?*BO&^l+_=w>_EtEZsLd_P@XbxT{x=JZ?-$pnhR z$P=JZ9)|@(KZ<7EsQN-le}9S$=jCfwo|Fgz<1E)S2AE<=Zan~k-x1u8Z(uRQ_JSX^ z02h_XzKrJ92m_C3EwG-|U|G7^-KhCum0Gh)Q|tj%4S8~;gI)dm#qW8WNntqCdeDl+ zc_Ymmwq3lLmnh)0c%JXa+SFq~pJ5xBC+LRdV{c^BlfkM|^Os0+fY{sM1HKEjd!Tmg zkVNr$MY}@Di63e6p-GxMc&uwUUnm(4&Qa&rHi321zSW?|7eo?{zw}2Sv-}l~0aSel zy{-Z>*uea4EA_wAMNr@GUCl1PQv&9+&T!(vG7Sow()JN8@ zoP4W>wQsH&tL!=cG)0^L`vzi!%ge=Zb1c3VMYx5|Rbl)J2+XWXb|eC~_6p|2g-1Kb za`Z;>4;oX*@B1l&@A=dkCif_&9%Dfhmbz=WZl0x@Vft)^`CZpnXJ=kIRWo1|uG^>3 zJyL`D>;ihy-NgDI;-e-Y1GUkp*tbh3Xk!ODr-V~l*4^oDu!JlPFG~DXV16%`c~pqF z#zyp~WL-8hdDnFQ2723|tHz;}MUR5@Je__$Dw~s-&-Ynoes(}`lqvWfRSV39#k1au zF;!eJvWzY~)sQlJZV{n?egAr1Jv&VAFb1}H)MPT<1@+Wmpz*nS&mPnSYhzD<{r+WG zBOl&Qsr3#LU?vBmUxy^e&V62OQMJzg>wpUH@0ijz7zHeS4FYQfos@x z%4MmnSxrbk%-d}*MyB6KUVpuQwM-GTqV8}qa zpuM5+c6074XN<)S9ZB@?j-cR@h<9tGHKrd(h%PlM5yO}7;1Yih${UR6N@ajr2KQ$d z5G(@+@TCGds9C4KD775Ua;%H+P^RDn!Q=Wm3kJtN2DKo0Fh+_9u@~3gOHmM-btoCpNrlIr5F^IpxEBClFk8+wj9|M_iH*oskl; zsTuO9i8JK4foFZr{~J_eK;$z(sQOwTuiFPAS4LmK>#hmIOWdmN76LGXy7M!0A=OB= zhHJ#|A>lQqr@*G=y?I|j1_Jf7+KBLVFS5>kMQ;k$zIeLdsUOj9EyrWn2alFm&&p;1 z(DaAHLR$%dn92iuuTR_CG8|Z+(p{w}_!^)1W_53S_HA)Kw~vk>+1pH%-5-Go&9~UR z-FL4z(mTW5MTeWXQDrxmD-$I^J$o(tEa!KM_J|4drA;OgL+O2IjoJy<>NW#J>Wj%mrwOWR{?-KT6(_g3l z@ImRrz@mAu2S?ru)X{NMkM}?_(zGcs_c2~jx4xt&>=BRezJ+~_r5!}Y6V855ngvZ> zCL%xb%ZPlohh|wlTIX2+@O_`XBDm;^e*VT?OkAWna?cg!@G7{HIM^a*emD8eenHwN zmOgsHJ!5fUW+7u2fnv!mCAcJctoXNofDt4MC99+zKO$RuL`;YbZIj+Zd6jx^>? zN#6#ELY#n%Cp%M|yv@zgYR z2HCM>;FCl)Lyy zSNIkmc@P&6W4H4MDf9;V+?QTpWAZnIPTHa_aL&pr0YU6R&lfyu7o(x{W+ofI)OaTQ zbuG-~i|NG)C@KnC9xNj-LjP&|t;4l1;X`L3nhk0CN0s>a8a`rfy<@715k=)1(fvT{uV(we zW}XvAh-Knl*p-fTtexxZFDqP_tbxE9b6V->+NGI^vTQNR=1zdosOqBLlHKJaV1`-fhnMG!nBDxtA87Fs-DoK>t&`T{f$L4uHQH&ml znS6+i{~8C5Nx<+PjMZ5hAbYZZqN4Wq{`HGyv?YImJo#kB5gf`oWH}nA&>AxM7^;P| z3XWuj(KK!LR+(fs0m8miGGiBDm@mf^ptb(JR{9}4#PvPCD(~b6@nWklo(JWT;}wNM zujC;kZP`L6!!(uJZ04ZY#abBHUh8jqHUJ-BSjuppL{7ZmjjEXbH{?>w1n6%PDW%I_ z<$96(=gUtVB?YU3E6f=)AKEab^iq+refF7XQ(JC&h7GfV~rnDHAf!na^K#ES@U8YT>m#%J&dHBmXKVHt;ZHv zf;h(SB;UN`;)%V5ZP;xuaqCqWHEs+$5(q712)I2+t2rI665JGuv^lR3a@ z-gQd%8D->y%a)k-vAquK-w=Bd_HSO+@w?0KBF?W5LB)D1NyaHRU20LrhlN1Y7RCJM zbPfOjNmM*?qJRKO<`@toK1Ouk@nHQrSDLOn?gJ@rl`|FjdbnxWp&=wObi|9yd)~` zE8vc$N<(m;UzN3rmF1ViqhJbm80}vU>KMaEn?0I~S6N`^l@RaD-k2 zpo@xhyGkF;zizHHAnMHUyf^4v?QdUN4w!y@|BamxKN$sq8FI3T*z7wse3F~t%z_QH z4e=;Cqf<>_ndHsr<0e5FIao{a5h2{!= zez*|v3zMWH^3(b2_Rzpq?wm3NPGtKFB~riRx`Sz_G_HRAqIpQQc4ZdRN(0Q_#QE-; zrVlbp2%MAqYvjV<#^LUOvX4t$<}TmZDs}K8qK!x7MD{TPTF7unn0PdC9EdDj9NC*ykN2{2WTgLM4vlMX@$;xT zXW2iuB674y?xA>mnRoDl?S+3Wk*Dd^PHNpUr|>-2(ckbI&OMyogk+bY8SF%2(|3z) zCtItv?%Lfp&W_`qE}E3jtMO${ja$Wez>Skc?<`E8Z;BVjIB zV*ol9Xj0P0+x_#V55zDJU9jC*Gn+F0#{Fq<+_%)E_su@>hg6%jEPxD%z<>XlI?(U5 zqSM>SQgC~(20#L3mZxaj1jSF=DS;c`gs&(F(=>s%mKtx;QA$>!`7m4@*Ab{%1qgsj zCHf@%(4h7(GmJi@6O@V=j@m!~k(gnFH7_VAo`8~04V(s= ziyYt=#y+O?@5-4 zWQPRst$c=>OW=U6^ywy6A{iuV50)xTKcqF*EUm_#xH_8(Z2M+EjO5AU2Rtrt3Fe4K z@{&I>2dJL`OAd1p9BEh6j*J!}CqaF4V^r-14%Ye$K zKE45<5gyzn!)RktaD;TGe48}hpgUS4jq`|k9YfoF;-GQgUrNNiKGWhRdnbc=wXx@p z2KZ3)-Zq-e*&8lx7NFi94pi296sby#joNv{Zo?jhF?b2k*z7a@`nRJnSoyf|o$C+5anfE|UPjpP8q z6S;fP=;PVi6m+Q+<@f6DXEpkATlw>WRePDUK`BFt^o2tA6y;=#(8o0_djh-Uer5ZZ z9+wK=A~nLTK94+KDOlh3E!;=J=k`l)e$x-|k%Xul+muTk;)5tCBhy6^7jiNLHzncloIPHjy#3EIA&mC|a3+G^ z9$N*p3#G^<&KGZ62BR2Y5RIi<+^4LfPJAWUN3%Y0em0<9Br*g9^D7j8GzcqKl*14l zYGZ29TBozTtJ~}N(rAGR1kmpHrCkdLJ`qjeEuMU<>!I|D$t0(rQX;yJ+hIFxxK9DKjz12(-wnMh0utCT&ZlnwMllrBSYh!?6YKGP+0P&`@4 zQlm2tB}aw4ic0VQRwle*@w(lzyGqT|O0yw9DXl9R&K7_SqqJ0uTMN-z+}*F*6TLWC2?# z8-f(Uw08H>tWZr*O1p0Kd)L&WYBgG7r{Anh#Wdq-j8?)_XNoHfhE7UcFeoIef4%W} zd$1IvbD=Feuh}}V41XlAq~Qu4BE2Vk%Rw-WA?FJYYDSN4&{mj(0MV2$u50`RYYZxMUm z7h6-dKnK7lzERG@mNUFZV7bQ}EKa_M+mT&8+_XQ{+a%R950>AE!MXF*cl^}`Rh9=@ zwEu=-@{M1Oz#SLLr`4DUDRj7T{Udv^fTVj%y_o84GgSo42pk9JiR3*>nO zs=-X;neL^5CZ*Tkr7HaNg0F_tXFVu;j?ETjW;^r|{fK?DL^P47F>dtIH>BOhIk4IG zYC_4I@75$k%}l48-9I1_ZUDDu%9FF+H)@ak$YsiqF%||$zh>_Hf-<;b>+&>;pL0d} zrahDnpkB*einqIHgYnHLQe~vycbkKEuY*Wmk7uFuv=-^~SZ~Rg60qqFWhLK#5uklH zu1Iqhit%q2kn@gB!x|B`&xuiy^@4r%!=^NlmH3BNT?%>j6izI*MGs9nLCcaD&n06U z->=Nndeho&I(JaC>;O$7V@Ryc%<0}vX;C1J1e;$*hVIUX4-R$ba)IporJK9SYE|AN7U#b%>Cns9V55e@WVRK0W5Te{79NyuZQ! zRkv)+D`rHmiTy4|Q(tSS&60X{@wU5e8O0v^MGvBqfpA!wXq`U|KnYOtv9|0-3}rVi z@hHkqmSKju_qJ*;^Z@+l{S9+>D_==fW4G)tW7D%~mjrvSumYs*_l*uNZoJkM7QRwG zmZcHZh1Z$E!@c3E*OQC(FlO81)K9Z@TTmA#%fXpE4ssU9TKe|JD0?g{DE@*$G9k80 ze*`etSM_`7Kp`boQIz~+A>f<49V*`$U=Ex?*Sg>WzmM_U#sTryN-X466e6|X;EGY> z-38o1mcoYmf_Vt>8wE3rP8Sj#?5cQ(t8a>7af9aLd-znxb(>1ck%v8AtMbTxAD~!L zilOOBb$C>pSGpt3befv-}O`R~4A{`tSP@KfKN_ViPX41!WSI zKOl!NyBpdf*};~+3lkYv;W8^4GfQnOMy1RF3Qk{?Egj60Wv;Ije>`%5A{h0$Ct7|7 z$=-5?6U4>EOygvJGrp88Ed8`o5^+f8X>@D1gBFOuNoH!h?kUU?vhvqQ}gme$2!!NJBXj;`>ru{vK`0Uye+2B@D8 zuDKt6vnf?F4ep#Y+l%2joF89^Xd{FM9l^g0lP}Boxd9`O&KtBh`A9OUJw$zmY2g!; z!NJjVj5V@%vOM`x{X1?O-I0B-w>-6@kGM0bt;K$`A(Wyb21xYG%zUPQKVHs$ zUnt@xeElnMMkg0}pnUK;M0&^w1St=I2qDPD1qjVrg0{`0nR&o zM1A7hOB$-i&8iwqim-QY#(~hN1p_GWoJUNDV={JPsiDpWL1yS65W$mT!ts{u)o-z( zvn!)NPH%136GModhMDG*(keBY=y_7|$|5AVY1Nl{?J=DYTM1D`+7Tyrrs=% zZI@^r5^z1#1Mk4Dz9Ldqt5lSrjoI}UIkO;QH+zo9^j44T`{+pV1ba2T%9 zgJJow(k$*vW{Mm<6q>28?5JwDS4$DV)JRNNBA?1k1y5lhNXi;Z)~N4a2ZkrmQE0k7%n(-AhLLW*{9rT?7g82`bw#Z~>(aW@JB|${%0NFkO!M)f!j* zfK%B^)qdLgVc-5&dn~&B*56avJP~=T5JL5fs^ooP=WdGp1U?Z4`3jZy<3rQO?5KlD zh~H_%{ytRToj0Y{AOw%*boTihrqA3{pNIs{K6KF4ZA5bih#Wkz)6pIqR1Z$}#H3&O zV)+ufDf^i}gL?kt7!+XaW`H9;(?CO1mxl&R@Yt<3Yr+kTME&vn>%F$vZaWI!^Bqs} z0mO|D3YqrW?#*j#n@neD1Q=%LyEa?TZ;^O~k5y!!-z3CKnOt^+0Q73*I-7mh;SbFh zW;~z0%3W2=kY%9?Nz)c^Fh~P+l{nNGIsk?hW0IZ66WsZgDrTZQzb#ZSTm{HH7|sWx z-dJAkgEPlgGI(VEdESN-rMO z>xao}pJrW>cV&DtJ0Wg?B3j`+PJ^5i<%^}=tJ=`$y`j{^TFki8bm#*Ta82tsMpmVF ztnU@^m^84zNr>fzf!pf@@Z^E{4_lKGH*t}nmNWx2@P^{Q{3JqmK7c52%kdN@Oo{ce z&Is!!;>p%YgA*a|UvGfFVfIX%gz43N6&Fd2M^v8H>Mym(ew{v?G=4nisWko8CD zfo-HYt{aPnp~J+lRnxR?L_1{I`N;4>~MI zN~qbtLiW42o-Q)KwRbjX&1*fQL6x8*=NOPf=Ev)^%}-YA*^!hI6&Jk@cjd}C} z?>O$tv){_p0^6p_1o3x2eeLh2#7Hsws(KTXd&hEiA1MioKni;}{^a6-@NArVChYme z#Czbx^ijJwATO)ti2(uomTNmkT=BG=3ZH~#Y5rH>-Lo<;1gP_NXXd~f>u^2W|5Wb9 zuKPr1u_|LP+t)AZ@p_T&sWTGOMa9s>?vHQ6FrQ&&GhWrciI_Sf^c4*A_?NRV34qDK z($$mf<4rx|+h|6-pRRq+UdeB!Mwy!Ggt#}B7GxXrCp|nV@+-`vbB}eUA469LEHfjz z_t{@c?+eSE-P@{**dqwhb^P65^m_a@o9C*3Uz3L(~8MY5uX@SE0%^7#{yWC;Xs zr^}xBPtS02rW6GZxCVNX52+v32})*xk2g^x505Ad;uE85yhrd^sk?wIr;J3WNuqOr zNO*j~Ug)AF`ZGQwmD#NB9O2DqiQ^4q3jzZ0`GrEp+g(_Hp0i=amRx;M9hieH3gI2P zua08?CU9y;`WsqSpdI?|&recY+53hRCFV7iO*c|`QBJjyHVBfK*FHcZfwkD8Eo|<| zh8j|Hl8`QPNGza%6tv|-(H^Av76VG?qz!~gV+N2qPzHGv!*amoHblzgo%%?)4Gmq? z?|V+}3d|t@Ni;rvbrT#6-c7s*^pO4ynTgiJ{o+paTOGQJ0uhLF z_ddtiO#&(R#JYa3iR)VwDj5HU;qhFyEN6=L#&4vMOVtc)#AJsT)`$s@^_qv!2UXu4jJ&LUOGh{(gg_&zW?@kJVEA{5m`Y$)1+WmzSc;UqVQV(eo#Fa zJRM=?uv{EM-dt(hoy9?FGlNgo^!ze?ucJc_;#23 z1kE~&rrCQZc=ZqsXb_+j{j}M1BmL{P^d7 zddAebbN#_mh(#X+)1}zbX!l#0=BwJh~N_LOVCKzNch6fz>jH>~%~}(s9+Uk#h{g zQ=Zv>ldRdVT!wW%=JL`zVDX`7>0pFYe!-uU=G}u?zTa%6H@bN=pQ2B6N?(sUFhy5oSFo-zZjAL;po^~#8%#A#iCx>>SO1ZzmWbheT{=k2_I_xqlQ$k zb7hIlpqjTglg#AqUOW;&&@<6Bw((~6ZxCF;wkjC`5JH65h&vzEN`XpeyyYFJ8x9<-#QT8GAQrE7!T1j|8Xt% z6VvF27KN@Fpl=%b>8H6>R?M^}}|b=_6@QdY&qv-`}CYC{_oiVJg7 zpVcNPd;9=lI-uQ2&nFi0lNl^wZ1i-slZh7s&;IHg4)}9ez9F5%c+I8tFp_l1+qeoX z0|#rq&~WkWX_L_I?nT0<{&pTK+h6eJMVFC>o#MVYxug|TU!{6H(BN@ND$w+=${G7G zEXDBZReO)xU&EY)4ow^@y9SsM0fH!pa-EO9N56lc9> zBUTkDW0dp^bo1W)hobQ#6;f9v4_U0eW?yQ`(LDCwYU{js z%&%9>X+fkijt)5@LPdXo0C#Aj;F4Hu3fH8(-u0`#>mNl4$$~RvS*9$LypB{*W_jN` zkhR!(y|#`Ee|ecw@Y##&&JV0Nm72jw-&rgOdPO=Ce%~JSpcF$_kCqWl`177k7c&}} z>x7eICf6_(8@~AI@ttDxqal~0S3HNNFDx@`@K3^)Wc74{`c4Q9hHJ#4s@fNx_m)aM zlk8h$SjHGc+k#hbXn4y4A_yDO*=TId0$r7GT|V!uMs3s%BVRgUEh0pd4D6v@;ooiK zR%0H$Fp7AVrn%dWwOmL@&c5CsWuQBN9$zqUeXWDW7P_J!i&dU?TDs1yj?fe|l zr4cYSy)y_HBOmaImcZxr&}c}(l%cI_JDnCRNv%wmqDj&B*HUhW5lE4Nz$xvN0`@TF z&O6YD5yefWn>~sF29MhL7a}bTJ6P z+b73)W;REJn^hEFtE=iczIg=n{5DWgDUwrlTKNtyDtM@!qp>xeBFC>s!fnubIfe2! z7-zY%2tKmh8{3OV5su@p-ZSG3v zLmNn2qdOhCvZVRvBB}GG?#xuWi~IV0YpuRJ(-8u2NXxGtNnjlC6L+|uAYiZ&*`}E4 z$F1c2=I0a(tbjWpSA^y)d=zpdOhd5@1by7?w#hsUsa)HL#bdpIuK%iZjNQUNDPlnw z&9XHHIc_O8GoMK$VPt?js~i#l1E2AdCD=u+W9|5mD?$<`I%5@|4vq_jtS6a|*Z(SM zyX2~s2{c)HyffwfqFmKlxI9A-o0<6i3m+cr;!oZ;!~oYmdfa?uv<67NkgrK=f;CO} zilrXytlzF0vibj0`(!~>0;RbBa1|+rh~M_`(C^1NF^iJ zei;j|{e1Gm{dV@6`~(|=zobx$#farCuM7u_?6y(*cYmU+oL^_2D$LIFOqu&SP`0$U zMtia)%t!bad_VD_>why`R{Nb|W{owU1`#ed(R%!nI?P1}{SxTo9hAx~N8U#2X&eQImHklR{s`doIf^*Z~j%hG7Ye|$R%0tQhu)`95Ka92WqoU(>~mN9Zp8w z5P!Gz4LAouO{O%8B3tyk5G(McpK65bGp}oHZE}z_LB!3GWkX9?8_I)c`nP|;oM!9* zmn@0;c>GRT)uW6e_I$xPAegR+9=gTLGYSJ>j_=5${MRQd9X_x(m+H0--^%p?`Duf6 z(O$n|Bmb5X1lx&LGc;8HI;Er#XpB+UXur0jFc2wsKfjO;rjaW1%6G?22Lrv{^8=Xg zC%gck4gCgcd6LQ|zDCQEmEtQ!8Tva7f8twYX=F0yH6Q;D)M+K0Sj1UMsYKQYqZzFWaabv?aU3wYc8iG#m0%G8JKI(YXFe}jmGX}|d3Lb!26 z%3`C|T^i_jdpG6F)3-xH7oo|Dm3a1g>(mZax|p|ka5!*>1k>N-bRqJK>$O}Y`gt@# zk-p3qm77CRz1zF7SMtsP~#eQT+T>`4E73cM~|BXQZ!eSL~YwNnx9Arv1%?G|*qq zE=1C$=fx|%F>f|{M|Pr?i%9n0-IHJaXKp5!pSBA;S5_=7XBX?$2gSY`8$=_5nGsuF zsUf`?>vxjkw&nuYN8_#sG*1x;86OT2mN48sU9$Bzxf2~G5{J-MFv{KdlY;n7T;z1rd_pW2Jbx)+N|&@jwATee?+$pWNUm016;SEDms@a6=wcSm2)h99+Let#VTWtEG+ z(8&V9<8k`;y@v*B??k7&_!iOd>qV*p@f-35nAOSDSXWio(O0w1~eM3Kb2zf@yt4r>E2cLLA9)$GguyeColokdu4 zcZZ>rL$dW`KtjFHhr1EbQ&V%{yVfiG*zlBKGUpb7?VSsHxd zxfMRHAj+R86Gr|H-&64GbcbKj<{dI{ikH3nOZpwkQoh6&=|+7-w^u@=$&L?82z?=E z2Nw854C?rLI`Qp9RBf}5+L3;dSJSf^gm5xlh4|8Gs4Ngv{+@ONO=|SSfA;`2MpVom z30XD_(f;~1@RUorE6Zib@J)p--H`3DW3~f*GT>Lkmmw+f%Eb*-(IKdI$_WQ(FW%_E z+3{n|AthlD)nNv1{Bqp6i*|mB#Bx}?li&%jCY%phy>-1G?TiEIsh%j_4*O0EsTiMg z;fGIrB{Y2~X3wZQA-hqcq~iwI|7Wf068#`zGJ$e{}r+TIqP zP6s*PL-!{cCv~w?`-5o@d`|jU$f*YcXLIsJ$S@_S`gZRNPQHW1m7jeDFf>20t$p$- zQ9c0&>JMyUc$!A_7e4acK(1kwapCzjD>+GeijHMP214+Ol9ynh^>NYT_hJ>!rQpL+}RM} zPP_H|oJTp%LYG+n20(lM1qm8vRoyv#$DU70=+OgD$lfOuM~10=C;BaKVPP<{;!Wi+ z+=E!TWI*ys7}Pd+R8(33>TeEI1ui=iPeu=_NRnW0&60{NDWj}185J|T4m#c(P`KTx zK)~k^x~CjzeO3ecxf8VNCBDT^H?m2=ydU-ohvb><*r?N>tnZngOm-A#LxPaghyoT zCgJ_H6(WnQR!HOO)(x)bZX=G{9AbTVqQcvqI(nhRMOcIr*e#40GXi+=O!nl3NSqYP zMA6E7#kusU`xJslGJRyTx3uv4txN7);E^+(31HqxHcKZyZiDlFeg$qA&J`&6JN1XN z{XY40|Hi377CVq05#k;+#=9}VDVG83*CWB(;|-}sn;p!F!UnvMb~|=$46RUXy@5v8 zxZxy$HjjuNH_|4mQ8Wa5%$K+k@o;{x@*uwZuu zo_X^nuOX3)wUi4{+B?$lhaC1#Nsb~$gT?Lu&S<~wSlM0})1Fw^)Vg_JIV0taQUkN2 zeW?!CXMEdluw6O74`VPOnv8fC2@m|bxIj$9VMs@6)&W{u?J)|RK$N@RFYEIKjPWAA zXu1#IdJV`1T_pfEqruc)+SUZXQcR^LkU9f(^oCO%=4srQSAS$)^GfV*^}UE z$*H*CB2JciK`%Lt9$({IuG z4H&{k__19Zp2G>Isf59gZ?Q_&T<85T&1OCiQ<(SAgsnRNYFsk0#vSR;S6a>ekXhT` z;1ih%?Ro3GEyc*`!^ZqZ5Lr*ScUz34nY-~; z^d<(yR-av11=Df0*H;oFw2xu1r>x0+jr_!|5HF#@310u<={%MlWtwh%K@9K$hInrT z2p2sOPI&LH{?vZIKhCJ5qoYw#mAUd+MHxr+0q{>W0wX@Mehv!^f2OSuYZW}ZR=^Uz z3i=NPz$m0mRfxicbth{J@cK+>9X>oGPIbbD5G(}eXmEqKqNIcB)0>BO8bx}ncp)gF z##a17juMC6G}6z1L%s@h4y8?MaS5ehXF%N?o?ir1d?M8nPYiQ4_x-nf27pI(?xiwv z|FMAq5UmZZ#Q&VH{MX`<1C+c}P!b7KKa*gh>UVtk65_=sKl)I#*^pOmAsG6`=ivKN zkiUwwKqWkGAsQ@NT-hJ5N~C-cxoiBp)%`k?%@bR$sZP+pPn7{F;VwGA97VYvB}%>5 zjAi3bd0Bso%5xrN&Rt+I5_Zt&OL;A6fMjsMYH#tcZ8%xf5f4-s*W-uQ{#B-F9F=4nCU>3@6r1xgr!acC1Sub%RxWr~|wZeG(^!*Tm}P3F(TF9!ZAJAk+d z3w=?D{-$poPcM2vGbq0=O}JM5ipjGD8iL2o3WQwpeT0E~Bsmx^dJ z2v!gC?#w-zB| zR+Wp7>$2~HKz@HGLHQHCTc#hQy;Y^XzK4u+iyb$OTp-o%G+N<&0yiHnUo9F>V?7)y zfe}X3#Qb-!?L_>5UNtB#p*3h5uQa!7To;cC;}Ha@y+qf)k$H9O&Gg~ zi~YBhnuI&L*Rd|pE;Pzw>fJK@7Rpa@Zq^f}NACy`@b#$TiCUai4Nk%@F~_FVC5jR& zkJ7f&mq8QoZ@@u->ym)s0LsQMyS`mnu&C6{$SJ~?|Gr7Qd2zTJ0}d{8!7hdfE# zNC&PI0Z&90=nWkYUF|KUuaFKH%G(e)BMD)3 z;uBQOC!3A}+KROIeTn~8(kUITbY*Jr`7(qP-qh}ax?3!Ph(J{WyMU#;_^YXs!m&*g zkboSBdcd^w%8rt|h8VhDhdMjrMo&ZL)8t1;i|YM(r|V0S8SMP9&1c1~@r{X;u;0zJ z9;prgeqJ@F<5# z*QjaF9uzYU%TJ@0MQ_osFH_UppC^+B^0M5shJR4I&xT`gx(D2oe^G zJgz9EvO&*?jEG=_-WGm_>Sn}&vX?sRnTG*24MDJe-qvp@LR;{)!hfZU?h%V#rbh20$Yz0fv3@5T#nI2`9@1R%%WDmaqf&( zB`bu21?1$6)UP+s@8w3Hbgp3gN&}UUb>zc$!h*iD%s6xj8v!ZMq;sU& zGSe6`E!zL#xK>qmKCvY&Hk-Ue=)hF z=>^$pYR%TvjJ_QRuD0pbc=T2fTcljKSQN_e$t_^;?~wdG&GphwHJm<3^sY5h^+c4t z$~O2rg)b)}_lygXJ77@F8B)$|Ix_t{rCf|UCe&`KU-P+TS-!~MD6tdVj%c}&r{*t7 zdjDM%`rWH68)Oh6wlgbKYwSw8U78>5k;P(EDq8_tP9nV|MVO{Qr?-8T5g(wv5&C1D z>!De%;C-4uIuf4hCTAy(D z%HMq-t+1~&jHCp_t?I+}uJSxIrMwJAA($~jadkf`BsV;Ab{eXF_ql!8&tvtaJ;Tf( zy^*r?eER-q!oMMdJ+27hrg(mC$r`xJ(0J5HqhB<6Nc!)hbXC%LKcWRQ^o8~V*;`uy z9hX<44zLFk?DR=Y)J=7RTCBo*V$bd zk+D369o56l>GkPKtxD5{*z_lEJ9<7Qh7&yRSE4H zD@6-rI4|<}9T}2FPek&+{bfu-3X0o=oL{w$`c4=Es20J?(b3->2f3oomjWpVkK@N; zy{&`dJ-+T6_~kjZo6rLg=HlC|f<}#W?>?5IJhdmNv@=1d7~<5EU$4&RMnHqAwPRL7 zx}Y^^nDKZ@LlCUR8*!j8y!O{l00jr3tvAh%NyF0yMZgE{BvT^6I{Rluqw$`L=6b60kjR{z6H~_zE+)gpNp>DeGYlrX)^t@LbIg z_}=u0u9?Yj!<4D}H+=8!par&veM;rUz9l|~+Hi?fNU6ysmy5waBszFeU0n!1qd{$h zrVBQ0*gzhdGQh{eQSCr7^}*mkEfq)-BxKUkJ*?aJrZ5)ddzSJ2qM0?_cm8{ezE-0FgYCi-XQqf2O$kyAXcGXZ9My; z4@>^tx^g`T@FW2xeqrH`g~`k@8CnQWh4aENYUM6`_9(i1u64g z`aLj>8=hSv0$t^RK*k{B(LSsBC2cum z-HdgEQ(r=zEDC_cC_hYUozA3CRZZ}Bt5l~B1Z5IPiQkY^@_azNETU4cxo2~Xsv!qK z9S#s&E*O;Y-b8(M4Ela!mcZmd-VVH;js?Ro_Xba!9Zni_s7~JVlsoF>t^>h)nj(-{ zDQAX6Prw1b+G#R^xslhX4#EiKbEC6zLD;rggdqrFXof^y|AxfPV0-pKSpew=*`ioo zaBN&vDiVVR%E>w$z3(W=?=0l)vk3;P?>}}V+UX+W`de{2Bt}_B{!$XSwmUSWOS9nj z=j&A_Q{tc#qW0%~E-T3bQVP25{iHtahg2rA#(3Y5wJx21e#_C^fOxoR7%LUMD+Fj; zlx|@p8ZV~C2@;*`L#DnCv?AYfvfhaE#~bkx(TEGt<&tH&sYnp?34p@GjAmrrzF0pt zpc%BQVMzJvEfI<>n$dY5bk>RcVW7xRnS z9C;FcG^oPMjiR)blEwc;adK+TKn^Q-9NiZ_q=Pp-oTZ|nq8(g>OvdLDd=tySoAtIL z2(Xn=y16L~0NWZ7&Yx{2+D~>xPt}+kOJfvkL6Kl?HrJjVMDL%@l$^l41t|BY-_NK& z0ylBfw_GOVx(M9&tZ+v2SS2Jn!D*-l9Wem5QBEBODmnvyV7E6y!UW(qFx;5?ti8|i zHF+eUAe&?c2|YsY$bk9IP;C@IXfZFx-)TpGG2#6_5vaB-mp{jCRe|mnFNhOR5O1v< z=?B;1b*VI-w=Qis{-oQeRp>_|Bp|RRsONTpOh^2?8drL7A<$=QqgP)Laj&FS(mTkq z-bxPmEX^EZQfgk%vE8@k`Py@YhZ)7}bEy>8x{Qc?Bxx;F!D?b&+IRtLKP zHy%e(i%jEFf5KJ03(QwX0<{$Xy1?XJbq-bRdE;)KO9wnv`v7|&-DQh@;tJ3wE_(+J zN?-=Kdwjc0bNu4lXRVLEOE3{C-1Rpfk}SRz{V>X#;qs6wqUgolF}AmZgC1DXrrPXh z|AyE7hQB@!pZ~ulgI;;Ntr->c zM9X!%o-eO<57=Ts{o}PkT$5zntu|NSUj=I_L0D_k&#?6^GyhJ|O3YzmzA)j(oz$3) z@8Ia0p_re)0#|9t#C7zBIEAhn+Z-3~f&Q7-Uiv$D?4$q@-ElF*jo%y(ccNjh!q|>r1``X9l7-e z^)z;ZnJ{43byDmiXe%)g?F=6MxQ5B*Vm0n`Y}M0`Z=|b19x%aAU-II?<@->YtC{VvgZ6fK_F zUo||Th8Dlr3o0cgD-{whGg?9qFMSWX#Lq%Q<$o*Iw5FALGhwc2Mp+(Yzk)){_pq3$ z2W{DZnrykWrne<9O}Z}nd4_%SavDXs79F2~Ud9N?tuJOX@TaPT(Nj_mt><5M4;60a zPF}~p5#uB?n`Kw|OiZP}@qJn4%GShzBB?7UQrMDLj76XMZNBZGcmpl^H+c8~L8ASE z%7aXBF$3P%HDSMtNh5{OUiFAxV4eh+xQ;l>jEU~bq|u!Vm#ewR`|I+vOE3FIStzLgY4*C&Rtvgxv zr?y(Au?HgoDuLB14}|oC*dWRJy~8f@oy*sBhwJnjpUid0kLQVj~Xyp@DLC1 zp!POoC_oV7y2`4oM#?KAh;y*h#<2v{Sda;n)xeE)ugu;7hs1L2#!@gt@9Wtbn!*`2 zTXcfA1FnA5&9uW!&nvo&92=pTJC+e^k&vYlUvSy02=cBzdZ0?rk^;YAM^vBMyLnfy zATM?zsPP{z48JAKMIzdc^cHqBHqc~5b_7|saIAawM)eKh4Wy4TEy;Yn`kdu*$AEil zH1el&Q2f8Mm;)P9%hw1gcePb;^1#6J`F#CDuT_E=Vc?#YSrMS5q_|YLfU*Gm(NUV1 zvT^>q8v=0>e{3-_U&iYpnH8IZUSAFzWp)pD6%onE_w!*N%AuF6d6hS1SZ8pGK%{CI zjzGAH85gk%D}Y=mz9*%ati*Dq-qlzdU5wB|hP^&J(ua-EMw@aROSLhy&cV#-6cJ+% zp)7FX6i6@s6YKzMsgpblKsC&w{5Ol)$X>?v&sWoK;eZcY*LK5?!B~Oeeve($A4pq3 zSn~-Od2!?JeBG<7`_c3{US@vtMQQy04Q$@`K-CqOINw%`TcX%|yVGRxHd$+LCs-H| z$u1G{Y>Yc2sUFW69nYm3P2!fFYJ_J0_YTbSrT+~s6}00jj^D7aeW{6-K}*}(JUg%Y zuq@~ibFY}_N>)}@pV=&zE3cQbGpM^|G0`>&2dnE3B5CgtxHcVyS2$KN5kq2`>ti@} z7L*REq3L{OwM{=_&u_>$LiG?>8#HZi#ra1Hq-hI$g(i{G=Wb1@dl?7h@SXlXCo_a2 zt)F?bT3|*AjN^3LKr9Ms2gZR_F*gkFxy-+L;I^kjygFO&>zi3*Hc@b?&SjgP<$5f%*4{HxykI$%Pgc8HVS-M`o;0nCl&p2v{uZ@-88yOW^5@^_3LkHd3HWz?XoAX zfjriwM^Z+l5DyHHNuCQV#g_%D%pU#C!%wEwb8Z-ah$LM?ScluJQrC`#v+$YGI&ub@ z0o{?v3;L>GsWDF-wQipt&%>z08|;pe{Q5WG){d$WTy*(b4|xa0&&nkD;sK`56B5hZ zGW0)&hI~_P4NE&GqlONpYrzK^ju>2=GVeNbRnE1))tl$MRRJ8dgR1#=#+{Qs?Laz-1z|c4QCY$W|tx0gomI)Me5tk32;F_{9igB*uGW7iihHTi zU!0C8z<-f+=d2q%Q5#kRdDHLBP3!S8ONQxx+wrLgqKoIuK_Qhz^C(+eZ@sXpZeKb% z3LD7N^VeYtm%K@lwVy5_6%NS-_dp4rV~HsB{Fk@|lea>pJS_gb7FxN%us7nOOqj9N z9}}`st-AB-@o%`SK9^8?Q);+K&+B)^JItM&3W@~jy$+aI9D!xE!Z-V!gZTQ6Vq+dT z!*4fGTKXUiQO@$dLz4A?90qa%x;9D25r(B1C;byFvxrGQIvS+P(lgsH+Hc~&KqT3| znB&HGTda?TZ0S3dW!!YD|t@X;l{)gkh=$x3zcic(hSMOWnalg^m@S6ksH^o=H#BN9iZ48Ixyr)OnO?I}WsD zmFH@TVZj36Zj!{32`L-Fd`HpQaNkvJrarC++nu=}V%wyb{teij6@Ah$zpH&NTfrEz zR7}}!f(f{GQj_Yjp6nBeA)1Mi*YQ~uxv^#9Z;qFGnPI1qWgN?`@CJkVZwR+?3L?gc z{E806dtiIdkbWVYwG}7fJf4y!QxHoNrtu1aI-S&q`6CHwEuGghzP-gLT4kjfXDZ2m z1Ch~ijU&kTHpXzWzuxwpRAk(*HJWe}LkPxHHNTqiyYY*%v6^r0TyZlcB&?;Mz6e=A zlker{NirA(JbHOf$SC+q(lp#XW{kTF$7#n##fWU)gMcD)Ts*j+_|Lycee->*2+e9VqjTA*#EO z$EO;})uwHIb(G<;g-l)4YiLWO(ZSJ^rj1GAIC1zea4>*Fq>&DiNKXeUpCxwQ1?e|p z(uQ2FrYY5uya4D?Kif zReWzmF>El1;Y3Tg@2>gy zuezbx6mD8Ko+N_j2~#8dItO9=ZHB%l?i;|%PJjk|yNUeUCD-wMRAR4JU083aj%x`x za95#l1EGq7XGJ*QbAMAWy$$m37IVx1-5V149OE(UbIXWX&u`%>M~(qSnZQfieB| zACF}4Wo2u^LLavMYWxqfS{F~z7detg6b;Q#)$oy|MGOdJZ}C=Pp29HfDgoYBNT2kR zrgfTTfTA~q@S>pfuyKYmQHeXaf2Jty`?HF$8ZDxj^U2ZKJY+%>>LG#6WJ_ zx$7N*y}1#+EC;lWhDwq`*Ay6@95Vn$3(LERP=F+_1EUsFZTbYZO=lgtXHDqcSk>}# zZIK`jy0LTZF?K~mH8ybK%)i0s*HWh@D}!vHvv%BSi!odC9(mflMp8qN%meLdX!sI} zE&b!K`Hy+wIgpk1LQ+GXI&9otQJ9k8O$Vi=Ysk)b2yNeR4+oO7)4sWdU`erzE*NvJuUNqYmX zWCvv4dUGJy1}YC?9^?Wyr0luMoFpct9DYmGT?WLH{%VL7DS%XUp5z2c6^EhvRov{x zyIy{;Z0Sfr@~of37VoU!JIp zf7`+}-jXM=P*%-)e-21+YTv4?4U=6`gz@(Gyu&+dL2QAxkv0|VU)jyLgySyFOd`O& zPX!-{BHt=TGlv%yhq6V!0?}Sdo|-a{>ri{;PBTkHshQVZr3~a8eUDOby~?@egxupd z!M|Gs0(tuJ%Yfqy@-Y%?wN~c8ld(U?+LK6*eG7-`oJiYMA%_?D6+d_IBK@cw{4;?G%N9`q*NpC5 zqWUEAM}fZ`=kL5Q%FTS!yQYQz2B%Bb^)*}2=T4`|*&#eVN1#4m6-0~FiV+)EtEV8n zt#H-4ev>*S{_d!Nl()!b-7*+*ViLv67ihq}Q~kYr6v7+sqO?glJRJ$2Qmm;G;T&$PjbF~_U-gZf3lx%VGq9AH#rtA->z>& zuLa;f{A4~Ggv`9^1fYwv`e84LP+R`9LR9%_)MWJJdK8Og!}?I)10E#%at#em%Afbb z^U~#kJQ_u35dIAU=A*A^ppb9v+FHgl3IDTQBw-u67H<_`m}_UTi#yCMmQ?eViG zT=L}p>OY-fZE22Y9W_DV02=(5R~pRt(xvWt1A|sOc(Xn#O@6n1gh(3DN*!7xGe23^ z*V2EPWSvW65ug^awfP!v*c+aU?EqW;ed|DSv0gsSgmgVQg;2zS{J&fof9qqM5Hn+e2;El!PV#hv0apB)aCn4^@=iCThtv z&EE~t#G$?m-dBu@QEgDCTuWa~`zvf0`UNJ2iLnN-njrGr4$CnTPv!z>&>Q%Yh6BJ0 zSv~es?RNeHj1)wnq-J+a|0$fy71CuLZfJ4+5 z+Ilf&991^L4l3DGh~t|v>CvGWS2LQ5~e>@MR^@A=p zCc;X<nEdnyb=U{y?X!ifmS$L+}OpUCf_oo z(sg9u8w{uNM&bYNKPB^NWTjgh(JIAX@+5yi0uZK2KvuG%5)+xU3{&(>AKQm%Ky8zG zOFy?fB+A9mRAgvrfSkJw2SAb35&By(=SNujnWazWyb|agBZ$eG3SU74_KkOos0se$ zjkes~4eKD>#nEo_e8RV;D+h0x)nbwYN2w`zdBEg%Vj`T|U)_zqft=(0mD-LUdMdod zo9Ur_>Y?|Q44N)#wAWlw)IC~PZ>iWWZ(xD-A7P+ zg){5N4OhUZs;H$jz`cc^_Fnw!Y-?W+NCfiBSgAGevf>=V{C#UTNnzP6rehgR8=sfs8`^7X7pSa-R4&HAE6S z$Gqe3DgL&9LmeX$_anr7|GOKm6+>hEWQzB}?%CSQ0ns)97%_~p#p)`YX(s44F#6*1 z%nLnA3A@s~N-%7|&%YA_15-d>w2-W{5X=b2{^SOz+hEwj$V=YJciyZ8^Y|g`kJRzM zDm;|>XRK5#V>v^m-|Z^?_VWPpIziU6k#xPqw@BNr=Jso8xtr>*y34*ou7FE1`%ntz z_T%R+9xH5lRHq$VXhvwpVo4w7fV-jcs?(*1|Mpf?M=EN6TZ*(j$$8ixXmb&=x8X9K|Ch%GcjqaUjjz#ojE^i$Jro{b`SUDG2s7{9J=XnkJb}V z^ktXoL%x+RsGntfOf|JGwuMt*Z(}0OrmBs=V@JF~h=LR1Td(JD}RM8U;BUS#!|29QA zxUx`BI;?^Fw{~VG?{X0G{2Qv!>%5lV!d4*Zkq^31hIq15z4qW8yoAs4n_`qQFcm@j zIAL4(iZeRp%BQmkA3x1{w3>468bIa!H;8YVtWJU(aAH;lqm`DG%6~jl{DtvpJ>;*x z+@DdFtYh|fCX&CbJd9V_Kc&Q^SL+o5@{PoT93>sFWv|d@sSt4KA72T>tTbUZ7MK1E z|M#1>v5kIXi~aq58KuMdzf}oJ_Y()>N0v)NzM<2`RSb3x!T^5Zn{RCX-PoJV*?x(- zZKa7z^;ycD*yo~o?IhH<=XA3-A&;=1!r%AbHCnP6IrkXqQN`Q7e&PEFs97be<#0Oj z7M6R-^+77^IAQd|uQ%k=Q-$sep-zxxtgNJIxITxJy{ zH;giE^0(MAJ&9I(4_7ct{4oCQI=|wg!kGlJo#oUGa;58_Kb|8US*YapGBID=EB|s| zs}N!{wV3(8`K9~hg^DZX5ezdkH|60_kYxf!g0T@vRpq0ba^`p=mQaL!IE0z=Yo9lV ziIt+HwRURE82_;_;qORM-=T}6uVMs<0PNoCO?1K>{LO45K-{)-8K~jAdj_(jJb~Gt zlPjsVPAc7re(#rMDxndZx^%@U9w#yxw&x-%7bP&{kgg!HBVeZspuIm~mcEd(bm5EG zP@Q^dO@#M+x*=fOrky!&QBoV z&|kH0yHL#G4*lGb$0NxF@PM=lHMS7|WATdBKvO#YwFMtE{vcmZlL+IW<3z*0CsoXt z{GqmHGIJ;+N(vWVbkWibTxZ|HUsVJFZ4=1bobzueU*M9yUQvGHTq4+Oy|3YF$hG9-PHPI=I=EFWHell&Xn4;EQiz)x^otLtIX zh%r67B&Z9ju2|9zEa9der251#AQCF@UKFE7HvLGdJ0L>>!=;d3Qy|*`xR<>qG13rt zAbUE`e(x3mPG@zagg|-!I6bN-v=>V zKG*R19>NHPf+gXlQpLH%`;6Yd!Orw`5xwrWpj4iw8p`&dwmR}p#pyq)4?{+Cy!lg) zr#n2e@xq1kS*0u+h`(zAGK*$R`cA~UopdN5As>^-R#(4pRr2QB_=jo*^Q9z#+tsWmT5bTv7V0vQ+o}>AB+W zxdyb9)exx*`16-$t$VGH2%}<)#3qs=AtHFE{F{M~fHE$=LxsaYgnUxQc`pJLY}G5K zhcT#05nz2NzaG+-9f$DCP|J1|I05C7WT86xzo_1LAyB*dy{QhtRtH0!k zj)GcWRi1@GJ#D@j-tym$eY3iKxiW%k7V>plk$SJlrEd4)u{&W?+50vdH*!(f8S3kO z++-%;>6j$ULB8{K3^?QOTU)(>PSSqo@9pLZA&BqRm7O8-xxaB>C65YTK^H+v^ zepHu5;i6DMJHO#SA9)e}fnRyas%r?I_RXC>6-Be~I5!izr-hVq)e(_#&KN|cZy}yh zYIWxUM~M#i-$e4w;?efqiNabIs`3tC2jc>Zfm&+SU9fUSCHFJ$zl!<7Q4m(usKn9B z{=0)GX`d^L%I8PE^-(^K3v@$Bvznv)ptnOfu%c8sYwX+v{TrmW=(5o-gPy99gNzE$ z_x7nk&vuEhd3qg``dG2cE)_!c(v{rwJzr(N-rs(d^S}oN7mrs>?gLYUTnOoK6`kKI zsNI)g?3#yQmg1t@<#OLR_2e##qoKGB%4Vv#;OY5nsfvv&9jJ z4qEJz_5-9kRWa9{S;!_Cr3q3^oxk;}>S51Et zPqgY2K{R|2Af4eLmy2~%jTsnUzn`TSW`Emo9@kemzW(m5D7ck|1>f|sL|wYm{p~4{ zB~p_@5usBl+!C&kx1=$*6iQujgyIeMb5Hn6 zBnbHWe!If{eQV#iRqNlvA4NqKjzF^oso+<^lW@mWrYEbyNJ3M9N|L~yj3~GXrpLR( zYZQO2tAgAKUi}-AJ(K^ulccC4$LFc`G_h?8?p2Al^&`(!k=Z8sSc{IW@fSO*B@C>T zVn}plPyMpj7vIbMqzQf$fLxH`PQBZW|Mc?&#t#T>eDS`b3Q2I7-}d6!|Ls8{iCV8) z{nC%9j4~xB-P?#GAX|ZZrU+U5(R3Iqc>b|4oexELRrC%(AMq`jTVWY%x~g! z7{R&zheJq>ZNIi;6>UlpZV-BR>13Yv1wqa&f5bJCLL`n^+2goQgVCLf(&F#esKf20 z45$-*SJ4n9UftRIw2hy#GIKF~N~4+H(9Nt@wlHW_(YogU?Hz-^Jw4AssJ^x^Fx1FE zOdj!Nu2;nfvQAA@T!x>0eqE`Q_-yf>yg8#IWxo=hysO)vY7gE>^X=a$qYimNHG3JZ z{h$Y8;xrkWQ|;1{-#`oGhn5c6-B>oj;ms(ZBLIRU~$_Np~p`!RhgQhzx(a`rpxHLi> zkhFj?{j7fX{$MF9$jw>w{)%IG&VWQV8)l?f8aThNWMe{-pb-&&hsGH8-0H*bm;Ode zn$udBV%gVV6A-?MY4iX0!*UFi*Klcq*=tf10-t<*XRQp}$0*$Ig zx55XpKd;}P+ij=%Q-{fCbvNtt_oh{-eavq5H5to2Po6;)`XOv+RcH)q!eB&vI6fKX z19q|q5^EM7-=+e7$gvt+5hZK1Z<_j2 zBe4UL7fO(dE(|*pDeg3u?_u5plzh_7Cj7QuQ4}`5OiX|9pCA4=^P^7g@0Iu6D=GsY zhBaULbh_FgOqEp7PVJLQJF@%fHZi1i_5Y+Y= z3mu>?+!&^vG200w;A*=!Ak8I?2AlXQgn#um0P0N@rzOi|T*Jvn7~Xe=Em%-GE0w+! zk~gAhd37hB9k^ZLk*l8ZyZdh+#jf8(G3oH}Yh+ifHuMt;Dt5Jt(!0`~-7*s%MiWQ# z|D)+VmK;@zf*jt@FsctRJo^^BV;3eyQYlF%X#qR`?`DOFld^%I|N`@r>9_=3jX zP`TVx#>E%%eMD4&%C^V&zW-P`P>wNDM@s!0KF&LlsHxhp*!`^nKcaUiOPHRX`-}P1 zclncYpfUw_zz>AB&G z-Ye5$Xj`is5+aI12*MWtN=46bsxpd4ihh;RGj6pbc5)C@BR_sSQ2vI5-<@tGyeDD- zhurX;bGucrp_d@>j^N85?Q|>eJYU0MS2M}>*WQQB0-Kk(af%3l-iViag&7S0P))j` zLTwl6ImIT{JZy~-RQW|83&ZbY64YFsYe(HwbH5Q1p-lq*eiBykE!`xZdZuYlC&BGoaeB6J1cp%9o#g8;tR~y~5O)9WZ#PnUFcyA4O zoT;4ql2NEF+vy>Pvi?pwFvS}zqDVxia;zNb;O-vUr@%rJ{yFZ}XLf5s$e)7bezX7oqQN-yK zv?q~&yEvyeLs&kU$VS0$5%|o5z7}JDK&RZrm;dUdFg8BihNsesxgfEL9FmFyUFPQg zH)y72V_t+^0DUXuY?jkGm(PMw*apia!NZlutT zM=8i>wNeGySJRuh3r%@fzIyta_qVm;{^~+|> zpq}+BEzmEK%v2-JTGjK1D9{jis2V7m|8@X8OgfH9f7?^uj}B7;v3s%pvg<;qX>IiDNJ$&Y-ZoJGjV}Bx$UNj0 z^Cz=EHc2~?d@8=hfFR}-*=rG>UolG+vxxBZ8r7gLgej$>q4U^foBCwH0$Y<^qG}7x z>ecV~S?0i+n7q0dN1}TBnLBZNj+0qPj#lI@zdrdK5LHMMex5Mk5U7`1qZz?iW&90| z;iUvkO60=ly-DNt6vKm*zR02#y}&I-XM~=3NGCA_GxE$EqyHn7Ggb@<6{E6!Ke17) z&ZzaJzrm?uiv8{4tO9Z0i$W675y1DT++o>L%yJ0Y(rt%|5nWm<8qmi2f z0k(u4UdeIo$Goa^cN1W^&M?Rx25Wpf_E&EiEw6(*vInk>!zM)(@++l_=Y6k0j#Omh zefzP#giMmlas$;ap0>m*DRh3$KUg@3Kw1@8*{$tw&H9njio`7C9xO<+7fw?Vb5)^8dIK({CsuC9wN5OHE6tx&IIs0P#1OwsDIu` zs=;bl+U7W7e}h%pBhP~w%?W|~iT-<68d34g!=8dumaA$wLgG$vqUNlKcfzFPZX2lk=uJDomiQ!~H+YFEtOd9+a7CdgWqK>7(fI`M+%9;crWoOTw*5r9vj z)4c_mz0CK<7zZcwUkO=6NN~;d?Z4l&=QpsbB_)jlH2^H-xV}Cg?9r!(B=L4MJRC+} zJrXCA8FA-J`IIk+WHi>Dz=qyw`pJ|h`?~(V>3fy1Hkxw?(Ne9 zdl_s6X-j=oyN-(|iuPQw$^tY_yl=bIf-7LO`SrWW<>onjv6`d_SIuc5%#scht)yoEc}^9d!y=o?P5&`A+CFd$$V@TUr;fp z-JzlIu8UsPuWJ0aLo?2u*T1?@kWBvuV7Gt$2znCTZ%PwJrlF5fXuP(@>blAz&F%X8 zi7G?wdhO;SrbHW2_Q+k!?Oed)s=|}yV=qtJ`{k^~;z66`vsI|6EjFpsww;!9RTVSr zrDu_&bjzS+HOqC-+x^PbWS4e{=HKdj%T*U@7(&0gPUGi5EG$|^$^f52fd;!v73yRKx#@aR=S(!<4#75+L3MP3^$U(nn*G+5 zMVGr>Um@>_tMWW46J}0kYYv@dP+Hym`wJXkJR|xwqC79HM#o;+=4(jGRe*{Uw91Q^ zw*YF4%{qa%J`MC0tNq(|_rws8rUvq%DNk3YcaU+f#e2QLvV;I6g#cm;eN70~bZN01 zTGuqT=W+{dEK9mpW0bAJSZ{)&&-rl6!*7#!K@g~(BXkoO(gzegqTOYD>;`Yk@?oO3 zN%_gbRkrP$$t(^VUDl$HW;cJhlrhCQtc}gS5j*=EYC|?^4Ff3VJzxWrYjAdrK(el@ zt%XnQDVCMpxv*0sSr{tmSLIJnO~Ah)8{Qa8dIbjiJ$ZfaTIi>{63cjutDur2RbU*RNNk`{`xlEXA9A2s^_O1Jc*_&5aTF*yOk2UMvj|Dyu8M z&WeY^GTFZhC%(c59Wj4ZO(PQ|Bh$H?9?Tf!>+i+a-Ueo279npX4IIu40Q46`rcbEn zG%-KVgFl{S|E|TK#3RklC$B-)qXsv$V85DY#3@33#OcxL`-_nppVO)$icc^-zf}8X z3A8ysv{ZfW?-_va z-XB$e2$6VpD5N;?cBUA~+aEM4*uO#cR)HCuRY}cKyZkQ#O2h+7cA2Kok@Gh*RAVV#z%cr#~9T2z4{+V zDY?t+^FevdcMXqgs`M%oV<1atjR8}QGV%vy9KRzesj@zR3!7;BvADM4x*++TI3G-w zBuKDWZ(ezhst{CCbhmr0KjDjG7vAi3etjXB7`6J^B?uuVuyhmalYNO`YqbqvUVhNk zG(vnHU+Cb^`ImI#N+kac;zt}D?xjjRmW6uj0=6i>A5p*>8St8c6^wX-3R`1pD1{@(<)dsl z?zX{KuaCxobX$g|ea@a3?9#uAwfEqJc6x{C!GSyvy>j{G@UTleGI>rkl&<}gUcwA+ ztIGLk{DNhVA%XmB*G1tzsc1moh{0QYul@}Zu6garLhzczx(k~i7cc2Mc=^O2B(UN> z5@8Jc@6>dVyf+_ns(pg1r5If%|M?FKlAYl)dGFy9Jv4YpLW@JVFX(B8DB5b0Y3;9{ zjuH4Y>rrQiaFEu>SUL$y-ZbovKdh%xTeCy^epF8DlC2x^gSYX|lhUMR<6DY=-<|23 zh`|hzsSdn$%vp8I1)!=A?l~V?=R(I)3ARl`viXGK&TCp^*8>(p2kiG=c6Kd^SJ=C zPIKBoRSpywt27TXs1Jku?b|gIqpHK$68{{k{T#iconu04h2l&D&slq5h z53-noIQJWA=w4W|&+XCL$+WI%4S+t3^m$Q$VUYknx@V;&`%KnhUW_fUK6;gr@Nxp8 z^B|a<8YNa9CrYqp`R2|8a_^p3X~~Dg!8%wrQlMXjB**hw6DXCUD?(vj;|H+@9pr@F z)>|~K(VD@)_!oW=IqeHWPCvX1tm7aGpBOO--EUPVs zo^jPhm-ov?8+eR9!s}dIf9#mm5Rl;70RX`Ha%X;r__nXnal1JfO?E3DU7t|{O399~j z`hAXzq!=gE)R+F!t>5~WUx1erW7v0WCqARxfs~_fN7U-ZP3C;0d5{+t1`DaIEWg=Y zt02p)^d3f{DFkP9sBPl~ZBKtPG|N4JNI#nl;c-&13;E)xJ-!nvmEAWf2-ESaUm>3_ z=HWb#)DWCFivC9J@p!#^aNdw|*rNU0?MAPt+hP8&IS=^Qc$A=Vj^dH7*JqOmr*bd) z^Jnuq82&6*seXOg2b25nJ9XQKE!oOVgweIa)-?!yrQEkAkx zIu}2&ux~#uQ5cOkBZci*#mPA;_WkM!@IfBE@J1~kzi`q}9#*2Z{sDCRJ}sE&w_GLb zhq_t(8mwPsPCqOsUN~+02Ifq9h`?dE&?uhV^lt4sEFQIsfE#Xc`3D%_9xkO?NNBb6 zF>qlqdB)M+=)PfhGmR%)Z{b*&g&b8a>nN(B75qFBMoIO4duKlJuqB{D0t-OzQ$ptR zmN)!e3^PM1ejvA-EY*=(^UU1=wmnc=6icqCB1~9l@E!AZ6hgB zG=4kcH%X3{%%zL(T(xLB-DaMQGY0GR^E|lLPJTyfw{RCe^y_>J0Y*$7p{we`^^9{y z&u0=|=vKk&-=MDJ%U#)Xd4kVe>;jP$0|n_ym0rW0!5!CrJ)O}lOluzU$BaFzVihS* z)B}reZulyssNuf87w~uTCj33Glo|J`!>Q6oKZy7_v(4M|ib(9e6IQI~2gP$HQI2mI z_M|`#zcg#Oj#QIwh)NOk5~`getBv>@1ZeuVzjbG6Izni=Ka}tv^=pYe;Iy)I6PeF% zeT2VmM#(W7xe3;~XcCeTU1m=tphMLfW)fe{zu|G3E5ph9W+Om@$?|#|GH&tgR}W#= zP>8%fVk#U1_Koz(8x}lSG3dkFu%x0#xSIV0F-jMM=EvC{3yGqpVU4@6XNL$%8mG?c zH&%RgzpPZAKj|VD7Pl4Uj!23E<<4x|4XO8T-Y@$mk@e%YxfRVtQvVJ8eiG<&%fC9j z;mW_3G=?$+TD>5InyXuDSr!7+qj@2B?BmG@j0IWpzQ*acQMfZ6?D@7p)jUuCtKJM! z&!N%mOYYt~RrnYO67b=*bo~EL$W~?#K%4EpbH8FVBPmHpq>sMt@=3L`we!|;FPD^b z<==4b5UIE2*{!4`pY>jZIZBT85OK@wztV4Yf(j*buGQY2^lg9Vm5ezZ+W%%uhZTr*YH26T|ncR|~U8Cy!+ni;R%pU*qMRKOL60Yi|c&Ht;5y^DmRUmM?t1`hyAK()WX#-0HCz8e^L2%&-z z$?YDsq)j85%g+Z5hb5Hv zmz=(d9Pzjn{}Y>+JY@DBr!S6KvnOBpyYFDTtLGdNi5sNlnWP4%mgs;pJ!7%-CGcF$ z7SR*K>c$7=U>{1RNM6-w_-+IaH$`XqSWG+=ixJRS%tvF$6%}c+f+wQBT7mZ4&wSs@ z&FfJ9T8O8*8;`B!=3F3?t`jlYQ*aFGSZeGcJqADK3?(iaVL zzh`C^Q>F>ExCTCpFv7;W8|&XGKgNcct~;O%0dSrbpn){0{_88gU0+zH&zP9oWCC?L zjS-;$L>2B8rCC)NB0v*D=|vaKc{}C$J45-sLd}C4C48RPupe1KX&WZ%?>IQD9Xs{s z^;hBYf+ww&7`es^O;jg09{qF_!>_Y_vUev@c6@gO`rBQI6RP2<(B#(@O_SsycZlrwe;TP2{ zg0OfaiVjio4;f{v1Y8i#eUd}deovynwsyxP_K*NDcHLbsxMgW`RJ=FGlX`QCW+q{X^+81Y!y`uxW4U)P{Fkk`Jk?6j_| zA3|p@fqlQ4daFc~?IPwZ24lslksA)b4qRCC>;CgHJ1!2SHQ@tagB25guc1TwzYc)` zACI@HZFnfHvHv^fg;HGeNZQ^!Ny*NW?h5u2`zyZ<8TOK&q=Un!)rMw*|tLy?b+R>3jnb zR=r1E=-r{v1@?8HapMRgqKwwj)cpwX-to#ey2lCAoT0_PDtr`w z8Jl$<|F4l zjB?-%{nA;WawKK8*>U?4%M`?E9D>B>clz5~t3LxnW5Xnk!V(E$NAn1>rlMTz-Z2${ z!#QQ4X%=0`y{~tE6u%xXzGo7STr#2a5tm)`ncP|Htcwn}q>OFAO@|)Ra-c-o|kyaPG25C|q zsQqcgr5k?7m;50i;$>v^g-eE(TepX;GZzgn3U6Q&Xfi83rSvtTFHPSr`0>*bJm>{c z{wsis*#4Ns=4FA!OV+MJ*Jr4(0>`f&MhH#G-uIBd)DqL!{FT?mQhtH&x*4Hqu_}%I z4S76<-1l0{Cz`Gm6q%C*D55Z#v}RfTp)1-r2;Y(nONDo|M7v|WDj zwFs6uMC%_pOj4UbgA*CfoW*6WS#hRoCTK& z!t3L37^K``TVfe+w%A5?_tW3XV{J5Ud`n{LwPXdeIMZufau+U2`BED`+KweHev%x5CR;G=}jt zS<=6Zp}YiWse97Cf!;)pkLxV$gvNk(+qP6bISW=>8V7EC7|No^sqpQ>zq0|wxtL(3 z88Kv#^9a@^5F=s(k-z?05ND583Gmib?ma2dyvgznY{jql=3HxEB`KnYkn)nI0V_k%kUDGVqu+1PhQaF?gtZST~(vbKNbQndWoDAn3A-6=DRLkU{(42M@>(~Rzt-xweIZ{2Gmt9HzJ~>jE2a*qE2;n z$0=2fI-2!jBk#37`SkMQwnZYvp9047j4l2?Il+(cI8D}O0CJ%cQrS_>gC0%yx&pjY zhJ$HC-CwN%i*X9!Em^44Px^hR22LXik)A9I?Af;Z{#Sg3_p9|rLEu$ynhi}!Iu2|b z4!V2week~Je3F8+GxXkL65TA)T~_8vLmKo%OWC-o-L5XT2oS4@Ja7;lKM9{V?%bR~ zZ9p7%)dS~~^>X%WKv8-Dnju3o8*2srZ1;WB z(YO?9E&6JO@=f44S`EU?y5*<#L`FXjZbPxnTCE0LavygEic&vC^LG}ov7OY*% zu9 zfz)`$t&|%$-eGJB4h%!Pd7e)|c=w>^s%cW7kVjm0NSTGQu=*?UHlh8q`(Nbdws3 zH1``vy;y2R7r!Efs}Pab9(${k4j1`eN$+E9gEvQB;^mFQ$%dhI)4Tm719+b5>KRtS z`gnwmHNg9nU_T_@ilmuQ3fR1}aCZ6J+l)=fy7mPwd9X3(sQx&k@*sSKL`WrGX6}~} zRa{9-_s%vN7Vpi+y|5@@7SwP;6KUcj6J%_-aF1sh>56D6fQ?WdMFg}?-L+Xj zinj@)folyOErECgc>4O4Iw*cfNIVZ-(fC@EwfsIkM1U-U!tGUEAdCqn%iswf1~cen6pt>ahd zZFRcJ^_``oOtbtYr>%i5a%w%EwM*}7K}$nj*W>F%YWn)9zOUAIb-%YRRG)wI)uA~` z73G&)z&n;y2dz&S+o>NjBMZEo&*-5>S^cWQ%uv45E)u4gNI>S%?oIIN$_V#63NuvV>Shn_)javYkVV|Ik%Fhwzlx|${!uZGO>H7p}pn|__g24iw+KgYgHcC+?J zKy)H?~T3=V?s+CezPe%ivm<;X9vW6S9R>k?2DhXLR$@N6O70RsIZsrM&bJA}J?);QI z%;2yMb-xgfnF2F-8|P!ab0_E8iV#s0-mrE0-#Rcb+Fl1l^PMFXnoypaz}Cf3DX3r# zyF{r03qom!2k36^Xy()o6Q-8y`}iq9j0&I<20e-%jjY_KQs)USd2)rPa&RH3VQ&OM zr|>hpx@wZMt$r<&vm=R4MN(-6GO-5(gJC!CJ%m5K&y>z6R?%duK?Um001tH(I#8#= z{cgs)VmVfjbS6odtY9`G^!vD2p|g0uJ$Vj$&hKOm7bIo-d-VQ>y~QuG9c8zkDlKL?3em}4awh6Eg?0M3u9Dh*D zLt^+epR2``ys>440VR8Uu@aBL1GHVe+IjdC4*`|4`sL49^>7OZtAXoH_y_d(k6^Nj z`|So{;O4LD=-OarPeeM^qos2r-oHCUt+`zX0JqwNhnk($CR z3e&MW?65z`!#0$WQREX-WxG}ZlNYakKZOs6NS81;PwGYB1A{j+fQMcAonc#wdVti`>w&#hVv@l3$Q_r3X4A_pgk{kmCO@yW zf=Pc~r8Az(OVgJ!S;INmQLr;_q+U0u^ucZ=---W-K}_f`5F~H`A>*}!-u;ST<{mBc zk|)F8z(dX$U3GLwl`jPi0QevbWDp8xoWpGxthqiYgGg+idVyI*W5c$*A7ry(P} zoj4RK0mk;Y9Q7z8UiWG7*F+%Q@#F&ep^Dsj&}bRjAQn0pp5lGN^{YWc%9n$&8mqQf zk~cq&U$%bZt^(I{*m)<C7yGCYmB{-nKW_XW&skV&X7j!5ukLoSH1OnA*O(d?)6>0?)VW zd!lJLTXpta&Bw~w?>-7i60`Gd2!Jx4A8Y>&L>Y&-kpXtgiR2VzFY;g9J*8+|lS;B)Ebws6e?)15T#tLxX1is?St=m*n?L2Y5ur#t^LoCXC!X zSMNLm`mfep=LtOg4LkxC?wOAj_!jxX0!^)H^F+)`_2T`v9}u{Uy%JV`Ka%SX zDri^aNnJ6JW!Y!FpLDc5`TuaDLRi*WSP0bX|p-HkaYA zqjFS71)1(+>3kGb0h}W<2`5Cn_xQWJhcan6BkI4dg9wKxfEy1y=Y#5!sKtdAwj(_I zCJdRkS0G%u7SqzN@+#Onp?DO_(N!5Tgr1ZUnOIswV1L=Zw5ta+v3T7(g(DkDZHyck zN&}E<2fQFaDk(d<@DNOrr6sB_nJq8nUdNL{6=`gCEDRd zZP)z>oo(qPFh*_L=*vNt;;pCplcMrbGOt$vZosuzxm+h#KDnOu#CEYll>o4jK<-;I zroq4AXh2{LROZZH_+4Jw+#bpg2Xx~zo4J9;g=Qo5g zSEuvn`)JVD^Q4-{hT1a{SATVG3kRwTn_a31E$6dLF|i3pu%GPfCSpgG;w#^EG%)!! zgoG12LFu%5GJj2BN&dME~K*l0TWY|Vx zx)kYV!Rm>oSb^);*SCf8j-O+kw)Hsb{>W>_5@RmC! zU(G-l`G)c2e-XM49-(YC4=jouIkfn-osYCxzFTT{qi!MaW286L0gS>u_BOWQax(`1 zn6dTS)zd~VTZ5w;G&rT%_>?4A1fllQf#awzE&A6C#8s{${dE(Eaz3|)3FD~mwmjpe zd&T2{dv72+sf)_xe?BHB1&?YIDAejIq>X*Bq^&o)En@Vj3J=+Gi_F4&N}DW0uZ@pB zNc1W(rG2h;Sv*)7?FXjpuG;LB^vK0SoMZ=!>K(ZI4gj6@0Mzg$U2wo2YU;m_CwNt+ z>(nT2XQ`lrNw_fnczrR0wf@dFnVTXRe)J(WYSSF--phYCfocuhr<)!fiQ=eueZwh` zBJXqU-8Gs40>=#l-|)7~YFlc-lVu2Z3H((nQR*9^6??~~D^~C5>H%-Z{YD&-m%W2X zn_fm^Q&hB&kGKMRv3TKMl1QdQU0OIEr4V8NhUKsdQQjZ>=T+C-p!`MTi4eRl{Ho4qinF zS4ipyPMeJo1!(%T?chA`{$%a_o%hi?g7^j`5ikR|4q(7J_?d(6kM*X`nR*b?K>;#~ zA-gk0Ig(64O!V85`TAjkUF)*RCd?oT5`9QUQqpcE{5O38wl(qE0I)EBhh>O=!vl=V zjn|m*J~tDeemu0o3}c_)fbLS4$xu+E2pGa`2?Svr?f^3V9&x{yei+je`nIH^dQt-b zZSLQ2*IuQk7rqwZYMXq;yi%E86Ce!+N(3o}b04 ze$fhq>>UHZ=DP8!O>U(5)k<-cYz*ZP8RRgKc^=+}sbrHy1!Ymnx#af2x!YHwO91d4 zruVP0fNdiXhLXdNJzR==DFOR>nelHn@76&K%HrI1f^h}RcvbBdI5ENBnBn^E;^@V9jd=vDK_bNsfzNDb7Z$iTn+Xk60~&D)G*7NBD|jHB-*@eiW3V z!}gVZswp)O*+S_|hA*2ju2MLZmlWv_Bl}L-?M=&o6kv0mEUxdy={B zSK>A^Y&iQO{YuhVlEr?TBV1?%kboHx8PC=rPr0_fIlZCRJ;+9QU998bkin~*FvohY z^Gec1>$L~u<84(j1YUdvwgj4$xPpW0<=22KOY>Zp4A9Cwdw_k3Hczs_GEVU}2z~hN z?K2d^p&!!Vm9@5Y-q|ZPJ>EqQEB$%P{f9%OYWY;Qvi~|#S~Fq8h6pV_pGT=%8-?d{PN zp!)UEscrY`x*eF}@3a~Kr1dQ+bG*Ox272&~*DWyT&@y`kB&ye^iBioN(2HkzguRgl zfRniwqBTT42tqIHE~_innEC$P+ZPS#U{CiCmUK`=9%idLz^fe6vo}@~>|t`F>f!Y9 zCM@x<*-YViJi7n25ipEp=ose#E*>azFXJ|0OK6j z9io|3q}DmO*;rZXhD;q_ys$}<1BDN?&(#99#ku{jx9}#A4fI*FE0q9sGZmDYa*OH+ z&Bm@tNXzu2`4Q2W=GB1A;IDBvi)lK_BsrSScullL zn)=E5n`Dk0PR5Fs_m67p7Y9vlut#oK2Xqu+Uu+^6>ER7@6PkBUOHKBI_rzw772~GQ z_w&Ir;f&@i*0|?4aJb&)2eD*D{O$HCxHyJAOo(W3J5SeL29{Q=2Wm;S-d;hL^Ib+6jh4h&!!gkf z+(=b8|Ds*0tlAWf%chK`z@&g3eq2!=k04|7SIfLg-{H^a=&>?qa}xU@P#-S zq;ayVzF!v=U^6SMPYV%c@P2>QXm{zIZ$^iX%jg6DvduGS+bAcGA-w%7=8R%JuD^j~ zX~EuE6sEd>pr%vgq30dW`jzyM$$r14FyZlt_{@=vIlsXPwBYZz=4)91GgJ zc9-^V9w|nm?B*Nwf~vx46F_u_J&Y!MPz}hzF|4GNDlY|0YbR1<;ryFA`d*Y!H=_fs zlb2;|VU+eDwZ)G>eYL9eX$^suFWCYp1E}mEs0a@c~Pk{=|$si1fAEkcu9o> z$Ljq4^7xRi`WDuXyV*msHrU@l)2z==r|~TU$S6W%{Dj%L$qT~CPc{)hXMn`2l5y1tat#>+d*hI_wICkQO`sd?I-`pf7jCOEbVWB+Z5I7Wg^{%xCN1JjMTy zvj5z59q7_D!T)m=i9`X_1LhRH8%z#BPl}!ro#r$W^hWevZ1lZ%=zN)3RY3ok+6QMF ziV6l-Ec3h+88K4A2y^D@XZ(`-Cc;cmPg0TbhWp@q9@*<{uTDsoSqT5uP)5nDeV>>g z-M8nGgvp>0y~9CRvoPId?|`96O0Z(xwlI0#B;vDqeixSL2Z1YE?nVTZkP^MgZyrv6 z27>12r!c&GI*B&F4A&za!+{{#&+$m?bkSz2%~_{ll_9LJJ;n7(th!hZeKPV%z+)Ai z4J{VXqw)OR74}+N!-GtzPSSdOJT8ME^Xf>&2C8xtrro$ggu;zJC~X3CQQ>)zEoTSi zur&6AuSArff|a)uG<#=5SIG1f#;r?_CI0|{_Vt8ZE`;c35~>56y2-#E82 zM8Sr#*NIz8@BM6+Ys1`H&{qx@`o1C63J-sKb*o}{3;%^6!6J91GNiEDv!l(owx*>~ z#X$wM`1gkl%Lic<;uF7KhIE`1BYiPa+-PCaivlPG(dwU8-?z{6%{rp%qK_TlFJ!pv z7J0V#1YyyD(e&?%83n^C{ia4Me56o`ez(Hx$$n6;3UaOQdw-aFf%{hf8O^PsxHb|W zSZS+rIIsQiRK?FQhfA8QbN^=;^_ojth>apDfwYdHj2>GLv<133^2{E^%g2MX+96yw zN9s%ch~TZuB832@QoXB+%!Qh&M@jcqz?K~l7aip?S@yv0gSM5~d-mnNP1`p$s#n5O zB(rgm&EUea@WJz(;>`pp#*jy;hz56Ge4SH|6fN%h^_IwgC7+K2)R)JMJGJ`9)6Y;Cpk|Zcc2tW z{Yn5j@pkr78E8JfPZaxcNB?Z!@ULglpBYHrt0frO(NWpuf8U=huucr#E%k)LvlY?XGCE5~t6^z=O*jH&Ic z(Lqc*MDJHh6-M6Sc?;9X?=gr-sNaT3!9z%F8->o}6Cd|Te`T-VT$PL0vOJ-k4lY_< z2eK=O)8gF_zHh%Tq9=n>FUgy(2xkxn?S!A=gUUV~+F_jJK(5~~{Cktas5!E|GT&{= zlPf(B2jGFaJOM=uohC}3#Hpw4FpeF{MvutCXz3PvtwldJ3T}3}mADzN^C&s2nTG&5 z-S8+92y&C}iiSkBt0IvRzx);z%RoYRf(?O-kovb6Rs=ffoq|7Hh(h55ww(^0a{?8W z+DzroZjhqaSUb^?qYO)`bL)yRUmb`4@*BO7lj?Ijp-&I*L-zUCa?J5p!?N$|eoEcr z>$mlNZm_lt$e_)$8u$$@@A5`Hf+I+Phe6>#JVYPhqV?0RU-(ax>d5e#J9;YliVQ~O z)<4AIg>B6pOHb#>Y`JL+e2@<-{(TSr?A)N_4kyCEx_bzK-=;_}DbiL;-&NYTnWv^= zf7O0?cXP-qU#5ZF^>A;0*PCbdAv_5v_2%=|z5C%vk0kBpDGv`CP2SUQRe~4+I_>ke zX5!V`O-0!cas2dl+a#LE43JCrb6!(H){#j}8v%1fUis+4PgleqHLM@*E>qjAm z80i@|21WsQ<2tBm5#J42O|I0gsO-+Azjy9cmg5)Psf5NBHfa~ksEf}eQ?fP&l-$?V za)DS2XO59@2#PPl;i1fYqV!=k-2%Dv z2vc=OBGa3Ya|Y#-zXGn2!3&!`Z9(*IwO-gOL*hrXAwnPh(QR}j=^Fl#q3{)wzjbUSJB;IXt@iKVdq`2ty~}}N&|5ng zkpvacv1i33Z)0b&AH(Tn*8`2G<7&aZPTt!R>-X8m>G6Oh-jLK>PFaCZje>Lo( z6!V;#RyJH;UkHq zE2q|Xm5sttIpkJ}0zO(AvYms@;6FpTkr1S|WG76;Z>ne__Fb-l>+8LU3CU~FS|T1Y zKYS0slQx^4=Y}#hPri>>o*SDN`0u&tw}CYfr!v12q1t$dsWaIa&16&=^riDjog8eq z1VFEdC$hcu6%W7d0_7kRm3Z5?hDQA+uQVGyvyRTncSHv@i>2nMbE*7G=WPOeyTB)> z90HEuk~aPrGV20k9YYZqs;X{P9uzY{!GS`|g>4Vj@Ibh8C0Hg?$7A$>A}URvtQ|ud2uJC!njssFFi< zj6Z{s%!VZz&%KQNM3^7pSrJ<1<)^uE3B*%+7{2GvsF`j{7!YUOkN5NFl?1=8nAcnp zBc#h;XJNk32voqkv8L+#scrAWzW8iKVzStacrcHa=$?^Jvk+pKL#_GbM$vmygEBY- z->iEoA3&L1SQ{_-bz#TN04*c>WUTQNRkW@f9B)gZtj#s-7pO16Vn#cU6Ps}cH7^#Y zRC1ineLg}Xg+kxq9K;CO7gTNH=?*8TG7i_8n+l=UdrTT0fMxodW1y+r$^AU$Q6-NB zW$b?F&bW@$A}{(Dqq*T?asioxEkR!H{*vdU8S)X>t=%x)RD0URqv&K`(_BT(PUqT7 zbg?uF68>xZXP9-4#$}>^!)3&2&!LlYn`#KYcE?I|MYu|-6#X-hv$7V!!X>XK_M53& z4CxVZZJ^aDE48pMnQI~&!El8zkY8+ymvlt9VyR7+wsHV4;KgJ!J_shnKxYw;M`hB? zX^Upoe$rNJ+m!1w3(161-dJFWqS`;W^ZfRPVZYUm&R$yPwx?kC%iRf$;?k($GgPI5 zdK!S}0E%v+-M5qA+dL0LRbd6X->-0^kp%sW*S-7eP{u3?52QZh!9v3c?TNuD+egl# zJH#4(KSe-08@nJ$%Fgq>zZM;-@0n3tch*io?A|Ik==1d4{(Da?L{EQ@nmTE^4_m!5 z8-x{DPoKDvF8Q(oCeQ2q^w$MK^IO(4?o0Gli_q8Y>Xm!0`KNw44vJNXGNQ^z4c=~A z?%=ysP_UQjOU^L#F4`kt*Ezy{NzMVCB&=X<>FBwjj!aph{1QBbf)` z#p!z~eXhNnSbXe9{8{;t;MB95@@v4>;PYpQADTnCj%mf7fT0pPb^U-;SbdYk{7g}|#wSRv^c z|L7j{O^GB$FF{=!YoW$_LvrJZbG7cHWqzfZSi0= zc=5D^Mrh~9N7n`~?xM50aKl@dT5M)B{E8!aczJkEJJz%DxM55Aj0Y0XptEOr%?s(P zETyyoM$)z}9U}WnZ-enp>7JoWEqBONNiJF(Ua;cUmx@x*XV|udb8*9|OeLe7!rI@3 z;Js;uN={?w9YH~B+ptom86kzcoMab;;%R;>dG2Z4=4}$s#bL+PteW09WjRI8J-=ee z8lU>Z&Cbt&{77K=D8I!1^LPwc zgCdJXxp6oX)OUEMe0^T8Vo#hcNAqa|k%g71fldrp+UicSm(QXk_rUnW&Q_JX8IId4 zB~>HL&a=?w*Lr%L)s$XIJ{HeS;h*2i;0FF}j+XxWg#D##*2%=_0w>ty)w44Tc^N_y zT=TzsJyCQd>vhJC_?eU|)paVX>49Yq2qPvw&(>_@=95R>DE0f~ZjX-DeG=cugX&W; zriZKOMc@$+ekvha2=aBGg6qhh?BQlno2$hNvR?;;+v$Dgx0XaEZ^c{%{jRCL@D1eH z#Nq3hnv^%@eHKz@X2R!bv2wcS>iR)_$NGZ=993}H6YZum(I)^sr~I{^p#L*8oJwQd zpw>gPO)z5$x6J3`_@+jL@U3j4ldx-{X|MP(z5vA%)HOQx?ulRkUn#6823C;Yd)?_b zvt<|VLIx$;e}?6b(!JG#rG!MC+vPsh_X00DY)H#Eos|yM^c&O-r%1A%UX1>97DGvZ z4)5{$ct8qO_#C5#OWU&p7F2)8u(V$M4Z~JTasq0wAHx>|1$+R_N=? zd_!su?0qgN0N<%IbRW?*MG2u>X{N_>n#LRrtB~I7gYZ7nJ2B*A{YI*$J!9^^Kx-dlNdYVCIU1x|l{c*MGMTkcztW410Uy{8Ws6EsjThzc78kwoYc`VpDNdx5lXPBY!sO`p) zj)a}wuEN0Aclq5_{HRM1FwgH`h7r&puw+;moRF!tTGkBJaMGIAYt;+$@vZB<%&^~l zTr{0uSUW^f(%928>G@!P%nh3zIT=CH4me1BKd_VV?O4#|?kGDw?dvn6%eB6Wm;BBhu@Ow=$Egb9K>5mo zM~l>lrHEC+0Rol*?1d9Hy;;E$)2dUwpPc%8{Nz96#x|J^%q1;FYQU^fnd z%Bbc+@;5dc45z}d0_ltXuW!lwdvGrXkiA!B3u;@h2b=#|qO^N`R=;C*zN<07WfiDu zr|b;f-}XKYK7mn$r5gTd$j4F8w|_sw-*O$2{pEE1!9U-XrRg!q|6usi6#-|94FA#p zQ2WL16m#4u0+ewp^2#1Dst}Ys{+@;?!5M;`wCBh_PZ4gE&fx^6Idm2I%WXwl7TnK% zeP31eIjZmv^Rd9t6Q9~YpQN1&pk+ZjzuEPF)RY2qRePZQJHPQG4p5Nz4_;E*T>Pn& z|FErvn1=m-v+tkbe`W7~>|3_*DFyq>j;AS~9u)_^_=o3{5~vHGM^#n-`mcY6fBu*M z$3Ol3`sb~M|NFcC_kaBSKmWb$f9{Jd$&)Ps4gVkixpCaLY2W^B`%VSe{?B={ zf`fnm?eBhnclkem-~ac&yZ`e#?n_quXUF~-^yHuZ^`CzI`um1|E63&EvMyQIrfjlg zYsTS!i_+m={we-_ySgMTx_@2%>wmfa4gD|w^y*;fBvT#{yATg^WXX+ z8P@*|9O7U8Df;^dXrgb1fBk=<{|)*5nq2?-_qXqV-}wFajsHVae>*oVWBNb06#d(} z<^S?ee>+>O{|hbuHOkMje=Ycb{54BfblrbiFdOsY9|!;E;wrNJXN7;uMxa)}s}%Z= zSN_ML_(wn2t^q=z9?$>W^zYmLv*C45|8DpnhUFil`0r!5{^z*-$NT@MBY?k~KB)?L z8meD&O~BjUiRel-{(RDU`nBZ$+_V4vDNh0y|9+v{$5a06w5laM16LEcN-Meg)BHAa z-T9Qe`?r`DXGq}P!lm)ZhC=Y~MX^J?phkR*?Q=D+v)<>@P)0K4I&$Tj;)ciG(c?}+ zcGtw;!}!E$2s}sux$2#E!yNzf-sF+>*)fH9*}4CH!M@^gZ+NsZogKa%n0B0OFdvW3 zv>%L<)t>xkxVU;+g0P<1;5i3E(Cz4y)7y$i;WAj~Zvyl@-!^KtkfX6NY$xA4OBWl) z>PMyM^{|ZNuAsrH|0WaBD(O+5u2z%cBZ=vVCfH$EuaCKBj0xu^c>rK9weN@gFc}t@ zg-8NI&u`qHBvKRZ{5ES$eEzR*`!oE^@d0>FsfWX&09%<`=`EY38EwkS5lv$rQihI)c`otZ<-c>iusD)Am+dqKxeJ)14H zJHB+vKSSYWxme}JoZzye=dT>;B$UhbIesJRnoUo^(4PY5pLOP_>+5xAIB}5XVB$B5 zyuUmLtIhrR5CrT1L3qRI?j=q%)9XiDN0D#2=Gko;FRiwk=|@i<7wq@1RW&l(LORwx zBJpZC5-V-*;W#yV;IwbwH&xKT#hwk_bmLR|%toW|@A8F16mz~y^$>XH6g`?)*<1pB z5VMy55ZD&VMF_!d{^ndYe|Qg16ct|T9_ayKPJC50mD@zDTrsRT9g6ikc|lZYi+r!X zf*`LWbWNQFg&q1^e{5hVp;mu`s_S8CwNc$Og-tx!-$#t5h(8cWA+~_BBZvM7DuH=H z6ic}w!1R2SnJaB_F4b!1%5uT`odlImQ@aO&A;1{cUb%U7rrsj{8G?&slETw0XJSIt zL3H8m16cN+Z(t+@#8Yo_8l_9(^27@`7l^A!q`tFNt=E8ym9*(Y@>zQOOTghz>KwVU^J2srryvG zLH}}`8B1k&GR5!0^G1R=Jqk;SZCDYzXMTUASe^noA}{hC5Hp2X?1ey!v1Zz$aokmT z`RnkJSb^=x)l>?b&U|@%@Gx>wbq6pfj=o3`fDIU;^hThjmuKV>9_vXzH{v;Q7TxDb zWgHg}QJ@~SelgB{Us_KT1#m+LuTQou(K!L$s|v=!=eo`3lHy*MUf=O$f+>_Ob zGCRjRNtVK&uRo_oBh2GC;$jEv2=C5Aw~cn6v6^{94+)juQOxwUd$$V%eSqC+qWWGc zyEXn2x7V67g&{X^6M+~}2=5sNK;uZYXdHUH2`D-Ui$gNl2ddT>I``7mk-DkMJ^p4@# zDAH8h=j!tP&Y5vG_}`ROZ$AbVE1H29R4y)FU+uU)=yS-(w+5UqhzN9aADC+Fsu<%I zwC*+0K2MHU0>#)J{EVGiWgsX7XPQCtrJ^4)Z?1W!whM<;G2sv?f8?Ske14%4d=z}R zG3VYRhnSdkKQFIf^X9-51as7ZBwy{uKoZF04qS8j-ANs%iHfW|D6Uen9Ij8YE`r!s zuMvMmF5R74J|~BWk4V`@2$Y{S<#>2TdJk9PuG(v&7KjH(l`;xig!W6p1BXTst^RyS z8>5&$js=3w=CZ)vXQ9LA$L$EI9v&A#m-V+)Zz9Xi%tmFzCUc(qGweYAz220G-bewf z(D3?em+A>vrqwISL9J3u7pGpc{*}LTp(uq;dO9ca9+O4vsE#|njXV0k{{7Chpqs0_ zXy6QmDl&z3UG@N?81E_&QOkr}{K`U3eT~UqTdESUrHaOgdFZ1Ws?~}C#t^Q7_ z*i*8a{~0Ea_e3r}$KiL^Z7W#>k)N=ST0w=Rk9N;KjfnWfZ~*C}K1cwMacOk;-#p`m z5~o4)fKCWe-48J87w8SHOhA-^aG^*GBJ0N4+8Y&%pMaD_EZyy1x0M-Bz}GFYASux3eHH|F$2#Oj7?~CuJ@lGKKrfQWg#f?@Iij# zLDB_BWK%f>u&RAqCAMWwhOateyoB{1Czj?Z_UEZ8R7XG6OxQX02z*a|!)+Ac z1O`m_X9&f|ESv8ju&cd3XVHUg4 z*+Y(@WNePFM8AOlfV}vTT_UZNDKo@7Lo~Bmw6RAJkLEnv+oZG$JtYC9`1GJO-TSf8 zUvDRBNCvYCFrEZ06&eZo-a`kiy)FU^1L6RQy~k@_A|(u~el;gzkzNnUs@z?&%qDlP>R z`B@F=pX1fOS2LI*hYlE>!02FJNvLDb##$G_dH9}6)3h~!OrE93#byNb3Eq%7kKlc7 zFs5(;=@Q-P+Or~lIoXqH1(aJ!K|Me`_K4DC5i zKk)F1xofWc8g*0DnZ&BlhyII~$tFtkj5)@9JwD{Pfc>|>`-ck)vRE9aWeb>`$N=IY zx}3_F>_x=wh&7~iFNqxm?pOC8zR9;jqYY1DJe?HSkUK(0IhCOuZWX;#?TT^WN~Q<@ z9-isj{dzW^RfhMt*Ab3&hWL@|<-N_aLOm%NB8)jvwkL^~Z9NCpdIQjToB+S1us1+< zEJ*@tfh+@ON+jNEF86G%01hoR+{$fc2rUQ0FJ#tfRoDN$c0LPxSi>cgD!N*ap-H}H z4|0EIyUbuPl;r|O!T>cu%D)re?Oaze^`G`Kh~G_YyP0<92UNTP1Urms9$?;XJd-*s zogp))1YxoMa4aDd}3g?Z!`RrhwJkvlhd1|Ws(3eK<`Wh@-Zs0 zfOXt)aCnNzbXlM$Lo1f(AMbIGo4oksQBS3)85S3%v28xzmOB~?H4M(N ze4eJqJK~K{IoctHpWc6Cg&#-+64UJoi8o#*F0%_pM(!^BBH8}W@W#K5sz|^1J7EAL z#|?mPViL3RMAfBpG7uh+V`!gO>mne`)e+wPv85hB>5Y|v!Pb|=)8$O zD+v2Bd-TK!m{A;rABhnv36a%T!FDXR@a6=OHrCu1!DzYq@*+d+*Bg?|8ZW?zy;k6F zfcRuu)~ZSeRJE&4eL^ap#c;sPhe04f$5@a=TGa@9l0X`~ll z=UKG6jDZ}2(|qDr&G#R6IpLeU`OchmSgzTFXv6~4vzwq(zQKl;ab91c+OKa@jy~V& zH8+%RYE6I=e>1?}oaxIRNR!?t0JE8N1rsW4po3-o0oA~%XGvuD<@46OYH)=|?zB?{ z1Q9)yZGfdftbWxwxPU<87Eon=wbRUbu} zKmO((K%1<_5u*Fm>sA?XTqs_{|L9hE(!3 zo@rp+<_Yp57^x(oB;nC+d2cnI8$l7=;vX=^uVDo=$Xy)AXoB|Q%2RUrGVmu0MbFnK zNa2P4ynorT2QWRQtFJXpw<>LHg2c}}wLPon=a)AUj%+kb8#GV>A=PnQP+{w)-M(W} z`XqUjHJg0bFe{&iur>`Nx}SxJKkJW|__w9MeEu|iE*jYzzyCWy07l}HppIA%se@-e?F?JtDbW=bB~oX_`*ZCmi7woFDd*u!4YN8p_6X+y5EDca#RZ) z%|5w6(qo^lPg-uSY#%k$3gdxV1WxE>Ll+y1ah`tD<5A>NFN04RFgj0!Fsa)8MZop~ zj5GjBIGbINzhnW}TK9AHrLKaH6b3z=oZYN-f|tHarLPTEKN9!6KAdg}xorcPRA|OH_4FoX4*W^X@~cnIPw*zbPa;aTK7of zVA%p#-2r^Keq7+9zbj@^V|JF5tY(RUv+&;DfrIEb&@alL9MT=ljoE#oJsQi@LzIsg4hHOt=^PZ zz8*~6nDd)A7yVYYwbo%0#EzfGfMhEDRG1?&g&+t*V$mN0;NEX1CFSt>2r@AxzN}_S z^&^I+1}g3$_cW+@`H~>Z)*nno6K}h#R!~|#e-8)6Ma2&Q!P2pxV7@BJl0j?y!rM1Epr0$ z#0Y(gMuGcYHi`z)$;Uub*{G?(p`#PFZ8d z_^-ct-kv;u_G&iC?9M}^qlCFYeeXmG3>Qc{LwRXq;&+(U=V=7$LiGh{OW#gVu^o0w zVnw3_O8qm;dIdC{JpJnYK*k}E;-jQoIsgz=7j_&#oP^v&DGrZRn|0F!CzS+7iN*aZ zY8V`+l7{We8fRhnANkGq|Bew-JfrM%9xWg#{}SF|pa=}Y4lIOR67^GPtnumIaoDOZ zVd~fnwEyJE-Rrr_Eq9i`37Y*q+BwS9IrDdoA!)c8=$V1Peoq=K0e zZR8;@C87Cixq2$upbQ9fD-m8mBRErXOa|ojv7T=i`dxn$qj$bnF4vn58nLeP(!b-$ zH!4T3p#Sajs(58GmHkO(=VY8&fQzgQ`{J`1vOj~Ra#ggOpmRE6fgJ5I24;RKZRrrBfhgV*ez81zeSv-i$sP_zDW8gL4 zD#*I!5o!YL z84yXJ)gbqSLPlF8|79DwJ%6YP7tC*!oL%L@-}UqFAivI6ysiZ(oS|(tz;c&lk#>H6(0`ZewN(Z;e)mkY46kxg!Erw#MzA)kM3Jd8&-i z>jf?7k1T;z&S+_Xvg`BFN|Z&6R<(VfnMex3pvkHJ;2pDzKE=5drk@OAJ5p62(O zEm}<-{B;!AC9axPuRrpy7JjOK8Gs;VI<H1q*db+YX|B+=g~{HdI?d{R$K>$DFe6uib!`!ch7u8h^a0mGha zq6@@xP04BAFjKfowfjuwjDYI=iDv1=RnpWnMgT-Eu3l}Ov9hBqpZvPD!Cx>EuYKx&mUMc}5r~s) zz29H1iELKuB(7dK2^92>c6f4k$mdolJ2nDUjm(h(YL*|Q)v@Wh!+D|b?b&iN$N#2HX**gi=#s<>dT8

DZpW{qdjOkF$MbVWkyhJ?VNqClqY`-28|1U5D_UTFyh} zvuPk z0;;dI5F{UOrY2z$G7Dt#aW}2mJB6NDKp2x2mh!~4>qtwMdhjG7TAEOpC0>3A|0VfS zA|-F^wa9-dfMT6I&!x8*-JbYd{tUgIRS^5YzofS}qIDSP87r}z9NSGe^2|g4%oJCe z(I9l!nDxF#MS|qFux#F{*LDc4lT#UVz6I&Gj8okD#Jq-&^LjNgffptJ!Q~A%t`pm-i3Qz71AjDjs=h@v zNaEG2-g1?w{UD#hD!bC-7pD++G*R@9f)&cY%lLZG;`hrd8NAo3ndmW&SMK}S=2q?g zh>RqwUG@!hknks$O$v+k$iylA?hFs?~21S;*+i@;J}+``#7& zBt#-_s3vBO6^emJQXQ}I@Y(e8U=Sh874~lC!sDy)nz*D4CWZBU0e;1p$kE_5T5v#pyuHYn&_6d%$9c*AR;hLe+gQGdUUXn8zeSENp zOV)vtDT-a6F&Xg)41;XtGk?A3&%l1jRDmu%4yK?h$S2gKX_vW*it9)Noo$coOXV6qnwSml9Fvfw(J1$hj>W=fFyn_CI z2cHJU+cnidjC~^kUf+Q7o4DfI?;_*awq3t#=Cqh@Q2P^48!x@yXl}O*1y9nYGxEZkIx%WuzbRebk=uM^K93gt(*W-@tjriH*_YWjR$lGNy~5N zXGK6m$|g{BD3;SEI(;cLZ9N4rl7?hWLd`|_N}owddme!#^wPBCEr*LJ?3?xdUaz)@ z3Fe(J$~ST2G|J#?f6J`O;4-8-1G|xwF42I=(agtjcTWwN(0UWCFGzzoHU51B+RW&1 zKw%|k4E(SDZuNx?AkCWbiz8`6+!y$S$?6YyS&RS8$OyQ&ms#)etWCq?Oq zfYM2P_sre|R9`;?zvXZpFh4-%E;@kl)0NAWjqXx)SqU_o-v` zqf`tp8-eQ&~(4LpS6?ADC5F#I(GcHGkK)3Sm@dLDk zYiu40dM}?YP9Njt4rGa|k0)JrV;y?*s~ROa1X9d?wJjz-79kAt)l@6t5D&OK%#rih zOyhw1m^_gtM}FaX<<#|q{H#GV-*H~m+99Csp))XpoS)Lha|IxtnNHVy_3qe~UArLX z$-9Rkj6vd#253#0wWTSrZD?t)nPmlrI}~d&)_a8|G^?TNh{^mdVJ9D9XClWlkReei zJQ}j5n=KnSJ-fGlEymJ-Sa|dhEe`L1jXKh6k6cY)>8Uh=PVhjV))j+JHGmfdAq7Itx~h&1x!uh7IuYZ^FH>6OX8PxnuFd2 z8HXgkh5)y(Iahz*5b!tRLt%LtDa29A-}9V~**8bSp{?G#3fOVNOj^E0(Ks*brz$9_ zMEoI2hua)hEIIpv%#*k5Qxv^}>U;oi&yCI#Ruw>p!+;dt9r4XlS!mDx}T>` z_YOu|oeqg;e8b^hAIlQ z6pcZGX+DkIFL?d?f3f#wy{Pu4-0aaULG}f%7DaGbyr8!QecIGewb< z;s5UBKHsgXzI|=L?uH)>A7JC`ElN}}GGfJAIYjbXjeMK(UA?zsLWyE0UVAUuo&L?p zoMv*izGn=Gg-)i~{Iw=w6nig_ujzrn&+Q51<%@F}+ui%<>nu%!z|$K=69YtlEFuHF zO!h%8!Q|7o4+XtPf4D~7`I9@3P=OISY0wvvzU#(nW4yppwKKXA1D-jP{& ze4K70^#_DO!DjXgh8NfGl9pP)-?VK5^6c%+XC}p7g7W%fXOgju47rR=F z;uFZu?`A!xlfsav$E&3R$bYVxNlX(~1R=!yIO8w?=@37<$afwv&iTF1QiRR(1&wX0 z8tMIJX*-1+HDLHg`w1p&m7*p-^E7P2m~rRyb4wWaNkv)%Xn})^#c8_RQ5Z=XBGPuO z=dHRe=6BU%5$<2IU$TvIuYL`ols)ZMC?Kbx(K~E9(E)@({Qkn|1m20*0v_mOggUPF zHfB9m5oSSdDP2^ubUy|6-RMR9SfwMrjv1!77(#=ikk!u(Fk~)|?!zerU!BC;r&?Qx z3Ue)ADeV|r56#dc`=$o6Ds)O0;OiW`a&eoFZF80f$XQ8ikzx>u9h;)$HRPjv#|4J$uZGQ_&QrZvcN7*^?esK@Hg+y<31mJqof^F z^+jG9V6p{b?0UbIjmiM7bddV$K6aaT#mO^x3B@MAH{SjI)l(KlwF&b zW?%GsIgl^cQ%<#(7)~gk4-+9RbW?OA^i~;My$L=artVf0cA`9PIF9FT_dZUXn3*ub zhie35SS%Cf-b<-`k3F_#s&Jc^G1Yz_bUE_z)JpXwU6e^L1Y%jE-sm;k&UFvrd97d+ z0Nr+sA~RDKuxMCvp8l5liM2Zm7+ zp1K@x)Yy^n8vpBvAIQ!)^vQ|(Ycj`J>il7%JObs5n|3RZMn_b-Ti5~pMP*cxQyYD3 z?eo>%I9_5X=9n-?rD1KT-dV5wj5OY=%jd8UW!KmpRYX^^`5tj#Z}wZ%R8dYepZq%S z+cOAk-@8?O(dJ^C!gE%D?+_m@bC?o~IQ28)Ts>T8>k9t<-7@vS(kLKS z=ztzu8a*wM`aTAh5^&pU<)Ov)n>9WGTSaafM5W5zKW;>G7rgpznrUQP2P&G8+B;7#LOLTSBh!sC&+0%r_$1R~i_KgO+VJJ_Re@^DVm&vhazGB^hFR^H&{hx|NVo)Fe4qoE zU~JjDWvbttKzFsSsL)5*PF{y}z zhzw>?v6M2wGd8up@(|0+LopD?{#M3ZI8Z%-UeH|Iso4FRMW2KD>3f9Zz6&K~kUFR( zZ63P&{F3zf+4RUUFRi$B``&NanPn7Cp2mH!o1=5uw^?0>7RMdP8#P5e>VC$`EDFvz zrUTT`qji6OoBNkc3LXuB*`+78!_9V^&I+GRSx3A5vz4)otmc0<89YIrQq`#>?VWBL(=yqWMp6D zxaZ}^N?(df0JaJrEy(q23kau0br`86mXa9xBgf)&JaS}dDF3L|qfcis&%g0>@`D#T zxbU%dX+m>EK2Iwj&wE$&ul0K5< zfh3TN>ORi8_jg{amE(%v-j!B24RGtx5oJW4-Bz*d?ezd^cmG^-13$A~-S=cHS*F4- z0?0sWhLb`t>-3b1wy>5HA!PgvCWL2h#Z%R#LSB$pKP?nw_VF`-9@qL11nE#u*7z5^ zp&hpxU)p(jK6`7nbl=p7g*Xv0Q4ddU$f&ubbM{CGem1Hn&_o}!a3nTL!Au$M%dHa({~_W z0bF=`I2!K1ywUkJ%+89YQUwjfII3qsKdTc%AsLqP7jo}=G&Ncj)u`0M@ke=^rY{mb zh{=gT#FNHKppM)l4PEys{Q`M`AuR(f=PlPm0$b6H?ciJb#X{`P$|O|09mo*cSaj_3 zgW~X42=(F%?Xd1=FYlGuC40y3xbR{FfD}MG@525ed+5%<7W>GAf>&ndopGgr#SDEG zR=5#YKc9t9={yaWpdc1S&QS2^5KY-54JnSV7`yC$^RVzpZOYaLR zl1`kx#a1$DI+fP2@TdqUF+fyf|J>;VlJ z#&I}UuSRok^f-#fwVB(fSd_;mLW5wXa%g4cQ`W+tJG-*!YZ)L$rSrCD$DQrjfn`y) ztmfV;K`iW?T!-IYMsKPTLbv6zi?LMo14|Hh*=hzkSi+)uEImwJHzSO=Rh4kOzVMB- ziG%j=48z2TEuivR-ITHkQw2~F^MUqd&9S+c)7AI@*;szOLB z_E)}9lVsg!%bRwadQ|m9ApqZ8K>Px=b%juvJW(mwja}Hs$O&w?2cm<9oN(btq&O6kO=|Ecz>2|K- znK9?yZwbA9@=$Sn^5s$se~azUj>?w2Esr;fpJkLA*Ky#FXvG0zhcdoxp@ep^v#iCt zEG17TnD_lN5u=1F(K~$fcPa^V?1SD?t%2G>?=7A@B{QoVM^BFHSeGq?eHABefa~pd+LNF5`+QIH9u2<2q|a;u7;=N+ z&|+>m6ku71WuLjm0xaCNK@PPiw2A26#BAoRB^6+IOn5x}=-$4r0 z2Fgshm(8md`%1`O<0EO*xqvbPiusplC>GEQnlxuRl#=i~)_%TekAY6hkJq<1p&Hoy zU~Vq8!KDy2&n)>$BxgdJhRw>IW>w=z(8#E?mBN&vMFCpcpdIv=qvq4seY!{Mb#_E& z=TvA0YGb9uqKCJdZ*DX9a#r?Cq>tSJ#3WNUKZT__?6sQSQ*t8f{%asqn+W>`rJ@$a z6iah%KrcVIFndp{ECCE@uXRdZ)@mQs?Q=c0?GHS5tKZr{a~UghKMh-Rd%TN4|0rLxm%dh#Fj7{@(AMud>tVQ?$g}>mx^bzx z^zF_JR}8)JG!Nh*fibV4IAb+gthovJfC@*-!BForL%a`<7py9Cvi+=~-Tu5Q<;%{2 zL^HWq$<%uepi%a_*=7!oKz|J}Q|=GW)fuaq7bhT~zIP^nZQr}>c=39Y7#%El9yb%w zcWd7Rb}hG0_x)DdTR9Eq@x1|!T8mqwT&0(KHe+4$gr)wboYtDZkq!imh2Z9c`=$+T z4MHzWFTIY-x6`H{ie>O3O~VjFM#4SJ2eM)mH@->*Fx5EQ41I6PGEFh!oleTbnt=@J zt`ml^5_I(|YuQi$>d0t|%KkvZr){5t^i<`9r;S`_oiC^Es#{$%0#*3p^Jjpp!v{-2 zyTt2&CG3N#4bMOGyqKxYA8Yf2MRxp_Ck2@!>=ReoD<M;oKblUH#t45U^o0%3b})bif)!TdlablnT~ z;#60OG}*FnwOffe5-Ezzs-XH9PefhdCsXE~{d|`_;Qq-K9RMLmNohW_*;)RL+~vr^dSzapwC^{g7ne$9?Px_s^#=OdLx=rm~zLMajODdy9Y8`?WF> zuUod^k7nptxuZH5+U~pFKFbgHyhzLL@AN6VHQGq?6$$NA`aKW3LzxNg5ETxWcS5*1RW|za?Do!LhOdYY@8pFo zpPJ(K@>B&UIe?j-qDNfi?4NGgA~}_^)mh>xL7!Hw2RKf`fY=2jWvS6ejHTmqgP7an z$yHcKS+hp}p5HY}(1Z!SOG3ZQK-cG5?n+98P~08cQR1))+b!8oQ>;}-jb*;h?>b=a z)T@f3?A+?7dfOPqUk2E&b!8UkB@H(YqgFV)*3kBcg7=yt+>Ge+a>QkzS|J#4=KUs0 zpKMC;g;jUavnENp_GIm~V8xXGl1T=aL5~`r&HNCi>5k z$F~&s(-u(}fe8!fb#Lz*HJE2$v!CSFyecQBVWW<$bUnqiwq>uSl?vo~_vQhOxuAdq zk`Q-BG@0FYJFTPwkL(h*O$gXG?>n32%*kmW@x$R(-tI`1tY!Z~sP`LEaJ`NmU+|=m zuR@S&9TM6on(97Y-`RZ=O0+G{;c)~rB+hX4V0!kJuH>^TN1*cJNBYsf6CLN9h*YX@ z(jRAUiRvnBt>K%KI8Jcwpt60)32oX-g}nXbrAKU(Kw9~<=C@9uU#5T8HquU8r?c#P z26+WTeQj(S@n_18)32d6LU~l4OED7a62SLG`o_@h6D}{fm}j+vrkD40U`>{w()?zh z0zACV-;^m7XjUYAeO#zilzdy70jsg?eZ(s^OuyFJxzKu8(I+*E2aYlZd9(*xpDZ=N zg%=IHw6pkG1L9<{@+ZYMk_r7sFwc=>jH-JCK#A+~=RwByH|!J``o_mvN6g*nrWX35 zk%z*>ZL^*uo}*O3jLoXMZ$SrqX*TSDVtRfyc$lm7QO~cERR`2QRuSuw7mrz(PhB%& z-u=bpv&!ZWq);yu|DpyhOsn9lRk|x95=U?-qdOZJc&3t$*g~W#s}RViLZc8Jzl&yk z9lv-(o|cK^;ND)|@La}yzi9%2-2mf4Z*H=_k~DSSddp|_F8hI$F87B21dOS3 z>t4FpzEf>)b6)e3V&e71W3L&v{tl2_pGZlMjA6V6LSu|0zcP2sM^-X2B0(dC1!dKg zvl)%vCk&k;xUJnQ)ST69Y(!aumln1p9~a05kbFcM%c`ak?*jrFX5Z^x|&cna>SXvPgQqXCrY#e{-##ao7BD5X(H0=5@gBJ$RG#bc?$B zLSzW~?uT4DelD>}yFJs5(+GUr%A%|MVs5qiHX(Qg2t9)A_m_K3%DJbji}EVF?XSV7 zC0k_Qx3?#3q-IZKIxnl<3DXc;5*?ptfJ9l2>R&zcmzbX&-#ptCecoFiTHhFK9^JPV z(HDiiL0)ibdKnV>$topIk?tdaHJ88k08pA5epxlxe}AukpjF6cmr(0a*WJ^*ZTlGB>LJ*F?n}_{SZIv6XO=$(LQ<%cA|U+Tt%ug zfrrwesHV2ZZ~Hh7?qCh)m8?m>Js_yGCStT+^23eg@ma1OAVKP}D%XC>N&C;G1j zn4ApIY<9gGF_mw`P(?vx<@rby@TUAmK~`S9nU2EbybzxQ}_w!yQP+Uu>P@zzFmVBq^pK7;!s(!(WhoHx|&d3j@ww>O9|BSNF}Mu`}gTMu|| zXhxx@d@%XV438m1qW9w4TaAx8eG26IOkj6GyG5jHM#V zz*I?5m2;zawg$51Mgt^gJa4pQ^Zm>|z7+RZ>P~fb-d;P2jtT2dAAffBrypPY%V<7e z1$ z_rp$u^<4NgUjYeI5kNTZOZslSf|Tmbe)RAOFk~~g4V$)MLPi@RM82tMHkNNM__y7* zl@6g@$+(aoh;~+?)uvyLb9$%wU3_bmoBa#Y0b&aj$beETPhmH`vX zMG`oA#u7?-8ZX^|oz_PfTa5Kk6k|09(?+Qr1syX!aEqdQ=^91&>KpdHGi(8}kK#|t zU|2u{J^;dwbZH@^%CEx$TtK_lexyZdk}lb)<}suEbE_Hbhi^h$Dl#!3qAWzkK`Gp~ zt*C}J~ zRY-NBm;PC4(m@TA?P&PJf}()6Xu#i+1i$9FmKTFkTW}iuTAE#*8bItk?+Ei1LOgzm zHD=mj{mqLI4Pw5JmgnK&zR`_G`uKz^Vlq^Pf?n|9&VK@EC@pN+dDD{F&+dO=2qu{& zuu@$|s&CouMc+EwwcD@jG@Wu}XPaE>#C+D>Ga#r!5OPHJYuIJv^TCn)orZW;a4c4Y ze%+|L%(!U+tRB|3*Gfwbn)3h+ekOtzGGg1-f=WIrdRGTwJldr34U-m;1F=G>#&!703MAJIG~wPG#fI9yfoE z{0c->V5rxgz4a>LP5k5}xHkk*R@w2m%a{6ROXFI~D1r8*e$PGu0(95zE~ypDvox%x zsTh6|F_7@P#?0<&^@gvJM(*Gzb-ddXs}_gk0Xtu9sGa84Jnn+%v2*^@?zG_}e=MJ0 z!Ja`fiM}ekC0Z>RvtthRbDys@wAUB{xG(qR-+{vh?ZM;mr0Md0+2v`7`|H|uMmnlJ z07Rc|7CfvkE{5*6l@d{ZsCnbrbK(?@*Paxk;)$^rTQ}6;+VIII)!Ln_{}@f?HaoK& zL%+kE=;Q1w>RMYiPWIki)~{IE(0PP&EMjZKYhLEZvd*=wQ1wJvWJlspyFEX+V`{^- zYp?mzKKUUj)t#gt+ijH@@#40hxn9GN$VP`QS4Q+}0KJS~YX{|&Ruv&Bs=0<~03hJ| zO8lag)_#E!w%C=V^f&yT(}`_eO|95~C{nT8Dp!n9HZQ4$_#LBzk<) ziMIHxuic`+PUdANR+>&;gZspk1e5jMp-sQg$ExWedq1w+u_Xb z-+Xzt67M((@FV9c4yGj|!B&x@~`Pe%jPSU2gvH+980}1ENmUYjD+Wa-*4Z zCL!eXxuBORCp>pS-`!(wI&L1nrz&;)Q1U_~jN!GUqPhPJAD!#)<&gWJuY^Y&~Xob>=rY+Ca zj{IJP6tO`s?0Vyq4$d{V6!1$jB}KAB{+l{E2ys`}(aM7^4(s;nil2)^=m2Z zsa$O~Esg4O{pN)1uff}8+==Xz43s0Aif2wRQNvevl*C`jez}%=tET??PR-_A9dHKHFY56r? zItp>dvp{1bw*?yDin=zvHv2y6wAtA#Pj{m|ZvF?vsrrLu`?at6F7W#`cu;jQ@Py!d zZSS?Os8PUsUOqqoc)TOH2oi+v@&eELS@(O4kmo7I=JqSHK;-KEy|O_FM;z#;i@Dxa z++sB%x@tMR+;LSq_3~z!y{;MHnu@ZaS%K_;aJaEIH}_WN{I4O<#~<9>YY>lb&#W1! z60Yb!?#dPYVrh!mh+o^;Y8sMn?I~x~Y`X_Q_E?kWwbgvI->(`d+OMH!fgBNkRR2+N zQk>{*jtwZUCikLWVF$qCt`Fk1cOsPg1Ot6uHF|~75Yx&(R;qr$OL%6WPp@BJeTzaN z=uysp{k9>vnp$a=rvr?@vY$ya^H~o>CKb;e^2y<*1H^Z%D|Oy}Oz4AUFYPJ_UU>$j zz!9$8m%IAV%?qLJ#>j-hmF>Q5>-QmMF@}I1$zYuMDfAb#_Y#e7{R5!GQ_l#1qGI*4 zGU1fec0Y^IxN5E30sR&!s(c_f4R%3?0h|@@eUpURRZ&BN>Af)sy8*BBKllRyG4TnMu(V=%1%YV~^L>OlS+y6C6o;sA<`& z-=60#@M@fEk3fVEUMsO;3Q~H98Buik{nbaI3_W(7a|c!JNV6D_ahX>^cy>fO-PQcJ zRifU^z3Kb9umoslvY?;iw-NaK#gVFS<2P3w6St`b-MyalCy!-MIS6c) z6$v;G`>ocS{i+St4itbrk-Qw-adFQrn5i1{$Kn^-Yam7Vy1>V;lq7An+WN6x-@4dT<5lZbS4Sa0a@p(vDCn!FWItQki|@Ocaz|h- zoZoq$Es6A%l^MIS8G8WMJrK91xvTJ)sC?_;=>ckX>i*xkO8*_ne8B%2H52*IBK<&T(OFPBCpwuGM4%Q05dNh%sw< zf;bh>xzk3#+}w)IgfdA;<>d5MVF`dV=SV?c|Ed&_ze+xZJ>zl4;w1EJleM`yL8UGg zzCYEzABio<3s--Ij5xJCD?YEy4xMOvdbifPB4@nnKW=g3&Z&?9B=}wR@F)`v2W?&8uSJ zRr{*rO<)BQKj~?2_y@?V_kyQDy7aFVx#NU`(5O#`@1-ON0?f^-vD02{#g#k26NEK> zR!KesDX1gsOBLo1?uITKmZU_LEx2rZ5P?%R)gzP%jnx-jCOrY1ivSAw+gho>hUO^ln&|j#TcyY8ye{TkqBuss;+1R`9mp8(e;+gq@e?xi@WZRL0Fbf=MX z6tFdHWAMp;wz2Jr2|F2c9Pg(^_Ioz1eAyGgi;cRpn{tsc9g zTpYJUhi9F8(k+#-;6en(qek+je=+996fhw+;S2a%#0nuBR8nQ2&isJVP?EXm8C~1S zV3H@L6ZGkO$pyBo)XQ#eHx6VRxcn|>;v_Nd-1#j9E4zTzfWIL?A6P_&Ao;7VRD7Z~ z6(s3>pnVsXY#%CclDr+`iw28TYbj6k4I zDbt~^5i_f%J|sL(^DY^j%$wy1OSBfd zFsuo>pqBnF@7T^X@1%Pfz%wIZME-7oG~DLR^@3_-}oFVl@J};BI-I z`>6_)tRki(LPGab{W^&q?lR5ZG;6D>g>`qXZ;aYtO+jw< zAYuk1QXDoyFIkyJ-_H0OcqC4_SsC$KVTBk6|n`@=noThkH-P4sS? zuw25lv9g8LtO1+WQ*LXlM6Lg@k;x za-61Y_WfbyfOOwqW8>fC&E*q>vXjL9wy_K)2++4C^$c>HMOJ(e}f{_uoGIsH8|~t=88x;Jq5#RFCCE^YQH_fGB1r zQuWoJeaztQ$BhpQz=8>nRiy`{7dvjbKPw+Z;mgscQY$$Meof{cfL?e$y!TqjAF&LZ z?hYiX#8|+pJy!a@SWA=dFYoFup)XckJ>Mrd_tj8o} zf7aGJo1Vi=#QYe$35S|F&Z-WXbGdMY{sYABRqHPhM}oC>qS8@7^HhFP4-9H)DU&!6 z0r3IucCh0VC2>Ib%jAy0CFdghYHkO#lsHWORU=6+eY7=)__Z*;ys{QRQSQSz+xI4Y zw(8@0Zih_BeFk<@g@p}|Yka2K&M4pOe87NX0Tq3p2l}m6B^=CQ>2LEB_&XbElS=~5 zmW;#JgE$dv9^y=)r|&f2me=^g8(KGac{r?+h~IDi*}F<$>d)ih_(A##e$JEVtAGEsadPKZ4v;k63Fa1nsA3ry5d#H~(1uaf9{5|f z@hN*J-yJuaxHPi-*L&Kq-8CAvH%a>fIjZ0S_JPYrgLjhd+4o&lSx#LvHN^rkV1elO zuadAnU=Fz#8f9_N>ZWomClY#d&uD_b%DHi^TI+SE&63IwEWeAeo?PffXuLZ6*T^UU zE`T2aD?~yeUNh`Mb;pJAi+~I*7Fl)xJ3z$0{qNJ03#<)Hy=wdjm> zUcic)Gh92v{`PzgkOBW6oW$|h*Pt6nDK95QcEy`mpZz%}g?0VFbaaA`RP}$>(LYR? zX4(HIj{f<5$0BRi>)f1l+=e_^&i^${&SL$$NBI0cxd;E(lY8)gJGlq{*OPnj|M8Q1 z(Em42?irH)_b1;uc*}qIKk2dcy%b6RuU9Ys`FEc4AKo=+E9j(u{^vjb3;Y)hA!rmO z>3{k6F89Yj|M3U>7aYSGlA`dxy#zjmA~X(T6!za;qW(hDG>l>h^S75!^e+@fGZcoC z|J|o>@LeR0VkG`A*R}uU-#P35m9zcFKm29O>alN%p(*|VeK6+dAJvlN;Dz`0$Fz*= zyQs!L@-F#f0qmk!+vbmMteW+GX5XP`|INXEtO8soS>C`l!}J#rUQ2WQ1NiM*fcso- zJN;#?ld1S;72H)8{-OS-KeT`PBL_eK z?hAp_f}8vq6#w?|KmPu|q?_vGzrufk32^Ia{jUi8pa1iJq5kO);Lz^-_Y2p*e;+(c zGra#{`A>iC`Ty;I|4)AbfeD`QAAVl?$N$kF!2bW^tN!O7U$tV-KJ#xOW8EllKTEqC zFU=6PyTk<3o1q^J!1Q3K_%qLAl2tj%Do^D7@F8e#0 z!>4C&?~pw4-G&ubNL>Bbz)wb8k8&0ZT5M7D&3lnj0@XLAM3Y zj0zB%1Uk}fr-$uDwH0N*t9cU|4v{yW7a?!U@LL0e)IS}c-hgre^Xeo{`?`S|b`)=C zId9jP+S%Nh*(U!Pkm(9ajR{;~0(S(4nn39gOl*L^g~f zsEHc=6yN8=8KMI~VhiDRjDx7f6r}PMd>!cHG~Pnek{prrIX;Qz)K1$WoY&7a-X3xG z+oE4VgrAR+#X3ghqWY%e7qxRcVW?jOkgcAO7hlE++@A^WMqF&z3l#qu$WrkgQ2cjW zufadiaZT~2K2>QvG&sJ!DD(zw7hKc6mE%Xw@KrxlX{^E1)uCCkr}|dL zUW4oW=jp^hzfEo8+#Ib^c#bEOrrxz(<&+!knh67>(6!cjS0BskMp^Ii?$X!*8bBv4f<;!orYf;Hc3(8umZXMvt5pJ;7~QsTHw?K z>^E%Ih8P<)q{q~T0(&6q)E~32e)Z=Osod3^M!7tM65Yzg`936OL#ak5j@aK< z@6TKMU1tq(8iWtqmcw;14B2bKXclV%rLeJF#8mLt1huyNY*askw;)oJ-qgM`D?WI< zmR1Y2G5xbWuPO7Kho9FLLz^Vig&-aThwGZ3Sb1sljL$`mee9gu?x1aW|FdvI1ZpOm zkFPCNBDvh;-%nBfwDVLQT7B9y94X0%+@vD$V$uW<x&Q3A%edM%Kl14eEm@=!g)CBSu25ACkpG53#qix3(|KVK)0>Xtpq2>a(>xA`B zs-UPCr@rzC(Cx=|LVT|clmlo#-4dHBCsh(Ix*u9pTh`wjj$Ki;vVN8pPuP>r56C_h z_tQ4DK4hF#Y`*9aZEG>hP<&kt8c9she28zj;`)xya^FSKSO^g5^vCL26*w&K`Bl<& z4+EIl0KE|I)$z#iLx9&QBwhbrK9P?(D~*~A%!iq35{tP$B%_aGH*%$3hs2PH>uWoI z$)Izj0ZK{Eh*_T;2s#r%$Kusr#|h{|B6DB1cJ8np^&b93eD+h_D=T~`4rpJ&9gE_# zF?{Foy=ZFjA=*-=1uxy;EPfWR<6Vr9SLk6XPhk%)aXF5o&#F`e!Q(B_!>&s1eq@38 zkWY(cwKe9LPxO@9qrd8j}z8c!SuwE6BU=9=jo6SVJ{cwcvk zn)8}AZSfo|Atn$Ix3>}zNP>h z{|Eayf0nh!SSDF9x^Piv!`Xq1RFBQ^I~F>2cz$7xqVwYMz<`I~!`Aq#aY<5tysYeT zv6nRI6D_ZFGoIJ63u>kN4>osEra75QDP=Y`n|H&$HMX4D4nel3yJ)gQCAN z%*@!IJ6G48lP2@kmm}f7yRiEyAr9J{#nhpGHi=rCRd=~h3aM^w3%`a7H>SBNV#OGQF8}HjmL^wTHQk3@`U&#$r1eq%JZZykPnUu}k3u-=PyB0uVsh++ z9|jP-ED&XlxU!$1oWD7#1D;|395P}{>SjOoR0*qeA##tmjCuvAdDqqJxW-xK;qs~c z8t#>AatsIS_~+C3*D|gv>qz^eJXuT@Js$_hw_0_`LO1 zuMbZk`9qix1D4IaZ&j6!-lotq1gTH>jpV>Y!gs5bFp<)Ddd#L`zZ~M4KyzewA1a0% zO~Qwtl~7fRuOjaLFa{?Z6`#400gja?v zRC>G+wN+IR7l4PnELHLE-aR-Vjhi-sWh#5Dy_#b$G%Q5_zDlsV8rWo92bbbfyVzzp zbxwQKj`Wjr>GivVgi(Q9Z*rSn1TWUi1n3^w(Q@ZNB5BTM_{0bSf0*WRG~q)O)!$Fp zS^`TnK0P;n)|L48oY{PrjmI-cek=gVNzC~oyV@uEG<$t2$fPkP-Uio(x3)^smREC+AK?wCtz z&-X^NZ{H^r5!$#3DqXSt8~WH7`yc~<2BfJyMCbnU>G5f=2@WDFFRdlg@dMC_&(lR|+0@POXpkK4hm}iv&{Ht0yZ*8(*PwR}0GZ!$ zq@AjzHCtj)lOIOPMsv-*K-6gUp5NXFCB6@a+f(~t#2*URoW+DVlWq9gGN;>ITMp0* zS3Xd$S<6|YK|pM_^^B2#Po(7Xdt3ftJ?kiZ8Jae&A#pvg*mV?Sq07&z@qU~Zur%BH z8}QznSpO`1afH_}MP8fPx%_N*w~L|Wp^UgAU8|0O(<^sl%VF&ci}{D;{5Qw z^J{?=O2(jVA~ZfTpgPsJx?h}x2n1Dz@5<{y#}MI_Z28om1kz@a{p!76Cl%xFozfrb}dEH8^z-2Nrsu+T$l;F zgT7K-LdLND{p_p3R79G@ehq`fr9pJ!ndl{7Gy@oa*Q2T+5~~*Co77>OU`2!G(fIg zzlzx#XO(H%HdsPEl4M$S<_q}ELoJqDopHrk{uzxWKzh z5JDilH_#YN*QmOqt9H0a;(Q)RyUFt9#<)xk4XcdS!w@ zCEZi}#oR5n`um^$eg?IrCTMG*3^vtL?_oc`aH1*qiuk*}HQ)jF_jMSBMBhrrCfs{P zuxmV2!ruBQrBxHiXwn(-94f8<#uWuRREJN){1tQ3W5G6C2Wa)G*jDjxAj!=DuaBO3 zc$XDZZCSRs)bRvv=#>n9x?XNHZJp(JXivSX__tcW&h;m>O2sCVPu^1-;%T+gw!gv= zx^!C+i|NHXbw4$37$St7_=K`b5T};tjQiskDVq{L18?H*HoAW~5qpCrdG0W^1QKqH z?490k^SyZ{O4D|STzqo>Fz9^LeD(oY1oM@^x8kOaHvG&wJ`&jj$R+_Oo1M2O;=eg} z2=H=IVi|<{`WxQ=*k#mU`~~|<=7(+UMU#zyWj-}49P(Cu}G6u*tv zXl8}7w$q2AlW$`IrTD1SQp*9?QxdhmAaj?hyjE5cZf&!3n#!_PhBjldvyD7;mk+)Z z(ut0(PkiU<7E^#*yX!Zfa-4-M1TQhAzd|L_Zv|s;p{3TovMv%*oRvw~xZbSdo&sT= z-t^Xn)ptONra0XQE!%PWC}X7Dy3|kb-*JKO^78rW_iV?1TQlEEm5i#GC)5>+nf8G| zvdB0%kTXZ?YsvS%7#;_6nJ3Tr+y_L>dO{;@uNoX|J2my)uYi0I{D+c4JPf}+7U^AI zRAmh0d@XwStRG6n?>95Io;^SKcHc@kgmG*bPPWzjP3)lXEKfIdWOm8;0sb{}y4YQB)Y$bYd%RDXCU zqqzfa4H83K*kIWxG+4%6TrgMN7{|&E{I{L-o`srXqTQsXLM#q^VG4e!jK~+(cSB`s z-6{1;7<;9

%*+L#IgG>d^X}%7SjlBpm`=wLvgoKn;GRrtmgbcccB?igIFF$rB7s z*)}NuXr!H!z%ThMO`0YNf`RW9u9{bUuFC`I=veQG2x-_5Fb%!}w6tZ&4ODtEu+dmN z1tF=jn{ZsKnnMZ+J!4DV_L>)ACUoTbX=KZND(+t)G+*~EuHoB;i$QmfG5{JWqgQtT zgz+_Wzolk`JKBKHrj<{lc$?mH+KqC}^P9KMV3so9IUg#TtB%}lX@G0g8_elAzg}Z| z1AjVnIee64Ih_;jRZ8D0J6g43^(B**%hh=5)o>9JB4e=lCE+w>e3|b2PGRkTe1a0G zPLoU}jzs=T0xxsctJob%h6~tYe&kVhX(`Ox60yTEpm8dT9)n%SgoHG@>sK%TPXx2Y4d#O;@HWa)<|LneFrmF}tiJ0u=I2gjeLH>xD!owpn zF0CB}oYtB4(neZMVYB0VYuhjul~LR)Cvw;NT*1j7+@}Vf@-+e6!A2&3+G6V%x6uLY zy&!1Poj`#PIJyNJjs~P>yvHbEId$}@j^vN7Ts{&e>`&OJ9u3NH(Szo?hbZAD41E;> z{utC`{F-4ct4hyyi8j!FvlrRSBH{nyzb+=1C=+^1B?9+(7CVrAI9E${iWkL z?1=CH>7RGJvJa*O?gQP~bbw!k5^B62342FR7xXBkwPY6vmik&KFMHEcOe#BbxS5K8 zYdCk*z4B4RFyOo8@8s5Y{{e$sxP`orHg$G_h8nHGk5TI`d9VKAac9aDaCD=R__6cp z4CiRm-#Gc^`}^c8@GUiaii1}X$a@?v{)Tf569Vd?&q6UTYZAMgb?cN9A2g74Vz8_x zmE&K}cymJFBG1;6QU)MaW6ivA0E?Ux$1QF4B4VokH>5PB7bFCW*oG~UG)wL$6`v4A z1fQ$Zyt64R_`4gTk_QWMlm{#j4t-2F#3DptURBT=9V-Wn?AE^q+=mn|H!bXU0XG-s z=FkIuCTx9^B~Iu(TT>5g{;@GrPB2bT)53hE(8#izU+C{Q+lpxYm;-#ZJjexqtK*|} zP9EqBLw^GYq;w}=z^@1PLJ?D|D?Cwk-b^XtmAU*)6j#^v4kCypb+10utvvJ7c+ z0n2=F%!IAhE{cmo3F%oS*254hflw$~7K_~iX<(qwo2@=dO4kKM-_0SHp+4g;+<>BI zF%g16o7%kpW0^VVrAO;OKGD`&sX7eE^Qa%kf8XfdRRc0AX?sAa&ByAeHH$B z!z&wXcmNn~|I(qv7r#S*`kin3Q=h#2aRL(f1q5D%+SWjh^!Obv-k+m>SPc8-f=d?0 z0cD|}-0pXm&1}ycqXTcMk0_z!*ud?!*E*(W(Ts6osVu3%f;*h*P4<25&~TEio)Q^b zK)gwMQ=rb(Tf;(Oqq%ZsQRVDOFj6IFMRn-%-ynqFva}^^-Pr1O*|MrkC2zk}W{m-X zZq~W8{ATg@ff+C5_;Mk;M}Ytzxa8j+8v~L-)dS~{7(PLs!shoo05wQL)Jwgqv(`MI z_jja^u6M8U1hp&eg+9EFS6B(oU&~L)V$&we%CEO~UO zzEp7zeWB4iFI<3ouL`JPvP*y~kGUmc*!L>jp2rD336(GMew=X=pD3k1xnM!bWV;~d ze!de3V6V6~Ljix2FxXC%gm>rD(0(TdoVUldpa0f^7WNrDy1^LGDt+M8Q%r-Wy*{zq zirXA-^s5`yS)+cddAQ_65x**OI~fl{;CXm`X(nz~bmwR}=@89+*qV_YlNGIy6}Cwo zsBh$&-V=|&P+4}Vk zXryF=(R|DTMZXp=6rTdHPBd+lapd9>P`YC7&))9})$gz_=c}+g@|)I23$HfC5Hxdm zV~ez@y;63}iy+5uS$%a}VkD|8wu>=q-c?Rgiq;Z4!<0Ihr$5E~-*CkMFs=R=;7-Ps z*Hbn82!>)f+7#Di)VXxUuO0+zZtM#`lAT<~W*DERr1&?ixQUZg`+~&g_$UE}7-dAT zvz7VZRxLdJJPJ&?dwRg#5g0btwR=JK_cFNITO;W3I7c}uv;G!y#_xL&=IoDH1-x^p$66)RE;-dyhnVkscek}zU$f9l0WRv zPa%FOXSs6;>hH-+vz4_I5Fs{#iJ#xY@@`44XyV!yhfDpyZjdAaJqIKVsblZ+|`by!LC=#88zU$Fc&}RnIkmZ==zFzJ{A+K>>p(k~^k2uN(OsYc$%g`fI*F zs)S+=)guwRZz`tl5t-HgD^~W%iBx13t2S^&==J^^4iEmd$nr1*e&&-J#&n$R=*0rG zOvUI+C*&FI;^_JEHMH*C{TjR@;p2|vCw9W2WigN1VrRb^mR~99nT<*#0K|=?xir~u zd6U=_NJY&jyDzKi+y~Dww9*3|&PW)Ix2jjGhj=5x=y>|p%9M@O$-So8BxJl`(XyW`$dP7T}^xvm>fDjF^oMScN*5cU0s%8`LGx zy+bgy5w^f<_^?Yk;L>!|-84h&Ai?GpTI&yY0lF?6r&oc*$?(VbopAL-cKT4w&7oV| zbnU|gE`P;9UU&XF5V9wbbc0H>w@W5{JY92PS@^!O_kCrwG$0wAvIg7H&BqVmk}+P8 z!I~xvzdp%O25>{xFwFi9s{{-lGMGzQzI`Saln*qvTS_msTGq5%q-3Z7lgY4!9(p+2 z^Mi>QbNHQ!1_La~_9JA&D+7=Yw5P3{A9QAfK$tYVm?PKgENr36b^D)j8=Af}w+ z*GDL4SUSeZq=cEIW%kl&1!)%S3W}Y&;ryw4{S96J)L*)IPI|#p-fmZ7I`Eo(JY#7N z%~|sX?MCz{7<@6^s+)i^2&CU@3rN$94S&X&x=kI{Ir1F(wbr^(2WQ1m*tsCx(n`Zp zBA#d^PY)QFax6i;7gmMU;9|XVJlI#dBHO@EH_zUt*r!xYl@mgHr?{+Z?@XGI_?Eerzry?Q zMH~f*epGfapCnDF&hxr}JJp{8@!4~ldMwkqqkbAh$mh|??^ucmpOMoK4g?Q^4eF7f zdV<-}@9O;*O|aMaPLVqw0V|#e{f!@IK-junitpJ+gqd6k@!e8dSOsJbRP?R9#WI0j zt`v9Ca$-+)!)=NHTrcU5OwXwmL3yewLcVdKl9S)uZF}e=g5D_RK`lh%P|U3|0N?FH zr|jqoUB8~E}wwg+ZbvIsCdn3mqwNNo9?T`@LjwAasZTh4nh8(}Y} zbmlklq5XR{e1(`cMQqkTs)FM=R$iXhw5Bq%ztJGSu#1@gt&nO4Q20k3SVu3S%WL0} zl1O*ViZF^p@%Hjkss3RcO+s|e!Mnow^Vr~pfr*dNq!MX;uuvB8)t5F47mO=#;@I;r zyWxD~5p>*f9fe5$!kR%LR}n5-xe+Ky02&`_@)ODz;YBzhmnXmVtvs}|sZ(=fb0U57 z9N+<)>ZK(@qv+V`8<&A)bBN)%J+HkgcrbH{+kuF=@bHy)5rItDc{LxfjNbN>6B}$BzPt(iSlIEkY^$rec-UKXoU@$olzxQT;e`Npp7Z|erbfLe;|h8GyRO=orl_@|Q>&kRm!*0e=8aMDyIH|+ z?5zba&EXS=ifJeaH|(Lzr2k@-PXy3%xB9U2p;wuPH1}}!o|zC1LR&7_5`uPC6kGLo zBg|Zr37%An_v?$!Ma820Mjj>z-|;5Ss@hW38-W^p7`DQN5bbcu=Wwb{scAS*Hf(rZ z4v|ji%N5n0>6LjbZ$6gzZU(f58W40M((9xek&khBo(jo#0U`xdH6&vNkD@BAHFfw2 z#ko=?Xaee!1=jIRft7OBm}xQ}b;kc1NeAZs;`DSq|LsfMiWsnkv?{&SigSm zDPJeB2^*UKabe`Cv)y^#b2cb`C$Zjp9^f;ZNsGj+A2xo=#f#zt0$LD50$q$2}V3Gk&@V-vMI-v?O|{C_hH8d#D;JEc&g> zGw9lZ>=x)rX~mow(K5D#zRP_sknp1+BKVdq4HHAnCHq$@;i*%>2iFHcsk-G*iizFu z?|*Cg5oOW)W<-=GCXzNgp(u{;Wl^B(U)4_`(slc#tRT0dY?ec7WFyXn;s1 z=avsc&9|dC39?lgt+6Ro_b=(}H`s=jS^s!0d>L#E=g5F*d>afo*H>+NpX8=Ybd6{aSPz38LnS6@lM|&=M zkMcvwQVI3k{AN*6NGF#)CETGsiyMzA11JY=*>zjiSgUjx{50|MQ)UpO;733b0=|AO z(hWOJ1J*W8b$(wF>U+AWS;GfAUM>8Ryqds|V_ulV1nk_4AEM3;c4=KC;ofpSx7`DY zE`vt@uYHv>eRfTI@!|y3l^A)>4E!oX^RL()bO)wkVl4{iZ!q%)k9gRCHt6<*7bVYT z*gn93Q+ZKvBt-~AWo3+H7B%V82MW&!jvQ~k=YsjBmRBRRpGW{cbz6ZZ4|bqI#KX?N z=IqAnndKQDyw@jgcmjNhn-Iq}addZkp5sOviv9lGmXyFOVU+T&ZWd*8+ z^~bf$_EN@ngU}xMX7>Y_j1hx2@1w9B1m>-gWS)vOc^@@7=gNwLT|Q?m>A&Y^X(ZeU zk(EO*Zhp7SAE&0qbN1hCE)+-XceXi4F}l{i-%^W%UAgVdRa%bw#lsYIGoE0qLGv~! z4=C_^xHGdbmkB6`kNzo&FKKs{f=tN2Q>Ekli9&{=Lfw0%`Ru`VkGt>Ojvx|;a^wOL zGDPsJPPQrttwo#cZK}wZ}@Yn%bw?y)WbYcm;1@q;_}e88Hhv9o3E~@vR3Zq zmO7B0a_5e_mP&neKyA*-bowVBs2C6Cv@>klc2WvgAjaEPKFSGZvD;%Ih!#LS!d*?< zJ$*dE$h~VFFHT-o$FI0kx0*8#EVcRjnebToZ9L$e*>Wja^2t*9y;Q&+3C|;-(i}L5 ziT$GaykS7~nI(zg8D{1L?B8nFw(qZ)l?Teq!uR783+ofd{#!jh_RSkQu1#17Rz{7j zl8(d-)7RNxDviV4hlD1T;&b0l$;gMr4$#8OZ+`YEGVs5*b<5C~;zK~de}mWI*iyLV zia2F@b0e8vWa&aCW0V#NYXFXcj?_kE9q&2{##8@SjNrCT=7UfnBJ?JS!Z6=#dIjQb zj98ZP<%y;*7lMsEM-suOWb5g$ZLPAHdhCJElh#|MOaO%)=LK`P1rd88bpAn3H->iJ z`LKs|170ZD2wsdCpS&G~u7PWG#Yrn(9oeeVfR_91w=INc0jFHzw=_a&&yzHnJ;)31bmz06OAN;zC(QyY4&}HBoW~dQooivs5Sh}WJ5!8)ci2Js z3r)>ZS*RgammH4ZVgz*}94;UivRa$kdPB`IjVU)1^v&w;d~t}#efOVoyu4-8aE~q6 zIK%ZGr%k;lM6vlbWbGT9{Zw}B;R$E`*g3TX=#_E0HC6{lHpRz!%5pYxFt>1`#q}Ir z8xP@0zM!lht82w=L7&>2nZ(|ieEw-i2$_Rdja3pgRmPWVJT;J8qVHI5Nz%l_v0ki0iu6un_ED3F%VQbInJ z2)~SiFgOJPvkDUmR$`)kt<=rSH|dPrST`VvgwZ@YiP2EeW`8~sOV!$(L%Eqc4% zTt%zxh%oY**Hrwbq`^Vsv$6^P*oss6%woST=V5yw{I861?@C7KNI55s{DK8 zo$^n{c&BGqz>u(qifxzmGl(UfGh>0%7;ffB803Q8b118kg+B`1gW#Cgt)VQ#GjFuL zu_ti8b5jV~TGWj^lrLrQu~`4IE8H&p%^xr^z*W=2|^!MT-RaUmyFyxV>-iHokWF;xA~T&#)~_OemBq~E8OyYb&J zn54r;YBY2#g;U!}N$*6KV3xw*cR^A#khm1eLXNw_?^}b)q!32@X7%9?6d@6=bFZtD zJfME;er44eKQ&sS$5;j)`{&%>dexmg@yPg+Q%{r7F2tSgw~+A}$1@zn3tWzB`LEES z{&eDcWZN(C5X>N(LG)U0{t(+uDS}0!k*2eOZSfiGBb5E=&^c9_=|2|C(;kJK#oAdQzrmoZOeDOJ!Z-4r2({Ss1>&qg4EgL=pksb)%Iz}Z3@6@LQ+4{$#9AH|4IN=mrFlx zAM=~k7R07MNXNa4s5SgdZr_xoGyP7|NBah<&z8uOJo7J$1vKfeE>6B-rG(UyYY(8f z(g9fiGlcx*lfcRbfcZ`P2KI$8cVkxkT9`V#9rz^-{X~_lFH>xWeaq)7C3WN|r>ukZ zYzr?e16;4xIy)_|dX^Z@brZVVs~d^4o3+-`8}Oa-#-Qqrqk37kxxFgVb+}iE{+vou zb=+7U4`oA~;G6u4w9i}rWsI*SQhJNB9^A=!C;`HAkFLa`xcqk6dc)p3P~a$>o^%X- zJ&2|-7pIBAg1h)+;rDVt=)=zeBB8jGv*!RFe;-oZFh6>7;Gd5OtLqe$D)oiP@I$&x zbTbv?nb|7CF2MIU-^KlLg)3^)gJqT{_Pbl*E+^Ob<4YB@G-5Ik{NrK*yN${T1)>~r z6)!zy8%rf|O8%J(Y_ls!n5BBd^%}=%)+#hsICAq>c6daS3GOsXT7i^WUyC@4?Gt{$ z5s}ivTGsnP3cwAr*i3xTRKTI$G_^o`(hq~7OzPYBrwgPxv|sbD;XCUK*)~29r&%KN z5q=KlwI_Q|?3SQOTh8e7*1kDewyfef*+jVQ#sq{M!WE@7A4mfneTi}=%s@F{(c*U$ z{Gwg`Kq1Nk`tp@zug9gY;pONZYwGFVIkbvLhx0oUWE3v5eJ_$VItab0)64`5C=3#c zfks+F6FQ^;Ks$`!KFZ;w`W99F?KF*t6*;GC=l}W}Z2B~Zd0`KEmU;P+-b}W^bl1RP zdGvcw`C#0bXpK`$`k0U?O}K}J9mG60nq`v;X70{|73A^YcuqsUL7(yot$bMH3ycdo z)nQ6-e*Jy$PQjhz09dB#3Rd}z(|PzH<#q(lx8*S()rvM1brf~zh0AK>B|W+mUgVz& zUd-{LmrA0IYPO5AdT#myh`L`ndUXR2-QOp+@Vo(+Gn!AsV2mg$Aaiu;(R^_J>molJ zt~lOs=p70f^bV1Eup)^Tyq5cuYO|L^V>SL1*S{6aw>htlacQo>?BApdmB`>XmQm2} z>7(7bgle5Eum;*x!h0_}$k$K`>m@VjS?!vURPF9SeUt1hC*D$qV zmgXj4Kx^VXrYMXyG2hSL=ASI9XCgbQPws1Ghag)c>un z_!;U$26MypK~r$~iFBRM^_`Ll2A)3DOQy1%vUjLGz7HQq_C<$asVXR;=N;Oy)?tw& zXY{_r3jwZ;5=Ki$P97WYU}8vnjdOulW40e*b>ZXVO}k$S>Z?Q6u z7Wmy7L@V*!6l?^k3||z8Uw5w^MpKSwokG)2Dz}{uT2y43Zui6-+s$W)*C}8 zQlOJVwO#=oHHLDhUM$L{c8uCF#kL6zRduU*V&Y1bEtw+ReMECjwE8PD2|*ZT$-VDxqQc@4UFPkZ)`)$ zzc%PJYPyrJt&fq;O3T8UFZvxI@GoK7VQ*I|ZW@Wq<4L=pyJX-eC2p@1^6#j`pf@g^ zOMpd%NoMMs{55(Au0FY)=lxzK(?pTnjHZ@SaYowShPH?I(m7&IsQ6WX^@bxc{{iJ+dqNbm^S2bF?v0tH&@Jr&*r6< z5U<6Kq)p<%#Fej*g5GbvUPX>q>k_iMzd`AVklQztLZq<*un~r6k7SDXsKBc>PK5aL zSGCok_`puGX|suDZ%*aoRQ<37x>Ojsb8%ttV2Hu9g^w*vX0fN(cuak#C%g@yi=^ft z6`Ui_W@|a>obNG(g7%)_5R|=Y70q3ti`oSfv2_r7YYqfT53-eMvgwEPh=wH|t7_7c5W3S| ze8#*`V(`kk!kBohRitE z-|(eBVeG2=CHzgsc+z5c;$WhD*~Y>>kr|)9gQL}01k@l(<`VEVZu*vJ=S^6^d=EgB*|R9iRqWKg*f1Pn7p2m z(-&Nf_fO&zVkv1x+RRa%e~}ezUc3gE98k8)`J%pLBI2F4Iu)_*@{JiZ+tIXIt1ppC zpTD-$csQZb3(SJ-+%D1WUQ^%XyM{5NMMe4$X-F7lN!G06@mmY-h- zk%ZjB?8&p$>gx>=(qml)XL)FTwgIz{2PirVd-`$`LWMwxmBJO zKqL$N?dh8QjaoU?*ryRDw5NEO3Y(DopwVRDmz z0PVy8$@&(p zxbFbhH*qldMYN?_;HKLy6@uO!Gk4I3#-;vVh78S4&Z~YPd^-m)kAW$t*&0e;L#*wb z)!ux~M98lN3D8Ka*w1bZ0tnd)@U!NQsY)(^Tt|vnQ(_7%fy|&cwe8 zyEW(IR~tju=?KVyc%4YVGH4k;)Q2!_11jsC_TqTI6HD%OM0%30KqiPWhc^uScyS5a z;)RI!rQfjCJWq<5MNjPZ{8BX?%tUH{Ncd#|lTfa6V{wgUa{*_A>2Rvp;LQQU&^Iz4 zaw*U@s|Cj@LD-khyRcEY0Lw7s46Fri79GKE3d9@Mr(-jAVI(de{b__CwB!(%2zDR) z;u&j~?MfmoK_NxIP9HgX5UFi{8vC7?jRy$ye!Q8< zBIV^N1#=5~rdiyWeSJ4`CR~>L9IFGNR^068ojz(@OtO*)9XuNc)Vo2vjf)n>i9eeC z{ujfyX#3l|UuWL0V~;z-^K%Gj%IMeThZ)5Jk?{5hm0>}I z$k8ZrO&#N`nLoPArkUm07Se(=%+Wl*Cl>5qkEUxxvF|Q|em6_55ok=tW{Q{S4)E>9eSu#$t6_^zeoeW-vj_CmSn+}8^XRooltBiWu6Z173JXjj^{$)eZuzFt zb|%kIa+kHmCnF*oxZUntYZq>m>n(L{IBszo2XB$NwpFb>yD(BAmhULX)1i{CJ7=mD z#_!R46Tsk&W%~H8krVBg*1c#jZrc868iE&rIK;s-jCph#qvrxyzhB5AbY?M&8NMS8 z{iQr4sD3wBH8Dt{_f}Uh2J8hIphf3DA1U-VMD5rIC+cKhycLQ!3X!Z$<0~J3@jG53 zzkQI!tSceAr#eTHka3u-9GIq*@4i`EMkAZ~(KIfKNdPV7byU$&uvbGk*jC>VGO`AD z&pdJSA%S+W#*wp8nw2~l4=OGam^m?m2H$&UXXj8Ge(NT{ta+G#Uoh3-_(oq$W#;e+ z=ZD2UhS8uEFMG_zS%y~g2EsXIp!}&X2}I33{6PmNWT*Fr)aa4HkGfW1KILNLSI~P9 zUoJPlTG4zebdD_%d)KHj3!7JPBq5J%IQUOL@Mh$uRYBj3*E%m*>eczTR=1}=j9*eZ zN=O6omJ8Pcdw?Sj6_^du>YEPq{eo5N6or z7;-=csee_S$bITh65${T!MMHJ3xKU^xl=NJdLRSW8?RX>REZZ9IXhOsz?o&-vYcNw z{bd&MbUi;lAF-m;|9dh^ruF2WP%v)4`*haa3@IrwkaS21nzb9i$99G6SlXW95vDWB z@6Ew{Mi|CyFCv&+e)H=1m{q7R_i8}MY>&=gYt-))2-wAbPfOkk&ELhu#^(;A{KxU2 zZ-&;lX8RB`+BmnZX%=S>!;qHw%UCOV!!|S^qz~b!q*CjE>k$lz;0U*at)f))Y;P=Z zkLM?VTq1g`a>{Bkt4b*?&pKjm-n(UkXWwjdJy735^1VC56Q(zM*&B{OAZVdyzMREn zx_7G6nNHjjc^U}ug(yebc4OU#I<){21OI37FT)M07QQgxmdugF+r>AwS!AQ-i+liv zbTRP4v-r)rHkw7z1AERNncV7qtTCpEqpaA}*s>r!vEMNjDc7$H|6oF>ssA?uRIE=*XGa+Y3DoG7qI9rQDZc*Ij%U;!sF(b%h`X?uxW+I49P=Csm&ryDsSf2=Q^%V~__4(b-N5;yS@40*4 z8_QSL;@ShHy7o30|0u+m(*4!0`SypR72`4zXWu+`pv9@tcKo|InhJ8?y}be-vFg@#V9LcuaoB@4k$*l;ges zzY~gOc8}3uO&NerS){OmD8v7vA_S)L!C&X6wbqVt$k?OsA z=jD1nd#Z8-XMc(NQ^x6w0mEgwl2KLUde=FN_^AK5O zw+0}yP05qb$K5^LMK`zw#Aw^}Q-SuwK@P>ldfDhTiuIW@>O`zHtG*2Je00BvwLA<5uVYLcuj!y zUE%gnpv*WFyMd5$n=Soq2#nJO;_XE$JojJ+*ljLt9W+BM->`7-{L_D1$!VG*4kgn5 zyIqa%u1B90uG5~3DQS#I^=G^i4Cvs|oJ<|COw>AH=)N4ub0;Y~yE)rHy>|S~zD zn*|#|y`cVo^|qof!9IQUjLx?T?CAxJ!DWa}SpxBl>NirPJ(mN8s|3;qTZJ7WLC^&BqB?DVy=wkjV2&T zIQCbW0sFNYkE0tPDa?|${S153SO>zz*DD$D0b3AHZsfYRBYt^UCgu8Rigl^iY}-7Y zH1JPOhhEMYU}?sJSxED>_#v`RdA(9SjO#*9Ki;g35{zG^gQtbQze%RNV)ZPIhW}mB zgpwGulQ;dj_Bw3PtuGGUd;jVUq9U5}@J0p;vpF{w>SLw2S(RD&EAsUzNz)`&Vb6_tWE*Wh>$NFB)y|LWr~#DoPWK3uA=;f zZ`RH~IT^t-W3A<8f@~Y-xPIdH@B5libJ^3-eIXkAL3rY8AUFRbHz@s;r_f}Q{FWq)|$^(=ySL?Hqi8%q>#wf3t;__X6Q?HDi$ zC2A=ILcejeQ4@bo3#8;Y6XZ)7#I@ELpAuhyW_HNR-FL`wy4Wu-sZ8|PnbHKVC& z_gfbNu~<6FK$~UG@~E=aZ-1ekz`m)CA!{IN|yAy*c-L9X;q-_lxL34^G@$bxLTPwQ^;`CRa)S_2p8HEMe&j zeGk{;tp9UQ`^tZ=Zb52aSy3GnS(VAZ{?`GPlF1s7Mg$K9THH; zFnj6j_KW0o+MKvtYcAq;>{k#A z+41wZ@6evScKa@Z85Bbtgie*i9G-%}J(R!pRZ62X+0GNn;++)%)>sve^-B!pf37bE zzQ95z@3HKFnuT#Rt1(g)&iH@hz z0PS!f`2DU{oNGKRi(sa%VafNZy1Z{#E{QYJi`l8bbW2FAxoW%Jvre9?9HvUIet z7F|L9^Wan+{0{H8TKdIxp8&^Ep#V&{qfWY(zITJCMlqBJ%8#C@3AVYh(|@rq{(054 zwZbHhl}mneJE@4@@Bg^UX&QaEg9M)zRMgHqJrEGx|NXa@Rkh#oepR`7vQztg-ETFS z|KSFCH~MqsKFX;wQc(gbQ@}6lyE)PAq&TdSe8)aLQO`MgGtBTmcw0^RJyT7C{>OKa zS89+GkDoLB%~W!f8zIhmxfu_rfQ~~aAIP7@LolP;TTpc)Du&Pij<+zgGHd zK{tJ3iFSa1Kn97d2o#Gmh)6x!^h zEVAU^#Zcw{e)pmXtKSKDE*g;WkdSD`?XC!-SH4?gTJ z{>LTf_JRI6?w$9m$buK75Avzs-bAKER5}I&&IcmoZ{CBAxzF2FIQY+zr>+E-3E6us z)B4x)w0x|Lg}$C24(XWV_PY8%e?R>wCEekU;Rc z$?ugqbC(A3)*e7|c1iUh_?f|(4SMgldz^Dy%9Vzf=#zP~R@Z3b!j0NdEjMyEiR)1x z_elwl>#NY({%SwSEHf0e|5+PEIaj7w55ZCmh7%Zhw~3sv!S6hNw8(%cdZt8e2y(qY zlzQ2W!H2AOwl8UG2vASoDeU6MDNgAmR1=NBb9thupulBx&~ugh)zLf=l0&@$-Xg|zcXF$%r<^ti5XXPf*X_)VWnN2 zny_q=N3u?ozcjB^jlG@b988T#ga;b%c8)$oSG`+ON|gfY=TP#h?i690{D($?c_)X| zIFY=hw?pq-)Hy(T{zh?As$}$@8+&`sN4HUQ>jm8Hi&{+qNO9r7=xkD#g2gTK&(01o z8}WaBPp$bw$V)A?K}1TW^EYsjv*7hUk$cIn4i%3)hHoWVYxg_qLKqn+B=Y}xrcPhZ zi}ixo9U%-g`|3c3TbYl)IJR~G(tb|mklh;@{`i|DOLKNV(XT>m`b(KV{r88pO7fuf z>zAkCs$!o*YRx42jYP(xLms~hVZx8^KMzVB)U5ky`tbABLGb^a9@ozB49f3r6Ah8gh2Tx4N22oi1?3HJb?qK2((A~-z94Rry-%8M1b?2J zqL2L5DK5fSj36RBtDk%(J9||<<(ugb`HgX7?#ATK8jfk1l#PO*xS7Mf%U{(CgbGBc z#DniQ%jEN)JM1v(fAzt8;{*+G2cD3q@pCYuhoXt|AHGeA1p|?H-lh)#-yWa*4|Csl z3reQ;>So|qJ^psqa4VCu{^@|>TVS`;+kbu-oQH`AH43;TfxkdWazH(e|JE0*o7M0x zDv~#vM|{KmcjYiB%c^vSnyOsZ;|#$hf&QwjjOYKbR&BPXmG;^H!w)QUiJQ6p>w88o zr=76?zJ<#0n{r*@8I#?k*k+Ye02B_p9jTdV=Tin@65D0!dL5zJog2M6*>jU#e+)=# z+JF6*-AJO<6v$zq7S&hp6FzH~ulbV2D;-9-TE@s|q}?R8c3x^&R4gI27rxKFH<}}q z;T}Fg0{NES{Oid}act6p?6I(%K-X}ApgB*>8J68(Qs3@d#*9wf?=ReUK@~??17i*F zz-e4P;nyQOPNpoK9s^Ha~4ut!; zCEgzCw|mx7vGsEBwdKizq}lSDcdEmH1i^wto6JD;f+%p^0ag=GbAEeUJpMv9Tr!8n2zqvqxvRuz`VlK2As4@clpl13S4EJktqA*rw zS%DuPZZD{RijCI1MLFe&CKDK&G`+rFzdb{h{LVpd*kibvzZmVUX(=uK>uE+}sH3F& z_AYxY#{m8cVyXeN(-?c#b~a$t(jxq_Jg}^C#n_b@@mQbWU-}Hs;4fV}9o}MLb^*Hn zM{_#CY~I=R%o}`6R;t5prRLEMq8u;`l^&1Q)E@CgBIO9_BkS39{^b=9E|?|RsBh&5 zKk_&FC%}-zmIH?cd)B}hwNQfIO%`)C7qJKdr-X6M3b7kKj zC&s56vu0R*2OfnQs~Ccfwz~Hg!d;Lg-VJz2+)~ZM^t4aai&|sI zKI+&)t|P6QZfoowmlx$B8%H>aI$IQU(AEeE+7 zu;xv@_j)q}!QilKB45bsNHt|-g1^4ei!!oSc;R@tT7uEY*6{F^B_mkpxG68(6;c}0}g?hK` z6U|@Ap5aNRh?j&Jzdn2#MH?kF-(MQXP`=Z7Z$j=%C;yRs3P}(4qPrA!^mNN{koCV! zKp*a?J{u|cQQ>4Q2z8NefVxi=t@@Dv{+O)$+I}mBXpz0Lgqyz8IMty%5t{JXqH9r& zzWT)J59llbdd}@3wv%BzcF%rgVX+nF5X=N$k#^cbZbz_v+0u`$ zY2;wrW`oycpid76)!7)yOZ+K4N7n0uM%ue0b<>HDY)c}qv^PdiS(5&IQtJ9xD7$%Y zQk%iGdHD=U>DqiAGej&+S(*URt7|`K(ng3<*J(SQf)Q!{c}8#FR%;5`eVS=@+2&)2 zM}gF6{Vg!jtYTxCrg8GG( z;P2aNx=Qf(D*x)3x6yjx&tU4e+Adzq2AB8a+_z8Nt=#OMexBL-G>|Uok$z*nuL=`} zziW#MYJ*$?216r&u;q}TV_&T8ca>t&{Fh9NYNy;p^UJGvAvo>kLq37kyKmRlZezjPTp7pmncBZX4GZ8&;i3zJ09>Ld)vwK2OeV zMzYK8!|x)-=#nATSQnyu@kzt|8-0H-_V+lE^;)Z z|3BE8Zv20%H{E|->Hen$*nb!Pzv)T$|FrWK@&9+;`rp!d>q~#lyYm)rcRqH#GoXPV z>g)^-b9a@f!U+urV$eNr!ccw79@D83_4E2X`vhGwl1lS++0aiCj<4{iu-cKl64u=B zSKWkf>9)SFzYTbM0FG^Vdna}p;Bf}jJgCTIrZ0}VU#LS68NIf*K(LWzc>x3n9*a8x_0A7G|P{zJ*ldw!SV<3xB$I*X2g zBqTiNUtcEoo>nSnrKxrd39aZNpo^v)1MnrK?W+&1eLO#73(MRm{h-HAFxpo1l!ocv zGagi^u5by|$roUyLaRvC4kEyFD*Jk(+>a)+ov@qZRAqvAD|m*di~gDPG-?S!F|KA(cJin zC>}-u*3Z|lEQ%@%$t}lX>A*tY(a!^!HMxzpp;$gtVB%k;((sH0JYTwgb0!xx*w^gH zLZEv`6t;(OQzDjfogmp>kJ*X@F2;igEd6MRkx;;g_R#u{*(b1T)afeC``>qjDQ`+fH4y}rPZtdnd}P=NaE_t z9bQtN!#Sa~y=r?TU}>9V6Uj7#ner(NU%01O*5}5DjVFPm8N|C&1zZGUi#>U@@Yt}Z z>CtwN=22v3pynV#Mjuxvr&5{9EhV6oH9I=k{c&W)V9L!NZvKc_fnR6%mx#aLKx6MS z&{iLhhgFfYEvL%3Tw4Xf6Ua7qNdo(A((CZ7(n^XeNCTP+PIf4D^w0YH?GS9+$8}y| zPOZFjpPWmYC|@mx%b9>RaU8NlGTd7L3=MF81T4ha_;Vj{)-$&eDcF$uv z^jIg_!ZhyJQO?fY9>>q38NIJRo7sB6IQn$@Y{b5q0PEIC*rZbaoJw-)8*y5el>2~6 zi^3W7M*7UrhhuecC0b2isK)*4WsvoaPh%!z+J1l>A84i@gOA4NJW&rhi3qpV${Xt# zrsQU4H&woRF#4}qYdMDAJ47I*!0uOYlrLcXuz zowqGWHb*o7nwq~5Bl^triw2rRi5P!XOsx+`G6q!o?Zn%epp>5ukPDMk;qWWNs9$NX zq(nx!|2r0mW7~&lFp8ANiS1G;kP}1F?j0=YsdcZ_q3*Aj;BL)x5@jkv6$ih)kj6)p z6?DOy0qacxF79;z(V#YTB_n(k!-&a)MCE2?7EZ3lvvP;TL?d)-$W@jGvlt?4;Qt5s<~Ii0mtI#URLP~)OXB@g{G15Ah(@4i2pET3AM9R z?8ZG+k3PT}s=fUg@l3O8>$sbgbK4JAIo}T)rg^g!VBD>Wft;mzFsp?j8}w_PZUb3z zd+OUH1C}zZ1ZK&#(n{$4tzMiIE+|j8YiIg8+(6+d?ePs9k0A7uwsE{FD#wTziGB}9 zHmI@N@^=I?`^7)~Xs2hg=!-n}eYE4OM~24@ML71qp2gsh*r-STZJq_lH;{jju`gr(wy!3)T~TwxZMX*ew`VDI&EqE>;EFui*pM{ z67`9$u$|EKqbZY;1k3Aa#Um}m3>pEcqvK^KzFPBw%*PQQ4DqGDc%`z#L!);v7f=_{ zcd9oe4K>*Y$_}@e(kPH`y|b?uZ=#93*Ru{{QcRj4?=Oa3u^of;jtuipek1+h{LO1m zh1;73Wd>0m>D|d6Ys>nlDQ^xG5&bzP(KGoyvuGhLk2pF??hfXgw8B%Vru#m6ZRHen z2@kNikRcDq-9Xrz*4KK?ZT0#=NU11}-Jf`y+M3(&!C~~n67~DT>ixM7EJRgw)@L~5 zTQTY5m?wcHaOYw3?m3!Q_ODmGUa*3~U+W~+FP%4x$f4jNnE~~9iGF#0%s$PoZ#zjc zSflu^x$SI2sObsiPRK=r0q>biti_q z?azt=nMU84cDk}1$sMmw&uF{siune#PsyA}uzK_yokEWO_4Pwo10$!Y4`fS2pfyhN z^U0kVDJ1~)z`z_Mj*&~2%*_Npw#09OWUnJGBeiO-X#PP7*x28=csnbV?RL^owDN6t zJZpTR_2?1EUmVsAy77h=z=)3LshOIS50#@l!Y`c1sV$E&jLmQ>pBHnaLW{Vs*2M(Tgj` z)Pky52btZ+3Pb3y)Bt9!o%gc@-I^Cdd{}e`MF;gfI&ss_o@4izD|&ucx07q9C>L76 z{kja_^h`>S&j9dIEk2L>Bd-FsL3xVeyakv8GLG(%R>B)SS4vtZ2Sn}bT}R?0$4#V4 zGM+xLIDQ{XH8t@!^Jy`Ln>VHl1lg;V9b=r}X;i~h0DFa*Btgh5jP`KX6Yy)zEc#{; z*_DA^0t(l2Zb9P6vd(Yw!>+NX_$%n}95qJ}kI97i&MYgTww~?Xr%AsqIdX`w8#fImbE2_|MO&oy867Dq=YV8qAjo$xC~egmAqX; zP+PU183tw4m|Yr*;h1o!e!ESqDM>4*Kf!j7B#h2U?(ccFD-$91K^w%h>2cCUyj^A! z0a&y?zm0O2U|S9}CL3HYuI4xMEPLDF!H;g`>1A1k5B>|c)M8hX_fZF0F0g9aE951* zl{ug^ITbd@dcUtfTT&AV#{12oOA;VW@A96_&mwotu9<;yt64 zT3g=VLl_;f=PAwI>l;X=1Y;S{fTvsjeHC;d)@I^v8!Pvne9v|Mu7-akqoEXmc`f$v z0u#zVtys1TbG$LW!wDlp0X7HkY4On?7#rZSATNOa72g+&D1_Es01(jFlO{jyUzMl7 z2e`MdjI|NkKvX<}k7E*xW;gnt^u~sgD)VPF_4BBa+zRRzeZ5gV(Q6?KYqcpsC4cpkOk!Y9Ez3pX6(~rr zEhJBRm(HACDUA;>_p36_^xG%dI{7q}4C9mZvm-wk=Sl9(TU23wW<@-o%WEpM`yG#1 zj9f4O{P3kUud}ta-@{+$2rpvXdqk`rx;=!Lj<7zVVwuwl&{~O!Pe&L1EtAwAUJ6K^z&unMvTL16)vpJ(dvWwSRZ0;wz_ zkdI3)3FeuFEPm?rT(omeEgvU1y!#Ys(QhlRGPGRFyzGFQ`BN0~xa_`J<$Is?M*EOC zVR^1;4||?bcnBb}f43I8qh9w~we=Jxz#ei5V90S9ZG-emD#Tzc%skJ_bVLuCf$2wF zdar)2s>`DhW>+0L#}O)e7^DbDxWF*GK6PU)J|jVslzjwf30Bs{uK?YXDv0|p`52b7 zoiE0Ui|=)O+KYx{_;*(J>v$F-k>B@B4i-wfiYt$z7DhGz3Pn3zy#QLK*^xyrsxEZD zhBihi?ulc(Jbx8zDFPJY=V6`HqXSpyY!(9b-)K%qaSZXe*-h&e)GH=fMZkr-YmSPm z3B7OkfoC9z7VRDN^aEM6K)c(gcS%({?au?M{H=V^CP3r(!)zUG_-!2rKm&qLraZ~+!W?oGnMca*HNodrJ_!AZC`5mJ?7U zhgpjKJVKp4^qs!6D2c94XRkT|$txlLOGFgPITs92br1$2vFK?4cpbJw1qv8fM&wTa zm*I?o=GPI6OC(a{`_(4shO03O$7^mp$qK$oDsZ3kV>dpn%seo3xj9~|9^8$0y!`?d zFga(T<{(Cuvv>4!ndGI_kUrMyXZ8>;A|bb4&|Lq1tAtzu!}llQ)(R4~@LpN967z^- zURLoc@l+6R5GkL}XA;QcPkXzMo2l19!%7mdXtY7~Z+xKbzNJc{vSI_&HsSqHu1^y~ z%d0*cB!N=&myCR@0#@S~FWl(uNAS^R5FOC935g#VUfXCVd+`#+H4?^uB#h0CIk1e` zeF0|MI%|l|0M?irJ+!Y8_n8-th1wc@9QuB4wRENud6db6%^j8V}{pKZ% zy)*Kfr2hWeg_z%rH0jP|@14#^m*+dYcqayWLFl$GHUCrrp~>qS3Z3@Jbkhy|;j?MR{1#V>%#Wo6KXv{OP=i5Iudfky8P9kJ zVBlnxrvgVmUfqMsy5nqmSvAywa+A-W$f~rruro2BQcSoDG|Tt6`NQ*>0=Yn4eQ&<6 ztNW^t*i*=lZ2q+K^LxH4V?CbNx5qX)rFj1fSjp1q6m1+w&o-XZ=Tu%ZeLS5)qYjcQ zGdEK;r`i&KcAnAg^Li?Qv&ueE*lRQG1M*d)JCIICS)x(vvyo(Zn@rSawj;T z6h1rkcchU+%GKNHm0kSibIWE!`*DG;Cw?t8PfR2}y|RA5^6^A7ddtK>JG*sf8V(3{9^tfhj<6f5K@xGVeb8t*)nZT;?_LXlEi?*49>=!)isqbE zj^sd5M%m8jYk1S13Hrcp&%7rpV}jmK%t{NXWU(P$>IS~NV5wL<=sFe8H;iKGASb&5!g-{+!W zxJigkr4cg_-zQUoDx;ji0BUOOcAnwv%45~P2agamc~U=}`{q0c7{wcghcDzML#+~) zQDDFN0W#~x)7O3PWoV40&(J+JNcO{|@4k1L;boPX_L-q=7+z&aS{XkAY45AF?~E$X z#Jkgd@DJihnKKCDzaA>SAX3A&%o!K4)ssWURa0c`r)rdScK(REbsP~8KD{m=vEKp% z*u2rqHwRz29hR?QvPsFumgfW*7X|Y@`I341b=`Mdo2JezYr)PZ@&e4zx_QXk^ana; z^zkqw(fw$D(K05HF5Y*KMdFoHPZ^m3i(Vku)!4G~?x#INZH#QXavevWSur~B8fKe3 zD6eRRKV9}|xY7p|(>`y`q#?My>W)x``3JfLIsju6!#HmK!wL3ru74W8?w-+UVy{JH z_Nu<`rONiNCiiQN{xYy~0JHY>3W$v&dSS%yW1PA^fj(^nqMoU}l^e9})sSL}P1{=q z$ti^Jjnr#H$x8PJNOE|mBD42)q6(7_OQ!0(AyNycN%uF}H4@k$LgWgIoMdR|d*)My{A>mg8|wm=eyT#u=8G;;KaWrU-xx_nY#6#%Ky{A!ZhS|G z&S?C+G}=2S)%?Dv)|l^!4#Y@=h{Ag5D+QR9*gt+U6+b$-audS7pBm8b3$MSnzhN8h&zX+1<_J0776#U8Bn=X-apYggzRhl>) zDYa`hZS9i9eXn{W$Od=K_^5$>8_19F+i7B?-P zSc(o5ypA$3%rG`A4HA6bHh?O>c0ZFuJi%)hhzC=+-&Fu&ZWkC1Yo0HfaA8Y#9XizS zdxkG#%X&{Z{3+wVLBjVhG=oI)^#wdiaXe;~C=fSWB2e|*qd&kc?L2+`P=`6jukiSGMIhWTZk zD3+34b{BhkYo#ieGRENV*rsIeRnL;XX0CcLv;RmxKg4E1L>zb)rvkBG&5NH%ABP$c z$^Uu~%ft-G_ZRx~0Ss7z>782{PD~YQ;t}ciJE*eP7qY)3;9H`)99u*8Dn;y)EAG$T zQfTtXFr`OFFjG9lM1o*=oXa~sz`pDhCjt#H?y!1c&10iiknX;(5ZDH>g*CoLoc#`8 ze`pReN(lHL`Aq^GjV*w0(VIX&9c1ctPN(+zDaTTk0)m9Ol%Md=yb_*Em0Z@#84z`C zC3P0(nNc%%<5BvT8-50N{kBy9s{i#ji85vf;wK7TM<*n#JYAOJqwuBh<>wk6nGoD5-Tq&wE-{>ruOapHr%XcpqV?mfM#mv;1=i^Zq?d)+J^=wO3+ zfo&}!_j+MqpWH4iZTkADo|M)yTWgP00%9!BZnOzvp)U zCP%>~!#tvR6K~c6FNaafE}@L`W@J#vX6*>sJxS19vK2gKY0;NdYKw^o`{Mrfm~WYh zjR)MER_w`Js-RFox%m-mOw_bHBK?axjX6p9V+RreTZnQtV(QFB*6lEcynMJ{bjssa zst3DZ!yT#>j_`a&X#4y~_hc6Jf^*E2TnqJq% z)zI%-rOOpXAnU=G{nGO(_ji3S-_EuzSzi+WJx{)$u6O_>GR8&_dnc|cBr4?7vkCk% zv>O7JXP{#k`2n>FaPqKP=#Nh@jA@*bwwjZE;=-Dc#3DTNw|!PCGNgX_$Ebz?;vbl? z4kZ@`=-x*k7Wx<=5fQ`(ZNeQeuEm{v^Yfe2rEC9G2u_;~JonFDL=rSJzZD)r0x3uF z@bn$Np6H)A&+x^Al{FEjdQV}9xPLkjLp=H^3)+&*DlGd49=;M92IVP^Bkn$1parbK~bddG#lS8@=B<)11mGv~V zh)W(cYd#U-Czh;jOM;{j1dApstCA0HsS(dPygDOs8vB&wxQUM|TSe^&^unxT;YNL! zLKoh7ZVm7f(DU(ymv6P7D=vlFAb%Tx0yvYUMA!*M5y$58yE_jh!IBNbd;FE(??Qe+ zJvEI~2na;&etIAa!!t74d}kP%hZvj@AI|DR!YGE(MP!X$73;u`>J-U5A8Jg#4kMk< zeP7n%=mx)k{b8;Cn!^~C$iD@nqaBSo%5N6;(V+kp(Wi*ckw zJFzg)50(V(238dK_b&`pKZ3eISF6Wt`!c5A9m`rE`WQ~Wc8SLZ_C-A|4qaa#BZ3iF z^^u38@r?VE0%^U7cYJoEZn8RQMKoOJ*1T%iNqq_iV~O?iub*a+!4n|r^J_fhuKRK1 z+OP*DsBI_?C(x6fPGk?^oK z+fvhIn6o!k1$4#?OsTRYWHANzpahj@K4dW#=qH4)H{h}z%@mO$W*?m3^V~iS`+iy> z#b2|4;{#!((UU}NcU|K7en%h+9_#l>nFDRU!u1#1HWr=ihKvo!5~gWb@IO6fy%92# z15h&x^1g%d#=K|S)T5ISBOx*-d3bRoLM?j z^?XsaEUzQHBF(}k>HZ0zC+lZGQSNGq4u@61<$fWoFm`kH)nekh3ER)Hoa!{+H$(7cmWgNgrw_#W+zAm}yz$87FGqQz}+nwq<2|kAJZ4UoV6x z^>MkBnC}yLjCj|0cS3SDvr^)bJ3O|YliyXErsgTvFCea&;rm6uUy!L*p zUm!BF)?YTIBQtS`$;7o|2I%@@BQ!!*7&ShRd1s-E@8Oa#!#osCioX^KGuVK|TzI z`Z!hESsSKeoG{@-6O5Ls2B{e=cB0Y5RK=>G$Mpo5Dl@O0j;zBka1GPu63#Bm+4!#<=RKM}X>|x*4a>>)Q#Sv_%$sKY9Gur!Z-*#lm=?s4?LY zn(dS2r_cJWeOKVJ=N7tZVoh!e3r%ls8GH%xZEWf3S>?+IRA*LTRw>HvgQ$`2b9CMs{&NN&-_Hy zLtM!%`Vc6fG&>V;zd+)qXn^gBQz4sB`p`U(1+7H<`~H=%sq~Q6(e%FC7{7*|w;A&f z3P9!nw6w{Hb6XCAQ0yg@h-R8?n#&x}xfxIh`y$0AZ8yypSgFGBQM5xe6vo4$g!1-z z{f=Ulbn0DfZ2fmnRib@%`bx7tiWD`PAAdC-=1}lUu)+97YB5}5nmEa26V%DVz1HXh zVQ48r8w!+6ihNf6YQjxVC7{IFBj26X3`z@i29$a)7|#WPKU>itR>x?Oy4Q95%dPF4 zS}VnSZST5FiC)OF8%OY5d+5aiSyZ_J{$`#?#GroTe7`3>mR+5NEt*Eisgs1KH0PIT zr$^FNEBu}jkVQa|&uWJ*Ze5|dwn)Bx6ScBZo*=WlP+4q-F0i-Cy`lh}C8&@zH7^cq zn4B+&ke3dV5-NHtbDjkMtqF5+XQkFNeOV7ammvmHpE4Ik+3f-Psb+e^;&jwoRDx{n z+&`o4&zY!so|}B>ZCyeDu*c>gro_}>6%22LMKyuupBv@Gez1zeL^26@@4+W+@TpoL z;d7OKq}alVaKpQ-Z5$LyORA}N+za^`Jvye8UbUgB+9 z5(2T5fvfSE|9XZ59xS!*X@c!Z)H94KSgd#FLFA%{!r98o@tm0Wq|DA#jiH(IAR%%7 zveJak2gHH~N^1D=U;kxrecOWA*QdRF#y%&xPv_~Kk93wy7mt?tj#p`efhL)U8SG@d+H8YG{2RC z2-EMW(5vEvE-RcSi6+JS7g8gz|75c`hy); z2m>0BRxgY&dQrl7pIQ0((}XgR34oh=z4nv|8A5h@)0&Z4uW>e+tUbG-e#do?@ZNxR zB$UD-*u-|s0ER61`$PCwnv)Wp#DuEA09{>W&Q|1>C^2zZ9bFxO%3~Pyt}FEn2TrLbUzDh!~Ee_YQHRHS$?I` zf45W>>B*fs%S!_MHFQ8+fT?JmX&2EHLK+v>LIh`{3Yzg)AjLmYBVJ^0F&V; z^?F-rZCd_~psT~>p{rJ`}w9l z%A#DRy!=L7K9*xVX_-651M*NEMf4xUi6;07CrR>QR@`J{N(j|7j|QmS4!3*3Vp4Bx zqmIa;dv5>=Qq%{D&XmUD+~pNa%C+a`gA9+(EtIzSd*ZHk6%d}0dKNmK;%xm)?srYm zIQtab2moC_-tuB378^Wr(J&)O_Up&;s;#TYL9t`JSF|#PjD-^#%a3a#PVba>h_)e6 zwurmq1xiZYOR@3vp=kcFvnI7$3|g>zaXsZ(FB$Kxp>EE_ImH_XZ9a@k{z?i{!WAtF zCu^&(*m`5^GrLcxcgd8*reU&uNw|cqo4M2MD%mw?lP>%_AWT0JzkB<`g8fx3F8#(d zfGZ1Jd;#MLMcr4CzXy8l8~fL92h`gvm9~5T+aPaxb5ApTkeNm%S*R=RqOuT?>bZi| z=@W(VCAv*BA8Cz8f~`JSF*ZyJfsp9U0!8UQdk*U$m}0-B3UdIR-#k$Sybx1KfHgsA zzg6pCQwB?Tk=V58_&Hq+jf#qpNl_&ENnNbrq6w0qfcM7F?CCaEHa^YMp^R;c#R4L1 z%RNRud<7HO3FOXogsxF0}yK#Y#Sckc?iFo2@`K>Kra zhY(wSSmgY8o_}ia#uu3V+eV5}eu(Z=U{N%{)IU0Y6>g1=Kmo+Zg4yM(@<2ScFAF6u zE(FX$0#v@|hcEx5AJYnZ^V0Zx58*Ogr54xSM@1I)yR#h+Uo7!ZDLG`9{0J1}!W}20 z*P`Dq2bc8w9o^}z&}VQV0rFL(9;w(5YesWRb39=u=0^wna_f`l2aW{DHJzqcQ^-RP>^j-7|nW8fD>%@+)g(gq*Qe!B830&z35a0gwStzIf`En#lHa>`n&i5Z;n;Uy)9e&*D8-^cM z*YHvQD4}6Y(uYTuD2hV11nyffT(8&7339AF8t`*1HZ4z^mQ5I<)i0y5;|)_Mgx}pf z6q{s8OGDPNrH1l9Mmr>3c^shDfhR*P}p%y~%ac zT(pAUa z8t|3i&!Yhwpb^F6k`YwFrEBMpuP>0c;lH>g^%8mzylL=+=`+u@u8cB+WPL!UwINs+ z*|7)9Rpj6Z7<0cK3@MU5mov0z{h(=A%F%{s6-(>Y0DT~h8u8EGRRGutbFSxtjBtID z51fdlFhva81J-1k`=c-4_4-8p=&1H_Ht!B7a@*x;rPTGblx1J0(PX900znctn}~^0 zaVt8Z_Qf2GU(X9Yuf+AHcDn9d3b)E3f1ph*dyrlz%kC1>8K~V|&)iSLu z3Qq4!C;~OCWkJriVRd{Y&jyW#HTKwp%jX0f%U2N+-B`Q(S@>^?;#9=6z#aq3mN1#d zDdOL)vb)yy3Z|@_r#_8=dS`wKT9;lyi#vGtYB#olJ8ahp=srk4+t%4@M?+6Zh z<-w2yE?0QNz7!0e%joXh}8{*&-z^$s{MZ^Nvs9!c{((;u|cb!8@7`f>CVLsqA zYydFt)MCDjzrOz7A>N%wk8p^u0`b6Gz?k3XSq%CdIJRle z4|?5Q7~YuBIy?2sao%t7b^K2Sz_#}az;E_gAza8zPl0vN{vvs;jETRun7}vtksEW5o*;w3FgW+YFcKXEJJ__Dq>C8Y} z7fmvm{Eh7bZc|l1_oU`aGCpflBqeEF2ij6_DW*`M-=rHzYNV^}$X5a6k_uL5c?qiV z{V_f#zb}Qi`F_2+52@K?a^2O83YX};KdOyWphL*TDk%U+m%VX)V;eRzNFj)-r zEj1Ke%XBMFSEXg@Z~E9NzWZoSD+_u&vM^svt^Ot^yEPxEHZp!+G|-tQn~p?OrCYu` zNG(3u4>LLk;3c=d#W8c9RC$d=yqXDu9{WTPe9w6I$G!S5^Sg~hEqC$~qG~h%ju|uU zcZzQRj=1@bYhV;%v>fp0<0_=yyDhJPNryd_3CSiBC+N0E8lsb#LHz4K>0v(NI4R-f^kpLz|I2 zx!!#xm~+MsjxbrW^kYtbilb@HPhHM_Q~F$W#8&-@)4hLd zOhD^F@{duy(?%7c>qX@AjS!(8_^D|?Hm@dc2?%sILY-=iWuFNX4sCZafa<^?QNpq* zxHRkH*=-g*86JC>Ll+(%@-C?TpiJQeMC;>GZkZ*{vCVmPkKl*%u!APnh0z2fp+zg@ z4vuRL7eKD>;HxI%PZG_>zscs{@KVHgF#LY%W>#6d^KubsX^!y1LK~um#1IvOq3_Q( zhu)S|alXlyWm=upn_`2H##S`;eo$loO#|eVH;$=E^&1hnYjqQB^gvn}xdW!RLLd|A z>rjgTM?kp0XjTXFR*eLao*s0#wOcU~s28f(*+DR&uS1d+>sKo!C9YqPR}m`pF$F*f zNr{n9Dazsj|3d7n0?FI*oL4IxOw9q>MfP>ll?*%4uTcK>HwZ{PnSjCao0heFDdwbm zOJaSrV!+;Kj>R$pV>C~61y?DkAUo6aaquUY@K-q;VF_&W(g9|Nb-~*X;brCp{MW5- zagh!xfb-J)@nd*S8S<%oi&y@3#1%!v&I-=SycWXfgv+pXq87GQrnVA^CSfcwB?*1`dNz_UfF!c9P;*%@#iuR&8pm%R47*c-}cWzPd|lfiyG1TG@R8k63m*Fjq}O8J~Lu@_;SJ)^(=j*x=g z1!6bjw-MLlbm-bzMXBiRd(Hq_J}18>Y{_e{*9X<<>td`A|!{0F&yBuBq*HvS|AL}1tHNHpO7aQRQe;ZKCnycQ8lp2 zS;bAr7rO_7%)}3xk1Di1Q$R*9VV!v)Co}O6y zl;3^F(XNf}Mwx1nQP5IV0XJL5uRQ}5h5YD`6%K!1*FZ$H;B!>Y8$Oy`_9kNSv7zb$ zAN`D#3l{=Qq|oa_x`2C+ZE*<~?Kgp?bNmN{d!_Uu=Ap|^)K}N`MGsD~(_^$~S))JS zl^x?CHw4Xj?ljUVe`q0AH|wk$FI^45~s7K%NmwA zqIBq2lTtH#&@gD$;)`)keg*DOMx1Kucfo{tg?4EEiE!NyyZ|_`vn?UgT!|0$d9w4l z7ErB;b*=H@`8b-Vd0NHXW~Mtnxk?cwc&2;q<{9;3BB%_+W*KWjUrDUvJlIyhPg9)Z zb_GM_zrJ)?A=sF?IRYCSLkhq7!B7M#bnM6opZ_OB8M;1K`t9G{%s_w_1qK@g5FOCy zQu*(-45`+lJGWKu&RTbO*u<%^b$j3RxIB=el3A=)ie z+=dm(TAAyC>zi?#^pFw;V5P_3G`^yZ?}*b(?b3Y#9!$by^il}32s2wkUex>LqNNQ$ zI{7RO8esbU25|Q#)BWpmHj}H)HNn{m{bo({oeak&v(>|ys!-ZN+;6lYwA$gdcCPiE z2GF;A20tzT)Au~7`Ov+mWoyivOz|qUG}*1d_S^hC`Bb3ilefMH5}jv7+~!u)D1qmK z>qMN%@kQUNkXTOwJtbqo@T@GiX(L}Jf>-_)WwuT5v>LTQu_K1kN>&@K66(YP7P~-s0?c(} zA7h>$b6C)FLFH=Roj_uIhT^wXJW3n@G%7ar8axK9N8am<&L6v5Qgk7hXn@KNxMt0&J-e4i=^jTG~N0DrB%i-k`%Bv`-^NPnbJMTXeo;=$$?3`Oyna z)opzY<~2UAZM?7t~-Y5M`?99IwPWc*GLtVr+p3&~ewi%X|rx zn|yoO!v=-wlzSJnHh9hZ1Ug@&O=V^z;9xm{;LhwsqDkCb?JK@sI(1K>0p=T-^*(qW zC~pb?X<7;e%*?~0W9dv0cLK1IngMOX)Aa5Z8yVnxDA0slUwd-!;Q~83kvZU&aVZ<2 zWQO5`Ze=VR?xpw+ZEit>zInJM>THa0hyxST&cS8$L*(T>)fVyP70hq?xn$EuVFkjp z0KeWbtX7g9l+H2a~Y?fvWQe%%7jEOeq16m6mw zGw&QN5M|F$s+Vs(r+MOhCbhx*Doh?22pzoQ+7-9F@<4~#hIdYG4x${k2YazcfIiIe zgr|zjz-ecXEq`y`@1W(#ThLfnU@6ySOpU2ks-nX<8u&_=C z+ogJa_M6NT1K*@46Ram`EWh7g?C4jkU2MTcxdtv@luhO;9#j3ZK#?qp6TDa2J|Wrn z3|1sb^I56|qS~<<4gPu~i88}WqcC^(Gy(8M!yB5_yq%g54lA(Fbu)`^kBbC=qCWpp z^Zk&){;+(%g2j^nBH_tWwEziEoQ9bcD}pT|Sn5UM7>Tq{2?>%FS@#G)o#-7tgU>5NX%U=vVfA@6MG4!IQv>oSL7;v z>cfZgAiRW?eQ#&p`}j`xu=WlogHeHmkMrSv&&MgiO^;r{<{X|D-+Lnko#hNezAX}9 zKgG&4MMEI)w<<{@UHZCXSO2|;Z@eQN+&+weiK3_}c2^ijhCl342LE~%Q*NYuCvElS zDORKwoD8@^(8cU zqY%mBxiM1W8$so7a_o_t!A~sUz;Q&n!;VC1Zp62LsU`annHLO~NwVAT+_JbB&=lmx z6*C3QPetONf^|G0m2wsh736v?CUwKH{P5m%CSA^8$5HqUAJusupMU+~|9Xkv;^RxM z%nDocd_C=q!AFzdXGAY)$(%PKMFskig|&wv4kCWDbX0EhtOOq3tz)}FR)AJ`iE0r2 zH;E0uq;XU^r>ry6&TD`RYYZ@8+8eW3*bii>E`x9*%|Lx98!%+%jH z+kQxq^#In>fFiTchsKhb$%GiHlrbx?fSJ=Q3yG0l<=)8ono_DmL-*gg{oQ2wq@dGd z%Ub{Ut6syn^wrB$VSS!d!TDHVQ2mL(x(#yq-a(56G^~!rDXI~t1EK8rV#}=&Jp-~I zwVN5beB3VQGD#q_oo2;|niIJ03%H(+VFkVFjbe|Xkj&$S2IDYkRR3TLzt3aA6>zsP z;}qL>lRnznP3s8?n)R*Zk*g=CyYsrjA1$wPE|gMN9faaR7yqpCS>}q06nYHg?scX+ zhpIhnTZCV)OL_e&B*Dbv78AG+5ND-lmmH#-*;~&|r4Nv^*BYlvpee6l9I?$9BAuaa({JE76|x@zuu9F5Lp#^AB30*|sY;)pjzLmO*Pq zuR#4A>=DQk$~$;>Y-Ah-@A*E6Ps-MAWH71>vwUF*vXc*&&qD^6KFSUSpDcsC*`~+A z1wIlGqe=`7yeqvvL zL(V9A5not6ns<)-AAv}TrkXy@AzdGkAeCRzWbG>K^f5zyujda zEUoPCtWFJrb?koAbzROZLcUW(&FRFim_&hnxo6j7fp}-hd!pQEpR?qOQp6vgJ%3r{ z5fI>bejJ(h6c0923;8k#%?A%!_L-byW>pq(9zrnN8QC}C2Z;NYV2JM)&qL^y} z5mc4mCZCj=sHXem5<|*yH1_8KKN&=o0)}$1;;Ye>Fds=SnB=~?V&Df~?pa$HOg1ig z4qt&100BFGQ_q8L|0?T3VcSoVp>>ZFbe0r4Y6!*6;?giuk?V_!%B?&*6*kR zim*xAKWyl82n~C_``>8=9?`Tj1lVs5<0#j!qE#Dlz4kT*yApx+gqcpSIAfwTOS4@u z9yD$1rgBbL@6Sxe9~*nj)k_+eIS+lFd*ZAQ(Xd zamihgN;9dhh6r6@$4TYSvmuARKB{uIwg8NOzgvcv?OFz$-Mh4Q2zd~?lFu)iW`DD( z9mZ4ftu(c-CfH zb9xNn+JU_a>~jgcPnKyX+KLZGQ*}ZVCYd2W2VZnRx86FL!Et_Q+l^F|E$oG`Bj3Hl z5Da{>j02$9(QR`CHqum3__2nP;D9GhB`GR^0LAYa)devH6{HOwdN~qaocR{yB9cb{ zL|0QjbzaCey_83Zr^#&cMV<$mu-KVNW)KD=eUV+eaNX(p#D|2U-{C8ho=Tj`4NE85 zGH6x0CbOE>+W-jJeki}B1CPILrUm$kDV_LrUPhw|{BK&K4Ce9j4X_nPDi^JL@bhC@5~qdy+jp%x_M9f{Xh4^vjLT4YmslFR@Yrobh@;vS|6Og^kB(Bz>$EG&rM^lRn z-sOp_BNT;!#2|6f4H@xg^N@5hjN2y9nYcxD?|i_5_rYOO02&hKvKSv0306||nf8wT z>uLSUBzG7jx=1AkAL}+p6D;SaJ@W_?aRXiG`xnokvc8zN$TqxVEB^UNCub&u;Cs;t zn2RrWwJ1!knzfV*IFC4{Ak$FdMphJogy0Wm@fk>R3wxkODIESQhg5Liw#-zN!@ zPP!zctO*_aP-lad=_eKlTFn4q?aGN7Sg`QeiQTxC6^XBE2s2J&=17%6wiixRx&hC& z_S7R8ff|?Hl+fc%mo4T*271_Q{p-K@%jnk!QwvgE@{=QdUwBl^iMm-U`4uoStI?9c zccn~@H=83?tgm5~Fn|&FBt(yW^@>2Xo0;VN$qVf94c(Xd*b)J+tu64@pBtOd8acZg z)mqNh0r1JsSYaT%vG9WTTM~EwEHDp^WD0}qM`*xIu6)$r3?fOUAB;mE3N5k%LwgBL z?GOzA3XYcnG-VRa@Q2!_IrHnw!;1V@DFGdRRr2q##)W*qm^{^u;d=DxSydtb!8vL7 zOnf`iy#3w`Nm)1#%f$z!EyT=%2(Zt+R4%BmuY%1X6|AS|t>0j^V znZ?XZb@3^J4ufAz&YMrw*8sZ@2NIfD1gW`m#8pt7k_&{JAKF>4mHs$yLFeR!by3DG zEc0VLaazUe`mgid%CzW`q4w9AG?sSSF5xX%zo$BF@AWaEGX#A+Xw%jOIVX8&NJ-(d zAbi9ZE#-M{ZI6fayZ)<6E@`Kzo;3oF_bfj!3=CKD0;as7FBLXrF`GU{G}4LO{M`f; zeAL4k*MzHUFwIE9gX3>$JRTy|)I4(!qO-C$P3nur-g`3%@l55uTqSHI20YW+^dpCA zL^mNs^i55L&Lf`VYF{$oW&5H$e3;+8O2MOJgVaSFl7D&7(abocf+JHz7fq8Ft1W8i z&Sozh4lYXXowjmG;cr3O1xIIG5TUM#WGnU@rn~&>i$(0x%)&m5hsYX8(E$7HNWU)J za1&J0l5RdKCbj1Ck6{8LLu!(A>PwbG_d=nvfNsc)FYZBQ(ZizA4sHQBmn$Kz8XeHe`Jhw`*da-S){z9%1FkJR>5!njw@YKCr%P2>CtB5 z8ViS((xIDt6)k8!-`F4%0M_=MNcFQQ<3~Hk`jVO`+xGxQt=(5F@v(VpWWP4_^F|FR z9Txl0bp3r>zcYwO7GrVjG7AyMjF*Aa<`VnP9UqOoAMgEjZ1v)o*E?{aTd{khD;OZ1 zkpsHbEGKeQZWsQ++!cNw)*C;wlOk-`1#WRg5U!Chmhq zD@6R&&P@K}Z!7zlTna-F=VUWxIxc^-8R+NWyAmdlg`o)*{GLp|n!;=1r+m1KvXYyv zi&63DKACap$|6w=Ve?04S&-9J`MNn?OcTsJZ;J-+FA}ctaxNEPz3oZBXF#N(! zB#c0rC}pc5nSl5>t)Kc;C(M4&IyoJY5ef>LT^FndAEBZ={%NSCqeQ>cv3P<^>GPTz z#Ucsvm0QlQXBeFC{f27nUdHTr6Jb*Z3htUJWKD=y{m7SNB($*;rR^_k?on^>i7Z)u z>1CL;6&I>X|H|-qWhI>~sI0)ehSabTQu&rxb>Ma0?JzbJ?1>NaOLm>(ZJ z9!Ku+H)r`bRYng^mwpQ~G+l4-I${g<=r&7?7yTM{^}!oH%c4Ljw}MyG?9F%5loa(E zk2*s0nxPG?W{VGtro7lE{kMmO;x3R?M1Z*7P5MinUN5$Q_)q@jt9EQ+_GlckJPa1c zztP82V3usyRpf~2$qO;%BG0EO#L3(E$&RaxZK+ZLf}O*sF=8gnFeuaaTT5*x2=GRQ z>0t1R)Hh6RFHQO;uTxB@v$CkZsXzn$&Af65S=9A7&};^vA7CrAE=lgOG|}bX#1t?O zGv&=D4tCOy&e9DCmq4q>ew|=ab5eudsx}Y^?I1qd8Cm-I_v{>98E*5L@RMG98hRD} zwHV(_X*Eaw8nx_FsVkA9rM$}(grH$$7m~9QL#5;wV#dZ|Z;#rgw}x1&{Cx>~UTDra zfJIJS0ZdFZab#bw_sxN4i@GG^~5la(-8u(f=x$*C;}t zY)o5;fFF&Ii_G+nmZm=qke@I3bK-K+H(e7uS3UD=mvH=-l0xlz3(c=JS^bVD&hQ2L zd1ArMjqYLdZR5h|kew-IT760bkf)0}V@Li( z^@A>?8gRDo*S~|{{MveefyeQLJ3*a96ZU=1f;aJkpy-`q=?p!Y?)`-elt+z@B?Cn< z$4cbOI$R~aZcAEa#wvYmYQ7M+H>0F)HOnx}&NVE>HAWqVJ1KHyCg#?vr~Vj2)AL6PXzVBiAWpan=1 zw^Cq&_R&y*&;-0v`$hS-+9i7EaVo^UCiJA-S6pELScegX#&2eEBoW*+Jf zCAyjsi&>~$ZmLz=`s0tmJV^+ejR?ImJKZ2`ZIlDpYRs}dXt~s{aojub-d9{tA)*vm z44lmro=Y5G^V#(pKfCh;h;lClZ!aaeb!9mQ4Fr=m#85iK*l2l-N9n&lJ$~h%ub2~Z z7x@hCn8Y1mO>PzWC)}eMY0s=l$^kIGN=J&nZK-fA8ZP+T&97`=G=nYa90io+UpkUkt(+UEf(j4+^cyA?dl#8@jI z9{euG0?nt%%h+u@kdP<==hr1V-UprOA@M{)F7aF3<*;9)hr9yH#|aima0<@R;6@9|^% zv%3`0n~?M-P+mu!9jW;aGz*`PVA2G5K)c?Br4*@#)$&<=Sw%O}fwLNfU4$ zaNlE2Id3l}c8+(C8SrqIw}k327lIJ5p&z4L_CA>;8)H7f(1+btAVO_(fYi|X!Rl4g zINooHGJA~;=85e7X-jdX3UDmo?&D&hgIKPr8!>RCv&f?zbK8OxhswTAGSpZ_cnHG; zeCYSy@p-m_j|Pm0hZi&?z=t+UzXCJdhw-vrG&OF^;F#VA@Ix+FEa*`Df#^o@c&OZE z!HrW@(93o_a&m zhwIO4lG4{BzXT-B6W9P=P5503(q-xOb6)yzz^pS|-A{$aCLbZ@CMzm;F~<0N9+jto8W3_RVO+9;h#Aaa%#XA^-ZZN69jP za#*hsM@}o6HT&RT<|b8mHf#H+6K7<5zgmrr9udH!$<9><`JK`4I$h7Y60I9Yn5Ux) z`s}dNV#%G%VLpExzNH;%i!gPtQKd1iL@RtsjQ;&LQ=gr3o-s- zrf|S|u`*=zQ_cM7 zPc$is%ZZ;GOqof5@Vgrem0yRz-mXq0b@Uk8RC>iG6@u|%`YL%A$8X{XQo627Vs)a; z%=f}G%z9K)!Lr|JW*f)El7jXs$cw-Y?x!JrD=(nsV;D$VZpx7v4C<|_G#pNU_Ze9k zp9T)5y2;K0hL=?Nvn#Tfh*o_RX8Xoz8G+yXm-)jRIW=PD=jV%Uk0a)qmUXD1UO|{6K^jS?|A^>(%-M7V<58~0J z_lZfbL@9_yP`46$9C&u4!TsMY7-Sgvb_BQj&9E5Td8JHo|zILci7#FnuU z@vwyh!?CsJzmZcz`Ca1oYyxM)d#P|ltA9N)HcbfZGOdK55s(~lUv%fBy|`~MJuckp zLvfGpUwX~kATEjQVg2hTq-604O_X?tbmKl8>3OE?cea~rhcXTE#7?|pD5GBW`P}8S?NezWYmGm7yh-~_cWo*Aec_u7jnCNIDq}@E6ymW zWuuzKdV$y~f=Yl=#|bsTFoh&1zntH#_jj?_(OWOffN&IoKUf-IArhFy*yA{2uY^l3 zey6c=xf})em8MEL{X?Y)01{B~#k_#8T_@ATiCh!?E?MW|<69U?WlOrZbzGD=*)>au zcP5h;Z3cC~k3QvZk>=B`;1hO2 z<97m?CpI2JMnBq_jv*6ls*q%shN|MfzToo5AwVdPLTz{lgQsqWcqWwssB=#iV!o}W zwUD7MY#(<_4}9NxU8-+cr*`6_PSqe!^bb&5@Ylo61#&|7Z*OULCE^9CMm}>k+^79} zi9=G3^|&lSCl3a%U6EM6-PR{DJ$g4pEBd#sfe%8wQB)6FKIAS+?EX47&%_i4*9RY+ z-4maLHP}(^{=19K@@Da&H;!9QNhQEF}jW$<7n4 zJ!p9+k95L?ZYr`v8vgr~`b|&SSWoQ)@BN`3+~iUYlU5AwSGQ3JIQyP24htBWGmb~x z0+M4>uZKlP6g=oM>oi!G(eCb!2Tg7(jX0TO@@~_}LoS|V8h;;ZM-FZpcMo9~!UgRY zSLFdu_w6Uu0EC}IKV6?3v{MjY%2;*YZ`eb+9{u&dOdj~%Y91Xi&Vvr*@3c=_w0!Bc z#gYO%5S&Q+%FH8l3LG4QJorXFsW=`p7^xEHmnauCkaWSLKv>HKj3;R8=n8ZFWFeiU z5iXyU9(>K36!c8%r1QmZ3$PwU6>h-(*T-YBK}eMSd)l*4BbKj>gF~Ol2B&Gbm2N4w zmUh;28u~D0c1jA zRU3tRD==}^KL#)VMn%~#+@4z7PPD!VokdM*w$@?xF`A@23?Bn!w-v4Ov6YH3kGXgK zzEu=AK{Uze&*aPDbk~Gq6B2xoRfpeK#ueOJs0whJw0PF!sdD3IDjy|2E^9km>H*nL zARUi(_(0z+g#&HOnef$pXK31j?auV*2I|y5P9N?rod0$a_7QbXCjY~~Hx7#bZl+_D z%hC@j&_{vKG*O$*tH%O~>=cWa*%wNarn8RNe8#A>>mbm zYz|g5kti2Vkn8+j7IGASoL$6CwXXTi43(5^dQ5o|`5JrFf!&0uw07dvs_TmIu#S<<~qW{A+)r=vd z2!d_}gZyh8jCaZT`%!46eGL`?RR8a_k-f(@RYSB}JDH}- z0?D>=QXl`8a>i$-$gA*zzppvycQ<-C$v57$BZ)QaSG$5*K6^%Ker0@cJn7IdYe;UJ ziTrRI^LAlnqho54cDN?oM?#g=S9TJIwEXIy8n`~`-P<@8IYIC+hh(81{u!J=Ry62L zrX^8e03duWPgV-(1Qb!GWkPYm1OsY)vytJ`f2Y&M3d0y(RP!)J8QG_Y?Mv4@f<0mooBw)ASGo4+>FXmi_}SAHP5*n>ToZIJ zxv0Lm1N2H5;bg%&fqeE|decK9gz|YUd;G(a=^&5!UVc+X#nx-$0xWXWqFD3Lp5!Y1 z)^i5xho)n?KPaB&pLe}s5sZlk5SZw|vSPe}8E!sq8Q44ay?w~N9}MX|ZW;Ld`3{<+ zlY`H@s^X4WZc-lOct>=@ki+;CVU+*_^E$N?Y0(7Y1ZZ=+#Umq`mzvrgUMJ13a$eWP zC(DpeUU=xYcR?=17Ej&;%liO7Hk|!VL8&bL7PN}z+FL^BDiN&zDeT&MT}86<`}~Tn zt(JOb=s5q|?0CM1)8tUU%$RS~o z4!dZCdFo&VHQsf=w^%|f51V8*?s{Noh=z!?E1kWeuj6q!X(>n5doLBqjbg7yer~&& z->@KOx2FfFe6`BmHfy$p?z>_$#t@|tJVp&?NeF8(*p2K>t^BO;k5uh+t%Iz%kD65* zO0EEh9MQsTjqb2mQ&>W0;?%hH6g+XG9nChS<^q#m0$nE~kTPq#i7i z623hU{8)7>HNpMz5K-9kk zmtx=^xJ|FekFL|^4)v=)4^9bW>$FjWYFOm7{9>OvoO8|_1>pgrj8S?LF;wShPtm%1 z3$&?a1o}h?*%{$UPAWkpMVkp3&yL0*@OrgABUq0*j}OLjxT?{OkNu z4{JGy3#sdH{getqd&`U*Yg7l1r$T0V3W(H0x~5dTAIeXQ<7iGaX8?U z$6Zwv$d)?p7d_}IS6~{GseH|&=EZ5KT|OSm5NXs%^)P*vrISIl;t<$16HeGwJ?=@a z*lE#R9w5q^L0*_M%02Fn4r))hVy0WDM=YRh6J5_-YtsPC5K3oTlN$eApr^gt7N|nyco5$pSclnZ)q&@_F-*++Vd5hRw(&r#(&Rzbz1f^22Entm@$r@X&tr&wetm{51VNVdX33BGfas;wHCkkQ<~Kz>dP!gDx*Y9 zsz!9;J2CF9v>tR)~1+`^^VLSX=PU zZV^F>ZQx#N&-4Diqb3{Hrl)K}i&iud;*vlWpgdLAUn}4vX0DaLq4JN>e3&O>#$=3z zxU#HeIy+_JaF1Y&zb5e|A45%82xQ`0H@E^+%T^)T_&!<4LkwhN@3QK(Yto^#b5Nl^ z*wFScl#}m5pk-!iXLKeeOAN#CuZuTZ-ndy#?g5CWJBmT$Ojg>D+cYcDe_FlIT)paQJJ7krcNri>`JSLo)mXlsMI8Xj!7HjTemtN<+;QtX}PVrfIwHz zZ|Q|NulKDGqjTMg?bxWs2}TY7((D_MJ0%sjDp33lQks?Og3^L4fI6bQE{FEInRL-? z=@TI)kHfVKnbMMx?FslogWx!QgVB*ROAtl@hv7S=(slhLqyvmNHTDegpP(ih?kP`paXM4x-X@ zYzd=x8^+4@|5~+C6zGgkXcnYTDWo5x#{k6DOyTjeRe4F`?)XEZJb*Ijo)$Ikpi^E- z)xq6{u+a>L6o}Q*JJL1std?=UV4Jsx9ZB`s&*!kC}IzxtIAS{IssjK z)Wr8>CtAnzfmvgTS!$IioEksL?*Wv3~U_VaBkJ(TNKd8=wmbuashxJoK0 zGeD`5lygzammr9j-6gZM@z@Xxi^5I@B6!T+L;(E7qjE+7wqn)IbIeeg@O0S#**O2u zb1fPdN~GA9J)@v5ATuR(95dP?(ZPn@uD;gy8&7ebDIk!=WO>Zpwt-5~_ejC^?TxnP z5=aEN$pa{POokFCT0m-sniGwI(37Un@})+W!EEt@*PXlR>#+wA&7~$=c(K%Eo8n+y zYfLmRfE$B@`m{Zvh^A7v+=rx8s0DVHW?g4@d~e8u-DIfyX!OR_!$*0QkNL2hHn%_QoBq%<){QIAmJ zQ;ZvHy@PHKo`DR$B_Bf3+Js8+7*Eh|)rKmmN7-I9NoC4Opl4|gk0RvA#`cuw`^^q5 z`>-ckngt#!2Fx)$9X#4*FuLaDlTf67S?0`X;R$vRyk0RC?V=f=%4x&0rK>%Bo5ZbI zkUe$ehjXDJ86`6WLhR{~+m1Q1yS3xzyH4t$`hYeztk{gW&@#2l z#*IS(ATueGi`V$wP^k+PDar{H+Z)G3hXT8WUV3)&s3Qjd&NvUk>Ew(I3aP*WMk>q- zx0e=RqWvx^NN$J~o4zo0;AQtq%qppz8Ew{?d#M#t@Vv1{w33)siNm<}?%Rm>sFj{R z@91|yAB=?+`x_mpNtK*;qkxnebO-ekAy&#<_KSj``e-$>AxpJbVPK@3ikC{~vz5y! z$yTJsfhVXJjO<81sL+0Bk|trb&_kz%=Cn|sxg_6Oj@Sy(q2R3UIxbsG!*52Aqd5Sl zppUWR+H}2zPjuA6_1qPJ!FQ=Nbt`gn|mfZNFP-I%RjZZ_A zNsSXQ&8nec9#;%5;w0x~if=mU;I4-xu*r+9S1weM7&&JWPjJL|cADdeY z@@L5msN2bK)5@f4S&Zg9^(TPW?opq>z$PDTnBg)?nBG z*%?J*3A?C{wI}Fgg4%&qHB?PvP>ECz!%3?;#lU_EF>|G6#4?B=$|E}IW~ugF=>PU$MO$erWC^JeQA`WVDvSr|G&ku#?+Wl@s*8(~b!$4%x}Fi{s*AC)=Pji!hm`hUALC8n=(x zshpTm$9(vnjS7O5x4T-z8?A`C{TW*Sn=Za^5uYBqJ=%s1+l)ga0v{Ex!ban_cY#uD zxw3Muy|zjlwlUt~x}k6D&Vha2+$K0w0N*g>{dx@)8`1}TZ^F#X?`UutQT_n1bNZ` zWHU)d*DhB(ec&flx!i#}>GWp3R9#??U1a+kP@xOwGq>Yxut5s2Y>E(432?K$y5#WX zC_gY3V@VZ7Ze)jd`2AeA5Bj2clZ2gYS^~Rt=At5iA0`qT1ntu!MIvP+z-v_;0N=3e zw~CLc%^wLF z4ZLm~-iM_L0sS>ddocO({_OYc^7H!o=V$lVz8*V2{3h5dkmTj_%PQA%zd&{eSda>7+xp2L(_}u;Y!~Bl?@Z(P}%Xb9yhadm&O%1PKIEH@O0~YUI zJywC+E$^PYg#GWqq(8k_?`7y#>w7;0fOnZzpZ|n?g4d7k{Q3E5`IWeQ5dYsfzHlEB zpen%JtD4{B{fDP&R{cKp_?M@0{IDp#>9KUXJgBFS+5VgAzf9j3X%O~FJ$)m6(7v(g zNAF4aZX167?QQtu%h^q*YI(_l?w2Ud-J$MY=v7dDvB9(Kn(0b>-iTu5!!g%9UkE>gr|tp}fMa;?a$t zP0h3Eqv31+FU0NZ*Zuf5;ytaR`r9;q9fW1tb-+kV@bTBZ_{t~!p8Lz|J?vK704?Zu z%8$|_d@ z6aWYS2mmf|j7$Ik00000006<21po>FAOL!GZF)0dE^uUKRa6ZC2YF1-T9-`ET6s** zT6K5}009K(0{{R7=mP)%#CvsET+hQm z*%?~G^Y8#gEv%hP9Dt(M22LizCPsF~CO~NuTQetfB1U#L20lJ`M<)jp0~>g^xkC*J zyLnOc_G>i;cAOB38X$y+`IoI<*&oKZlBRfnp{^_Di;Kl}MO!?3F53sC@yw;?_I<5{ zQ0Qj2OFO1JNB0g9|GXL{{N+1;3EweXl;yT}qSKs!NsTT7>#GYMI^kgu~;Z-A(YyOFOkZ7D!RXMy9No zi$Z%{jxms6F$XY4E)S*E_9^xnC0M66Q@ww_Tm*Jpw@%hX10vrgwE^;?f7D|9sxsR# z{8<^QN2#GQ5jk&@X}$M8eAlL$Zrb*ct7u$C!^W1`ZrE@!S7j}0+U)H}(en^hN!-fw zhPYAxh6X~1W&A$E=vcd67f3=iz!I@-k$ER(7U6CAg-k9D7kvPK z90^wlVmZh_fi+k&qpnTX4AdwpR;6c0W3cM}y)qWXn6ONFI`urn?wBChR~ zP&FdS%wR7$bg|E8iHX>2G87z6vCIMJtfL4h_O~}Ilkbc@oKlzJL=-e$`6Y{G-E}nnOM;5@t@ay2yD{d&_XkBSSsg~@d=;E@~vvb<%GyPq^ zFGP{qnOAK1E}6+Uw%@2OY=+$p@$iuGNk^uZR6ktpU zb?4bqv1d)oRemstDyA4vNBM*;H3JOC6a7ixwK#*u75MlW=ppAU#Wjm%R@zfQ-*vmw z1KI`SMquK2U@3eMq#r8JQ_3`csqcq!qRC)SVC&DLUD~Ji#fqcc)_wi{!>DdCiHj4> zre!)$_O5ZFA8`zNE!I&!$qTJNE_PhUJO*F129rq~c z!o9SDM3IjaJVQlNC~=6{%E8s%5q@PZcIZxZM5ECs6YqakPrimqnrB^~3nJ>?tgIbT ziZ}Y~|K=?!;O%Ku!=veeBxk@{V@0vtg4%$q4j`2zFmYr&7`vhw;c1#!%5u#z==tKt6go!*ba z91!t%op1^W^nzpQL<6XnTE~&yp@P(acit!*kL-uY{;*R)@d2I~cpQy^RW8lHfHL!h zfTC{$m+d$To_z}|J^_sd&s9(|wiVH!WwwAvRCFOh|E| z94Nm9Olp0&tpA*|r!%>4oE(F->5;IZ5eJHr&4qz;t6H5J(%!$Znnl#*-6s2Sn}5M_ zWHf)BdTndqTM;^cAzWnDuvD6M$ENWaR#^J`YvefDz8e?iDv9X?+(Lye!%9!BsqU>*B}~8t>&mohltOyB#r>rY+lifcOEXLQ$pg0q z-RZT6gfwy&iUIWn`eHY&<`F;H!%Um%i}*B!E$lAB?5t%;o>Cp8Va`ufb z6ugP8@!vun`06D%GIIWRq9ijTBkNzI{T zewD_%nZ=n;5Og1T@T77{#!6xW9T1w#BL$O%g+l`2r)N{)@+e+2+NX%*b#k-1{ zpr*Do(t|Or%*QWg*X**ej<@?_WB)xm-)m0XNhLDrNC^4_`$lULCEl6C-8E zJy3jGsrQaCD?)fpZK=JuE%n_SBJ@WnP?_X0S1j<2qeFZA zz~UwPP9uogDQ(%g&4;+6V*s0e7w$)8WKiSDi%YAI@jcRhW`K%lr3*qU6xxS+q@dbk zSP?^P#Jh03-v)o$GhryI->80QV6T>Mdlxs4a(3^lyD5Q_AXeJ?sy|$-gSt9iTr#4@ zJJcIaZ^-j+CYnC7@iOyk5?Vzv3I;{04tx^1v#dq)Zp6DiO9f$M``KJ!ueZN{Z?4dP z)RTx|&%Y*h$5Bj@!b@fKb}#x_}f(&rLVmmegxS_ zWJtV-w0sEK3f~x$uY`jANNjprcL~virR9WeRax@);Iv}fSC!w&rj@z%oSl3>%QkV( zrbTW%lV1uhUHLla#B7e~r1N^_=R84LGD5e2WDtrKcF%rzjHdn!e5HCSeaQB{X20`Z z?WMoYTbSrmfB0`894wTh{=NXtP=@@)D{Ff|zo{kip_Z3`FetYl;`10t=BYqnl|-A#X*w(>9du*W5=>Y8#j{ME~l->@!Ake#k=`Z9}mqNS&P-4NcRsq zX8}Isj1Lv$uvygLs*3;F>L3c)*jKHDE$71!$6^UvVq=RxbTnST;1`P!xCT)0;CG$4 z#vu(PqmM(M*(4J7{mmZF-F)V3jSYBRVa8(rJFSPOVQ5SLN$m2y#=15e#{Yg)Tn#UHz9~lBuFQ6#!&;dVYO%dXnop z(NYW3+$Qdt$KN^NO_6wgNMs($KtVX~FwsKN3Go_g6w~dwoKa=&2AYkjgKc6af?sQ0 z>vRWd6T?UAlyDRBVN;Ij=ib}6tZICx^2s9Rys?TlW&XKP^=07&s6Kg0bV-w_pD?Vt z1r_FD7*G}#^I4IzThwI(qil+LP7@THR8SUF?+qptStoh+1w|pk)@Qv!CJtjQJLrmS zuEeh>Z&{X-stP~U=K16@lRsCS!|c!5mF#A2@SUo&q*2B+KbSNSX3@p#6yo9r1)#y> zeYKhMXInb<5ct>_Wt z!Gc_mev__5!mKbRjcL3B;#X>TcKPVxaSZarupsK&X#DCkp%m5Z;bLqYWAwFp7uqSG zeN-fWID##k4>GQ5F%|J7W6m+?pAIibR3e~}zvjU^Lv86(V$6AqpF~rnA@85L+Su8= z{ai0r_@rl}w2y0rY3E5ybXJx3II_s$sB(0vs$Z&Y%LOssJJK~DNUaQTafWDn-GBK+ z+Qm-OsW;%HW8G`V_9hTXGIySwiX85sbjxRrfZ6?vchgwYRdP=$u7GDXG4mm?;OV4o z6L86TZgG6b!hUu)L~ze$yOCXk#^|Y-X?9LZ<^d;~?uE_dp3YbUBwbp}p7p}+5$>DT zR=>Tj_RAY#c2}x&OJ|3!>^b6>y(c$T z01 zc@4ShJG+U7!=uF!tw=e146|q=z4frwiu67s;(R{y4K>_PJ+W)PqReebcuadl^l8;m zGlRFT-gl-BgqzMuylHYamx2R>jvhC#wwokJ!rZunV8CX9aaQWRGOA#=ssTtWje2p@ zGdc~zbxCBL!>|e4kjC6fTgH?E9cMH0t5auHjT|YeJo)uLG@%&HPF3?fLD6(=-TL)#Uv>>F3asZERa*g}WecjnUn(tRXp{H6f8&1dLx{m1a6VpRzQ zpP&tk*U;6&t;5i|npxr8FSp79EcFveyU%4HSQqp_yJzZNyK#N7r&&n`JZGFLPJx0^ zwpWfgj8L5C=cE4h8eCsCOsOjKWrQ{1GCq4in0<1+oP0yIzeZk>PihU4*l211UYefQFSHHf zeh(|##_@?xJu_i9Z-}O9zh){H5o!L}ac{}?w#d=r+GN??uz&o9HARc3Y|(i@f=Cda zJ!Zq>23OzlCSnqF2A@yeAzs7&*`OB@sq&9 zsOy@}b``T+CX0zfI}po>*p!z`8z!R9OD=ZN$@wKt>pPqRJ{fs$O;VQkRiFj6VrQGnUlC z*&M1ou{}{4hnC`YSj`}vxkcE@1!w9x>Uxpeq7 z#{peTBJn$pAh#bZf)Gh?SQGlvxTyU{5Ikl>*U9QK8> z<0jH1ZBeU{EM+L430{x4f>Liq4vqSKpH_W+GpOzVJ>g(t`e(wS>~3!YRF^ZfG%<1l zDmfcEy?mFjF)%X$s#zF=^A0u!cA&V4g_*e%5i=_%P{_{O&OyoEz{mtBY~o^JWFqEZ z;0_eDaB`G4aS*bzvA44|v2}vy0RG8d5ZKS+*5j4v0?HnxtxXOed? zF}5&rvU4C};^X_DXG8EzY#c2A<(c7vr+oZ0w%@61Q(#Dd&5595!ms2o4PfV9G2^bN z*r)f5bCzwwXsj;lFeR+-O6ocpn39Ws)UkZXrTQTmM^rQ{OLD4+(Hs4$1h&Vr-~*yL z@fXaHIq2D=Z}pK?5d)lMT3Or3E?B+my(xs->2@Y>iAnzXIUejm|25>)jNdA*l}F)* z()vnQ_=E&phpdQz>#ndBk)^H@C0jVP{Kdx~)m4JN<#d1Y%^IoDF{5u>R46#2cj zWF#s@wmS^{jA>(H*urP5YHpIUBkYZCZuGR@w`vNF84aeje0JUBmf)cn`mqt_ z0YuYhhLex~y)_?yZ{fd>#f$4rXw2wnzWA{d617`YTg?1(dB$o0Ce2O-b%Oz11EH zgYF5*NWyIRJMNbzjZnI|k<(KsMPFIl?)65jgf{zcgod)JX30`RbLQ7EoVvDeqn+!f zPvQS&6$)?M5g$7r4K#l`xANdKX9Qu@g->US%$qEAew{wuQ$O5`Tke4YT4Gno_qHaB z^?EyRs$`Paa*gW!(@Zq`q~`4CGS29HRzw&>5NmfO!F>1X z>DOY;iU^lm!sWtrO?NXG62FyiSLx2_(clPA;!OoRW~6tX!LzYjOkz&k^Ym(0mczC< zj+=gQd*gWNE73Zx;d;Ryl z&W%>fN7T)YP;;Vg6^8;YPp{45NzCu5EMS2fr_+#I@AJeVTE*ciSciP_JHu-655f15 zD}t8~^bZ)l7+>yWoU4iqd?08XpiLG z(FBe@4zF9q5BHqA|I=Cdmm>qNdw%@4PU)W^zeoH_^?MJ)UgLZ?FRQ6Z zzN>LUlF;fEg;c)4UA{0hh~B#=^2Pm9%0m=WoaSYh6d09EzRl8EDehs3`Cc_`E3u^s zGk?sDpY}%d^>qgcr~=2TIX#9A>WE)}9wL#7=eVDu#b>CoIXi%@;=8zLQyA^D)cxdX zioxttvd?I(;?xzmu)l>_f%y;BtG~DuipYP&h<~mA>!M!j)_<@5?vlQ7hpUAzvRj4T zpJp!XFdId7g(;t%@p3gf95*_|VDsij;B&(2=EkaZy9pg@Df8^4)zxlH z3&@hJ;l18hyBwIEkmR-6&S3REKV}7Hs`@5y{cIhCdpy=QPjV@K4n>W-8=PX?(%~z- z_PPYYw664IKO?tVr!4)wO;}j?f^Z}02}PX%>XTf&`-J4Pi5?}og3jJ68uL)C^$)=I4s_HdtcQ#N^}%zTTUtT&{u1$E0@ z^U(_l>kd6@kZAB3rntJlWllq>95#UF@?4~qPSFVG_kD`)6rp7KbPv6M$1kpO*3}25 zy!AX;YXk)PQWn?9smCwa-ne&}HSG zS_M(oT{c~R8b*{R%cZ#DFP=%g$KyBCJCg}!ughc~%H|m1&=Xkuzh6%x&5`y_Z)X@c zox6*)Qu^#GDeIY4l=_WOWT`x6*psZ;2@3!DG)q~k*H6Xx9-2Mf`slemUo!Qh_u{>H z8rODkAXo(Imfp5H&CWgAc{!)dT@%7TPVU+Fp5!+KklD(e8ewpn$$ad_vOvfHvLc(?5VycMo{&bZhln&fx*EvWvYi{+hN#lMva2;;S=evSO6Kxnv zKc*0$>tBCwsyB-l=Y>jkjm*Dmj39CByt}G8)T&#Ct4O(+6bz&MgTcUQzxB!aN|K38 z@+b%j$w+Zu&71y?_54oZM;LiEsZAVt|M$bLgi)t_Ud~67w{gMl2s<*1E@9YMAn_je1zD z`8hpedyELQ+)YE5hU^Lp`Tf}$J|x70!i;Y1pGfR>HjX(X8zAq8~)|R!vEsU0|zTBa04 zc8^u&<02Ypwt_+vi86P=rEmJmWQs!%mxN<66QQ-s`pYF21E?qXS$3CvCpHoTDjyga zyOgaIaeuYQOKN^fC~Q+bV#{+@Da}4QdL+nPJz#JguJO!t-+J)scuGbXNjY~k-R^cA zc5GKlO;1+_0I~(qf&l=)7|Q>$_{Ceuc8k{5*3zn1`msX+-lla2BjXnLJ{uGfYcY_Pi<_z%i|(y95rbYQpz_Aa5!*c3GfP?Ql=AA2i@|?6E}Xd*Y9I6!XhihFpv21w$8ZP&xR`+u^N&tFDJN!=E z_LN%opDrnr%gf7+<_G*@{Ma0n_Rc~=LcF}Zt=Ir~^oTo}m99^g)*w&%sEmx5dzT=Q zT@I(}#B}&DvZ2l7$vM7nnLjSY0m;>_cAT{rMY7L(E7c}!MylPId08A9QpBt$%{hdL zK{wET-*@-UY)hiW9v2I9qyz_TLB$3N zHvs?vF36WcRcQPsLRPv^CaqOW=#97-ASA8)!`|{nft^n@rbW~Ty{x%v5jtJ%NFn$5 z?J<%=B76uUMju2){Aflj9DF?GFwCMHu|Wvxs55QNTzrjRAYwqY9MWLQoD*;A#A^4Z zd^+o(Rg8IjBE=oq1$ZnuL{X2nxiVaClsOsrD@H6GOR-$x-Gf#13-YS@#54|hB2C4I zpO_JMn(H?=Fw;aIxF7`#Ev=&W{K9QO#gU@kf+_^g0!*f?r0)`-hzjr$nd`E9^9OR; zrwXAIzr`??Y6+? z#{1sZCy^kg2POyWpr9ZR504uy*p=9FGIq9nF77tRVvko=b`@NXqK_+Z5Qm3{dpDjY z5qJN}x_60~Beb&~g!@YBmJB0SHLN^A1Hs zj4fKzkBtVQBe7-IG2laiYml&k@Ylwwn8u@5MAM^%6$^gTE@{mn(F% zl8wz$wy&>o4v(arkmgkRrDWz*y{q#q$dKKX)t)XWuZLNxeyO+F^>aI^pCFTREVFWQ zO>)m_5IMKh)>5yip)%5o#(x*G?7jqr3_@(MlW-7JgDY#+QPf1}XtQRN`Vc9N3f@Bi z;;+fg#n0LAvux(soO?4@8=JI5lqjjh0N_|YN0x$S?yLD_2tqX2+6KNt0*x~t6>0N7XVtLPi z1w3FQauf>(uOOWv9u_gpm@#Y-*7zvI1OmJgeN(*)|GW>E*FJ~2Wm+nBcC{L3$^oqR ztVUq-N{;->Qs|?|ZEH8{Af$UlzFR#~fF*gQ#O^LYCk zj`s;&Wb%AoUdQncr5?4?wI^gBYzI?HyG?mDlg3PLSC{!A=Y7no8xj~<%5iygM8qBS zUBn$sp5qQ5WaVmoqSnu_^t}BQ%9dJ|0;3-KqyydMxw(N}85Gn>CfcJLbzpHkR@iMFH{A0Y#<;V>{>-1 z?w$KC8j8KL_WUFL<5WxKr4ohB%|OMAU2-lK7P4YO@Tk!M?Z@MJ6S{_QEKaHEmv%&< zvVWQtCzfi1qnEbL+=hzEW&e3`A~rou7*^<6Ef8!l!uk6ys*8hEbS0|pm&#Z``rfZR z1CAEE`(dqA79&Fj{cG*fk$|@v>WjlVEv?Ihd>*xU(Pva6c_#J@XWyzh(ply1W1)Q> z-wFK0-g6<~(?;sisA+Wx6}7OitkzJ@M0&Hs4N0XcVCe%Z{#Fw24m4`6`_c-QEAXvq zgHo3KP9cDs7H{=+KfWkKgJ>|HQb6|Z$l$?%L{C2`LQ4T##j*+Tk4NzjGnba@* zP09T2Hh)r%0(fY}hpWq?p|l)2nlN(p^ID)pGC1aC-H0L}B3@oxoR|VCN2l`V<|mt- zm7KY`x!V$h2^7tS3p2O}r*ZOh+RbvotGGDRn)&wdEt`{rR%0RQ=eu|B7|4jc#Q@l5 zh4UJdV)4lc`>e7pg*^C}Aiy*}1c2yIG48)Zee*kh)z#-NAWy*`vW?-q|MjXK{B_Ue3Pn&rMm&j$8^ zt+ZtX-FSKyF1D=*(HM;je5AIvrM~#UHyJi3kJp}cT2|}_GmNYZZ*2}SaSvPw*EtP~ z3dxdSjl~I(F#cJlDP7-?i^tCe(a_YwMyoTOf2; zW5WS2^M3jIXN|DtZ%y{PMXFmSi*169aLjm9((ZGyZ`sH0AO`{4WnF^goDr=7_MlnTzr(!S73YEsvA(nfs_A+=?`h^h=hn7f z#DX1Ygou(|3teOC{)q39h-q$}mUZR4H?6vb>Ru^iAJXd{Ue5rnF%6bF7v_h=LaT-u z{f2vSi>ZNz7=F>;2TYb+*C+hW3~Us+k@Wmq$dA+O1bHHJZ>k~sNXxk)3#0UWq%&IF zd7jRULhXJ#`YkoJ80j$-49DB5AM614A1Nw;qce#x{**#rSg=O-$bJLbM=+NFw8`Sy zC${yj!fK$BZeU-?sio(&EV`+uq=t+O z6qsTO)cqKYQg}u{{A-wrFj3fI$s8z5Dd~{xQU_1xqaM#0QNU!mwO66Yz$OC@i`jgb zCbH{A;i*k`CFtSg_z)YxA}Ql;G&!c_Pc$$_3u6qwa~69T|7%I~3)$`MD-WCAp)m#1%?3i@jpabxzAwzN_@JhWVF zE@CRk$j}YbyP4>xJ+)TfiX_`(U|`S}7r2WA>>2%K4KpkTe~K1DdyH)U%J=uJhyUr zsk5@W_cypzad}Ln)f$J^)B(oxjZBIs$3K#x`?ENxkDb>|4}1hOME)!=BekdI$BziZbU!?U*|enVlpa&q{>A`joN@Y^2m(pUL(+E?xhD*GrAdb4 z%&*w1xT5*3T<0##hic#~P&nsEj7$3sL!8qEb4BLK8}4IG&Z4@y1XoCL3L+%N!jIk`8qgK4_zI?7@ z8JvOKm2^*P%9CwrTQOz27VU$IeF5?&ZCuL1iKV z%zI$n;YZwkE`EttF)qPY5W`lPY^$cR0d>GDxk4Q9xf7RGOL8^(q}Qnw+*@suXrxO1 zYEwbaY67B2D>d!YbhTliE3Rm69WqiP;bomDesrv_2dKED4&YOZE%=_{5a(-7j*+qP z=a+<1?Hf&0ANExfGajY0H>dDYpD(EAz8sjN=QaJe#H3hT4ACdWS?f& zp~HJ3aPn;Qyzq7 z8c0ubx(FJ&huQWPqZ9!EIJPRU((r}o8Vcth#uY^Wb)xx6N z0xryH+K$5-&#>WQCfwL=Z9NL|K4Ty}%OTqlN4HmKdLK%D6VV(0Qe$rp<`k!=4n?U0 zh6T*arYXGE3Zcg@3u2+d-(`Z_UHgZCt(Gbq)%F^AHIn!(v}yV9P2~jTS_qSx`@$Fw z`W}Dhg(_HOU|tw{_|!CStMn%hZ}XevoteF-^T@Wywei{c`b&gPJNe{AsP9f7l|HkJ z`$#}6rEiq$0;7zSkVLG_5|7LvsA0CU(Abrk{TOTSp*2|M7p3y!cyYQO3;?~C#aZ?J zd#Jb30Kae7_z)aK&jkxL+W`h&z==FA;kE2+zmdvdK~}L$8vQ#Zni1!)=UmG%v#h{j z)OsKjwKd`TtT$0+yO9ZD3_YnlmX7r}VdGBJ86km-`)kWd8at8m?UK>aGa&Ndxl%zZ zp$5;#@9&@UgM;oGjLpHWLE2-N{Bp0PtA2dq_D_Ve=P8o| znw$|WcYP@;8$39dJ@ud9fQ_%VPxv#Q7}66lFT3EBrin}@*_XB3?Qf1+u(ZwN5zi~A zRb}s%t_M0=)w#ol>*u^R+O;pQV2_PvXl-2yE7uO1b40lyQ4SXO$%B2XhB{tNFC8H| zd^FjVblwoZ)m$&t0E0Hzsa3SGIj{ce$adQb_gICg^K|XZg@PMUk+U-6^yYHYGaj2N z>$-P)aKrnp2c?hQqGDpbeSNR&FwSOOlQBt%@E{}avzLl8FC45%rz0p6Rt?u%_2YZ^i2A~_^T zIl)(3H>0IssY6K+*@scOT0ONy!%!Xltr^!|rs3wMfYgqVh&$R3o(ncicl_ewmM2Y;6ua<|&`SUFu;w?V7E^nuJ?aV81@H*w1zGt7Hc zEhgs7=|ZkVQhEw$4B~CWpG^3ZOz@Wbnudl##+v?e~w}KD~tSlo@$lZj3<_v>-CdLmoibS_g={yBjoYA80#q-$p zKyU8}3K&D?9L5sM=H)I()WknsISPj}^Vq1P?YUHck~M|Y4k|6mcDKu?p@$5H|15Rb zMbUuApc}73sRx3Gk3~m*N#lwpu5;$Dx!*;cPvSWwjox)4BZ|r67@c0Fpct4wWWpgZ zxF;ELtceoH9|wn~%~~3!?0VY*q^R&n4a9|{_V$MZ(rAyNEnU*l5bHjr#oI=8C)Pj*cPbn1s zPDJ}G$o+GQ7 zyV$?4BEqQR-EEiwCj5yMxGVN_0x>UKt-=wd`m?`3#A9x?4!dNMLWjWTGAncQ!h(We zb|?$tMcP||qvhkk1+d2%RRHceb^PkzzogB`06V;}_qS5+n+eTd@`LDP*gC?Wra|3%N;u# z;E4>>!4nO)xLAZ#MMg%(#Gou800g{l)tJbM{*n>?UzZpD{{K||M(lr=y-^TxNN=zi z|H5f6zTLxPgjKuSP%7>eD1$f22ojKM^tJ7w1L(Wo(ZR~dc{*A^IMie=d+fio-G06> zHkF5m4G^asF8w)b6>t7<5{FEVvzhgh?r&aD7I1O^1h_CKBKeP^b&XVVY7cI@k&uwU zCJS@E22*xgd z`aU^kMTP^u`8k%O^*Y~^6D+{%zdzU4=StU*As|@fgQ4Q!88banJ0A z;+Piz4zp=|sqG0ihY&=nE_guGA-8G<$K`VocO-N!_8$ogEr+x3o;N^y((+*Ru^>qY z09cs-fOIfd2?ZvG{Ik=Z-1R}*c3D+JdGkRrWlLsj{pOqnmPr*R*d779$p~Tag=eWY z!S%b_IfN0q*Ei1lNu|qkO_P;WVRiDU7yuk_2KhCESqDO8xfuBJoLtt|VeXgJMb0QC zUB`3BaxmS1AsuGTi{-G>(qu2yTxWJ(9ho(EWB!>#0D+?h2lNecPs_*-rvCZzLa!S$ zZzNJw^9}f5`n4MwI>Ag7i#ozgl+d@(R6a^2`A}OcU|Llr!+=eoxoRtjRVHumlTo?f zo$)kyBf3k1eSq2hX!HQ>MzJdu-dK&CJGSFR@+l` z>=lnknaAzCS62apm^|LS<9fH>)j)si>E|RJD*~e&+P%DVKQI2b#_X>gHShp{cQ2K! zkA3xVVEcMOWJ6so;u4!%&vwNLrG|3&8zBu2@Y!Qt4}EqwJan|WJXe!zzq_a^Abg%$ zzh3mpsxE$q6;y2xh!#xOKs;o<8{LUZ939WW#8^jY6CL;t0oFdYH}C?ce)+lNo{r{c zU|HZxZ&`3}mxqbd&Z}v;wx_F^dH*;BjP>tRg5c@0kCVx5=xqECr|Y!M6d38P>EZ*S z0Aq|&uy(iz*3bRyK8Am7Ex&odi1OV(Ef%#%@!jMJcCAQx>KUue*zCju%g@D{hTU0EtGw}g)Is%L%+ir|nCiD@F$y;oH3 zWon}Dc|Cm8a=nPpVR0gF58;0~Qh{vU@tD-0WzF#0-ok%=v$jy@os8nUrKg`={p_yQ(g56ayOq&Y!(X(rbGd-ajt2OiHX6 zdY%LC$cvVWCC1Lgw@JbJsVdgdoO--(*1}v+oTR6dYH$7VM;^w$d3^jeu=~zQq{HXs z#Zi~LoY|=YZ`+-Z*egAc3D8VxdRLBH4Grqg8yhbX>(aunV0c+V7;<0 zCKq+a2?e-|ELyL>)0`Q5F-HH2>*Gvlusfw*``va`I*WF5x5^!SoBnckxok_oGT7{P z&?CO*>)l2GROeB-I{k??5^66p*Bf0%!ifxar{T^3twO z;`URbIm=^na|7HE04i;+Ad!5ZvC+{k@Hg?OWH2R_#Q@0vXkV8;i(2Ib=du_0B}{U9 zhNTEnT#*1jYwEnO{9;~^fHgDmPDR}j7s)luD`DH1>x@OS>)UR#>x}IGB3we_AS3{+ zpg-|Ncp|++=j=F>c12=6;5nP3gK{7^YZ17DV*YD{V$2mp{2ZqMVtNC!?9KNeLLj98 z^3LLkYG1z)E3VWFd)m%PhWolA1iD!U*zx+pAVmo<6VkR*-KGi*^8rNYle&YKF@{Ue zuwomY*)Y#RmR(9;_n<~*Nt>Z_Nkc^2Ngy_%F=g=z2$o21VHxA&V6Lj;}oTvnrQT{0Wm+Qa(#DJ*ciEst@&Fw$@tc2yi z^EXi@23GdJ{#c_V>@JeBYx2yrdWNT>B+BfJG*SBL!`T-!zOGjp4Qhv!c#obgo|j^u@`=sh+vv_@ z6ny>r2ZwZKe45rje4V+k6AKe;zLw(MnlAZ?fqu49vD`Aawu&DN4Nv+3H;%6&ftNjX z8xRnER}I&F(RWS#rbxf-c-d!RRs;8j2$8I{N)Z?Fn0t_MV^h7J?D+JlaBlN>x|ihr z?33(dd&yP_KY$=%~ z@AMjGFRCSvt5rPD=N3T2%6{~f)(aGFL^j9g!AG;i`%i2i<`)UB7(>bM5$V^c!eMN8 z=n?U{s8k~X3oa_0Y5t)*9|I}awn`6ap!9-t8@LFPv2ctimGApr?cZ``U! z^7^B+SFZs4pwE&=$cJ!P4IA`N>Ih@5E>mCbMW%cG;`4w;MqHh{u!)H{3?xY*n19ZQ_d7Ych~slglg^She!(Nu`{cAy zDXnX;VA$*gp+2v_$)n@rO>fd&R()^jg#wUk#9K~r3I&u>{b0+1^Ro^{5_vi?`JAK4 z`oLAJlCy1YxK@a8$Q`+4Q*3#@aX@Y2q(AN^M=b?gWR9sw^SL;S)@2k0UG0`w$3)NurhckOySz~?>i-mr~-uVH&vQRdIfgyl37hXbK zIahk7338!hbAxFlSk@2!9MXG*2x~u0fP?UBmh~L~hh+x6Lac+?U|7hXDVKNNNw78Nl5b{KI}Zt1y|b{#<+Er+HV} zy`NluY!vE7po6J2A(C?fxH6`OQz^ZF%?G|4JE^V$SLUD z!t;i%4Ckd`cuP6W7xMko*!9&hb`Ih^;)(NDA_eaL8=iMH_!a!llJ=|F`~VJJUqDL6 z6JX`tBLqwR9aJ{oCEPEMQNm8M5`Ms*lyA1H%NX+WqcU6t)2wLM>g%{1k5`uY2u0*$Cz`;6m&0rd0 z$ve2OhH+y$`(zq5h4=gl4l(lL{Si*-AqK~`HC3~;8%O!N5nLinV<8ChztotY3MD2f2)Ay*;O@bLySqCH4ne|!-~@MqyF+kycRRSd1$Phb4#C~uA-Q+ny}!)-uV!kf zQ(dP|fBkJ+d+pUlRi}KDfnEk%Uxz zxF6b}_!yHWF~xr`e7}Q|nW=DQit$9_r9lvsSEs4>h!OoRuxT(_@?9km0hQZf4TerH zJ|=3ch@KczGDyQ(B6GmozE6VnCdH;oO+ct@&oG{m&;U(9vcLElz%77dq>1eH0OM0I zcWK))RC3N20>!pAvm9>7zHj8}!Ine761w!s081m~Itbv`?lpMG7CsdhN%pzwz?5=S z+Oi;teZZrslCO2DcWdhEeWp0Qkuld+VJ&;=V4gS^VD{d+LuqaF*#x-;@L+^haJlRP zXvbGH1uh%Nt`Wo@AQr*ItGO&CPI$Uk;X%OO)1vpg@!ag8yn?A8tv>%3a)RrBBqz8y zxc^N~Xlht54PbhnR-jG<4j`na(=mZvC}lA$7CNG3wM2ypN1I5rROd-clUYx`u9EEC zC@Rn3+J=qt#-yEYZ8VK0vjwI+nTt|=dX}Jq`r}rcg3JXM6^zzPBL;KpS@}L}8<#;XFg#FF z#PqV+&+UpkM(VmIy0g_@)tCUQ&&|L*4OKifX866 zrq>mpRGh@s?5h=4zrM%JqVq(bjLp%+* zl2t-JpkWK7hnw2&r1u#oAzHb_of$QC16KS2#e^qmBkP#Vq{YfnHsE>MQJbk`|q{z z?Ro@O!p_XirPLGq|W6Ae0>z(%DmH)-siwYaXj!?V=SShgw_G6Mj^|_&oY~5M!iJ{>b=99x2kr z!&41~=`(JL{g595#aH>?v{0qw2qhg~VGMtbTn=yYKM@WuTX@B;=4#P<*TFVRG^lH? z7N)gFR8e4SGX0P`jSU4BwlQm5@Sj4(wTz?Py!TJqj=K6)Ll8JmA|4w78=iXftU=l_hEGBIrff||> z4>skyv^s504MF6@eix<*=!FV3Thv;?SteAMNd#DiFfbpsqQ!;;VjQndNr>V6Gag2}$>$MlHc?uW0f6@kNk^}q(&gHAm-@R9>gi7QVJT`*=tT`)^$ zT`+1jT`*%!(7Bi{7(pmJ{X1l2`t=|rdhY^QdUhL4-E88Id_DCoJ+{eJMbi{cc}N2r z4`);>!q|BzS|VAf>exopBhouJVnE;F(1oksQA&R5v|}|?@Y~cC)AHCbTFT#55or%7 zzo}{p*!EKFLoaiYJ8yO`tki_cu@w~TyfB9wO@T1^@-2qqx*;e2C~m}KddP98cbaqo zOsD-P^jc@&4%KD(R@+XP$!6xozV*hdPKr`6-n){bvRp@&9{g=qha1m*zSrT`B$HZ~ zIqvvhZ0Z`1QosgOL$?xL<0b7yhBMe&Ll4Ltj}0G!=vAe3D93}-21?`j1*u3UwtG}F zPqiJ|r(Gsy0u!5J4m9uUd7`IjG5mY?K0#8B21|a3$3RQsrXqDXOq*9UI81Z?a;Cw9 z=3^a=Vg0a@ly-+zV9SFxxJFLZw>Z4hQ{MLDgOA;$1$4+h+4r7F(skGmV5$+F`jNTO zCkK^oZ~{>$QSqM|?xKG;YM$!UY?<2dB4fpbR9EC*4|_Us2b?6LHLValJtJjen&de9kU(#C<)gW!$;11 z39PY3#74h0!EBFFKy9WWEQ#+-!nm0ZHgSOW1;ve)j3D80ek&A%Q08(qFGmQ3=bB+^w5Rc8BKlW4LDCr z!X#1pX7yns;is-?Fd?xnAXDg*jPGze(}}7)Ew5r)*Mb7|B}V8tDL&)e)`kRn z^lNrcmmecO$~>X6Tc_y&O>28K9k0{qxf`Z>uk=K|!AY1Ima46k1H@=bNs#}}Xx01-dy`xG6R`*% z+Z3j^4Eu=8=lz%R6H~1Bq+KR?p_*ApY2mdsDX;-GzGz56toN3SC-0`9Bg7XKM^`OF zY--BOjilX5L?=joy{~3(YP24;$t@45!0v;ys-b-Z(OOYn_35S6V%_Z8POCalQB^7> znUGNED5MjzyIc~R<2a<#V5?j*#eEfXFc!IWHSR%$BDfQhtO9iHGG!{kitZJw-X4Na zGQ<5h$FGbNc1RyCXdR3ZjiCZR`h_T%N&)7e{x2F6 zmFJOL(&eQhCXLtX>0l-!Y+bDr=7bkexMK`j@7#+cbuv(nX5GUi1%1RqwlQ$tVIPm& zxF15RTw$o*ZXsB;h5+-w%9@7F7sMCG`U!kL8=nqS(Z|>lJ$BncC*mS&LM1-bVVWh5H>7?~;Qa)}Fw7*wNb!aZ6e)You2^rG%bUJ$`Tm${u0_ zYM+Z8TQfi`8Nu6cq>f0aA`T-SU96`DyMA9(7h^}d(Eby|0um0%DGJN@2QAp1IN=dm zloA>~M_1{ybjm}hl8^x=j&EA)whaQu?S#8u*OIZ_E^iB7oZ4{DDX4yJoK+L~^4Cob z^MLoq!JHh4kz($R!J(QA`<+uk4d5+Uf7%cF`APaxjz(Cbo4iT_Dww=#bg=xhiL4!Z zcKO7N#u88{miuSLag)keNNJd}*;0HltSoEXJ~(txO%fFyYLXFkG@ZHfER;jF6qkmg z6MM3m;CSyI!=QEg4#|X^wMBb4Q9|Q^O}9K;bb28T{bzFA)NOkH5* z>kCoGBN2vj`}%*@!fed{2QNh6;NkxN>4gYymj1^tMBrfl_m`-yxLK&|5OkhTW0~bI z?=}X_EpD{gmVFd!07hq%>J^;-;Ek%HVTKK9AYuRXGcBlc1Ij=cw;TT_d$?~=s&Fke z198YC1L;VLa2%3F&kyqP-* z8i0+$U0P+awhA)`fZ5b`dS)XRJZ}S0n)B_l}Xu9wQEiJjlU# zAudy9^V(d8997{x??1-=BqQtpGWbvH|G}-02US2x8o62tEqKY{{kq~&q}QoE0PX8+ z2!i&Bv*&3lKui}PgP>}^T$R%Xge^VX(biWl6}tQYS_3#yO`hXQZ4!CQ(0M2aN{6Q` z=8mS&2)rH?doo@Jo#(&}xRtGB6-ikL6}fCDXAd>cc&S@UUpX@0zb zvRI1UtQW5OyfPq9ZI%xE#AALZDQ5B`KujI5v)!&97tNmTG_;Cs6lrSP0+cKPc72Qh zj!1F}2-=Ka5+*LI*S63)eb`u6?G*7UeYO}uTCzo%cBa&Jpf#Nvbn#XJx$L6IqSNeVQ#h5+8PNA;#aqB z4rx$g>JDq$P=KUBU^2#V3?qcq8}{0qE*7^NZyWL#i$f}b5o?z= z;Xv5d>a()Hb@Dw`pWS`|k~Ra!c7UYiz|u$S25@u%)%f&$+ME*Ct9|2k$rzqDJEkoU z2PL#Qk-y5k{Z$;Ma?21FuUp@salKe6MG)%*uM8@rb$U~&es!zgTOoUW#_gLgjJ&#& z27nh-nP2LfZzX`FS09+UY8H8jvjLV~>nF-elTvS6+_XlhS{L!?s$$vz0QSwUJ>ik5 zB|)V?qZHaC2Ti-TT#mh}&;Gu^eRHK`7l3kVzqZ=J9#?Z#30)%r3}KJ_wUq9*20_;R z+a)2orDsRGoBTMv8cUEpa7DV0j24f4zFfYA5V7E0joC~d`_O5tEeB` z0pZORPZFtY+KaEEmrZ`FEUM8efLHULMEy5-GBjB6KjlBlynR2Gu4c_7+!+F&q+1vK z@2TKFl1A3QH|8G}`2Y?e;LCL|yMP3ssR2?sG3AEb%9Jp>=+^Bpu!}vqC+nE!#g6#g?k z{A+{$`^rrPpqW|ZHPjn}W?E!q)8?plwkiS6+WB-Y^cnC;CH}fgjHtumnD(vO3%x=zC!hO@LOOxvzgL->vWGhj<_IL< zSK%Jp83fB*2KYBCy{zZYg3> z;?eD&FI`>-zops_pcop1y<024apN-O zT_3wV;Bgc`n%RaU`M5*RU)uFMT4X7{uC`iYM3M+#y@urww(^(j(a6%Dlw-CdaWZeL zfX}OPDaehN?yifq#U@ItbOtr7wp?7A{EhTREkCe0!+}8NlOe;w9GZo2PVwhWWk89AxdE*-tWX8)FwoDx zzZ_P51F(L*=}i)40}P<9nU;fQpS-<$8*n@fwE ztbAy+bWDrcOnXF};qcbe=A<&IDkDvZK{sykbS3Y=n{T{uZ&{4aiTt(|l|{KFrgWrG zg5tUq_|zojrzY|!aPW8bvD8(JzVd^Cv_QMx=BR#Q;#m3fP&Fj57Z6 z`@!J`+hM}RH4z#!GTZ|=ikW#_ei%|?o9JMwa$d5)SD$wGY2&2nFg{zL#IurR_H<_H zH}j$H02*10O=c;skn=eF*EAl|$otbDhg>PEUPG+SDP)$A3rUneeKbbID(=QOikg+ zvgy7TO4GKhT|H+?#N=1LK1>E~5?8R!!xh25B~RiN%*|>_;J=WmEdQey3;a>D|AQ9` z{BI%q|J{oP{!Oy}KfPFhg`11@-$iRW+*iQt%L_I&HFv(A8SR*oT5&+a$AaP=e}~!H zuBjzm(_hz_t3#zH408CjPXIG@o;;(JMThzin+2x%$u;0()FB~c>+gQPK39*eSd91h z*mbhCW*Q6ZEm&|Km9}x3w>@gypVllr5If=B8afsy#5N)v+)qHyG(1GNw6080@C zI%Gqli^7t`34;#)=#rp=0yrFK-D!byw8xiEpFWkT*ClO%R)>TMy*^D3lA4H7`Al@k zrE;FTfbOPY_4V~ldrCmcelzs`kBR>yJ52o$2zd*PLR$tRoS;iRUgQ&~{ChH0XrL4A zfIWOsQ!vmn$Pfhkh;K+_WMs)JC(}mi`0jl-p@u3^os4iwsLJ#R;OEG2_A~HiNk8}Z zO^g~Im618S z{fDG%BRzt9g!KXN*f3xf!_`n>DVWc2=4?K^xgPQ6I;TJSA6Im;#(f20M_|y;D6%6V zMVI}MvIYC1FC~)T{ENuwVg3K3%jDMc*!%kI6{~5WyqJOVLha+zzkidP3|c=)58DG# zNfP&`RCnM4yEnqRf>GW~a02A0n}imy*DOj?U*0x;j|C};{l9DXr_eE6zY(rj7H6&c zL8++I|C5TXvd2|DO4OWHJrQC;??2d}_UXaiXD`73zx080m)a-yLA}-eSQKf)vPBAt z%^~`qxtN=Sf`)=h_8J)*Ga3W^07r~1xkKiUivE>x!UC+=H$ZLkZLe`W`+O;0$<+vgUq&3%)2x zyxlC5g(al%DglZL(jOrY9%S>Jfqxo%Kt%!M4%qQqq*2~>K6wNCvz6E&UuQ$1d=$VT zB7NjwSV2XCP(uxZc?%^vBRb;mwo??K(j!vyjvxL5SiCaC|BCs4X%LHzJXoS!oh?rg z)|7=n>4nP!)eMe2FRPMdrk^|B6W-@u7`&Z4Ek+mwg{*y^2C9E#kjCe~X|$?e zut|uwih+TkfR5vQ)n3N+=6dR12tD8g@1g$#l{t{0o56Zxh4_R2I-3zE{NHr!{7)$~ z!M>>7k8eAZ{N1_dQ!g_p3oL&jG}9l%hZ*>HpH1>VS;)}2;Q#Bgvo`pD?*BhA=!F_n zia|m_;r1^qER6j6xi$LB`YpHC)x@Y3(ZV4*(Ua|;-9SA96!_a**DUoP)_niksh1?~ zansDQLaw{;6~{LJE;A7?{0_Ns+r4{)TArDq_^r zC}E|z+M-F{w@&Kv73P1p2laq+gfU0POeEQv=zon4N*(lj>rzjMzr|}M`MQ1dO=+(20BCO{GmXkZ?miixeEbz7gPBaoWvdkgLx$Vb6gC} z?owhOE%ZF%BAoxCa?g z0-2iy@gpJe=?{ezp$fgR2%f*J^(_KY6kZ;@?yd`2392nHIF*w0Z~B7KVQKi`*cU|? zsHH)?RZ0F9&AEPBI4nnl*A(nuP8j&{r#lb9X*{(DTD33V5a~h>o5!q`HA}6441bMI z`jZUxFT(vHMfp#_k9j-z3&nA~#H#3(3oMg=jC+PZvd~HDCPLD{0*OGds)bbQ2IWry zT#6Vqt+2#S4@v8Z;SCM=j8PCGZ$qdEau>TS4g}E%UbJhGH=w1WiUz65=yoMQbGS)d z65;hvPEL+kfjkpj2e;HpClg~I!*`5YPVo2qx?n z)d8^}H!`F9@v&qfTD!q2|*?4=wHZ##S>x5 z({mPkV+B$W<_zG-wFjQGFW=(4e?tOAR7NDKsHC@amP?@~W7M$#q6P}1%^em5a1i?uZt+IwgYN9B`j<>>B3!9W!2IRJt7zdMw?8w^ z_67D$0r>y7YG`*h^(~Uof2g4qPxd!8l=4qCB$*wZUgmixl8miXFYu*O5{o`+-Do6E z*vQ9vQr`;YFTYKE^u4{zd@VXznSFiq!ZQ3x6=4Itw-WYg&pVX`hW}qR4iOD3icsmx zIm)%yD^-7{J1K2|ep;6c7n#ew;r--j5{=IYI7s-?`}%&$tW_~>@|E6@ZRf;sdLR4} z&-Z693jaGY!UO+dY&EsRy1DJ?L&SE);rIewTEn6&9`qI}I1oXj?>pyVFzO)U7YIHn ztT-f!L7fM`nQ^c4iOzeXZMGzLl#h9OBk5eNW5*FlbYWphR#s)B0{;@#9SKO~E2lMv z4!O@NU0vuQm|uEBWnkf=^>?yAH@dU9);=6i)ft9TuVs1-QAOZ$sbDh!#|3L@l@1NI z=c-JLrw_PDC(UjT3axr&;S8|uu&h^ZvDkd>a3(6J3k}~P2%?Q;#D9Nrw~~~Lk4h+* znx@cfHh@zt54zw1BOJz})-x%hRTPbL-0dcw%4v?oGq7;G;xhL>Lykt zSyTg=#3$VdLO_3{jJME7ZW~c>$Z^J~BHJD1WLBWPDO^-es+Cf{^q>ntmI1FxAdJ>z z1`{{;ZAl#ydus1+q8MLxmfKAcEnp@LHzAY`pma1h3}%2cHp2Mro9#k47jP(^;)l^F z`7;3@&}(mj~E>KxEXe zB))CMYIQpWbi9_YdadOrwH#Z{vJ9G%R zvycgt0#RfnWouR52jSMj(1PPb^7s@fmr{d$M(CL8L!d-lR5^|Zm%A~wL!9TW_YXHl2vDuPtIu@_u9R=iAc_;Q~y z9*iAWJVSfjucCw6=vdrP%Gby!qULS?$np13Mf)2$j;9IZch2!qSvM!~_0kYua|R@5 zi=sn<(E^ooe>ihP1`)MNW+(c$!h?^XUdi9~CA;m4hog&#rX#?KFd*(hK2O{I7JOFb zuml#!CraP<6XmB6vWX*oC~ALFayTkzwnt;|XWumXW_KQVmX0?sIPh(y+3eED;V|yQ z(`|>XK)X#3Z18d~;p~P9W!57e=;aPErYPMXO`Bi4tk6dS0IM0{sDUq&S zkzvm|Tfx-7cpFE5FzZzNJzMN@M8J+)yO!F^?l+|z`d(n{-N(!O64lu%eZ3&GGtYN+ zPnY94Uhn#&q>@&Y^2vqBNb~q6;uqZRQ$FoS;|7XFCQ_uLOG;*$t==4)O;f_1F><%t zij4*S0BTr8tF&ua$3s8{Wm@fAGOW{L(W5e%oFw}(9tu*;G&R2f3P|D{<$0TNCPnv9 z)f?)cXz66yUYgmf`g()iR_kO|$vLf*OH_4YnH#q`%$4nHul#tGV3#WFNU0dLe_PV- z6ATtWqN6jDQWFe5)tX*E=a3$*46ml|R?>&Jq^kOO0{KY5SMyg26SF zBH~lh$J=4<@j7#@2VM!TuUED)6=;mBu@=%n{z~&wDSA`Sk*xnxo0N8J_BWz1uwf$chW; zQN~Uu=_@{jM$c^h%wFwb@x5JNvOJ5=>T5;=k%d;j%;J3pD~9teo+D~ zGA{A76w{FB!Kj3cdfr6YA6*@@wC{TzwX?Lj#fS4U(1N@#XMw?`o|oYR+2;-uLd=FC z{!{s4fk5TxV92v?+;=w`xVs_mY{c@PCO%%!mB6`hTQ}G?@J&DnPVIZwhKS7FHKNnZ zV1MNAi-psvf^0Q_gjI_B!guFqW^OOc^v^J_+ousP}j{d>k*oi zukJ`Hm0F;+|A(KWN18t~mp)_BE0gWCj*s`EF^XkcfF4UcVGpf9^0v%zj_TS)DMl4nf_K5Xq| zNuUh(IxS~gb!gSzC+ZlmBcVet@p`t(_Pbvx&K5?RP4$F6JXxIfO8h8P0*5=NVP(s= zJ}9Z^A=PZ7C2%A1$Rl*=QNqSX$7ULWom%rs4Bk-CH1UJ}`NIrv_Pne?-5td2zm6RQ zA=%NLzIg^Ro87Or^?vobNnZABvYl!NE~S0@cCH#VQm!?--j!fjJsNwC&k>^{xa7&& zS~{ehseRx^p#x%r5X$pF}J4e%nrId?_ zmyU_)fq%NpRC->qmHFmDV0K?;Zuo&lP%-;x2S`#oIeD0D{K-|ZNws)$FBLt>t;v2b zt$Zh2d|a?(cdU;7329cR`qLsUU~KcdO6>WX=h9f7n?$bY?zmGU0%I+fbeOkwkE(ns zWiB8PDHb~`Q9H)SJ7)w*^`sXY>oQZQ#_qF>56x>q7u*M|UT2V3^1;&|*f6H(p!uV;NU`vw^lY|IzJ|b8ll(L+L+mj(|c$CU{b$mbTX!%I4*A^1bLUn#C9U>vUhd*9Wtacxs;{q)-DD@W{ zmQOcJhMi+Yikq-Dd=rnL=@rmqlhoT3O|YTz;r?g79+?{r0ed54Z>jgXoJs{;An)?{{x8v zSB1l~eRonL{dDppbpN4Ntn%36CU-EukK5&ph0`*@ivTq8dlX*VJl9P)wBFmb#KL4_ zHi!0tD;_n=PHgPoH*t`7zQ#qwH2hO+Q|GvZ=wqd48cJV!?>F)ZIRuqa`@mh-)rciy zsbr4Sq(f%z)qYpC4{0CxepT0Pbi7dftT09u|1%w8yhquZ}P&+a9$(RYzlR?{vj#=R~+o+DHFN~)BULvfC+ z!`0;KxE6t?j%oGhPMru||=}6$C zfO>#V+(~qccPnb@?E-sbLQy=~&0f}uW*3M0GI`_AQ_oxmtCo5B3^$sOLf!bUj z2#-3!f-B|ln+V)pNA4ontlI!XF%iXEqN1?XzrSzt%i5ot zoI!3iT@j7Tf;v>K!DM4_fQ`-Yu5TcE3NP5~)(>T7?bTB*R0pilT`eJ7tzPy44FjG2 zIGI5sq?FT~5^HE{7r?V0Iz^!FNVP4O9OH)0sc3C<_44RQxh)bnqNT^wLBC=#F2ux% z7Wt9MHk|KpLZpwBB&ozXSAV?T4F#?SoC#9siI^;vSaqv^SU3iatj7--m(+9S+H`BI zpDeBxZ}``{f&&&m*l2iU~%TdUtc@JeQpJ(Kx2_GAbs#S3TtK#EOtLMh(} zCWYIBq4Tb2+(Isfce}A4zBwT5;jzmjIsXZDAY;CyV)orV$ChbE%4fHontFM)4QmO^ z&A5e+5pg1#EXQRceygA1A#m$<)y`Cu@M?THB{7bi(`lCW!0_qCjmPD*ZR!wq7*MHL zO+s=(jLK=9P(|)c)5Rr_{X~fiArpj+TxmW&KXz9+UUL% zAVFESk9DU3NB2wGD2dASgB~>0Y60$L#A>(s?i{B(g@|}PTAC8{?y2fX;g`})!)gBR z`*=}r6>s$uG}HujTfvg1529&2(y%2N$n(6j9=sETa}pQrq)w*MviBH8I7+A{@r=(_-@yUzY-0Wak~}swU^4f$_muJHP~4sEXUd z(3}{9&->P#yg&aJcm=DkP-Qv?8%}g{CImm+Y_gm6LkZ#M*1?(PN#z{$KbrrVT+6KI zZ=d91=E%>Ef_|}N&FcQX9UhuOVC8}?h)#1Z0736Uz5YGLGzNKrY&6vTck}G*geIg$ z-3R;g32Y{yTFoa>_CS>3-wusLmqT+CVg?+o7MHshTKUpD@KWuR+ax=#(tVZ)KxNG>wKs0ts|>iW2ojjWuQ5oBpuKZstRw6KOkV6W4~ZNdF6KdlI*ClJ!!e0?yt zIc84jVHp+-Nis?T8MB5t=wZ>rGf)7gp8WsF`@kdwsL=8GW2%%ADD3SXrsfQUE`c7oLqb9r{Sx5JTE zHo0REU2C6WS;z^bVP9LbeUEn9dKrO{oD2DYQ#d7`Z=7eRoi!etOcT#d zYdEvMoBwecaty9+@8)<@Cc~v*-46}axt|3GP|ODJFY^_LM~%j3ln*|AG7Qf$-uyWA z9g)Q^-Phm#H+A<{g_T4GxskQ~P|$D$q*xQSlNrMxA16c6@? zoGdT}aQE~Ac_Nl-RG~XsW|Jstk#IcLSuj>MmumX5YR@(cMRQDu_r2x(#DUT8xK+!1 zU9XU0vK?U8YU_YZ8HETU`gQ#BxC0ox(JL8s zPA^=z6Ne>X#eF5Tv0)XMRJ;He2M@KPNZjAwmvdFc-h^IenvkC`4|0EP3xm6QPdzN) zD%sZbJ$oh+%BU9}4QC(8?ECGWkuZva1V{nTbSNs4N}>qSLtI^!I#y_pruSvV8R}BK z3?-d`zQ9s{UaZGp{7P(Qe{XwYYsg$jAsxiS>H70?M(yvmvuXJYGTYO#27~3&A@kyq zQhL5Y;o81=$t`|b0SWVXH7yIiBnlq2Ix~u+_^nV~KpA8GVi?yr`;sRaE2Q}H+8mor zyRI7Z5vgcMicDgjDVp_dk)6OmsT%9XZ$FgfDWR{pGuacgGb>QjLT$OF<@QG72}R;z zs0h`LWwo;H_XSthO-je2JXtQ#+`lyX@I%AF82E3F>U9U#u+n5((kH>Kkv9C_Y=NSouP|H$m6E>v7JN%wOqXPc3%gr}5T{3NJ#q;yiWMVsI4 zN0fB=^%nELG?oV3%QN!n{Ltis z$6>&b;RhpTA^57om;3`bFY<7aP!tVq~C`70F^b%-(C0-HyCGSfxKTy44lDE%ZX2OGPRB-P{Died_66X`{L3 zy7k2F;p&TNp!)#@+Dt{qm{Vr#Bs?A(i9kWK4k{0{Mw3GcJM&M?OY{gYB_c82u3Z$nbbU<+;<|=oj3zMqMAo2mudu*KZJwOi_$cQKZI~Mz}2dn~t1} z)kfj=_Sw94fv4@UQn0WmS=ik(PPYrj=pse>@ppsTJXRcZhJsyZG4~{&PC*7mhG64i!ZFgckI0E40}`;gm9?pe>w- zHq%&H$J*9QsW4&KJOTK|aKo215wO*-}o%_MyVvt1(y*_d5t+{{sp}6siewtw<9v(v&aeb6O z|F!LP^VNBl7B|+?Xo}ort!L@OD*Nb25=l6f-R?k1L$b?dUg_sl%C3=WLskYjrkXy^ zRJ_(@9~S*>%<(7AX7{EKVK_E&bke;c5UaSlH2%(!Y(?5DN}4t`;@AQv6T;A~V6Fam zq1Yv9+O8`SQ-zUXacm~5nv0goV~y{WxuB01)tcFP9b(|VLTj}QZJX(l<)_mF-PXP5x&0!A5)OiEj22uPnMoT7o6MNq z8*BSF?T*!xnIpDM*VWIGqQ<49row>@BW>s6xN<;z{Ly4T{ipHP2jG)Xt)-is-(I@Y zkVpm!7rU}6jE%+Z1}R~g*TY5v9hLEV(fWLCCk{%3qvasdlm6D))Zxaad|2PNJGMMr z<0~a56%g-?MN1KMg@UeGt<4xWhlN39_lCFAs1&G=3~naiOM^D^PkzAnHHM9P|o5CCpSAK zy7;K%8bz6&(fL8EdHUZSNIewEUMtAjk#mcW5P4EtR_?|Ym0qvQ?-64VZ+uQEKANd| zVHhK>i>K2_U8y!?z%@^mkwmng+3%PctVxx*D=Q1+?BHq)x|hH5()~tnc=F}Dl7D2h zGozw5(eSLU${q7)%Ah)x`7dYIF{jmN3bA!sT4icya%Ln2rqi!*`w6h!4@{`6xmb#yYff)=&G2$%fY2u%l$eV?Y4IDJmEu zz9<}xt?N}(1a3*hN3NzL#sgH>QvqBrMP1ix^y!<;P*$9t->P9Qo{S+j@w5rOgY1z) zj12zid>Z|^RFzxX{X}~iJuKv-Cv#mo?Kg`Ya&-@~vSId*8z|w1DK=qjK|Q@m4tgqO zF=`YO9oX7YBH30kDYOE{L0D+Kl~gVx2s5qE_3r8pz^1|CFA12A;GWvVRAP5HY40~s zW=d%QLLU$hIpo6;#I$}@X4gIv2&VNvne0UiD`!cqxs%y#navJqMND1ClUui|O}%5` z{Mw{Mf7)onIyT^#Ez=60#ml+7u`xeMtFzn7Qz)Ov)~NHf?RY7F{B*f#ISGvca=bT* zNh@ZOC8|v^*Fc#;_G}{iWK7kkZym56Db$n5r~XZN&s)15X+C}X-DsZ{nSe9jIdRmi z!;wK{Wa<*-Be*769J*vHqOzSr*SKJ;$M4cUjpmQnhonVCI~Cdt&Scu4k*1r<8LS!b zV+h@mRlHk3hyaV&@{KkBxz0pXh zT>?E#u&iut*mYex_T7}sMYu}M?FdUZBa;SY_3g49>k29wsnnN(fp$Nui(#giur@bC zBqa%icTKEJ-=AGwQoAsGRk88%EMNRD(eSRa5Z@W%3)%>;v>FSY) zvvtm>?|bxeUIKD`aUV7jhL_RrBHc$1HJWE~yzV~nAA02i`Xdur z2rwvvp35{;$GXD}4T4^}lGTnK%^S89n3MWprNK- z#T-gZ+#LcvH5RVFNJCM5mMkEFIGV*s#UwaB8{%(Bem<9o9tQ$;hJ24jOt6dS38_cc zB#5fsPeDBpVs_Kk7lFncX^7g!rTso}9X?QI;G2&sSq)|-qn3d$9_@5Eey@^$AU1Q1 z(`waIqg`Q)?i2L4Q4UCjj?DnO_8!l{|jwCO;_~%N5 z+7jFS{Q3JUQ6ADP?C%ulo3XEH7+mH(i1)<`BDNfq;$fxHh}>g3Uh!!@`r@vrDEy4% z67r_s17oQS!K@@{;v5E0tK#d-cG6{jH2gZ~PYxu)3iu%?@La1|<62j;a02hla`;OQ znvOwj^B1_Vz0bBQ8U|*!>>0*TT=b8|1crPMd8Ucqlzrl0MZfSl-v`?C6HKjgm?^&; zI+etepEgPCS`!=PUG`#&DI*%Paz=7I#R@{0vdAz+T!+9TU`f&yfw_Nwey}~2lB(8= z*gf@1lo!Z;{DI$7pwk3hW%$tnAfX6}XNu1U_C$D80jvhEGJLfL39bouBM+H5ARsF*+t=-~CF9VcTdeyW%oB z1-Uvk(b)R9({apE2_Uvt;;b!bul>=$)~hIB#U zh=9*vhR)XX!oWqS67O_tQ<8KUL7VbS-5VcQNISxTty+TH_R|YpRJWvErXUz#fcryV z#Xe8NUd$cE2jnfG&dsYs3Id@_chY!D?Qw) zD4J_n_JrWMtP3CXg+?Se>yowKi3(;fP|1fpC2>UtK=^Ts1g?h=b4E#(`5yfWMgwzN zW0*Y;!EEv)0gUP5_Ppbngy7DO;94OU@Qq@3M{6hLRM`yF>CxIBT{Hg`m%+bJ^!wmf zS&WgvR&L}FP)qVMjVH&8JGe-5LGf4bEkqAo_wB!0ufA4mq$k^piIu>sE=S~?nJH$rCkj5XN2n9787z7!m2Brzm z>vj;UFIsG1s5>8(O%*m81he;uL|${&SNfG{gqC-5qy%=i-WSZP2_#IpGwJsa>0;Qm z9A$c`lVjmo#2fV>hTW6w;?sBssJE!#QJvc(6UMQf6-bh=YT3AILmWvy3X$81HRkae5JUhetqe}+OpuwT! zEWJ`6&0z4g-wk7rGDH4=$_9z6(X8yc0_ra35bVSoCHKQ^+@;2?ucvOvU2M=5DRYW7 zZP;Hm*j#lq85~sZy}2#f`W@qn$qaqT$ta@imK(J%YBhOSj9;G$5p`_YXL_w(mY{xp zV4|pu#AXa)mQN-n^XBJM^w^Phsrae?lZvnwCXqA;5?z!(_@vLzbiV3iD_R~bN6SfI zP1#VoZVLjP*+zx{g(uGFR(~(D=Xn64s?YlKd7$jelMG^xHd zzgE6_dRSy)(r74?P7`VON7UWXSRy**D8aGm!W~5Z>E$Lp3?zH<#;I06n9qmSRc=fH zRVi@fAGpx5sg_hafud=|+jx@Bm%A6U%*F%x{8Y)?$-A*s`2mg(_6LiINb#0fXN~D2 z>C`xIaMdQr7Oris8EOZhc?wJOY2E({`TM(Sm>O`mJWEJ=Y)#*z2jjX6*1H!s+^=4T zafrG;@SZPCCSQ|Tl{j($LqNR0#eb-_+#5yvY#U4#f(SaBU4fE8Og+EWN-f==TzJZ= znZ`+9NIzC1h|wP_quA5qU}0*-%~hnaOv5k^<^=Y9|JY}}gqQ~jf2b3STk@H~)y(I( z?Y%5iG~3=-Fs7iR?9a*Esd_kTr?afZ4jpX{`q^(brlftx-CLZdq&%?|gR~JBMEwIA z{0jUF9Oii%|BJe>3aTS&*4@E^26wmMkRZVwf&~b&H!eW~!QI_0IKkaEvV*(36Wj^z z?tVA_e;&>~R_E5a_u)RQs;Q|py}Em~e5+=<2j`C0DlNhz^z^d6wp+ps?|GkTz=+^p zP4{ebPR%=jABu2Ft|6VK4}3?-xX(dKzUByMu}Z|hrHU%G>JmTVyB;4$)_Gad)+i8Q zLXY>PE}EH~niV!^`v$iPu!zb@tml%}EeTC*z7>*XM`;d%R5%sMhP@wE(VWKX@d-%N zlG!DRT$q4Z%Qbq$@B@} zJZ2U$JJl!jIQd@tAdWuJeeow3qQOFB1-P&K9wS|>)V87iliZh%gXpI9QJL@5WEcb1 zG$ZbLh%J$f|9b}TCn>6wM|1rb`{AOks}S4`-Ah(TQM}R>bT~(-y#A>$Gw}w?d-bK?|0|4V z1WVr*SF>$G?=bRuIoP+D);Aapt)5%$P7dS&$Qh_6{WiXkW`jSJ zY24f)2@KRh17K{cM;FXbX@|>NG$V6UYSu1r&fl-Y8zpi0!cywYCYLT6F>x70TPz&e zq_HGAJ$`lthj-}IDHw3@&tlU_1dWKR*^td(D7?%3?Wv(*pltg@>KrmdRa5kIwpYy6 zcL5)<-5Z(c%W*KPl>+=RQypQwKc4+NF{ihwvs5EismUpHSo}`cEp+rJ*6t3f?niao zHWBY>VJRKGqE$+FMM2s|cH5lqxE{bN6T3<^$kH>7eQ=H|K4_OjfR+=T(Phm~^2O$H zl%I;GQAUN^ZvEn?Fmq(`ZA3UWx6^a;uTJA3=7X|!rM<1fgQ=JT;gIMG>heEQ1jI}i zw57-JiK=pycLM7kcgFl?wJD80UwqQJ6mf$UN?wle)w>lLKPsK0ArNslxmKYzO#RKz zlR_snbzk+2wGM<^f%UqV8RlarM~68f(eq}h!b16tMV1YRwT`>l@Vzqe&0~nodES)I zWWj))@on5&G7L(OUCKS_Dt@*ycjxf!HI+K`eM9k=;UUFbgxULG#iDfO1|3f{BIy9{ zCu70^yWMDqp}n~X4bQ8Cp^tt?Eh6m#H5HaIF&V5I##mT+EzVZruAF1SY)6~NkP;~*8k(%5q-n+|g&9X?fwV8ub?_+x zgZQj)M4#*nE)zR)I*Mv6nRbHF$BqIfQ@g!hS}w9#o6ciZQ24hKAsb3KU2Qdo}9HdHzyi2yDo7rJ&Ym$j+nWU<)A^n59ToJ4dI%vlKT9ZyAr_b{|t3c z<;&ZR%G*RH`@^&w*+#pMM&jtE)A(tEKazu!;%VMwu=8rDn(inJ-6~c+`Vex^5S+Ye zM8SB22SRrdZFg-kkW-CEjTA+#*AP_ytQh$_Y!aD1jEtIykiqg75FFAqNiDgiK{+;S ztd4e!IO94(M2Hc7IN|)ZWH~<^l_+N?7Y^$Kc$wbBFZf8!Yu52{fwPNL?B()(1<`Wk z&B7162tJ$@gDLtwt^iGSN6r)$lZ=+wa=p?*IEp2w)F*de!J|Lo_th9k+6#9V>~n9A zclHW)}vE?omNCK zx_%8oj{cbRipu+gIS<}RUUc)f&?7~Rw)^G~9?T4^j{@+QTyjxa1JQphs0Oi%i8&14 z+RwVvUQ7p?;nU~yA|!A;m2@X@E`-P?xS=?s3e7J<5IAV#f?9|VcJ?yqLjz2#T85({;~wB{{5 zBqb#*hpt@wgn+aTu8I{^jM4PC25h(c?s6S0EG*`h*n3*o39p@WtSoQs#z|`$jBU0M z$cJvJ0kzpA>fww12>FxY)MuPqgQjJ#GA+56bsQE_$k_NOr;lfn87@nGmVsPp-Wy$ILbc|BkY zMgU|qRaQ4Rj4kM&BMNK1=R+fT2!rMrv03TZjbhuzJ;ZF`#NA?lVX#;(n}1k%mmNGM zc*C=FG-Ksmc$cR;P^HN=U93_rDdeUqfR=^^c7c=Ln8=@KHT_x~8<8W?PEOU%y#FTw z2<|T$I$*D!ptgj?XYKzBY^e$$8v^&$bTVyB64-+6QT_0-sV|tnC1pF^#=!D0_y$Q$ zz5PSBiXD!j*qqz2n414b#|@#k!1-9uqON2@DTOq>jyP24H=o%wih4_9!1WPCM&R=A zUr{6*v0!vLAGG@|{Jrnh%J(55OLyLgxQx>DdMoVgD(F+pDxbxQl>-mrq7N@Ge-t2P z2(uvxxr5%DQ0x*C6)FsHy590u4VR?h+En+}nbWS|vt7C+A(8x+iNlhX7BNIMtI)Kb zEdRZAVDQrcxDYAPmb&0XzfH)2RqTjqpx@IIo)fje+aYGgBI?uFF1xT?-Ty^81o4~t zFSuRg2-Q%m#4E^E+FL;e3?va`=i_+cy?GTYI1TWQ96=RqB$6MZbb>1csR<%FZdf+{ z0aCZhS{Vr|7)aiV_XhuWQ!tivIsZStQFkHj3fhuQX(&;&em)-UA=?8x;Djn4_gcW` zm00N@DRlF&$Tugg44`LzFtRcHV9N6|s|LB_*SjKNTi*=KqPozpys0`q%T2UrZdHgy z)J9lu*VYU;ui!-CSW4X9(vlEQ!VM*0f9p!%`6~b?n?=kbBf1T%5J|6EFCWXD^VXgS z`yt}$6KN!(~h>H)x?@9w}vPP|N`_`!m|}EQWB5h`Fv(r_M$TrlF%e-D~)e zYGge6JkjF5lH}?r6YXasPe)5RD+wc`#D1O>6E7mhocg2;6PgNvyne3!?+dTm0=m9= zM9ApSy_O!u{j>BaBrL?>JqA^YEtVJ(DkokaORwn{)rcbqt9I)L)19<{_<(!dgBz>4 zrZ1uF!>sFVua#BI3i8lLZ3vpamFggAJG_82+~X zTFx|{DI+a2{yc^{dMMbElq`-&8Ktk6g>QR2(a^Q?j!s8fRzXh4^Xzh7&U8#qDAS4d zXkuC}iJjI+dt@%L8BMKsI0}gcj|e1CDp7&8M!EJddWeGbZlJ%>gsxVZGJhXf)c2A7 zwXW%swX(8mU7_d6@e#62=S-KTz~gX?L9$qUsRBw8of8WS#6e-iBf*Klz`@BQ7MP_g z@AC~PWu_tY;&v0Qu)KA~`d zX~9O-(Pb@p^-GpYivqXQ5=pnt@6eM@(zi&o;|~L)qbptp4}QxiiSL=0JuEnyHNRJk zGvhdn!uMw? zbo(Z<^Y8LPetx7gEmAvK8AgJ#{uxUdtH3h(lY8GGtSS26zI)t#?xMNBr}JGlhQVXx ztaz%2=GVXt1G;-P0*S;(X0^(t&iX)(+7WuCQn-NMdK+F}yVpB<=AETI{6n!Be4z<3 zvex>_ciNCULZ`x6G8(zDYCrvh$6{O^ROKIjs((Dl#LiNr4NpQvN0MrPL$Vo#&0iYS zB2wqjmUR&NMONMq^#@C-QaJ+F<5T&GHKV;s(!Gv}btanqz}?krmD&KgF!}9W4G?1a zWkJ0`b?XHGE^5hyUZ$=^W=BtU2 z5D&Q*ma>9c*%2E@s%8aro@6g9P4!Ckfhb3Q-FmyVp%Fcz*FBe=e*`SrJ#a^mYAE)eGTD+Ed8S5 zglAu`mpxPNjN?`3x+DC6J!Z1_KBm$9VYypWWMs_-@2#M2wAxvFFG0!x)@UBXqwJb- z;iA946T7e!=)TNxQc?*(O-HYu*-*%`r`V(+h3%7P1ytJ!vOqV>tsg(oAvKNdzoy?U zzMbc{xfVGhHdl0aNjU~p)ADl7JDE2#6{r**4NfzuRY5vYbQ|3Ul>S+rReCp;@p5_J zs#Zp9F7Nq$|1bGlx;z?@wRh?Ka8e1$>1K|$(4%>u1HojGEcM2hr?4yW@IbME;iR=M zEy!28cV`KTUJnwPyctdc<{qjE%D}^dY`eX|TE-CR%BrfefZq}}p$b?0Pt`Almk|yd zdB?x1nUZ__!q%K_<3ndZT9aM))T0xNEw9&6w{^TMYg~;QD>4&TdyN0Nkjf5}!H=~V z(Q7%s`gF6}d_It1@&sE(t);b>S!*1#MTPdn;e)Xt-#Z*^x=@=E1Q$35Uf3!f!fsOd zLdIBD18S?}7kf+Rt$3e~p5j7^iTPTqsmsP*#h$5iX)!$k%=Wf^d30KD=q}*q5_Gwy zXjc1fQ*<{dMJ&{K(4!*{{!|gU*-~>dANhC&|Fg+_(?9%#uLi}89$T|ORhl88ijycx zulb=Twnt7=CxSz6BPsD6i(u=}ZGtCgL02E)Ou+U5d$RV67FJup&r}!u$pRUQ04$f5 z+iy4M{EEkqMO{)z3`kYZ!%<*@n(ebXQN= zC(C*(k%}ZIyfuARo2G0TjyjN5;KrMeUc~eeU6%K1Y(-df5%&gIeUHao*iy zUU^&&RSq=k%(zbz4c{(C7`yklL~8Pz|2PMw%{z(V{Z`;f_letP@S&SjToHcqs;@qc zK9$-L61wGRg~`0{n~IovYbr&kHW6CX2;#U1vL?T7U?Y7n`)Wg3J)*VYSi$3swSJ{Lqy9C0x{1j?NE zeE-g-s@{0R!#@n|eczW}(U+d54VCrCi+YtOn+N7y`^`tp4Udcc5ve-zNPjYW_q@D9 zf}O=_tD6~5>$UbiGOLZW(qA({=(A&F<)iA2BIFdjT!i-(Pu)%>R&CI%Lx6qa=kFKU z``JZE`~{UFz=`@~C9COxp&`w6eq0!KH_h^fEH;cYbxh=US@}oBwbuk{7u7bA14Rzc z5?`I1oc?&II5=Du$frIsoMh-+9y;^4iX-gf7L9~h7?~bmX50F&pDG0Vw+ded9yPU^ zv1*iV?xYKQZ;zTraJVdMwK_NC9>@j8H$t{OnXb#ENfX1kwebknS*iyr*eWW9kz#}U z;d$eD8{7RRYeZ+OBRI95RCuvbBM33sSl!Re6YD=pEqh508pOJ8p5sno=kz$(B+G7JzW-)OAoaxrmPvRb{%o(W3F?%RSs~h1XC7Y zgBwY2>qDI}$yj|cWdAzm0Y^ZY0`%v(Em=-p+=-2UK=>-G1(zwSOqCXS(|2d-eK(CY zNz*cEgbrgAvvIcGM-PiL=06;>F|_5#>oa`F{VtDBADzOxNKU6kV@yFRtlHox!l<&S3gk4Gy>H_wT;T6HIl zl!RMdgKTaNe+0RXJ0P(^G$ZpLO>YL4i`A50WS>hG53Op?wV8|5O`J>ue-19<450{;%NjTlh*f?v>lR9u;U6IViyXJ7Xh~H z8|J;xpmWNCvVqrI*uA*?72_E_i~tV{!B@a}PkZ&VCwhh;kLhe$QJ7LVnbuUJ$qylI zD9-$V?&oJ09Dp;=i~@nd+dl|yJ@!_6`BoAMwuzKR49Ss!MvWeDVSQL)!3_MpoPzw$A#dbhJjasFV>)A2-Z{Kt!k8E!OV~Y1yLmN{LxY z63g9~uhf+az+b*650@mLdi3~*t!iDYj9&4-q}(1rF(!rYPfm}`0sagNl@c^^awuZh zl^L!v*Ps4fKYN;n8btg>jk*e=(SG`i59A}wjKD5Ye9r6dS{2Wis~RNtQRgfErD(yR zb{U9zmwc?)US(Pp4i917KR<%avb%|P{5#Io1A_7jg?02zKk+8o{S2C2Ge7je(kN1w zpV}aUNZB2H>Vs0vUiOBcBpyR7#2Qng=e5nvziLz9T}VHJc=fO~89{tG3oBMd(JHAq$8@t3NV=^e?H&ajGrtAF8InJ&S}MdKc0n>iN@aNyoCb!Hc(G zwkB>;==X#uS z;NO<6ZSjm-xPtZ1P7T_DLq^!jyW3-bTo*MOqCN%KS0{CElx5%5_fG7!uY^ks$^F?Z<||2Uaj)PXd<`qOGPxJj zukQ)#+*<|mKaQQTgJR}tla${f*@6(}6~sc+?j(C=sN}lG8<>-lC)CVoISVtl!0`bb;~__UKPmK z9R}$p;l?DJuGLYA9YV5k^ScKRVu1#iKcC$r{2x9XvwX@WkYUtIBCh>#D|rctwcQwz zYhF%N$hf~SL0gHSTK|J^;yfFhI*_OYlBRUVKP316vD{(EvfNhHjtb42x?DsGUE}S^ zA~-bOD4aG5D{x3@O{=p8ddcvXW_&Mf!_gDhTpbi4-${*O5kzH%FikdMZ8~+x8%n>T z`KuTDrojjId_s-&0Cn?6rb4!uk`sjZW93e@9@^>CuRG9SGNxXq<95S%`Y1 zz}?DZ9WVZz9z35!A(vxhpDR)Ci8yVL-fQdT<6YF(CmwBSS0faVyb_=1UgI*@m7uwt zd8sqy%9t!rm*ik<#%7@oHcrL*WiI7W-yekWmr8ewJto#SRHlnDA?OXsDhbU;I^E>Z zs|iUVmgRZ?Fy?m~Z|4obleL-k`r{h)A?6-$JZ023Hf)SC9mt%(Q#I`9Yon3d zJN53VqqKc_zAzTM7MXE{YXT)DWX%Cfq1nzjxgMW^Td6=l;f`;hJyxCk8>L?-=*4cN zyBN{i4m+W+t@59Ff&Ac__TOpU#YnA zxknvN z*%9l$J^voanYIX##%Zz~?FWCR<+CIRc!PtVY6B{eq7G~(7dquqeAE9mwS$^oK6^4N zJu=}#T;n9WL6^QDp3t!z+>sQzAW=X9nWCv+MtPppM*OH7=XcW$^Y5Q^UY69J-m1Ur#DS^B7{ap{z+v%0> z7$9k(OYS%}hXR-7FFIOB<}e18#-Lp6y2$PM+nsGwv5`=0CDLLP-_Z-zHb(GMruQv5 zT<&PmA>;Gb=-#gXm z7Um3+ryMY%2GA9#0oq{!Q|SYjXSV6ed;-eA-g`k_T-ZY9UYt%Aoa1*?62Q>?NzjOS z{fM??JNRAkX!vOTod*!pu1=S0J2Gd^2#8q;em2&yjs&aWQkIy@0sp)GsQ-(`xUFTt zmgRcOA7a3OGR8CC24tXZyIM_!5N~1iman1|l{zqZ`btyCE3hG~ebz@(oV2=*QklD}1H}9d{^m^DxK}jm-TdI% zyWf}%rm6wYq(2S&RDITMdAQ4yhyqJjfTu$pVQV1=bq9NETRm~Al3_qWj^@0+f;ffc zD+gPdS>o4QJwh^V&5MsCWn)1Z&X#MVU=KblQiyqf+=!mngUCTuEK{w?4l|)yIaNMb z_t&{L=iMQtyDoh-OsqLjkdY2u=y+o6Rp=buv8jmXbuU%PV6gd@0@|wD_i?;ns!i>y zEmg_4C2rSgI(n*-zrdA-W4Hy9yhBkcxE4`<_z)kSL^^I)pK$UM(u*Fd<{vOdNB zs2t>1G0g($1U?#VA--N;J7182x}(Kk4~ychQv2EuiKCAK`UV$aZG}{L=xhga{hCPs3({ zp- zKZ@SJY~5`mFd+(vn_WVrp3B$?Ot9@k1Br-@0jKFo!p4Ei-gDICl7FyXsRuh>a%chr zR?4*AAZbol+}uRnkUBMi5!I(J;&xC&bR$ck?6i1Hq`djF@cil%ic#))`rXswuX;Y0 zQ!HEMIX{{)oo9MCs4XB5%yUB{kh5NT;$fMYGTRC;2gWD^7mu5138(Q6U9&F+e}Ia^ z;=yjl^FHC++}3ki##1ErC-N-l9#Lqd5OD3^^s*mCuw}U;jJ1#2NykHrB_GB4-p_{7I?7H9!1EtI1?%;aHr$oCBc1t@>M!L(f^63 zdTanmmHzN+@W}xKN*TH9YJZHJqJgPSk#FY?x4={uKv$-9v>2$X8Ub}O*mMo_B*(#g zKq0P4E(*~SS*BHiKk4wDAV;_9`=dW)ibbz(yv_J;mdW}LelhT`g4=&E^VXy!h2KF% z8yYtDhYO&#>;^wvqKf-a%9v^B-|#wJIv*SuD7cb&9Suh0Q>*z;DgC=O|BK%ctj>TD z#s=vh{9i+AZ|Y9#&3QiYtI;Sh+`Br+spc@kfVd1!f9-~eZsd?=M&WpK?XE6wz;=0Z zqn{LI9F>9R_a(+NyKPpNyB>&`vQSlVCAL#{rdmAaf3SZAO7ASkeXOg$I-8rw5+^=x za(4l=tC>Hn$OG(yt-{_4G*UCV(aD*@6SKPah$e>@!V9!UOgoBqMP55?)Rw)unOz=Q zANa#|{IlrV?c}`=M=GNjC?QpAvBt#Zcb8l^m!l?cHs8{jyzC})CowO}jsKYy9&*7g z$J&A8*VyS@E*974KDmy%t|MT5e^Omtfjyrx@Z!Sb)0N4RuJb&4KlmKfP24Fz!qvCr zu2OHPr9E*KQk!=wD*FWYHh2 z>B6#jjh0%ROh-xOcP@V(9~PDX)w*1BXHa{Hm`2?tHXhbqwgvJGUl zdKf%TwQ?A5gC^o7}8AS?rJk zm*-Baf_A%`?5aM!bL#x=40OK+N}5gPgh|Z;d&3)-em$FQM}fVPy{GqgGdalFm>C^9 zzX$sz;@T*rf`hmrK6IwQ-V?8rawYpogwaQ{3uGSm0ZB+1p~}VSA8<}f)0OiNEpSTf z{aGUT{NZq}tnWb}McYXyNkQ>RU-!bwvt5rZWEBdhWxzT9&V*@js_;g< zkNRAH`tS9*=KBAn&owX4zx_80iVGBI-JA)=@l#@m`S_%WG{Bu{rZCoqNu5m?&>~YE zOD=xN~+B0QiT2NMxM z0rTen*^r--ZOFs(NY%3y2Li^z>bVfeOe91H28adjSA!B$-~H&BHUj zhiO1T2G}?~vHqlV4EF96^ynMFs@{PY$e za$g7IfAO=H0zg5_^MNF27#2|9h>HjSVE)g>{|(cykucd5zIGAltzA9Yxq<=YdBY(D z>v2Xr$;bjkWOrXa)5jnHY;@qjr*YdlZ4BS*1`q)v%2HXF7BnOPiYKF9-9Th%GlrD+ z`AX{lqLN5N)Yg}IYw-{D0|bxwkw;-+$gk#cZu9qZ(M$a4UpS~5w0wzLd;kFaS{QL6 z`#;r3ev5tpK%OqsxVb9I83I810+D7P0IH9~R z2nXO(9VSAJC~g%H8v^igz&f%a0KD!P=Q99s94V5k5}kwuwOB-&M<}fbk!d)i*WGB` z-yzHfl>lG>(Y0kzZ`GbfM%7@>=p_fVvtWJ?(CbIgKmfc66N)bM-hacbz47ZB7>tSsOs7GR+>;Q&5}{~YbOnElPrEqWzB!3`t$rh^t0 z1L_4-Fh~Lbk%jO}2Ld9fxU)5{`nP6^{sdh)ACsV2nH9Ys0g#tjWEFtr^=dy918)H~ zW^k28tN@BgfW-WzLRkaz(;a@5gp^Psv|M$SWm zG9ahKk}QV|^_97QrG)=%NOYad>UwFQcuB~($S_~sdW=pfLj8{9dXQ;hsbPWC`O+lT zBgv8>#!hNqqj@g*Ughiimqq|Zv5s@P)5FmMw&L#MPr-tnI19PZcz)%viF{3|VAv~c zsKW)j3b?T&$-Ku^ja5`Oa7N2Syy8*zMqd9+56DwMW`rH3D{)H$XClJ+#P3WY;%IpY z9UV7aovhJuvR1%@c3|Ky8%Q#~C~f>>vMIx<^G1hZgzIVLq{`EU5M}z#A8xT zoO8soQH!(1JjP-17F7$;dip;c(PScgpqi@A7?ic_MSZ)kD0&GGBSO%oXU$Qj{zr{! zQQ3emT-#2vl_c4&TzNd}ION^mP5GZpc|iQM^-5CZ*sv2-)RtO8;kyAvEc*;a!K*2j zx}{DFON^!2yV|-Rb;|`@pUlaAA1u$`Q0oTLdcr>mgH&WrBA>RX=I69c#kaFHAmd$pm%MDRY{T<>KQ34lXZ1mzDvK>pjey_H`BD z730$exo3;Kn$9$L_!7PK_wnb`w=HZRQqm)RiPuU$JEggod-$YGP0kdIq?#IfmuzV2 zlukd}8arDkc+)BBQ2^#%C~CRFwI@k_*;#Rs>phj7x|xht*R@UCma#g0E$ChJq!+cI zJ2|5R*JvpzRah>5@~Q;neP;S9q!l^8{#nL2Ur70Vo`A=oPC&XixW;^vzE_=iGES*j z|A%)8D68xVdj<}@wFnWS-W_-2Le)d^s+bkN(_dp$H*WHSJEPNWIhl53->#e{?`~t7 z&<)9Z4IC?MN7@iQy=qw*YvT&pFaYaaV67qZ!DhyvUP8~VJ9|~@Mh|6mZZ~QVdEKfv zh;(LdO0Xk_P@U+1nA6FBiji_7k1H!cAe!9FUvhXElpRVS$9jpdF4QF{2@e|+K%;sk zdCYh;@u8B7T)0y@dNXsMY)w-7?;Ht~2*oq`rR*ldh11SP$&>hg#BXoeW*$sd#&=L$ z#ftF_E{u8$L=Cc#Pp;$t$HSt@`&P~%cdX$)XMG+hq|(6Z28#uC0SGu@iIcH5*3oOX zXVJ3+<_j7ZiGmCrV?h^BZ}}4Gj+rF;-@qhos1bwusA1lq5|v!RmEzg|*0O3W@{{oM za3WsTtZd_ZJD|j6K-+tc7*3u{#=SxL){oZmg_>)ZY3|8F{?q;J0vM?I@m;%Fh*1hCf5V`z%SH47Q8W2U3Wh$ch=!AyTrNunPnoF`6ai#Q0bncUmp| zwVH8Jsq}AmVC#-Q93bV5L_}t#LS+e#ZtnFw~4!T20M;bo9P?i%z|LVMgvwTCRMm2^LaqK@OW{9*drp9eb0LnOx!=L85^( zLHIIo@2K1=Grr4vU5G0K5iXi}du;XsQeMstPy3>pwDSDq1_zc>7@fQ}zeZ|J?NJsPfWH#})8S!fHqjR7c0TImtX8f#I9!af&@p$YUkQ1C4c z19oRHqJ(FNIrpuBL4!_BnLov22(?+NFE`Y8V^4YN!Cr6iZayHifaX1E7zIZ*LTAzN z@S1{xRxi=w(;>a%BfE#gs@C#)DRQn8uQ)cXa1K<8mrlj))fd55CNZ8Gzi$09iH{Vh z!Ed53{iMDzYvlYCBvikdXm-87Rm^=k8Rd6ZIc?afMi<&Wu!|d`!WB3=T43|~X14?e z^RU+b{vIRr%<*XCbTlzj8oCjNp-@KgQJqN%!xu0i01x}4d@s-SqtE-E$2+%Zi{*vc z7di%dT1Z>@PfLxqR>+XNP!!F})MoSPhHQzd(0JshB0g>gTce6VjjBuW;LKq*@8TVU z%eOV|u?jk>+Inf-pDCabJJx3vB8)8|1bo#9CLRelsStHG)oP^cnWnx&M7)u)nefB> z4nkFbEu)M_U83!7G!`$gsZ06rId)C@Nntt;4jMaUM3l`}1UwNsE$jAljL&sy^Ceh# zaYl>RI6&yei5q-e0(4#^B;uQ(eqPB?vlmxBn@5dv$;RNba%zgZDGLgC1-Wo}nQj?mg-qAmy=mnOs@~D^e!WxX7t6Y5(MR0w2KbptENZbg-H|FNQEe|? z)-VG%QBkc&{%=PPyf-l~rdODlMh^5EtDVWONbn3z?orryR9+~y^>Xmk73H8t6ymG0 ztVGOxZIaFy^%MU z&3o4sOvl(>lyX*@6}n{IT@<*b!D1@`tz{*UryZ8d>Pzb=R!2Mc(T=9|6M-4%A6+v801H}a+ zu%guhXIZPRVr%WEr*9_V_y@4cG?^gCj8qu7oBcZJDC(W%#rDc(oShj8_=wF*$+{#^ zFJATg!NAl6qfQ0YA4NZ>eT}t{MqFt)m~zDq^^7lqK6LL(aN?Jgg&w|)<&i&%=nb#+ zV+y`hxBCmyR_7U==vv-82uAwdB+)cofu0^9UejtTQ+Y{68$o*U%XBIw_t-Bq-=#8e zql&1biL*t(w$MF0rIT=WKJZ7HCaMavkdskMy8D24H_4(UrubPlZ^_)-EK&yinu2LA z64_?i{d70UMx{5_PC-6|)it@BaxE7pgXcdIa#7D6iw!g!}Fx(lELV~G>f&(S` zW2pa;5kM+K`ORQil;UFyc{3Tx`dF zm;Jt_d{X{*6?jiyk-=IRLl2%xVCMS$)jcEH@^VYl!1Y2+qRJ5MQC=*tVI zv;5CnGN%C%lPIh*G)?GIwR|t;ajNi3{ho=qxSIVyp+O7T#rFhZJC$z8uWKAV4XyDh!2T&!Mw{rI4QN~I@3<^=P>oMVokYkie&=1LO_;Wjg+LT!eZt8%IHgxGMGN; zI7$eK-XN5Mw@KZV-T{54iz$v)j z>a(td`iG}MCek@!u}tI3s?o)TYS)Wlay1r9iGm#J=?`3FHdHSLnPFBn`i=4Ym2J}- zRZL8l!+hQwXoCBlOfmlKxTMuET{38LFe>)n;i&|9d2p8^K!oMd;UBuUV4-i>LX2GTk>}syjR%Dnwo>DzVVxX`%$hocOxQJULvDSVHfq% zQ!D2D!stsbl4jN-2)Ab)pRTeK)Pe8vD(hDfuQJ)qr|5O9@@U>l=@vaCBRB?6c085g zsn^wfXuJ=nO!&_H{T&rXyAS-$4!kfgUuVcytq1-IQ!`-b^afZ)6bd=+>s%`C#CDXA z`=6sqd98q4Sh?B?&7Hla$TBT~GMjxs z*a61lu5XV^NN;i|Wv;6-uT-#xoNC$O>Ez0sxpi^fa{!4$kDqySJrP7t&Hv@}`CN;G=!M znR$)X<>m3|Y0SEEm4W`8;o%q!jUEk++^S01%BtzvxwJIf`T4?~O=(_2B!Gl|X`^SW z|Iv~A;)0OXkHyuM@>aP}&O<-vxa;{}hld|EG*p66V{BqW7>9@B@fLqaL}U{Z!uu9z zWq24HZ6c&NYv@9{RX=CV?;vd^jGf$=X)0zp(pz>bWI|ZRjV#bO$@4K8&;|>Rj|(y~ zf{u?jbaeWfnrN+rzgs??^nPYQ5+dZ4&`=l+Xl`cP+*TMKih~UJp781(2g6dpd|Pgg z3s{_4-<9;c{-qw)oy8Li(J#&&SV0Z3Ug@?0=BVolZJ2y1j zhVVSQbK^a=(3oGmM=mda&foFW_p=0HT`d^Bt@-y?qKM~{bv`@)!}Q^?HBN`_qUs#qO7nK1POqu{ za-IIAadsm)C6i5$JCc;?WpR9(7Bc6}&H0#Lah3u5cC&5+$Gd;fuC6Bj#(f$o#iTwK*g(C*$o!R*q@c!lBs|czJ!*2*7VCGeBMUw$ zB})->0N_UT4}zIl6WQj=j}9NZ&NkX05bv5+FL}$d<_NV&f{)&pyS&s=ct&=5ZvdFT zzC3!pBo-8KadC~2^E)*+HGSZyvfJ!G2n&ZWG7`lWj3hapKrZgYlcr)~9Z$-dT<=Fd zf`s1lKe*G>A-9NGai=DTMimM6Ngc}Pa1b24`p5WdjxVu{d1b24}1eegbH5wd(I|L8z z?(WvO_H@287jtILT65NaHUC=Q#lGpT+PmtNr`~7ps>f&HK;);1{j=c=1eKodG3Lw} zViY^)eIJGex$eoA@dr9?HswkA6WkFeXFdb_W7@tR&vSOY%7X`B5xP@k3Ekgqbaxb& z+g{$YvAokZF!b9hQaNo>;Pu?zekyy4!%c{nkpOX}cbn#JTzjywu_RRDf#_|^Dxudu zXfP-QuKwhR%@Gi=3vESJzNHvdA_h>u$6B?siXU4md3Yd=-D{zvYltCn_xl*Qw5s*G zJ|rFgJ5r*1=K`uRDLsx(%$%V6^t*e3`PmzznVHEKzp9E;=I-w+TADX?xzv(z@X}0{ zu0RJZxglP+ljhI;F}z9{9@%BbQ;}>B8lFw4mrByzib3U+Eux!7d_^2x7*m_Cm< z>@Ua4FR1BVz##-DH`r{7d!lM8rnxlcncTFT8P=NggGq?*ejtc4kAJDl%)C8bgSse; zoDUC&GRWU;SQdWZQXzJmao4Q$wqI%AdZfowh`(7IKh7z2FN;}wpXzW=L(H4Iknm+Ecp?F!#vk^e!j(T4z?6a3{*fdZZ-!wMHUA|pt|H8$~=~9uE zVDn^Qa?F6!RvAs&bTnl2;-xYXdvo%58cN}I=kxRqUb=O<1#5BZ7TTXB+)+_{znby^ z%KcUL;hI5WzXJ8_5@b6iYo%wUz`UT=QP?I}hBv=rH$y55vPm1$D3XAo#a@SHJuvHhxXrp)Q(MP?bq7Ae*MbN&wH{e{J7%I zo9TUu`RWfqIvckItJwqUHvoLyfy^K;J?A;gDQEtD8ypuug3J?&D^kBx)zabBU`f}} zcG_U5w4csQcRSKLrfIYe!{L~o|7{MMV7nuZ{!b1aF~HV4f(uW z?hCyxp@INo~Am>nTzK2W#JHwO%G}}SB0c2N-6vb%&t#Ok22l(=z^B6WwubD5U zVh#B{A<*(l=s}LylRUh1N3~2I^U$5oJO{&A$R?fDeQZQdx z_J(ZD{qickyRgrGzNS;tDBJ8q@9ITq`*rQqs+E=3`Ff{yL4bdPmK^QY7&b z392({A+AD`=@T8o(Gn`ym;!^DL1A%u+~Kj^*Z+Bwz%%U~fcn>5;mHZK@aOL1R$pf7 zGRADRV5HB?QmLKqiDn&Z)$MVGIXL4vA2G*9+_NWnw}b1s_<$ zKtpv-lh=7!paM16U``J-+baFIdCk8`+ zhg@{~Z`dNR;s@=TQc{B4fXj8ZCto-rW0Z7fWWMYV-zt{sMhinmmZp448!CDJ{;r2% zk7nN|VKL7y!YxvrE-M?s!3h>{3I@x=prkUoKX#0e$L5ovAqO~rMQ1w_+B#qBvwC@% z3*4V%l~WixyW1lBxieSZG3pXrI3v?%Y1Nvz92M1+C)uWHv^HYu2@uc5PeFw$I$vsm z{KCYyVFSw0Z8N!ENk2KSN>N`LREJ3_tI=$>ckzL*}m>f>|+qS{e)n#nJ<%WyN1 z_UxU1Gxg0*;MYLy(@q<^5zk9?+$Y9VZpWnZ;?wX{Vv1w!^=P(D&m6!eJCcY6gp)(o z+396rGXAO1N+8mwI}1&7#ZslY8|S=eeX3j5AllDxj+7vR}VS+S{l0&N z5DmE!#{F!{2WuQy3ZRwL#RUBTBgdFJUu&yl7*aQ?p`Jx9s#y4QZZYh408oW* z_yz~4{hzxlq`kvEBrRGgz)9*+k*?ijyKx_s4}1qInzb9AP2Bd(6TDyOFwB_W!^J9f zufNH980e)gSku4VhRYMho_jOB`E*xn`WU*Cg(0<7_y0^-|HIG`L4aS&S*)?vwel>51(__e(|vKSP^`+jpNb^8jrQ>RP&6qKl~ zF>C|WZKD#SvS!0%7fWPb&ndsM%F>_HfjgfB=h&6dTIZXkaPiT&GFXx+z4<_*zOc z)a2EBQD#i(h$oVBBMc>usZjTp?FBOc77A_4A4WV+s9*ZGA0$35nDFA1apI0CeW3`j z`-4r~8_j~B^TN4w{r)!fPOn_EICgK9m!{jel?xZ6oE)RPl?lkVVz*juL$pAGhq(n4 z0MHHm590d2UgGCaI3ZRA<^N*e9PfYYI3U-5-i=nLqu`t_joEfqnQevfk;GC6{C-RK z>x`F4^4MeA36CKjr6ZFnN(UP$FyAlxJ&|HcrV9=y==^weeZMZCJ>4q&C|O za9;N$!aFMXdTj0btCRV&r)8!utrxB28)jnzyQ?+)`%LB8orlF2+!6dBr$;Y0=lg|+ zBS->L!Ts0nsCbGfbJ7o?ynSmKT3c0#f*zBce-8wHX?T5RCDwDa<`chub0uyN(`eD` zIMIp9s9UpQzh%>O!|C4?4%)FgDzt2Tt>uT`_ru(1u*6NcysY+{f;*4@{}dQ{-`_-imSn|GX#OLo62A$TL}SQbZpaHVLBp2tn$jkPp>}8 zFk`jqd}&;d`Gh_s*6mXMZH7)eq?nCiXz32K{CT^v^*Z+B;SSy})5#epf;$yokl7Ko zM$4rI6@fE#cVq`YJU!YfgSvWgf-eR*Eu;+@@?KM^6>G9G*mlSqQn$ zjippMM%A@MM}*8IfkH4pB4aYH+BlBnsZCBoHPGgHA?S_G*;bDU`Xm0m%074uKkBpK z>(hA3XWf|jKKCzaWLje?_t_8AW2Yk;hi8XJbrd^u*YGZ9?w-0hbY8qd7X9j>G013( ztYaSGa>*kh6DAy$MO@ z)JbYg*KcYm5anoHiFwz%iZF`P<= zzIOJ_qFl`bXpE*UGvAJm7l|C@7HW%s+R(3Zs{G+M9@Da$O~k6UOXGO@h*YEcna)FV zFCX*K$?JxFANgH}IXUwcryZ9mwrMEsVV+F(H6as$C(^Hn z9lZCgN}T@J>kC?xv|(>>B2-Je9v3N`WS=al(U~ZCs?6(q zPQ#Q1asPy|?&ln&Zy6SgiQ|Dqh#MChWvV3b;Ohyc@$s7encx9)t>SkmPwhj;q{}h4 zDG^$XU&BHlr1>ofg-)czoAH$~ohD>F`6cx~b{DFgNMnYR9;EHoA5?GA{LK8+t)fw~ z3j{ow2wm)>QaFOqk0vr`1-7zU(cc~3FT05&BG zr;D6Q4kBJ_cfP-P1-Av?q$=MF6374~$t&NcjH*ut8(i^w27KR2YFMln?TI|7kDYoo zn$QRrnAamr)VPtT@~$U^@ZEIIwIlpjmi%vgCY4NEj}8>(otG2K6FQD0hNi}V~g zyAfst?M9MFD7Y6Iw~>{9D&PtlD?V<2f&iTrG)4YT^yYg1-$8E7P6gx>nL_Dg@T zURI5$vW>Q<&2FOYC4DI>=1|#01CKIM?>-a3*{WdM%BVAz#5^6fOt)LS8$4wTRoE1F zf(WIpWM+Drxus5YNV$k_D+xrTK1oO_mG1gt4zBq>8XIX|PQ*6kjRDnoa%rVyWThHv zRHVNt2j`XU>U|Mt&RmTxyg%ODxH;NCYrvja-%B(6F+h+MAzGr1NR7){QduZ&{`vK5 zi!R+?10Ie#>=1#L)|O=>L;Vo>sN{viiE5-SKW@puhCPM6*BIKvdK6AmMEOALMPpj@ zyn(ZYf^C`tExWqm>$A2k9bEHChV`4TL&8( zm01%pYz^HW-;IvWy*}S)hUR3U)YM_Vk_hGdH5y8h#ApB7a<|qb9eLB=Jesh&Y zoriA>)R_+J3%kLk(YyRh`jS;#wtCLW^-fRh$SEt zC7x#nPT)KE3sD@pAwV10^p@>s=CvV}aeodWq_$I25D+>LN`HVLQ0QYJiyqKDsD;nr zFW99Wf)cQlQ0ZBKy7~ALm?@DN{*x^*ld}L9aQd)O-9bkEyr#EK%Jx=JaaDDso&S6M zdubFPriN!*Y3m{*CK@#x>WukNWw%Yh?JTiZJ>0uOe!An|x8`)J?dl7)f9C4Ec$dnJ zva(RGcMF!=X9U4^llK*Q7Cu4fQ*OcfiqTRA;$oj$F8P$lu+A}NTo4od45avGV;5tb zUF<*oObaBz`TpaTDWA$`Y2f1(;aiJXOpl2leZ|t;iz5N`kv5<;nuLJSh3~OIi93XAgRxc|-a+w3|MQHat(&9E3d#2h0%k6a8vC6qHAm`aXeQ zsis6lC0jfH93U5V@!`co!vK>{egTOHxvYh&BQ)d)6SX4KOgBZeE&5j7A z3GXs8MJYM@7mQyyVHcj#o_P%+(6=s1zedU2Y_lvETUSm@IWuf1m>2Y3;a%q);KG&} zdxMg@hoCMRC1a0;RTkhUGA)!^;hD7H24psL8&e``hI|Qn#e#-h>_a&R;&Rd(z5(Kk zq+xSpWcVyGeLO9gqW+?m81~*`6z%H=GTN>@c5^ZSfPk##(fexxq7a^M8+NwdWggI= z(sGDQPhQ+9Ur74u=HYAksKv1xkVNoW0V4os8v#JTF&n|NzR{d+`glesT6Q~GIkV(v zIJ;wA&*pSpZdtzyWW72nST(DZXlK!qsAn^}G`}uq0&CsRUXds5w9d~y7B;xP9RK3z zqh+fzNGmxJ9yu)Y4=iP8`PfB*QTN6%WlFKepAxJ_XPHlqSW(@~)UJfid0Ac*anfLG zn7lNsZ}h$e%pGWS^3pO=-Ed)6=~!G5hAzZQE=&?8Sj(W*RQ>$&fNd22$?Z@-3Bq&! zk)p!5yxROGZds-$__$TVx~8Zk1x@e6b1ao6cYMVu*2GB(JgKqy{G)yV+j-Lfe4v9# zb_O#)5#{B<(nm_!&_zA%ENACd3#0&!cf9bv9EJv)Bp7ii4_p+KzY=dUFIkhFlHNdl zP#uE=w)Id5xz;`zXWB!lwrz_vT3#GXN|*TF!G>Vl>HcTNmU#9j9bAqG9(~VYQ|Gd~ z?Q}1d8=9cHUhAhtIJ-6{a`!ew|Bs2N6}i*nwGWs$lbh`Ai=2wmLk0o}SSo3dD4g=@ zvyM4JC2Xz(-H=<_PLDY=*=>waxX3uymGRj@Aw}I>rpl7)hoy>=b6XWER0VqD*cZCF z95{fvQS8N;%`eV3D)==Y1UZvfU;HX97Fo%6rZ#%s2A!Ur)OO_vU7bn2{)oVqpzUXX zJJjm0Hao2y2dQ7&5iuYNYm?+^j3UQZ=n!w9ua$mBk=#3#-X6eVIjO22qzQr=sJhd5;+tPdS8XWGe^tk{ zl%UZzC7h{nubIGn{ovSqc~Q@maMZOJI3tuj)e5Z}gnk454xn(}atZix$buAr9*D2I zs)*Ib0HhtneSgnB(>_}IiTT;q!0usfwTgn~C|kPKS^tQf=>&m7s`=RQ2VI3+|LPdG-CrOq&HkhW6cgmK-3h%|u&G{HS-zF{6yOks67)wS(m&E-<_!u{{Y|lmYPkp#lP03IUOBR1z$6T5 zaucOGnN+8}raKlj!}aknnRuygWl*-M`$amwY?`fP>bS+rRQKqJt_N`P`1R*?0lJ{RwCB|FFVl z_(vie+b`=H2(w@=zVsV-0DR;J+rVWcBtWnW>;GHA2H8@LR8lbCjM|2FcYcKpP!Tl;i*`n~$@jdd?LKoAh# zpnHs9^dDsdQNHJBWok44rW00CFt}(nlLzTqlL!uQeuU!kisUsc9z-@)fWg>txj&22 z5=Of+GDu;Lr+iO6e*Lm%$sAOnAvx#2zf3OZ#*$0|SO>ms#5%l7GIxLnV8+#nhHHuf zL{VnpSD2jJr%&{cf&c(SLssQdt-sm^D3E`&4RS;;C5!Y7;v_!;M9=5oiLfvLCzJ^lcQ62$%~<<3xZ4~sYcs>Y1_DIi zNoK1e{UdJhOJIaFNB6I|0cLHTC@d~3@b~Mrg%V+nio~-ypO$(4d;*BR-;jI<2+++& zZV=4XXMz1S4X?xf8i1KwCn{qbfXEsIi~33=*gYcZM6J950IUDyD|)avA_p5RreN_M zupTWs#aKb-f{FC^XKW8ZK=z)k8zB>{e_ZL`{>^owhdzJ+%xKZMM5k0r5&));PcxS6 z-9ICj5rJWZB&FOgJRnH>&hnPe_T_^ctdn}3Xg_1tlHpC^AS~Fv!xA%AdB?v_HO`6x zKv_gR&W)->;#9#6Y{<-98ypzea6$k)g(?YuQu4N+x>hVUpUS4DqYD{A1E55qB)F_@ zZ^yg?P984{8CyJiS6 ze>D=`nsE#a(1w|+2FY%N-c7W8k4@epbb12x{M9SSz*TqQ2iL}!OkaeH0#H08uSF*c z+6_WcX8GibKM2)gfocH3g1a`OKB-mJNbXA74)vr zvABWekkk>U@IOEm>MZqX5s8Q9`lWE6!%wlwGh6atHieYWzb_ClZ36-8of~mS@^VQo zNny4sxdIXT+Yugw9NYRb9~pLHEC>`0uRW1eN}UxPt4=hr!+^zhwTo#K9_xXt{9}7y z|CgWXcAM;|q5$PZc<6&xaamcOxJ~5YXEhL)dxg3lvw@GJImt$==j37?Q;4o$EHPcC z~_VB%TPGa9P*mY?~z-tRHh56az8gQ%YH1HIQJO@KP<$qVx)F zejFRWV{@@T=o`2-)LV~VO3G;4J`R$4Bb&uutgWYV>8D`eXYlNQsFajxV{e5~6OvkP z_HqiiLz+|BCgF9f=P__mfep<3ej;!3@odO8u>JV>xN$?K)V%-CkIBoiQqsaIl{9X- z{ukY`(re?on==)!$K8z6?dJm4ah^Xs9;@r10*3U+^z_Iy5;xv3TwIOrQ8gKq2K3rR zh|T5~3Y!MBx`ohr8f=<76U1?3`<`aWA9C?&;>Y(DDm5)wrj>aEM?PPJ-?PQ6awjLk5X_pH` zcP-3GUYjPUkJoi*vMSHLv}q!_`>GgLq|AW`JU8feAF8E__-exPQ7*#x8T#s4pH01| za(;eqLyPt%A!)b7j2-MyPnt~-V2)Iw$<39Nl!%RrA;)8_A5mHUi1hh<3FJ-IrL(Cc z;{5XgIOnx@omC0Tj`m09tqX~!uY;^@($^RED~g|2(k8f{ z;|5FAXuL)CF)!9l9#sAo%>^Aquv79FxtKFMh|vb@Z%`qSI+C~^=8G1MM#hS$hvT`B zPW_RaP^;cRy5{!OQ;*Z%Ku!=l$jhX3!mtp!VA9{;rx-_Z!+G*$<827yxZIiAgQg_` z9*x1)McWnP1vKZ>knI!u&B*I4VpVZf@y%)Ri+%YX*8ZdRveG4Wt!G8o1*ZGHPul9* z$Bpyz;Z-oh^=LJx!|zA)dX1T}&NzJ)YA|sYlf4uN%(ue)2EvQE3=o~b1p)N0|Va?)X? z$E4e3(oLgk!H4+72Ne=DdRJ5BQGpKK2%U_;Q`JaJ$Y7b78MrUB>A1~uxm`K!mr>F( z;ufLQG)Rup<6e!k96OjcLKDs7AfL?*qA_Y zr@)N;m6G`Cyf7jLmf0nF6K5SAG?zVd=W6~#gEy6a1%4U4YwEDa zh>Glza3-wAshk7~a*5=g28!!#(U>$+Cs*4W&l%+6=M^retiO4|8dmd_q#5 z-ZEH@+aaieUbBr!LJvh5)xvX^m$jMieTDql`ww0saN1gILVy*xSmW|$pt=t3FS4Iz zM|6mI&BW1StxD}ny;@}Lxb;FQ{LzePIV^g^0{MZfK_3f%~;AkN1!Ul`= z3SKANmff%TKlil6dB|yOo{aGBoU)#^mrg>a$0?D`J)4&4^7F+j2<+C__V#tmWx7L4 z#e*t#OOa6X8M2i5Q^^GLktwDpSS9Rv@!Lu#j|^5;*;}AjlJ11m%54#3B;=g*lBeR% z?rzKXj=O};D+I21m72J$tR=ceGy01xvf`vp>A3HQHMCq^3{+H=x51P7?&sO0frANC zo6&!oP`YFNS5`?_e5NKoR{8r|9;zowk8|Vt4kpC-@!Bz5 z-gX=jy0agg_2t%ec&Idwt`(hf`e6q8Hd*jBLw=|x+~S?2YrPBBoi{JHD~2)rNLV+7lGcz9n>M5Yg=HOZpj$zH}U zeR=~U6Yk~s`?U2E;rX*|5(yrjtKfBc^Oj$$Rr&CY)o)QoOPVAKmYCOqeh z(t6kIQRQ`+?y;|%k%M}_=gGmlI$y*5iIDrSwNf*8AG^65@hxb;bflhMQDL}Qn0aRq zSFX9hPs;b6d8c;_SL?a1q@aY3nyxFpYdIffbnRu-kPt)U-L3F}?&V~ejuTYL{Bdo? z-93NZx>Baa-JPc?{Fa)|BP}hzFiX{Q_4>%$p(+Fkb^8UJ#ZUu-OURILBXzI}v-H)B zEUx(HebXGe8Ek()pWTsE%ejJZeVgUEch!Gas|a2uMa_&T>6kF-uN*vxCU3HIofYUy z2n_DfIu4omrFm=*ZJ;=e?_@=u)lZkI-E7T4=^ldE_l0jqFMSMEnDOlQM+J(U>~eeJ zdhvhC{{Syunr3+`j!LY7)z4&zuXDYwHZcPo@P1%o@iMZRC`$H46Txs8Ru1j>v$5-_ zs9tzU$a$jbgi+?W_+b&PXOQ0St9U+GUf3OdO=viBPsCP1ZQ4ycbJ4|u5kuO|>Ecsi zkp%1+nbZ*bc1M4=v3R!7Hdvsl;q9Gio@#DN&dGR@pVaox3HXb}h#_{lZ&YnmZ5eaE z2#Tqrl_QjoNQ{u_-04clh4{oKu!sY2?s=_~GQ^zs2Cv`$@E=MVxX%AU6HSD7O6TSM z^#nqWr7Sl6%n6^GM|-Y4$)eL>8s0w;0ZO#j&}>)HIk))O*^P9=dCaI)m_M2{=eo&6 z^=Bl7Dm00M&Guk&lyFKAls}t43}PU0ehO$r$#hlKOqRCL2Ya0?{zadCt5)W6VdN&$aW}J?2dmx% z4B%rHm=*I2B%bdEUi zhh{~Bmi?`epPE{~RfAn=o3(J|YHIN{c?SkCh_K+R@>RdVrSpAeNA8(t@I^2Z@AnYunI^kVoG0*Z4BY>7PH95DG$O`!B@7&2| zc~;!89a@!)mAac*we_EMKcU7^9lj932<0pOM@;Wid#6WeGc>$XQT@qYqW1`I=1e_w zp*!B3w$LCw={+|UOAw1VFX0U7^=S)PDnq-Zq#LQu-=+THLgGZtweI%%XeJ#ak)JV+q7lYg5u&DeVa%ab(&e)X6w*Dt*Z8PHgB58r_0qp zk~m09)jgo!s_&R|?DO}d9+VMaZ-jjEdZ7J=%KJ%-4YmBad?1%XPaMpxhZCA8)}zcEe`Vtj3Nq(rCnU{NLkhm zlpC_{8R@0_%vCk%cwMP@>iHPd$$IUPCGs?3024UJYz1tpSh3}vD)%DO1ht3-HT#FB z2@IycO_|>ADYhan4Em(V!atw7J7vmSf=ER4ODd8sE2~r@!s3!kHB=pTWSa_$Ceinnjcg)Q zp7v?@|Gv3#QXx>Umx@h7=)RN)M>vFeU|Ker<=`YWJ35V-RGjiEUhqd2L9(Zu8Kidm z*Pma9?xjO7>YA;&jZMFF40EWbx{j?srU$L0rZ%H;(lax@bCRPvG^GaFHAxr_=hUi? z0uQFE8>nl=2ikonQ$9EmH=VM_AJ6LTRI;~@>##BT=Zbq8ju8~VqIl=74Tw`qN<*|!_}StzFsq3#Zi*pVDp{styj%$7AQse z4rB4&>58xgm@j>N`G#QN_HOHR$~+SLqO}C|XXM$Tf%Hldg`F~s1j)N1q)#-c-SRh7 zH`Ar6HFiVQXtmtOmhZfa%k~d)o1X;Kf(O#f(NOm;)hG@oh;p?mlNyrQljjJrKV+AQ zw%DfYQ!V}aSU@s_Oz}s9d2Oh{KAGH0nu$GmtUh0y+=NoLCo4J{Vp)W)La>uHWe#>t zx|#wL|2iz|@NN8(K~X1qml$>z2E&Yg9}%e`#umw6?~W1ED_mGQC=R zEggrE#Jq~n+t8=I7z8F;@6A$(i*yQnw+A1_e4@G$Pu z9Zq6k+)2)esoblyq^)X2WI4;v*K5(gK;oyAljB2nbN0S&;p?x&@^gKx1>2Az7{TMe z#~sC+&y@M;&=*_bbTHi*w!0hC^s7K^>Wh@5Y^*Rn`1@XDykdD?zC8G3*$8p(>R{6M z)|JJh6jQ0tB^O4v#|U|$kam{2?;@>~bY=8#o(LDX6 zJ@oH7?~!?LmKvQGM+Y02m-H5!#M>^-SJXf>k-Vr_R0Re9)Lj;6tOPqpb8;16yWaYD z6N^R}dp+T&4D7PvO^1=#v8kK|h2X!;FISw@stfV9UO;71%hp5kSsUSY8v(~Qa6cE8 z6)DcfFix4T4>GP#wSLi5yD6-W-;>p4(uI)+Rz`d_mDoA>7JmL}&GgO1ItUY5c{y22 z_{mHucW6>%Ee^6yd#iI;^Ss|d!PIf3!1L9wFNf^1*S*!cEI!@YC|4|U)pU+l#`8d6%vM74gg=O}Qt<|Ued^vPi>|omR3iy9P^LUtq%+TwZVx4oKMESW zIjVHO3UegUed$Doj0=xZ9p>sE8i2!6k29=ZGUJG%DUMn*4p%9iDT7j$z?} zKL-xGtV@QAI;<8jP|>}Y{Q5ZHrow32`3b@03s>_kt_xY1@AZrm>-icq=~9X6FbGD2 zcuU{18nx-NL6_FrImK6WD!6eCtczM!sScy4k+D$x%W%`=XKkz@SKDPvH8$UDu8rn~ z61&VJVA&GdAFAhE9;nW!?zI!X?s!zVr#sm~ptZLBM|ThCQnb9FY8qdYda|#=U*Pws z=c$}sqb$BC$37tZsZi0?UsZ(~`?L#nr4ZzI$Y}pqst9BqtTRl|8=b4O;!`EEK{-e_XrUakP2C&axkml3MD9ih3( zTv{)XPKCC%CRah?L>kN^P?l#uA3BdL%x_`5(X(OweFhJ4eGTK*JdDr~#Y$eqK zRcJQ*qwG?SG_|x8y|6ZPwa_e?X}$7WUAQsZnyW!2uY*VeT}&jwy@Pe!ltb7f;#O<| zA0^Q!%Ry~ARpkIEr_{!yVVGknR=2ErC+n$alKw~9xpvKkf;)dNBpGR{P?7tyKf7&G zd#r%HO@i5oD!4*-8jC0*Ms#Xx!y&4Br7+a)tgmgyQyuDpV5td3cGV#z0ZKbSA zN2v%kf9_dJEb+|cC+p6uI_qoJU$7NoHf?KjvR)J$NlAwW%UX=byfn>2$l=hJZyv+;5BC_r@Jq|rKry#_&s6BnFoohJFL?S=KEcdbk{7&#BJQ6 z>j53Uqr2FY%EA5L%~#^N-5%#_pq_4%1u}HZvOM6b`%*?DjdqQNRbrGQTsHlp_VK27 zyr%wQv!rtZVIHdZTvFp7%#?#`+7Ai_W!wn~KV|uH^`~(#(_Q`?J`X<6qab7T&8fZW zoveT0SyF~(Iob~5HX%ps4NpYkTi&3|)OAoznOl?fJi5#TbR1rszDGX|&Sr;kndh@3 zurRP?cO`ApJQ4%C>(D8N#HjVtbR`W>ka3oxa06fF=5DKy@nH02aNgmJPQ<5YTuAyB z1O1MOURvxkDk_FtRu&66nm388W~JkOzlsM3K#kcsCeoADpiVBO z(%#&9htcb8zwGVs(iz21l-gjr_-e6H1P~^Q$nTuM51UIA31`gnWeQ4HS3yWfBr1qa zZV<+kH@Xnj2+KA9w&Mm3-~#y#h0-F^p5`GXJ?ONyKc6**q!`F$wO|WQVcqxo(tVh}peZPTT zjfptB$(z2N>tP(8bacPceyQ3tkBIa)(!X+1nXJwCbH9lM0#|#Y7+_QReO*ZdZFadX zIElG=NO~v=EApfm_C8y@9UbD2W!|E<`;_6q1)R}uZEf6cia)%b`G-ONeBqn1`D!YR zIZYALgxIMI#kqHX+IIZmzvYrE5E$gY z&l{RHl-9%ts1rqu=Wdw|djRX@ywkb7PUAP(b?~iCvE7Av?|?Ud?ghFCtHIxpv++UZ zu~f)#6T4C-mL*@o{1oIn^O*1eW>%^0Far|o)ymVWbtNEPSj^8Ux0W?t6-+|32DhL_ zttegj6m+S>TsZLJluz^P`JF0QDt3(TWFgp>w9Nx|!y@w{cemf1DF#^$babB{H!ID3 zY{^Vd+@(6Mpo+Ig8mR!xz#MtRrB;mHCcN*dU1qT<3cN&Z)SEO;eyKDi0UAdo5lQ$b z;1=k3CC1+m0ynMN_0Xj*Co>* zjG~C1d-r=HaZm{eb}{~}J%d(U^$r{V8s?5brHZ+!#dKuO`eyEUOl}zGy2C>5YS5PX zfPPBB5ofC>uQ!D%?fJz>GX_& zM}Hbxy=$gXUdp7e-*`6b>%_S+;>7vI)Qffw`P{h{>A~cA>~>c`1?s#D2EAJ_Y&N*2 z+`9#?u|g45oEGASn*BL)9<}nhaO_AqAB^(0#$tih`_g{UCwsfQpMF}x1jv-|Ip301 zPO=1zpf}eg$f@^z@-yFro?=7GH%>DNB?el&*G^srg85*XeB0KDWgku0;I7{{#>r$@ zIWJ^<86)RL`g~X9L_i$Su_0Nsb}^~Hx3J4luYsZJm#cqG>0NTmRp&Jgua{oC2v20Z zhIAwJ7-t^(_HHF$6AyB{w8XwlE-WDMn7qKKRS+z307XE$zn+5w8<4HTzsEBy4BZJV-#vHbFlkXE8BRJ)3OSTa3bYV=YFS0TQRI(xvdvH6Fc6J5LXpHeQu(@ zA2ecR*VVrQTSJ{4Iy?Q`uW|6iXXz225WzCfquUt+cJ~Zn@v-Q>+nSAB{s(PqEn3%< zm7^Zq!`m<2cyzZ)?M7O9>&KktrR3%}VGB?BK40q7IQ_FcPb-|IYzV)QeHMl-cYVjv z$oQldY+r6{15koPrC#pC&IHFEEet(Uyc0hq99Jxs3vj*E1dX}WAz7hS#ny{of*_fU z!wFA$+Y{hu^2?o+o=9v|Fw5|m@Qjfe@AKDy_8v5%j!T6Z-u5$nzueZkwwZF}gyYHu zp!qQASk48>jm`KB{yWRJReSx@+*Mn~WBT4^TY-Hr@P*a8iEZjhS9$rz_Y01Dy;aie zqKL1A+VcL$9m?YSwJP_l{@VT$`IBWZY6O=gU6$wm&PCVOPgZZGL++(*{S4JA-D<1+ zLJT|92YCBvV7+unY8-p|3#}UMzB_Ii*-0*omGMRFLJQOpK|}%K1TuJfaa;}o#6M?G z3P$+c@9s3TyO&n88lNSSRSJ0@)KH`Jevciyo7J$7_VkO=`(h%OS5*4EzC+>Tbca)r zUs7cS83M8YY5V-leRSplMZXOOks2=E5E8G6u?!?FukD(xfeh+P${ZXwDs)RDt^=SK?;x+ltyLNU-s zj}1^rh}@gVEJoQ!9ot zkK)7oDH~8hpWieHZ@>aGj#s_a+e8EWs7}WHy-tn*1V@_b_qut1*vWi~t(+I1L1$XR zqv=|02ag~_!6)4rh*8XAfz|zzR!6yY(f?rYt%KV9zDD1aLZO8gDDGC=iWYZDi@QrH z4h`-Wq%H35?p7dZkmBy{#Whe|6K?pv@45HLZ|1&t&iUug{Fq5*AUx0Bd#%0fnf+N2 zMBFbL=m+etm88R!?{8u+x{6x_ZZ`P1bZGHVOph}XP$I!j;vl^YXKvT6WsB)oQ30SQ z{n~ElZsoRwRg(MG>D|tUSC=Z?b>v{G56waK+{BMjY=7jM4rVhp|7_;sZX454WqnRT z&bQwGU0mt4_59MW%^<=0$Q9k{`p$`uSV${95y~_rk<@FyECMy17IV=FMubdu0@~T< z)#@xP&&K=Myjg?=47}Y&G;Dk|uF6tuED|#qaA@reV6z7qWexGRr{2Abg}O6b*pK#) z%dp!Yw^N2$uHaM40M_-Yxd#`CE9B3Q%5Fb?UTV)(zpN z7p_fSCHW(5!D2M?xN*7h z-ufeq8YSc@rH+Njb#!7`^(n;q`eaSc$Id~#YYc8nHF6+4A=>uD!rpoa|Ytw zjW-r3vV?brI8Jx_2!zz5*F-^U8TYB7sf~PMRkKJL38H682~$dAz3s zXnxsqBw)R(LP{^V)wAyRo7kCVnSl0+z)O$gs<-z2(tv#;)F~DW-qzL_MyE?>I){Ebpk8~N4X2r zFtiKiwt{GS1h!S#eS(?N5_@`aAxQ%7xaTlObI!fY@9;}7eQW$LJtbkgqeh$nKiz+Q z?$@X>QuMr4t~n{gpuJ~Y@1L(+(vpvRec`^XRJQD-UOB64n~6GcmpD7cfkc>%k9H#s zce%~-qDwj0TA|`>AQD4Hf{%L1daONyXT(qNM2OLzQDgnh@36<` zMIzG6|Kb!o&wr`q5HHXF(6pjQcgc3?BbLvJ7S^6*Md#vCf?WNc+$8#B1NcR%1UJUV zTp(3*iYhUq^kb{!aV%*nxVZ%_0w+Y3FQ~SQ%gH?GDpP1j<;FO3=WmkddEND0uh%74 z;0eP^tNxZWuPBrNdp?s?pCXA9a}G$T7NpPJ(d)eIdMZLDgyj)-B?mRR8~@o)G!$tQ zEE;b~F6NHuqs(*q!$`8=yKo<{7B?1|rC7&MsW5b?%(UU8UET<*WNUutLb4M{Q_{?t z@0%FO#JwxBdKQ{dcm%QIS-8j)wwOyG@}j>`z^mMRYnm|u5x6g5C*}IoPo*xRci!#m z9C-^ALEEyaWOD|gbO}_nuMD|FkBs-9_q`7#B4~W~YMe9Ppm~{;R0xn;<2NUtSH{$> z`y0KM-9yNF4IK1NxsZ}-7))fLW$B+IX@2%f95hAIyuM9T|6jVq;O!BR5bt8oL@8rlS1pX&0)XN zjM=2(!o#;i+Hoxa)gU24*o*2+ckvit4AorfTA@y1zaE0_9Cuw!nPV5xC*i*sbbQX* z+-xMGpJulEy`k^KjoHgtpZx=DCggs^CX!MqAPp(Xn9%{7o=S4bmU7CmPh96)BBIJT*rsH&zLcc?Mzq*#Q-Y+@6=u$G@vr2u4D7}A z_hYX{Fa0)Tfj#0{{!INDgW121r0OTO7V9NBi`~s_y8iI(tl-g<%Miw_Z082EP4Wcy zgAW)-*jfy~Xtl1eG*CpB!NcxbxD;gX>j60xu@Q3hcy&l=olw3vpS;cO020o!54m5z zbaBI(b)@%rw-Uh3&+UG$JtN1mZNOoZt_kOwVGze z*Ph^Wqn}QO5|KtsTseg$1;j*?=Gq5DJ5GEaXt zv{9g@hN4FG{;&E1LN(XdviwEeKkth!0O4b=4qSE{dA$UByD_-B z2uxJBG6oJ=Tz~PSOF}e6F;h5F@HRHZw^QqPA`dRzz5>ABMxUCKami<()t9Tf0C<8WAxz{#Th;PKlDcg??J#hAzLOph-~)D%~t?S!jod*Pw~SfN?o zwmKvJO`P7h@$}_-!o)GR==JChB@UJzcQ)GMBZue=qMF{In`7U!)rCn0#M`edW4&plrwzIL*< z%<>SE(5|;$dBHe6n(0@m^E1Uyd)g#miZGnF7Z>e$3v*5tsn~0v&y(om5+T_htOU9Y zjA=S57onV6%6AWozvnP;&jUNy1gsr1aMhJ=)T;o9n!HIBX5fVzb^nKcYD)=bcw%Lapm~kum*( zBr=DWuqtfv3*=D=IO-{?4t#&JXC2rfqeX(@t5U}g33aj#d@ZAyCTE|k{{OroKD4Ua zmkm<|{#vJ<{wa{X>=UdsKyK37u19}b`0z`Vh3S;DtmLtjHjq^fAEn|mRi-+m|2L@rZ&3f=p#Hx>{eOe{{|5E{4eI|-IU@gm4brR=GEKQdRS(>9^aAaqE0rate$8j%vts>icBV?^@ZFsa)AS}T)7UiA#IYrh(`Iru zw`2L(+a0$t{_8!`H$lh%v73o={D0Yo`+s;Lr8)FxG9rH1*`wS@0q;#+kC*p1=`1A) z{HY&ZkLEk(o+JL~ERYe^zAeE3pp?h<|KDcS|4(!5@AJb`Nu`UXn&4Gk>whv(0N+*c zKAk-Sbe6qxW_|Wq93Vz0oo#{N{3558gPuO9fdqh+ip>x^R-rb|^QK54t#|1)0F5;D z626b1oY8R0LmzDk{$V{EAX8SX+{PH)}b!|-@oAP$&1YSiWeBfq^A!* zt-20P{Vb|Y3?Sw%on0C9&#L#do;ZD0GyvKwVvHcFa{$2D0Ofzbslfl+M*Oe5xQ#Dh za{?KoO;CG2_jUjvhr+*deeORwePuq_kAFD*e-y}YqL>x{PYeeDke!hQ0wcaZ2Ye^r z{EeA|oL`Kq5jVMz92eL1B!NgY=T^AKqQrQesWU8S6lyh9c51r#XCCQ14WM@(h61#x%ZEjK6^xaRd9)G-A8?&!Oko)=_2z0Q|gWwj09G6J-VyE=5DD;I z>z`%|_Tgd$$p2va#R4P360H?TXaKQ(%_ped0PhLY@1c0QcAUu9mc*0_KpAgOg$oeF z+v|XaGT7lGJ}MQ{R6yL#3Xh>gAv#+I3xIW}K?wk?Yon+_p8<;hyY2^QVQ8j?$N;~m zsg6g88DP%gzX(PGbW$U|6he%7?&3!H3SmR@8c&1U;e8rGY_TacX9LD064U1Z38gHy z?@u%S8!8rySV$pue{2)L56fH#N?tS~x`U9PMCmK%i@(cP)uOaC07~3au{rFV!ADOy z@j(%Q*eB_18~jY(Eq&%ENFS8&pK2lXA;$Jxv`MSfk`;!$z#AACXjuXH{RtKu7z<0+ z$41z=BJvgOd^$5T2i6M!7B%*s)~}}5S%?+=Ci0mB`3#71A|_+4K}q$`Y`0!mA@op* z#Q5wPfT~1EZYLI@B>VFJLT?D4b^A|tZH!H;x!tv9lzr7pb^IdOXn^r~J-g571hNgQ zo=kDwSzqSh(Yt_n_HzZ`~uMEz=GXe)LellX+AqZzS=?DT7MZFD|YDGyq*Mj4JGgDDqznoe!68aB&yX<79OJO1ei zfT9~Ab~+S_=LioO#u=bjRUT-s9gQtiN@9b^7pxsGJHdubVh%^sorD#ozI#I2pB6)j zi!p?Tt#ZpBH})l3PYND_f100rhr55cXh(lmLO~;;5yb^+<8~^1fe_He6N?@sS(&0) zaR9_#%9VD(Z|cW89XB0piVaX4#GCLe6CJF`k&q#MKjvF#=+58Q-iWxX)3)qmB$sV^ z%kCd2g|edCSsP6>!nOXTe8o;1st?(Y7gL4O#Cx(ay|Ev>J=-qIRBwXs9}%=1vOPv_ zo}9n9oWAkT5c2T{{1GSO-jR@rTQz8B)Mz`PHy+soC1` z_0R4bF){lL={7StJG-eL1XrWfZuN6BpHEt7u2HVcEOvjtR$Be&DxdmJ_&R;iL07Lp zI_zP7ZRy<8t9tc{LLDAC!oMiVi>)$r(- ze8ly2A@XxUj|`LI(iMdFhR#=SmaRkgN}<+*t90ZQeY#7p7ImZQ>&dNv%-`agm7pfF zybHYx-!_3UIMhI#Z!s29sZ%4(e;Yx}e(U8(Jr-q7^^LV=aBq+Na6QOwydZ@jgltw% zAQ3BBV!V zW5Yi^=~-O2Ef(gk4r?kcuOHT7`KTBko{mez!^mXq7(dS|<%ojk*Gr*v%=5jrr`Bg( z;u3TWjhl08tJIyj->(|(BY=vGs&xlCfp*Ch>O89@ALV{J{f=1*BTkRQ?Dp^%2po+! zt%<1X84XoPO^WvgdR{>nQa+f|>Bmxbs!snP!y|J!nbT-DG^npX>JG)ht5WCoU7pt+ zUtC!PhI0{@zoYg8{Hf3zT8j55XgxVUrB_O{=m~);i3-=X*C;8=yIecOma><&Us^H@ zqvKxY^3Sl4pYHa6ZVvj_Rs<+HTXmS@|OYFo63z@LjCKyf> z&oEFyT2`RF9JPi4&B7M~MFU~3GcakFJ>YgwPJ3U2rd?zM0T16fcK{E$6oameb`On* zc+KRb&eQ_9Y=5gVPC+oOJMW;bG!yo2iBE4hJUKb#tjqPMf}JVTJ3p$s^fS8zR~5or z9*VWTPtm`#4vse!2s^9!bJVC(-YUFw!s*WYfbGW3LV*nP4%Pfoo5q4Zh1IA>PYbfC}PQy2xVzZb|j79m)D z!x!E#kQkInmz+x{O>3B*?BMh93b=6UvS~;seqLDQRN-+|cOj&H zUHA^?oXszKvOR|Jx&A{()$JwB5))i=lgPbv5!WwH>ekfD*$O@&3>QbGR* z$bkx4`VUH91d_4x-za?=%@^~>CQp<;*%5Y*Zw22v^c?|v;^Y*MetoAKvb7M8;b-(2 z6Hmnm%ob+a$l1IKYP3Vqa)PL<4c7@vS)QIO0tz=@{fBh-AvAOcG-PIk!0N2Ee0tl) zs!n9Q0E#XYH))%|HV|mcd#|v!tT*r}t*8GD66-EmJOggTw7oOPbXFOs3;1;$*nEe1 zkU&I$-Gohzw#gn$07_LG_Ra@%bT6?unz^_)EbN`{49MYD=r1g>)t|JeWsYUfK`3P0 z&lN6}&YuP}f;4Cy%)yC2ny&?|--rz45D(=oOuJi5H*G_!+Q7Ce&6K*FTKgj5nZy|_ z@A++XGzSwHV>W4^z^ldf8O_Qv7SERAgNoAnJYcLMr$uUt9Me|qi#ET-H+M=vVx_CWu@-bx$b5Tu=YbiX2A%Kk7}G`L1KX2tldB8 z+qNv3WnJypnHR%csxEc$@$Yze2cIx~SiSQS@VM`@oSG4j2!p0U5?GJNFwU4yH)@;c z0@8Is`zW!i8Y)gd#*$7R=cQ%q=HvzwJ+xV?sPL*f-UG_?&`>i|uj{?szy^u8a3n$| z0siWH?s~W4F1&XuZdrpur$yDf7CH;?ZT6X{^Si@?vR>4Is@p~Rf;m%7ufK?GP{tC^ zy!T0RqbFp8s(wik9KwPdHTXKg%x1{>qrq@Fp$a>~m0@{&d{;pAez--UF;mpYFmBd~ zw|P>;ZnfkAXK-knSj9>!qmfl4`?)vMot2us-)_}F`BhE^ag{hSXNmr=Ep5)qAuLR< zqE-hv6GVjLv75tPR-q)vUch$5_Z6gqKez`*=(#@+EP?1XA93!FfsP}%3(UG+SRHEe z|JIlBW?>d0DA0E@tdLA zZS7j28eg40_>fxsVOGR|*5LU!s!AzO5jiL7%RQvu43lt9RmnxAV=b&K8^AQ{mTekK z8;#{8wM>%uM~2N*zbLclz60Tl!obTW^hh7KjC51MHc1zQ%#(!*j=zJIs7_-_yO$2D zhPw24?KJm2tgT`KYjY*Y->T{|&HaG54e@*Kq)dK)$rSTP>v|@`O*TrT)REKc>eKbg zZr?9lP*C*^gsHW?YzcMiZ&nWB8%gBSql8rKQxjp(6#KXbPBhv{)VS`=wGqk$(1iX$>pLpnZ%)TlIJ+qJOAhq0H7Q0Qbw z;Mp^T-Lti63)uge2J|fJTOI2seEMs{beGOw)VtD{F}(J8+}GkY@Mz4kdPTrKSam*U zeIpN$`eR>7O!2cDvf`LsV6GP7&h0%(xj^gmli$ivb>pG?=6vH4TfP$TLcZid>Wone zo{%&&C!O&1KPi20(=x-Uv=2&coQwhXBdKaoxuii83v%Da>w^LtyuFhaftfgLnJb$P z=g*VopwDOb4=|rq;}*_cCu^asCP`RNFeycflhlHbNpD18 z<9ug^+u)|Cu#)*0`F;-ps)ICIg=REiWdcL+@4o{QPNDqA%Z=eAoT^odcun)3jT)xL z`)UOVRT{49uF0|Tg}Ao8Kb7S>GI{1qb6fWM+-|m$hQw=tdUlUlpTsB5)`QOG6JL{f zB1Z0u=@&I~%-lT>Emil<7PL{`UX}`@3u7Hlp%Jay9T2)NPY?3}se+VL%LsUi?cQLc zX%)Jw9hJ{t(C+Wg73h7`UW{zecqqw5#L7V}Wh8byutc0Gt* z7)iV0mm3@o1`{-74R&fV2{Lcn_0Xy!i0(OGdZFUwrK8Ccv7q%JNjMm0xvjEenZqR3;hn#@Q}mO!Rq zr>@besd1xhyk3P4+yoA2y(?mQqVx?Ug7tohy-VwW^a-olVF% zo)!&%B-qZ5>Ujp%UH;vtkdjdJW~+w+?1|G!c#b4l#Fl=x9`7VOI$#uM7tBd|zg?|# zF1o^RVlh#gd-ZmQ;On?0PeE&$+*2pK>ON1s?t07pBX!X>&H}rc(p6WpIybv9<|_gj zwVhQD8wW1~Uoz0VnzA_jHl*$MIMYF11P9mG$)x-ugEaF|?hhxxO81;xgri$Qb%}Hh zGW-6cfGL}!qB*ZOA}*3NhTQuXqNbXgm9?20ENk#0Z?Aw(|AXm!c^QIEihaUrd@ob*57sY)a zM_AH5W@Ri2;FNV&c6DCut!{EViCuD-A8c(*S2peQH9lk-t*ETtZS9Q21r>nnF6+a9 z6P%zn&#Yy)cIGJUg|^lPgKuH@6UR{LTNev!v*hq4_~7r9-?yO*^!wgj2?U(;^hCOi zSj4V6mIHO~d_FK9TIftnKbbKm&@VY-z){|Dx>}xQR>f% zeV}RWrSEc;HdX6IY)gL@-{&!rrdF@*bI=Zv2T%cbh%yy%g?9^Nl{XO*Wi(`>079dktjhmBlmU6RXQ)_c4|tb2{+F$5l>m?#TlzJ%1L#n&8yzfUFOg% z29eu^&!<|5ayY|3t2MfnF1sV61lDR&<0vXm>wnyCR5=hY()1E1Kb4sOQCE*P?z3T~ z=I4$&o9&ofSo#9bj^SqiOp#NypsxlGI*YZCT?|{?#$)0fUiM)%RkNpbD?IKai%Y=8 zZ7RUxN$Jlgv5O~gVqlItS31zS()^xi$?vV5DxjfAGY6B7U2%?k*gXNQEwP1)PUH$9 z1aNjeIz4zA1XmnSU1lcri4^DtXcD za&|SPG-QJjLa3~ny;3K~*3S!6CF(sphB#WyTwkp~3Q)Zy34`&gEo{oX ziA&X{r6Ie}+A$%uyADilZ5Q5g-zMWs3Jpr6P{z@C2cO>Qs3JvCZea@##q+iunAY)H zY}@vDL=ds48E=oh{VJ&rBQ|%7BzT^UAv!m2TahQmyOQ}A^WjKnGWO@4=DpiKiu<|D zEYQKin6Q?w>S@vWl+mTMLRO{k8R%}Rn@X?8oBh1)bp+33n!=aOXRN)rMMV1=fFrzr|Q=1c$G!H{gq-doFl zxy_qgnV}~;gfRJnqM?Bz`^w+P@|-`od>^cnJa?qQ4Oz_u_0vv*N5N?O>p|O7f4x;y z#{^^tp|u(JVSmy^jhYWD)zDX&x~CWeEu~oZZgY_wdFI-Dr2{s$p7U-ww|$Ld!t(VM z-FG>4+MsU{GS<8;=NOCN=p{zCWuK3&GdpQ%)v(i85QMf!OP-quYk!czr@*I{7##d3 zES&Pz>4WW-8Jgg(%=OY?4X_@MOsB~E0fbwsyvyx2S(n%kq4!+sskg)qO68wwtx^PI zXi;Qp8qFeP@<+;u@(y7bQE*-7yV#2@=D63IlF&8lp+{xIyKhz&W)@Pe-}x7Y^|<#m z{s8PEk1CWLx?XrB{H&~0gM>g`4qFsi39RVfoLx+{s!jJ?osVUigJzbLqDYG1x#~tN zWj(oe$+-RhI=Hll=kJdK)MuqeY2#TG19Q~_P-T*4?o`sA9M{4+k=vX6zuVUHTE ztvt2;;>ceK+143oJ`og|E=Lc-nVSCz6T zb<`6@}O*13TY_W zTU|`}>@`e{iXH6tHJH2qkQ?UqvGd2v$Tu?EcY`$+gNQP<#%*3&r9a>Y@m}9I=QYMX z#F|2xx0wElKE|9YQCW-AHY_e_6ed>b(KkFo?Tk`#kH1~>;;k&HyMc;|xxz@LD3Pie zruSJE67z3Ar+l!`mC;EPwMz`^qz_BG<{{Y(PZW}SkN0D+SO{ClcJo4C@8{LX<;hO} z>L}<)+v8V3|2vBhdIlNks@JQ`O0S%GLqB=JJv^lLmYa^1m~^E&4eb5zq4^Y`+&YnB0pCMaHdGVVWp0yb>fi9rTZA+`}LwfNM?}n=Dx?Gf4l)BZ8DrlD7-yPYue zH3x+nOLFiFN4~G9hLG-?x?oBcP<6}Q$U*RO@C8Ltkx?3X40iPSVVy3a@c5{aJM2=e zb~GVmH%osaDDuhZ+AEjsK7KKQz4@_^hjAHJJC|L5N}EhU(eHxX!%?J@s&?e19r|!Z>1*-*F(-%0kP+)xUa_{8%Gpw^pSw9g&9!j1Z1A2qVS;G#_1U z0)at#dQtWD_~1H5P$<62eA6-AL9Kc%|BNZINo|PzTWmZF?$A)y-Y>zNgt=a_AIjVb zF%mP+M)T*wk~uHpeVQ{{Y6MALKOY>IypfKWH*RRSiVtTM-p*s7mKI-_pP89oF_@dt zSX$6onxWlr1<4IP&di13&&6RY#gJfgbXt>HRfpH;_Lw-2Wnte%XOQ5;5OHkyV>h|& zYPMk$C%Ef-7!GHWIh}s; z?-><8wC`R!A>jGhX>e<`!`wg|BsDcXCB~vU7<{8C(aD#Fa6G(&U$I>bzZibO-OdO$ zJ^kzLk}D=OxyVFr1O^|S3|uPA%nUN)YLuXLmZ+#q<>py*cLyhxU?vO|aZH)ewFu?F zPOoY#hNQ5LTivT%%6SfV%BLv`99?iJk-Bsnx=t4c;wWb3K+EHQKbx3%$ONTR3uN>M zGOMW;ew4|=!=pXOUuQkyra}_zFimA6=isQM-SkgPT%lJA{a|dNHYJCLr<9Z!dc~LL zU@kvAXY#d;h=86~;!mlSl&;ijs|Wv(6VnIv#BxUdhp8?Uw*eCwE>P;gJYwk>>_K|E zs}&VK?Ulz_uU}sZXIRj%B=S2r)P6PTp@*l$#1v-3#_g=_bldG<>#1FNI5O-aCJxS0 z;FDOD@2&0+#k(Nro4%aH#EOUrJz|oc6XfgZStgW?ITMqys4yJqUpGG}i&5wHMv5vU zdA|V}JZkc{KG60k;nI)F4d3Z#E;l)ZSD*y{j-Ih<2>ZRHZP40OSeRX*01gLhv&kvK zK@JYPJw0YpQr~~uJY0u>jB1YGLb_I$7f7u_^{qiQHd8O0 zPumgZwLx~@-rS6NaCjo%DlarSyc4#uxl2oH5Fd>-o#1dJe>$Z2?S2zVtCSQkqNiJ1 zP3NeZkJcG~Qb5QuT#g$2TY18`AX z%ScTo?yQ{}r6()5;G%w#!AV{84WS+9<#HhH=Wklh&Mj(s_YJA3?bFjO+A375z37{p z>`I?gl9CC57_%qE!Nb8Zn33^)k#IY+)3_egDq(GV8S&oNL`07n*fIDW^eAG;FPMY6 zs_Uvxd(O`0N=vOF%^Tspw;>_uv9WCOpMDWZoX>BtR)doI#uX6!UIfaN9FIt-j=2h-C{FJJ!r(-Lj@i}*jDy=XpyE)fbLfH(i` z?xL6CX9(@wW1R3d1W0{(UvhYaJ8-S9vp~Sg%G+w#y?U*xDs`4}N!2Dhjo1#d+q<%0 z(h}j^ZMP^xkgs=(yHHBj<7de(=7fZ*DQCp<|Xau_}8%T zd~UCMBBtJ>?aSNPtS-|#iK;0d8a72C&Fx*g%92}2orS<3KQQs|4O8R6EP`H| z-@Zk+MbuB!PqY(dT#FelEY`%X#e28?aT;Qfn`PCpdQ89{FXMcMwuH94I?o^i`Y<~! zwdX7D0~5|@zBYG@$L zOt*8qylhAN4tf8*oLV~L?k;~Wa=CA9v%AY_Oo2?~iW3VWVmvkHTEG{P0#LuFJmU8_ zs|*MjsjEBvxY^p&^uf%WE^TD})&=iJ1{&{NG0rW$F6o<~`YzL!fm&S(a-M_CmKM>( z1YtvU=YiGMTzruIRzLsgsrX&uLBw7BkXm=1v7F>7PLDKmSg0mmfqqPE9SgI$E(QfH z0Gsa{lYoHKjj)j+xed1n-`DPul$3R+ktq_D`H(MqkGFR;buwo-XVNfw30r7oUEl}# zUbXxVdne6VB~DI5CieFBUw;EuAncz%Y4cl8H}?1c@j;k(2wqfuXZ;3Gk6C+C5`B0E zSz0SgnyrK%8mYBw(B{JAzPH&n#)!!edWsqa#%N(24<{fQVHMRqd zq4wX-2zjc4pAk!|8UusCQN1d{%>?LRC1p|9x1;Q_w%61)Mk55PH@at+D^M$i$6KmWq6q!arju{RTOMytQL;dpc6D%zMKJCDevY$@ z3`Omtuv^6>vW&1o|i901s%77 zjJzjo8-jilD0<`c`U<;lkl++iq-Mf5F9x-k8-`d~CbFI!1SuQ3x4?d$^u$4|v99 zVv_lx9nnL&s<(do6EHI!4~(?3v$Mam+Z7dX055zw-aEDj;<5_LxrscSb`3rX+&@U+ zhXTg}^FJ1N7JkWRbo{n4zp@RvUnSV{3Wfb1Dm2>J+4(4?@AT(4t=Dy%pp`1aO4Vq* z77x}5MB>+SbO6^Sb!jUjqS)=6lxnBq-WIqzVrr$%9LkH-`8L?AHN?s^42<; zL$4_qOeKNCa8c+LwG`^lY;SmvBl} zXu?Yz5i3jW77)m--{3vBHU^RCD4*Bb0?r3SMEpf+;OZ=Qm6+#74rB-JPN7mF!T#jk03TJYK3-|q$)x2;_Y_V8zv_X#)o)^q zeEbJ-y~Z{z1*70+@$o!)GLLnIJ99sNP~Gy(?7Mtk`y!2D753^8#d-U#%+(&P^r(uRxL%?}hq(nk?;#0_6ZL&K9X zs;euU^(eAN^|G=iwXU-!AD3^h1rL`FHd!1@-u8NPout7Im(J6_iW1Il?Y0|fxedk8 zJZ5szg3o^o3<~Ttn4I}0Xx*t>4cN(vq``D9!uQgboMLzA9Y92WXwF*Gvvj^DZB#TS z-e1nJ{><%N@;{zGqxxdBCdPCzGsnF^o0}_ zGQXo6y3QEQmTRKkwpnWDy`_lDqmvd#iGR2tNM z&OAqZL>+j&{ytEE$1vgS2b;AWW*3@sXy#ktbr5~HyS>!Jrtou_N9{~7CFAaBdh$Mt zJenmV8ryf*D}5aFzy8^=*E(BC;cZfNg3#jyw=(kG%ORta`#3|Mb*7oCETzXL>w7(| zmhCz9YpP`8lip=6d~jTvwQQ`*cb8!`6Lb90;U?xHc;KA@m#dHKszu$&tYe=FWjM96 z&ZE+FfImD9lBBbhhH0k>RlK)Y7tLzkVr+1oa5RSh(2{TLtnksjkAD?WO844M^B=CnP10oMOhY*leuf>L|Uw z)={z`FO3rU1rwTxCH3o{>A}HcikTP>Y8nV_BMjMY#fq6tyW0MtQ}EGux8oqtB(7J) zyQ9lW#cIQD&ZrHZwB4@XXl#5t;5c#Ci)UB91hJJ_cr#{EZdaxyjB|<^#Ufl&XL;D7 zwL4Qc+oQMn=(ufUZax4>Tc|F+ zi!mO3T+wV+xTMs~t81=X{Lh{>X9Nj8{GUNa(|;D!)wp<=m@11dg6^f$(0uOd_NlK* z*Gk#+RowUJgCZXf+-Gab!?R574}o9ismCu3$pa@;PFts^5%GpsT@&H8S@%{qdMsEB zuZ}sd$2dhHQ!Qj$BRzJ$=RfQ`kJ(@KeR*(Qo|y($lvvFat2~(A-8pdW#S+lcv&xs= z%dCXp(ZBLlvERtS$rT&cPqk9yJck2(A9PEAa1VGD-A-?xQh0bv`>$U#XhmUGlNmcu z%C&yjPm8`BOKfS=_r8LwUJvf&9e<6)Z^B03Bj+e4*^77TJo4Eb6sc{FMlgG4+uIz^ zc8LluYcBVuJ;$)Z+hc*h*q@E`%s8Hip{e4x|MNv|C`Cm@{F=??pWA1W1&ODE5H%E{ zHuOzN8`4m2@0O2Bx!LL7fsN3U^FKXgN%UcjTgw_=Lc*{@zAE@g>Mo}ED&zyKZ==0~ zzh7m4Z%Z%We)Hri6ZP)oWP?7!?HO7)nzQTc&n4^HmBAAgLwo!M*pOWNOaW3bPaWVL7`UlM%qKJ!zdl+;3z4fMVTi{1CW%EFY{ zRZ`(=Ik3O)r`#-Y3lZ~+k`oc>JY3?FZ>uq$G249JW&C?Amg2{kWPP;PW$*3pk6*{F z?cR_@q9Nb*S;%CyH5xl6q@5U3+hc(e_jD;A17JN&RUhP=!3J`x(G-UynnpSyk*hi3 zzwIGDsfPeiK(D{-qwD8Bh4*huFxzT6EH zhx0uL$A1rJ)#(B4mUyw?ZAMgIC=LKTLmygE&|Y9Hg&yez0c?y({H+Bmu=QM7i{w-< z+E3oePER-*sH(@(MU$@NZLXX)3C6x|LuSeTI}(uGB}zQ}p(Dw!TfHX#PSS@cCO+&7 zsa$NaOeZ&$ywqRg+julJ2^@U-X9QBJ?y*7X?~L_D9(Fuw0!8aP1aIIlI`?w|OhQ^l z1s!`Q)J~HQ#+Dby_;J`Y;qM4GxfNvQJmAjH#GJuPqM|DnVPOj+YaLl1W=I%c27*=( zhG6t4BYPb6rrDm_#zwmYo6$oP`OgHXIz2qB1_$=S{i3C$CUKJu>Pr&^e38i3l?rkr zR&NZM$KKobe`1itxtVhWtnaPeo=;H?Y00@j`p=4PEnI}jdR9b{RnL!nktzX+GnPfc6a z2PL=?(K=0xUn$BYY$Z=1D|gt)`@yX)8w?WJYjWFj@k~oBJ3phv<#oT~4dv8X!g_g} zw6Ni7=v{$Vi5t+NoGfvmRS=}3 ziu!HQL_dNd*tIl0=U-gEhpgscGwbz|2FGH4ll!t3 z8Tg{sEcPvtEY1Tkr6=+FxsKWyIE$wM4KkaaqkkaF^PAhc+)9ejV%7>J_#+Be?2s$u z5=WM?G`n~x_dxaVw^9)Ua{VYT1wo2J0J_Ht6mdkDW4+k+~f`2 z!~My+tcNKs?Z&Hb@VaMHppNRIBRNjSfVb&q0MI*E{n}Ky7qaR(BZxsO&#qxj-MHPX z?K;ZIW47yP!rpAN;WqlkPUbZffBjIP(z8^iy(P z`LC9L>(HC)1?5(QuD#t}`^a&`zw|8rxeF8Fz~1xK|um6ukEJ&Gz6&&>7!9J6*ji`m0^ zsFb8EqCRA(D)lZ>_5PBx19!}%Lp(*Fpz!83uli^gO-|Lqow3dhLF{O#<*Il<&+fOP z(&*}qk^WCVJ?waxUrWj&f6uHSNVCNrdX1$P6T)}JCY>A%3FQnzu^MrCYi| z>5fe)`PSBR&$;K^bKkx1jW^yH?=i;OYcuCufB)bAuZ6B@HK%!fuavN$ww@JR6UW?X zdlbxTM;TIA5-;#%d35tpj_2T#*Zs-aM_zL@pKhwt+sBh%W%O$i=!6w6UnyhbVka_!F+l29NW;-O z_jyjOvff(y^}LU6BC6e!!t7x|lxb@-rl@8bCjADlx?NvGBd_{WyCF~ZkKP~Y4@{=e zMtV#RL@8(_HTNIp5w8Ri?2FB-h~o>6VlR3#tj1Qf4{xT3$fj_Emse>8XazWeqanKCg_^D6r zr(09mUYvN8iv%hiPgZ7LF=zbQ$gChZh@OWn|-a zJg7#_<5S^!wBK$qn|MTcP|;lHS}}6-YUHh5nHFjqv5xl@f>N&LJ{HlZgl3mg9cZ9G z&Z}=>3OKKj9Ip9P49+ZBXlOlVDzv-cE=wbBiKHcKg~T!*}${8?Ay2B@Qe9kiXY&dGpU%N z&`!`SZ>NJkEtEIRe%iRfbhGxO`Bu_@m(ZwkwiM4K?zbvlSTrqh8L3`*o0fO|)gOwD zfSr<%qVwKb@kwzY84|gxKyw(9_o%dU{+E}Lcy_g!p^{hQA%>vOFST0UHQYy+;&k|+ zBYE*uj7Re*#01(QM)InuMf$sho%PN-Mvy_=r**OZ23uFELzmOmO{Wqs-Rjcm>B_>wR}OFT_=7L0UvLm~q4*y$^133sLlQ7z zclw^gl|SBUe3faJAN#zOv=pJKT**tSZkTrqFL|Mi#gumE)6gDDe{@P|a0?9%5ti^& z%u6{*U-mNkGOoNwWWITIOhg4d2JbHuVwo|mZy#pTtD534hMN$R67G#oW3hI2j83~d zHx8BAr0O|^8E?JBu0zV=9cjN>_eV#-nfjXs;qm{%%ZPY6`Tj4xj0nc*zkV4JFYljT z^tZp@shYS+_VIYxDLCx4-4SJpyyf7FDFht@o^E>=?hn{`t&3|KnpB z;YvH+H|8s{=#}-}>Zl73KPjPWdAn-F&(3 z?))hN7fP(DIYq0`Brm;C);)lBULz2{Bh=$?@26~Ek^biN&jQm&f0a6-_5kMo<@ECk zsejh7}qC1%8&5(TTm>;4&FU*AGM8g4S-wo4# z!_(B6_N?WBK;213PGn?F`t<3lr3$krIy19PJe>huM=ZIsmEQdp*|V%wzQCVyAHDvY z(?2VNBXa~3{-?r!IsJ?NXomlK`enad{k2Ih)iv%GS>#H!(u2xvx4q+J?b#|G>5)7$ zg!Lxn+U z^Q%<(YMuW!yDqc8;rA#}XYrKlAuAYf?|9g< z740$E{GcL0I)#PMFyHK~Dfp|Dd#}yrmtCW;QsJIR_x7s^X+7rij;POCHip{U`zc*_ z$G%Ak^7b^gZ|+H5MxS?+zoKqDq9$v>W)of_sd8Y28Kim%+1q`N|AAqC;B?Q8d=5mk zJB!BZ+u3FOeGWd-^m`m*PPG?z%ul}K9FWQ(R5HFvjWxz}{2VcHa#`Bj`Y<`d2Bk%I zV1u#!*@=NanxRW*3%rHstY)Gk5{%;f8Ht(tl_QL4zxT5{cn>f*Nb9lsg87}IPt9%0JHYNS;XjD(Lxvx@l9#ScvBe;*CzC77Oakb@!T{qu= z!PeuCLPlY@A0u3j^p^K51Y2b1M}hg%Bd_mK%H4)}$)A9kxtf=D`J`N*fv0MsvQh%8Z|jC1A~TxmLkYIOuK!T0jJ5c&2+0qg{$O{eke7UnmMS|k z+BW^xj0Jn}h+5d9a-v#kK_H&oFdFhgEk*PI9T1{aNpW_$!^;l@6G-bd0n@i6GX3%E zJfnNfXJeWSEwW6NpU@kJTFRWu&6|k~^WB^uxO1QAH4CXk>kq>ea$;R(5F$wO$ey#s z9_oyvH!L&k+>kZwv@y+`Y$>FW@mB9=8Nt@e+TtJzIZagS$k?7tyBJDv?d<2<(*#5~MBKYy@$wev<;=QPxWjUjZWf zVl33}Ztp7)25UUL<{^q)J#R?glqCA6jx;V;&(fy9p;2nlX$>2SYY9kMe)A5DOizZF zHtxI;lyjSzC(Ly7{BzSBpAcQ6sm<4nxH=pWJI|97jl12L(CqP-aSwLN1KoDto>MS# zS$(j+*P4NB#!QH7_+aOz#Ww9h|68DHp58GD)pr+r4YD_8Jxg<&%)58c+QT8Lc2?X* z2d?U8I5WMOlwOzFIMx&^4 zttUJ18t?BJ(xc}DY~Y$9)ixIU=qxjzFhvb$f9NPSnE^`7+pV?fwZ<4DCJ}+~vmqMsSh6vi{G;8mt7OpUeR8QY%ofX{6^lX`%_xK@% zI$rzC_H#j!e2+rb7$M;^PTh_qdY?*fj`8&HlZo@B+AN?%kI~=tg+60F; zU%{a}FL=rfpNgD4olj_BBCoUTKF)s|45>UD3Ep+x`3c^)YWt~y;r;2Recs`fwc62@ zBlCSLNG;S$cw~Y zjWCxZsLv@9N7Jg`iTIF30Sh0g*Uf;wAp;EM&S2ylxMXn zC5^KwYvYdd>DX|lo^Yj^vm#V3cA@<`H-d|{b!0Mhp8LeBz}_S4^cfz$Dpp6(=>Ey& z;VesEEMsHFL!n4HJEP;qmFdA<3oMSr-hsri zF)9L886h-keqYMbQd~!&&Uqh5zn?$3hYoje4l+cFf74BK|5vYV`q^~<7q4ylqu>5N z_u8gEb=LpswN3oo{C|1Rr+=j8dTYa}`39 zYh|0e>ef%JO*>)hJ~rxL$ASX-*CfuZYZM;vt#|=iZ1Tc21KSvRbTmfM*mkv9Fn^+q zCp+611~8rb4WDunj>zxbsE;9=0Yo{Q6*2!wzq3`G8|^0-Ww-#`@Rl!@23dlRxtQVO zg#v8YQDf>dIYDhSpiU~vx+Aoxod6fCD1f^p2UI-o@-<|DED&)U1*9gOM{bj-$V?vi z;4$%;&g%LAPB-OKATYT5(PDQ39ykv}qNRPGg2`RQ9$D~Er6wUzM(rg(Mi(1VN|F(t zDn?MxjT0z^(e1Vu7zfc}9 zIGC|1?e6VGUeCDi%~aVh3f>AKyqBKVB_q{j(H5kMzPuMx&s%5uW@o?rdMp@iXH@2f zjhcha(AKU;u@u!Jj z*hN3e+i{+Qzp=)5HdHs694pIgl)=l=914~erogiryZ2B(qkZRKHpF>=Lb(rDg6E%| zZixCmY>_O&4aNmf?fa^l#pJ1afYjcBPHhD3ad{b0HyK<$AMqJzlEgug@WU8IU*M`~SuHmny5!0_9;$u#p4n`Ya2UO$!B zJ<}Y>I<#m-!7hjar@bCO8rCRi0QbG^mV0Yfey#sGCJvaGgG~henlLB&itjl((%LK! zhu`d6~9c>qBGWbOk`5 z*yx{!Dw~Gumr*s7$uFRY?~7iU4(GCdLpp8CSRnem(!i!=nMwx*OB)RW_F@@|@-J<$ za5!u2UFo{5Kd6$m9nr}=Pdju+4A@D91a83aMTdv`BXwIn`DSBTUnP-(ApA$uCy+od zO?344Vaw$V$B}f1tI?pZo2!P-qFcg{kb63vhf@h2-Lf(u*@qggsxgpvaQMf~XSCT> zL0|isL5ll21AvCMA< zz#h>N|A!xeLu|zpcfVE#jz{f+q;vgR<^zPdhVvjbgTGTy%Ow^7=Z~7(xmgE@vKRKR z4(vB4!#RGz@iH}3y}wP7E9m6#B2xDmSp72E9=eVVMu!uF{~#rFMz-E1C8Wf$e$qxD zr+ohlVb&drHr`!ZUPc5o-a#*X z_byES?-yhUl0ZgXJ*fi^Pt>9a_kuQ;4~Z0%Z@?MOT1um`Zt%t7GNZ}`WneL-U!sAW zwQ!uEHv9*&`0(%ZfXF>QOx~Kvfj~VW41!udR+G$iK8@{CsWrrV*D`gG??rhss6c@! zyWX~I{GD?hggEaP{04Ayf$5ulbnTY*CK8Gn$m*yNtz1FrFT45puN82J(ZEr9_IjwuHEOb_b0Tq?g}O9oj7 zM>&Yzi!~)r>Ql~S3|gtRQf`*atDTrc(gmk0qiqSn169r1{+=wRJZV!)-l#X&N{|hP zlCMi1rM11?aq6K&C}UPCLIOlBlguO6OgM5zo@X~Ar?5%f>@tb<(@y##P+B6890mid zK1F~{4!dL?aAovUH<#j~obv_1S|w?!XJKKnCRAn86YaV?b!-kgDz8#w)6M0z zC#_Vh2LclsNKuSNFtOAcTqSLl@{q`?Z!@aHp%C0?HlqGgFW!Tdr^ajmKL#=X5a9HL zIU(s3i;iBYwOdX*sc`&t2@FgA5vj({n1TgQk3)s--aDUE@($!ZaSzY)gUTsJ6eb^r z%ws=C22g+QaWd&(KO82>{(fcq2iMt9{kzT6IHR1~v(m%Xru|8V!^_!Sbnk~kCpH-5 zF6L8fPQfHZ7l-cVvpzSwN!kTyQ5YD4HEO0E9UDgo?M>L1e=zCjXmh9h zD5C#l@a3>hrpHMCJ3wak5W&0ECI3>AChOBY1&Th=b+v4Tfg_tx6FqLQ+s9fHI5)~n zsa#=`zE7E8kYm-RzY+1xAkU6GcT>KZ%HgfdiY|BEcjbO4*-0}3-1+Rv3-$D*Hktqr zLDz!`8Js+|3(Do2p5|k=^qs2TX~7Cc^^r50g#k}#zM7u><(|@?7u^3;MhdEu>k%+o zINwPiC{p?^nJwV-gQ3*jz_%v_O~T9nD&sMlbau1zizgymXT7r|4*Us9YmGwdo%Y;X z3tU<3ZEk;36+qq2uE@LVZw8{?zRM{)73n|H6!KE?rx`~*w%Vl~=I+v+yT-`I5@OJ@ zBmhL7pX-(xUZXMeU(nB~Y4Z19CnF(0Z~diUh%*3&V?gq=v7!67A03KbA97qPbg(%) zcz!ja_}<6ozRb-D@w?REd4%1QTf)ZHZCw%1==YoL_ma%dlzSF*97Hw)1GhAHNE3AD=Bzyl&N=BdT-L`N$V z20rMT)1RJNmly5HH``B{f^G!3AY#U4XNz<1ph2KO!!swr<=wp}@sKp#_sn)N@Fze_ z8~U<2U_fA=1zXy=+AqCSaNG&7wZ}L?Ti50;+wyPmADQ=F0)mCl_ndy42RjN#c}e+| z_iJt4(B!!Ue$x=oCxu6%P=%|2E;LU>Mv;n7AGo!BPr>>}396TfwXOoE z+Te8zRZby5lMInyu?W{zQAIdT4& zjZ5Ar9h<}LnbNq{@Pn-5X4h?=rqQkVED3$luQJdo5S7oINw^+gK;f=K0H2eUA8qM2 z5g2R^XAKC!1$7&vj|n{9)U<8CP2W}0*VSzAJ)9!hC1I%_fSk(6tLM#56f8KwVcgNjgjfk%t)|1SmUJV@uC@m%+odi zT-5W#1!3>}j4VCba#Egqhlp7SU`&?(Oydvj3;_8<+YxRyuP6kMzL1GFNszC5@?7mz zL3$sKV{Ds~@^iijxAjDepLDNPM+5~J;Iri2GbwY~@y`*~!u#<;&x9GI@NPQ)0)Se` zv}Nfd>#v4+RbwS1z9Kv?`)grT=r!PUP+RF64*9#F5Rmw)8qrzYJo)_>$WNHF4y+f~ zZE`5Qeo&1=@?!}1U(Dq@RO4cYH>HyW8zy8&+e<_7G{qEk$|8veX_J(1_D-%SS{(Ey zH!XZc<~qvc#MHNV(h3Dxki~*nwWQI_I|&OJY!p(&PzUvskMeX(I4k7K6+!XFTO z6}&yMDboIa2WcEaEvk4mD*J9)vyf)8<5lW=9U>mWO8Fv@3(prf;y8m?;`B$~=iVLr=_jcn==fh<@T?TI#;+_EGS=bv;>>QsnStH5SB= zF?q0g1b3C?e@Om<-$1(U6RH(houHguTRWo3(k^tqzO}LZgV{J#X{5rZ{=@T(4Sd_j zt!q_b+d5C8xiUMD;Wu(DK6)-57ITzth;)@8UY`?76i3jvcE?-djzQP-acG+IJhaa!qSLp zIH%b!G$GY6*=9mR9;?zh_NTgx4lw$b=w(8}rUb|71KmJ)-E%#bu`GMg;* zEqsi86FD(_3tF!GiU$0yql)h6ZP!^TzfxEe-~O)QA_Jd`OhH>AWt&g~3@oPs>3=SX zfLS*q*?}1-k{oDlR9dP)aM>O5+9qDT9^NlNzN2Eq~trB(!_)yB;dM=Fuoz>fVfEm4` z$7x*N`aU_*ydnou@$rUZBoh-r{u`|5!TN%Pw4Ed{Bo-mAMt_()Q%YP157P{&(OPmt zWAz<&g-(TC97sADU9bsN8rQ;X?ih!ug(UgKo%MFiWG4n;6#C~2P2@!5T@Z8Ya$iW@ zt={0-Bzv{sKDWasxc>qyhPW-u2w!E~@Z0LQ_}|Y>K%nbDbELgud|X&L_vAh|8Csp(D^5oX#HPJnlm zlWB+~ExPYme?C>`+Bmkn7BmHL0)j-_IvPvXM^K#w`AuwLQ&yo#8lN{gOaL_tJgZ+L zzj)`zlVa2UE;BdK*@K?<`}VA;(o)7T0Z=Ox?Q)87$~(okp$|Q&%rJ_O+Di`3`%a3f zE~soEH`EAqqsG4vy*|uYerXx#=T~+&bI{=C(C&V9IX^vb&}pyBA3g#%HR*^Nu)_W} z!0yFOxFjRe>Bbi`^RsO;r_P|Sl9OFBbCy`WalH?=4c)g zNKDXNK_y17M%r#pGfcuWadV7%9~AH*eVD1Zd`jzV#$=~)GjnskUSO1Qq(Ev84wP>q zz3!yUhoB+ytSEq5F6Y!1a1RUza_mZ)RLupt@}|}3Q%bl1m%-ZX z>|;w-@<3aAtx|1gFAy-4KczLfxc_7)I~POtjr2wtJRqC_b|{^1ClntfHu%T06t2SJ zc2p3Txy1sPwu|#;ozYEi`xPZL6Q9#&mm9D~K6) ze>{--vbzfnXAjwd#%;#y%TiG6txKl-X7z7RsZIGPUAdVdn;@~sATE|37c0_ zp_Rs>TV{}H&0%lYD($H34HzWrE~rK7$eQym5Pqi;UaVoLQ}D>K#KNL$6Z6-3&cG~)ru2=eXG zLCoh(LL7tJcFG$yv4g9}eh!#-+fpWg*x}bxDPe$yaxn&#d)AZFBa8sb;$AC6AbyQz=v9f^N~bt4dTZFAe4dH z;o;$4cjKODvfZijhyf-mTTO-J;wX|H8D#AW7rh0D!+P5p+u4-<&P>&39TS5ruWQF5 zvt^Mw56AU7yP3Di>}L&0AfbC8&Y5bn2pRY>cUGLY-5EhEuMoQN$LFr?gIAnEnE2hl z$Ga~H890MaC}y3l&%I6VNIgUK#Eeh!Dy3fXoz>&NMj; zHQg7!DN4BZIWIbWd!5cR;OVlRe6l&&;yL`9-LpcU-9R0UKrn`Vk(xs-9S^j^%(m=T zHjs>gA!vk>Ie>SNVrk>tM(T0A(jQUVAT+7*kX*CcN>_5Zx5~eLt`P{%5{qm{zqb{` z_q%3mCb!3Tj$WL#9+vpuY6$tGr7$qpt=CCC3aA}UAzx=xFGR* zV=bxhPJTN5{h~aztD_F_XMHi-mM|PE_1Yw3z~wMvUn~CU*c8SgRFGp5NyI1D#=^qF z)t(sbW_&)*+LA;zR|z%eLq``0wS-y{VrE<|HVmo#)fk2#<8Lh+nK><&)|-ta;lT%& z+!k@A6{yu6aDcrv2ir5X;in3=#e7rPcqTQHC=>Zz8b^y0)T_&BiGvYe^m*h*OH)17 zsSc}Ul&^so^C@5?Lr8=zo%EGSY3tnSHgsH8GcpE4zPP(=FXb0rMR!GP$q6Q!BLUzL zX?Y5+pU_kRs}GUcBoeZa2eL*>HwZDZZH~mm@I*%{5(cu8+a&ronZ!af$I3vM+Dz#+ zb5pz`7!6JZj~g^TcX$u)+}^C3L{%doKNN&(bS|nX6PjWaJs*6m%)TQ~+B9FpQQWVf zBC>s5Qwl^u53!J7rrUisVT-ec#^Wk!&+U?;%z(s{Xwu_`4!CG6(DSdt7Cda*Gc#L3 zo!wEZW(ssq^1Ikf^(qRw?$@+>qnSiOO{yP`Q4{?bFcNHdu?3I-tE=W7Z>gQ#918X2 zdxy*8Rcq+oyEjo`pp3dxCEX`3_q4BlylB$Bz0~j4*>ywlMVVSVEnAUt$-Mo^FQ%A` zWE$KSc%T5Lfx%2L2*fJqEjU-+X0A71pwJEEK42*~mopxB*?0c2I?@(>M`w|yE0KT-UbL}@XZ0s~#g=p`=8oom&b`lam zk~?ceL;yIsCDhGFS;t&jnKrcnG%G;Xc1JJn*c8@z!jL;Q+A&gEe{x#UrrD)W=hw8d ziVD@>DV?h4L>#`yuyt46qLacuvb+xvT(+<_CaSI;a&U00XCpY4o)I{rTmGTm!AGK8 z=i8v_q)C(@B^_~E4JuGzN#z2{4Ta?*lIm^_+;K*BPse~_=%gx#@yB12+xH@cHo^}o zIc~*c7do#FdcNa(gT$mSqv^0xSxO}(7~w&WQljk8__UgD4|>drH5N^gdywz+om3=r!~uRAds&N2qX&}KIz$o zfsPL8gJ0K;+gKwX$F48?o86KN``y*J?bT!Cw3$E@Tj3EbKvp+Mz0hajw&YhcMO#8% zSv2ZYH4Id%Cj;MY0^D=%P~1j7y7*OnPh5Kp&vZrByVsm^T)OM#XqI$GQgWHWm7%Tm znEd{_Kei+Kn`pRgl-#(7VPi%CtVVhkU*g(hWo0m<3M|BOf*zPl^pyqK4$lnkH6OOE zMhed-4GRfY`@DN&b#qNNv>f(K^y^2qvV@0#k>!EA#J~GPzHH9Q{8^z0-{NX$gb}n( z`KR7VYQdyo)dQB+9PL=Mr$~O}M)um!cq`|H(+6MN5m(5gUJ-CSYz#M>t$FqmgOco( z=@AC!VNOmh&i0~`DJM2;gw`ya4>>j(RM>wQq#l!#BR@B4geWUR`AN7-PQ!W3N{Ehy zsU4)C4sUpe+}H$9TaZ%nffN;>4hm?a`T6MaUz$JJ(mUh_p$esc^AAJ*yDiJP|GY_7 zm+q|nDle|@p*G6NBVNwJ#_+^fZMX)UzKonw;oa|}#Hx}c!)OHJ$7pXZ)v1{hw06|1 zqo^MfSqoUObBq{B-W!2KeS7^Bt_S+?!Ia7n4y75KViNcjG1RMqJk2PwG$g}4!1jolI65K*rdnc`vkhb z_tIY^WiiMd-wYwq$=&gcFvkYtwTsW)ti)qUNwRipo|c@#d-8-I$Dj(uuhdeYbQI&D3{=61AX7%76e%T7NnoflF4CDUnYJiz zj66kISE9}**u6lB0O5v3fN;d#t#v;mma)2lp6=qH`3(j-K#NrHC~@H#8!waLNMvYY z1fL^#;lY!52vd+syi;|m-ELuq)7-UOtzLZom>N+WyUFEaM`W1$;)me|4wYFY-LBo9 z_1+0e!E}xuJ!_o)05R8o+Of2_^KVLx^M#XNnJ8t&gflVeb%~&EbmE#EB}mVnjSw(= z$5DHSWaW6tkIMzo{tVwHLMug0CSWw!_JH?3&5{{CIsFTwXs z``FngCQ{kP7ydu0@a*Qz#tYJ7uo7L6Cb{3rm9%hK60S0;Y@6eC#6 z08KwNu|}s-`93SIT2_a?H3!ktVzTAW<{e!RB-l2R2U%*d#?wj*%GtSid7Mkv8^W4apG*HlYAU2ji6}@H&SU5k$I|KjYRr3Pb(5X zswjRg-T0}>7j+iJh+!2as_mu~F%|Rl)PV&{rxgus3kG)wP2P>naB`i%X(5ad}bX?LKV!_vL#xn*iUhT{Hm#Fv;^_xS_4%};;y4*5rv@8ozZM@Kj%qY z>)^Ku6M`FJNob0-5;gu2lu^>^e6L@==Hy!&!waiM5%=qq9V&6L(BMVnHkCz@Ja<>^ z{Ls>OAzgZQx-@J8rAa`a8Ln}B;AOix8(=u^$$LbKEW~S+lR!ptaYwpOT6aBBLzZ#9 z7b?X2V^+o878*f*NSf7EbwWnsv4N1SV3{lMtucsvjwV}S>z(jwRUe0M@3=PhK2r?3 z?ZuKA3mJ9=BpUK6gWAu|+O@GPAqPK(d6{@atAzgXe)x6$m7h0NL-tigsVf2_&7B)xY&K%d!C9 zss}7yJ)nZKVCKAIOjsHD&^xy0S7`g4ZMwerVzP_(2g_`-^>sS#8{)-vj#=qt#nMo2 zjn$o}qLq)UiSZoWa<(ob*VMUsk68K z|FPff59&n?{k#8L^Z&s{-`oQKveCEJI@!nLaeQWV`}q%HDY`-&#Yr|~%uV2^2Y6VI zqxfL^e7}0C+JdeiK|A;cMZZ;*NVWSYgi|Sxa)%z1O&%?5#q14A4Lx>&>@hadl3In? zcs}%2Q4sp$`uN;;nfqZ8!?MVTz$Trr9Q@CHz7Z8>k+?g1_BEwy`{Dm}^Idtcq?YSv z6S;V8Ze4KaFj#j|c)BEf2I3X7Z-zws0kRFIb2SQiAm=q>)TxI+`nEzqV-+$g6c=S8OdYM&jsuUn{x#;~pByU+z7tpwFCv&qoOZcl77)xgo`Wn1g zU%8VD*vhNzE~uVFSy%#ClXN1rFGx}xC9Fz+5_I(*_JY9{zaU0LhjHK~u)$stt{oLqH z?j~4md(8-r(*h4U8L|$_>alIrZbmiY=q;5ok3pi}8F=m@t)DO}YBj)un(iJF_oTT-r~){5w*6AyD~|VqKxHzF;gbjMN0( zUDDVukorYuZ|0Jn3YbTIpEeBe9q>Qb#&ZONUE5o>=0b;n)UGp0@6S0|<%RKYy3?Dy zT+xMn9l)Q6-u9c$Zs(q`J*HCHhz8?Xk(axRoK$#+dmZ>C#nlvSk740KsE1Y|_e(b? zM3HUVPD9Kf)a8)=(vjWUu2S#AjV!R|-c7@lFp!HFEszagt-I1yrjdQ`yrJuF4uE4z zA$Q=@ACf?Lf}1P($SxNa*I~Se&2-aZVw}xhZQ;G-`1kqt*UbF8jl?ltL!#3sslb9# zfU1*KCg6eoTN_QOBh>Gjeblf#Jy^LOdgCpDsSA!s=^k-@CS?g$8X!=1!jQED6Pc07 zG*ye)f-Tr}TZJ1}iNIJs7?u^{f0hO5Uv~!oQ-c0^C8;7<>9Co~2;8Z4R>M}KDRqjP zs$ap})&N-`fp>;o6{`%6!L7fs+%wXY+Ij}gf&4|USN{w9k^lTb-q>>9afuIFd{g$0Wy>qsYl4Npngn{V=Nk6!6&(Njd2Oh~J)Y>%Q^ zmq?yZ1aq5ia=%4Lg#4ob znbfmfbtH(&d&hP+!Sk{i@iW;kv0VBXcXHxX%+8ffw!o?BgInlKOXEA3of2y7n>o$% z*vaRFZl0cB?G+wtCaKjsntoB;Z(DNNa&}Kaj>6~BUN@cEU?py#G|x+Z;8(wXwPyFRcY$y3X&*e0!7al9hb3^f5hk zZhF%<9o7ddKLu*iMzox0xG3|OOv81Qf8j`x`QJDtg#6QF-FF(07^KUDH5Tcyj{ zgY3kQJ87NT8k}V`&bL1~hWeYD#LUjNa>X5V*R z-8T&JOLJd@uH__Tv$L|-c31`+xUzhm@B*JLSHWi|8)W-0BVS--W{;YTjkuQu(4DY* zJ9mBUC+aB<4xs8eh)41BEaS|IJq8JpbKR<2?V*Y&9;x&-v&751xgrgFC&{ZLtm36cY<4 z(_}5S?6l{0GuflJUg2pZZsp>#wte%)5QnFmT!H&SL2*KIua#ufhM;oBJMTW~SR%$% zYsc5>J@yZsc&Y0*p4pz=9kXe7gReX06M1Gvh1Z1BEUY_;`ni zEsjE!C|%KJrTy#I=Tpd3L9xaX?^JQ28oWUOJ*K>$RQ`q3|BP><(}VY7>F3bL!K}T~!0&`H zh!Dieqku}b;tPjn1|u)jOapvs4}l^L*P$X=D1xnku7B~brV*a$8f zi7vl4l8l93SF*{07276~kRrqi#q5fKN{XIVk~dB|_!Bjs9Uqs%uwI!{*0 zk6tQchs_a2gG)_utVY0P?8b@jsS01>U&s zC1Y2troWnB;B%XpxIBue=&a<OAac;VuJJizmNyLA%Z&zO|m2tdO zzJ3U0Rd?9&rw~J#MkngLYL`*oi>NgWK0h3ZNMLM{=>uss` z`7o`_dnre!*-Bcl4#%1gS7%3K;nof#0 z&OHBjD-)zr1dG4BH7Zc=6H-8-%74%(#!LYOLiIZQBpW3-7SnfoRDw6o>*Bd9mi*f` zy<+wth$06E2h8WGoKJb<>Qg@gX8V`|S|8uS)l8B26%Qy>1;~MCNY(cfV{=CBqbfbPYNgUq~=g(Mjs0 z0)(u@34x%51=Bs_Emf{Q>alW(I31IJ0|#qx3{sft;*k^_8L|l7HNQF9>pW2@UqtwK z%AG?Qu&CtX`;8D6CXGzE9DdvZ@taO!n!kq|>W2>=Gl{=bEj~|@r*mMT;@B*$1X3xZ z@@Mv9Gx`PLzKSLTtbG>!hqY-XVYXpL1Z=Yfk0xP_F?sYF!mIvUC=d#1E!;!uqa5=! zE`HkaTE{AgU6qe{UE`1-5lWYtmF3wCa3{<_l)vn0gUMv30FNhNc_j*b?fh==w&`{h z4X|b$(mg^9i6NS`Lr$AyAX7LaeoLIu++bVkGuuzFjNC-RRu|8F!USYFu^aY3T*c)I zfw}5i$$xYeJ{#aF1N^Gr40?TSic?ZbQ5r!=_Y*AmU1R}8PnW1@rwHGn0f86h(2m#O zm7f97BsjyEvHPXCs z=Y}0S)PON3yJ9enJ)Q`g;gke2z;xkoKq>e^vsQ;m$Ost9iw+YoRDUv}{0g#=EFNv= zQJD@5CW%|%e~m-t#Ag}hf&90XgQ;ZPiOWl^*?N;84ag!(ve?@q<{_@L_=ljb=`+4t6d@!v9mn&CqowbN!AfX38Y~3*GtnkI zbe{}SP*n!MrJR)%WDT2?>JLYRbgGzy>H$vdOnv?{XIngB)EPFZ0P28oUu#7$I^a`< zm`<}h3cYy!fV!0~MDSe~q82fe1beK567^5hzkO@-8qpgOmPhTs*yW<-&(o}(8QZaC z$PSh38vJzL+F7-Gr7bmCOUhrWOxk0ZrZK~kFilxrWfD9MdnMqb0}J-s7rzBNrg)?t zkeJ1rF9R3>jUQ3H!hHfnptQ=11Zqpf`<_w!g8lUBBr<^Koq?$IjIv!~&5%X5HFt#> z@6-n-RWTx@ohb#)6vx=3P!X%4#$teSOv1RhMrhc)0E9gT_#BWt^gC;Sazx+Nh#lV zs`{Vm9-C%;46|(5HzFY|KsT3V9Y8lGXZF~roS+tVadB9X=840&4$A$iKUL6pKB;0Y z8I~48I+$nG8pV81RrG(%I07z{JZD!`VawkKFzM?)U}v&cz|MnmZ*S4^O9;NGN>0YK zw6u6M-|sV-WS*6rbH;-uUkDLK-r&e>Y_DG*{$O7576Jt%L1}H4`b&73PlGr-}<~ke+GFcNPwOCF^tj4f*3uqyJ;$Q5FX)h+M&ag=U3U_}08GVu-A8e_W z9$5U_ZYV4O1aw1KAAjqHQib(_ZYXo;AKlPe-8)TG{RY$>G$xzP>()TqS?WUVCy(f2 z8v1o@-or&z%b_igUqfXM&ZKUA-tsn3 zR@5trCdCuLRunGj2V?iOX{&33g!GJni<3VD>AzO3EqiJ&C@PLxP_gB4#=fwFq6|#fbY^3~@K|x{t z?zb%;y4rGbV&kc=znj>z6yQp$k!8@js$W9_Wvv@b`&h`*uzU5zWcxVn(ru~jgp~Xm zrYW;tN`3C6Rr#T))J3|rtZj7v=5jqt4^Mr*Ui@%L>SZnSjfQC0rPNL9@5(%ne@lvn zzqbCILSS}QD%GT@<|P$bcswfPqsWBiisbP`{Hbw-@Bg6Yt)k)z+IGPR?!n#N-JRgx zxCaQ^QyZe3i?oNsX%(F@) zjDt#M>}9XGZPB|Q#WyKZ%Dw0ggjdAbvV?uTt~0IX%QYyZer=IZleM{=(^u-zL~6mf z87#W4@4HIikDMe00F1VxiNw{_?NAKs=uXFlzT)UNkTPyNr5C{5jrm}v`BOspqix~&jvVYX50IGFq5yD z`FN^o*m&LlL4HDpwGT-Qsc?h$KD$k)A*hkl_i$+ONsrGJx=t=`wW8ovxQZcH*+DdT*0cd3%ePNfWkn@O`U);gcu?Pqy*>Pt;{|&?N4w2kqGLw9KgJDKpByAFr zQPEiKKWAi@t8_T--Z<5=92@=jIns6;`VGSJp&|(wgKtI z98SDQkd>wI3xW}imSjI=5==XZy7WAnV`tAba^&4l5_#W0y)3z%Py+L${PZ(x?Ts!7 zJ5sPUk@u%_a|4L40<9M;iOHxW_4jnA`uLT#rlC(5Uv=qb;8ILbJFd1_6aTrCFe60I zFoXeR^Jf~Nlxs}QdyZ{*1|eHDwL#+q{3o;?4vRacUp`r=pp~Xuq3I%6U(iM0#X5g9 zt3&SAL9xAYRtdw=C!^Kru}^5uQRM;(Awy);#7d+Qo#S3Wk zbe?$SwjJ=DANbjaNMUq%C7JbEC^vVtKWAGhO_gHCcAoJCIQy})t zVF|bi)BoS&g?kdfJT_=jD-K(wR=g38eiJvesSu)vasrIYd-puA(;n%5um8sL4}=Oo zMBG)c=rlN`jB4iKZ`S55jg=U*YO$;{7@dm5bSJJw1y)PO4pSokQ)rl?aT^+l9EHy8 z?~6vK%$3gjrxO|SmwFC}?F7&Uk%ZW1<`7`~N{u-K4|>+@UhpUO6-&4#`wWe>kov<& zWqYTmNV1*4A>f$>+Hj2ZcOhJ`IGaRNAj*jBm!LfgKAo$3taR=qu|mAj?j)a#_7s;= z=m`<;Dh4BY=*i5{x0*XKvFW(*g86DDV!5Q8SW+b<+EP}f5;pp;2%;9-Cf)z8zSk{OmYK(P1YGU4erw62R5>@NM;N_>NH2+) zSiyEzj21C5_Ar+$T;Oyq0ImFPFDbjBFS46W<8z9NYCSX$N=(aYuNv_u|{~+AVNjJ{64eCSKbvMryKniBd!w%r-+~4&mEftWVSg>n(+KABq}sufcz=HPqy?w&8LHW6AQSI%y}XIwgIDEfXFIi58^$!7G)D{{p!L(wP7YlaWKDmTqrZj(>D)sfh zQ#HwIQAfG@&+7_5zki~v+D~TCYiu+jrY2{V()eN{H1sDi%$qB?CfMJ1@i_*=&|5iz z{U;4PaXlJw>B_;x4qVE52iIW*G;HL$-`~F`CEvam^7_8)NIKU0ygiGrxAX6bf#E$9 zXb_zbPvCZEsEmh@eE+L4afU;B)4Z4x$T@KYK4#2hMe(V)jGsA39o!)8&#(vv z9SA&jd(m2z07;KiCZd~Mu(!T|3)<)3Wn6u{E~RiB1Cg9GT{0}YOfoYOE<@}T0s7P# zvFQ0mB91TohtS35#Y05{gC#>0RK--~Zt*h-*+n7}UfI`zR20yIg^Afo(NJBZ)N?j9adH#Bp#G&R&F z0Qmkm?N^Oal)2GsYfVebeXg+|Z?3~;&#tf_r*W7sA@OSz+^ognB@^szddb&q!RBIN zQp_X@fD(RFC*pI+D&zSxKxw~L=7l@sA|cjuO(%&z4wy^1J{chGxA=tu!3`(q ze5^R!FKL)~_lyX~e;cG_{!ZnSi1@!!K81f@cM(B?hQ1qJ=)(pEL9GXdZ1-R(Fv!Fg zqw^&O9h`S}5#*d0R&)SV#J@Bo>ZnN5nn`KGG+U)vS?O3gmN|w&S$y?MCIsuJg~anu zMLYB93h=M;Yt>innVjyJA0C)r9smy`)R(*KJGunO+lahhJpJB2kF;U9D`OJe8?yjH z^)EMMtz-kVK06Db_`fXhJTCuYWssdMxF|B;YDsY&AsF^l2wGd{e z>-e3v9@!D|Eb79^jX$Z%|gcjd1Io#13T^wD3@2(2efW~Ek zm4|&~ok!t>=_^*JCo`Cu&5>^}vW3!MzWV+sOW5N)G5MG{23@WvN_j*(hdBmpa<0j@ zH`=$zDIU*CicL<9#V6sh@Y;DmhBu0ivEO>*+@}*Xvyo#A3{~HZ=z`uJz?)}*V%z2A zMQqd*B6+Vj4?an!(0AH9^fXNh*NMoja$ia?Lzl)5Rg;eZfM? z(d>jMj5~NU$c*$(yo2jjssHJoy%BIl3Yo4ng;X+%1psGS7bWoTXZy1nWj2|V^+oLc z_~gW#wrZdI_WjGClpg;caet9v;6tyK990sm0_wWm9V5=H6bDl)~(P%Pp&OT=`oG6uL>K=!ZUx{wc}qm(2pO!LM!) zzGrry>^q9b@^mcg=eB3$8zS{Tb(&EKT)8B%{IZ9+hVkmZF^PRWFkjG6W#G{F6n7a} zHR6dFEmW)Pea#4A0YIQhgandQSw=zM21R^6XhC^yJ59g=X8x@ik@t~=Ma z7wPKy*3HnF{yiHgFpqMDguDFx`{xuGh^Qcgk6#I(nacT%W7k!OwSd-*HgsY9Dxo1j zCX8tOGj`6ke08iLsj00gEga8%*$baJ0jtNJ&n&M-cCg!-{;LGvyC2S$+w{u7$^fx*&w$_< z<_j|bkhS@L57G@a7svhAqwszZDv759B`>?SI!dt0aEX!@sQNwWEkn}| zVfiQb9zU)bclOF@O=Tz-QaC~zrmyV$IjqRx`4Mu(T#u5!9->~Dk(?$1)Q#V(?@}+K zDvksB{jFwW_0hLuQe^L53n3!GA~r_ARL&e?DRV^Hn8FpP`pXPe7F_YwXv1)R6XzGe zcu=S#C^$0>3$3$+PPrktb2cp_RbZ80S|n2Q4F?ua#s0&?<fVD1SDyh==c#?cfGl*GFvbAJ^UgNssVpHe z)WEA>Auj=5ig2mZGZkhGl1Vq3`_RhDWt5#ObppfDp~NCsekV2qI%O7rX6EX<<=?V5 zgnYAn$;|P_ka*i5=p%v8W4K;gujrta^hd+3(aojFH8@0Uen)MmAV<32T(;{6eFGd- zEqhCRh*#g$b`Nhb? z3s??rm_zsFlMKrfO(_eSOh!$HMP3E3(i)DXCRXNYiOEnHzYvXl9q(tH<%2UdcZTeu zAoj`fc)4CaiWx(Zx)|Y!6770`dbr#!Zcc2;)Aq3RTJ<6MfeM^q94lE3PZb*r7|AMe z=hk1ZJzk++Vt;MX9Mq-A_~ldatY=%^IO_f0Y@Jf24pa4hu(kfvA@qN69lxEE zaONAFkMTqVm#LbGF?JN=|k@)k0;;B8IYH5YN>Uv zb^0;hy3!`@f-!@xu11jy8-5%v6K|51p1Nac(qe?tw`p*M2CGW%OfCOC(zejbY80Ai zbPOqu@AsMbuP;yikD+kN9k_l7!5uGm7u^Ccg&~?@RGCIUq<@##`<$2`hR6%!I9|96 z97~qqygA&!VwM_q^D}FjJ=T7H(s#2<8yZJgi_jHWz~8WZ6x|G{U8j1Au%DbMfB@|G z-=kGM_3w+ZMn!fUg7t@8T$i>vE!KPs0G5yvaCC-1x?mfA%1vYcCDB&qhJ*j^p9Ldv z(o_CpLD$v`aq0>g0)GXoM}L=nDb+Nw;ck5!hEma zftn|Eu+lM^t7ujx5&b)A^J7{swSTWxdtnoYwnJ zE1y?1hxV_!nXYE;I!6l$CdXxcEVDeGueYA4j*WtaM}2>}>Vb$BM<@Yj0hv!oI}LXh zs2IfJ55xl^Kj59~9qZXzdJ71vRng%s4c&CPUt>$9bc+>k{Lw_hqUIhRPr|aobkfY1 zp@jjMa?mCTot5p(CpNyWE$$GSp{G1Q`dKg|?GUwY?W!y%&+h_`rMy)Z&*6MiR)gCR zsnUJrJp|16f}byG>@T}I><_E5a!7DXR1m1;$W|#gjcsRxYR)=9_-v-T^HDuU&%S-V z@M!Sk!W-k`Mv=RxV7 zCN+u{si<{)5jiiHjRKO_dKOB*sg0K3{=& zLy8iz9;eb%#8!y|UFq~|InUwKq`>8^90_V4JYIkMg?o|Y%C}H3;pw-De%(}5LiXXw z89((|Rhh+XeLYt{Ed7@pt@i<(IQtd9*=FFX$-Kya4T&0g0yzyyI+7MFUHXFgN~*bO zrfpUew9`RdnqIX%8wcB|UdyF)lrYe!N{ILrhuEMM&w2OycDMkPS*lgGQORTBTD|<_ zapX8sSm3)RduNhn;}#%(O|S&z{Dvj}~aFv4+Cv7yh?VhZ3x`qXQ_3wH=rh_POQII@<&Vo+mHR|`lS z#nFl%v7gAT`tR|SfirblRx1DI?m6xDEa=6L$6I1?de=a+CoMZGDXk$ktqgE&u=wN# zG&R1mHC0WK{D*inJQ1&_ne&^WU z3Thm0lx3n(wByntTumcMZ4M8muI_5Y{=`=_pU7tat9O?0sW+~7Hd)_q6nTfoK?ZM?Bd4+(e7P(+pmC?%8cC$AYl}hl~8dHF( z{}+Oy%4#{nG9FtH$!2nj4skl!jC4YyYjcGBap`IF$591MroJi9-ILw1Q@U8z^Of3a zTn*i%u#UqiZU?Y5ZJzJihYk5RVy}QKL-#?tRGJ_ppw;u_Zb1q(7F0;B2 z1z6N^_*xGgKki-yn;tJ0ZN7mzU_`hc+b0%F)jakW9|Z>fGj4luLBPj{?by->jn$fy zHiY(krdU?zobwl?Pke3rd$Lv3vY+rW2nF7Md%TW}4#79u&lReA4EWzKYN@CR+J?@N zuy_8wf+(YY=%J#aC#{FjhR%n*m4}Q~Rit7x!$a}8;EXyR+X-8;Ae1r`(C(!)rKEau z#Ti85%F|B-+aGKw=$FpUl?Q7@q7wLO&%u9aBDCIq#Aiw#Io55k4zS~8a~j*GQ?Z0Q zKSOD7tg9_w8AQXn_%%sJk53B){T)jQ2lTO|`nw){MCr;bcfMs>xC>OB&k1#%+<5ne?$qj&6*+Ady>)fJTr!5O{c_`=Zq6)yxBb1c z_8ggPgk;N$i3OUEtJ&)0L0$?E|`M({B=srq%uMy#&3l z!PFt`EA0>g!^KU-EzGpByzoTg2Y$SmxZJ1$T?DEjUJR}yhNJKid--f12Uk@zJ~&;` z2SRC91}j@t>LGLRH{GklRk=OwA11qN&u*LCNrtgCBPy}r{{23195&0}xzgeN-g*-{ zB&s6Q6g#U}s>(~oL`K0Np`S|4@L4?U52r?|8|cE10V00lhPlA6pl`~5I1c?mJbEiD zGj)!C{)#|FJ>Z??HtO3tSxL%ArvG`r;&SIPdNq~z-ZV~l?<8;s4L6ANMT2gRgXL$Z zkKbKiv}#m{uzhatCwzgRfSx(fM$)|dOtRDCn7%lYgr?iV>glHN7dP@+BU0kKm4>lz zY8$IJ8|m`a#m(vM&spOB8xN*^p0mhe?952mZ<{@dG%m}kqIp$ayw6iT9Y0+pAnU~fGV zRNpBu3AoBC!24+0TJ(njk@2-jM={e2=xt?i!EAJy>d`Qe1vyM?_YB#9fP5<_&_D40 zHFq2Kd84cTSxHxplqxn6J~>n8lXGqPF#SmCC=Nf7vTFGL~wxnYwaF;>G-B5 z%&vvU{%HrTFiH%(Mm2|_u)pR7o>CxG_vb8jU?Jnn@S#r?D- z#9ohoxQ!wj#4gSj38l;Dj6Vhx`s1gy7A=}oZ~u{Qx|#pRKU+UD1p8}K*wS0F0zrNk zmGHLtwe`3ZM9^t(Zqm$aV`^FB)+L;-Wqh_rh8(gH)>U_Pm+vJpym$T=q+m82b9$H~8k@S1E;nm#S)1oX+#cBvuHiS^F1 z(cZKdvO~0?I$J535OHpDCup_W`jv~(c()E9oR^T?9Ls^T-%YJieVWDewkj_VCj! z=u=NJ8UOw+>Yd#y!Cy470`gT&aDJ^nUMYqUbi21ZYA3n}*~zEwL{T%xf(1jvNS{{G zOq6*?(D8a6awr0y{KrS$XGVdRO24A#6X2oIGKtjmWFHE!q(RAAy)?i(c#6Ah?Q6{@ zdKnn?U0HmdMds*}{m_O@OMBKy&m#hN`|;7 zbr5^fZ`MDL{6t*YA6T2^?zB;@*P))aaIoMFdx@nt9z7}O19sTZG9?(E_{?o;F_uSH z(x+T@b6u&wYQf~@P}llhLpZyt!mGM(GAxT?ZurZVoMYD#UcH%&he<2F$Zv`dM)`HK z?h>0zd)gX)p+KVIrmT>x>eKe(?|X_*C)?|$;*s!6sx>;MRr*!{ZsJ^M4Q8Mw8ST&+ zQGsDwymFtTI!PO*Z&{t*?v3WYg{G%RtN2>g64X*RcTY1Pk)JLVYP_EKd}q@E6E6PQ zE?rFI+v$dp-GkjvZsZxAHl1ai6?=J6lu5t$zn)P(Bk>O;$2||Przwa%mN?yScg>T1 ze$0OS;3d>Gp7*eW9^o$D#30&G<6Vj78z;U`V{m1G>#9AIrB z27R@cw1J&bBgSGeLc11EKfE?4$VsN|(_qulES^Navl`8=Moc5Jz%4Q2`TAPdl=cWy z^ylx6SKf{QhG8dxfpkK2I2|Vbl#8PQrxg}%aH_MwL-Tuz=l!V08{%eUM~O2N?z#1- zrg?uM5GSN(&M@Cur^U>0ziaM1{Z4p8RZ)7IT0TAE&j5Byb)ZJDe%+KzlAXO>gDs%& zIT5A|p-{PO7-A7n7PY6L^SQVG+!JBqV^9csq^^QP8LD*D9Nclp$p?G@x?fT}Sh6{u zUS42fVQ-@`(gLN+hd;%HGto>Q^GaI;+{PWg`9I{WI#zobeFNwM_MwwDD<2M;16G}2 ztMv76-pIGGCMOk~@JGf6hbr@o0 za5xdLyEtm8&i?BM^Gl{6DGI-hi=S6rU-sWy|An6B?7wzHi?%(1}8 zJD*k#x(S}e!Cs3OLd{RwYne-l+G|1UE$;4yt8HGvCz1Rty6#r%KcYUrGQ21Qx!_lp z9TkV~D({L62DRXKCbxEJLoN|!bhr)I!y;amz^1Nm{qE_?AV1w2K$ko4)G(Hcn(qLj z<8#+0gwju+DzOfmD=M!CZ|^hi%@Ds?+4eY|3TcfB$8|ReP(s z1{wC88hLoO?5`MGe7CS{V1ABR1j)IG&A0{ya9T!YwL!7N9C%wxFUWWyw_TQeKq=^)Ogq> z^!Of-al4yF;<%~n(VV(TS2K)LzWmZ}eRhRk8e zOP+}4+e?83WB1gypHXe=RWYQuQelxN8lx+;U|`sCcLwn27_y7P;_KYKo!mW)!O79_ z*}4cQPRbA;->3i^4zY+xQ%a#QyVu&zHz(*R3V-n;7i7~vVQOHl8v&S`AudPh6Chi$ z?v4DU=rMX;@82j;i&83~P$Fq{|A4UayGU&MXD&qau6Wq)LRdF;#@GFU%xVfzVN|Z| zd9Qrv#KhyGNAJ?$I4Ou8qVGdO-`_i4xDNKn==GzeKGPvci^MDt?^&4v@2wh?w-4uN z7A10g7@mO2?IhckNSbmWsz35kE?J$Ch7a4p>k=y|FSQQL+0g!jO&Zfm5zlH2MJ3T>ia zsOM~8EGF2+wTjt+0V9+kVJ-hy|$>S#O0K$D0P2ci;w zm0?K>>|m;(uI=j((4^Xe`9cFwikYur?>XUgc17V-y=(Tmc2@=8Lhlg%BZg0w@3z&$ z+OpbWo1JydLW`-r1R|Ni1U-+ug0dj^$j3|53%UYf6mQh~^2~s^^Yy5|;EH)A8%eI9 zPBSu=L%0Y6A_TBDzhtAua6P6k3F>Qnn;u%>hs9&8j65VyBY4P!bc16;i05hHCBHVV zZmw4gw;2Kh)N@>7E)hPTAV2QjkmQBu;Y+JTn2IE^dcs@5m-H*sSWvrHEKl@~8M}_0 z#FoaopY|YLZ#bF$0nv1aR)lbYORuF>gthxe3P*J8Cw1qYv8uhirteUj{n66Vp8NGg z7|-fe%4b8bQAIZHueGGR1C4?dp4*Ob|F+*AC>@bpEIoIhBA!rCN>K!4;wz8wqm@Hs zlo)!h5G&s9L(ESztNr=%+#4oAJ$+nHi)Dwj273S8LZ}@Or+J5J9}ZcKNIAGkg$pGq}t5P41qiIn~nC z`1Vh*Q87stir(iMoxkPeXK;zX6^s`Ks=^=hi;fWE=Xx{CHbfba3Fl$35w4d~mn}QN zAGHv4oSK{s-X?+fK3RXhN3!_vv@A5#x_lQv>_8>(Pc4aDP6O>+82I{Nbz`u@yoK<> z^Yv@Gh9F0Y;5eel=~VeNMXKWP=&yd*4!S9_D6xm2g8S6)UkksIC*H-A$O`E*{D9dg zYhgP;g{;G>>BBFvfW}JBwI_&q@Jzf#b23jI7h-dVIEKeD_OA0gx~dXOcWrS}8p6yE zIS~=Ockg)+oqS!>e?&L*CGX*(S8=X51qGM%7cmnh4dVKZqUe_pWDGThU(+mLP>pIq zP{8NlT2^DrZg|?h$7}Ja?7oSNz7Zb`m7tn#bbdEXaq$7@=eaa4dCR}zyq-<*oJb}7!*=*FjbTotq%q^|BTKYb3ydOCnc$l!)oQtCUIHvw2o z5%&&BX?N={#oD{Yp1@H0rR1$RM}#8-qk2dY&@iJ}UT_{aL#kv>JtP>1}78 zxW2F+tX>VUVUFy?@fYD>xCJeLrs?A9x9B&H8jD(Qz`Gdm+1{C4V;bG3Tk|z@Ohz^$By|mPJoX07sgj#4_^N`%i^jWM>q*_5t1{y~LlR-s$MxQ{21# z@7PfcJlSZt7k-zrCy`HBErh{w_J{fdD7^wD)mvN*^$p_s!Bfu3&N>Y`S2E*>2Z<%D zTo&)3V$ohU9d#}dEfL(W4K4g>K5tRwP88tsGN$ z48t+FA9M_FHh+09&pS%p;&hGV1rPMi30gFVv*y{Z7$vD~M${X)DAOBFV50~ciwSzk&entTe9IAs>h|8=Ka2pefv*2BhxwsN5d5%Qktdzt_YB;(z^Qn z1;!BmRi&2U?2_K%S7}3)v!(db1Hr1+=1MJj?slPUqF_Z|ozo1_TcZC+ZRPz3IpV6x7q4zhn1FFmDM_9(& zFxiyzwz^i#Kb|C17>931rZA*Vw99@@8 zR~0ah)cE9I9_NAxkw-$p)oIy#S~WM;20n2s(b2N#uey8(X_(#IDw|YWSXeBl>e2MZ zmkSx!H#8LK{F<3PTuDfUWfm{;nWaj)s^R;o;!+b0<8N+ZWnmGQnVgi(+?^-<5mY5> z=5Jwyx|$dnlM`8itevj2^}cI|dUyW*XWbVT<&BGqn*gRABG4Qv&?Z?iZkNGXMC}&K zzooyl(z<)2de}L>0{K8bwp+(j0#e}YBbDw);ZBVTQ2vwG$#6!RfR5k1V66z+k2v4uGr~a*D7Z4P0h>c1zyV)WFxNA6?dhmq-;l*+w ze6L!(Z%SG0*1GIMe&f+j)jsR#@ZVhbUA41|?7*cNHU1&}d$cxTIu)YC3wwNvpu6lf zyMCy{(8DQU73W))zgbm)izM2=@gwq4-=U@;{T0WHk~C(o=cvS5KqGcmyA7Iydc`qA zpF!XHYH+4sITjg}xgEZ(I+Y(w8W6RP-=hT<(nHi++uj=4@+>)!b)74g%lP|V(6Mk5 z@kW6f&B)(%wAJ;~VO4yR^Oa=dInQX_Z>EAzeV}OIyt~VLw<*foKC))+cS@3E7LM;0 zDBw=X6aZr^K}$D_bVtN%2j;aEf!fRki;-hcfSV4D@Y7gnNiN?#<}Ot2Jv#r+c32$Z zXA!h<^~L28PK#isCe3Qhy_4)b#4z}iwk@|cRnN3HX`N1OKCX?=ohdw~nWDz@PFtpO zTfv1tbOc>FT81cvYH`+KuChzos^JMA>+{-^Q3F1Y5X9eoA*A4=&?!n`ZL0NRZE|SD zs-iD8FB0~Ar=;SLoOyIg-Un(_&Q}8ktU0W|3;*)>;ND^EhT8f$$vyco`y&bWb8WB% z;^QC07-mxc>$E}8?j<6hsiuJX>2#C%A~RP!ec*bemoZ9@JVLtSpjpwgVS!KwhtYQkX0saof zqkN)GY`bA!lvu#KAIB6TD$V&3T^%46PWEi6q1L(9<%fupf_!4}hhnoLA+HCx6zYeP z6<#eCqxHD~OlXsMQwM+bQd zI_QKY002weY_ho>Dclp(2=xlbo_zXg@XOcb+J@;iq*t{Q+>iw3=6cblPEGuki1-CZDKtllAIncJUP!y2r=sgg^S*_D{;2RTt(=Ub zOm6wl>CMfYmW)ItPUGml{WEG?%XC5K7-H(bwAyy(#l`b1b$qW%UikAPqXI94mWvA*m z)TpC>dgZY`qaY^WpksY{8rCFaPq-CJ4B)akpKn)8;_goJv3it|l_MpSnmR*iaP2-6 zd&xrIiBDZmK28)B?4}{fW<2ljm~$+rP()f}hBsc~x3vCh0>!xX_V|LjOVY0qF2}Awy^@a@%^YqnAzQ}%FOZF{PGiUkQNX`iD$g!;W-YwF zVm5LZz8UT5K!lj{_?oMu;sRr9W=SLQ_UFfw`_xmtYWu&qpAgD^xIk<)<$G!#u%&zjHqgMkw~O$G#{SZjp_^q?;t*wwdhcxu;8ou$)4JTkIKQgg;tyBU%2%2 z{u8kuWNDh_nhpUA2RrJpGKpEiSzSd-;KOgnD!uLE5NA9inv{s-xJ09bP!LX}Pc-m; zeLFmTHc}{KMIQ9*K;T0dJv}v#+9KZ=f+cCKz1+<{ycq|e444xX56V2?jiTZ-0xa2u zwZ1D1M+akK+>bA`L9k2py+A!JmU*e5c7RouJC<_Qg?We2Ca0O;=T|Y5?fzU^6ipO1 zIyQ)JZa!$f@=;-gQ}`kMfl~oEpQy`AX1~MEiJ&HXTS%7fU=PU2p^S=^m1QY{q6mWm zd5Y}5-~Kw33B#Zx<02ztA`|8kW~Nf=&;q32pbEelS7?=GTkt8zI1w)mH_JWIXI4vp zC;d-hVB8w+QJ=h@>pjXOCE+uyr2LLEe z{;T+fqwA8f7Za!NOr0ZrGH>GX91g2{gTKQ5A4Sh*aNI%Y|LaO>ASP{6-$GU3GnC>v zAz)>xP3>P9>w(h0GFGT~h`6#9&k^oB%sB)SH!n#~Hrsac6s0`f{wsi0o{;|Um<6d` zflIg?Uus4}#tRmG+7pt8xZ6pAPM&`i-4M_~P<{H4sEjUtMB>z%NKO`ni9{eCr36h? z>i_QmMh2NTfBM>-tO+*uAT$7+4ICHwTf#F~-8aDf05F7ZEk3taDT{-tm{IIG4T$L~@9uO2;7GZ%Q}wj}rFACJ&%%W!u> z^^0JbjlC%Gx2U6lLoO0|7kLPO?S`lTM?kp0CO#Yc5{~u^rj@3*X7W-_*wQr|@KnqJYX$^CtNfHIJC}V#UCO1T>6XG{&t~Fy z%D=3(oDzQ-d%6!oYlqzCy9Htb&7mFx`pd}Z$n^Soi)+Qzk*Xo}gZmkpV#dRqM{7$s zM)1~Fr@|RU2`LV(gP#yt5OXXh&3~0}_PoZYP^5J-=?#SYE~O}BmoGc7a`%qW*VJ}( z#ipkV5UQI31@%dzeYQjmi+g&GK4tK*I2h(Wyn2;yotn;4FMs9#hEWkY4IRJuyHclZ z-FwO0{NUWEtGr`%YE6Gmu$0t>ym`hihS<}_xaQO3s@aiH7c462DT~u ze=m6-cx3%Qms%1net&V>UNmx^zt{w0$0s<02zapl-gUIQ1&#bfe>l8(Ro_fx(#aJ! z_W1W$LTMPdX9*x)U-!jR<^N1fM3q)KH`ObNj+WVC8IGD2gj26ImRR2(WvKUZwR25; zmyys6{Td8Wk99L)XQ^zaQe^DXIFCR~D`uj~`9j$pO`*d9_&h0OGC@HWj2A9z1R?>1 z{V{k{;=O%S@Rpb(rh<(PWSE&42Nsl;2HKo&i-$}%2PJVuy5W2SMuwGf7)J!)9uO}D zC~If~Wa`5>zjL8m|C)xLfd=xG2>X6*fto7R4aG2&D{)R2)KM=c5`bER#SD4pvLZh* z)6cwGclR8u1>cpiT0}3+@mXsc3O^XXT+v01S2AAL%F6bgEt^c`mz6z=5fHE)&e2`F zT=}CfZFaV?;yfOgh>MGFG;N9J20|y%)G!BpTVmCb$;B<(WYxsaL!|sqCn@EC5kWVy z&!KNH$WC1p>NHGDTHdu9EnZXE$Go~g;D)e^JU+XrEz=1}^AZo+7t~45f2GqnkGd+C z92sm9yw1h7Z7w4NL_e_9E;CQ(WO+T=wVt})xLa@^j2E|{H8hn8%4)yP7WZBD9P;<2 zaSX;td|9l)NoHmeH~JP=9Xt(!>K=tVsb0h3c4O008`wBsI)vP>x4HPPeD{Wn~c{ z<9QRoXvF+4>%xxjKhZxf0X0(RD?6{S8mIZ3`A~cu=3!OQ_`7oaE@(}*{V=LsK{y4b z@d<-$neLYd%-&HXirI`xu04(tua8&TePc;GVx&$gz1E8Z)M_K;&vTCvSiwh@*R?Uk z`|Suvn~8LNIsOPDZow!shmh4EPSGNop>VWhkZ4! zT-l8;Yu#Cwq_nwl1su9UHNj}&zrOU#sH`)QZJB&htOCFRQWi`n-Mb%o>u-X>7V5N zlboTYv}7jFMR>Bp(#{7MPFFQ;H>CUm(t+}guIjPl*~59%9dfwETu6@iq##CHnyMYpFZ}e zp|{9#q2hX6=IO%JnuyQR`;pI>%7&zLO-Yt_y9B@PKP9oSa^sYib5QuX;DaR8?&Ym2 zwREvzf>jr-oS(FGOweT>arbY7G4+J--=67SCAlyOQ6wHiQ@mBB*3fjZgT!b#6qn7u zZqWqNk zHGBB~(m~ICX7%u%=La>pKIb}Z&|PTNv07!vPr~ezAE+TD7z@br_kY=4kt=o%u%|FY zjQV#~r+kMb`p#GR^KaWBF+@TCZbv8SWI0gsALTVFtr}{L4KO5;Ex7%+LB8^CSI^OA1Ld%p1cRr z=x81?m6LzdSYJ4xsrnIARqlTr;>U#{4D{o4v*Db6BLAupeln{$0c@Snm;7ChQZ^Ym z+4|(8@x`gdkn12Sf9bo%m-_N|GadV=axE;f3ZVS|JnQuTl8XAjNLcQ!(&$=mwY3)4 z2&$sL4roKraQv;+R42?=(zqX>EKRPh5juabE9@8C7V&%WhomBhI;3qT$5D0rvngc} zKQ#7PqS$dTSF13*pk0u|{@-RM|4-7DpN+ce3yuslzSNc*yA!n^moEBuzIYCuwC9zR zHKB^L1EdR&ehk6s;Q7{ciZjBavy$lq8i{x!i16Ei|A=XJVUejAtT=Z#?D(uwb``` zpD8U;1zMaUMT>{a7I_;yh5vA{p{ii1Z3@n`c;`80;1qmop|}&&6_Iu4+Dx0z?2-cJYed(tPtfDX zJ5t!U*RK=(HC=U9c1mvC)*FM=8o5A5rZsT79Ggcryv0iE2w2{N@ij24zic$Li#R`m zPa>a+pKspRII_p33x1gYSw0`i58Suo}EpgZQAE7&M0LMpw$-foRyvgQl z2gkqfyssl8Hvk@EFZwzNo`X&@Gbju_yly?%^H@+H{As?};KptJvGTLCh%-8mMmW)% zF=XtPaiwYwHq78NdS|RK2p0zfg-3)LWs6j}79@w#@!NIW zea0>jL&czi>oQ*dr-uapmyQ!Yw=7DLaMOB=yKQX$$;0Kc5B{GbZSu?SoG`P%`s>S; za^aspOU=Vhqu@m1y4C;uVB&wP^Pe1bzAz3a80dL=8F+n5{hhkea(0wUd!01u92eeh zs@hqccsj!G4w5#%%C2P5!6L|@!kY_oD>pkJqQv_J8Hi%|)VBN}?5Fd>T*oC1SLQu! za{2YtjnQVmDZ6K{!Acu*u>!SqCx?^6nJ;Mf8hyP0KXh#`=hXnN!H!=EB^#JIeb`m4 z@M(E{f5|3?=HpAYgpIks=ma)-GK`@n5PA5LqV5ZvA ztE@vcRM=f#?3?)Pp_6p4xGHqcrnme!*BkNd$~fv(8IC(;*>GxRPqC?JKWFKauVjX-6<${ zAMEmLd^e4i`31e9hE`d&M2H5F@L|{-t%`| z^_&UwR0cqZUfCi1casKLYLl^uj>AIZZ4*<|$g_MYGW)ubqH(84M+noXGo)8=m{KkB z!65u7@n!N|JdD9HU$2jyHsls=7~a*wjW6q9UdPLxy;Mi8*#TW{j%}-wfXY?kCBexDa36Y$^4p>!gnlrhRL)zY*M=Sj>mo^Tq3SiR}WFypr z>bcWvOTzysJIu>-mS+nd_8WBIxyggdpv|9+E|nq=Jld^2!M>+p1)Gtq zuZk1k-=Ph&Nf?{;2)KVTbZmPQCdk0Y&FR)|9sDtY+*v&p9wb`&f!zxHd*6S*M8kE2 zp#RDSdFQ!rw?b(#wHESV2%gp4c;abi08eSTI81;aUG7d6cV0@Sy!9|lR0p9=jF66y zAI5wk3x?QPWq4MgCw1E2XAWNuLT?0qFZfT+92ODyFP%C3*HrRgoOV6nZt9p z{m4$x*u#BCk*V3+QGg|)U`E*kJne0iom9aa1=3LPjE}ZKwKUmx8cBNT0`jLAg`sy0 z)#LibU~PE~jVAwTSi%d*AAwpAqN8LOqs(K~DyGm-OLqH&xnwoAsmG0%KEUE$RtAU;55xg1FW0EEc=b7>G&%$L$KGMZm(3-s>10Z3mT0ZE5DlUDVI z%5=9@+f5uH0RT6e)IN%(qBJ6W0LxP*5`fGty#Lqaf7apuOvK}vIep8g?Ax$ANR*e= z4Zv+}{1`vLho5k~Kvfw{5X1Oecu)h(5y&u(`JI+yC+uXr`y z0L&?lUf_x0-vKDq5sh~6HDPW77@xqee@tSKHA2~?_ZlE0ryGEqkN-CX=fD4D!u42V zDzwk??)OVS;Jgk%CQF`ii4YJXb{(nL_%*5i;zBtT_tKbo{$aH#Ih9h&qQ7jjVImAR zFmoReQcE<7jBJqs$h=d??EBklOwo_Ut89u}fS;e9-V1($i~nsy{QqwP`yVB%ofOq8 zlFC!Ihl_J70C30<(6%%|6M#@w0m!_vM#(>oCipvmpq@qwtwGyvB7jV7#1EOWXlKBO z^A&3>@9~E?l_7qPo8g~7e{Pxse3%URv5186P<(7-H9HU`81D?H?Zi1|6PV@9H0t@r z%NY+q5)01EqQqs<2e65fz(mS4ZynA%jHhs!N)4W$v;f9_=BR?302aKFN8g@QGp2vU zsVc=wCM51^|{h@ovgexiH1aBMXpe2VX09Bv z-D}a}rR>7x6ig?bi1i8p_(C4Q!T?~DWsWjf#{(=UW&h&Q|0BJwjx!s6=NR?5RB?T3^q9kd5wnlX+~8L14wj9snS041if`$qpWzpsQQnn>}7+QGad}AwAdx1WOfk7TtM?^WC4Wu)YFKQ7Z+0#&^Ff$vy(`$zkn9wM^Ly4G%aIsmrDt2RtSA;9o&BXprqUWy(0j|cNd8p6vpt;# zvb_8;6H`UeEo~Fc9>1+MELyjqepGm$S?>OspiK;oH1N)4r0g+1 zo(vTXRFq7?ZS5HCZX=MUz+2Cxs-2g%!$Fk^BX#I#qXm{m!FiwmvXIJQrGRQ8HmlWA zgza=T9&fBfO8a-*7d=SDXC&B!1oS2p4iD#1=q0)gB6LRb3IhqpKHctvd=j)QpfuvQ z7MeLfUm5F){yk81hQ*gI^s{fdfP3&4FGTtu(A7djuauJ+u6Cy?nSVYeB?6ef3>#cl z-2Xb$+~^HCeCNIymGJq(s$^dAshDRE$9A-0gmu#z#mSGG1hlG`#kDk)MgfO>Z6MA_ zVxYByw1UEP05!TsX*#e8})Ud$$72Clw2>*vV(a*8JB0U>vRN0mNY|U@)t$Qb39~$a&MT1mQ1q{ zw8VpW?uF~ok5w)3K3KoLqP}*k37KLQO*qZPIcnf!0|_Xedd~06oHo@Ju@VtW{5lXl zIu2Lmt1fGvLZ&posYFP`jg^b>&`Cl904C_b$zg7n+${dJS$kj$#&GFU4Ef4#CRM6* zDije@c&NjtGT0JWixMxIrW19XovyY+_2H4wf;0VU2rNSh_1V;hU-o>e3I^4Omc8$C z?6ajYH2EIB)V5h@V&hxMIXHZpuJe(wwSZ{<&CkHvDW+eKaau`?=qAIgqGu2Uh*)+z z)t&q_#X8@{CBLh#xnKmt?{}x~B!sX`$0$7?4TQwCv6*H`?smy)$rCdM(hS)1m1@2B z6)isQBc~T40s>=F?Xom21vTpexTXimzt87F`qT1y&3CkJ-W*xYopZiaj(xR%HHexx zj~GuiJIxZe%pky}2wlgv;dCy4g%E>uyHeDiG_IZ0!7pa6n|E)0h`?q}C}ccyatF4w zK)Qg;_6(1l)IU*<-M|f7w;9`s;tHx#!{3w(SXnKmxqsF@>IE?Dwr_W@n!XP!Klw}V{rrYnY@a~t{=zu(epBJ0 zNcM{=x*Deipg-XaH|mZyN=wgRCwuK*zox@4@XQVMn~Va{M5>-PqG`qpL8nBb(iK&Z zOUI`9qg4A7Mv3>_pwYbFghzZVPF8fMyOjejOk^^Yx&c9zT^&~0rN*V0Q_+)2Gk9KJ zq2c&~x1t2QcfZ)T%P$^hV5`t&ZJ!R&DccVU7VNtyYZ8_eNtb@1G)+liw*h z)JPtiuh&|k(}2)+%K_%92XFtOCidIx&EL*Zo|dv%(-@FmgN0+Zi_{RB%;FEAN(l+J z8%igq2WX{GKN-T8&OgTuCvNiPq<1=u=cCby7JVt%=|A39tK2PHJPh^;#nljKFhd}_@F>bKoNi{8cjs(=M#!9*MKXug zFTwK@*&#!YNABxJbV!1jYgHVgE*i%3pxu7$P;oMHDb-9kY^F6@ z!Pgp-DzR{BvO&1-1jT+k+m~K3W*~1VliQh({SXa$f>Ih=ap->N;MGg(MD=R0q)n1bth9e8K6ie@?!ZS12;&Y{@rD4MUMqf?v#ji8m=j6m zevrzeK+$MOpYGAvA?^O0lMwmS3N(8$UR*+;>umPY<##&+U(?850L- z^9qzUR&1<94Bk0~kZB=@-9Jsr)PYZv^1QO8DE2fUWA7SOJ=ACRzvtxa#>AvOdExRn;%#ttaL16KSiP=`O9pgn&H4E* zfons}?!v;#*CyZuR-jFEvPTcAn*y6bQLt$8a1#s8f;k6m#|xkjJXnq8KG>JwvBU) z?2jo!=%LL|2f+J$40A?Ki1of|E}c4c$#Tm-Nw%fB4_rF?)8mDONAc91HX zJqdz3f8O}79gW-t)rz$L;*1R}zsjL&hA8d_6WtmlZ2~Twxx1&@+18AY_f+&D=J!1I zog0aLB-><%CB*7~Y{ijL$7k?PjZ3hyVx4oxMvT3bNfSnIGdR2mDyW^;Y`t0|J-c&O zsv4&}$8oZGgX5JHJqPGaSzlC0$s|!&NXZNORKncWi|qm^X~A<|fl|Cb%prw?o!kwt5K??OYukiv30}l;cHMguw|~m6e3Kc@*O5 zH?_0~#nbUQIJ!^w-jBRSPE8#pr>r@5X(pxEVv=`f76uukTXzmSv1dDx7&l8}C(G8~ zagy=SJeB_UT<%A@srJyTmBp`LvrIc)IxGM$!bKy{C#8{kZ0An1zV zA~vcgI&1Db)r;e@dUVfaefMVb6w&*{QurMk_%-MMzL(Z-!^4X>xunJ2HdkH*>*(s} zTnO^bIZ6u%BDY&0k-c5dc?DgyeSGqmMWCgS7WkGZAANSsv33V>LE(r~zmK)XD%m}{ z-^+i7msca9f3&w71SarBXr0gIR#v4aj7zblojd4pgpsi!I=8pl{!En61$2CJIN*99 z4BvKuA8}coBxKYpY(I`QeTLYOR$57TkWNltthbRa;fssS%yJa#joLp=$6$^4 zRb@v^xq1Azrw~VZ-7d+RwP(FMt(nkx6&*chZJp>I`rHdl9q(3*1bmE{0rI-$lIOB* zV5djda|^;)HB@*WEl$%l257ag>O51Mq0TC%d1Gds<6ZS8f&_X!?I z3bJpErlmbrY(lT=@OV3BA#*wNb#iP@O8T?Lf_e7 z>A0MO33DT;UXTT{v)~p>@aYvjeWMny{rOrhP8z=!V0U-o>YCwT(L|(+t1kC#W5={8V^r+8ec6Ha@m)kFm`nX%KYVC*4L^LXY%%i2Dn6O277MjCxu&%+3Y&e6=W6$D#KcY~ zQH*x3u($l(B8?TkW2B$ctCaLC>!4G>vFPp7y1?2*3WqyQUpj%_yX$MBJ3DqNH0gc!1Mkua3Io;=ap_BeIZVFZI^?DSHmwp$pBrclQP1pssmB!D-jaH5|@~C3Bpo+_siM^dTZ;=l&hWZ zwBNPx@j@c1XBcDa&6+8-%kvs5euJqVV zx}5WD*3!)25_ zfeT@zp6B#dVE@zPdgvi>MeV6}$Af}Gt}`o|W-$e7YEa~3@5>(nBejmr-n|JMr+W~O z)h;5+3Y%~6O1I9S=P6n0x9|@4akZUm3`Jww0w<0Ujf(}@E{#4>R+o*3EM}{;9Zu@z z)gWF`;o7DeNxzk_xO<>%_NHmtXwhY)6l}tGCvZkR9`sjY+BiUq$ zrymg88AmUCdjTRRm(tT7T|-gEJ4zOo@74@PlG-GT`@r?kR+H>!KR<)09I>ULSc^A^ zIsWyasH;cA&q_?vmO>jg{`lTIliuI0|2=0@;aHy9XIY7^a9SAn9f62X^V_>PVW5|^ zMkzi_+VC{*WC0s?E|nb0SRJ7J5~0XGELcYc;;gqnKerT>p@;pGYOpZ6UqT;c528m8q_g*P%Q-_}Gc2*iTe(HUgB7d`X9mN0D>)Bpd!dab_UTLhK6xjz@0}H$SBMF* z&ej9p_U(N;S56*l;EQXv&R(va#V-W!D|#5|8`5C1BD$q5+skhE)^Za&CT=5xjUPX2 zF>RPBrr<7fW*r03}e4n(|jZsS3WV-V#shGD(e}o;YY0&ft(@7N~qBVs?_K*9@CmzGE5r! z@)d(Lr0o;_Z>?TXL$_w*t#98yF@%kp2l1&qaG6dWkrPR9zzA$HDDsJm`$>b0ua1*C zJ3qBPt!(LzaMkl~kzZ5{eqcCsK@^s4F!cLQPzQjnWPIo3+z+KegMC;$wRu6FRjFCQ z;&iO3JdSl~Gp2x4JT>nP){#1f?PJWIhpmN58NabDJsf==oAv}Tyo^NsF^c2a9WmCw zQ*oE&^^56Ti#MgFOMEK&;@Ii&i^$8UPO~N7_6^ilwpk9Hc7RM+&nuN4Rdpj>L%R58 z_f7Jw0pAPB4jy(X>FzT0FeRU`Bebm!O{of9DwEiziL85EP({|NYk!{gb%Cd*u#8As zM9h*y=>Eki_og_!c7vJaFNLb}C>=tEx-)sm~6nQS8;oYA)2sV$1Pv@)T?Is{K643SRk>_E;7BI%z}k7T)`Uy0X_y2PtZ)^OC2N9;ZY#rXmf=2Ya>cY3-W2 zHs=YJS`(M%r&BuReVJ0(12usJh(K3D-8!yzJ|`ZFSzX`OJ5UW~AL`mvwSaxL+A2sz zl^ZJHChbqPYqAm}Bt*MbLqm*waf*A@kvUqYs=#eOn6U?Be9Nhnn@$TGC}1o-;ch zqxNRXSMnG9u4jL$*)J9B0Q}+)*yRHHT@_7Dq4`MNRFQDZYV7BZVB?|2+G4f9x$I}l z9c3T^^USaPD*5`h7U%DbXO8vBB;>Q-W%sg5 zPvL5&ba(FZkd%2?3||EooNTn#kh|{bmLMB$W*kmiI$gHJ$I6Nfen97B^Yf>vj-uZu zhE`KpmWZ@0N=}ofee|e{E>@>j)K_B(p|MNi&94S=&rpv=zMeI_)c?8<|5|F3m?xh#L5s`8k|7C1eOIn zV(PYR{AS$hke~LUd>$sZ_Q_*;1VZ-L$7`b5Owh+jwl~~o1J!IQyUM2o4 zyBbz=c;UCNtNjXnvGc7+mv6FqC#$Kc6ePY?%KS14imSS&FU#7;B*_mH4>M(J?@=AR z(wl;L>|^@Y`)VELe3bn$@y))lk!-~(0<9!E=%Megpgbcy^PWs|gDa zB*b^)7N&bk&R3pT%*e$VgS`z#0_UC}c~4HC^Z4wMn3x=y++4oBnX`e4 zii`)HpPPM@A4jOTES$B?E$QY(yheULMkUj=PT9M88$Lmg)twA8U6?!1@_xisS7!z$_}AB}S@SX-1DA`zXSQid|?W!N#|KK1E8RHGF3aElDD zPAkuhuk)n1N|=}SIzZec)X~p_jp|K1 z>@Lr+x{iBV3JMna85eC|*yo>_08onLR2Ta}q(4H;F1kV&@swh+?=$n^rsyMO&F6E= zgQ=4!^Z<4~_kn*N&kW|f=8<+}Ip>*Iyz4A>cbY47#F92P-d)Axbn?$DJ?iKT$MKC? zzh0M)l?ki#;Hm|$;qcIL?mG)#rYyeCEIgU6PG(=5vl<(Nfx!?>aCJk4i&LOSBWgD% zXT;T|1TmxA4w|1~0WO665V@OUW@`GxN%Wnz_DduAI#ZwCnTf=r3i9c!(WG{yrP0Bk zo*orc7e-ZCxw!T5tLhn7DesaeqMQ>R;7Ton?bE^zh;K2>-G3qYOb_uq>>F(5Nu-sT zTAwKI#02j|BJTv{*qG1ym#pJsr0;2*G>3mwI>g?Rtz7ZeOT<1m#A3GYebZcsA%el1 z6cw~pynvac$Jg>XOHe>L{pNyg!E|+d^HE1qW4Ye>MIY~`)F4L-rVW+%q>OVJ&LW40 zvo*D#lH2f)ab%a#40}&Xdu=;S6JIGfSxh^W7SFAFI29M8Yic}H9T0gbDKQs$s0hs$ z46)Gy<+`Pha)SE*NCE`~XWAxZm`G%Tzc_asi#Y9<%_v$~_8ht9THfCsfy!bzVTQTH zI$MEPy)sTZLq``GrB3#oPqpl8WD5&#rmO1_JWofb_xr2ouV!&WG+F2omRkKA=~7Nx zLAgtabg1Ylpme}9^P4FM(#*~3?*7neVPXss^9wPrr|ZdY9b~~5Z06;2Q7`4AR4Dq4 z*-YE#BC1MgTaqL|W@9UH&S~hU!V~6qISQ>qc9*qIdzIg(w#BP>2RA&AK4^J1%xMxk z6cx`cdGuEFN{?&2%RcOqI(B}36dOy3ov66)t5X=H0zwCvJEb=d37cIxwHAPqJ-29U zTfJikR^aaYAdpJMrKASz>-^$L0}X8vEp5@2YHp`%LAgfztAwvXL1_8`e{Xy1r%u+B z8^)4~5pszu6C>!Vw6wOu!WSdMK{1@6WDo)`R7a z%2a%^pWQ^pqjuN}vsBR4aaX0%`f1DrS7kXh@E$w6G8^Q)<^Bo0+1Pf$^(y<~Y~0#R zaqJV_eAPZsrFteEqoDG~yisb(G8T`k8;bwfV6gL}AFmf0#HkwC;??X9G;W^QIrXta zhjw0#bd+chteO{Y_$Vvo=VipjkIfj@tDvVr^towj%BBhQ4UBl*l9?y%rH|?65C#iY z9He6dP$r>vk?P>kvKN?-uX>&}%g5@gJuLc--8|(x!SKhLAkQhg>%~iTvDODDo)A|vHsRym|NN$Fq!G(rv^A3Y3`B2XsGmazSnM1#T^{{K zS!Cd-ahK9|hgd3S4fb6%v9~n{IX%)G=e+RV+nG1rZ?lJ(JK4&DV;U8vxRz zr^lF9K(ld_=`(;c6}#MuI2QMTjB)03N`*Fz zom(^I89U4YABe)N9@=P5c4yCH^Ya(=tZaCEsyq3q0kdK#K#Q`j6)ePcD> z&}8I&GdRn%GyHCxQfcAIhx2$LyYcV+-g%u2(5oO?$3;4)WMC0`QC8Sg&ed}+jC%X8 z$E)9HjeQDh&}NZ^GmcswjR}5`OZWg#i%Z9PilXIFt$|u| z6F_EavXrmKr=;vVyZ(5U(pwSuRv0#i3lZalGn!4o!)H4l^NwB%b z<&xhKGx}@bdq^9Va`NgB11E9jdCq<#H(G-D(?@!+xejEkd*~%n6i(jD|E*fh-l*SL zQ*St)`|JB1?N{Z5GUOrZg06Wf(#BFKbJtL#)h#Zc&y>$Myr*q!`)J}*rkmdDB#bZR z6BFJ~rs3OS9n09gLe!?tbcT<>e;lr;ZQuui%GvR6yvEOZ@h5p?w3$6pb9HM+%9rL0 zg}z+S$0)CNo4t5}ya4$R&pNSNSY%4?XN7)0!6!Jw;_nBOeghQXkwSVCgnt=0pJjY+ zJQ?`PXIVpGgFX#W+hXZ2o~8c-ggOgabBh!$B} zEQNwwu@Eg)i(CrrSav%>hL5zY9lVXNij7Nw*tc_@##+7(#TQ4aC*ua&KOc=1*NT9` zVf?Z)h(1xfM*Xr(Z|O!)JDvdL;~>IEEew^28<`TOn(|iV;-RxUV9)tNsh}z$p@MqX zu_S>$L7W^V;je~lPaM#mqKt+RmhzvcbmeZ5rTRzN!%4BwNyqxTAXEtcr*Rm z+(*mr9L#$vEL7$xri_l9cHdN+f6>7@%zy9c8GYYb81vAfR&ygh!FG$4+^EzD4p-sP z&pF+n&|mM<8XMb=1yvn6p4cLU3jLJza|}h21QluDGXKi@317{v>gtF2Y0kJz3st-1 z!V6wUN@f{($@=o*$~p6nJgr{30&i}{JTZHB{swGb)pIRgjn;lTr@GgS|BFDkp!Yqp zkcLkBk?A#!vp<4rHx*g`PRr;YJA;(?fbzg4{vk7Wiu$<{Ai9bJg~zOwqktXGjtxJxV?y-R7WT+!hLh95o|PNE@ZR3D#2h&B~ebT`vFfP~Mr#$wmqTUN=#$2YtRL3d#bOxmI!?9_C z`M8?!+#lzSg`AA(lT(Gv%d}=L$-Yz)E}FS1Q!8t1vaxP_&V8gD8`e0&+fY!C<>Oa1 z)ZgAoEjf57IfMSn6;Xi2(+pUWp%G}LZJ~2ICUKBhhbN8zG?B0WC?R_!#jLDegZv6BoSGx5Q zw5qpS!Hdc_sMoX;yRkon-2yehf zKR#4lTiY(ouc9UkxQf+3=w`1Dwdl=Q(_nbbtoM}TeAab3DMi4H`<1(utt5acipV}$ z{v+ATwl)%LfnD`jdx^8zK}4>?^7h3}s*48uPAjImVTafK64577SmM|qQ?RP#=;+$H z^by~70ay%~uF4C@Q2A(s%egLM%;V}l)XD^zdWG048GoicALuE`3Ap~rs1C`=X+NatnEeW zRgw3eW%wi#-8!#ZU12WAP_uV|M7}lHGnqWUcWzkmnux9I%iyOwfl<)r+ec@Qp&g_F zjM(#C>oHoo3+-gw3RHJ4(V*ea0&)s%$5d1)NtD&)rgWUU) zqPMLJpMmZZ&UJ3t&%;*oZ{nsPie=(&1=~-HzX)+kUtj9mH}OuW=D87@Is4Lv>X#Rc z!~2XI${!rTe4PD8c-jGgzkB+R2>e@-xrJpI61Z9TpX}3q_CNM%|KIO^77`Wsw|k$f z!D^rx8ItBR-Q93`+n{u`QH~L3W|k-?Ljh5RNO>T44AnbkVe|=I=kIoRm12@A%$xoG zumwr!fim`>un`$ce7dwg-Q6z%Yj@@xvy*8K^7i}LQ=rV<>-smYK0wk&;Zr}bI zn>&b?Rug}?HP%yxOfwuQ2otkDT``cDo2@J*m1vfiYio0jSV4cBOGsqA}#Oo=8Kj(Vu3)IqFW1hGB4HB_&}$XP9rB&8=d$iTBZSwHcYyl`6+$ zD;V6!l#9hXvH(2DzoeGtMLtuPqh3~M`LfabnrwX;CPY1Ul z{k^w$9_UPB8QE!LZg=Ol>@s=kV8~~WZM=b!b-T9`@dm#*9>khGNvy$|J}h9pqUs5D z{?47Yi-bOt5gSGUYs1-U_D4R&(A+Y`lBhlX%#cl(`v<^Atf2O*tkdIAVos*-T!8hP z#@T|f{6l>cY-Cb|XT~E7Nh;;z%$(s3V{nRF2D!HWvL2>Mz1@;_pk0I~4=iPW?DnX1 zxXh8^>oc3IhZ&+i_x107d`La&SatScUI_8Kr7Bgt&oS279U($CFIL-oYlinddW)D| zKT6|2$qnIuai0I;JpaXc{)_Yc7w7pe&huZK=f615e{r7w;ynMu98u)I#(4_=@4|Ts z3iAv8N6u4wYz})U;rp!H+*q%j!W>MdnMq#l2-UCpU{L6B^4?~wHN=|S9<57nP_AD- ztq8Gou&XZq_4Ur4LD4wA&X zPnPKR+wdF^JKOdH!f;EtqoK;X0DwH>KbOP4=O&SHiHV{<$JVFM0VY4}XX^yol?MrU z@f0xeiHS&m0DvG&JwNoI^zk*|$?^X~z>^?OfX!fN%Prs<@SLm!d|-j&DFXpAF5rLw zR>o_VD~sq}U;7WnW6^}TxU$9@fG^YmOsJ3I_%~O|zJCv!yAKFq5ZJl9O7axIxW)AP ze(T@`G2lZ^0iLof;K$&@)E1eDk9dHXhC8D4yxGVO*e5Y1UAs= zhzpMDUvS`);G5q70Qe7}7I84a*hh?64l66`t|LGOPbUDgdUuyndj^a`p{_s4Qpik! z9^)4LF2f>L0Kmi6JNN!b+u{t5A_-jLH>U?M78d<4fHO(|um33gKNXo*RLs~) z^?c;Q8Om>$4INW2 z6c3&LahDC3v~PEC8US-6^JMT~`FaHB@#DVJhq56Bu%5Tw|f!q?^R8 znG)tt0F2SjjAQ^Aaw?|Hkf#!NabJNMb=B|yEH>l?)@o6iihuVB0O)>$uZg$;D8Rb` zVEl(DeI+tC!e!?*jQTTN#xVcKUxa7O--Ks-sGG-Mgy-;Igs0Qrgy%5Py(Udw_AUYd zO9nmNUxa7(--M?!bCl{j9^hfpVV&J$QEZX~PC)_Z-~`99|ECiUYFzET#wUm%0%Jwr z-qAe8IgbwVaG!M0Qq7|x#G?QJ z|LQN>TPoU3Mr-2+YYx_-)6yFo`?Wj2c7|uwzt>2QUMGND0kh&&=gqNCUW+%@rmW)c z@@|$A8n(Qx-=JSRnTQXkC2uxjTL`1>VTW}=H7~bEH?o1TMx(YEUDB#_a8X>Ys#zHX zXY@na?=LguE!I?$p-f2mqc3FI$ofaT8Wjg&7(J~4bmHUwPxkkwTg{@ z{irQ7jD$2ECXKpBFvWBPstO?_AIn!-_~9=R4Qi$$h1aL!-;JB9G%G_t32Bi55G^6Q zQ*6fIdlc`DtE~H(DC?OLl3t1FY7K&YOv z^M~YsA_L@jyQp-X@9qzh%v1algM4jW&+3rNtjBK8<9>z4|9)w)H@gRH&sB}jhmBj` zt39f+>B&)^jx0LG;sXoLC*L;e0FyJE6d_0GTK~r_T1&92ujE`zf3coV*j_~)W_$di z6CZ^@Pi%7wl`X$rBp02MeoadiR`ot;Gox{;ldV593XfN~jA5ProCv*AT@3s>bGaAl zDDjBBNBGhSUFXuo&LD=jb@$c>lB@&G?5AZ0>i1dtfO5IW%y$g=X?(`>Cz;!aAZY8N zL#;w>x;2BR5-5CsCN`gsh6)S!oy~& z`Qc!8kTE0R6G|KG8xOoHYpmVEUcvVCRxzhR1Z!iu7RDwZom1jjB63IbPG$Bl#IM5< zRkd7{hGf4kmgq%iL+{u6w|@1o??24A20ls9gzvR0yU1AywE8>xI(4C(ZW8%0`nkWa zrHd;(9Lk8xbOIS|&=%O%e*gZxsVS|M8}K6g4jHT%GqsFKz`whyl$?1w$l*z<^I+P( zF6HGKgIzYtd{jHc7VQi+(cU3`bDRD=i)pt!1Z0#SO6GbE30u2oj$|m5OxRT!dwqNB z16-4AADa>0SW(;q?q2dIIP=vQBl+ZD#@c*vCr}11*)|!L8mimXl67Z%feg@TAu%rX z*@d!ib`baUC)dbl?5LkcbD!A--VGCedEfZc#=UKEwHk5ZL1{IkD!Y3dgV zEoRlO?ac+4gYI^GS>w4VAB%&!nng+VY2EaVTqCzo~9Nd#W{;ojyiSh&(jofBZ6kq?m}r zG4NjS4Ss7M(Pz1ll+X}ce+b|7iUZtNyTiF%s@oZf_LWG;UnnJeLZ69TJ0F!;qK_oH z#c$ni2x6T5^*GC6qN(6x$gRUE#QylhouUER)dKN%xseD`UjH0a9a@S>2+pPc$u}mH zg5%dOfhPNF?DKHc%Wy+$be2tP<;J}{=SL-GV=;`yc?fJ9xM~*E}Cm8C7 zTKI&Gl){{bV#MPmCz2nTLy!GP_qGq{BP;Ban_k0Ub$t3wM&Sq|4Z~bR*Xy1$zrA`2 zKe_Z+I$7CYwT7(%BG$f4je0>b_-hC{MKr<*x+3%RgKP<&uvK($|I3961=I>dd@zH~ z^mN1YFSO`5sv@Kh2q?C;|%)R~bG$dA<3m@hEWJ{uqXB;zIr`E=Rg*He)McHcnQ3G>D?# z#J9^EZ2ewYRuk`zdYQfQWY!~MG`dTNO?!_GZaLRBER!*c)tQB(^4?rbzQHqW8WZnLXg-VdwG^5|s{Ar=(rrSQLa+^3<5qFR z{(ih9I%RkM(G6zc=bx@RD-L}$Vohtgi9&4FwbdMy#@|OryPiCWkFVgpI@YTH{0OAY z1{x3fRFId&XOK7R8u>eRszO1poaw76$It__FQ@S1A)`4UZ!p$5m&jyuLPWi^=$l|L zjYM`q_exEp)M>u~scPS|`PE@gN~cs^0&t@)?}Pf|iIHKB3$o_7nkNKBvQA^P!}o&R z0-LJ4e*Ly*maZ`hMZRja5%DJ1EjnM&d2gq=4ly?N zp0V4?&)|?i$xq%g`eeHPirW2~6zKBI)8Q~o(7dsZob;*vBqJd-=%t+YoNg9ItCWcJ z*gV7gW&Kv((~<)c1pat-Gbf}l3VFwEW=OLoRowMmROv4e9{%zH5IMKx72*nmDwp@ zY`hzFpK!%!A9X7v_@vhYYeDl3;`?=e^AAe7Z>0m@b7_u`%#+s|Zp}=SciT#ao>aqX z`b>I+laJK$Bx4JInDg@Y&d62PPug?TBn2lcn4f0-^s^r^Q#CRio=%4P+vHUdwjBN- zXE&ZF7vVhlD8KwfC~~V0#uxcYJiRB7*rS@yh`Y0Y7UFp})N8~LbJ{Slnrk2P6frOfC1TI0&z z&uBGY<|pNO#;g6d&weW}7C)t@;jW|0gmk;8qxV>P?`7UMy}Bn(V8Cam=WSly&x33k zAA4Vy?QU08N1jY`9>`SRr^nm->2WWSYEKtguaas{0a^KrpG@t**$xDJhCB{x%Tw3r zUwe;=R4|~!Xq3Nk@uQ^`a(h76^Mp=a&s<9t=DQcoaEu|kLO4YV_DZ;@MmdAnrcF7@ z^`)mb7-E+M-{Tg0?{o&ffIK>lg3X{CnolS<64f_ux<%Na0>AklL#~*!PHu!kX9&MVnezzD;)m23}sMd{Oz}L7% zbl(Zt1S~!0C|@6*NNBm5OWcV2^TqL#YE`>rasfkC>%{&(f+XO_psGYEDDFMNxT<#F z(P?39zD1Fj=}M9(V^6x+K3l)qJR>7nGv*z&BdL4XQ)}GhP|1XWfRdb&TWH=n_b{OG z`&6;voNDUme4*=4!lHqdoq|1QKkwt6Uq*_T^B$MMryWJaT#At-p;=SnL*k8Y$$ojdP4v({bfedoih^?YkN zwQHZfckS9$XVvf6NTur3x-NT%h0FHyQ^_V!ufd3ty?S23>azyg zq^qi2UP2z;ur0>iP7N7l<#g`PZksPmO}A7*ZOl@?rKoG@&Uu&Km0#g`N+@-=Jm_Lx zADjt+8?MhwJ-~?zV}CV4+mv=5_JHC7G!3}R96pxdqCReQBFphe>kk?#)Ga}{7arET zL)Nr!!~7JpbNk}&S?!yd%Wpo~JeJhBSj|uh8{=QTPt(IbHHCa17G@A|X%@Vpwv{j- z+=e=QW<<%})f-Q}TswRl=IHI}Gv(09VmS)$zlYzooi-Rf_?%AE%AePI@Jxr1LWPHa z8Z-eldWOQoHHoLA23-J6HZ#dB(^z_#^CbrYq$c~l=<^I3z@?%`uq8&|2&UkXpQJ#T zpnBB^D)5RQ8|{KhBfEGrmH<9pTUu)MHd_??gITHp!<}ffOXU=Qza^R7l=j6z1#In{ zYsGD8Z+D=K)Wi!~xzn?6eGS0lL-7l$_-0M1Fx1-Ql$52zejQU*>H#`zTF~aMHNvIUzsf5)Vg=Kx0N;grmC}bZltC2bb!wwu>S(m*Q^iMYRc6& z3+T0+zHNItgzNLoabangWHUdrk@pG+x=Ick-klhCYKe~ZR`!^m-Ibue7y8< z=ss=Myux0)w`d`}J{~Eh*K*sJwjxNzjMDkW2>q^pdcRA9xB`!n{wr?9VOZ_f>*1@* ztGw$}$CV-IplhP`@iLoN@77o3W^i9Ga_OS?7f-e94H`^D=R`quZ@jvF;_S35HEHZxy;Hn58hC zF@)YI=KL~L+M*j(Epw-TTpQ%v2OJtO@~GvdPEg^qdg#t~aaQ0x{+1Scd9r#=Aq>Ac zSGiVz9zX|M;2FmP5hHQsxvC_^o_5ETsya}kokLU@3F?)iTv83WiHS5UQA|9@R#hGQ)tLBRA}>1hy&O= zQ>GY4wTuiDm8 zTqxfL`>y}UhQ;6AY3!3MTb|4ct#yubFLAH+V9%MEn2q#@+aoh|HN*CGGjx7N*G7xp z(zLG7E{j=ZZe8){)v(dRH|zoy9G20y1B&4fx7##Y%sN_{Ia83@ohy7n>~smKHs%41C5Smq|@fM}+9ub=b>u0d-_~CBy(*e}sC1uA&ZH_V@Pm zN~|8`yz#VT7*WD79JjWNA@L>y+!bLj^-AtGTCNwbITu(!N8^8-NW%`{XHfk-B4yHa zqhgWI1G4(fh&9IGidI>}qlq08_yGnO^y~%Z&p9_HvVg6YGe)m~^;%3aDJo;Bpt_Z& zwGAbjraj#txI_J3lv-2y3iNs!8nD7bTHz)>zfmnZdymffbYi*MU7-0j+_C^vTMN`J zE$+!B!c*FgfVx^AHS6quWB_@BSk~{xBM6Iy8ziN&w^B;UN`<=#8y_Jx0)A(T>OSN_ zclDVpGJ*+PSKYu4m;7O37p={+#wq>bSx9!=G((thiR|$rUmoeiiB(Wox1MdeS5D>K z=^i3qZ4M36Y3jvr(G-`f>8fg2OaFQbs<$y-cHE@iclJy3{I1yxKW+PNO%;|q1RZ4C z2^m1gJz>sTd#s%I8}=b5}g>@l&H}S3ErbJnIRs3=apGhC@9|Jj^d*CxrX&Jf?R9q^^b0vLV}v zA}W)pm>ghieJ?%zb?`e^nDI7hH-#5)*{o)CW{bHGa@R3gPIfyVm!FTPr!Eca{tZ)U zn$wEX(|y{vVj^P_S_v+wxM=(vg*{ejzL#ZxnPHl-Xtd%X=k(ah^3Y^j<9c~fj4!ZL^VvOPkSyrDf%2bmfqY znpT9oWB9#?b4#Pu5fOksLvy`2vOPiy+G@Rq3;b59o~)iRk9>I8B>_w=j&QN)XWwQm zm%3?8rikt`XoW88lrKR{E5xUUO@F_WWG3c2*fT(-5WLwOU>Q_oq^L0ND$oyS&yzYQ z9ux#nzU}YXKMPeZ-y16m#DIWTJNVh>%za@;RnN!vb$Rp(_&zz&+ZExp(|P~q z%vYTRWB2$XFkCvkZ&!fY%X8Nxg)^-eSw>d##poOvlEqvl7Xl<{45MS~c(F!7l>KC<+x7 zl=AT88ukyGCJ8?sNx8*jS4nBqs0Y}ZIZvB6O^}z_DI2G|@wG?emI;*BEm zps&}w-U{^c7|Exyea8me{01#FL*;lnn@M>JXyM_Zs6TFto|5t+*B@z4Tb+3|dMg<@ z(zfER*lo<+h^BDrCmP`a@pii0V$iQweq7m`-b2TduXnhLDBda?PuGIQTV-1kiqanW z3ll5FTC~ufek5$IOscXiO@0r-V3Bm(wR4*<#erU^F83+EF; zsK)~4`gR$22dYl(rwV<&g00V_STJ8kj&57sxOV1mdpA1V^)%MFbi$8MG@DEz7i(V{ zwl`zIN>gAEMNby#VNX@E4W-?r@|Q*UqkAiOXFbSwx*7cVNa1zsv&EXASR@=$1RY*7 zW&7qkFA;XLgm#@JwhawVSPM7AE)YG;%H^!%ypWLCNj=a&tSUDya`LHbtS#p_tyC7u zYS$k`b_4+~&f(@#0I1Zzwlv4Hql7&!r!=a1V|gByEoV1R zyfHG$wHXM9Wbi5_bIWU1<}^KbJkpuNvDJI;@x40~AKNhUdFGBQVp{RETUxjQW}En% zJixX6qhwp|HZbq-;E<7v=8# zJQ7VD;Hb)b#k}BoLlGp8k~fYj6IRYl{cu-CST)v(e&~(+N!7*5WhZ4duZ%E{@W^Ji zcr0DLzD_9{gct)#WPu8fNk4fE_E$?YSuDlMfS&bqC#No77TUH2`3`e56z09=w?3_wTBU z+wz$`WU3xRP!!E;0q*UwDTi32p5L5eIuG-g%5Jlcgtu*nuiV$SyK_D}zn{xnpnfp$ zeFWY6cw(Jc$-SU7;3~DF&(Lc*HoJG++8kQsa~c9ivCZ=?zim=fE;V3;5}ju9aV@W( z?|c>}2=_3OPzl&Ni9K{#7!LgF6Pab=c?cZ794sDCdDVWdCq5{Ee{9}TV5nVTdN13g zhrv@0NMC8{7{oYd9xAS{>d@TX;Nc@bY4=Ye05c!M@b6o7ZgWkNHoFKFhlE%XLE{uz zDG}t6rWsii*{5R%SB;(WOs$s@+5&6Jw-dQ~-6m{z?=6O+CIJ5hj|MS-uk~`+Fcv^+k_k(bY4_}2o z*lkm|Z%I43J8d1v3G=@sToHZydq3gDqm+b2281AN=9?4^X z6g;Or$cd^=ZqEN!P0Fa6ES7DzFMJjFGTkI8jc`_JsXZSRJ2zNmk2*K5Rc~oAb)2V-SewZAQejoLOTbmHdc!RgMeOdF5isZWR3*0 z5+={#`$e{hT*R#ZFj{b}&6WR>dL~D?oq^L-xUuY8S@y1eO$#N@u*@jtGJa>RUs1vEQnwZCc8eAJ z&y#)JZM&Pf`9Pj`GGGnFGF3ish9owc5SuxPJob|6Li5UN`WAA$NNm&l0sKbEL0td~ zer|sX#=pLxY$O`T-hoSMs;l=LDJ0?8!$TjZL#7P?#0i4sjmK0hl=`gDWf zpi=<8(6Z{H=Bm@Zmn$t&_g0Se*PB42Knb-@%zN+-^ zHcRsZ-bj>IcfWVf!vL;4jrk?XG2myNy=&N1V%Rl96C9~L+^(csg4aK|GkP^DDhquUz?Y+Y*TKw#de8VT*(NxXDHzCUI+$I><|CF1Rj2o0Y)* ziRpgv;Q2KfEzH3|Oz-{M9kQrSr@zb3@mq^nzrBuy@fZHBM24raeMO;kc&e(4M{2GU zpa&QtyJ;lqO=VZ>g%rnd@clW#2FPSV1EW=28m5Fo$%aV4lFNc;Z9=G(BSZAf)j!F6 zjZNXR%q?%YTb9fr#zMQ7v5q6d1{rUCh&EVq2hK+sFbU~l$C;T-AdamOwyVo4vc%)x zuc{EM&2DBX9Lw8klNFY$snSx8&D0+F=*?Pj1FZ9HXH)zy@p)ahOvm+zP>&;W2Znzh z9T)49ReA4Ksi^ek+49-RcD9ntZc3L8*!ewHp=88o=rD)2j=_aIrqeY$%SjZT6c!G) zJPss@LnZ%tecYf`PM-)KenGHctgeS>qdrohzqwb%!x0pX0%mUg|%prTGiva4E8j+PWeg*n@dc~<|8 z8avnxz7XFFc>H={FX3v zmB;P9>C)0WPSEN#MvyMY5HK`C=<^H1;EjxV`1Ua-o&rF(VJGXzFAFx64pMLU>nkj5 zy6oE=UT$*G;^5j1!RJz(4u8CyeULp%eixA0J+W7)tF3)LlX5q+j~`{2Y9X)+R-~=3 z{t@Pt+U6~a?eoYd*OO+K{xH-3RMzWNdM;$y)UM3-JUGf-HO#&EuqJdn zFL+r#O`!*>KkDYUOPygKXFuDDe%c~Pjq4ftfXp@-ER7ogfuH21_?o4C(4Mp`2L$yS zXC&*^7M9$F>^-_3tgyR=*(BIZ+GIP9j!x~Oi**rdWEaEY@2IRIgSDf*^1Nb$p}xm> z#v}b3Gx2C$--9jHn|iZ#yeiIyI6~X)3sx-lHPr>m6)+S!@{6IR zx&EZGqX?iuc5~@didmbdAWi1b8QgJ9$R7O0uMDKV65rs|)U=<#td=LQLM@M>cbgTq zafbycS#*xgni+gxpjYO$QP%U6H`U&eBzbh zl)!e-XfXX{IzgTZu_WTZ00gB4rEM9Q%0>s&y?fq2ab)qJv7Q-(b=YVy1Jge!2iNGC zjpOU;aUP{R9rjfXY<^j8{6#B-3d)+P5se#-oqzp=Z+=0>OiF! zD&%!V)vEc|fkzu0z?M`>xOkZP%wllC-sBK&-Cl*tC2YQCo=VJ!r&}+7!enFwPj>ft zu4BpV`czZm!7|j@^=fYJc4cH#JIQQ>3KKhf_P!){7n0XgM?$h<;mlJnk?m6Ha#Pb; zH99=PPc``6r14E~Tm9xG{a_-)_0r6eF3r)3V_2nCVx?(>WX1|63$2=3=6F%KQa#X3SaHkE z8jZd&Bt2dLz+=}UNZxJtEDJGnaDo>XFT7*F9ULz#MX+Bf_vCEo{-kL!GJzzU&~3E| z1h;(<-B=O2rUl=rxQ1zM6uM4gC?1~UM&zd#d0j-u#Ee5Lhp7b~CRcxDs;o=Y&~U@< z_LmM#Oe!(bgai(nMTY6FDu_f=xan*T%6lSjH{)8pr+8~n3|4dT^O+)_u?!QEtpk7S6GJ0g*>c_)K$ zol!2trH2={7d=XTg%X%*NYUhu z#}63+hRQQizFD}go@x224VQV$40=PRi3r+OXPR#m#%P|7er)S?&h&S zC+eLo8OJJsU3OD5M1F|NaIRtxPkz{=<}F`XfJt}`<}+n=#17^WXq3vr{6xQ`#!xFt zaB_5V4<>MPMOeIgkBl44Ukrjh93AmvyI5YQOGDZuqYXv{C#I-&5Sg{+@25oPOYA^} z2*Ro5gSoTmm3&%D(P;3hq?=@t;Y!9U_0LB!dgoH(nL!>6lCVPFj8B4XhV5853F|A zhUy;Q*jM#6V{b>k)wdm2l&Mpw+#8;BM`)YIAJ)8W_Deko+6-$f=@jn>c~J4(f}If( zTX%e+p-bgq$WP0%o*TcUdJ`0r$^ci}(AR}n_YcL@VF~5vxI)gFR_JE*S&lJ@i5>k4 z3uQc;F8Cy}!vwYa_G-|kVuxGixIZi)`(T*2u6N($A`qnH@(6^`@zNc>(mRhSKzHQxm!Is>G(RD z9LEm9S6jWoH%nwmQuGWA3@j{)H;TSTY_T#}rqTBdfOvixmHJC{&2c`6R4a{koK<=J zIkLXjX%Yo|y3Ux3I^oz$>a;a#Z54KkHAl7sbp52SfktFZ@GfG&X_W4`nX2mRrvXtH zYuWm3;={1e4A<-`&q5oiRKfY$s?x_WpptKJlqvWzvua0KGCwCSCnsE{BD~s}sdLlt zH*vu`Keu_IHCah16DcXRpsE47BVH`N?s12LPKUNtc*?*ScZZi}X~Z2b$p9(Xsl5-~GQIfD&2yO;>Q+@XWa z&&O%#$EP+P3pe<-rhZ)noXfdiC_mKq37(I!t?gkei9W=l34&k1uIhUGt9%;oybe}g zgJw`2Mi$eK?8p?#rA6Jp+Gdm}8Rsgm7Az_67dfE7N`&R@=xUR~hO?A82~*@zsNGZT zaKiXjtcSQl6`dd-MA?vOT!?)W>SC(_vjn43vX_V$_z)PJfM@cXsI91#r4Hh9K z!OyJf(e|7lwE8TyA18!Dai& zOY-eX*^TF;<_8MxzwQ(_M*-l+{DJ;xvIt99p_KR(9v(?~S)^gneVal=)b0FrenVVB&?vP`A}+~L&~gSdNtl9b&v*GE-+bYE4lgd&RBFSb|JbwPaq|c zGQ#Mv*eIQ+E>6XT_-C=!WObNSe zq1NRRUP#C5UU_!AJs`^>!8Qf@nb(7*OIa+w92}tgtP8-LOwx%3fHa3%|E;qIhk5Wi zbOx3IFEOeq&qsuK+(2WLGIhmed+99YdFxSN#`5ixi434!POe1ydsVzJ*@V6c|Hdew zdZ|_}DIetmA-d85!V_2R_ z!7PHmxN6l$q=8$SX~n{SO`Af4a=tse#h%;Q}dBwhX~6zk8j-C zU%>G{brvhs{@-{H4c-y48xZ*-=2SGIH_u@SS+p-=H$=>p14RGW*~NHetP7B0qn$;K zMv_AtzBtCEt{71Mrhq5xXuXFA-i4{@+r>Crpe8h<1EzTjmo)<-mwm$9j0Heie+joY zZiObuB=-DVf#%RR)=cOL_psRpHr!)+`uUGa8a2tz^%{$g=T6C@ z{fr~#l5{;716@3Pkmpj9^B15#v;90;LC{3%eOuv&0%TE(K7&BKB9)d*?w=| zBm3}%cE0fD{ekwvKHNOWO7dGPO|;}D>eHn&UcC`L>ye4*^U^z~%4=_fFL?SKaNd{g zNd#mk{_|3&|71S=59+>chohDwhlu_^oY&&{@9-YjxL8^L>mjIaOe53dX*n{7TWE(`bEL2Q1D-cqU5tIQ|88QR zPU)ISoN3eT;LCIhcQ3_`_+&|~DL zhqxC;6y6Sf6|P?W=|}j&Dkr3DuGEh)B%MY=)l>;5x5~~SM)KSZpC)!6+4&=0R;W8w z(O;wCTJQNX{-$!?HRMV~3~_(w$V>w2ex@oW<1dwOBCgkGc$TP&;`(th)9S@lIdI<% z+Ikpa)Rrs8$+qQjSs(nx#lOe_q&@XbA*Hmc%fZT>k^d{ zXw28+LdS{GrOjGkViu4aU+w!53B7h^+7I$wVa<=ci%ckNbL`@ko4Yd~|06SPe1y zxeu}%(vrn0Pt%A3_t||IJB7M0?E8N6+8uwDK(AeuMf<|G`)MC<-e0l{LK;)j5aVmv zvjll2M5{$cG7(@-WI8PO^5s!``zyzKmG4CH!)>aJi)Q6XS52R=&Lue9J&y46y*W0R zJ-d@x$&_u%8^dr3tBLVxr2K6qO;&6j3V8ZeOPA;iPJ38wl0G`b0BQ0aQnI zC97VoKp{Fpaj(~d#@oBSzhis2qdNX31&v7E204af)cSS5OMaui5OjoER)qZ_jgk^> z;!gHGewW7j+lfy72|nZ4MzM)@591YX-!kbQ-?PDG+Uq*HZ&SRyq~ktIR?O?Ns~t(%|Q$XI4SD?Ni_$`ghCA>Z&n#1f1Rb@`iw^?iGg6TcgW7ub z)E>TY{Nv4m&vpBzVdXw`JwW#wwN~+|JdNeYqN8;pLt^-POM7WWw}W0 zQp1a8jH3?ne54(uuo%I8kd%kPB2R#YAK;BR^()J1yc`r^JT~@UaakI_+X)N2+;NP- zFQ1oY#dK8_^XBG?kVecV@Kx+5;!Y`T;qbMu=B!BHXFB?RzJFL5JJ@T$84k{8F>v&$ zek;cV82rTaVtcr#ATslh1}3wWmmLvJniSpFp#x^`MMhs^o_^vn;WM%~omY;KteuWc2z+{ic@jjQjAG$nK-Dw@3W#hQ{&CyeEk# z#cF=UtaOV0__U$X0{ZHE?pjfXii+1kZ%IhXr+CZ~mf$qpX3%2>Ztk1EhDLr^%!m&X z-CGCrBOwtsyuW94C~4>`8pIV;4V^;L3c7k;wpPzp%ZJHWTX)I^zXpmVFQGKC)>H@& zPaFI$WFEJ6_`_V4(n!4%Qxq?zm3llaeHn1rdklNl?hJ4FpJxaj)_+r9{!M-PH}&P; z)R%u#U;a&f`8W0D-_)0XQ(yi~efb}1M7IAH_2r*Z^8Xjq7cO3||B3p7YXSqD&|HsE zLs_(Bv_rp!zDMyhiH}i`4$?D zC`mI~&O>oYN!K=_p`Rpmti+A}6Z_@Ii-0Gg|0&?V+0XytW&evE{1D9z@7FSB*Zd1` zPwy2#m8_rugL|b$`pG-|6B7ayoZ=cp8KfN^meFqj2k|gPq$B|Th9;wOSye>j{?3KpE#5@H)M-n0Z4~h)l zf`q1~rd!i9r1#5|Uxxrs7#R^miC;rB)v)J?ZsGK-tnjax2=fF#fn@pwk^c3<`~S^1 z^uIsikk~TAA6D3thrk)z?#=p$AK}H_7{Bii=2KLDLwSks1T8#7wh~3?8T}7##@FpR(huG! z5pgmkq>sM8QN{c$MV%2LDDt4;lZ1_M9QqS+2I->?{_MSqAL3J&8bT-59T8d_#ENq5 zi(ODB;s!s;yvVwF{txX1od15A8sV7|H1Qk6Em2DT`i8uAhY<9(JklxhkG;k-gnfb+ zp8WQHwW#e^SagVU z+ZTudR{Z29oH`8gVT7I0-}(4x40NMcB7zWhu_r?N6uUSK$kASiZ1@X1_=!X#LaIW3 zjomv87=j>#*B2qXXZ*RxCXb4FGDs%ID^hHF7>5o<)&b(S>O$iVS!NckJ@{gCqj}ew9%MZ8DV9d z3XK1D;QmwYzF#dw1EDU<0@6RWq|^zk3wQpJqE*>=XLZDXN8>`uaw3T92Ou@HlL zm+2$bPn=d=L^_-A2sj8NnWc(CyQc7v?xSf`WSS(8y)4n{P8%UAp?KsOXnR)Tr?Dz1SLno9*@ zskX3Q;9hO*YT|)yeT)G9u7v0x{rZ8y}_+3&VOtSVbIL#FO2RQ9H?JX@z_k+Oh zM{c8++RfjxR%}PocFvLM1c-WT)qN6qIW?Qw2ZJc*+#DUrK#?}oLu(c~^|1-|a+x$qWR z>%m%F4_c+c_g>d1(;@z_^%MvndZGx|qz*!hi}xE^flT`cc$Hrlw?jexaZVg&l~NQ! zd8Y`cKF5+4Oq#cAR%$#sivpv2DK~;n+IOZo417=ed^{h1J2po|k^1alzCc0~4M-%C z@L6&+eE;PNn|(#J+gpK8zas1YOZR#P%)5O7Q5_472_FZizguaIkkWsTB!cF!A^o*3 z4b1puhw&^)j!(ZPbjia?5uTCcJ1KTJrl3o)(~C8V7w*0O6c);!YBEhGgC1HtElJ>* zsy-w3%`|mkEA|GdqUTT%cTSwZnW!GCLv;k_3~1zi{>|7Uob0#ZPbSM@f#l13e#p{DY?9CI=z< z9y<=sPLUY-_9`zeC^d=&rn=*y01#^I4f0&JX8}s*^+BW%x#{GUr{ zpXfB6N4vuEwY*Psn)LZk6#qe|f$_B%U2ge%Dm~{=e2y5wtgKm383BArrQzNvRvhCS zMVF`(>Q`&Cq)$`ztA|KEJof>w>hsg?Uer>Kj&-T7RNPgG*H3xo;}0~duZH8~wp}u+ zDqGo*C<=p*eLv+~qJZl6tVvN6i20m7+1liXJwum05fTwQh$MM@Gz=il)!Kq}*!drT z8XM#KTNsFJkmIjL=r5WRD5+jE?$IqGj9HEU6Ht@bT!1WreAx83q;=uuKte0kjm_|A z9c6z?)xS-)gPp0Q>p;0E$*kFNc4p`{7uttSv|f11zCtZihO4sv>^p5hsy$gTu;1+9 z@!?Lm8mqJL=n?GHF?@ZzpMbSI>6Sc6JrHSWVbQ+w9_bZve>>r7*_-3b%FV$5%*)#` zkmV|G$mP$1vT-q>9Y=s%m^hG zB%;L#^?s&xc0GzCwX_Lx1is0%mpePC@|(fkKPqk~=q$X5v2(0`Mi3iMihnC&Ze7%7 ze~XI58h)mDpq3@0kQOJ;v<;aNx{kCheB#sGnj|Fm%TcdRukSX1ua|K4Zx1*O!o%x3 z+GyUXtBg^dj4B^*Uj=!_W)B1;mE_DAvT~6l;I%fLH^ zuVRhwYqsj$6`fLvm6W}sh}Asw6X4P#o~XmtL__MV`Exo-e0_XjQQr97$6j8m5&t~u z)->C0_Ro?6SJv5%LS=;#uOxkKP+5?cIqD%rJ6mO0;}Q77<08!7&QW#BSWcZi2|Kv$ z`HxlK_1RGT1OYq!rtSF0()(VMaBXE^=IV&2|MMgg9*k!Mys)p) zrm8K34xQnV0*yh|F9J|&{723re^RzY;EmwXCsIr}jtYqlyjkoUU4PSYuz4l*Eovhb z*M{gC{0SP!Ac54ycNa6zFO&|9TG#;A)$7VLYxoV${dJydN^?;#;9EOr z`HWe^)40QSWLnoWB@d7Q?AN$i2&KiYLj_~ejnIudOQ$tk9tIPSGN#?(OsXkq|MD~t27QrjQB;9AY_y3755RVKSuCN|LpQ=>4#syu1~X=xDjE1~TQ zbIEEK?p#+0PW0O;)r-x+xyNf+>!C<8>&*aBK(4<5+Q3|Kf$&fB#p6<*F82m}52zZU zNJO_a5wT8n_l^afgc14Kq2rTUb#PzI>G#8`VL5Livir6itb6{#;de3EIQw=W~kBSU@JAdzT;kT%NfpxrdUcu2H@O#wOp9R*6XMe}VU@xjmSu7(U zoHFY$#Ia;)ysUO#w6T?``7Pxb19GQ&saVMpL>m#afdLVFMYF0-m1toc$Io6PR~9p< z%5I=^Ly%jNpMIW?!@?+5xZSiV)NH?hwd8P~7KV!>jtGlgcLp+>t8{FDEshJ>Fa38 z)ixvO#MFDzpq!0$-F9$>7$mMROF}zGP0cw`et3HWe&KDCBQK$TvAGt62gCZOXnf+;xIKc0?{y_+SCN(lnQ&wSD~;lFWm0yY^1UY{7DY zqpzL^i~LC1L=6aB|JkW@sBP)red{-&xqsp87I|Ad_%$>jvPF(%QmCQjlN3{&=$s{n zV1pwP%c|k2oB4!gz#&fK!=A2KVn+GQ=+uEDU+!5r{SaP2M}g`)P+fKZ7e~ISG*yE= zJdD$?1(MV%gPT5^pP(-rj<3ws`kPw}$7NU0cc57^G25Wa9Q)tX>NTTRbG->?h128g zVG~9`Pp#oCOX3-mpDw#Pdfj8UyO5TEt2RpXQyPE-54|XK$#UD{bJdCou z$9=pXM9NXI(OA#MBi9SVtB$J{ux1bM53l?>#8#y)l}0nvQALr`&0t(F<fyIi$%a-;El=)RR|;r1 zlgAD$rED!{*jl+%H#Lp6@uol?nuqqI=TiAJ$ecLYJt1|)-j1tYy+g_Kzc4EmQ%!I0 zR0aTHgKOo4y9ru*iBq3efW0ERO^aZ>i`fW+`1mD|57cYC&4Bm$=}q4)&o@G#)C=TS zpURi47OZd+gjyCr+@V6??KC;63H<$Pqnbh|<(f}gtKJnqy=2yZ!5ozSDs>!IYjvAM zP02j7*>2>CDdL=`)ly)4N0*367g?hvvmscc^@)O<@bzneKO?oOc?=ue_(2 zBYl@@S4{7h)%9&kZEL4FYi9BbQyk+W8nXA!9rvV8rsP?b`iuIn)Y0aVVfUd2xO_QUA1W{W+JYXLo4&18!7sC|$i<#h>Rh_cRee zB83uD2-eYoi}?Gt_ogAKRcdo3D-^F|A?ow}Knm4Zj!^7JH_&{tMWX}%Bf3XpZU=K9 z)IrHaFMjw6(yeS!VO{a9R=ZSp`RHA>bTQM!{-~TRN%>61uWXyih;j3cPWZn2#geRJ zO`7lpB0)d$b&AO8FJftk5e@I0?W?EQ>N}DYEsI#R4511ABr>5oW9xKe$4Hp z+b&#IUUXI|8nU!W?_pHy7P2X3`S>0S$dD>#^rh@a)8Uh&-_{e+bu!e>qVaaK2*sL6ggV99FJ?f#kP%rx_AYKL}*#!C%C{lw9t!A+NZ%Q`$y z#zGDqJ|_^?Wo6mtp=Ond8i0@svVg!4Ycec*sOeaEH{lrspS)Oe+fTrg3>)pOEO}LL z<(!7lEkW;xpxLq!6&l4a3UCXLvyF|MFJDx(U)lV1q2cURng>lTD-2SHb$6b}q0>-* z(oKuynE0M#z^RO%LzL`y>U(xPsLh;GuHXBpV-fEj~rEG5ORadG99q_ExKg$!xC|Y;5dOgU36+*_J7)(@4>O->A$% z|5CjHQ!I0P^*42<^>%G{Cf_#Ic}#l~L(f1(V4t93@0KpAsKwq4(&Okopm3r!-1Kdq z=X_d!&Uwi-dInIiW**8<`SyK6Gk5t37aVi-*N3H3Eq|lHBDr{jybt$@bAhq119xA# z+)|*&HPsUY;)L6zj z#JRnT+X%o6_*=3AV=dTJoGx9^Uu3g_mlV&8>fKc~eqK2pDT!K6UFaT7a*}f4Vp5HS zbF&ZFqtBHn+n_CTf zUY4o|tha?vT&K0145~20#E;qdCucUiDn(8yH15lEObK+mXG!N8r61 z#CEveA#rnqNK%VNKjVJGH=H~C%>ZDP$xtU!SjzD+wS18@4%}fE(CaXQzU}`H(MXDE zo27U(eosN$v3J1a+JtQjXil1u2v!K2FNK}9s2n?$A9)qr_FkW!=kH)Gv+i}rlDf`J zmXwu3xdC7a1B1Kw6eW?_|7g7a2z6?{)ppt^DJ`|D(P||G2Be6|U&S0;xbGI4P9^(lH<8pE|1_ud^O$Vg5gc;O9j)^V6LgRZD{d1VC zP%Vb4`O5Nj?Z$c8ja$IRT_U)7Z8s<#=ZI_pV*0axx#3~`RuR(Ou&Dl8){(s-rFGpW zo+g5?e`(9syRczZ|FwH-VXFj7>(+e9HuGQdlF~=B&z(!%-KuzRmZgZLR3@=~kPM1G z5zfHAH0`Rz?!Jy~>L11n-)oLRm0{m9+Znv5j7}gWkIWvho5BJZ7f+2UB-wva82J;Z z4`@0yoT8ao-TCR2Gi9<#OwkCVS5f;4Ls$DX^Fi2dCoF3_Mh8$zqvJY%z?MH%ZmxSz zweI7rKHrnzHIZ`Q>7=?_>aFGK&_xG#X-Zf;G#E=_+EMX4DLtGXBpNOl&e#Ap#gWIvQ9AZUEd!QJ*~ zufj+r$m6FOyy=wIXb1H(ivpfahE5Uplrc|$Fz*-0#;J!`G4wQfy^h=3#i6VXSffK$ zcKow4A)Uebu{!2>&dEWZJ&-cCGTJHy(vw*YDzV<%5*E-j4 zFe&1u<9>!vsvdKfA-nu%3%x@8=kEKT++dO!b8v840{|A~t);v0{z;OHe5L^t zls=sCQ(6m8Ju|ZlFVOs2F02FWrTg=J>?@##MA1(2S=z7%&lqJ3-2T#c4AglaGd5Pj zs&;)9j;)Xrf^d;KoU9n03Ic%Ly)J^E=~)lj_OuZJj07BBeZSGH(>%_VMV4%DA?r_M z6K6sCq=x7_^!ce^zv*WdGxVCs!tEQVw4=VJ57mH|W_=-9EAJwmyPiRI5l?I3TZ7Tc zsi>bh7m2qYRa>_0T#lO{xn7qzP#3 zIR4yP&RHHW<@uv&Al1!9=~TLZE0-d-L(C-PeXv{&y%5FZ7_4id;}*9*{U8jtzCNmt zMY?&b#fPB%aCap%j-v(8;O41luE=XxpbgNV_E>6NJ>181(AV>FNHH#N?bQ$M3fa3_ z&TLYxW;IJQU)82v@Ku_mdDQoLsoS2bboM89$?K*LlDZ6Pt9qjJLd1okv$O<1*-tvQ+OT0=)BrEljEWlnM z)!V>$a;RWLF@0$J`^`?^s?E~G(#`rp?VgPdUXuEOiKuz$VnqERu-c-{gZrN08U5@( zah-OX*PJR>eL<>wjmyi^o({mf%{Ze%`_;=0=R{`Nisg!D^9qbq$BI=F0kd%1JznHn zaq0Q%k<+W3AfSsoPv)4aPYL(yZoARwrcCvG!&oC37HD)kD-_hsH|*K3Yhs@5&vdV% zoc8|9p6Ca{P(GWii?JJI1@KxqtYWf=eTHP!C^^8dx=D*Vjra01v$Bd;YY`k?YixqfE)Azv}(CO2}?P_r!qm zL6UW)RNGxn{V|aR$!fy4&x#I;Pv#;gE=Y>V(zAD6gOZZ{&fVWLKV$%7i?+oXqk~*2 zDRArf)t#6BG^T2kW?N;RjXrkD#||mecYeViSn~{=vp+=sX-*(LJ(1GBwCfz zZ0rw!56&yiYCM1GBQF{W5Evv^q;5H1E$UIm_dQNWAJ6)>8$NL%)poKN&B`fnq4&LW zFx11Sf4|E>gtmoU*uI|#rUd(H$XZsP;G;zXyThQ3?CW0N@aw$qf-LX3teMufcqup{ zpfLO6Tyc2SAmyIT4>tsnA45!kTg_S^Tgx1DON^31@HsBAPkH^UStgafki~0mJ z{nGWsylf!1c&x2SUsLIlGhL=qJ~p6)?B*YcPg<%u{0V5nrP;rnXKuZ!24=*aT2d67x`3f-(qDP!Pvfui-!e4w8 zQCAsZRPL$I)E?NV)>PanW0Wr@%UOYRj2Yx3)3#LExDc!j&7-o$vCv zCyM#Omn2#a$~(t#MxIPWLE^nXUWQFUQZ7=sn^N=Q<~bTK%r4qYyrVixA3TC?Iw#M& zQC@xdt_|GP=6^HGlKHA+CR^WqE+DPbN9mL@k(Z+vFD?|OZ@-5-Iyz5Iq9!iR>Fi>> zH65ouE@YdPmOq4rl$5o6&$qJslR7|xVQ-Y!xOWsc+`QYBg2HMSI2z?5Idkd|RV*iX z4BT?B`KAAs6#D{SYqpL}5Y|#$96%e7<{Tm^X)PSvkA#Gi7Z+Q)%sJ5t$`tV>G~f3f^kpq{+2F|`6crOSc8hWl9lrNUp3SK?6;PnTkJ zVoD|Oq&qGi;#@M*C$h8jlyVBPQQS?Cq`HJ?t3AzbYQj`e@l>v1{w&1raMqU8oYUkr zziGxAT}Qc{|%8;^@8ov*lcq^DLX&Ef{@T*0$?_gU`#((tzag+$`?U5CVqhS*jI<&m{vy<{5FpmJ>wy=UQtb|xmKWn_+nIy)x8M=<}VQMKomKccoNt2^2a>FP|h zhEjyHg%kTUFB^`vIp1SS=nT_M(+v(7is%7Id!pW#?bK(CKef=yVbrXGr`i_?PN5i#;$1G<>$m@$R zyX4&;%^D+OtdF3t@=S1XVZs?}2KwqZ$8E|#_3oH#p1!(6(_>Tx7 zU1VvF551X`fnnOyG+9B*UR!Z-qRz#A6;Gp>x{MrWj+UCo((fO#D={Ru3EJr@y0^{J zDaC)=dn6X%RZHuqotk{^rP$v^MTPLaK1pbDxi|8^sVY<+f2B_Q9alCY(<`_yK=iS+ z4o?!NO>`bs?8GF6OK?yn9lb{7+_YvR{y?FZm*&juqWH0>pPvsox&77V*{Kn^ZDXZl zt)8)tUD2C){)Q9U$5wf#@Sn6EKBWTs(;OxJ7KnZThd)Dvn)hs}c9h+islKVHLv2=V z&~3wLW*J+9uT)seeZFDgv%|DXXwV<{s@j8Jv9ta+kq8*aG&k*Z-PV0+oywx37GdPXQ5j*s}X*5no%SP1y0YA&XK*zSe zV`ApTFk=+6dRe=SY=}c}@MjJ3SrwteaKF%MCGtzU4{{WXRESkMc$%BJ5`1{aT|JOa z?*l~dd_qw9kOZe3t7c?)*+vBU5a21Pse73jQz=8a_BL8Hshl)EK{rtog1XA3@b@=& zz0M)u7x&Lw-|r49zxMMsvjQL7cts}*M(RK(T_>gpPjk(zx< zDbhW6$RQXz|4Wl-AKLv%suazw5)#%_&RH?FTa?nJ!(%uAd453=-;U*@$#eVB%~&k2YO32$j8UC(`^?H! z)>pjVtSPK1H8Fd4*0q_@bjR<(ab^Qqaf-}oyuU^Qt1F$BKR$E19j!d}Dju}5uCbj) z4r=&8S~KQk=~wQn7LRb!E$FMqp;>NwFUKWhRjuY)Vh88+s z3CS-5AC#BZ0lP+TcQaKlkNoNzF9yoWG&R3Wcn-1WYGnH>Jbx|=)4cxL*@*S*DB0#n zX)_<^>l!ts#zw}QeTACVf@mMu&f)OZ(Na_XkI&?x=!DOd>6OeYAI348+p~mJOp705 zdz#3OY%eFGR0T~wFBa9zpE@Pqk_SV|or@Kjlk_R@1mk`>3=VqQx10Z#Ir|>^(xpr6 zP^$DkBdNv+2FaL6;X?YtQM^9jLu&X_d`wzfn_hFR8F6Kf?AkTE%D5ED^GiP45p8K9 z2|fpLSapO5cG&5BWy52o{>J(-3M+ObH$EaF!nbWJ60EO#8wDv!NI4h)6K`DnwAoe+ z$1SEup7Ibo`dhrFs9?JrjP}U6{pnO}cDZ(V2?7pUr==R35ts~{q?$CX@a zp1(EP^9k}cY@m%|-uE~<_q|+lYO9(vGdR35IBcrs;fMWt+<~wMgU?eom6f(W4h}}6 z-Wo%lJVm;uvaT}QLFO;Wl{_EcNMe;}=EgTmx~Oy?q|Dx6-)I{qsAL(gB0rOV=KTV? z9mxHX+AJoSNw(WY!3&vg_V$_t-DO8s{~TH5f@U2L_&JT3SGWot&1eP}*Sb|2+)kgV z!e#*QTFI-tc~a+rjZbQdP}?Qirey+g8qA~1Fz?&owvHjY3Lh_m-mg^tRytF6v9U>| zks2B~iCIp1_)|Tx8EpVx0t;7N)XS&XM4^NsBNmxp&hzV#xPcb#g1MObFIXAWGIwO`%iz>(^ zm^|d>f4|Zo#Bni{m^gHCW0kGJPqHeSz2-S5tDPHS7W|$@=J{iJ8h~GwVsWai*_ViB zCXT|`!nqL(Vj-qTWA`Kv>$B?|8P#P}$35?m+_l*Ex&Rvd@+ka8$Sgi4cVlO5JP9?( zdj3XNj)x@jUc5HDW>A)mgVNls>}YI;$^ zIR_Xx@MIsdtS$6tZn-jTSC&*V3H0Gd&}_1z-FF0S(yGP14Cj~->-!KRd*0K?YC-M4 zyH6n_W19PHR<7Z(^ujPqz4PW{d8v{Gw<7XfF~%;ihw{QZCL*cDwzs`GWt7GdVSb&? zp72rD5jN_aX*dcFzSiMPa}2~y`NGj+`YcI1wCE%oRhjIYN!~r$UVx7A%4V;dMvjkL zR@l~2XFqW;l+m8ctf;`BCrsYBLVEGduS@-Ey{`BI6At^?1DUZY>a2{}L5Oktun{!t z2Ci2`6e8(H68fwCg|)2B_?;gMD5~=hydC}8t&D1Psdne1{LeCng^I6BY8VRZ)VL-~ z4GMqM!Ch!O`*&~!aYPb;`B@(BS>GMkgZ$X9A{eFFBZ?Axr$S3bYmt=|J1m z4cPE-BDBlCnsBU_HmP2$(zh^=i;FhjrnN~TmiaeYuz#j2-I4y#e=J|H;Y0%|I+1yb zR$lQIj8yynVz)8C$D*O_qH1nxK*fW1w4eGtR`}<*&H`QScUP$E-?QSzvT=QkI~!vI ztV|KJa9@RoCUz67Ibq^sd@6(TVh*mpSKZ$xMVoVWv11g&7w9C`o9F$(cnHj%I!b0J zIOajX5O;MZTmfjxY0|I$Y#3-3dZ+MM{_a;NTc%s(X_-m0h# zbhE}li(Hf-4OT?yvlP~%QT2+TZz511KR3Tnxp$qX677uyGjl6ug%g}ZIlRN2V$^$@ zN~BnBrQ4vtd@61ys-jK|Q25qX_@=3gp)5g$_sDWVa+{p?+wCk>_fH|EXpAzH9C(F5 zO0$3v=L5F=hX0guOJ=M ze%B%`;ZA`RtM8G1fapp$o!^V^$O#2`#AFa4|8hawwzN1<%Jz0~+2_u4AUs6#SIcAN z7mQ=4G;25Bjt~n+Nm-~~F?);w*$(gMKpx)<20TH5^iP4|iJExwL$ZM1xOps^f)_Dm zlH`yT4=|l-QPIN_Y{9SyXT)z=UX9ZfovSMIpz(aGw(Q42?!s%FEr0e@E&RPN`>ijieQ@O@A##^IQ(V&i?sKh; z{;S;rHB&BPBCNi9prIH7tbEnq>WUIM_-ppeEg@c2lC$bysC<+(6E}^VteQ=4-<89e zqQ_Ldx|lqJDi_dj+%S~1EuOX;+iI6=S&j~iTHRQg6NcUzX2b;$MwgLzM;Q7 zsBoGr2$r$meXq8~{_~M2ZD~tIF}S5T@m8gdXQX$Ajl!tipvEDr3=A)BB3Sy8MrlW( zaot5+7m^+qbH|8gxt-TLmKzd!|DGiDk+_;tc2Umt-H&$8GyE0bHxHe7WEWL5QYTA9 z^vQFqK54iUsOf4cV_u}Wb9QJ^Z1nBuzKPNvLeoXZ=r0h>3x-%B5(m8nH~}!4UCcgy zg2^D@fhP+jwgGHXEGo17I>`Pa-cJ%w@QJkxeUh6?q*^>f_(uQghD$(mm2D92s?J$i zogPWRV%IN?^z8Q*h7T5qD79-0=x{oo)-!BVtUH6ci zGDsm#2Np*~1zSvib*-2-+2RHugBX|P4L4oC6{#-%e(kVu-Y@T#Br1_J!P{CsOp9Gm zLo~kCCAm{=t+A+LgZ_zENQK9o_-x@!hNv6%^@?OQ$I}Twk?&>L4q!8a>)y$%Nz$AH{F!ayr zq|rIsx;HZF58;*XJ(!}U&uT}v8a<%Ve@iX$G65@Y^}#4=sREo4sZ+`-5w*LTqIBO+ zyF+a;r^ZxbH)zI{0hQ|GqQW)KAfKJiAVa9Cw6yS6d+Z1- zd`tV9`(3Fo#C+H%b*x6hfj`9d(i5w;gnQ18XXq>Rb(#HFz?thhEnz4#+RobjRecDu ztwfRQ?1!XP1nVVSd#kMEp^dgRb{-FVf|1{+NrO-Iw=i%_`tt_OTpqp9db@~hayIdP z88YUVNkfS$$2{x^Rk!)3>Qpc8;(2vUpv23VPPJS_{rR~cn7yRvO|W!0ylR^^igs7s z4yIHOrxv`&Id$2HJ-Na5x6~U3vzN(g%*M}c#-Y7ff2r_{YA1K$4@zDRPpmgK1a^Dp zk($9_Lsyj7Kb0NgiCpn0D*37VoShDSWcvr6t~OJdF=-G__ep~m%@Vtl04l&+NO4p3Q2cPO(jrYfd(r9wO&m$J{Ucl1arnzBNSsWs;q?wq%2f2({K ztRE{Yu<0tnfTsLi6to}z8zZk3ImCIC;rRacj*RzsOsbVMAtL(9ew?hlZ=&p!O5HOk zbfb7-JbfBjKNvn0HyhXKCd6%?*}PRBe@U>sEbAhBH_*44GbT3tML<$&)pS8x;0Stp7P+xFFm3vrcBgO(|POG?io(*M+2?& zGWIcw*a=vx8yJ#|u+9`niFN0BaIWpL!AKm1vsZ%@<7gkcH+;Xcv>I)1eoND@2>%0* zxB5&7L&K)5l#tHjw4aN8-Bev%d<0;tuI{v@Oq4e`u1&eE`47;f3Sd{H>S+>qrF z|6+|!afz>ZOwXQotXR>P$Sz^xzW&ud!Xc=l@zlZ6yHJgNI_>a@ZbY{ARPxtt;v{{_ z@4?I89-1HsCghT%t!l__*}AZy9@6M$P<=~0Zm7FUI>MdDD>|5zbYbh?LghvG5O?Bk zWPZ?bId1#_`1+%K{KD|UJK})d96u#25dlAe<<=DS>>=-?eFRZdn5_*KQWZYG#L@8e zD^|1P+_%GO>jdea)m`S_HDi@5BP3|+mm^3#+ahkwc{#a`%;8f-M;lQQ?SbdomPTFX z3)hIQ(ojT@Fvs*>@pSJGRH9k@VLR3NRGwin)kDeEk8DQ@u$fmouaaY4*}iIcG@CGA zQKv7a3I25A=|>YqBfn1DAc-$=gn85yB*Jk`v38H59vUfA*uJ)lO+WWSI>@!$GcXMG z#rg+g2$ws@#Sf!{lyHJ`D#W*y&pXd>oeN&oDmBzTG|jha&7(| z;4SK);*Zp|E5XX`_sw<V-44Pvp$|1k92%}Mn;B=%DANv>w!e22}lBXN9_{^HT?k>2}>>P3r?UqS-T zpAAe(XX7UUN{+2*ftK17B)qF6g4J zsZjOByZ<%JD|kPtE3xQw)NvKAFMXYNf)XOixGKAax3T~1Ud%S}SZa!pB={1QgnxZ^ct>bT6g;*&naeWPa+b-^yh)Stf)q~Te zuo*q}hq_npl;WCMRG^q$WMIeU0OZmA@k(jR2R&hN%K`S?WVON9So&dzo82rh@u|-o z5@UpCn3~sLeQ7piFT9HCrExOGvz=0=SByOF*`}`>Iu)7Iu+5U{DDJ0D+oMV#d)ZQZ>kqS+$=FXn zXY-A@huIZQ7W2)Qi%vxVM+#UnKMf{I_1;Kz%ZHNa+IlMopUv2)2wM*7##rDA6$+hO z{1TUY+*_+nBoPyM0RSI2z{U>2NZ1wn6r@j6;_)?!l5q0o3kF;o_G^Q+BW zanXS`-?=sro<9zb17l8{{F@5pvWJF3Z_FFhFGD9K|G-=zLg^_D16uw((+E@ALtLHh zNW&lOL#pdK@+Id^mm@%juM|NHhmBhxKTb_Y#4GV5e=rwV;Y>~`{IWP@|wG)t?w#Se#%aim>72fLYum&B(18y(|< zjWR58>LrV5g!b#Z&#z9)QU~?j)0LD=*to1xz!hQvI1^7>UMJ$rvPy`d5{5qd4TCp$ z-0)B&ZV`T=RyffxG)+nM?@OP>aLv_vCU`irUL&WPF6!fQvQ-wL(#%qhVsr5$j6gT?dxefVP_Oe!4KBJZBE3b zBed(m^rD%n@+BliLFtX@afo{FPd>3o$kiaJPD85zxwjbn@v(q;(yPe$UIL#TS&EK=g29Rwpv%m}fElggbw`GRLa~i??(;-R zMpZqlC#L`R_hEkwEy5N1uiu;H7NAfPUs2RQ+fefWRQ#GK(VDHWtgT(1~!Iu)Hv|JIXP!1 z=rMQ-pUZD6xDqHIREI~~5k?vM(fg*Mn|JIZEPzE4r;Om*MtSZ~{d}A@WDw=g$IJh# zEteD2p|Ej(*{9OIVULiwxUTs;+dRVaJteP}_B3$$?${Dh{d6THB0ypU1w)P$ zi;wH9W?Yso!zPgxs`1Gq6ZL^xWZN%xQuyfrHzqTA;6B6ShgI+j#bUQg9zFcl&0j!U zO}TN}@li-G80CZ9yA5*~tteH3q&dsmXZZuFL{TW85g2Y+kKeqWjlomqMg5J6hm!Ya zJ09u3*eXhN7ea78`2D}x-7fGy!pIX46!?!@#v6?se`Dm`cUmyMLAQIvKV0$xoehH| zAaA(@A0w3sAFtm)2eqlv*oFFP9;%Z3cFI%wK>Mk~Lsxima(1@j$Z}2c38jx5n+a!4 z?6q^4CTcVvYaK#S5Kmjph%ZJg@qma(^~Gx}pn)bo5i{4Tr;mmR2Tq=nlDs0)C+G@p zjtg7!?g_Z|mn1MpK7aIHJJ$NIkz5oh>tr-z4A{keIK%r*FjxH6;F?jZj7BK7=GoKR z4AHITL4NMc=6by+b8B@^;a)d`Pn|LA zE47;=V&dM__5KE>F$%kNx;JmW-pE#mi2f3PYH+#}&VY9xTI12s95A2D} z`=BJ^I+6NUPi6-{MTZroRZ1Ppx4SPSWzo6ujh_Skfaw=6wD6d@+QZQAU7UqkT*9kx zoqwh~qMEVyn9$^ZRq*ImK&54^ar1d(#g(}tuphWtY1Y%NFYXr-Ajmg@!3g%0z*~oe z4GkFB2IZt^f}}4AQZ;x=zo}^<-(c%2tF54LIt7R)jg4cQ;0nL1BF3+^b7nO|caY?N zS7Fwvg71JY8#BmYmK+tg5tYFi(Ir3Gmr^TT*WYkvE~;|_UzY2O;Do$yw_R?WlSW><;Fs~?|x zA6l^)!`LxItH^?RvCb0;uvgZl1ve)dKV}Yp zD09Gh*@u>CXX!U%FL(Q}E?#^(i2XEn@#9CFmZn;(#>J1vO&2!4R@vNyw`|dV^>G*{ zmhWu$X`xiqIP@Y}(gNIt%}g(;q89eLwND6k9$`#isYh|X?s=|Y?O;~@Mm_6;)Wi8* z0D3@?q)4ddBJ6}1aN;GAk5RpFgg<=nnk(1)b_bA@Y&_oENWFb@_73-eXs~lA!n5#+pWMLEBOV3O$-uKbfFLckq*0^%0tP23 zLoCzNW!aHhvJ*rJ66O3(xZuCZio*XNaN$G*g#HZ|PK5vePh7a)EB#M#;RN|aMg9}Y z$4ZD=$^~8b>A1F_iw8%Sab9YjfI39UmC-55dfR5(RfIPW{M7ve`+Wwkn(8jY*rJx>js&U0EVNaj?PI|S9pu5YY2 zL&XW8IhalL30Nrq_a8|n2Fa)}R-9Dp#4))qGyRdXV$I!o;J|(RNMFUiJ z8Wx?*cO?o$OCeRgXGMCpUxMm(E*yc9^e@#@_{N^L&r;8ey2|!DPc7?mZZWOJom7PA z#YZ+yQIlL40PwFJR%z=N^(dB4owC2SvxrNEgYph;=5YT=CI@_w>`})g^=}a;exH>d zM4zDka|z|&2~hu?>~8`&AjL{YKN;RCU{YppG`a1VjypcdoiPWLSK6F!Z)YY|x1M|` zCM~46r0g0L)(R@9vl|8sdePDw`@93?H8jI(Rc+n2RrWT58m(!qnwPi(%+@S}d6O?w z`9;iZ)U026sXdw(W$VhNGjaQMq2;D1-tk-=*f;h=h|cJ`%3H``Eu7~R@(rCPCm zS1kH*n7&ooK4{fGaVLpgprh2|B|-#Y{;nM4ukc6S{kVT&l;2AK2ZDG1PWFf3(f*UL zw&p`vK$57C%7%eaok5-I{*!3`>AfqKD9I@No7o7T*{H@z>Y4N6aq6RE=TN_NlG)^` zKY#10k2#CO&JrpD|29}x-<>(z(P-Cd6W8g-O#iJLjEF1UJ*azC;rCp52jI;eD32vQ z?evSqeWANhWy){8f`WlA?HyilpTx6_?IS|}u!8?JjVz1+z*pkD|1{gfQqYka$<$2Z zqM*m~qNRtBUB9sWh=ghCr_oD?b3ExYtisbk8w_JHW620u9GR+|%h8iKuPh78Jeo zpi1kXZl?HA^D=dCCx3l z(O-dIMSTmK-=`rMavoHMu26c5pJr7CkDc}g`-eq!*doPituLt)*3Nh@;2q<#S*b$2 zr}XlqC-`5^*ioHu|C#j_lx$Uah*%0SdNS)l0 z8}%bahYus=_gYQ*t-B@yUF64C2KPVHre%DKmgIn@YwLq+B}~r)ialf_=KYgo&DwSt zAD(x#gTpILRy8;q)As{Zgn75z`DH-$IP?O}&>#%PG)l4xDbxAwZHG_(gyMfO<3FF+ z|7GX@#vSl>L3iG9vS|~=v{H2rUzzRGNR%y7Y&d^M6|m7*AV{zw?4y}|*deP0do|nM z4Tfz;wumVDtkeRm{}gTye!>yZCSa`QT-cVttWxYrro31#;9Sj{z7`XD2w9gNOK?zrG*z7RLre8`A@nHh}+lc=;rT$mR|DRH`CEr!?I5az*Re;?A z=ytCEs%h$v3c)pVpet+1XwIRQ&gVuz(Q#_ExL~FI-}dA0GW>dzjl&*ar*G>$9%B7Z zWmG0UuCF~U^}9}uym-*(F8F3MS#RDRRxbXJuvG*YhUA-VXQ=sg+5DZ^ped&oafdU( zQMf`z(@Wq7%O2AHFSsZoLs-0E%!|Z?&$B|2B^f@?i};-dn+LNMD@;3{NDCfrenv0x z4$*0XU$gj!mESt3`vA3#>TMfe8z0w7COo)UKqh^g9+|S;EQoiDqolR7=gu6@6etY~ zkiFjmeeVptWp_ycMP`3=kg7XbPPj^TmN}LA?G7*z4D;GCd=M3@8(g7z@8!$%wOU1y zhcymOfd8dt1CNojl5I}-0GTIzY-v}$5kSlx>ns$zjEaOUJVXaAmiKghpgHW8dT37bX+J1M&%A-;2MK|L^5SlllxL#!bz94TD~1p6+CvPmmP04aZ() zSA#aEwwQ34;*O8=K_G$olIh*zybR0$#N5YVCA>>->z2dhbg2ci_;FcBo2%pbOwKyl z!;^2j-D(gmNr84_V&m)YleynJ+uNGacWrg_bUBWXg5R#9_H_(i;}`EG`6lxG*-2L-dYIneucuY_4t9N1s*Q}AkmL9 z0X{3sq12BzeHaH8@cOdox z`I-W{F4e7y5bnLp{Ultt>%p>)K7DB#KP8hgP2JA$He|CcWK9`(65Un~664zfYM)~O z&&Jamh0~`0*?)hpx+j0?Edls%#vGCV8MLAB{|wsj-v=R_--FQq3bf&W8hQTTpbf=D zg#`XHvSAmHW-oi-bWz%f<7GCF{*_JDC8#LIvy_`8)ARZOa0tiUaEpF*<;0J==(U0;en6qc9(ulyFVG)|i`_54KknPBAYwr0o;yZeYCY=MSC0d=)DHM@Rr|r&v4uVsyG6TtRPP7PNP8K6t)<*#q*`oK&S?ds4N!x(e*NPfcL> zpaLxGOU9=Lw7Zd2GUj)QqHPwqd_$(gXPzwNQ5= zCJU8Sr#WMk*HJlXy=%Poie7C-tx2~dM}uIqQlJwdB}1iRE;=*1^zxax;@w(tCcuj+ zG?omWs%%XE5uDU0d)VqVQL$<^81HnHCp_% zRDpN)LxvJ0Qwm1;ihH&cx~5oq-N54Fm(z69GoXpA9G;634o2AkV^8x){{AA|2e~eA zm<48K?>TA9f8`Wsr&+4GJ*WwdAX4qV+Mlbc4}Al!)XgkoQNQrCa~#Z3%1%ql9y}iu z^3hr)N#mK=#+_k{b+Trjrk9@XnzE#r=Je?OvMC>dqeb!D;?hPLo+0#vApq^+UwLSB zxP=GIax064LD9IOI4Cv*;ROVLV#)P=e*h|B>AOcq0JJyO4+iD};XXuD7M86cF^Y7- zAo=Sty%-^MxjdyPRN-on(r8--3WHWHKgNtx@Lqn%15rmIfxaxpj8H4=rKIvS;p&=f zfC0RkrRMlYvLM+pm zMT60;(QTHjb(k~T{;x*o$7PZ1>XIDu0U5{Cs6w@v+*x_v0f=54&Hb^hphpwqH9j^F}x44c5|E$G2 zUQOnU-h45KzxgfwjwBliCit@zMu}$JfVE5pIFrdu^e9@KV{x*nSVY+2W;}$Y>ss;b z+(97Q`?c_rWWvkHvl|+jCo>|g0s<+vO>;sHfOtJ%tNA3115miAY88A>zBnKvRuAcG z0WPnu?i8|jxR?to7cBq*)1G2SO&!L&*-=R9j1^TD|BZQ&FZ3EzJJ`D?E49|zX$zP> z5KxT${llvXr4-x4oO!-SUiuPb zQCy#k^KAj(w}mTjm%*OwjxF&%K?>76{-SNVE@qfft>yR!g0ffOB!}bmr5r<~1bwoe zQ$1}~#dS`!jNaQifHxQJp8wd)<`ebPWtI6h*HQ=$T@)|=8uISGEu`aiQC3FKV$|B> z>s{YZGNO$->6*e}X5Eyfr5P#nWf+xRL~A*H!wq}*r{W?Hy_r!M_HJacgsx=K!*$M!YI4WXja=e2Kq-X2L=`axR}pd`Fxu>M4ypG&&ZXA*#(fMG4U$i#%E z9$=2G7hb?5Tu9~2c@kMHHZ(u(Pd<9M{%~C%NEE8|EtR)*a@ZZ_`E|$T?E%--hI2>E zE~mzFZFWl-=YV&emf%BDur>N=ey9$7dso>o3wUZ=ukUs4LiAAMKD|zbue3!rg)3c2 z{LPb60v~l>LGksXoN~rOK(+z%;~G&y`ijG-{u zjq(mhxLc^vb`%WOX_;o9+sqF|MIk+i9$sP~)`^+g0_#?EwqOQ5k+tMYKES|O;zmK6 zRmfP9-LL%>IBV%zxeSA=UFg+{kL+#X}s(<>jBpvXGA-_sT z|Is4|+0wTy_GENG_FqjJ{29S8Un%^qR+U<^go59E^(+T;#b%IsUzOroW12w$(2nlu z8RVPN?r_nr2z~?Fnc^egXgQ7QTyfm%3;51h${QT z4!m*a2))B;H8MlqOPOWaNtDD_FAgxhrUSncv=q)A17 zuO#^%7}7sKc8mMOsfU6;;W8P@aP?hjoszOtJ;@z(#9DT z#!_g%>jXx?3<^r9%HY17@~y)ol!JVN#;wH3%WUm=6P zjB8NjBB*?e{n;oN3o%eiwZeAlZEO;#P=ek>d85r5X814Dg*Td``VQbjjD+CcKViQa zmG5iBJQE{SaUQ~lJT511vQazK&Ma&C@M7D?n5!q0LGNgSZjV|%325&W`a0;b8^~d? zDf(&4KJFWAe6}AC_i&(D4N2-Q6iE*hDL)1|)IP?1|HkL-xGi8rvSE4~cQjcfx9%~f zz;4YRL05n;GV}JK_EheVJk+!e26`rb=!8ZD&OeAiI?^h0#}hfyAxXu*FXYJ!dX1KN z%R$!=seu=>nkD{M$BXHiTNc5uij`hxE@{_YCNx22Xv8~xDxW1S|BhoiM9aYP@L;sK$_=D4glnrm{+iYDI0XT=P2l=jctUb zjWsAS`p?)=aL_&ogh=N~XVP{^Ed~1o)Cp3WQR=6uJL!XkwU$X6`+unCQY8!o?mvG{ z==b~`PpNrLm&N_K0xbzu*%S?T(2zg0jC>7eC<=GEB|BUlInnLki?cOTIIvb?Dn9^FIF4 zl_Pt1ym1da&aByWJE;)`&AvAl0!g%cr#l6ozb$L!rpuS__kWPHjEN?P7z%ja|8u!9 z{orKDR?=?@xrFMU=}3lJ(LMcSr=3^Sci=AaAS| zA$D5*s2V}Vd+%fULAn1VOOhUheH|fc!p-(YRk!+7L>#Iqyi=U3nuMSfdtC0rKOSb6 zBH(NV8X2x8BbhHMyNYMMO;{SXE&$pPhaQ-X!1Bt*8f*JJ+|!5b%zMl;+`A(CnKe=> z6=w^G)8ux-DsFgU52Wavb|d1G@w{&nkgK4iC34 zw2L%`tsc=k6aN}T!mqYuk!y`~l5W^~RSr}Tsr|PV9*tHsIbrcB1m3r48%JHp!?BRy ze4k5(2SK0;;L@>4EzdrWiQ1H~RRqLB)oy+Nd7eKxj0(R}2ZLdy$A#-?J-g3u0#$EM z!{GHymlb73w6pM!?uT;N_gp3jjp9ft0_T2Kyxxt8c+0NH672oWBm}mKt>;@aR*}#! z>|nR`LoYKGkMRCx_q4-WNtJzS<4rT-_#3v~I^2UBPnvKG1@MCqJkV& zQvfHIh7Oi=y!*-Tx7BP#;uUnLr>xDN5cNX8MKz9p8YZ?$(`{K4qXHsc#8oG@UMRO` zrW7a^-*oiR&0W)4Xnm1?o*}a8t>UEpC8s6GZ1*Ma?TCGpB|(&GUwr`S0gCox*C^@A zAb%T<$9r1j^=@o90j;AoWMI3Z3D*Y!E^4M2(h92tg_ljU?sK;@K0_W#CuQkSKHuEX zCy`c_2Z1XiKiK&!d@PyWkMyc@b#;LWsSn*)aWbXGn;Z){Ua&_t7(`|jXn8BN(lXqv z7h>*mIz%T*9`UBm{~zkzF;0_a-x4j`c2`%I%`V%vZL7;>mu=g&ZQJasF5AXD{l5F2 z+54WeXXf6SFY_UvUt~U!5s?vptQDCHtm$zBAGhkmT7ylhkpsVW6?t%>=;>HSQ6}3! zS6E-S8@89Z;M@22O?}-mb#>=7J7*c0e0LWvg4^2AT^Xh_bX=iIC%oIddEa%uN#V>G z@seZqvx|$H{_ubNdoHvvTc^So=$9s<`hH^{u&wnXA)i_rTd~3?4`rrexi)doXr8Gr zy{e;0gmFAf6o`(CgZ|V0LI_LH^JWf)Kj3$7ZxWi99E_yzc^i!Km*U`e04stDTZjzW%OAxo`Dx9D9KLekqnHbl zRSQpMFae-*ByzyPD?zBpp%x#kelSk|n%FMhR)bLO3n^~9)AJG0c>)=B0s&2cyWMs} zEB(s*-iRu5_T_wrz+oUTzKySL-R_1-ctlOHjV8@=mYp;MD6OW5*)NO*BYbZ*zfdP; zH`a!Jhq!V<`H={;L?qsp`Rs(uyjzUpLeHoB)Ek*|hd8;kR+?>gA$(%Y0SKM4?5_C* z8dWBNMswsp&OFfh0-4*MF@v8YgAj9T%H4A#n(sZ28kwi0rpkTPqK0@5i>(3WSEv^1ufXLw< zTc1pMyS>@&wdny&HM#{IOuC(Nai;cOKnD14UNUiVs=ABg_2syj*Gr~E@vGn22NVcP z5hte#?{T!h&fZz!7^C^ieljojV5e$Bfs^I~D~1tZJ`CIH4e#T1D2{}uoHEmxSwzqH zJy?UF#7~>hI#3b(VDvT%!#t`}LQk3!xG@4rbqTu`sI7Zn&u!z6@AC3Db(&DxWb(<% z))gMqkU-EwCd!1#Kc7T{Dsw3nNgOrD2w(xkK32UEX)XYAwAy>Hh9#ldV($gyWlU-P zRn9Ar58R#gKV{3GTGqtIG_L-1%17+d$FKl$kj8ut@taanScc1&O-jEyQohT#X;V*Y z5sv~xKmdH*I(5s5A+oF*#;L}0y?x|uE{R9^`kl`u0dN)SeZ zX@ktt(P*DGFAJ_*2f>i4q@3}8_+U;8U=X?Bh)4t_i^>OOj15Gb<-grrT#~;KXwBB* z!ug7UG%_PY9-b7NnBfa#PD4bf;@1k}c4oP}bWkbo+hqr+QpYnS#Xo(!KTyx{-pKTHVAU03<^f+D|6CB$P_erJo6>Z)6Z;R5~$iq^T$@U zMI32|e3z9BBw!p)xH*^rt^{V4m}I?4L*R!&T`iUal9~3;>6yV6%75@COks8}9O>WF zHx~$CiR5FkxbUwgfHr=@u>E5TMLI2wH?8`hmi@=gK_Dw6@R$rF4nlHJx;T=3II|zj zy~(sm(f3JwW>J&vX;%lNA4Nq%(mr7=!fAXz-2pMm$~w(BitBTS-4>yb*ex|Gg!L^K z5&guvyWQ(Pv%FP`MYO5P_WFQug&DnFN^}7CLoQdKb9BmxZNw*TGIkUabqfzn?Bgb^ z*5*ktN1$^yaklq7V0J&YRKnW&&qnMrt?uth=mJ8+HRB}hqHod^={n9k2=XkBlxdUD zW;eo64?`Zqk5Q)E(^;Qao~JKKrPAW_IWTo%&Z5=2pW-??3|T+(0bG5I_$U+c@`@)= zJ%-_2VHsYI7*-Uu1n3Uks21VJtUD;$Y2WN!F33!LDTX=aTQEA{6tE!I2Kaj*+GaQ4 zIbWso@%BIf)HJG`%YpqZhW8xhN-h^6>GBKa_;T7={X^-=C8Uw|e(LxRWP5%9-{irr zp76Moxsi$|FX0j8v=#zyplmysCxk`&4~!V^L{nNwplm;lO{?@EvlnZYZXZAn>JJE! zYBW!y7l9y@>s&}K*RY@e%`!gEY~$kM^1PF4I@pS5M9G)qtQ3kcrCeanV0r#{8{ikk zY)lL3+w7kH-LU>Uh2=dsnjYXhigMxPY=T>+zMfecI};2%WgNK2GzTMm>ZDf`tyC_c z6%Qz>RsjWw52bND2DtoR!PzWn1u|)FM`pe=h z2%rsPzCMKnT*Y=cY(E&FYZKq2N5yqUBj#ri-+8G`V$h>-Y2C&?ntf;`Af$NU&c{Is zu{*2oV*qLPp#?GD?R4U@_dQsS#BX{%tVn zmO^bC3dhJLaudFL9lZBLktX9_cUzcL`i_Zf#v@QlA`R|m_ivY5ry-kweXOPeQ~ z4_Jrv_}yt&)pxMP+i6gQ9@?5#a}-C5z?8Fn&4wbPTB;osL8=>4^`GsYIHSB~>e-om z+Slp?EqcMWdE{YmtJ7oF=B$`=e)On}Ts~KzYPCMKRN4V@GIsT`9sp6zk*9alqEapW z=9n8FmAgNj03>ZxRW}p=^Jcuh+8c*{H#16W1Lp9J=t^3|K;Sj+@_omYQ*3#1_E-I_bviyjilYdJ?-x84f~e|X zFppA56YCadmy4BzII8zwTjFcX((%pG!>v-*vyL0eEID>v_@1nKGnwK!An8odYX(xb zOMkN*e5=1I$a#Uy{%BMK^UNK^+;LcRgmV>kAw{PojEOHY?4iP;hf>N>x;&+{+H!;g z0;6=tc#7));`>7Rwov3pHwp{5#1+$C1p?F}7;lTXuTj(PQAOyY4Gsw1iDC6r@)vC| zK)(>AyL2q)+1gRGX#jUztCR%n-`8TKDw9M0EUcfXN8kPe)ZFetX|Sw3l5{{St*#0T zW5wU<81{*UVq_c^;y_=$_rE zxP$T0`)OzZ+_h3-es{a_NDV$9tZKjvQg+n1?)G;yUDLHh^XSI5X{jS0g8ICPRTP4M z*Kw0}C?b!$Ue_4)lUgu8o?<8fGC*7WU~WHVUUvoNS1GYHWPDvw$&~6K~ zN*j*t#&y10IJy~8Ds1}B60IJb`?))$<*C?oj@dTjDEkwKt0)Am79n7Oxe-%Wabsn8 zp;RIr8zt=mdcn?8@la8yZ$&o92@A~a?TJXb9&;a;)r?XpwUl`iwS@l%k8q$n=EY{4 z)6!%Tf_5#YaeNUoI;FLhSn9Bm1)ssCpcAJs@!Gr5jGMY4n@+!AkRXrXDCFfb${G3dT2^z{e z$}7^4)J4|HZ#4LgP)^x_O*oJQIp;~^lIs&|Hf*G(rXO4N^t6r`L|{Zo^?BF;El1#I zj63Gl*m*=08)iO~Rih5Zmm&f9qAhUG;?jO>eETRfcq=O=!NyWKV78HNqx!*=U9E_| z=M`EV0MO&xE}Xai7-Y|5si~cWTeJxw)otkg;Gz{*Qxf}aAk`;0GDpDc*NF#$J_ktT zo}agmmml{Rrk_s}e;gHgE9v2=6z1%qWNO8PMv_UT8xJFeSguyzddz(=sF07M_L{_X}sEw|R_3+RVF68?VJ znH~EwKJzyx9xZx;w+=#n5|mQIfwNB*5NrZQXRcK|wzWr4e0z!aw@8m(xc}aQMuRWA zt`e}u+`{Nwgw1lq*{L#8NeJpGdiC^zNN27+EhQQ|pzn7PoJW5!%I~JjR0m#minKM- zCV^U;!uPo58?Y!Pe9h((uvjMzMr^I&C#-WVn8b2^RWl$Eg}rbf=rKPr=zaOl&km0B zQZ41NB(*)AYc{Bx^wxmLF@eZu*SQw7oK-~WfPmy7Pj+!sF_16ECV~VdM&|0b#c2>AzMn8a0Qd+5gfrKcbU9xvdu#y?G}4QgIN_1& zHiSSnJ?e0i!9})xIXb@w`*%&i!AE~22o6A|f4}DT)zb>QH8wr0!NBbdpFTL~cvzRw zv1c4?Z9Pz@A^S4NNq4fR>b16<<#74V?>?OopKN!7o}3&dlLg~6DXh3=TKHmwVawt! zF*2%}QT*n@^Qd%TIRBed_u5UzqxHs(-vg!@=5aybH*Ezlowj*614JK@Iv&-Ps6=%=0>r) zYof9Z0j8C$iSzlcrQ~6#=#r~`*8LgVn3t>12Ml;)VDDjf;bsc8gotunhljlIGjFrN z>zvN0w(s^0c4K#MUSzt`n%Nagf`*dZF7}4YEvRg#Yf`B-y(pWE_ z`ETgIB?mvMFm$8xwinMvRf*%n;$@?iKH1zWg3p8t?%=CGu3))t)4mY+k!5pQn;Wj3 zcHEYm6olXyaF3KcOR&BdAD;pL$9n#|PZ#nMrmU+|_7DI?IaU=nR9^(2K{X2K5K3u> za+2FAAf*zZwF2`zw@WiXjTxUb(uNlh07xZkqyW_1d}0ALs8VkQ0c1`fApeY3ag4!+478cIIeaIYMX zQ=(unXC$_$d7RUg((^ouu=h*JP(=8`0YVCJ8IaXk&n#^3+h1~n%l>F;-D2_z?*ZZa zhS!aJb$b%bpEb!Oacb!Ebpi><4)Fze$TFc;7lv_!73BNi#v#he422oy`s&+nJHNm6 z4qmqJ#(OWi7!rs1eB30zP7m594+itzOM~UZs1~$%&U~gbN-;yw&|aFxN3YkH=6Eu4 zwzs~uKmEQTL6$fjmy;<$1&R1Z>PBwoZ~~SQjHEavM@b3=t(-hH*JR)a81R;av{aY}`-(%iDWBu*3$q9kB?43Lz~=)kfqD zN_{MWl%`t7@ut@%ZWGI6AZ+9i1(Z&+NrQU1D(!kw>YB*dgB$cO`avh-KnGXn4Cal# zN1k!rT1r7`orN66=w5EXz#A`Lhsb+ljqruN_tuGxw>vTA8A?+gXyHkc8BTHC^LD>O z08LmpsNH*}Ti{gQIwt$Fd5o4!6_7##w*+tU^eHPPc;WV@jVgS8m0B(ts(Co4N*jSe zUR1BY|1N?|@=DvX2FuIXcUK7`#=7=aPQE!C(kZll75oB%C+Bc68|l%IAi={Y~`RoiQSL{{$yj` zyK{Y;=iJ5RTLXkrZe7HsT-w^qm=PMsHe3TaV*2JT*6lgUdW((mVbR%iQjFj;djt4K zOq{^=I0f^j5M^p*%FMvm)^h0}8Uv}d9P~z#`b17ob*@SXVmL~VA>n;k5osi#){2DQ z@+_)dMv?RrjnTJ=UPsy4NWYdqzglYrKOB190@waa&p^Z4`L4V=f1}4|k2^T*D5%_|HHO0E zh&r3Ltzf|jX79V0cCCWi*>9?kz7Et-f6!$QwrMUny`QVWU5T37m$d6l1(7)Y6wOCo zTb@!3%Glrl?tL@~{0+U?M66z+(sCIxGH}M}K*&MJ6px^UmM`sf(n79xx3DeX^fecb zw1T3yBkgTqDY33@)qe#M>pNDSVYQ={A2$N|L%m`>}S;#sh^srNav91a> zZyXK@pO0)>1_)D>jMWDg4f=R*qM%SFd8}x3c+r5fr4%)dfTRlL$f%v1oUH`)hiNDh z(jY=muH1QaE7g~@m8M!PuIk(A#rL|bJ4KF)Bfi~)ep>PrhWNWk_<>M39M$UFBj2q) z>%y;ETDChfDImgqIrb(&orBljS8kmpE(-!A*~@~h{9k{6Cq_al%vcxXKaZWwAKG7v z&l-ag*=WWsZa|QuC;Q72&XKe6#0O?)ANzYM7*se&<_>(G(^;#F2bLRM zhObF+F>bLWT2lx>?3yM~KT5yQ3#W6_M!nwOdNQV`>U|}B(sI>jt+5)i!qQi{mSC9m zB(i&lR#wte*xZ#f^SI|m` z=Beg0HC62nI_DUHbV=lQB6ne4&$+cl7Zt9VIbxG8RO78ihdF$2vp#hw#GPHQI-Nea zX%X*3d^!X|);P_zeRWugOi>)PXDMp?t57>VWtA z3zVOKlk^iq1Z+lp^Nyd-)IN=C4|wF2QPqLKeP^W`-|#N5YMpEY7J*&nl!y6*?3o+e zVEZ;*7i;4ieYIkyG=5P>JJ(GM!Bs@)I*OzUnINM|_;JuLBxjB-)Oe(%oR+P{@11fB z9(LCmm;9_lII96wvy=47wh3@d?L{X-Oo7xN=2`aA#uaBCc5LcvAgO1)O(7k7y}(B1 zmOUi|ce0p;=@wZf#JMHoB2p6g%#2)JRk)cizg`vt7aZRo)-FOs#Fev_JS#G5zGSeC zAgdid{6t`kv%hd135|?R)4+*7tPMgYTIG7&(9+xLaa>SvVZLplrS}^y`o^ciPGHGd zT{R4Wlt&O5ea^5AL6S;F|I3|IfYBw0L|6SWk>f4#9pM6u=lzEF0i7J=KVtzl`v2>N zfQ;;{4FCF3tdCT}BYw{{q6H1p(3dweFegg$N|p04dh)apbqnGJJ*$+Qez8*iH~!)w zxHoAysB|0uI!Xkz1`4ydXJz4(pIuroL#Ex z9lAa}{l~1^hXmU^y1(KsLxKL|OJsSnWFYSAOuEiquM_{{f2V5N!JJ*+Qg0^H;Pu!O zX(Y=?{CP@}pR$!x)@*M5YTYSZDD?9n$bAvQWeI$>@=3U0w!$`Q5Pq7Nhvcv&TE^A3!H#^_|uApq%**3P-3$~6XyID3Fm<|s4R=5>g z+E#8sbGw|$CNtG#)j0zth1?pnwVPktR{xmEIMQe}O4gb~##U}kQ)-V$9jR@@ovq9y zP+jW2=OBlo&Gh7M2|PtloRvdtR<1H+S<{!g+4q4dcZh1xM+h=FjhD+he%Q z${M*Fc%5CR5!yU1+I`VEW+sx==H6WS_m+CvBicWDlC_Vdhphu_3`uV%=)cc9q19=!B;!n846n2`w3cs?9W-Kgso{)~O z=BT&_q-{04=hf#)S4wup4K&8J%KnjsIRtL~561tW9`L`GO)XV=bRQ{)OVNa~4tUDj zi2UP$xZlGcNP^VNaYx?aPux8`ea3q_O79^4jO|flkHs{kbSuGY-~s*hQNY~xdb~f9 zv4bIpGSBZ7SE;(#_5!Zk+M}eTBjS&S(YpJnr*6cONN_!pr`S}t=#M69o$h6zfV35x zo1{BmR^}@&9iOso)L-NIcZ#9^x1zE$P18h^sgG;w$qtc`XN61l5ZVA!hfv6g8<4Z z@>OGrBuzyLs*_*-|NC71SN?t0fe_Wj^H{b2t5G{(A{DZb{H=?4VIFtk?%{ChtRc5F zDWEoU`R#OQn~IX|_XmV=r#1ugvvT*w{or$oY)y&gJz`{iW#BFq+Cud<&0(YIps}Czi+U`I^+f>?5G8c_mq)|3v+dz|6WcKJ(yS zbe#V)Z2Ct9Yb$B=`F8OiJ>G%W(K72n69gGu*tUx}acDbDiVRHZRf!z2j;vWmjtDDIHSG!?9K2f_5K0I)~ zJNN|L+}|Oh##v>ZaKjc{1GF5@A~G`SlQgAYP!L}ba|5-E$NcI zEo>{-n5DAr0V|nJVM*L>oHFVzWGlD+cdAL#xy_5HNHKd2C?Ixw9*d5?eV$50b+l%V z=QYe1ede*YTK1mJesi^zl|P+}Ca#J!xyk-r%In3wU&hp$xAmeOX~xC$IVTz{>7whJ zT|TvE;htVU|ETjW_32L@I(FR7st6*{IW>su!N_PHO?BJ$J#Ew{su%$X$eS@r7sLZ+ z*tTWucIPkC%glWH+xLX0_a4ZoZr(m}IBS=UC)*DmqmElFHv3g+7#oSVjyOCv^HH0= zOX&DfYtdm3%1Cv2wZXaShir{LPPJLT!l#PbD0%d$Z^pNeT}$f8{(gd2b%L|SHG4nW z+cV^>eqN63E;hWWBBQFiTik15udPl9e9FeM#MtaF_L=P(Kw5WtXcHv^qifb_Ui&rG zmec+ctXTj?dXk}4)Og-}kCBLio`zfIaJi6~W!Ga&Z zo^6#hQhPW5p5`@A9h~%SmV1MU-nMMY=ZAGeXR}+-V4SY@?!sR2cl_n`^a$GKdy~wY zu-+Vpo2^snM@bYFge^PeZ9BzIir0|n+xTEK*`pbT*7s43kH+qZ4ifkz(|12KmAkj@ zuJqel!Qt^9-g=*2yVOftQGA$`Imh|TRG)R?4Lvb- zja&8L`84C4KYhHKoSD(#Gib`5XZhE}TPgh5Sa%@v#M;$;R+#qDnF)eS64sfY(s?xN zCQXfhX;a-aV#i%5^Z9}8;wV+THQKnfr9pt+_D$$=kJjOXgr4eeyZJk4aB#Z4@r*CZ zmMk;1o{!p8y)WGI=~-?p*U`>4T>P<|e*zBEp`#?5^Ecg+mwO}- z*|x0QWbNEHMC;q7i`?x0z_45aJlj9G4DDc+fiD=WZ?_Lc(_0bj;(ZX9-&plFe_>UD zZRpMIaOx+?8s9;%UU6cy|E3c?hPPqJ`SJVO+y^F~wI$x=Ai|%T7W5x2{=z)}bU^&C z^m%Ly|4aJ3zevje4f?$AER2jy|I9_sv>~-3FEM@AIpIkPGZjj$(8r*1Clr_?BCL2% zO@CHQ+{H%-DToU(3Z`OHpb3aT3!}iF+q_TPzv`N|HeXD7sf4?a+(z4GN~o%a*z^IbH9M>+z#f4x}5AFNa^J!cEzQ_>$yHDFAw zM?pz2W=yRH^1%Vr_sv(@kH3_=ppN3q@4ds@f>`X0J8-RGrs5-%Lm+9Ph}ad8MxVMV zrMyJClzZ>6`WRQa^5&&9marH9SMC0~SwVSGk;oPo%Ep5u5ihW>RSxixDYf%M%o;17 zp_ha6khK^TckzKI4k7|JuE3TL3bAX1ocUOzXf(mz^%h3vf|U-etBvbSSctpWn;OXH!m zIjxrDc$<6|EavXgaB!BQrYpAk((qcaCnc`18@s$5-$dF^ObpulyJMlx54OljLbL&N zo;{xw7juFJoAdU_`7frXdc{=L6OmB^{M+INbJ3=5t0~EHt5-S~0$0 zhkwK3#$hrt3#DBk5ZFF}#2_J=^|26t7T*hahJ^bf1BV-gcpm%hNQT!tV`hnTV2sWqCTRKuAGRzaZ^<<6GZ0J1V{OUG$a(4*^Lf0k=CbDQR5w$uAYd5mqfO?&DL% zr%-iBrkeR)4b^1%Lpw4}={nLQvYtrXy9|xb9AMY8J={G(3BXE+C>DnVK!$2ILjePK z6x5rdf>dQXW+cn$Rbhvtm3y}0CK0U>* zv?pIZ($S7^Gu3!qiM*F5s3x4aq9VuB1T;mk;#E_Wi|Y`haKUM78@xIjyu0u2i8Etk zQWL6F5Nc^%1$6NUZWj<$GIl?Dnqj+PlPSpH$+CAnjqMhyCTp0hw_>$N95agusO2&E zjjWDJKFtfG3p+XYWwCB=T^(tY03uTISDvh^>(VGTw{}70oOp{sfosGuGG+T-sM@R#Lv>`d+eal1uwIxxw6%QE!0azFbp&jDaQI<6k~PLxMvKM^$q(u< zH20PkBk?gY#b0S-X;B1Fe!~q(A2SXLZ2D(ksuH8IO6h>a_Gef1m)3}i$^`$3Z5qC1 zlth#;Ru9n>kN)nVU{wj8>i1_bX+P%_h}c>T4j&xesu3TM+qn{| z)5vji^t+nI6KY=!ac@;(%_eh{Ifz4a)j50w3kAW!4el)rRvF>&uO5cLa1jxe%9%_V znL8y6i@Z&)8NM^Pu!#QR|im6(In(f z*92RBivuLC-a&F|;)iod#1(J3^V1y$|J6JpNQ&o0?P945#?<)Ou)Q%#CX<Dei3w@5@b+Kr$qdQNj<@Fn z;sSittBbTNeOA7Z(W&o{1nEMm!wDhyXo$){Hc(vFQHYlivjui=ja_`wW^L{ifBqg5 z!XkSXJwiyI^%|nj)CYM3!Mj-3J+iF`P_4#d`~HY7`O>ow7zLl?G33iJZ)&68i}(iB)1(uXs@YNNf`Qj)NyduqE!dF5ItXfh|eTqUH2H3aJ6rvGd1<9%SE zlw5N$J=GQd`{|G$E`RZoI8bFt8CD5PP3^XY7X>YGZrm^9y+hvnk7crbyAp5VRB(NY zZLim!eL(n!hK90N<<$)Djy+sWuncFL13s9S9ga$AIN9;@lMF`CcW~&3UN$LRCntVITm}Q1=Q6#Wh=G%@LSaHqufFbG zb)PmBmf6}o+;M5UXKm+(EXvVC`7*mOK(F^pUalM%SV)f$Lj$C-tYqYfbuqicGy8Mv z(oa|J2T}tt4k$({4bGN58%o5 zIo4C;)jG4;d~YzM3-5|Gu1Psnb$iWYpSU(@C~Rmm;JH-z^fud^I#z6bd_J)k)Pzv9 zLNA3|+YzL)?DQqrbi>>W_Z|qS-c7a7Y>i-TNo{K=l)rAai|+03n65BpnN641G!2Oy z)^aS(q+EWTS^hk?Sl;g652ReSUw+r#Pqg!M^ zIOz?*BG{M%pvVS4i5G=$MjkJqdR#FD^ z8z`#d$nn}%u_P-iOFD+MR8E{8`wJ}31xMG+r`H~0F6Al6u`&1Z-Iw-|KZ)RuP?h(RO>xh4_1K2Z<o{Y-4_m@;o|r*ohVxLk_s!+Ixt68NgCySC8o zFT|rgoHZ06I205!?So&#(myv47!pNVr6W9C9gm9fbEOsa%UY5<%oFtjO%C^@ciZ{J z_ie~750r-%oc5}tX8#P1KQX)fit=&sAf@puT^~5b;=E#DavI$t+tF-9oVgb8597q> zFW5iC06iG$xdiS1>K*70ZW-GdOKgG2&ct8ZUY;>~#>8!8f+0Zdu1&ih@RZi~NCK3y(>K zOjd+)vj!Mdt+Nx_!=p&Zi9($69IMVyJ==KevEz|z1vLwWXVz?2W4y5dH3g6_CizYH z4~8^xK?xwCR8;6fs$U+pgPnES-5M8Ys+BH&>Hv!t6{B8my<2?YB}zQle|IK!Y`4}l zVsUem(mY#&cSFFD!-0}0s{`vKA`SWxzXS#@AL`%bXJQzz?Qnrtrffk)CyK7A5vCc_ z#J9uT`8t`NqlD5QyhP7>NB-ZkyCqAX1+~{Wd&y+T5wEELNp72sekV_628#x8cZ4 z>Nba8DPd-|7hP>fORv0I77HitM^dV9J2dH3m)Ag<@)4g#7ap#bvk4!+fd2X~>+lH- z>#j~WpWToAQPIP@jQYB534#$8GJs1!%4?{f;9j1hA111%9VSpTe;8GnsKOFWA&T;4 zL9i-afWNri28qd##>Iu0PREGO&&8~TW-A)-W%Mu~9Eh>6t&yMUMH5raqjz**u`QM5 z2IQ{iMCW2NHxP1>Z$4hi>-U@Yg$4{>y|KgWhJ~epaySxlxQLjrF!WNQW^y142<&mL zc>4OWxX?1#;MKY^>>P^+1{rLf>mCwv19R7_qZc;zbA@_v`2&%neF0s_brwoF`4WWwkneD$I=^0R=0*bVLb862k}$U zuTXQd-rpMN#D%c3W3ewpry~YTHJxu_0AWC$zrC;hd&}x zNfgS<0G4{+%bP8l_O`RV+jz>jG12f~4mX{H%bYOVUp4xbGer9G`#LdNtTsr^wy5^@ zEa4Ffqk1<+djVP8@`bg8#E?pcGWIei{3a^;7?oZWA93&BUL|KS&779b^MIjch1O_T zbyH+>D(a*Z)D-vy_@(5el;je|q6FRqdXoL${P{AJP~asH{B^;;3KXhIpcm$q`HOTK zCotkr`OrPLF0GQ+~6)$K7t_yne4(W)ETMq4;7kVmNcQO!79j9xA(~8s^sO|L*o-%EuIsgE6*GB_7M-Hd(dMT^ z=?H8^Vwg(}_xskFAv3AMyj}r&CC>Ot_{jnP_#u?d!{*wXv)##Azsp}TkgA=K`M`aC z-rQU>IWp~<{h77qJ8JQzl&~s?xD*U+QL+%zYNy+JaDA>Iw<4t?q697mo1TQgtBRL{ ztY|Bz7?G99rqB7^_a5#Z&lOXQyPNsbo}wbCL-dFkVPCf7Oqi}u*)%_ERG0dVR%de4zr_FjT=C=?i5=vj&&!(299? zFpH)8&C8}THO2CJ5~jPj0+Mb>_SF$={NycGLS*?gWi(ZFmLtMW`&Jg0{=fvOA3gy7=LXU2|6 z_t1GL^EDzC%Q$!loQz51(7BlJh0XrkTTP4Z84D1uCd!Jrv!odPg7GqzF?28ogq6P_6#hoDTyg}>=YE7&`pGVP6i6)A&`)@nK=dj0l`iR9C#WX6Y^}3fX{`WF0u$$c z50)fCy$tTz6L96HN=)7KEkwc1_ zWY3wLxxS*hzGkZfN;EOf{c39++4L5IjAb!!wO#F<{CIH@+&**R)$vID3SEeEdfR({ zS-LUb8O#ZHs-4(27B(7($Wq@kJzPyw3~%jNJR5jEJH-v2?qcPK*~SVC%ckywnYv zjI?CrLGnw&kD8 z@LJB!DNEo=Cub48C+#kVMbfZ9TI64e<%1RVrw{zndC@#qyj@-kS(D#_URSYK7M}-O z9_<@3&2=5!W`&ExH@I%cp4k^(5UH#YDU^>F-6AGH4loX<+L`Ij)KkPc;~h|^oG=x> ziL9flR{eSfg`iNhSYu&ehbei_FQbIpHWg#3QyM-zAPR+m$h(APe#zlK`V2&18p+QQ zGMqCom^Z90)CDd7`J|o|$-&oer&ppkVnatONKT>uYb6Xt$ID(w7+O=)O;hu9PT@2h zbEivDV46Fb^ukfK#hB8E>HGzdWp~KwT_DWhYUb+lf_&d;^25?_4(2MfC9Sq1_(92J zn+nQ!$R&UEy-a~(qGHn14&z3-aGsj@%x!J;5SS_R3-}dD`$?O#&nxi+ajS>dtFc2ItG3 zwau$8(w2VB5+RxG)d*gcW4Py?=`{UR3W6BCTE-@XIt?)zqjBa znk>4MPM>1kgE83NW_x}k#w(%7hi>3d@*uZb4{3T(!sF-9*gRUtbfWAi7LEF)Y=KcA zRKTacw3OCUR1-WFuAR^}ARE5zY?^*3J$-svb%|RWO{t8V;r5ezXS#2-&5Dx_#RA`? z(B8tZV?AFK@dutB)N|o8Y#t^U31shYkHP1#&^TzBq>0S%pC%VugTh@YRB7occ$K%` zDAWD%taK2}V4dC$r&}t}wZa}R8QdI~s3(S)7;-=Dy&m>g2bVGPw?&3KqsuGG0vQZ) z4tjoeVj|4p3}D-SeXpI5l)u!4#m4S4M_a;CK@>+rna6E8j#Z&E*kD5 z_qm$o=lAA!PSepyb5(;|Bj={nrH5nV;=1oo|8MK1H>VRo){Cs8$kr zt1ZtLMW@)y6aG?&u+fVcES$>SM!>ULfhF2X1&i+ z0a8s_$)R9N9OG9QMAD2tqld7taAlmziWuMYg}aYE)+7?ECr6q}Qc$?RUGdTeK>zwH z;aRsfv25A8dQ(+xbVjve?m<*~}CQy)5@ZPOS{rb_?TJz@lmSfZU zz;S&|Zhn6>`wf6m_r{B^57yJ6i%E%1NMtU*Z+eulzNp2;GdMA_V$MsQpQ)96o&+x_ z@G6cr_I|0=s5UZ1^>{RReL;Vp;46%Zx=S#4lK%i5nhZHa#?;XTl1apjFQ!DHqM^FL zXWhY=LCG#F!|7~l;1mX@vJpZ>6#VT|BI8QtG*-EDCDTOlYfPfzpw<-8{v4+$St`}v zG&f(cvB6-@V8$@k{d+N+sFWNW+ae%Nh4@+ao2G?&JkG#@lrwYTy=zi~YR!?TCY?!c zKsM_L@f8%*?IA`3zn(1?iN#kWELb4F5HGy@w-a{j1$qsz1=zR1o{fc~$|nsDGJIt% zGMArI6Qj8ogta_m3`?f7KOT-j((1!GgPs|{!0^Gd=HCb);C{Hniio@7p^_kP!)af` zUDGVlTtJIG)R@V(9}g-##hU(ZLfsK>ecuEIehr)Jrwro*3s#=}C85>tt6+Uvg%wYKeXR5C=@EJAxM940xrONhXjWKgbqZlu%b3#@aMo| z)C#AN$H+oSDPPq$jwq~obE(W!RocLwHm6h9>!z32*Xb070HevF2+qgb3j$Uycgn{I z`$z^wmVWu6^>jOj{=wAVE*l&BFYdFYs6+SET2JG#oQ~udz_T+0(Q4NwJf0z!T+F|e z*t~u%v^qe;N0NSEq-6iur*!l{?HKhF_sjP2bY^s3<8ghpIo)h>Z%V66+vw8!VJ!^h zPDF>u+mBJ@@Lpd;fcHiBR`*076hcqzaBuYPt?@(j<%>86W9#@HuN|dlW$__h;{0AG zf;Woi@nm6GS=e@l-)EbJtAA4 z+dVuCCIbsR<}LbEGgpU(h0=BP+OeD4;fD6u^7f#jA*x&wi97@qT5ITS*-k*qV12#; zuVx<)>v6PLhn|RqR7V6DkDP3StEQCM`c&b=S+zt@*}dl%|r8JZ*1Udx!vJGnv@v@ zXqaB6tG&ih&Vy}ucqlZg-KE(Giq2bXPS-*U+}1HJJ-o4=ntnDLq;YROG?d5@ragLyondFV-)J!jB|I7k8C_3D=nC~-_j&|*7AHzl#iQA1JmDi}17aSmq$K8{26aXe z{jQ!Z*Q7VgyNiixGab?FU=>w$`tuH?&4r+1Sh+-5SFSJ6OP0*v7aqDki0Dx*TV)l; z(?_@b@s8jzHoXV1PbS~_-T?38f0`F0I6v%lLiPXOIdFLD<2dTn-&tUy_0K{H(XXy* zI9gxn?e2<;=w?mN<~sr0ZPzE47y8kwlPXisqg*(J0Olb6xF$Nmpi=%gD>2V~(m@6!*GY{?%tu&OGmz8nx7 z9mkG!20^3Knama9xWjWR_4e@uKhO!fa5=BTkjw=Yw;FzP0L!q&fU*eoqPF^9ti1HG&Yk2?qcrLY6 zhdvM-9?Y-m&LYgbRS;$iMDa^W z^++3cVT$@5$tkPNO?KN#JYfStzYz?Q4~Fag+0MemqU2wet97feCU!wq454J1rD^aZ z_*peW7l=l8I!pQ+%2NMCVU83;3(%yupp(6N>Va3WXc+xj$H_d32zwv?%nV0<-YZVfs6!N z5Xi3{MmDb&3L_o#=Jr(O@^2M)S(01gLo0)m0bwkq!6qVsQ>)6ctSk|YPNB|;HW`cG z8_(#eEDxz`sz~*~OAxce;}rAjLBaV5s49_o$$X}hE#|o&G4g`Z64IME1j7fw;xN%r^{w$%!Rmk3v!HR$&x?WzqvY=nYi^&>zQr!_tIsU zC03G92@Wt*K%t4*QQj%p844DByQQ;J+5Y`^`_aZ&naRUXE-6uKCk>!KnH6DavC5`% z-|X%Cc|4P-OiAiUyL83roqe}1)I($}d;QEwB4Tu|W!Cvi64?{}=GT8ZO z|J^w?7AdbZR8Egzf-bk4!=~0xk%S^R9_-)rHq&(0Jcp0Ks8_8#6Ac{?SwtmX>3@xg+H#ldpgxJ$*59bnqeHNM?jZ;!nWT()@fO4b|F)+_!k z8G3r=m>lu=3>0J>ZAa(W8)jmBG0Tn~33C=D51dOibvk_)4KV-agJ7|W*-T(IZGmcw zdMcfbA4{jhC$eGbhREjjBPa3UY(x9tQl;&I^EG9Qd5hfQ+(#6d^^0YyX|I#`o-zgv zmPyv>X<>~3QqnqGLosjz%TU%u%TMMQz(0Ef7A%4JJphw{znfWlM~`*=5-lOgNz8oiZ3apK)lOb z@#AOO>FMb)=M1f(I++>emqbz3_PSpz3Tho5bAx1z9Z3QVP&zjsoAn2O2hPD#9v~!% z(2ir8iS1bS1NG&;OhTf|J;=HHTF$ja{*NHBwK{vq~Sj zMhi-YT|v+I_0PTlel;JuBsI$H>}GD;`X!kB6BULLKS`7Me zvmz5GtJ^AryuRcCI>3l93Qd@V{oY1YoB`>A+f-)=k@RLE<5`M<3^F8V1MGNH5C}=zP+LTjW%|A+Os2Gn$TO5 z{hum1xidSgv>1Uk@UPN5^LTGVc4SzWNlA5zOE~$vLx{$UlnU3LJvz%xHG@Wx34agS ztJE2t=d*0V&o!dZt0OCDJG)>p^G*4^a8Rw&bs)nfDkzoZ-F2R7;p-cJH7#2YKElI7W&{*iDpiNN!zJHehvkPNIza)Pp zkfk00p{7Ps@SSS#mqt?1m-Ev?63nckN}wp{=r#v2Tsq*}>aGP>8=^8`0?PDZ+5C0S zlihx<)XT2OSQ=4Dnjp-a4iu9CGfB{?V28iYy+~2l( z1cwM6-f}t}TFVJjXW*5d@4?Vp&>^rD4prK6prfaJ+Pn(MY z;e$a>uh}v-^oLqv!@t2{UH~9jB8~YU4sAWqDuR;Bg<)sMZyyI|HCLvXBM>~$^da-W zaCg^h%HwV0!c2K;@`~Lj>LC3a+nUd!lH-UO^eJ8+NF^eh{{V?oshzwLJbH72+MFD$ zAPO+0N_C>X0f8Zo!L-~IlR_^RBd+>k7Bj!(_|7bmJt~CtnqYe%gAaRXE{k^t@v)65 z2$PYE+tuy-c1ln{;gZE|u3K(Y>6|+cGe9jwN=(lYBRVlK*CcUjF;ZK`c-J+KGQ}RlSO__T+c5y_=g{JeS7b4v(hz`k(}@4jlaU zT*3T;I>+@Z*VG5Q$pP-0w3}jl*(siE6UCM`K@dn@pz`XeQ3DUkgStdT)L)hc5BV&S z75H6+pFhk{H`Zg(9i5>62HVZWCQDofLOx%En(%9o2@7*w&`^gh#ioan46rdm7**7< z;O`9;MD#A85AZCfKq0VoJQJZy$4f&=5;$J%2nf1&u4y)Tg}pt(t>9Es z6CiN7ZSOdn=cT8j)$p=;$cFMjBS#C6fa1pGbr^p&HK(_lF0jiG5v}W{9;U;(v9X>; z!Qn{^EBM-iP*u(R6#~ft^W%7~WX8;H7n~=ss>*(2D~|LGbIb${u4ZsFd@hjEY>mV5 zi-HVTu8|NY&E}|nNx(^dxjbhiQ^UZ{YYh1gW0@4e*DWEDI6QaS7c3rxtX3_y@&$O@ zadJLB7eb+dRwKR@FTArj^0xe#RN&Kh@yeIWV6wOAgH%f)G9VO+;o&w=OiG}%8d{uV z7-*Nd`wLTlc%NBszb!EtgW#hxhC`R#FSb8Z%cKJ>DFI22mbsKG%ysENTV7sqD}C3A z;S*G>ovE#QfE?p+j$;pPW1v`EC0e6_D4LKNfL%Zv2$XNaV}TPETJKPxxbz-(xzmxG$||Xz0lJ z+_=K5?eG<63#!vhFZ%}nkoUV&QVJJCwKcnzJ36n<+5IrVDWdazRdOLc8`Ifoeu~)O z$wmqpgz9gK@rrTXtDHcuHZWxPGb2dQMq*Z|H3rkl<^lh84@P0d08F2+s3V2)>lw$R zrK4DE%{(pNscmoc6_4aBe5cstAzu01(JHn(J;TCWawT`<;Rz@C`Lu+~o_}2ve|WsM zwYw0)3iP5+zQ!eK#zGVNO8ViKh3J0yYu6fu=E!vZjQFXnPF6Ha=8c2~xD3og`gt$< z3B^^}VeIkj1k~JK-3{MekJljr0`-@{2)_{@Cl^k@@87P?noOg5oKg=(l(rMLlN`3( zH}KyNS_5u0G=O)HgR>bxtKI-KtkAF)puK$7YGn8#5VRXfUvM-95YXAeeMlJ4!tKQq zZ0`3Uq)&jn&O&HKXl8VTePp_v)lk3C_<(x}rJjUKAo8I}V4_b;S*gjmRkRi2me4J0 zAxA3^7r4r$h2=L(w?5g-PvI$RHZYlz$*=&gC-<|PIbVUW(rFroV)OQnnc!$wJhI(4 zE?e~mjAm`*xApm$@QHZ#N|LbTS6TfDeYaDKYm{z809CB^{M6cZW?kz?CS^? zs#9*2-GMBl`Rk5kX1%k$og^?S0N?nIxaBZM!$v^qHA}U9p93Jr z!QovS6wx)>$`5jcVo1?6G=+bGF1LmmjZz;FC9>YK%-+oki}pQUJT=8Jl9pL;Ka+!z zyu!Q=UPMNrMFC-}c9M#ESa1ai)`nvGclyk|R@e3-01Z4=7#~IbzQQf!aRBQer!yvU zOt@dm{=$e7xLJF=UE3t};sv}>**NSA7nQg=3O=}Bk4l-Qxh066O}vYOwCN;0~K-L0z{5)p`Rr2*F{Y zKQhnCgA%AI&2&>A3f_kfg)=bk^`^&_ihvHa!;M0uhYf7wmcBQwwMb`QReDkJi5&-+ zLZ{@$d-;7JB76=-kUz}tErI(W-=9v7{f?Ek8?LtlZZ}{P(~)pG zT1n}(GMwMh>bd8YGQ@z1iSmSdd9=I|cUN-v!n&A&h9-7iG={) zt3kZ6O7lp|w+)ev)fR7-1`8aB(Y^F|I*?5ZRdbW^`}d`1GwPE7!av5Y&caKm#fJIX z^UY2V^`dHti%2akBhc+#f9==XU%DhWK#HThMgR8Z_LkXkQ@Sk za(jjc9dd`@c1=R z2oUrouCLdo&i}Kyhtj*byJ2L~1y&jHpNtnmmr&@qdKp|@cbr#*&JraiUh|(WA#RZ} z{e{p5V8;bYhlmvAIfKL8{nFCpd3`poy*JV|f=4^0cksEVYL!f89J0?WQB(~&=xVYZ z$n34HT`ePJ;^L9u>KyfIY~4C#PqxzHF&h2#2lk`c3-@TBL4UAY7c2T`+(3c9;Qs1l zX|`sdc&L}7jSBa1IDGU`@r-rEINkzEnMkp^BC^jAWZ-e>7%}Q~%m1&xWDWuUuqTLw zgo>pKP>JYVCGl4v0MY{C@9f{%_z&!q!itE%R(nz&KQB+F3CR7K(*=$E(2&uav5~y( z;3Kyq`NVP{9@8%7j8z2`#oOUp2LEsO%`exl=jOeQq&A0J$88KeF5l>_Mys0x66nT< zdW)vG~db#l0FJh@6q}>^>^349i8y&otM;jW2e_3?!kX;=Y=`!u# zyVzk$uHL#`P8N!CE2`yMC2+}Gh8sar_$eR@M0|gtqubBmazR*FB{KZx9KI~ERJ!R?TTb0;_%aAZ6-nj5j~0A-ctE#`L{{uZvXD+f_NMXOGK?z7L@>` zqW7-=t9oo!8;CI&2Nyv6!rR-g>Ce`&jSep^+)VS-TwNZ|dyWstWu~og&t8yZPxiC$uGk|Pf5Z>0a@ui^Wqk)j!nF;C_ zC0G!JyYFTy=0V%eVsNdQK?aoVC;GZ@1VgYe-lhW<7>{#5Vr3+QDLo8q-BDc~SK!AR zW7L{22SrXA-V4jD#1e&_3K6PjlB^5;dRI)RUj`>LJizv&!GccrYk#7N^GInb%g5_e zZLn&zTsjv9>-m#emy0TD+9h>N5>?60IWDeJers18gxR+d)W-ekgvq_|uz0X|z`t4W zVRt@nD8yIhwd^4v1U|hw0~e;?+73+um0}xX&=D7Rv$=3uiV1c*4V>e24fCUjCX&8v zL!m?eugBkSVjWP&*m89tHFu1y#5(ey?dg@5?GFpyH|8d)$=eO`d z7Eso7*ic~evcrG=-*s5yQn4~+X1z{x?IC`^#dKbCh#O#~?5M<4Kl8$Jx7BDkTK@>a zhm#R8uF=L&8Gr# zKx_%@UH5b#kbYg@m2vy-NF&bdL@DwIKoutIYAz&i9`;oijhdU<1NCvTjcsbLb?Bfe zWgw`ZGEH`s%`V}JNuScFWD{BwX0PP>;ArVS$K5#sW2ay^KXjK=(oSZJ#8xu?dRvfj zcMx=T2Y_0YBF)I8nv%+hozE{OtV2xAOT8~O{7v2R0)j6^&lR3mpW!l#x7au&lrJxN zv?A&$pY3P}fQH5(h*sIY-f1+TouVK!F*B4X)Hi2#feXgo0$UpstcTK2{gy^YVE{wB zyVGLZwuqjnm14CM2ip2xEN8&QbU!CFgAaasq1hv{CD!V1X+d1Zd%iF(vwR+a)$zds z=}kMF*#6_D5t2#`PzMkC9r$92TS8$Qc{j6zWAgg z@hUB5`q@GJ@DZ-aH#AS^ggr~@RW(z;aul;9EQZbBo$=P@ntpvu`&6zNUi!cZXY?Kf z9hw|GFkEf4%sZ6mXK%WC?7eEAnTVV0;OpSy1Dy}Jw_YExNCEo|PPB`Ohu+`2ScU6PjcmcPjdY6{lJNywpFu=p$TlC5>8Qrh2ySxqiC`Q+}%=)v0UtPI=(LZi^?t$LAo5nUC1 zOQuWT-2pm1xia~!j$8gIJhACg+%%mN5$cIUhwyr#gLhKczc)agjw5-pysOcm+Va!< zkn}C#5miAU(Cp8*Mo-A9TM<*pc7Oif)Nx=S%j3{)pJkM=kSxCm*DfXoDdWm<{=DB) zUQcX>3|54JFmnOQmiV!M&+tG9;&3rH_pvN1d(kB=4I`MM_v?T~Q?;#!(doqNl^8<>R!OKOi{`e)7DM!9y&SN2@mPN!ru!- z?C4GI?vD6x=!lC}6+@y^6ix$kJO@|8Eevff?%af3NlgRu#(py%o?_AXqGh8G@;@`l zz~qCLY^I6swOF%FU<;<%m#pp>C$`+p&h9dg@{B~e6BGdo&sEx7ul#PkfMU2NWJ^{u z>I-%E`{SOrz}AyRirUbpsO6<=9OJcr3&YB45}5Uway^6Zujm`UzVv|%6--vf%fmxC zgjYDNR>D^hp6d<_S6c;m+#VQ5Q@(0dRcUVzHGlN+JzbfoxT#9GBvrMX#JA8H1{orm zk+f%N24hSof5~)+w=z6Re`Uw)L964 z-6#AEHHQUdVNbAnJTxWFW?a}3KZSl+uTO?&VTv&xV=iB<2Rh)De$W#8%`ADnZcj^Q z4O2olT9{~>nFVByE|nW$)|BY$dl*&K*WHa@vf@79)SLCEvp*YrdM1C54k<^#Kx$!Y zRef@XF&#u%4EMae9 zZQZq#jbg+Zg5FxeDEbp^A9Nh;n|sL@L`K>gr;jCFFOP@qf`B&Kg7za6fS^F8U|rip zstFi@)rt;W1hct0QHj4iJ|C7K6IYHjzU$F_dI5b2|L4BzcdgA#&UDwD3&3JAt5x?e z2h|zX(V^A&9Vm8Qf6SZfrS}J}Nx&!Gz6+X5E($i+)tE>oGQ!3xC$f?mhyG1u!Se0( ze;B+RmG%slmSNtud-<~{{yox`mf>PT!Nte>%{RL#nq?S){^mg@LGZGd(Hr#6hPS6Z zEb!j>!C=j_Q1JtCA}L)G-AA%>>I%BIrm3zTqkxUp7N^9k<;=h?Rx_sJ6pr68hyZrm zw8&c<29{ga>LUG$((-3Hd}t{yY;Gs3EqF+(Z=(BN(LMV~m?>RKpYK9L@6+#Gp8=qd zRGuKcIVfxh&C$8Mh*@d>sh$cuAh6YQIRo1j@bUP3Bj;Fmitt0Mnyy$*o@gBHESN^jaIv8D1&0ZHbo=BhD^X4Hp;~XxJxWDr$rhlu#??mmE9ksE)K$EVS2 zOqQRn46In2Vd#u@(t~x?b@+w6cH)A<{4v-83wV-|LIyCRh^*DlrozQT?1q)3HZvr5T5$X{)Y5aBqrz$0J#=rUHK$|QXUJ~|9gk+Ctpp>Y4`-gNnG#S^oXEJRG&Y}$=&u|YGz<4ZK0w^dF zUfd8@YU<54!s)LvWkn7M$b8LfRADLMgh|=cibc$ZvdmOG_4~Vf3&Ulm$Ta^Q(=m)< zozth6EA_$ZOf>cr;YENM>5<)=-4nrOxs8e&7h0|;R3(3Y^8NyNFE4+NOY<4H&JmMaG!tT0^|uJkqziwWKM08Y~3FLujg(w>K?6rUyI{pT>m`+sm=iT~WjY=2DLT0T~|Nb#dP^7-MmY`dz1} z?9cQ2=Q&h)xl}^_oSYaR`5Nx?v#)MHuBcWUTw5n6DG_qNpC9R`ZgUQqpIjcIZ^1FX z!~&F1SsfFTgl0bLFz_yyzzJ<8vXA#tA6Q7tr@PBOUIan*&%{t7Ot>0MMihB@SDS(Y zX0d-JxhjhO@d13*9>(aVQ454;?87qZ*}QsAxl>CuGv>aJ=hz%XiZDfoCAsWLNpTRu z>Dn4Zn4=>Lq4LWj0FpqXQg}#1S8t)A03gHx%*7BQ+gmAop^Y;K3Ts1PV9@SK|57<_ zMAM#rUNxo_PzVcqfz9hGH7k1M#Wms>|DQsVuXM zZJy}!1*%}B$+{;)ME5Y+zFQm57Sq;e*88%k1xUy#y2we`UCb2Sqp8#U--)rTM5etr zq=uVE@Rh}LXbK}UMDIiu_Jf?a-#;OE_Im&1mf=$fOBR;vH+D9r!H*+8sK%dHLKA*E zJ;kc3R9Q>a18}I#XzBEFuFY>dm+dll1YYjOt3CID8)4}Ok6aMVV}t@gG!0L_f08jw z(EyNQKRdSTr%!Ye&6m(vLX%5*tZ;xQhu~67ryCXLuJB!KEii zEq3;STsa4a!n?&p-nAmwxYW{%eMiHAB9BWBnO2{mlnut7DVNmWf)C#7BJZ7@!)0^D z1|2%A^@meU zEVlSKZa<~+b^By&>2Gafs*@KPkFG`jhG)m^=56ce~qZKos z?lCa;U@9r)ktQdx{OA9gEd7aaNExC-bj8ahDf(l5&ioyncoE#AqrE4OsaWf#rn>}+ zij|S9Rv3%+5Ra$xVH+zRLfu}kzyi=hdQ}EW%7Ae3x;7ud%aoL%Ogvgz>+bt1U!9#1 zL6_+3d$zS&;>mS7!=WDX8(g|*4cQYGleKM|ahA#|H9Dft>~o%ay{tOAfya~Ub%&hH_1Odpz0;dNmBq8V z`Vo~gDwL;VN2Wj8gLkqxdqcqWZJ!~5oA3(W8BXJ_xEQMdJSG;%8sf!FT*n%1Mi-;8 znpN8-aN^#Vq^xOB-J{KCiB{Y?ku8UEsvnjUZ?F046J+!Jgz&Vd-B1cT@-r`Yr6|wu zEp2zr!0h9`FC@$tgbwA=!6g3v>ZDI3WF&M{=TB?@3!VSGifkancd2sEff?_cjB^R@ zjjqv};*USBopainjW427)Ad6GnI;)@dq-rZvxu&W<;4lWP!4XxFB(C0i*742aCv@j zwhITr!>2w>6K5I+vHJ5u1Qh#&)pXuIKAMw6;!)dL95@|D&dE}Khmi7=JiIpw9utf2 zorU;yHy)So4FB~cm>@gmEXnM3bOs>{RGItI#U-IbR4M?=czZ;@4I_ZKxy@W4Eo2nu z`ep!kbo|59{3PoXy8dYwP2Fn*3n$#0$y~OqO)iTwNKg!-;LL(GFcA&!la4-4?d9c8 z<_-!1(VrfxO6yN10T+RQ*om5ESn_kOFgsD*%hC5P=`6XTF{? zT%C!^AU83we?ZAUz&?)fR~^xFLu1QU%Myr+$`4-N`<3TcnskKp^JZ~zX^8B6udp{X zaa92nfSHu}`e`;r=GU_fg}33kW=0zjuM- zmIz@uZ-W52{>5PFYpP<~KZh`}PoqeLuhuBLad&!XX+0-4yt7y63gUkvH7?Rda5WZ! zKM*F>6&CH_4P{}a#3tDp>_Tv~_@;MHWVnv9uxM~h4VSLyCnzWG;hnTUOsXLjtLs$5 zEfS0u=P^-3k12pz5%7hM(C1RNcicdOid@WxdEo(6%B2~F!IC(9G*Pe!+1cynA^Dn! z6b|;8(xEHa^z~Kh>P99(o`fj=eh~DfmL!Y}zrVeA>*I^SSRi%U4U9KGeXU7yYHp_Bct3W3pPdXk3BdJv z{_Jz}_3^aP@O04-OkU6>NTY(qo2qEwTlFyK*D{quNkUTE>pqf1POKpE7_%%m3B(Iw zD2BjbgNu>T zQFnQjq@Z@I(c_6>5OHp(%tde=0(on;sB=3n2pQFwnXeB3nJXdahO!k`%fz;^jeU4% zqIW8!gU9{w>BSbjf3T(jXU}XOhn~cLecin?6atS1$CYMAP8Awm#P4ybTw^*~Q8$>W zp<=ml=5FE6?k0Mj;adnx2K_-|#LwyVmg_Dfg&6vdR!8remkK&H`{(=|-Vou)!9gm7 zbljnzW%-p|E#9v!Cpdp`h-4+5a0dPuq$dTTY7t>Z0e#o_)f1Y20rNAZfomlS!}LYovnM$EU0z__y)9gE+|C91Eglh z3N?e9pO;WSPf;mrqc8Ktu}XN%5X|R1Y@ZJG)4RBB9Xw6n>+FZVH#GMgXDo@LVl!NA zqZ2Ei@&6uEF6mX2Br5T+xtc%DS|{^1s8@CyIJ`ZkBPYFeD|EJuiz~X#1Z(5c&C>O=H~3dh}I7xMJ9Y6 z7m0^;9S*r+*<kEi=-kpvh>dPJf^IxbE-p5?*%SIe+bWO*+D5 zvoZY=lISb=Sy3d;*{j@JQC@L+PFF?;?TI&hn{8#WP?+TNBJy2Hpk3fy=lRx*w2T5+ zJZE$*5PJgF3fcYXc0lvHMG%;Fh&>#QMtK%^Q6eN0uf1*cA=1twNqz zx~15$cZu+p@Ti;AN+GLooHx#*Z>UGGO7i;J-{zvRP?`@$7~l)yJilcw7n?jdmYN)l zIu#b?N=~UzO^rFw2txehF`(xLLt*0wWF>yf*&rCOOQ^q7cxhx7?yJse5AAvl%aQ7mz3V5lVv$ip-UwiD_!GZ&KTSWVhAj)rag$Hm?@> zca-JoZ8M+|GNX(`&u?`NSJKDKOpk|o8-xgeiD|ek#8hN&A||aloQfnbpXF~TU2xeb!|2b4J6&J@1Z@29h(TR6hfQr$jv%Taz@*XHihsfz zCg;ktxu98>nS(xgqhoe)P_}CLXC`wVt`dn7W)_1qw2Yz?jrGnQ`H_slUT=AMMR88X z(!6EDK& zUWK-QSEH-8GExSa>M;bzpr(xJ@)^YFG!7ueE0Z3)Jt~BSE3PfP(@MR)eE-6q2O`X$ zYjk1fA6|xzAZB34RVR)f)5k^_+}!dCe$P>$6*LwcotVxc4@u~_d60K=0OM9jlJBn< z=@Scior&@Ue4`*o|1p(WECiuTI>iD0r-(_sTn@(F?pefuX#{Q(ub}sK z+y3_SY>>%v*r;@7<>@jqW-@W8iFyjUD%!W`g(jR)4h^DIs2jO&-5#)K>){;Rn zM+peLsts0cGxyMGQns|?@gse_?H!#h&4ebud?|qneKk^66YO6QlUfC|^G%%JV);G#%H|_qB(Ei7CO*>y` zxr+PrRVtLFJ(c{V>HWTPV|B8mv369ZTo-RB1R_;h1&{59eWah2vuWe53_hT?y|ls>aNY@k&fqHNx9DB?TM2wO0ptN93qXW52l-_&7GY=Uo;PRA6~<_ z6y$YtHc~{ZK#S$bG@v6Av^zIRwBZwsQj=d}VSB zxVhVPfM+18d_K{pA%9t(?k9~SJzl~i!!rJv9bxOES=k z&MN&9avOCev^87Lw)Y+cR`qoDd8K*6tgL91Q&U5ihzLWoe;hn`&5Kn%pd5owOiAE( zVU2edVKyoue|M6=*K_6vDQ^iEWeFA3KmCX<|0q>?YQ_pW+JeL$C}L3J?`l>QRO^-rjce@(WjAL<^Z z#$+-)?5nHWFNNfsO;)Nj6ccvE%?!F;2~xfsXfnaz!a4x%SIupG4!)FQ$1+HJs2}f4 znK0*+-w^}qp94M?IvP2PyKszrbE6U9xF?a#T{J2!`{D~~zTNHr7tEEsd-J?vF~#WP z=C(JfmO;mSkQZRgBw*N{T)7DShU)(=>$SSoHFN-9irspT7GL;UY5{wy$c?_7NX$?< z(XXOqVtFG19Hm@Q=*;0t*GzSjk8!=bkXwCfm>u1EFY1oo71{01?FH*4@h1_g5NZW` z2eZTSWGJI6V|{^=?0tZ$TTrYfwT@cD&Y()GWnV*K>nNs37r?+6E?ckHh>As8t<-JZ z{)=kRh5it9hRwk+ejb}<6u7sS7Nc6Ix;#S&58uEiR9LMW5z#i&R~+S`<6d@;QzAG? zxoMVnB7(s{bABFqNT*SuT=GdDsHKfD&ycSu$?(f(ez|8oEdMrt7&8tvih=_@+VPfb z@P2Le7A`NFCkV8H*QIyjI_l{|?=>qy6;i)lNCbk{k*lwWj7l{ztc2n)@s|EEl^zdD&`xY7wrR91OA}&7PH+_U7hjh_R~^oTr`O=ke{$S4_v5 zZ-u?j-fwMfX{jJ-a`81d-5_ZWlfZL1^~cu5#+H38`-@oqgpPbM0Ct&}va)vD*WG=w zywl{#`5nPm=jPPQ{`l5gXV=!9SN73UB%=%u7zEEL?`hNYlFGC-_151a9U0d^S}800 zRs5!ap&^18t3^600}BX?eNY%V9cLX!H8#7u55^}y+Z(tabqJRDm0H@G|NerDPbkgB zUxjI4V2A;UXoS4p49|3?ji|tkj4F#^!69YUntuO_kDMJ)#I!+Ji|k~3-3bfj|`Zv-@s@rySAV0gX#9{;Y})20KbEA$9$!^CQ4*iR>Ufw;u4 z`E-0%U?dvtG<)1Xrr6=3zF~9mUCop*pXp53^>qlfyZ}S6%fU?unhAzpPdR#VdZK@E zgQPokYaR5tM4cHAsr3)l>$2DgfQ8p64!`n*KM5qAl7U5mLB)Xr;U12!7Z&l{=c_9Z zOJ`Th1S1*xOLF>z-01T}l9KBRL6YIX6D2kUvx(j)y%ruXK$JGl8{93ni`)9CWJME~ zHF7`jJKSByHak*%8ED6fhKlMXjtuaFFWg$p44#6R$e+cSG-zPG({c3lrG%mVq$McI ze(vptL{y<^J=m^g?C|P!4VofkaDZXTEZ5_!#^O|EQimFh4O4CepI10D z3l7e?Hyao8^Oc#80$awh!DY`FvDas$H4SM%mgw^D$#Gnc1Gc}=uJ^rfu-;c6-B>|i z|ExA`18+hFS3f{K)rQKbMp7;(fJ>)TXWh)hrK{Qr@hM=D2;=ToV;yITOFL=ur&$si z(ax;)d$9GE7CVloTZBQKU4p7KzP&m;u1NLC!f`f0O#i>1&u4o!Q%!z)w7E8zOiDYW z&o2g)gw^~E749{ywH4t^(&+w-&irR%L~EnS!U zHRfe=yElxBfxz^kqOwxxduXW2`_xLTFY_;0LWWAuW)y_8#l-?SiI_7!1T;0h&%$&Z z_miDJ@YwzckhHYYbUav7rHWYaY;J%0eyr&NocTjNK<-{9#yLGVJSJ%;0VcGq_jfG1 zaz#EJx$C@gj7uAJ7Yng@VpKR-rsd1pSPZ?J3J znNJ*zPa#t9{fbxIU2*+eKhx|diPRq)+}lE7Ex{2)5poH$387|TAzqeLyucA+Qy?qh zXCN(%zbdo<^g9JZYP;dSIoisB8tFXV%r`+yhUX->T-d0HP{YjrNG+%N_fD#v2nAI@ zn+mi1558bct-3#1%n6jt-E;UxVCapmtIM;7wF}1zY7mO&jYnNY4J{EPG41D7dm4)U zUhPY+#k$X3&c-L+Dd+v|&{#D^wI_CKGgrAJ5tR@`N)q~|O(NQ>Ncm9WJ|R4(8ugD~ zr3Te&jrB&)(al_uWypDd0y;Z2qW+afP4!F%XoYKu^8P3rr@O|WItQ+-t<=5E3^xpa zXH1Ev{GLgtuqO7RL3Eg~rnLcaKSW=64t(-d)v-3O-nr}TMOc2rF5Q{tTvc&KX-4fU zZHauHK)!OH{LLfU8da0#ywU#wxj;t05gbt&Q9hwQN5YQ)zxHa=3!ZT?bm2_~4j43d z?_wPLph4L7hYIlx?b>1H)s7ulq?#;ULW5pyd(E+#v;Xz}$rh9O(Z~gCQ()7)lIptr zhfPa11Q4$`&S^hj4EHuM+%?eQ;8yaBPyuis_wOg3JQ4cVxVWI?fLKFN0snl<`8MR-5X(cBH$UIxP3(n%0YONdKMv6%88?m=u; zEWa*YpFUVqg_O6yH=)vv>1`PLOZyCyJyhx-IxG5X_E*RDOcf%y!MeJ_*=*wg@7`fS zqNr{eH}9jGmZ^87CS$d!{|ysKh`^-`9=D{!M~GIlu`8T<_YHlrf_~qJ}3&d z$81BBLwWGkc6JysaQikEG@t_1)NptF{CQl74bZ$<^DPcro+ms%^X?4qrCDZlL1_W) zGsn#dl_EmgpEnfcVeTO=CVn*hD8DY9tSsJ5xRt_&AnXrD`=AZ^QiS4uAH_X_M`qnm zLG69~82yBzQor}yIoz#ubA!8ZCi0A3J3FCmwjDf(DV~jH!ZkoyMcJx{t4!5Rr&&(p z*7_+~d# zH@=>rq`0JeXLmOfw__2SkgWvG-!ZHOg zo~j~c4Qc7$kbl=aUgK)w%GeWXjID2jD|k-(Gh*H+T*uiqb}%ErDM z`Q?3t6$)1`DGB}gzp;h-yW(m5Q%wcU_AS~owim*Q++2!#2x)a0%u#{Swrm;xJ^XX# z=P{;Zgfo(&BJ6rGU;uW&U=t_boQ%$j-uTBxo)roxF2)MXii)_cC?P@3TNe-$V0ysx zQ0SrgUFUzE_j$I>Y_8ap!T=VTZZ-Y$+|LWTE&y}KWWULcs2kjV>8@Qk(Xl}o6{BI#B~$Nb}v3)wQ62qw8`kN*j&7-=6kq*N2(5Mc!KK)MR0fw{LMjX%zNzJr{Wn41(dt!-X@FGiOk= zEndv-=Ss^<*FRZr)7oaR(O{kpX7y^kGRKZ_kO(UX-J`5%*3DT?zD`OqNjxQriWlf;_Fe@|7iCIFZUqX!hr*X zsVN6Z_ZL50{Fd`=O`kP9^C^Xgqxmvz8YP^84G{Mu&i1J7!O(+?x-SZy9?Hwa5>bGK zrUh{7a@*xc!jJSk+7s+H&cDmV1WT{nyotSRg^qUZFbN8DIC?GTU~aGJy(TFy$?rXn znaQ?|ZL(ML9>+b)dM<-U_`CD)S=f={#toi`EKq~`>Giu7b&X&9dJ+=Y{uZQe6QPP6 zLXtv=s_M_oI5H@R=-!>BuOoYM)pW-stKq;i40>hr1t3jqY`_kS&Ww)Aj2dJpq{_o# zVOXbW#te2ho?(^l3f^U;YUFI-%$t#vm*WPTni^*BP!CVOKCwP*9g`JvZS=M6{kJ!h zZ1#V+48h{rWWVX=n459gaaKN7_hRpH{$2CtVO7}q^D(wu=z#g3nTZL<^w3|wze!7z zT|v8e&P)o@3R5hnYv--bC05=B;n&jq@@w7R^=7v9SJ+K^xjf7Rl*nQ!f)Hjd6KIZ?$9f%?K!NEKcSwN_$x_`dOM?xj4il+(>P3_w_0nFx( zEjuzZ3qq^H`oZR71$^$w)i@qL#8pw16aDb(Lwyx}JrzA6T-K5j%o!Lq4EI9V#IcBD z@>25S&3IIMEGGvWfb{K)EzK#08&NmhF1lH@w(=kA&#$gnjkfNheXpFF(65QEite*X z&jy_xH16^^DG4bKxBsoIz%;Bpc(9N3@y}{RL1_WZsD*bH`j7J$bnilOaSW1Ly&6N4 z=p_V?F&*>goj;GiIsS((*D;T<@WHICsl8S2nSTB7@&0}ErgAN^w3W0$Y(Dz>XmQWQ ze7SC9A<3{XA(nS&vQRm}+tjz6)R{Ig2@gkyNhg+@oYYKE5`tt?qN*~jvNBA^@{01O z-<~q7{lr(?y^HGb*s<(>?q}&wzxRG4I*#C3rPHlj(dV{(JJnL2{Gs%4u{aMjFODf%`rE-XmuHVaWu!Fzxm6&@+Hbw1{9D9B=DG5f+d9V zOY#MMK4Yq4>=|SO%Sy?*c67b;;Svu9#@u;FZmmnjOz(TdN0}UWDEi$_(8z#MQ zuI#yU*no+wKFn}>py0n6{k>^KhDQVqxzspD4RKx*#251{?mD>WRCg&xy`|;?^=q+7Je>5W&)5MAb zZ^dNA2;pQ#jKH0vq$Ij8_H5HrQ$dsLdB+thKk>qjJBkO0@ zW!KAsOlJ~)cndf|6aj1c2aRLQ0BsZ-%CXT4`Dd zr!xTv4j2ae{@#~~FM(-X40zOW_Vj7oJ@xXU)RY501Epa{{~czn%mntMf$@P_yR3oQf=vEg)g)lw#&>(jaNZeE85rs3L>-oOmrI zEoQYeW2ziPj7%I>^e?g}mtcr3JRA!tG;0Rx{Kt%sjRafq504(9F081??&qGxKZ8de zggcTrb_~<}s~q4I0SL`i4_Dc?v7KWxM_@l%R#8s&^Adh|4o8@5G1)=SVeON(KYp^2 zl}Hv0%2QLkWh^oNEzw*|PEi`4;cHuOWz%A*8 z>AU*x;;-l6=TA(Y2D$m*0Wodb!@-@*6H43uAexodzJ+dh4)6^eR9mEQt#02mHt%+i66~~AZ_B7A>nU8Cpu2(2ER)yj;iDX@;WanlY{yTkDoF=>9^3Y!>Oc5B)Co*)Yoq!R8c}& zL7Ij<(^Bc6&9!aI%#$PBG7j}@GNO9BH$EpG9{Jd^jWo?`PPWFq1M8XG^RThu;9g`D zW-u#R#TKq#M`y35CUqv;i8m*T%8FL>TESx;J#YYPw32>2b#?6R)3GBKZdFyqZscFHgUO;hi%$m9$*upiUf+wigSx|8*wluCK4SwG%|^KsF87l&ls^xZui2n zgvZv3t@-s^Oic4rr!eqAneE)l59!Fn#%jhq7~Z#UsDtm=L7mA4mdBB>BRzC_G?Jsm zI^yDpZQF34xU`h8wZ)3?j*e)5h}YfvS+mBZqWq4NbY4kqOOy7Q#E3648;gvw*ZQtq znAEXi1z1k!-=C)}p&F_h_HNtzNcfQ@J(sX;!@0N+hYq22*uTFp&%w%y389iRA65b9 zgvttZbWp1xWd+xemy#D36F>Rpq@=i{n~9sEv_h>Ys1Xa?NJY>>l9SQnC5(QHO@zuG zGJj?gjh0(WNN6NlmA4uhH;9hLyid^Ss`gM@%C+QUD@`V*IhaaayK-V+SGlQqv+o-a zP%TC&gV)Kg;ROHd`5zCy>*r6T&#hbWYEPUgDK6nZ&fnSBxuUXyEW($n zDekh!U$TuYk&%IgFMw7rUc~+ZHf2}{m#Ua*F?GV#3BifM-F3RN_epzuEX?BXFJwZs zw8X|0g@uG19oM>XOJi~s3}`=qk7EFR3-n!(6{ z2~}1Wl{{g$1FKG~jETX1pA7&Su#~tI2PG`nM%%V@d!Dl^Jju{;^1oyNxpTsn#AOS>{eS#{J{V!3iBQ=CnKr;IjGhecP*-R8hK6BvTxw+8ATbdYx+-KBW%Io~ zHC@v@HWr`fh{;m&Qb4BgrlbRi&K^A|72o?j;kllQ9$Nu5^v?^}6pV~}_Xr0EwmwSs z^P>M+^XBLtA2WtH+8bTvXU|rbpQRXD%C|IVVelf6BVL60uzfot>rg--*9E9V^axc< zObn*S_x$gC9|lN?kPt4v!|%Oc!%`ar_f^pTd< z2%)kPRwpndCDrtp%PGp?ZxtR!rg`t))p{lSNGnX!P|)DP*fKMb*JsS2)MR^|{JK|L z?lNNEzekUyrY1VH_4Ro_L@O&I+=7UV#L~yg%7n8s1=lRtruVP{0 zf&{rP7`t0x{-+kC@_iUuT4*Y87oruN8BNO1dJI-EpR{4D(`Cn<-8G8pxr zVi6xd;-jf4r6yZ?VY-&07U!SO%frwi1qF<(VQW9>@nbgLJ2eoU_D_1CKN+~EYCoQ@ z$SckRTL+}GfvN#Uwa7G545YO}>-2(jPI603Oz`p3Ct(t*ygasiVNlVRs7hOcRlxUQ zkWvElPA)bk;eLTBQjb%GR@qUw7OEJ<`dIM;cE{~#|LbbvI@@M;VQHbWZ>`=<7G9AQ zm&_>47^Jq$>G2}r#fk@Yk|lOK?lx~_4!ZWnryFUXKjd=ANX_U*)Qz1%J87Rk zHSCm*vW{P*-+|W$XrI66dQnYI4V#37A0tNQ6V0y@$1#1PxV#t?h5fJglX08164L|4 z>y8&YXgdSTO3B_HcN_lL@MOb-xZ3VcVB=nLy##+OzrQ>vv9|uFwvzVgVW+?}_mq7c zapG51BXh#gyPr?88X+k;J$U8ktXef3&J@lU{&2tSPKF;>+YH*>H#=;GKSrD%ky)4t zSC1$ywR=9?{$;n-n_s{*bvo_z^V2&NK(Qu-nwpED%c35O8o#;UzY}oRzOMC%NcAxH zV0d$L62@Pt({h!6H@Bj)qNuEhRNy$dxe>=P8L4|Z2Jzk<>p#vPBrhLt?u844rKRUz zT_buM*61;Ys)jy;uuJyz8`H@O*lgY0S|6US{pvoe;SVQYr|UMt{!)i+TpO3BKOaC2!j16Eh=FL;y}?tn@t!I+w7a$Rr~f* z)z)@-MLDzc;vUt8cwNn`T|11&)6n2-^AgPtX=(IF1qD|ZpZfF>*%Y2(r%N{4Sn&I- zx7*`C$}7uB@yFrk!I(%-Cv2Wu#L=Uumn8EsK&Gss4EO`C z47n9oQc*${L?o{jBamC{wYBcpkd6}QCy)Oor4Ab0K(Wq82F}UUN>XjhxRU=+pS~oAHT)x)U*01Yz z6cPyT#op_Gy8p9D&lnaYJ8*!QJsTy9h6X`##Kxi=JaK}UfSp7;9q44x!r-#oWkC;P z#0d1N!PI9TeNXfS4fmPH)7l+bf}=tiQ>S8rL~=59ZVpIE=?&7Wd#_&i$2v|vKWGrP z+=`E{QJC2A)!4D__$3Vp(ikGTbiojwcklQV+jS)D2pEM8eTI7+_b?2eB8YX5*R6Z9 zu6R{3vz;17_~Q@UMt$~7m{S23NK_PVR5MrtCFLc7llk1YAS481o^ReH1`g!%oAOKY zVa%~vvD^A>s|_9JfvrO?M1v1CbC~m>By%4x?I)Y;R8$tL(lkj&9DNiO;Ukr79cE@3 z;8z5rjD$>ad9e_Nk(Wm(DRK5ud1-mf8Q{K9Mn(qK38E4t#U<6{)l>3QIQei|8tMm2 zmvX|UH5UZdJGqH_FE3a^Tw`%(SsSU?#dcA{eNLg($iG~S66i278cSb19UDenAnoY zAC-?nXJnnw24dDM!p*IE`3)FQTh7hP3;l0VQT4MjR;|Lkz=#OKvrcFOR0+%uM^r(?fQfF+^h|4z_fQ#Zf@9s{Yh$|s!CkK&<0}p@;Xh4wY9PI zJOEA>PPqn#hSf#Fz_OvOZ3bt$8$%licXv#dtpS)mn>Sbc!7?*9WW}cBCs%IO5lc#{ zR!DVqQ9p%qBr5^AxL^r_MsMz$H+a9`Jsuu-FuJ)32^h;t3m)FwxHu#&Ev=dwMrXf# z96qq1=<@ky(sJzGT(auZ{Q0$>5-?c7$YAm2CMV-C;4;2^iD?osG1c4Ba0kh7blRJ1 z9#NZ0u^K~%u(aXRr`0#t2jf;ayScT`+uM`h?6KU>D7vWpS1RL8Lt))M z?C-yc|Ng68xt!kIjgikK#U%+}JKCE|I62iJY!+8;4dBjBoJh=^S^ErJLs&}W%@w+Z zT8~GY{JkV3#4x}Ct)fPCB~e2Q*%q{+l>)WQIK5mlk}~BL73IlE*h`gENR5qA^aBBa z+!V+dcm^;ifv#ZWWH-l{7?q5IVo4&%f_-0fSs7Q85cHc)olrpu4#t!ll1&+uDwM4d zm#w4;!2`)#QNb_uUtF@YMkfhz35hECE-fKV_A4bdKY4lPbg}6)Xbm58$C&w@6)Y@!iG$ zzWTRtMWLX55-h!Q;iqf%v-yDhl6*P^5gFjm zfIneYr!P+DunO4Rxx|?>LiYNCW^>{Mk)7S}mG^1yO%Ir!9(Hk9wAiZTi_1U(EnIdtG~1hNfFq^Ua5uyh$)lLu&k ztjHl;)ZGM9`e(nZiR+0sCmQ#NG}KWD_Ubdxr}kQ2Vr^Uc=~LVh@70U17l|y0xY=Pd zJThlfpx$E<$3}J>$$3ppm=(>N3wc&Bu6-Dp7Fn|j_zT{}TILkxz#!%HzN?ht)D%WwCDk{W}AHu&Q4QOn>&Ahylyb}>8*!v!1V@&XEG=_)~ z)~`pCoy&~Zk&=)yQ8x)q3FUSS zYHFBjBHW!+dWm#41kt@y_pQ&jPO_N9MldIw#h5YJtnK-8PRiz;KaWwqto3gotLr+@-7?u*o)fmVS))=97y>xdRWrCXkFaWiqVYiGy# zw}7shnaR8pyCCrWJKg@uZ&Tmq7U#nJ7aXDT!ut&pMq5c+5XC5dV?t%6Gz4vpLn>3O zu8MAcNj}5i9c5)&vyak%i>#_z-N3a9rs}3|Qr`%A7@C^+NVlH`3z^!z+x7;-`flu9 zuEs!io#d$eAun$SgH52V4qHLp8GmJbNjW=v^F4ZChTo}E)mx$bLvk`kw!67u6E_N= zw7hh}l?f7J65IQ2=gye=SUWd_g|advRC0~f#l0^Wl-{SUKnRsgLgR(^8}tB^mL|k+ z3ceF+Jxh+J?_B0x6sxGhIO}pE*sB2t}!N34bI>FY_X2XV8XmxbR(U7E&`M2k@w*D;lU@ zL4x%Df6Dkozdk;>xl3dAQJqj}s+qtBZxm*A3<=_J!=*|9bzD9!th{;@Vt(`4Z~{(X$Q(2Xb9B za66~ur35Dium5AcfQA8t3bKN0g(>`dczI-wbV)+saDH zzE5M|9#m1mjmgwh(Ks0$9juf_L#SeeSYUjhKnYb{9j(KU4T7Nk zk!P3mT*CP<$kJ%p*>v*`;hH%6I#*Oy6qFXoOUaXMI2m>v;t&3||NB$sC(k>cGLkYg zt!J{qsVi2XM4mH;u(HC6Zfn+XYjwrOVimnpr!bZI-+!^Xn>Zz+G5!ntZ{F>BgA504 zvfsq*cY!|l>{)e2uMqL+Q?&=BF3!I{54tbRd;tw3J|1NS*LWWPoRl+s9O{Dy=#Pnx z7Ru(gh(-BQ0TSX8%=Q{VvVbZ_cSn$dfI0W$M@@9AimZx-rp3d!hXNe~NPIIhR4VI% zpubZ+@_JQ|{?2x|g^v@$Xx&Yc7E6uxu0QR4E4 zE2%J-eL{Vv-k3U|{Q$p_eq;|+t`HfC&KsB&!bL;`I=$*z$uQ6V3;)l$wY7;l?=~Zu zr+tH=%nN>c5cdFtr@Fj4e=Ss^%J(J=G+C&ez)ZvJ@~6uT(`U7`>QsfMIH8gT$FG3+ zzU}&Yhj?=Wlb1Zp5{!&1WDrM=tdypNYZ#3b#z zZ(rQQ;+jy4%ZdZz1E*O|Nv_Xz;kcNUd{^m6v9xkbs?`-9Unah!PpEo&sP5IXwy4V3%ZJ3n-`rnr?XpClL;3F7k&6*LTMxnD24s~@jl3=P(FPZIQ z`o~chMtw;Cu&URpzwG|PreHilbTk^}+qVn(^k592-r3gKs!z;K^nK?$+j=(V1&Zl{ zNrP@uK6LKPwW%Wykk8PKGo zP#0j9b?ivIeOvPcDEN-;9j`}SZ|LOYBjAc@YGMos7x3)nDJCYiD`*$zUol_++GnRu z)qC2_#7$hR{z`#o+)Ukswr<75*Z;Bp?)bZzg_$;oZ4SLY#QFYlt5#Tjcg`FPR`T{H ze0@=LnwVgJ&2{UrE`+Nq2E|Z}P2qfxh99*)Y@Jq+7T_MRq3;Hsu_@s6>FV;0!Ue1d z7)IUVk)Sogxijo`#S=~?Q4_uZ@NXLoC;?0a zo7Ogg@qzSTCX>cM$rTBhn-gJSw803&It)w6PkE8>LU3b%b!%sb;dxxtAJA6P9^ZNV z;jqJ?!gG3GrO-&ddKHbfy5_I{IDbWHMX*Xq+mvj>$wqNq{=h-cA!24k&o(`0-kNED z(mpC9iZ|b@t}9yf$G) zn3>Urou}lb9C&?TwCQNR)WT(y_6_m@bS&-yxkHjd;&bAMcHndG7g)Ik1$5JP1!SQ# zu_I@&YiGCV*{0m$TqPN$`mc4UDpUFKBW~tXA6>g*n?thSVHE}&4F)ap^xM-sObcl| zi4%;ZvuDxwXvKMH{xyBp_`dU9`*`h0UdgPt;S?BJ zDYUxde&vFyVq&& zY@68)od?|F(j|-(g*hNxWM^YF$E8bYpWET_U##+y~ft9G4$i(N6|QwuDBme1P9j;Do_O| zk{3Q)@OJW+mXPND7g$Q-954Xw)LXZ>AyiP?XIanM8?tv{_k|obi8L_44b%e%Fmk7E z_eZh~Ck1aHFv@hR=|hZ$ta-F%&&xe0-=19Ed-Y7~nSy9SB0vHzM2NsT?rZl>?pZ&x zu6?@3{nxXa#Hp^1i}uPDE`M%iua%0@iVFf3aK5Lwa3O}d`uK>}gamduH0V(HjBxW- z=6~M#Q{P*E$BP|c&vEiyo}PHH_}&0dIQVUq!nqjiHJE#QF6c?2(?bsrKFk+3C28#C zOSI2~UaI2qW!%yK#bhv_J@0se%vsfY6<>aiQQ9{d@!q{VH{X5h^R2XkH22Q#e7|TQ zb(NKcm4w0lHxhYyA~!9~TA4kV@ZizJ zM@Fhfi|;Mg-laX~)*QC?R^cwd!Qy+rN5H|S(}~H7ndd(b&H~OwzlHu?_q&fLKDN-b z;Me7=sKAOA?b;DjgzbtbEF^B+AV!S9(fKuc^qNQizOtGk|2!)8n#< z5J-~NimeA4@IP??<}Jux;RVn&5h~|!YVY(p^E3TqM7XKh*~GVRR2eJtGAMuiffdeD zYP+UOh)YbhnED{@L3Ad!p;c@oagG{Q#lU`C{^CsQnO2%sV5M z2N~`)1X($zNYuwyw=FftF1)ViI&+9r* zpu;FHC!Rb(`M?FfW`7Nc37BFrMM^@7@1uSD7E`>0hbBVh94>~Kt$01^I-S?Z66B$w zR2eH-2Bju!j|@P7XW)5&LshEv-8vo6rdm#w5|{FR>CNRYlS!QQo}{0|sjZEfkta@Y z*=r26frBmwQwvh(2h8X2E4p^YdP!TiVyqU|2#gQZ+NI?g;JNL^Hh6@;8ODe66y~kW zj}AE+?-{?&Zr$6|w_`4iX}P`SaKGVa-<_pT>ddt+{-dCz;KKV0BhQai->yFT(&*R8 zuUGb3`OWj&iJ>R>XqDE|cs{Xc5k}Qgp$Xmbkw8NylqyqyF@G>=s6}*0p zhJig-nWKAO?iCjk=X-%9qG|&bEPJ66YEw`W=g?EpGt)4;^zqWd?hEU`2FntZ+~8nz z+E4*Z%Ak<;w5BF1#SWvZ4^qt*a*b&YkMK;gSF&K@gf$d2 z*7R8eSL1oYbD%4ju2()?k&%$;)2>fHy?$_X(&$tjC|gr}u7*u(iq8$>S8!%!Wo2Yq zB)nVysTsGTC5m){=D$(u_Pp5p~vOR$&p@1fH}&?E8p$Gv1O3L0k@W&4Erz+&gNl^!d2SydQ7sQnC@2$d_0Fdnhy z@tWkkJ1ewH18|4e) zn_&_s=pVpgK0aI$DqwZ*)d4X9Gj7i4rrnK`L`fYTENcKJ3(yG{S`kI+00T4iZrdA< zJx+UGB)quv;nJPhJB#mO(Lr^2^*(L;fUq_-wKmIB){6HNVU!YBx$>_w!*BJxOj`e_N5h{9 zQBqJbGf-cdE)AskF4>%|R~$kYq6`Q^0gwlSDmKCW4l>BARCe#jYbXbR`ed`JytPt$ zP|w-QG?<(8r7Gj7LSvZr*9dLl_fpPN_K*>gg%gXx-KvTf8<^!#2w~v(6Cwn|_Q%WZ zBoOk}!g?qube+SIIMIxhhy+y^FfgQzBbMX~+Z4;z>SQ5geZhR1`7XUU&)R4};z?%J z*PD|MxUAI$jWv2w!<5er{L*?+k8Wo=4If66yY)Mq8m<>?Fg3W~KtME-qE>-QyGQ7~ zAa+Ut2;WP;Hl)R!hG#S2E7qHuiPm0`JkBrf`a5#|P4L(YVM*(xTt|b1WGHUO8N1H*vvB%tPDonPs^CS0Q{UFR$DXcVh~@i(th9OD^ z6KV(QT0^bT7Ue`GE9$UVM@7dUs6U8zO~_2P7wRMGcW-wA^K!R-7Z~Lmd`*inii)vH zO0kLth>9_a7wW~d>vis2O>s>LO$mt&=vnE3;ih14R=o>%Y+eju)GDM*8CEM_3K9?R(tzDP&S zXz|R}TR%aT*%W630uGN^YCr`o$EDqm<@LT-%-m}0FxzbRffe{=kCvTX zECOf7#<$tSs;3GR_acGZoc3x>t>zNfYgT%+mQvRsm=wFyI612 z-9l3B-NdY~l_zZw_=@~ZynpZ)4tBMP#m?=rxJ#_%wF7J+p$ApwSDwo7T#RAx@(0XQ zpFT#RE_a3)GG63dw~@FtvNVKtPfR!wrCg^3{B7&0!P=1P(Kix=^E0*kJlo~o8!T(D zZUpBV1V8I-SF-UveoOl+!o|{tM)XSrYpKi~%)BV16Q=$7HKo5Me;@Sln7(z$9UdwQ z8P3uN2~`{bUK7qGWS1%(EB#Pr^wyo@6oAu#;@YG#sIR)cxsDre<0_&mrfM^ulpiB- zaqJ7fLOrJb=5#oOf2_gg%laLAr2lOn^Z#l4%rMae4=_hQ|8TKICn~C5g!AcX%M@~_ zic>!!cx?1}P^O>cgXG3!CL*!2celSugs;~FhV~Ca_z9VQEmf1Rw#4G364Z>rA}z>}$8^&Prg(hy<^agro7iY#hE#rahE|ZT2Q2o( z^^R0Zy^`-0j$Z2*rU?^S-r1;*KsbQs7>C#?GE(8wQJF7%U1;;X7KgChBy)B$?2Hv> z;bN_jVn+V#)ka=duC-&YdhO*-$U0YJD;gaozSFyUu1yfoMVX8i_UD7eE}#&V@j{$g zmhc8f!)V87$NpQsSKN=A`^p8C(P=ugi=J3fXhNoc)#!B`UOe`!>V1Xe@WPOj%NV0$ z$mB$&&*;Z3gv8WO0xBQyTld0#k{2L7S;e3~q}QrFU}OBo@z1Z)PfkH@E73>kR&n{W zGaeD*?!h4^46Yb;}&YR;ncn{6}x(W(btpMaj z66b7xUZkuCjBJqHRBOuj_F@DWpImg~Qii&W zR;@S}Dm(|;tW7_uw?yM|)J`{ktNQZ#bbCvDw1BX%_S>9^=k!E>N}~ka5xiA-_L-^> z@KRyghVh9yKMi4Sf5LIC^Z^pXB@l|_SR??+YgQ?RMkE-O`0a?Tgqe$nltE<2Q;ZKr z<{trzTS(>=9=R0Wt6z#ug&hQ8Xc^mx5s8qD&wG18 z&2{MnvHc4;IEa)4oICR{X!d4UGAgZ71^>#UXyh66bj3|WLYP;0tHL&7I(CqYBfq)X ze|S0%S+7eZlK@kcwZ@!Zijeck(^+B7ljWLpTF}cU!N)rxVQ`ii^Y5S4=fN0G)?pvdW!j!D_bOhz1|4}{ zA6Oh|Bcj9JNA(~;97XfP`~kU;Bq$p4PI1hP@C(F}2;O>`iDq3Yys6Wv90rw-k8iH@ zSLu9QlydZA=Q=4h!%3dF5?;OrOC|g5HOZmQ??GMkX~0}om34HpQ+FJ%uG*NnE{yHw z%P{7XM1I)WKVV)WRCQl#=Bf0kDlITun!J>FMv?c2JVugFRhy!n4C?v#{sCx!EanEp zq$7kSzAS-{{;BdD?9W7Wv4l6dfGyq2|YbwLYj-=WX`( zN4fNz`@ZZQ0GTXNe_1R>u>}z88Z^o>rzO4(-n-$J2OPjrl(7$)ct9H#ZhH$%~ZD79ycRYpP?vY0ee`gxX2 zzz+3M^R#qz%3}zQc>@cBlFpLOfka8gOWIWIJ@x_i6jl;!i-@iq-#n7Y+zfZ#Kd(&a zYXyioxt=_LFMsS(xzru!W9=5CQ3rYeS38*}m?RNt7^#H!ut!d@+lLFpw081dHBysN z^8BvWCC9TPM+>IMw!Zo!mxsFue^JGw`u(`6i{tGgiy@+{uZL!2OmSs6Gc=o?+#cNS zlJkPl{6@=yHb*5eq&T2$@m*QhFytZvhy!f&xwIsO!uL(GAPAY2M=n;?HB$e}zS_d; z=B(fQ2juY<`89}=kjdh3XktE9>QZFTv!nU-2y%8bIyYb(2+J|0U-`wOZEDLaoKYGn^G|$l^Tz-ga zV}OXbO-<6*slD8&L*$}OKV$9H^+HmMVIlVFlKwftnYa*9vw{salFK*`B$(@sNIe4qJn+>c!8kD!*nemZ#ca? zW<+W#LdBtU_@*Bf9p3XLM*47XVeGjns3z*x{BR!PhP7w~Jz&X!jfAAkCl)h!Y#zs^ zY_8l7oB5+$;N^{kA{3h^?fD&tLzcQh5**F?Vy_7=$M%@umv)My8UbH2>cCGISRV_v zj5bFzpk2|U~p41>_w0y7Q_hY5XF1ltAG_?sNvE#ieo<0pu|bOoqX z`bC%C3N89+9o(S>8y%ECN@u!xnN8vA{P+<&K>S6f;Q15d5}7^@ok2Dze*L0*iSLS>^`Om?O>eSN#$KB>H|Fa+GogFJ2RJj1)BtG~Me>@4V^C>Sgr? z0pe)3g$7QYHIAp}TJztI0T(YFT@qHV`Pt!H*L#~Q)(TRyTjQAQK~7hi?VhjSfPW2} zA?vvMW%+f|Qo8i0K^x4gA6EwCZB9vH@w}e|*hfkYPg_1a4tSxcBMHzG&t+uO~NEyEC(;b1DO`M-)XnY)UP5>h1@v9`3V%Pm$) z3BEFUj!$+>|77Apf?q86RoE4;ApoS^_(E{DPC6$2Z><*lFPO%-TBb@D1-Q^91 zKMLx<6}Fn2&zsi)tr&FDJZ^`WVU63dj0Ge=khiMv4iA;aX^BgQqTNovKYRRSWpy>9 zUIu(yZhspv4qjYeT!BWLRaLEzsq_=8|knxJ>|-9Ea557x-HPQe70*gM%^V z46vwq2Aw#KKB0sZiVR})MIq_2F}N|?=T}2THnup`IQG56sEXX`pG|H*i;s#|mmuKY z0xTs^{8w*2xFMfwjdCasD581z>#H2s5(nfWB4O57Jl@zB#n)S67183%Jj$$240JHI zkpMC8Lsgi)_(Ol-X)Z9(qpY#k*2ZW1A)su$Y*jauUdxaja0XjZs2INYEsTz0>vs6@ zW6IAj+CH~O6-5PA4*((5&zaB5>*}!$Ljmd{DMk zGBWa=F32_K5!6NgB)x>KFXgYK_av{qD;S}4TWI7WQBkUF@Jw*g86M^KX6l!sv|}iI zODglq%dXeMqf9{Ya54S%dsVAN4a!V8&^qJVe;wb z-@ok~BBqZxlFmPwzveF>!Pw6NZQ=S$!ay=(zEuh+^|Uito)^~v67cdfgNn-Txdt6W zMotX*XDS1^?X~Vifji>=IxUo}=&2ie@CCjXs}IFwQg@ zf;Veqp@XHQ;|x{Go@g!-4SS@YKi{kG)>_Q3aJDtpC|!=_tyv@~Xnw<@W7Hi;OF;ju zz{%_J{Q^E;cA{GueqP?WaeU!DVQ}I?gR4R}jXo5r`t)4c`J=PF#vp4g%-JLlB zJWcPOY0Pvnl}OJO{Nmf3HxQ%tCQ67#kSb<2Vw#5=7yN{lmvk6W=~8RMZkOq1U%4n) zL+K*@`uU~RLA^k;>+|v1L#&~w% zxk7#)ZVyP|l@a(%y?O9mmjSa)r8*))M%Dp~mzSUdy2ze|A|ap)~sUn0if+XhMv>Y zGhUQz$Vvs8h$mJvoX!y6FzWPMJ-@J=D$>v-b?*^Z{r*#rQQ64>x^)h;CrqRC!)i9c zzM%o)W6AKzTyQ$hEB#OBvTT^V>?Nmxtz#NrR&K-e)AZfQ-vY9rP$XrfbUuWOmcVM;w*b!(F zmT396Sj|71p@fk_eULJzJwQDhGT8qQ% zaB=Vj;-*cJsqr7%(Ih*V!qUYRb!U5OJ|BFJD$4ULW@m#J zE?}?;{V&Slh;y0R-_n(RqXtLo~$4T-+Gi)Rrzyv!ZM6NqnOdllyT_E?UBoZ*zs z|AknI{9zKze1>jq(&|a4)LV>{N}-z#edOXh?;+_xg5mS_f@U+f*)?-R3J>TiO!-uW z%LN*6wbnq~nVzj;y^~n7tBaX0dLoID1Z;V13h6KAZ%D`$VgSYv=7vXzLIRh&Sgt4a zx~a=bpZs_w;R?v6p$ucYfAOXb!$Z27Yo02siGA!^b)$Vv5rhNN!O&6VXCw{!OXLr> zy_m}x(1?p6ijAYd%!pH#WC8(ErYvBck@j1a+PokjV6aT#pJF2A669zgxzrj;aY=uH zKsyib$KyP3E`Z-|Q&OWG5_i|UtA$NR@>r^aUH>BHQcM)Qimihv#3_-5g}RJXdhu!g z5}%G!*YPR<9z`>A7#ACdu-^tjg-2pJu!IDdZUM_LOFpQ-xItI8yAx=XGC2-8T@)%& ztS*~Ag{WwJ+pa(XCZ>cA7nk~TI0#^@3-J2AKiuS`dI87lXPL`3cPS!nu&*+|+>IhEs|YKESDU*V}z zChvT05;}O6pZZ-ro*~WD^3>YBo|k-L*(cB5F+_9xa$U?WFF^;_Pe3686eOW}jg*oR z+%atH)(~VO1$6?Mu;CWpz0g2mHUX_&&%+BQ_7-3efn0)s+Dxb-k&|P`OqZi=8j?(G z0xI;6!NEc6wdG5=6|8hZu0?0MSC~GD5ECS+@4vsH2(2{(6ePADRC8W8pYUOF9HgAj z^+CXsw4LB``R;C-5E@SStdb~%6Y>kZ1G59*3N}=l1$a6iZs5oh@R|66E(q%6m}sFH z(=IQvnC2NEtV2pYz1(pU`R}{yE{1{Wl_jDj@XBMs0bbOt&(YcDO7;^LAX2uWRnKOy z9p?r=_#VPvX8v$YPR!Cw?vH_n-K`k^i2Llji#f9XS{d;evAS5yA@psJR89T47O_-g zR0ghn)ZtdHs23-qj6U1h#cL~8Zy#48Az^b`8RX@fj+3tLFuw)oGTQGgnp1+Y1b$0jgWYT`blHW#wff zr)s?r;BWe$-qxbmmjs@5on3X@5%oV#89IMLAbRIBCDi}G3`&RzCZMjM+B1@{vYBD;W7VAfp&;hYlLY3(-a0+rOzdD2(&pqSkcoaW>XSn+idqptk z&-2Z~wf{PvX>}t+7O28zWx9n#9E^iz%FxII_9XrmY1=%(O&mY*>82|@8uh$9f6P{s zNaSo<*w6N`%P$ zPJ9^zS1UsS8v z9ky}~!6gX9Qs~wX)O)qJSdF%@%B}p!`SP)tDmD|(abb22c#{iT;;`=B>|$WxB=hjF zq}OFiHJcJkF0PB%O-@eM%C&O%76S+0*{Zm-SCs;_<}yc31N6-OnEyE)-znq$E&J!r zC%FvJXP8B(FZ2AIcZq=)d5fEtyrHk)>XQ#jtX%symrqpMc9RD^{^`odab^!AlA-0KAL6!myOIK;m%}v>{>A zbQSE%2ETqul(n8N`~)JOUSaN9jrGTQR?*xlz2ySZ=$B&Rxh?nv4wM*&9BC+yHL3SqJuxUIOZYg|$RLoI9o@yer( zl7s6V#w?oEf_a7$L_!wuQyZ=aMTf|_7WM-T_5XD$Y5 zVE#K?k&d{KX+VCVHVhHYE_4OabNOU$@b$r6Q9l`UIOy?P3i&nFvW)#6=j23)6Nq%u zV-zmmKq#alP7-$G?anCmQYrW#q`IZ%rNjE(#r}p)Dfa*(vb|(LC!?;&9d0#~%dMOLRzlXuNS4l?3xZ z{kjDMD*!GXW{Z`Nmgi+;RGt;g^Djb6#$+Y)FBWk1A9ryQ=0{Zu!BRIi+KOJ4T6KCq zy64+`dp$nWl+t`BAiPF4uP=&)zIO<4%LW(r&f5{-+$`1GxVo*zj0Dai-@iIQShTA8AC#zy@!FwI5+1uHWg-4YDTUn@FA-e=P&Y; zPf`tjV;is(+k4pJ_Z4A}jvQc`mrSH;(cBRm&kVz8Gnn`h9VTenX#lZj@ti_QhPE5!zmJ$et2`Z^9AXidieisj=o?b)`nk9AiLUt$Lb{8_6 zx~jiAG-L=n*Wos}*77XjS_R@WHd~+ZaB)txJX>Acc)eO`rJu49-KC|gv8hr)D}Q1> zHv>CMM;5Ew5gOT|!BRv!dLLC0^zk-BUTckWw|G;NsE5SMaW6iDw6)XC#8v*oeR`QTd->J`HzqyZ0nkZZ;82R<+p<@kEN z-gnGhs;wUs?*nrtk7h5Q|^nGRg*)gSv{3w zFkV|ip-6{M{6tHG-A+DY>_>ba>i_HDz#xQxiMIl=qf$p?W@`AUky(Y6<7o+IY%d9$ z51+`!dO8Yo+m!u`iki^_`w7`OTbhXBAbJ0U>V)pH4!eZBVr0&qO+qc8i7hntvp&LyLc1*jE+g_?w% z^m}-*0=hvktLS*1&IPwlLJ`uuC>{NogIIHU@vJ^LIayy_m0afHEJz9&qB87VK+Ol& z-t3M>QY>{H2!H=Q9ybSS*#L@UHBSUEp0XemZkP1Z!W}O0U-3eq_ELuY*1o#(uR?pD z1@spIp)N?Jh_3M5@ECOeba^vA`nq^klrDUR!_>6t2Xq-?8XE>(he#uNihrMVTIm8;B#t9YL3Y8TM-j?d>lhH`zUjk&FRR459x>-`Ozjm&Gp;cA6?!U!xJ^iVDqF zOC|s*n@zL+&ns?~xMOGetnukH^^JI?MpWm{=ZKazT%!sM0Wz?=xN6XXl{8E9Y|(vs zaR>AT&RHTOxx9S2ikucMm&5`!X4f!Ei<(NntECLOXMY%JAGpA)d6|FYu8KM z@o#+a;ys6#`Bp*XzsWf1Pibg&J+I}N>kPg7iOrtX5|hpL2pUSH9H@WX!_)8uvwBya zoFyBfJsCO4L+l>^Mq`I;8{gmExR5J*Jt$tNNniZ`Yq#XN?ddH){&wvm_b64}0CKo5 z(&-UI>-6djf6C?j8}`9UASSU+I*bMp*yqsG9ss3lsjzxL8UQB*D!}fcdQ}Xy*5^z# z5)ip-<#p1-$JFNK6?IXwu)P@{H>-}dcD4p~(gBZ|XPn1h>SA@p0kt1CV>kk%?9=r! z>Q9k?=8E!GUxxpW1l4q`<8K@P{z7Em5i2^MwAj1fK8zeo7dk~a$|3TOTztX}6IxKH z*Ml3CBH<&G#4jhYlgjw>K?~if57xoy*~U2Ne(#xrk_EA{n&C#9_9MV&dfXX8sLUH& zRV^-WKdD6==rw$%JkAB65P&kORe;>VlI!Ai;XZV=5Vaua$4s47m@T)xQUVhd9luIS z9fn_3DxFR<)s9!cUQMo!V2}xg(D{#C|6_C4eA9Mw^nI#teHo|m&fzImKkpCJGxhzF%-g&hPnqrrL-Lk34@T_C+>Jh;IE|%Rl z`L1?^-ysAj0XSd zssUTyWPO&?*z&iT|53`37NM_?yXiAdoU`?ZwX-R!Me^dzq%@piz2PxRD(9arpSJ?H zF2AqS(5cbU`L+l{Lqm#F3VXVfHZq`DYj3bs!mlV14tSz?u+l3ECqW)h6wLy$Is01P96o5wovMMaySxO7<^%hVVQ5YJe- zpzHNXf4qQEXaJBKmFMGvg@g0o4Fm6?(F7Ov)MeVBbXRLFq9sk3^!{b<@AfPhsxuRr zbfFgiq{oN|y;}j*(t@Kz1HXRxsB@~Tf%^;s8IaTVi}%kQXn5wjMZH3E>zc)sz!py* zFVaN3j*;1DX~3Z1*>T~a6q1Qvj?YLFm;mQZPf|Is+;Vnyu%szEIwji0>P+r5+kG2{ zg4v55@2V-CJ}FWOI1=fYFF@ZPP%B0{AhK8^}68a8cj zfp(n1=Zi2Lc3Ft3Nyq}ud7cS#M7J>#Vw2qplR-FbEs>JrIc5|{0-0@P=qPCHaId=o zfMRE3&dRL>%kUqSwE4Gvn7aaI+2B?1SL|7Xe}Eiu2X;86yK=XE%WXIu!=?@Y-H}50 zPem;vQOr#kT^L`?4;+YykT;Ac7&S`mSND^=F+t1Mj5?nGmFuJoBaZ$W{jyaj+(K=0Zo!Q$(%qp6q zw5KhzFVE|6iL7utsGLb#fyLUP4bd;}PHy)n03nfm%=9mZHC~|t3cjg;M#9qQTL|_L zGj*wvmb$+8d7HIAv>|~LKkW$b{`^w*2TFFZ@9pDc?%3X}%%!N7Ed|(rb@Sf%9BKKO z6k#B!AVkkcMJeA*+vV4+X}5$}M-FMESQAfa%A;y~c-IUY>1GpTDJ)J^ww|{#YSiU| z)%Yl4#g0ZrjQ;);&J89Ck`xN^3P#69-^U7NxGg;gK}@NqNB27|BLc&d!w&Oyv3EMZ zHN(=-TjCLvz3Qes;UMnuN}Oh+Hh;5}(YKZJY>`g>FZ-IE?z~ZaQ7f5VH8w4w#o@oP zfe9}io%nGQ>+i}^J6GL)W|*e76yC~J#+^VFD>_Gf_zM(`#7c_s%we(EBO% zvkF5CjH{0n|Md2>7kIM##6I{o!cl+XzW*K|Rg2b(iaN<|QQTQC#kCRKK%EuQqwYIo zSu@RxESFFE6Xo6*o31y;=mA z!J_=S`@nmTmZO)hr-s?apUn5c;q5TF-q3U&MR*YAV0t|T4Ql&;)&YhHB4qC~;LQ*H zLtR8WuII)5FopnIkhCC;k6;PA>@f(+$O6LkQ3%i--T7W#Cb77IPTo7>%RV6X0@RB# z#o9tZhCJExtv+6aYqd<5LhbhUfegbdj{K8AXY7oqgiYVqypu7oASuJu`&`;g?psu-yG0eta+$dPEZI)PvsG zNb-=@WtEqupIz5o$0YAU`s3?j%hRe=X%`4RoO8%7nj)Gq@-iXC#b~f=ZgoYQ9YickmTO$n~)%u3yV!thTE#lXng$8?z3s+-Q zDksy0EngNGxcs!%Kc1YHvw&~ zhx@hwE~&TGM!2e$Tt|e5lvYPSh3l)!tKN&~i$GT%w}L0;L4R{u(QnMc+H404$WM{0 zsz&_~dP@yK1 z`syN<)52xhGIxy+RS31?^#a%EX9>w6!_qpb4sAq4844*AC#Pr9(PBJ#@Tjvt1 ze72#s-r8Lx0`Hj|g@l@o&^imvHp}Ude~PJREis;(ih^qW?Gex%c`A9zt_GI1xzJ+v z+va5?0HO19EDVX$zS|TbarDo(kEgS+1A_Mthd<*_-ql7k!-t{cKDjr(MK}K*1Ip7S!4}nv3_Z`#_)u~mR$*b#rsWi&HhsM` zma8S2>Y^gpD#CI80x2EIdG58J&}MKNRpz@X#P%u)WthV^krlhGfl|oB5OlL`Q@`fv^rAF8sm2kwD?40qEr8j>o(`TtT?!%|B;c)_t!-b*2@oMu!r&{@3Qn$=tI_GSq# zi(5YNh_BXN^;7IVNe$-lVs>vObfGzh$HE#{y1wbt?rxt$@`L-VGd0p#>+syV57mEP zZZKl`IdR?iuz&6RIhseCA9SSC0Lj%<6s*~TXd-(w`Ap9ZXTc0zz11PSoEdhC8w}-S zPk8$4-8V-Xg2yi=_M{i&{N!Q|s#ID-gZb(N9Ks;CGXd4*!LnVIcFPJbp9CEpYrHX| zt!(UjH3#@4C?R<8pO6rDh3H0AX0sV&qq5$}g=lvb$#gdSEqIcGGSAzZOru5hiNemF z+k+~HTa)Vv5XNt|s~ZHRV4~uM+ZAe{fl0MVv4vA)k&=;LTIWt{l-mmasZ~q!F@Q1D zwoW0aKIan@1Zf}&t)-P!N<|swqSVHlU5K;Gai^{Be|$8GA+s4eO!hr6M7-pe+2+r1 z<+g`$8|&Lxq8mS~^R5+cHjagfX&ccN3>W&qjpuJi{0`qSPy%!y^5iqY!QIPWkWs5} zg-kJ_pa_#Tu9{Ocb2D5rjpHeS!LIRXE$RtVyTN zYR?IT?2ebdL(#{`p|qHt*NhlkT=jLAQ)PUW5TxZq;)r-bZTvYUnhab%zoBF&P%wvl z7ZnwmEeNFQvVZ@qMka?O?w@b^X9^Kz>NI@E8TfcN6~-K7W7#m&R19I+Z3pR!Flaej zX9XN2ZyF=#qLQLM8{Zo&P%S4mn(0tY2!;-CPGz)X4>+a`k87*q<8L_@EAw3aMqj5KY;dKYM8xGMR8dYm?lGi^h_D}7BjC1Y7JObWh69>K1=TSk^M6Md zLn6|7-&lYB>Dx4H+0^CHpP4l@>&br56>Yt7_~e-s!{bE8N7enpl2l69-lV@8}r#laJ9;wD1PaaGbIR% z(rYb9NBU9N0Tl!7?Yrk%_6P9vgd-xo!XEF~VG^#zKg?i*^ZTaNu^!|GgThv&R3Ia?0n4zxmO93ASGU1rV?T5L{7hI62} zT3k}F63wnLsA-Lc_!}Ac`A-j|=RJCuOYt`AnjLM1)1w<~Z3yDg>po^4d4E01Z>2IH zF;%H@0iDp`XSA}pF*kyOAfvYO5*==ZW~qq-pJI@0{BcVuDb_JRB4B@OHaG5jqEuwu zoMOZb|H_GqCH@Y|qQ5inc+uKe8weVNCt+aFymW38W{T)U&s&tarK-U{O>SScr>O&> z1KB{`2$W4q3HZNW@k`~fT+&`zWexC!r6r{mR*Mg(Mem%R+#Q4N-NPy9wk2p6t&%Xv zWpmBdD3w}K!o4AWm^RIw4#uHvuy!y%M;MzpxDKv1aY9_|2x|||tiJ;h;~X2WpBCI9 z-7pV`cR4;Lj}e))CF(Nin--o`qK_+T@NCKS7n=kVTSTe(kWGySV7l3%kdL+qxWU zcEvlBlY88UclyO@v9UGB$PNcB6fNK$uixG|bdBE~%@`Wp@YXd9m_zPjnB&TVPWA9? zIlI3GBvrhuD*H)}wF$phE>vdrhhSjt%KuBGOj{hwXYT0w^(e=~t)QfOm$k-4;E^rX zBf=Lt`OsKf>kb`QvH~FPf7EK6wZ`&|1{r%0ZjSeN&i2Q)=k;)Vd5wm@e{gacm{Es; zs`sAFFA0>rkv<(^9z0H;G8fK8ZT{@SE9kZGFg7NJ`i7?09fgq!4iO)eolPw+KJIZy zy|UUwYrB#ew(7!2IG*fLcJS9+8^7Ar{pLFcZp2GXjEC#U^1nY^N=BlTm# z*2RO`ZcRA4VqpThnJn-8by_;CpIomIz0q6QysfrKeVUA$fZrdE&Cm9o%d{kPDSP0EoK6yuEx}>g zKS=o(d@q3t>N8rH$(KMvh>j(4NJDT(?;j2ZUoWhVX^?ok@53XfSTtr}WuwGcQu1v5 zcvxDZ;d-aNypyfZ&TsXhC#8X^!$bY};HW>D1>#)PI<`>@H%bRNM9&#-F3;gRse25+ z*mFBqJXo+&iz`T>^M7D&XDBH_l*ryC64)=|G^1jgw>qfA30_a zk1YvB8h$|e_~1%b`_4#lWpcz;dY9#=_t|mKm%>Hjbf}lf-}-y)yL`LE=e#zv z1f_kbQ3R|ABKISW+T1%^@Z>q(3 z6?SgCr;0y{?Ci%{B!Y>Z5~1{)*R|jexv-0VQVyOHM$-=DSjPYOnj=)_CJ@HkH0Y+mWGqoBXa6$z?}*q z2$sh|{QW#TyFJl>j_KRV#? zf%#&1e!@=5rq<%Ux)a^2dT*hBdaBtc!EH-qb!10*hm+P(=%om#IG6!AHnj8U+k9Y$ zTfD}=fWw8ky(BgqwBd)3u&}YJXGOW>%^k~OdPOHM1XwuA>CB+_Qz@au;4| zN>FI0*)RG4g_q!$KZ}V|w4<3G7Ke}GYc>luLE1se_Oh5wS z4%AY#_1aGt|6C7VZ};_e#yvi2F|n6iZVfLsnWHRp^D@Z7Mkf|}ifT)ESFWftAy<0k zp7UPc_m-!YCJiQs;vo{*vaS~ti|*}b(b5{}%MBm)3fpbwd4d5}W(u$4e%Lyuh}^tTey0Z3uYA&}81K>7BB~P3rak4~Yf+a&3c_FgDpA{|DU79L zWEmN5t1U?4GF}gcZsh5wONoAokEXyZZjX25n$t0BKz;?EfhuGZk=5=(`tqNARq1eT94;6QO}%h@lny0bbnA1^IOXisG=;9KC~7>V%cqp|6(P#W>Af3bOWyKh%zLlR`G zX`Tu(J+UcyaeY-M4=VlG;NOY|2ex_DkR|v}dC#9I4HD8pHhRkxluEgFd4C|mJfE*Y zdJF~C(`FZk?ygqQ+Vu2@%9VAyPa3;VT~yAOmPr-F5&5~_e;gF+!}amC`-o*mT~^I$ zQSFej&48h;k{E+WTUo4tf1t9exVdE!LK^eRj{FZ(v=nRR@^k{(3|PBM$`W(bH$yfXX^g;%D_i zjt;G5;>qEB-|F`C>6>+&lk4OJ`D6GJeK2NA$D+dQvf$=obG4c_J{nj=wopf^>G2C( z2C^V-G2|Zek;mPi49c^vU0+lN9_W^a+aI0M1L9Uxkp@Ve3ZkN|5GLt~L8|idJ8pyC ze$bv=1rlred1)6H@sonIbBp!liLb?H6Xgfa3uiTT!?{FIxbE*K%;&XBwYe5-Xu5=4 z3S6Cuw5kRPi0j@&MEmeRE6bPE>8=c~bhF6js_^8vOd6_PUOy zQc?tif>!@E?mRr_#wpD0%=Zf1YgecR2`lS$JeIsom@K6N)A*KLtIzxcl~QUE)m5`t zbbsG`v2;1T784~VCq`N__oSw(va5I4jXn_zAEYQ0L=Uv?^Og`3a(!-`_>BIR(f7iK@PP->8e6sWO5E{QLk;qqUss`5&|=}qUu8+g~WEa z+ZB`O*3wgI`l1U?a;4bn30iiFTdJk<%;x0mOegXZ_bxpvVVxkmC|-}3rREQrAsw6wtCY&*MshL z85pX5-u@Iu2$h2UDqDckJvmhwcfP(KjOQYrZ?a;RP0BQ(tLZ`|YG3t7F@X7v=UXJMLh>14q z`1EnnR>rC+UVK$hjV=4~p_~r}uT=86CYCGRtPjaxEkDgaTXocKgNvEw>g?UzOygg! zA#x>NaEVxoUD(_5@jCKd{dny-L$19%ZHd(QYYCmt&eiMH=F9u|k6t5?*GoKhG<*~S z32~FC&F{7NWN0ml<9?kfe*k=wG0mHHNA*g$i$ryTVH^_+J=eu!F$4w67qchyuC#RS z`EBoCT{;efHW<--tFE%DsE|qE3wZ5$;Q2I1zM0{qzY*`}JEylvfi>tj?E9)ll@q=6 zI;$-fk>EzWUXtI{Kvx_G$#pAf!uMm2{GNQPEjuYWTR3v{8N!NMCr#X#{VqY2@} zlXSKUvyXXdKAd#GH|nr(#q;t!FLFwh>*B#!=0GOHVzdI@TpSOSdCl!D zuMOc1Z$R^ttPP~Xb~hi#wp^gGyfghx$b^H#UY+Zr(Pi&|y}X})LQ_cx@elX+4D~edH(2kqew^7j-i!f{MIQrgS}_PNEjjk=*tibkDjp4?gRd`6s#(4q zd%Ob!slWcB=FY_$x#bwT>fU3{_#!^=tzh$P=Vjz)+>E~&5*Gqqc;3}{)KyAaSQ^OH zUc(;DT-Cg6z_oF^_-e+&g>^XAeqj@9H$^2yAV6=tyKyt&W>|b!dOnVfwpVNqjRnFZ zaQD(8)eFt+Y@F7$b}g1L>)RKp)YzC!b@nr;vbV?5U=SbzfKw@|A$l*WnX*#*4`yWG z8Zsdv*!tkjsrw5|3)9(GX6F^?a zPVG3gw@&YIXU0u9JK=EDVUVhA<=XPvi39V|s`M9URhS+7HMZKH(a@lF?ZWy>(6Bdb z!2B$r*jckEC8b(=k2wk{VJR0~7cltzDeKda*s7y-Yil$$ zYlX(@;;R{Tsn-J>(*znyYEJ6C5BKhVxO?aQod+Ku(C?m}ydK0}5C(PA?AB7UWo?}* znV2HCZXG66_v(c&VV!1|md|kofYbv*1?$oUm#gD;??qKpR@izc6BBVQ!suu$gaomB z-SH;v4G7cFH=%awcDwrRVtOqaLa0q0-MeF5TzKhiZ83|-5m$rKlGVEU$JJdCyXJ(< zG1_Ldw9C?2*0XpjRTbJ5Fkb~ug*~-%f7`ay{{3aN3PNG?<^uOWCQ2O46w79@GF4^o zF&CgBp)%YED=xw3)20tu&IhEvzkS2VeaEkj~^yJ3{MOP27Q(K3U>1I@xz60b-G*OR*4fT~T3?U0RsJ?*ysZ0KFHLrmU3podBKJpoycRC>IyJ>T~BX zH?ZzK0e<)V7GGZsw|!fmZ4=EWGFO-qLTyekHparRefnT7`_`>=wODv}Czwy@quXcd zg{kwd&N~!!D8MCvch)fmWdJ&|!cI8np@u`*`gwhQtj`CoZOs~ifSr-0#fOY2UmNPV zQrY*__8xN$O5#d`+7AMQ&pCxTk3K%Uvu*y}gxmiaiXSpYj&D)oZ?O1S2Xhzj>0lEFLc)&XIfosAv53l>y8511YN$Z`GoPvBI#*S7(BFDlSE&8c*1 zRdu*$Q=wY5^&WE>VuE6Jk5lc|-bPKZbYo&x(!-D8;d@s- z{P5ti$mxBN`{={erPYm;j0_YF43rFDtFNdJKSJQ{=Li5B3p*9;xNn!0!I<*}*_3&YwTJs(K z+x73R)qUyprJL?;I{D%xa4JZ*M(=*HRkux?od`M-n6Ir|ThONU>!DTDH}~i#zQR6x z(j#ixeJbPt^;C)4W+SBMsNR^DS56avPw&^Rf4|lJ=uFN}*`Gm6MSey(1xyg~CZwPk z3;yv@d_b{!3VM3-dhHb2!4_^yYpK?ZFV^vUC@v}fkntfdEiNV{CMNZ}rNjVzmQtng ztzZj5xK~!KttOdIqNP8(9l2Gas0bSos8Wz+AkL;w$J9UeD`wP*P3tkD*#Iagz_S8T z-oHOiuB}T!e+Z8EJ=y0O>Y19GI-}E!W!;uZ2}?Dxw~-KPa{{PRVAFQ(&^pQxQXsek}1{jZ^ceLUmG*D|lP-l*S*W&_~!XPo>U7KVy^ z)v7v8j|u-6KK;`4dmrvux3<30=L+Kn-3g%*R0E)p_U$p#y<6WppA8oz(jEn5gyVpEw4_ zlPib`v=9J|1xAm*eityMiJ6JOtZ`rCXi@0;?nN(O($U0bBSXxU~%Sg#+fZhOz zC$wd?LA$q-Y{lXJLlBD~Mz?LFPMkn_3a`rM&0K#~>M^3(00ZQ(!7qE-c+T!To9Ux>Sp`{D^d2WA;Y=G^cBraittEGN9C>9X((}^a zXS@diM{BsmtV9+emFHR-A_5|^BC>L#a$vHevN9qvQbJM?d`JmP>Bgjp@QY+yn!rOB z6%>W7Fu$-6zYxp#TkwNVg5%pMh3@+poD_S(aCnSK%aqHR+h3l~gMT3uygKTTPQeIfBGQT+VaP9$XzyRu*3j zh(vXCnxn4(jsSH&Z5q}~0rhOkuDHxC%-wizBX|;cA7)z3TwuST3H0$o#8v}o5{24a zp{9miH&dr#Nte5KG3r!SF0blVbze2U!}z~L{$6~2abQHCw}bcZgqB>btH2Jb?mY$) zUAPb{D_yvN%(`wJuBc^WgWhxSU>tR36o6yE43!LP7Jsz<0|HCSP5YXMOa|;5nHNd( z9G&}$i09UM^7HY7W2Ft~TnGLGQWuex7n5gcXxbVfjLXlb&Y#EPc^5BY!jZi_Mw~;2 zu)79X(?d=U_TTK^j}@~I9m0ylYyje_BT+{{m_lsVPp{uP$8}7fV9IWP5@D9+3lR|v zJb^!^Ou@wWW5=+jQaNbJYMmHzA}l^^)|FYKPmSJicZ08^ucNkOUH?u))>WuiBM`uT zZ?I3FuzVUY>-g~)YQUZmBXE+wkPy=!H87Kgj0RY3Qlu1QV$O|F*rs*R2ZaGl491e1 zVEM)QEHMhl$EL-$pjv3lX#-87Y~|xCuVumDPnS0!QBeU=o=fZm?!0*u2_rZdD`2;5 ziDA~5G0jwxvJex4k>#^zSQvcKA~u&wy!Q4Q1mY1%5vD4pd;0Hj&~#`%H;fQ!vj?cL z4jphvwOcpr`vpJpYqPP_u)9D0{;_ArAl`I3=+r~2$Lj8@Em~TzuT9yi%F7E-QNcB~ z=FFk)-NVu4pdd6^S@bDGhoV>!XyWY!curJMRCMKf_}q%Ud8l3Yc7?5|9 z29F=dD$pN3P~ze^4gyhBj~-2YQFL|y!6k&+!on!l*{j>|IO(z1RjN>B|eJG%x9z{tbFq3RX52$%xUqxbJ4kDfSz z%d0`0)T z%Mxul?HYb@eX8>E2!J*F^g+wcrY>DV=Lg4zgDIGHtp^5o6Gk{?iUphoo_q;Z=1hm zL}Z%n%_D@`aNzZ!L{Mg9#-K7AHVh{Q{P`y?;ZiAJmlBp*)@|9ePSbpD`D_i}dgR%W z(I%r8+ApkbxuyD7<>ei~O&Bx?EiVr>Yj7~;tw8(^jN7#<-mBidDQ#`?hVv+rlBmm< zv8E4fAvS`i2|Nl<6GBF5X>xmhqNoUy@|G^eWW5_Vu=;n6i2oM9`qt`Qk9YC&@q2Xg z@U-<*5?5;Gw~!EO!)a4y3?=I6;Rqr`rW-d>p`n=FXJu9SCNB^DEQj?^fmIDTs)ar7wZ&xpN17G}!d%Xh5hSSi!n=!x}mSjV?xS-9iQh zd-@djv}%RZq9FQ#2P7gw?odU<#^Tbg(DsK8#d)_iO7^&~anSIg)$>t&6FN*-V7H)^ zR4Z}|xlX7Ra{0IDD2jA9kJk!CXp+sR}EO!8|XY^>y0S0niytv9yLsd!D&CZ)W zZ9LcBUKr>gSuDB8Bg zIW}ORia@rUx&w4&&$libt7CL*+qTmk+qP|WY}@MCwma-N9ox2jcl!5#|8vegXWVz+ ztC6wCTDxjheRIyQ=KN}}fYj@>2L~-}b_tq+Jma~cZzB_^7Qwcp&*#x-5ii949v@)j z&z-DcXsDoBHP;h}!i{)qL!6b6kON~SAoNS;K+@F^7ti$8^nRc2{}sa5>@CB?Pe??- z1W-<#SqB0<(&xIwh*TLrR~l?th(nMI3**EgVROl(^J!@8;-_#MLuQ-8goRzMj7?4E+eC*tl1&ja>At5XN;q%5-Mrvy-MIF?GB!bL9 zEmu)UT3D`GtWW|MJ|(wW*F5HSh|SZom5d1~j)WgW^1KOrO(8MUcX0=GcUKxme6=r3 zQ1WM0{CW|jBLNur&uZ(V{_n4ugo<-tptGNjSIRAID*Y-OYHoQ}-0@WKj4B$Yp&Id| zMrJCKe3S2z+S<74ZCG}Kk$uTX%1>auy>w?Bks1xalQGsB%Y#Mn(SD(-a8-ce!Fi#! zT&;^82u}cxGKgb+dpCbT_Ti8sT3Ql~znhwDlfYfRH`{EbHgxl!gEd;%MDHbXI|+zF zF{QXZqBXFt1h!r8e?Ld2;_!R8C>@HK{vqDm<<^DaSR0K;ppBM|vH}U%mcc?(w^V61r!W=&(p%0-e^TTve0sVjuNF&$B@+%s< zY9t#bZ@+~YcaY0?L+{m%VsNn8`T67Is}~8vlulgSFir?OVb+wKf{+IIM2i*Y;GN=8k5tF;>=gobAu>$azd`-_5=;#OtuZD^sr#IedGZ%jBbfCcff zuao>7YT)AzQv``$1gezp&})GzYnx?kYf2{N0Vgj1rna}~dpr$Zftt3%HkO-#T6xmc zw7l9s2O$XjcbHy4$>38rjv5UDVk2X}u7ox>Z8sQ#z`Tf36H#Tq%xB`z`~*sY(A1l1 zwk>tNm_kM#1>wxCi$1OHZ5B=+`V8mmEZ!(EuevE?JJOxiXtJwIbxZ9I${JUJ4HtImyf2bvZ@#Mt8Bv9kblkH8PdvoqGvP{;;shH0<-fFjT%tum}B33WH7) zo9S(ON@zF^*a{H8S|C9L4#i~=QF;7&*p{#FU=%`&AlCi5afviLk_?ZIPfuzT;p--* z#H9gyyT80-A!a1s?ht_8>)o>Er)U`Aw)|7oZaiF~IADAZ;8k$_E*B=?Uy>sueKLiP z?pzl@@xU{^?CWZN)ntXkWqcx z_+Yp&nI$`|C~q|U8Pp^2=BG#B)v<_FYpA>1wKExGIbtE`#53p=86F7ZPVRd(%xwDp zO76AZf;6N;7z$jD+~b>TsUDBiq$iNT^2NW`G#%H`QNE?eR8NjTW^o2zZ5KupV3j}{ z3w}Rjdc2=KDaq|-K%`U}R#7ty%(&~_)ad6caztz>9#%cMXLGh53XVYa>}(Dy1VLD< zwN$pY*$CM^Q(^LqImP9+H7s7vqys4Q}IV3FVh>Q zfak$6(5v_Z&;o+#3aAm5iomcUZy#)m5ljeeUv`1?n5x?dl-VV`CBNw*f; zLbd!V_2Hk_JAlYYPF6st)5EuQV%dkq<9{C!d6D=N2dWCs^M0F}6O(iMj3{IcW!LeG z?nq$p8*Z_zAyRVp$KX;jfon&n{CUlp2$%*`%VFCO?~!+h+okCMdB}snu{3P1=5`ZT zxmwU=I5V*?bbZq0xgyjTTa+yQ-%(Fj6GjU*aXPS@Z4F;NZpaD?5|ErW6J@TpOsR#c zf`6dbnVHv?9u(;Z_e*Tk5&j7VGL<}yhu_TsLUaD$qr+{}12*|^ISsX#o354d5s}xj z*C;mE1Egxm96T@+XZ|z3qg4{9h7e3x&_OhGBIY-D*r=p{{v9ig1$jHRt3#wlGbHCL z0~zYV8|*<`Woce~X1)*iuC|7@;-~|P9r?WlZz6)gQD?iRUvvrcW|kPvtZoc#({C^K zR*j~zV{5vt$mACbNFFdA)Ho_M7frA4LoasBTYNbl?%$>4U^(WLH|ErbS~(Hi9CZ{G zHpsjC-aXu2gC~2p-k<`o3pOXS4x*e_W+~a$Maj{-YR3^Pu5erLVGJ zGCJGKor!`=LPX$KYh}Hqr|PDvLPrK@x`HOQ=cztFHr_|i2fR{bJ{ApR2-4;w#bW|F zW_hxfmk-&Z$Yvi%FAkNYJjZlp7WSnXdKBGw=Pd@|A2CQs$x|kWC_t&MVIZS!ZC6}r zR&^$S}=(Th*p9QzFyr|TN)+f)-;kerV)lL6_W<|ItU9aie`TlnM z+?Z@3y?*9lF}l{iw2-J=LB9sX$uV|ZyfsDPwp|%vdOyake0i(ET{iVY;cEi+?7Fku zi{L%hJqT?mIeFkH^QKam_8`C&Q;2AyzHbLPB`V%t6sD$HCeH6(I7XEV+r~W=p9=KG z@xJ}#{k$}#SY{~m{iIJu} z55w|uRYTu`Y&=#|c$pfcssm(syBzC3);;rFRo-dW$Yy9(M|XviRrK;na%Tmzkg1LB zDz4WA7TZe6MPnnq(SiE?i%-+m2+eOoC0gUX=4``M!_OCIz6ZKl-005RhWb>xl*VbK zH44l2J(p-_tlaTHpTB1UD+2iF1qHo@JY+a1M=q1A0q&#S0A(pCl^$4ldMpd)^&I~E z`NHaRH!|LDx2hiaXG5NObtu*Z5ir=uo@I9~-!rMOkvRvH&n4E@wrsk;O;IFKxNSka z-y0Dk7RZmtrx?&{N4I~z`V_SH6Cu={TqvZ|Maz7dRLSP<^s^vH2$KzzbBBpkD~K}H z5dgM0l(QH{JU&*&(ad5;KuK9$tIc;^*}!#EK~;V2-$h`!l-|rUQ{8i(`y!>T)f%FL zP;;KXR*nH~6>O!Ut~k&AyBSj@|1oMr2(S%xyggZOr76@DRFF>@sg%>-MRHA*{IV)) zFE?~rWb%Ii5myEMK%@dj09v+=!841&H)LM#!d2yWvF}wm+q`_SuSM*R1=R9IjiJVG zY2Q@0tAOf*JD@pHouRts5*9!;f^5%NPyGTi*2b$VC<6j&8@N2xyOeppn<(dRLLGCc zQ?QcXnY@mFtiM5$JQMAKL--nm!!w!iZdh>PLfhW4Vya@nXO6_B$oSg6uDF?N+2o#p6C5P`RNQQ>d~>aGedBCR zz@*j)*jCV0*(eM$Dph9=92f#L8SOSXLQ)2e(sy}#UBmwE{vYDDo!xg-cW9?yQBdpU z>#tlcgLB7;bal)Q@GSN{XbSQQ0z|pi*6iQ7*V~hIbs(6AzXSZGXx3sdKtyz?+tb%C zU*qop2m6!Dx$m|xPuQMUWfu{0y;^KXmiNVCLG35j{>WL6P3v z@@QKlYpOA|WHf2|)xKMjzYuOTnj%3|ex#Dg#2C`gK1~JJxsvuTE9*%kukknFU2!N$ zpvbtkY2$#Zz?j z6G)}d7fVT>42rELgf+@|5d~Cy62O0uMumnvga_vAex29iK<4;TfA#o8(f3s_3g=tn z{&#JXd6G=P*>WpK*Rgy3!w!F#m51@wY3yiC)@Am1UTtYnYM>&(0+Qj8hKQi=9e;D+ zib|+tj<}lwALH{s%jCBUhH~)u-(Fd|Iq-ES4Mr7o3aZ~E%ID`*D!E4J)xK5U7tkb8 zegQo`Q9WK{wAkR&q7xDT3Mnx(jPpsRDdoqumnEC$x(b7>Llz?4gu?1pV`R~=v}7^s zX-K%f?wg*+y2=DQ_@Um0req5^K?U8luATxwDYG_OevL0?yA(&Epc^dw7K76p zPMRx?hRPs~o6pN!uX}jUz7*=o6qgkyyIV*a`2F%_bHHF=dAWscHJkR$fY$E;8l6LX2@DEs@r3UVhu{o9 z<}wspU^Ui(_#8tAsBHbnJ`Q`SB>W>;zt-DGJN#OS$xJ!>(13A!6k34WN zIn}CM10Y$*F_?5TFPu<_$L|X909E8M4Yb~xq(sd?ZcRSFh3S4&Eqm%_y?T7Npk{Za zSG*UW;3=on=V3AAaqNjH31<%HZ0_t)PF6Yp9oZM!Y9OeEO~Y#oko$1${lv4qWb`M7 zB4hBG_@eNCg!znFBEtX4Hjz&+8hmST@bc!c_AMWqTf4qrj@kQ+v zRQU=u5wIb}-s_vvDLJEg$Ac2#5IJF| zli)F!*RsJQsxD_#I0d4aed7Jpk2aJJ{$WZv`P>qgPTBoR}Df z-?isW?c0%Af+IpGki5p)ZaHlBV-<2Xar(8Ai-eN$&p^a*K?=R1y82@Em#d{*!AH7U z%tHI{C@gt0w#nmoKt_Z@%*A`Y6{M!>lc&23)>ACX#l+Ny#8o?(z$xLMAe;ueg3<0P z?R!7wE0aSQ127E5VC!sL({|l-nVyNH^cbAHE!TJOd8jvuu>VnSaxf$J0U*LBM>%Oao6# zdrGSTSCE>N458I{Z~l|11VwyEi=)D5gpBAXkqFrgrouGsFNVk4zV0IF%OysiuI=mh-u0($XcfNzH#aPi#B zqu$Z-`5L9TI16p1$GZ<*1cV-xw!3ysnU@dcC0ymY8WSBUdC-8^=lk1aDmvP#E!j|* z&~TXW>@Q;=Cb*Js#AEa{Gz74ki0vS>U}_K>{#RGMAGAW-Lf=bgRxWJ&If1164)WuP zpXm{N_*DY_mv_BbzWkIMF3eAj0f0`_xah(abND}=#a%v zy;`exS_KHPECJ=(a-qtZs&64QAJ`525K>B9r&z2~8OBJAnOYKcMssnJNj(llAWFcH zh7JrD`p@vT1jz*cEp#```|}&ZgL(K~!6VocxStcaCe+O77yBPL-8j-?HE8Il=qRX$ z>h4Lfni|6Wj8O^UNon7Lg5(#f2*daWp6?Pnc#7&dxeXVp>X^*Az@omD>}i5G^k{Tf zPK8r_Kmh}X5Yk2&>giq94gAU_2j_M}TxbKvz&32o4gfW_j3`XUpu@`b2JZB0jJHsp zwYSXa-TxJfa{4+^<=NhM|D1XvN+Qt+*m0q}SvV_eDB0rERA|VP{)BIT-*UWZ;21a4Q zijP0eY5zqqGVxw}4r>+Z?yg3R82RJJ0#xI7kDW&X3RQ9C->%%u<9An#t{rKsE)Lhb zO$p4lSf&$KO2iCivtMuhAYdDXA*+XrpJ(%d?2Z^kF*h^u{8&+#l-Pl z0ML3kV&9cP{hu*w5x^J&W?(XLU=0;Bd^Bv$W6ZxF1}wBP-;WE3S6i-L>S9#p^yp>ngkK zW0|+E-eRqq(`NHf(aVy_E?&2DnaFg`hHX2WThqyQpvm+Q3zR$A!L;;&9>wpOsxT}n z&S2bYs@Flo>)1NwXurutF^k#KSk#Mp-G;n|O2@ne8&!!rrkpeGA>FZ$ZS?AyPhpeH|K6u`yDA z&%Ukvx^GRMT_~R||HK}Wf-i^yWiYy-Q?%+LRKinCgZ&;=dObOv#AsoioP?$W%D&@~ z$y2`5(1#4w;k#mqINx!~i+Q|M-oC;!p)4I^i($V4op+sCt$&N%5C3vK0Y~p!Ce?bT zY@vwPdUl!#M1KoY<9nTS;j+gbVmjH;rWS>yuaeZtBW3kd%X=lmTmgC3l1OFB4y`Ik zkhbY{WI;ft!*{=emz6(aa7MTRztrYVSVywF>TY+*%hBy@j5?DU#n#g~LBWl@JG~lb zu|rBG8{+7Z>@NWbV3L0PZ2&#+w-GA+6L%1y|2^(`$bUJ6C`9_tlLUd^1*T|v(+_m| z16}{02To_GTA{(fw5$w%Dj)+3)*H;ifG3P(5&pAKE}zwRMi(UWe+}m8EkZrIBmFy* zKo64j=jXt_SUM)KpyPbSFVO#3Y?CmSPWS%>*S~=U{^hX1=h^YUm?o(F$Uk{kXAEO( zW8~=MV61Qbd1Y&00mH#Wz(DYM!NWtZAPT$a&Uc}hN+|XFuLEoKT$lS?M&e%cN*4ob2 z#@NOQh6B)RXlrCFr|)3x2w3KSA3(tI&rFU4f2VY|wsHKslAMFFk-4FhtpfoQA0NG# zxs{W#1HG7)zLW7k^U+Hg+n73;!7y?#GxG7l{L3!4<+C+wGZkf^o~wGifs|8lhd%_8 z`4oopA;|_|8p7=POonKfK|*7Z$@d`ngJkKwPB967`8j34LQ+rTjE|}fl^#op zYV@;I3j51gla77H_W{T3dfK-)K91J0oz90R$BA>gRcsKT&vw~8e~x;oi!-r+e#C-y z^u;@mehU3rNH>@MHmD2m2e_H}yg!uGJ^bSB_jwNj7;{_r**}%i^>^@R{};eLNB8q_ zcdKp=tMW6Ew5~gP)2(%8t+MV<4SYy8nT;a)ncF1uHkYLe{&xi(JRAG{;ip&UBS^IN zab1#jp9(AO3i|llqz}oPA2F6#x1#Y~HX3QIo1IUBx+I$TveW+oBai+Q!oTnx{u}dO z7~X$v_y?cBzcIrIt7xz5sFnjDD9c?Ah)O@4O{0&@4?QoiA4Vv7!>wt#@woAEnm=PT zls$+3NOu#-9$?Fz0pIUrzoIi>%T8P>IpX~n^nEwRsALr%% z8_Yl8=JW^FLSXJh%en>|DrV4+=7;j&p7XJvue}_`{*H<`KeW7S>4hv`pFt1Xub%jC zf%s<;@P9A-pMiM)mnaUn&n-Mcrkv4Ka~nFETbn!)c_XbX93RnFPnJN4G4gV~WZV z#<1B8Lb@dWEYviyXD@s@ck)iu^>*)Rcekoqw(4s;D@TkL-)(f`5!3%?&S7x^32b$=dN_6;Vm>L+(eH1Ww$d5Y+goSgK#Zam$TA0#BS zcggVPc-c(9o$b>jkLxNHp*6RCQmjyN@Ezk;G{5WqjvKj&FONR{%?p3*{~y)=L0R4( zfwBTG{iFjxbh5p(b%f2U8|`$mb6Q?>5+UNP%zb;&JH={Nz=!AM);f~}{c@7ysaw^=NAtzw%hRqS z8O}?Q;rp_DV!+!4ZvaQOQ~UJ>>_-Eu*3(-kz879JIoeIi&QVd<=!pY^&IRVLtDh@q zKm@K_8+4-z3$EKHM|++!r#Z_woWr0u!BLAy>>{80A%8KUZTnm}XgX&sRyn14VNMKw z#@Df%&$7&eu9~hnqVCUKR*QOi&6SaKDjMhTC#zyksOw!{U03keQCjg0HB<&3{*_cj z&%dt+(RyQ>TAkH)wXM>P>J$UkwN+Rmo;LKtTUsb_C)IaR!)V7A#)fgczWUSMMd%Uf z7d6{_r=*i*gD!gLMsAacu;E=i^g>1L&BMcWU8*y)Ff|@DL>w~AqTOz#@(|)Yzapv* zKl2F+fvNfM{r*sJqO=Rby3B{)CsC5WWD(b6&>R4J;V7$RDV?dZh4npjqVTTPw*Q&5 z^)ZoJ6a8Tm-01ar5irA&PBSfLMgS>WTQ#3&1cFu0tFi4Nwe8+?+H}C~#|+QrPI~Z% zv#$0=SVp1uTXbM$EqY!;@;>_oO&Hd8l`1oJnc?Kov3&r7N+-ZIhqUd>eVNYo0jmv6 zj=i2Ypq~Xsz#ylyLBE$2Z35IhGVNo3*VES-Pr_(6*PdUS`5~Uk)E_LknwRPLf!^{~ z6a@SP-{UMP=2jFLl)rM7p~xh$OX8^R`06)07u?@^wfo05Q|_Jae^3I<|Dgo_TV+=e z7ot~`)_1fd_$wF`{=aAim`|d zt;Y6jO}SIRc1nP~-HHy3dm7_cWO@mQzgPo`v~lUKtMn8FepE@0vI&lngH+xA_?Hm9}E!MSil7oGT=iHFn~Y;(BIdaNj@a6 zs>*IYL(+vXY^o%>wBvw#;~`tWLM>gS@Hp(F?A_eGVZaa?Lu11UnLE5#XDpfNcxV{YsR^|Ee#?H-sk;P;z>gagnb(zxMPVf7mT|DK?ZA2 z|6*nUE)hwO`1tyAQGIs$no_DLIU4N`ULf{%KgNvU$>V!>zj9{7P7ay~4~0ws46NL# zKNL;Q&F#x#JbGPJgiPZXqpHg9yPt-OH(9*yUOcnys%?v2jZ7CTjHlhm z=x!ukbRNKiaj*j%lt{;aariiq&Fjl-G8R)L!^#k>DF1bSo{!COAHTi*!{+54NODA| z*02Z)DF1rJaOfR?R5k{$(_;|!wB#zN)^LS4JE`4OmWsOFbQBc^43R{@ytc9XBfV1d zfCI`_KR~RqZKRZc{a~epL{`Ao#TP0xA)&^40f8D znjW5C@N+mFK|mc9ei<>mKAbMiktv=uS<7${0}FznqR2YCyjK+LL>CoFT3S*@v0xZB z^6^>DvlTnKYho7y11ys;b8YYLFcg0N-Y__JneSb8rxEk^oKy31EBs^biWAHz&{**GGx_l=Vwi4T+ zHyuB|d$L)r6(&vM1R(A+e(34JZFlkZxIOg6VUL~}hN;Jm#+OQ~+d7;khsQ5s0Wb%Z z1X%fPCK}fyz;A%7?spwD3cyd#7MhwNE7E__@Vs{x?8L0C@n>@-1(q)j0L&g5O9S=m z8UMKe4Dg&?L;ITR`Lgp?iM*~sV-XHRzfHI0%+EV*ZGbZrumGDHCQQ@y{I=wHQieNf za1N)|t1qw>4Xycfb!q2D{_lVQ(-=JOvhtH0GMUW5;kitGMl5{Zvj$@4ksG zV%iP=H!nP~E(Y^{M_CzQV=!w#0^FW`y?wQV9gX*9;&|hh5jBI+MK!4BX1ClRQ~dzx z`S91;YxwT6_4#?W)(WeoK1Xr$yLIoMg)Wa#NX z21D@U*?~d{pfU9WIS*aJCAJYb z%NIz zypPSz-U^DfzHiei=jO68v&z)ckul$uj51^hCAbdo^V7xS6asKE5|0~XH{Ex=T~#aE zJ76%3$IxDTO`M9VtJyS$9x<0C_b0eHR2~BlWN?Z%-GX5VeAs1eX+`ABFtv#CW!AR@ zmsTyXI03NIz?C=-(g+L7Ne2#*(2HWBA3VYG6>@=2Eo+~Nb*0uY z0~-H^HS~4=R~R6HHC5H$EC)ltfPLrk2g8s#=eO%AFQZORrwH%ZW4^m%K6615ae#w^ zLe@(?y!XI2x3#r4OEqa$#Bz@q(L+>axVU}b_dUh} zUkWyMxpa~5Qg=@NXP>Z=vUa2IhdTU_Xo0vQ7Pw&HlGjd){RtQMLz~uLs%u@f?+i6_ zWi_+1#wF$dXmNgZvwxZL14RY@+qvlnYDkkj$y8mHYX&F_MR{8XxVYYY_@Af=UQV63 z*zvesW*@KE=0ho1y10B^p}Rl20a=9tkX4Lwa`1S}7%|@SYUA=LI3`NVEJ`a-HweCg zes-quD4&~{CIz6X&EYZEp^M_@-l*%x=H&%A`2%3^ z*g1vSyZ$OicYekBVeVgWAvw-YN~ux{F_^;gs4R-3zxjDRZYR09)JTv4j{nNBbyLad zuk;3S-+nwFLRYA%}|haak!kS6gxWF(u;mZ z0yi5l)9eXa5~ZlTk(Q>et_e$gJI?2WJU)+hSpyE{(r|#D$U3#JbMx=d!$`IS0-uRp zA_|3XV^&)`$J(r>rbU_YI*8G*tz-Ql4G|hJtMa_FOPliDjnO2f0$pioX}wx@ZW0<` z*0R@!t^Qen%LZ?Uhz1N;bToB8Zl?=6|HTV+_|`Sw)AM&NVbEFp2#l+@HV{8JZSB95 zGIFo0XGSa&pbRJ42gn_hjI#ytXt~db#v23bxG5J-Jq~<$e(DKXz}9kbFnTmT|Nhql#r=^zr;!^Jd&8=Ts+0Aoa)YkzjVKMcj-7bl^GE5uqr8Hf+V zK(3wh-`&y>deLAe2WqHe{)Qp$yQJ;IV|Dq%#>UQmV=N$K-Ueqii^`s^X5sTSBnvXvgq>TW1so;^@AJb)NxcOSn|Ow z&VhnuBm&ZC_fC3e*NEfzd$$au>nEa0xYeJa0>M<-ZaSBOCfSJ4Y>b z@UeJc>TzKD@kvNQAJyiSTV~EZ%U@R~YmgeV=*VlfZyn0p67+1-$|?Dagv6q)`t^Jn ziqTz|(laWOJE|?II_F2gf8RhM=i~HXDFp6^NHLVdusS|Jzj;BQ?$U_&^0+lC@4XzG zF8GWU5O2N%4LcS+4r_Qmg&@_~em55Du`ePCpa-|CjL-A-5Rg<-GNcm4%pKgV&mciT zxwB-#K@drLD4V#m@Y}Rf7XHYglK$3Rm=9lx8j6EMT^GP|>@ z;^$=kp)m4F5m3lql~hwOqb6tJ0IU`GRJJ0G6jb8j`M)UH)96a7-f6$71C*JBkL&B> z6OogiKP1Iyv4sTyB%~JIC*VY`Gn)st;u}R03{cA9skBQ^|4*$@M>g?6kHUz7v{HKi`nfVzmsb{3*#I9MFJ_HT0VTd&H8UXP%a6+Z~_65T0TNM946ko!`#ROYSfJ4M<6#~rzC ze;mukiJBEkm?;Jf*zI)l*)S9*VG#d7WKktwq1b#XmMLIpVI))0l!f*v8vshV^iwPh zvj;ai0zY^WJHe8*C zn~V*LoTo^K73%;Ml;-WOMWQBhuR6P}IaSDy2ySRyO&0%(vg2Eihj==G4$4CX6m@aYYMj?a$+L)IQBZtKl!^ z7vkCEAL7&iK0v|0)VmOlRT~1z%6;Mz*|gr?+f9WmrUK!*qi+w87f{V%A0YZ1wWP=N z6xSn?DG;{!9u$xK*NuJYMCqtqk@ck5`1XHYur_%PTdRib6;bLkSkW)$+NRvn@)ZY?L$1tk>O|0PvWRS!r%nH1cU*sfwCoeo+tk=5X}+XwL0aT z3dr4WY{5514d_q1S>mo@>Gao);#uONETt=SO;Y7)$vT3gzf0MLwHJWE$s{V*0!Hv+ zW1EHMR>iNs$5M_Ny3%ATJwL!OO)qV0qb#y?;`=C82Pwl5mMr_@0x+^})8OzY_zPX=-e$=}1lpPMGF8w)0}`)G#M+Vb@ozDC)pwu5mOC&Wm4rEi z1~2#Zlpv;@rK_>~sH(Se(x=&KvQ3d6ROs`l$G4m|JMX>8k$xQl{ct(KG7 zM=mc1Ly;o|hRAfSyU2y@+=ub)7b@#+#LtUgG0`V7F*~%|l+w6Wmudu;I@Harl{GXH zRdt}BFWNWYy1w&>pP&5-+l-7R&%s&kzdsu_PJ!cdnpYpKP`6JvhS-p_pg+!%=njuE zX#Sm?Wzmh6BWV@Ji!fu-l*NDb+PE?gli&`jgLIaZ_B#;V@D80#m3_lwqEcE}y8gse z*LU!a-S>1KZiU^f8qE{s-03-UTlUJR`xxD~%jfbg<)Q0!WG7khA! z5BJB*VzHQP4V{S#s5%OXbTvZV#Vscf<-0K+oIWhhCQ>GUSlck|Myk|{v$JMd-Zo>& z%cqkCgml?g^vP+m$Co$3a`Va-`{FYMcY1q0B8|Dhu5fm=hsOPl(Dhl>ZkIEmmE|5b z&F*8DmZZIhs`bYK^aEKQexD(Wphluj%<#5_s>ii(qu|yeM#5`YaXY&y-REb%EZYD=ksGK&v{- zo6upFh1MeUx#%K9${1?j-%)1oNa8RT*eBr}W9@{F+ipAN1q0}zaFy7%H^5;uf^jll zb@(V)qd2!gMk(P)!{FrDzcZ$J1MfD$?q}%bd?k0G@Sc$nQ0pX#;gH%zVV>nX+|A(x zR^i6xthg0hVWml^dctH!I+a7}iLtEKKC~N;PYg~+fv3ze3X!ZUhmXf)uCB7QR1*Xk z^uW;k`+JP4>cN`6=!8fl7rVS=Sm*1to)d?8e4VN6RJ6v*QI;!&F6n#7!Pk_=R=4Q! zubG&bUCkUPR%RE4v>SPuTBE`Xuh{$3M?l!D-NSNv^b4(fbqE_%vVJd5sR$odz5i&U#DoxTuac6xB zIP;jrwG0U*hKZzZespYRb#?h(9JUz0KB~96{A3f~j+c~KlE}cy6Un$lG=%wu*q|OP zW@yLXrXK7t$)w%0+B(`B(EANnNL!X4x5L_684EkWbywb8Wp|R5{knYow<1E~E-eq$g z1}z}{++ZCT>s-cs>|Gr!XV0>hYe*$i%d~Gt%dQfx6U{B*ZYgC*J)EupWJ9gq9||Ao zSRQ~KAbJ_hsm{jt3?i}6%sW4uZ4CO7)oL}(hX6FfX`(9j*YbJNn=ME7%!1R7q_!FG zZWZ;680JRmEWYu5HF{~&txVgt;+|)-wzWMuxTuWPj)V}t=-kkLsm^$QS)cc=keXkb zic>IIP%34}$gpmD$dd8-9xIASvI~Ck@Sq7BTxx90>02CF&R5uIW1wL0wQVL{XYV}- zR}_(QgUd_FLS>#SdjB+>bU}22F)@N~luZ^lt)f1UxNxk>oS>?z2@nq|8dq@lUYBA= z5BFAgx8RyV-8)LJN(y_PEk_n*edKSQ8$c0MyJNC~gQF z>eQjNs;U~FkNcQur=bx%gRAjTxvD#lP&|B89rGKTE!oGsLJzbf(jgP5k*$JnMNl+- zrq@=&0#6#P=eK?KN!#vD?{QB{|E%0JIL#=LXx%kN28OW6&y$DQ;+eyfl5;A=p}5H) zl8e{%|_F~gE38HpQ28zINa67FCx zMRrZL(Vh9somiv&T#{atQ-e^Fvxj_#fGMr2m&Kr$_2P|db1o(lP4m}1_P#eIy6%os z`&(2to{ti_G-INcx3Zhw_#Sb3C*}l21bR{GGKz z)1lpm1z*36@+XW5HQz)o8p0C78GDP2jarZ%i4Jys?jSNeuC~fRVNfH>A()A4}Qe9d;D5rDAimXdo16x?ULWx zq?mbROA_U9nsc!aj?8FGgd?V5v#f*JuN=L~RX8>SYU-`E=Egy!s+g|EWqsO_v%r9o z(t9rF%w~*HS2GAb!Ln7Da>tSY#Y(kYqs&5*GEuUK7!@4o}W+v+agrw%A-np)1 znh}RcyusbNI)pF+LP>^jG_h1(x`khLOgnbY#RDW>T)vN?iu$>`G14nxIKb4FzG)}~ z19B2M0s>Tu5Q!QX9!&JIDn+~GIAwrjz3O* z%UAmx{YBNv+wLx0_O8vNjt|FGK|PJ5KxzIK2ym=}7nH&3g&(dtG_A2$R&BOfM&(_S ze$Ao~)-*$>#~Y(facMVL1y9>)p*=nwEQzXBSD$LBtFYKX*VTHg2j4am!NIhOymMoF zpV376j&XU6TlwWg2PzWgb`o8GFXDH%W~Y586MuQX{lI`q^@i{20rp4-%IA-|eL5+Y zI@)W)_#u%afz1uI1rAvGkBS)val0~!p_xGDF>l|h#@U)yT*S_qR1B?LzOtyyJv~%g z`iiJCi<_6r7b*W~;A`&QF4}~==sepGY7+O5Et-!TulZ7~y4-!!smGGO1uminMkz}L z2Aw91LLEsW)7?FLVm%Q8rEq-a|3&8QsRy+8qqGP-G#!QD3@s+XvOcS;c_B|$9p(6G zWd$3Pd(a|syw87-oIjmm8%`7CAyM0>Kllx;{s5wQ90S&}>oV?#vacu|$T;gpmj%Ov z)xPvBk$=O|Pl6|V!3koC{*mA8%E|+8w;K0w`U^j9;RHBd)_OfUmrQ;~6d;iw6iFAq zC*DvfNPo%w4Q)4o7C>XUY6_Tv_a_Pj*WeN?xVt+9cXxMpcL{ETI|O$K?ht|v9^4^#@Zb(Rkl(9) zuWH}!{=2nbs-~Ff+ug@L=kz)E_HCD9Gc!s>-{a9dSQc7t4bm@E+;zf`%FYCPfB&)_ zW1k;(YYf%m^&H=u-98@(yx(V87Bge<(gkJnJ#pG#FnLv_f*l3zX?lnb$7oo zOD2X93C2%D2~M7hS7$`Ykx1B+7lkD^9vWpt8BCy<`OP!t-@`!U9V~^H;H6vmf}_@C zJka9cDbuzuCbk;&sFar)8aMbg4VKv(-GqUU`lqg4#@JUPR=CWs#2~l*l)haivp=BA zrMzMxBZFWd4o5;$4;?*_iV}@J03!Az?~SeBxmTTsVnyw@hb#6NSYPe-hwat#Ihg4F zvFM_eBIlHSDVr-p*P{QFEq3W^)_tb2Q3R~BiU+4412CVMU2bHP8-Ck{7zW?9gK}pW zHixWc4{f3~f+b|D-C}>E=X6#+l~Hi+tB>=sLY03ns7m$!`|v6ou*+F(&{fVNPpIL9 zL#u&owXD}9ZDkXka>_mfl4k+eiC3SPvGujx zaJ?1CS2G=VyM}EGL>e!Fb$1`BEA&{$t@Pu1xd1LXnf_Fh_{qpjyh=o3l+yKRa{IUaHubd1HTzT`|K2|98I1%iqlm*yRCOQ7rlk@6uHbu z_4h6$>F`nQ7Qi4ykC4L^c6}7``j(j>;VI!yx4VsWdi6g3OuJpLi~)w0GhJb7WIw3j zr!11hsobuhoK+{sVQe;W+%mH)>C>PVb>3{^v)~*)r#3lu6wX@y5=7%RYOyKFF z$-wPG20R=j)D_;L=C+o~

ZhcNfHO+PoLqy{@G)pp|nsG&Dh7bi?PfuC!mf{r^JbjSPvsybc9(V z5uGoom;6cDPUhE}z`;>iH)tymL;Tr9bNqvNOkXIbFaJ|C!_?KpGrzS-pcLf&~F+y-o zUb1D!0%qE1Nj147&U06f8fez6;H<}G3N?!OvxMY0?zD6lcRtl$th$6G@y}PQ2;2`t z))`KS14<0LcNn;)F^UH2i)-Waa6nnIYMf`6iL{lP&YCv?Zm}dp$FL@;@+p^r-8xKS{XD@1T4lt;*)an3h8?QXpcW62?Rm!Q1-g z?^r>QNCtk#)8{|Do=*uQ-j+R#AY2z)D`?QG808I@a5kQtj+044u2IcCJp4sHem*HD z68JTk@9^^c3#gJ09fHf7tfguy{w&E|{-wo9(m8wa2yv+KeX!5fVI|DT9cV>9v8qDO zQU2gyj|M@8VTvvHR_T09(6}Wh0rn3&DW8-@>mHM2>@vD0WH*{zFfPC`x+~}RD|Bx~ z{eC9v+np_EhvAKn`~3DqB?357IjD=)^*gfRS7^A0_%>i~hAz>U47+ETvlx0ENI8m| z9gRi)iJ??J*49`I0KhHjIBlmTirb!&AnH0F{B$oM9e(@pn8)RNw|Bmsg<#gZGiF(1 z-+i5}lU0#vzA)MS5_3e0+V*(bEBJa<`nzZ_gZ0`4sjsETNaCPkL0_f4 zBjk3V+H(d-FhXH)qIAE!JDL&%zPlA2GUPa~6%t~&`&rN1$}u{|!wrVpBy7u>TJT}& zcML||b3-1IIV*Nt^5a6B^f8kRHY7#J=FsEKxH}g^dHH4wv{UQjX~(wYN8z8q?`@?P zdKwE0nVC^OG^Vv3x92^4-Fsc^J_^S$EEibzqa&`Hc84KtMjlNB8P7NM4};}An7r95?Sihx?kN-UTT0b zQ5?@SrZjFzFi(lrAJ6eQ)a!SzgJ}zJ5+)XKM*g`QVB_G>xKvYBx!nS7g^*}P$i#w= zaxEOka7Zy1B|`Q5bD_y=;FfslyH>u5MLf~=M7`R1z)}g?C zyV|SuDn(H@N+u`l9K(_oKhqDN5kzc62BoFf89bZ#0Vuf37C)NXD$7jem)rd}cFXEy z=Czu{`b8PF(ah$-u%gYhkmvZIG{oKa@#MEid=yJMJ^yNe)P%RJd0Tu8)Y3Q`3J?+c z;0Mt0=Y9h&;%{!xWS}4&YMVw7^0Gae5?F3O>G4q0+HKrKdoI#`RV6QxjExT&kx?% z-cL#_mfMp|)wRgms6W3vs`YTwP+@$1Ov{xGE>=vk>|jZ;4P`&)w0 z|M$=N<7I^(yLG_k)873sf*Krqs=cOgx{2+u zCPgAQwAY(=!cOn2sLe5DpG+(2{(^xc#S)H_M6aBepnAJ`#4OKpekX!tkhA@=a2hY$ ziq{Fto}Q9444(V=Ry20101zHrKXn6JDiyqD|CRF7q-`ZyUPO0z;|*f&xLBR6lMvVua%k z_dZn?2UI9Mwkt+m;p!!mc=)g)Zu`^W^<%UH@mtV$et3F`+N^FfZYr$laz7!>B8v3& zzpCl|sHCy~_l{pZN#G!8%JAvnXWk(O)r+iMN+p*IfD_{W4byT#>>6l`enqshd|XrgR9` zpT1+|NAZg~2*`zKvK|%6j~TSP{wk4%mV*8nGLeks8iO~x*Eqyx4T;Os@qhz_2Q8XP zfVfRe)7kHn2QJz%O6nNYtZ4&II!D>_yNq-Tc2^Hw=oOU5t!6`mIiJwk@=Ef{G+ii- zmt=U@lgK`_L#0j%21MizoLA|VuewYE&MPl0o3LxNF=Z(`JkJd$2$s;fbxT}{--B&g z#UUbOm=-{(PoSX}-%VgpL%SQzA}(Av=gZMV@+W@q$&roPr@`ork0{0S!FaSci6w1M z7vIe7d;FMcS5_QQN*1QJfSSE#VQs5FO;n7A$YtdD8*MY{Z8RKhC+4d|wl(^6oSLx1 zCgD(ZzEZPV9muHxKD*qKN&>;e>wd!ihKHO@Qd|6v>ZT-~G=E%Wxz3b>W5hRQ`?AjrHZ1G0XpUK%QPH`8$r}hs%Zw64joT@PCIkI*~t6p zP-iMR3MpvUy7KSa3jWTAQx1MIUb`uOs$1K!t=n{5>VRg5J4?H!nJ_!m#C@fIDzxMp zVMFPGzudakxK@#HSdM4p>LMD=FGy_)ZfpiKh!T?l$r0>qjkJ-DABNROu8#^8#!y<6 zmfKccjVxOi=c^G;rTaUSbe!B6XK@By>o1P+gaAUI1v<2)G283e%;Mvus)zz^yCF@{1R;(wSy0YiY zgGs+xC_4>ZW-cu8n)HM$HAZ7J!mJttB1EDz1_EE3bAvcV%!z2*fjNB~`;ou*gniCW z^?t#sE&%M{7(5D!V~^R~U(?e+-zIIujW+t|MnT_r9?a3kb6y}Oi~`pIyqU(Y@4=_8`>oRHi%qi4ligGIX#27r~rPg|Sf*^{8`+LX)$3uPPH zGpv685X1e_^{KH$BkV9Rj8fHZ=_A>WDgZhp4K#)$xM&TtU<)Y+2dgH7cnGy9oCX%u z2pPcu0t0{W*K87bCdRkhRiUAbs&*NuWIJe1!S`<)eS`pDuxRf)e%>D?p=J=xd?o&z z7J)t%|CSgB!Lg{?eU=2eonQ$8Kr7C7Knj-k*VTD@=noC=*FV=Dao-b{;>hbqfrDaT zBWxmtIIkCqgDKR0*cqZNjyP8IjqVTm4#lPcGJ7EP7W|kfHCXUhh-l(3!DPW- zbrBNZ1i-*?CO}cw4qSy##54hWCn}n4`0q-pV$&`thm+|H3WR#wU=oaB8fe4=_`+8a z^|t2+l}tz!L|2_u4Id-{m2JNDs2n65cP#M-aN74=oNmXhD;yThIkFX^0rhQyH`)u= z3?!03+=_~JHO%+6!WfX`%=LZ{|48hBc+CF1LOJqpiV-=APzv=o9fDuIv5mid_4s~; z?>OIDM%@UkO-SE=xEVh1ifP~VtbMmrE$li3!?bMqPyzs8-B~iD4F1X&Pkc`D=R01k zc}TAmI_-`o02#!>3M?AC2pzsSDafjdfc#NLNVt1i;8#n#@9+C^$;Cp4XTym<522bu z1%LJZSoB$Y;tQ@Yo^k1yS&^~SRIF}9NH_q!_ZJHd^0(`zRr9LjacnIjTq))*jKN=5 z;imV$005uc2#P`oK9>;7mE*>5-%a> zw>y`T0CU!Nt^^F&H%T!>A>qCiYQuu;lE{WGff5>FMd)tqH72}IhO6?p>$F|J)5B;zG$cBB)YRUGsRQz1FK|G;0{we7Dl0DVKfDJtCg9YsP!0NbkBF%1YzMiL2q6Em zBK6HgiV=%)CC-JY!Xl@TS`zQmU?>F;fDrV7#|-klUJO!psB;DBK7;t^-H3{KRq7zf zpcW08@Np~SfeDKUivuM12uHx3QHAHV=)_YO-|8GZVR&Kht{vL&DwoA=T$3hcWRN6^ zsA`Ks#J?oEoq-%%KP!W7)Ico!3dU#&w=@g2b%}V#Fq_F2wM8RHI4vu1_qKLo z-j8IaDf&GD#2??CGtdfD-GA7@or`$maZ}l*E*%LPGzP0^g#e>yT>Nb>RxtlPBD7P+ z24TenSiP9fpF|t{cL^*9S8QQW$xJc5#A7Mn^+GRMc})z8*J{YEYnT)&m^OOgpyB4h z3TQR^pUwm?AW?Sw(qhd-z&5LL5obMIa-(W;F z(?=__P`XVdNFF}I_h=&uc)K?k8Dig3K{cMA3ik$wF|Mp}Tc+dUNX+{F^gclqfrYYOFbVDo&M7z)>0r}%c zGV8BjWoc+ZJqKW&tLC)LS(GpU+}sKr`8H;;*Oo3WtOnx4@bzokPB0K0r2Ja|YNB@C zBrAhZUvyJdRO^$Z6CPAb8IsdsmUg{P6=a2pnOFY-EfAb^FiXc8jc zY}(bk;wCFUz{J3D>uFsx$Qj$fF7yD69U?4giYg-`?x28(JW2k-yHL5WOp2hOXTO+?PsB!O|+kzd}@NIrb zIIGVS+1d?Wh*l$@u1d~feRUfr0=+`&k~toa4-;i&#B$sqE|i7URe_3u1%b)1Wffd@ z6W>0(q1FkK+J58UsE~@7T)?&M;X@GXyI-hh+BQ#_UmAQQD~jkWmuiQwEwyOvgDl!OxTFTHQu)?5w(-<~Or+lKd9Gj)n_l99!BW@o+y>I9ArxV|n zprPFm0stTbP7j!~ZQb5>uRdj~Xx*DT)G~hjMnx>JC1M@6rfDu7zAfJjD8RT*~`e)p( zLL!^+XvAt1X(@9$bZ5Ld7*PF2IsrYc4+7Z2A`?J6^h!h`HMLkwi7*Gs`LB+I@Xs(2 zlYCKN7Y2ZX1G%FV3`WKhLTLfyyomU|p-lu4fcKmj4eJx~wksIew?;@@gA8pQT5@DC zFeva4P!m{zP!=WVAL{?}9-?Gc=cth;o7aKsrT!h4*P|2sLj%S*40U~;Umm_i8;=PE_^5k z;EwYJ7vo>!)AV<`l22!9f9rA4gM2LFB4piHh&+-nC&4*aGd+krmje$4{-~vp zAS!h|E@P4m&!jyelA7{m5A~rgtgMK#%9Kbjb6}uQNu6zCDc^gSn}Xnf`68x}Hjc>G z4e+;KrEF54!FK*qic=5-1~;2{{^a(b022j(EuJT%HZ{$?^){4v_In$?m@uyzxca(! zmjRBUB0J28_x?)f&c{s6|M?4_@5}&dp8^OoHZ}eSFXgiR_m^`2|6g_G;^6pyzv$Ye zVdJpOgz?;MU}Tj7ue|;6fN3$^E$dVEI3FpMBaI0K%Z5qDCPn_IHt*7Q^#>LNRp4>| zzO%2NuU~L3Dscg$5XT%*a0%^I%=gANwEK{HD-$V@q1GRikNDZ1g@b+L4qcVR~8VA_L&p_-u5)wEv)XAM({s}}_{+#5OfiO4G zJP*#Fg4~*Dm+v+O?qS&x6C2JwJ)(h@PWYQ`BuWqoO;2J~>I!Y5)ALBavpO%PVM_xm ziPvM-$7oGzT1(ALU3jr)aF!R7OFeU$(2fAFdA%_9`#jvw5th2x@Ayd!J}Py}`$(2K z!VWV57Qs9c&}{;Lb#RY4<_gq1^GX(amk&~mCMOlY8A4vxKtviD7MdaTABQ68iQCFl+_sdS%aqcH3RMYPz}5e zBP4o?Ua{YCg=t1~NXUsbI;9m%$1-H&2~Dr+jwtQ=xW62s`_hv6?|8BCdx9QWqC&Ob z;XwwgTK86LD_AFD$KzLpSH*v7wyC6^#Z<4%Woj+^Ur26}O27S~FBAh5tsL0=5hO5d zBG=%qy_#B>=aA~+I-z&@#zXyJS{>qkzWn1`*%&63?k(jvdY4nU3e8po@EYmf`&IkX3!la4Itv1D%cU&1VEK-uX9lq{s zr;0=Kp#G|7WBE%FZrtdFSf=dq@I$%c30n!=UhoNuzkWC6f8eH^|2akHKd0#Y=M3D5k>2quGJf5;&uurM{jhTQMU!j-c?MMx4 zy{m}&nYB&QoFa)k;PuSGzvqc1LzV(Y3V7}9)HHE;8V0j&i{aGF&T=(A00+Y3&c2R z^?P*p*Z%RRdH;fcTyA{-RA9lf@DZLex7QGO-t!a(fkQI&VA)p^cJXOcN+JgKDHGJ< zrZ79~)Mo32D+dmN2F7!zevdyxP?N!s2?0q4W*K}2rL%5ZekU$=+8_W14rdsX5?|>D z-O%e3l2!ux4Ti@}{kZUmz{t>;s%eGv5dikh%DavFLaV`eIrs@;Lem(;#Nglhro!X*auWBshrXx;210_# z9T{lrtXr1fQOpnt3qc6sZSdro0&sfZ-*^Q|Ew#*RI2r|2{}i`*>pfm4NMOVJOWnx@ z>Yp^T0?IZFOlfrV`P3j~22xCAmIbuy7ZncM7qGuIlysK}pvrpIns_3Ec#(A3X_2@n z*~6rx`u4B?lT_<{(;i4&Na7`e!GVy0?k|FO1Gn`yTKdQ!;Tn_7+HMk-pYHFyR4y$4 zN$=mq{iM{ol_eVh2~v-huZ^F0c%3VC$G_pjlJ%$O?TO^%6qNr2>S!-L+>$#7k+6aX zjsKN@bK7(?eDgCJ{{8p2$XW4BeR~=m{lP1Vx9hz<6O80b&+n>DFuVWLC&9n(nLU%! z2>qs9$YvOAK}-6cj7@HkHi=^$swWNEll6!Hjb*@$ z4_PwRDwztJDm7C1QpKQtj+C1A0n?P|pe;Qi4NN?Id9G<5-eyW8+7ez-_=Xz~JVw24 zP;=WQcDsjl-Ea$?2^QEbS&PSdq5N7qG9vAd^8vW!xw#1s zyN8F?Zo|~SKHVvd<=ya)Te<(yO)C9jWn2DB~TDH8Wzp4#}M+2L_ zn|~M!-P;Ns`0t=&zcw2kiBVsd0$Emw_tiUqC7Z4%@R+l=cu}xDWDw8RhTL zW-6z4=V;g1ZwQbTb4DbFi6aAx-a#QQKhhLGi{;<;OW&&WAByg;_kg7d7oTu*KR~<_ zzl)JK8Qwzs=R;`uUjssVuA-EaW<=j%Dz~QM7AaJ)wFm#+!S!$T`4Z*I<>X}PKh!ys zOmTCaP7#~^7Z1B~=Um<-%Uo7# zg09TJ8d3g7Ju#ukA-2}kDYE#N$Uo|RE=cEtT>k(mFM4lD-GJd=40!kEOwBJYlhvxVD?OTfW27>bZ>lJN@sjxP$mNz{!CO zvsL}mhaMabq=@BVxHfk+yQzgJ+ilx_0LAyY*1Wo;s!R%bBko)2N6}J#H*Nfn)veyv zSEqmjwPK3!$oY469!d|B@=fn!uWF6ySWs?0nA-9(jIzWc$6$1`3p`@@ym;NSL6s51 zMCV51dchekM)?wg!q0HW>S!K4EU-69oSmSYASj{O-K{z~xsx{iC4zZ`&on;y`b(Mr z_xk!oB4{Sx2!+OOHGxSl!XZ_dYH$c=s%hrJxY<`NJ-u<14>$tBydl*@jkypNT_nQZ53YS=ZAiZxQ-;+B*ISf(l4fx!`@maZ{%{VzP62KgV{l8I^zmoJ@Q$kUNGX$U&$>ErS-QbK3)AY*2$N>eJxAq^hXZd+NH64_OLBZ(-gXwdVAk zhns};85N{c*DakB7g>+i%GG~R{wj#f>0ouEKXl;?Qqeb;d#Y}qw3(haYb;Zbj#l4b z>S`M1nU=DHL7)Ye?4G3leffUtJt6@zJwQA;Uc3Voj7CSnA<5o?(R9zcL48sGG4l)_ zXfmOhzq(&KnJ50ujBe)D#v-$+0SZK*vEL%u2k1&SRItWfGZQ`9uk{Bj zn_3&63tt>=9C+RUh({BR85ucdgP0RurelG2vBciB-c(K<(I6_3x@*Sj#47xjJX1zZ z#c$ct+1pqLmd@$W*H#|^KNfcljySQ?qp`7OFu3Y=zOFtfRkF-qRbwg9ft0h8jutr& zU)iy&=WdrV?Zh+0->*jiNya2jE)vM)#tFK@&idNhusMe+g|Ni+U64~o^y8U~l=rLFmfsQbSAa%nB2F}9 zuVd;@;>TBx>}H>`rH73MW4?{LpMS7Lx8rA^fVk2j$%gIzqzd2PlA?%shC(ZWq`Xe; z6^f1NJ)!0;mt(;r=RWh-_XRWxOYEpnj*&y|ZXGftVRx6w5ET259;>Zutw4Ir@A^#L zv|4T#JkGzM=daSn(p|F5ugtMaK^#;kxztU{;8U9)fH@?Vy4xILCp~l!CuCTuOhM5% z!sn;bJ`li=e9 zY4~#5Q|=}PdjSi$NzIB^*o-BvU0*(&q~X|kt%BW#6Z?t>afhjDMrkcZM7ea`b;ym^ zgUa!URKLzzF84^eXwnQ@`-;)856Z6*G@~p%?mvE@2WTk>($i~^9PAn{km7>h!}RRy zDy(BPp9Q|ql7kJiw*Ogcr2Hl}I~sWvDILy%?ze~vPy z+4tzRzxtD-it(&_m0tZ0nO0GdGI;e~s0_ae6Y2P(LX;^z8tarmidwzksw3kl!Q@ZJ zP%h&?=^p<&;pxWR0!u*gPOE495I7~8D_V!A>e-30CAAZLxR$j%6m@nBo$V%~gC?1tg(Vy`; zHDXr?sL}vTaYgA7=cybiiu?!NX3!+sl8~*Iy+pokzhS$M3TUb0=dJ;bc~-#@()nN7D-b!U@j` zyY2o#{B_{0f~>lR#%13R$+;oQ{ozc>!Ulc1a2F%EDd zpl1W3VlXxa5=b|Ax9Z!eIALxH*guD_qm;{JMb-ZD`OKZGec_Wm$1ef0=~v^XthI4* zaUqC8VS~#mY(3g8M);;Dbd-v)ShZ!x%PPOT9?p~T=+x&c>Xx-6!o?TCJge_G(hQ8a z0OGMs>#c8P1gtgqa-u|jw^L_h&&a!bfeScxd5s5MB|$ksrj^rodk_tkBkbp=ktEm> zr+j{(xO4xIY0=fA&_#93OrVm`xjRve5D=im@}O@SwG-3nyU<0R<>2l0@~lwtN^8*E zdfMC)&A`C(0zo2C5eZbS9CS?(-I>5X&DIiNCB1)8vL`u=Znl*{;*^W6jpU>Xu|ebr z@oDbZ`h;msLUVbA`{cA56Y@H5^o#NDhrU0Pz#1Abz!YsrZM#m@{L9?zwD z>X(d;XA0OgIv7m-BIVY?zSwElFAKrHYl&1pbnKo8?Kl>>YFP>9DW|EbT*`v34kQ?| zQN2*ZOQUA!Ibg~RULF0ZPtDo_hVg&8%b6bda9$$FPVlh*#iw@lac_rngDSveve-x9 z`Ji;GRI9#dCwU`VxvA^$>BoJ;MmqmVuhs5C3a`A=Uvpj-8p#qt<8-{m1a`ek*-4;( zcD^hvJnw^TM2R2be;T>1DC{`EUTW>vYr4TKE_oPdF`kxoJKHujl>hVZ zu-ChrZmCm31;{Hzu2nk}}d;Y^iAi4M{XnKlbKRdq^VxJs*JjmVo{+# zWfzfCQtm1V_6+TW*Jb-nbcx5D`N;~~@;}d#170sSEFg>gbEi^18C*rW4Q=|X>?UBR64u{n~jN^ zS^LkkxZ^|b>ZN2_?ueP+>;4G#S z|Bz3G;WqNe1PYtlY^a_J{g4}IeQ-%9s6L;M$vVC`!JFz)T>g#MB)ht7g^s915cjy^ zM1t{_&v80*f)tcpSXUy>yH<8vRdL$-g__nUFM;1ZyIG;{R}H`^te$hYS|hv5QxsK% z;JKh7F%ec$sv>Pd0WT>a^IY6K!!qK`f$#6Fpx4mXvAH^>2Lr+K)%1Snp3aIdL$~X*;47KmZLGZ`DAvI zh()|md7t*sZ0kvCpXfeF&;!IzyW>UZC&ATp6RP9CsO7O`S%zhm{zHcWr#J*i4h>{z?b#8^n0+Ii1Hi;ktH4nBRIzzs}0pMXcrB}UsW1d%`o+wIXQ4- zxt?`pM9!6#15VIin|PI2l_8sfo$DTRCB?RVBYj&x?mo${Jw0ZIZUB#JWRK<24!{n_ z6&KOT-RVkBK4rrX05@k%_rS8-{Mw%fT5P?HnnI@APOtdTUY`>>kRI;M3r-16v~p#y;jGRTeYkb9=if8}2gtbSYWbO&Hm( zY=J3(!}ZvC@&@3LtJ+;B>K}Ey1h3le3O)T+#Y~dOYl;C!*q+ zvIK7V`jI6Ph9Dl0vrTI8(H)+}(lE?o%g~#W#KoCVgijXhQgvuhQ#MOb&05RbfOPfW zck0oawv+Ahg@la9&@uCQdQD#atuFWCwhx7HsO{)%<}X9FC>5oxKFF~`G!dzMhLPNk zj-_ZBc8M!J3fR?m@l~`L`V4Ds)_Ty(0m>(Rh+DsWvbT1{TT?qd-yo>1(KX34wrHh> zl_ZY!kCGQn(|&?e;LE3vD4d8nKJ_*7UarL8oSc7hl3QTr z;;-ReH~GBSGsXV_XH3a}?K|nWaN|afrmIRR=iE)Yd+*4^2$!`j=lMw(Q1$Gpqiusokma?xo@Hq)a#^XymJd#kyu(GjwK#@=h>piGl)P> z7ryTeUE-^t{C2T~P=mrSJFS)sl&{Xo2@64dkdAGsLD=GZth(s&=Cq2t4D}YYTL9lXba&674hBZsyy;4?8csX z9OP3R!xZ(7t1W|V6}qQ1EyVyh9Ae@i;etUOIl0nJ)+`R{4|byWWgba4p55OAJ~*=M zshjgV``)l0KL(#6)aJZsKlIj=J~-2Tn_08Wv=H>>c$DgI$xWH)ZsV+_;!iJKD$zsh zB6~4?dL}rdjl5IRTm$dpn4$>&?km=o7%^vW19#*X5(pXA9Vbg9aQWjyhRpb`fWcx9 zIM=}=y$9z?J!5+=HQ$`KwLjOZIbp_|xNa%menV zHr@$-lObFZ)K`*MF=@GJY~eq8r=+@uAp~6|=(aUW44_(lmv3u{VMQman0#M)Od1kYwfeV>_OI7YEUTQP zU(0TGGoGmYT+UbXdDi@1(lNzGYhIlWO6EtU`Xl%4nCIvlU)ujBBsw9f99=q;J#P2A z&>EyHM{DYs`P5pi*xydte`nBRR)k^`0xc@ir!41p8WwT~r?Q&}d0mRsY64Gl;Rc!K z%C8)CBg~m4GkWHe~NT9-5GRX%$9$Y)8se?5%pzgJJS~KI0$!YZZ*&vtVh-qQ5PV-Nf zqN9f6%jtcC`y~7c@(CO*tCVR&w!yKN&+^J6&CLnzhR3%jp+zirJlpMVb*Ir|hpT)u zFi@&04sE4rb`A%hFf?f9;k5ZiCzDegtK z^DIuk)h))E&jfA?7i*&3Pqgay8#nUIEB|=q!E;kfAWQsw?A!F)oR8Pm5mfD77O+>@ z*TbQM9HmEk7Z%sj-(J+49t=P<4c1N zJTl4zaNUmfuH@1U{M58|DfwBKeZur^H)`o3W^!qD)C21OHu&&bk2r7d?Q=5zWr%nv zINxi{2E?it4qLHcr^^w}fZ0cI1^mR0>%0#|3O86ZAd|C8PNi?1VBbX0YK}i$W+`x2 zUAR|y)W%(a2Vsd}wkU(Wayz1ZYWrN3$xkm-i1FhbrOS%lbae|2cY-Vpr|RwW2r$N$ zzb|N|hkly*(ReGRM%ebt`4eNu*!3|&ON6dDyn4!Y=NN;%ccNz3nO%MN(p{d}%zARW~q=_qo zDgbh`>s|S!yP@y_ihDFBCFh=R&umr&6?xHaVT%`F z^ku&7qu!p3Y=^&i4M8M~11YN0rO#OkNrJqB{tkI58gn}>Q1}p!y|J>gayvW-U8=J! zn)5s+CrM1dq*PKamW?<7)_T0uyl86CiqArv85I`oJM z8xuTzv?)g{P9s`RSrPj8o6Dap*9f1 zpx55<|GSVyxxU@pE;d&-AGhT^p3M*T<#5Z{+YDPLX)3pX}crb^NKQW zjE^c#(c5@Y9bjErhL_5QC9XqKq9JlP#+MLn-F7*~x=bykBw;R>(4DHTb*WiO0eBJG zvMOuR@NO%&->#a7`;~X;ck9My!JaKzv*CC9v@6JW(M5{lf70tS(IMfBowlzran|NP zo~hHNpwflQN&~!7oZM_$NM0yQ`?+;tQ+w_cg$}&hCVJ&M3W(SiydPHRhq~_YE+Rtt zwjp);cz@y$@L28O7o7(a7N`A*fR{qgw=NN>G`Aw#72|+p{a2}iMqGq}z6r3e$5 z%~v|jtQKy3;WP3o_D$YRt(g~WSC3B%0hkMQnNq!q!qP#T`teUJ~O#O z0g;9ysCH}6rsBhkXD@2}mM$A8;F0+yCDEC(TPK>GywOFd4!=BBrDTwtDOhwm|$^j zI=j_XycVYgJ|7vMkkd#a5_EZ7*%+vFUoHPR?I@m6I7^1t^AVmyp1XozC~Q=o(KyMI zo!q`6-THZT;H(^l9|!3HleJ-K|6ro>EJ5xTzi|Kh`?mV>p6HhI$)RuFqNUk)dfL*# zwyEWCa?Q9gnMc~=(cNLOVRL3rp%hcT$?ui0*j?3(uW$9bQnG$;Po5QH;Mp`eUu(ta z(Y<(j`~gCRk=}(mB!;vtfa>{AJv4M_Fxxf7&1?)AF|+iau0lDv>B~uvA{no?#I!>l zF9-R^a)&M4&E%6<{qCb0;GGt|oEcKqCtn-ia3a2^0|f#8zaB8iwS2mdkIN5~M_Kx| z@U}>e1lG|DL)$}Jb?us-28&lE2diEC`uFoGtjOb@0Y4wX!|Ppj>2Q4xw$olbf5%Ig z9u3v5z8*48zV>}e;dIa2(lY2?&ah&0hxgR;rnFvg|9C)EF-gFi{IdT-t~EdTk;wO3 zV-J=7j;c%{s*5*yPd|oWci#$-PR!CHp{idaP z@D;$sX$&;2bB>vddD_C}#p3Y!4Sw>i8(S^@D5lhIF*#-=AM+K%JHYsF?}uK&E_@zu zGg)ntIZ5Sl@MzWF*}t#!d8Eh+OxpXLGW)cRPVA>=Q@`j;x45xMh81z%3s1o?=G|We zyxa!7tg!~%uIY5sy0uwNTd#e;Wj0Hg6Ug~H^Fco+t9G&>xhRg@f0kh;#{Hw)eu><& zosZWAy9ukc+meo-OJz*x*9TV+udD2eLANS2@NquBw z6#S-c>g1xL`_#mbY)j`S=goGw17|5#SQCBg5SMw`8qd+5RO87ltXlNni zi_-nc_OVqCpDty>-jTgi<9wZR-_LmtQ$x+KZG?H;h^groSDN?nO1#JD3|fiT9G?v@ z=2qXecFk5$*-6w}|H0`z{&nzzbB&>XnexF=MYzYY7it7*3RX{$s;G7$ley+Pj+bZT z^oq9h%!0bRUr;RTD9gQCcd72UIydg20_s2zg9Qzej7hZJ-hxr;fIW$BG~o*>JM!Gw z)N+~kOsAEXmzvkB+ep9({aQzlZ$MI|6n{6(_d}qR1kW_{$|pZ!JPhjATBD7|Evr#; zI+vBz0|jaP$#$rr&D6f0rwhhy%AuCk&RzT=?m^LJF?EzZDT`4*9ba8NAN8)xm%499 z30LAO9a3W7%Rli~TzWvU#%;qO|<9e7=gdJS~7{C7l4l8N+*Da%x zvQ~G=eK|DfuC14d5b+o`LNSJu%C965RH~oSJz3`;*`{@joMi5@bc~~%`QDxH6HUT4 z#I0dYaCf)h?(QBexVuYmC%C)2-QDCn zr%qk}d+UBbs9N5gX?>=rXSaKHTRsf87}{a|>p8`0XQv@@VOp{|H$%tl!b6Bf0sIME&>&6M#-9ffe(>0m@1rS_NiI!{li z{Z!p6Og2X=WB6RQehP(cB%f2@43rWP^l?pVT!=J7n5d-+$)G+5*MxnNo+8cGr0%J6 z<{`_nyGFO5MQJhL4>A)UZB87HjM=mos_Pd6iK*1B25Nk3BemdDZQBqo?Df<5ldV=R z`_bb5X&3W?723k*%w-B-b|89GVsh)wEtFRk4(`Os0nAepOI+ukO7w57EzA?Z%MNu* zNqWQzsgz!7MiWe0?ef)Fl<53{$9Xn1!RU~qU&h+uS`-6EhFT<9hji_2v#N6|qGQC; z?Yw}d+T+Xj#V4ZoUmHX`SboP|Q%jZYJb#Fz6zJ1v%q3pegwJU?T{8BD^j?flm=ZhQ z4bHA(y|hXh2GbmH-^tDU(yikvn}m-;+i%r|t<~qc8ZUk0h8o7%t8cwA; z-IOX3es2vfI+Y9c?-T5}kDiHYK)D#EdYh$E0_K(ukC6je6B2jcnR90_L}r|`?=q)C zuP+XVaWVz_S<3Ucs4fqT?|J-EmjDvH+nIRa5e+d&!%$Y??}tWlG!kTkjuKPq;R&MU zYU1-L1V!6E6W2K( zK>c{|Sh5Y7gDVOMR z+J5t{guR8fe#^{Db9=~qOaw_bDLAabQb$?fm|BFcsFSoUO{O(kk;g;VS|oeQRiC68 zeeGAnaGJz?D_q6s^62bDXq^A@iZf=%y*3*5s};mwLU22ub$QH+DC+&IV2R`YnP+qU z!;Ctc>NdS0vbRh1?6!L?MBy=d70|6WlJX-JMD@@O(6e6=JMd*2sO!_3Cr>Kv71})V zmhH^(ZCDWx@Ga)^n7od}+`Y`$jfV|m!__mq#RALnfC>ZTXtTcany#?BsgDuJ_#Bij zl*d?i2-ZGmw>|VRE>et+Y&jh6=C_PTJs21hpvHU|zgK8Jo#AL-VEaWH154Itmp^lm zb^7VPaa)wYeb4oTatSHmF)PdCNKD)dS5CBbEuaMN-D|TGMTx;&>iT9zrigJ(xzok) zb|4~H&-qo*BvlQd?68Gx`Ef!>PQpngs$+coqk^eL`v*v}obac-<)O6MWDfEvbKBpJ zZdLa`+4CG)lr={kOLnr{r&gsT(uc96M4#A3ir$rEy2Th=zr=k%Dy19qOl>dBBgLR;>I7uFAMugkP|nHOqwIqwnN>6 znv3;}Di{M9uD>gijV`ycPPRfoz! zhxEa}l?KMnNXdZaKgx_PWsJ%4faPdEj#ne5zV|~w`rGT=)yu)^^5Xl+S^G%fE1l#S$PK zRf;{xUGI~_*1kwaDce7tUGIZ(r;%Phn!N6u9%ohaXTPRKAv_lXl1!XIGpQG*=g4*@ zse-;cv)hP^{ZC!jNu{&G%bTboDbUB3+g79pVosd5TdqZSC^;=@Jhl9B>vvgq=WD0! z8E>q|+R0|~yQA222aESj3dY6&Y!Mh($q3@u{Me+%dSi>ed)N3Hh@dHJ$IMf_`-SaU zcd~Hk z@kt%_&Wzd7*SF6W%OZ@rRme)!Tof&AY9jFv3A(nMxmVF$tQ1sNBca2Q7HOEve)GhF z3Rk{f+cAiF2t8k&Z6hzbN}h}*egB@*=)l1uPr{&AUV&11mOGVhIojgs)``%)#u$VQ zw5@eQH~Tq_MKg716Fce}wp#RlW}Ny({|6`OJPYR}uKT}c0 zp!550()A?l5A8J4bad(2;nNoR znmm!5dq!>SZQc4vV!KwFs!Fy@G7UEH(9rrZaY!b1q^f;>U-;KQ*9K+P*#GY4sQ+TQ zG>`5{nPPd0qoe#7AZ^@aR_|eiREb-#Tz!00p8UGWQp^T}S<4r>7(acs>A|S?gB-2+)yAeW)faOR->j8j8&Q?VLBE3b@N>sO29M_C&%c#!S%Z zxNOZRz2zvf1v?lo{-{Fqa|vZ3nG=TpR`%8iH-!h{lEDEOcqjo+h0e7zvAu?N^MG4W z?ah@^;eunOwho6@M4hTjO=Z@{G-gFTkd%p_};w@%RZ(3fcwgmK$eeg#Ac7 zlyWJtB48i5nXj6(%E^DUnv>B~pBR2%S3|lB10U3rx~{?d&V6rUg8qr(U@er_(|o)DE~o% z<~uPl%mY8aD!YAN*?L8>B|^O}Zz9egG+D^R%OZ+sDag$qyp$!y=rEr7eaxd)4)0dC z>udJ|Ua7ZvQ?BP?_shTUay6NWai!)3RY8THM&};4K77Tm?gWk_>rW=Z@ZIxI@<`5 zmxh-$Wurk)PIp}YM2%)WYEg^fPf8JXa=Kl70VfjZ#6rr zyC7NNcdSLq6v*Fp%9lV{L|dXjZyU5baU9!t7OU>CZgv)F`#1AI?62 zmu*Afv*H>MsvzHGiZY}~H^8%FmUd;q2XD+*GBExQ}lpy=sCBiB$jY0)KMErD}Tk)1`JjOqSqb3@dPjV z1pA7ZG8p8}g}kU{l;$vuN*dCDH8(lT*EEzeS8{FEeA%6c#aj!d7ajaa{c-kwi`T1MH9= zHp)Of!wjJiT3D=t^7Rc;+_s~{;cj6iO|nVlpj(l{VucNyq|$YEI%zP8vbR8B5g6#=KBYZ)tlyM}P`PUe?KwdV+A!{In|kVelUnpe+X zxPFmNUKO$YVf&x;$#&|^G97w(Cy4BWR`iAO@T5oidSsgSuDU=0zGD;Zfqkf1Adw(B zy2C!|S-&(aRSreYFF_vk(#Ewu;vO{2?ulE+>Bh^lLhW2!JJ!%cCMI?WgV`Ffow1@H z>FcwiUoI8R-{G6lbXP3}D#O0A%NL*=io@?|;e}OIxRLh(BwMY;bAi=yL`4NrgLx}V zwvoC#`P!zUuwBvUj?u79gmCqMM(;aE#Pc0jgBv*P(3!>Hp6gn(TcLV_`}l2$X&nZO z0#QC-b=%2ag`qPy17sfSP?pOvIg_jFu9Pk9ZHJ6A+sxm0gk83xgUGf9|EYOrxMvwb z1eL_o5cRvD#jrtr`SM|MsOCg_m$oUVOJG>u0t}K2Oio{$xJ_{E22}Ar8ER8Mq0gG2 zrzoxb_dS-ho7Zmjnx?*tiGNk@y4wzsmqD(N@I`{ajMSH{gIz$TwD5v9@E`TQG=u+i zD@lC=(d+K)W|a7AHE_owdPdIl-Cf|G_@(ut+jcZtyKSMmjQ}`Jl95RLnGE7znLS$# z-GYFY_C?_b4|3oW(yonh-3j*iWv+rOtNNJP&Wwfbp&~G z@+9cN6s#$_72Lafr=&#fUuHGfHv)@)`)qLf@v_W9h{BWChi)YFPoRwEza5)Hr5cL1 z>KXhiX{FlJ-mZ!TzI7~U#WYl_V_1IB+5W*xfg>yH11TQSO;{kp z^TFRI6A(4Jh6#KGJ7g&}JpCD`)|{xqNwrzWL zRD;G(>Y$gD^=0O(4y)rcng6f@c@HVlD!jG}vZf^1;qEqRJ#=mE$q~yxQgPJB>GR#a%weoWp!t{)Txnm3?O~e{q>Dx zQu}^-%)jgoHvY40PV=ZitsfMg#DA{#vCf_J0{s31()@P^l^61AeiqPhVoKw6bHG%; z*d3g+76eG3G=NQ%C)TBO73M?mYg+W=o~HRY=l^iHrAQum_tDNjhtp)&_h`9(`}_}1 zv7~51vS_T|X9BC6d;Z`)`6cqk%4Q+UI1JkMz8>3r-zZk!Z)e7kU z+Ts6?_s)+Kz&YcSR%~I)KUC|^(8^7bDxN$22We4ncO}h3IyFr{{*ha()_7&TT{~_U z$M>Q8JK%HPH)pt%aTpIY6uL27m7d60^QjDq?OnNFd|`*iN{;bT53zBIA;567!BcrzZadVp z2*8*~m?UAqeCZCZA;Em%(ZPVG0rT}{MQNmDGoLRUO}XzG#cg0T5$#M;ycQN;$`-Ww zpb``C27z<9lc0DP_VAV4@?B5E+%V;RE+UF(lFEadwA`Oe#+6&-&R%>5f4;aK52U?>CJft9poX`hL5sgfyWr1rxxF~x;aL~ z1D^5d$9PWC5>aR$_JAAv0eK#2#Ockq@SRGQO!3hr2x%W=;fm!IibF2vEh@y!wWYAa8o&4j175O zGY6v4*Kw>35$G{V33p|`?stdn2}B$@c5ab7s)UpxO_{rPSly+eEssVn_I zX>I5Je{&ZVGcy<4|JpD9TXO}N8KZigt6zNn(k3=`;Y}TrOd=Q4R(LBCR{w3t!e-vr zhL+YBTj;HwR1tf`QCG9buhPXzdV>HZ*yKBM{Q<6`=!RJA_Y0ZHUc6TUVH?4(O%lJz zlk%oW<1l1CPce0p)8qX?a?mS#Qkx@vTT`^qc~8UA!W5nVBQvqJ4S zLOn0rxUoKG3QIg`#@o%zUT%DU`RaP1(nJoOEpxv&mviCPG7-l{d+wQO<-B`wzO*NI zS?I5C0G`mBMrc~I%un8)JV^C>&~ykgsV_rM4@D&sQ=MMLR>wI6KL8VJ#{e4~e^A~0Pl$|TV>0#B%EZ~wcH z6l)NZ{AsFYM7KC@S@YKl%^E23E_!1ebpw`5^x7ebcUEC)|8$T;gIl3nx9BqY#8kYGhY^5rk`)6b$TyBxgRSdGV|B zMR3{r^>6uu`QgV@e8esXM{`bSQysK#HPfQ+noI8QwMT(6=2`JxAB(>+&R7t9XT#3g zMn2vx@`)^+rDsQ#!jth+S`v=PS;M7%T+f03BQ|MYDHFz)WGw&bOV@q0PGQZqxO}>R zMLDgS;Zn$*$&WWw^mB7z+s49hEkRVmqcwm& z-J;xYH$iCns_O?*ByZ&I>M^4JeXT+_1*qR{co;q=80Thq&HNOX;)&>L<&? z)u^CfXjc9IG0JhX{P!xa|6b+w->ba-dzIIJuk!luRbKzS%Ip8XS9x)>{=d4)>uW< zJ^A&36d`enH~(?`y6ybAjcw2l17z=~o*X!^|8WiS-)orvA7A=z2{FW;GNsCH4@M8Z zfhh&$mymYrtCO*am9Y;Q8E(=Ja-AV$D+tZ((8jN9c7B^BM5=?VQ?6qPK$O71aY{>1 zuT6-L4u%cf0|pOoU>y7XSFy=3HsB#~q;n!mw@eA? zdexbJWo~8F<7|JQg{GjY>p;Y${iK%}{tL1l%BWta%lRn7!h1TGo$ONVuadTx)!K3U zAHCS8i&I$eNc$B%gq!1>JXV}5`VwC;HkhFF!8D>;o!;NDbt~V~m^Rm*o|qRu>?b9* zd(CT}ZeEb{y0r9ce(sDuHpa%@rCZRn{R$3??wc39-E>~xAaHE^;`s95gKJoA$g-c9 z*lxF%8tmU)<@MIgi$}Pe&Xwh4T5NV(d&5-;1_}3N>bf>x!pGri$IHn{5RcP3g0nvm z6Z6<)Z1M0`uh~L9#2Dt;{v2EHUhvOcqv{MP^CAq;+P+gerFVDP1l;!db5DSelv{Q3 z8ak@CgQd!X2ZzmW>jKU(GQ&Js4wLrF?)jL%VZ)%f)4+V|+E(UnD_)-&D@q<-aZS3S z;H-ZwE%$7~pb+9!slD6x{2&1IS7%&9ne?mECQy(sqZ0c==7cPrUhB4d+#_b5?c%ax zAbL}HHFb8pWm}kk;&F};UF7a4cz!*byo|Z!`4J5UoRD$|8_f8=g-{`Tmz>IqWN)OY z^!f6pic*fG`j!v|*>iCwepF`py-N3+Qc7~_lsjmSMrh3myT@H!psmT7MzK;D!c~)N0KJ{J10&xge>om=5 zrop4#rJ>HqP3!r5gXGcRg+GqmCd`i*XzR1pObhZT|ZR>IIWgHb-u67&+iO+2pqtDLR9m~$CHBuF^F#X zdT{spoQ@cj&B>9+9yCUtn79KUpkvauHWlkS`BtZ^$G}O?nd=2YU~ISDANuDzC{5?z zb!O6z{K(PS>>T6s$2O~->(q3inAd|mZ-0bNsFX)1xj?QOa;>R2T|GN{&*Hj7tiY;Z zmQ_KlbzWvuV0-%g`aGN{F<3^(Y%}K0AG8lbs=@YG;)~Y+7!c_8)9~sBLYQ=mpZkBn zRXI6V+HozvRmrhRDR-0*{QdwE9WH6xdZiN}Kci7@Xw=+VdB&H2xu34(E_hPEYMGB) zM-Q?!jrYRZn~=hUk3vR>e;H|bMA18w(-F7NuDVJ?xv(2I2puXwEZr0FJ?vgxt^8z$ z__mXpH|6>2^|;Sk+IXW^2MwY_(Xld(zSp!apX$G3E^x3qTgHv?XwZB#o`mJX76uIt z0!?>%W@eS6D+DcQGS!dQx zy~PQ9d^z}j7i0o`Ze)50pfw6cyT5E~8V;&y(gA1&ciKF^z31!l>*?CrL6Ot_e7Wcg zP3O-tIdQH-1Zoq*a9`g*gR}RI?mmT6`0nfd^J>yDUFcynr$)s-ZY0Vlo*z>@KnH%w zYg=D^)iT*f!N)UK)o`Z;ih?8PLrvVU4`dMObLL7+V^ptWzElv*FT-L z@YIQCZE#h--k%OQM6{T->Q4Fm=3cXaaY0+%A@hlrx;k+r1KtK?^f z*lFhOkB@ zQ3$t~b|Em}t~`Cdj8MaMB7N28>Ddg9ChD9v;;AY}tcVrlSwDzqBAIJ6F1IR69`#|d z{zFJlZ{zIz7C-z03nGMAxjjV2^{f8d^&&HX?k;>loJ~xxTF^vYjh2?NV(cnIyR3}T zg6-Y?f$0buOf&`-x0}j=1;c%7XBgkA;gE+=i_}N7g+$lJY0kSiDap9?gBsJA!eDf# z^ZA;S{C>R}?J`n?lTeXpBz1@EOI1)1^a&!<*2~s`Vp86l)gLY(H@k8t+i&CU+g;Eo^?LWL4r#=86S%a|sWA{v%9-i;+fI{K3zv~<`Pu^Cv?i_PoFLi*U*Kg z1ih=>n%~Z0jVhm>u9;#WApqlwcotTtkBIsLVSPPKIa;g_fdxTC6f-?xs#A2Qy7mfw zIRCM2&NrY+T|?LD@syZsuN6n;Y+@auj|SsT^4IXSvXuC-oI3h!9Jq)^D0!x!)DP!d z+tk5~^Yh&ITDd}DprwF;Ern9;H4?2AE7$C)wZ7it^{w;vCdUm#SF&dQ&~ebf1-_U6 zO9v2GC4*(73{?2t_iY1~m2solTyE&U|4ND&wVlQ1W}hVQ5;YYvKg5~a@b%sU6xc|4 zRW#`1SG9CswIl|Izrsc$f`$kEw!W9oJ_jZzOs)A~i`n(cbcxSbL(SI}X=ylOuO01# z{~5R5(0FWIb6l>*CI;^BG{_oN6KK3lO$vbZ_7`_B6YB?BOM?s@7_TG1+NTbHiGx;n zKXGzC`&Fb%>q6&*P5WoS0!gE~IuT0XTKCf@ps(~FUWPYef1RABtSX|OOe~v`TXigF z6yJCD7}Zc=bc!Tl0;wTpuQxVk7tXMMJB@nj4bm9I3pOj2Qp_Eik)XoeqewrEj6#;+ zihzaz#ypXIgsR4+ONz!Hj9?bVeaGB5&;lEzvo^{wCW1Y zlzsKACyu#L{HCa)6StnIR0Kccl-01Js0st(8w)!M+-=`Ve~uKW8P^qaTCA?e0uY69Hu^a~Rgt%uu~Lh8&%1ONXK2)d--> zW*l6O>IRr5)MFtO31azXMe=XPZ+fawP9QIJ3MF|}MtN6Pbz@)WxIQW()wQdM>JIKb|Uip;Ij3n%;6&1-+NSpueh3OOwv1E zfjJ3!BnisV^b|;S7y~TFndZPY1RWHh)>( z>)N5nYsMCE>jo{-E`2L4G5C9^#$O53Ncab}ozYgdoSfVuuKpK2r{*H_dSzyB_IKAt zk5`XZo7u_9xh1B~y9`w#-gpyK)Y~MBmnCMC6lA!#?Qy zjLXxSUC-qcmB;gc+G=uXX{}cNQVNIe3`yD#%)FSxwBUvIh&aZ07I@@j`VLTCklV)PmJ3c5;q}k7XGY9v-b!j0XL_3a*D}iD(Nf|Bssds!5 z@rw@22ArH+@&Gjg_H&X~ajQpSe~*6A*EeAFp_06LP%SO5cMBZ8iRitwvpENz!4`RQ z^f&AgF<|gL+}o-bF^8)5vL#&#w(F5c7w98|Y4(F( zy|M>JO1t)*E#W^0@;_zb`rc=YzxIPzmm}edxSDKt-+SdrIRJ5*#qJimsg=kra#B+lwmiU~=^F z0BqAL*@h$0E8r?)hdWf%?ij*A3mGi7)7b^^MHoi*Vu&@<#!0+251pDZIaG#*_Wtpe z(qHI=5lqOxT3(x~Zt%Pl5^CTI1)w*cSJEUpEl2+e?)-BIB+yD*rKtX6oUvz;`}moj zZrsfU6L2O+j#zIAnu9JHGAvOc_z)M9jOc^oo zh!SBoBo&hZ->IYMhsg&_FOUFw@`A;%45A^#z>HIGHUpwppk1_m>SQ7|Kh@XB3<*;H zhcMOGESnD!4_Ee)ou&oho5DLJo30PqF87X^$j``#VKMwWR(CCpO{>{0{40FM*a<>0 zIU0|xOyn=Zuq+c?3p~RW#)*Yg4GoGF)?Z79s_jg43GWDp2iXebdi`Zc?5`%%RQTnxxVsQz(jUZTB~MvclwI_^Rawo zHt|rk)PYe53Th*q(x0Qy=EtX7VAjEgYkpS3%)o?)g)_T7+uPX?MC>QJG`k{Wjhzd@ zlKo4uqfKWnjz%mnFNC92v7%CyhV%Buv$z3^*NzU=Nn%y|PaX!)%Dt4mFZqat*@caj zHAnkLk=GH+xXWnS{Rl!I4&iI08M4EWhdifW^<4VUVo$CJQ;B1{p>}uEe=NlebtUf= zYKPoW0_$~)01jC<~L#=6GFD*ftAJD#}?X*yy;G5zME zQ3!1&}`J$u)17}pS7?SscQ*vh&<`T>d#va1WGndxm zv$FhDgVSB${(2%9MPMh9FU~z~sN@$}^TzMZY;p89d%AL(|IkKV_){5o58twJ@!^tP z4tkhj1gPh5cB`gy`k(`)_{IK5@5d-AllFP7Ho&G%er$dTz4g614Q;iE1VYrdf3Uyj zR^8I}QcrNGrEhjIBW*k`HclBs)fUj9_^Rwb4PHRv5%9LJp$^hB;Q<#^Z}og`X6{_3 zYTw7xeFWSGh0jAhfS#6~zQ9X+Yi<76C|I``HQ+}3bY!FUkr23w*y7py(=&XD{Tv@v z4m5aR{KxS9NWpR(yM98apT5YJ&fW4lD~J+dK|E z<>-bKSMS(UNTXx>ILW}~7Zfza&!l|_jC_M7Zx_>Uk_> z%bqlOa=$-3-M(yV0*+teXIv{4XEbhDVX<){C%6bC0=h3#khuR?urk;ZqfVs7b)J4= z=*zCgq<{)VreDxNyhiK`kq)<)Wk(>9B&K&KiG}d%k~4I$#}B;=xd@qq74^v593tJh z1kY}>GkmeL55{4>w(x58>X`6~|CG%Z2AKVLRld?*Sy*dqKev;}s)nZ`k}<&w80xjT zbtNA9jB1Y1Ut6TTy7t|sj#4_5ymKGNyi=Jr$pJq$ZXMOA0pX*O;FmKtkM^AgGs|&b zvQCUVo)32ErX8ZbDWmb{E#aMBFLrNL?-mNiI)pyJk!qe4TeJ+F^30hM31FqW+8b*Z1 zJl;4+nZ!Zv)4}MeqeAtlo6k13y?=PEWXXcDaP-|!JqGLsdk5zyQ}T3l%CBu*m&?tZ zgI}_CMg}-h2Mgc;+8^oTa;yiZXfvlKUlTaB-#BWoS;RcZMow%5K2#fCS=gjIq`L~@ zUP)T0A5W&)M(MqGT3NwB_(>Vs8?$+5y~XO2SR5^#eS3Y;i%A~6b-2B~U--y~b`^RcdrcekbDZ=F_#uJ=&>EvjQ~6;Jt>yM@y1cc?}zx4xv;b)c@~YjeJ8*5 z^S}CjbM|F?6yvnsvEhaj@V?;u#4E*?dL?@`R50=x84sPYxWS{{P$K4=#A3TDjx|k0 zRjBh-fQ2chRf=IrM}-y}iJ$_}=lUC{)J3T+LfJbo%?DYWT!#id##}4B**|@Mq~t3p z?n&2t1aBurhM9?Mnq>1e0B*ZC-%$}N0YshgoAqZtH$n10@Jdm(-p8{#e{ZzOPOa_y z9De=1@LsQ)MiV5TDKGy?(`|1gmwg8@Q(kChXQ;Wzaqv)-U(rsQWIeHIj*y3DY^E59 z(jr>9tpw3kO>!=U&KoE=QvYsv`=|n?@_@ATlyK$#XPM-I__Ces;m%lnrri&$+r+74B)b$N8rmVAv1z7C37l4K9 z0MBIO@>L5(Dq0CjX%T!S&7pY+M4mD351TXc#+pZAv?ZMD5xnf*{>+s8?ZVb-ZP6ls!+U_&?&dy2A4gLbA>yYyW()dfNw5di%Dbo6WGP$Y zpoGI9v)b(A3=i{p4`nD5pE6+KUO$cHFU5T}r;Kb1st75MfUTmUs|7y#{Ho0l3cm zPYBDX$MG?StGqUfNbwF)F>5$BWXS>Ijp{23bz=_VD1VU;s0Hlt-M zV;kp;!%^f^9;9M!g7$|brp*aiMa=cM@S!S+2nsd+9HyE}i)2ju_kH;PGV;-fA@s@eK{z%tR7iuQRyX zN(u*?LoE)Gjo#u&8f^LxAl9ZINrs)~DyLA%1e?BR17uU<1ifwLG;nkb)lf+Xu)9-C zzNRHU_=&`TA&SHZtgBS0bxYE%CIAgEx|oz8TRtqhbUN#Ge~CvLh4Bpgk*7c&6B2cu zb#Re+#)Mo_>OJeq6sG=HtwFKKN+w=)Y03PEz<0t@Cypmlq-^SlK2%-WpBS?D0 zm9kiO;9`LXyiRU6mI1pOJ`^)4l}a>2(R1hX!)|s5Bqx`JSe&Uzqp$4xpk>)LRK2p# z+gL7ZpFZb9VX)jB8Y+7dNABs!<;~}`18XxVdUo^n{HPw=xwE{r#ht(>QMhFyPSL5I zqy-r|A&oeZD^I^08~28pby#fvI?E-0pB5GWd|;X#LN6+J#A7ud9p%HPbZlv4t*|NB z9f-#bI1PMZP5xX10ngHBSK;?XfCcrlholaqNXAd1LsaO664O`9_S5g_IHbU>0S5;S zh#3^u{Hgrh$y2BU-!XtO0rN*0%ll=Ew$na4PBI2r(TtsdxYkdh@qLu>gGAmb@PYOf zVlfZpZ}}SW0aME7Gj82grE;@k$+G%Aia%|nA1Rh~N1v9uEh@OY)1Py)v7G%2i3l4&c;?F*x|~wK-^$c0ol~ zv47z?%VaXUaBu?;xMvFgT9{Cv$=35l9s;M`M*N*KoT_o@g|3G|gmxlk(f7k;7z=%d{L{ybs?R3T&yToc&(-4X(p>K!XFUUbs1 zUNtdZ22FH@cBNDcv;v&8KVg_~qNHIrousa8_M3vYX@b^GoqlcRn?9Y34Q~p^6c3M~ zp*?((?Th`AGg-mjPgn1jH*PKko)w$rwXr=pG_A;3?K*2YN}kI$`={%dp z=q(R)YU7G&t_jmtMac{fT#UpL9SEThOh;%16U8})q2^9&f@WPKTmcpI$*n1&1|Lh+ zFJD6mKSDv)%#z>))q3dJ#VY&k8Yga%K4F$U!31pOMH`H>2L4aB;Py`Sl(obP3-%u) zhEO<>E_>y66YaNzXD}(4?ZS+6!64zt1_e5OYQ#wy$57`_67B5E={bL($Q9^)Bzhgd zAI>+E7vx^m8WeGGUTD>22^e#YVxIY^gykjsjqBL5fT?7pQbhl!T5EN2@GjThY>!a4 zNVn^}WBT9<0g?5{0Zy-u$Z2N1!7iRtK3=aJIPfUTFoX+5i^imHoPiO*pq21+^%>UnA_ldc{%X!GRkzGak=ZlVTNsVFc?l_gQBh+v!tpBk~D=2$POTsU#E`>)r7*QVq@NsKfTR~fRp z0i(tAM5RlF)QK=btP~v6PUatiF0gq%0eDjS0tc#8UfQPXA84H#b*8CihAwJ9ppsER zA;TKd7MZdIKKy!1w39rclJ7#T5IOtEOEJHW8onA5bpkkN8|+e)9i~v2Kt)KVRDc?O zL(VJi|H2VmAGK}2eDaMg;;h`V`MAv)DXiBgNZE~e8UNNYdN71c1MyQBBh_z(F0Rf9 zBFz~i)UtGYg8MfKqB#xCMYJz5IX@tAH;OamsAVCSd<39-FJkjdGk3ZR4F*&l$)*;s zb}#o)oV(<&aApf0pD)R*mig$XOzicNUz8nLL)jg)kGU9zPCva`@{>*^>5sKr*#1&I zPzrkA(QqR^igFjcz6w?TERI;$S4{SEpfm)*qC+zu^o=Du6%EF#GabKXz8M_kMF7YO zgjx`O(#>s3%U0{nDvmthHWn2Mdm;16&1n6pCnjpzIy``1 zJ)Faaq;u|3qt?1~I)DNXG=Zb(I5V>7$)1)CuRr&=R zoOnMrMO9=*l%xXLGUlA@c~bR^Hku)B$L79Va9Ep!THLQ%JduWC206Go^pj!!7SZg{5fH{ zvV{->P$QvQJUua`t*+VcEt+W6l+L4=|5@9O3@3x6UTg*!9=cG87oG=2a;GAQYiXJ8 zcPoRia*?I04d}1_^n9J4pp`4a_d}x%_=(Wn5bZH*8Ie3U@Za9OiDwhhMhj2i_MLBkmQoXU^zqk6k zW5UbQH(JdMim=Yfir;WW?|2PMdsJwp+c#{z`6t!wuE;DQkrHic>eC*PQj3|0%~-ic zqBMOk0X+2O--Qb&1YcYWm(MFn$(=@UDZMKqKTT2O7Neba1b9!&E>Gn~lyge|-xzxf zn7E>@Z4_GEin|Q%?(XjHP~5#}k>U=6yL++X4h05x*WyyVXmS3b@B8KE&%L?%LNXz9 z&e`%Td)A)4*I88QE?=)3WIZ3+H9yWqueJ&Qo@>XKwyOLhd7Xx{>0j47GyU1=$L%WU z@UO<*Z>uA_Zq1^slDVnH6O_)s!JCX^g# zOHdS1ip3)UV4o}(+~1oYRq7zOPva!L!;!ZIqcPiVoTihT4XPR)*rz{g-b-#Ak6) zMGCcA21JB7r`c;Oyj^a+1BeQWRGQV_l}j#kwUstJ>X>f2YcHga#O8}({RiU5(6pcQ z>P$n-ZYb~9eEU zn5Ui)(VNY{09F`P@OM#4=A=2-Ohh+Uzcu$P}>gzhNoO%?lUV98rog&V9 z{>gM@-XHwN#a0=aW7?_r@;8?_Zuf^2EI0zu!nr=vc!*HRP-yekOzjeIU%8H6+Go*< zcYLwwY+eUmN9p32PjVseHtU1qoYU9B>XWmY8qfA}{}YdC1U=nqjfHYP>MyTd+ZPU4 z4h|^})O5n5U0^5JWn$WsbShk8T zY7Ojt!Wpgn5M^~9Ub}=D*Z$BoIZJ3^@I$vPUx7@2&HT1r%z6KvlDu!`vvb@C$Kx95 zpgBlCvaZPU*T5!KDe-|T%#;Sk=ivkkN8YvZITpQPqBDxK;)SI01xy0d{n>r|)n7(Nzn6yl((B7k%Hu$?+>BWEWhtn+zph>3+ymtxglmDk1 z5i8z}K(piOG5p-`_umS^06A!Hf&G{IB@o_u&>$^_9{N~u=N&$LvVOas-xm(faZS}~ z{f#m)_Iocs3YbsPIQly-&?5fO8CtI5%|-XhJm}fj#m*(nk#K65YrFAf8PW+)_nF}C zKyebE+z!@0gp{=u9ds^7Y|Rn1NJ<9f1g9W_!FgXUa;4PjWDcQ5%J3u ztkKeB(b!9Lzax+HhCkL0RotGyYEsi+ScZyCund7^gU-VHyw|o(?;x=Ol}tQTj3IiL zHz~ZlXS<3jm%S|Vf!2lSVDAsd5zggIUA(RK(#Ff(uTKG2ENzs3N5~_iM>%-c{22&6 zMb|#@k$lbaamJ8z9Pzu7c`J)dmGfq4D^jh}dj(VZ#B~&(UUSwA1$@%Wg+$_!^uCvs z%FFI$!fs0@?LBw81(#wSQ4^>P76T!nT%pjh{k}=u;A~VVU2_^mi;*GLVYiF zUHPdI?YA}IA9PZ2r^41h#iBN-$co_mg+k@~3|OV6_U#Tt1kotSz;FyVl+zDHKRBE3 z2xetw{$L*j>`7Rv(rBpZWYe4oM6GXv8t&;&guZ@PF1?B6E(hUYx>fs?Jy@OK2s{z+ zF1Spzt=pZCk$-yOBX=va8N@vQvxF%hBmpG&>hov!gEywRSW+Zy%Wy&v+Mzj(26X}& zAFsg#GS4oVB5#(a6O*s`%Mo|m-;Fuib#=13wgj-e(Xg?&0m!|4cqs0 zWX&Az29o?j&n$VvSeEL4a&mT-XPz#ml1V1J1+Ip9Tz_gxCo(gG=5J<8%1H3~GELz{ z=~7hV+$6~sRcnpmq6n#^OOSbe6}(CNRDeirv$eFT4a*{Kcym^A{R!@y9XwAz^BP}* zLY!mrG%j|<{Msob8=}JeZ#7@z-Fze>2OLx(`m;3k9p>m z!{p}t>i$n7T`7g+vR*mqPwDrW;;6;IB%Vk|8DI}weE=b^S{xLB2_p3@Lc%tRa)3|e zip8%~L$b-gjdqTYII@E1eX$bMOg+pT+8HcYiZGz2d>&a5RT0#7!t{D^IaHzBup@7( zDyH~n$(V$QKar#ZwjH5pf5a|31{*P zw09pph`-Zsq7xlTH67G96De7PB?nSro-j`3^f z4dIvtO5%sCb9D#s6E$qwrr%BRdnpJrL$l?35o?%`na;ay!^C-wXc{Py;3bMyEU z5z0&8i}+3k8r9B%kAqfLmTRS;t)`6TQMJb4{oo3p$;n0PD^nAdZT)9886;>rfyfOB zRu9aU*kx7+i7YdxeLx*q5L758MJNZY2o&$MM#vr>=BVR-J!-5XJ+6HJKA_pI%lBg64 zynD1I(JG6YNrp_gE{MowFWz6m@1FE_QU7v;_+&{P$B0LSA-x5yIGDv)&fc83}U415(2Ia(!!cGLdQJRzcY^H(oggcg&p0)#UPi?|1P-+Oc&c(Te>Ya3C> zo)vX#%~U8ileu1l$%x9Z8|91?YzGit(a4GyDjz~iTxF9`+@NgkkQ|~O;G(fF14agr zLDZjmnvG!?L-%bzkWt7fz-^#lft^b&gOG% zcr5goU3EI?7SUwF@B9BB;n@gt3m4*Q&;-|Z)M7lYrHZi{9m6IY=RqgVaYn-O%yYwG zZ!Slb)76FwP#I<;+^Wl02;O-tjw<3J>U~02Qymw?ps^%8jWDj-qxEsLVlQYdeFh7f z_pNDiP~QFpYE_q2M_d~boj8$b9Z=+>HotWFt`XR03JON@^D3+~$VuGH^=rwwMbUGT z^ly3GN%&E0;jCSkr2!t8c8FERQ=TR$wopg;Y>nRZa6srJXM+TKmVfEjJz(%SMnb_G zqnL*~Pa^!h+L2WOlmCww`Q&^?TE?y0wKWKnt$N9&oo7jj0uIS0?e7A@wbKuf*O!^;=nH||Bi-bzKj+(6tN}% zibe}(DVCHvvi$wMrksqAW1JJ{rCOSbbw6gAH=lsNQIh4k{W4z3LJKP3b6G?7fU|y+ ziCey$k>0&vSqAHt+@FIoz|U_%rx6l=#6N;HS_oA6WP-ppizSPj@EjV4xX*1P$FHdG zZA0k>+FpizK|c(@l;d?FTvM@V_=o{ao$ng%P+} zgDlO*FoC;rlX)xcV9|;OnMw$FYmUNtLP-g#UU-n&wWn~K{!#H2Dzr>2wKu_Y0(tl2 z+htNGM(-Ab$KO;GX8?Qu_rAKas{dEqI(geE?WQQD*OPF@^5q2g123H^e7iu5T{Wh9 z)jv0&il7z&pofhDm<6VLmZdEf{5jmbC<}Q&0cW5u27b3^3xnQLuF|SC!27>v#)Q=F zYSMCEEk5pIGF>FMiLj$gELW9uD7@qN8p~<4`(NK)p4pNjp_oP2izULEdvw#7_Kk1H zjB_Vps4bnN!Y2D$wJ7_4^5{POd^?Rdy$zL!?>Zvt#LEOsg;#;eH} ziImSf;~k#YVdTuRb*1-Ipfp-bth8I6!|b^{vdJw>b=!Uf`6_^P85N<7NITM zjQ0()$0}MnxzIB_4f%?lY!Az|-$4B3<<@jZL$i{uopWgx8#X@#4@moosY+N_(aY1; zFs{b4ma(Og9Te9O-vGl|L+vn{2Gvy9d^joCh0C@gV>%J?=9+z*{^nA>@9NF1R`ot# zXkpnmYv9WCQ}w5cq_^%eiw*}Q&jA*xMC#3h2Uyn9bS~zbS zTGp}U|6!6T_Y&tj@D2V||Gm33kCD^_Sh|Xdd2(i~FMdOfC}y}q9?3cQSPZMI0}dah z!XFHN)9C_-f<&Kh-q&)a8@V&n<7HxS`KT0re!hpt)lAbyBYGWNziq5&dFg9I|DvB) z)7uNoR@Y>Sg3HR>K^&UZn8v1qAuO(GXXN}w4knPfO2>rA?qc#eG(T^81Bse_IP-KB z!vxrtf3xHv8dB0EjeRv^eMSf8$Fl*M<{ zV?^RMv|yd&PUMdoy}_oSW-d~oO1MZYN%tzn;(A29jq~=rVQ$T&laZ30(TD;(X(0Ws zEI%LU+2I=go|;*HF4_4N-DFW_s!Ex%x?h9NUqGpFGXWH58encJWfnKHJ^h^!i8Lri ziZ_n_IM*KR7R0IX7O1%oL36S8ii0_CB?R6 z0@iU#$#TKH4MJvpamNA90$k1_VSVFkM*mjYhdG7$>G6E#S;3j#JWcICjj7d%-CNxL zLJWYO61B=H)Ko__UgpZ^OKZy)wW)Dnhi&j=GA+{>&N}zat~D(!A095-FbZ1|50#1; zy|0fepNU++`N{|~X|@~_z6fF4XUHZO@*Yr8xfMEp)P=#%-z+#tefw$D*un2BI8tFU zo*~A_wumI;=(J(VSHW`Dywy1coV6_17%T?_BYsjs>sTzEb?MzdtZEdz=hJGvA4VLM z?*jZEYeWMZE8RlOOiCD2S&@jt^tT+k1=XhZ{|dV`3ToOl;(q)137)!Tl>#x~=nGOj0)svN}IeUK)R7pQO_u>lvYfJCeRsNr`OUi2vif?nqv#P>!}{@aWV{Q z+FC7dlP?5%Tu4Bn2?y>rBX`XSlwr_59s5MiusQQgMSsP9YW>eEXq=lF_LW>%l0EvW zJL3fM%f5xmiY236ySgY&Pf+)WScV#`=m$9TJydw-UU5-YkuOf}UxlyhU+04D@QJOr z!n3&WTnP=>)w1@iRz4uIIV@9`?b}E%`gRi)ac)BRSv7qFiw zIzjyP)^{4?EGCotCA7aQeEy+u;{H4-c1iRGS|G{YvdpK!CE-hsQRFlbo8;6tl5DB@SQGO|2qD7{AB6Ds;# z{G*A&m!f60PYP&*W8wRdnfAT~V?RUJha`ycwv_FBdV4A&QO)8inc6AsWKr$l z{8Z^-E+)_pB1eXxMPTC<*#?m?;*u_-p8Pse9PiztUy4AaR8qN?hn+fnLPNG9Fz2I< za{&vaNuj_Y$3t}xGL>yoZq^lVOm z+?J{@XP?Q?e0%cHLU!r6%HTMPh=Ez9u~AV(4-RS)Kr=|DK{UiDNV2wDzw=$PGHf|} zKFzjLTC;t8S<>8QDT^SzH(KnE%of=h3jMn56Q4$A5+;X;fvVkdwunuS{X$L3PgZhs zO5?_j5j}b7u)K{ckF<41zdVQ7E6GUwhkNu_9pwE@3Rjg%&!!0QRe>^fA4U+=V(?Xu zZHB9H1n@DfekaMytewVsKNxq6(~y%@b(ATc$}tRvq6ZfO@TADrl6FC$*W$CKaaQpx zo7#rWuG--CVF^EmA~Kf_^O5Azob(=hUHl6a4+90)nO1X|Q}EyG(qQaS3*)6&-KOek z@TqV!%~UxWm<7fIFs$zWox&3i#mdNaG&5&-_HUOLZvd>(dYU(e|@LlvnBmfG&7%_}U(&mo3<5f#Fx(b+AbqQwpj5JWHG5_$c}z5)R$W z*)`;yBX-|I#V`_Y5|dCqhb-(aJhnY%IxXU2IZvY#2MT2%)>m%%XpN%|<=-oiuVns&b%+yQ~t<=G()ST*j3g^vAHWaE9 zc3;n#hoH885a}J_{pge7U(r7}VUkLj=ct0BU3HWgeEB8DS zEQCG4kV#HRAWMnIVDGpK&Msb#L8rP2T$FbfyDDg^(?Q%+$g@HWHUf$^tOYDqPbt-q zh>#bOcN#k!@UX#7ncylRK9MJE{0}AcI z=eD1{-^x~YUtxvU=Ue86U_xyfEJICddcUMZ8spjKirPpeejnZ$WX@!#9P3_L)I_n=`}(^r~aP-#-pe{97w735(iQV-*Y&a+`s#WM8^hWKrx- zZfTgq=~*B|Eh ulf~R+8-h#^?zN~NQBK!%xBcH5*!lTy4|$1&!p(k1xbjjB%4)> zn`kB*$L#Z8q2?6j5hRBJf~AA>E$uHau7|Wg<>nuBpkHuZsb!a>9jRP(G(yp4Hv@)c zw2QBqb2vTcKWC(MN&pGNEul*Q!`4n3ZZ(6Qef9!NGV|r-KLuXYq&hc5Q!v2M``=NV zZQ!sv)Cd5~ZvissRFl4DRChzTq5=*k=q+Zk;{1k{!USWUd(f`XVe=Tcix~)t5K^Q; zm{7cfgI zm+eA4ROG|&2hCzp#+tB`F(>H>heCN!{*8%k-i&A9*x-=D$}u@@jN8=ze})P(SPaI1V6ESx#CymrHlu;=#b&S1z{@b zce7H-{G~qM+TOa)iy4AcfdCcBM}wWOKu`#dD1uyA!dzoOOoyxQfo&z3hUh~gE4pZ02HfmxjG?f0tuV&^ zJ_0On`#e(7PmWJ4NGwrUF^PcvEAUN^clVun-qeD8@cdo*;3RVlRVb)10stvf5Ci9G zF9G!R=EbvkXou$S0^XpDjWpH?JbQYuVs`t+TdtSP3y>R7jvC%FC-x(xKlQ_*|}DH!#7Hr@S1xzkHA<4lR7 z|13MgE8apg=g@=vXG7#EeIu3h=(O7xzkNmq9(C6k zhikF%I4l4`<6g;Y^T=Z7m=cz&B zlUuFiVH$y)zEEwff5VQ6pstOZ#VUT$7~jZijX{~j&|UTa%LBFr`nfUQ)=N#ve~uN4G`{!jVU#t}j*C7^8r z7AN1&BeLIJ(ICts{hJIec1b-2G#=t$_7uP3n1U<$<4-AB;5Lh!Z7~M~_|Z|gSv-`q zjlajfUF@qE12;o6u>eH`=-|u#cYDAWMHiJKE77i9uNy3=Qq?lh2s9M1?Enxq)2R{> zgGX&mTJ{5C%tyY`$a@*@+^2G^eN=7?wL1oXuWu~qneH8L#KiSgdHONAK53>=(jLC{ z<^OmpPOfdt0~$ur)x0Kx1A;Ge?#n$z&_gZ~K(2o>T!vmT5(~OHzk2j|tXeX8+_m0` z9QeS1`0rWP1xjj}r#TNjumL*uP7+Ci$iL(NL&E4gCIYWwS`1(X?!;?S)!jQ~Hc0)t z9DxmU2f9M7fEFyEsJpEq8`q3Ys_aR*Z|6N8(%EQhinzJ#qmA%s2Au!4WkhA_r5u}A zz$J#nUmmBMmAUxgmCi#J;YyC_y{qX8bI<)5XDR~dxoM+X(|}=$H4eo`uxZ%hmFiVUs6)V^ zC&MK*t%?VVRC!$?=Qw!`uCr=Tr{OdD3%4zcwV;5l3?5#s2;Rj2jnQY{Yq6k8>)lfQ zs2N3JJ|ra=Lxa_dvJ{TG$#kSXY*maRsPUJ1kwt_Cg+z$OC+Og$Xoq@KFhv-qli4nA z-n?Lr`{Pm_Y|8qg>PiR?Q$*+q^Um0U)C%<~IEKxiqA7yD2wiZDvs+V>t0iDRg&v zk1yDvg=z&N|0an!*SMOr{ev1mNjJFIRDoOu4Lt3^5dWqZC^dsTPw z+_R%7M>QlKJ!F^1^^d~R(KP1!b!r*#b!qT*Fw$5QKF@lTcWLuK!uthhet(g8kMJc! zP)&NWa~+g~qG37zEqR7Z>Cc&H*5YjQ9|i)Iz&@@~?a>lKF7r;(z~N8KUo$ZXld0Mg z@XtbJC+CkmWOaaXoG8B(a$Xe#?~^m2)Wp2Am6=x9~wm) z7(+RS{#M*W-(KB^COJv0QenA-{@(m}i>aW0c>Jd>3PSGw=yIebx7DWwh@i?subz z@>1oLk3Tng$2_#u1|8}Ymv`*!0F$yz0m z2`0oX@mF!{;9>bQ%wp}C$4b#B{qvY|sVhERc^3L5jpv#}^h5^f4K-j$+IyV7Zu3l!BssQGOCjeozHRSYH8pF)cu?k)=_W&!1fFex4 zM{QctPadLr(8-6P8UC`tkaI#_YI7Tiw^G+4qK9D>I| zF%PChweIP)tYh=(hSW!Y64oc#@n_yutt39kWReS)E4~?ESlg~6Y}bYTpefrha8{~p zK?DJY_Nd|K=jHQD30)7&mV%eJ)dh?N3!G#VPZ>N{Qui<|eX6t~S`i@{P+&^B_@Hb> z2rjS&5IZ=el)JuvJwaSD3~*+d?x^tW6UVTInIkDd7$iMx2I!=Sw z+=KC-#70jqABGqH@}g1<6Fex^MQxK0xn%4N?+u~Z1(_4$yh>pZ#t-}?imza;_Uvpqap2OCD4RwEAt#J56-;4kmB z5IF#c@1+yLM)UqD1OE6tEK?I^GBRHxpYb=SmVBjFeSWjVyjv#n<=F*Y1S;b%k;6m4skd8+Hs^=jK}Yhe4fkawZR`anOl>?R z#W3W_EY=gW5ClY>|A=ow-IhErN}7OQj)Z^H?{53jTJ>Unrm-c+e4zAactZD)!@xQf zJVl|X>g+pQy217@W)xX^#XWAVs6XS#U$gMZk67Ej=n3ot=>pM=DYbHOyJ-ti@wT*+ z%4*p?PGwAhD3b=_uL;THHMAS@8OiFJw2Id>b;lDW=A*3c)iG*r?{z=%!JhqpTQgET z2wSH6K<+oTmGbKtQ~I z365(buK|wt8IUS+td#yU@8w*;y%UQ@Vg0WwRzg%QllojRp-@HbFjr;#9 z;q4bMD*urcHT2>&insLh?6`T7Yyd?-y1$Jiv>;sHMpgK9RcmvHd`D>gtIyno52}PE zO8nn$SaxS9s2tcp+S)KfSZNg|Abl^Ht_c8mnrx*HDC-j2b=Zy(FA-FQHcy6!q|nXD zaSmOIC(?4}{wbfUhmLqQp*v4T{5v`YFz5(k>o{ zSav`Cb(d`=dh?lLQ~tVQ@l`*Ca4PMNAaHACJpHnh#x_9f(O25eb>EMWkq+(uZ%kR)x&9we|EKusdqq}O@&6x;Il0;YuUA!6>%ePZEOq2X zj40?!TJU+Or4+B~RWFuk>N9Aqi>kUnN~(^b1L~n*>lF==AKG zm|7e4Dyz#Ew5mO3UcdGS2po3t>!cCC^juH!U+iV`%AR-iT=@4mkwCJ3p&>I1OM% zk0XyD?TOvVvmw7PTatOE*cgnjL*WW>h9d=p1ljlU_A>VNXUtiS=Y~is0HWYoC zEDlXcu9`)}xPIKHk-|<3(&s)6n+OI5nHr6q3$-@2W1IuLs>BBwO@s=8Wqy|RaGdzJ zznV~$#iS+(ox~y9EXmPg6>2`=BjOrr3^Nv&vqPR54`07~waM`srPBFcDv^YG^3+bu zai)|B=+J786l!!5GH1+7*C4^)#0H*KtI=&xk_`Q*^wl!>ElcxH;!R|SOioE>57gVWa1d$?zF4QE z0=fbb+wKB%5Eh8el(8;%S;Q+2t|6*%7S$Uhe#$HgLfygI(KO{TQH%jdp>aVeb}F%e ztap%uC_$hs5U!~JYhb#Z0<{o@B?buwVx%O<)D*rhSx1ToT?yoB3camR1-h?<$1z2& zLy>o(T#twi;jfEaRw#$Za*0fzc-lqX$^6_bLb*(SujlL(VI8psWU8dq>JmRh5hTr~ z=ZM_E!HQH$aJ6N+-NHJnJggV?>UoYyH~Sj54ZLNsdsjdxO@JEIYY^ zeU5#RNT=19aHd=RNB1|~i}rU8MTv9Y$k6ACLm z#iF$pej&qTN2{CfPe`BZD-{p@+C}#OH^%R&IV=-)UG}c!MLw+Kur?E*+ziIJSRr9wx$Rx+TldOf0|>V}4Zpd` zm!S(zGK6WC)?y)&RqBqz+lLT-)q+#*h7$qXQ-!f>?EWDZY8!u0;dDkp7LMOHNFj0Z zbl~1^B1e~s>;BZ*47KE8kK};2!y1eOc~fGcEjvhCQAh=G<4n=vln60GWE-&)j`6i;(EbCvsIzpvUL7t~XMKWgTaS^HdLStrLG2+L%CYU~m zJ7!a?=C!qaWlI|!u^>?jm^$$+7WH?~zPR%0R7Q^BUdhk*U!Ar(vbd6n;QhW}D~h;d zZ&8e26zD;tFAax7} zb^;FdnoNO}YHUKD>-Qw%s*2h`$Q7WHRfgUpp;_ycY*;f%71CQJMD_Yh3SmYwWs-hI zTq?Qt-9~WO)HYe@u=gSFst1~V)cPKAf2_rcWT+vfw7%V=i0_Nr5-+;*AA_IpZ6=t? zYOs92Vq72Xrzc3bew7An+R2)EM2*Jnapzf|Ltj>iJ5Hi7O-57F0?Re+b{p-3^e5vC zOZLO~Q0H1|?^-9ktWtJ4MzH_Tp|H`@FKDWUizhBeX-f6j{}rEkQd`|ZcwT?-Hg=Of z68asMJ1pqWX<|WF^p#2S&40f#jOjkHy=_Z=a?}IQK6bS;<1x#ccAe0m+asH&12+W18DTCUo2x3AOd>u~MJ+4g zAfrr-fM8rOQaVTT7dn2W!L&XXg1f6K5>V9m%-JGR`G)f?7iQLR>ife#zBpg^V^oC`% zzUhLsW*|#5@*P_w3YupkjvUFzh@{0Du6Pr26;N<#Xk#C5fz6>(T>gE3l+C!A&rLa< zsF`c5x3X^d>*G8IZ0A)Ma*h{8{D>x^P57_$L&9-4Nt6Tc7RyiQrvYC0$l~3O_FpBMV?>NJ|rhak>B~mF^gSuf4(o#h3R)xR*V1l zC+qR!PLY#K?L?;V26pPgh`)in3EXH7Z^3dCyg@~LcFw`1Zop|Xqp$j=djSRs{ac31 z2HrFZZ26pE&SB5dO6N58V%P)2U&78<_-NQ3BR9p>nG|P`x|@1(IkS64q?9@ECvqa>S?nDsej52*bt=wAhCjHVZ zd+T6}<8O!w|Z6+h>}?L(siLp|u;v zwUdG9teDtm)jXfi%~Zq7qsiq38|HxwVW8#tA4u`Nt*#>EuR@zzuQ#0rB$+8X$8TNt zGaMXoq8xk?_N~D@2EbCerlFyb^QQdMyL=b|iq2?sf5XRbO7arI$UJP>5+6}vRdFMe zepdkMHRp12QxNWUqHSFt-%i1TN)Zwix~*XEUAH zKe{T9;qk!2lJlFpvo#3(ojZN;)@(a)jWQCw;aE5gH9D3)B#x`!FLl$#TV-@Nm8vpTF5g652S%D;Pkopg{V23t~z>gh`1Yi$sU{pr%m0oUmk3a|v_N zcHrxmKA2g&O5%@~s6~cFMPf3`1#ywF`yQ?f4690g7QuD$n?*xtjVc%@1V4$AS0(wz zRpLwK&1AOmTq%2n7%ieLuXpvXN@^t6q6Y|k3OKLFVtT){Nak6FjG3MU*5++|wN9h# zi9VOub?(wHQw+Nm_$@@tfp>r$G$}8?QMked*M6y8rB0hC5nUJgy63(+7<|y@X&TLK z1Mf2*K#yH7l9fR|IX=bl!O~e6eiP5Nd~{;* zY14wvQ;ipTfCcViYC48_zomDg?)JnnD&Oe-8La}>C6@|N{c zx00=0W9(eGC(}=<*jyb9%q?n5_sgcT=^+(9E~qOtHZyx=Hf96)kcy>YW+Vd*>qFR6 zf6VaB+y7Kr4VJ=R%c=-_!+x-xAVL@&0#EGBhM_~x$>S5<8+_l8gg{4 z$DtN#Re=$CpK~A&$1f}1t~W3w7`vCY_sCzvuOFd{duxD#pk=^bxlS3CJ`QNX8!4J7 z?N3oPjwEZSRv+x(I;mr9np>hs#tY4>1is z3utPqipLFlIvPKgzlx6)uTL*rAK2?m>qHXBrwtn+&e4~@%#5-@=9uS?O((1!8=mD| zKxdg4&fBgeI&{l#iANE*dD8jJHRCX)9%5;8)XNTZCqRz)0}iUNjigVFVdH)!p7s-I z>FP|nm%(;F%J1diCWM@zsZ?_GdArTX4BUgCY#`bUkUWlcC%$w&u`|F5u zu9f!zL&E~E9=PC;>YVO0dPia0{4A)Yr}8#j44Rp7u8VbP>MsXAo< z%+CInUhOi;LbB~7k6b}yVZ#sY04`(w;)&1?>w8SC!^lmyp;Plla{TdU^d=v8a5@%8 zR)0NyU=|~2#N!`5zM@BHsITCpNnHUJjNb$^qJDSh6!Fvo=e`5oUG9R@P)*16z|k|_ zULR@y81HPEhl~Wrryhl9CS{oRW*k^P0mit!vH@-*Hby;t6qjm#)vGrC37X24(o6jo zf6VFHE`>K6+BzL}PNE~|_4_ZIFv9EF5iPxgUd;RL-?kKgAYgxS=meVfL@7qetMA$u z&_tg_=I!^+8u-d}GDE4cJM!%&3PN{z;OGW)J^V!1cTBYouFqHc5IXq0I%*%Rl$Mf` zmJvJmWW=Mfp}M)Ev4Rr*vzS()BENOPn8m7naYFaJ%{?XLHEnlsLq2VlPg$;=q>W9c zRlmu%`6cQSeU;7bwigloch#9SGb3xJyVZl^)zuc}Byr0_9SP;%xlrDZNg3pYLna!} z+;;jTIEC!(d=7%f5yu5g*GMGS`g!#S${x8J0i8~HPi4&p1RGxsYW)lvqgeW_yu-Tg zyH=dlVhm(&Mjx4Bh{(w}$$Yvoq8)|Zl>eiwqJ^tZLSsh{$WN$hO7|QN{-%D>%zUkhL;_)>ZV^R7ms)Vy=e@pw!70 zM-NPd&(vj z+$BBaoH{kthM<@33# z#Ls@OxE>vv%Ih_uPE|eoe|-dgok+g6A5GjW!pH6=ePrEX&YJB=PuitamB~K!twbOo8cQDAYGsH@G#!7t`oQ3YJF~AW<2f1 zQFS;Uzl?R^Hi1kN%3P?^lJ}^3i2P`@!ComCba)h?@G75fEY2mtUFsnwIB%J@M>+%D z+|~R9nO*FR^y_ESCeCxB>Fz1vvayWMsXD@M5%VEkb`|qsW`=5~6B=QN`5ZGPjMjoU zlBwh>*jlzclQv7-9}Hpm*lDEhmX+^Q)BQHAu7LO^ zl4Ykg2&_v=NR3b$9Ax?N$jK-e7gQ*aR7ka(DG89{DSP3Je2syGbEProTKw?_@#YML zBQUTeGavI}BmGx}p_hU8?p@mx`f`Q=mIXrfiqRjF3Pafl`1bOTj0d~TH!I!2uf*sn z8S}&oS|^_EDG&Qz+iSlL$_GxYL7fP5^nB*n2o09$z8DPvqwJ$-+9p6+cIrG0YF1Sj^b65exi^uApz zx)d=q)QgX=`NQ#y@yxQn;Gbyb#k*TKb3-Us0xe8ZL_2o6e@5|nihWfzRNT~NfU+92 z6`=94B|%9y^*W$Wrv!Y<}gP$#ukV>Yoz zAwVFpGqr_U1em}(i0K>7^xhF}&FXWU@xwHu8Lnlr!OptNuUj`XNuw$2)3K=H@Y8+J z)Vjmt2zK~QPg6a=bfx2gOOG7@aq3ld5R*Ax2o*8N?ja?XxtfzyPrFT<0O>&(c~^fq zQBj)AcbXLHHC)@Ez(&1|XB@?+f)Xrl>*%56uSFXXJ?=ra9>km(Pa_aIs7ZxAn#D_( z$Qhz#o@}8tcsLL}!{SJavM^9Fa!e!(h=Xrq8XZ}(z)DU@m$!9|!8vaTaB*wI6XRp$ z-bgoBD6tMVBJ^!bZwCqZE*T-emIWfsQCnlgL=NoqS{5sRLou-G^Q6?0yf6+tT_Gwt z8hDN#@-<8Gz^Og?s^H2fHwq zbs$-<_zR6Poh&`93(2X&FZYiQ4fhRa!YNA&zb6DrU({buy~p+JqYKR=aKvq;TzzIY zoyzqXcCZQB`|4Nf(`^80=1>-+-{y{2Vq!Dk`BT-93xn8ou`I$60a6$eXlrH~q^{@c zlX;pjLqqn?BXQ<7;o*<=>t~;DRl8ume_7xa+&OhL0n)4*{U1)wX;~B~S+>izt-Wm9 zwr$(CZQHhO+qP{Rw;%6`=%@aNtXY{OvZgp!v6xq>?10f42IAkL$F)E1P|P7OVr%&P zJ-GS%);lyCln+sJD>uIwb;vaHmj_d+c4ME@TbGpE-SpS3&%~b`YYW#{bJYA+TPCGr zv^*(o99?WfOwjr8z5OKTBJ;jE(nhak%HOOXtXIj&%I}(HG+2;89*ecQpQ`IZ{ek%3 zryp={zQ})N*X;ijyJn~Vzw8>^9a*gv&!8AHlMs(|8i5E>9D*cGm%>BR>oG}THDxK>1JMv0D&MRF&F`@aihNLqT?vq?QO@woTBSX zxA$$P?1Om6arR@*Z?Xr-`dnU`0D(U1NA2^g*4JX`bHg1Boox*7FW8mYO z34=?ZpO*{CXhi5g?u^TooGpjz*Jv{iI(W`-J-&}`r0+@e=`Nn(JVr*S&TPz6e~>U8 z02vAjL=D6Zbnn|?bXu*H2$8P$dC}Rfgi@p?JbYR5kKJyU+rm8Zc_7@mLb@nCJV{nS z56Of&sTB;SJ-(vWXR&MB2om@nt+lg`S{!G?8?t zCL(Fn(ztH&WQwK5v>act!DPFAh-yLf(sX=pZ9=Fx3#CRn5KSUU*o5+TzjK9TX{?Gl z^LdwYL4s(x&|!0V$SNV_%Jk%cmdOE)xMQkjERAUIQ6v0s z-nx9k3!zSNH7SqY?{7L7WOtZ>QX?i&+R^UN>V8!NE0C*(m_Qr#@%eBA%Qj+a5&1x$ zC_~_wLLzGu$R=6StFzh&YZGg~#269Ib#F;jg;URedW4y=i!@Fq?i>!z_9~Yv@*3=>Ft&7i(6zF~W7WK!!kz zz%|evp;9;s$E^KUxAW_Q7eUQ+Vk|n%f1SZu4|5Pa4{ZitVQSIp+(5C@I4p+AyFVgt z|4EVyVq@;SC%?*BW5V#@6eLEYw76bbo&lZr&2LLzV=-82LSOT2=_AqjPU|@#qG^MW zeO^_Q9@w%^-&JF0^SHIaOYLU`TpfH#H6}$BI0jpu7?^MD2&6#9gS(PL%ACZZ)sSl^{O<1B~zMTBa$ zP%I0M+0T=~x2*oGgyWynoB#mBF~QJr&7$g0Py>))tb%Oa^`h%Un>vZzI)fyK`bmUj zqbMKtEGEc_s2Q^M!`>6j?ewFT_WnoHXs_6j)MJ4~g+hXws60D1Haj~CHU&s;@EwrL zumm!IozUm!L1#M>}podcP_70cB7=rmfj_fmQw>~4We z*?y3+0ZeuLgw0U{@R(_byV1NY1sl)^5n2^I`Gh5k2Qai}O|hVJN*9&MMcnR8~MBNE2Suz+gg|)gf2wPRT2VplJK_T22Dg4Es?*?Z?U) z6I0Y+9BA6rNc8RT%_UQ~iWab(n;$qohrwYW}8RzWza3t50z3%th&^ z+raGH-ZGr>XJqJO@RQD$+1I;w-1}PM)jbR13BL9bGVc7so%yromH;OCiGVJtj90hZ zTr)Z2%pCdX+TIT~YhL?6Pbp_z+ZYY_5Q{bNvInONv_>ynv8O>X-~dhyW@C(y>PWrr z3q-bnYhqcpmcF*d0g7Pg>nxtu+AH`5yn zTCDGrwB9cgPH&hKLZ_$$2YALbSu1=Ahoo2`4n!>L`WZG-;039;sns}}t&2$DK>T0; zry|3=2}glH{1Hd=`uc(7dULqg<>cciiBfO{+Daf$0u>!lpaP|^6Rzo0p74TgI%N9@ z3Q+LJ*I)YXZw(3Ns1%JPkzl zTUd5~OKijY>MOfNVe_3!_7E?kPTzR;!R)&mzLzz*`znSAiCE~=_{w9DOLzUVMS*C< zYv_r#dl%(Vt)yRoWZtjWH0+rDB_PkbkDz2HqjN9ExkuY`@7`p#ptFKzD<8J!ahFh*K+Lx~|sPjS6Qk^VZA)&h0XUiR|eG*P8jD0JOOM2UuS3EQhbN);RFzioz z#X|1B=XFZNS7B%k*tcH%K(oi9FFHX-6IX2NJS&bZ`PC)uxb$S5|A0sc7+FZ|hhAYj z$q^uv;cQx3YqD9jUQ9-jis)P9ZXf-P5ZrnWlw*UJ##!zi{{$tCUKz>) zoe{uWwa_#bK)RyApR7IUqcGRQfkOysXvjE2RuAtq-83@!K`EtS!^wHXX1ZorhmSYr zZ}5ucHzha`HZT^-$u;%=iaq2!rtku{_vF=f0XZY)R&n;l8Q5~ak}c5^c;e5u9=?zJ zZ;(kWAnbEu^!G3~^{eWa^Nkz+iek&x%7auebC?H(U$Ue(Th3KPFtGYe&XAbFaMgeI){?Lo82kZ?vU z4q#-V0*>eQr9ZxQg1!E}xM`_zKun0U$7A{Zt9{2LEF9PYLxf?=!Nz7{#urzaOxc0> z1?Ir-n9}H4_CWdk>6F=8Uu(H~@&mj^2WOaR=&=(n1Gp4&k93<6`}pZ6<1$MO<%3Y7IPn{@7+fcEegbO+;tD(! zXIvHbYeziU_e_eq>}Pi%{DF8(`(v6B4aAQRxT7H58G)A^_AOXJPbXrWF=8nf$&F>O z7w2|Ep@?uyh&$~&Xz2H>LESLlelztZ1Kubw!vFrF0<|7=EIvHSQitqkC6j#hwxASt zJ(h;!X}Kzq$v>Qr9HUyPOM|Kc&@IYC4PaefLe6fcdA)NeMzX;c5m>LPgR#IZLa&EG znkeS<>C02FTwGZXevLF!oyw$Uv6)ajoYyg5xf{(S`(k+nVW)ko$u5GJeLfRPdEr?| z%(x4vqF}y~YW4}>{h{-Mujho}0g`MScsC+4G;LS>xn?{DwJ>8Ocn16o+7m{V^IL{B z)0u-6i%-l@_`PNrFM}TA={pp{HJi)s;2)uXTnl55Aohw9l#W~Ty^C_vexTr7fUyWI z$fcOg;~NLqjc8XXG=Mq6n=1E7nbkVG~JCL4D@vm8&nRY=SD zP&z*o=EsQgMh<2IAiIjNlhx1}jaSCFpr2&OW?b@f4cd4jK*$(P1C{BgM!5;YkL+)4 z(4?%zE!17G86;<_z(XvTEi8xNq-Z6t zG;gH{J3jF)<7n(Mqx`3WS4B}wQO#eGybF&fgg8D{!9;+#Qhv}u!y-KSBPz(-#D%te zf^~?lShTv1!tq?3yugZx64l(}WbE>B0awMh3=5@<`(U81OIW##=&GAv@?kiv2{fMl zpd@z2u36FmIt!|Ua~!VnhQfaRoC5K{k=;J2h*BH^E~xzBAu5$yM(<{LVR}jPPt16~ zJ=pmoo)NOK0UJo{A-C^8aN7l^jSiP{4CiuJIe5kyer$iD$Q36y7QiONzZkTOWX5|g z2XV=Qjco+n8glNemx*qt`#nw4C3|gP{|!x$*f+i;o;We{JjvW{d22{xT< z`CVv+-_6!qGo!Mm+=fk;(zgq?*{w#&dZKDGA3DxQ)g3QCr&J-U#PIE`y1!FP z%EqI0=1-r94f9bR0QIt32-s%K?C$PiWZ(lD_h(c~>g5Q1eU96OGDY65&T2X^cEGns z#kH;G5jI1oT119%@b_@IkrDS@UG)-hL~thAXb$NOdi7<%FTr=+2HoAoTLv2`0Cs@2 z`fGc2yme0$(kP^q2PVZDHmP#n4S4p1UbLyX&0pe7^Zz9notYyBnhutX~q?AuM&50Vp zJ-YHdaFeIU3F6{|*Y$e{DmK(%?~LO7ug}P>L5SijWWL)t`5+x(DBZvT=(k)wZz7(Fs`qDZE_vVvB>%pY&^~k?ANPGW};lRJ>@`=G`p* zgSg%*QvF}1Wi-7R5D{t1It3uANXhJ?rBg!(iZ&SfWmgyEV_0fxqw9PaP%(2|=su8F zg^^bvI<3mY51SbN_x?`l>=9Dq9!Gt4;O$IBm3OM$>+|!KhZK-@i_HvbN(k;p&-aAq zJ#8?m_hi>MwD5z;_=$>qDBRC3uo8LxhmnyL$7H!%w45h)?a08(_3V4;`%VGs7C-g;xsn^Ly3o*7 zJJp4&citmvf=xY36BWlZonwTy0f00U4E$C@;E0ZEy+qEzvb92BD* z`8bq)q7LZGa$TL&ewlVm)80|Q{9ODzWcR$FtkB6t)IX{jlX3=AxPX5&xMOcQv|ix- zdsj>eG<}*_Z#?nAFvVK$mKd9V@_^~7 zvbPoq$;g&0lrNzGp(#Hg9A7qJ``Efk>w9&OU;l1@kIDsHJ-EOtTK3D}HCFm%^M7NS z+47DkN*YDAp77)=Te^C#oRh2*(zSwDk57cN41G19Xeirbyn`0}*I$Aj z(51b*VHgZ z2L#I9<1rPZtDMsRl949;Vf)S8X9jBqRD}T9C;DyJJGx7{T=LoxmCcf^up%wEiW?u@ zG?xI2KqfF7=Wzj_(b@H)zzKKXSiXUsor3;?*(kuB;p-wP?#0U1%(_{72mq-#1#8cF zWs2cVR4@365it_`~_cMPwa^Ibvmx%W<6G%-4!fJ z%n3U;vErh-`U8x$6dyRTL`rVaBp1nv>+(t*EfX6X=M#b>9}Kp zj9OOCsazwaDuw`5DTAWJm*HK3ytAJ(A_T6(H_e_`tnMWmm1C;a>Fe z)_wJ0rtqbgeirGb?kUFDw$bkZyKqoZgU(#Zu8vUn{r)=<&1CZhor<%K&oGwr-xtT3vUjjOTX0!j2;=lo~(|0<%iKukgq~T&R4Vi;5 zpz&Sh4@){pz>ORG?A*ch|oXFm2de3s&O3 zO-3<;7kr;s9pp~UvCNCwcGoKzTT!zs>N+AV*tUmz#Z1XYOD$AqPYFNdeA^%2(Do*U zbw#^!vFr1xxd%fcV;VND-AzOAPv`y^kCnXc=pHQsD5Y9?kQYX zG@q-Nc!$A(6x)ivh5JuTU~Byka9%$%=f99{X8QkubhB}={+}ki;+z$-0LtzT>x8CJ zrA~-ybu9RTp|~V>xUO)uiZF@17Ai>BhBPa1){cqUDsv=XMWJE!+U8jjdbPA&(ZSDmZWt4%zkIu~FgD*tuxvwk?=V2`w$TJvW(S zRy+A$qTcCVW@ymL@__EP(7JcxCcGn+}RU@N}Ew=$tbF6 z$pB15RVms(qhdNRI3ogJYe7&3NcK|xB|A1KY4a0=(Q7yauu77vUM2>BMbsHtA=9}- zOd&G=naM|vR0Bl`;3UEkK~lg_&_v)Mf*|HTO;Uaa=jqY@{_*gKXk;*-5-HjrZbf{@jEm_P9PeKq2!|(4Q6HG}vAYYmOQwx+B&x*4!`_LW(FKsQUe zdH-$T82^WXW1?sIKes12s$TX=YZ-lm@U)OFidC5%nP?Icq#5-HXsk0q*5g2=rwT&S zFzf674JI0iG*XSV#u}~0JTw!Z&yB=Wjnq<&$6*NT>b}FH7(mM&@%(~e#MidtMN1hr zom(@D7OrzLc5a<&#aq^8aeS(N*&UsG9A|GneS3G_XN~oPg3%*}4ppzI_`7X(OABgM zRM^Iip`;ashZR4UU>dybNuRu;KmH;%>TwF)EGT{cL{J`m7=JsTEYDKU*nJIurfLgd zFj`69w!YWCxWN-jZ) z6iYjLRqcFN@b8K&6p1W$AF4rrd6d%P_kE>^$`FsW2~dCUB%uxWlGO#`ku8RfsgWfE z&7c^quv;-H243}P4UX1yt^ig2x&xFAl-CfhFjWJwMlI^NqqACOu&$vh6QABQu`GIM z%_y~0*Hnh+H0XBZvUNU|H)Zdaow49}e*0r2D2}9^NaP$bzA5A--F!w|eV?98XPSDO zsI7sq&|qQHv|BG*j)hiLQxwjuoRDFL13JUIYqYPo1&LY>+M$J=Y zAfV#QfhbO7OV&7mrDX{v#I8SJPNu{ zr(=8`d#S{pH?zE9MJg3-=YVa`p`q{l;B{M3Ve?@)urrs{sj7XS+XX{4{@7mskiFgA zkZQ7i*?nkO91#`i57n2CNRsE9rF)X~3;ud_{G;{QoT3jdT^mZKM_rszbf{(F*E`?! zoien0fnu_}GsSU1;!qmmj3J0#Y3ft`z#^Dixuc5V^1jS?39LWYs5*}AInzPCFTBYn=nAs?){2>3vv`Co{scQz(?(2`=C#6G z;}`1!9o;LhkKs+iTCxr}zWJM3hO+!K)|ZD@Mx2`Nc9iT$q+ecD&Brz-W8)b{qXazd zEw692f;n{Qn9{p!(DpU&s*s(-fH1YA#A9zSHp}2uB{hSM$@X_r3m8au7NO0rBxxBD z-sJj;j6LUE7_99vU2?VcMeYa|!a&byDfi=b#)Mro8SLf8&2|mRpJm^f@`%IJ?F{v) zzdxq0LEB^Lq?*P&!2M~-?LHN@9#}sG*2C`9xjnMlp!jmXKg8H&3W2lNYlf{d9uf|& z^|9`ywYMh2JSQS7Qw9lGa~O|E$feA73wqlp1)ET^j-tR7e}rNI46gop$<%7@yP}gR z9Nf#1IidS|fssBdIQEOZhk-W^1oKHcgB$-?(hIaLT@uJ_!BdFDM0}D98A8CYb8m!B0K~zoG2Fqr{Tpe{g zu;+ch!B77a_DbtkvN23O|GLF!E>gAw31g>-php5JbG!id%7ufpl* z7O9MMEo-`vrmcx{q1UZ6zGvGtF39aWE#%~sz;JaWJj4E0@j)88g^?hA< zA?Y9bK{Jh=-7v7JDJ2Om*(fl@in)|4Ure9&s1!6P9cdr3-IGZs1j5`S9==beC_G`| z?hS^$Qa5g;bbp65MHZT zMTg7t1Ug6hPAF01JJAVh8%;y2?du4SJiz;nI;xs`$`r|No6GTxh0ijMTgG2&%E z>LeNP7)*njeTjRGJ0pqfC&+y#RZ|$NHG-l^ICF3$zJ_OTg;K}h!sV4=gSxnbT@Nq! zThDqF;~r+$y zmSr=^2t{qDcl5Y@)OG};9aveNt}R#+I83oOgE@Vml6tD*ey#BszX(lvPgvI6Yqlfu z?x3iJXys?Yv8<{Z+R$sJlA%NpQfYlLo#PTUT;Qw@BK_{4_~e<^gd87?Wd7aI9L0S5 z(s3zF_QCpjPQ$^zkPrNodnW1Hk|8aX*Z`hZfbbmLE$_+`Csajqn9FZzMQCW7(k|L7 z*rehbsM+o`ibJrk;z2nYiYGh7*AlT9+oj__nHkW1eE1;FhIc)n{?E1z24a~jMk_>E87 zurO4oDaQZ9{tPiY!F5`DugB@+c;CD#53C1uvp9YhJrW3#_f4kSrm(aI)-KHT338YS zdg}W|LS<~Rq~VbTb$VcRKh`bE(%-u=={^AZr~WDJ8nj4!%MlodHiib&Aj}S{%@<5? z2-O)l%^)K<%ya6(8LnG3w7b%AqhNu_9c7ot>lpGz+wFTJ^qgL@TLHwPo50aC+y$+- z(-q4atsB_`?!^8zvhwP|PzN3jSA{yKC&V_d=JvWrZK5af8x6eKo4dQpTQqgiC{i;N zE5HuklyUut+Z+p#CYCG1k^_EAo*k1jQ%#MO+TJcxatBt6=Lt3qDYeaPG4>y#*QiuPDxG)z37?pP6AcznN|7-JvSomg$$Yt@Z=+TR`DPYv{jN_Xdo-rp) z5_;Ir16~x<5OWX|e7}F;v#2V9H*kFQltl_jYQ)*(KMvx;J#XG!a-<4%7T~)c8ejs zsmFGBeXR9a?E?fxcsv0zv=*dvV4|&5?NOp;*6aeX2CgdFL=YUWQn&nclrr6WijHP?;!6taz23IfrE6iczy z&IEZzxZ_6~nr4oyYz34fjq-#?4#D@^^>XD1|GgA+_B~y<*XGOf=zHe}V6!Lr^WOpl z^Z(LKWBfnWG$Uhu0|R|yQtV_-mp3MgU>K1haodPc`&RTnG_j4MnG430B&Wi*pgvt)8} zVk=4vP0h?JaturibxQXCI4l!VvQvt8(p2N(Q_@rb4i2b+kBN*5k`yQ`R!kBSP}R@R zlamwAh>j7@50MMkOirki3=&Kzfr^m|5t9lEDBBMY5-8t@jtVG!wyOY%v+wP|#l&SI z(7o^E^?4^vp-sPBTqLwH~g{U*Iw0*QCp!m|Gh!PzKlyhCbulN zE!nRbuXDDmhrMt3o>EsQ>Fc{J;yC&*FP8cHn!PXKE<0B5GuV&W%fFnxXK5ogF)J^x zDsMM2x3liaHY_n;Y_~tzn_ru}*R7Mbe!GIs&)eBsxY*U-*9b?YuDo2nR~`2~x6+Hf zjIKMU`=9JD9mglPo|)({ze~nH=U-nf=hg1pk0+{5tCPQO)2fo88f{RmjJH=6ueyMClB|NcJ=AACwpH% zav%V8`nBW#Ca(YKXrGns{}&fY+<+Cb0>bE?)FLsd1+!r}!45ZFrlCYz4FZt>MSx++ zi+<2%PzsAqW_cI3Ynv?_q7%eQGo4IBBoFac3m7q;l>Gg^$N=9!QHh$sz2Yuu#Y);K z{T}_$y-#02{{aAk;NK1xavQQz8WK~JQ<1eBGJ0I%4PT9A9t#9Dm?mLX$n~m!&_>_E z`&kn#5CCvMEvK9!XjoaNXFw#4Hx@hLGuSLIof?NmDlb3X%MlG!S?IhuH5#s{5jD0DG7z1aVs^MGJIf4owq)3txvHdzyNcL>yQWH$ny4tV zOq6{fQo`{_mC%s*RJnz7l$!eoWS>7NiGm0lM}Sz59Z^qeeDHPRql0N#iK$^;98%(0rU>;gS8*QR?y{Z1vvIDJi`_=S? z`Vx#b^v47^qZ_~*{57!z=BEb0d$|CWqWt8LHE~>Pu#Q5?q+%QkxX}oq6W=goy%w6J+bblX4P?hmwJB)g02tG z&qF5#^I{%e$KPp=XWS6P$Ag3P(r;8~_jWS zZfTpw%ZK?((ht)gpnLOS%zxA3|5UgI|pVBX~aN2OQfnbd7R6ff&;)7 z_^Kb`J#7BjCIr}T0QP~oyE^EmkNn6Ye#9 zH6ZROuSIR;6RJbb-8xfKe?kUSwdgZOX0R>1rPpSlA86;^MH)KFE!;viwP<>7n2EY$ zl8<1jBo{j+oyH+a{)Y$EJmn2*MhA$BZD*(8Hg^p+t_{151B^y>1z zh>qod;o+=Itp7)KG3wyjC~KX0CDXAa<GX^l(jBXl4l|W0N~#-MUtb@6Oh%bOSzh&Xa4847I2S6So-(98w#1O5iROzZ z;?I2_e@a%LoI~S`V)Or=_=aG{!iHeSK%ez5tY*_EjjvVn^6xX2%%;;{0{(L8Q_8x; z;!mbAnRatnWAM&2Izu%y<=UFJ8kV;BnCG{a9K-f#rMfO&muS?!!WN@)Q76n>roBxGo6XLn|m}kzb8@AtljMR?UkN%DR86E07&MdDyV_6O9Cijuj9f~?uwF}->3E06r z;yt_9U+rrNk-~E@9={b>h3UGRTvM%0lV+5_W$|1;9k31^h2>%Wu0Z@Dw$1D@)}6?> z&n0w;@hVd*~%D&9T)&`RMFwx~p4$iUlMkbhMMy21);RXn1VcvGWKa&%!2P z6JgIEYkE@F7kY&gG1>wZ)*XXCV8QP3C@+Q=7S$z6rJwY)n$m#tIl&jjdkK@p-qeB1 z-U_V5X|Ekt{o+0Lp?8tT&?$kA^5&YecX<4IkSGGamSfFl{}Ahcc^26?z9>(Kzxp)3Z`SFnvc2nL@pQUlRa3pWn#;N3 zdeO?yS<(ZA-r^@6-FdKn&{#S+$f&0VsMQIh_BLPjG8UV%hK`ba=YTjpFKI`;VJpwy zK+06@5A)}UtqG9X9|cT)m~JQa=)_o%zLlknxG&aq_syhB#5hL}bxO zkSH|{S7S4LQ$DP1DZOqsx~TfB$ZsKSTdAtj*-erUks&o1m_3L?e#ThfP{tqX7q46P z1A|55STHgL-F*mpzqDBjj&Q1EqHIfP?hhRU7lk5_lc!!Tu%Ss}usUj9h)lRlg!v5z z$^LC>$)8E{t}z^>CI#IrUxu~BD^;`Paa-HoTf|F*`wFC{psp&-Q`JE`G=DX!$o^8h z0&EDvh&I*$I)8Zpi1%!bgGm)vpvR+Gz(3qzjDrn~S5q^uNwCk3Lq(UbC&JW^$haMe z9R1)?BiMG8KQ&9BXV)gG5)}{2v6=lW{#Ap>FyTO9Ab~I`f)967(~){4e@JH>_}`ZFWoMIJa-3q8b~vnWgWO578NiF9Nj;}ojf|^gEC>b1*Igl?YV63|P*|EYkzqKt z`Zpt5^dGZFfYH2c{e)V)gsbs=p@=Ix2H63~&(l_0ZJ!7!lxcp_w6i%Hg z6M--UQ?cS|Js~Iy@hI^~`;0@hN||VJNO2%v8Ko2@+T?-#YXh+M+BfE7IRE`aO^6{P z)5f8uITEZ>>G|}WbD`v2*_je?-cTf`2ZyqUr~jrN!2>nl_u|Ff9S+a%gB%~v-vjD< z;7|ebEdmpx`$0EH7q+1kRh1Mr2)Q_A^c=>&r6AeelmoOHlbYGw>=aW&66(=;8L%nZV?pspeye1%9t8SwW=byq5 zDErt>>o0afQo&T~y8DW#$}_cka(Y_g!nQZCV?dYd;kQ4sh6cxm{J=^%m9oGu!BdaFp&n$o=)Fd+pEXL9)jU&_Nmyd=YEN|gl~eH8txwO_cJ zbJ+TQy?NYpPp&`ml_{t~L-}By4D2u4m3^!1t9YCRa|!Qx{=3CPoN@g=AT8FKJ{+$6 zKR*uW3d0`ehg~9yv@n5r-U1lLrq|PzJ1%Y41hAj>mYu*7t6k(DgA?69xyHuVQ+agk zAW1oGcq za&soj)|w&kK-_Cf_?3~B;x&H6HHVMov$wh0dZg(`!Qv>+4Tc}kONV&pHnQ$x!Yp+p zFvxxn!FtVYLN%fLUsZBDg!*I>RpS)04dCJMD4@F4#l>$?Lg+1fEX^xgmE@ALrH`(G z;vpLp>CYF>>QZoDOZep5b)Ck_@4{bqF7181=?<~b_<}o{Y&!p;v8+G5{s*?y;A(AX zsrCuEy%9w7-{S@NL2d40`+Bzqw0AVCucNcMY`%{-FZ5RSNRi|G!BN*8?EtrQD=*!; zuJ?;JIofK?otR?}+;!2Tim^;DDZBf=d2?MAeIkZcIg(N2(?$A*I8#L=PGB?1IQ-au zL+CP@Ko9%1uoM&1larx}wWQTV{HR#BS30dIVv11sqBRakXgey^d;9cmzoUISzo(-g zS%V7Z5R{N7?zVfi+AP#3Fwr5cKh-1|-x;mrBuRWq8-GU~)Q{2+8F##FZvcLBe~NLg zgq}fJoQ#AFB$B|0JHwhUKOD>j&F2p_K$Aspqo?sg=2gO;<8u_-&?jgsmw^z3c#4aK zhZDe!N|<>VIsDK_oXm1TddO@h3f`hvJA))ApexGwICXsaD7ds4RGMx=$^5xZ3SAT; zZ5ZUAdDa5ZCFYDP#Vb?%dw<48-RC{5m@sn;Jj|3?QJXY#)^qn;O@s zRYIQK!fs_)=#-j3gsG(T5Q;y{b~EtKpthsedJc@eFEe#HhbHgFS_|LN_s`*^`!k|IL*wZFb8(5gBM1Hb0xQ$`lz=8?>lDhY#liHFSTOT`uTn#?_O)e&mFgnFxn zj5s#{c~%!9SjrWcLHUdML+cYLv6v`f4-r{I)7foyAhy5X5(XmJZ=(J>$yx`?1WJM> z;OAm1zR>Fg2`E?>mx?UR9^fwL=Gi8yhEuCQ!5jJs4?)=%l@(?{h0L#f%PG>x z7khO5tiQr|&ogIdGt!FDko2M7S4>PzOa&&SGPGVcR?&0b=6tBcn=+3{T7F7-c;X0^ zFPVL`zeW4PS6n~J8jMqtk(Q7$8o;Sj-@xlysU%nYUak7pD~SDQqN+L-p?D-0FZ&BC z2#);8P1YvADB-kAgf1uGJ*96_{YfIrRO2GF2?Ty>nO#Ia;KbVt`BZz`BL^`$wBqs> zukE&NnMB-ym3&S5_$-?m(ECo!YBw+B&J~usbWVKAt7p~vQQ!VCgw%$;9#d0h>6LCP z?5{$RwJ+U}*+H;lM3$L+8H1dWsXm`*Z6w)MJ|95#*4AJ{Wn1*dq)})88;p#z!3Qh! zj!UGo75Bz~YGNO|u|kLX-B0dl@)h%WOlWRwUTkKx+vg@ARwkAd8d?&D9=a~v_6hTL zK~(b>x;-tL?Y;k#`3wHVkdja=JWTE8V3<=n_e^<_6u(ER@iM7z6l9M=(@}_hOam0F z`VHq&WTs$iq#Jt`Jc-3Ky67&UD=5T3(0hz-X?AhmHg`Mi1NB}dE_<-Cy&OHn7v(XV zsJGkoeK^b_W0&qf^XZp(SA1N`I6JC#&t8dcdM{JV1>^};L4)ImzY^?~Rj+Z7ergjp zLawtGDQmudza*&iazKD`7@)|kF}6zNNgEYZ)$BOUE;6pDzIn4M7(l|`0~<$ext^(o zQu?(`6@x{Y&#VJ_q-1oQHE=#9l$|o=%=>4sxs0QNdpy6z62Ic9R4ISD_LkbN!1?6a zOtxx%7yhdHyam&IW+#!kdxJ5Y$W{*{!!X`liEn=7Ij;k|a;V5?z#vOslmFErvEo!k zC%i%pM>3G?EGZMD(fe3(=RL`HZt-RufI!SU5L4&y>uhBA!Sd4Pz~1tQIZ3%wa(YK~!n@({1={>`)TGcX^kW=$*p|ZM&JsUARZ{lL z8!L@#Z#(s>{ACPKWG0(c0>M+4Dw&B2W*35skd_iZP!RV$8cH{j zwKW#hVrL>8BM$@HvB|n#wW3;#ZUGJ3(|=~>of>JZ0fpI$S!(ZHJyYh&2W>N-;8d7# zl&1WVEzJd>4Gdc(j`oulc&RyFOCL+;4DZH@lJ{Es1s^&8>w+CScU;clt`%0gqnsjB zgc`vMg~R$Z#uiMok8^r4RG<_0xB4^b)lHQJ8-h>?h}trEfGc+Nws1rHb-;B@p(UeX z+Gd?FR+KbI^HCCI#@FMs;F+qgeo`yzDis%y6UxTGC=!HE426i0RtYH+t!mc-WIGGK z*2lBq@95p~NH83w8TVL@wQor&g>4rDY}RND>v5yQ_`KoHEavbRSJD&EZCbyBb7kKd zvkO-Cw4i9)6aZNWVn&hmlXPHAdbM({*_gwaV?C)n808Iy`Ro2zH|W8xxHmukP_;vN z8E+qTQwqR{yQg$tbCrEYtJ`@hdiJ(fr`xyKYuht`+y4Dwf>XhC_9ou-xm{4=6Df+@ zZ6VanM;$;?M$~(H&#a{ZXER>=oe)hVR4Pq8B-|U5{=*E2TF(8@uBsksgj$?U)9G@N zbj3e~r*fN>Ex^a=%pMqMpYj`K7fqsdk$w0G6s}(HzC~?tB<#^96uR?*e34GiFKYGa z_6l;%-vp@7#x=0}h0P2((b1(zRVif-D>_J9v=Smmd-Rp&Lzl&-t9*s~+%AZ3&!F*l zAmYpZ&qPX6q@~j%2mxBwVvC!@mmWFcPN5gJ-9jo&K4o3^Ql^U!iz1 z=D>Z%p2|!eu3`IHPj!jN@0bo(53)Ojq&XyKQyD*}spt}SKeYi80T%KiAs&K31c#56 zwUxXE3V?Abit&k25gw!k`0aRgMm8a@10?ehdkC8n+L95vWy7nI#iKt(6`eWK7?eSk zy}g~?cHQByx?gXm)Bbur!%3{w7A2lg_@L4FYdAtG77sa}+HJ2lax+o89aNhvbMV?W zq<0nk>jmYtBbihsnOK`X@yB9mA!HEB{#Ch(L;J^W9{+?fAIc|Dk+$=FDX=Ro4?Q3f^;Gauja7jN*cz4u%|2 z_BEb@FDN>t@>fPfX1O^#?G*!!eIsHLed@V8&G@h|-rAGHn)C~alfBXk3;JLmZNFh` zCM+=+f4Eqz)QX7!*Ree`e=$CP-<~fZ&hJl*J^F}mus{vOw^;S_cQ5S;rA~-k_v|Ru zV|)Rge$TOS#%FBfH@0otwt2?3ZQHhO+qUhQ``qkqHqXsJcQ^MUkg*@L=lF7P%^=l1xdqCIb6Nf;|);XefDvO5);;8ft)eeWKkk)F+XuAOHO z{|o|l>ChI^1^aaRNZi2*xRma|SIvKQ;y=G9yZW%b3PA!netayID1v}bw-W~?-^599 z9be;gQMoVfb7hGS965G(+~0=wFAD6r{DsGtz2(~Tc|%VB!@Cz ztrTuAT06D+EHCL{2F7kuRdO6$ zGv~o+%zds{l`u>0?=jouByT^D%GF%?0UJLdwPk?L8OGNfT*b`DDI}FWOC9h zVoK4m3j+TVL`dFN9fM2uP91~W$5n2wer4bNiSS|qY1%*EpYHDV>#0Q(kC9w%Q||D~ z;OrqV&*_A+`$hgCso>dyx|4*3##p$*JqYmAf-|!ei5hJO-2tBQp34l0 zlQ-C@@@e)IR$QZ8-Ll*6@oiE%oBxgRKfqrH{CGQmKu&o!cztp`8g*d^PVxd*{!U$y zq-GZ&c9G(Q47%IEOh{I{Du+Sg`m$x3Aw*N!^QVvP_&y)zPS1v=qbh8Ap%$dM9+EL!)&N@X_J8?Y<| z{*(>(j8dN?r%ITa%8MQm*0FBCnD5NBI`{LgnHD5V$@41kl!cR!-QEjFVdNTqrDE*op1oKk<7MJFn+WX^R?X?*l zrgW&JAO3BBrkLg|w&_nVg!AH@ci?-G%hxD@1<)PH5vZ|EXj0e=^X_%*guR5Q1to zSY_qoo?Xxx*Gh4i>Gr_oouu;O@D!da=dNsKd1){I;0S`UE|Y&V^z?{nY+q(+kZ??W zK!a95?qLN1#Rq}TUPXnfFPyE4u`Y5hms?uioh_F+kMR1+l{Y$ zzoWOW_hFPuPtB{VUN2JH*#|wnJ`4eQsQ%OYv7joDb0s9H zRNijMBNl(!d)`bzEz@|NjM3(2Il@aN9W+G=#X$wEr!J1 zbkyCbFvmWn=R#tm(x6EBzJuq%VC#^mZ4A6#xBFm9bbYMY7tB+4?WM@OXJR8m)n5CM zQCG4sDj;M{+?uTAPc72;>oKGx6yvmqx#syaWnsPG>-!Rlf|e=ft}|0T-^(;$Vac_fFCw;*kXzlMo{LgDFN(Acp8{9kqX zZTF)3_9^$3YVOq@e*=@^T1#tkKh!KST--E=pGX(QOobui1+=)Ft6I}ZoC5< z@p7MUu1?}y2(`<=o*_Di&)O@^e^j2Tf?lDmpp9P(Z32FrZ?}Hg7Um(p;V_~Kz<-L-qk!Rb0YCku`}vM~1f7PF zKo=7>5K1|p!H<6EKpCIV5dxWiYI{a({UIhwoK8s{#M;?ygF>QR=D)Ewm1J$sKq>|g zS{P8I>KE@6FV}}b*r|P~zpa1rX-^&f5|Sp5;V5W6JcgTPa`*q5EkOhS9az1%%m9}pbidIr;71OV+)0OGh}vxnk`MKTjlC3 zWu6k5F(hM%81Q+7eavIWjlMk1K7QS=5UuO`zU$|$8~iz{l)zv&OexPxxcZGP@Cf8S^cdqi3La4D~>4B15{m?7YsfPTo)#pgElwC~QZJ z*Sw8K4$_)0{UWA%?s+4Go#wEFwJUYg)odw1$VPj0LD^+mW`LjC=G09pLZ~WKuc->8 z1WFZ>EtEGLqa`=8R*)c3TZ1C^8rpHUsv@O&3}grG&8!mXZ19x_*^3NNX}4Bkx_u_p z+f!c$iLXKf7&2NCN#%hSx}Dl73`WQ-TAUG8BnFa+iprVKH;?O(D3Hp>FbB7WqUP1P zF$eX=J`ko1@lct}A*c_qr6lA7hh~CR_$Zml{}$^2&6zm66cQv6S@VIFyci|LAC>G* zpGf(7rt7QD*b!aw9O}<=0vPwcSalGMZ|l|rV8_|m15S(++ih@XZ7yaVssDOz%dsno z)w!^;dRcMz6#Wmf6&%6CmR`(fQj0VpHGql*ChgcA3 zt&nLl7&Kf-jZ9t{+{<~nVu9V)ZN1Bhkd6pSb-6WGWJ7&^Tz6&IP=+C342cSJ^VFiz zwp<h&LJP@6d}bCdkl<0iIU!95rV z(t>Z#*ltT2@?aTtPDgv|F4C|9VBr4H9LcXnsBCwwv?8{&?QZP@i& zL_VYz7Ud5aFX{8z2DyKYow3eTH0DXq=e662z%kUO_bYTS>jj>22Xe-_qXENyBg$JE z_3t%O>iK)8tpf1dh$$Pkw@?{GO>D2dO53JYsH)=Bid1Zu?P5Xh@(XgW0@0g_p$TiI z`JLN{N|z$H`nF}%{#OJZ%KA0dlX)Wg@)fTaktX%X-1}5o)o{w0cc;h|C>fXiL7tWE zOB#Yw{2G?>CfBpf7>6}PcqizNQw1oQbWDZzPhs1(3N0mB0f%!QWgF{DT5ebsl(rlm z!hJH{F@>xo7By{1zedc5Tl_kPL_7#!_Y5hJwRwWvkWFP;cef69)p<+=DmfbVf4d2o zHKkSS6pf&x{@O9~Fh?20PY z;9adX#`j=63-KnsW9AIrLTL}n6gy*@H+cjKXHXu1*zZm5dk%eGY|5pJ+MnY(M%QS= zgDcxM4s2iB?)o}@?yF?^!S3Vj{l#K!cY8L*-(UgRo8F^wsx_!3fq@Z$h;2>YeO=^b2z>tPejYtsQvJ0Ifm% zu*T?<$&SX?9iJY#4|ROBf10Mu>DtE~wBJje=ZnP&NX1v+6}lz;-0l4tp^*2kCRLAU zGX!j&iZph2?Q@+?a`|7Oy~OF$7rwfGD9Bf-+N>IDZkc43u_VI3lC`IM>J7+D>$Kqx zB;_$x$e31^!(5c#fOty8umi{)#GS)^AQ5`)ZY|jj@oVsU{CrS%vaEN}ii#Iq$F7=O z)wLo089k|<;m)2p<>iB;Nvm;fZg@8k;kx%k)Vc`Oy!K$fL%dCcfxsK;4^{A4Ri72( z#-A6e`cbujYd*?xa$!%;z)x9wrk@7<8f#^S?t?u{R&v?#k_0i6(xOyGsIsC@7EZpl z1`4j!YzO{CpA4?oW)UZWepCE=!;I;TK=7uK;PwK!=M@27jbR(QG4!Fz{^LBUb`IMt zttv-%hSp)YUfHf8!cR$Ek^Rrme|%mh*hhEqhZDIE^Wr+_=dTBB(NXFcVj|cDtWWG%N&yH2GIIN8Qo3@Ph*m|S5JPh{+xIg7 zp^%SRu4#d*RVZ%Y^gg&}l*$J}u|_S$dMmjZgCc!uWy-JG*0;IyRLEenJwzaC6pgjP z={Lnav)v-yvau-B7BX^MarfmWt`f6MRLmV3l&ZU8p)N}b=>io3Uc5{#bV2UN8&&2u zUuZCK%_Jb^;GN`wBC~@_$m*7E}KjI1QNAH(aOH1f9n61OZ-_kYtQ2tpyKb2?vTc~U!@yVGag@Gjvvy3sl??nm5h_}K# zUjaz_r{Fu{B|+S=9erkc2eoY&8m6XHzM+i_CN2gzKEA^?D38qVl(!=4~WRetA~*U5c?_-0GKvpQhi2v_%8n)O+{ zu4Pneg~~%^717;bYRi%L(^*(nSW`5&04)&8(M;1!r;G+fU{&_hl{v0)R$gFt(dFTc zAhUo@NO}izCR`%LltyQqNlO(TsxL;j$a&JWA-?3Y$55~253mw2q-WAetw`46V<P81Av?gUf7<%nv zukm_?{JYJu-RMGbQ|iH>#ndWY3H2F@&z$$$QynNyb&zz86n+mTN0xyR5AllUu4R|{ zp-S3@oj5AHX=>q=YiE!)>WKjs0!M)Lm0 z?>DaL4YLf+jeX>;iRw0wX}6W$&oFjT^s-(&QY}+#4<5*!j(;6z(Z=WdkzWv@k*8>T zBu7tq_c^yZ+7QeZZUNR3Y|rm!s6RGYVztGcR_-j)^v_)kqhjW2PYv1_V7A@K^`DUU z?7%#$!Q&1n*+=naVJ}}S&+a5rWcUA9Rm9nU#mv?=)9iAP(2(9NxkdirXfvJ@D%IMD zVEHb-LDACcJ>$LIobWOLN)L6N)8YE+cgTz<_2Z6C1pRJ^DmuUXsE)SLi^2Z6!#~+4 z#?m)tTi&EBXe3n4a&A>b0D((VgU#Ez6q)=U_YRWHrsS8^q^!$5ndye63-Bo%KCN=L@`jX;! zwY9c;uap-I+-t>`^yzP>D&bo~Hj}K~8d&#+R~3Ldm_u70i|v&%?|?dnnPE!v?V$j7>*@>IwK6Lup(R6DTKdK1n;(f!KY1SdV+A;V-lp z$F&a)qc#%Rzz_3q5zx^MUrbh9UcP?*HK`KRy)s| zW5C0~n@nD=yMtcpK#`3R_b0-h6XK=W^X|Ms_ENP2jm-YcQG`orv4PQXq4D)*yMu)k zU9ybPN&;gW4qd8waCt{XDK@uuxn)dKO6y4dU7-)n`FAhqu!Bz2iG=Xbi0NtJ*Ty!4 z?i;9^)IOC{(j0zI!*&mEmmtX^nUjX1qQV-{W;mvx1csKI+Pb=)qdpp*uF|BC);zdy zLVRJdbSONaWIdonXb$eyc{gg`qwsgux~jSb3_P15gO=>8dE%@AeA-y+=9j!0O3L>? z)j$4Ecnn5n_WuTSCntN#E2-g)+Wp(oPBuKo3bN>C>uf=vvqY%~bEq?(o*^TyW|f&0bIR zlich@H=UW1n91^*eSLlR_5~p#@cRP=_L!hXUTUq~YCbp;O;v0u^s|swra~nW@>N2rc-B6S8)wdVR;`OX0Qy1kfl=DD212Uvh%V zje?7U(y3Xzaynkz;C0W$z%W@*aEAquU5r!{iA*Ft=b)-46QfI^U>X{q$1WVsRMz~; z*T%_Lj96qeK^93-PbQTe-=f{A_nvOKJ{YpebhBQ^!~CYMMr>72rOyy2B~g~u&*@E> zGty`bKMhkEvLy0X7pfvf4kt0hjhD72U`5Uhn;t?pq^{2vCv^S86}~+rC7gy&NB|NB z{+2Kcz6r+TBlnT~=Dq)G%WueUwwKVS{ov4$?hMNmY^03$+=@wU_GMxUas>}z-ve|L z^!U9WU0J}i?wT%4n_Bux^|^a?b!im9hVipihIaP=hg4R}+^ZQn;u`~7$$c;BM3=|x zVFL_1VJRhpX8+aeV9-no-+{p2tf6IXeTQUA3mMuL_h_p*t(8p_x=?18l((jATaYLG z&wEs+$$mFLO>JWHDLV@MiS_Sp5r1rXcsoeQgS6IMq}Y5_wmySMDw(!q*W^>+>&47E zf02>1q)^IJQ~vdSu4g7J=6#aC(!|+$XB}GtieD{>k*(GU!NPR1$!w6z@)+7lstA zT7#SsIQWYQgBVFFb1q9Oo{wR$Z{5(Y^h{>C!l;;zKRRJrX9O6%+HX?W`S+&jbhT>J zVfcHv_!Xdsv(-5IT7+pN-v|Bg{CgDDuc6Qce4`tXeCkgU_f+B&72s{$2@fZ@-*G$7 zjf&d-hbO{x*Bv=zU^KMnLjQ125Q$Te)%)N6mR>){ovc4c3Je5}vja*NP>svyBlg>4 zfz+((WkD-1mQCz+(OmjKSiB z6>Jw882bc#-Lh*#%LqNCXP}Da#f?b_;_1IpSS~UBMfGtrmyT}HpC|B}E*^CK_@_c5 z*Bd{y(v;#XS1M=I>oT9f&F0G!>gYw;Qyk^q$MWvL^1vcOKHdx>zDgag0Ch;o^0m&( z`$oZA-JWrv(whOg&wb8t8_K+u1P^(24P#m+>^%f{-fyDJ$XH(D$MaO5 zI}v2zfrS%>4r2l7RY2jL-@@=5c$6pHdgDi>EvRU>@t=&Up_&PO&ewzGZ#$vWjx5AD zB9wQSi_wri$$F4neWHsO21H07v-pU|8RDC_I&jS&6!2QGMe3R29s+~ zl}F7|Zt`gZ_GeJ?L7u?IdG?9~=mS#p)$Mq`yq*(=%$Gj5`DdZikY?M7dFhKUMm>6I zj+XEk52y2+#I0iI20iZlOO=($jPm5%D&S_qOjL0i6;r%x#k}P}l6gL)dUEr*s%y@o zJb9?Rh>e-l4iD`?iaI7OwFtTKE3$=!ukzJN!PG%dcjVrIGbbNHo0vt&=vdCl1fc^y z>S?iLv$$E@uM)p|{FC?NN*j=+8C|8aa;YDF)T?&w8wd;C+Vc`2u2=MVUF!Qa&j!xZ z{@T6$6_3CD6RE`kZrpQ6EL+$cPY1UO1Tfk-{^rcDn<8`gAHJWoMd`;b1#LD~$SAGR zTV3}*pQ*K7t?wFSe<|7D{zA@v;O*~RrgRzive3hb^ohm$`gsd<&E|KeAgH}qIwKN{AKKkWb+=}a$#)4TJv!tG@026c5zi`pyr{xkh zBxh-jbiuWtUvG%8z*y8H5-~{h=BcTUt9MLBk}*YSLof1Id!~8I2_zJq24rIVKtrR5 zkeh2hGuN_oy5_UcyrylyX;Nx#ZEU|_3iaM0 znJ=Y1L~ACZk1k;vX;FKkMOxG}OxjPRrsC43sxJVW#{O_=YWyKL5m?f>RvQjP(}rFX z8#lT5cXe~L}$@F-l$pGh*9H_sS?>p1}foD4RTZD;_jP2)9}WPb0mU}`QmntIAqnTzp3@aXzB zdPacBkifxv!|Q2fDcn&voyyQqj@J=pcLzTv6t#pcbj%J~qO#_%DB4;{fz->~9<8Mthy3t^}JHww8pNii#O@ z=v|O)E~T#b4$ttlMP>&_%4>}l0bjC?dj2c_Zay@m2idFiblq;8!BObVE8dN_G2$C|oWlA)F~Us$Z=C*Tf&=6XEtQ;Y0I~!O z4D|mMIY%dF0uE+||9#f~x90D%mW|qG8}g5jZ*VUyM|boN>17TNPiSg!ac~N3Q}N~? zWFpiZYq-T#(t@6^83}nkE+m|@+bydMjRw~A6jN+bJj&l#^C62NbsPsY2he8rgd|Zx z;fM_Jp?Gw%1R6$BF-5WZ{dhy9Lev^8uzZQgFb5f8Trugt*qCM1FluF1m}2!2Y5tZ$Gy}o;m50{A^r`Jb7-07_n?N!Q zW5CfQV9AVd=CH!=fxhAPAX^P+hWlwDcq#DNuqlDzLH|J8ww!ip1x zy(K^>C2)>c`vXhVkYxZ2MTjKa2DAeQVu=O^*-AUc6ikxG&)+3E*H53L41CVKfbeNvC zBK}a^{WUjO=p}&_i*BdBZNLb1Y$4~wJ}Ka6&1gm&H2)eZCi1R*S~+2*&_CbNX~yRf z_$w*vw9m=Y73Y^_19BlQIu5s$_>%u z&eMMQ?qkjMObFtk@U6RznW=txXK{U=v(rAzVmGz+dzu~DFuL}b@& zVSSSGNblA=?-&sl`^Tj90Y?8NB0SEnygr;p+OzCWpu76K&>lT4-Xh^yOK*jGSu{TkepgXw#qIT9@9;)qV)k6LXR7BC7ew*Sl*6_9q06ady=<0xGmNwtpe94 z^s{*W(JwQu?Js#hip@=ob>RZD6Dh*0@%XX9?qKux_c3hQ`^I8gE8V%?wM_c-_$a(! zhkW|rTq?l3AdM_YtmBU|2-wz4>X}e{-m7qw(2SO!u~I#y_P5ZpzF?@^3Cq-uhN#qQ z>~Ci(B<$)I=_L?l?uZUh7eXQB957!p@6G z02C%RDtbiU4xZH`s8TGak8JO!*GAu;{`lUFqoI&iTf~k2O{ZtgR8pG^>2>YyZMdk_ zJ+vckDf6`b4K5o>T`p}9pZM{@jC5cBOjb7Jq)3f)tnj!pKF_3RKT~~gPCGE+!%ck^ zwwSeVo_0#6Jw)HYN+Z2wsI&$0+J?}V!lvH(CqFf_dbz6deUJ6M%t1i?)fL!jBcA!Q@(%uaLtKMbV&-3w%3t!5&C4&sVz4tPDjZbaGT&b>Ha@Jq4@VY>> zGes&HNwsLl8&-p0NEKXt19K+8vUY4c+1R#i+qP}%jcsqTv2EM7y|HcGJ-6;xr|Rpe z9{hlr>3$lICx-_tSq>FwWI}=(Kk5`bfCsgR$RkwpP&k-*|pascJ% zA)P01YhDnUsR5U<#=hQ!AL1Z9?5iqFo|?&9S-((E*Ydz&8>aDm!sXYmr)gOimis+U z4?TV?JENh|eMN4D!g9KTG>eh5Af}svR|x0*yJL%qxNUcSW&W~F)7JQ0vt_$nqJu0( zLzgG;$hF9*I;v_;uW8o(-#;l8JTIP&M1wHxD>HV!I?UPM-ok;?Z+#c;Hr%p_S0|5y z$lslSPcA!1PczgN$Qc0Zeu1o_BYZBp<-J&d@1Q66;sx~kgG+b0?(q`O$WNnV+y(Gl zup#?Rvq|^cAv8+0f=%;jGpmGyane?ZPrc~TwA7PQ_znu8c%f4%4!|_*!Y#llAG^BO zN361AXU|8lgo5HOGrKFko#fyJee|D2DZ1*;yt*{qMGMK&^#T3Y%_5I5HT?lJd5OZ} zLl;Z@etUv24vhPsX~jQ|u>281WkH*6r0gkh4z0N35HOxHtv;1VN(TWPAFMK)4exRi zQO~7f1prI+*sgE5`fN^oAmQ|~Em`3gL)YYH zYZvC3d_jS~m(~gSS`*1M>17)D>EIqWrR+zfJ%_LRx*u3*QocI%!%H(J$-&9!>&d@e zzRXQsm3^yrR>8Siu%o-JQ(>~TfAiG1xV8sYuw?E=pk2=X{tT>8t<_gTf3Rh2taypM z|MJsrrhOM17K#AW51BBcQ z3q~r&Y?8q?$tM?oh|`wysLAd9-Q>zm0qvSNc7O2ul!->cE6w#EALih~ZP;-2T%Dcc zlO_G4Ht^}w-I!noped9s+XQ%*LD_J#n-A;`g2^O&E#$~f`^iS1VAE({3UE2|5+}s~ z%s$>&vK`Tr35WSV`{%qRoZ}B*;Q?@eb$G-@`LgX>$wrn$+9+n+WR z0GXD1~F4?pYsqo1SC8p%~X?|q}{+JfN zcWFa*9JR}Iy50Zi9G5h+n%XR< zJr|Uafs+dr6$(~F2)72>`E6!*pEpSu)T^F>4xId!`Gw1_`v>k~8IO6pmFgtim}_f0 z-fJ%)5QlXCBBzeqrTwC1oAI0^U%*iRTu$3B7K11WuLo)31fV}i$$2iS_a1wJ z-8cpzf13$bdK9m9j1DCib-;0h4qkSP19Nuk?6#&_&wjo|r+&g0vW^E$m>NCMZngjB zQw^a-m^*r##0^7Zku;#T4Ru)S%tqH^!h~SoO!}7ldoGq9HjM70$I{B=pNQlGPiR-7 z{Im7w&8N%nzhdy72t#v#Z(n7+5JFwi3{G*6A&PFRj-Ij$3tF%r^{ka42Lfx?WX#W1 zEIR+KdfgVd+>~AsD$|kC_ubO{%ab_l_M0};^b6Fbi`UDY_(N458e-rVbKH(ftDn1~thALHp)-pv2!t8QV!h| zZk@3Z^3o+JGs#eme~0NBY|MZ?EfXPciFwqL?8-qU0+)|tnif`Y3PDo(5W60UCU``d zr5%^}23nVuq`x&3_y#MoY!Y!a!AV&&5g%YKGqW$%PG;hB3zd61Y9`zi)XK1nk@mDw2=ca!$K&_09~EAcjzWJoO|x{dpl{Bu5aId zSwN%Pz`(xs+5P3UqK@xNyR2$K-TM%C$qzL%zqq=^$oK9?OUae&#{S`f*`z6eLnOi5 z0FsSJFwmh1@g3a%Go@$9Wn`anYF2kl1kP zZ5Ljk@rUDWl6jUar|j0_@O%EG!{4@zn4wm%I9l?BID=YCr3cq7LYqTbtBAn;R8}!3 zGm2b<7iJis1dI*DeIwAsk4KucEr*KQfbjYDaQg1g`<>xNL-y-{m4y$Uzi=Up(T#8t z&r=%`ni1&qS&6`s!HG5R)-I#neQu6ezffpK zZ_h9NOueBYh#nb3Z7bqPjc`@xWGEo^aw6wpe<{D0r^%OkDnpY%BPA_rP-p)O?Q*BN zZooFN$b#iUZx@8pG?X(^}*iONgXRjU|d>3NJyU&^r#+@Z%1~1erwBn`C{ea|B%w&oFNX+y@ z|5-gL3+0#ni`B!<^YemhjC0>|;Xg_+6|PS~ub(UN3yeqwj|R^`g5o%irB}q+GlGQ! zfvH&@+7LcZ+(QEx*j@Prf|vSd199czA4PE|XLd)|?-NU7n8BfmfuTMS5ou~-3YZ50 zAVnESD4%4jUm6(TK>exU|IVObXh2Z^#))H$EYSantu_!491tOpx0{_ei!r^GqnEw0 znkqaH8(=q{|SqGy)UXh#e=sdTH{9#ZZm zo$B(sk!8m40Aw!GKp|kz!N7rv6q|0Z?G7L1;^*&>-I`DHyZG01-IpmKFv)}@I-ULN z4wR^&$A9AS0>s%ZWR2mHUDu)zXOH9z^K(JNm-z};v!aU=V~6b1T!Q10S;U@-7KX-H z9*WSa#fj$RKdw9ZFSyUf#@as{DUKdRS(l-O?Z4Y4)zhea>?E#>QxZvGEZ+0+EYZ-p z*wYD5@X`?m6G)bW;U(*JNoIOE$H=vBLM+oy#N92=GZe&qosV6~GrcW4$ z$7j4s(s}=h7TF6$+(W=0@=pS-?iL`Th(N0NU{vN=^bg2g9jS%7Yv5MDc=0h^uGs5ydM!z)yl6$UE_Zg7fqZ)`b7b7Ds*lz7yMjfG^xY zSVFy_+XZ|$@?FNYw9ktzZJMDPsF%!#sx^GU%~`VRz3-TzXUwCjCWP5Z^9{$p329$S zP*40YLFxCHp@FBo^CXTlq(A)l*#Pcm_{B~E0)giT>0WUDXFPbF)Y$}?de4+L0#Eyf zvY!z}-S|;uw;|vV!>s|m_?AKYw%;AxgFte_1M4ih&%9r#b>(^`0vv%O9K4s8Xcmmh!SqD!bGlD;Fx_p}~$t@hC0q{j{-#T_C%R1R=)QA;u zOG^aS2nPSQ)nGmapxBaard4+~W>bDdv%{%N3L)Z)|4FX`d4&mSu>RyKJWxA`7kjcq z7g4{i@3xNb%yo+oXGYrD({^v~v`)`aBjp9QX|<#jC}j*V+^5*Euvq4QQJ=rHnCK3O z;k&NhIJm03ysL-OJ+B(2cc|Ss%9-t)v|*j%sci9jsR(SbnGd$Vv7zFNkfTUO3{VxD=P5H0IwMtw))8fdrm}FaO1b-v(ZY*-@(kolwqNR0?>0WJuX3 zJGMOCEauXVO`n~g^PoPV-HZ?G(b<^&%zksbt`KfEPB~lPDucR`C)-V12#cDlSqTpEb>^85pn&LK;K!%(xOev4PMGBJ@aDb% zr;WkYI^Cr^OI98gN;&LfCD#Eibf1MWU}YzL;Kgq-eKjtW5zX*0REc_W}xu)u6AK=*y{A}5^gm* zR3uI_Q>Lyy$1{Ja{TA5IB@=Uji4ZP+P+G{M2J!Rj>-KNY5(x2t81|+=%|)l{TS>9g zE3oIHw6J|3))5 zE3c(piuFJ|nS9x1gu0f`z#R?8d91k#YAp-+o!DKN!l=HF0Ay9lhu<#tgZ3W8B z23S=z5};7zW4W*sGkHJ=duQ!uhu~se4XBX^r+oRhywTkw0R@Y8yjRf+C<@ny_}^a3 z3E(g-$bcpW4XwX1@ZEo({G__lCf~iSf8_quloeGIPn?Wv02QO9Rad?hZsx8N&Csot;#`vk0syC z(7310srlw`fKNSkur;TG|n?*KaE&*&5yQ zr#A;v)ZNqdY;y6HMLa9^VkofP|Hv{w5I6M^lf|f#oUU``J@kf1wgbpyF|@B z6W^lj_|Y;v8-h<|)2Do1;ob^2+|UNnpXm6U+k&#lgBQ6|MN-k zI8Krig_*&>#WVhT9lMyToMcxKI4ZCcM!$5h08CMsi07HtGh7_OcezNO$7uQfnP*go z^HjdF&%k%(TFybcjlK$BeW}Zsx;_o{Q*5pBiueun&EQS8_B9$&PelX`ge5Bx*B7Fb zk?+}pHKF56ee#6!LHF~RD|4ZSBU+Wxd9%QT=n1E?21WxRTv&%DCQ-X?-ayz$Za zyc12l0i%koAJNg4K!t-cCF%<$DFJb;X!_t<6U_ASI*2#~j(7Gea?i0Jo2?utU=B+} z0)dv7b~m;&E;r!}h?S*hgNY;8?iNP!HE`#a1@(fnFBurX{bazzxBQY0aDzP8}wSiY%jse|3+ z=dquAFg-EiZ_*?tq!biNVHD%B5V0c1lWv5(N$%h1oj}&;c9Lj>#_S24icqDsj%#^M zVKkPwP%QhO&45uE-hcViqG{D#H`VzG^lEvr8CTE|%H#Y}XPUA<#>HxlCR^Z*w^ryJ z42uO{UgKtu92S#RT77R2Q*`q0nkB|EenMV5Kc6qV>1wD!Y!;qzNG>HMN3_4~8aRWw z{qi-z+Vl_+Q4Mo4+Oi=|EE>n_6jPaS<7N#uN#)<(Y&0iiLBQ5|i?cj!6J$C?>E-jX zEa#g1K{yA%IB`hTVKC=1lQ4~RgdTA1i~RymU7$PX zD#A+*{SZG9+cxG9Eo~1}9GawP>qsR+h%q)M2(kXrXYmq3fV9fVjNMKw?{W2RVRvTu z+?B7m*__DoP0mKC(P$Kk{Nei~StrN4f4yLc?yt-n+oq40;J%WTzriY|(`y%_2jV2O zYde1)o>W0o&{_tB@rex146|O!?e#98yi3au&VU5=I0LQ0vIa&GV%t#gEqrV&h9Y6& zV+$&;RHAGVr=YmsUc+ZVwo-Cx@^Z*Sv7|j{gNyShaAwF@Ix)(K;fmwjPD|e*ckpr< zWr`QmOMns+Ak4x_1I(zG2ILvm*RPREm+#qO4?e_9@-9iKZD0sJ)T% zY~#u_W&S#=d-+m8eSKI2V|wh_)s>i68^1P2)tz8S6-oCj@pN)<-q=~RRZM*X{0V(~ zGgS`kRDmybaSq`Hl6*}^1%X)T=xwc2Y_(Ze%)Dy4ZpKXbUGHuKIbGS@=n-&r*q}y+ zcC<@3cgY0F1Cju^X0NSKesE)6WetgO$XMFML9 zND(V~6zdNrn9BwKbQ7Wm!J3pn=Jz={_odLE>H&)uhD+d_+@~xs5(^MBQjR%4oV9XA z8*+4=K3*K=#h;kY@?+N}weRD!g|)k>V zm>MBtrXa-{yr@VkNH_+QS{EP7>?^Evqu!gR1jh&(FosQR=4Yh;(`mkUdKzmDV_A`@3z6hU+dbD~P zQR^yE0_l5gSc{!9n3IA^)i}x^h-33pB+HfKwD^%wAF;7>t3Kn@yDU-)f33(3gfuw- zeugyxIzaHwoIwYC81GNaHm6|(D!-nQ0tuQ!YvJIJ+^HTmhy@m)uv039SHwgJeEg4T zOq=r55{wJ}F;C^IjcmyS4I4DP+^~8tH4sBRNjW4N3Vb~;(~K(<+}8=st|OQ4Jdqt2VBj9)%bUp-C8CsvCv?d+5NrI2~Cq*Y}INGabnsrCFh2a7vOgI@xNZNt_Bqb}yB4*xQE-s&^I6*9GM4vA_CUb>C2;eIoMaAA-jYcJf-=&3)fjSU+zs z1<|#nsyt*zwy;GWfnAXOZZ$r{wpkjLE6%b0aU%&`N&ePcSr1GJEC2I{M({V?+(g(( zD-g$|4Hhpj@FrHKWco9z@6p^NI!$G#7RpvWVnGCv$Z%905+);UpSPw5HL8jml3GjL zN?vjP#+kG&h-onuw5oEYMm*6(T=}F_3VFf}$WfOi6;p~W`UQLO(7MjW$Q>TzA@_+D934*7+cnHh(Bc-i1 ze*y+1D_MDxVF6YOGl4ZatwbMcdl`eYYt@)f>|^3NVhmK96-ChFC9|@K_5jqDkN-~D z0pA=#idP;&S*;*l*d(&&I?LF;8VjP%c4mX9S&V`hT)9V-4w%B-H9VTU^>1n~n(P}Q z7$^al;rDTZpwhuS=T6r$cq;zvf@=NY<>3$r2+}3-MhU}+)W0rjSdD+3HIDMjaUbAh zon|4MBh;vmu}9eCtXCFe@g+NN*}Qq=TxHk1f{2VnQh$s0Ii<%h;S~vLX7R)>G$;T% z{7r36>~}geXpdC|*{X5MJU>k4#{cqs7>+~OLlc)mH#||m`!vRJ3>d>`v`(*&0>Sq3 zmsL&l1={7c*qnloxmX)$L(Y9vOq*4ii4mMs$XCxWq%hWJ=7Gju-spKw(V<7}XrX@YvL~b!BsxeFPsP%)ptOQ0@u$4P#7f0W!7;lrA4< z_tE`mkAY$%Nu0PH1=$2)mmx4fe1pUix$kLAyXsXvAOIlSIFP~>)OtR&Ir_(0VmMD0 z-R{Y}7gy}{&?d0he`}rm@I?BgiyuHG4@LR35?Lt^QjKx+)F?zP(FKl_##ETBSrHfT*VNx4l)lmSSK&)3i%wKIF|6n z9&ptc5`;PT{1P(5xjGX&Hn5^aDIPOZ>wC=~kQ_QM&0f+3Cs~%-$qa~KmQjpTzZ_R-*Gwl|SU5sD!li2Xg8NNflxZpqNyAG~4KQoYa z4cmgg9Be6p1>wg0Q;c(O&zf-fy~buT_w1;?rFNI`MJ<<%Mt#r{ieB#DrTU-J9UNQ- z$lzGQ_jJN?gh&(4W*gL3q43He8zYc}UkQMO`@v%f!QS+|ImKx2ro4yph0jLl75;TW z!n;fRxt0P-m>U(|!wu|!WNin=WD=3**Z?(vk9M;cO-vIU(w=v{ut;t#D6^#bvIaeF zO7$4JFm$Oew*fbJ6AotyL4ue^j=Pl*jq&KG^j_<~(_}mrblwLNXFD9Ae4BjtB4F3! zL@9mdR+fv?3rdgcZ=!j^*H?=UD=|>O2lQX3`EO0h-BvEy#-lFf0lfmKHRucBxcD(J z*|Qd%4fAYd|#Q9}N?{L0B4XNAzG{ogz@PlFP3jR`!yG^k?A%jrs z$MQeV*7dD9@ey;j6qvGb53a`s8zf!nEjEa|T~P*60DM+6$rSmvarZe|N=AIaaq8pY z9gimGC;rys&*_R#H@PQ8=B*Ne#fK!^KWZ8!zVlXDz8}W1d09bWq@MW&;wZ@wIh1;< zHQk2CUS$1NE+Qd56DexD&04H^Bml*?xE$yVX@>?p}pcqUS8}D zvZglL`wp9viT=Few5sO?iEFEg4Yd%jbU2=v+-b;SU`}-{0I9l3#l-U1iYLZl!V5l*LfC~&Z>U#`_raT3|A-7w6 z^%R8c7c~}d7^Uq{6y-xtb*De4#ziYF9UMb5IOR#9ciUHgcQ53$7j$9FT!z+i+aj*+ z-*6|EWn^Z`ycYFgIzH1}qkC7>7-w;W)#7@74o0aQK1PG1giFRO|1$N`0;Xu>3R-(m zB2JeWwIMiV_5&=3Y8kHj)2{fucgLSgpv+&AGV1$M5=ZH?XUwlYp97SWIP&Y8K)9#> zl=80Hf0k_2ovn0uY$O^;h)@4A*DE8*=NqSQh-jH0=mO(n-#HKB(xCon2wbtTE2T&8 z<)~HG0lWc0KF)fmLdv}LS8vQ=r}k3Wk`xlf|XN&Vr8?@v8M3SP4P`Q zLAFduL)Ofg4b}MISobj3j~DteNH3cGO(Kiij6Aztj(M^gx&IL!E7gY44v#EjL6PQx zDGVU_rS@XCKd=_wDDn4olYZ2E2d!JZN`XP$CuPIqq}RN4MO;SAHxtQFs5p0pikwA} z2zJ>Biq{ARC*l#u6OLa0R0kI*iOg+k-N#(6xHmgOsk_6li9IhVpo{G|+44ONmVXz> zo&!w`@c|K3bOzbkbVY~8X})V*5=3VDq*(8GssYo36+#4eF+?3+r=59^hJXEYukryu z=~|tl{0-X-*3*l09w;CCF^(4GN2jBvHnZ`U56*ck!kc$4X`=_{;FUAlxJLvHlLp0pf$PX~L_lDc8kW zSb{Sg(hsrUp=*a|k;F+s>kkQ}#uX(C0f(+xu#ZkOvRUSBR=1BZ^qoFjLRJv)5P{7T z0TVLI_35g{w`5F+6SeRMuUO(&gvsm(?5A!s8uS9bXCn4wq(l_XlDs=lW~R#0R(EUF zs#5d_q)Ir6y)3)S4w4vWOj)s&QVEyNrTdMJKVCjMM)bJc~Qw*&?R^*HN85Lat>f z@`u4KtEi%my0A4_{mbWRHRa-QYHkMlQpirn|32F0Wk}<-%jjJKd-+;332t@FHV}wF zp;}wcO*Q9-yb%@@8!_+_^_bxT|BCYo#dc>>TY{ADN_o&k2Ql9Otoa%>LATe00%b$-pnH^DCbS%EnbR(k@R z+21SkX||FMb^_ z@@o0M|D8k|-zs0caV2_$bI^E;rCGtJhO7ZG!m$(Ph@WT_dY93?@@MYNQle^s$sJ(r zy_WdVbg%f-p}91xxKU4^G8gkX)^vk5N!t&X*CkZqOr94i3tv=D+&b^`n4h4PBYC{+ zilW2MD&DrQ*%NjnfysSGnWm`Q&nhaR!`FM9J}z3sgmczTh*Nr*rt~r4+tyZyj%qC% zz?erE;TFcs;k8|Po8ZnOERcH<3RIIVbvI5Ytr6U|*}x+(soL>}GN=sw_tckAUVsrW zD_8VQbuQD!;Nb)e}uqBuOycs8(IbHSo|HuLN5jWp9$ zp`hZHZ`HF#UD}z*&y)xyq;-_&fim)*O*m=UG%%IcNLdFND-P*LkS&Ix0EWz|V5$}E znr%#3<2n`v#F11eqiz&O%(KW9x?y5=#jP(MtH~g7lOg=ql9|oLD7*-k$x|ayi;5hj z9VDnX{Fiu!3*PedlX&`pdoC8-LS)RVwfm27`(5Ely{X~ZgmEPPdh*6n--*+rAx$XX zJ;3ONM#ZK*T{@PM%elZ+a->k-#ET`@9+`5@5&oXTrblT?@A8bt!X&N~#fwJ8FW8n7GN`YPq7J7P6j=fd6ejyu&v2FI7X34|eu@r(34ucfzV2wEn76-%eM->i z*Gw}+74T#s#l0GZVvkLCR0rp(|CV$Vk)Eb;qL;Q}H6Q96`criA?SX7CRI6%ob}Ff% z+Uk}%Y$}=(wr9vZX*>Y~wvdu)$)cn_pwqV{tYx4mn6zz!P*FET!COF;NqMV&gQf12 zZRv}DgHmcZ>RzaJBi1MvSrOXm&13}zhlbv?nJCwrM5lF^Ex5aAMb_)S9i|HMY(9)* zM4`Rpb)gcNFAQ%#9FKYF-gAEz`Qp2d(8=353WB+2(qP7)r!lE{$3h=5%I+DG9!0qxomDi-!mi?K%Xtk`U47Y_d}Rg4_|YiJKjBLPoH&=RT2gEj|VV78YR^f>JereibCLVG8mf{~5gc1mHeyIRR_O)zq;(=0X-2p7X6?w`EvQClV#m?0$Zg zO(NqXBtz@EgwM{qClt%AaXJ8o5C2W^l4;oL+;4qiR7jc|dr$WLtD0C5NePN8!(hrJ zxwskP4y7L$3yQu-`!^B*hxl{D2x(oFC40fUtPEjwg*@85Rb77P-jdIhMTb1jJ-!5; z{TX(~!?$l@AL(q6Kt=|x$H8N5^~H1Rgj0Tg`3R{1yy)q$n^*2C8i_}4b`UFiA6Z_L zY3%h#C*bCne-zrt=MNDF=eLG`bZYEVz!-crT_+tA*e=hLk2aZz_)Ri0@E0ZfX6c*d zUw@ci#-Lg7EI3En+#?6yy?P6+LeoXe$P$xA;?a~Rix(Fc>o!Aw1pe3zKzcd|i+H7~HQOI5d_>yV{HxnY9Pr$~0fP9@|z8#^Gw#+qa(0*PigN(}~ zO~oq=`gL}`uNVBTZ3kXXT5igZkTFvbR|>{=YQN(Iy1BPR6B#f%C9I)(|HoYbn z10Ud>7@yNWSu3;DhpV&K5ab)zn8|{D*flMqapiMK%&NWL(b6fD!1erg)3`v zM@EuQkg;s|^a&WF8yzZ}A$+?b2)_P4Mw$nc2G~WL!=jQ2Jlv2N5(=<;vYIcT8}fpY^`JxSy9 zO_%XMV5edrj9_by#IIFY&vx?lK&r4E3Ql`ic{p^8m^lXF<6KFf^aVV+Si|}KqMY#j zH0cc6HH1cCDmU*$T)B3dO7t3^-K_Z0oc$!8PNBMxAPD6W?q^F#p_HK$lbnuRYc(bt zf~q>+XktsA#@%YcX=1EpHUx2*V>RtAld2Ixl+@Hq*~b01EEZr;>aL8+oEAv81~f#7 z0!!WJORQ?+iHI~N7m^>6SXxeri4ud91axHOmSU>;TmJ}`1CNFL$@JZcQQzZjd2MUU ziG3Mqg8G05@C`kVT@af6kT!&Dah2^apiT)Q6qGcjCLe{WI%wrU_baUnZ}hi6S19l+ z%e|;Yw{(;{Lms2}9QtjiQ}2=-I$BB#ge@%;=tU!Hyd)EGpO$x(MSt?`}{B+a# z{Z2S72`<%PIPSaPm`**mHxE!v>CRPX^cKQ&oZ|hftZ7L^*0Pam>*@S9nAXHG5@SwO?p{UtB?u=HVOO`Klk^>+U;+lozT)IBtC2HOJ;2K zTc)Q_JE}OI8U%IP#tUWl;k42-=fr6wCcu$uW|EbRDU0^8K<)yvW(P}K(w1&bG2)$Fl@W% zwbIkd{t<%G_|~rE9RkJm_!2`Qs8p$cC)0yBG6{uN?{EFWu;L!5H0SbZ^y*Gksa=o_ zFFwjHK%t4YDUYfX?lfvVl`br47V@wL@5d|{g*`~Eg0EZj8G_wcuVT9NO?#TCBj$lN z#@Edk_nB7KVJ6K`sGNqorCX@1CS6CsP=E17&%f@4Isawx0Z-@b9Ufc}JWLvA#D6wy zCB~s@Kyvwe1<8@a&2`rE#J(DvNDKqazdWl>z1@r^!lgQ^&TW4JoehwEjvkVOPp6Od zg2Q%oxx#X=9j50!)$+&f&&MUQsTsj3I0C~>sE77fP~%D^yTOk>v)gO# zx_r|bgf=zFEX?VCktXpBDEfCV*Q|7kGPZGQi0-^=Wf&K}N<$|%fRU}6G!h**SzDN{(Y;a}LA zzq^aIGm+DO@N$|+#gPVZIP$T8Ek?4c?aGjhf*+Ixtz8+vOeAdY6>@rZbn2NREG9wg z18=b1y5IMRu~4xGia{R4)ue7pbN(zsX)q;hM*;MI=z+_?_&f9Hcqsc4K#8`HV}Nff z0@f(4;x34=D6AB)3N}xti!I)9TW!w`#}@~$I40n7tB%q$u5O9=_h zTpbxnPC=zU7i=#lMBoRcjqNc)VaV}xHOuEkkO|lJWP*_s2wZom$J3%F{%RJEHCtICALd8TX|_Hu%<% z{vOTW!n8;kyLmAZqcz^y$GTY;41^eFBE+?Vttc6(F{*$RV=@xM(D9>QXk$?R!Vrhm zzbJlV0>KqHNaxM9Q(9hC!+Lh5*AVS6sZp-I6=LS(!9t1xkE#A^0zdzB3RlFfH9*W~ zjTMTe7`=nR5-Yd^A0eH4SE#CUS!;3;;%nv9ICh#3YvGo z>^<%MCK$tb>GcNqW&SI2MU|sRGq%HGU;p}FNCmLe;s?A#NHZgwVs$j%0&hG@(t(?S zY`$W}k#R|}-IHO^A?fa@$&>@`JU2f0?H&+uc(^>1xC^=JR!^`&@oLc2-_}7l-z(~? z)!=le8xB&Zzdr$VfQat}13#NZQQ}#q!a+$#V8I@(UMTvP+owLLA?y9tNr13__V3! zGyWk^eK&wMAa_suL1wM8ydrgICVt;NLwuyB7D;}Bkncr2bRIJ|N|V@N2=mz4N{+#p zK%Ng!SN!TaeJ2f6q{g++Za&VODrgc}Y|Hm}I%D>oLy!#m!iym6evm0NBN**ekX@Gn zV@hWnCHFYH`LPWkaQ>2zT8I-waxv3crLC`hwR$M^)7@?V2u{pr#*QMRt}`Vb6~rp( zww#pUguo_7R>z=M!R^muD%hf{zUa%~3)(`b5{XdVNHv?vj?(3=gpq-f`jTNSXqIKM z^E8rLK=aowtrpCH77X7L9B_u6)Qr>fz|cOtS>*t2FWrA~BXrWWef0pZT_ctnIKy1I zUk-)1GrgTdf`!X*vcukXKdJ~CI92s(qX9wV@~Oe%&MW#Wf-&)%&n}?zDl#+GY#`+f zSN(4tu50Ty8ZII^b@Q@oUOtB}eDKRG|77Eik&m`W&!6@i=3iq@DLi%I zY@nB>HTuWWs&~f{ed#yi{+A7JU&E@)7N4VDn!{IECeasteKfSVi2za+>|?inK_Mt2 zKP9S*9rK~&k*&8}OAE6n_Sq1bUAXUy$${Dh@YI0e8J|-5neCZG2ML|IJ}ZcplipT3 z3kkoO2IU8M{m#-t2|V;g1HzUeX-tWp_*fae-GDX%#Gg#X>ZyfT+)+a>&P|ONN)bsM zW%;_kL_x`p{HRH+jJ7U;rkjMp$lCA?HO&d}ToIpXb~@W_avlp7kY^MQGHx9Zlha!V zv`{&(MpnzSimFA8IApNT+;NZod_q_wA=KQqrI{k0#>0gTeN28o`lgHA!vzF@&$@HGL?c) ziXt8cla(rtIx$ZOiyhfj(GS|exJ*(JoK#8YMK=|y%!G4(Xgi|qC8DIfX=}Gg*sZ9bR3NrRec~~M6QjFn@!_|3 zD2{Ux7)L}BX$c_YCJla2K_QMn(VU2=2Xq3!&0tzseG|n7!b_tv@j%Xum!uM=crxj7 zWt?YHb$dh^wP3grQ^@GhALKKf@kPk5f)MowhpRAVkD~4JHM0kqy6Nw=J8ROADA`_@ z!64GlBM^`PdC2gwMaO8vFh&ID%`rVHCnKVAu%zL3hHcEVKRE}rBO6zJy&Z16)m6>A(p+2dn$>`2jDRIn2(ScV%1;4M z8$C*FPvgPjszq22z&+J`Ms#-VS!8U>#ar%hNwp^-jpOaq~eWL0${;a+M@_l^noBh0?4&Q@OT&7`bc9?HaLQ6uhLJ%{ zP4`_=iIU6LMKIRNsO$$u;Ls&1j5V6=fU~xRpBko9juXFsXC*U@4tk*$=AB^A(MM2< z54q{|!on9claMg~%o9B_*_Bm}CM0{xyDd^N{;0L^N zIN&WhG=gQ9SJLdmV-;gHXeZ<#z*%q?B5ra1BW7v9ayp;*(3I6reVLqE$QMKa9ax`8 zKy8QDvGu?ov3;F%p_HmWxg-)}QM~Xk)Ztj#P1NygMO>`p#@+1dyR#S*v^L3ITz{4o zG|rm*moA4s8ysY!E1V(d*Ub|jmH}VBOSV*`6Q7W+j}5FCqYa;O8XXHB;_q`eLNrgd~%jnCt?slxBq#q+w$#Isq^t$li@ zCwHV>+3czyMU?+5)*pR&TU|}|y)ZN(d8l*{{VE=X`cI(A3fjD zsXkLx)D@$EcYLc#{lI|P?3KHL#n-o1#W=Jw^b}1QzM)NNr>sT{mKMzs-P(kMh)6pz zymSiJ!V_z6(_Rz*c|DAP`L8+DiMj>IWZ#U25+tHBWMUHMtzVkkS;|Nx3FQrqmjf^H z9Xa?y@Yms_(tR3Ldey1x;^xD9+rWwl66*1GU0owD^q>AATO$S??}cU6cJ~LmG4V_v z+7rxRDhBP_6URP7 z5#7~{49s6B^HR4>D7*i#f ztLHrXBB|-3IaE>T=N!L-{5RC|fuD*iCX#I}8Fu?tF!63d_91Z*2G6_@4E;KQnmP)4 zfU30pmt7Ra<9%NF^hevb?J>aw9gx%RXt1p4=vppX?HoHmZGTkf1uJ*fGa4`dMJ1YV z9>z|AX?-BiN}`;%f!q&2tWw+N1v{DlDi4yg1Xk+KQJIAI2%s8UUe19q~KE=o!UTNNVOZUBUHhW zFM_1$Qu-eNK0v|0aYE1l7bT{#U_u@9u>vx?kI^E+zfP;sQ|kTYZi|IpIZ!^c=W#Yk zaKl!*v%3%fM`eR=nt1oRfXlQ_Xjk#axk$HosMa-pP3Ij~Biptk515CA72Aei_G5gk zY)F>3>ATu$$*9_Sbt4{FlC)Ge)l1RU&8>2S9{fYA=qyZDiwTCOP4Z0}5#H0!R_jen zd!YGY{)M_PL1BPp$k&tov)nj%5DmSw?w9^dx` zPj*VG{(nnf=Kqx;XJTY!{~v#BG_>oES`q#3>h7fhy&KF#l-59ljG}E9$Rs*N`G*Rmd zz_^v!mm-S&WK83S{$)N6z&*L-j4HF1<-7lReS)Al}%^c_HK@;fd)elMO@rw1<>=?AGRt+xx9*xwIb=jIbK&!753Nk4{L z>H;k|AxIa&gC}^*%JsrT|=i-9G9 z0iAeY#MDH?72|}3c`Kk1g>1)nva+iqeS||E7;l&uDFn-TD3ev5KgKE_(Qkit{^Pn+ zOw?tAI6)*sDQ%r5$9c`EEiri=vjATu>Tji@>pIp?t~YL{d!ZFYP}oGB2!4GV96xqo zecikMkgVv>71-^)_hvq~q#ros$E;(}SC}(AFULtIm&#$9+^j$9W`%W3g0TA&Vrva* zoNK`n%B$Rxd;UnB3?@c}3t1@=jrTloa&D8DUpfWm7I*vPtS5vgK(28d)+AHvz{co~ zcx>me7&1#xRm?na{;g-y-(G1}yhdg@8+joY)oslM27!Nnj#{RD`%dyHNHfSf>>&E$ z#1CQ`2}W);?_x`W*4_+&(UV6BAp*AhhG1O8fQPx5jWEoKfx-nLyHHw=v0Z%Qpt!Q55#^kU>=Fb&OFS(Xc#J+X zBo6LXTJHzOmeDy)o zPT(PxZi@^WNmbD$^|c~ztSzu`+MA0_8-UUp(KHRvGJq)U{h5tgcvfpS1BhIap}VsC z8s2j|eQ0YZ&Ae20@}gNnrrp(hFUnquQ}sxY!`&Ed#h9=(S5!6nH=yQ+T*pOIpusMi zol2=SiL#SwiQCv=$wy#ffY5IAI~CAV^5=jy4(qTAmR@T)+y%bw#4$HyyiRO`{>*Q7 zX!5WoB)unuxgaM8ux8CZD7TTX5`#V??@6nALPnFIy67jIf$2UY{n&2`1h2(1to%D} ziuR1pf_8D*uLI80j(#Djw-x|R{$`i+J=GY>*X)rY`z>ywJ^#1px4UmALUG%!c%I zwG4e|u(S@#mO-u^@>1$Db5R1O8v^?n=*4i430cF;OYvni_En1s@9Ta6=i{}dDQq?x zhYKbQJE7seG0mQ6eA;|7t!Acmk2<_|BZ1LT`$=Ka0(PvRK{9;;xLUo`2c>rRP`1{?!^x;w>lk~Bgb1y|_p8JlJP8Na!R*gP1{ zH*_f%E`8m|O2-Aiz=r@@dmOePh@otfOc)X^e^khT0Tn%RGSI4Q(TFtX9hN4cYSjWC z?Thqz>v@1*EuS(U5E{?tWL8ZMBGMz(~H0P}lDOZwU>{=`#12>0kLgArS+@3JZv zTgd93q)983f(xGjvdGEgTJ5Ecv`r)jk%JLU7cqq3=(ib&Dq?2+xfjJr_*Q6BSm#i2 z0;kMq^_q^&r9Nv60P3E4IAgzb~x=xk0IKs5W22Tw4$DAVX|A>DJNl(G0oSN6#tN- z>3DOfXn2ug_| zHl>$hQ15tiF>^VYjyZiemk8g*aR%>%axN~t+T3@14B<)&g8ex!`0szHr0-=puHV_x zfu8Sj5mSM|ZHFQq{1?tgH5vlj!j5#8!(YBX3m=BOn}a(diq_H01xfI&0bbOlDPK2+ z>M1iP7BlBhVd33*7`8?HGh1N|^E{=FMfN%imDE@O#DkikI6g?PzYf+8{=mrnAblGQ zk(281#gj=-BRr{isCEmhmU&{9Mr~Hs6-*iUed3pSVt8S?aC#9wjR(b%;JW%yN6yt> zsa=VM(zX;wC)#QSCcry6q=4(IJ6zwBq?Ij`QQu6JokQGsz5Xdml6!*aQHCY=-P-O4);~uGn;$%C@N$w^L zCwAM?tL`+ncFC*%awl6O7j@1mcRkE1*TfC;lPfH^Y10zE=QC*q8}B@)AIZUb}x@#ET-Ecx7p z!ibYU&{W#GgkzY^M$_m6p;}~;j3P;3Ed&pk!knNt4tH5c{$h46x3wZOB(X>xRpE*% zzhqKx{_)g<$4y_Ktq6KBR2avfmTK!fvUoC|Mnkg&8;6#%8S8@fcX-*3KC7|c+EjtY ztgaTfSi1o!EZ#K|R}wnS7Q^%HmWWMn{eu&TE7^87F)_db@jf0m+C635X(mx4t?;z! z4deW>Z+Y*pY`hX8FMvy}?#oBCRU>Yx?&=qzV3}8jJ3G$W1)zCbN9NwkECBoPwax`fkTM;%~=v zWV<%e+r@!tx_t4wji$I6zxC!ZQ&iHYo4e@j{iDgK0#-$FV+ZizI#A@4yJDGQqTKUR zvKQZI{rz)?PbeVeyoCV#n{NLL7#C3j{C~5CX%C1H(o(`t;D*t&Hh5vuh!_LaY z@ju*>C%A{Q>E0V8A*Xm~R4lkWN)kX6!MK7*VxzfqAQMz`%0eO>*CN{v@s4ele^Qw@ z`;NCDv`c;XxL6v56rf__!#FYDE_q(>+S_h9%tPqe&-d-;!Z?1nQ?2!DS?l*?_d=>&M5lDzc0_D5ZeenLmvZOK}X1Hcd zK7-*Qkg9=6eSErmgwbUTCNqj%VidVO3UsO!ejUJw#y6?VMLE>7I#`H|(mzEiRKi`U z(DL|vr3Qo2;N+Vq(kMr1H4dsY3gDE1T0f|81$KUX_t2jBE+&B*oVt4zQ0i~IzhVb< zP>=VJ_X?opWR$06DD_Y-g^Sx@c1q&y)WGlP$S48R`o4Ir*gk5XWvDuXwE%?wICYWI zdq{^j=$HMCqdi_#K*Feg1604e_&oz9I4akOP2P2K29ZEcE*hP0jZp;qHH5snP4GUo z3Z4fk_*8F-x|t?-!dgB+E71rhqL8zrG8K>a3g90dVn%%#Du#7)fe?ij`GB?jZE~uh zRK3~(JU^)y0A0LP{ugDQ@)m1@0{!EDy_Nnd^KW0FWhwqSN&n4#e>2o?sfT4vdLljYFhqNV)sPU6Zv0x{$}qbTFZw@Alfk3(Q1AjZTD z5gD>F1m(#1NXudJVV6VYL*_$gBQnN(4FMVwG{opg(qW~+w0hz+#MfabBhZE<2Ld%j z>xh;R;)Xa4c^iV9$XF2$M4^fZ>JZ$!j^GIFAbF53kUuOI-vmR2r2^vMTKG><4si|6 z_nCp0BE}-P2aJX^967Qi?g{7=+Lt5hCw2P~J2<++G8ZH|?R_OG7k9@Dfe?zBjkktu*(;T~6L2$K&h7iN-h6 zlSjozhY<$RQ;KZGbTN9YT&7MNm#qv#wQK$s*g!M4ybpI07(UydIzE(;kh>R2m~-=J zYTPtj^W^|~5Ajg2x<*r=R!g>E+7l_dSLD#7GbRxoY{=J5ll*5{tlsD zQm9Lpy%J^EW3S?P!E8|Sk_yXtg@3fMp;tlNsh5fqs+ z1kTD=RH7>;s8-A9SF)p8m6c2LAgC&=mZl$QREoN$@P7bJ24kQsZ$Mtr{!j~OQ$${e zhobmCE|a&fxz1;IzV_~3SvuH4ch;K>N62@qaaZ4O+ua*Z_X#<=W4!O))L-I`XO?aW zBl^d5xA@QazeLn7PwTRTT;nyx=-Y6Yu%Cq2LW64#z_n+2^xUe>J*{Vlu@P8i(;z1@2u6avEgQKvrhm?yq% z!p44a5Jq%@s}LpJGM2zAhNKV?fb-&QK^mEGmd7~%RZ_~aW?BbS>98O ztPQro6zVh^pLKWA9Sa?n=GGz|$4DlmgVH7kL=&qyHVckSq`}G6bA{~9qEk~yOF`|7 z$oLUR!`iFZ$n{#<3s)`%MkbS;8ONLhZq;Ncqs+Ocd%vweB0H#*^euOw|5^NAm!V9R zXT!wTy0$VYPjG~vhP^1;+ztuZxPs(@y}&MmhWp;~>Q%ecBPA0d1n+_0k$`LuPdCB8w0nY7B z$|&qXmFVa$==iqPe87v@;W*_}hP78ba>KBN9tm6v7icN2qgXq?vmbHC2Xt(yb|~q1 zv(}sojrb+yaQ~X}uMGMW@<1NEV)?}8hHIvzHuRLtsz57`XJ2+*m3OrpT#|f{+fhH( zDydmg5y63xGagYl^fKkZiQLIshFIS#ujVt;W|Ma2fqM?Pd#Zw^g&T97C?6)Ol+Gm6n;{|=l(ibLCPo6#uvaR(|{TFsW+W4KzK zTzl;g&@6Rj#1H8>fX}YrU;I4lFKBd%63(Bjb2M5JyIH1q!KasE?C^z0%mkO>DgMe5 za?LWuywhavU7`2tML%zwS#wYwh$-zxTiy_2!}k7AV+D>6r;1JF_UjxSBITDa4wEMn zZTEnip9w~M2XjmNcFno%ro&2`%I!NNcGHBd#WeLKMWy9c=@sO0?>F04lir6qT;jw? zGP{6}azY*H<_0CB2hlkp)}lb#XlSNjaU29m#SZV7NLTEGTYUFP+Au4J2uuyj4@m1UVJS zSF~~m6TejU+?*|~;dK!QN5AZ(ciy))=39J;?ZK@}=ic6M`8T*9`C$Hod#!iIO&E=F z>J{NCoBucGe}Zv419|6c?|ghBk3XShAg*V* zpe~+CG8=}xUt-i1Dn+zlH1*|z&LXbTp8k2tJ!EF}*m=@q&Xwo??C=+PXQI~5S12I@ zIe$ejZFoMgf97Xx;ghsFA2B51rqO?E9=`PR$@))kdIF69*Jy<6p0w`1nH4LPLarVf z@=l`m+Q@z3Me=mFdvmmiEuvL%gaS303FIM=2%En__r4SZ7_r-OBr znbZuIJ>>xHEj}I^A|6II-OEapL*s0BfKO%mO92qS8U(*OPt3lU3_7Y*L7~0c$9@MB z%r&ZuvvHVJ7&uZXB3=$o&K)!2rQ`gC{A+6}@8*pW%yc;2!=L&lKSXR%BIuRS+Ae>5 z@({&up2?-W;LyGBq?nJ3(Y@pA@Sc<4WYu}7fuEDmn?y{_;x;(^7Vi->w#3g~O#9&C z!u1LIbcp4h#-uE->oV!~^Cm)Odcc67Qy)|uIe zsNu%-#qr(PROo%*eXuVdqpS8sPg4}~AlZF$h{<8Q*k;&YZr^t49RBlK)3$(*62vvRr67X(X)@e&1QO>>KR_W{z1l{7LlaAq=a#b6C@ z@TL6&z$5yUJ`UF&I>qdaG?G{uB}>}@RG())FsRIl(SJxkoE$*m%GpTON->oPLK`hf z4%5roZCe}r;m$S;Ho)w;ykc|+Q)I7!GoOxN|Ly_=z` zfJv>B8CkJwrD|v}54dTSb{#eA@~48-s0D~ymB+(E#CizXi}}(etA8nUq5TM815h$Xy;on3FQ0Qn6r{(J z3gqIYrQ_l?Fs-8_xtv!c1o6fZ5iJXcc%Kr8? zxOhyhy&`QFWbJ+^rJaKTdYsfV`fEz17n@vYE6F$AuM=-M)#}mb6{2?T+fsVu{IIb1 z>6C>%%p?qbpo~p7Uc2APuAlejJ2cM;-+Ckt?@?!^JA4jl0D!Mgp3E``#qe{_)ag%Z zia%+s)Q#*Raqg-4C_i8nGS*{<(#!Xq-b?*nVkyhF+LO^OX9La|Il#=ZI*NXQVblll zG9vwB056X88w$GeP1U>I)vON5ZqmkVeghq;25hdQ?-%zxa$4_goc6IPyE0SG6_x+q zh?+R6DVjK%Dm=vfbkzv8rnMMDUp`VxX*s0mc$f$G?bzzH7emDk1C3+(5LdB&u}87< zm~Oowjop)8?(V(_v6uwvrjjlnT{aRV8@%%>da~8Mp98`aJ)YY8sLrKd!yEYzy)?dP zYE=H{OvbcwEa-x=$77FxIOSQ=vIE$P5m>NiL;}Z?l?lMg(<#)kW<19=9r1FWOm0!_ znCzTHELb+f(*B+ye8aku!ht0ZB#<}TejHmxN&6(qi20`+I$68;ib26K9G5K*mr-Ar zjtvovAtq;EjH;BNUCqADj_uv&6TF*x_emaAwyCXL@;W&?0bqg{Q{)SmJVZO2bvJEb zr@!jxTHY(AOM7WTlaw{nh1{d&79Smjl zoKJpVJ9`{bI@`_(*k#BlBhmiDTty#;+`&l-4^yuEw%;kG)L+ucdenn1TKgLmm6yU~ zUm-VGZONg)n6&L+=4`gJ+7U}99&w-X9#Zf#pt{d~w7%Q(uPo|^ng>=wR>KcK4p;eH zYj!aprfu7{ZQHhO+qP}nwr$(Co!M{L72Tuyg>wcQD`Iz{+6P6kR~^>O*oRzlIb3^f zz?#cd##qEoMlpaI*P2$VPyHJnyd~$(I@ud((r7)Q**q_T3;6G$(|zS_&lR38bQF;8 z7HPeM>(T`ihn(Y5%T-L)>7ot60ZO4br9@E9Tl^tg@ea7_OosKXco9hb3Vrf&66qwK zOO`=k>k?Qa7-}Mk4xg3X*__-x>XU61YoBBn+`4*J83 zqJrVP{B$xSi(*#~uRoiRIs$;h;sgR%S%^b4S8rzQWUNAI1x$jW$d6A=)1H%;ap=?| z%1!-<+2Ur%7*H>yMz*d(t~8(VHYSWxPEM52GI0qK{fRQnk{`cKDp_fjajAi*&73r2 z&tr_+X4O{b3^uNcQOj!Bt=yJRp4^}?N3)D~O|hHaI=IJ@1%zy6tMu{V99A}r?U!a) z^evn=J*<4ZV^Wd2S95ggFrC{o>NDA;*OiU9)u)i4Jp(_>-w6yADMSbRt9Sebc~3)WZLzHaa?{8@h^jW{5CItyo__2#Bn%-X1xW z8RC?uZ)~2_zA2wcdn5URJB7Ae@f>7)94hGt!So{6COEE!AgNG|-FoT#rArY+5H=Ai zM?@!A&;(<2HX*zF;R9si5PTiuPO=rkS#G+-WGuI3Qz9yCRfNOz{owR_eHmkGWou%$ z@;n1WB0|BmnF8f+cBe`5N+hX6g&(%;Uh($J}jd?yx^-F76nmQ4z-N@ck89dYH3Z4W6vJNy&oYbd$n)`e#y{ zebc(xck=d3QL z%^hkUXB`8g>PQWW9p+JIgzxExyB%BzJv3WzX;Y3-lUeD(gmd~GrO@0~Oo(606YIEM&?BGTb0Q3(P%zIyKKi&c^V2iXc20DIqN<-R>%HLQKmS zl0j9iry%KRPv(;F*f_s$0B%$Mz}`S%<>Fqq^td<0Y|PR9?Cw{kZei}j$68nlhwFT8 z1u$q6WsM9Vx_-A}lJoT044U6kq`VC+Lt=sZ`% zQQTd+6DL}Th3}HHPK`;GTDPEj(@7LklQ9#MaB$5z!1mjAb=l_){aF0`;!R#BqZn_D zE`y803sYD?T4v?5MV`a7e0lLMQip5lZ1SGA^9{{p+i>xmOEYujnn`uIalc6u{W&Ua zgeUTj6m)-NN}>oa6XeeYZmPK>n3dMjR;QqBwiU0P+5$? zz#3c~tCjkA8YO+EGu3%tuI8Z2bV2enQo2vX!h%^dZEa6~*r#abjSf!wB6gb}qcd@h z3U+{iB5EB82_6nUpe5amFP>9l6k}>lv)kL+)bT{DRZI+{O?`3Z*UzWSXRWU-C@n4E zEhqhV76;^T>Rz4lQp6h}bRvcCTRo6mhNcPoO)-8m*7L3uZbFP(BgwJU?b4GTQk+vVtdS|ijznE6zV@be$F9tKAoA)%>h_?Im7wC8xORa|_$*L8E$-sp#^HuLABt_h)pk7x+!tNYF^p0d-kG z+Qg0)LC1i@!qYb>0Xa5Lqy5D*Kt;f5I;wq&OM&qK4H$u!IiRs1Z$3#yUSW4fy#=*A zH)cI%AC%_Hs?v+PEy=^_pqL2fFSiYjXRm5=()UtPf(Fgvxyx}m^9^xuwHXjqGc)Q; zl$~1GaoiBw<7EsZkE?Ypl@jGNAOBuG9xWdK8D!_Ievhejs-`%|ZRV17@A|rAdi7e@ z9nWx+cq~hXDKunQE%wb)9e*s$+!v*idT1r(w4J{`gD?1tD zzV-c5<8_i#jM9neCU~DO_wL_P+9B(x+jNJbL86?&*yIUEpP9J7p1uqo?G9{cK|?XxX+V8zk2;>!W3X@ls5lrJmn&x)0`Vu^imDeK5jEZw|Yu; zIEPi33~cnHE7tH3@KAYju6<3OEJ?APrk}|{S5~#bH!h%pXzb{K6wr_LGUsE4=0fD6 zG`U;<8t~^X>NS!{%F(JneocP95bT+fQlHWjQfdZt+fq-KwMnW0TFHTaW`A|~o%#$p zuh3I8D@e+Q6&b}??TX7C_J}^r{u={*N7-1%Q^!-l{e}91uVbqa_W=mmWOA;G(l#N} ztq@^bN1=_qio1)kYw%lS|*U`e01=lySyF|PnWrb!!C5=-;NcG+K@}LlyB9xP>GJG+7#c2vLQfZ3c z6V$cErZ1$meph-d&ZK2!lry( zm(ld_G;~l%q6d`{Mn$7%aT+(Fk9`qzj>ICNb^_^M{SlTgRUP%9!46kCA@F~!#b#n+RviGcwP$gBhLtMUT{ zbriI$s&rPiJiFF+TX*}szF=^EPp~v=ZhGGIZlCy`=;adaIL^Ayc&6S62uI_{gb5L@ zdX}7)T65&CH*fE-uyJs(OCz5=7Kvy%rO~w~X7JlH2yYW4fXT4NI=bwaMxUTQnE1;6 zx+TBC1){$$1P*lQMcl#UM(hj$d^`G1M8n4r2nDGr5p|GuP<`IYM56L?<3zZBhmoLo zj+QGRD(}H-zU8P?tK-9pC;e~|yeOC}@6|uJzX>D|aLQs8hAq)1+{lp~ZGr`Bl|`tI zbG3Zltk)Z5dHr@$bsk+J)kOsDo445*h&53t-xNY94Ot?`PA1!dJ)Y_Gjtd+b3@B?T zX;quVe*;Bvsn^O;3Mjk96A&xqp@5)HEJXyPC5r~~PAFrzxe3@+tH6`2j*ctW=g)`f z1-O58Fwm+}s*n!v-Jx*@v_3{HnltBtQ#7f@5Pf>O{T39k5UNp*EtTEXam$98h7JXh zK&)-O$&U>vV>mh4QKm+;Dv*?oD2XkV8xHy;^vLDpgTcsxMW~pK zz97rLP4m8atAbW8&zBoo9E_T7C)6xhBF#?<_q^}xJV4+k?iNLEiO}93zw*EZk6B~Y z#i>2@VIBYvIBbK~)7Ay93BMzHgzuAq(~JpKj`4fPf+Gk>k(9zKhJ%8!1dx`%DIVY- z=m+4b8FJ#0nj*v^I)=Fo0Um&NZzK#69*`f%4FA)yhHP~aclg|3va<6R%!>b)C;leQN=d|hhZ1P4*n^JVYkAHLXbiG!LU6O=V`aTFFeJ2kGc(#bdC4Q(gFifIO?2hmKw*F+Bj6 z`IL1mEtTmXSQS*$jm1L9=1s^7bk?S?A*ZE-PRj5Yd70I5(nZY2GFj<%ga&55wTtM6 z#>vDt1!A?T{aNzPLA|*D;4ShyC%~oJOY+fY8_OX&;zwEzStXi?O!~O;ga>QCv(1f$ zcUBau(rcHw4vH^aj@AdwrFwB@>$^Jcik(3akTFoOw`(~!*A^Dm&^8bbZ$Hg^OP@hK z>wVg$7P%5`<#zND5j@W)7ZP z^rP!A>M^eAI|pgbxX6d*iJG%1IO}jgr-RC%H_WJpkdz>5YCO|Iu+h|QF1$}GhPv&H zB^hKf;TO=CF#AfEDxDp}{_ThA4j9_VfKuEpkvOw0VnoNt!>Uj(XHC(}fUt)0 zRk3X*fN46NwA{8GFn-M>w!K#{>VYrYz)7B{(eM0c?yqZpWX1w|9G^>EZtGdCXD(O1 zDSb(Z_&sBtezUMT!?klolrE}X%p01C=PN1nT$o#U?BL0pk!6H{GjCzbl0F5qkSY@+ z0d0_f4qkR=ecOe7>Q4u)H)O$Qwox%==nOeYTGYDW^Z+kch!D8gKtijX;^K?D<+Jao zD_fR%YW@U(%IJUq1?i3(IetTf2W5(k-SpG{#M4 zSbQ73;D?W`@s0v*!EwICmt%73L9PZT7*5bIew5g5J+41`y20H!s_knzy8Eo&I^NkH zSQq7P^Ebk`KVJpi^uVRI+eUs}Mk-nZcB9ldcLN3Mg(4~%BM;c_>mW8|gGXV%r)21~zqFstOP+tW|{ViBr zgbn+wxo+$8{-KgcLO#7O6{U!HGW59qJIh2Q4`ozhfd%YAnQG0V1p7*u8fY@dUS#aK zTXS{G#%Ov#cDqT|8ncKVx7Qer(qT6D2+uj@s9SCjo7T;t_gSj z5FqO@v}wR`D-@&M6?FRNp)l@rlh&P`*Xs@OM}Fry@CBy9#U7QjQkQG;*os>IfXywK|f;a03_ z&%Nmwn{|h*T_;Ge=&KuOC5?JqAD>&Zmh~NsU%W=h@mdA%%Nhpn8wYVv)-Z}<$_|Td z_`!Iq)sRLklu<%EZx(Daa(49rQ-p<~lTJ&rfKGI6KfnFYl}V(|hGEUnH<_QN8C;@q zSQ%_aFmc;xC4-47KQqKos$#_#ImT>W`ML7ht5uZZ;ye2!xjCiZ9hP z)kfK7*=G1;F{$i++Q$5*?pg!t8ZD*ECif+pW5VgvSHc)L{*Fj4}V6&=-O) zC+@h#9Dz=3|5vSD{y`S+g!3`>pt>(fNNCcQP21Si0WKe;c@9gqB2}2FVW&kN$V^&B zeeV^D^!XqD!h+kLL0#{z2bOOj-3r?)v@MqI%J>}pQ&dcqG-$M9KR`6%UwevT;!fx< zpcO8)iI`g=d`4bsZcv+moD-e|R*ece3NyfOHOBVZpW+T@I@}ZD>h)HeS)CdoT_~_P z3mLMZWnmx`SI+q&JR=NMeW=m`wI^mJ20`&zHO^_1J!q^+*2`;)bXqas%q*3vrqZ-Q zza_zF^U|?FbdY*=f*de##)m^HpJnl+oZMW5q)GF!+WI1BJ}0sBEnBGW(v*9`8ihF% zoR*F2Xh3TC5b-A2fH5P64D}9j4vJPikRbka_m&_5*@j^S>l%=Y$Rd!6r zE$BZKU+I3iM#Td42P656gn<0Y8 zC0o1-W~-^9u6Ir65CI7C=7!#acNHwJ;B8ZBmJ%UO(p6Td6n;TZUsuJ#3HA8Aygc|a ziSgOqsaCJh@;^A;4>IS*osy(GA7@R9d5hZgR*WXMQ|nND`OF^%GGEy_N8EE&Ncq?? zUJK?dMTKtLs4jl6{4!Bh$t2_`2nFiK^N@+BAT>Tw87Sus9>NHVR)D`utfKC@?`-w_r{7aM^JKlGm`^e z)QegBy*}#B=oKbHwzM|+eB@Qs;PbXV9FK?oF7+0d@NaCMOW3v_x*5K4Da{Nt%c9MF zlgrDEBsP<>0=^b8jpo3Mq<*W`B$BYlsq~ka-x4hQ8g&jol(??FGPw_Lgs|g*X$~DH z=IbKe_2wsw4bJs-OdrBGB!Wv9Jo`JBsCcMa%wdqU1hWwRkG%L6BHAb)1o)l8DQTA6r{`gg4OeJ>R6+MuXD9StHf0;S2GD7Pe=k# z9^OxW2T6rcouO1>|Ak!P9vTNPCW z4xms_B@I~P`goH`)^jxQf>-cPqSCTboQZ4kPH_-P#GgjyjZA8qE6zvcTj5zJv@jR- zw+bR!qN#XM;TRyKWR1#KC05I$WKWd!MQB_1G;G2I4BjWH(OH_!8pdT z$IcHYZoNOXc4I*}teLdP+GJ>jg2d+)!%a55ocInbuh)3soqcAS9vGXjxO&08w}!C! zU)lD9)u_3XxO^~kJm*Uni(gZ%*mT`@$XYAGJtTQhmC`7|?h$n)s3$2IvUScy=k?{l zIIo%0p;KI^j`=smwzk|{GN@4a9>puP5%;8;ju)ZT!_-4leZ8=ugH;qMC5&AfUV7-< z0`sTI-uyS?7kM3Z%Q9ZEq+*JP$z=5WLPgBD_96Y8r8yyZsvG< z<|p*l;X0Vio3KhREU-;Y%+Sxxx*-?Hj_Mu`DOAvg&+v8{FO0v3mz$dvAATLY_0M#! z96mDpATUW8RJpeb_Siy0I1SZnZ3DOu(f82XKp%IM*5b$z@&N2G;37ieAAyRcp3s#f=_ z^d7z1VTeSp_eT9Yh2v1e1S*}Wjo*r%ZmJCHIH&R`ME{t;b?cT{CjX6EdAqPO3g20- zs0CmRAZ3H}zQ6bhJ*v_kkh9q?^9mNOdx(-zV&+_apq+r_Dy7qX1$N&olsYkB=213Rg~hUV06&?5*)9%>G_ACWUka^7wgP5cR< z7LFZk6VqxvmRHyz4|C|2X}qg+VD;X2tlDVwc-!P5oP^&$9h8sQ9b|}=5mkcYqYl9| zJadICml05~C?*LEX2o&{84{c!kk^<{U?uQF3Q6kh{>tToqB$;pM20w`N9I_?xQ>;OUgo45)$(&nx4aHOH zDuxt8n7YA}&|coi--?==ZlqBA`@Xjw9JPcCj_7 z1S_je(z};msnmB|pAnqSD^5+Ss>m)#u#l+yhAJ-E=Y;+tI*09=p?Wo<5%Kh8CI((I zMmsfHQ-i*O0rMHuLfS*OG&5c!H?tc*KbKI$|0MABNKKPab+R7LJnxBp3cL;b2JjXS z>$VJkQ*iL*I`=*G{WN~E2OcQ1yBVm8mFb-GB9fQUxhSs-GuTU{Ep7oYci{5J->{wh zA}T^bBQtQ{d-dN(sWy^JUaI%@kES7xpF(_(oPezG;x=hA+0WM&&ohGF6}H2d%DI{P zxwL>eLtO&uaf+yN#-xm@KG?po)>;P9(23nY&%{IR@#;b}2K@z(NN?5^@?O0xghaE% zZ`TQPSf0nHr9b|{ec;;z+~x+UXBI~nfdr%Tzo2Zi2fodaZOI9|4~dk{Cpy*AdUKmF z;)z7n%*$gpA{L{zwpLtASLCL;XSEa+G!?+D)geCOgeSuq(VTiCyeSIbfb6ecspp)0 ziRr#th&QH-&!=MsR}apy@|MdqzRu2sEQ%kp*}<4X{)$UbcGFH`c}bgyM&xhFir3!R z-2>DSON>6uI*RcKM$x~YgRG&`_Pf!|dhp4=}+zz=< z)iAU_^gGP6zFDOYR!?LZTOKEsed4=wQ2_usK*qnje62j*Frk5)D?O`68e|4k?@H<% z12@_#wjH^bg>}C9LTqY(T*i9A)EL&YG;mdJ5m-}Y49tgy(x%fGCXo;kR;`1Sf?BM5 z3X!?5hmR~LU#ca%_~yhsU%whu$d<1j!I&x#PrQgxS;vd3A#Wh>P@M|tF6z?xbe(<(k8(r^~v>k=Bj&t5}OBj$8Emt z!GIHg#qv;8A`!4(pFjVn^7wZ`hW#u*xOcWv}A0`YI?NPRx~!`)E|@-CX<_z z6O>a}s3jrZC@u>e-+#F+ija@x4VvdOOd90$mogv+-RTq1Q;JuwPmInn8$=qTUuI-x zBqk({ARM9Df!E#B-9R51z2q4TD4CK2qA6Qa*o{c24sa85^v3&0v(!|!16wgLql?yE zpJ}=KrQk7zG_>U*S_C6c=tBV9cCqwzOX?PsQdP?J<`d`MH?TLa;3<&n?&6N-aF1GPl=`bUqhOA|)@_{)@x8xPfdq01XST$#_j&l-R5^;gxO8B#SS~K58Asrvl0eQ5y z3F=vqva0N}2AeX;_j6Ah5)BoZF;g4j2ks0AUR`SJy7@t%Sun9%v?zJTLL?sx8(VP3 zw?osus(~f>^;(1nG(9Yq>ax2tY~=kHuU3-Jmri;SnWFNN2Cr?pd)I%65T;jpQHULVe19^$hv+B5!#^jZ#8? zphJA9<1EalntajigrB*K4GDm=~7 zQm57~SVyaPet3js$g(qN(BI|u^qI3(E6#}N$mkif`15KOG7<}6>>tV-WpUtS zk}{(;npH=qHdAG^B97&h<)ocfHRWmwaxmjg->J^)Rpd*IFg3I|r)G*|&=+MgN^h8U zA5A~VfQXLH7?(DbMprUrWC}q@znIpVwm!8P4fF`p=%+SDWk{VyG{t!0H5yr;=TT*7 zowhWEF&bNExd^3V(j<;;-~ya2J>tV%gDC$GI_@JePT(ETDaHw)ENh?E~=8 zT%*)@Np{BO$9B$E*JDT4V=Hlae7wW%kq!k9IKD)Fwu7G#HjDzP+zyk&QAw+^ogp`( zsXgp1XiT0CnsvoRU2R`%pJh>ABUFuGUY%`rTU`s59|&hnI$?FYX!M62)r_Tt+Tfwd z;mz)g_jM|y7ZDj2@q;4CVrmdB^70v4!7+VxtP?!(Iba~$A!&URw;r$7JC_{;o1IQW z9ZoqsZ@`OWw`m<>G6U9BGm&;RlINLswZ2WSRN|Fr<$}ItwU1Ch`b+=@p8q)wXbyBBf)+?fJ$3D%-WqcWL4s zs2Z`9@dTPI2%5h>1ML$31yFWf;}2@HMbJzKBkvC$5gHxCD7_kd9?z!;MCgLphP1sANsZ&XM@JczXLr~LgSPj5f=(QnS=d%Awk`};T z{zNA&=+@IDCTP44>wh?UG52e*3q5`B?r7O1WH{rsm=}u{*+Y~rq+n|q*9^eZsE4Ci zb1Z{_BgA9oq4v2oNC^s?I;*OalCztbXlBTRj6KTXp6b#z#EXIj`SJ54PcWp>RE42- zxXwVgJcRHnTLQ9pho1XMuj1DPYU0_2%Yzd~oQ%C>{~i2B6k-28d%j&@-GhXMGTkB( z8P;F-jO5Bdps;{ZWdf7SQb|yfbNQ6MFxtcMZ8h-2R<+tRZwUv67fC2OT4D}6{=Uf5 z-g~?UpLDzi4zhBHfHv9fv$i};^uG9z_?YK!)Eoefz&9rh*sS4prQX72)%KIz=FW@> zOG2yJw7t~C)!?qzGr#bQ%3597kOSW)IqBLuf`>osqFtgDPd`sOOU40!AAet+$ChdQ z_CGyYv2t?OHO1eBzC{Jj9-p8b3$du7Dbzqi#5`pE9f@K`CH?*$SD+dhFCXerjJ`FG zP>~+J0;H!MLACOj^u^`t2NBRv(Pj(B^GPQj;wL2zw9%KS^m7lg*AKzhU4*HB)o%l2 zfC2dWU~Mb8hB%%FQ!J`g#cQsz zkxaG3OB!&1OSL5Ob} zeY{XE4?WD`71gH3moG(m_PpnAz8~JCJT9%7leguxkI!0! z=)-w+4z5JFY`Dn(CkQJI!gTqyp6B08hnGWIa8~?hGsaRXM5fcNR0_MRx z!k7UC;avDtlKfGq8%VFb$9eHNwW;4-m6efMpgh(ip5{e&lyow3WY+G;k}%!m87){X z?(uu>oxsYS_j<=VPoqYabnHXC+TQ^%WT5wST800WEot$=9lmd=8d$OUqp*El0Ak0D z%HjTys~;+4Bn5TF^tWxXXJ7Wt`@BAZskL^EOHCkT)Z{dk^mA!!x>zl%)%m?0PjZg= zlJ>1dW0w`Lmk7h?xyWt1uJs!nn`h8@YFaDSCYW7s7t^xBGOIR9}s5CNP{#+#i%Y) zn&+#?e=)K;y9alvXFr3_*dv^PW3(hhlXMPZGrWSKzH~)U95h!Mrep3bC)%-`%b?9- zCUcaaYw>Bz8#7}S1^=@Nn7X0>=vlaV>8hKo|23(06jq4E%`F+Ge5{MjM5c|!tS^Uq**o!-Eu4jWBQs_pK@LCVnm1{K28rz zLuUjen%!lM-u_QJ>`3GIme*HOqTZzJ2KxYJ`aS07AowQr_vmfKH~QjX%YvJE1@qUd z;j*Hd1|2b27(Af*A1%iclO#YH9i%w=(qK(Cv6@7=@% z%obPzYp?y1u9IkxJ;jf!Hh*$U7$keTri!LRXi zoA5{+i`;o#Z8~Y`A|3?_BbC3oOwiTO@;|ktiKD{9x+#GyD^1y)A}-2Z95GW--SMS zO2068*zkNbvf5$hX}?KBe40v%O?h*UyH!Wh-?;fn=uO1&J7OIcr1)U73byPVpya6~l)ykdyC__Q>HTuhXG3#jcwq}E=JjUa_=1qYynV~U#!wGT-} zRfTyk7tD6}isxe*$ngD!GqdPNK^`Tj(zkHTr=^iKzmrxBP3Dt>A;AoDcq7qBA5!OmyO9#p7?-EOwZZ|dmTuk56!u=q z1J0~%>Rp|-U)Noj7MtD9x#KSJe9ggT*_wUeX8Io4Erw)RXI6A__&gjd8AW-bW=_;^ z=+Kk342m;h*DD!gLUb-uQgq5w&hU8}2DwlYQ`}WZ3cHGE<@#b5Pnz8T$hit??*`pK zk0rL;MT6|qQQLElY&UUND{^64Z=X>?y-8^^AA!xvkD#Ynw7Hba5G6N|*Md1POw4RO z9B(KpL65zh*vr5p=|H%!uFw@#THV23Er>RgZ7*hl!{R=s%>0V;%xKj&yXZ8Uj4>FI zCL0t)J&jcu+!z-9g2=84mw#5?jn&uj=f&p+DxRnvJ4kK3TpcEGqzH-D`WQXy<&voU_k;WWqZ<>27OYR!M+Gqf{2 z@kt)+#Zc{JZg`}m?vQCU)7E(Amy1J}i*_{;j z?M`(#JRS#2j%u}ljlmN-v~IFFmM(`S04SlhHY=~Dpblv5eahjYKDXrgT$*KUk!bb= zF9DOAy>}Qwe@=psrh-}aPmvG?3W}cPh&?f`c)15btSeBRKI^w})EfBqxV(Q2D-3)1 z2j8Hxm5N+fyMHwv1Cn~)nixL6t&0v;4qpY{7*OzF>rPFaK1GjQEdxKl`8ib22axA zq}<7*P?I`7-wp9iz6?$-JTba#f?+e@o-DW0uF>A?nLV`jsJzR6FuP4-KS$QB=8qF1 zgj6J`9MFd%mUSmYqw#thEtvCUmYv;>%x}W(5T(u~4faX&Gn+BvbLfEkYuQI~(}f}> z_3nfG*Z1XP{}`J{un7a6u=*Q8d6ScLE7aEaEx0kq^Jt02Rup@y?$$Gmz@&<SR9YltPED&k+4C|4XoI%>o;@YakVGefAM{zkKV=_*H7m>UAUNKPK$E-y91> zo~KRY?t^}OXfE<+UwHHC^)&GrTP5`b zef1J|Nr=YPIRmFVm)#%jc&|PH#=tB0Bkw);Evu%m!u&gnMkQNn&ts2F?&S!p9;UQ( ztP#_@I?-e8VQgylp!5VR_+{fMDY+_L=DRIIyR|&6O(VTxxP<3d8<>xI=s3E62rnh9 z)gI9t>O-EMpIhLy2Rg(*@M{=*$j#^LW^n7RLgZ^HZ?7La(>H_-GWK3qHh#l-3q}N- z^5o`hnJ}j)3r4rtsHi2!9qlEd0d9TT<>|(Vo3S6@0H?yP`~PeQ2SeUaVc!D8h=X#T zBGz`i^m5OUKsk->##_;uwo$`^Pgzhu>%G^wqz->l1-!ES!Tzc}isN&NAbP2=gN(p9 zv)Ff4PSk)>`e9rpiz4Y4_-QJJYTz8IYSRgNIn?ipLggwWNDv+K#P553m%>MxE!F)s z)sqv;MtE1`fl5{E;UhOI@Z3!o8Ogye@(w*(im}`HuFzN=I;%<02|)-=h=MLi!3rdI zM{G&XUYgdQL)(`g#t7@okUf>0S_tEI8%q^m$k%tp=dR4>qP2K^}_I2^a zfuT|Cg$yUAwG>dLv<3lri$(6nAEnx)GPOc2v9@%#wCC4Z1@I6;m1JyWb25%d#sq4E z3K$cjEz1Up4cz@KlRu}jma3;z09QrGxt_L#O_MBuknLc$vr|vIg3(4cF_2f`M8PCT zvOSwZz`VX?>_Z}$_06b_pGDB301iaU$lbsT@Z(V)?+dxBn(9?P8R9TM#Fes0G{H;t zQ+HKWVT*_M>7qhZLq2#c+$L0|pWiB`$5zod{})=c0-CuHHua>knb&=}?JYDEn|Zwr zsFHHoU-AkRYBanF@drh{|s!Rx-=&J8n9|H9REVV^?-i_6vVxk11I1YM8xk#jQ3Ypu8&kUPO(%o zw6Q8{YEs&=-D=v&-QeJQ?OM9p*r4-onT_r`yVhVo<2u{@^4a@)`}@J`^K%y#2Ol_k z`1SP?d>lx=xpE~T2A2xPVyoUGm?WQ^gY^Cc`9dG~O&{aM9bO!uMiSiH#mN3R3(xPe zoc$|<>thP#m4)w)iQ7+U|0?SL{CMpDMAS|FBaQ?=c^GdVgxp|qz+$!bR8gm-nwy(J z8sTj+7;3s&J9-&em)5vWZC}s9&c|*&;Q6+S3ZP) zKzLAx9~c6ods2O@1+#(8g!JWnzlqli)`p@X@*t-6u$lPhLT+ubo?Blx*fexUO%n|- zysf*6{^5A6aUA6=HUGpme~D$@l>7#?1J}x%F1=@>_Q)?Y zY_Q#gS&g4^GM|4PNa%f7$HW|>f_!97x1NbSMmTF;i5v{axK;I`qXm1w=FITig*ehU zr9dxFl{9MQwMcKdlUBWgC-!HFPJXMAzo}Nt91%}io5AhX{ zgjj`SJsOM?ZCaH!{YAg2j|Asu|0z{~Bq+6UP`)S|7)D&H1N}-gfMbRn>z_YBkrlj1 zzO=v|1^r7-Su`=4ZyUMtYg-*e{|zw??mb9#O-CB_91wt5;Z*n z`%DM52O@c_dPIfUs?NGwPDVhJnWk3OGEWAY0ivg@#!XJ|t3|!yHq0X1EJTlm`y zo*fg;{^C}$OD86bvV4gS@+va)Ah0f|9N)tKcP~lJc z?4LZWF0k-3Modn0TsOd7bGEY&_qI36_VP(`1kEWFjOfhA0NxMYwG-Ww0)19H{9XEo`xJk{ z@)YD4V-}Ttcba{HHnmt?N8_8%C|J?!fi3|W<$M*C-|PcF?25bzBP%9W!;;Qp?W1Bs z`}vEULAGes!6Vx%#bjvjQJr@zlut^m?`630A>iSTsKA{JCsI@T9T9Q}?-Sd5QPwS3 z1@becPRSv^MFBdwOV7$IKUTVRkn*z{jgK7xuXf?C9F|0W5_MW6ZQ&ExYQ`|TAF<*=I4$N)_ro1g;_TBUp?j7xq=9P~M_FE}Q0@9@}I zoyx%Kng&AL)gbZl%KQ>2$^|ACa3pfURw5C zE!9Tzh3&=bXI&n)eW1!Il^~rJp&s3ags-N2*01qW_k2qhebf8}v>wtlgi1_IXiycK7(`=bk+N>DMehzfK}PR%*|6ouV4N@|;S|Fc z8s;DV@FP@CSNvfnKa@k*`Yq}mBlDzwwZ96`#d34D|HIikb>{*u&7!ewW5%{^+qP}n zd1KqQ&6#Azwr$(V-skT7##v)utiMoC_ZU_ER9BC=!FPm_%AVx^nq$qkiQVz4#?Ukz z5ZpM=RX$7CisA&IQQBD_GKO%mWo;slm+>3s`8@S~GmNcu_b*H~Qd^oF?9$|Z3{h(D z55IaefZ1P;v#elmx%l~7*0-u|NoUx8k(TuNlQqPhK zVW7!Wr-b)Sh|@(1QLw36IAw!tnqSz+jPOWvqFhk!18F)^1F*IrBnAB`l)I6Lb?1*m@&R`Jh$vzPG6A++!=%`XHt)kq*kzLYGXIF zduMgm@EuaZ?3C4+#b1}j3#QRhNHFCsssno|k|&~%0aBtAWu{N}fLJ%OdSekzYhWp} z8>NQ=yMzqtqfW!YV2z3~XqqdB-1{EYZ?6lhZ#X3AWe;LnmoXR<@&?0bm|K{0K}c0M z41b0-0B8)BQZ0m5P7xf$h`%#&nFh`>osRZoqr=m~zX(c}*xEtri<@%3aqU5{USwjf z_Ap_-QJ#eI9ybEf)s?;&-?l$_>;fMMKKA0pU$YB4+tDJC ziZuG(1Yo;@v33`NApIa{_OAp(#Ff<7Ud#`QaC!M){GFOx6dN~d_>@@xwU6J)87VCu?fE zqw=k)EqH9!NbLz;l=vkxPX#w!pH7ITLTRlGhRNC~)|5b)q=KdGHA|0RfOC}(0NtzA zp+-c&{?4f87OULPf)~_bFw=`JKU=K3l-Ko2oKeSzfs01apg2)#AQj`$2=0UT+V4hblhs}($RC3&_QM;(d@k0bf%?gBvK=vBWHvb8 z`R@`_rYwDF;Y=toZcC(29+)bKY!?>i&XxVmS%ASDyQR}0((^cda#=+okR>D5 z2ti0|VJon-U{!q`Rb}m5WNT^%x()SxJ)n50O6Oql2^!1wCEiPUcJ+Cno6)(_A{^#y z^VWh`&<_pf!`YPngST5{-m!;0B4*5?p~0ePGPjg+TBAe|?0R9L0c&yQbmx{W zm&CTo?l4pwyHVuUfjW*5q^Eysvgf ztBVsgvaJLPRtQ4cM$D&C#a=m^yZh>8cSq23h1&;IAB$tD7I01EWzz#Am~P`eXEWcNOqm7Co4reV?SwqMaSFT;FM@Z zQ5BsUs4FHbo0eT&Ul0c5&TiSY`qNlikx-=_?ZX@fuTl$ZQENIlAKkROqhjK+-BldW#91MYoBh@Yu{>^3T*!(_#s#4yis%YT!?K`=sMW@Ojl|S!Xb+t0W7>Cu?ELx+3-+%iTns|~0 zWq^T@Dk;K5CZU4-0V4qe0};|E)?0up0f7n2U#z#j}h+pyPeBVm8j)YQww*a)*G3QK~W|2PXHCtTK( zJz;H_9*`I_HHKk^afl6ssX$L9&T*8-_3@X^dKvwIypq{UabO2!_ORhrA2D z0$cY!{RH~6{-XgB3<3di2ER2Aj`ef+n+LT?Fw4Ha(B6?hA-{BwwhL$tiBR$#U{6?2+3Y zWDU;aKE#G`&Bn>NG^AW@!SHj2lG}hYS8;XvyF6SjOZe7fJ|{m9u)SzT{|>ycs&;Ll ze2;=U3#6}3D5^gGBrQNw#AV_6)MUI{mcmk(GeWyl*y`^{;6`*D^)W2WmOp(JDTR`c zdKa3yg0K?P!h!h*gKze1B?}@odX^F{doCqHa_OlgX&sZL0_Rr>i`R;kox5JQATKD? zKZ~E2%pW%ED6mb6CgU!)D+L5045Oy@_ zqrV&cS5nNz+z+B4!QjZ2)Yu9&%UR%o!W@e;`abQ$h6A zPVU?D{6TJYd)J`X_j+NV&2A@qKU9fw53C0*sYpMwF=iZ+EJFIBm8U)ZB$zb8Ra`)N zP=8?s1fsz4-Gmh#Tx>?vp?F-N4{~U)TLf`qos&}~6d?&-V+QdD9WEH~exgZ@7NV-4Qo4qY=sY4I z{Tggihzb4E72KZY>b$iZ&hcW#q4Bmpv1JN;iCGyDW&*aB%v=N&Xuyi%h(cm6!H+?s+&aX7Tjr${9Y_MOt~y z;%v8Q3G5s%T%I~Fd5?1>IK22p-Ud*Lu?3d$NzssiPjSzJg$1HQjD1t?lTz01KV-^4uRK;3JonGvBW=`8U?PHI|?+#b1Yx4dtk&j8R%b0jR zJH6Mu2}D}L46Vg_eQ|W5m4kMpLm4`GQ_|#JQ6Mq_)+cDV;;;fzD;`$P=oQcR3vN~h@{u&rv-FjRZeznq>+Ws@sZ>O8_vtS%G^!YdrS|jn zb?pkhfjIuYs_vK^0>Qyqt1mSiYLJDcwT=3-tc~Xkaw~R=a!W^R^|em8{u5b)rL32D ztrVcvYhrC>VrRfGi~5Q=$F}tUwlZ0)6_8E*53Y6wA%&UHlFD^RQ4sSD(3;q|*@frS z!Ae(8VhG*wGmKy<4l543bOj4FzAU~a*r<0n+7LQ^Mp?(rZMYu`AAs(u53-5#v~8fW z2(>^i$$rifd#KEg3_MU8B!ogU1JMGuH|_o+R;<|}nGQk+ho3iI>!ERuf|JJ@-?yB}FT?h=_(w!#Gt~ zG^c!U9ne&>02!sy-qvyyuAD=s^x$&Ox5x`L;;fy3BY8*Pw__lwU7MQa7skAr(!eYt<0o}J`ior9N_W0;nr1sTu$PB3~So_rID zJCERfLo-Z<{m7<%;RD1Wejak9@p=oaL2cooG*#AxLID@u^(2J8Jv@jP{z>FqeJO0Yu+ zD+Xk?ACB<3@-4Kjm2)R3WsTb#^P+)fRRbwT%zalGrrTrDT24nA$gh z;JpTedoxcr_SzLKPcu1k71Rbwd#mBRJ~iDA3Ad@C zZsp0t$)x!GDF4m(VJW=8ridS&z67Qukdc;_s#wDMiEmC-FRRK|@Rc1Gh&D(SUS(cz z%Ax^A5af>-l*-RhnkV)J#Qw~5$WRlEa(lML>Fue(sc<+9qO~1R@g*jWHz!{G$Q$xmX$i@r? z;uI;DXK4%t|8k6~8MEwl44UM_K;$xxDrf)IkmRC2Z`orq&i>sR9ULjUxWF*S-}a;t zmZ7-Eq9xZ3z$oI5TfTC%D!1OvcMPW^A^a5>hHMCcIzaJ<(M&K6Jvx^4A-mYL{IO>6 z)2%}^E+pcL|HY6jMZlcxnAQ!wM;e-qmGO0ap~-2wM==r5@nr#Mn7 zbq=uqv2<^He|q@R5@?M`3c{X%wV8L#kP01568g96+otTLg0m%UKIyWH$=}*n*3^t_ zE#{#eocQ8$*!^RzrsS@k8ZrnN z>IdFw0E75Xh5O%l>RH*@x&CM6=4x1Z;x2a*j3hD>R|4Zc&$PtS7L-b%5&IAfr4JHh}5ZjKv2$oQ^xdpiXBC`yKofj;?u$!@quf0zJYx=jy`3Ll@RGA1xW&-T^A>z#n1lT~Ib`KLq4CH6UuQHS8)&8`8tM3&l zpu0eqXd3-q1>Nh95r05Cqk$qlYRv&=bgA$BwZNCJlUI-;JzDxC!GS~Cy~{gu6p=wB z0(8{_c+%QmoIX(^I@Af%vs{Lhdq7F&v9l1c0sRT=f|w0 zqjDQ-oi%d!h{>x_bwj?9O{3eI$(r|-lP%~ASR43eG?~d}1DY*Q8|Y@(^}iQGpGH4T z>NY}|Aq3-y23K0t$-hmFJ|_FEP@nwl!xvg99b-uC)O8N`Bmkdvi8TX9?X((w;}MPn z6&b{xdjOAlx}DBSlyapQI8vpVdTpdmixTvKPeiXpn=X!zL3LyFWvWR{h5PrW6mE$|7k}wsjCr!-eutA*BT>P^V`jj4Kl5l2hAMi24t<)!4t=U~ zAd2nyWUD0~*pKu4ix6KuxXh}&dmySBz@Pqz6k_N1G*1dn$rm;)kIYmRolzX9qHB%Z zn)0E9;@kEK*E}_GR|7WWUdFR_|Af7K#mhfg)PSpcyy@f$!8d$;*fHxpnw8J9lDX>$ z);7RW^dvI+NR2q;|MtF?_?nVG5!KwvH{u9nklgb)+9N__IdwkztJzj^Q*fR^ZzAtq z_5!E;!6^2pR6sVkJzjxtuCF?CZC#fgX7z5j$M=|I2M=!LCDk8(Q5dRaULfNa_|AJ(RnNgI?d0qNPm{92;@W(HeL1T~5)My`6)=r5UGd}hamHeaQrROCSS-A?d^?fZNI17lD zoX_|oo`c6wXnna=PDx(j_H&`3Nq2J0@D){S`X>4d4v|gb5wk>82qR$BPRXYj*;=xq zwdz83O2Oe6Im-70`GZ?$WL_FgtLl%q|0NW0QFTFmrPqK|+&`4_eeel_7_;lgM}ea* zQ~aMm8lWR7EH3VG+M6w=nHs@7P|fQVY4ZJQsM$ENw@fU23MDJ+_tk}#gi&||1&(LZ zeF2ZuuEW@Ph90KnS7VWHo8h#or!6^w?N84^_xlsMCBQl%|5ZalmSO8g4SQ~(vRoOE-EdwfNSY*y-HWTX~?!akRf zQN}8Q$+d}yipe31g+m%kRA}i&834UvC5gcaw!EL1=KYUxJn?qX zX=5L}4Ov;2T-?1Kzm8{*Y@qexI?<@_M5Rg%a1X)?nw=^xa{;0JIV4r{)p8I-v9MQf zc>WG(8b!o{&z392KFR=@2Q#(6YWQirv8_&Ic|JaC~@bsZ@fBFR2K19n}K< z;^Doj0BWyrfNz>u>|&Iz$J(aSuI)Vvd3KGw#Vm;Ov{f-iyYC#2JIEOS**usTy#3$B zg}GaRXK?5SO;vgb!jgKiSlMQW2E7Vpi&+jEN2Kq1$o`^PfveMX;i}g z6c~dGzgTY1>#^8johRxKdi${xPyuUg_&9|0fbfPDfSmLuv8i+W4uf6AlN4WS0%WEd z7nxP(@h35MfcME6gBL%P;6Ne;(GpHBjJ4qHGMi0)Vl->mpTdqRpojY-jd*3+rM@+e zo#R2tq82Wbs5T5Va240_evsqmpaH`b(Xt z=!*yHP6Y6R%DO^gXq+5>g-wRa$55UlxIjci>@Vv)5EvSc(!(XxB`ow**i>cK()uxR080K6pMMVnB0 zzTn{+$W+bygMd?i<0#=9ObbV)3KXk`3>>SU;4}?nkoE2T_GmPqS^1*^J(TAFCKwa( z5_h?WnX`&BBb!83{l?oh;SaP2fCVbnb8Sv@s2WV@_{6m_=?x+gxSoK^ku#nvWpwLy z0l6M*Q{cAbz+0c!BQb}YX>k>{W7SSn7n24{o}gK+H{|ZD4sx^4*305-`kd=wt5jtO zH1Lxb!VP7thAnz@sk{31JPe|-6a;M-49ILcbJO45pC_%)ELcOrwb0bTBcd|2t(u}P z-|u#Mk|hxG0^TxyLfeXV+Atbgq);p_YoR}k10t7#9m=4%2rNs)n>f_tEGwl)R}#5| z01XWghOP6j;yJW?c^wM4XL_wd=njpt&6JjPmdX1Yi^esXxmbKoLBlzIDDlFiRN+eC z1&Hzft(OII=QuY6u+5^9Zje*Pd58TYb@C41BMkhyu-7=6Y}k6XljEvp7N!pN=D#mn zL)b7{$#Y7c1%m&a>)7otO1U{+1l9W>4AOfbejsff1-NW)LJe5Ai%HGJ4Ag%3aM2)V zfL8+S$$go`Y24kR zacJC~#@$^SmyNr-ySux)ySp_FG|59iE$6ZhVUI8zx}t0dy7H?rzSWo6~N zmR}4rJ(SYOBQSd^T4RhM(BR&s=JTkBbW3WRGmU{$`Zq=5hCmVpk#R*)QSkQF1UG9J zDW^LR^8S^cGtRkHxY#c?k^NUAQPiy;PE_Tyb`1C*a5KZdBdCefozye`0DBJr*Hgn& zU5!nVB*xQVrop{!h)ai3EXLYye7PC}}TQS-dy%f*zlvHPMIT$`g7D8+XeH&*G=SLTU3=pvYpOL#$;|wrPCi(=>Nqaa#B+qhEvq!^)1xz-6kN zWU(}xrTuKaSO$pobEP$d909-5dfCyOCj2LK8lNd&FsVe%%YrER5l;QPI5Rk|Wp|+; zQRa+ZF8Qi2>6o15+L6kPexv;~@<%wSDEQ-Y^ZujMOcwl)`IBK;V^rFmEHt=pP7=r* z>&i5$93{xmE8LDeVZ&~)+R)vY}lzhS>?eDAZ-L$+~WB*^oVz6|Wxa&n_a zWUZ2&N_E(mjO2kU+l52uyHAFQT(Q?|g!FzzZ%T+S4DBK{wpkwKDiX%BZyYd9ZkOH4 zz-`Y_p>v@sBRxnd%pVw9*|^T?0Z$p-Y9D2LQzuCfSSr@M>AEWW1Ch#CpsL^BL+S`w zm!Q~Lo`NYfm7lDQC>A~%TaF|7A=#92$hHhnFryOfUaeN20|fc;ixSGUzL``ru6O&P zZ?<&yMPa_k%ms<&Lhadap2d9KsCBq$owe;(GjR?R|NC2Q4ReDERdf|&{RoP4<|Fx? z_}=H;^=)YFqbDTpI@f=eRs6|EP(o}2s@i}bcMWj2M7-eRtn`5`oAFh%gPCXe$b;N> zy^^kKW#cBbvl6lrnDWT%V->|Lt>?d;pXdygj@sCl!*_qWhR}tPnBlv;Ux5~BP|*&= z+$pUtSNj&GeD3sO7`f(tDC!CU@f_2bx#7ZzG}ysJD*oL&BXnVuE-DetZjTol({I&h z_Vd4>BZqu=L@(dX+;8hH!)F?KLBZEEUoOr?5@lA^zg{1XEYemHIo_sG~kdjKY`Yc8&1e$hTFHs&x9g; zyBXh%ofEdbwwn8T(<(}VAw3a2;E?kyyF+TV&~Iy}%jsCNcC&fpW49h*I0wJJbW?_u z5Ra(ichq@C*RL%89{IvPXTX($!l@sL))2$fTCzLeN=7j$ZY?=Mz6)I!mV=8Efid_! ziXxAfmlvmSSElXgW~VeO#rs;x>q9riXlrIfhkA2V7_KCufs0B+8#0H$87gJ2I0RC$ zh-#~t6UPuxl3)a>5jD4FNnA*Oo7lorj|Py)pT-9IrsahtS&j|iGr-RoD~0j^>7;G_ zC6!W2ZAED&gb~6iPth0BL(FHDrv=`oj=t*GSv*gC=KxjtJha#C%1Ah)?JYn*;!+aa}I>gh|2w%SfBAEM-{Kx8GfdHNK<0 zy!GrYo*d$XUt76Q5%2C(v4p`NduNpp^#gI{{qS;QO?3`@gJ{FYTaL z)sL6=*O$NH5pwZ(A$QxC7Z<+CJs&d4W`5}7N!inPY)mVX08XfTiUvWT@j@1JzUq~Sbr9?|Eyn99ET zI%q7$lp!&2-t=$DQyG8urtsk@QRJrw=I0goxB{^}yYllj@tk7W(FF}gih)uG`=a)2 zrxq*ov~93R!9{rdY%G~JC!VOrH3cbDSxMm7^Y0EVzm!0?1HZT!^!73M{QaCnfRlN2We z!AfF4SI=>VeAmw6IDstRu!x_<5tPZ(d-DhZv7Z=Dap+*`OzBOT#PGyxcb9!DO)@L}ZRB^XqFp>idXQf@BEZi(gpF$f)ay z{Z{Z$z9+$;7#iPnLgR(Pc zOM%Y3n``;447%@Tu~{|fk2QWyy4a&zZ{-5-_5x~|o!lTzHKn?)c(M!2>cF{x=?a3n zs_ZVT4cBnJ85zR5@JBNH&vxmE!{b6tr%@}YY(o)a1-3vNYY2{{+o6|a2d-hxqf5d{+N8W|2@5L!@XZMp4%^| zbcBcWm-6s6 z?=43nqG~ow!EiZPP2TMDcI(BT9koS`U1;r_#E1Kj^Av&+4ZiTZ)Hd@5GF+u1rctTs zX7g(|{7HXB?PgY9oKni{`3C)?Nzv*g;kY1Z8{F{JsI-*^?&(g{6aQ=i#8gd7sa}TI zt8{pg{ZPG2WL1?qLS?1-k;1)v|~t4=W7@XljGcSg2HXJm1OoO zCD$vQF&8WIu(do5yjx|{A8M_Ovo-aY&#FV`=%lN3L|Vyp$%X}p?G)*fOm%Brk{`-= ztD1;ZtE%#9R&JN|ltW69JJ>?!LF#2^bTHNP2~p%F_A<*!wbZke;hec({v=29YTvZe zh78@?czi0**OB02tZ*t9MpoE08W(3bh4)k|D>h$f!yx~t9twfd_%=(oTDiAcJ0vuq zTF`}g5WmKKNf)BbienLtq|%7$ya}ouf7B}~s1qYX?;kfD2Qv|ol=>NH;g759 zCP7gMqW!HD)&a;R+IszlGvju*glD(age&L824sHqc-iouP|Jv@5kh=l%Zih(IK`!H zyIJaLekY8_z=32>p02gr=u+Pq|8V9sG!pFXjQjHL;64t2$g*{{wyQ6C0fZ1!Dh2zV zGQo5L{_TN=^@<-hk$-ae_$ctHATJR5O|orL^0<45ORNkjF(`esgWTHyPNE#Mqh6&jdl}S~s@)c46e8hu9r7QpOo8IH!X1EHWeqpt{`8 zn)qo8scRFHv9STCl43eM1*tOUF@ENNArroid#TKJ((Z{jrp ziIN=jZ7wWYb6YYex(E2*`UCs>Yd1UH= z5Ou{I&LH?kE6%o*Ln^?UI8kn5v5K|yg#dqGBDODfb<>W=OcxhndVhVy<6mv9t~%nQ><`Qx z<>Cus_5=FS#+c8gc&E@vXV;d_Zp-V<2LXP_0_1qWeAnYb^3tZX;YrwO@?LZ~HoT7DZafcLF^tN+GiMF88LjgUbOEP4$EZGUiIvJjRJXPazf*}c2=eiYhzuGq*b81m?o*n zA);uCqs($r_f>n-e!Eb#AzRIu=LhQ+(blyCb)GJ3f0J05{;a8HutBS=wL>=VOSb5H zL`=7zuPFo_q$(GiXg$dGz9DG$F`((Im3f^vM*t_ozTXKSTR$DG(!owPh3L&b`P3Ee z55va3O+Fp`2U7c_x`;f;&XNdbSq@8i+jpNDSTVHkq<0&J2F`DU?$KrdoNNLGk|r^M z)~Kw5jp{CXnu&)-tOSAC`#)3-uW1ObyHT_(!>3T2Z$tRPh>I)k?S5r4yz%flPpvwd zWOa?77DDDcaO{J#l6k@v5eErAlm$P+owY}Us{LaLB(ZmjnrD*ha@L71IRzH?t9W5N_iviWkiym zT2#TMf`SDlCvZCEU!~F1mzT?wz87-hWNTHpAUSPWo7~mpjqB$ns=2$EdU_Uy8%^uorWpil?~CMka1coYl*xAsuq|k<$t_VE7-`yr$euFq~}js65V@fDb!1eF=4e-F7mi3Q`ihb=ijOB-F@Zfb8pX9nK|YhSD10XbBBQhEjzRZ32BX%vVseE zu{6d5?Uw29Wv(?`&3y0~qHw~+rYD*=%1M*Wk6QC<4x}Y{Sc+*MtQIg$He6hcm-RC} zGi1y$XJIQjJYYxX%%v5B0OUoIPovAM#W&S1BsQjirz%#j$zlISLAl)Ch!yP5lsnx{xUxVrO#5&V-B%e&U2IKF3t6QWWueTW0-)6scmofl2xe z^4#Nnh}{+uZUmfaov0rNTD{1o+PzHE^ED>804;uY$Gk@%B6zY{ z!C<3HpDqNHSy z5yPT_I)rgTXA&$~=1|dcUPoC)onCcPW*1eE4UIG2mO5mp=tGNoP3{v~r=F)DY4(B2ABk_PPfa#jeHex~& zzB}6NRPVX(c)qf3&7k>&9z73qjg1%;k%gd)K}_Du!8x~^%?(Wc)M%NoOSzk@!^0C> z=tI<1;S58*fnbNLFSOxlKE^uwcK>2NYNueqxu)*gj0R|i9evmK)I(COJUphFG}oy9gqYnfk7eQ-sYpSBZ87J|0^0S;PdnqkEpIyso$;{UPF2SBc(X3O>T$PeBWk zi11@ev~_NXH)3)zzd$%V<~W*U3TAPjbcEE{=yU%dj~bJ`rpes9jb)Uk*ZQBFDWVg8 z-Xa?wEep}No99t#enG!kt77StS@QyhCqaBLBCJ&wa(8}S$5ztWh@MZs@9%X9TLw~S z7ZQM4o?2*-^`?vGqy{RfXmVNC+)-+OP-? zvEFF!rZF+RF%HO@BuiVSESl2;W_0hazwu-NVfY^g`?$>ofT~g+nT|Oyi+m49E0{;6 z*lTb#C<=QPeYUh=y`8rUW{nZWti87ySB#MpE%HBwxh&Y$UPZLJ%5YW=g=#qEXsj3w zc$0)IpHAY0QZC521hBZJj3-iY&yc?W!Y$2zQjAjX);m_1cLW(DmOO({l?~>i)XC5h zfi}|;)7w=n66{>u;A2J=VHQ^Cf4XIapW203a}Y6+5;++quFNo&4|w=3#+txakdnR( zl9lrVjXxYj+7OaCgnvXK8{bkivtFi!bjBM3Q`EqY_k~Uq^0n6=6v}Ez-vh>;bTD+ zDvL}xlY4@_LrFus7yU|?rBUJmF_#a4sw&)pZe^unQ8@&?BUFaadu8r0>FTQZ)2pQ>03=gg=`3zefcgr4@pN2M zybXNwzPuUrQN<#X?8Clos4H3FeK^6XRUp*nAjCq|HXKx!gct3WQcVkBWszZFO%r+Q zA`LrI%Gid2s57FwV6tNkzL0-Y=E^Vt%K7E8Whr~{a zmCG0qBX9;BA4)Z!QEZ6In3=7}rYH2QX6@7xl0j5+0>eu?)NFGc&QVKF^o)zhOVXC) zQRvAxPHIw{9UZg)i>-7|sZ|3E!{nc91;Y^0f z!cq?GvTGoV2|@bi3bJE8-YP{lV3>tJsvsx_!;~$jC4-;7OnXW&F2U|*`$b;jHjBRN zLw8yEAzNQBH?hVe&-sQJ3})mHPY;)13!$(XW)mZmRpo-V8-l=5_8$gg+~U4AO#?kC zQLJzt4P;2ww7Vipr*N8}l@^b7p=AJ4%9lNUh#l}bl6fv}5>iBpp>s-+ZcwEQUvoRU&G8!xepKDz ztB5HB{jC-X@-{cCP?67gn|pG=UVm?%%ITC`kWql^EI(SXo)I@Qg> zL3T5I#+u-2xoZn`JGz#TucLaDRRexet?adA$=Ew!RCbDDW zVzW2>Hg8i)&SC`D%*`6cBD>F*-;ei3=1eJZN>dET6)wCO)~;U;y{qb5-dE_EG*sa@ z4A9?g^EUMBt4g80CQm^N1iXl((R|0 zC2gilghP8>^(xP4W1h1zXSQ82B{-#7v8aeH!6_%;vPNJ@iub8a>*&*NVHZu6y>FY& zM`3p1Oj4tk4d<{BuPM_ZjFB5h!*=p?aY{bh#}aER-zt5P^!LWA+n`6i z#240^QtVF#%3gTE88wA$@ALZthn!_^nr%CBcG6Qg3dR)PtZA!!{e|pb84f=#csm z<~iQA>vy<2J$w6jn{AYf&kPQ|T2?V}>j5Q}=&BgAlxekTSJT<=*Bym6(L}8}OnmBi z)nFAV?;P;GPQxnp4f37BmhNIu?mhXEm$2C1S8lAj1{p(jWK+XFdyMjL5od2$c{#Z; zse0?TReb^kl80!u^Znc47@!^jnLdG{i2m@jVMza3 zLYxcVQOacg~E8OYf+((+0Pm4O4VFds@VL*_aWpjudxhh|x&#Jg;KZoJ<$wnW>S* z636*i>jb(OtuW;oX~7p>8+`0qDZSzBJt4#W4?Y25B!^X!otrl3mUXj3NQVJI32Xgm z={J{gL=;L{@HVTNB_3fFJKAdrE)7>Pp)uu7f^urnu}~oW=#$Aih3|F_Y?J~9NO z;m%#eh0iy?^wY$ZeA?tT(X&3T07WF8ql37wJ%MJPz-+=MGqXkUo8#ul5QTaK0h^ zUJAj3Te=v;Xyti(O&u@fXYJSqvkuWrw)ek^Iz}x79F{P~ z339WY{TEIb?~l2+y@$U2&YK3a;mGSgq`E1A-CesMIxG`PgY@#B^Y&WBT1&=McnMxh zNH263R8I7#C+He-Ze8ncCW{`*1#{YK#kqSLjJ~n;rBj_5o);aVE7$%YN%L5()k@2C z$0bf)>$&S|7vi&~aZmt+#b_D)Ir?q~!lU_vSq|LgfOkL|@}R^da@~-<3d3 zDc_A-cW2+_*my))D?M1b$>u+HF1D5h;W`!SW+`r)xWO1URmz}U5nowL=TwpJfW5WB zk;Q$t*>-@q6}Hf*`?a2T+ojbZu-U`I7|JiVb1$Jce+(5@`su6(^mayoqGyO#4ulfrV&XEyEj!Bv@Ha-TbyoTy2^^QpTskfV z&+^FeWYM5AOSq_k{vSG5PE4}c7QZG~Prt#EN@23{LVns6td|;hL$%=Z3@lD%q8sIs zN%ZRhhT;GZakK*_#)gN#Z^Hq9ge{#x!})!W`RnUk8*wIvm_|;`X#Pd`?h?!O-1yeE z4sDL7>pu!39bty<1w=(-=?{OoEIvc1ZF;0jThn)69zI3=x{4&G)*)=Io#^9)6M1K) z#JuMvpjd2(VgX`dM1 zvNy1!19R2cB~+Pm+Rl|Jt!jVK8u0>EJF8%bQM+A*q3@kT8Qs`S0Vztp#BH(tvaTvT zg|N(Cx8B@<*Kvh#V!x3ASGuL)!xPi4qkv%<|ocIvKC4t#Poec%%U)is{@eiZ%;UK_9L*m0ku`GlTvd@pKE_Pt1+K%qNj5QU zIZ$F{_0!|n_Dttz^LQ$i^sB>%&rj*t5-*&U;z!=+#0{L|pJeayaKW2!a%Eg+f2V@u zx}Up=e;xYCdZ~Zxm4VJ$47`u>Y z7U}~HFz3X&w^{nVV{l}KyWvoyHScDD91Apm?7Y&0MLc`NO@=rE=htOTBc^k-RY?iV zo`2I4TLOIrGR4Ea1WQCHYV4#viQyK_U>TWUCUAg|L}y7OxblKN=e_77E~s_06IChl zXsz(yDob{uv=DD9LD1PAhkI}% zb=tHb6s3)MJF3w1RfEhf4se{aN^~=|DXR%tE4BO+9cdO~X$>{mJ~tK0_Jlj0afJd!tSDiM`tggFFTD9(#= z6?mUb_T{e)<3lw^PuLxOchO15E&x>@^mIkuWD4kob*g368~s<0G#%KE*T|r^8Ouh6 zCp3|>RMn8wg+2PU>>kyF-K;MlpdI@vap+h<(Du-a5G*WNO_9^Wpv)7Kk}M4DE@(N_ za{>(P{udaSlI$07ObARc*w3P97b91IDp-9A0|u6Y3I>J(MgsQFQWE&DEn_23Q)dG^ zBWD-S&o>@7bu}a~7#OKpZAY0|?SDmA4+O9;kVg<;VECZutoFa+e^7hm5F-bYg*Lvug#@FAg8@VQZ(KzrFfcDyTQ4>vMoR}zJL7-1!~G}q zpZXujjE*sK-pQ5(n%GcagQ-yeLvhX*sDH=~0JDE{J>_P#(?9FK;(y>CekvBnWPabo z00Xnp2Kyh1WpUyEH`n;TD8Btv{7?N4WV%nq|Miji?`<4R|9{E+)|J?gu9*U2? diff --git a/w3/zumz3a.ipynb b/w3/zumz3a.ipynb deleted file mode 100644 index 4a8294e..0000000 --- a/w3/zumz3a.ipynb +++ /dev/null @@ -1,1204 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Uczenie maszynowe UMZ 2017/2018\n", - "# 3. Naiwny klasyfikator bayesowski, drzewa decyzyjne\n", - "### Część 1" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 3.1. Naiwny klasyfikator bayesowski" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Naiwny klasyfikator bayesowski jest algorytmem dla problemu klasyfikacji wieloklasowej.\n", - "* Naszym celem jest znalezienie funkcji uczącej $f \\colon x \\mapsto y$, gdzie $y$ oznacza jedną ze zdefiniowanych wcześniej klas.\n", - "* Klasyfikacja probabilistyczna polega na wskazaniu klasy o najwyższym prawdopodobieństwie:\n", - "$$ \\hat{y} = \\mathop{\\arg \\max}_y P( y \\,|\\, x ) $$\n", - "* Klasyfikatory probabilistyczne → klasyfikatory bayesowskie → naiwny klasyfikator bayesowski" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Twierdzenie Bayesa\n", - "\n", - "$$ P( y_k \\,|\\, x ) = \\frac{ P( x \\,|\\, y_k ) \\cdot P( y_k ) }{ \\sum_{i} P( x \\,|\\, y_i ) \\, P( y_i ) } $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Twierdzenie Bayesa\n", - "\n", - "$$ \\underbrace{P( y_k \\,|\\, x )}_\\textrm{ prawd. a posteriori } = \\frac{ \\overbrace{ P( x \\,|\\, y_k )}^\\textrm{ model klasy } \\cdot \\overbrace{P( y_k )}^\\textrm{ prawd. a priori } }{ \\underbrace{\\sum_{i} P( x \\,|\\, y_i ) \\, P( y_i )}_\\textrm{wyrażenie normalizacyjne} } $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Rola wyrażenia normalizacyjnego w twierdzeniu Bayesa\n", - "\n", - "_Przykład_: obserwacja nietypowa ma małe prawdopodobieństwo względem dowolnej klasy, wyrażenie normalizacyjne sprawia, że to prawdopodobieństwo staje się porównywalne z prawdopodobieństwami typowych obserwacji, ale nie wpływa na klasyfikację!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Klasyfikatory dyskryminatywne a generatywne\n", - "\n", - "* Klasyfikatory generatywne tworzą model rozkładu prawdopodobieństwa dla każdej z klas.\n", - "* Klasyfikatory dyskryminatywne wyznaczają granicę klas (_decision boundary_) bezpośrednio.\n", - "* Naiwny klasyfikator baywsowski jest klasyfikatorem generatywnym (ponieważ wyznacza $P( x \\,|\\, y )$).\n", - "* Wszystkie klasyfikatory generatywne są probabilistyczne, ale nie na odwrót.\n", - "* Regresja logistyczna jest przykładem klasyfikatora dyskryminatywnego." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Założenie niezależności dla naiwnego klasyfikatora bayesowskiego\n", - "\n", - "* Naiwny klasyfikator bayesowski jest _naiwny_, ponieważ zakłada, że poszczególne cechy są niezależne od siebie:\n", - "$$ P( x_1, \\ldots, x_n \\,|\\, y ) \\,=\\, \\prod_{i=1}^n P( x_i \\,|\\, x_1, \\ldots, x_{i-1}, y ) \\,=\\, \\prod_{i=1}^n P( x_i \\,|\\, y ) $$\n", - "* To założenie jest bardzo przydatne ze względów obliczeniowych, ponieważ bardzo często mamy do czynienia z ogromną liczbą cech (bitmapy, słowniki itp.)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Naiwny klasyfikator bayesowski – przykład" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przydtne importy\n", - "\n", - "import ipywidgets as widgets\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Wczytanie danych (gatunki kosaćców)\n", - "\n", - "data_iris_setosa = (\n", - " pandas.read_csv('iris.csv', usecols=['pł.dł.', 'pł.sz.', 'Gatunek'])\n", - " .apply(lambda x: [x[0], x[1], 1 if x[2] == 'Iris-setosa' else 0], axis=1))\n", - "data_iris_setosa.columns = ['dł. płatka', 'szer. płatka', 'Iris setosa?']\n", - "\n", - "m, n_plus_1 = data_iris_setosa.values.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data_iris_setosa.values[:, 0:n].reshape(m, n)\n", - "\n", - "X = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n", - "Y = np.matrix(data_iris_setosa.values[:, 2]).reshape(m, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "count: {0: 100, 1: 50}\n", - "prior prob.: {0: 0.6666666666666666, 1: 0.3333333333333333}\n" - ] - } - ], - "source": [ - "classes = [0, 1]\n", - "count = [sum(1 if y == c else 0 for y in Y.T.tolist()[0]) for c in classes]\n", - "prior_prob = [float(count[c]) / float(Y.shape[0]) for c in classes]\n", - "\n", - "print 'count: ', {c: count[c] for c in classes}\n", - "print 'prior prob.:', {c: prior_prob[c] for c in classes}" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wykres danych (wersja macierzowa)\n", - "def plot_data_for_classification(X, Y, xlabel, ylabel): \n", - " fig = plt.figure(figsize=(16*.6, 9*.6))\n", - " ax = fig.add_subplot(111)\n", - " fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n", - " X = X.tolist()\n", - " Y = Y.tolist()\n", - " X1n = [x[1] for x, y in zip(X, Y) if y[0] == 0]\n", - " X1p = [x[1] for x, y in zip(X, Y) if y[0] == 1]\n", - " X2n = [x[2] for x, y in zip(X, Y) if y[0] == 0]\n", - " X2p = [x[2] for x, y in zip(X, Y) if y[0] == 1]\n", - " ax.scatter(X1n, X2n, c='r', marker='x', s=50, label='Dane')\n", - " ax.scatter(X1p, X2p, c='g', marker='o', s=50, label='Dane')\n", - " \n", - " ax.set_xlabel(xlabel)\n", - " ax.set_ylabel(ylabel)\n", - " ax.margins(.05, .05)\n", - " return fig" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFnCAYAAACYfixAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(X, Y, xlabel=u'dł. płatka', ylabel=u'szer. płatka')" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[matrix([[ 1. , 4.906, 1.676]]), matrix([[ 1. , 1.464, 0.244]])]\n", - "[matrix([[ 0. , 0.8214402 , 0.42263933]]), matrix([[ 0. , 0.17176728, 0.10613199]])]\n" - ] - } - ], - "source": [ - "XY = np.column_stack((X, Y))\n", - "XY_split = [XY[np.where(XY[:,3] == c)[0]] for c in classes]\n", - "X_split = [XY_split[c][:,0:3] for c in classes]\n", - "Y_split = [XY_split[c][:,3] for c in classes]\n", - "\n", - "X_mean = [np.mean(X_split[c], axis=0) for c in classes]\n", - "X_std = [np.std(X_split[c], axis=0) for c in classes]\n", - "print X_mean \n", - "print X_std" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Rysowanie średnich\n", - "def draw_means(fig, means, xmin=0.0, xmax=7.0, ymin=0.0, ymax=7.0):\n", - " class_color = {0: 'r', 1: 'g'}\n", - " classes = range(len(means))\n", - " ax = fig.axes[0]\n", - " mean_x1 = [means[c].item(0, 1) for c in classes]\n", - " mean_x2 = [means[c].item(0, 2) for c in classes]\n", - " for c in classes:\n", - " ax.plot([mean_x1[c], mean_x1[c]], [xmin, xmax],\n", - " color=class_color.get(c, 'c'), linestyle='dashed')\n", - " ax.plot([ymin, ymax], [mean_x2[c], mean_x2[c]],\n", - " color=class_color.get(c, 'c'), linestyle='dashed') " - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "from scipy.stats import norm\n", - "\n", - "# Prawdopodobieństwo klasy dla pojedynczej cechy\n", - "def prob(x, c, feature, mean, std):\n", - " return norm(mean[c].item(0, feature), std[c].item(0, feature)).pdf(x)\n", - "\n", - "# Prawdopodobieństwo klasy\n", - "def class_prob(x, c, mean, std):\n", - " return prob(x[1], c, 1, mean, std) * prob(x[2], c, 2, mean, std)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wykres prawdopodobieństw klas\n", - "def plot_prob(fig, X_mean, X_std, classes, xmin=0.0, xmax=7.0, ymin=0.0, ymax=7.0):\n", - " class_color = {0: 'r', 1: 'g'}\n", - " ax = fig.axes[0]\n", - " x1, x2 = np.meshgrid(np.arange(xmin, xmax, 0.02),\n", - " np.arange(xmin, xmax, 0.02))\n", - " for c in classes:\n", - " fun1 = lambda x: prob(x, c, 1, X_mean, X_std)\n", - " fun2 = lambda x: prob(x, c, 2, X_mean, X_std)\n", - " p = fun1(x1) * fun2(x2)\n", - " plt.contour(x1, x2, p, levels=np.arange(0.0, 1.0, 0.1),\n", - " colors=class_color.get(c, 'c'), lw=3)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/pawel/.local/lib/python2.7/site-packages/matplotlib/contour.py:967: UserWarning: The following kwargs were not used by contour: 'lw'\n", - " s)\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAFnCAYAAABkaweKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEyszMzOzGvkvUXZIP7e5YcEAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(X, Y, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - "draw_means(fig, X_mean)\n", - "plot_prob(fig, X_mean, X_std, classes)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Prawdopodobieństwo a posteriori\n", - "def posterior_prob(x, c):\n", - " normalizer = sum(class_prob(x, c, X_mean, X_std)\n", - " * prior_prob[c]\n", - " for c in classes)\n", - " return (class_prob(x, c, X_mean, X_std) \n", - " * prior_prob[c]\n", - " / normalizer)\n", - "\n", - "# Wykres granicy klas dla naiwnego Bayesa\n", - "def plot_decision_boundary_bayes(fig, X_mean, X_std, xmin=0.0, xmax=7.0, ymin=0.0, ymax=7.0):\n", - " ax = fig.axes[0]\n", - " x1, x2 = np.meshgrid(np.arange(xmin, xmax, 0.02),\n", - " np.arange(ymin, ymax, 0.02))\n", - " p = [posterior_prob([1, x1, x2], c) for c in classes]\n", - " p_diff = p[1] - p[0]\n", - " plt.contour(x1, x2, p_diff, levels=[0.0], colors='c', lw=3);" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAFnCAYAAABkaweKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niUBRYMN/KAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(X, Y, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - "plot_decision_boundary_bayes(fig, X_mean, X_std)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Dla porównania: regresja logistyczna na tych samych danych" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def powerme(x1,x2,n):\n", - " X = []\n", - " for m in range(n+1):\n", - " for i in range(m+1):\n", - " X.append(np.multiply(np.power(x1,i),np.power(x2,(m-i))))\n", - " return np.hstack(X)\n", - "\n", - "# Funkcja logistyczna\n", - "def safeSigmoid(x, eps=0):\n", - " y = 1.0/(1.0 + np.exp(-x))\n", - " if eps > 0:\n", - " y[y < eps] = eps\n", - " y[y > 1 - eps] = 1 - eps\n", - " return y\n", - "\n", - "# Funkcja hipotezy dla regresji logistycznej\n", - "def h(theta, X, eps=0.0):\n", - " return safeSigmoid(X*theta, eps)\n", - "\n", - "# Funkcja kosztu dla regresji logistycznej\n", - "def J(h,theta,X,y, lamb=0):\n", - " m = len(y)\n", - " f = h(theta, X, eps=10**-7)\n", - " j = -np.sum(np.multiply(y, np.log(f)) + \n", - " np.multiply(1 - y, np.log(1 - f)), axis=0)/m\n", - " if lamb > 0:\n", - " j += lamb/(2*m) * np.sum(np.power(theta[1:],2))\n", - " return j\n", - "\n", - "# Gradient funkcji kosztu\n", - "def dJ(h,theta,X,y,lamb=0):\n", - " g = 1.0/y.shape[0]*(X.T*(h(theta,X)-y))\n", - " if lamb > 0:\n", - " g[1:] += lamb/float(y.shape[0]) * theta[1:] \n", - " return g\n", - "\n", - "# Funkcja klasyfikująca\n", - "def classifyBi(theta, X):\n", - " prob = h(theta, X)\n", - " return prob" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Przygotowanie danych dla wielomianowej regresji logistycznej\n", - "\n", - "data = np.matrix(data_iris_setosa)\n", - "\n", - "Xpl = powerme(data[:, 1], data[:, 0], n)\n", - "Ypl = np.matrix(data[:, 2]).reshape(m, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Metoda gradientu prostego dla regresji logistycznej\n", - "def GD(h, fJ, fdJ, theta, X, y, alpha=0.01, eps=10**-3, maxSteps=10000):\n", - " errorCurr = fJ(h, theta, X, y)\n", - " errors = [[errorCurr, theta]]\n", - " while True:\n", - " # oblicz nowe theta\n", - " theta = theta - alpha * fdJ(h, theta, X, y)\n", - " # raportuj poziom błędu\n", - " errorCurr, errorPrev = fJ(h, theta, X, y), errorCurr\n", - " # kryteria stopu\n", - " if abs(errorPrev - errorCurr) <= eps:\n", - " break\n", - " if len(errors) > maxSteps:\n", - " break\n", - " errors.append([errorCurr, theta]) \n", - " return theta, errors" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "theta = [[ 4.01960795]\n", - " [ 3.89499137]\n", - " [ 0.18747599]\n", - " [-1.3524039 ]\n", - " [-2.00123783]\n", - " [-0.87625505]]\n" - ] - } - ], - "source": [ - "# Uruchomienie metody gradientu prostego dla regresji logistycznej\n", - "theta_start = np.matrix(np.zeros(Xpl.shape[1])).reshape(Xpl.shape[1], 1)\n", - "theta, errors = GD(h, J, dJ, theta_start, Xpl, Ypl, \n", - " alpha=0.1, eps=10**-7, maxSteps=100000)\n", - "print(r'theta = {}'.format(theta))" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wykres granicy klas\n", - "def plot_decision_boundary(fig, theta, Xpl, xmin=0.0, xmax=7.0):\n", - " ax = fig.axes[0]\n", - " xx, yy = np.meshgrid(np.arange(xmin, xmax, 0.02),\n", - " np.arange(xmin, xmax, 0.02))\n", - " l = len(xx.ravel())\n", - " C = powerme(yy.reshape(l, 1), xx.reshape(l, 1), n)\n", - " z = classifyBi(theta, C).reshape(int(np.sqrt(l)), int(np.sqrt(l)))\n", - "\n", - " plt.contour(xx, yy, z, levels=[0.5], colors='m', lw=3);" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAFnCAYAAABkaweKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQED+P0U9BeCg6WQZAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(Xpl, Ypl, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - "plot_decision_boundary(fig, theta, Xpl)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAFnCAYAAABkaweKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFfeCm3z4QmoAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(Xpl, Ypl, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - "plot_decision_boundary(fig, theta, Xpl)\n", - "plot_decision_boundary_bayes(fig, X_mean, X_std)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Inny przykład" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Wczytanie danych (gatunki kosaćców)\n", - "\n", - "data_iris_versicolor = (\n", - " pandas.read_csv('iris.csv', usecols=['pł.dł.', 'pł.sz.', 'Gatunek'])\n", - " .apply(lambda x: [x[0], x[1], 1 if x[2] == 'Iris-versicolor' else 0], axis=1))\n", - "data_iris_versicolor.columns = ['dł. płatka', 'szer. płatka', 'Iris versicolor?']\n", - "\n", - "m, n_plus_1 = data_iris_versicolor.values.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data_iris_versicolor.values[:, 0:n].reshape(m, n)\n", - "\n", - "X = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n", - "Y = np.matrix(data_iris_versicolor.values[:, 2]).reshape(m, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "count: {0: 100, 1: 50}\n", - "prior prob.: {0: 0.6666666666666666, 1: 0.3333333333333333}\n" - ] - } - ], - "source": [ - "classes = [0, 1]\n", - "count = [sum(1 if y == c else 0 for y in Y.T.tolist()[0]) for c in classes]\n", - "prior_prob = [float(count[c]) / float(Y.shape[0]) for c in classes]\n", - "\n", - "print 'count: ', {c: count[c] for c in classes}\n", - "print 'prior prob.:', {c: prior_prob[c] for c in classes}" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFnCAYAAACYfixAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(X, Y, xlabel=u'dł. płatka', ylabel=u'szer. płatka')" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[matrix([[ 1. , 3.508, 1.135]]), matrix([[ 1. , 4.26 , 1.326]])]\n", - "[matrix([[ 0. , 2.08373127, 0.91459007]]), matrix([[ 0. , 0.46518813, 0.19576517]])]\n" - ] - } - ], - "source": [ - "XY = np.column_stack((X, Y))\n", - "XY_split = [XY[np.where(XY[:,3] == c)[0]] for c in classes]\n", - "X_split = [XY_split[c][:,0:3] for c in classes]\n", - "Y_split = [XY_split[c][:,3] for c in classes]\n", - "\n", - "X_mean = [np.mean(X_split[c], axis=0) for c in classes]\n", - "X_std = [np.std(X_split[c], axis=0) for c in classes]\n", - "print X_mean\n", - "print X_std" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/pawel/.local/lib/python2.7/site-packages/matplotlib/contour.py:1180: UserWarning: No contour levels were found within the data range.\n", - " warnings.warn(\"No contour levels were found\"\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAFnCAYAAABkaweKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSik1Tv4/EcuC10H+HqAAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(X, Y, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - "draw_means(fig, X_mean)\n", - "plot_prob(fig, X_mean, X_std, classes)" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAFnCAYAAABkaweKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(X, Y, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - "plot_decision_boundary_bayes(fig, X_mean, X_std)" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Przygotowanie danych dla wielomianowej regresji logistycznej\n", - "\n", - "data = np.matrix(data_iris_versicolor)\n", - "\n", - "Xpl = powerme(data[:, 1], data[:, 0], n)\n", - "Ypl = np.matrix(data[:, 2]).reshape(m, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "theta = [[-22.4168027 ]\n", - " [ 12.03703048]\n", - " [ 11.13804517]\n", - " [ -1.75684025]\n", - " [ 1.01230657]\n", - " [ -7.61403096]]\n" - ] - } - ], - "source": [ - "# Uruchomienie metody gradientu prostego dla regresji logistycznej\n", - "theta_start = np.matrix(np.zeros(Xpl.shape[1])).reshape(Xpl.shape[1], 1)\n", - "theta, errors = GD(h, J, dJ, theta_start, Xpl, Ypl, \n", - " alpha=0.05, eps=10**-7, maxSteps=100000)\n", - "print(r'theta = {}'.format(theta))" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAFnCAYAAABkaweKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIyCT/H+AGYmKcYPyGAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(Xpl, Ypl, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - "plot_decision_boundary(fig, theta, Xpl)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAFnCAYAAABkaweKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(Xpl, Ypl, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - "plot_decision_boundary(fig, theta, Xpl)\n", - "plot_decision_boundary_bayes(fig, X_mean, X_std)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Kiedy naiwny Bayes nie działa?" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Wczytanie danych\n", - "import pandas\n", - "import numpy as np\n", - "\n", - "alldata = pandas.read_csv('bayes_nasty.tsv', sep='\\t')\n", - "data = np.matrix(alldata)\n", - "\n", - "m, n_plus_1 = data.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data[:, 1:]\n", - "\n", - "Xbn = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n", - "Xbnp = powerme(data[:, 1], data[:, 2], n)\n", - "Ybn = np.matrix(data[:, 0]).reshape(m, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAFpCAYAAAAcIhVtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzP8Pwi7E6dNciUEAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(Xbn, Ybn, xlabel=r'$x_1$', ylabel=r'$x_2$')" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "count: {0: 69, 1: 30}\n", - "prior prob.: {0: 0.696969696969697, 1: 0.30303030303030304}\n" - ] - } - ], - "source": [ - "classes = [0, 1]\n", - "count = [sum(1 if y == c else 0 for y in Ybn.T.tolist()[0]) for c in classes]\n", - "prior_prob = [float(count[c]) / float(Ybn.shape[0]) for c in classes]\n", - "\n", - "print 'count: ', {c: count[c] for c in classes}\n", - "print 'prior prob.:', {c: prior_prob[c] for c in classes}" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[matrix([[ 1. , 0.03949835, 0.02825019]]), matrix([[ 1. , 0.09929617, 0.06206227]])]\n", - "[matrix([[ 0. , 0.52318432, 0.60106092]]), matrix([[ 0. , 0.61370281, 0.6081128 ]])]\n" - ] - } - ], - "source": [ - "XY = np.column_stack((Xbn, Ybn))\n", - "XY_split = [XY[np.where(XY[:,3] == c)[0]] for c in classes]\n", - "X_split = [XY_split[c][:,0:3] for c in classes]\n", - "Y_split = [XY_split[c][:,3] for c in classes]\n", - "\n", - "X_mean = [np.mean(X_split[c], axis=0) for c in classes]\n", - "X_std = [np.std(X_split[c], axis=0) for c in classes]\n", - "print X_mean\n", - "print X_std" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAFpCAYAAAAcIhVtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(Xbn, Ybn, xlabel=r'$x_1$', ylabel=r'$x_2$')\n", - "draw_means(fig, X_mean, xmin=-1.0, xmax=1.0, ymin=-1.0, ymax=1.0)\n", - "plot_prob(fig, X_mean, X_std, classes, xmin=-1.0, xmax=1.0, ymin=-1.0, ymax=1.0)" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFpCAYAAAA7jJSFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(Xbn, Ybn, xlabel=r'$x_1$', ylabel=r'$x_2$')\n", - "plot_decision_boundary_bayes(fig, X_mean, X_std, xmin=-4.0, xmax=4.0, ymin=-4.0, ymax=4.0)" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "theta = [[ -0.31582268]\n", - " [ 0.43496774]\n", - " [ -0.21840373]\n", - " [ -7.88802319]\n", - " [ 22.73897346]\n", - " [ -4.43682364]]\n" - ] - } - ], - "source": [ - "# Uruchomienie metody gradientu prostego dla regresji logistycznej\n", - "theta_start = np.matrix(np.zeros(Xbnp.shape[1])).reshape(Xbnp.shape[1], 1)\n", - "theta, errors = GD(h, J, dJ, theta_start, Xbnp, Ybn, \n", - " alpha=0.05, eps=10**-7, maxSteps=100000)\n", - "print(r'theta = {}'.format(theta))" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFpCAYAAAA7jJSFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(Xbnp, Ybn, xlabel=r'$x_1$', ylabel=r'$x_2$')\n", - "plot_decision_boundary(fig, theta, Xbnp, xmin=-4.0, xmax=4.0)" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFpCAYAAAA7jJSFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(Xbn, Ybn, xlabel=r'$x_1$', ylabel=r'$x_2$')\n", - "plot_decision_boundary_bayes(fig, X_mean, X_std, xmin=-4.0, xmax=4.0, ymin=-4.0, ymax=4.0)\n", - "plot_decision_boundary(fig, theta, Xbnp, xmin=-4.0, xmax=4.0)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Naiwny klasyfikator Bayesa nie działa, jeżeli dane nie różnią się średnią i odchyleniem standardowym" - ] - } - ], - "metadata": { - "celltoolbar": "Slideshow", - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.15rc1" - }, - "livereveal": { - "start_slideshow_at": "selected", - "theme": "amu" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/w3/zumz3a.pdf b/w3/zumz3a.pdf deleted file mode 100644 index 56d6154d3d7c5e9a7beb8248df143aefe65a3796..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 366017 zcmc$`byQu;(l5I3gdo9#y9QXeTX1)GcMI;8V8Pub!QI_M2)2OW?(XjP7Rlb<+2{Mt zefQq+{&XLVI|^{=GofLvZ!l#Y>}6`p+KN}(TUe;TNz{IDzpcrk z=zH~n?oyh>R$Zzz*CN!nQOoSMCmbFR?QVisUfQYUu|SG4HZoQ88UXZl~x<#vzVxKa>Uj zOup&;$-S5DNVO?$zs8O{7guwc6+&!;A1Z+UKDq}cJ(oM=y=2c5J~~6rjFVW!YxZ6i ziw@xU&=fEEtxQvSLy6PoVyfr!QW-Gh%iunb&LY1)kDiC9O5#?YH^hzlH#87BEaUeP zM#tLqxviNqO>sL>mvdgKJdi73U_`u8d+zB@s` zeU~0`V+tV}oXi;U3M;q~JNNSyH2IC)5?O{CR^WB9t7(n+;VD*4;z+nc5X(UZ3ar7J zA?^E;+`?^N&L7J3QMAEtIbld}9B>V`1&nLgC*S2xp$>acQBG@Q+SFg-foko{z0|gL zBMN99D1{})$V6O@+v^J(qIl@JzniFd64funSt=|ggq?9g5piv=gsKrqW(Ir7p^JS! zOH9OGlcC^nie(N!XB|aAvA?}xnS5vL;gq@zC!+Y7@f`g%hiET*^i1w&p69Bhl4ylS zp`1ldW^qNX7;Z$OAgbw6flG?q4B;T>4^9}tHv)&_+~yh3F_2j<_DG`D0_mw44Cy;W z(Wceot7{y1*l@kL9AwNB)~W0V!*Z9kB9kSw{J44RM(qB3*0TdZP)_m1%`jFX6;kY5FI z@%&ppvH%{2Uk9IFaYGSD>q-+!wPYtn7niM`ozqUA>F@e|A&Sh-ykf(5$xObn{YG_R zGwg1Nhlh+;`ccgb;6hd!v3Gduq3@Q?`4)kY1mL%!0AoU^JI|JiJ!@L7@`FKCF~xv7 z$|r288DKb`=uZN##ThiNz{k%(4>@Nku30Rz(w+kPuG^g+&@LD^0u#prOW}hc{ZM(H zQl{}seLs{FO$K`cTYnzy(mu5>RvhKF?(6p-MsCwC+^pzvJsS@wIJ9TlnqdBXr=AQ@x&{{260(Z!+C=gsmI4)d8h3rxLQBMqQvq;+(VhzPCC$X)4&j$j@c$xhyo06qH#UxxJN-3?xhtZihQKt87h)Oi9^g* z4zBi&@GEn%LwBkp8jU`gc>l9{@-H*Zk^Z%;F;DN(sR z>|q7ErG>kA|0pz31}>M zu7Z-Wt%wFKvjsdNx0)V?EBPGpu06x=Bxud9($^U+y3kfuICa}V&+f7WS(4d^ zz|07QPIiwi^{LiFZAHqXIp;bl$>_Xc4KX}?JB^2BLW&FJK>00TQtQKI{pXxLoymRU z;N&45%;A7rSXS zkNC+RX4+I=#HWFj68GOzfZI2_fs<$8pLcYv000WctjfL)T}>**CgS@Fup#f4MsF-HUT%ZtpD_qi&_?T>wPGXnR>)TuSlSB2(G%U0Hgwb2Zm_+RT}SR7H2*|(0$~=lgcF- zD~SnsxK^$~#uU*U=h>2~45n@>X>M-bn=CQ)JUxcdaXUfQ`Hb*%iMhYHR^b}fuv`Um zDSpu7^zjMb#bR-9HzHzE&n@R{D^=4YF{kYp?<#77n%dGx55}}IAHSGgv&+Id z-tLQy{rBj6uQ_om1<8K3eAitjl-uUf$U?JO8z=6saW*RO@KB$s>3F0!A9>@6cz-mh zWIN`pYARArMi7?d71s%pEH|;+K-s(1JXjUQzD~}(7CBsSiZcuR|zjC#Y^ zAIaGmC}x=wQ8D2f)xWEb*?Y#Rl*QjYd=;5^b+p1xjFcVsK=Ey*-aE#u2;nugrS{^s z)OT-)&>x{dWs=8SvA{QyuaP@_-eE*1i~aoA=1C%s4(;&+igsrL$%q>7P;WTBA$b5o9BgA@L&8@*!v|d}B<$5(@Ss zvFUByB}5aJmJ_yBWy#-z(~50hRemd*R_4}ocJlo!+r&Ma7P;|Eekr(gS_oVFgvYeOs*@8(N=JTz})EmnIX-9PA@1^AFNK2(syW>JHiD*k7y zgD7NUU$qjpoDV}BizRG{jV=Dr(RcxaUo1l48bHB=-*w^|hcu9kJ`R0mlStV2H+wvH z^O>_XHsCED=~-v{r1_@o=V|Q|***hSq2M)@Zq}e=TD6qR0Hu8p)LIoNtG$to?zzRh3dcUiGubYsm%QVmQdGqpLMVw)IuoFIYK zAUb)_kRnk>Fyt*3y7=68^wBIL<>nL#A~QgOtIH(fCi8E)n?A8d0kle!Je;|*!iAp z`Jy!O)xBPX^-!;ma(!Y@Cxp;s>4U{X^Uy8L*wn^A-W-7=)p;{cwO1NzZ>JDEQj|a6 z=TG~Hs5ui~7qU-lRB?0Fu+sGWWR)d`yf%7eVzbD!qDPPi3vxaBO}Y{Zv%;7(rtu1h zU#a2Q<)eqkF~}3cf~aq!@vF~-QdF~ti?MNx(bwu-Xs3MkQIY)N2)1lK$hfM-RK$~v zIme)XI=moJiGW7_ng{O;wWUvqG3PCQ5>1hYynp6uV`uaBbG=yMlb(&zKCTs}ohLET zSykTS$RdZM%F(5&eyO%C7sPn)NY{KIwKBlP8KUiV|K$^D7duU--hh*ib*~-Un?NMV z+<9^;a=3%iEuS?4X7?}NO=C@0$vvgG0-n{x%!j~&r<1l#z$NRs#ql8v``O(P!9APp zMs^Jvqo-n~**Phh2b^fS7dDf7I%5rxbZIer)(g8wxNllp{r0-rFK>j|U8&M7ogL=7 zWyvdQU`M_XB3Hrcvh9v&xURG>DaVDT2feE!<)NaZD;>Pq`GL-sYFNkZ?BXNhqCOKlSVRKtlKiB+e{*7ZdB7dL#cOHC+6IZy)Co$p4?cG^J77^BSGo3JKy?|1!h#S zXua2PXa)3iK3TnjAK8ahY^EFU$G3($hf>J(zeW0TGq@qemZ=GEuFI|9!|k1iLY_qL z^nnsWqJWAI)vIw7#wPEfbG~5uyw2y&SOi)g+G1r%aW)g>HRP)A>?Rrxj}}L?BIWQg z%%X|(*27jS())~v^ZCp-)Nnub#IE^@GPfb&G3^o2r&UMI4BonW-7(#toWY5pJuB;UfZ6cvgZ=rjn|C6RFs!zOG)8gnac z8B+>$oXyCuPMuXXa-^v8R)Iv@`XS=&7drU)dD~jfv*OAy3YlB!l;t@knyUWWh^7 zB-XChyUsoB2UA@#!zLX?{AwVw5~zyIw~#k+!>G$SrXr4JXtg7FldL6GoX}hiZCAXq zZ(I?lHZ9s?3mt0TnM?mm_mQOWn*!uEpP|e3AH$Q1RV5I7f;KE(Lst*C4nyl|W`%RV z+$syO)K4JoK9_-DUC;yVo~e87#`VRXW+fT$oN=l+1qw#lUOD10LUEp-kNVeZaDCY@ zrK-%A5!Qsu_(;-3U4efEzW?dZ5LOa{tNv>+s?c73HH?YZ`JL;@8h3Oy)HQq(uV#Xur4%G z-(9xow3j1e_Q~~f@(tDg8hJ%NsWnJqqp1OSX?kA2&^CzsJ*;dS$0s`V%!J*%A)2cF znyFYsr1@vZy(Qb*B1eyFlVx|q{_z{u6fK^zMdtwtB0+fem<^8`Tz$uzh)K{Hd_HxD zcn$lLb6(z|_+szcilU&6*ldT{S%v<_Y<9ClC||pwgtwqmm6^tolLXaH^F{+U4qR>| zf+b$`$|6F%VKzQufk1!?@$(p_M{(LIMi88?t3N%)PXY_0u4_8mRm^gkEG7=^KrAO> zQ(i7@n20`;NBb|T_cXO8!QY6slIKfN^%{7Ldse%j? zR`i?nTELWG-LRy=^pS^N@!<`u*J9~OT}Jva{v;I5SW*jTbExvf_BchZDju}Z{3F0w zjtPQ$M`Xoa=!nj+OQF%A9Ic-1=WBM_9fQ%+Mgv^t(&5(}2Xrxs#P2wQ+Vp3PWxk@@4HgGRhFeyXDnXvsu*APt)6^?8`h@s$=7NqI#9{ zIvDN!^zdjtySlFVlV}AL>-S-*$01!o@VHg4Z=_;y*cZx?2?rC?zY-2*cY70{x}2em} zo{5cv<)7Km;ew}p{4}=TscTbUNPx|Wpkl(WB+sH0hz3aUxgxl$MCU1#J{`Ge}*n|FS$f+5>Ra`5N!VRVMm9Fp!3Ahbe5dpVd zVJjj_T_sAkaBBIBk3Xub1mR;>MQGdu13Bm8BdJ`^zeJf_k|3t7|Gc0(A(3hQ?uxy? z(8{Kq8P31qZc`({f+l9^R=1R*xZ?B5*0OT0rP?D#QTHkGdu_=`RElhO82TC0#>B9N z&sf#mBxOg~8{ORKX}@pP6dE%cOl$eY||ko)o2y$%_j69PEa zWp#6QZ`F+F^Dt0yFoTn`J^I)3(``8GuT1q7P_{a4PAVZbCAs(XR(mK6x+f$f3A5qv zxL=wyLh0s4PEVl}ePwOC*Bh}C+U&m(8p^7gB})y>nP10n>e{}IcCMQ~h5ySc6yCTa zK6XADX#R9=<-upp2*RohpUxDSH(BcZI(@pQez+I6+yeu&#IBI*G=$t17k z8rA!knP~P&&DqgqoYDELh&1$+EScEDurzCTosiI#Ov^w6n`Lz8VRaq>Kt<4d2J@C4 zqOLT;K&+x|R?p!_71$!J3?$%K73c6Bs~K?2wU*uG4SIhd*6vDz`R>)zuf?1d5iYlc z%Z2Hh?q)Da{8qkQr8}obgCjhNHx=xdk=}U*&&F;si8*c0)2m%s4%^~5ZXyytX3#%{ zpy}pjP7{h8c~@#{L#>KvvWea94%ppmoqU_$z~ET#&;J%4_Cj%~NRM)TJ~9YAsmjvf z9-Lc@gYN!VSP#!Rj9UznZZIJyaYhtNvqxvx#QC1X<|#+3IB!MT>%UDsH(D(pQ8zb2 z&562I916HRy*7&{F~6s>fCcWHPD5_J&l87e6^E-}9rDTV46DUI1V2Zv2wpzWKVbA? ze0h>_t|~I{f%N6Jt?gQ5;7Rwlq#>T{mJ?D!t6&X?7+>*gF|NLA6(7kkik9Pbjm!<6 z&dYnFy%rt-=KFGYtB#`X{uY|veAz+Nc}Qz zBzcR;`~&KUQku-S6ppbUVUuAqc>Q5+h+#FUYFDe~a+2J^1lzQA3+Ff@qXyC?F+{Zh(96jPk$Wt9{dl}x_P(pf3)VTt)(HEk=gr3o{C z%#EM+M)dV{2MMSG$ErC!h7Ib7UkE)!A{EbZKShhrP-Am;09(a(anYtQ+GnZz$M_7u;-^%$d%pX_rm&bU)&zIi6g?ed!gYUmL ze?##%?r^p6MRu#u`_s&Y9cH7*t}x}ZGhVJnhvP9&}%RZIi_q3qdd?(?ixetgR z5T9Diu->;%H0A4Gwo2nHK@3q3z?(bE-d47&Y^`f1RoDkB^j6}IH&7AQOdjnLmf)Xy za#B0C1*r8sy`p=rVkbL&eJZHC+7j+u+%YOicsJzLW3*LJAF4K7vQ}!9u!sAko3hC( zW#(J-WW6DMEvQ@OnvY&cSa;}IgG7VRFvZpVEpr-5<*)%Xm**m_bc#kezwc9YrwAp> zr+euA+kbJDv#vfc<*nz*S|cFPCucti#^Frp7CO-)B~kkFNnbkiu{(yi;RA(a5Aimq zXOH$BuYGP(g)S@i)GCOw?y~9n(=ehmSuVvDfALJ}Js!WA-kD4=dtD~`P&UU1hn~RN z|NVLrX^ymadOO3o>D*nUmC|QlNm4*2RnjApl<1HtJCbw}!6hVI_bsN181GM4DMIPMZFZf5RI}z*51TaZ zhXdE)rhL9Dcr?+5vGijK@wxu>_ojNYcyV5+WY@_2yT%9-$IiQ}sza^1Ww?rzi%G#S z%0Czkoc3FvoUbIA$Rv+~ppc9d_tm`V?^w_86n=z}SCiVrk@tW9JX(gnIg6*J({1(H z)A0azg`r)y$;+XhnClSkXo#^*|Kh8+lGHTMD`4|x&g1KXU^Rz+3gn8A@*y!#qiMwQ zA!e<6tfhu2@7kz`#hRbfBeutgK+D}UbZN-0u#n$>JHv;BcyQR#{~^3){#SVYKf+~2 zF+re`jDe#S(eEf+5%_-*fWyB8;Qt|#{yz=1ng4UB4gYem@V}0=i8xqU8UHQTUi1xD z-fZhVHA_^nj24|I-^6LbvU{vD9~aR;vlSGYNR+t?E`8HiCQ}@GxFj5lnFy_2)?Y5M z7(hM2&$7GZJF$@%Q2D^X*rjZxi2JKWUQ+W@LSdWg5nGH&k}aE)iC z`__Y3$5S%GNXogR>2|l{uw%PYYI?dd0FW(+77PFY#!&uWFTZ#T*>2I=+FDxmNqB0|wyd1pU9e{0!65l|8Qt2XIX5=q`Z+ ztD5lrAIO`E4S5nw_7UO$+1Xb|DvOJI!Tiee_5BUGSZe#zCA|bn-Q9bU-05_Zjhb(E z)t7yPD4a0|j8x!JzW^BWN(SH1y`~`^%@dN+%w0VErd<~3R6E>L><10_9D6Jg`kwe> z-uU40YLiZUNnLcLbH_Tlqo)exn4O)C&1MEbzR_>uYn~B^s}>>5p)qmI!r@vMPAnUq zzlO_wsnz}5jS_$!(hk29w>_nn{bxwZXDNplWiV$cn=-}l|UGux7AvB$;294Wy;TTroqLiv;+*IXu9a&0m+ z0EYa7%A{wB&BtmgH7jZ|%S`}4fD7{FqAE0g6Co>ID3jJICiF&J3=oo5{$X!HB7QU@77jk1au{Y&j@Tdsb<~-*W-h+Q zFAy;xS`KM2WzLB=bz-%9Q$C$_&??3}K9S;%>;n8QIYd#9wz)D~Zj?D0_$Njz9ZRuX z;oXB(^b6%x^NDF3@fQlnUy#-YWoCTOn zSxMg|KoJ$-B{J7#_vR1ev`-a6DSnG#EXgGWko6mID!oAsPGgrF4?tfB(EtFsq<#Uf zO32t5Q8W#P4KagpP1QAdYK-^2txqCBOb<*B)j>R6Y ztn4bd97P{j;2;hU5BF|P`)X*lcdWY+q{7S+t=poUkNY}1{fHqX!~mR=Q(NA7d{^qX zVUry#>!V_m_s4Lx6YRWXf6uZX5c3o8`x zc{rR8EpHv{q{VDJ&CG7o*vDuwGmk>95nyl1n%-|Y; zTB<&%7MNjYkOu!$#xGasXeAq)rEFhc;~XAIJ0Z=f@=M9gsd`uES&$*SDXTqQP+kwS zRQ*zKv+L(}Qa?c^t~MmmnNs(~5Q8m(@{2b193O;sF5QmtL;Iq^~UIGr6ImeKi|J&{kJgKVu^S z4ERD8zbYlX!RL?tO0TC5ro&CZ0!sI4g~vdz)D({!airdEN4{@rgK+e7Pu z8{I^j2m=N@KPtUz%}p%t88CwfY($P?;a~~U8RB6P(~KFz7GaH#LQEjQlIWZ2UHIpH zxV-i`%q`PWv9qhyI8zQ_y=OH7n^$t=SC&E_MQ)3$ga2Y~c<=aF&WrRf(}jYLRr$p!OEpL9vpXt|8$DdEj>+bxuiqK%2i}nSTw7z=2642e zRr7uz{3=@gKMUta>!3b3B)^WRfb6p-W%UluOjQaiQ#iA9MyQ(%5F(&PaW3W#j#Gn! z+lu_-*ld-x>V?gdL^hANzu|bF&_yQC=jC-A?@;PdD_wg+_Q7^ArL^0WS2JnM6ze3qk%Ti#}L!We@yF52H z(2Lv|-mY?aT?9`9Qst($c`8eFbCnUF3~pp?dLN07w}822&ZDA`OrB{AFO zx(Nl+4S9=&nM3>aEf>gIHep+~j(!UF0Q0CW`UTX4SA&BYVNB`g!CAU#T6p?1d9o00 z*%oAp8R-jE!5te2NC!i!=)=8p-$g^QSJs|?q<@@hsk~I8u(=tic(F^)#lk{XOb8w| z8le4nJa0nR5RSzuHT}|$C{*?@v*N^3ZE*C`wwc>dQMv3tFHXd!rwPLfJ*x$R4MsSB z-$iwCkczHE)%{W#3rOGlm1n@wVs}5RmC9md$e@3%JvtKbRzrPpSf{0RnUK$;7BBjY zY9!CZp5g3UHAgzD+TH7yhPX{&t%`DMtbPYQ=}E%c7yQ96FjXa`p3CphPm*=Vjf9 zA|N7OUR<1*0xCzR^5^C!o1K-Mxw*O95`zg8&4vpzxCf_k@^sqGa=}tuoN3K`d-#^k z$w8~Jko5E2yLSv^MBZWmY_r07jY+ZiWQ2WI*_J{cd`u8v8Xp1xb`~#}asN%D>y;cq zi6-A8OP+|56}wPFpQ)HmOAlx zw|HD>)cJO>SLZ9!EcZ2fHn0zDr7a`q#?!NKv28_&#%NsNBek_H^~DFi$*?(jy!Ncq zvSL4&VPs`^YjcQ+d*DL2&S_X=K#(A`j3SVFFqfyPIZ>pfOSNYXc9myyR@8Kl5@SArY^qcRifXVhRm{0N#J5v6W6km2DeDE02WUWej@Xo1a0>@y2n@SrrFW!jd@<{*rA8> zT=#x|*S>R^Q1c0{t&8GpfzV-%4F@dd{qptC8ez@fn(TFpRJTkP+XNfonDM5h-REN8 zvX9+C4g$8zx&+BNBU%IOLBqu7$twMn&jTr5J^K}&+eWIc$4E1kM!geCaw1xPlX~3kU1RG0i0_ezX>OgCb>+M_t-6KkUMXZB z((4{x&j7744VF3==7+>WtA-i`FHBd=6u;Ad;&(iZ+mRxC*ywhaRusMe36cMod z3NYE+JaKZOT*a6n7c2cSQbWcC3LIhy)cqKYQg}u{{HL3VFj3fI$s8z5Dd~{xQU_1x zqaM#0QNU!mwO66Yz$OEBi`jgbCbH{A;i*k`CFtSg_z)YxA}Ql;G&!c_Pc$$_{lKMf=(0$K1RC@`z}CIoPSJZE2-+cxbuUT*Oq6k)a!=cQesXdupw|6-l_2em;X^&$1&nseIB(w5$sc~k~G+C&Iqiu@XBF0DrTd@ zn6*DY5A?s`cT|x|-avbu8%)2uiyU=vO#Y4_((CK~-Tq`K+Fq>GL@!}U82y=`LS|Hy z=b=_TbcM;fsGVYN-Swq=4bO8cmzO##t9yTgTNRhbL|UzJXiXhpJm1KqcyjzB8M;4< zgZkKc-SogmaD>R81&&DVY>{*a|2XbB6UD>4UZgM91TAP5IoAkQ;!GL3|gxgb<_bde5b${2| zuCt<<2vlop8=X2r?$)RkZ@Vv_>sSV7Aa^C*lbZ5mTiRAknXX0qpkiObS8C+`6Ge2p zMR4`%4+xK!)4%aPLCn3pw=}3sB!GDjtULUOyU)ch-YUi=*a~9UDwA#1G&Z0PcqLbe z1KxMy(rQVrMxXRLm4bV#O%jb%$zN?M=vhrb6ltZVeVVQ|40Od6&83;g=P7MHTNC^gLKPXtcBZ6x#`nc6M^Ckpz1ZKl@?y(Z#ozS5d( zgC9eke}|?sIMfj(h)j|IPIj7yN>l^sX-*eGL-#P--eQy@0075Uq$tn|jJjLnto8fU30UUB&tRd||x;-|n_`vl?!Rp<@3T`F@IPqO9+W_ZLgt~=q zwlyLe98195ugB_ITIrS0sH$36bX&lMIZfMfSmPNsT+D8V3e>VRPZ^Rj6QueCzx@ryt#RQS70kh^RD#bB$Y%0{)l z240OMehY0{K73O-LAe&fq~^XbhJ(Jx-*KS|Rv9=h3_W~mnzvQ@Dj9+&W1cDCP0 zWw0QtSSF4Bof6H6bJ%mP<(OGk;4o@EkcrxwaDCRBD6`$jgfNDlR31ymdYrIvC+dul zz{UNw`dGK7Rpp{UA=i~SH&-uYYcMZnoU}%u`*d@Q*E9t7C)j(|p z;<9^$!7qrRbRR(>zU4AiaZrd-#pj4(EDmLFgHY}V2kFfa!-NAnKlUc~LMdB0 z;(HNs2S#VczAbqv@!ppv+1y`yeiD4tLU27&UcL#MR_EUR_4StqCOyJZk{F@NaR*^* z)ae1AeowkpJ~vmfrnndp6K|v*<>v>PwlhhgFE)~ta)JtQ8{NnyzE9&}qPt>j?4GX+ zl;r2~dOCXKmxUF$C7LsXG$5}>6S^HQaaNAs$1%Va_lu;^sKNeF|KK@Q9YR;Z*Yd zAu~hPO>1y(IMeIqLTLX)D0`kVIiSfI(Q?<9qO!q*bJ2@cr!YWsvg4)%4O4qQgg%O-bhs@mtOHQVlTC20OKiHa6$gUme+QTj3t7 zFm;};ow-nO11fS>W}Mz!ZhFRJQ)ONEZVzsFzxAN>v0GG3thcZ4l^w>}tZTeqDQ%g? z{95jDqh-Qeoz>nps`KD*#-14e*_Wg{EF?;bR>|eDZ_2k4levV?>by7lC$!aF{`X*{ znQH*L5netcefnq4dk{W$2o|itNda$)4$M!*weXFNQ zBcutEz?5?2cwxj)Rt!)SChF}y+@V@9oTY@AhMveCl*gIgW2pB^JeLQ5ml|@n+VxmD zU0Jt5tG@Js%wBOO3IR89%N{e#dsQta=FI6ru0&FL3TX`DZNr~T_>)ZVmmi@7+ZO*| z%G9ZYwCNR@9EtFqN&+RpBW5>Q74R{Q?@hX&hAo%sM=*TZ=T+zgJ&fGQkyNL5i zJcp#wyG~?8F?k%L)2kE|1Jj30I0OdwBqNSBQ3Cnn;8bL@mWC<2-nIZKDm+pHaUrR_ z{o#N#+GA)-mvl75x=(3wxYAprN{~)N@P%iv%B3B0qb>jNEF%M+R52z}ITi{K9qEJz z0XPBeOh>&IM<4w0nH}2H{ug%&_LSnt{>Y<(dyd6JScpFzGgf^q#`}qO@8K!P=*Sr5 z$@CH%O2ZgNRBNsJ!tE@zU}Voz3WdLe68D-<(ps{Mx0Rv;GR>*um1f@+Kdb^ z;Dx=vm2%%qX#SEPL?^@6363kg7;_cBd-smH``*tlyJbaJ*U-r5w%&pi%uYQvo6TwR zG$0z5Azqhz{uQMV>0G>4%;GcIJGmTi9#xjCfozfxBbo%4q3|Q4^z3Cu`}Y&}zgNba z!f0FBUci4Bt%cm3oK}nE@(xfYaK4f7oJpP(uTcBYqdeI}XscZhasXMbjG2zOG-3KV z)ed$HXmRuj8YdH2?JbuTLdh+6>}-H1GEfIkG~D815mFTy85t9UvV;H-@VZrFA}9Js zM)-GT_FR2A!Zxlov(i?2Xzi`@%Z};#RVb$(7l!`kA%HT~hf&}Cm zeQkT_0Q&BCbg(jVo{km}4mFv}9{VqCx1TSJP37TX1H>tZOMi}9#hX8z#37U8Y-YWr z`z#gu8~Sk?ZHhq5)u;FWMM9UE-(LT`zbl*utrG9@n;yTUaRS_ zh+{EM-sT=qd#DQnFjkd4wNRN~r0kuZXELNVZEp_-LE6Hmnr*)8jO{I59<^(tO@&OU z!8|Ozfi4I?r?tpP4q6)>4~Oo4eBYUmVA|zR-zUec$Z)_9KgV*kUgvvqf*E-IcU@nf zD_ui|fLtAdC~H@pCgEW_E-udhP$e!~Apiq#mJ+FgLiJoK`9W~>m(>Kh`X#@!1il4l z(<<2~O$ee7!{ywvncWZ(pHWKz(ev%=AnqiU)7^%K`g+Xs9VIY}a3Ef1zX79{Ba04oy!kPhZ5p}@qDe|FlFyFO^!E~{!N zZ$2odY{_h`-<-3+GO5A@+aq8%86gb5@GR9PxPEs#hcH6-`o?)bsdRa+X|j?ktWG`^ z1Aqh0AiriX>p-Y17Xx4FT>&(up zBeUji%s+DoAaK;+fWATQX&KqU)IVQd=z$LaMj}Nu-+(u!U%Qc^6U;=hs3Xio34IGq z<)c)R54E)drd3rk4A@edtG0qzW%Bku8I}9p8Bc>3qPrycH{~!5aCJ5Z7c63hO_R%G z?4?S?*w_>B&>*Z@{e?0SthOtHi2{VP)%H{!d&T2X=5agk)m6YCCXaXTxZdq|HPBxp z{hXv@MPQUeyO)>l=f(f(%>K$z0}lXr_fpCF*jFD1wyzgNHq_N3F0r}wY*(C6YAA=l z5z^oQ?^EXW&}VnULr1I2b2Yj4yNjvqW1u>f(1;LDlwvXu)(1#6#A*(Ve)& z(eWHijCF)I(Sh#}VC`dj1216em!C`S>1ciimIc0ymIaS?d6+ouyqcD4d%BvL_m4xs zSpPmH2%awcIGNmr&c^?6x=!0nfsx*tEYDBu0l zVo{3}-(9b;FCPu8zS80Wa?z&og%(}Uy%*oK96wJ!R%CfRHYe`qPE(B*{!=v3HHHJ8 zVv(Lk2Jkd~wX1&)A^?E#{?!zfuC5T1`({_4KCu7=a?`paAG3_X0(a7v4{r!ST zw=0sbch~g(tUlN}1%whPC@ImFL;e6JWmqwd)||3sYQ43E39pLGw35y_C^e(vu++Na z{EpkT^s0Eq%Y8rT`D|5>hEj*~dcf6VxoLNs{n7TqHQ|tbxZ||Xm!RpgNXz%}s^a~; zore8jm}`f5L)VM-7N1ubOLl5!Xw*?@;i$@8-lC1DiR45l8s+rnPOD=?2x<~=oCv6} zz+2qTc4eu&JQ6y_tDgDID1t*mB&LZ}_g+!Cm#K-q=k@SW%k?5YhsBA!J%s<|NCmQW z$7521mNmnR%{ztv{AO*T&N~^!cS}|2eQ~h^))MFJ+%=!ih~X#dA$Tytviu=8+~g*! zfBzu0&7QP?VAA{$J4nZtJXQ+c8KOoC^(>{Cdq&7U@rzX51c=1m8949FuZ?UYMGQ+G4wnKUXd3q6-$hriEopF^;1=>qdE0> z->ikXpg2iSC)M8i;}1WKee?MEYhd`!Nu?J zNm3OG->NbZ>%rUI{=*aY@lKxs_-Iewj7w1h3E*c5a~FZsFgg7_(Ugi04!qmO^NQ~@ z!LG)mxFV3Qtomjl&B%`asiMc{loKEjguVtUp5L=Fkn+480S04atvkYkb-CAA){a?U z%k8p&a&re}+G`j3HgF)v8KnwfZ~ zqV9-`>hTkAD%KNbk@&JIlA-oPw-^F4?VNGX84vv{J~*Du71EA_&jwsVrUssnVA-p(%D!G@avW8qUX>m$;kEZa5oO% zqZ4%V*PN&XmcidFyeJ%er1?KSHz2BbB3uD}bNdgUm9YHlvy%VyKT}|0U}gX3#~O87 z^S0}3Z@rJzUhN2Fkc^(uTllx4&tuLvU_$H>AtCgrR?l(Nt0`7We0lPuR)`l%T#rR> zODf&CCeKW( zXLu?~qRh@n6Q!R%oP9y#>w1;Zpms=!_vq>3c`5cOpV$n(jqXfF!Pmcka7bsyr)mAe z*O~h|u`t2rYboBX>5`uq=w~Yx%PoUztN6jt@T4Db)o|Sxeb>}) ziuBu#mwgsyHE?f;5XoAr6mb!cxd$0HHr4CNj!&No=QfY0dr96;UNY%)(6<-v&u)0C z#_K6LU&qs*mAcJ)$(fl!IZo8fZ&}fEllBpllI-R_WX*+`xcK_XQmEp-d5|R|gIO;X ztJAS5zGW&KyM4@02C7_=Z|y+GkcWOIBTd^AhE|HSrTev#mcF_a7+k$#OT9L9Es9ucpLN;ML&;G)8r z<{!HAF_3~y9#52PZ`D|d2Wz(UsR6XiWajzmXR(|{{hKZYD)Z%}*&mAtf^e%{hBGQQ z7S1@3b6LGLOu5ZVRUBNEU!wcq0UCi4WNw6xM+DFx5|9A(#;tlJuRltA^$Nfb`Yd^b zd#8I%z5ZZ&$A3L9}>Dg>9bFqtT!!f!-;NPPLq zsVO~a#MQYAo0y2hK#~-K`R9yyzmt=TI6kK|=`3mE7d%3}Pfi<^(z*rht=W zJUTw!^d{Y9)%TWOC;+)eyyX<9P(Ufw54IdQKkHy5k*5=r&pDc`4_w76IosxjYlR4h z+>uK*#g^wA2h=7``r~eL)KaiT=9r2!pNmuOGtVUIW}915>@~D2&DgO8Kd~^rq3Ztl zzM4B16AdG_Pz^SJIJ38vHRcDgSm;OWogdIE3uQAH7y?*x;U&bCbERjRAQw6|H<(6( zW&QBaA-z|Ku=djgI0(OHS>FM0SZ2^G#5$M_hK2k|?vp59wYoQ9Ur#~zR}NXBK`#YZ zz}H+`)3(?!`vkI_<<0znr1qeh0o;wjKkS#Y3X}Qj&$SnRns=q$`^n|UrZ*2FYgKxJ zSk`K1rPe3I_IRaxvHB2X;8}7V$UE?`WQvXyQ*orxP%`X?oPy3RJa6dAa9$dQx0KU- zA>U7pU0)qz=OE4_o;ZIcQsC~t;dxhsU%~GzX}_Ay58%-C1*Bv=0ao5ULa@}|flpyB z;eL6H5_X!E@B{Xwe6w9$?x3P|FW^pQcSpKFj^l(gaNc`SCKYqLBb^QHPleN$)Tay& zp%U+iv2GzcPtTzGLJ}Up-5Q z)s4417*FZaEhs?~*BQRfawg(JQPF9>9c8%Y+wHT+(x%$<-{5bGBRsl@Zapz+(sk#w zysa{Ed&M)IruwC~^j%eBI)c`?R^dhSu!LY|;t6|)j&OVt& zP2oMift&xf@RU#L^}-xUZLcCIgJgkD)|ZRv&!q}`wB_Fhb~VQF4No5Vraki zk}+z*NtHaM&&4H@eqQTsG_yhAyZf(aN(qr-{Y5kol7q!8AW=P)UFiPC5=lyNQI!P1 zsYG$C3H?zqDgdb%HPra~U5R9CqK~0o0-zjJ+%$*HYvn5LIzRd?PFb-_@N;F`5I}8y z!FJ_{%^_=Ii)xJdL6zcIzuKN>W8VRk*lp@a#BCeSTatMUS^EF*_7*^KMa$Y~a0m{; zgS)#s2@XNRKyZRP!QCOaySrp?cL>4V6WpEP?r)Qv`=4{}z3>0;tM}?vQM+cCHLH7d zfBkjuy<~#ZhMjD=zD#;Df8loC{?!CuLQ80|qdyP+g|f@iRDjBdmV(y&3rGD@D>>b) zxWR$e71p$oaC&_eF=2^RV)1ShvHP>}mkSukuO_-EuP&=F;NRBlfVg=#*;BfI3KFhI z63R@}WO^Jsgt&83Ny(oR)h*WP?TbQFcwd3`9j*K~mu1>AeF8RzDh1^dRinN!GaDum z*LFxR71^>`E-aIh@1*O+%i`r04IuQMn4S5uejbl4SG8xeJUnBh7n@lZ`simMSiPnt7{IeA+@lNpM7mc;EpWo4U!r=TmE&Y4Um{&nf12IysD#3_oJdP`H^!f?0(WAu- zBv?|xnl_SI{XP!8l5AJ0wpHqa!eu)~2~0#Lk02gFTw^U1?>ji(!e8fhErTVe{Gl-H zE7OY+MjX4wZl3J9gsfo;?+vjvQ!j%-{_Wla`|J^u@loU-s`kvNMr5oClR5f5n=1KR zCwn#~FWzKHFc_O~Zxq#Xqz&XtaD!%UZ90@!MjlO3YCw0!*oEhduAp`TB{T4%q1*~# z+#XUfT!OmmLejXGM-@I4{4E_upF8i>4(c<6#=-LAe^X9y|BuQEZcd(mD<`xxZ5H~m zypAi-#)JA1(=zCpA0CZ3l`cdnFFrt$2;NBCmX zk2ltuMpD>=QXeeDsNX+IQp0@o?l-(;yWQv;AbygYF`+1t5~n84qKY+E?jLw}9#cw1 ztX8w9kQI49a_4Y;b7~VO?3o@d*ZAxW+&CSs-QpX83y}b8)HEKF7zaOAnz~ zUrmi^B+s4MUOjnLO4VYhcZQ;HBSeRw_t1*NU3*o&3E#wHR1b;>k`gsLZ}xY;;E9#K ztcm&F>Y!#qh~4Y%Sq4Q z8oSTHb9&xoykRyujK1RM^ZL&F<>B{K(s;)sKC(w6-$x8u@xDMk^t+K)Lf@g|2xf$z zkRK#`$KICYJ^r@#BWjTm8}FM;9G32Wk5ePT1jEklrs&o}`X;({cg;5Cy79u}mtUXX z(?&SoRHN~JQoEACv2RhPac=K$kCv0e*}1fJajS)GE68(Eoijp`x#tpxu=c_srgbei z7aWI{km+$VCMKdy|I*eErKyfkvTOOOh2g^j* z*sQ3#H{;Up10W==-CXLgp1v@HIi&bvNr9 zpw9lt4O9^nbjYQYAgE_z9xNr{tGo)jym~_tgiPwA!=O_oMiaqOr-ycI1**7T-rW!gN=$9-C1AXtu}#z-MsjaP^vK* z&Q(OHGAVv77gFcL3}(P?e?yi0y!Q-Sh|FWPp$hzu3!_IE=#P#PJ-5hs$W=}}n^p*> zqG7FilpbPsgJvMt&N^020&|0U=87O^`#2aSv)Fo^y93pgrC|(hLHN@Oz(R(Mr=&HJh zShin8??9DR%Uo`ub*Of+jb4lrW@E)b^iCD?!^npL%;6%11Cs*<%6!IV-UmUMiAGx|AvKC~|IKs2;y=^eM6r_JC~2j48&prN%~l-?d$MTw)u z{8jomE(~1M#-e#9a10aQGKPNjCLnn;{!9pFzL=gK?|J6EA@hgK^z!;I!Sfe6nS4&lpQJl`-!xqR;kJ z_i4ftPV`paXGDf{-F<4U2paOQ2RG2|eb+~TEZO6dyzuhWgJ3bzgRpYZgP>8@gD}wo z-izx&5Qe>Gc!h$(uo{fa;8O@}MYh$_%OQEk-(BC*ZI@D2JVoi8kKDg@cS5}+f|HM` zEt-v{fnz*1EVFeb4)z-go4e>4p%S1;KU7D9yiQv(D~}7OqxxMHnSO`*o4TfueJ9l+ z>^u+U`_=ZDwYqRQj-sNyH`Y+285piWp~Xl-FZ3t?)tzKiA0-~`MvFd>`MB?hLHh*K zvAV3ldea#z#oXeXU%kn)vywEN&$g799QT2hr$C$a{@P=&-(|!l>4f%qt_Q(K+q%Ys zREU1Hu#F_Q1Stp6p-lGHusw38L!-N31~qA2sA!@Sm&2F`Fwv8FsL34n(`S_o_tRZIo@nx-``W}{+T1NA zr{7=~+VP?ftWZ$*&JS&Mm$!X=>uWz@2^+dg{-t|@Y!&`3gj(cxgQ&ciqrFOZ1i|Q| z=!EwTH!;5(wT^XbHq31KP_Sb|t1AjFhrFD50*{i=o0bS49+9)KOmm}?A#mC0Pp-Sx z7t9-0%AB%((e-v5Ui5Ws0ubOSq zmvR***G2bNu~Ge$>s+GQ!9D)p%dwVjV%U~(jrQh0cGHL18&7`V3p`Cv#v)bzZ2fjE z@rRyS2oZ@MC`SHrHVkPjzx^oFSrbeoeP7rkct zvd@OQJ1q`)AEdCNpw83!xSWgf<-R0u^O_ASr3MMQfg-%LC_ms{*MuA#dJXstNE`uN;>zHVk^t5pN6q$Zu3LPR8d5c(au zt6U0)^Dy+g;YPVss>d?cKpaZza{QetWyp7E@(SRy^VG>iYx-yGdIu1U_nxSDr>~$ds3g znl@f)WI&h>vv;Y6%3~i^^#W7v zdIQnAH56R%NzN>MwlLvaoWJ0gld-9ARRhcou|xMQG)~A9@<9T->%< zan&N1oVJlYYvX;v!awI^fOjDD8FKP*N7|54&mQiPNG)Mt(?}Q?hH-!zhS}xjz|jg6 zPeJtYAFd-7u87A>z!2}Q!KvRB)5F}7DROuZHHVB#dW_0C_EsCdJ6>d%4z+}q-^oqp zB!g-nrX;kVne(&us$GNNVLQ?Gr4v@b0wcQ%eKeuwK3L(W7ngX}+l~ z00*n;6w|2$f)x|MidbMV5b#(08uTr+AN;|KPWntTTn($r9;9lN#0e&=2V0Z3XaKYL z=H@-!8N_$j3VaK?-6{!>1A7O*Xz)A(n7sRQV znN}&HcDt_^ z1EFhz){3_2RK(jV%pF1Ilbab?joi?mL4?|K=AGGr+jM?o5MkU=AVBXeW7QodTuuc* z!31G$GZu^5JjYx$ksY5u!v44+`+o`i59xp~;FJHQR_L7?s3e_2y@U?3WdC+m=^)Dc z*a3w8X(kj==g7tDI1MDO2a-ipb6Bj(Z3DxX?r-TBXp{<{zXjTWj?_|qai=wjzF6oq zj1#rPOAdH>d3T}~_Zdg46zI}iiLdmY_Lo-~@LEQrO>6l&?Oq8B4g_+fBTr~!OfYXg zPADx%5L6LQwV(0E)0kBO<*U!o;~aU;ZY9S~yaS1AfVMW{`H5 zCE(6?k>Ft|EGH(1?K4oFF)Ac-p(9n6&8;Rl8M;V6sYZQHcrFFU}4bz%X_DwQZi^=%9^WyC z<}+jOuH=638Fkjjy5?(1Fxkah7VesPUXmP;mG|nAit>c?OBYwIk!m)@yn1R_wjhv0 zvs-sWR9Z=JDcCrbF47G~&l)qo&+uMUDcJ_09y_cocW}hloK(WrNPt=7fB5SyB#4kd&(Zu08icM6O5?(kA9OEM#_FVB zwa3IM4xI&`VPjj$EE4$jgYi4K+#)yV#7fLR@p-4)i-?sB(#)}RC&1{J@HtNm5)KG5 z7l*Fei`f5RgV%q2`_CZ#cY65O0R8ut>xy7=^QcRh7Y5C;%*>(7Rr}tm3_5KCZ7riE zmjGey=KyxgE$(TK@m9vlu?JcGzcT=!p=aC?W_97i2he-fgv(BG;tt0{x)*QH^$5!z zedsL?{SGewz0BN{GxXi?7op_qWrX{7Mxip-eu4E$Z=2au;ph4tV5Kv1!;`%%VbJSE z@E!Nh=Ox9yhEfXUagd0xpSNGt&X1W@j6KyOm8BPzT09DDDC_mBf5}KS6eMPEJX~m zS;2M;U;4}S=;Rp>DzTeUxLH@$;Kyb8RFuYZ54ZW+Z>Gx2^oBKTcHG=r0*wsDEnl&@ zBEVplqd}vAT-vz^E{Vr=6({w$BV0JGCK6*;O)C101NXnU0fom!iFE6LdHP=Z#*w zQlu&;;80@zFu%*IWWbrlPqW!J`a)%IKr<5wW!Oj>xNIt))qhc9axD?mXwPM(w=*4z z?jO9Kt#o*5Y;?5&&`8Lh~xz4Zz{@lyVt z5C2%v&Z0QIGsSf)8mmf6Z0T^3B;{o(_@PPKUtRQGaPM#KW32;L9|%AIwLrW7`iMbM z(rEePU^}9X>&~!@mlDso5Woi+Nku9>&X)^mKc7oHeqU@wd9<}u64zOs-uIo$xF6lv zTeF>9R)17WQo%xLb+|DyK^=SgedlmIR9x72ydU!OA);-w&;^OL8<*JuR8z zuTQ^uzjoBLpO7P1;#J8yb3DE9n`K|GADukbHmej**k$bXr*vMjl+$0jM4IE4`ay@( zob#X=!n9^9nNgQY`K$dSCtSyJ^JiO-ZEwF}ZwLiKxyeYu;nddHa=b#Z7jQCUUV ztolrG!Ps#r-E+6L6Z5 z?RueEK?<-ClO{BjeD&3j=f~>NCCjmHU;FRutyw05J9Cy?2c>OX7H#+128vEj^<)8P zVvtdK#t@_dXfh~3GB#Lp#yJp0(S_+%pd@DphFQIB0nROlar?`9ZeZ)5P0-n zg&CT?|-Rl5RnPDYU_>F*1XpQ^sLvv1x2< z=ygt}|757{FxpXu6GnU$%kOd|?>Y5EN#ehMH?SKvG=?NKX9Ki(WeHFDB7ve^>6-XET;o@F$e5I508!-j{-wQAi-&Eb&{ctPWFFxV6HqT6g8-m_f$MV7UdH{RdfHzI-QkAp zVEhA>xzGR`K=i~33xxdDJ~JK=^`8L$SNqu?(&$3H(cAA{dM5qbbNBlm7QhOue<3v8 z7tD_p^tYdNia%D!)IAgUtFns@({`q5L0`F{>rJBBI$P5%C<(SJM)tuFf%lys9ErQ3F@&~ zud3nK7_*e3ul+)eL`jy{Ad$D&uMzjpQ)Lq9SX%(c-lRdBKN{!)#2EcO_IvhQ%SU1W zDeKQn2;0Pl=B{GjM=>){h0Q^Wqa{N^>Rk%WbG?Mo( zYkiJ{7JID#S$ETkq72g(6p}_o_SbwN81S?L2pscbb2KvWq!g7DFIYS^NRNQ$Z1A3h z|H}#eU;jksJ|wM|PJgS;`3oXl8Q}9-w6kYu6j5GZVvzkHNBhgW0nlOsN05hn9RfuX zxZdJb3@U|IDPPCDBJNq~rSy`ZY2m@d0IX`EmAinvs0b-df|g!XVy};^{lNHw1_GvN zDAAWBR1Ce1Qx*?EG?EYfQuGCAX=q}>YO;EriLjjRlIO(ueG?NC!`1+A2(3a|X=jj& zbBq!=MbBxtFu3dE0Zy$8hw*(=2whD+&X0hKU;=pN#|wR&Y2OBE->Bs7YhKb=8tQUILiY?1x7ZL;#?X@Cy^*1?&HR^CuQ^ z`O7$OUywi%e=x4P5>w4v9K=T_`*KqhP5nP)*x4Hcn%60@Snv7vegbw!3M{|Q> zZy7TLoN5g4)=Pi^wuu)ZKw6N*x*+|5c?FnJcErUK%VC-4I8N%kIR=P@)+4@i~gNOJtcn42kj&m5*P}2uG zHn!NgL!meWs+Srf?hn3(za;;D`+MK$>bY3u8^#~lqBe@uoHfl(r&P4RQ)aniK2l(o z3f^DI(usbP3*8)96-jeh0UxXo@&eNJmrmfXRNkvvgaYyR;_z>-fO8<{|I{xKJCM>! zlZ`S4FY2%&LIUhZw80l?0DQCeA5`f>;KIq@P!B-s5=jsQVN?PdewM1Uc}hf zX2QT4^)J7Tzw^63&w4ICTAF#j_r^B*K^-;9vw1OEs1bnlim~gGkIAHqL{KR7pt$6i zBo1>L@*>8g&Nn9ifv(w#!bu_a;f190v=5zzp)o{6q}bS0j0*!w)V3s{RW6)Y7(3)Y zsCIT@gkpW{36q6Kh%wm8`OxUW>Q;NVM_p$WMzfOTJxCo%z^#hI3?37zsa4)L-27E# z_HAm9n{2}Tdaua3M-IUd`v%))=^C5e_Xc;oa;nJa6`~OOXlBBfCl6~W`Gn}i!pSL0 zt!6_6wesLIUI?NgY#M#jVmc+U1cq;ei6e(}CF&n3DZiOyCB*S9e(?`D+X4l?#vmh8 zadGLi!CbMR$x8gZyOL%D&J?tF-wS7IyFdEqeXl9>wk*ecTPog;+gOIA#s_U3yOKP* zfn4&vUL+ByFG|)&_#Ka}7$o!-tAA>rc%a^@Z3X@;`399`NLZ)LRH;3fy!Cl&{Ir4w5yAB~S@Rvbggn_O zgvvpvvQl!js&9hvYT@W037~m>i&aW#AU+^=O!gvDAGCFIa0T50lj(G)D zO#TMn5Bm6KQg%PXc{&i0EQnkZe0#p-hs`)GcwHPvEq?WM^A6=_X-v!0-GNr1zkI-F zt2yO5^8)i3WygIfpAIC17(|EXEQrW8$Wuo}qr(}r1^S9$wJw}FH_jz*GhF_>N6b4D zM^>+}ZjXzY;5K?zchvF~a?0pgyFcal8<^tVwOps;#IYNfglOQPw}g5bs86~5QZvOd zp&{r&DtTXBc%XxcTcvW60$N`~4x?QtT=%B9Z%agAh>B$(B8V~~?La?H+5Z-LRN=G& z7b+yl-1ZR{q!O`9Aiphce^7QjC~S5>XAIz2H~wsY8g!C@KP%M#d8yg_+}LqH{_Vqc zhn--%Z8v<#Vh_`R$E7Z|r%93INwwieAkpwHIYu{IElmF`Gw(yGvoD(E&-0SZ(5c9D zV4JC6?wh}kXV{x@uKkiDem*Q{&!baI<8A+&N*-e;DDLLn`E7~XOqGFtF#3ttEBlA@ zv0U$0ebLg%OUeZl!sKN6{No98?zgG$cVqB^#G{fZ(=eo@vdx#T4$Y^i5KfqQ+U>+g zgT8__tz%T%HEj~0po6olx6T985lm`#sT{F(NJsHdBnpFoAA@lFbS&A1a{J7^jW z^$&FPvTaYz996wNA@0j{vda{}u}vjvx^XOxo17LZ4z(Ble9G_(74~G*Ogg`<=ynMQ z3ZXGDSSYAVbiF|YTv9$nTFn&HpH+{VW$_R6V(~eZm6U{NU7QZoi!)s37wIdsrk)Lb z3=U;20jaYwj26p_lT?fCZRrznr;b zul}p`wck>c!|Fy9W0!u#2rgXIhT4l*wjhtL;%Vh8*y}aF}Q%_EsrTm9~FNqxNC{ zCqOIMqx{DVp=)%b1HTT?7fyARzsVxvXNhwX~jpYO;OUdAcvC7xdB^Ny*Ff(&+8k!E)R<4>*BCKww#P{)TZcztC_fWD*ynr(98&6a9?_q3>NqaUViX!M zSs)$+R*4CLKKaaZbES#59s0^vyx?K{-5Gref-8?rgIxpvIF!)ju1{^K=&zeb4BBa& zcLKeU31;#1Y8sPsja5hmzFr$ne*R^FeNNTcd9_${xA<%8f&jqo$gB$MI!!D)J{iMQ zRoZ0TJ-ORru?S}C2wwg`1lyZTbmZdIA~^ciAI_0?i2y|4LqRCuGJ^CPJ~@*O9g7m7 zL`%I_dOv&N)uo*1FURJHH_)stOoeD6zO~=2$-cXZWv+>$XZI-@57aJ$zYak3O>!kCin!>jSg~Eb+%K~`13KASGWcI=-Gp2-ZH@31R zQHOe*7jvvTv}F<=+?yjtb@JT8=GilWSc!=vvWERTC6zZNM&BAn8)u@~6v zl~i<-X|>T2x)Xcm6S;OP7PHJsznc%YtO89CK^?b#GMjw#;OV}c(JvX z&T8Mz9|^cIQY)GY+#R=Ll6I#oSjQ2K6lKO1DRS`apVzoE4{}qP0nhwS(e>b|H8MPt2FeD&vDb{h1YOgr8e$V`nOkZ*8PyG3Va(G+3teOf7mg;0tN( zTfY@i6F}kE0ARPm=cXcec)CGmMy)VNgC!^_rm!#;*GDuY=yfc}k0Sz8qLx(nLnh&U zy3=9oX;q0@SQ0+>2Z=43gg&;B^5H!14P@TA>Vj5!Bq9dS0Q}%MonCyWIXYOt^k!Xy=)Nxq`N~ ziFF*L;%@Il=6;GqWGf@%_gn2RQGD4bklh)L^hpj3kfIEO7QW5rc=f|+I5~&NTZ?X; z)qtX6Rr~G=r0YRyPev-$*cm|}J~5Pt<%}32PFRpc-_-*jjLG`WmVi6a$r!iqD>5aX zDyLWb_Jn4}@x(jWzJ2XDmC^Zio)7_F_w#8>=S9LNL0FVGsC;($ZtDo>J=ZHqMJXoi zj_rjPyy{lpad3WL#Y5x!nG}=I3QV$3p5hT+k0Cy|Py zmOW6H37x)C5G-)JjGee5GSdpo6>+(k%mdE6eT$$izI*s)e>$d}-a|rSuoUW3t;ZpQ zF9&&N@#jk>pRb-Nf|~1{u7U`ipKdkO`rOptroZL?SzWi*@kIHf!URp?eLoCyyXkEx zfld5GGFnf|QLMYIXN893`R-*86s(jmu>+3A{Z>+<(2oxp=f>oiIcv_n&|6-Am$PZlb8Ir(9J{dR%?Ih9?V@)qn##;+xfH)vXsYkReAv z^&s8&qxS05=mtICaNWRdJZjsAUV?Q(QoAtht*ev_p3ie{&>W|amL@yv9ZQ0PbhzIV z9ejrfsgx&ZBJ{}9!C6SgF?HCO%aF8b$6bl6GzcnHJzucNRleyJ^;da*N~Ekg=d@b1 z=3f30c=pw|B8^AMuw9A#a^500_=66cR@USWg{x4rUIQHEcr;&$s^Uf;@JRQkO#lxC zqx^D)5<0gfO_+Lv>DoX)JG;?MZ-2}reu(+CKkD?#vzL6BE<~e;dSZ@xz1$r-CI-V{ z3ZrIdDVGHm_Ta`gh<7(^l2F5mdQ(0n)*XXO$;SBN>E4NIQ#5E;Tc5du0hn76X68bV zddF-R!M{H)+Dk^7T;h^vFjnu5ickZ|3@!XXLY_vVw$V2v5{pjW?T>;-<~4n3wlUgr z8vWEq6vuNqek%TD;0CB?WeFn!ZQ})OG;Z(sq_W8$$pad@GX<3sM6$jj$0a$Vmam17 zA?(1>`&2Y;pnQAne&sN9wMW#=YoAYg`U7T9)?z``{EJ7f9rLub?{+&4&Ej$!_5y^v zNee#{(s&GcuIqThMjzu{(8l$$y_p!%#n@tMQalBh^9Pr<2ePx z=XeCN8cu`124eAh>pURut0t%Q5hu-sjuSOIfZT`tR)zQ_TxF901U$A^b6(tkEY z=kR`{%!)=%s3|Ul2#?pf1(HjZD!xmncvyOwN5)QofTw316~@z}&EAavh?o!A&l2h` z(dVaY$nqh#gR4KkJ2n!Z5B?e#H{@)!Jl{UkE|A%JE!|GFNxJ1G(`(frO+e*= z^>!_q^ehvCy69fLu9qjp*xH!|QI3x7t=Q#J3tJcz&MJNU2Ey<14N)(AJfO*Gvx zRn(KaRz}SEjsC+A^qsLV8(bEVX~?>Va6Gnei_sB~aq$#H)|*o3NV8KwIs(dOO5_j) zVJp0L2&~&J99x&-YVRj?Yq(r2OmfWEF=p@vz5SP{0wi7XYl>?*YbPYP&o@Eym7Udd ziZ#ZGgg5)YlJK8@>25{pF~uw>%1hzs@JAA16-;+oM=UcCLPeg2IKyj-yFNPJ+T+To znBFjot+Y?F&gBN?Bk$z2xKR>zBZQbw_m2)k3nus6yk`8~h)eeP12J}H#fv_V51pE= zZ=%QhiFT|ff#bmD;a5j@2U(z$rbBJb<}Lbh>v<$*N*?qbZqcMdfl0o-PWD(_3T*-p zoze8_cEP(v=uw2aovXuj*-Y2MRey9Kaz6<5qnZ!go);($jTnzjtL(jhZxoSjvi@%J z3lgh;hF^fgZyiET+*kq7nFPGZ1X-uGI`>)n09uN)}j9Z+glFNP=Qs@u-#g zxm_T~<~YKy*lmZ`ijiM$56AGpq1K<1ShwHePq0CM(tV3ZI|3C<{PXbXehV~krC&1Q zl2J5wBLPp!hWAWlYs)4$p>zf*0U2gZnY6pREAOU;vktq+JgzWq5$y5Y7LIW7hGt06 zO{%TwOU`r@jB(FvblhEJ^Doys#v-VSz%Q7jOm`?Lkx8KnGeBLOmpWDGjAZm?#~bNU zKMf|I059NaKFrr+GJPU3ceu4XvNK|-qm&8e<#PM+A+z>(+sTx|8M)nYS%cwX>7d28 z;Zg?v0g+l@>+gmDouH&eg1WXPe=;SndYw7tLBd9u9;l3|emdz8SjBb+Nr*f2lg#+HZf<#Yy2$c+)xKbkj>PQ^IX|rR5IBV~NEQ z;b@4}PGz-n?ZA&d+cYU3it%Q?H_`fM683I;hthc&%~@%ky;7Wl>(CBK`GB zULdq^&)Nj5Hq8|x=jr`KGT!>I>s%{<6FOZ%pKJ2-X zD0#!DP;=$iwS`QeWIoE@Uk0I@POyg=ZmXq|7mQR=fLPuIRRY$D( z)ox@-r+?2kfv3jOz^hpUw%_8+6MKB~F!-yuCbf@j-&sd@ZMq{YmS%L|OtQOG$+g}# z`QmdLGG_Y2iCYRiYqch+dlEK@lo-;a;jOc@b6;F|vKsKh;-v>g#d0 zeR9%|-0Z;teMdDm)Xk1!wHo5+vCU~mSsbV`m>k*Y4A~TZqRFGClKWy|3gt2RaI3u5 zTyxoaWPf+@(JaVgj}m>lqGQxKD{kU7K02vjVY4n8FRW&hV+jY#53O}M{oGcCa6|!guEz19Np};LBR&w#i zrA;kHhYlvUz~c7)XlSWcl>5~_;sxLQ2cOp;GUz^XhC^_w0*A=8U_@A>&kTs9mKg_c z;NG>F#mPC^|Gb9vjKazgyg?ibkKO7z=c?__egL7xaMuw9~BdG1S`%4;9T+j1MKcrE04p$qoF(NS6 z^m3))w=Vj!8f;>XJ#aO9G`$VSwUwur=?R5e#?zw>aEW3s)>%^4vaON85i}hafo+9o z4Zsh>DM{CHTauhCiVBZsH(l16w^A8xe5Jw-dpNJ&%)#dvi|`3nyJc|GLeHz(qtR7p zaT8dQJhZ(Q3Ppd?wNxhyHkgHUCSqC-GMiGE$_R2_^_k`Ij}lJY3#l=lb8TcHYb0ti zXYpvP?OV4$)JS28+%#L&I7yBkla`*005=S`ol4-zg9!*mQv3}b#(*ck55l!p?(+US zz_MG>OjK?T6*o9r%j-2VqB8HhwM2SqlhxwY+1l^8s0~h51IP~s8!MChYwHT(y`OK` z^YKhBl$ljg)r2Lre1ZWbZV zyS8crX7$>UE#-|1gEpq8dKSx2{TMwpj(kGTPSz|&7afySwt8nju)8qNHGQO-!4pYo zc208jRn0SwHansBhgJ6qxY?7wE0()dl(VPckr*cSqOq#njw>#`Tvga1!6aGxkoxUl zy6TB>l%y_!UNdc}+K3U)B288b$zgi8V|t(_P4=d&EQqUvyD|7y;lf+*GlS95$1lnO zQ86w|N;@-p8VKwI_FWqnE zIu&6YnP}$JepaW=#+F}&k{kH;i|%ve+nCb=RAEaKUAkX354%b!Mm9R|BjhBbU=ZUm z8Uzx77y_-G+eLIFUPS4Orf?3bcsC! z98tndi~$+^ntgfHl^dIV#5ujV=B>+a;_!X56{P$P^|ZNu4vyL*xy z^;OGa)hWk2aCD+YbF5=i=>$!JvC;V|sa=N=r&}NEJv1D_O#|OPCSo~3dg+i*i{Id; zzga__E~NztzeU>TRER(n*Zx_VQ+rP+l-~DXx)UR!k}bXBL2kccJ~OBtIeD2tVbiWY z`HGe6Q1&Ds&iK$aR2}rkBPQ zq80dc5W~8ef8TA~)~*~|r-{tO>s~%lJn)ytwYF>&;TtIhN0#l`HDEoc z@o<=ZA_HxRoLp`AWnBgiFkf;Op;~i2%-Y4otVvaUy=c$2goaKg{jspW-QW6bh&eXA z&D{uDSrYM86C3lFM>p5BPE6lroNKKjth2Qg6GMu_nlV^0GkYfA--r~OZsScgzwLm! zdN}fAm8+>MXb6LvTvF!U0UYt0ZvEV+z&t;^yLH5&MU0y$kCA=N=ILDToA(0y-g&_E zRT3*9CROlbnWoxkSA>ya@Ka}s`k|9W!-k^5kD3;qBC8I36>MfaJ}$zVr^L@)6s(H0 zG&IXtgGou-gTP&5(dv^74D|=8LQ<%M8O$^+!o!n6frgaFQ^}YyFlcKK*vMsyQ_Mg_ zGrS^6T=ixW=8g!fi>|&HNONSN>TBl?yCii4VA=l9zG~z(Sd~oLhJN^TQxOC`$^k(* zEV0hZRS%8!Ma3%qu!-`4XPet;;+E~VRLXt(tQmi+|W=3 zm?$I_%)SK0Q5!*6OVP$V_M=rL)R}K($bN13x!0ExM2sEyRY>r$R;$LXu4L}$wF~S1 zPkC5+M)mcdkib%cO*eF49g5ru=3sox*TzJ~0#60z@!wRv5)j2d3Ao+_+4d1mE_0fz zJncJ|Bv2eTNp9Pa80Vk&;E1ar8L@FiaX!QeL7B12GDlv9zDC5BqA!N<`0{vXcPuSk ztsl94?46__m~;P?pt}N?kFy^eN=!iEqN&mm5rK+v-$XY%kyA*bQuQBK{l z4`waRf%C+AW3>L>tfX78-jwv1<7+d|Tyy6HSIzxZNH2NUntYL5j5mftOe)d>p3)Ekc!`tsuiy+b+lcj|FlAh*NgBuAyL_Dw(K!q}3i1ZS-KQW5_x4n0*bA|z5!(3qw* zdehyb^WO8j;V)iUo>aEIeX;?}Z4~%G!8chGbSn1cp|Nzy{{9dHi>dc^sl}*mq?SWz z5rdLKgNAr?bKZ(%exsB(1Ei_F*Eqg^a zr+7ffZ#YeFXLe@jDqM+wys<7twuq=hb)w-zfG4aI>BwF!$z%8ai9WhZ%05d70@Tm* zwzmRUw6+s_L-`hEL-_mp#XcpWFfgf}K&3N=xJYhPhX@2z|045E?BPNWPVV5>`++Ht zh@_H*rd4++zU!*UUT;`rqKh7R`;C}T&K$Ku=tDAhR3MZ;k7&?pC<#}zbeZ45&k%G7 zU_N~2G!(1JpAF7fZZ zpJlPeh8uZNgJ5l`^K{-^Z=R51tvRKiJ=aj(2wm5A2N>*f0&;Yb9k&wg4eIPBEvtMG z*C>bG_nqrK`qL+Kg%Q+6^duG0YyC8>8LOI*NWkjM^`-AEB1DR|9p{lq*6CdGupi&N zlB_9Hx+dM0j_dw@c}On^`tWV8W?rBOq_mq}eepI+iS94^=q0+0Zc9I4vk$ zWLB?(L}T7^4O7GAplq_J(J+LgTQusDtG?2|Of#(fJ7;Q8SL-=H3* zeak_Xw+00^zGZ@OH&Xa5={5naPoPGNDn9k80}4?*`$?e`#j-X&*D(KcM)2J2`Q(?- zd*HcqYIn!|XqS9^ziTVVEMo-^5#J-1v0tj?&2vTao%p zsiqC*lP0^Ht`?)C>a7ot6?>mk{5NtVKMG*3+J3Q7=d4zXm(}F?p$JLWj$^vV`e^~? z=UZmV$|xMBU>1cGGIAdQekIQ>8P|#*20y5YYT=T|a)ITQ0wG7e{${gP?^@CG;W=B5 zf@;bJGxS;z>CM+N1u4C7M>hI;P`pk9k<@%wA5Vkip6*X2l^7m!tb4;F63&Gm4P(d* zYy`9mG%~`Yl9ETln01@Ty56B}kHitvt3(TpP8Dq-2}~_E>0=^0P&7`q`on$Lx2bYx z4y;N=pm@uTfkVBZ`W-BmPO^zF+^x^vi@M?y}p!aixt z7|x)aHchhj92q5Sj4n-^L$HLLmGDC8D>7)nvwM$c5QH(k@3b=4A4cM5%=|L3MdN9 zaa!bSzPaVKP7n78Ik{-8?|yHF{j^U%V2FFCrgOSEtL7cR4^%k7n#Ug|_k4#bSWjP- ze9d8zW0eRhC5x*y8xmP@T#t?-8oaD1>ptM31Go2tE*e=J8dYDA_w{c+K*1{~{a@6* zWmH_xx98o#f(CcD;E*7}9fAc2(hUR+8VK(0uEB%5H5S|#} zY|XP~o)^PfXVI%^s;hR%-sjZ*ev18E+NLeBg~P8(y8I~JQJ4m=D#fVptvZJDcq1VZ zd3p+`G>Iz<7-zXopA>NrYrdBIR@;l%KHEw=Ma|Eh%-XaYiP#Cn#9t=Ryc^@abXcyj zvF!Nd6OacJJf&_v5_l-SqN>^xybi|&hC2n2YW7l=T&O4kywN78otEJmZ)@WXvR?bF>sMw1Bny@r=}xV z@Mf9uPs1EZ6u<^5IEEZu#U zD&lK#+hoe_1){89c|U2j^0XItx@jRH^IF%z=N7G`pZZ?DI&XX|%1XM%@mYNy2>1vj zv$OSY@wD0{_Kl!EJNh9tlQOY>(CPJkk&Al+JTbv)YWLdu>Fh`uh?o9@@#l!lEfg3Fhyh-PU#f$-D@^U0-)W^8;W@it2* z4p|(jF3*_mkcdv*1|>r-!C71eso-Cd8nzTOSW2(50Q9()p{m^@xl8B_O>?c3)JIAJ@UGb}IPmOl_pi{&>!hq};xit}?ASl@{l)5y@LU_ps3zoZTICy|1W%A zQ9&BIW;r!p`}K<$QP!xGo5%=UUgxLQ?_DOttOw;kRra=u4yIxYMMJ+;(N_GHAtGhD zpf5W{Oj1{U@na8SEoJ|nI3cUB7+=u`tB_`YnnZ6HO4G!85911`;u#Ugk^rbrK#Y3p=dH$3y zkeXp{auffO0*l&nmwHdOMv$Z2!zE&SO|3z5-$?R#WLP;5Y4$Eexi~|$N!JT_&>!gY zXhJ+_zx&N`cyBIJ%L{fe{MP@dP3)&oU6oaAY$p4L2@Xzvo68u5Rwh#CTr9T0Yi7l>R}s0Wmdj zh>#tDUyFc*5bV9%rNj)k< zA|B=j!P6T%e#}TWKW4MRy%+GCq}ZYsJJJ!XJFrGfKAamaS({&}Np6UVED<&V#uDXL zC)k`PLpse8>-%80QXtq04x{EVA$X%Lr+)H@- z(0y%=aHPu_1&&q&;w06QxG(%mBkf+CyuY(;^v#>tbU#5oJQX@O-_T0FAK%T%8TSZu z*r7}3r+x7WPCvqSJ&>O0UcETI1be!4co@OBP>GzlPphGV?+*=@&;~s#yVALFFDkKG zKm&%S)6VGm_}L(mGLTM@S*!1SKZg1vat0>PMTdG9!e!JK$}?Xh^Zp@kC6GVh37DR$ zmp2>LH%TlGhw0by&Gv7NB{9vW3DbqYri1_+PcJe#`L)!|c9e#1lxrS*iMi;APF^&l zVZ9)LV7iL`bZawIP)|UQ5=U>;64rdL9Q7l75|uHWf|i7s$?7{88rnTcE4`*gJvM8i ziE)fPU| z*(>VxE+~q~H2*A_n&W`{jhFF2kymc>+uQFNj098I#~9a|)%m+7n%^7gJ-Zaw>BW@4 zHLf8kFdmb`D6EZV*@>m@4l1jWO7y&HB@nen3cNh_*4bL$@&w}S=KV`9@R2cmT}eM7 z&+1~t4Ar?RzCwPH`{0%IMUP+`BTD4xPrqE^gPFngQ4ryhYaTj#5a!nf^2vv?aLl<4eQj?4ekE*+&jba(S*e)>7N&dYQ)i_(V&27Y;s<7c%@EZWQhE$5T@i0X;ey-7jYp z#dMbo!xr5{jtwTm%CPeoB@hU%-BCGqW2$=ytpkH^Nw(FxBMGc;(#fb-nvDA zqN0N1*quk17?|G4Q?;Uw1>}G=;kw`TROsU1;IOvE-O@M&JGq&GBBeVUq zq+n5FC29`+4#6P`JLwb@S}pZ~pX!W9B{emFK8_ii4mD;w#Nv zLJ;Gr@`j-iT;YIRad?|OUpnbSI1H!A&1$C}G`kMoVOC3L-ZqB|!^H~ug2N&pw-iX` zo7c4XN z@;AjQZUmNcYhKf0TETB!cci{Tmt%d)hSCX@RPu}l(lC)90_M|bnr+R2S4Wj{LYII3 zh@;p_0J*Ea7}Q_GeS47`eZX% z@nh@2FvbzQ5GB=-w&2XTP0WQ;;)HEz(Ayi48@<5aDPhhg?%VuReqp(G;Dc-^@@LKO z2)n3}>R~uZuu53^OJOD~6fsnn;{?&Yc{OVUE$EH{Q4M?)ia)Y!qFW_OOQra@QTh0r z%7#_;>L_^OAj)=v7lc1rLU3d&1pk$z?n>Sryd|I7RH|(AbUfNiu?Ka;3sXJrvqa1< zwbn&Z>fvKkY)xJn#LRkQY-{w!j4vj;4z=_9t71_*zfA1nhOm$PX}Z44E%ayZHOR%Z z#yBt6)(p8}2;vBArS323$w(&=h7)l=cPH}w5kip9CS{Wo--cI;VpMNbjN{FH=|F;e z9|?O$9);}m_>Up-oxbu1FEq`gq>c?qI3nk~$9S5>5{(tJ&{OHs-Dtx$a#CdYyL`wr zGatR5X!BS}c5{;Z=5MRWKuTN^sxm*GLksDgzs{Y!jVL z#=S|xkzESu{`~ObMs#;Ih=nlQ=LS2AuPDbAVOtQRXA(ZYxkpvXeh4+2bxV8>Q$)=_QA#dZ#e-u z1Ii_Pb#=|UQtzYFL*+7q3q!gRpW`tW*<#718YEeKP9i)A4~?0C3@;K34=}Cc{gZ&TPz%#xF0!5hVYp0wfJ2O` zw}JUh8}UZ!R=G%jLv60v&v@gx7~cSx{7sDJ+k-6JY-Re0WOPgvnV&DnHluL`%Yxg) z8XP;a55hjkEBd21lp!f+V8h5Z#e4^oO!-rUxKE3G~( zXf~;DeMfq`sBHOsF_)FonUkWG!dzrD*6Z389&$v~m^Xt_=O0j!QitQiEMn0Ln+Of{ zRCs19FRYjUW$Q%Ks)Wgx;*Il3vs!a7+DTBa(SB|Cmp;ktt`Olac;{6GSUXW3>~6L7^($s&UGvZH)2|j^ z&I{UJi5-zzD0{f39z$yB`FZA@Em~O$)ryXWrdc#+pH6J;RfZsfOkzrgxsx4mYu@ijG+8W9yYb;M93~kNBoR20y!N3D z6{dH4mZ1Py@9r)^LbedHfo~GN?PkV{`*2ECrFMk&hnRj z+d1sr^=j++V4~?Gd^xSQ_Fh)KN$eI4#v_+6)`DW+NQl`&eQGd5&>VDOt85szMd*jyU#+Gd2WJgumhPqH^aMD^$L9ILdA+Hpke5f;^@^%h z^si^XO@#EC#1nmHrxr$TjEroNw3(1+lOxwy&wyE21sW@cK5iG^&hlxIs#+TTnQ%&sI85Aaz8kdo1C{f+^pHzXZgFrmArZ}hGH(=cZmyBs60;PS*_)!MfW6sI4 z{z{ZG*$IDLzxAdWN2Zf**mdU0B6Ib0tIRfH2^G05Iw4f1<$EV_o=v6K@>K+dZhp)e z19c}geR$$e@gJxaSdbS(B$HI8Ly~I1B6$7Oe0|#ph?8z8rDq9=l5u7Mq5Vd`9)<^o zrNA3u+O~_b(e2?op5qW(=129hCgEQ@FQqVdy|iuk${BoICp^7nFR0(DytOM@2SmTE zw-0IMtCspjk4YQafcVW)L=?JQOu+N0Oj+l-Z=ZK$r{9Tewo!fqe6JA&2wHC+@+;zV zX>tLtGvhH$0?0`tO+0#Cqdo~*d_9Mx&pS&H{7~Y{@QvSQ@@1G*UJ-rtZmd21b}F+Y zEMQh-;=4sD=i^y(lxE7yQK~{AVl!P+O0>XjFT&y=UEZ*nGg=@VwanCDT9|6+q$Ok)K~gw6i#E zeLdr4v-Y!}!g?dU?E6eG=Ij_n#i%B*%S^@3Lwr~D*aIA0(gAoKBHR=I0RO1I_pTz6 z&*)Tv&a@{h*)0c5P3dm)z0%98kB$XZgc@&dhj&6&1=Igd&f%ngP0r6zqT){Et&U_!lHgi19qHE!)|fH>vqIgiwvW@G^CkrP?xo`t~fN|GK#@d0H-= z*l~<%Hr~$X=zej=;;R#mnYa5nL+POZ>ebEFYSnXvK>hy65myw8)4HU;cps2^$slT+OiX&-iJxU!L4{ z#_S${7Q%;6Qm%MeUvHH3pKbW-p&b|7_iLne__Sa4r{Tdsk3R&4^+S%It|Z8RghpT zx<8%Y&T6+m>9t&2&Sp?=-f{7og?Ih*`x|Mrj@FhhzgsH^^m)1*W701C3HPpI$yMQ; zfMHg@-JPF_$NcH|_Uo%MbBz|=lSTK2l4&Fo)ArZY^qta=@Z(CJ5*JDj7lC%18y0=Q zqI1fIwn5NW)U&w!5$g#voQMDi$xp~-PiOVL7iOj~a5!0dakxqZh4xgl=~odQAkKV) z>F;kJ5{Ng?idG3nuzwKJe(a<1{JAt_Ug@_(Pl|%s_EBa?wtW(N1S{cuzI=R3>9W_X zq6>A`>H3;;NZNub5NRY_CeZH0911iYG~{(y2{mJ&18$`i1-o$X5tRlhtC zc75nN+tV(R?CKZhI}X|Im8>VEQ`i=2A^u~X+?(m<2r$$Mx)x;>UaU)BAG?S+T;8R-$Uc)t>Ugw zj?G5<8a0`T*x#~WvUx!4iM~4)FRtx)i@K!GzumA1hLD_Yx7oZdqUVU#FC%3uO{#Eb zg=wl3LO*;-87WOU_3RA@U)8=?8HEWxr`{X@F(#E?47cazpkSt@S}6u408GHyl^dzE zFqr<)ID49o9!&ZH*mbVd`g!_Y0OBjlio_{Za?T&%R+Au*ryi{ER`(;}rFh|xPC0~j zmvXGcL2X(cfdFYepdgaNs;7m1{0koJ9!YhD%I4ek0O=;i-3*3(s~{kJZWe1ONNbV< z7%?HIzG$_aG0q^v?zbi*NiSz1CZ$zMPcCWRJ^_BG zF(k;t+;`Wa(4+4|G>x5qXxdp`k->CF)P&pudcIQTuEyA$&XSHiQ9f z7n2F(RB*~DbW@@b_MmgD$3~tsa=%tZn*;zd!3ext*(UB4zUpU*5mAxM9 zD8lUL_ro*wc59*ISv=tBWn$(jir)3&X1UuRQmq9*hW_8+V*X+E{1=``qrcm6>Onw9 zhK}VEe$mQbkO*KHouFZ3T-Dv}vEOcsT20aK0v)OoQzPzU?U3F8%!feNpeOvBF{{Lp zW4KlCRsxd0w~C%9JIq@TcS1+m4&D8)B>wV(Tw}@Z&StUy7O5lY9r9J6X$4;{?}GO4 zK4F7LyHLT~u`^Cc>|A}a>MImG2-3U~fJV5L?wwJP*!_zK0QwKO4gGJpH2;uA{%Hrp zgAXFCc<8?agyQ^nZt4H{NT9dxxOx5)!(U6=Cht8S!0;E_?_QX87t%mdJsO4*T4gnZ zq07wmtcFG}5d#R*7mh1W{D@Dn(hot=_M`*pTxO%Uqtm0jA$&ybp|nh%MrKWHS#NPh z^*d&VEjK({oeDd!=fYxRyw;a0)_mgE6zx~M-Z-{=!L%j}Dwv*d9JC~-H(c$jBF`y1&_|&l6 zyXRendev!|VH#mVw&_+Iozy8JA3wi)a4!*Lcp3BL5gBm*=9ukW9+4cgelltOn;YrN z$~e1?Uka_uNlKY_7p531ku>YSkxpD@vep8Q! zM5%lHXNnjeoevtftLlB8*#Q> zx|B_2A29+ni~Q0NLwet#$9Y0}1f$X_w^$TIND)l<7EJcMJbWI%ooKl02A966q$~Dk z#g{cuIZqSGU$kvTd-YjJ+O8RW-JEP$*`?@FGW8=}ky|Y$LyN&Jk!6=>GsaaALT{2u z>fvM&`jHZEJBv+%@Cx>IhjJ~1=%VY z-CG8|lrY$Yv^%6|2BjrI_Gk3WGr`ZEVER=IBFoX}$}{U}Gt z1#x?`vHL5{o~fhseMNzAHv2ZYaiuFF6&2J^gH|H5UGWONzJoV1LH?qhpCNnfx&_xN z-%l`0+{t&bzHQ&XiI`xukjsgl3TH`%&0nt1+X_-A#+P-$5WPS8n{$0TQKx=g`Kf0j zf=vPyo2)B%ag&pjoP{teDshN`VkYOMZHY6zc|FEDvV`#onbh|wmp>p)W<6Pn$}bIr zuNoP@5g(oxl}AzN5aJIb?R^O1Bgaluy7_Wzs3UZ5?xHB`FJuekk|H$4CGR{N)AHdF z;Dy7G)+&O3F57#X8ltEcp#5RYk?^2~z zCy@9^!;`NlPSOO8cxST6AenPB#yP?3Xt^HB}A0YieUWpMb#R~VAp0r>Xe>@nn%PzHw2n7j<1! zmUthdWYXY;4&Qk)TK~q3?dGU%nWyt+P+r0NWF_2H(P(% z|EA-BLk8@g###j~56|H-RP1VEpDZOd(k-Nv!*??GQ7PqoFP85p_i`hVnJYAI`P8&? z)69f-)bW%Px#9EEkHOq&%TQUo7OT+#=zDqrE26*`c!X)TkU|;SpjJweQy%3P10T~m zX&DuBCbKi565qr(PjVV|8weAK94jCk$zTeT1SV1_n+a!D-oIlvo5fNS+Im66%E zLYrH)CEkQNyL99F55_pkA-`Vpbfw{)S8PVls3^cf;XeuXU@(SYWDMW~L$yd_3}q1|tc! zR0Q9tYW=3m(7^r0tyJ^0|9O0__QS>6C(3jQk37#F1MfOzpPV>ra}zhV!OoUM-uBnG zy(llISH56DWJNA{<2f7)U6()TY9Cp^8CIJ>@^BlXw&!nlw#_7dh2g4@m!SELUZ{64 zLm#tzZYUA*#v}hbE{o^iUDp4tsBNxy{QuFP9s#KB>1p6lEq%(Vp`fmJ6fg3bgoE_DZfa?An}i$7&+AMGH_Mid46P>h!zhTLO?~ z<^IKw{a;02=lqW$+5WH8r`uRF$sTi|$XdYp23n9E097US7C8H6ejklg)Z2Ja1p6#gIIb$$(HT20u%O(n{ zflpm(q3{p<`hS5({hx8S|B0L3UJhZ(Nei)y$0lx1i% z!6DPIPa@tyP2oRheWew-)PcGg?nPB?O(vIw`+~PPqBsfh7Rzzn5gjo?|0_87e?;#7 zCsg-8fA|j=@qga9({HQJ+tmeQ|A2mWA#dI*p7m+HckA14&Vka@L1!`^M|^AE>$TnA z=1WCGWvigmVNUS%l?M$6duv<0@#@myU}3J-{QkmtrDd3-o!l(x-?w^23iRc9n{3J)SK?G5}Q}h6hQU9pX+en9#VVgG1kJxS%8I^ z88AhTC&vCZI#+LOD)MRFTOA-JSbQj?uc?0>4-ld^bzocS(l1NhuhMn()uq2ftBuC+ z3#Ivoqt);`p{Z}q#+z%4*E;8+G=EU}p2n`g2&?7&$^+54sDGPj9>gH@)_4o~?`zoO z%;kabv(Dew$=<3Ckd1?i7bsfOUJZKoUXu$dz;{`3|Vcp6GkcRn$wF z{lTypMuD4M43%?BV7MSgdS4fD+?s-acS5Txg^fI>;j^GXSFu^7Q|it<()=wSgW>Ql zmstYLEYP57!AhHDJ9X& zW9|Yc+Vx{V#3aVR(+s8IQ2?-ti#)P;J;JSzbfz#Q2QT% z`2XY>g4G!)(%2B=JpfwQ0{5luv|pbW0F(SDREg=%%~3%eAk0H}3{SuBhKq0Hl4nKZ z`S9$nE^okhd+}nP6lWflL+AIU#iVNwA%e&06Mv4t(wU){fAcA-(}cU{o@a62Hk|YYMCR@@CC6Io z-x&YfS}tAu8)v$xJayVO4gd7n3F>KKI+x|T-_Iq10k-d*IZUUgm88&BQTvf6m@mK~ zu(5q{Ed%ywb8+|sPK30(8U9>z_io?%Q*=^{&SyB##GJH3q%Gp5_2UfM*Q$b-)~f#w zVzt_WV(|HM%yp44o@L`?>5NT`wHM8lt=BNu1fgQgt8wUg^7|AtxF_vPj$!w&>Rt$d z8$MJ6{L40&-THp$IL+Fvh&|Lhk!XhuSWuD{RiNt!caPw-CtWV1m4$neMXfo^n7y<9 zmlw<-R?iBoB-awKGt%J$+>OyJ`%WgcYLV6lubl{IB0igsrbqBxPe~qYA%dmNr<-%B z;>#93HLmwXUIee5N5NxCB#`Gew!ydk`X_jmQ;sW-#0!y1u=7!76g8L$xm%cxlZ%0GDQ+%fP zceA)CIarw;yS{|@C*j*Fr9p#vD}5QvzD;;IDT!NEL2c3g zA{vcBCn>VM3ObM|NJo7=()ujSau~_wp=@e)^}*ECM|69zM%Qv?#Uprx<7;Kz)%ne% zHwFlFeRhrm0)>kG&#yRb)2?WB9UUR>2Uk5ikXV=HYP)ckpH+;xZT@w?kde$H@_xIU!`m#j^wqy`>^;3IzP+SPWM_z&h8psX@ zz6ol027zp)S^oZSK7rXCToW29$kvGk3k0J1-@C*R;6VSUE(4iD+B#Pu3Zuo7>x*hQ z&=QVcASH-u%a#@oB*yZ_bl>@ltoC@L%%@MEhK4afvfYsESkKN!f2a;Ij|CnFFNkWH z=HnKnmmdh^BAv}Z)%y4nBzD&T7jO|%PX(f)=X*mIJOU4DY{o|hfq-uR-?{!z3>jM~ z(@oJUSE0W8)sr0<94Oxh0VzbEJMvLZ9wa8e`~03U771jlivT^1-`4G50-gyWgTz#2 zvav1c$Usz&#(jE0sIulvsjmxEH2=*cQOM}+&+|5tZyE=Q9tfk3!oyMj4v%x&Kktj5 z6Hfmi0A|qkBWd#mfe7p2BuN~8*B<#V`h!6EdMx7>>S$+3AlVCKx_uDH+Q5yLJD*Lq z2(a9vw%N_89jQ2y`4JmZ$bD z83h=z$aD`tS&?GX2*!VVqj`UaI0sS+f&+c4F9&9_&MYdr7Hei7CFmy`_Lo5Y0VFMC zkSxRBnK_P%j%zQIK!^tVlLVnEef+JB7Wl|B1ejOWmWUGz@W3a56X}uv zxqjkf53~YZ`?v53UO3?wo%HBfz$~DFLlFXrEks;85|IGSovj0=ysZt(w|Brd7hn^$ zskv%KB;#{eFP!r zy^kikh6hUsodsS^C@jEc`wy}s2)_;|fAx9DtM_WzhV2ht7jT#ZTA?QyXr)p{j6nR0 z+UdwrE`$h=gBwmkcIsT=ojC z&Nc0q2b%u4+uM%}AI$)^5ECFuz^0iv=ZfQ?mE?$hh{xeCt`(v83b;R_%R+iXGgX^8 zByZJ+{&HVg95_Q-jHpB3hO1ojw+79ks-ZxHj=gj{S&Dsy>Uj2X=&L`QiZLwtV8ZnE zYI4=M@Dp|Pwt8aG+d*X$Om)-BPy zShwzBqGue>kGD^|c~|=>0^n6H?|X*CCnXVkgb6}q(C7TMf?UQ%Z6(AwbIKfo#uB29 zgp1w?4@~H>56Pqd^^#E~MN7ZpUddTih7hp&V!e+dL)lB>>Wd2;qj51Fx}7Lk&~<^q zo=fl&aF`kdorG8JfuzR;Q8%EnBO+k>BLenAmRPGqpTe2}@)Uda#If(#0y@%(n&eX! zbfL>7$Aerv-k@%6Lq4}VxEDXy)xa?3#|=uaHbo8HY2Jt>Mw>6=Pp2>2INqdYMEQ}f zmA!XP_o(pnO`V#YDg2dYX5>@4@kzIA`pM43#Zt+KL0O*)H1|wZ&l90DN%q~|nuk*V zvHaBCbhNgiW7@8q-T7l--=Y_zxFy5M83VLVTScYHYVnV(?~8x8N~W#+@?0yby_GaJAf5D_;#X$sE9I%fU$EM~UQd|~qHE%+BPdfScvom8tjhU5 zJH??9d@<@5Xtb2xM0RwwXl1YsFLdJMq4;S~ooaie-n56Em!&W2drp_WPjMe%#Ix#? zZI;7AmAlqu z>aSv~)?iQi#w`pfKdXeI6{C31Ip}PB?1vWWzBXZ_8hq3C1BPq2S>DM)!QsOm5OPiIl)%e!+@NxI_<92!Omqin4?E}v6BeC*IVV<;8DUfXN(+e@2t*m`;TvB>! z0vo-<_T^|>{0Xq?)X!GVhDX#j3p{$bxU61vW2Q}A^pV~X5raRU`o&o=yCd|m!idIJ z_oeF-(W2FHcwQFv#ruF%vvZ8<&I9%=FYk{JehJ-X65ph&FJ7;F)fSM$gym`o^HTjbQz`P;n_Foq!a zwk#I6O>AM44c_ybRq^jCnLdH;AN0vuK9hOSs~8m^gUpRrgdS@EipkNaAj~)RfraU} z^Wk`=htlE?aZI9Hyto*3d>fATVoaO)#^1*N&R3NE2 zrZ_0|g}EG`^4avQ?KxYV%@va7h>{Flh$5E3dq)-4Sqa@f>modv$Ozw9x5s8LDk~~@ z5$T`RlUJS|-4UQNO2aQ>tB|`J+6ztyM8sS2Bo}LBDs4OAjt=x^ollO*vo#@wx^4w> zbaScUB43ldN!A!HibUtXyHw7nhf{p^X=2pgvAJ%PBl9aG!K7*{PRgRoqPf*j%UdM` zN3o%hO0&t*QO*}$Uv7{5KKUSzRiQJl?Y(GqHDC&Em9G1wK3k2}8a8M5>V`@aE*mJ)+I1J#Usq?1`q5gD-S+w7}v0*?tKM}AzUcRjJh*Q#4*U?Y!c~1qb*m1tAm7=&(BH+Ik z!6qQ%B^RO1p;?V`JNsnd7@1&fVlH|=zk^gWP|qyq*^p$n`wfR5+|sRj_!PG$`=~S> zj{vNla$>3$D?(mKT~-Zyx+dqk^#xLF{CJ}!Yg`aalcWs+9w7#AGBU|cNJ=XLNHwOa z(T{*AR`gFVMj6GBkV7FCtf(gf=%Swn%}?%LfdiyAyHTP%q`D;j*aRF(G%k)$~w!#`6ASI5>sgjJXI+*&DBUyxrq-0IC!z~NcvQo1qpq?(rMVFt#r z*R9{Dyu?!<5KSY(Mx{bh5`OEpuWq#};wAnmz>-q5qFk@Ma)m3mEZ?1Kr zgpm;#nckss@TomhZR_U}XeuiJgDBKbZCQns_sTTWb8K+0T&rH+<5#P1{LA<5=h zOLepR7{3};kN@?KeQ88B%-DkG!)s$79^2P$E7(qPeP|WzbSn%gdb?-{OG72rLfXqJ z5HEWi*VX6tcgC`-{f|JjQZu$6@h~VCd_CB9U*Y}qe4BN*P#XG1Y|eKN%`77(RL;nR zLwh){l8>TaSzT_BMk zm=knpb3Hh9UKDUnx9g}C{tgV>^{GbHbZbfwi0HOJR`u%S^^If=#mdE6j6znZ7Jqaa z6Ac$Cx=%9Soo5Kvg-}dbe1+ANSIq1X$%Y-y&lF|_@8LNy`5dr$F_ z?pZvjk)P@UMq4H=?N09o09t$7-u?Til zVK?9&a55sUvdN*YpYosS1vMQ(J}Qlm>)h{l*tb$lF8HE`=;bFiR1at5$yW`|TEBzc zF=H$*x3vsjEz~8c4bvax$AL@l3X6xYCY7&iI`%e-ij;Ud7$+l~pptld(d}YXd3YsQ}pn+tih7xAum(_@!fczWvU#Cukd=C!fKZK2}bRNE=jzG_8qap2+eam&I% zW!eX)hSYFtaK-DRw-IDjb#P%~RMY4N@7y=>&@)55Hlps})mGeO#zYIs%Xu3F1U?id zRqB=|1H{j)v|Q^1ZAIyZR3P9D7pNH!M}Rvkc)ulg8W=f=#x6(Kf+7Ut)j%^U=I?$fk3ZE4`NI0<)S-dakbMNTO< z#S%hxeAa@t?>nwiqrjR+6$|@Q%#}b<3|M|*KIxx`gy%=~TW<_c${cvkbW#Jj%)G7H zQ}0^hSRihd5G$T$YVuW4i3&kg%%vzfY~Kt#6{I8|2wLIG8zsVJ_|T8y*TdFdv7X5iOPW=#!rv<*N;T z7_KVt;4959Ve`)b8fYEw-qJBnN)trAgW9dcm%vvPz_N>z*EGJPD{3^e? zaTOVs#c46csAru|_fkf$_&x>6DP*$qv7A7&q3%udT?BRF7uGMYXs~|zB3|zxit-C| zg?`k&7o0FN2Zv2>K;^`NkmIhwwdz)4NA-B%DY}f`8XQKJfcPucIXwk0=N*l5lmQ?5 zlJyL$7lQmvd|om;Pe+l3i;oONmK9iTvmXpU$b1aQ=9W-i6TqXDM&y`5rP`~^%)aB}?aa)ipR*)&>x3T3_beOQ$)vhUxw&uV{5(fStqR)|YYUg&ZN zc=XA~NLR1q=t6nCds9|(AuA)JXjXIwJ=zzTnb%rfULK#G#%`!k8yv_T8Hv@>>ebT9 ztErZ+u9=>lOHa3(pD)_kl;tNz0ZAE@HG8!O936QqE{IrvU0hwMXjcg1KJ<5qzncGk zc=%RJODz~Z);2Dbd1NGkVDU#}WDYSgqFE%er+U#uQa`rb34h!FEj zX(^2cwzhI?ZYzxp1B4R46Mntp5O^xM&&#dxfs4}<=PQHpaqK5qLQO?=bruc*0`wdl@gEVy5SsZf=-BGt@pddv)#eqL$T-x*5^p#-(6hBe z)VZAozMWG`zTV!J7v$i#c_V+JM5EQ-RjEW0dcUx+dC)yGg9+Evo>QTun^P-Kk6eUF z{z>Jd?b?se_9=SSS#VTvliD$>&tpkRydr zpzl2K=iMP0wV!T6qLZH|1}VXk@zU}_b4`J?Uf|KMUt=>f70`;L^RAH*;_hHCr@0>r zsAwhuErp=apO;k)bxxCK8)>8@D?)a;Z^zxzb53ae>1LrpzoqeVo$hn|#CqzXHN@S_KYpsegk9P<@NhY#In8y%IEK6UNh zidN;Vks47%Z+$Lz`DtYcjP3PbfUv)Rc<_EsDlFvT;TfY8bZ%{FdBas>zd3La9#P56 zOcGc4E7|F!^5Rx9c`7!}>7=~H?e5oGh{$Wfdk=d0^J(%gA3Ah2uFtECz%W=`P+aUP zDcAN;ZZ7(9EHDIKYDj7%)2*t>M0?IH2=p8z&fU-K{*LpU-xDb`vU${-K1X{^e;<9~ zaIPOS>v0>3eGco%m-7*|TW`vf@gck+NzQl_?T>CVIh^C_Ldt^!VH3GfW(wWjtaW#k zlv`cgva>R3>gsuK6ssIJDe}5)Za$Pfe8WqKlar3;PU|+#U4yx@v$G~t;>W+XDyw{k z#nNI@3S184NX`-xatLiiR-#jmDwBX{-e9j-Tf~j6LhtU#Vs={S=^LU+UA)Ep7FRS- z>Vwh&0+Vd>;2INZx z$xiuzQt~DtVfh*;ph7T`^4nojkr zjd~$OgaDvkh+*t&O?vw6(JItQZuo3yD416EZrwcp6T1?j%e1R{xu@-N>*nKo9J$z= z)v=?jV%L(W)sM+`_XGqW{^u(wKG(^7N(v$xNu%NJ$h??XG$1B8KoE$)U$N-r17#^L z#yeeIJ-A%9f7ri`kB{sdkp9lqqwcya;Y_xCH6Vvbh$j0X?QF<-RF*Cyd*JyYOvXow zyKRAZ?_)ClBWhL4iZ2n@2{4Gz$FucdR1#j-#oDG3ZjqHjT@$RotKvw}^HHwJwQXgN zyZHB6Kb^`z@H?q!*KT#!^rw9z9a5D=4qD3r2xFU34+%q={#Wf#V@(@z8&3sKI~3*Y zAN^fEtQcEvEdbBu^K5J^neWqiC&cSQS#Q~Pg#S{etXU3)Tq@Vj;ES5x@;wkdwYAaL z({H_RzMOaujnFzCcbb)Y9PI;rk2~V8oUD$O8DvK32gw<9*FC4u%>vIJ$4^gxK1w!y zc}a6jX>4LysMrkc41TuP5yF6(_z1Txa@qbJvE1{tMatd%R8@6}-^Gd-g(Ko)v4GcZ zs(wR%b!@}vC`aj5zU>P;7n@UAMx51?nb8p~R!ey#al_%D!Hb8|c=XNj<4G`?%bnNL z2RO;*sV0nt&0A=1hCo|c;r&X|Cn(1^>4$4tvAr_n(@U`Rq_l;Og&f1YN?U#lUkT3K zvduIeejDA5n3h&~n)eMA#LHpT{}sg9rPbqRKH>|U5WM)t<)iINi>I9R@$ zgYG6^3HgzczLTTvUnUtuqmf#!C&c~sqC4Uof0GgWIx2=aQTuF}#O zshr2BwDOF1Yu`y95Ma^$f9Z33INj$%e0-O<&EbBX>s*{cJ-Hv!@oe;y_ED?{Wcm@E z$&%zFeK*I5Y9HWAf6bv;HN0WCl!(^nale3;mP7ZmM4n{fB$MJAFg&WOE)${!8#6Q4 zLZ!eHk32d}hb|Irj@B~Pb>)1yiqbbEtFD(IRu6pSoAhi(9X&Cs!;i zJkHkIEyKd-17<1_VJH=wpnv=mGBQkm$;(}cksggumfIBRKkas7da8uyGpE-$E&aBy ztf=v@j0>(hxK#0WK2>e2+EWN8TqHtvM9#;SYcPJId3Csm3^61_W1y8=SQ@i?Z1whi z-oSHD`2a)tdp7_07@GfU=W(+qJ$VUjrjjq*YkINR#`{>khN|E5oE1rJ)z#@HN5T1bBCvCG^Zrq zEDzty7HdZGgN7F;y^8C~IsbmIgJz3j+aqQ+$0NugSeYs<9mdKA;dKav$O59IJhC@> z6ra;dSYMwNlDn+66%K8ltM*#CyvzpeO)$yG4W8a@lKk49Eo~cd3e2CD>M^%yj$ew1 zXvh(7Q8!o}Hg<;*&BRSYhRQo$YJh!0M7MwjrD?YqT`#AeCY)B5YN2`Z%)7Jt(9*>( zrW|A>P49l!WA$=VQ5Xe$3qIViT{>^C5N4d6o$sCjtp@zWPZh!b=~%vs@Fo_LPL{tI zQRL9JO7?7*R4*UNmAA5|z{jhp_y!2VmNM8WF!mz`Sj<%QnJQ#hFQmJy4n4{qy4$~m zkCR<3PPSTWzicA=SZTiuM3&D1@AfM^r>J~o^tmaC3e67*+u|8yj{N@KU3-{vwca(y z+;t%}c*V=%228Q7>@W?GdZf7+NxFB>y`B7S!~46x`f0m`#enmrGDes#nZrJzwD2S} znUL&Ab1jm2!#xXTg9Sm*?1GI|+R@=5T$A^9s3H8N+Du_N z<6`6Dn+78Tfi|UYqs>dBr{zg{laGy@Ok`ZM)258&s$SD^U+ozcXDwGsM(9(wcir*g z#eM=$Tk7Q4%tuPwuHscM=N$750^0pd(kDv`%ULpkhxFLkIL}bLw3;vLzk(=& zT$(0J=-u7h2NU@nrS4uP>}0!rqxe!%>o~c}lem8Z>+H>%P!9c;mioC{^>jRycv?CH zx|Su9PRFe`^z($hSelu+iMx4IQ92hRISfin#_eY3Cf);;Y&UR%sjtH^V}IGWGLtCp zt$IQ>s5ieo5hyL)eMgewP+m#3Y_1+3=t}&{?1jV0`PkaJrLH8RDHBGS5iZA^s)saY z_g8oLi|vJh7yZ5F<6ZOOsLVdzZrL9^m|PKfLcQ;?zCN?EHyefxn#>7@+lF9BVj|4n ze2|${IyVkjm=gE=4&18@S)rfHCPLiFNPm25A z{bh}sb2w~2?o!WT1t2TZN-p)Xi z*v#)k(KxP+e#e?|!;FD+X5Zf%-1I`ww3Y6xmM8}gIJ7}BoP+_)4HySSACc~74`Ww% z??|GM;O~1)B~)$8WKJ9|ZIh59Hb*h_khctq3`!dH6P?Tvx!fmxO3I5@v?8NcM8z`~ zNg=pT;Z>e5>F)9r*X?|%+Ovl@x9Je$f6Hb79LfKE^3ym{hA-}O%oP$JA{0Z#78VHa z`I((3S&^Saf{HKBv>Mbc8-g?puO-xjjb48gVnCM+dm=hBKvQ6y40dhWnl}M5V5pn= z=y2SjKB?b-5_vhH!-s31!#z`CHU8wS3j=$hBEkl4ku@ zCRBucVwC(=$}iV~#bT)i9&pP5(*mRu0q)9w4A;NL>;L^PdIp8%XOdI=A7CrE{ylH* ze*y<&|9@tq)o95%rb?o>oR()=pnWDX=ZAdU)IR;nkXpKxphwpHO_!dLB2^QPK(YIx zeAORz0-tAnkVXfN|9NWivhi_v&Z9ac=sH}Jc^WjQeH`W)5qLeidi~A8^x54!-J9Bj zTKp}8p`OjvD(-!{;>`BL!VC5=Zh*t1hl}I={KMfz975jxx6X)IvItY+Pr+P0t7#gW z74dv-6KsD0fnV$1oLY!<9jP6L?HQJB2BhzVDE!%EdHQccIHiUw=Ee`X| z>)&Yj;P(79H5k4`fBV>WacO?I`g*b5hAr%;%rey3(OoGm~@0FO~xejp6s0U0owwZ7J`MG2!0igY@aexIh%3@T)% z9bCLaFMZysZ@!NHe6Wr4+jwHy0q;)98*Fljsn&F9MuF!@8NOhk&nu}UN4!s-rMf~% z%9NFxQJzD#yP2ejB(otM&e~N$DuW|dW)ei|bz?43idJzg))poOaU;I)y*Y^`f7Xtg>v8>>LZUIMbf5V!HF`3v zc5r%dSVOiwdkyDw>gukIMdQK6Z`P|C9EFIoz%=R>Dw7yKxbV%R2t&Bu`8SV$K8+9o z%mtVksp96mj(i@0q+S-uwrOKt!T3dV_a_%0i+QAy4UCpINBx!>N)nx(IQQvNeS9&V zKgV&IEsQ}ULfc#X+0g<+@gH4MXo#8HC!YAkv#LZ@#%nj#WbiW7&V*cR9R+BGDKb*& z@6|UXT+_M9>&vuQA_VvdoBwp#ztbaMdvuvTK|YLi`6HS5rm>8|-6){ya%HOUP3B?Y zmUn?j^Lws_Hxw~T>(cwv9b`*=DGf}{M!-J6d`fxqXKeNKyIHA<8^{nvQ);di6(<}q!X?-m z_oS{@=|u6<9~}B67pt%pO{e;?)M1Hw)l;p9#%^wg!{aw~dtS0Tc1P7&cqCpMfeCpi z_y;h_vuC6XS8O)y#+b&z)CW0Inb-LAc3CUa!q-kW+`e#R^j{?s!}v zbC7_)`x-yE`}BHXw?Z1s;7u`2EsbTE_wxRZt9h||y-`JRnKSUc zcf;3<25vX^?ukGofywR;Vj{zcw03Mvkk8_0Q=NAgEuDSNhPEg#TeG>)Iaf z8)NQwZliMg%||;j)Aq~prP8|X&5J7@FFMHg@|^1`#kX`)wBw`bhpmGk#zB$SX1nwA z-ZA%%jx*jIL4IY(RCg(FSo3+21ApT?gU9l2Y-GLuROsQj(Uy-`?b%>!f47e2+UcTQ zr50LRZRA#+rZl@tM?pY-KM&z0KBT;~z!dD-cXYu|3)l%K5|eYyH*6s(70zQ17%e<% zeYyZS%Bc(fzoj?($N!AR5oJ6-2c*ByP z#KaYfcf8RDR(&504b(5kqw8`;K`NZt)RI!t5_MHdlHU~rbBcF#zVbGvuSDnHA8oAP z9PXXgVNS2@rs)6d$4dwkD$<0f#AYfg&lffQ^5%_MhxYG&H+wCX3*M&YrX>S?-5}YB z#QB5qN`wv{4srjwUAde$XqrPhWDb)Axgg60Lu%BVyh0>H+`3@EG!W8P60c6yEem@X zR6G4l`}NYnsaq61b}Rjp?;0&rB|EBHmyYqE*D>oC`nX`&E#qd0ZUF@{COZ^8%Iyc~ zCj~gno?VHj_Bj}Dtb_(y6{ikV(p#iF~6B_?ys+xXN*TN=eUYy`|I{wy%O@+u55p! zp@Y9RllrpQ)rBmCSD$1bl3o(Dc%qIK$CRb$vt}tH%B#|_z;tL>wKO=F|NTwJ$M>Bk z5Gg~-1KEknG=-k3{vekr{hi#BO*misWZL#`vN81^-kF8Cl2qyXjaW9ooYd<+n|61- z7m_)z=HT*?7KtieagV){eCzT4=-;E!%Nqf_?C=K5vvhI_|z%HBOvBg$zhDaPA zX`?0+zLyV3Dqz$b(xs+W`-!+_hY;Rx;&+DFthuE+%=E>XUfXRcIpNUt+S6A{L@L`b zZfQW)XJwv$!axaThKN=Sqvm5h0>=d!dSiXfusKXHQY_~*EbkADT%chP_$%7uD_Rd@#ZN!SDB9@#cG(Nu&C84rt)A`to&X1|j(^#+AG0A#Xgs_@|4d zhyG&rPiM=+hBXR+{*JK_M;>c2wly+rMP*44jqM(8A#U~ zEbp}PyPYBQsD=HI&qH(c=hl=)xm9((x^K3|gKM$WAR`0$dM9tGb(#-iGjU&*W9Air zI_VOqD<3JLCo1x#>5^M<6ypqS+6g|+M^A!#CVC;t(aBc$SBgIo){mdBjk%S+NP-@( z@ZXt5qq~j&>?xGwSQz%J4YvZXQpNd=%>RhKqqchGu?M}cv@&Dz1AqA_p!zB$;`Bl1 z3s+Dtt7gL&p}ObEs{N3MA-`$7UV`5(2Yj-~5B6?ch6(Y3{bmZ^R(pHG zbnzskWc!^vo`M^U$Pt{Xz9mn~uQMud5C+hOG@BgaOXA<9r3;a>_Rbr=cEHR(p+5B( zeD%J0LGle!`bLX+smPjQeA20YUEUm@=Q7tCS3f(Z)aYBJ?A=$YLJ?B77#JmfK7v#H z$z|>d^DZC;eV0)Mg2s!l0k0WR5DUEko*s4wouL~Lu3!o#Yg(GuBK_x+yh+NhD)Av7 z%|=kZeIlXm$YC)h0aB?+svbSR#liFAc(-6?>Rjf4^vcZ#NpxgI9dh|4uWlZ`m5!Jl zxqyiHuI14Du(n>o;IYnxajva5rW!w<(g>B@PLxkC`smMWTh=l=T$h^Hu7H@X4)az_ z%Eek4HNIyt+7PG7> zC`v-n`Scu3q0SLoc7ic}Tm(mKXgc?(>&JZ7&=2QtXOx-7z(YWOxxe_CTsn9`M>E6G zvDpm4kM#o=oHwh!-Ubm`Owt288Ts${oAgVjM2Cd8P%mWr0NyPfBz*Q&VZ(G=D8=Tj z>h4s-$=2zVPN7V#vmlEC>tD8~gr@BA18uY~+ss=J7hnlD|3AOR%W*w!)GT}Er!6{1$<=zQo5BT!PgSQ`cmdX?#evkd z1>W~_JaSp~)L8WcI@ZJnOX~ugyyT!B?<)+Yl#2+g(#q4eS$qXd_I>T3Tk3YVSrh3k zv|!lq80Y1&nE`%z?QHt;qRNNGvZ6CFR`$7QxIp$--mX9P&Ml{@)R*MBs-a(uQ)`(NNSC`;k7Kxguy4FP zuVs%r>{#%h=FgmLhSm%~zk~kxkvVQU`Taa#MDRoP$JJhu$7rDiQ4e5$yl0ti9Vr%O zc(&HFd01VkAfr0Wlx%j?JtU<+enlqHcw~Qw^#Rs_)em{Di0DlJp7CVv#M|M26(z^WW?l%FhvV~Db8K}F-exv7w5{D@; zMc$6#jq61$e}q=Zym+P1&Ej}Wj*UML#%?`#Kkj|5;(m)sik3}(?DcBo&+ZQdc#~AQ z)(rWc+x&g8H?m#x%1N<)v`V8@G$B9cw~R0Nc?~d7@~CrH(pf^VhO#aZV86Sxl2?p4 zLyKG#!X4DMZZgfMuR3m^5dAqs3HhIK@QPtRi!)kkRJOF|xTlc{AK|!%+QEe%VD;7< z!LQe3T}d1VmzVl3*?Vg{U{9D5S3Z7Dx0>gpZQYqe+>hcuy2c|go2K%Wkj}Rxy~(Ph zI)T0RD>z2*kPoxIflU)|`cpD-ZvIK(du}brnQ)8#O}`WGB6BgdTLEPDRq+&*xQDaa zYZwVU5S&Sk$)7lyv`#DID}^(ihfw#-aFspvtlRyDIlDl7oMd9Q+%W8UPpr7-rxP zfDbF<`~x5U=fl4vl?(ozao}Gh2mc~D_!r5+zeo=LN{INs5<^(+KN1f7e^L|ti{#*6 zBnST@Iru+-ZetGFu zOxVvZ1Sz0TE!;QUZ2Bz{eeF%5pmM1oJ-s@-rA{fLzTd=KwZiOpiFSJBDUYeP1@%x} z9CUgvid!k9Ey`ZOwyzr|%jsG!u~L=2yT`2;guVnOrnLP&w_I(5TXx*kFfhUj_ z{|g-b+G>aAadIpe?C9v&umR(zU*&wL&H~Q7)`t&!TCDtr3_^nuD*u!$tKT{ZKxl;Bb91rTH^fWCJ0o7 z_b|z_MCV0zba1F&g7I665c=t56B$ru&+T%g$;<`w#}|JFw~q3@&Z;4dk{|7t@1E5Bz-)Kf?Rb2DNc+}ZvOXrMGa05bRU z`wMo4srh50ViVjrjgWpT`QLg?UV^|29<9++q|?aF&9ws{uVmc zFaaPqz0Og*k$;#Cgt(t06)90*&>b)e0wDz}>6{4H>IASbXNO2muZi9O>p^gR85D>a zll`k8C2pi6EsYqMc=C^wW7jXc<_rO4YT~oLdrPEzE{p(-ehu`l9^>FH!PE{820f-m zC{$etMhIyJZkgV(b?R965CHqb>oX}9Yy9OlK)U#c+aOEmQoKM%FGl<`jL_LE903Lz z4AQQH~{kaV#qll>q1sVnj2`zBnEN^ag$qrRoP{I>O~V;e{zBKGf4d;(zuDbpKQ8yoF}vGg}In58b{=i zCKjH%WAZBMFGs>V6W0EI>JVe)0O>98hw-K#(TSV*4o@&$z!pYI!&Y_TfmBBsO`V4d z!63PbUki=rwdgh8>faZehE53XZduhGb{r}TL@D*6vHvBvK$9ND*nJkFp~!F-_c&zQ z4`c8+kiuh*%WxBZI1@2HR0r-=ly7w$`Pup){gN=Do}U)&@LsQ=n8zS!(LRCk=gu(O z+TXsxzsm8*+^aPEndVD*DS8o#t$J~KRF!AHnafbFYF@_&_40OSbXZPyEb9%8P-U6* z^a4a%z-P!6ItB;G^dfoKA+!&qM46#FB`EgLSi2bNbs!wAIK3$gVU|n!^5^^&y0t&d zTKjs;p{z`TQ$mQfQZ{dx?pBx^KI@jQ)Mwi5C^I~H{cCpwrD8`p`-)?A%n(qaP4z+w zncJHG3eV^+#P{V_s?7!qvJi~o0vz-~qp+kTN7O3(;EM_vxH(W&he6NF-jry)*?nT6 zhCWD}FPe}h-TueJCH=8)nF9R^=WKbRLeK5y2ijG~$H#RA>BlWHud~lApCsVn{DQMY zw(pcuHp0UB>SjxRMv;K46x~PF7Lde7BFR{obZ*i+_)cOnyp+G0DgjrC9pJE-Lh)v4 zaSZTSW?a+0c5VrH+W59PG=gtQ{i_k+{1BDSm9zV5wB+AVPjd?IPsw%Lpz;{h|K5~} ze}s&QzLITM5ijPiY0XSgM-MAG!|{@VaV$IOMY(V2aIix z;IiARmzUZh#K%HJ(nEe*L1Ej8&NW*FGBGWrRdmF5x5ic$cC|4-%c?+Qt4D|%vd z;~vVT8RQ2L>3N>|3z{2ExtCaxj9wxc-%=l*?P`n8sqHabX!>i=h3Eyr>2Id5V>%LU}LLw zj;Kf>)uC1|Tv%;72kv&jG*xa0=Y9xfUj zy4UDiLEc5q^3i?1m0#J~D_uC5t1zmwn!i{+bE%%G<|MJfjP4PMltWA>$?XhQo9zsd zljfr%7tK=M$d370@oVEa)v=m3btc8xmlkydS8pZ#vZPrsp8Gn@&O@a{0e4kMF4B1j z4{c9P^Ruz%WY(`AEhv$mL`1FT=+OghstGf3ybR$=RN2|$;$qPeQKUFbwZlqFpAo*C zErLBsI8Uuz4=lka&rGzP7Z=lT)a~QhN(B=H?@AXer3x zarY(0Ghg8ean-7I#H%h(UA0)fb)JgA%F;ZW&qp0`}VpF^`w^qGZOZie4v5Gso*i*8Jbp6|(aG4&p{mJ~0lYCOw3 z&(q)c2y3cp9@Wpyg;oFq*QL>z3bz-@zqR0Xa+~!qhVy6BV8YU8H4V41 z>9idUyxzg^1K7_xG_hFc8(mAQTTx!7Te)FUo43)R&1p7Pn?AErOM#2KpXs25d-sXm z)RCp?T|CbLeL742sXe4fnpl7IJdQPO%TI_c+xi}@cY?wtG1kU*xAh;k`Co%kam#l736!r@q24NHWr7b zmy67{(24@ppFFE3!*9kA)niZ%PYwMi`ASpzu(qM^HnC_Fy?}b7*2%YXs_EV1ebTH( z^|UeG{`soBh(RTfFF;Vr(}`?n)#!Hura4YSDG(}U#Ol`*$zH#^*&t*yIz zvJh@H&kQ|&)*a)%@64#2q2&Az{o@M?7V#K(KcA_@(BJDOk+*6qGd1VI_={R%H&pUA zFPdGMPj1nK;j)}C;w>WM_H7b$bSy0biK&}p0?1swHO zy?LihDORZjM&wsaetv}rMNyQu#F4E=!B_bpslh}U6cmzeLtuk!dBy^q7e2%}spTH2 z{v!KoER`!TY+K~32a#%FFun3N91hq-J1ez%;ZBs|Ad{ z4b5iuO2=&$I`rBdMx9j3X58>k+)#c#gAY{|Ze^&@_27vx9A&lmxHQJ;>HhnCtG3$= zr`zR|UMU3)0}erQb-lz09gdY48*cI2?fvuluU`FaYYp*+oc&bDz1=r$<-R)JI>#Uj zOThx3hxPGSu4L%ZeLg=!L9*Dux}l<%~pRTOeJ1Dutb$%pbIz@Q4!E7|549>;q+$$d*yjZx_9)>n5s(poxL3 z-@05rp%6^3G>L4Ygb2NkN1h?J+=)!y7+;ytud68Ac}_XFEkaxIROF|uqS|I`X8g2{ z_{M|}h#m?QmdZ6=Nbj@w?nkia86RuYfecVT&XSTzhq~E1lVl3m>PrmgwCH8zO-flo zA7)e1x%nmBJ*6=0w}O!QJZ9<>_#X<=Dg|aQFRRl(dh`3T^zOfeVYM__1%b-2F~(#~ zz%^|gU!{d-hP4Q|Ohi$lEsAZ6J({F#ICPbrtTroV8r5YQgBEjzqLVmed|32bb!{rJ zV5u%x1oReaBAdu&SRz`)jHw)8idz(`@O7|G^u#VeDkoN}#f zbOCnrl~ETBj@zwl(E>B>w-YtE1+Kd32mK*bhuREd3b)^@~I3z zj#h&%XCIqi!jO*G5{zXYocF0#h|gP!PSdYXvxcOD!Hq&PYg9S%SlT_J_{1;4J%ifKAAfBu>Hfn*`h!NPMI(1>b| zXV48hDlqGf)O^?IR^f4(>b9qymW6!3>(0uxGFQbQjL&hz!+_T@y0 zmIGA5^l^3B)irm`vRtak)s?d$^p=vwEhQy4KSSAl<@(Umt|ABldFus|L0big%ZovQ zddfg02Fa^wX>8Fid&XHb)0nifGA1eQzR$*N9^6F_3l2IX&-&i@} zjoxNxJIcK;!qdA$X*;0jk>s>Ku!3UIeUKJ>Ry|p)bg?!Cr@HZB-sis?x%ARkV!*N8 z8{sW*u*vR<>Bjvf`xCNoX$)`!jfky6R8OS{ud_X_Hqia;aDJj=aM3Xv$&2?y5&&`- zP=~gCnOU@yl+QiHWZaRpLddh6d@u;s(unW(l-wW8&utFB#nm0U#$zfWH|(UGI%#77 zh9ULFRN;w$U>xSORC17QtG%zwXe@JZ3$RdCaCT4CPt-TWXQezykE?rUd3{BqMBqDI z*DKa5HVxTc_(W7uN?(-@iw%=#-D!)-1bIcrF^a-q-E&zcq=`804qSiy={uOvf1Uf2 zDv|)_gvP`3+wlb{hN8&SGaFoT4)vMl1fy1+acFOU7&zWmO}$k~>&)zPdndvT+Yy~c ze(p%Ztn&svMc;4|MQ{Quv-SSO2>v7=ICmy@2uw@l_~ciQl%-p98vVJVC$I3;=n(4-8c?tKSu?@488+qPD&(KmE3+x;Y4o9 zaa!&czWPt?1>xu&_;~pI*B#@Ks0>a1PqtbaJPTfX8o{kYj}C`-r9m=pQ^N@iLP(9K zVs2*C_g6ggXdy?8z$oVCi9O#9#I(}L@D9dLuhe8{9I-_GifEanxA)X*j9T5LD1j#V!Aq<0z+Mh4t913e&TGZJTw^$04uOt^4_{7G!j4|SU_s?4Sl1N5gv*;wmLrlAfL82t7Eies)-M$-&85j<#7LxW>e zku~_4a+*^ZdLyNUr!^ zXLw}L#b#)s-u9%mQO>!Wx2 zJDN7k;nHO59*XU!Bx~=#->hw$uAsx`FlQUzx;e;Zs_Uv3UoQYRG>*XY ziKLugaY~ri^q1;0?HcH$dd*feXn9;Ix$Ai8)ku5nlEia1pn>ApMy+|RDwr^3p2~N_ zQ}{Fp`P6%drttKpzE2w8?kT{Fl6&Eqpo9~UfPM5DmqOWxmFpVHp7JiT^TXx6oQ1sx zdB-eRFYEBCZ{go1C2OBX^bdF?Ny9y#xH_cEnuCc1bphD@WqE~CSV&A_v6`~owsb>& z!365=l7Urt($gLl&tK1tgA$%Ls`|TBcT1M$~www(f(HNiKI^sgbgPwu}3pH+vP0HV_MAgzS*Mg`lEPxz$)Ip zYXM<__IDywNLhzwPA{OevbUcpk3Txa&4 z>aJDJZsaXS`TbHfXqgbQH`1_!w&Aa|<8d;6dU3|!02p}_hy#!5`R_u9@9S>ZmPg_lHdm#Zu0vsKT^TNKYy&E@tT>DJ-Uff0%tADoQ(`JzW&}$K~M;Ec)Or8 z_iqlA4ji<*RJ-FSz;==`pfB|(E^4V*7F^2k@%C8o%@g}2;b8xe*_gSfo&V+=q3moA zQ{L9aAYkC}++&a6%%w~Hvg?U1bJ(A%582s?YWSU}GWk_PTsm6dJ>Eobnl7t=slvICF(~r#{?WV4P?+$x z4`*e{AU55#AI299(ssK-PiR@BMH>#nF{6{&^70{nEx&A0Vv7#=+ge_w2@PvE@n_9f zw_C5Uto`@0fnAa0Xb9Mpxw>G(+GNWYb(Nd^%Gh0LZF+6McwnN#Wmbxwg=^yBsZ>wh zSg5(6M=32OX$n1_F6IaZ?iR&D)M{;Z3~8M6+0UCiD(8K^`u+8QMf$qCQk&7MGZX2G zQKpi{-okJuUF*}Pp?0y(paC7rOACM3%DUa$>qSvzhfoh{XydB6urvA1aowQEc1j9$ zvD!&C<%Pn$&$-zClA~H9B!omYxBzsU_VA)0K;v3`PJGbnR?$jvu;HtgUuS~N6C!lg z&P1GtxPLS?l*-1mpU@cT{Ea06hl#<0e-8gAAx1Jz|8L>WJ(9?>do~rK5Isfm;{_Vi z49V7D(%8d*ft$l}*Q*eFBJG!U#EUV3QHq0X-Tmy1TIfjnL_VbGo%1YVSeaVcy9J}a z@4CZrjMLK3-}hz3Vv%-Ab5aF#0X-${d+~3N{Vqy$#_htdoW8O*-eNnEgm_<1J20KC zLK7|(C=LPuGl;AB9g{(eHZyc_wUteDS*wf#ThFqfX@%k-f)Wt}$+rYMMRvx@^5SZ% zWU|lI{X&A6uf_sB?983LG=~O+oL)YvN^LMo;n(#DMxB9eqK~4or^UB7t zRmsPDN<4W!k2>y(nN^CS3ob(7&c4b@l$a+S$jkX)p94DE$6|R9(?E@WoH|c& zcK}i#1nfB+5!(OcZgLUd|Guj5ptNXWS7y+F$=1>gE574wPe`+Zb<9)WEWM4DaM^L{ zK7nbXxcp&Ztf21eM8OYP@t>U`NXGrTSFw8-8jBZblhyc56>17O;EW;lRibKQiRFH#mM>9!K?X3@pQ}OKdJ)tnU?HzN;z!=VyGg5ajtCu z)eftGTiC4#5Mzut$goqHN>R3El_6!?Qy2tcQ9_fO%U?;KYE@ViQ`eVW6l~Y5c-8}2S8 z6WS(k&0ipGrXhi;ekL9YfITn`T9mC{EwhZT*W9%SVRY9bK!>p&v>w zA%c1t8rs*+diFt&pQ}+(;aQD(5IhPI1kXyRi#1e`16!LzkitoE(m&Bs-G><~VU)PF zWE;CnUH`D?XEZfV%B$mb+$RY;37W{*<#eo0+}v9>C>~axEpU{Y_@u`{7a~-KFhPY4 zD+IqDgCp`DSAn?M>vv9f#cfZEfw6bRX_WW%>J;L{pq(C1ZRs%|!vJArn`LU=T(2{N z_NqCFsFf>p&9BXSWCxR6F|hZC>2fTG%i~-X)ZJwwPl|>?niEoSUrcA9)~YtYLWp#T z&8%C{I@a)k%h*?BhIp1Y#7!BOU1IE$iDFweyVlq){IaE3Q~Zwe~|&E>D5v%s?) zG7={5tm>=oiP{IwMMY?az4ZWg17g_j(0Dkm`3=%^O&i6esU=C*qtmos+rjzCN7R$R zOcubFc|JXa2!NV)mQyxN!_lBScI_evbQ-^mms4=~=w`_B*Kwr)=F)t+{gIb}IlEID zL9ebce#u)j)H{Ork|JM_k$aC6`WW=9KU^3 zuq&fZl~h8hwXyjQt=rRf$DsK?lEuo2av8Mf z^;uFFjF2yQ$v8Y~S+LKirv~TZV&|vfx2vttG4J4sas@msGcv>72Ou>AeXE1AbHX=; znbbM;AS?kV)FUgTvr7iEYR7~|Kdx_C2}r33FaW&X>*c7nK1B^z4ayjSfMdg)$l}n| zv#lDEXYYzl4(GpymrR=cxVV%S#DinW5SEB@+GM@j{L@NUgDT76 z)&uYF;Mb#qjxMss?`FH`h9>M?uQXpOHcZ39eGPQ4oRlW2bA4QI!a<;wt_WJ7D}S!b zsi2Kc*LlZLHxCI91tA6QWJ8{(3%4VKJkboB?`?$B+}J_Wy3Nh?TMe-X*VF%4kiTBI zr>(vj3!qPt1vS98YeTW_U7xn>fBJ6tc575HNz144w|6Vy0HbvF(;o|&7FCZ&)j`tJ zW)2Ji`|fcCrvTm)ZkQS&_*jmnnUDvFPSyvl%j*;#qa8c%>LlwOVD|R8a%W$l3xE#( zmXw+MVh%%z1UtSXX?#iiH84*B-qVk94-f{W$~F@a-fp$*dzFqj_;a(lS;gj(`m4N& z3ypzIs6jJQM=lvn@(?=~0DFI$Tgz=%!cejS91Rzkm(-2@cSC}6f_Jyy9mxim^t7~} z9yiKOy{t)$k6k6&uAuU_hib_HzCBA8ez6&Crvc|ja)(KDk{lO73*`otgHJM5k)PUO zQCI@*F{BAPR*v>JAmHqoz_B=R4GV|2{51evFcXgl7~82k~_F^e%gk$n#7~>rf!F6WbnCkN%lkK*&%@eaKJpD93%op z5Kq{6Ah0;fCZ=_1TbtN@3oG^14LGmnvs~rsE&ID=RM99|hb(G2YdE}jmzS*6fL=k3 zg-=dtId!L?l{+SCrN#8Ry7i|s-VSW*!wzg;jXkJm5zic}5gv@5M{jp{m7tD05b%e2 z{YJfO^4(j|Diai5$zeWbu+f(_>ro?@9m|H84Pe{Z9E}E5?n(MUpKNXJe)(t!;31O3 zWqnUnI?muTfZkjeAtvAV$WDLfe~Jz+T|Y_37wd2GTs?m2599`R@@-2!hHWH%ovUuo zC>y;#a4D?eWt5By@$+4Q10JDY+q!tc>iLB3?)(mIts0uLPqywgxo6QWdyU5woK9-> z0vv(iD#8u_V~lC=ySrt-4V;Uk#YL7SQUPAx$HaL$jl4jyvn(v2LDqH?U&7}dDvxt5 zvp&pgS6)|)lBvAR0?(~fwDKgSX5t-YL&%}b{_!4VS-*DqwpQp=s~=Dp^kR#?LMy8SU93H@8O@|AyUsHTWS3^_p~9g(Wu^A>h{@xpOOWecUe>@QUTqfRvl7AO_bwW62ci*&l7 zxTl=0aY!WT<#tk6I3_ZLacERv+Q5YC`I}#B7Yae!rQ9@E>#43!c5_Y3bg5$8QTaT` zbclE~>zwGuYHS+!gZaCP-QFnu>uIv--vbC=K;MmTQBAnY$vwKCx8LoqkYoWk zPWW4L`eY8IaebN{fQS$Zyl z8SDkReblpDyd*Y^KKYGOiE`f=vxMj%lfgvyB66+)ZVMwI1G9l>-91<@2LY;`%n80Q zult?tx>ncXN+!e8c#?8{&;2S&r0yTlqjxiEwvp~W5jtOuWO53MpVzj@yd3VZ@^XtR zEG`DYEPX9so;eOr-JqzqfnZ|&g&TarRT0Migr(ITlU1-@ZBdDx{d$>Jla+|oeA|%x zV>!EeF`@^ewZHfb)G3k@?;2$K!V?->&d_@EEH!(iImzrEu?Sw!u+iHe0?{f}7Mg)g zIYwlpR!aTKL|HY(9z( z?Io>4`Mmy6y?P7bowmQ~uG}K%=RtNb?Co~2hk0dBHT6+Dr;mlitI)!6;Te3YAuy7v z(X#&t*5`ZDp1v@Mdd#!9U({$TwJhKRo)=^7XWdsN@*Z2ZuYo212E1UsS?BHCuE9Yz zHAaU=4)=TtZtD4P;dk1x3ZhV%Se4{bnfRODvA^y+OyD92WO9U zTtA;6*aT%84`k9c{%B-lZynWAW_m?N%Dvtf_*ntPVs7#GW-woE)UtL(ZO6DcI^1%1 zq#{*e6y@q~)9>nz3)#qc!~8}&0c|XEDmA8N7h}E5UW@{~dS0%>YL-4~H^s@8rU~gE zuxM=co@Wlyi|gWS&b@jTerZp$VLI z$8ItUS+|?zdElUrFJ}e;o|xq-S3pe9-x}u|B$DFxBWn2}U7=Bu?nESSYHzgg$Wbp9 z5ft-Bv$1;T_I=!i+R)GEdZ6pnmljnFTmr`>J!|MYA8Ub1Wp%9R#;a;vgg_vH z1PBhngF^@q+${umw-6lCxLXHEg1fuB1!%O<;2zu|xHj(4&0Wdf=biJ;IrrYWRqy?A zt2R}1SM};%b4{Of%<=uk)fGqju$3;F4v*K;m6p$n6IjJzV*rgAXkx%(5!jB6MMjeA zIB)zGLW>milvKwC);c;dtojt9y}hy~XQO9e;}1?L(_$n0;0%k-YzCb84;9`~XxaU7 z?#63#6q!O>gX|~Uy@Z15Q7a$ain8*+U9wtm2G#q<`EwatGXOBnhE zvHD$+{1-;vm9?KLgF+^qq18?^AOAy$_^Jj#%swGj@<~KTaffceXdu4f5*zfSstVkO zzsR24v+fq5fA0(b74__K{mL@-jbN_@FE#cC#Sxh>++Jei4NqIAlj27fqEON zVQ3fh&I+pO5zty`_W^E7OXBIpi7WxSeK&(Ol6~f7eoIh{to925a} z$p6M4*r*{wei;i=7G1m(JNDi%J*Fy^u z;Xc9dtp7+3U3;Y;LB`zY5gfK?C(TB(uaK7!Pa2hwuQhyB)(&a^7W^LvNo9eMRh?lF|ksHSt zuZKKI5r2pIJ_khAl&ng^DD}`HaTxO|1=7@v9*!HV${SeI$?0Ssc$p!%rE+bYv2~p2 zc~*OM+v9b?8F0k#)T*yJ)hiO!-=5bb#ivmG$ebM-q6O`Bcl0_dy_yJ@4rY0PU&_Hu zZhw96BOZ*f2@;93Bo}qZ@=@kG`DP@M|5d0LRD&0T!cwGTs8kR#SZZ2-)Fy9)UA!?n zcrNi1SyRHynfJ3O>DZksih3rxQCK*M<7t@i1dgan0Lr|dp#QU+JZqX!eqn?!(ND_N ziSJ6C#IL>ER@rmsC;~TSQ^;lvLg?bDXrCE!iX0g4KJI-RLQL53`q?jzIKUwO>Xjf; zPW6`=`P@>bF5PyF8a59>>lH}gYvlq;sv!umg_fmXwuJfVGcoW4Mbj47TW+N{C_e7; zFC2P=Q6>9V5D1IBZ*OT0G{>XEFc}cuI9-0Im><%}K0)t5O%YhpPsQI=LDDn}k!j*f zdSwV4Qig}1uj9T6Ph~d^595#NKmL%g`Tg)xQp{iZI~DGH+J^7wsU-V3b)bM3a1?QxH3O{urXGjws_G~t5&<6=uvP<>wy09a4@f{%8jA;X+{F{Zkrtf7sn|d3OTR{RJABrQ+-#Z@ztJPuGy1ZoRFee%_*D z=ut&wUtLdwDcdj?N-0X;_dEgZ;Hj3@fwS>@Rhg)!0{cWCuar(+owp zff*2GLlk$@t--^iFKWzuX60!%>ljYPgiq|xm&C*svG8??CVfc>{k163=ca^-B}>d4 zVPc=iV;Ih4CLja+oyF4abt`5HzIrS%u_r(Wq zb2}t)XW9FlPaiwqA((ZfcDOgF7&A#j>U5Y5~YP3WaP?&MItT*a=Tl$`^?anEb8Pqt%{(keL?Ez6dnZpcG zvTwQ2`#ozl&Gb**L1#waoeaezn3mGd`fOi7OW>!7b5G)_Iug5IpNp=Nh>ZFabe-9Y zi!cZ8_Bl#D{obIDfHXA}HL7-h)a4VYxjvWWEA0AyS9p#THu`MOWxFA6qW{nVho6X@ zj#{1Di@&D}le3f1M0F#*f1kzm2Oow6R6_)FS;;|!((g1K&dP~3H(a0Ed8tOSI_xiW z{b@z(Y2VhDZK4?6t*pT&yk~EGYV48~-xci2?}zG3K}{6dZGwa; z8INaV6|k?hYu05Qu&+H?MzcLQJzPf4Y7}@lShVjw+MV!L{5qD5x$I8$coRiT@f2E* zI2$+T?)wfEn&fS((&Jvl>V5u|wpd4$FzOby8r7l1&eHAvhPLRyAu64?x+n1Z&^L8? zZp4f)5^E4fC*CZCPZBhtDDDKPi^S0c%8K?3ToE5Ol zIL0sW;4BYTLR|*NR2`M`5RMJy+xvO)a(LB9axdpp#cn@MifmtuJmx{Rl6Z#5#xF?~ zk-OS-dZlme^sAj$bHU;r83G?EIe*wB;wfrU`ss%pY-rid{JeA6ZwbhJW4(TMKyy^a zJ*&usR@?C;eewxuL^d~3W$64z=z|hy#8X5a^!9qkI-o;ZixksWrIrsG;$$80Tv{_# z&OS%|-(P@>R<*mbp{k%CtF)8f`Lh;%f|UBnO50{UA&u{~+j+A)wza*=)?u#8Z^1Tz?ulX0K|1VJgU!eZKKz$BnjSt&P zvF!B?7bmmhSrVj&P%n32PiuX*tbpVcXd8ki*hItRNiS!CO8UmDTkKz;{=Y!|{~JJk zzJFgM{;xp&KTFB~D?oitZZ59>4C<>-Ej^qF*qGDZwX%t7OJRq6fpoV~>w+)|LwbP z^TJYINfk~sA}RrXI~@RwRq#KYK0^9g`plX2kqkgh6G>%R5Hvl>u3@LA53C2!;uIW) zn9*{zUtBK=6;gW^0RHz?$_1+9Q#>SW*FTuI#h>W!+UkCJKsfmZ%L&3h4FKWS*7^@@ z^S>#D|DV49e_3{5A}+oV#X=`rfmbh(`9-UtwKz5Z;UnDv5O_mcl8`2B| zwD-Wi|6XZX`c8e#Ul?rlg&*%W>it26)P^p$zx z-~Mv?e=CsTNHNtPkq`#p^v)>!0pVXCBYh=bZ^z0;$t%Lsh#j9xijD33Qvwm_&MgR! zdGTMhrq1xd5t!9P!HMf*B;>#+gyLjIrRzs{)~^$`+! zE7PxqB7!wQ8DI_P!z9q${AMt+ZEGph0i^v`C35l~On;vVK;M6qBH#Ji0GPh`KQMi& zKbZd4nAR78kB}(!siW2aOurRp=Kya5gpBl6>#x{?eVAxI%3n;sh<{i}yrmo&9ng@_ z1RCI11N=Xjem4NP>r?+C_O&H7r9z^Nv!}vC62;%?fQ2yF5dfD;L^TzFyIJ8g6e~n! zNds{Dtp;EtU)4rcg*`$l`e)REKk5nSq3EWDfIa%pqy7pPHNcu7coKw+^phI-sUVQ% znTs3IGoTO6YWzvu4*$b2(8MOtoedZhNlhOEdLWr^zW$MiI1Ukw0Wwm6(-+eSVEpES zF!I7-ku9M7#7mwzpC2z?R*BHkAW`C#h|b_-4?K9vi46c${|Bio8-fh(4SnW6kUlv6 zpVjiphXluS-X^s|OI8T_1i!z(zj+A|5eO3P9}P{@#{v4dBFZK0Y#K8&JN6SKY-*ex ztsjlgGl2qaC-#{E`}B)&01soWK}q%ZX*Zr&0rgOU%=qXL5>>I1+*S-wN%m#`p%ngS zIubss_8;t885@@YO5cpKw`!r5PZ*G$_%*9%CxbyKTfgkd6x)^gNe>d_st{4*-N@aG zCH}q@ibR>ks!h4%7<#@DdwRJy zGLUP4(vMuXbiAkR`UX(?8F=dF0-4QZ(xvOTKrHri2#MbsA=Cf>|8JB=3G%@s{d0CR zku&+8ugW7RJ~v=LLn4ohrWx7ylNA@d$vf{M9nVjEF&+EH=#9{A(fP91_(*z;AshY5 zOe>wwW%9k2tWmn7@Idl;uBKD#v-kVhS2@jYv*#>pQ1{CqMxK;dH;C1xi#TYnJbU0KP)Xg`lwy|KykHKx2%* z;sE}bZ(8%-*|VIIzm)#;%P^zjN9Xe-z89rN&xbvPuNIwVjKD%7I!OLs#tE+z+dgb= z7V37@F`zBX=jF@g-+J!mgnHhgC$h$Je^$0SuRGi5AHP1?8!bJ5XcR8Ko?UEE5l(KU zkmkGTSP(&KQ(aa3%0z-Gc-nItdu1=e>4-uTUY0cZeVHC=WZl|p@QNYl8O!T!~oSogoH^R#i zYPY(XDVd{Ynk&>xGmGu^=Ss`(UFB0=3tgoRIOyu-ONHLgt}L8+dQ~l7Qm7*$hWVEI z(PWLXT;g2LtH;R9$Y8WEST~IIPEYb#$oP*d^|kPXXabv74Z+X3py?{j1)@~OjxH>k zFUHrDmo@~AudUv0E-rX`ZyI?3ej%S9F0U?|mkkeo$cJBD6`(v8@JKf)Dp>+XZ`f?r zdg&@`rvzp#uuMl@-mAOtY+g6Au8!Oa#QZt7NeN~m%RSdK_jw%@jY|!}{Tyu}nKCil zbld=D{<2zz+-*_nRM${rhVb^t3)6#c#|cmfK*^@{6msn&YE^`YY4PvpSM>0AW)KpZ z{?Jwiild~_KbStv)^{h#B3@3l92vo!HUikZEl_%7Ha2{dhQ*rvbrH1 zmiLNbVQF~8T#QWCj&ZZxl8&hOUwSB%4!OS8bl3Q-ieG>aVX-rAtrfacce|BCy@W8~ z5w)%WC-63zLak?&#Dm;-r}pTDP?EG*tS%2f{(zA<)9Ucr?vW6Ml*Bk+kmn_AE}6%i zPCth7r|RT4GJGnkDTxTxwpA-B%e!1T#FVg=v|U&-3}N71GFgXnVS5KEkdF$?L?=O&m=6pt{`z*<(|oou!Ge$9d>{Du9Y zu2XO+mmSb%V0K$?y{276Js}tG**kwOa!CeVY3*(r53%a;ah-`dNa^lIMXZ8AYFF-F zZAk|F^#ZTnP*_q@@@c0laAsi2^!f|cZQ7|_ysHY)4Hv~q?}w=N%)P^P1)`r-eA#ML z$uAY2I^lNZ^5D3=a>mwvMkG@UXWoO^+>H@}OFvlWZyR!E$FISu5 zI_9$zDPq&>Y98rH|B**r%a>XPs~wexkT0H2-pxf~*wwVrX+eav8*ruNyf(!Y4L+M5 zAbzG1c_vWwS|&5W(uxQ0k>yBSk!9DOx&RSAZG@`FewC)QJ4-a?S4KPBiWb(b-*(W* zXf~frj-w;*zmz^}C&$#%iVp12TMDCq)wlfVhr)!*FL=Z1`x62)=#p~iq-YJ(k{o>A zUxMaNoYq0Ppr!Do+M`L$7F~@~Q<=GW4izp}br&M)=LN5E&)$5A8gGkce5`-pQF(I# zx5R=JANoG;JaLU#-nzSTV;Rk=#G}f{+Wtf7+l>f3VTh+mM}iSrC;~c4aHiJ%TNYm%EVJK9IKg`Hex!roEm*!q>M1~ za?N$jQkJVblaRvASN}fEeGnbP0Ud=ID6m>b+CY zQ`!^oXIW3*4i@byo<9YxMYp~-$Z%HqMd$zHFreucYcHOd5T_A`8hxEDh!C8jHsqa$ z)X}xT;%MgLUO%^Uw$(3(SFS&|@TTslSuJBUYX(Xo?S7_kp>*~qK_h6r*4_+)TZr?%bri#bo0qtg;niyVOJpVEVhlVHqUp&2RZ^bTkLz8Kc)}V4%zSwkgeu zQWnqVBEY4;E*BJ|$YGI^Z21U90l$bpbkT|XHbZEf0zoMRhfIz;mKc0)dua7mIQ7R^ zjLdbpno^#yXKL9?J+S*?zo%r0H!ae2JrI?0HzPo<1&mj=GBedBtD0Bp3^=6frCTD=to)7$YZ^0m4`bZ>24ZoX6jYFr)xN1v1axJ=s1#}`i{HajhGAf?UGyOfZ$1C)wYGs z9AcAgD)Q`hf3LI$t-tbSUOs=uRMYDiXa=P$am+g(B-Xlv*Qn|i6d}PZc##9oLL*?-xt>@T~_PA91pL*Xda|FNOXQ89>(-BIvi_`7_w&L@Dl5nsE$v^N9mTFsP;|7EpVArltVpjECg zcD8k!yfT1S(8A;H13>9-4l0G0Ie^8Qo(2Orn?tNZa{AO0fgjM7FHKp2qPnn{BYh6vHyU9ihmpF2GU4FP)+V1^<2M(;dhBCFZl`f!d9A{<|y^ugD zNt|Wx*(n}7rA%3})k|ZS&u`2U!taf*CxairttacrvUW*#c`(pm4?SAqXJ}s&g zg3-Ve71a@isXmQ>LUKfksP#(7gJ<;VJPbD85penl==X10wfXITPa<_M>RTP^$A37s zVY*G@E9_ZnNFQ2xIP7iq>VGh1S-vD>8>l>+vAzaE2>!OOAffo)1zmE?$~RXFcYo(S zPB};G^qtSjP<8FT>-uc%0!O|A>4|*tz2qsQBqBa>a7HTr(?2PFZ_`r4iBuk?Rt|vD zA5Kw&$t4b$SdjZRTdfVQ@}3G4EOdVKVo(^s z^c4Y2U+sn-Jioj72h;D}m(De8)x7D#ZD9p=2LPr|QD1uL;5`-V5aFku#;x^ku8m^* z2w3+qQQOZZ#SU3%6)Jf9tj(0R`EG4-s)esQpo#z&H}3B zM+mOaFJ6Yzk^8ca{EECk6HMN(AYH_#f~2?z>ocpIV{{t(e^)H5G1YsyMQ6I4mh7!l z%{RQ*T-dml9}+_^SMs2`q_bot%bgtC$ipap25oc0>+!kjH&MEsX@OWq3nC`w9^4i{ zg{sH#T6yq0FX&>IMf6KS5NLcovQ+S>Cp@5G_Gh}=z`BT#lKCk4ZZ{#CgA{tXW)x9H zJVQ|Xalg1z2;bpiLl`NCYNaB6&?VLv1*W>-9zRFv9Z(Dz|+};=cJxM%DvHjB4&;m+h-vq>fTubHp-ielA&~= ztV78(BDLH7f_G(Up*~<$u###iAy<*z3mkN<0(Z58ve|RmT>$dYd#^noQLk}doCD02 z16s@i%>4c0U(wBuL;H}nhokrRHWrjZmGmfTnhhQ_t#CB@;o0UP;Q^5h9bYWb#;q z(QeK=NEie{Sf4rYQ;SJ}dDAA(l*&J;uT3g+{oAE)XAw%$D|!k3WwekZe~SxKZ58kw)ZL|#}~fX=%#>p z;{GH$LzXCflXkiq=OjDQZxm}6#PRBGvr6eqWQotjVyqMVB;)J0l3^6jQdmR-$i-Rwr0FA1g9ww66?08HPP3_Po*EQYuVZf*a?w3i#s z&iQFPF%Q7n%}3tx9Dyp_vvYufZVAmL!ZpzB>$iNSEcWuI+@A2*h*#0%-amjn)y%Z4 z&CEb)y%%{~Ic)MTrtjrt2tJaB9i0T8Xko($w6SC`1D_7EgmLwZgbX(b(`?=`7Q9xQ zm@YUa90=9I=Kp4Ht4K-4o+D?Dc)RgVj$(vXv-JO)c}-svilfANCi&&U6Bs znK#k(QdGS3MkfTG-~0Yse{b9yPucUL-uJ^SX&%$k7WoLu+Dp4yueKI9xvhjwIV>Jq z8`GtA`#cSv45KBL<=c&|;n=`@NbN;kC}@lW-0GRR=+?#@sXf=)Qg84%lwj--CUxUt zVQrQawtyIDPj0^nVW8jj?u;kon58GyZNMgR)v@faeeJ`;xNo5|Hjx7*g)$o!Gu#;@ zGhjpany9O(<)1Ewz58q_P+JlCH$}Wy9@E^H$tyD|+}Pr^c?RAh z_5kU9n_aGzv%RX@JD9CHb!sG+=0gLRN87Y}taRA(=K-zc8Er<d@}NtU!m#b9u{#rOs=!PlW!;u1NM((SW%XD7KZPb*= zV{V?I!k)6u^HWx*l;i47>z6$t+sq-E48k{aGACNVb~xQHvn8s9E~_KG7~W!1?Ivz~@RM8(N-1rnXFNK8fL06A9R>rVGQ>LTVW-~fRRwT^{T*dn76n?e&$96L>#ai@P zDVZ7#;G8e<_l zA3DE@&%`mb=)-ENW>4u>aM(*08;^(An2*hs+?Pjc7f0yCz#My~w5M~a`8C0k&s#f% zUqg{*1}+t|X*uq{~M{FU!&$j6nec- zuD7K09E(pdpbcg)k+NpiQmx#ZK5mdIanI=?)X{3{ z>T(I1k47HF#I#Yv${N2-6hu&EVN>c&Qld5~1>J_#j0&pVc3{2JcH#cz+i09Yp+Sip z!Z;G=;L|f1S*R%TPRPPT@vL%iM5IX*%kHNH1+3IO68MZKa>b4SJ zc<7<1LI@kc#;=E89mWgaE1Q)->x*}m=i_C(h5({I=*y>|cYXWs;BN1KetR16LVELd zpxR;p*rryy%}S~C`F|tX>HX}y!ngzEDTH~0=~(0;8i4h!#c1p27c>eID)s2=A7FMy z$vKCguekA-7S!Fqg+-j9fW8QF6~p8%%UnX$LU%pLN<3*q4* zxwF`KsKlfz`P0DO?+%tn0bZOzl+RmNMQE`Hh=p$2-NzzZ&!}11WoSzr~ z-NI}%UZYumY-yY|MBGIEZJ9Rl0S#L-0PB-3IZfY0kc|(rUDf7}twhL_^K&Fiy9IhvC+rCanW6dCW?77|+K~`DTlKk9ssn{!T@A zK!fr0nL?`dM#j%XrY1e8)O(T~Wb^AHIvO@_mLy@fiYIq>J2eM)WoOfxR%6r`3mTy$ z(ZxIH+yTO`wp!WHXmR~^c+_$jjcvuJ$IJSHqX9ji!3WAp*|Fxzxj0i2#A>c?c=K`H z$J_7E5v)HBL0~(Zh*0Sji}b?$exI*4(+w0GRlP|eFQ}Ej@%qR3OH#gLct-!ez#u*0 zv<0t<6)Ww=KxdOVKH^OvsBHKnSwW6+XYmdo@3Mc90;_D=y6y?z+pgr_*Z;Z#$Y<2| zy9)e+KJSzIorM+XfIwsbhgpP=eO@E8fz1#>Mv+CHI8Ly zM6O>$+v`S>!#wB6jI}0b_QqSChWqeG4*EgyFczw$mQ?SDHt1DORlROs7h^XA*Jamhe z-P{dRUd(q?D*&$_)6BrPev4_+Ty+RAV$ z;Q-dTlttl%1u^fH3KDd6pmFqc#A9QkIhF8TRV*GX)Y$OMBnWCa-h(3ug_V=MbsV=8 zlG$rMA)jzBQumX4Y`kNAJZF>)cv9tKwS96I>TAb(fkI>(_5F7N&tB{neX#UkcEY%Y z>|jPBy^3Tye!PR)`@JhQoz$lQRQwBAD*#d*qq#-eS}LatF%mOmObsoRJ~EzvRNJC8 zmni^q#<9)*Va3s&_1>ZI+?nO!p>5T|0wB5O>J`{IwrTHtB^b9q$gi@qZ2U1dv)ra0r3QY~vx_UX6MU-;^ndNlmc*OB{TQ zcOfCHJs*QOh;qDSc}m@hFcUIPNAhMulQ_=fe3~+vs|8-U%IqB$zmN)_HLkC}j0C1bVFi z83|kf(S)y|xEzVV;Y?Ed6d;=L)oUvlGCMs9X{mCU>5qk`q@*QBTT}%>t~JGf@}>d< z5BI<)92dinh9B`Z(}PS;j=f!SL8>xfWer zL5am!@q>lz6DD-cg4yts%W8{3N$kTG_ez&CuKlgDNs4?&7eH#EQ@6hJWUfD!VrmAw z`0H54#Kc27FpZi&y)S@SO|{^?bS6GN?Oxt0>%luJWPuJ-K>dN8y@Gb#FChUq^9kWG zwosdp!^c-jObEH;&2=!BADS`w)JjZ9&n^DD#7a_Ea=FEWZ_tT}M?Im8k?($@6VybT`OZY4bW5xJpT9nHl?hp=+gp!TRKtNPIP1#N?t z#)5*Zas|MgqWwlr5dn4pVD4@+Ny)G6HuqP-V5928m(b4T#kp5jA^Mkx)%BI0ccgqP zJ2v7w&g;}P-Rmjm&L?d^_gW*nYinx4+S@RoHHeGCo{V=mkUtqz z{Cu|#qg6_b6V}tMsiJdK%|rhgca%@WGE{~Z)UG^cTpwy}=VP{6kV2wz9GqgV=zR~G zn_H9cj^oO!_!4}pv|*$s9edhFjoO`=lYd?}&fugj@`A{Y<6<#@R_3#ovvaeW-d%l4 zO55aQv$hJ=au3G(I-8PAa$*t@2y^1F2H^IReF)?rCKl~sTKbyI~xSL)eI}D`{ zO1Q|ZG~#gSN5aam<~B-Cpd&XB>ON1MnzGZ>0F@Qv=rC}c?oCcMK7IQAcXO2G50Zb_ zUNj%T7eIv&BASl7I_V|(7(#yTFphZ}0&x4=;{5}>{wsZ*IYL%e?iRzYX-g2|Z=G7_E4@$r?Hf*eCzHWL$-N=l=bL}4U& z&in?ziPDKB-=b=D0l?{30}Jdmgi#v$&#t4_dzj9ErpCvQcR7tW!E0+G8tRaF7-vrI zOaz&il%wOZVZqtVPS;p;!H0T0Jl311H!+!=rnlmi6FxL=6a_Umx9uv5ZzOc)0=|92 z!Y43HiG#2RcxitA9Mu|LH&!>+Mx1^nYB)Dv9kUYW-TK>UkU?&mRmbWfp5Rw0$0PIw z^u^^_24OJI^rYmDvxvMLl#yn=Z085`E3H3h4mv34FWct6w)W^n>{me0+)&# zE(JN)UPg1XNJ6}jp}KSba!U>Y*nXpr@8m@6HeoOPHf~U@D;GGqIKl0fVh#<_#Lw4{ zj;Uo~HrK_Zphd#r{mjJAFL^CwWJqrFPMG&o*Kl(3s?+cUsR|$`qW5rfOH(U-ihC*r zrx&+{Rn!LX$oHt_b=W&;PAhS67&5W7wf#8uUxKp9e9-2zo^0sr`|SgC?_m7Mx}SAx zT-|1EiHY=K>13%bEUC8QU(jD!y9Tb$jgN1lqO!W)mFwuZZEy9Y%2OSGJ1K=8Dqm#V zEH`aw!>e!{XbiQFeK>A06uv}FrsPAoP$N2QpWxSG8 zfD|zu=W*-_m3ZZYhvG=&__(j{`Az`6VzY_?yzpebjbLL5(nFM6^Z-mEnr%7;km{Xd zg}_bQpQIbM;^w%>er!S8Pd=Ab2;1~Vq$?-@uRh?@ji`Q+?K0PVeOzz|Xw0#CJh~X-&5IlhJ za6R4Z_l(WJBKv}VKo9M#+GzJ9WM(?-A8uh|V|xwQ82KF_a~}_P4(&mBtO9aw!uKbg z0}uRn_mTu5pwWQ5_xYX$AM+R;Kd;R$Z9?ys33t3g;O&D2Mq683?K6GKn0Xu8+8xjcQc2!HSC4@3t&{+4!=aDw!uYyMBV30Z(yiQd8+hv1y1w+ z>z*TbjgvWaGm}zxS>&=+Z+)-4^yvDQtOU)&qhruB{fe~K$?WvSf^2D|kcynUyQNh~tL>$Nh6%LB}aKVBKQI?G)qAEiICqNijc|OkO1X>nfdDQPX)2x=1257(GuT zSMcT}jihb&Hyw~mS~j%beD0L7nM^gW3 zBqS^ev#P4xS&t%fL@zUQT{R;{9<&dvHZ(L&*+&TTpMOS|@eT0@=b1VwNijW> zNeHQb2@`ON;X7JxJ}@#(Y*RLbR9mj(_)N1;A7ok-BHqSN?fGTnyz=p5OGtF%do@^H zjogel13a{f9@1{MU+W52-Zvj9HTjNuLO0m$l&UM28mE)NiaBO_C)}ePBhto&HRkkY69XH%DYD^QJEpN{XSB{YI9=^K;^;a5GM-U3mH ze4zye%&+MNuhK`d0OS6q%|aXZ4Ml7&oirJAe|9>pTpH{EY5D4x+fMn+A0vC|MK3rd z#Wy9H`1kg%7eS*1MRvV0+b~%Guk2qLndbDoHa6?G-kjX7Af37B>FF#(g`7;WqKWQI z3N~_u2P-B|dBd>c>;5%hjlFeG-OD{q_Xxccz3lMdvm5Uzi(e~uabz?d;HkF!y+tyG z25pxk*U=u>2VSkd4dCZ8j6ePM#@Y_66Wuu^R>@ic*x{U8Df#xrpwSVaIK#EdGE7tIir3>l|*vXv&cyRiA}YZjdA(vGNfi=PB1dm$XtjBxHaH(^>JOcs6Co?>{X!* zqgK{=P@44jL!?3zbv9D5>@;DDcNVK6nN1sv^{!)%#)xlP@(n-BeROZ%P0{;Y%|c6H zcI3Wi&CO?jI%1lN(|yXG@H@421C0ysY}~L#@q@vYr>a9VU?In?;N)C#iYdn;v(fs? zgS5IDM~VF0R7#X5Oz6Uv)X%@C1qF>NW?O}Oj$@}i_;zIrP+RG_7o!$scBNWExF=YVEJD?_ zmix_G+f%jE-FoW}j+;j2=A&`Fs5?SGC2v%H{9x)z^Ki-v%J=A z!D4uM$Z<8wAp)IfCfgY9w(~vvX6Jdx_N@2gz3bxCB&599YN|-(-t_j?fpaH@kd~fR zzT{4NDHxyrnXiidS~hNu=#YMjl_JL(0?GGYw-|)*KvdFg_4F!*g*CVR_(6kS7-}`1 zz6GOP>4Sf_=*_mokurVjE3oW!?_Sn%Y$SFaI`S4JTQSjI?5EBHugzYe+WJU1vv-!g z&Ea&Xh`^%eVo&O0Oe_2y7Q~a?=?KsC!?9?ZNGPcMU(=sdwFgN)CfPAE1(h|Bv8=qJ5+xch6p2!X}VI&bq&M;+xmAD`&%F zI`_K2FYq|I`@a7+>UL_c=_g@-_YRY7rZ}@%8|8wK$NTh)3Z;Y=s%(Jw9Ypl5=UFC} z^tO@;Z}Xo0T_5Fov0Jd{mqlq3%^}{WER47*dVr$9R(T)>P zvq4TjiaTw2uo@IwL8TxARQJ$PlwW;6o_Hil`K9vMt)U0-H?s;#Umq;0DbyL$R&nx4W3Vx|1c+is^AZ`@Sl}^gzv!}fCj{W)f(V>`|ljt z|6D4E<1IV;e}uDY^+0wD+}Ma#BdU)Sdq`Y^JT0i`PcRok4)g+%Y>Y|$tOd$(^jujB zjepy;{m$Upi?Nhdwl|*#y;~mYfT;@3ip7!bOP8XW#|a4P16<*)H_6 zFn;v4ou@2$Do@LDc3$*tvd~eJC{Z_%`=!MbVgZnFVk8b2D6I%L9~c* zV%oeqAkLY9{?o+xnWA+3M$#CHa)*ul7lhSCy+Hz7bxvCjzG<=LPZ{*s+^*N$Asjjj z*iR1==hj>ez02_{@ccWJlf?J5@?%eeHRXtQR3r!F9>X<0&k{d~MexLvktl#imKd zsVx$$&mVKcs6*UsMf2&G-rm*=&Rp!YA79(Th`$9vacXF~&px_-4PMU1Vb<$;6%>Q@ zS?=RXM8K08vzV8}vbgu4j}Nyes_Z8l4&x%5bj43)K@b@; zvg8l;m%8|#?3{wU+JFzaf>mlhGfc>iQ{_Gyx8_d#)a$1QWb~3 zGo_|@%;;yDRS_?maiWa;ls)VAJ-0ejz+3pPx`51jGp=e)3OB7JTO?HozM1VFBzom= z8mpUiUnx;pSbfk?Rq}O&>fHrL2i~Yjhgh;cVZrrtZuOB)8o!A7FlHpga#_s3 zd;4=?NmSL^aNmdT9(G*J&n0A0zGjpYrrP2RKF3yz4(7dlBb5{c4dDnxwICJ~(jG0o zBIj1z%aXR&da=ZnKw5WTHLrgEq?9NhQpfUA9oO7(cT9sDMESk8IEGJfWo(-x(_?7a z^Xb$ahvz&^2fR9^Z6d)hbwHC)JE&mgPGJl0Ft^W#gQn4YM(^8ebr|pWnku~kYcHBc z1=rb1@LGH#S-AmPy$gRguGXxLijf6l8^)>*&zU+~t6dj=9L$Qa>A zpRqP$42RM%>eYMJ?)w-TdDfMJhCSZ2d$rRYnoMJi_L>}u@Ed^mdjj$xq=nMnG%l{T zmePIdFsxjXwE#kx=z@|s0sq8{1kx|AZ__Yf9~-~B8fLx0KP1s~VI(+Js%cW|`oV3J zHpNXsa60GoYw&9Y!I++G6j@R<7?QiqN^3aw#-% z*KqKW2oKuZUI@JZJz5)s8~wqiP-BFkV6n?Q^|!~ncw7P3VX&1QS*rI-&A{u#tVYY_QDWzSwOP!?9TOc^KxM zq)S3c>5!0AnxUknRl21clxCz;$#)NW#eLt`{XWn4{r7zw$IKq~KKD9T{?^)SW}ll` z#R83PoOWp|4fJWgtbXRx`W3c^tv~Iz;=Y^229=Y=1ZD~U6^VkvDarFF^@{5^xtCu9 z4snriQxa2j-rFiZE(#(?p>P*$3PS8R^2=w`xR`a|1yO`2k zP9Jon&Yp<#YVL=c9kz>;zG!Tg`620G3tPhqHjMwYCf-+X@2-4NO@0rzbPBU=@Vo1C zOeevMQVZ5#N8J)$(umN(^C{cLW65V8wP_6WrQs3Fdsn#vA?GwEoP?cd0sBmR?x>#7 zM65Vi?^A@bN1F{VG92>ap0<#cAT^dL`AF9e@onNK&zG{A)4@IsZlm?Zq?Cj-(>@@^ z5t)pACMV^`QOZ!to%@j7FSnMNIG@+>{dr;>3%2d`{R{?G^9M{3W+Y@p+apsrY#r?* zQ=YC3gQa$ZS+o2#mYi=>moGbcw2M>li)tw^4zteI7qNZz(2Hf?r%kZC3Qc=)LN z9*xvrf2)2Csfdk9L+*iuHYMZ8oG%GKMWPwOw>Zu4trt#nkFb|}@6KvpO;ff`ohJCn z!)7pj#d|KRrqPi#N27zvQlmT**ZG82a-+Og+CPlUGSjEl`yL(0ic~o8y|P>eV^-Ap zs-w@}|D=SeMJBu&3N#g{Ji$T=@mdrpKI#f6p=kiH8p{kpfgE8R)+ zJ;Ba?lj6>Ak1Z%h^zy99be`t~>qR~x;%&ES*F75<=GzW0Bz|F4_B3-dr0 zU>c|SR_=e>{L;qX;{4#is{^|s`>MBn&7_~yJWVd3=WBVXkd!~|CW;oYE zAq0=EJyNgt`+gjGyo!>4<=Vv8(0RM&Wi#EDqLXHM#W31*th3hZhw})W>fLtTo8w>7 zT9KUAYa0#~FGtor?colwIpl?6cXk6ZicF{B7%^T+joGOe; z8(*c%R%!#bICKTfJCvILbPm04*6~WN^^sS`bU zb!F1pd^LcDH6vPy&1k-MMuAhDJ0Z1Dzi@_6+UIL@jgbn?dvUVTM0FT=SG0z$NN4%qLsUha+5y+M`o*^IpmRXe+E7ZeK~uY zM+QTJPki;kGpDOn01@C(TWb9y27aQ-=g8xE!86q=K?e@Wa@*%i9&Aj0Y)l# zc%*getpzLYz&?$LRmFIf(!5{-g;5ODL@h;Z7ZYHjL`iXGsolpP1ZPO=B_Z>-By#<+ z%Ut6-O(&z8jLl%?icgpggUzL`WtL6EMtL5t_dI!y^nlKLjQ$W@AQ!eJMq$DvudG>n z+`*1`2BT7=j&-n6hn;!GL~{Y9tgm_>>oBff<|Zd`=y9sTnEY31TkQ%b%zp@!-(mAB zUVh<)BH3+-{ZAqKC#L>});~9JyuoP>2W*+s6s8@uz;D-Z;S7slksE#qfXWY8=di9UgRH0>a+m< zwka4k5&AJw^YBoZy9V|#FPFx|%3>hrdY>krQc*|y!m^Mq#a@YgLPz+!6R@wjmG>3| zZ_)ox7JvWu7pF8{+|IZ7^Dij!56by<%AbDvHfn8Jq;c~-HY{uGS^Pa%S&+x~x2Kd$+%_L<@3f?&TCfn|8Qp_jHQT?r*Y_4k zp2s)L!gXCmJ_8&LnFen>CUWoWwsdofsht$H(nBiy7*EWvCS=xR*H3k2rjGAV#Qf~h zr@^^fa&ka2A6Js0t&>`9xV7ohnM?ALXuz;!$el$wU3=Q>L) zN6gXv+8^4B%%*`9GjV^`a;Y?SJmyDk#%q+tPpqq|!O1t%q**_Ly~r!}Te^U+^Q`jk zUzx-&b02BUb(U;EoIllSonQuJ4;(J$AGN9m2)PvalHVp{9s|1z&kYJSp{J$pb<#)` zs8Aut>?ZA<)PiM3(W_6ux$#*McjuH_WaOt)uG4K|( zsBamNaj0DTXvL|>YDuWv*}jdo1M@LcaQN;AzOewz|ARCXs3e}Ah61KRdL zS@u#P{MR4YQx21rU*OQ``NnsZ%g?Be3B?5h>)~$uhtH2uI2%{|k0b`I@>%)Ge6ITK z#{Dld}-} z^cJPt7qaE&%xzopXOG8fC+s#}suB7>8{u84OnJlAn7Mw#^<;D?Lrwy1C*RR4^Vk5NKozGwcx313d~b%eH;$<(521h)UsTZ7ungl^Vkf8g&ve(5ZGe~8KOhN^k9 zF7~uAlftN%USFh{rjeg=CwhUuscz8byRp~OowE_qLzQ77+|qjLj`GX3|`no592K=AL4!JUPGD9yE&?gJ|VJhtUd54n&$QblQk9Zac7FpGy- zeNqQcm8yPPY6%0wB|;0j9cvSR{nlaFP{gYavHkn<8mk3mRBWt+YoS^-a`}4bnB0?1 z`u4B+3^xbWwLQw%dUmfUvJSSl2Oe9UWq7Y&K5x5Dy*Ir5Q?UQ}so=0{Ya%HrsRju2 z7EE3U0)a+x{;#jV)Hf7inMD;9#_yjZINbqJ@h~c9>=zLbM!LPWe(ZlK;DitCYcLpE zfs~g5y;Y(A@g*J_9bJrss_BeSeV7cJ;uErUWqo7*F2O*KJ8QYhoq`iVoZ#fRh}Ul1 zEVkHTZk2ZQRf$sixa)B7u4AoFZEdZ{LGWzj#H<#$8+J`WGN#KEOV12uLKJ^uSMop) zS5qQKAuPED+|*gSc4TYb0U!6VK?gSu6xg>aslF@^HrP6L@%8eUvUFz6Gn;Vo8ER_D zd$3i<&%?8?4C>JmhkY6KYqFK-uih95~>D@QFBvGpL7gv>3gf2A+! z$+<^C?SgBptzC6p((8xP36`!yw%(L#Z5>{8AiU#aJc$x>xAzT#Uo$2m?9#d0*R>uN zhpxmp>iBdpg3J}{N?i3r9uvf3$y=jjRqHuBlxP*N^_Mw>xZU%~e9HDw0Td^Vt4ZHd ze@MV;SN$PLF-Hpv1j?g@zXI8+^oMu?N7QP)tB*EE5COYO2^5^j)CZ~vi*G$2s((gwSaYc$Zucf@v@naF@@aRR>Hen zNPHimpLOY8Ia#nPec#@Wx}5d|ZryTR5V{sddM`7jOHQWAsx3qtbABflcv_G7E7(ri z{>Jo~|`%g1kSOUH>s|oEvhSOmy_n#+K_az9?kDmy+L+ zrxmyb9@c&ze$vmfwg*ok-`Em5>Z=;f4wPlrOA*1edqO1zDTr*Qp4~JCbnl!j2Dx_8 zsCE#F@dL8bjL_eQFOWxiz-IwO`>~>CHF2ySD80R_Qxi#dP*zIZMUIfiPjUj9AaznC z`Y=javBn8_(xa*NDH@-w@G|m8Wh@!e2|u(R?xKONUr*^mwC|LsrDLe{8K-f#pV1s9 zES(Ee2wUnw1a9fARetgOB}7z!r(W)3d2LBOJ^g4-hv~0)=x4Rz`rQ+KG2V*em?m(R zj>!=|QvN6Ztf;r(ArW_Q=+rAF12~PX_>>rHgSM33<5qvck2Jah>^LU#!0xxT6K^bw z?V9Z8`21B~c29Al>d;{nhPWXI9`|_ttY4+11DP=x*lBq^-)hB;(6v(`zRAR0b$Wq>xv^GWK06^C?E6Y zOZ~&xcwIpdC@$vqrOK}1{$)hXY~l+j^2dTthSMq7e^94&2?xZGTN2c`BwOL6U~Q*C z$WbIqS@xwB?hYp{JHsb$bqm_XwW(wUvzkRKGL+-QEW7n_Er!p z2qAtne+&)s(Zs}jAHGz^co0R8yb=TYy0K#9Dz+&C4ZWk&u{W9M)diLXf$wX$tHwg# zArKriozP`f27m2i0V(bTwKfZFRu2n3Qex40 zn%%iVMY6vYfIF-s!S&mYKr#?t_Qu<((LvxajqS;63Qvx{X&#^gQkst)0&$ed6;L)1EcIQd~${p=rq~?hM^hRx_Kx-vm_!w zh=AOkV|o~l%->O;9;!gDyrC>fkJtm4KhmH*yQVdOuusegyEi11uWAZq&dxWu{#-!% zdgX0WoniA?A+YN^oc|wZcD=1$<(p|NbM!+73MG>+i z%K4=baiw3Zfn2p7xE$IE?1Bjp-{%6Jd$5_!lP3{|Uk5+Ra*qiB!#{rnVVJ8Q{+aMCkr4xdIrh*% z@6daxM1I+x9J&UHb`rZ2XHJpStDM0Uyj)|W+$5D-Gd_W$3rSPP*c3(tvYM^q9Wb^$ zSz~kVh%dxOh#f#m^OwaB-?YAkxpY$@m9i)mq5xTWOGR60%yiN@o+0D%s#D$(rE!#r4C?7BI8j${>zb%0|Y22mDa5RNalgjCAdq}(UA>D`EKcPfB1SPZK_(@XGT zD@q2q%v;hXoaM-_bi zxsN>~a{UkG6eA0g_d@4zpP~Y&Kl><|Y@iPTn{;QVqV0qGOql-7#&NuH_Vr20UQ6T7 z1moWM%y&%R`@%3$d&Sn&vK0FF z?ZV9Tcpx4hYs?Tls4}E;M9g|WWk5jAl^X%ZBv%8xFnONFJPVb*YuRO8p4uPEeTU>n zO-Kl*Gs`CGX-TcLfnGxHyW_GCa@EeLmae*+4%pLRm4DKLCyc6nR}3pd-jX~uJ;(EH zrGFi8_fshus8X(5(0Kk7mPlBr^g}93(B&s%iKn4ocM682Prya`BMh0WCRdZkqMIi@ zGo(%eiAt*t!fPFlJX-VInH;Si{~{^?z#W}YH<#ZG#eDsiQefq2Ki??irsPdAjd*Rg z$vDm4q`7vEl8+|FVq{7Jh&(sjB|EfAYZNfApIzM;5U@s0N^#oqOTbW901QWg;AdyY z3~1Zm6T95wyi{mscXjgqYE1c~m)~=VhYRX|uEF~dw>zhpoxRJpJb}sox9+!-EKiiX z=XLIJu=4Zrl8gCgsN4aGTe}EWAe;ZK`XPysbsl;b|L$P4lvc8ty@;aL1*G|eaKnvJ zsL>O}%`@!O;bq0m+KF#~&)#OLMu6iaqS}bo&j51Nsz0O(vsmV2YvF<#Jos`ML^*}dd?D(uK2_6^*^bja`W+l0O zyS63olco8c*e?X#)@V~ke(X+IP`G6w)(-BDi_a9CVS)CJSVtIZ+B~J30nGu!bH0m! zv+(=Vhhl`0Yqmya*z%sF$iw%CV*|*u0-^J=K$`hBkX+qv6&e(>3k|AkhoJ|_P zxr=;3A-93WKU;CiFw)r8+WKoINWu&__iMlcN;=vNwQ<%`K@ zOebEB&7<+uB0)~c%l0>Q8wm|JhBEtw5rVr+F-HX-ZD`uJU8j9l(%02&>)D$m{Z7hS z*AG3Gm0O$51160gbuI^o%a0svz&1Ew2(YNrFpAJ&F+ zwQ)fywEu-%tWlC;&71dPyAs-Se++BOl1zZhB*NYsBVod`Mjcov)sTQS_l{Yq8!RAO zL<|3?iJln?Na5X7-WdS3&?)PZhqhmhaw|uRhy6r(pY_$isW50D=%BYS)b9y&9zsD9 zD{90i@pBY+O;8`RWbWE7tl4E#`uwCGgXYB&?U>BwIaT4|Ml`08hZrSh#W>0w;%ka4 z>Xb&24A3PhUu_>9{CiO#l{%89FQ^1dk$Vnr1XX48_vv`mmM^gs3fbb_H+ z5^>4Jp8Lg)Wh|b97I1%n?G?z@_=afPdl53>%nUB-3HO~EILGk({?{jVr{PmO6kaU0tvhqewX%_vZgt1xJeDk+t z_X&iV`GJgyj>6omq?Mt;Z|5x7g1xV-3mxS{-&hu%FIdGwr2SJpdKj&G{i4^{!CFED zp2U%?NZ7!2e<`3s9qxYwxaq#^JJ-k0hTHcrTRm4YNb^-ZT(1TjTW+2QbjQamzF6!! z?|QD_f9-w*d~wO?&1Nb@5NmdCV;|unGhmOxM8Hs{^%J@cM4hmVLt8tt(b^$wuCAq_ z?1RPFq0(^q^STdD)7J^?AGNGjhHvRSj^WN|M@3xEw)*J3uvf%cvM$EY*LFFn`F>E7V0ZORqQ6~pCb5v2P?u&>h~()r3;d#_XMJrV^GDA*Pa&M; z(CNi%`KGPCHK*OH0vjBS==xLIodPp54YMs~4Ajv|or3`C^O!*6Z?6MSME{=q2H$B;j1xS*d{Lg1@C3W0t&IcqN1R~lks+a{MZ2MKG z$o2fl3p~}E%W`O)Rc+vwH0wunIB|)HZ zNb%J`Ya~NjLI)q)0?5%?a)YCF?G6Pl1)ZEII_aJ81FE#{1zD!OWzlYAFRXo|3HslJ zR)f(>5I-x+R$+(Z$0n3f{54kCNLy=56p{OzS{1K2(4s(j%03x|S$N5&nh2C~ItN9% zByTfp1R{gqvrxTkr4^B;5}jOZtlN2}zqM4SZJXQ|05mTUCM})gv9(a7zId`-kD9?^ zkwy;x^+Yo{u>?2doZ1`{>6?`+e7j_yX1u2k1cY}@AmYedKufIBwEp)rZwY>!nt?!< zd9)*Fpq>J`^-`F%`8CTjr;@v{Qn!SII@P(GTT_&yVnTd)8PCKH4>?Ay+zT#e3w)bR z-hu+h!Yv&j3BBWE#!hi_6OKftTV}gGbJRaCb2d*r>O96kN%}Is7(Vd)&Uuj%dIuBv zU2unS8q6at#sYv-+eAcXIobLsvckL0b*GcH?hT_$tHG1NOn{SU+s5F4p9`t8qP~hN zXv{1yd&BQb0cSwX3g70}o?mn4C6M9L{mC;AP}zf?_W5-$tI|=$GXqd79OHJ3b<8)( zzpj6HRFQ5RDZQN>lKX=UTU|)mP;Ri{(1V8H?&0NL_R=%!AbCzokF6qeMUV};uY`FNstm#Zr7Ji&D%+bX(^ zzfNF^R$vNMj4|5zy7UxGOw8s7;Xwd)MC<^Glz^~O|2$^dReW}IWXBCyzyCm)3X9}B zY3vCltCKO1FPCW=4GiSmP&hEG^wPIK&fT2Vm6d^X+dt59aV#ZNOfR0)azsW>v-`;& z2vWswr8Y@$Tj9%b0fh-rNEnSWvGW`F2K~hZ-`*xumZu~E&AZ8^R{z0e-kpjXAmrJh z#&m|_u^AZ6;R{vI@UoGXQ)3FK0IjJeI5g>bPWa$7S$ty>MV;>aaN92Yqiy*AZu`3p z_eVSK|M3=Hwf*ZWmCDQv_7P!YBo_r}GFvLB#OhVcILvB>OM1WF7^T?(1%5~yVlFD1 z)H<0qgEeeqY|PaOjxY`9OV1*J^2}t`T$Gv6?@DLJ16|77(aU|d;RwYz(Ezm^uE|Z{ z8W;iO+?h0?3bbr_8&_hEsSpC)25Pdh4y@TIg6ti&O0->lK)|lNNv(;6oyV}O94zoF z8KAKT+DbLV4Wsw#I3xgx5B$|j;Vvj@LkDqNTFrB7ySaYW8QJi4Tvoy`dw$&Hb_Ma| zDDhp9_2kb@0L6v6vAq)iX(fk_8-cGHfDck%@^qu+>L%aSxK4k0UIL1{cFU08sQTTd zHs_~u=V5_vfW)JMxmmm2EZny>TsMXWmm3PNSwQC1dp+SRbR*y^2ng&cq($b;mi;aW z5mtdH-Z-XqSg{&|b)~Yt<@F92o7cK$-53%SlPhbS4orisKMurGpj(E7?6hZeeSb=( zWA@|Z`qW82A($^K;4`36?uU(C>AnFWSq3cZqmC{&S3@QI^QvfIxDj&ZSj)?D+t0KR zw}}8MHSJ{w1+LaCz(Th>8Yd^VPv2t49o`y5$*zCH&x!tH3<3!8+gxlva?t^wLz<9p z9neRv$WVVJ1GJd)qwJ2F@PS|i`E~0c=kX;Wk0NZj=HNp>v5lUgFr91c6AuUqw6pB zIDdCA&V?3BqP1SmYqbv3Z<9Gr>XSgicR*azRTh!5h@+lt z58igA2QR-s>LM7My>tv&b_HP*0R7zGap6Zw4oT-1j$LCf@PTGOml)9m4rr9+N;)h+ zli6AS=(=l&ObGAgS+fA0%;Mx>;c7XRzdG{3v0Pc^G<1;7=ZuL%F(TObs|O*fBOnOKW?!s03di70^k^0oE2S#-j4 zpzi~4bC{7+3`9tQuBIL779uynw&6w9$d!>N{r4_annU-B>QPX;qbV3|D{=gFxgik1kjzu zCI5`%RETh(N(gcdT|30Y6tw@oRQ>Nj29!XE#Z;#2Qi(7CbF> zEa{zc+A_2eC-b+&{ZiO@Cp40% zUJJN2j1(oRSC!F`gdm&rdgaB)P(RVB3a?=Tx)kEi^O?wzUc-k@_{pZUcEGxfoR`#$ zO(D=Po^D%K0!Nv*<&!s{5lf z#6SCuh3ZW<0TK{()trM(wUeto;odyo2zmS}4ZS;e#>)+r(P5P`y%KUydfUbdCp_Cq z{I6Zz*A-1l)!OLT3zduK9FKlYip@l>!DEFF3S{md0GfOtHaTCR*|Jtky}5jaE+F;+ zO?kMT@OqjSW}Py#e`+^RO^n3Ui$IQ2`xTZcyE>e9sp)PD)s#aYwA1~xd{O9 zrBj`4yP9U_pye*Wcn{I=8#Hr}lmvp@RU}^qJ^mFN#0bW0|}N)F0jlCA=Q7TfuoP5jWp)vD^KFz!xMga~?yFlge5mCCP*c zdYBU9h^(CUQn2+i1t<=gdSQh6lP*QHqk^O)(jGF1%5}>+Lh&lExcHSPA_$w3dQf*Q zjRiy%>DOJnN;w8-R#&b&fm`}4+mS$-Bm?-S`mO6-P>D(X;g4?ql|Npu zK0;)^An)03%04Lh?%`~abVFKvp3a@Ft@ViF?pgq@Gv=!pge|n3`1|3b#(`|cdRAZJ z+v32o*wOh`;@QFXEG2tOgYAc=2ezB`T34b(=8}elg{q#vdu4NVNj|s~ZXovcBYSD$ zeL&Ijz*XX3D*r?Eqd4H~<++mrQT~OMut?*>TIJj8pCq*qvhb>YYg^7XoS9=3e+pwq z?ZX5c*ZJdnz?Xx|6wxmTIqx?_Sj8{SzX_ynWVCq%TG>?dF1+6$ZhYh9f3?rbwy?lbu zeR%)gq{<*KGTV=<6c3$wR51gTvF!Ng4_>0lFnwrD9A-Gdk9=7&XnM>`szOwd+v(+g zVz)mwA&VCE{T)*7a?eFDBCh(z)x<#a{h-;8_u0+RxcbQE4Skjn5gcwN6KgocvX}}3 zA5KN>iIifOKAKzLt8nCV#$TFW>m2kUO|kGvDPLh3tX|tZSJ;u@OZy(MRCnM|MQ+dc z3H#YV>>Rr>^&#PC8;R-0P@8iYd3N)?4F)X!PoTTo&jLhK7J@wqERbHicsidDW!quB zbbEd?Bl$>5ioDI1w>i7ujy%!F(L;rz7wT>}^r|G+^@L%w1JAn0)|TWDUe^yZ-wD;( zXgkC~YAN-D^GLR6=Q--FmhU`U1t>`{+jB z#GigsYM3jS_{vNL78l9DX3!-*^q`l}Ce{P95T9g2?v50*TUj?}z>M{+ykJRJrj{N2k9FIjEiF2Mx zonAjQTYidV^N@7hrkuF$&eJf)&xW7+7={W9a*-O!&m7}s8kxz!4JH9UEAbuXEXMNR z#NxbmLz&=tD_7jiZBuBCdj86JF)u?e`dz8S^%JZREkg|b)YsKI70P$n@YFKf^=&zc zpA?ZVeYR}xyeG-No;<)>gEOk`XoBQ6zaEy{q0*^yYMLr6bAO84^70vevu1PbdJ9f@ zX!@3#Z2OU`jZX4GoD7ntJ;HE>S!BksdKC)U+gz?Iff>L`AA6`F*92Y9g9%}Rq0na3QACUxqm+VP>e_e`ebDdk04q5Hxcr|(Y<#w1b-_IEpPy542iaoN-&dMWl zQm=KSECuTv!EX)06tlEh3Y+glRw{cr{d&fsrMOk9Hz1>n{9#sUyoNzK3=YJymzq2)1eG_v^_{*y8Y4s?&HsICbFB zsN_`GbOxgy=K4DJuq>gM!$_>_OinQAq_pm>zeT1M3@LrKDtZ~lBEGd?R0e9xZo`_XEsv^O6_Q>8mk6Kmd z?v|_Q3&b4{TH8!~_`)ZBzqicO(GRaLjCw;H?W8k!7V+m!Qvj$3J?x+Et@;1KgT8qL z|Lq5WzV=#cz`ZqN1T5-~b05M}bcH#KlI+M?8X?j5@NphR^N+uXQhM=3wHZ@El5XG? zntqEav1-?TD3?+$6^sF!T^=KR+2R#iH3M!w_y8AWQLWr!Ebs7IQRwjJ<-w`n63_iY z#wF2V!3}y5IYi)Be!v6k6lPF(I=Xi>rEB^SA@5j#hu*@Udy5ZM$A?NlisT_uTJE3C z5Zwupsp5!fs88&U1q$5<=oWMLPVD5F+AUS|+bN3Bf%$-$Zl}5Z2lyX2a(fVZ%M1$q;IGke zhL)ceK?iFt$KPseN}EG06bdZ(m-1K;OKe*nasuqsLCf>)8Z~2nusJ)SEkjv~Hf!zs z)`bTl$Xf0?(vB{Z4usH%p4=1qpe5!Z;xZPR5||MCMav6bC`}dg{J&58?+l8=A1eL= zuB5*-CO`!BY4ezyM1 z=#Y^gP}?OoxycfM$oYcrkI>vDAzeV?T3E(LQ>MsQ9|(@l#NkWGLR|$c2hf#I>rHSS zsj`S9Fed3pdVQkI%1IOd1tjxkJ0@&N6s}Gm?}5nPP1hl9V0SG$+Se4+IhPhL*myBPK;&nYt-=p#QoghOW`3@Wq-*8iPwS* zx)`wyfc4lnYc`@A9_THWvW!A)J9^qn9wiLkPuccgID1Ko;R#ubp(Xo)E^s+~VyyJR z(ym(T=uT=0c+XnoCeKptq21DV30A5tE#A8QJgXsNpJFIlsjYhozM;^7=w5oOE`;nU zq~f~faC^312+l0Uhn0x*x>B+t7Mj?}bpOmb*ohP*7&0N!+hqD&CPA|};yv^_o-T}{ znn5lzmxV_AMV&MzoJa~|l1qN%mUj~sM3ZFG809HB~-7H>6 z;6H>jQ<2%2qhD230x$!cF;Q`AJN5}^Pwjyo$`2Rm3V-#3;P_yrChC4Ci~9ntTX6Md zDTbB9E$a8AzMp?r;HfsgGX&z^*1S0zHVA}vtyx-M_R$I-eE!B8y@~T>UHHd-g7KIw z|Ea7to^ksFYNhoU2)+$PnWyMcxo?Eeu76T|b^g{U4nCA-a0Pm|WMf(s-F}AViBtuy6&fSQ?kN5yyKfYc=^om@WMZGsvi zBn^l!I_ch_3Lkj#Gxj;?-SQZyRe$ZyG?de+Bzra^2GVTlD`qEB?P} z;SZcx${T)NY7?M}9}lr;@m)l%Fl>;4-F77FpZwa!^cz4HN@_)Ww zsH0?*OILCq_7It@zSwDBEWa4t+PQ;?{{a&Htn{YoU5w+@7pRAh5q6y%>XoX8mZY}0 zaGwg%L(N3b;WGanDE|(Vn8~Utq2f@QsQ=j!b-qcu+n4(mRtTV_@@p%8o7uggqb)&O ztuW24*KzOC*hTYt=PRGgCDk@JIt_sLrX1%;+@lsO_55wWu;S2W?&~D1;wvfp@=x4s zGbmjwc#DdV3v1PuZc|q25)105ageLwR2$}^>q$c(*q&=u_PsUR>*+cE&QRZS1<$Cf za)bPmYjX9mGtJ(dxAAG5Ehf4>; z$FW?fP)_4j&bLU(&_5E8Ssm*|d!m@UZ(LU+A|Jc40JGyF>-lrj4z35~Gqa@=%?N7x zkY;-Gl7w~^m&9tvCN9fd4vJaft0$)y+XV-jNosY@=3i8IS{L0mT|HA!qX~Gm*UTr^ z*+}ZCEOV3Z`4ksW6GqZ#=P%!E9rZsu;jrOe#XN2Ic{GEO5vzG+O>Nh zpaN$055M<9)_!)fJN8~y^$tP(-*_$@u4X4@aj@CR zy&pUiRR?csvCC=;qA4yOL9WSGWDWc{(8Fw-!FHLqfux0-+t&WoE29UzT@(sDX9|kr zQrj)0BX)!p)4sWP(MMlnU9_}+t=i`J(1D-2cIBPr-PJzx=4Rl9_nC+To_xMKRWP@_~2jsT0@=Gt24oD!H~ zXZF?HTPk9yM!kEyz+x7x(W;2XH0~&GBmx2g79AxH_xIzJ^41>f7zX41aG6Gz4{t3s zWK9PH%Ober=XV?rv}Uy@1ffP zqmj8wDgo#MuHVkyIBL@b={)^Vs>-hLgHNHV67u2u&t|03h=yP^ZvSp*mtema!LP9q z5UO5{(*{mR!v$&Q_N}w0*%3&ekdDH=wIAFmA`)BuI_V<8{KwL!(KstXnD2n|Dl4mA z@dzeQNN@hTm#m^)Al_xB7IFjhJs|{W3-B&efdZvOr96ki%EoZD&j4q)js|uftu0A4 z$JuHu2bXf2J_nQ(hf6~*%@=Q(_otQ#Qz=6v-d!8#tM>{kpi$@DYY=Cl1RSAi4RL~< z3KECyw>2Wk2Yfg5)E!6uZL3}pM=(?oSjQ7?^Hi=UeDQUu9|5&}OaZNpZQ^OBNdEE% zH0pfRpc9m;yRYMNM#?kcT);d4E+p=ON2LbDH>DhKY{z44Iw-- zUJC*n=7&gkdKlD~5dJXtNUp^Lo3WAK<_07Y)K#ns=behSy9)5>`fG09jhhhTS@^6PbD;OS_rjLK=hCv2SQSi>66f3gf6hr<0M~X7h2}*g_ zxxXlKlOdt@F^u{k=^A!0nMg8G(@W{30)%WNhybUAJJTK0O;zq*n$a@JcpbC<0tc%I zjMCWZ5>b?#>0qR;>feU;Ieo2^Co1wM<&MF0xL0!X|0cwZO)DEAM-abD@~VS`_MhQ~ z=Kj4$%o6WZi%yf|>77`qIX6lwfKW=WxQ$+1CjVf(7cu03wohXI(l(tGTsJJpfNnMs zF(hrVCiY)K`P6^A0`OGm`8z1RRHJ^TMNisa>evKxsPeO{Y3vccKBUjc%=B&o%uAGx zEPvh&1RNT*g#seJp!J0q@Ui2E;oHXR5exv%;!*AZk6Ik0UESldO9mo^EAn^XjO2va z)126Uf=A>A3a+|D#$#q6%1JzM|1cG|I}~oJZ^i$ksR-BsQyCIe{#NMarTK&663UWD zBKljf5O4znf*vnY(@he+!vJt5+^G$}-o?xFvc9`R_2;ga#I2A12js3IgtY_aDm7qE z2m6+q1JOc7-SO<)^Xb!FMZN3*l@IX2RJ72ytT{ZA8vxiCAE7F>{Y+ z0fq%M_mAnKCott+m>Lrv)DH;N3+eDrI@L0K@ux=ZFd9Ia6P>Zxre2RlEFKgGF~Vix zbVAGjNxNE$O~eE!%7-2sP*h(svivftFc_b%W4}}f4wEF!h`;tjXC-EsMsIg@sCY@2W*7+0G~DUazTE*O&*@cg@U z76^$cjg1ne@3O>zIV4uUAqrvxXbvV$`j|t*oUdNYR`ft^_Tcbvd4~bu0ZPBW$Bqfz zC7%#0nms!^+ko$-K_V>LfuXBQL0bE;4(o6aT~4>-mGXkl-Zz4062v`_aSweeD}g=h zd~lB@Is_KkCG%3bI}*9p569kNc3IQt_$vArP~|6!3=;Q-Lowk|rOgjuJ)A(qEhI9% zNI=o#wXX_E1W+sfAc0o`BMl}FPoZUiqX1by17qAv_wgVlbw$Wqsu?LEw(tq*z6fM! zhl*L49)N5esZZf((9!G-r_Q)R4NwP^`%){C$%%kE)O?D=S=i*|J(?E!P@#97$XX=K zk{oePN;J2sfBV+%C9*FvJdWCaO_zg_H%GgAV(P%24jwGiHM}+6>PeMng*~vyMasWr znKzH%lEw~6!6jvVkwN$*`~~n-GPtu}oBVcmY>6m6ATWzIo&_=iN#G&%3%tibh{~v# zB+^(T-}R0b5b9%4CzS;(?+QStceMQ?TRIrk-qIbeyyNF^B@`h;+n7@@%paI~6)57= zS6lT{jY^spRSOSU=Ht*xR>%){^A7JntLAy>* zD+Q0^@;CX|xTfIA@+74^zsah<y!)_%~u=25=(5^0{$ZnH8;RFLw35&HQR|5o= z{yND%BSqp1z+M#Y14(kQnUdNsgrwqy>*tLJkmrDn>xv)@PqJP$V= z+{6YHIk~|=32~eJ;+D;Ou;F=zT@nzu_2@7RX1k5cmLU5XngZ>|59#CT1LG3jIT^#}!}J5vQ9zi( zT(GEL@UYl0gu%WtmTa|c`AObVw)SI}H(>yae^ogr{N5Yn->Qd$J0m-5|TmF^0fJF5LnD7i8jR>z*aPFnR}ym zwdty=L*x=W%4D#Hn0k{smNb}?(4mx4Rt)e`t54|8Rxm5BMgf}Z2D(z(DwL{jS{Ccj z*%luf7XjUzMICt~7l8~d>chM)IxE4Q zDeC8QkYO_ch0w}GeWhfeZgAUSDb;6;)V||kIOV>u<}OLn150|LZu~WdTtZXR5$n_> zL0zMB3;EzcVq+-B9_$dc(sh@VZ?lK3=vjNHM5d6CGRw(LadxFT{YVi#-6}Z(Wti3{ zDqG4Y5xN&{O!t@}XBE?J-qmQb91bTrH|%~EmIJA3;RBU_D?b6Xe!lnQUf!a>Nmhey zb#M)j-^TP{R$1<|CxDFCHW|+AiU(hPDBgjuQaYDrY_R2Zr{T`XUFGLnPEvd}U_v=m z3U=K--c!wZNUw4;et{zF-siX3c8n%1WO(4|K@zM^zy}n{)Lm!>oyqKJBCb78{NvZB zx5Un{lAV`346Ys+9b?c~4Q0>_EV7PjioF@aU{f;DxIH5as@mkda_I7&bIbVmIkJw6 z2G!kIf}@2sDuu3^U=I(Rg7c&V?-$bK-_+9z9=QnI1FAg5C;%gBtf_;*iDu2@E&5({ zabr7>Yz0r)Yk_OTi)jxSo$Wgre}jzoPR6@rO(_Igm}_6&zI{Ql|I%*Knu3~M+F(_0 z__L6T_7@Zw+oc}!C|Zi?{igkIT!8TMXyL{f-r?vSDwgMrA}I%WS|^YG4{2W+6-V1` z8G+yu+}+*X3GVI?+}%A8oZ#*xxVu}BV8Pwp-5c*I-tU_$bJxtDVezA?ySn^2vd`K3 z*@U6xw^dR3W0-*RfZWAuenbDmCkqL*)Nsu|Q2^x&I_o)G<%wo;$lcg0v^UHuqCNOv zuskvRVbXIG+U7)a)c`Gm(%s& z2KyIcSs(dxbC;Wr1p?Uu^u~K04ZdC?RnP%vIECtlcmhY3A7n8v|7LMrdCAgN_4#xf z_NRyk`o2i`

}C1;&h4IQ&SigWg+-PfQU?4CkNNsFPfd*f@N-(kQb|P-jtLTc_0Y*G(N+5qHTF z;WC(8MAOWNkm@jEitz&Fh4w(nSV#*s8KNPB@Mgkvl|?!BVHg0FlPsZoQtieOyOeKC zt8E9EsT!D*K0g=N*B*jMGtY!`lws=M6>bq|znUerr}?y}!|3O9+k5s+ce~V}5+n3z ztGH~9|7QE$tP?_jG}6)ct_i!ye&F#W;d^-Ek7ri9v%BEVJhj9E_=N4Py2EO_UI4<1 zE39}^WE>TpmnL2YdAHDOjNvxW1IPq47*fY4E}_?*bR4@s`&v1V%8fK`v-X4K^UztZ84J?+P3MoZwhkb$wne8p#kvezMsHX*^B8-?B%WVIK>xnJ~CABuLeTf{IO@xJ2v1_fD#$P z5zMG0K9n=r>GCm}?u1{lqr#Uys;U&1~-?${gn=8sGStmoB-eh`rW*qBNpRF=F`rc*sdAL$Qfgv|(xb8E~llz(x6dS*QQ zgM7x11!%VPTL5sVnSg?S;z`r)mV|n(gvgMLx=FP|X`7kc6t~Q+OYv5V8u!kYLR?CL z+%*DOeAo#WDqG-_Jvi`vEYras=2L^Zy+Zs?74fj4VrEE6v=_LwF>pwf<*N*<*B|DS z6nHDD{9!&nSBKJ7+#658*aG#YzW(@;_FPWJI0G^Iz(U}`vx3nQlDp2qw?eN7*!qb* z&Womkh1mx}`Dd1$5dJz{uAS07u4t^kWKzLG8TmtoEcEKxnB)>eG|4pq+fHK$)9m*L z*-n$qh3~?y9ZaM4Chlz)56Z0+O1#dCMv?Ia=3?rx(#*mLZjJZ;ap9Dl-@gksJO05w z55|0q*R{uH*|nFi+{$;oUurR4iV2g3n=XW(JW1c0Kh3!B+zNAnW7^dtC+(ya=QNd~ z9xS=sZO6p^|0uHa|2e{8j6p5yBp0WF%nzOvRe1td#vfmyr@2%Lv zS3ps#AE(EBU^v266ulA_RnK3bxQEz6ZappT#Y(A!& zbx@qcN3vqKmDW};UA3$sKIeA%XUCPopTzPO+Jqr}GN7=WOKtx|1-1f>UP@l{x_5ue z{krT!^aAYMj*TBuRFYWd?0t$g#j09J?lrS?|16}t6_8b*`iUV3mgL6>ht+31(B=DP z$s$b|Ty(I)`1aw8jrUE5!E263aC|d2`ddi_+Fh#!Uj?^wvFWEp75^Z;UeRbD@Z7qF zbZ5-R;<-1A0SS}IO?rI#8+>T%nT~O}tVz7yECN&DG4RZ^skYd7EbK=PW8C=oA$8FV zLnHk#GdK&&@+4$JcM{8=8$Bp9s}Y4rjp%ts^!QJTg@ev*-6VdO*5%r9B)*~8dGc)b zAe`O!b<;ARFUTG1M`ISWOgc_^Fii`CkN4Gu)0&YhsBJ6!(em1{R z{;YfSkND|IMS}|FPv)G%cPu`hAdZGj=D>WR0Fp;ywlOKHQC9p#D3n$*r?6+awn_SA zz=%w(|MC3F2p5%0nm&_hNH>R5zce+mRDNGM8$G0<8&jpLOg<-YkIzaHW#-1 zX=IV~>Q)Moc2v)23-UTY_qOy5%`q7Id7GW6FNJ>b*@E612dy=zsi`m0VY48UQxc;v zb!wlIuMun~ab7 zV(rbNS8~1AB59>IGsIa(9;v%1ixe)gy72mCC~{~i*-UJz`(>zbP(59LJ?1&-j?+2p zQB3m7r~}tQ<{KsU>I3HQl<{240KehZni!p@s59O~&QSE&ONAc;k*xh@y&@@x>iJUf zMeUY+0)0sNs)i{?&f3qRDTmp6QV>s^Hqi9c(`QC|oYymWExqxv?4McLl^`wEv8k3_BaCwZT;T5lnF#nW%ho#5Fn6aq<+0JG<l+a%NiwyyP%YCTzF{YpX8F!YzHaj7P+$Jh9;mAjlYN+O|wA=5aaMPe0DLE~nJJVCwFCK9T}$Z0Yn`StQeZd#+De zW6?X6Fji4il$X(Wy=db8*WX6(&NyPtv)68x5U9DUiiFg85Dog9wuvj{rf9{zrg0|ojCf=VIETt+j6_rvR6N4-u6YMRO<$)=jOWzS#^#IM zzY!M?E^im^x(4_jZGSgWx|sL62tDa4CgoO&z8juBEio+7n(4d@(|{1nvA3!|3=*ncMJ3m8h_KpZ$F6dxxk;dA2e881|5vn zs-tWD#3sTYw1E3#%$vOQfBcGwFrb-;?(>vsa+*wOogg*2IrDW#@`2TM_w^ZWeXltL z7G{4VWZcqNY1h*?w)SKG2&bQXG`|nhBwM`GSb{+JJ zn}_rqW&CV5#Tz!|nc95lwx7VX|3QU=Ub-RY`sr2+zBE2L@q(VDg!gZbj<~nR#s_No z&5Q|a8r}7|ngZLKyF~d;*fcLZuHBlo122z6DVellex@%-(en{@-LbfSUO%z@O`oQM zoQLbh{R&ig?b_}BljD>8(=@k*UoCy!$wqtgf&txY!)apC)6JeMdYZ5JQX30Hk&Mr` z$d89^(tNt-WJ`1p=&i1T;_k_F-(u|3CTOs6z+d zaRtl5FA+k3Bm{y6OCY!f2rdHz3mQClaCaD-2?W>RI!thf;5xW#a2*Kl?mBOibKkl5 zz3;o{-L<~I-dg9sS+IBS-qqFBy{oH!<)%H;4wR+3{Us^zirYLPhYH@7Z7!i9Jr5R?&g2rSOf>qEnb2%_E&`9b({?_R%Ut}qMc;?09wkox z+3h&HRx2z%0K9}jFWrk$v(J-WFIZc8S~#@@Oy6jF4cA?c=2Z31bGWy3VKS>jK4nxM!h`nV0;{_M?BK4+VtF8L4M;U3 z)~T*`{pfH@d>UrMF~c?G$qXCJeI+&@m@IAxjf}mllrf-gTDfJQ_B5uLJqeyKAW@nM ziW^B$9M}yxRSKnhQB7&Mj1Z@ zx0$i9Fe#R`%kG~OI6m3UfmNOs9&t%il8Y zVy~{$wu$G>52gf`+D14LoJ*b9(O)xtV1g~*!reX3B6gg%x3+W&EpBDJa5bbD zQA057*VYW7u|~a|r6Esr3a?fg&*#oR%(8gyjr?{X3E4#+!F96<6-iPJ3WPrPO6xWN z-xz%h8pXA@Mm9{4n>$dSdlxuo+OaO41!6G|8#)8mXfR17DGeukRxi{qttimcZ)pc0 z?P|6nRO(9>;O7%?zXcYOQWw#gl?vghYxEEI8Os%}d=1Z$=DD6g^uKmdL1z{ruEKg4 z+}U!kL2LURgQvSE%ktGo7(szxt++(ST2c{dkzfZw-7U0|@B5LwsyA7{RZSX;6o1^> zSqHe)DQAGlNn`b>Zd`X@3Yrl!!4M)?D7`<&lT9*uU=a|~p<`X*ky&zpzB!@B#@SZ=-~r8l`_RL^I40JYH~opq`=;9a~qL)-vO0mz6Mh7U1Kis&Tt*AgWLl=Z&EolxyIZLy=omRA-$Z5$;rXhQI)*w_;sgLKdlj=qkZqU zVj^V{SP0B5J*oQ>fjwMix|MEw3Nwby87#QTINUa|+|(OaI-i~t0OEVeWYl4l#Im)X zgVb`kc80;r>iGt?caw~1G}=7}&VFQ+t$7@8%t{OuCkX7_*%i%dioNvWM3zsG7QtPm zZ;o%q(DYNuRo+BNT;H7~HH|4Fvt~+%(yF(_TGVXKga>PRQqr?v?U}?w#-%~88Gdcy zT+(Q?hWVjS(wxr?t`CxUt~H$_`F<%>j8#mUhTq(55`)I)202)CGcMETi(J&kl7u%I zG=k@~N)S-vQql1N<6p1EnTdFIw)D`*`7c&`S^DG|$x98}b9F=6vL%j*`uIT%9+;iAtmSR!t^_W4JVdB%4n@G$KQ2W@9l__+n;qGfUo;TaPAaPym_U)n$ z)ZNTg`r+y&`UWSpd_?`SDOLrNyOq25E9Q&%0&CsIQF=@i?wO4Ii6^ItI1r3Y2VO!N-U9Th9Q}uN&QL|^4PzaJWpOuAsbhwc6+CO zjDTuS!X+xBTtcl<)em6YPngz^k`>!18m7ANv_!rt<}0d3SOO#5-bIbCtJARD1om(n z%%QY?%?e)q0?#u+W53VMq&NgMa&eK@>^Db_OL&m!4mPALPCgsD6b~P4UT~G~FyyRz zDtGu@ILr;|<#4*jpj)GOyRbE}g^nd#V|Nx-uvR>hs&N-=sF%1!n2t6N~HR@y_F^##4B(j=C_@^14_&>jzwfAxI`GP_D@BxG|>ldFHv5*VI z)AMwZb$DRhQm8(5uJCSp)`#j3Ct_k7$vbMmSLMn{W)5|wrTO#+3#HlOs^uG@4StZ5 zW2mVF2rlstmnIM!F6eeTu2$X^&2=+xK6Thes(W`NZIkRgwwpnHYo&PC>Y?MR+?7%tfxDrCQVmxwILFR?6r{K_a6;VGUa851i9(~+X&3$mBAs7RevND z#;uUZDXU(VS^vm>Piq>-TIY@1*N$L3Z2j;@X&cVKvf^%on7sgJ82K9AAVXQ|(z}1O zqW8P8sJ4B%S&;Lvrw^W-bamEU791FFmDMgW%Nw?~8Mnsb(lRpHmD@e5gJSCx(jKkF z^wY^ODAzx$SL#Y3lbCe)921&IMAPJOL}TK0v{?(2TX>I9G#u86aP@i={!|oXugrbM zJnMcz9w3XFJ%T0`Qo>Aqb5%@GKHP@B>-CCC*~!9bBWW?am>`>A&uXe*I90W#S|P&| zm;(x={&MySKe+U^7mLzZ%tea9?lp7=hfbeno7eeyb~DxFW;|xrhFI=yR;uMEh&O$M zF&mz55X`@@>Cna_m%Yk8yPQ#|j!3F>p9t)r>~2a31arD^CwT^6zpf}~&S7?wD!&av zl{c*dxwb?n?P3kNe{qOv+s#1~U#9N~u3HbBxh}7FWPWsfGo3w4eWT}d>v`?%j&)!m z^O!=9qsWFHrqj4@a&5o1+CRtR&<}}Vo#CE;Sud|xq{j#+JWS)^m|s5L_$Y`U>SiFO zsmLv&hA)UpyDle%f(AH6QgP8ef7gX&l4I41bV3Vf}>6XhY49b7@5YEHb zGk0AH?=hXk0w&&=6=T z{`gvAZ5r0Fv3N`%?9x`i^|&Z+a`QRw$Ip+&H%y;#H3_P22LOjI&w_7k*2!JhBpqBG z)^=nBd7lt02)}$Z4k?+5o^Zc^zwP~PSY%GnK`4?&pSGP|Lb>kvcY)Mei+u27w$v>xWq6|91aY~$Ma_4fsrz^`9h;jwHZlP9Tdur94qT^O(4V?#~ffb-jhWP_R?w!$Kb09zyWWPblgL zN3b`L;_9lZoqKW#IJU^(+linFJrGeGe@WdwB@2b_d-(o#m*IqK1!=$`2v1;Mc}{)N z;aYr-+eaH4>*BRf?lkCEwbumiQ4S?fwV1MMDqOMr7FgxOd#+eF%b!(a4}`a+vEd1L zeej%8zLZ=&u<)npS$swD5`ClFLBi2k`;O{zCph<6A7QrZ+D7_GdO{(2v|yhtF}icz z7H}gAS30l(AKqtO(}w1*+0sj%*E+Uvc`Y@jT6?TR$8WiY?geAe|v(J9Ss5Y zKN2m~n7Ad1x9jF$)R*~ICbMhoocr}wx_4riM#+8L1g8AJ5kh(#Cl%B6+|HwOQrbH^ zI}x2XFE>ad+8qAOKf-IufB)rq^c`>BpR$L@6xPqE6n6K!>Vm<_^EmhphR|jTv1)zs z*>WEFJ`!?$jKAV(G^>Wuq$zo)fJ(s%7+~>v{-b6Aw6ei|`i6=hq&|km$SLN=7o3d< zQ>dZ9=4rJ3;D8?Nr8nUUOIGjk5CbLw{oQ_A8j~mc+8`_7U?7d(|MjdK_}c7XmcTK; ztT0+&IU6r3VqZ<}L=Ign71Z9fy=<$G{V6)5?UH7{92V@hM`p+H_vpAlm$ck#t6WK` zE8CjKM!KzucxqL$xYy?UZ8<6|7N*4<+%$|7aGOX~Zz~~|yYH}Ip!vQ(aSR&SkMsQ| z-L?B88BzD01bf-h`J}T=9+>rIXIu~@>C1(7cpyc~WkX|K{ML(`HKEaZz_q#z?12MV z$OeDDr+8^6o)g_e6S$)E{qqXUG{_0rkTqrB3z3_4Ynj+xn4Q-GC>(pGZkW2hk>9kQ z7jJbHUf&(!INoSoE0$lq%7qj2P z_CLsZ=<8o8Q;WP+=oN$wHMZ!S2IRNNlb%(%vo|IIJItvD%%hqw)YyS8$l2H~&~3YC zCG$>z9-CXa*Uk6k@}a?b*YUxyQLZ>f2H-PIUvgD>hOm{_oY(wLRq1wpYoe&=>VxOv zIYxjsdp|fhOyJ{V{lFF2403%R6ITwTUAvLK_dWe?Jk?XR_K%OCpz*vDDkylTF2;Cp0=ju@nq7~?9wPl((8=<|Uwj9z$57c2!>CRnXS0 z^UeaBbBI-()tFU={m{_(Cb~#F0pP&{914^c;encw9@!qzfpDLFT*JYhmC4wr?Oy}U zRqMMlv^+|W`q_h9Y-RdDNFwmE#Uy=!suNZ;_BrJV>KQl~KKPTNv7zRmtTi8`MtX7T zU4&VcEhkB8*B02iPrw%V;(M{DygNeL$%$o*qY<&;aNRGqmQIels+$6H6{lX-iV9u~ z=i4JpkZ?O0mMCewGC#XG%qyQECXTIjsIT9SV^+zQRic)~(78+xS-HXj70x+Er%(3X zFwiSU0#erWjHM&}s$W0q8Qn9xQCm(6z}l_To4nKADS=e#n2g|Q>wMTtwaYq> zU-M*Oak8Y3)m;Lpg<`%5%hxV9L4as-k)mtk6TO;|=3BQ7{HwR;vB@?QQ{CFmbR|v2 z9!Ej;M?JlrVZEV5+UEp}fi2PKA8kembTqykKp$Q|abNuyOYyYB>gvSt5U%+l33H%f zeWTpfzb~vahBiml9o2P*UV9B3q#WB9W~qV|q9`9O%PW`9Jon#Q zVFx!RQy@h{Oeg08bGOF&UsZ3FDxKcVRL)R}7;tsyVJFAI_7t9>FYQ!>}%A77L+scOq26-v_z8clN z2yCudJ*Dr9XE;YpBD87t7VJaHEaJEPTO@?TOv7~A?EUy zQe!@y88)7-wf3`CdIdsMXG%M=JlWWj5ig~;&nA+ZCP;KVFG30$FP3O@4WX&Ad>}5H zMt-smn+NH@%JBg*H+SL{{bgr=77@mFrr4ReqWy!W(ZC3rXhgTx%oo`FR(NGW;G7n6 zrQ{r~&iU8kE zgU|roSt+4#5+|M2PDy9@`Lng2f7vS2%4snX&SWo8Rad2Rh?=$ogXuVOr zBDp3xdk(&Ks|TF87kEdtD@2P$uZrxI`!*ASF_I!mYz=>i%{>-~BMVrJtaVU#Vl<^h zz3T86Df6@2C#6noIaZj8>J>Cda8ma)YYrlh;tU@kNO?R?5iv-&6sVfAeIExd%Wsf zn?-Ji^{o1vPY(;C4#%Ip$oc-1WND&kJGi=ePrwcdLn;^7Qr8UaFNM^z$_ZI9v79Y5@n(yfyJU9uPRzY8hbg@^x-T1Ftw{RryYQ#vC~A4J5A1E6eQ}%|VP?c>4UhYpH8=P~eyM#R*KwbH1&EM8OL=Y}P-?qzLYD$)G3@@Lv@ z|L_r`OFFNB|1{91N-7^Sd?|LwKRwaddT?Z;qsxR ztYdlixE>3GS}$daH;_4O7_9L-v~-~AN3yi;#UVh%hUfB#5U25ozUeUDj6vQG zb3QRI?rd3UX%H(SrtfriDJcgr+L#0PG;yCDtg70zqS&1QSGa1zwf8S<%exz}*TY}x zT93#}Rm+ua4UD-0y-nc_X;?S;sTu%pxT`B{6KxFwA{o~1jtGb>TR+jzC37+4q@-I; zkDOAz2#88%K&q_hYC|o1`eUjAV1$-4^r(J;Zc>+JACrj4{(D}YlzY95aJ=;Vxl2q` zRB;%KPT|d2H5&`L$7g1XiEf&ObAs`OrV^sg6bFa)^xQ`jXM9OqoYj`*X7giO=k{t8 zy+gnC9cE%aM246}kF=xZI{Az%e_i6w`re9I0`E9=H_wjlO)Z-)Am-1+l4&n+btf_6 zu<;Mc@O0G~7Ych+4?7d>FP=Q2ui&rM+uUYCXJ@YuN1-! zno<}YzB04eo|uRm(rC9DH&D52ZT(^PEA^`^DJ)4NDT$Yp!$>Q*hJzrHhgdQ+{M*G` zm^HQ~@Krg8k(1H-HvaZSmtX)8)Ns8_JxhBASxb?*)RB>lt)|JeZ{>fs))jbxAWe{< zXJBApVUfR(_t|5OmclZQyk-E!@=7VyoT{pi@IWP+Xf$IiN@9;6>Uta|kRvCm4LPXe z_B|vHn8RhPI zz(FPdOjUW&Z3tMwCosYoa+?MmR*L6j#$;xON|lCII5M@Z>i;6jef`~KMqo)=T*62~ zLM5QQmu`<6i>G76F1O9Dc@bIl*11rf2ArqW3EURDz`3$pqpZZaO8R86-u`}dQww#j z>SR26>gnqS?{8?1q%&{&13&M5J-iS$IYKds4LUj*4L;qVgU-yvsOiQg*X;||`ZOhf zo&z1rxSlB9)O7P753??9VJisVL_g(+Jia@t?&>M`uDkNsS$OU_iDoxAm$GL=Dpw*Y z?E2XnR;XZ@rMQ@jP~6V9L%k~$l(hlk2SNtY6+aLp$)ZxbCfneI@GMyNa|FvfK;H_p zDSD{c&LZ~QstX3G@SUNvD%)G!BX6y>1GLjaqkGgw7fap4r{UtzDbUikk5e#*yLHtC z_1i|F?pd6WDYckMLY%;6uiS^XW9lo|b))!PLNK0zor-@QpTj2zc3WZun3g|P*-c9g*)={r<9 ztI*OgO$jkvmL-;%;Z_y-2b9W~!CLRov!%rr=Kt(FYa1=SWGSJQcw~nEhwpV8N~iXp zHnkYtpgT!p9UJk3>kilL$LBnrIss~9=1UW^Yo`^iD^>+vqa(E+`Z^Fh_@AgB4vntZ zan-Jlys^Qv*+^BCan+85c}dkta@67`kC&jv>ER#BuaE=^kr3mhm3ONZjqJ%KgPQ7* zLkk47)?Ai9zH9jy*Xx4S&mRR{4e4SQ>$1>1&DYSZF9%2k_1DN7Pwyqwn;oWVQPy!d zGN-dk{zG=SEWljh#C~5!&r2aqp-wywR+Ub-G`G#e9;qsq^$$jnD%1P1D6D>gz-!qt z!z2h4R9~;y5o3ew{RRaXBNi{(**6-NBWap(y(cScJapnGCl{66CX(NhiTGB8u0JE1 z0=8q@h6S`H^*;Qwro9|aOs-{-zK^g2$wJGWaa`TLhYuQ( z+u5)yvCS@FQaiC2>y+F_^H9b=QDQBz;q=N-crAK1vL%}@DV`$C@rXXu{!k)2P`+Hw zW@MX@_wdcRScX+kWP=c3jap~Rh8;3sE|ny?f|V*{<| z=dQGF(C|YPLV%0#DNIu6j39dRf(hl@gK#0pN zHZ&Cuc+&_NSidGqRi;q%_1&4zrQ8h;4ZS1tucNyWClJA+N(^M;Ux zOX>d>_plMvd}$(Zk9$~chUjlG-DlGLR!X5J-Z)=k(Q@A?oU@&@$3#fhKrqg2`%#|c zKJ>2XZqh-zm`0hUHt>BKw0Z*I!x}cb0>F4^-e69bU_rS{W{{4SVg6dG$wwdL`^;{@<`740xWB*aIvUlS% zMDUpzg6*fD6=84@_m*W}Yz+0_FJvQwLL6P+aW0mD?5HBn{^9B>d|j(|UM<3f&?_*9 z_NHUrLtD$>UBkk>N}J*4t>ZTQ%CA`_)MMw>{ux3P=hwLuFttt)SKC(BsUaZwowu!!*@!eWQOGYuq^_P85 zQpsIC^t0R}62!mcwq}U^K#iqZ8n-EJZ(H4j4-;a`TDaJd%pIUd$xQTf&JN1G?EfrS zvH0UV!DEZepyKJG?~FmIG-Are3OHHiHhNLw$1Zp@(c2Fl-{GbQyHe)=F&L=wnknY3 zFX3K#SSF7l>gyPuhELtYRL*4hsq97A`SK(ef-*m*=M`p3ji@sFtJi(jZUz`tKtPvt zb2f+N&YxF!Cz+t+Td?9Ya{41SqhF@wFc{jDd{$&@`l*+Ov4DB2nvhwc|C%a}5uG|1 z{OLrBUR#&c>9A{EQbDCWIgWUeF6h?>-*GnPm>->cD43wfnz>a@5t;smJe^K-A28ZA z-{%^c_+`ab_`E|wubQ0r4*e>(NH+{~);#SDTdfq#iyC*tkK)2bI5< zY+#i$Xp~W_Q(}ZKa1e*$Wt_N1S-{H=R0BTmwsk(@68ltoYft&T*T?AL+{vg-NfaqN zOd<5&X7grj6X-ax?f%7Wv;SEPy=qbV=_l4rs%_jEU-5P*NmOBNl#h8Q0{TFJR)dsy z)X$XActGaKlf9OfXZAHpUkPIenw1&nOiB{Y>Z!1f#n@fl_V9AN*jIoesfq7N6|G9@ zLS7M65aH2C_*#n_Em+&-a`h+|A?R}tJKtL+yt9h}(_{y4}N6^}XYD;tSQ;fIYP0eC)R=6ck7!SJJPsn>3bR z4zy|x@EC_z3XC*68Rx(YpXfcOUb0;%o-@Tim$rpyG0FB>E#FO%PvmS&&A$D7?)J4M z+^vmltkp+Fj%_)9%qivL?>f|>CKFGbpik2$`49?Lv1GwlDM-7;Zl5O+^u-gc>jO5^ ztpshom~LgGxDV;{X^oRbllxb@)f?fZRy1k>+#fU0*?S?u31fTjOomE1O-G(pF>vyo z&Ubg-rSYBhyebdVe&5j3%C*+ibVp`NCu*BhSrH2gO764W>PwRhj&8DYA*cDBBrijf zpKYT&;Mexk-)LN<<2>zk#PNEHWLO?sb+#Xz7WL{U(%?7&Wt`QIXl-~M2wDB?ZE>D^B5?}hQO`eJF9jdJ98V% zJ{e#?OLWKwp3CIkbX|5h({NL^TUEfFjJL1%_PNQi%8%?}&ktB-wDU6Innn624H$c^ zWH~4sC?Qe&+ny3`dUITUX5T?CM5&*dPvB;v3gWV|{ftRh`_)2_>*0!H2zm0TC_SpZ zyns6^ONbADGblmB&0{ zY4@ACJgJU)BPu^uL?d~BLh{saw`>3IL5m}@@qb+*xZeNg3h{61%fG2F|E9hOus3A> zoBHx^>dU{WFaM^#{G0mnZ|cjxsV`it|G7u}7u1)(Tgm@lP+vH>IsO;w%PXTh&;iZ) zFg2V-LrOFFbMPBfZc@)xUd&nfxq&iRXZ_*<6#FT&$55aw@L>#r_KFJ{<{jE(W}@D@qYP`(M5yB@DS zr4c4>c$#@rP*~W${s0B#yEt{U*oE#r`{mnXzxzh-i86m1_#Zy!|M0T^?-%)(5BMgW z722a=$fo`W?fg@@;oUQY6cSkHbL=sdVKZ$ zIXW5&%Av$GQYG-gr`U8u#Vg|fkX&n;w%!$=Rn8veu%yeH8JktmU!V|NXJ`k_GM zHTe%+VZX1j$s(fe1(JsGj0Bthj$I2QeFu20n&9SUMtiV7Rp??cHA{J(_|sm{GYdWo_Gl? zbz;pe2Q1Ryc`d6IYZ1L&yEk-iJ0l2|BzA%e3bt#Tz)agaxMiQ`)`LBLV;tB`$|T4I zvJZhleS{^+pD<(7pip;k6ahi^P^|MjXxW%x*Yi2(_IAJdW#14MLE;S*I74|V>=#cc z=8dq|fAi@Kn{7e3!%L1ww>16wQ^zvw&Z}kCCc;`^Sa3fu_4Ptim;?Zh5qfI3BKf&G z1;Y4ggYgK!_2^axBit11wyUOQ_>>Q0)ZJJl5hkrX&u7>9x+jyCsQ@u$8+DsJN zv$3%;*@x2rL5XWEcizNltzkO}{E6V7INPPO)2IZZhZnX(#Csk7?l<55qG>qE05lEC z@P1%MlGxyvXW1zM$q_7f${TKSAc4BB0QY%Y7O-S?r-Zwr&z)66D0!i|^VP{_Y;5dB z-@|W_3aBHE;~>qsg|e^S?-i+Y1sr>|ebLa0IJIOck0L4~=LlKx(%n32=-=meVQKtj z(=-@hbLmh6Y?{CQFM44(Qr^94A9Qv+L=ZPG&l6#L3hueQh^)uD28B}1g^>Qf3HiNF zFdnkC(3t^f+t;tY+Y=aEMmm=Jw;nfiO1|oLj*!vpy{?c5B5WlDrDf(y$d(1!-%Dxl z=``+pn}V`c-1l^v)EO%B|De;{0d$(vHD7myN9^*CfEoP$eL7r<4^LcSpey1%j^Ty8 zQ^W!Fv!yAL`=$EXO}GxOYp+Me@nJ_7S`mBevP66Gt3|Qr_j`qR-=0!_)*m6WZkJM4 zTFZb&kn6qc{vqQ895!FSPlzA~)^oN*OQUbL4DGgrD1>aD#EBzAAs|tXrbevYw*LUs zSQ*w_-g%PtvHwvE{z-EHC(&tmwRZ`q@q5F60&3zLavzF4+^xSwXq>p%5z|U^U^CoW zM%W%w_NvzCQ7D9?y`S_l@4U+kZjt@in0o?Z@n znlEw(o&Lxz9%1IW?>KN{lSiI&@OtJls0(o=HSKco~XEPhQMt-kx6k3)xOv>IFeDN0-A@53RY^ZgUElDexKWu*$-;`CJk#Q_?oXuISstYyV@dyu!cb9c5j_R8aiGOBC|*n!QD zzAgGJPX*(}@!9CsugBgNU3VFUYAS-$76;vZA0-fTVLZU+zWZ#M=4tWg@vc!{9Rrre zc!in3t|Ky>uPy+<)1X!Q4jzU7plA%k9mJ)NCm*#R5)kQqG1on`{GxSd^-SVR#7goj zE5dUK72F@d)3ozkMfKLZmH=s|M{c|Vso;p&6>xQpwk)&S_rB>rj^p(yPI7uYOFNAp zF)O+1HdyzJtLw*QL1LioN*6PMl;~wRe>A!Qx?x+`~!IPNPn|JDhtQV*>@-S%5#vT0&s6`nOV2q7rXrq+{`^n`yVuwGy; zTx@?e-5!J!`Ep$OWVLVl_FUSsKb+KZwU^dEOO!8^YNlXB!rkdwkLLzWEf|IHvN9~% zq59fBw~asysuMB2%yDf^7sn{lfF7dqg`1e>aV+!|e!#D1W5zuRS_}mEP^~nz?o)fQ zD3Qp*m)6f)(?8JTi7%=q(lZ9*`q67=$*7GKX$ibBG0D8LY1}Ho$LpF?y~>HTRR9&vNi(V$>ZP)uFHD*E}0YkJLn_j+x$I-d}KR= z$YZPiI;Wkrjn6^1a4e05A2bA8w15(#t3=%y17Pkh^UnLFY| z$?VqY6uhCUsYK7d*j>RTQJiv;NaaddZ`dgR!}M#FDk*4&>UtiB>+4fm4l!eLseXv{ z<$BmY!t`_%rW-}S83_}#@Awq&91tei@CIAJZ-o_pJoqXcAl2*)OVrQCGvjp*&biwR z4fhHDgH$s^sNtYYAY;PF8DYY>wHtBf8t{IFLM}`K@9FzL{P+>Jp@)*^k>ZQZ2Jq4G zHzWa>E6ds~5SR!wCNEt~GgC#yF2gzXk0%{Z z4ovE25u2xAx7`% z4DsZA)$GkNq9;z^I!+o1E^|l4aE0VFW%^YdrjTL2O;;e$5w;^~8rtgpCt#I)Md z#qe{Cc8e`-L~ku#5@RHd0A2#RyNEWANA7qp&RM zAG(;1n)~hI)ZJ`pi^Ri9CWpp%?0K?|Lh1W){aSOCUwc+p^n9}C8BbBx+rq^-{G2OJ zt<<;by-EdtQoDa;6rUy@B!Jwb9l)sNjNi!MT8* zJl>Zi9eUP=4g!ANyMxsmf;9(ziBF#*w9f9zoS9usz>7N@;x(eTs6uWA>0Tq=UN=G| zXxLBRAB}`B=Y^K&4?6H>t+xY4dXuT z$@xwHM30guH7CgdHUMs}PQ)Du@Eo37-0U%!F)%7nc76R^%(hlXembs5)g-SSM>)1w zIlDkv*#Wq1QdO&e9ulGL+QT}DagNBLEwAC1eSX%-YoU|@FCCvB+q5j>(`+D%?nNZ6 z&BLrMoGR+;hnl&Qpf?Tu+mX}BJZhv4AK2WX)dgPmiymG5i8DVj%jA=dFRzq(K_Puh zB?Oys8e8$>R14rPA?^A(2=2*Lm|kow!qXe>G19EZ{pj$b`;zMm0T?K>`;4jtVKHm* zDo&tr){`?>0J5GULph4KU13m}=b%_grLpK$`olwN`RART!XJg!-3pBkqlj^-2UhEK zTv7QSW@t6!SYOk{W736JYDlf{S87m^lMy_B4&qBb%M%al{gU}w&G4DmICHoUqH4kT zdR|r6s>r%(;zQ+RPF|9IOjvEk*0KGT#NmX36q*4$ShZ)bz9bj!DPm@Jx!4vx?{(e2 zaBIDEy|TDvA?)4}oO<&rA~2Y)#-;T4qseQUFfgH9p)nL| zZ^udWP4gS$pyYCu>B0r_=h0BrnI15?ax{A|_N|NOOrlwx9q%o=TU}Nwvp?KU!AK`| z;0)TKXjW=j`lU*&tgpZFK8-^NMqh zO8NcfR;itgDy<_<-|SwL;`6`neE;oLg<8>8BVH3EkdBa-<)B9X^)BPlJxpkBdK;Lh z4_5YUovpTySgH`5^Sjdgs2M-lW!P8l=+!_9B{|AOIq??$WyWQ0aN>bA7CyeFt(`eT z&ScNTocO*RY8oUjm$SX%$jZu!JzP+ohYeZmI&VMfWWg|X=g3(c##Fn>+xF3dBIoPD zd;Bo(CDGd{?F_{>hy zo>-@4#UJ|{ltwE-0!|P4`1;=`-evUH?+b3mJ%Hko6{xR&=W{2;e)>|Hth}piT20^* zzw2$lRPmq^jr=D$q?y~%%1Y*^Ps*Clto}IBeCSe`@f@3%>!S|oXgiKUr=h0OPKjn8 z{R#lv6!9_%6Tct&9PRgMGAEVjcHL^3#kxkhtg=nM+MgR?yDnh~kZ$?a_QeN0X;0)C zn?~jSsVX6`%99gl%{8O;cvWs&j$?UTHZfJ+OSw8P{rC_1OmPZ~_m}`N(?NE7G@4y^ zzCx-A&9;d$)T%kfqOuEi+wgmqCrX^??fdjG;Wv0eeDz*gQWI-3oeXD^mAloFx2#np zr>lnjyv=b`4mEN1>oK0K#qt4C>vN#;xJ{DGes#683qNkh=rey!@d!Zys@0g77+j-< z+f|K;CT`vG!F24#^rxrA{cRsC1vS+GfXhk;f%F7qr0t7!vAimc1pU{QvP|?(6)Si0 z#V*hOBu_S7E^SWcSSLFUYp!DG=qd4S!rUd(U|x!sZ{iv_OAa`Yn2SH(A`Uft4gB+EV)e4$UdK=SM?d%9eBzYtR$~Q@ z?>bKEsi>;G{C)=J8d}d)4q;;->gncY=irdd3SJ(vuqut6Ez)aX{}nlEJ`p!n{KMm> zxKbI3%7M}L1zZeIUkaWFmC&m=U6sg})YSNR9W+VYX?o>)^tR9?k~@WI&ho?q4wH<% z({fHvr{Mb9OyAg>!Okh)FkNkJ?o_D*9H{liLgg3j#Rq`aV3nGjg1x4v56vXHOi1JQ z85<qFgc`iRaWK%qW~D!6V&xZ#$-k-@+v2fIlXzqHAI69T?R$TpEaK`o;|QwRH==c7a+C)Y!$Z zt`LfA(CEUhSA0S_LtpfQ7Mb+5!UZMlZ<9;rNMazZHhx`pgXrtNe~CsCOzSKKL$Op=8e^_pL7^Wo;B?; zaCaMv-v=aM0L8Bf42^pw)&v<;J?-Ng!Fh()EV|c58$97=w~)&t77f3NMS&^|Wz&WE z^Qx8O;tLnQm8*D2!_sCzD$XA1EY$c%&wTC8@})eqqjpa9xwJi7ZBo;+cPvd9PY+_v z+AFViQTMrPQ(lu8OVip+;X3mlvcjTUlaFnPjt*tq7xNNC5=vu$J4G*_ieU2YQ~jn& z^yc&E`kn#Y(5;3jG%2<6_WRb(Qf@$S*jvI3M337jet{l3F6u=J?m#aA~o$QL6!IfI1#rr?X;!+tL zZ!1!NA^$esTeJ4BvE8>huZyWFyC$wHk92 z-{-(QNK|`ia^^BP-*_7`IG95tb8+sA{xKDDXU)GoT+lb-X})Ribm~Q=Y|vxWQjcw} z&Sv(h=1RUyeh&sh=Bz9u%MUpsbqg1+Mv@sOuo<+7)B#y{cW9lcVTu3U1zUJ2ietjlM}59fDmuj-1kvlc%T09<;6FgUj+#K%jhg!}{H z@ZfRN6#N>qJaOwgW_fu)8?`|7a;-B~!}i*ocNl%Gd4-*$n2s2WTDpR{9I?Yp9b$U} z%}hnv$t+eQzphoqy9u&>KAT)6T}-1LuY*t^opKQ$CZgH|Hh5RR+ejTM>D+?%lbb;L zf;e?#8m(|Anl7Q3cT69`zWXCsGR;#_S*!nNf zMDzmftiz??{xrlhAafJ8IIyb5aBq6QSYq!=&DE+0!f@vI%+;T%(se__XVJ1-ngG{n z+OK@urdYS$f$8=Q75Vu8&2?I|v;t)eJF1+xWI zlONx{-V-b0bsxVpT4zC;@(4^`^dFw5dfHgqGbay9JLfQcX*M1Ru1c0oQwvoWq}~s1 zpxK|Ve&6TVp`@t;b)&eIl8E<7Smz3S>HXd?<#g~0SzvP^@x5R;i*5`Tp&sMzT3q#+ zIG*J!l2Ss-sV?jCvQ$G4X_6ta(K%}}bG|(Z@vK?4wKG2)#e@mIJ$`%$p~{ZCP9R+y zvJlKUbCbRul7g&7H2?0B*ornNlq#6 zdSdTG30MFP-TG-DQxC?^zgahQe&ggeiY8qpUtjpsPz60U2+ptd&DASVD9|CUC~gML zLi7J(?W^Oe`nG-PmXMMTmG0U!2oloWAuYM-4v|t)Nu@)&q@_zlx&%O7(Kc2ex2V8T_HRc*I$Cz`B@0_kbG7%35^u6PU??@=8Ft45;E_Az?ei;H0 z6ERu1yR>~Clr3ETN`qsUIIwO=(QtP@v=n*oP%98?%6nI!4=T@WFz~g5_sz&osl1T) zk^+U>@$`|(P&A${=6A~BdLMj29ZCPT89I6<+I%z{$;c{Ys`b6CFW61LXS-cTfU1$1 z-=>EECJXzj%UE0!=cPsjyFsH0@9tP$@oBqlht6*~Eg4lcdPv*f9l~r5vV`E}ePmmf zKV0qzM0$O^#aU(7OwDtP(#&0s&Pe#P3q@NQ zcGnlpIZ~&|=3v?tl3e|b_@t(o$sLEpUzA~>z^fo_N>qn)*I3>YXBecfGaF@PY}iyk zxL`gH78xE19flFg^{R>B;NV0AcVe~2&0pM&KxpnxkZsm}E^rs@hgFw_>6f@`)3^B7 zDb*LWiRK zVn};cIGLgCI_;Oz<|TVf7SGAjg%cAD)3({d9vYeJ$bk99Bl(Zn%x#jR+CAK>r4;$psT3q_7X^~}-+UdJO zQn5l)YaL5hR6acz2+PyIQdSL&-XoO2bA>@elKxwMWfdI8#iC-*!|rU;%|v%<66!Om z9IqFk#Az&ijj7JmsDiOKxqj? z?D$9EImWpefXbA!2-cF~H=vNFA#>XGRdF58IhTG6eI*nj{A?~tBdSOkN38V>&~uSA zukf~_W3qARNGGpojo0lwq%S?h$L zBkqp3%SJ{+V*E?V0rtL&e4DY{ym*6bdIlfA!Q~YE8N2R^T5qdc{T3-_vb1GHD8wlH z#Cy7-SUiNlhDpw6%`y?8AJYMO2-d{fJm6t7vV}rLHzq>rdj(;E(TCJ+D1b zXMKk*tT8}6LEYD@E1+dZ+!^t%c%vqDaIgto3j=PUTEH2^~H)A#z2HX^BSg1BEA!vJw&^Xq(+uaMzEjPR(>=X{54CU(nB^ipobl zIq}p(rl*~p{LcIGD6Zb=R^RukJWp=ql`_?LY>BWmkHBs}5Q>-vM*^#5WHv_h=-3md zz<@Gp8kMr?3Dr8>-aHQv)yb(@p#zYQj~6Ma&Bf};u|BC)U73BAmVt(K{_7d;+9N6y z^Xy~zPbxRBA|CAtmcky>yB<3hU)nGwBy2)N5TVy0Se(U8X5 z9NoO*ZM63(mG^z!wdRNtyQyh~LJY8#Q`N-fTV$E<3jfRvA|euA4E&@*I;Fsu7wQvSAxnBr{a*6PEcxA{Bs|5%L>4}<;i~LUt@R$Nbqe4p?Ga&> zU{nqc%v%cF0}7s$oV=BmI-b;@Wn-yEnaoP*6>t?X%Bv|?1b=sR)8!cSeRlh_>D}gl zoSu(YvfL~;S!wZJ2rp_TB$(aUm_n&wMyVh}r!=~XS5s4$gxL6FQoiP?Z6@CE>0?!b z?Zb|bqD4q9WzdlN64ui3&HSWx4G!I2=!>%_u`L*0vbM*EZ*&x}*yCa-E=&yPo05}f zlnZQ9Q=e>^-#lYz2=Y5Bwecb<`*IIDK8}BO{SSH~(%Xe4YS-KZRb^-}VpO&msispr}kZsqo!wXwxX1tVSlf2ZNj12A z=z23v@qFK>rtYk_xL8&7^Qe12bCybmuk?!-5-`=vuWfZ0&-W88_ho_Xjju}-WGXAE zueYTun{p$)U>kb_Yx{HcIX^y;2BYFXm!pw2DFebW%j=W4WOUOX!&|ENtr;E;1j*8> zTpkRHX+Jdzza{nsl{gm2JWbGkg2Nm0)3&eA-KNFlf#!_cLwTom!9CHU+th?geHb)# zG>Prr8;;=d9v524o#bWM)Kss>wxrLNHn?fs;4JQxC&exDd;`?jNECPqVKHwF;%&9o z_{xOCNb!yFLj*?jU{-8cSeSS7TKJB(=5+)#KQ3vvcZYE0?5E|rOel5%&HXV4p}nuE z-jhH1;*z~dwb9}S2fm@LSLTpo*Aw^GwV_U5*uuhxrUi*{VlHmPh9|( z?CG}K{;Bu*oI`W@w6V_Kh0b1m1qV0m7fS1$&Cbqg(yE;7+K0ZrNW^P{LkD+(_VM(K zv=)fTOHx^Plq(U8Le;F;1`#KPj@_iGE6gi(-8hAG-NpM)q@OrHL#}(XJ|{N_ilmWj zHb3EnPBeIWj6rTP!Yh6b&axe*AN2Y-44RZW^X*Tn1{PGgl<8bgoG8L3?ch}+7uhq! zj=d`%m1GXB=BVoD@q{SR_s>H-uLGM~`>jj8Jn*`{lKYx#jNe2@ClrONsAR^cJ80pK zcSff++j--eI%^`HKf@#l#t#}aP1|8Ty$p)!ZDh}Vyz*`*AP_i(Dl0KvX}~IaQAn6E z$fGSRg*Sj;BJP+yPpCW8%V-A-g>o=W@ytFc_pFtbRt%O+s2qzPf5Sv-+o!H6+TX1# z)P7OsXF3lvcyqmM8nYO;1{Y{(?%c@DhwOay7Fl(l9$$5y6wIJPfg(j|=Tk0IkZfiAIjn)6B`-Q}deD@R zk3QVMHNnl|!p_ zBG5v$TXs{x&&ZKwnEApWW$5ZwAms{z4Y^zLs@xFMY0lHGRQu(lI#`(7EHu1(=IPT) zvSfblE!=8?#cMFPc%TypYy>VkCCo3b8jAMDN)AiMl(l~+*_mflSVE&!S4%_E5T*T{$>kU3xDOKcup!4Z z-JzYpOAXc(dw=Yt&n%5b&lA*x^N%tR%+Z%4CqEv^_@q~3;{^GSR!Pe!k>k~XheiEXS%C+|l!+=;5K zX9JrTOCS!MlkVo4{@s2#z=!!Fj82R>EI+<$yrF2rmF|TVPg8!s#$mIv4igSmn0oP7 zLzd;Ddd0Ivn#QLiLZF80lxC5;dG3`)%%5LmZ-{~9JE`0i2TExEk@z#DlF~Oj_e$Si zZr1sEnbtO+l~0fND!6eD^-#RS2>le(maD1$_5u+A&x;w(!1gj|tBdwCH@cgGdrJdO z?COr{sG*m^u{grZX}I!MMNhLRRp!arhJF;6zk^^`w&!~TU<)dFh(won*bR?1=Hi6E z)UH0WUc2IxuD@~cjWmkX&9645G?%jDV%ZjAgd7L$`f|5=>b6_wX;l4*29@4M$p~Ib zjIg5TNsReJ%B2C{1P;A?TzrBh-?kkKx76WHPA?eejk5M*+t2!#SaP_uBPp!M%kMn2%RE^Y_nYX1l@$@5T6P^MfJ}Sp>j* zhpqmV)`<)rDl8CJc}e5>X59N7=e=+p?PR-!rJozdVS5tMT$i=0MEQ&Gt(r6^^VLSb zzmwl~b>-NzPIsRfe{kv*5}CW7k8PlQTzWEZ3FJ6kBr$4h9P6HL<$gi8*)&awyOAcw z=tkD|11)q=`@H;qKPoMC2jq(6oc~t0Dk|_7wYr|2_quWK4GmKL)rcbZl5Y5za_P#` z9%^bYB5|lyz#OGRvcWmjo6Yr-7KfMT%SZpvcvT#!ehIq=+&l(V-m|D;5mM-a+YYs2 zem?L98_`Td>2MnXG%Qunba}BGrTZIM`=1rmXykKsQ@NL@?DdRCH_qR2F0Y zjc#TDeBXP0@J-S*ArYIKPgR!MuQqd)jMxYX zFuHHSx`KB*au+>K&IsXszot%H;$js=Sj%_&ONNNkuv17$Dwwpkomm{8bQ&pF6p*Hp zXW7*r)b=N=3#DvEH(4i|l^`DC(BsR>-+j0Zx@(hkz1rD-hwY0Sc|~)+Tk0^D8z^qG z`A%t#`6n`ns;IHFV5hMl{#v1$W3X$I>4|=ePNi)~@eaJ89&he*3Yqm2mCJU*>Yy(% zQ8#o*X6xBq!&yPWx9^C8k%g3GGx9SpZ+^6}p5QKczXm+<@OJXZdyRAf(4!X^-C}SD zNd3iJ>Wn}`+f@Io;Lw|)ZA00uJ5?tQ{l^f>m$cD*M7CPL;dtOkWj zFB$JlbpZ~96;ZGR4~ZY$SbSUHTSWZnDU$6n-GLjlI7|zWzpNX^AW00%EoJaDjcEf7k+#5z`}DqAoZPo-X0ag7rKr5Q8gNy zUtgyyN~tgSY-NPNlvKsx>)N`;VO}?vKlGu0 zMx$Tt3r6);*nal`bn{ZWtIpr@6=xsP4)bPwvag9E;#uQ7Eu=!!n0Zw|u}w~iZAwdZ z`K2o~k351(-KK@6@+MP_jNVhCCCwZ_FTds;95>y9_ABo+J?8x!d6L*JP8O;z;@AU< z_+VRKnjTZJv|rY^ZuDbtM;xwoKcLkW1ABSAUqTHP_>Tjv8LoF(JqOqyvjRsBo_C@H zxtyNkuN+|30*(e3x2V|W-?+_wX`iH8KTju)%v{&J5?2P) zE61}hNlly4ntCy^SEc8gLO?zaBW4j`ic&HUYgqEQoI+UDrYeZ~`*BCG75ezF!ax%f ztD9MYFrhvMcVz2fv#`Y8{$*|6S`Dsha|HPr;Te2pvv5dRF(aX5)S?NO7Ab-~)`C^% z8#>MYPDS2z1El}_&}MH&@f6+)XRv?sx+JggP3|?gWo%KGRG2@rM9hGA>Ro>xO@P(& z=G$}N^vlI1HTgEGG|W-?$~GvRG2*XZMU} z1i9ZYxaAlA)O^8A4c`Y290cI$s?y}>68dm7AJwW+&f(1|gHz`qj-`g0UY2JBUu2VA z?G%9hBw%-jynw=){0?PA)Fz|G-Yq46-284>sUcG*XEI@LKkI&~{k!WM63&BR(I(=!u*eIW5t5Sb(c)urW%q#Km4e?RUncGW zh`jNbshBnwK6aC|hP9g5bG-R^2`7o0-tN`RVZnjVJR&l`Cx-Y~G>=LtwgmBPmTV5^ zATq?6-yC*a(-yjdnDjJ!;+o!FfF2TyS_$W^BxW%^y^?W&*bUi7y+KNWqdR7E3?)k?o+LsmN) zkkU5=>~L;vWn`FoPT%B*yVR0(9dlqw%^{N)kj1MgX}oc1aStW+p*$?}F!0h3+wfbe z?(G)|vq%aTYS!kreaxK zgiq~u+{4BUz~c!C4cb{LD?6;odalI)S$kOq=_+Qw2O77|U*`2btxb1}eYr#}Gsjgh ztYyPFTp;63U>!GlTk~rB&NiU5?%3AMGf#|*Bc;eS}!US!y?}78*04E5F z4n1dSF7LOVx5%rlf!4X`R9q8|=xS~f53*--g8C8?&a8YJ$vvn6y%TaF@i`okWXJV` zFC*vR=7r|n5c+Kbr>9{E@c8h|Hzg@&^n31a-w{NFSXpA+E5c{ySZcq1#b~gf{D~?bJ(>BCo9{&34A<%eir@a?|$mo)}iCFA{@_MQ=bdXRJ zD7Fccl5c*lh;}6Nh(40fxGI*UO7iPVcmBq*`SR(E>59YV?fR9hM|WLPpK?dDvS(r@ zc7Pp(#~Gew$xc&^cIl6v$;wH3t42h;8#)f@)?ag<6b#LuTM^uMZusu!39?o2z1OrZ z#K`LL&T#g7hs!t^lCuyqdU&ubI&r!)0ifco1*(qnTF0N6lQg!U5Przx>jU!spJz65k zfWb27eg6v=01^)xeJ=ATOSOBZ)e=ZKimlh4-M`+~dN*1zYZ~;6kH_(oj$zSM?3kUb zeN&3Rnfeo=2S7Zi$yNMHiB}`J(J&h0qRX_9t;`l84xU_Hf_gwrYWvz^rrzNzJ5BmoOswcYDZuIP7VqOU6YCW>H_TFk(_SK^T5 zoR*&}laa4u&14Ja(ERaAcH9dUNDj4yeK%aJ^)?U#g1D*GTtly#w0=Q4c&d>}&Bf;i zUFN)th&GPxfiqj!_;wmfKrp@&Hvg$fPD?leB7qqshuN5WB)jqP}^v zQ7iCZiGmAfCUyvtJy()lat?_!tvuxdPbMuD_|5t>qfD{+^7u|oe+fyVbXBPn2uJy! z+3g(E!iM*D?qL_GRwl?`MBp)YtT_PQm;$piUEg0YuFRrCsiXUXV-)$O!gTiEmF=5{UCh`pjRgwVsL;z#G1~7pEGYX zS^PA(itY&Euo2Vy591SIv9jFvKc42AV~zJyP~?5y75}ce7U3pohYjR~-bdm0Vuz(v zu0KAwBq{kRcs+JCxWYPPl&;p$=!3;YH`pSTiP=EONo3jbjhgPar5r4NT%N%wOkMBh z)2rj+{cVDS15YJo}O`pzfV94iur zq$;BPeeRPWwuw?F8E^2G+{`FPxkOYlnf1Mk6ah_YF4Bjg7l7rHb`hj%8Q)ax(LPHsYNx>F6vzTdjyPC6zSv*0k@(hfb=9RoiM+F=DVNf}|xkE76ZtJUAmA!=mkq zj_W~VmkixIVO-|>BA`|hjS+odZdEK4GB=yw~le@^+;A+Q8~Rcs^{VFUQZO& zoiip-Lnul7`|yy+8w8ZC0cEJ!cH}+$2nf*_f|S7ddc%NcMf`rEu&1@7ILo_=D_3ISM;~%D5?Kq&$LHfa z6Wd7)!^30ux``N-!egFfzq}`#f%33@j;d?}C8s-Qlg4DNp^{T!tThK=}2JQM2* zLB7Y<1OrkB6a%(~O;{r1cpsBih`H-HeYbB6t9Z5$6y_%k0OLslxz}tbl_L_=sh07K zhbkZ4(h!03?8BRXF%!d&d)d*SlKOAcq5ybyIC+B6YlXh}KyBaerd=U*}M>h$d&F!FBOOzB>uS|f806uv}dLL>6ao-f2j zOQy%g>Cw?ZtS>WgqPUnjR7iX??k={g{>&Ee3XhIXP8RGLE{Q%ObdzGzV=W2lIfker zMshJ$-^uXes4MAnMG4055)df9)WZPlsB#lLWqb7uxgWpx=ovB5D*|o2_P~aikR{Jf zze`^cJd^tu$nVsnEglbMA&6QeA{n5;&Td0#->vSj#jf=&={Je11Y@e6JiAT>tu^#< zv!^xGXg!)A;V0q>IS>5<04ta4=SbfvbjDaZk2h=4aQ4tM8|KTeJn zn^Yv+e81XOD!xo(nvxbHXchc~@d;ba?zwuVP@9spwbFmL*8%j=kT@ z5{9dAa?(&{o72?@EqTA8)1$}qG)Ek%Z!b;Oe2t^B{xp1GlZ~PyAhj%|^kl%?^)XR! zU+`>kke%|hhyh7WG*XCVr{lTlg4>~@Q!_s9BEN*r&+mf?C(bV;P89Ep_dR~R9_DIk zi&Z3F@v*4{Cw3>>j`_8dJzDH&BeSiGRtJ4sn&%H39vUesR;Fs)sn?_YsWEJEp>(xR zNZ7Tw+*2z%{KR^h`t|FtR}vLLpkG4IbdEPdX>o3YE8S}A9ac~7UcG#6e3q*$KH1Z$ zv@9UBUy~wZU+Q@DGW3nsnH0fbzIj8d`g0*ulC+VH_)}Aap2&3GH$Pr(gFBa~7?dCI4ab#9(-6ww^@RzffYB*2XT0&57ogDcYoI=a79e;kY zM>J;cG^EV=D(%)GjY!2<>EeZK&X%^ov+ciHX587KE#wpA$ICT{Mz`ZGjI#_4>F?FC z3dl@Sg@~QwC97~0eN$4qe~qavr?h~;>fk4oFg${3h|T}DoDjFl+L6&1)mDW2ZK-ja z0CivlrIeNC4Se?+3)gNSNp;1qa8=3VXrKTa<7h3e@yQEkYj;! zGWX9@P0_4IpKo?!oW17Dtz)H&P1TkqG`u; zOvv8zCiN)BGA2md(4`SZGkanDYZLwvihe!Q+lG1xG(bholjl;In*RIgcM zhY+0Grz59NC;1xrzPHrsi2HDBgJjzg6XF7)ji*?I& zX93RaooBA^nQv3El@vE=hliXbH6mwdUbByW)31tBp*wJ5RvyhuR*WfN2zmCxi_CME z^81L;a$Xv$=+==~${wUrVtHk`;ZO+gFcZDLCJva1{`&Kl)WZd9ltu!5oT8;rJRKql z&Ib7+w+2HH{(NsgIz{u%12OG6UZ*Q+W@IU&x={7WS@jw8apZuCb{%D}Rdm5FJ1(D4 zKLvWM7@wIro}y`AOdJzeKqBoFHfm=bOg4pcK}FE=u9JK%tIq+|8)x=l5gK{rB(C9S zEmIUTAZLjl$MJbh);0R2n4{7lt=RCoaSEa{9Xs4h+eNDCS*<7Y#|{}^TNs2yLLu3^ zSJT*kD3b&Olp(i{Q9O`1`tU6akUmNQkS+;E`1Adz0pdTK{nbDc{A8iEhXiNQZcKb@ zD6#o~nmsnbl`a#KUDS|cV{I&2y_~owD8?rc%K0PYXsU_75C`eZCM)C6533T~m43Q3!StSL**4!`i!VOqlkE+868D zjz6UNu3e#pU1)9{x|ZjC&yunQU)?~m8NQ?(e>T0%bLA^bdKgzgAlRv;)dTJof0DYs zkMA3j`~Pi3ruuf^S3;csU>oqL!@)|CCa zUp`vUJVoPg-GTYxso2M3A5TOHN34U_4pEDC%RzqxD;V;(iu@OD{8t?UxB;}!1K8!X z2C;tLVxzn$1wK*%=MT)>x!u7|(GE}RpKG&m2jzgg3mY1Lc%{5AWBY!v&Y1@1BM-~4zD*q77zhA|_OYVQNI)A-VoK47$ zXN*M3XaSXIwe8oZHYr4Mrb(8p4_XDJ-tz?T)`omAwh7r|G-a+}+PXrsYRwP;p-zeZ zhV>l7ZFU~9_%-twC^_ae$30aja3_(QE#Yyj;QX=_6}$&s78{PUSE!wy^EZw|nPMwW z%HCWtB%gK*2-&^f`IQQ42Ip^TyKO(R^PP8|jo-N_@#Jbbf%$LARP-fYC^9_IaMye& zmNiPAS?@j;3zms5p9*HMHxPNa()z$|V95WyVfr`A^cw0*^KL=07#4Z!pOsH3wAlx zepUZqb382qE2kkB79x?X{f%ue^ueGJ3Z~w>2jMr0@eA+GlvTTP*$EGoRlYtS~ zeEJh}I{;_*sQy2Q=v^wmQ0}k?ks+6RsSHCRe1`Mx!3s9?Wyq8owLTK#-CO;HTId<1 zQ4hal@C_-swpI25tLxWT)#(`=REfj^BIcJy)2u}zXFUbsTw^J0YU{i)!7&1h!Tcm{ z*C5~9g0GpK;vnG}A8bXdkLKep5*@{l#UI2BCV*yAHH-@(XLNx}H*Cqve_5)M5dfaC zX9)hAS3VURH#9+<%QkU$6Kw4n$xEa~Kx(#ga?OID;1*jUD0!)(HQ&ihXaEtR<30?s z^bW$-Ez#Sz%Yt4>^m?rj@@kM7lW` zGZUspgiL-f-NQTs&R7+p?95w!nQg}#eH7&R&ZTVnth3LZ*hbQry%xphjt=Ixj9gn4 zhqUl#KKV}`9b|6bvTq0YmQKa*q>aHQ?gJgmaduX!N)Jfi}# zI=)7aO&@b`kOP76%oI*+7G$TQ``t}{2$aP+_q1r-OZ+1G+cVT4L|$ z+h&InR854Z#emS@^7~lU_qLYi2GmU}4J}QUgZ;oai-_H=eV16e;9)V`Mvn$M8H z3--={roRnN=~D5>RVG92f}xlV&(g(eP)Eq(gApR1ZM{CTlYoNFITb?AyCf1FlWvE# zP0N`bh7SU-ZY8#^PSzKac{%UD_cI!rw4c|1ueyG4H)OqL{7S$1Gi#Gshcq`Anu1>( zy7_!KpKyYCh&^_vzXW00QMcurwNec9@`Y>l8lAnqNPS*+3ki_)GpyyAo4!4zh(=#q zaxzT53`K9XidH7gYra?Yr8v6YiPF?C&KfG+{O%>qR`Gl7{NSlQgbh@GExD+gweTdM zcx$KGh1ctjXIi*FKh}hhFm)Hk4<=vj6(|#HH&J zu3^VYW8uPLfcM50+}z=Tb=Bqu2ICW$n&Ocd6~5U^L7dyA(gPMFyQ-!*oOpKeK4fw5 zDG3(2Zi5)klvmdb?qm?-Luhf5%cn!xCyR?uTia1vRsX}_YW)o2uh6`v;uy75wgJn!ym53oYzDuWX7IlHPCB}GZ}i!{ z-jl;+(GJBs{;r#>kNkO?ZVbz)6X!;;xV@mgK-kkEFh}5@Va~sWEgEuCoSMpJZuYdGhiK^k0ow4Nfe_Y1 zAoO2D9w4Ime+_wfA7Y<>4|%Y-`Tw_=hgJ~8_n(%jpo{Hb%B_sv<5@9%manZ+v8>2` z%)cTzkRoKT=oQSC5%|^j&4V?)b}O6{iSchSk&J%FMk(g)B9Iz}YPh{b(ZzhPmHerz zq(}i(q){IWy$|7n`lKqnhPMXzHzEqV6(6}q4bdCYmf`b+kX=8hWiqL`huRT2c{Lst4e%?x=B4j@mPo`FyvFm3K{%qLYC!QvzS7k|0 z`w9L-JTQHsDd{WC+A6`64bwd;l2%bZfylBhQPbx)@XNJzyde4g)@-;Pb=uQS? zkW>ASduEXdc{e4xLt}*K3(Kv#c@yuE5RvL^tD2je2k`J*d8fi-=(rpNME~55ndgt# z3ktA#lv7;W%>DVHaqt_~Nr#!@fI+=y+bWv#L#aPR+EKL$w!qJZCVF;C zX-tg+wsueZPM6O+A>OKEicgpxl`k$Xg4=JC<7j_q7Y$0I8cY=&2HoA=42k+VyZgBN zA70LF*uSH9QzK42%|YS_njglhbEqYXD-wSggYZ!1kdkAn$eY-~wk&2};*?9^BpFom z_KcLxtiZFi(uEgp>u|ggOf7`pPuK@d=tH{ zI=}@5@)Oh(laSH$Opdcc7CH$(19y{f?w)*XfUYyFr#w>^HN(RO5qq?$DU-0cCdIlK_fQN zK5q78g4M0-^Qu%BmfDjSrstM&@KnA>w0=mye`O<4W9RKYm0Xz33y8!H#zL^f3(dv* zqnXa{di)Uai{2vd+abNS02s^$!3MM`9m7hO5J4=rk5q41D~bA))(-qOQnV6!!|V*`0muLeeu zgs~)oU@S5%ydv&mYgZ0q{)W@{St58Oho~)r{w|-57rd`5eVwmggIh>D6!ZE(WlD8K zkBW|GO)?fi)`CVXug(tbklqw4E2j=G4MLMWH%omSV$)lM=+x*6hBbw=8Oq6_LSBm| zLuw}3x-~YunrWN3sZVPTZ4g_8X_VVS2KntjHICvXS6ZDHYcECf+m^V497dp1JtBBK z#7EoP8|qHY9)^YD_bWabyE@(@_FKWJipsEFK86YO{JzMh$YwLfYV^r<-&aF3BNF$_ z$|9|JY5`k_D4oCoS6&sHJX4gjO>Nq@q}rz~zIG?Z>1*ASn9UTPsaOJFY5ZbFL0T+oCVdCxF?Mku}b2fwPp%fd`+%tHbj_+(04wW zqZO*g^je6g?xfMXfc7JWSZ2rS3k3LWuSS9x+An2JPHlNIJoWhJMB?PbPp&A%A5980 z@$e*B0T3OwcClLECX+E3i(THVqIuvg>1?lnU=6gp5j?-RxRJ-)>SV$%m;W1VH{mY0 zU*Br5nGtbMk-DJB;JY#d@jkqSRP}XjNr)~rwOQFs?D8oK?D@oStGRvpV$DJ{Gen#h zvtMJ|UaUM3ikWTV^u|DrbNT(NQQ0J`z04UdWDjj&k_fg>1vyrBJ8$w9-puc~Gut=D zdId;NaQK3nHJyynBbrKZcX=f)b`oq4mgh2c?}cd+wH#`w(n~KhBgM7eRNHy7VQ={k zPp&>vKAu;YX?8AxVo^tM;x66a+%^ZbUe8L1^O_D>xP86p{z*cxQY}`QH}F(5X>M*( z)MOq;ZXMQCLQ{Li9Qv^!-%V?B2!^>CULdR~lF>L>f~(T&IVUkkBH^}v330hoQ0Vs9 zHaKkwCo6idE@LOlKc}<&NST{Wtjuf74mA$VLS&Yn9!c5H1XC+Cm!3b5+>!Mtyg;yj zX2h3tXm1&~t_>y#R{NIB*)%rb3UmLu;q+#g?PA5THENSpWxgt-F@&|(vs#T8FbY=s zKTY{c^IwWTP)(>LS~Un zBwDrLn9)yYfKpRtKYfG{j3wAXu7rRAoGs>nG@lkHiTYNr;xd==f0`tK1_%|GZ=4G? zyujjOpChpNIG}($LWc@b0*WLF%i3vXi6v5s=PEBzQn z`ep5S**GEbyH+JKsdf&pokiNiV#*NJa_YwhjtJ4D$2t(+V)1wI)maVg>}WJjFi)@M z1S294??w*H(GqGzjj!!!mbNvb2RxE6<4W8`Lz`nqK$?JI6^@3DSR}Jr`0+ZLoo&Q+3AbFxuS$Zlo{(Kn>}h<@P%71x>2KG2l7UKx z%SNdg#4t;Gb~F7bbdNc92UCQa1Q7l@^$bRflreEazRxQWE}%o27Y8meA6c~!a7UfS zf@v?l%PteMApH6fTS%*h*zw3yG>nxG9&TPGPc3GUT52GQ^e|7L`As4q1S|AyOUhl_ zA|veP;MJ|gkIkRcmYrcCXcd{AnDSIlvm&VFp#2K!`(;pxAQ?vPUEs?^Hk*frP^1>J zQDbQtM~)EiI>HlaN;lPao;tM71kt+}7pl((_xuTa=%{2{CF;2#zJg;vE)=DNwBAx_ zPd%-;{{72!F9WvDU|OyHQR*!UsRXc%L$F=|iVMVcwm$M%<2LqdOkAcPz&$KT=KUg? zzw^a<^W{(=wpA$T?_PVo8L_e(6set9#~w-)$f`y`=h>{>!fW^QzE8Ub=AN?cL10c> zp{1ecJ{(mE!}_}sL_;n;=W+GWNlKwMud?R}zjHDqWt_j*P4E#c`CnbSob)l;;ECV57f;Qs?|}om zKiB=%ijLQ=-4YV1E!>t4bM4vG>?0HgFA7JE@6V<(@yh|H(aOSQnLeslE0q^W$q3r+ zItsBcp4B?e@o(AY@|nE{Pa=^$-}5O|VA0AhU9!v?P;cy?d=zo1fgef_+;!Jb@=PsQ zB`{%%U9QfDg5RD!tSdI2>OWknHudURzu6V%9cmB{9~>CmfVz-vo^^TtTNEAzotfW~ zNW>Vy3C8Do_RMT_(eYMx{J~h4n|3K;SV;1Unlcv1+UUEquuKk~MVXL|i#hSS-Lzo* z?{;|wv~MX@=8Q2W3vBJ~KS#ZS^^RMjO1?lqHL7dIFRH6Vh|+$}jDUsoo+n5wODv75 zRdg=U%deW3%$Q6&McF}nhhJ@;xUT1iau#`9umARo7x+Fe-f|R~RJNPmj!07xkr$6s zvIq409=2XwuFz?mpG#cNtBWGlmMcSjZ#{1r0RK@yP6d*Fv?-4_Y0hm&GfIwwaHm~1 zGm=)5T*$EWVz$+dTN(OkmFqdeTlCl&aYz=pei8>llzc3>d%$-cA6E&T1Bhh=tyamYNp7gb5W|dKMgC4 z!DH*J%*wMLvGHlgr{2x+LtLS`QpAPd=~7y?EfYCWKDTE|+#Iajf)COvH(ib@L6E6; z27D0V7SAsZfv0bZo7kyyqN0T8oGyHtV!H2 z)lrMMU}}}yl0!we-;}!5nNwzl#3tc+UZP9{e5L%{aHqHu?gYRC(RKz!($+e^<<;oOXwRTfaUs9Q>eU<`_ zY+v+La8Uo8*%)BFDbIO5XcJ+E7opf)<43%UppN1kAyyXPYsrGLrAAug!i445G*n5l zW1TniK$n%fjDVd;R`UIJF(_ zQSI#P1mjcgzcOc~PmVP_;Iltt4zJY-PtR5Jly0J;y;{yg-(d~$uc*UF*9w)?&SOWRN!{e%(O&b-!s+OQ$;1u*GrTd zR`p?3g|~#5;$^u9B`kO1?Y!iWOvcAoMLRz+Dgfr&*>tubFYX-hD=9nMy%yHH}-X)LPCJs3TO_r-6=AyZs1FXp*d+cRt~j`K71X z#GdLuCd81Akov8FFF2B)Bx-#uFW=L(|zm1pIX+86Z5MY0KCzWrTB+je>3gV#ar zdw~QZE6-AjtCR)DCZh)X-4KXbN=_TDFbP!>*$sdF$L}99oa4(!lu~8+SH9+w>aXG# zoK2Ew_ovueLvNtu)vlUn*$d85Lx>mm=O$1pAYu+Zoe`D z*CrH`hK4KKgs-o53MB$miZtnh_wO)}_zOftbR>4--kGfL=lAp2UTvgEi1oDU)_(Oc zJO`0j0`J43sm9_g!Gw8RX4oSmm5*O;|AikY9OKnqJy8oGZZOvC#r#OW%FiEm>l4LD zLK#eH+a}o@JFlVOgq_peyhW4x$4x4Ej3x6L=X&@^#K1b&C@hzEB}NhOxYH~;zOUpM2) z;@Zczl3t0xUC)$lJEfs}f&qx{SSBNll(PC|cUIX0MUSLsowz7i>X&D^6&$><st#0mI=h0qp;;Q(D@jRPPZH6SZhfg_<=-%mS(pz*h0$rCuB;g?*%>E7# zk%NkdPhB*nz4?Erd#mU=nkGwBWXWP?v@B+pEM{hAW|qawj21I9Gcz+YTFlIRkNx#@ z|2^F^>)ti@Wgetebyl6sJe83VJ9gx*DrKlA1!-VHgg87Y zGBZn}`0eYrp$jy;xK^JsyE>0YBsBy5rL6}jB!|BuF5`H2_L;GO(FE{#e_4rD-|&jI zg)MjhvM-MZBOo{^d;=J2U{;vOAD(itI&H2XoP5~}M?Q)%#(hz`g zIAUj`19BxW%Y;O$4Qf1JG^#4mY>flzG!MxjWhrt+j#0Z6i+HwOW%5Wu6-5Lj?YL1|(LcHvCEQ1`}D#)T{sxJ)9( zTT?Ff2tNx81*N>hnuSt%1Kj{V%F-&;D2nrQ`-cr&FOh3XR0!)^4m|3KRacwmeMVV} zB(q3krOovL!7>wSo1{oT_J?c^f5*tAA=|Kb?8L7T2;@y1Fwu{juo~+pfo%ScnS`01 zbN`wBUnSyJR)2`tB^sUG3CMf`gH@wMt-|k8qkft|6UmphDhaRI$ zwx%*auRKm)5=*4S=CYw`MV&;dbUwwjwdpeh^8mT}DA5sssk`D1P>Z2ImtTUFC4v?~ zE(W?oHLQXAIpYS3a@sosV7;c}O3=(G-hxp9r+^8$*2mog(K5aHlKo984`&YqkeWu7 zaoYcQi{Uv(x{}R-OT5HKA6rU2t9vLpxr8v(+D{qVhG@(4=bbp%(G?n#G&5B8;2}7o zn9_vf36N<6^8hz*`-v9gm0&^x0hHydzG0abWcp&o+~p03L4E!qk_~35bi&{SvK{kD zW$JcwyUb&AOxDiM&d=L9CIc-vh7`QnPKu#$lS=t!^cLrjxBk9SOhz;iK22_EECzKf z$3Q55qhXX9Mbb#+Wqm>FPSlE;9%O|sF#Cr^4rP)cO|TX299YvhrDc##^$ zVi1dg5NyCj4U@h}H1Sr00!<)ZgQ5VKfe=w#fgXiR=`{3G?*nLFggD@i#{qHCJ4*o9bu8~q0r-Mk z{_z3k^s5UFWM0`kjesydMSfaW=2YfHlr|o~Vz^dPA}S;NTA|V`1Y6hTj}ePy$9?wN zdF}@zjmJFiHqj~d91>QIhQBI?I6duL9W1fRpchqnc{l(XrIbk7LrnZyd8`9KR5Qe>oz$ol3*T9$hDW8Y4@W?f zHlm`Ff%|zgR#)YPMYnvE#4F??`LwdiG=}5)(RW+;N!cPb#D2JzL%Gtax;rN`1+wtw zyeoY3*!61Kt(&(63!rjaB+1QsX`QG4kcbQQED384<@TMpt@^L}R&FVul6vM03v>nM zPSbH&f+l%7AgDdbXOcnwZzA)5$Z@l~&k|F1v|oi#fKK|*!Y!xDCg$UV8R*lFM%K_! zI5wfcDDJSdFmczpF|_bj*cbjXHx@}%%rBp8mh6RCyuV>F;6zjgg1Hq#8d*0v0F=16 z7_!%2N_>?`Dy~Uts72Ch#$jEFIoq}q*Mn7eIzucQB#jYrRbSF(@t-UQ*YfWLvYucw zKO0oRJaR_Rx9t}kU|fWpNl+;WV&V!7x+$^f0Nj=0+qB{GP>g1YfK)Gd6VrZ#s9{UxR0!~+s3H5FhW-&Iw5@;W`WYeilC z3vok0gJ7kk;a?xhW)~8UJg!hqDF8iqk{YSkq5TtzlpnRnv~oLq95H~hn|N^*tw|ME zPud=Al=^QkE-G6e)g@H)*xRAK$YD*H_#WJZi?Z+D|<8?VKiM%K4XN*s9M)aHyWqu~5Hj~lf@;kn&(J4dOW zRD=0&6hZ-z0n+>@Q`<4qnhP+WaYGXa0tHIWaVGD^ z*==1hoBTV~ORnjaq62_Lm?w~8&OPRKD35nA{&4%aY72hsYO(1|9s1RU?Q}JNbTh12 z(8$6Ztrnc~xihHgq0o4a-a73d6NtrG7=ls*=ikrNfUcvkzC1KvBA$kclzIU4& zs36$8EED920p|MlL?~50%=eR9D8LQhE1!F6~qcN^<^r0k@0I&)U*q$!ojypgyL^@ZAzpPguK^( zE}_qDxZ_&c>N4GJNHNF0MGRPemEEYU8jJlZ>rv74oJ52U8p=AtBV3=@N!r3^IPjf7 zR>_`CD1aC-`$_$h^AlqxY`D6*4^!pzw3Y~je^^oFc}O26n?Eqd4gG5LJR*t>J@2b! zgEks|AwO*4<`<8ml0HmayC_pwOG`$9h7ws|w&5s$8T{8i*U>!oDQ{VH!Nh7AJD7vdJ*()$Si^t>Jfdhg%3kc*M0F~6`$Nh!L=hOI~ zg^IYD_;6GLb@os^xok`=!KmDYgO*GrTcc++>NXHnQ!J}%rfy=HRMu83{oU$(Y+KtF z)3exg@cDx?yNIHAFeufaO*8Vb=2zlJxEa{RCC5>X_UliK2ElB7!paZ zQzeAr5ad(Ts;PP5jvPB03X~s!zTbth9{s>5SWK2E4?JxZXsV@*12i{;?y=3*p^=Jt zo6N+aF;40Y*;>L+SZABj0bEt(GzfS>4-9}k4@9H$;XOY)IL=M6ki(GB@^GqNr)tz) z1tLQSBAZ#`oY!71lnmm>g% z@t-RJSM$;x2>{+z1@%wS+(%b4?AFNSuo?}!BYf)Mp#5P@THB6cprz$NjhYmHmV@?W zPsMX}DbxP)ozHD5Jub=i1~n-uN;(tDaY9I8)uiCX5Y2|!O?-GnCB5j)nfp=k!eDNf zL+9F6+r8z?`8;0Ogyvj8`*3eg0rkGIsslW+voDv17S3A|%zVQ_|9*=571k}uaF%;V za)u+zOV_aT(2>Sz<<;#+RqoCWZnvZGP53NEjANzyz$->@71Jz<&iVHIj^W-JhlVG} z!0r6~B)SdA-sO|V8Tzyr1PKqM;w5OswZMhQldrm4!SsznRp)p`D;!h{TO-HwU32ln zVBsZa-Hh8arV$TkuQwR*djH zS)KakbJ(i-Q-Q*6g6BdTHBWKx7&i4Kr!U10Qr^42JgMh?`{9a$(%odzV&TutXZAya ze5>rq6!fk0onVohk*ZcL1-mpQ_85`ls?u9{k9_}F%aUK7-gDnkcO?csD$#VJa<>-F zMpTI6!s2A26+hYB%7f2@^6y})KCYlSZ&UH{d`Yu7tjr8nPup+HjPpaV^tpzMpT$|< zi;mBL|9w9HBpCl`+rpnM41l^!Zv3QGRq`Gj;82!T*%jFb&U-+W95RGL%D#;Fb`rpo z1Fhzp<+@&)0>-0Rezi(gt$Cl^ajYp!$_+Eg*o%2?XQ^fD-?1O@HkV0O$S` zd;a}T_TUp(BOYnzzu6VT`X9Su{+Ijf3Fv?Pp!?VT^$qG0HfwAMotIV9Io<5M6F1Zp zyfopS+3u%=!C+1ZY*BMqr^_Yhx#VH*mlC1yum$}DMeqhgx13#1fQ~?SC-}QBtBWNH^0{ z+j`sH{oXTh*|rnswcu<(6z2VLlk_?@V3RZu%yTaVmItMh-|R8{nZ_W=1WrwJX%ZK` zR#%ek!NAeh^49jWdqa#UemW*AU5pG8@twq#%+~$_%vSF7Dfg!zL5~nw^Ewq=@IsHo z_X}?egPye{*vipP26V($gz^|d3Y2uCGQO{uYe5Eg*%&jifqs{__qt#S^)TC_5qRZ- znhq)ri0Kr182rhNH4I~ouZ>*B7RNxCh#~Sw9i|idb+VOObtF{Pk-rXZQ1SJGPR4)^ zuFmPr8hnmCV!JdIgH$^T*o{y4_ee9xs|GS&QSGcE8P* zH9mE73QcLY)tvm&I||ojePA+zI6yH|B!VONL#{aOBx!|nzy2iddstEW*vIJdL0{qz z17g^d^*OJOwJq**XXo$r;EFl55tp*5tJ9-~DC}D>^Q7*+J_dF zLI7$hkMAkVq}*W;PCHQ_d5h?AkeP|}Z4U6Qv6A=2qSMKD>AUm@;1z$FujP8sK-$n^ z0cZBcLiU&8Em?G4J?(t_pJ{Vq#a^rac)% z>=-DLhq$^lsSuRD&JNu3XdJK$xzR|ZR<7K988X~|#$ivuPQVxkr-+g#<$2Ofrh7NP z#qann2Zp4ayr(_&t$#70wsysD86JZLqj?J~RjHbjo_w&!RD<$~f}=PU7O-;y!(%3n zYw})WB$m`&R$37;j*BdYX~o}9Wocz1ToF*YXiiR4vu``r%3gmU_ii+`2M-XaF({3~ zPHLNI8ahAUZdUy$Yx0XLYpZ~@+_0UTvJ7V4XP1hzop*Bdbaz=Tzb&%z+AOdjMk3M^ zK5?RvwRLjj!v3w$n?Ow5El93FLH6`MX5KYB*`AqkI3-C={yI!m*xCvQ47Is;y8Xb= z!>%PL+tM+zM64GI$QMAIIwCO;wSCs30*fY$+w{hK1ns%?kT)A)@a=Qn?Gbc*?(st(NET;T0A7swCXZOkhV-jGMhx$a4*`PZX65 z&F`DvLV)6->ODDG=zAi2VOGbnxk(!pu8}cpohDfArAmuFbZ@;jc__%0 zRi`qQHn3qH=S_4v2twL0#kqBLSb^ZdGwUnt={8TK^_6>Z1SW2IUh?b5#dBgiwuHOV zy&AGT4&Vi_zJ85TPxKMc>2XclzTT7j)Gpm$BCiZ95BTppDgY9>9blDOnR*O7+l)zf zvvHX-SGIw+E!s}jhBvw@g$ya&!uB@Kn`XSLh|o1831w0N2IcVMpx+2i?3>7O2#MLv zn+q%*vh(h?*XfshtbI7-H=%T!uptSdNMSBqeR!e! z2#P0VDU-?3sj}9t-vrC)ItX{1;gbD-$4}#nlz?~PrY!t8- ztILQat+|a=(fpzW_t&dA582FaY`Qs%lTR_f8jpd6Z&bq<6^|tVi1HV(A6ct2chG0o zG{*AyodaAJq!R1+D(=9AIubBEIydgp&mM-uExn7Bk(R^{xB>FR)~+A_XlDKoByv+u zHosatp=+tLnq-oIX<-m=g<3GBY-Hy(w#pc-Gg6#aoYIk!$*e$Iy7;tg^o|*gA`Mrf zWUSZ$TCr6P$vr|fgw}O8wo>B&HOc$Jv+sA{_Z^?xj7D8Tuo>3 z=Q+7I3>SYCG+kwgk${H;*5X8Ruoo%>HDY^8PjyQE(VhwJ-)*F|v^*$?JxU^{#BR-y z7R6j{WtXyw{GW<${-`21S|7uumsiPLztq}x7^2JpRF;M3=otu>8+)^5EX{Q^M>K!* zBZ51R*=XcAtIkpG-_K&nxzsCd<_G77M8E(26R>uJtuc6Mjj(f5O1GqTN@>Rm|| zxZ`e61s!IuLa)pt>GMk+CnRGl*~)JIshjohxplcx6%w7X{SC1#GJj-Y_5pv@ivL;e z^zWh};lE0#f6+tzi=OjeWK)Y3?p;Sp;gZy$toaHEOAQV`O4+dL9e{e$8Wf(X9%%<=7K?M-O#}Q2FCkcxSI06rin! z>%Dx?veL}AvW-_Eo-Upv=`%;Q+sfw-gFEmfZ*J6U4$l41A;6p@b*AF5l0GEFB77nn zOx%GlxyR{nx$Jzi@*XodE_!8tEmVV}7P$-3K01dmeSP%8bd|v3pR?eO>4jSJDm_Do zb$%Fphwa$HJ|$mYNo&-(s}&ouvzf}c(hKq4mw0Oj68d8e?s#7b+-a3iq=Kwmghr`9Q`kazP|C)@Yx6{Eb zN($QD4}d06i=OFOscZdy;5pgi4m_b_1Dg=fIe0l*AdJ)jB@mNxE~1fkg%+!0X)RQ5 zG5R!&x?%&@+`YfbO)v6^`EhHmI_0l@_?I>K{R|x1Fq1)1NCqseZi(9G~OREB1`9Y?}mz| zP8E}NcE-z_oM;K>tSuoM*@jHzHFs!+@)I^zHLx0<3{c*o=bwmSoZSv2KsD@*E# zcT^D^5Rex`ln#hH){sr}>h1Pl)62+s`)BP5P3=990z`Qq*&H=XMiXrSjp=c-`9_}# zHA4f@<`KL5Mjmn_i@3Hgl_o9bfV5<%XDf`0UdZOi<7BJVD{P90wW52k+D2U4=(U8d z%whSCPR@B`Ia?-NIh;kD99ZfTt`B3$%^CBJY{beuOp0 zhgK0%Fxn>Vrq$n*t=Vla!5aBsBq!;bg$?IT_h<=7sHxbc&NrK{s9_g6D{4Qy`jl|{ ztk5U=o=5gQ#+h;B*0L-UhimTU-cvp2sDcx}&v301(%F`=+L_-g zV!>TnON*dsx;M_a3G2zWzu7#MdXzv?hTF7N+Ok#XAb$;szKsh;kvW>CZ+Rb4|7hrn zXeWkEGYS^Hu^*mud1+#Lco5mOyU5cr<_@iY}!}UR| zM3VU^eciRP18gymRda#f!^MDCso(REv`SlbZg<4Jq3LOVTljT_^$72L!&npNH3<4I zJtN7#8_NB!+R_CCt3wHPS@Rs|un#CTP@}k4U zj9HFn#=6WCFUaxHYwXGgkEdy;ys6`rq>S`-?*Wq^xfXwKyrull^)-7^4~!k1XZa~_ z?dc$hL?P|DN$p3|E|QeEmsXVx!ynl5rQSa=ogE~LHb)vZH`Vb_TfYll?$OwP5Ytiq zV>kae4R#LKH}0_onc^kJmh%zo%J=zOUR{gzrCOSq`dt1YrBggFefhZc2*6-B^8N)l zOofgRZ_M3vNnGv`gJ;>Wa*?)i-4L#Al`L@m_%{^G>Ce6OlheQ!Y6^6s9qKwfUIO`P$TH7wI$T6%nefH1YYcp@CJl5to=Yt48 zDjLv#Ywy5_R-z&bT~NM1&>JsYzh@_+4CtpuCtMgFp%p z>pN%G(*1*z`{upJ)FbC%dT>>1YbpVs9~dMOk!U^4+aB@%IN>M$w@?4;K}>-7KVSIY z9S}e!{B1Nw7Z%L5e#>gDabbFz;1d5&M=`qCc-$V#g06hp#EQCe{r!SB7qNdkZuE_g zt_sbHrP29w8Q>$xe{bi1cff~4@wZ)q|J{Kfk>bBK`uCt7XkkInkVvi##_XL7(3vUl zvfNmb@>{jE)Hb^iVhK-0M_sDNg4h+BLBz6-$l~7r6Mr<){2Dvz)ED(vNyp$CH%lt{6|&0leNS!Lxl@U(Xtv=aTwRdnEi1rLXb&A;i5 zMC1}7Yc|>-5{r^T^C+}|A>b}U<_Vx-J6wNFf5)UwiKBF7Ms1$;5Z8y2opuJi7M`4p`3#I;poWwDt&yrnYadE#nBi9URWqCDtC1&dfJCn%fT`58xEz+Xf!3pTID*S(RUVyf-@B~TrkxZ zhgO3o9SeSbutiP~p!B11?|COXo8i@4pSMNM;hUJ~7ExA> zohB7km(y_)zd2ri<9?k_=sA;5GPf@sqSv5Jij!zYyLe(G`tLJ*uRg&ZmZAmqxYDtbr zyCbph($zn+fnCn_u=fPS0W%$|16r5=n61c(bW#Bk&N@nxf z7UBbX{KWL=XnKWDLODFRz9g(kT+dbSJVU-$9`IOmqCn!7c!uXxLaCo{31H6A+@#V3 z34=r4)|74@ts{05xlipTg4bi4wH+P7F8+F(e6665?dFaNrte(s<}OW}3I>e*{d6H% zt7R&pWx?>@yPQq};Pg~f_=ST$Y~%svvrwM$C8bC^o&DqNY1D!;=U)DJU-#(u@`{|A zc*+>9u!}gG=^Q(Up3GC7ZIiWiyNkORKXFgO)6=izwxp{^TAE=l#%j+i;rFt5mG~1E zWW+dX|HcSboGS7%F>N9wP8cmM{Z}XbcekBAF(yoODgxzl0!_^;|4wd!t$e}?hOS2s zQ%qM(Qh8|{nID}`qdNsEN$O^5Ef{SP$4tWfs=4&O!z&{aPjf=3LXJ+onXFrzS4UdJ z0H>GqjXU$|x+IFtwM{@NJI*|S{~CUjRLQQ#XmBh&G6NO`W|*=+swVTpKn)S)_EC`? ztOu$WWi?MEAPZl*7LSb=1~+V5qT1-naKUIk=|K&O`rg8PI4&lp=o`&18YF(CU6?_s zV}=3#4Zo~Q6(ST?No|l{eOZ-#CDkG#(!qaxo4QXa1tA5Lwiy8$rdV((U#uYuKj%9d|pJnn&KS1yP)NYUqGufEjYcev{wCB=CY8l zc{+tl$~Jx7u$iEom+f81Z$ub|M>BhQsSK&SWpS;N@)mjEt0>FyEUsb&Ov`--BN8zK zynBEUtxg3y?Ph~!-j`fEMqibVCoPzDD*mc&wf^Y73>Uwk%ZE; zH<(z(wy3BtuQzNUQ;Kh8p~j6%8ox*CtMaF+q>j&-st&gJ9xDnki~%w#qK9({_+>BI z^V4m5zm;4;2=eCzts=<_hLpHpVSA$#jKd7x_$;FC^*aF%)M=w5UGB>u1K6gh2F-V_9j^NT}JO}AA^g!M~a4yz# zj%>>PRjM%9SRPR&Ub^=Iqu`Y|hL~I$g<9Jk5-sC!M(XS|Jq0`pUCvB9iOGn0>0akh zZyPw{TH-2C@smV8EwkM)BMHMRL&U)C&w4Q1JMg++@p!7-;?ApeZVadm>BX8`vDVsX zE{#OpHBC;oNO5|u%IphnmR~BY4Pw8>q1t$N7m=&rLT_cPlS44EKsx*YOGB=HtN>S z`-0{_0A@&5{)x-wa$HNTNM}?oK0%P>v~8+djg*#V3L7dksLRSIfkq31O}Pa6mV?)O zMbG++#j%JIs)9u#wEz#@GUmre|J(DE4)}N9Q%P+sGK{Clt2HLmxt?GMXP#v%Y~wP@ zs_M zSGjgqMRRkpKOGTVS(q7_IqzQx)CUW4MkDN?mll@-?E*!$A30pxC=_RAW=h47l*o$F zVd6t`U$A#he|ql0=TMx292;>h-Ql-|Bqi?cdU}6{jPm!yOmuU@sIB+-aedj9tWxLB zdaw*McGFah5EkPTV_+g8ThO$%wdrKCmWplBxVggKv33VBhrjOXUF4YGTnz%SFI}wJ z&LXQHZD*pZ#}v7%+a3M2z-5x0A6DDp6TnxUT{Q)^e-V$?Q0Ab&z+h0!ls9fQbKh)# zKu8oxrMA#eRU9%};BpHx{%WEd)DzV_bvD<8SL^u&%N9hZJJLflR$Jv!lV3XfAD>-z zMe(?BklgT%w)YG9!kj`tQY!5N+tEx!teGb8Posore9WJsfF2BVorCs&_w@G#H;-E_z9E=3|WNs$K0(4=%thxEeJ>qoS%NoeV|mROAPcQNAuvP}Za~FhK=AT>*O! z3_)~2gMcgt1kP|Gp;oMjiz39v2E?OSZ>v0wFpOz}Hlt5Ys-}RUlqR9ueQ?$|kh}R4 zC(HIKXbEpPH(yeOEAf`OBR>RjLfW03H4pxTjjptk28@S>fAz5*wuuEtik(7Tt%I!7 z4bpqdY3&h7Sa>f%k2NejbX<~1qGQt!a)xgNA9UYMF?uCMmg7=@*h#z1 zwPBvRO7S948(5^U2>EjJ-5j5XFyUbT-HFJd%}T?N+0|82<7^Su6%I=l>#KNaEm#L3 zNzl)@MX)b&p?;md#s>ad_7^y%O6HWbBB&bbVHz=wyxUA2uM=t6ib#FIi*&4abl-s6 z#GgAJ*x$6Wl}t}gmMH;GzP{p9OF?Na_ba7n^){Ir%*TR&DF0Gp0*@A=3ywmJ(xhso zX4&ZSx^d21rYF-^=#+7yx7{N|JoP8+>_2JWc%Eidd=7kyl$0lDQdOTACxpF<@7z(; zhq$7wtF@qup6*K!5`P&x;dg(>($K5mx8qIemZW2QxQwRyQV*s531_6rfyl432A*Zf(f_-_4dYGV+dKgdM^kG8$G)qCBH@%zb;6U`p>MGfpZZr|)9BO+z2HRq3j(^Ttc61IVQ#}DE*~a6goL-+< zZ>ayk)!PrKov^S}P<96bc4uK@X8IlqNH(w>eOdI6XLQ$Z{p&q~*w7R13jCT%y8rw4asJY(}xZM**MB2ea z3eR+Mx%m`H6B|$T3RxCP^y@jzTJ3N4cVL5C+A`Y}pwbcn zZZ)k>LYGr?AUA)EGt;>EKK|0&Hz;&r9IXntV2{@n_K(gc*w%H2KX9P6bf+}?9evF_Q zs2o`twhzjK6#&F69hzFp;q_RV(?-Qi^%+|xfkbiX&s^tod9z8~)_S&g8%Gg4DiR*d z?y7xonH^^HyIQYenov(}Upq#V)f%D62HDPzIXpssMEAyU&p(q(uAqj12tv_7+D_V- z&sbRxt-_Q1Bli9KtHcbtspH~#E-<8w;3_q%PO?mPd99?psyrV*pQNm$qHO$V6#pB4 zcaq$Slex#e_WdkeMUYvdCPv%XAGWU)CvF+EP&(F zgg2f7>0NFjwjOKbSkrCREMoK=DLh4@rO8YCs?EO{iDo7_)aO%cipZz}^?C*DnK11m z?kfxY^QT}IH=9dO_ErZ+-40)Ie~MOo#sk;+c~evM#PF0$)@SCb&xkpG2|;BxQ3)8z zf9L@`VZCLJ-JXC)6iY2jve5j-oSb+6OA&ppgNjtjadR~OT# z`>}JWAoxJKMr@iwJZL|Bd{$S;^y!d|d4`70SHVtJJGr z>TD#ohn^nKl!7k?U3Q^w4S%c!vX2No{jcR#)LZl4c3dtoE%FJ`(KdcF0W%rG?pwDH zVYjo7b2y+{>Lxv>GGuezI51TfQbC34Vt=)KdNJ>7b13I%X+54vDxk}${u z7|jwxv>Jl}qaDP={S#^Z`(w-6?cH2AH&3wP=msd2zQ78GWYbe)RkRBB3JP6?y$?zk zWdQi$cdu}Zg5Yspuv*q2ce>h18KGY~TZ)^{k=+|7Z%w)qW%gwy1q|2=INR3rL{Op3 zP(_xaTOY_3)|{h`?pELfqIAag`Fvj{Fw4AIISGLgVJ>lgfjVw}jB3vPXTjVcvfC#D zLzsDUrf&l?cdONE%&s6P0#a|n@9sheyPorSa@7g{5`Z_4Sq4OCg;r@bygD3HM}RN( zGJm&pu)^Ws5Dyjo1wg3bKN^hcd~7;9Qk>1S@6t@a3+1J~`%`^ff5Qt#jw9J#sx{@* zH-R%XVBZ`Ir(?D<-rtOXNnhsh##^bcM=9djMlX`;Gb^3U&=Ae-j-Tq}^iRAY-dBUO z_LVbV4w2#2kk(MqUJ@S@mr$0_P{wWqc&l8$+={anG$aI&Iv^}L8`SgKQ3e8)QYMH# zkj%~abrqAf&WbY~vFvV=c*;%;W4wzq?`c~`okOR=jMs=?7)HT^u;d!2-NRqCjxsZk z{K6uM{rsk(3@N%x0SS+A|Ls>gsHskN_mBH$Z<KUTbfe%a0E@tUEbcUoTL2ho0coz2n7cK`9ATJA| zqEe5IPSZ$FOHN3>`$1050oh2vTUJ^&J&2Anr!tLS{9{_S2Z8%&t~_s9o~f@6U#EY(%!rtnoM+>wgt(XzCLhsl0_o|6&QgJFt^`LM4VP7` zhLn7a9EnI2)>r6VEat|>fHF#YTY^Ou^{&j&67fKzz&?TCB*jG8PYEqw6WQtP@qrY; zdIQ+NfOeGvVlu#=pu@L#v*#qnHK|t8PwHiP~@j1@&90|+0BGMiCk3&GJL0*01 zqRnX4>4L zAYz#JUu{)+B>~Wc!tas}Bh& zpo@pz@GHG1`+?p0R`l@!_2B9H66~O3lH4db9xmI6VeF%<4InTM&Qo8}dkBa;N9h{< zY}x1|NwTr8?Gl@=y2a4xVmvXLFNdz{MDbM9Z#2~6fe*#~L_A&8!}Ps9q_4``pI=zs zBU=C|-q84MqkQPYA~4kD;;VKwJv(dr(_xuTlCio*kI4`;^KE{8UIVkq+IT&H+OdXF zOmAe9qC@3QORvy;5#YX;0K5NEFDV7i`KtmtZxWoRSy6D4v`}^qjOg8x%@G18I_d zBa#bN(3?8&P2)lFSoU&$EnrQ03wm9_TwZt{XnwS7KsVEIaGen<3SZ~E9ew^W{{l~G z1y8PYyxxi% zvt=U6T&p;Act98m4xW1n&GeGZck~$m$2gpqEod;SuRmu{RiFb}7Wkx=8OhGuXRBMR zJ8Vr$BS1#3_j@@EN!!y-PzX{(!&O7$bXNW}9DTb}fq#lCiR8jTrP+wWoALYw5M{T? z=$ye#VX9|qbAx=|sq?~8u?}X-wInPzBlti`Wg7EKxydAc_r6Smq9dcz(F|cnIdhyE zd(UoecH@~U@$vf>O8H8e{g_ka4&nlEo~q4?9978Xo)-aAiqaM5_?3MP=C)m8bZ`iT zjFVGO$~O~rU8H10IRU`|S}HrIDm&f44mWh+BdM7<1@B+$$*axek=T>)xXVW%jDAU5 zsShcTC1W`}(cM_P{xElVD)9$Zw#dW&V)TVKYsMxQKqpDPW(pI}^r-vmu{F+D&nGSz z$4zf1+}k&Ysr49RaVQhePLVOplCdp&p5L2u6HXLfN~KM*?m_8qZLvMS5#bb*=Rwx9 zE4q_eu7xx{DB|$(rEeUqp*vEv7l}muRx(EeP~p64i;Jn8^oX+f%(Ot(F|LNanc41$O2J?Q3}=@IP^Mzdjc{L+7G{5kvIs zx(_^ug~mckCyr-?2O3{&4hVH7Q>LaR<5b*!r%3a|vDAh$g?4;9oN6vd)eL*Qq<3{# zq#7S&q|f=Z^L*G}8CXKk+Y%n?h%PHH4WQT0KIjhYK!=;f>c_PC_Fgj=DR-#@jfvU* zIz2o09ECFzE-sJ6U(u1_ z=MC<`+V647GhdtE+TR1XybEg}D!qo~kuAk@SDK$M3QsYY#{DGWp`#bj$^t3NwTM3D5^F-%jUzV<@iaIQQ$yHhT6nn zogu~L{;;s(?0TsSA5j`Ufd)T^X*$! z_4lidb5X`-Mi5*Ehr822ZuM&x5=}=7nAJXWIY<>n1-rZrQH*av5OEXgv@YEI{FPA( zD|}odK3DILU&fIb-Pux<5&}YfZ3>sxfb_4g0+w}i1H*=`vnNHxT6;t@<{nhVF+&mq z%VKdU!%;OcUBK$cDEU6#5+~ph6P46Oo+c+5o49UyB%lR9KfNT*q*{Y!2KmiT-%Mw6 zb$HC#A>zr&$oa5)hai?1frUW&0@^q-N@xdA2LN_0)4}Gry%6|T>mkSY$F@}-w0;1# z7S^IH5i!r=b8KMTmljXUII^^|NGgnX`QL75T$#gQ`kl{_)^o$-5C}&i$t#_+nn-tH zO0dGOzLi|f0Su?7nEmakTE{P|KIHBys&B{%3wmu)Sr;Bg%GdHd-H&9{%%mg+Z;w`}W{2lnf0GPC=mnePCMx;IvMeXy1WSwuo) zOe}rLvf*CL`l1>eNAJkMiasZKex_Rdc@jJ?&!aHX(1Ty2US(*4?Ea|#`hxmC&RY-_ zbr-MyB=-S2I1zG)h_0;zB%OdBS44qCNlkfy%esv=jg(bdiq+9r58&!3tp$9#9u0aK=IZLdPcqXw9(WEWNo1b612OkamdbUs~8dn}aZ;tpv zH2?0`M$n}j;MvdSZ`TZcHX4d7mpCv$|BbcKOm0?Hl=@x(+TxHQEQ!|ccqj%zvlr_O za=IT4%^SyxZ`~h{>){R~BKC@#Qk<+6t8Eo~RijvA9_81e`gE4vSWv+!#uSS&RePM( zeIwYHYv>$bB`9xbu(B-t#BQxt#r1U@ODfZNiqVP)4PEyPH#?}*;_Tvz%5%ZI&_0Kt z(63?jL3#t@F#cZK#8~tov>>Vl|s1BIy;F`{V}K(roSf22y%Dt*!0w-DXOV z2k)sgpT>T1IFMZc&rJ76t6m#(dxTtaGW}L$^ZY&EVh;%$N%Db~ob`vNbZ|#*AMq9Q z&GPneVsKjJc6qfv-Dq@cOs!2_@6`QiCG^#ekQSb&53SPvy{-@s2Vdt_=R^+_TvzmP zZ{+T+;X~vFUyPlhWo(bfmcpZ==#VyHZm$E*3(4bnq9Cj^Y%AUOjUSMEY^*w4{MIY; zjHc?1Ew}bf_H9xmHn2=Z!c>~PS zj5W*k76Hq3Q9+SBLY)?*s_rah4*6iuQ6F& z3z?i&2WKCilA>L1sF)~{$6W5I+SEn$wM;icM8jV(o&byqpm4CLR*7B4lc=&QepHpd zfN{^jHJa3;J{O6)XvWkY2OD)dNbt>9-er+$=SU95FED()09rY*sV3(ESbH#sT_6WF z0lnuG@&F6L9}r%BQ$dRyQW&JY)01N`WVns#V!K^(OG5R;-(L*^nGr6^fmKOQU#b{Y zn6q5W^{4!~;G@|A?^H%g@^N@>M3OBfqtsU(kIuB2pCnskZVVos;@n8biI8h|jk~%R zT5EA6{VsPn8->Gn=%n|J9U~!ueyCoBmS3l}dM%hAY+qEZVAfANtV<;NR!%aYj@DC#MSHDE@QEhww6PI2t4Pt=WF%meYM_recuV6hO|5XA>otx&zcX!Ru;{{48?1P=zQCi@1l8Bk9 zEac~B07-(u3cL%b8V4QBQj}5f#R9;p&2_>6AZa4l|E&9%8d^2+Iq>N!qw_SFci;QU z2$^uLW{=4C3s7?;%oO>04Xvc8#c{meWszDtH3Jc;=a%145U-DDOX3oY@GE)Nm0!sRw zbhV8*J~hm|jA(q35_99A2eAK#scZi0>;3z=W!trE+pD&??0UD%)v~>8 z+xD_;+qP}p=kxgfa{meEoa?;s)OA|P)Cs211#ri&=#PPd2n5-zB0rQuG7hEDEi5JH zMvJ#|dY_-4n0a;a=gn2dH>9F|rupp?6NDj8E`-LS%l@rt9Q>i|f(yFJmAvJ~lzS04 zd@i*tqmq*AczgJxu%DSN^@z9$DV9@T0LKO`QgBy8OI$WnOUq>q9snKCT7PL$U<|!l zC~##JNl=90=l661yrEccQPCz4f<|Mz`=WjWbY@qFh3DaYDr^$#x%*1D6m0i_d(xx4 zwwku0Sd3{Vo~x?|#$;yyGG+8J!vw`q?woP(Lv(eKfjjXT_$y>N6Tn)ES)-MfmHoF5 zpPzAHP{vutRld9Bi=_B|O^EL+QHJziaJ%`QMIp80w8Rph4*)o{+#E^RkJ}S#VfHxR zn8D;7S)JhUiR$`1LiDr+Z6>|8%f%{+Ndt~TtziPS6ji&2MUG5pL0sTVb>7|%S$l`O zO7b5cxP4F-^?FvM0ue1YElgBQyGVn;?kbiUaOPG0DtZ7p&s8cAXHLNwk)ZVJ7fZ&# zRP?-mRA}7@(075~%Wd-!8x0jaFF;T|t`w7nHy@Jyr_Tk6s;ilnk zB(Iax9%WgUBMm(TJbdu)&1yFl6DqgS&GuevE&S^PBvvm07<=ELrz_v5Cp2}n&ljvH zX4-BGQ5Gw>FH=VrwpUwIMLFI>;_stmlz|;_HHIP73M}r7bnwrTy6xSDSYI&#xNOb6 zNha*OR7d!o%vCFJ8nmw)L>dJ|%64{|Br%e2x=Q%?0%Fi)KJkOysSS(n+8nZ6vcliO zw~2yk4Pa8o#I3DqXy|dBf9c3-jg@+pEud(8%9wZC3wZEIis-cdH9x382@Gt4=le+& z{@tA2hL?q3vvVFyzG8i`zE{^ScVcnadMKuxDw&=(6XD^{%QBq# zn)ty9%+=AXWG#PMPHifIqsufyrX;EI*WXkDoi1uydAn$P@UQUe4TG)9*6)8?57tJ? zEbhK?3GrInDUkXT8DSRYD;zp^ObVopy(@t1kJYPN)&?V@USGX>q)zry*2f913Z77Jn8A+(>W ze7ZJYAA0P0YzXC*tk$Igfl70lo}L*FS1b_|)mN_8!!x{fQ-H2sa&V8EH7~m7UaYFo z={>K5Zdd7F&nvdBR90h%_ zguknSt9VN}PTV$(IN-R*4u`WvN7sc7hm$eGX0eJg2zm6aj=h6ErD&q>K6+5U4CgYz zV!*4bvro4u-tAg1`Cd>&VEq~XdO=hvueLhl;;FZ0wX}RYoLE9cvO`!u_#CCG?GC=a z`<9v_NT94PE>^vOt`jjZVCE${I1vf_-&tOEE4PKzQzw752^KWUeFfKK%4{PQ6^oTc zb9&yPc_)7H;PKbTS-~o8yj8o_Dc5!Q2}w<)eO1X6{iT-c7|a>n7ctE3Mzg4;|K1Im z&JBG%{j!9q@s$+JQXnBIPomRI@%?+s$;rtP_cZ-4^{=MXpOOU?TWh}2=omGGtaShp zMIHwalFrV>WB(%9j=#T{0~wS+V#_tf!f_<~j`4g~A}QJF7Ut+#2mNKgQn!W& zto|F=+lzirm2IJVC2Du~lS(g^Ml*VvZC>}-)%RY1K{aoN1U2f+%qCu&+C|bTG$JY6 z<25?llV*Ed$IBhRLsd&_dThoq(*k2h%bN;=oZiHK2FPJR`WYf=x4Rw@V?eRrzhBj& z^Ug?ixy(LS7#gaPnU+91PY5;@l12c7gpBL69m9u|PbM_varJww)7B2q4~Y%_^&^{H zRe^Wv-5u;(Z{=j9KRx893%)Vl`>v9eJ-y9Nj~!5j^dikSNBBBu`xW;hA)!Wb5kGfl z5XESLTH(s0TW6`UYQQi&?%x4tg*vm-T!szQnMMRwWq28VM<)VKu8E*0K897Q4os+I z8MU&!o6ci3Qf>Xu#wCmT`8t2vq(3Lmx5*A*@L1s$S#Z~m*azAUu4owQMgTW)D%j{w zm@Y}VD83J#?(Mj75s=Z4{(yBz-zkTZUx4Q6Efnm00a6@a_$q5)q*)DC1lRamidIdb zKHpP8o4EE3VA|k!;4K*!pn^decni{Q)WS;hdJi>_QdHy#a^Cy?t_*oxeZ3%=k?*>8RO>z1z*m zD1q<>?gUv^qI})C*^#5o!-V|Kq^H+p5gq(RExxW{V2B?QGEp*xwE>^L7GxPl&Ew3p zz3sb)kH3;FQ^*wn6<~6ozW-}y$8*vhAo@*}CnqjBy(9Khfw8UWG$JvEj7gvB<(@(^ zyy*{!ESc8P3)#IVE3nnk-V!VsI5@=vS+Y`qK=rq~^@@5HoQL?k12D}2SdY{CCe{r{ zpJg;o8_^o)<8&oaA!16J_V_Z{p^nO3t5m~u;PZbXhi?HwaE^kzD*%O4ef+!7&ec^e zmPg}XyL)47ZD5>MJ3dicws3A2nyeJvWx!4dA?U)$N}M9GT)7(fzZEU58SRFvnO zjy7a5IyIQQpMx3Nu&joSXm>C#tY;pppKmD%7MY{{i4;pZRvK1{*x_jEQj~)0Ura}cT+7-jsh1dtc*bSv@`?hQcQkHQX1#s+lwRkWU zG)|SnAv8iME!d6DLA$R)#P&CB?Wc46j5PEbp4Ru7utri*rn0r%S4Y6=~nFFqvia}!!sHT`E03>W;DquHWqQ`;RVzJQ7fyYSF`BANlC&`Vx})< zi}GC9)0dW(-ALbdV0#A^YNu;!s^VRP6uiuZG}xy?>BD5`q^0R)Wa#V=gbP#@x72Co zF{kW#;$NL{wlGk)a8UPfFws!aFwikDF#Ri@Ipr6(} zdcRbDU80!kIa%S|H%}naU$;rrA6HD@C zLC}3Fys$T=dvNg3=*+0hwDsTxACP*P>SbON9q}xg zQIIB2m$cy`xwXt=kk!y_cbIa_L59*JZ^ zP(Vwxoa{eA~<%{=ApM($6JAkD3nozR`NSRGOjNPh`}1Q_x0vk`@S8+NQ$W$M*q zl)9-Rv>ovrM499hxj<)YZ<{-xFNGswWT-i@j?S8|%|k zmuoU_7HkH&#&yY>%h3zP1g!9A;rh-ntW7itQhCUl_D>|GGtDFE$$bazXICI8cbtN! z+PJx8B|hAd2ygR=$xSS(Y-!Fpb8A4lVNriiGV9ILoczO+t6(B+=HRCRwe4ZI z|5KOG#9xBF%P77diE)+*kd5G$g$IR&UUL1`HWn+79Hi4L+gzj=2?g=K!!7lf3-Y-{ zQv_yGOQm!|5XV>jcI4rsB=tR=#0hRYlfOn%Ve|gtnf2O$G^$VxGbGxg*%E^V^s?g9!jNt8?ENUT3F?1xn z)kGiGsSd&?5N2;^=-VbQ-BZAnGdyfC0Z9YrIWZ^Tf0~${@y79b9LKBxdKEb2mBSec z83t$6EY|jU@`o9NLUO57#L{Rj-Omz^E#Pw=<&Ry$|P) zjWNs=CFZ35sHI4jxh_L>y~QN z)6WXMh}ih{eH@V!N+U{u0#G725;*yIh&?YUhrELnC|y*G+WtC?a@5~Hh3gjietct` z!H*^%S6Zv@;dy;F%Fe=PZVG>c|4k$6LC~%AE&v57iz?6${`aQPU7*i*M~6O#a+`IR zn|{}8i1Dd#L>;Y!)M^=SptO4IdL|7r;ozV@5?mZEEyvsz-9ED~q+w!y+a!403x8k6 zB}L$`>x;GEg9!Wq#_nM@H1%)fUsH*l<1!|Tx6nZ|3UUK; zXGi`8>_XjK_1Q*;yLv&TfZ`r04w0gYqe?HW6c5M85vpk zOovd3)A)QFsf37o0(;%RVs)qYkMJVP2E zeoI6=YR{?yXsdwDXezBAM{M8Z5_wD-QFX^~1~9<)m@ zQdAAx?`*W`Pw%O&UMZnq;o+0y=@{{>Z`nNIOtjSEGaUK(2jRWRli+ZVNq?YA7dP^7 z%s@df@9y$=ai*#tU>LbtX$T&MLPs7HPuT%UfH|x(sbXbWc<(Q;{)fdQl!%v2zkhyG zS;T@v9$=D^Di%OA4(XXn{LcVL7<1%*Gyi5{-|>?2%fbR$>?rtrJv~^)VfLm^<~4GI zgGR1LhjX_69=aaN$CrW#S$1%yEz4l3UI7+L@VDE>r_1M4)9!jgtNo3`7B(S|PvmC3 z<@G)}T>X8mdBzt^lT(#wBIUfo9t|)Q?(kSn?LFhjY@2mrRq_J9v7<9k>f}i$>nwz0oM|+NoQ~U25y9W7z~NW zs8$x2giOZjTLzq6)+=>n*vtd-K<;{5+ZE&K8lK_7`MIk}j+%?}!&&#yKBdf*B|cXF z)Gs(dp$Do(p2B4T7T;QN6YcT_1`ge!;lbf~tj+TAG}inStq%XMbHYeA9`(<8-S2fI zoK7sTKdB)CsoZ=vl5zH1w-^3an;N9S+I(QGiH0%#6(!uT$A#c?>O(0HXEI@gN2och zso@EDe`StX_2Ht*N+En^n~_|kvQ;6)@JNt#W?bux>hMkDW<`Rud9O2P(EZ#SZ{$8y zn#}O_`~ZZFBc;;W@VHMOthzij5mU~|qf!`3woWlIIVzLRtgl?$tuo! z0bMv_$+|+j{y+DBz{J|Gj=kyPOkw5_U53?)s{bHdqb$YE%Q}qFn|M^r-Q;;j-$liGKRI#ZHUi zP^A7LvNty~O3-i6!kkL_F&vVFSHXQiV{}?rk?ke13ENnTIDgHoF}@uqvyAHcXK^uoM#d#Dj(daM-w1yU70<8n4AXAa>-7n7Ek7SNpoIQ!&o z%iw-v62Rh7r^v2w*v4J5=mRL+2An4RZqe2L;o@DEn^PF}cHU5K@D7EPt;{C5ja2N_ zmN4_q0Qk%{Bt}J&G&758QZh4MuHZLO9Wq*e+Pxn`z|<`-B>Y_PROWH{5h}BAgNIK} z{rsFmFQ%UK(T0f(Syvwj-6GrDGldDVRTO3=V}%um1?J37DBxHFco$?8nK}Hr$X*F7EhtNbPv=G@7Ek>M zI^MWoJ@EYr01)lI}(IimJ(j!+}BNk2H{tWnMFd;74=NrO2N?4_fl+oRu+p8>(=;9P>$jD6!j?4;B$<=&2|AeStkH0ztSK>rzXT3qC z#fRAe#cSLHhJr$X=^tQ?9+y?OB%_k;`uM$}V-L8PxU}15m?h1nO0Pq;3(3Grc(R;6 z?sk>e;+tUpD#AmXI)h}3d^v$H+#iH8RLIMFB+JfOZ~^3(Kqz{>^qV(U+PF)d8PCUV zjoUN+^rzPE94O@jOj;`|W9KTo1#ea-%RW-z>a&$SkW(@RNtY~}*MD~bMe#8oMMM7Y zc~VZSMmIMHqE{@G1r(--ZGDGx|yEdrXS`Qiu1-PLMl8}X!E=Xy7oX8A~vE~ zuz#gJS9iNR>TV5aIbNWu4t|VSTD-zH0vy>x%4(80wdr!*18*-_>pwsBK}=;VmPSiM zgIOe(_$`*Am(U(-_Dq+Xd4#;~*oTuoY84eJulH4d^ocxNSZH`@040K|mZQWb7SjMz zI4i35Orw{tEDYXSCz#qacFzSE1IFI!Vm z8AH@?_2$N!rl$VsBa5YmI8{aZ`tF7mwKcb67wiO2*R`g7shm#+A0COo)1hVw8T^>v zT)vZ-2+JW82Q>0wf5QJw*KgzNi(*A4e13$5*Bc|CC$P+ZV@F)Z(bsL4)E%K8m62KK^;mMLFayh(9&0{PQ{Md5=+S>HQbXV1x5CSf%T4mo- zV2xo717?-)zGBDK`<$6xYG1&rBvSm%o3NSGf^bt!m9bPjGeWd-Jo{Ip;D7OKxIR68 z_X8Ir(jI@MWmvatpZ_dK08iT7JXA;`yzp?h@oGCsw*)WL*EGN)3{~@K-Y>SYls-^oK6F?!(tJ+A@aM#>viZL;v-bX2Q9PKp;FH|=H;Sz0XE5@N!~#s$H4RBmhx5z78k5&C>Ov)?@I>IFmwu7U~fABHbc z8NRwQ2*Neqc%l~Hzj!ijen?$`HvT+gCt{Vllwl^~ENswHG9=XVlzo)40q(>YX7cvD z#kJ3CrNV&ZiA~RLzg@a>ho;9nC1qAMyv*~aCX*sC<2_?UB)k`$jlE3)oiAa!<(<&b<+rcYI4NKQZ0TOln=%{e3gc z&DJ0p!B21eo2S~{uEGK7ftt!1K$31NAuK8wh37v{C0EMO{-mL9CR+2J!znY+w0;$_KaU<6r(V1i*kzK!-2S zo@Ke-p)Y@v(c44Yf%4$-an+-d$DM@jX|;;o-T{l8J(0$e^UxEFXr`-(2M`b0yPi9q z9L5}S@k`ngI+}PyjvXDvYAHm-LrQ_t=yYjUH>WbKaZZ4Z@CotW92AQyOAHH3&QB2J zLQA{RN;36XqO8aT4U?;Rg(3PwG;Tunq-+7Ft|UE~Q2p-q&ivOBOL&Ukw#g`Vq0Y(U z^QHPgWjZG3vFHM%DaE1ftL-E41>iSu<-yDrhb_ky*_>GeQ3D&RZP=x+O>wx0|rf!0A+{2uJi#Hfzx^fam{T4EdG z;0w#q#g)Bn$HjqZU;S`Fxzczz%zk&(b=8JMz_RyFjr^6^wsT8J!}1Dmkll7C{nEgW z_3!P|tD)e9;b3*DVOY#Ng*%|ecqO?Q^c&MHV!CW?vyp?j@Fb_VCFc^(qM<2XPE6XB zH%mxZdU{qY>Jg!02$xerAH``j_m`6_d(LeE*W}<;EA25+cDRB6>1UTOPeh9~fsLahV2}3w{+@c`I%}W)!Q(Fe`ZvmlOo$pb zqkVjW#MFBY9tj{+#%2VHZwu^+8U%d zBg6B-@=Icn~#SFfjh^2i=_l%jl23e zl{l6l5nQ}^4$t?6A2qgx_J^ep=dI3bP5s;(RT}w?7Y8lxD34W_on97;CFvy`bEF^7 zuzAakR^4f0x(A7NUD|{;I5yrhUKa(;AQEoz1#XhALYByGO`WFy5Mx=%bUQB?4OjQS zm*!8wNzAO!J>wO4_i|po4I)UKwSI}sLnqJ{Y;0GroE$6z?}q}g_1`Z=#(j0V3sqHV zG8QZQ5iy!DQyJx4nqIdr07#h_xYli@`z~NTBz6CR2fAsLL304T1 zd}}+hJGd)A^94ZcidmvDzo}k1=v7j@$JiBFOA#TSj}wqn1~xe%Iim|NKEh~ma`tD- z+1uyeF2wV%79hkV7oYDr{OT`ozu=N-@eWK{XYQVKPW~-?@3kiO*3mIk0?6mub=YeU zJR_ogP;F0+uBK-vl6E(Ges6V;J&pD0o7iL#HFSR%Sb3NdKr(3MgpV$BY|Bl99y4n9Pz2 z3eWu&_Cff1S_FA8F0Kk?1y8{vD)4a!TvU@RZ_S^PW((YDQ^Sd}yqxRo*P#&MHBJg#9&vVuoyJSV>@( zEer#*L`Z0%1I?_Tn;aR|Yx*%qyH-*eS;yzW^Ri9()#b?;7OTTcFqzGxvho3gJ0h5` zeOsn4(w%>zFmoNyWbQG=@seC3IU#D?78c^>K}AJ_*n>P-$!gdmO&OvzRx+wvg^t~N z6O=U#D!a7>EHDdO#xv#6PxOJjAv?_%??CIPN94y{?Yd&{;qN)w%LO^UuPHmL2BzTpn1@(#r4F`|t{AuZXX7HO+kqv+bnkw%sgwdYy7?1Go$SS=F(b&W4 z8Mlq;*a8MELmwQ7Wr9h!XIN$`gY>dcUV<0`eg7u(ydGS);HE5%fbaK4n`j^sQu6&2 zS-MdmyB|Naf1w{lRmaW4gBf`^A+3%1zT-jotSmK9gp?=ck-X3eS=fAT%_Xk703c{u z@M;1=m=kA)eC8@Ljf4%h#BK5Xg2X-|84}lMYgoS(+n=nd)l4WQXaxW2x}RWV?A^oc zIO7Da_HhSO-E$ZhKh%rGOtz#|E`vKz_#1TIsX05~E+_n8V2n|Feg+h5u+S)ejJOqA zf6|G0h=sl#t7(QLK4ptCq7{k`i&FGT0v6k9%cIJ6iU+QiHhlU!GY5`DhfJ;r9xp;h z$fgyR)Gi+$WB7@0bhI@KS~K(gGDXtr)(*O^>!MozxHS35g0S6lwbY^NEHnn$@$r5A zN`C%!F(f~0NT2HJn>U*m!BkYf@blj-KfTbUBB!1;Nk~XTXXXM-9>BS^(mC!|s{pQH zQ}ag~htCF5YryvTM`O?+h?oRO**Uh_L;RP3)JuyGB_#A@_0|bRP$Yuwv;_v@X^6tr z2iPmSryv&2DRjxul`3Ud-VS#yt*7|9H_kF$VWJPz`UUzhp89;Kdy<5j{DN)5!3^A_ z=mcAX9cZp*pVY4LG?x)JHVv-Hq2guzIOX_V!sE942{qJ0b)8DY1>&*792Q!*Q3VJ~ zVu9dc#%yZ9>jVcbc0L#4NeHP@D$Ohkk-+7xiH=Lc$yqZ8BhW~yu)oKW3Rljdudh;L zOEN#_VwH*Ya&{DKV@*OL#8`2$pqvq&j?RYRB)s%~G@A#=NO{xM4UGdmNYMR!p&5%U z$eEdb1AFi0`zNuHQ1X;31b=SoYNOQT>~!AIUi97`Ctx^+b?_?^V-U1vS~keL-f%epcj6)1L)V#0Kj;%*+nDODp7g)tmM1k4yt7 zvx6nh!fViIn==I+TRDMf7)GoDy^t{3lESX&n=#ca9P3+n2M5M_Cn7q8y!RiT9Dn!r zS2YmrSnXo45(KZVy0!;{fczYu6jMr?;K%|&_bXQWKNcZ15T@~($#CSH7oKYx?=@#% zj)SHV2RK|byC5jw?k~ya{zyMBUDesVQ+d*5-X zD_U|?HQmX3ip&ZP505+D;LdIH+1Wy#2Znxru_?GOBQ2rY5Aceu7k~r%m#Z~K(<|uE z_X~K;Nb^g%(Xpu0?pCk=vFmYCBnHGS4o6#|`A<|T0Vo)@i1RJ?lfATs&DlRbqF_;M zLxEYU>X|@azc?;ia2|{%BJ9{nV#@J_2z@@8HyLE`VEj07Sb^I+2K3nfAs;`Q`&Q<; zfa-P0BmkG)Wo0!bi^mhKvw6pz0o#U*REOEd1B>!&AGOJ$OwHi>`vvUx6AbF=$ctPF z+#)`}u{!H+^LU`2+R1BU?_u&*V>bx=(7dzU(d3GXO^DU?j_d+P|1(oA>XjA6EAer- zm_5u`CGyt+MjiwE*N0TJgx4;Gj^;55Mb~LS1jR7N@YhE0o*q7Aq+~98HWYp=4t#Yg zbTKsB&+O?9k5@zm*xsY;s0X@VF>G))X7-1*zK|-i5COph_iH*_aznC5PT8w~D*4U& z4N?mFU+EJ|{RhmKpVZW13Mjp{A_3r|@+p2B^09IR-x_V6hT6TOZr%rw!cFk`Fi-96 zgaZPmjFBwTQh&gGrKdUhed_J9x6My-(RJ$tK&KN9h?yKLKSd;a^S+lANN@wzNx+(V za>h`?0OvtCbdzamKA)f9{VWEwB=AnC&a+%AW_o5JT)tC=X6RiZAT7Kv)fQxSy8s5? z2EB`~Q7_1P^9Au-y}2qfiocSfU~E`V(8Wg`Yv_0c%fc?iWNYqL8C#0s>G|nWww=BG z)d9Q3Ra6|(A0n!U9jpg>Z*jJWp{jG5Z>o~$z|F)cn>985+ueEC$;q`L@z&gx?O45| z^I)}qR`QG^{C8C}QM6HtL?GdUXOSUnJz_4&nNKcx>`!gp2dcAotvAPt{T0cm;1JPTw_$X>kr7y{l>lR{$4lyO62jOX z>8@TT%n5pO8B_$ePb{q7LJK%hT&hZ?KM3*pvDZuQe3c|pJPjUZ%4E(F&wl9w8deQu zrR;y`)SnIxwmXB};0QOAU*BG6o&S|Yp>Xj<)j#+SEL{Bf4(guZ{(U6~k08$f`&`Qd zy$O3~C%GKrolp>e|6XAzY&7ei@Vs`x2+EA+#w-c81OyB{oy8JrcrOBAlJe~$Qj zFdZ5=8c&iYjtPKSRJR@4ZgzV1qWJ)#-*CX>efhfKUk{U3!lmcCvPvN3ZEC8=$GQbZ z3WHg89txbz7$Nt)Tj_IglNcBw-v+Mw2uQ|Gc{~ z^!AM-#10J`)I$?pW??|KV(5E1YYu@D zxe`tWlQf)+q9dKv_ATY1jKOXXK%^FCrA_?lUN1sXTMKy1xP}9%`OBsm;QPh;MGEpe zbsdQ084qmj2Z1{*vqj>(f)L}Va@3Jzt$qwgQ zpYP+yZ0)v|Ne}YmLTngx**;^(-&ig@n?bY}=ZE`H>GZ`fX3zF6V z!VegTVBlfoCFOndARYG{jQWiLhQO2LsYju;;c{ffM&^e>x_T7x5x5C+s(cz57M(p< z;qrt#f42%r{<2Fm|CCZsk3d7{Q-7G*QO%edE(vG0%LqWzY}SWkawi2UXG#Z1gMaK<>>9X(~;m| z>b%edgUhB5h^=bm65F*6^8H34NDfMdB#_Z3+4X6{&~5#ddHw#Hl`g5OI)zJXOrY^n$cS`$`Nfs;RW+kd70vyN-K=*C2b~9*FH@6WAqQ1ZG9-b~v2PZy% zDuIi9)>D^dH>&&*bPNr@F^1?;fv&y0HgquL<3q=w{zZz50})QApsh z-c~oheC|Y=n(90Q?CRGdwV!l^y^-M3 zW+|(VxhTH2UPild=Z~az1IrctT)xE$!Q*GKNQU-g;-jY5+w!&L@uJ4+VTp20>@N|p zAH@|&K(gYYen!@YwVN_Dqc0>PB8yw5`cEZ4aD;ZZZW$#_Ro=%Loq8?{`qzrRd>xp5 zMU?;>K{z;%tdjI^WfBtmbCPRCz&TOQE&Ns>`HXy<0ko*wR_6x>J^+-haesZ}7Ko54 zOOb$1Vd;hMB5if!WYQPU0o{dGF)s#sUf+&p@+46V)?EG0;;@spm^omq_{E zf9@4AkP--3dc!XwV1KlGgebBDnUowpe#c2EA(HeY`ahMX;?Ah~gU&rEJyJRV3*)(CRifdrC(%qRK75b(n3xgxREX`ur@A5f)OWJK3z<~p;Nv(Hr&)wFt zrh2}rcgT>WEa=zq0VHC48!yP-M<&aFm$yv^bPA>_;2mia^pEZFZo(+s{W&x|B&|Uuf>77Q zdKXBR#9pcG^B8`8d*r`7p93u1m)jGC$R%ZlaAV>@EPU2V=MOKe0b~1DEbJTwWScHa6n@;E?)rze-CB*sBGh>;~*l z=Uq)7b||PBs5R;G3?@o3(TmS0{SaUroWUCXrd8UU0H9lf3@9`MV{8l|+fa7ALG zaGdY^_nvd#D(=ybpvEU9i8^t|Itp;=mC%5m1h5h5?-cw+Jk&)runqcQoqiFj^0drl z4D@;N-LPcfWI$_H6jii{!vL1apZT1WKPV$B$|2MkP)kGLDj5(`Ir;F5bemv$EEh47 z4Ab9jFlrw$>i-#U(cafQ{1}xcrvE)@jewTV~cAs& zBev6(4Wv<#`;m*3iL?M#P+MFNrV@q{_GehBo_pAudBsW!tB6&+G@6uZ&Q)}d_Cl&u zA#CiSlC@fmh-lQ6a^04#e;5XxSoeXacw9_lXVEE!0lT{?QL6c>OVcDsNOb}t`IWk1 zVXf1>g%R#LZY6j4MZy!*8>TtOV%SV{XJ_FD3>sz1MIVd-TH4riOu33uOh3Knmb%wM za&K~naAGhbsJO5q9d5o3+^w$MAm(K91%d;yoIT@L5s&YBFBx&FF#2sGV$l2!JiP^9 zflShnBC3O=1AV&=2uT!n_k`5Yi^3kUa%vINY`ogUCCjzR1;j2&2$=R1J9bte`s8pB zkX=FXwGn?my1D+0YCrWUv-95lt*tHnBT$-BVii$0P@2m);7m^ap=F`Ic~8skJX$cW zJ@*?VUdcCQW$o6_+q*(}$BE;!TjI}-jmhV|vCY?x&dpoT%)`fUW*I&RXucEvlg6n< zl_@LQ&3^?tGA;r1KP>H5h#LI|2Z^IB7Z_*^%%RQqz~SX|oOB%2IBajBl2EsP!L_A-Ao$5>((m)s*mKP#G!N{sL{%(j3pXpb` zu|{4E@8EdZ4hVvvlRelElsx%($BiB$WN^`0xYM*h-Yr<~Zhbb(*V4*ufMR?24ET9k zL-p23EZ5_G%vSb&Yv7Oox&T_F7;#fk(U;r33oMd93=ZGu*$Wc#*VWcr?3-?Ps}7>B z$OD`;3%lvBJ_f0Cltn?!$D`9cL-9z*nWMf@#dde~b?bAWHB-ZXq_SMq)*x5&L;ixe z7}$WO8)xeAkYki!ByETppxCZiZD-6T?MS;%uD!2Zlf^@ZoPUYn@-2<~6Gz@56;Kcm zSQsD_>hADzZXU~fwz7P`czU@+Je;P#D5p=ti#10oCAFpyC>07iR^m`F9q)Dr@AiLhAzo#oc*yqdnP&iGH+Tu%K4*(17Ugxofkj!DAo`<#)jaM3+V=J^qBMMvSEA-?o`VvK-m zpW`2#%U#bag4gAH7jEEZgXM-zz;&?j$~(A++F%LIaMHy%Xz_&Rw2O79cttxdHVGme zdCcu{wEa|ZaXUr+BttSS(uv(}7opa|eB0qj+1+_L&G{zc)2%k6ve8$MKHD0HMQMBF>Dhpqq*9Qn%&n^B=6EEgnnF*o?THgaI(NQmCu8>Z^ob+3 zKUQo#)WpeLZ$2w|wEL#{a_cm94wpgA64u=0hDC4G(iDuC1Cc;S*E7dZMYH+-$JzP( zV!f^v?)c@SuT&faA#c!{uV`St-B*TDpHSDH(dNqgbtC@F@!gM%%(1BlSyt z&a(6rkMHqIkhiY*wiNc-=O2>Masm{~ZxDVLCAnh3P;6|$w}&-TQMo(g3X5IY%O};U zX8z!rPY(e6ntq?U&Z%*0HhwrZi9#jtGgfhD+2vpDbd#?XYTw_#JgR0pHSgQ3^$)@m?z@}8(MqaH54@Hpo>D1N8WHHE1gs0| zc+3~E(!uyW5+rUl+Alwg4JudbYYm?wn|Q)Y&~pCxcXVh(G?Ye6c2D_hg=&fOe<>Mb zxWWeVCzn^3YhI^^>V|+CQ=}=sYuo`Ck{1jjLqs*L49NPRdqcC35+^H;wE6YUTyD-o za_e>&PBmvM3e$?ys$b}fu*XYn)TtTWU99Kf!HD04O0-0PSU=sVRHUM?>7t zYN(L&cb-sMPcq~$$TP?D0?K^64q8$$l2e#VMf_|cZB4WcKHmge>I39*Jug>td}v&~ zt`Y(+TU-5u^~|C*S=ZWk6TL{&Z86MlSY!|^lZApzlbvp)1D=D^PaUVVi4T5^580*N zx*#Mj=%b^p?j85C28m}oCP@oPe%LeFH}>l+@K2A?XRf_9)KT$7ZsE;6xwAlDaLHOJ zDMK(`i4_YbO}}erL@j^oqgGK>HLL?JVKIfbjn`=^{(VjgCISqKjYK^}!SVMbnP3^& zn&cbO3sEaIhE68kEFlf$!1%^a?wpy3V{6v@fbW6vHE8VnnQd_gssdO;_7JyH!!27q5+_>2#9=x0~L$ zk57kLgl7lv=-ag0PSj_Fo^7H3dHxLN~(`H7P^l*x3N-UQK zmC4S_{dbm^K^vXa2NV4o`RA*&?x%l3|0D`)cwOC#a`M)DPP`Us$r~T=m}7#1Awehq zZZ;O5Ot_V~J2JELoATXFow+d@4bcYGgte^gmtZE)z7z&BIH#b`78&NyH`Ri6s+BVQ zH?MAb*q~W5OUZ#NJdZb{y%z=ab}e>BR_jzCRUutzUA5#r^JVgBLLI$hy5cSu)n+cL zHc9eF2093y_dNr!;MJLF;ohG+YXV)^Bhu)cwt_|Z>l}qtGVAv@(obR`5lL#$LVD^JXox>5u1Z!T$mAX8$ zRB}CHv0_1?@Yo*0?uj;wI4n0l(H(D3J@(2d90_h|vsgQQju^vE%tD}g3q4TX@KM#W zzCKm^-eLg-CF2r{m;^@7AL-)F%m?$upp*uQ4Xu+oBZJ7s-*&?0m=E@XIIhTue%k}R zf$XvDra$W#^~Np^rAK8Jg*AWAu9#F$gEEm!?k(Eb1|#jFztDeK&nq`u7}u2Vke6nY z7FG6h;=ees6Qz+BYfiZlj{Iy(eUR4G^So;Ao~=~aEv0a-HR0L6xrrVw-Xgob>oahf zRe1bkaXBYmH2AlOAavAaxmH#Y#(kYen%*x%`t8JP)^nSQb;{=V`p&Qd;yDZEoq*5< zvX9za8}IdzB1TRqaqOQsbbE|eOJ~!ELL6om@~i|H9F?PC$6c6~!XS{u4$$8}%^qQy zA4!*cd?5o$XkmXm;t1=!CEi-gWpN7J(gp_QJ+oQkQ>ObOp*~VfJQSY;1vspQ89sw} zWV8=m(I>DF+VON2|?*vvb&bTHzNBf{;s@B><+N}a3oz7X{;2n6}7!N@9~M4H4G=)NhCf1xMYO{H2~+Z?80$Vs-|QGJ_d@`oA3Cw_-a+=)bz5qc446 z=i2~}LI`}<;L?-HF&?)6BkG!h^XkHN(%6ly#HnwfMv2EM-+5ee2 zb1rj}`S$F+)_T`N%FyG@%))9C4~GS(Vbb!Q9u|0a<2wi<87r$E#E8kr=+Q_VBg%r& zen3lBY(50_4^d4)v9nU+$Qiw2pmWveUv~hVQ3!ySpW% z610WdT_>esXJHj-i>+Li;bT(iz|ao%1LOD+@^iRQ)airi?TY!0J$IL!!Q9?%NN)DT zfJeg8A?uDuOJTJgfL)qm5ctHY|oFY6_y zAT#kxJ~m^)0TD`9(k_;|pZDw1$a z1|GwNe|MBA5Yx@|8A89r6jO8ETTxNkseF~@{c(Ns>2+V^Kv&n0)F5QV|N3fXKQ-vt zYGXt^Qo~4`{Ku?Lj;nWVzBzL~jhzt&Ni0NyB01ylytEvOzmZ~I8FOVFv-I$7_-*l4 z7IXQ>fa-c@#Od{N?YZ}*>B;ZzCvPCiYFoW^WV$*MxKm9qakQH`V|&@N4(E2ijCI_SjjBST#lnzYr>gps1>Q>C zLU{2TmKmI58-a~Uj8owAVChTyOrnpXW7Lf@uH}Etv(lr0_VX-Ar+%`C`XB-pAwI#MMYtc-7_A`Bx{=9D{}S4neAdgGn=HfOz^m zpf2fSL~+|*T+AG3%JrbeL5y-!g6dOw?(wSC@9f9~QcD8Jh5zt>Uzx|;+mlslal>6p zUf$$828geKfngY+h0*O*;d63_-lBCBbF*gwY&34de z5PHW*G_of%zksxj;n8YNQBf%2+-(?LTqGfpYj@Y#9Xk$WL{2082E60Dx{=91d4cMC zn;DVw-tO_V4{ELgMmCE;e||3Yo;QgdPq+7=N@s^R6gWM4wn?C0HN2JR6?RH*Vj4f#l3|(RgXh zU)mJK+ZFK*#Ck7$Eopss{YG_YZn4-HVi`?a=ra~b@+X>!ux&;g-q@t$@jog}(5! zB=2VliUCU7gfn*6o}#jrYd|vccn5t7!_uUogMYks8@TVbp0H%NlWlNOpoX~yOfd^6 zG$Iz{+vjFV7=xd=7QE}c{o}p)I^V->-h3h$KUkr@*cZM@-jRp!mp^T)u(o~yi$RegEprIl!`*`=?YYhv(b!bg&9ovX zSW8<6On~{!`J*(WmaSPuZ8^f&P#PU> zBB{9>35gj>Y8uNzl>v<6B$$SGoYZsAygRLNWyrSi9C>+is8829N_JPtJ#;5QC+)9S zyVXbAN57@BAX{IyL7A*q`+GCTQ6<+tiPDo6yMk<75w8*Olr#(MDqZf^K&@V%>bqC| zdlBL`r{~E*18zYQ*UdSOCT5^CKPaFgbY}w`Sd57%Qopo5z-cBmW04p+T$LC>Nu?#+ zMwZU28>PoRQB&yt{nN{nx2mYQR8u6NUK1aeX|S=LILFuR(mPRgb9=2`G&B0S;1aYw z#yS0i4Lychm@J?&az66;K~tJ})8AhX!8BWrhK42pHNZ_}>EzyA+69Lrnmd86ljtLR z+h@ob$28x#|IPO66JIgu+c(A;M!w9)q)%n2Fv5vYBJ15`;vHK-3SKc;$>{X6`HG~p zkk;YN*v<%dT8qNz@CPJ+zEz(|S%a|`Z-y>ZIP^d_#Qks(k|d$uZ&}=YQ$MqaJq#S4 zQ48*xOqApAA-kn$qRaNdZn+t#69Qi0VzQa}PnxHz`%4SNNn2!b=9g@LD9Hg`XkA|zud$l9gXD(%$yS_23* zSpdr@rp?7E!+Eq>dlP?-BjZb{vF>ke`5uCp>%83E%{bLN8V-{i&qAmIdK5Sc>*OR? zPGk(R6q^!{iHR!ka##RdqB6oV@*0FIDNB&y*2RBK3&$tS?2$!!N5}+@5-|IiphP8W zN{O41Y9uw|U~_~<4|V*WJ}G;Y(;RKwH>8mvFXBp-)NXe$&{J(Kb*sO^{Vqo*N)-TX z^gG~RXD@_EU1vwX3#KYHZ!CWQ6{l4fZZJ)T{Xs>)BQUwOveXJ3l(c;*WmK1S|8(o3 z=;Gr1f*5>N7<2|cLD`Mfpi|0HEts797GQeAdN-Wg>YpS$JZQ&vuNaJk8yg0O(1U^k z@$i@0?4=AH(BaJld}9njyx{J&W6`xp82P`Gqnm{bg$dazZW$PhWg0gDuTlaTbkUAa zB+XeEf?Y<&xO7exH5V4sh&?Ml5~cr7&-~OBg+`-Apv?ci)n`{FfpVqRiagq`CF4TN z^nePeGrL(*#4ZLd2J8myO|^xo>^<##h1Zig+uu8JP#=yxO<25G+Ae#;s2Lon8X6Uz zq3}~T5%&=z;pSU;of)N?&Nb!fIJNd9wPwitdCv((BqGw=c2-y7IucDV$|@L1y!y>x z<+2r#VZGkj2p~8$i7jYQWVFkoYfVlbS@kr$Bh&V`-9{j-j(y4da9yw@LyT(!#&A6! zKJR|~So%3(aw}kI>^-!RS@4%~s;1Au!TQcx7DnqtOvvbM)JB-bcb$A}+H<_@7}-am zBMP?)f<@Ow1z@3*1bmd}TW`QNniWo<3Ceaq1-FbA8R_u^4F%Q2FZpCCv4RIFmZML(4p}MZ>7g-*VO+k z#wfV;!qU(%qqf7$L(jyP8J%)RQRYm-4-zh6<9RVMaw#ODX;MTfJUEunQ&}LUDAw>X z^_0OyDo4fAi+kVwjK4*}hVh1EWoDij>C52$`&0Ry_JfLoDkO**>ml0!nNVOizm%$w zT+>~@EjbV4D0^zGf0`HqBC4jAD?=ihK)38P?#d+6|b?@P*menZ+*mnu&|Pd2YRJ<)#dVP8?dwIORB&n>Xpj zo2mMg1BaUYLsCnue_EHEVQ7H>c<58j7F3>u)(uvOdd0y|Hl4J zfy@`jqH}XTPheOybx#-Jbos z4u_bEi_i7os6vAcZxU@1^V6>TTsD|cbq#)XgM-H^SU~hIVH_Z}RE?peYxLk>|1@r1 z$k6R!b>_afznkMh6RafPEF&>Z*DO6@OrS(sOlmL>ba8opVU? z;b_jQ%PXk}RodokZABht!Y=jThP>ItKNFZFBxNA9y$pg2EG#_I)h2PrT|8zAE(_)l zsF8ZS$DJF2UAEd-*C5QQ`Z(n;-$A0#Exvl$+A8cSC#Bwb6_1cg_>ffP(;D1A96B0E zQAvE{-}DF{M0>QcQJoT+ot4iHFu@Zb8&BdXN{xLWi56RIZS4k84Im}u-(24*hEZ1j zE%sw~G&cR-9nt18T!&`cdx1lqT5@DG+Ro9O4NOJ#lEF1q=Kgt=H^2MhA6&jg_Qb!` zgOK^=r|3_&eeduPeI${8|P$ZO{rYsznr3JZ%aZojzd?{*0m zf?c&IDztebhv%lZt?p1J5Y5f+#ULP5F|%Lqkyp^N^oym~SJkfHDw@~!1V(AbByNUx zj(StYe^WR)a~&^6udvY;Ba!Ws>)k56Jr2y|m!y#1F$oq`Slt8!o)&B$0xqSk^2u^=ii zb>Mk&&rNZKi57ltU3I2Jg^8)<;N~=m=t`MHM@xf)p-`)9adENw%oz;@`f_md%%|-O zxO-z^kn-610_Cw}5y6l`_5(wCc)a%hslJ&%dGL>oru(+*){KRa3;Z?;b1}WR+00?P6Ou@N-D*nuZRs3e37Sp zZ5D8-m{{1^$rRw)_NptvX^F6LvB@r@fz*Gy2ip;rM_z&kLrccEZC>MrQILG!?=_)g zEJ==6kyl4X#SayM!h)cl4&xXd+TZ)?C!jtH9F24hk0|eC%@Z!^ZqZedRQW!GfFLi| zQ*+4#7s1lZ*&O$&SV2SsCn69S0cjoTl;~_A0OdG~g+f~v4m-Iw{_# z?fAx?UG*J%K|#0Fg0_t8QLLgVo;^fhB@bc}VMkaf*PSG+id!R|BGiPlAn|zw_XWgi zRXQGt9O`bU%6}#RyZUkzhyBAxUut$v8BA5xX%houmK@B9o-TDc{vTmdjIgOu<}{?i zA}wGua(_X*xuE?yHwI15;@@nE{)FQk}2dZu8*Kw~2Nh z=U9ZX?)hdeDyo+5Yzq9BilgFuk>{6O%ybM)hTYHIo4vqhj!#VQLW_Rsei5c7N{BVf z>}u3ixr^6;r}YX1>z;-`3N|*&z8?}6Ic1VseZUWSx#gA#Yiz8&=LM0)kZpww4qo`x z*Hf2UX$@)GhAV;#{pXK#awTXge+Gx@TQ4&UhtXisK832y0%4Y-in6WbU6p!IM#RAM_j>r<^BpI#OZeqPWl4or=J%4) z>2S`mnF%0>_G8RFL9B-cv&u&nF*?`epilk||3*ILkJ5q4jq^eL?D6>prap*NGwYwDTzl#$=`#4`mUq>!*YdWr1Y!O z+c)AEPQ^-!^f!?B@z38&*GU~)HR1bxhHR#s5Del_B5u44b|Q6R<@c1z0+?Q~5l#7C zh6i1(x_VIx7<-s7>KA%CVwp!8GF39|9)-%15;^ms(l@{C;(k7010ACt)ug%U9wPXy zDyIIc6qpdN2LEOI{21=nx|l20fbLO1p>Bfv6&< z08nEmRZ;`@;@A4O?E5WHjZ>iiF@bu39G&*tIns8nX0y1q?ajvESJ!K^-LKpnFBC>d zW8>XPd_;ctoezkmh^ie(o{8c25oH2uER5S*H7W6y5||325xw5=WDBukP1&upj+D+T zE_XECKHrTV`PRtQ-g#GbUnRBH)Pn<8nw?_H$NCrF_jpfk2xRQ-DPIA7m0||jqZ-)d z_11wj7U9QNe-p=D@VLy4>!c_1D;cEJECLsIEmQs{yvT@t$f@DzT;hLhiOrP1k9qwr z)F<#%s~D|J2Ipvf4uvFkrM0^Dhg%wC&Lob4`_f?s6{goJX!GGM95jS*`v1hX7f1H5 zQ-R0dMwCAVI43#-*G**bj-->_4TJsy=3a_T! zF=rDXr9@ru zM%-j%QqdZH85X`K)COSIeJ5Z4+mfr{r4W+NGS%X877puh*GRL_=))KAS zhJ6(|cvnD%8De@N{wm4JqNQyE*zP3NWSS*Q%3ZauI`O?3n;JeWY$UX@u(baRo9z!W_$!#kT$~9%g9$cLb)A!>cQld;6^L>-P25jaPD5}6Hw2RrcwU5%y>@eP z`X%ZH<)NZuU2o4?3v04zeM;)tX2djB(yxR5xcFFRc@7vEm;)Dh3yV~XAM2S)?qN>s z;4__yPnA>6vURBgqKp)O2UD4rD=uCfWk(MIcw4@!;=z`v{6dc`pFx)~-Q?f*Xu~Eq zY0yG}oi=rI4PZ3weQ7QzHf)Hti_3_x3?%653c)VLz9BPc%1s(45r%*fdADHsd=t`Y z2-bXoqYFx5gKk4-VTu0x`oAB?Y|4YBEu=~j7V#s~UVctUZk5i4d`>P>$Rd!FDJ~19 ziNBUJKxC5ETOp{5IhbtMJc_f(UB&%z!AvjVCXtb4ZE&@gOxK^Rd3ouogI9t{PJZq- zH9A(y8yW~+$H`W6@zMk^a)0i(dKV_;t!OXtVKGZfoic#(sYF0p(D#lxfF=Hgpw1A+ z6N?he!55hUoz%KPg#sdVsX56JOwOa8?+Zpn?n+6ir_#fqTKqQ=uOv!MRJO-#0rnv# zSVtE}q4yXI()ssm!$ZqV4-G~tv!oJ+jg2+xV`hCL zD#|oAdKzJiPK#_6wxHdy($k;Co3kO|(pEdy9wGZ*ZO*l;h6G(Q_efGlL0Gnv$#?aI!Ri1FX##P9wZ@|e83jA3)O;8Dtev1@IZ>(jd>nk zhFNJ40wW1~P_D5$&1YWhY_S2t%35RXr}57NG#K{Hr1Lp!T&X{gtT>is^wpa(?Q4xC zmReE0Js>jNy^Av@{lThc&QAYkVhdtlnvd$6DL-E$)LLSf+c6zC)vK)#9TI-csH>Oa zWaqw;<9MVJ3dqLYTTX#Ynchr!LcSbRp4mP8GLo{!#nsP}7XIcy-Ko>0Dxlps+c2vz zi!#6{xRsPp-h|O22!st7X&7Nv(s$G3!shjIlB5^V;FRbJ`QLx~j6VPD=I3v1l`?#k z&y+JSOY8YrO-e1IDExN%h`x@6)vAfjMrx~9jCjH5bn;OM!v*sfPR`ywF{1#)7{q1G z?iQmzDum&z)oSdH4gjs-+UWH9Pd948R*-4`O=Z{KMi(0IW&fZ#WQA=pzB|;0b&Ux= z8QlB3gm6gp7<9h&<^B~SoO41A`v?dWbO7&XGTD7Dq9^1rN{^qmrXtzYVtul;nG(M&^}fII;2Z zD-uOTN(=(k^gMF}VU)G;EBj**{ByB@=lO2QUD3}-G+!TQnsTqz_rmyZ)@)_P=?-xx zo%8>MI{&0b60A9~UGR31KAXPY6b~t;c(QSCle>zup7Onn%bE4P?RY*VC zEr8UJn>EgppIk0qA^Afn?rxS0O`cLDC3VfLUq2>Vt>S9 z{e8Kf_QYhI%EK$dgNg?GTSC6!gNb{xuqaWV`5j1GGh%xj-*aNvN76hE`GR7VxqtC% zuc0loR+Gk9Ie&{W!kv6a@f&i8hzQHZw_hBbHeRe$_t33VHy&DOOotHiIh}>DH1xwB zrF61+ap1+tD}lEB7SO=V{9`f`><+EVu~mNeHiV{>F~v*Rt7tQoJLdzWJI>n(NeLL3 z!zOW4(ffY=1n2HN)fi!%`hxqKYHMr^Em zwR>M=D8wi8GbzQSIMzS!heK`(W_nq(%}%YW{YClcXvGR(2v3M@L>u{VYvloKd^_({G1d$L+k!q*X`X ze<;pF=g9`xxMsmG?s2casK3`|8w&{aT|ecKkwV{8u_04a9G5Mi6X=q675px7cQ3hI z0QNu2Tz|U)^IWT?Nm(I{9Y6s4jZA5+Y~o*!U^I-fyr_NK!abm8<5;oX?SLL@u|FQ^ zaD?K(F&AvwsTeMeYTDT+EFdkIjOMf~uxPkB8Hz3Vu7}*D?UTcFe-bd`nr|E zU>0d&v`vC#I+2c?FPdAAjOgsl8n0I-$B=em_&O|)De5KuRa3T9)_wljSER=)4^J+xB>W zpJY4S+`<4J8uR-6kcynViN*}`NEc8At(q3gE_kd?49I9zd`kM6u1jwOHrWggEPd5} zUOu-2`K^F@5wVkh;N{c4Tt&_6&m4akJ<%tE2KkE zF5>v7yUM3)Q@2~d=P6zf9VGYklpVQ@5>y&IW04)8EAMs56NUsw&|y+DQ1$g2dZGKd z;iX1?yTx4#+Zp;gTbhRKxM|H3POHokY`MMf)b!`{IlAi>PK$TCqenHh9aevF`usBg zRU;_@%$xlqqW0RKJphVmVDfW{ozHYL-P~uEpPD3`W2?M!qHPYIo(Jz6|IJidcBW@$ zkyiG%vF}wNq2@Z?JZAl0A0c!DjSYbv?E1e_(`JG*f#U?v)l0A8#H?$+&p7cB;TF`1 z_VQb+NWAc_<8Fw{w&NA1S}O#E)0_*0Q7&sOiD`|cY4gcS(fY0y8Ft}owQ~uz;>!(* z&7mS8;MvL$soT;=hr~sIq`SReo8y&+Gv^IMjV!1)op~}FbTj{C^IClFy3>Ahy@=}- z<9vr@{MRGN;~J~hp8ROuf;OTvQqjDFhNVH((6;A&B)%Ls_=J%`z?f;tf=TZmPWy*! zw};>GqqF}v+^uJQL>(}9Z{zRM(NMK7nO|9DtRQ4Ut?$l~MWO|95osBj8nO)+N||S` zT|0>YtfEGHjotYo_1+Y_7NOsHxhlm>@d`c5qeK^c$9uXXKmo17eb_=%||xr@gLaxt&j+(N7* zw+0}6!d`2n#YmV@xE~?3`O?Gjgs7)UQC^pPF#-2%*-IqzNbrlJje+~ zK|($}7uU7}r!K2a7Rk58#i330g2Zh!Km(BTyB(|Tx-+o42BvZ3V2rrU@(+}s^A}uZ z!>_;5Z`okhCY_+(+7ZTjflrlbb22fJdT z78uJm`-la_2;lkodq!QV99u)TCpUeXheaj}Z57ro_}O#adppi z$MRwHv!!%pWuVzs37h7QnGztQ&?glv+Kc{^$2O+E0`gcV^5$G+D^mMt9Oc0tZ>`T= z;M-A2SJ5l9S34k7*-NHN9qF>ftfm)8JrV1RrtNG-BiOO^-m;c^AdvNhUMvG{-*ML@ z_>azZx6a&{Zn8avnVgW3sP~mZrcl_IY~bp=d3&KXC;B;L_j6anTl`9x^m-tZuMd5{ z8#Qaqa_EzY{~0|cY!f|;X_IrSha#iFOMqP(M3ajh6hbXB8fIrXp` z;ZH!38}#Q?moQl3uVOLE-mqgenr3qoqPE8wUBQ{8jxbIhShty1OJj*E*u0pz0so!)j%v&TyKl$wg3 zfYi@2d4j+t-#A$svJ#=4xC9lz60V{r*Y zA$IWh$l!se4M^Y~!0l$}qfi_Z_UQBTYoSoFx=s>3TEc-V`Nl6=-ymzG~quydH{qif&Ru(l8=XxLcK9 zh5DvhMLz?o^62SP#}SKiMXU>DYPA0% z{QZLYH1%G3ahkPOhs2fmTUTdB*6+Ml8!*=3P6bms*Z*7dMJ=k0@ic50Rrc2BaB8?t zsNO{X0;sewl%!IIO1($uxgc^(1{A)RKCMWLJN3_|z$w;~l7ZS*o-{5X<`NnKlq?>5 zAS`K~lxnLJ6A#7ictSG4g+MNV&QB~?sBvyB6V}eC&j=Q>9aWX)z~Bi8`Unbqc>7l) z%0~djaS$tmIkOtQP;4Nur81n zPScJx^9}o+Koj9H4`^kTs1BQFFyI_J6%nR80S11pUh#>4ZH*75&Be#xEwcHK+2LV& zg9(%b`l{=&kk=@2Nc;-4l~eU?w@YR5Qjyg6KrZfZ3i8<2#dngIoa=XE2EPGEZ{ z%dv)nC2&`??@KSbk6h}oW8XE@b4gxbohLD<7fwOugry`b^Im>(>e+a9+tKz3v;26F zag}r(h`Hl{4`be+9t(Ujrn0B1G0+@sR!UH`qzZ{~P;g*IVJ6x&CNt!7(8)At2JHW2FOzo4kQpwN9L| zh0TsIb86w?R!6nVqXC#_M*v9x#znwE$|YTPh?2sf$`i#o_^JA)|E;24b9jL-fd2V2YqueD~a4=~Sd|0GY9(R;fC zhK2O~lQ7Z#^A$XJ-%dIs{hiYV6&po7OjhDIP`l9PGoUY)Dv{Ve{&ul$)6Qmi9vDTpA@EFC$G*UVGMDo)F_saJGXbg_8*bjTT zCHCiEB=$g$U!q#E9h|gGnD@uzudFwU=j>K?N4It5U}vokai`M(`-HTP-41JpCWL9i zo{L3>yXP1jUM~&nAy(uval?j_<6nO;KQKSHsz9CVX_b^1m!Xnrj=RxfQ}4%edfv-t zZnd>e zH;VM{9OdD;XoJAz516N3J@kAXo^;XgxDj(*hGJIVr69Drqr(U(WIM#+Z(C0F*M?k< zK!_2}&s6VoY?ga&Fs(eg5S*$Je5|%zNXPdCEP&kY#p3z~v`Yjl$&4M0oJgb-#{Ky< z#X;l22VGo7kapR_Lj_@jS-Jq>@&kZt!oGy;RH0?18_I~ZbOMhuGjsB_78#t2pE4a zRRIZ@F*tf`$LBfhqt;a|+Q@y2R4{c}cP;kL!NU%S$_6&OlR24&(!pF%zZj2@rSJo zZ=Tm+6O$eq1f%jw9rwC`1|z1#^~Wvg#Rp&`e0cvj7|3IVt% zqv68-e4ywB6rvJtkQ2)iZvSWq%^1ztf0yqS*W;$%QXwTY>UOPyCst(Ypy}V$y6uM- zkKL=fUqM-XFl1!XMri2LS&?Zoda(;Z(RGsm$_ISw9#~Iuf+Q!a=yZp4nl%S(3?Ll; zd@6ioap zJv=1gOB)i^x_B3)x4N$N-1T28Yn$&ip(~-V-9Hl&fR%Oq8hbvdfruW~^W2kQD@%Xg z6wASPXy((Im$zyONM0nc&-UkkmUM%W4v?8>PI=#6i~!@4vknlX;{ngno+r#YIWPn{ zXDY;Hy}hh%(k}h`m+fQaic`M)v%mG)^pje16b?ttbOT7`m&fNHAfyNI4qN$b&ct!L zqdlck0PG0vsvP@FWe|9=2u=O?M6Hjy2#+tpxMo^EvB453c~T4#AjxY|E`~#zjgewB;?t10(efhsDV!^$3et3hU9U!b(h;Y-1~ra=^_(zp=&onz5tUU1j^* zV7)Ou3s^Xa6!@Gw^FTYWDWH%!XB|5i zQJ#lBh&V2w>C%2I)`j@PKfx~nnB-q6&h&esC*$Q5`etD}Xeid&t*>wmZ3c`6mkAm_ zk|(^M{C`C-W*=SaHzJKrmN@aebbe0^YYq>lU=_B^Ts1?(sqA7&5V^N9nZAnz2$ObNa~EePSQmKmwn zCBqs!97|zP`1$$gihmc+$3`keJ$9^WO{W{_bTMYmvK%d%Lmq3=R^D=4ce2_0+zjp62neKWc-8U%+)-SN#(ls|IK zf2|9`=`tA9Q+hcTjKCf0qxxy->Xg?29ODKS204u-jRT2-l8>aZ&~xkq>?x!u&;}7r zDXwWGfvE}Zyl-BKz}pf4bF$re0bc&txnij+*30TofO_q>1Gt*W9HB(<2!jYk+=o3f z^4(q>z^1j6^QxYbgq-7ZwJtH988MnSJ+}4L7qL9tN${I84#kK0rZ$$ZlQf!;qOJ~_ zfg#z2{>;F1dUAVUyHnN!LIZ?`1$B;6a7dwF%lwCujzQ2xIA90Z=yh&R42JKWWI+%% zEsa>LtZktBmwB~?+r?S8_Yd&nEefa;CVnT4#iow_RF?Z|I=OF6SSyQ@nf2Qnk-Bev z%~7b5yd12LhJ>iXs;XMTyF zW8BeemV;TAF2V9cY%4uP_-#s}o_5XUMlB*2P1+f2kB$eDYBVDOXrEAyVV50fBblmd z_`2ffE8ppXyXq{hb{hjw;2_>3JZGR5qHo0Zf>GD~UN}0M3hHo)NBu8vmq4ov&siDk z`tbrmmzVKcP|jd_dCZW+ME;^CWKWK>x9mng}@y}6P5rjY8dKTQwkL4Pn8Eus4@ zIIxhAl=wxX2ae5R*_6zb`d~AdO9fxvh{=PocvFD@ISv`BdI@k;tBbux+$@`8{NGy1 z4yyS4Nhtl?&ahtQZ0%zYE@UH_Qtp5l5!cZ?vdI5%M<@hBdkf6SKMW@LSpjVKoBCi< zRM$@rTxuU7w52NmrP3?7^ptPbOKs-~&f93GU@o5N;$t#_uk{f?YzOuIIR!6}5SzgG zap(lPLH_$U?Hh+J!OaD(Z8s+uL#w_A8+%*t{Z$N)^zCh6CjN#KiG`n+K$h9wp-e^F zFM7VwnvUmH(XcUMzOPque3C@5Is-xQ63AW-QWL?ez=_uq9(2#{#|vEL(=()n;3zeh__ z!9df#-t^3ytgK#EZQvu0W}2&G*IHq_yRS73w)Z=GXzLKOa?Q^U-@4peU$K^xnBE#i zXAW?>P;YmCg#!FFY`ToY>X*gWNptbiqdH9>pI&SU;I}y?fyMQF5@a7uLC^+gn__*p znveq8XL2j%SFeYIBM9kjT)P7PzFUMKF2li8R0(_)WH5CW z9L1+dFko(JT9ulw6ytwo@E)J+n3MtKq2L$Gz2&xrYY2eSZhRpyQ#%cVE>yGG?hB?N zwuZ67#8h@f0}7$j#p%QKoON>Tye7?|_~ioE27%Wj`0X->NiLt5NxVLw8p(b0WBy+`vG8s-ie@zqZnC&L_`|T^^8wRFzCuUl zFR#SYCO)D2`e9Af*{`M8Qex|jyKd>QavBVvFCO)Rf_{~CHcy8Gi%X(4{x%-CljtC`9vqA@rGrJz(`(17_X@`+lcy7@EecDGjlqrCJii(!u(8Fe#Io-lMwVw+ zaX0?qE<7q+U4npn^Ro~~_FcXC;DLOuG0Y-AAdlh|sH=2XOX!ykkAPWUaeHH56kBhO zQ9z9~bt|zv(bq=bMgqXR4;2yi!VkUvr#XLrw~~e$8*8ua2fvc>l2x5xI!yz1fEjE- zrlkMTyD&P6r2}LnW5~@f+B~;K7DNVA^#dl<&zaB5%ne+Lt$i3gJUfB$VW_lPESEi{9go0XqR<2R{}8u(RXR$Q*2MGLP?%j5C;MjJ9HXyUPmRuBzgweJu{8b<4&{+Ld= z^6dwdLB1|l?l-noQc|*=PRKQ<5tK!NMBVtUFQu=<_e77qD;VK48|d!^zkX3>f@gsL zn&DMyYodB7NIizav!FDqxa@pAJjwtN4`&mQ&{fUmpC{6SVKxh}ia)WGR#|M!J@w~< zkWL7Pv~U!4a_IfSpR|ko z<1@`(NH$?regzndMce}KOK-jC(1SR}})Lt)X- zYY(Kvp}EVkbGp61fRoGi*H*fZM;DRsc+X+Gdy=?>kVv>~l&+w>E7QSXumHQ(vt6%I zHw>2kdFJYNubRK>EGg~HRxJsRXSY{dan1EHvc7c`w{EqLTD!%eG_|X*UX#|l9kR*f z${*9EdmU6>vgHC}F}$_AqtsZ@Ou9$FUZ*)U7U7HzE<14+y#xpqzTlsSS9;Vr`yoFh zG}3dj5)|UM>ceMPoCfEv&~9i*sP-<7FFc3b*6ys!-ztWR1=IYEk;tXgQm1*w>iur^ zW(M0_nc~4yb?+I+OcqlJbzQ(OK;}FF2el_*d=!FYA(J8FJlwd@C$yY|{fKg>YAaTo zbQk-|Mcx{6C&?H0mu5TFCS^Luu)(*zA^pji4BTYu_anjv^^6{xpJICr;Fi@gxZ`&& z&V}NyKdn^GfkPRHwi#y~uWHk-w85`8L6BYT{>+m_|Hdlqx99A%ygIS*>UnmV(th+O zO`v*=cL$z_1gx60g7y@`m3`s%fCOF%f#1ZF7tduG;MtU`!o#Iy>@oTH@XJ9%VFksV zPyB<~#`k*REp>Q~xjZL6+l~&hRA4JBH17nA;HwHcc3=n?f4I2!(`PAp&$5B0TU2kx1aO z7t3`d9yhgr(FlC{Yr$N>2?{p)$+!^BX9U|EG{Zu>?8lPbRsB zTv*hXC)mcz_whIntP9}VZA@&CMdIn4cQLnaPZ~?Hx9wZRSc;B>SGKYL1#wDfZmuRR znO1n3yTq^U*m=APXpW+oIE)I7g4k~Zpu!?B?OB5SOtye~FH7z>Uorj8OjpNmkxFFP zWVDeegfTj7dgQ-;#kKAV=3!unYjbg_J%@n;oVp;N&-=qoR*DC(ytqr8w|R;YaRR-S zu+$lvUAp z?|X|(6*GF~Y7x`IvvBKm0xjuHRB}{WJ?@wMqM0Ypp3#JJ01)+%hnKN0y$MYsfYnkCn?;YpNUUn+x_r@fwcv2L!g(S->fH8kjTieqNhty zHw}m1g;BA?W)*)yIDUWmFO3@@1nVnI{oI`nH?ZaK`Hj85EeL66 z8Ec{%(JU{rnB?dqtV2pZz1(pU`tG~xEQWyTmL#CY^T}bt0W{RD*U{PLO6C(LfKRrf zR?Vif9cKqVcpt)FW-vP>CH&P$>WhYk-7O#gi2dxni$1dYS{ZR0vAkH!BJggDP)Xrl z3ty@>ECJU#YX4KJpd0&B32nBclg~!9&MwU6=LVL&{!i1W$v?we=s=$nIRHbL9_ES! z`uWua1D>fqF+h(@0GQ4Z$PlN=r)LgIXDB+sk>+Uc=Zg&xWkYbgi`|34(117Bxt z7lpHJbF!Ok*JRsG_GG&z*JRta-PB~;w(a*kzxNw-{+)B*d#}CrwMfWmzL)Qn4sQ{C zp})uKJMlNDo4pez1w$-OyU5fCWY1OA^7jHYXn^`wQP+1Hqtdd{ zkyDLcNQgJXPj4IX>q|ndBwi6M z1ao~e@f^O6XIkBeP=u;**qCpjkOt#mnA5d#ffh-yMaC{ycoWx8a=PgXpH?$B*B`6Z zG!i9?PA*s)77*Y7V;M0LKf+>0dL~}zLcl#eJw{!YDh#LvifsEg+Xry($T;1$k2-k&#!IZU&AUT=nn0jDq+cSkA@MiHaMC?F)5Tl|ssB z4QM6u;#)3CsF%ou0#T#tW|U?O6=jZBq(*Dlw3XCb`#;$h`@Veuwpc!bpcbR?4p*b1 z5eY=M)k$Z=jM-C^&J0*U%hZ0&uw^nUo>K{_6rDx!m*k9>xLLVpDdR>en_%sADD<>3TWge^328JbdMBl^BWl zo#ZkgEG?|iN`_tzq_}sv&Z0H~MY~C)0*|YS<%`xK%35;i_Z4by86W}z7Ry8X1*F-h zjHHl1Y>Y_kn8M3)91lnNEYPXw$SPu>EtbrcFR!Zw{370 zl|n2O0p}BV*17MG!8oA_5LQ2^WF~hNJ%u-GsY8JC!dP z9Z+-=Bd{JA=kwc!`x>CGc%TIYiJ{yaPTF+MzV8op3aQA{&%lNa;XKcDe5b58NEXk| zCxxuNt!*Zeq3rW>?ju6rJ-ZCK>j7tg0oE8E?M=H!i&Q#Q22vH$9@`?YBA~UZ^&Ihr~oNv_CfVgmK^o77|cK z7Qe%l=}8Kh2NV}-!;s+ZLsyVImrv#fUmx6+4U@ozgC0SWDXyuPWgYgoCMQCiKxGmi zqwoXA)@C`&yKlHJS)*uCu~%TYtaJbB{jiy5-XTUqpGn}f!hj-x!5@cJ`(qJk zShrwg4fslj*<%%>75SN%RA+^A{R`2Pu-Lx&7YVugkGnXD3ZkimU~B#~*@|A3UUhmu zx)<1ddp$nWmezhJB)Ueis4t9#xpxe3%YqQ~&fO8>+AQf3#PB>G%s}tH@{U%G28;qO zSLc%w8eIPAc-njp{%X*75K(PjPjLy0RRg+|PEO7^abev8grBXRP3dw!45<0QwsBi2 z5qb0eXg2VB=*R))`5y_?E!sO0;~8O?ZAKHU(XnzPGPnS&PHmRXUh>LA z??}n?olf2GD@ZOwtalM*=C?Kp!TEG7Am+r7x7ST&u4W~SoKI9?~fYp+SPHypW{ zmdO+9>p#l)K|0Z3L z!Pvb`9}jOGZof*1r~1i!-${rBC6WWdvA}+)3dt82TinG%Yo--4fMrUby?nbIyZuCB?BIx67hN9L6_ipi~CcyxipYvXF26=0zo0+?e)qQ%X z-NoAZ8q9f$g?xe%UJV8?LIlyA{TlkuRy({A8*#A~HU~KlDP82-0LGjlWC7SrcfD2{ zCAN^Tbfyz?`^=%A1Qy?}a|iY&o-0LhaCfXAjG!O2ET~^GO+y;+AqKfuj9CeQnkd`X z>-D~4?owm@plBbcGl@-jh5)CbEoW;4oIK9#AU)kct~Hm+pMhSor<*cg{LGqcBJJv_ zY@_koVoGIt0+J^>TAX%@k)M7f=b`=z2M0zWgv|UENF9}WVlz|2PmL^UY@AO^uw#3P zI06L3wl>pISlebCXVf%I9ym`Z&RH_Vj0Z{kC)6kOmvuPB6cr25 zu@Z5C1Pil3GImL#Vg6vjK-RbKiI1~+a&->foZcn9?mIvfgM*%g zn)G{ku?DapSXK0VPv^p0C!vU`UR1yQS%TPd`0=ejxVYF}T~%D>;w(uE7^Bi1T)->_ z*WT=pMv|@c9f^MbJs!6Jh-`p?WHna|m^o!aD%~y_q=q|Q61?JvK<_0F`K^6*PKmJkWfYhhxH} zyM2M55E1CSW2B<5+s_t^&KZVB5@r}+&*tV;2j#)lX=+t#^i!emaDHR`Fi}iU={WOs z8|k9xFt|jLgXI@I^|ltT_VyQ&pX{E*Ou__Evxbihoek4|nSxSbrzyhqHCjQgXfOh` z--Mv#vS`=;dBv@gbnGmjH9mc&ypgQbi0j??9MRE*YgK_GLIrjgRSjCQk!Nb3ExJ!H z?ts0(J4>Y}m6a`5QP9EXkXoX}>>5Yu&`=9`wUom2><=UF1E(78_L|fw#fpX~I5LS6 zmt9ov)z+25M_GDe#y;_d-}hHa-Mju-kt8!(p!y*+;>*v`7Yxmlhys9w@+I%yvUu67 z;wW>l^h$;*^%<-VR&u#3ibLI6tuvF8rL-HJBc-7O08gNRDdxZ79zh0o2h{nlJpe`j zH$Hgro(+VED2e@787G#Pgl5(ATb;SiFu0%C?pZG}+is7bqejYu`Nusx4PUTmcIC=j zu@gCbqab~V-4g^rt8#4ue|O_Tt{e=Y`JpF$3H}eZX(bw)VlcK!|bU@a7rP$v^civ;v@7^x3{$hA~ZJs<;kCWI=$@1c9ujCI!MOttIg>JP)NQ1OzY*gcg;6#H%DYsee27(jdzysbNlN*0jnw^B%&}| zUZJm`YB6;MHM|0>;K$=VfcrChn-U;!*H?rj2q`{^I_v`#%7tcI5Q~&Z(MJDjGDq#-sSU_@7Cq_ zbs9P~Iy&DLVQg$nc}nR(f7131fQpSTLK^@SJNL3!!2I+md|7$BLxazWqg zllFK4tJDCvZPcER^A`@ze>V)ghei`#IM9^pg3({CwTKrtVKMlZzP~$s$5fx0$e<6k z{3kO;Oyu1PsFs$T#aaaQ%SWA4T@AcvkSKthwqLY==19vo*DdZ9np4*-p#r{m`goBl z=5>t1PDcw4jlhA20Iifn{BnFo{)ZVDx*7aX4J@;oogFN0ijGc>cCkJKILq$axRfkj z9QapFX$*;xD!?a^hV=rV{s5vF=?Ll7+-8bKawMv878{S;F<)PEG(#LUel%R_-U8h? zqt6#nINY)bb(4rCyz@LW)`)&%B;+QCH5Q|2>RJL7=X1;`umohjm9D3xwZpsa26z)Y z8?#q#rM?fBtEJAr?Ze*Xv&aRnLcHS48vO(0h&%AZDgBkZ?OR^s;TU#Z1hQY0qU9B} zNW?KWVf0}FF|4?d5g~7wPp}$Py07jhxnsgu6~wJ+t-#q@+f7PKd1-b!bZ)}TT+8AA zw!;&Ih0L*Xxe@rdT?dW`89h^6u;bqY@PYu4Q_ip;G+7&#%Z0_DQvT=|;-SE_70};b z!*u2smHsul`N>L@%C4oZ8DW3;jVq0xqf8cX+NZo;+McepSlaKz0t&g5V2|{7%vA0m zMChmKlNq4;jkRt)IyClfZQ(St^N*nx`x}`AM%W9)X&PtFk0v2jI2B?Rf+qFvo)&K) zE~_epEKwYeD8<{X#+_&l&y_q=WsRUrbThCjWwCZxeYkZWk zV@IPRMt_%w^MZ?mCWeB(g444z^szx3Z_CU9}vfe9}? zz4&ob8!}btovUs?b1XAEN^jMwpPc}O6@xQA@|l9gh4!#>Dpkq0q<*{%&=djuHxwRH zrn}27An6Lhfm8)L4!x^1+u9^_{Q-Ocz!9?AVu9RDBV!{iqK)?-3G#1DP1hS^^ml)#09)wD$;x-twrV|-qPaAXOXrVwtX-GGy;F;LQ)?LsLvQ zuII)5FoqCEm^?pKfN%+?^f3t9#1hi=Q3TK(-34A=Cb4+|9Pb^;WgoEd0+2?9m| zWGj}b&Q|8LkwpBvrVEHBO;M)>cL=aBxy+J zvdYWK&%W!fW0HR%?eTT7iE};C@&9G_AXGKG%eTXhP`(lH1Ba93s7av>?=#wd;>=vfJ{UzTbV< zaMj^nGGoN1+gK|2>1^s>0D~YV5AelH*T{oMbwH3^9JYn8#r)bc(cy0K;A>1u{Y&ic&CYbU8Q*b8IxiVz+WI z3uSfvgk?gmtcT4NH8C}*g?kIINMKD6!tUqb=EW^VV&Dvkea$q`b@&?a+3$b958MsZ z{tBKGE;;Q+vmu2^q-UU)v)>`5ji3nxb)t))E0->9{v(p4`#^m@RCNu{m2jj?$I2QP z&0*8aO+})xGjrD~d$0-&m3;~UJnYM?T7@R((M!rv!jv463`~Pc3%mpDw8s9e_lmYx zp|!XOnAt`~#*!{sJPNJw2FW0kGr({Egno^3Yolb_GTk51%uZiY;uP{{A`SRH((W?g ztzFcv#y+Pq-SIfw^b!ANZjfe+WyrDS`AGIA{=h^%g#;uTvh-PsR%~_?(&c!#Zwuj( zds}aWtLw;jM0iN+bo5iYzPh{`yokRDb>;FZd14*(H)T#5eP*y8N&LjkaS^lBpSyFU}}c)%wv_7qMKH zF3VOqYXWE@XdSN?cqTl>q=$@4>*RWL5fP=RS1S@rHn3*gK-YuHrmt4v~OesGYZN z7pc&D24?}0b|Z}5LbL618dP}^&8!vXb5mhZt-k{z`Y*mpzS66KWnFIcnEkeSSt&s1 z{2U8I=5pvZLrfSg2l;q93p*fu|8OiHfAX$2nHfF|9rww(@h!ah_aJ}fQNe7F2-K+X zDMWn#QWcBw;-r7@!3p~cYc!xfT@r3lzsNH14UG>a^0$=O~V9;IjwqnYI)7yFY zSGM!X3rN2Z1BJpme7Fe)|3(6=OCzw!#~qJ(U7Bzd+AERY1{Spot=I6p9JhjsFMmvo zw*PHMT5jN_!DcQkRvq`8CS4UURtap{bcRL^0XZm~8*3OjL|b)gl6GqF#=^kt!5fwLa3NJK-!g_+dFSD%=fnAuNIJuVue!(+WT<*2f) zl&*57HxWZ|4ty5op08}Cw$Z|y^`@==2!pP#Ns%7Se;OiQ=y&~LO)%5TemHs&bb@#K z@O*iBy0Ir;3uRgQ6X&m>u7RzQaPWd_t-6;?R5{J0VWhWsyESXD;O+fAxHNA0#3R01 zf7MU9`y?fp&x^&qmB@wm7y%o5T;=+vPq({$4%rX>v(C&!Z>_^~>ps-*eYwHpJI};* z7^XF(TU0%?UUIP?&Q(>@n3zDha(d07&FT5oSO!ZcW=yFEbDPAzNlLOJI!n<#_ z3?vYY6noMOdVX>-2VEkgrNwe}0s(21)Aq-K93Xw1ADwNy{&YNteO*I z5{w8UxI84pT`9UzoyB|x#iX=1av|DX?ME6r!4?8(eyQheO@_&$=0rhf&+S2#zIt6VGB$m*(HyQ5c=k<7mX?QZZMO%7&&KvkJx^65zykFl%jfB^r0Tl`|twU@VfBj6O zWlzG)T$9{V$KIuWOh@Pa>+Hx8RZV--=-A@e#(b6ue66Y{s$bgVOfll3%vuZbkzo{0 zK*d0N`|i1p!vO*V(TG^DsK+}_m{cr*uq~YQ`~dhKzL|RGYq&}Y-1^tDz3O?F$cf&k zBRpgz!=#Sq*}a)V%4UOkDu$VH;9V#8ybzGx`AT%+^)>J@(Z!)~##U8V9c7}`EmP57 zf8~#S-%xYia_l!7R_8i9Jm+P_)p8hjpc6v-%du|RW#;^##rAY$I2)R~#U&X#!TcJN zhR$S2u#r(v@bo}t-lK=51b?%x`Iqf*T6BY*Enz%H-N(!$zrv&9Rtn1zbCo(bfP;oO zqm#>txe*oy9ko-G>ToMCPe~Z~lz?gzj9W@hwuxblfcvf8+_>+FT9JNpiWxJkkR26E zLI(ETaA)B0qP4L$5G)8^%E+jB>D)HV49SUszc6DB;W*1_@|@zd1Nb#S$b3-V$|RCjo0{T}cHHox{ALNNTkP^!hq9|4`DgJ*8FuQ35ouw_BC>!nM z^g1m}&E38V>&O0K$wOx~Kdf+c54b}aprVX-dK@EetjF1Vd&gDy#=2}{{+f4%==j>{ zz9QUOXi=}}>F`awDFw!uT)9QdX_J82GfUgBtn6Rq_WjojG_s0PA4b$>SG+R?g~xq( zr(diNJ9~4C+;GrB;R4?A`t6-#*ZAGhjIqfLe_g|X1=KF41)dz(R1e>lv-@j6V#Uj< zs^5>XHqrOWh02Wn5KOFH#eWG@sf%NIEFE16kMexHN-FAinQPpH9$6ASVgjL)4~@08 z?l6JHD}cMbT%*QWXDrWTkf{gp=6HYSY=3Nf-T<$c-(;BVgNxh9oF)uRv-fO%NvQOV z{OJhm;BoqtrC=^uQaP0ht3g^ZaMiPO`{6lFVPJ(3A{y`llI|<0y9u96^A$Z7e_$3^S zUQ36~lj}8-H%2SFxAhjePt(sP;Qhn3wegVfu7A3g=;;!j34b}Gyz70=d>hovQ2?svM& zJGuI-yjC9ua$4v*e6)`b&ia#CV3UhR&n{}=M&%%z_&NQ}^@B`|{ z2X~SN858A|=@EO$U8bMGXU9QbGB>Hyp+SaV>&G?_4rDuTg9ps)rC=yXQfruQA!;FU zrX>_neBnJSoQ_z}ra|FR*@!W)_iB$X)^HqpIRuE@Mn{ZFcTU3XL$dW%A~=MO*FPMv z-Px#lsC&4!+NE4pEUgr?L#H>vO)*>35f&@^eg>AQICks0fLs!AU7K5h(LK~CgVvW$ zDSh!i_5|Mt3#IhJ9-_OSiooWv;$8<97mG}DN=OVDPEG_2L%VElaQ9MdBPR%^`slT{ zt7_uhPW+)r?F3PFnI@6c|#T_WL0Ft*)n>EDL{?bMdUpr z{lL$p{)G6p&%%jgz<-T1B73Ly+u#6|l3JUhER z(SU*F+sf>{{G(;2L}Dwdr|qu?{LPCXJC3&pQSAeZ#qhj8JIR|m zi}#vN^skz|1^#I%=AVSOEs@oc9c3L(I!B?GVqlWsMi4kK&ZlqlfgNt~S_1=)7Zwgb zaNuE#KYT<*f2w;{l>NB5`+k^~oM^~o=gcOb2o{8F*w*%(R7#CT#b<48jbV<57p0VM zb4Dwq^ke2=d91g<++-3f86&+S9oqHDi5G*0#g9|}mlTZrv!(HJ7k)}|P-v&Q0z-h( zOYlqiV!{;NXoiR7;iKf5?SgHPZjdU4n#YVis@M4n%>Owa^qa0jxLV>5au9SD>iY7BkrB}{5|Mh)uSxQOb zU{WYP60sfIdVZ1k-hL(>or$6R@L{j0{bsHwI55gg=Kr-HwvHtxzcADHC(O`xHFsZ4 zrQqjJ-^jS*cs-8Trs~t}O8WB&-!GyLTN9HRA;00jNi$Sc!lWdrT=A^mMQ;!T0ztm} zpyIceH#V}7(E#mN9{E&^_vmXObum}dp6c(lsLLTG(XW2BsO^$urjl>p($n2mTaYDX zy&jC+DAG=s68sV#&460m0sqJ~yJOaf;tC-hO~f`Lv)zU6F}q5eqIc@5%Z5VCf&7cm zlE{K+nbRS4huO@4@LB8n3gtY=IfDl?(l1c;qW5LDh(vRVyGm!n=b>m>#*6&vRq%ex z*)O5GvpORWKQ&uqPi-v#B=B&IRCM(5r`fJZD#@*Xkwta8Z&zhQB2=qct{Mpgi5W#v zeN`tP8pGJ&---uE_IdS?C4^5!PoCrkDVZQ!gJnu8l^pxrawu@m=WEa&V`0ryAoKd} zY6ZQ`z<{_+RlobBvHR3T?R;sOTuBm1koTSSpvVxuPoUjLA|vXuYEFlGhn#%|9DSAa zCq%ThAYxx_ql1P{;lChzv#<2r^(`$g~BMbDku~?1LH|TFbzf$0gh9 z_VnqS{WT}w$pu<&{1SaIW=H>Bjm2fb&BgX=HFbP6u<+YL9l5rL0)#A7e%xZnJ=Pr9!gO!WehsZ zR9IY?sY$$(+UlyV-eEU}#NP#=#GxU3VDz82M3_^op!=bT%7wtp!8|c4RZ3{P zA;}<6U-T5~6Di>2(kV|EP^c!d3;`Gs6NG-S7rZZVGuui1vW7MudvzuKav`(|HEG_N zi9N^GiojM{Zeo5mjZ(>~QeR|JHe6w^UB#mM8Nm`F3y!k-Lm;KpcDUOWv-sB1Q%c&R z3vT4WD1}4Zq}zFK=*jW#o`8=Pxg@wa{++Mg~;s&YEcEIGo*KFAwb^Sb(^x!wyEXIvH4eKvX)z`b)0F{L>5Uz9sxt%i(xB#lNwT8;<(>oQPO@!ax=B8E!C zeU&ai>z|yejXPi855{wo%r{xH$R%c2Ff4d_mYf*o)C*)qb9?a|I`0}c#q6DEBR4*@w=ndOL{j+kikj!z#KT~+LwqQzGw z_1MxcAFBCah)NZoYZCdA&H9jZwzAW_v(;a^ZSXPE+?~Cfo2i1!HN>tY3oa2$u?u@! zK3+$@s~@i&XDGFor!A3Mf30BhIJkSg+I;yR|1oF<@_R|fj)spyA|q`QxB0ymoeZr- zao(>p=M6w?GNpRc?WkXgc9E)2FpgtkW8}DaEQX+B`(pKk-j$ThJ-_Y!t4qUW)CDJ= zZ`D^-7Z))Ne1WJv4?Lgd%riHh^f%%EeCP5u&9?y?hkIYus&ZnGS!c7uCKld^H%Rom z8t97SB)x7W|3h}nnb(tNy=5;gZwF7IIYU%Y>!ghrlQf&abTlEFkX&7Kpq{X|iXy+q zdD2-3kpRtU+wYjR(Q%g2pr@_fel$W9D??PIdNSF~JDeVEs;lQFQYx3Ig3UBUT75Fd zV*W8tBY>L*%#AuMUGcp<&kLOrsiG-RM+kdGWf7?*Gg;Ru&hx zu<*HmbwpVzE+Ox$)E!aJ)F2&R7yy3>Hvo8Mq(Mms^qcXo(Q>f@+xL%eA@*ygI?b%Ya<~AT$uK?Et6!bkk(= znM~li%J9zS$aLR)J*o#64I50~eRIKMUQJqC6Yt-G{s7Uq?n0+cZ>h=LLvmcaI}YC(5=>*ym3nwWU{Dm%NAXiy&o%4P0+QMumKHj6ebm8`{%kW%&OG=#}0%Pb{%$`R6k z9$W$#-I1aH*n&P7qRwmMhVlXtW)AqYTu)sA+1l8X0S|c1 z2{$@S^mGABhAm6vFseq-?4O19*Wm>{)Q-d8ah6rH#>TN(t;Gg+S~bj7OlAW}`4Ijl zC%?7k`Ogp2MmQ0pyF;)iK}u7XFiZ`a#d|`dx8$brQfU*Jw9Srm3J#|URITjnrf16v?zLqRG!5zEc1D+b3bDkL z0tgBS&`>@}uW+uncQ*qetr_j$;j5O*eS0QnZayCoD-uG!*PzDnMKX0Lj(SQ)@p{^+ z{Z|lWs~}z2NyU|k4_P2tOS$0%`PA6hou^Jm%$&8C{Gh&1?^p%~2rWK3IkxB%RID1Q zK&>Xv%rVqo>+@>J__kQ(+@$I5MwO~?T(D+-8d7#wJ;{sVLfuQ@@3zPSWeUPm-!IQ~ zlou+x^6KH^Q#l1)Z99P%;GY#=^fxSu+5rEwO?l;M;gQG*QF>Q8XcZYOXo@?8J61rT zv%&UrBY5o#H-eZ|BF0{6*S_{y6WR&;`oxfOloGLd&_vwbeLK19L6M(vr*B;kISKta z`HA6H<=gaE!ju9L6~Axtdu3}Q&SQmisWuRljn-smYdbS5qFc%sasuRSEP@)PXGIfs z!egoOBc~F+|8x9!QP@^(UupsMWTKtso+xv+Qgdl_2*BgPu#WQg=cu@Y(?A)N72w1* z#sgl}ugy=y79oC8RWKwWIYjd_0OZQBo{Dpx`l^qdSM+l%K~y2z*TeJlZ&{X`TlTb3 z|LJAL!C$-{`pm-Gec)steVPNy=+ADql;-CLW(7G!WX3wp3hrXj;f0LNMI4$cdD=}6 zL{7NIfyS<}Di@2J5^}Z9CdTTs1F<_hUK;%G*W2~~PJH6ujtAz87NQfQ5HJuC5)lk5 zYD$p>r8Z50=-9Eul-~3igZ#ejfe!ntIqf_5vjXr+yh-RrbB$EZkjfMV@R z$3~~1pxc)cRQmLrQu4TSl>cA~5raGPPdKd0<2lm-&9acTUHXz*O|N7?`JeK>pdjc| zacRo~6dn$=QY{i!zIAFX za+z5$JZPykRk}LU#SdqBYV({=$5h?@0$#J^R;xa=`ydah;j3okg-4~EsVN%r=>7^< zOVxfo3m?a_lL{+2!ZPB%65NooD7Tb_xj68jH%i_@b)ImZp0}PC7^{6)b~4swi&0FA zH(u0?G@o%dq>K!VloXVd4;@8=AU?^;MZg&gFWjo3UR6bzrjTDG*g@E)1|UW8QA?HM zOi3n-6^7>pAL-2I!{yFc@>f6r?nVQc(q@mKe07zKupdm!6aUH)?rB2sB+TgT>W`(fc=^7Zf9&Lwyl0tm8I=w zwSE`U@cN;z)&9h#mZ@#3P<1AY7@N;`skHXVK;2d6|0{L?>AE>OK0&RE5+t@}R=vo4 ztzNh+{|^}qO@4xs*-Wq_?+%BxGcHU)v@E_Yw=DxM!!t+}d@*SOXip(*l$4soa8853 zaLF)LA=RK?WEisj>?TMonA`j48t z03W`+;U(6Z#?8{L-)7+3cjlSzgjk^w-V5bCaa=4&|66k)zHllz;LrTQ<_+m2`g{Ou0RyrE&Stx^o zYdkPq;h&ZGTc}Z}?X2Ye*jCpP(fXkq&LPh7w;d6S0|t=IyMOxqn3RWl%lyD?c1UaV z8GlbrOjFfV{>P)Kt*I@eJ|;C{;lBy;o2t>YNw}lskImnmPf?Ue5{VYu0{KiK54f7q z!wFqKwbTFp{V>SGFJORau2J~#;xgx~`%iTE2jB3BJV(}> zP6m2jRMRrKV%FiK$cLQ@TFZ4?tnq$K1*xTW zPeetrBa5%?T3T*gMd9W~;9*KRdpEmf-U$sVY27+lDTYOwbfk?(21Zs-R{tyimmv_$ z$V$elETW9!Ed?ucGF15cI`XGZdao!pCPqjVb5AWw56alH&UKK&e!=z^RxY1(nQ~+@ z7D~-DRAY)kB64|r^LoCn;plmw%{rFZKt)n~PJp`qT1}gQRX zc#97?9k~Qy?!ZAY-AN~4nn|djj%9%GTg=5dy`Tmp2E;|c7H?4o^ucDdx^P#xS7Eo4Ya0i`u3Dv$KIb-opg*?>&gA2DbHvRe)`^Fpa2 zHcJXMTRg)qvN?vMc7A9^$%pW$s0e%kg2l3ZgHI;IwZ+QZ79&@65@tDt^Z*Z)7vr)+%{&dHo%n`FQCxk{p zY1%3mV*E6oj8_n)o6bDP z^P&~Qz}>~5tzBCqw^BYj2Ct~p$KHH6o_D!1FmsSg!ltElPa_(ZuZe20djaV#ud1l( zeBk-K9?|7ds`um?QkBy{OwQEWh!F-AOFT?FO)Q|eyUT?HrlcB6BQ3v>b&7N6Eq! z{>?0kez|_FJ#MKj2S_qYkJV%CjMg>F-HTg#E#;k^eYBcos5Wzyr=ytkD4_im%qYAa zPzb&M2Kw?&FpBC^P%=UKQNnsk6q@k0sQ@|Cf?`Tu9-`dSe6YNnh z`sBE{xXl=QlDx#mM9H$}{j$&KF%|onelbBFyy~$1kSC^SW-^q^iqC;S1@-xaGOO5+#d{`y) zjuf@lM7LS7*+pY(dmDO3{pU~VSV~Umu})r)nzxx4Xlz6HkZs%RQkhb?g^Rs)tQW(X9gCp$1?V#WBJ%6WOI z8|J2JFVv7MkOov+Ks}u+4#@|%3^;j!;n0ig9o^jimHNQ}&F|ldMN9!_ZBEcWY|Hm2 z7DA;Yntgy729F0Kno+`jLj(%a>lNdv(JEvvpX4BrU@$LZ_5g*zp0bRJnv!LgwvH-^s{L4)n9Sg}?c+!BaCxYbQz`U_v8c+PJEo-@Pu%%3)+pOloVzQRcc|`L}(VI%q!lvx*2V9#nt>K z7*?jm^a{!B-V2Gnoq1xp5HJ_!{n!cDv zuS>oZH#YH?MKE`&mbtN#e%;bgD4Hz2WqiVZ9qmUZ=&drOH*v?MBV?6=o#&|7M$+5W2s zn1_e5c=DS=QIgX6b;;Xhu+9Wf(E0VYXQMH!Oj4Bvc-ZV0KwGf3s|u)Uti9)3^B__u z`dQgH1Jgt#J2G3Disnc8t>O&9$J=1m3AM=>G8t#1sUlRI7;_Lq zou?9l2oV^h-E2x6iB1Bo49a-_!QDLAAtGvIYipvZw7J>tH^l2tKy^%Q>=C?#XtJ`4 zIY{Jn77~YHO>uk1Y-C>xZofU0zC@$t3V6CI8;+gvm+b5I?)wlC!ATj<49{xM;#Il5 z#Q=T#9sT!|g40fMqeF$)RWUt137LkT5y6+J^YXI&cOi@#teS!3R`?-$#^x(CpL8jE zia=TYQp;jac|bN$%%r*$q_HPzvXJ7+FT4d_)EaSVU}i4OmmND*D0BrxW^H&p0*40@ zKmWehu-kl30iP&;iMD*!PnI9@s?{s(tgT8y@@#^b*eXo=iKyTfm5BJG5Xr4vry7Rp z@*Dco+27lK>}O2}Y4-o$*kk z)(WEc4a$CFwrDx8-ihilTEjCQ5V>8&&X;cu$HJnJ+i%->UoUY?`J^?4Qr9~}$>(X4 zsJGlyhl`W^nnME?C_#!5C>9gr5CkU2;CX)wmA}617%MLb(vbR+x_y5FBrB%B`e02w zU#st!oElLaxcq?R!5iW_(b#u$rxF@!ae4VX_3r%*d0Ia{{vSaY5^2`7qOyoKtEVy%sfZ0lEa#~*A-kR5SvKJ^@EuLn59OQ>Tdy!?C|eFUN?M<^U->azCh zj8-3flU?&EW|Fn`rrXtR78({EVw;V-pU91`cDC&=PmfmxYb9-Jyt}X>2Z`fVNj|uU z62KGuiF=LyN)QW}1mtKWeO)7pS7cnqRqih7QX0IpQ}K3DCg@4cJhflNtpq2Wt; zE{QA=D2MF|nv<4Bb>Zj}Ea*(XFY|O0eL}*(N-#b6?14Ljaa^jQP=wICL67kky-kmI z-k$_V7Awz;RLw>6vA}v(D5Kufbg)0@tpGJE^YMTT>e1kywKz@Bg18fys(I(>8qEdgdxWG;7;wEbiS(8n73G^L za`ND|1Wp8*>FrowTUZ+@k1v2 zwX+cqK&Sr+aHRNlza11Mn}%210tYwY_AovA--sLqABK`ZN2NZR|Yo+b8ni`<+Db|z^kTB2vDMW-J354bx0guFWni+?{hld+}Fp9-A zw2O>Rwae-d5pn*`;3NKl$j@1M+6_l$YO$}c(S@b2vn<&%r8!sE<>Hy({!;Q)#LxPH zE97-_3i2-b1hRx|KDFCyZ_peQ-52zB`aqFgXyuO+t7~@`P-s*14OTzgpH?)?cN(J8CjeV+^@W}|Hc$zZB@C6@IJiSP41H77Rb{uM>U7RI4-knu!l z=m%kmf(dGJ&)3jOGKpJfm(peJg&2f3OzUyGzt70$ultpmASLLd;PEtko|XEx{pK96w~V)vkdrcVwUSS>12DnRfH zjL&jHY-!Gw|I96*`9pm7U^W3g2n% z)}E+#mFJB`XL)-tQ*uj)eE!{3USs8@wx*`knhu_(q=n;kWFUZp|N83{K_xO5n-)3* zdF_t!E`b88G+Eo*mwZlStqZIZms(npbG$qg=gb@sSch}kg;XsUlQ zlG8M`C@(fBTg@sVAT-9#cLh;u9iCWrS~*)xLRwp$mK(qtP-JCuo^Sl_V0cBhCYqD2 z(ei71dA@q6OSY635A0m0^inH9Gtb|AN3>Lz5oz4??8j zcE0x<8H-$;Be41T`SS7j*@)KyIOtEGi8GZ7YpI&{@q%wT@Fz6NS;q4M71Ei%)ro24 z35q~OOv-)xVpLkHX5^Qbh0kV&AomlwVi!fxKHFx><`-~gn@{QmiaEM95NegKU{Fj_ zIL@1d{#Mtb>UKeBxuKF=Fg(y19ca)!cRy}}*zhb=q&?DU!QM~Z|8RQjx2u=QgWBOq4#x;-U zKa@$7?(0x5H^xLrd5QyyDTWNdY=*a?PeF&TB1C#)v-$LT=oyb=s#!d3Uo8m}!sG)L zJm4bL^PwVRz=2hqIuG@>^jF&$7#|Ise@_NHd;q66bQ9)1|l{ILGd*Sc4SM<=O?|_cZa|{ zt{}c#uw10>D3*u3zC**jU?cxN77%;D`*!9>^FJ0v$g$yo}{63NN4s2aWJ2Zn8?T zp$b$}H~BMQOnU%gJ?Ok-5Do>6x-AL^lbJw%r?<2%|y5_t1mOGxbc{zCjqTI{N4$nL*Ey;SiP|W>O0Kb&Y8x4Di ziTCt=b#*KL^ml~+_=DS}>ncA-*nv-OR4`PpUvmU|cxbfrXXBaT1c|dhY{O`8#`2>v z1MYXi0{!WQ!R9))Z@|v!(PU}oJMKyTLU_^W%7jt5kt(L6!^l6nw3OVYi&{P`t|SdS z#a}|U$Dt;Hqu|-G<8QEh06FC(6c&?)Yc@r~!FGlKBM23bZSG8uRuZhkbx%)bL1FU7 zu}Oe>71mmipwZOVifA<;aJlp$48z}?{gTAn>?P`OW@;f`-s_$+tj4$cgg4i1(5 zo&=+CCF^#ibVz4NGl0J3dbXZZ$I7ccK|dQW)06Y?{<6I5jl8~We1YdD)(%bry)nZRcW`Aex55tv0z~jEM@Lu3t=;~9`MAbs+tRWH#rUv?jat|T~|?{qp^!t!!}Mii6ORQQaAt<>KBO}FreikPof z{Zw{TBL(Vw>Ya$LrceVTDlJ)1K(W4q!yNiYs0t~WNFX-p72tJU;x;ltAmA->J46EVw|@LttxvXu7gW+)ZvT}BG-Wo%3s3Qd>}TSrl=Qv% zk}>HHe{Zs?Df+9P|y=5ZeZk~r#o>0q+VR9ThI=HA0-(k zIV4T!D;lzz@WfJFNBV8 zD6a4WZX>Z-HWOW_DS1OvVoLl4hX80q57cS~M*>JUTR896n1uosZc}bxe^gBaUrjH_ zT2F+@`004`II+j44_EiV`~sWGj&|Sdm-a;J{1~9+4!Sc1COYzY@B#Sx zyV9RL>t&C%@x_L76L7wVbCPzWHZPKx=0+7As@MSQDRt&557iXXK&fBwXP#At3gB&? zIgk(vz;4@y@8qF};nL8(aYLc*q?FmLjQhyrt4_)`{{>u}obAqEET=;z{E9&prTz#7jZrx~+3auc$zK7$X5 ziD3lo+dedYtrQ#+_zzctG}K*+^k>2P$_3xCuneH_)OSa5iv&iA#^0U8 z>2wu$y#Q0TVp0h#kf8|lBedg_oKL&??qanPwc^Ty^1rBTiEeNAY#Gqd5P!h^NKQu# zuXXq71vrnD6zQY2;AuEaXrgS&RUdVvyWiXwKTdq!9!IH6TacuMq^=^qHnIpJ);(4# zWNPYt>Q6`|nK9`QI?b1csSFhul07zMJ`^n+eE`bPL%*!)9;FUuI~p&5k_V)3g-g+TJ7H# zPCwr1?=PGz11lL=>B>D{eCZ>g^kH;7bbgk2`%<03m#?TZ)00sI^@zQV-zHPj(^ag? zhr)%1!-Z#k7zQ)NlYS-{W}u}d{HTT00!9a+4z=oke%|>?C$u3XRXnkHYS+#6PPS_o z82464Xr$}3@m2Kob>O%DD!48TEK8O%kTZE;K=kGJO}isPP(V^PFZ_eh4W{Uk{8B&$ zEZbqlfc_@n(-jT>GZu-O3HerC)9?f*P;X~PC8AgNF{WPx@UjrR@9p^>9?YF~6!!P` zSifpiYIlySzC$WWK)tYKEhDa5C{_-FGZtf^kw%-)nj2%*h(rAx z_1TD)9s&<`s((X*bd=xFbGuYXqE^ZPpmB#%4NZ1a0e9HWM;0B{qli2O86dhG8$@7uoC z#an_V9jvlDcYw7;M^B>_UM*cW58n=DeBM`A|Gb&;dnJkq4%wttA|mo$0(uzQCYB3# zhKXO0EHfLEUnnB@*TGY%KmUQLuG8VEwU{jG61pm1GwuWf8w?hLhaVsFpPy5}#x@?r z3y8~ztVypz*y<5ob`dc)L(7n38KtyyvmUxXzs9ecS)$JXTBAD)109R3crBnYR z+4WuDeAnyFKGhKf>X{EoOWRUq`iMkbXBU(2Tzu-W#u_#uh;mD=j0{8sXs4D&w6dIG z-=nf($HyOJxBMm?7=5Wa`Dh*K;h|1~1WeAEg{hPB+`J>CR1*gcx$&@!T%R+!wWcn) zI$mtmC$QLIn~gFFZBJpbG}j@$B~~p~M=+dKH`Xr?q=autpD`zSS6X!kc{N6JeHvDq znN#XBkbZH-zJS2~rYto;Ti()}t^ZAPqAcaxLrZC)Y#EZT2?nzLbPPqzJ4w(M88^T|eS%xya#@*Aarp&)7c+N~sKWfEb8wDaHM5zt22yVKcm0=$Qd~ zDsy8}Q)_&mg!0XCkw*L-FMnS%Rk=`S;{H)&mg`s}N9+3d6>Ob>B{6%eNa-lfMQB9X z>Ojp6#|G$W$A%&+UolJZo+BiMKoAwiaBx+(V98aeh_{dy=OwE6Vr)E#$tMdLWs!FjBpYLg>97c!bCFSLaD~&2@OUu_&)`=g z({v27RK{;QKFWB2f6|8{C(kQg1QM70z%u`@P`u0d%+sRNjS)aflMO8zaRR}Z!N{-ifr+(%)Ffi zX#3YdaX?9*e<9nv{qNZkOT&6E=rmLI8yxuFzdp7`6icu7|3TM(<^5aQn-&A!`#-8C z2)Yv(yRJ5YGqE*xa&|N^uz9<(Gqi-`WF}-Je7oS~Wl-_3H(^khH?%Y{a%NC=F?4>r zm$Wf3GhtA(Fm^U4WM|}LkT9_@Gj}FrVP|3xwzIZ#RJJ!TGGP!gakVfq5qC83U=Xr! zc2Y2L6t=Umx3e{|b%x^vo*LO1nq|Lr;I01wZ`wW5`Nc zL+e6-rUR1}OND0qqgV##!*IQ>L%LLtQ&tV#^D{qZ)9_~7?Y-0J3H=fd*t@rM)-iK} zcBY3rI*YN-ioXBBCx_t=#)FXFcZRE=cHj@VnRvV3lh)h&;PdtE9t_BHmH+nqPs-c9 zklx$#55PTV$HPHKlU_C(=z&;P&jX|W$|j=fz@8ogyikF>?N%vz_6A^s}qRr>Nvj1~5kXneb^W@^(~+r6M3sTP6!`2Qj! zhvAKcf6)h!^)H(LlHv2W4*$^i`TwRFPFPiEMOUp9AOWOs)*~u=dpwRYFw^%i%dr=s z;sd{|?au4Y&t>s|U0eL%Bj6WTRM`%Hn9}G=s;K8d6Ephpfml&5ui?n@gVW4@gz;?5 z&i_>ZKNx?B`8VSJVcuV6{w3xg;-(FHmP6pKMN8UyYs)4u_GkKX;2&~v9xl8chu=uv zk2u-0x^C=*E?t?x2-~R~{cnQ!hXauR#rXda#6KMPFDdqTOwZmyrySE(@)$W;*qGiE z`yemQ9_%xe(Rf{4m8Z6Cb}YV};rk%ZtLb>Ct9T#oYl)B0z}9pN0YAo4@*O+cMgJ07l)m&5Z(?dWf>gyayI(p2*B`pF+}?33{{9F`2JH9EIsW_SMe zIH6+-L(vDlBUa7+RL$&urbTz8tmx(ucH?0|eV+5_*o@=lQeYB8Lr)-B;pYvzPh43g zXITt%f{-hX57f7a^%K{t1`^bm(}*bPJ4C8lP7)^lV5T0PS@b}j05wSB*}RZ%Hl zakn|vbiKn+76b4((_muaX(yBHfq439I`!Xl`F~cTe=~&to&U2#w;6K+bsBm<_N}^l z6W9!r+a>Dx<*221m^ybBMgzL+)Hc^TvsA(0KN6EGVU6c3KQ!!q2IL->SruzLLHnqI&8&vr!}M z=ee=$H*~K4H?4{}q^WUxa$6)=L2V*1(p2ra{g+b_J&{@oqVvHqvp%kBZ(gDw)GY+Q zYo|0%GH&FJKR;XKL1y5pj@g1Ej05L%aX!`2PUIQ+HEOcqT17Y07DIH;ox(N|an+}= z?~$6uhnJW8qF8rg_RmOAA4y0*t4@ox>TQV2%%Z3U!o(XcTy&6WIK5s22=PbPMIG2OrB}QZW2Mz&Se!0^A!` z_#Ybm|G%h! zgY#$YUx0T8mt~l)1CEr*+)?teT5Y!S&~ra1ZU?y>&J=6ywykQk8!3Q5@87-ql7mV0 zh7}-SfonqG2P9J9&L090Z7gsBg97{$1Tqjx0MENRGbs8L)zmmFCP>>6`^{8D=Qkbk zEoBF|@W^(BJ##s!gOboE`6pB@FsT(m5_|1XniTAu7CH zpE-DVPBWQJM4g=Wz0XowS{VFpbqc2+CYG8uZP-U4D9JxMFg%(YLP|t3Al*GZo>m?o zJ*5;YOAki-L*|J+-wd-Ldhz;Q-z*;6a!`OLBEX;!zJCvDGw6$^;NkIOH5t4pC_th8 z8l$ELoc*1Ohd)-h;!!xcxt{n|)9{iKJsYdX%I=U39*c=tDO%T$yR8QYW^w{P4MQ&b zdM^{3mkx#i7bsoY8{AIi5%F7nx&rNFGt@Uk&j-fyW=B#l<@8pQPTO`7AUHVy1|`x9 zobKI?X7Ty4m=4Dj$gwd7D=U7Qnc-)5+97CZd9{7Kc_%#}RAp2E^Dg&d(WvhQpj18v zzs;m5i`gI=90U^SXN#)3j@PtutzAxBtKH!$Obc_Yu1r~3 zFYOAi+v9XqU0-1%5=gKfxDM}kd^-4J=%?*g9H}q6ku20B+9C(Y=U4ItvZz(pvIO2| zj&2-~U@$1(NzWj`W^ET|PF!Dit|rq52PtEVzD4!2)tJfC)3kUV&a}~E{LOgRGUb|tOy1|?@r;(1XtKFb=f{z%O-=jMG~Ejz;CYti1xx@U zQ3(8a_bgp+OZUO0oXMJv>?Di#zDqH$z1nHl%g5($F@~G<_4T(8j|ACVz*am?O23U6 zpKg!lr^%HM>uuz?N!|;Bp`psVxW1I-ZAKRqNLyJ^MX_QU)$#LN&9E0bd1&F}zXw<# zVeZz_(P|_vZL)n!Az#2cv7^k!wgD%sZN|GiEo$*5baxfd^Ty3_#pks!jhZrNKGWV? za``MRMThQaJaKiD4}ffPE+xDk?P3UC&!>u6j$EZkgssIk8O%lwuJ3J^s)WgsxPXdx zncV*Rh1cTh<9W5`hszN?(GORH7fm3OTD`tEPJuvBzzS#%8tHq`^F%bBX~5SW?&_gx zSX6*d50+Y5A&atqso{NT%iD}uUKYsWP6{lY?*XdaH=GLo_1DOc+4lhF>}y+=-A)!< z){7MN4C@MT8M|#etR{Y3>*xT?P{Ia`8ZJ!B?c}QHU`&oDs&^W<%DXGD2_3!RXlZ`) zQt@ww0J9i;pOVtUY;w7b-u~$f114+&zT;Y9{ILf9r`W#&ddK=EPc1VelXBzl-EJFO)p zfMKv`LIZ5iy4X11#EHg#Hg&pmPmh|wY^Uzkceh`tm8-mk_PYIB+Y5w_l9ibm_NFrH z`9RpjUdBl!&~<}RAHV(DuZpklrNDu5e9zUz`&yo#1u~fPhmCVtgR==_vaH!LRZmuA z6#*6KCwX{&u{)i=JTECByS`5B4P_iPZOJRPurb@UqL5Q~W7vP1+D~pCO6^7vnfl zf<@CGZEDFiwVSodx zuc*0P2!?`#kmB}-z?3@?u>VzBLX(z88Q!|ha(&Hm?20Vn2oDc~qW^90#*@Ip&d$dC zn`whGwg+&AJ(3#Z>D8@(-x21UL(u0$ay`0yJSFuW_Nu^PG4&rI_lkHA=!mVu{WBsy z=h^;v-ma>u61GS5w0WydSD-9~+*4Cw$X|`udU@=R>()KR3ygv6O2NS?l`Zg_@5s)5 zvj$-mkWQW7s|G@!Xr8z-Hl$$wy!U3K!yz}%ZL{`YRo6am+3aiJ&TL>~i%ZJ=(&+N! z?(q2MD>xb?;5@X?*S>-q(I$^ES5|yC2bzU~ob_EiJRg37H>wFAkDR$V@OfM(@6Oq0 zLMd6>xqY8tJ6<~guR;lU731t|d|q=V%$J<1xLiuk(c%)z;xe>VLP_wqhpGJ8rx+m! zI?8$iGp2d0a0mgN_P|1rQ=Uw}y_3IQ$v6R!^~C1wDhl?=`=I{1>+3qx%Wh~yB{V?u ztAk5QVsLrgle-;kLFoC4-xE`109Cc!JK)}PRerOL>TVo9K7h%uK!t}-D9v9CmN+|d z%TD&b|0OOY+r?Sso6KwsmarlktMcHG0H5d87!S8PDGI>&Pn_$QC)%0Y+zb`5y=q|s32>YX(ArUFPEGZeJj$Qg zQGPtGM=UxzA$<6MZT_Kkake49@-(~HNFM+?L}VSJNwKYM+;ea;7Me)`lsocmxq32JHpRzj$I-Om49_oMKT6bbV<&Mx{hwTwGkEp7lKm9VoTr>2|$)5@1>H zRUdJWA*-&I-s{zPUfaL)LIa^`+3)D&MOzqrk{|-}{J9zIE4+@*UzIZUsIFl_D)~$m zPP_xa9n%Tq~rDk>eL0Mj& zX59$(kEY(K^7QJTK{yhTQ8k!}Ym_*CIA&uVv%#085pk*d(f)GV7ei2(gdVOGYYAg0-VX=8d?IjtMN8yO zipY;!EtHwS;*K8&7T&JUsGe=xQ1_f`r56wTBr(62{ng4 zdg{g6!eV{sOJLdQQHDjsnDLY40AWdV>A`{T%*x8{CFt7-8q7zE-gT~?yai-JvS^Ps z1{b%8gZNxZs^1(Zs?$J?3n{O7JcdKuMd4Odb5A@jSCd^ ztBNX41P}>cR#7SVxjb3(-*-c$7%5;{ADo1h1ro-|K1*a4IS3GKpdqjvhA0(BR-anR4M^NTk20 z>UlB=nzd7Arxei0hV*7j5;((8LlLzP1H8Ee0=pt1qZa*fb8(~zi5FtT-=o33iA(zQ&fq7 zLHVSjmVy;EHVF@C?dLaSD^f>EEgqixn~EcqzNq4bPErFvW)i+`Pj~mk&iek)l!Jwq zmH?5^+VpP(CvqR#-m({7DwAS@Q}zEzJ@fK^!wS{ZBC&*A%j@Pp)qO(6h>%g1bbSzyF@;3@gXGV1pJ%Jn%`VXzkd zBd&dmqyobF6KK!-4!peV3t>*82Nf&XQvwW1*Eem|8S9!hk!GN~qp;zRYgIS;bCC+} z4dhs;UCN=C(R+1UBk?h9(tZ1W-up^aGqf1OzM@O}}Q12RU9W($`LXPQR%lwf$h= z=lrmu7k)*Zk&hCggZIkMZ*D>&sBD-_oXX&Zb)aENMDl|J zd1rr)MGBb2i>6N4_d^EMf|5({=4$R^a19L&6)>bZpwHP*B9%e$rc0D`x;zd-bK|C4 zPl4Yu)O4P8{rqCa!~vWWsMLuHV|@Z_<^w_(eeZx|7Ft5-M;`h{R5y>0k1dD~T2M%v z|C8lcKRiKz4-!gWnq%{3mSur5h3y)l<+mPUR|R zhlek=om+6X0UKr@VWoxnS_60xMZXAo*BV1jQ&TDfI7GVe_~+suFrg(ykRPCeC_+v8 z?8PnReb>GU3X1uZTgOkA6^o|I^W|&1fPzOOOxo*a%a&(r7@q13?KZgDvO2%X^C~Ze z(;YW7sHxK^(Fv4}yPJykm=a4+N(oxF9n#U!d1E0(5_)-2q$Evi(vqE9kmT1{&r@~7 z26k_7DoM!+x3c3dTh)**SDEN1c--YgvJEcUE8SE6gpv^MMn zdvN?v45Uj+>frYNmP}14BnTz~R~^Vay#FJA-eG@2pOX^r6HWBTQ*)V}I;y(WURT{R zb9s@}xE)j&p5Trf>C1M~(-4yST0AT1N|;@c%9EDYBhV|bD2s%e4;JK(6?gV(Ytf-s z+(v&DPjX`X@#_akR4-9*0)GNx4|Y$jlI zH?cH^i#qX4aZ%RdMf!S~($r*K!NH+o4q=_ycaY=~<;wvB__47KLes#KDydki5m_00 zoA_X~q~1(7gayURd1d(?+#YKD2~xLd&|tGm=WDev(}9(XZ1n)4P}k2rJv4oFJ3l! z0+6%rSe`g?(gq=)81Y+?i16^3<6g z$kK7}ojrhWIL;rtMbLFc1N!u>7X~kE#5}{Mp`(Wrk5WVsjC2gJRHO14s8Y6=XsYQd zx-MZFHR{`Cx547CU#iXHE{7dg>RSQ6+b!t z9kv!3O_7be1nhk}Xp#cY?>wV1Sf=5SW&*V;ZOL$uDbW!gW!Ny3oN3vCo-J)1#)mjz zTAwL!{#3U(1DD_du8Vw}lsXg$X>^UjuEw$IIa)3YlC3#3)AQ@S=I}e(fnVe>uSEAk zJ#l`>*pNRr?l{2kYxh07PPuJ=npjDBIa?<<@q6|?cQvFa_7w$MR(ThfWma45pn=~p zFiIOIEvL~Wf)KFx{uD^+?N+lO7Z;4#sjb;K$rKnKDP1qRZ~zoiUXfo>4O1Mcs};6h z$|;10AVB)uPe_MruP`q)rr|+ufKqg^p9s`6g;%Wf3BPHb+&OID?zC9#a53H(^Y z+gBUOOG7prJ<_=??St0UtGOO%^V1ga83kL!a)Kt9=Hm*!#BaH%y34Z=(dMjlSm{xw z|I|Rt`qA$gGJ)Rxyc;7QuRBibcX{6_GV><}WFE==M+Zo-SC6~1La~@EP2JH`m}*Li zG<71qxpikx(Dg7cZWlIJJsGqAN4qecI_hty$Hxuwe9b1(XZMG*h-vaq7-Qq)caP74 zr55Fl4u!{v9t;lp#G2E+?cp5gw{<(Kp(~SW9j?bhiwnQlwK@)58>XEAE!Vjf0yCn20Vuird@&(R+B{&$LTXRahgG=*M`OASmM-bLPAl zkB0557a3*#D1K+x>91c);YO@pYu=yNl_KSj-??|1kDRJ&Ykq2RYQw=$TL~;+mEZb= z^AKQ_?~cLms`xk?qgr-%!$@iy#l0mi?ukl#ST-Y83d#}yBAnr|ZjTSNP~DN<=_i>_ zbDwlJIHH=I&CtTs8Lj8R(2gFpb5l_3sC37JjdlQ%Ts@G(0@; zZ;NSI#lK3h2lh;uDd))--ZmC`*EB|I)Te%$pJVj`f4Mh`oxi#^DQ?Z4Uv3(zkucVp zM(z0R&_rH)2iBd}HwL#g&r5Crl~~@5)7SItyBU90ruUMoR;1IB)V%cL2v&SzNjLx5T%%>^J$yDcTyMw&EVnLQh8p5vS833dSK@($d}7M=cT@!Il41S$Zt?Ld@V~EH_OH#hdiaf{b>uO~y5mWQ|;0Q!16eSjL_)>9YyYx~~oPnM#1Wy0%3(%AO+G>Lje^z$IM6<+#189z4b zm8Wi4^USc@*x4QKo|ebzL_!Ilwyo+sR;E8ZuFUw9$;{0EiBmG2RVijnPq(SR&6M+% ziWNm7-GV&5z18{{Tx?>(PZWu2mD^jzQgwzqdgmyd zY*uuXDKUb7kX;@xwX7zGB!9TVg0P~Z9*_q$tsA6Ar)!~;r$>{Ad+^U*y=yA(a!Lo@ zbthhCZ{-}Cs_wG}-<{OXEAI2z`9B$S4Q500M75#>e7^FDaKr&F?9R2L79%Iz_}r!o z$2=LM?@CDk7`uVGHEe*R8)rXFktv8l`=^8Vc)KFE-KFso>?;xdaB+?BZ_T|q(`t|= z4U2}Ea7e}u(G8Va4@$%Q@+)nN4NIZN{151+Kj{J2-=@+aM@*Xp|v7M4%Sx_`XhWC2HEN?2Em*ft|m|aJk z&xn_mf9Cg8c&#XrXuV}7M#iwnx1NXj+_B@mipw{sJ#o`sWLNK-`R~Zt9;Ws#B{gIC zxcnsbv|67s1c`RB;lxcRTCr%TVvvlxv>^tz0%Rl9bpq7Jnz^-Vc$`zACq|FbKF1O< zoY-?S5RuRTC?A_2CaRp%#-09&gk>{yPEqbx>-69#C+?vV^$U4v#FeeIkim zUBjpT-`i<0o2Rlzf}WaC)skf{8N5_<58tRA@8oS+5HpM;r!`HOeSUG`_2XX&3gN>z z>Jw7-uZIzC>!;dRVn%gJC?2k(7NAvaCeszF7NW>$Hk?ddDo@Ab22gJb%o|hx1>#$s z5`p|ZsDWrE96#=qn>Bu?tv|;ZB4Q^W5p)p8I>ol``3jax5nM8EBJ zf;4`NV3T2BSjFN_c|-dW<~W!|OzBp%$;dolI*8fUR`9#qDe}wmbsj9o9weGAC(;a} zT$)7ET)!wb37JzXI#~@n*-oFi*QR44(Y1cx;OzKNVd!l-w>(DyXGJRjVsM|^cb3DM z|BCM5c^9vJLY?E2G{?d~f^3kly{Bk3JIzZ+EPXHJAkbDNG#=Wqm-p$zpg_W~P{UHD z$~9{O3>)>rPY_q7aC$_Om717=If{r5BiDQ}VM+7OIeJ`F6?=!{y6yJCZIbHdk8rwG z72KNY2|Mfo%+hIF){}xTAeMy|MkqWzpU6Al8y_LFZNV{Nx$pJ6T;W>Y7bU|Vh38|` zL49Heq@v_=1M%$+9f@y=Eb%L-mU$+HLNTnJVfxv_K`u)jDQqw zCch<4c(+tbd@#9ArEU$U{LE4_2%}w3spAwz7-?87>4_v#>y`hm9R%aBKz}aYGtTIO-xT_ z26@$jEehNcz*#Rjo%3z5KO7+hktIxusad@f9{$6bO5O}*e;;)&C5PzQVMICV*s1B)1|n! z7%oAkZZ^^#9Q77ORcUDaX{;`@+{Dn+zN>-UFc-navW~oVXMdT{LYBfjJHRXdaHtCt z33oMyVXz%B)S=bp(8erK+U?NOqguJ@x3r5h(2DvN)a}wuvC`F9?k5O|90+Wvt;%!6 z&b?DkH;mhoOAO6;XA$!(Suw(1zvwD0+B&3&Is}zGH3V#`Fe*(Xsa!|LA^@J^CyD)Q=YJ61I|z=F zNOTVjaR5_*pRY7;;0FAbd0Lqc-@w~oFBP?(J!bGVvQ`oXZ65M^3q{n+3?YA zq=`NMc#MJigsan?4<{gGyC<2q@|`11e^I>jV)TVPE^HwLR`bMI1dLMnaZX6?aGr#( zb3Q%Am!Elmy64RhE8vO2isvSu^5iEZ=wlA`$5xFnAbD5x$Fh0M#jEm(4GYAdqI+d9 zSZ8F-nlO8418BbE`B0p| zTUX;goEShIRb&?y6H3id>v&ONAtk+SxCqS(X#O|jUG=}MyPj7bI@{+GCxC7OakhTV zabXyGuy}0Ry5spxaDua|>xD@oA+(S`ZVIA*;&_ZI17fCl+>V?G44Gly5CdXw9QouL z_pomVJ%OjcBzByKcHRpnsLrsb!OmT}X;)Mfi0~+8CkI9M2ByF;d7>K8^HOzb+oTQ$ z60pFg1rh>gi}P)>NP4$Nn^S4gOj`Pbo)|1Kbv0B(PcmWzY7g+SCpk|H-PWD*Y(xtx zpB*gG$1m08E_0pRh*F2d3Yr85)GbI4Zkw2+;TE z5VFY*u5-a{S`k9yI=4`44ZviQR_vgRHij|>Y&4tgu6CSE$t5!gOb2>79?6&ab^^Ur z-?N8T8NY3ga=o@vvdG?Qe0J|6#pt^_9BdMM4aLy%Gg zS=tb0TmICh&gFE(2I5oL0t4mQT|mOYBj`4kUXt!ZCTH;VVZiGfGJ(fd#GPn%8Ep0F zeC$fOT`7(14=QH7LRZUpP{vJ~BaT+ST|_)BPmD%euVcSuVxHHfM*h)yvvCXA6i!I8 z*>BB-qOb7o>*thNo(hFDbyPNdF*~X{DjSUY-JW3PnLj36Cg*tl)f z5DFY#)AsySv3s2xH5^s~E9Ueg7#EI}7{*4L2aW`er$Up>TpW4)U^rz7ZHzTGMf+GJ zHkL{9IUMFa5k|k&Qxzm>eYOCkX^m!pQ0&-+*_$N+F z7?!9hJJlOeCs=&YoA*Yt0`?NMxiw0xlNW9fU4O z&V){MkA>!-)K10*Qbc&K)9M}y?2^ZBB4w{*vft0?L>jL>#}$#|YV7=Nx+x}3aEs`z z0}Q7V3lGT}&c-`#9$5?{Ir=@cqh7^ud=Qztx>VkN-b6~gZ*2`UPk`kW-3KgPuX<7~ z$#KQKG;ujG`T>~hdqE+C4~~iR)@+~p)2uWk>zv|exXOq0)GHP-SEAEC*9!SE2V~lB zHMHlqK2={VIRzx}&6F$i-w!}k>5q!V7U;Kc(Q{6q{phLAuZ+pY1W>X{w0oP8lm$p@ z*%J>d-}{4}jO9T5+9#qPpi=)2(qxk|Y3nc(cXYMfm$08`VO|jBZ3(k8+CCuQ!K+$P z{0+2gbGNNL#1FWjkbPLb#$l1VC&x&b*f`CZ_lQ@rX1=#I>n>^i-L0E3+5fA0Znh8USa$d~mn5lU!OK1*~`2(YC@__N6l-Z9t4XtfDd zD{qE~WYC14V{$Cs;s#u#9u|_IP>xt^HYL1ZuT~{VTSk$^$M^7vj}TqajyGFCu#$c_ z5vcH#Pmzm2!T|w{L{6J(G5CPZhI4^Tb3Gy^W}Z_79f!YNNERh1L8C3UL$L zjNO@}jrS(S=osM0hg#{U7{bbk_(X<7Unm!4Z73QWi&fBa(o91Ty*VyU(01O7bI&go z0?ZQ1=JdYXIp0kGVA8oYY+hm8ex0F}UXo@yJJ$XZc}M`n$|wi=7@9wxxa}!-pX|pQB-cAuyk7vqabMqWZ$t$2+0SSM1n6%Q z>3CY$M?|{0Kyw)dZ#Ys3JdCeJ0!Kd8WW$@XU_>WA&PGceF-l`V0OP5Bk2fQ(oWMx# zdIOY0s|2F zc;v(#dQUpMS~Xh6-P&>+sd`Mw3mtmoIv^MHFl2 z57!2=j7GoE%&shOge0(=viZOLGBAu7$Be{d`+?^Iooqj2Bo&~KObXamF%flT3GW92 zmx13jHc7=NM6I$w$lD#<6T|aKk=Z;vt^@3#x%ebaxqqYvk}$jV0)(2^($| z+4LS`$_E__mGlvcCtqK4K>N@3&L1yJeAq1g)}MCn2R?vc*^(`7O5$A6)MZrz4DBD6 z*KtCOKS~r8tveXghSb%;S5%SB=AiYzNYGKZGlygj1y!(?$Q0lczZpfWKN_;}N^Rx; z#ok*7^$|S#qCl{q!6gs~?(Po3-CdI4?(PuW-QC^YLU0f65L~|y+~F?d+&cGF-FN;P?zM=Pau1L3|$To9a2vS{Ztx-Gd)Si;cEJHeI zN?!Xn%zI)?!ANnmvNM84u`{5u%PodwW-!l=nhzpBEQz~%gF z=imHz4t$~X!=EN-;b{4!%vdv#py%{w%O*~qex?e3ZTVuK(EPLxnK|t z8j{CpeLTE+2(u=9b^3PqkI$hS6)oQz@+v!=K*VVTAs$|rmE9i{)b{?~@~X!19r#Xu zeLVP;b%;*!ENz)k#$iwX13s@(2k$u@VV+`6#?s?%=Z_@e(o7`Ext`GWA}QqJ&nQG7 zA3u02jQH>f{<5h@KNsMcx}58P7#Lk_IqS(o~3!+`urHsh&8n*9=!sMWa*24N}t=Ire z^=`w!mX%-nO5X-ZrDS>QEmCUD)od)r=PLZS)OxgR8?XW=-lJ&!pky{ZkWq>LY=1*6 zJ_sgS^9%M59OO)#%0e}Yqk?GMB)TKz*5Xwi5S7}md%C_R(0%Or3#N=@jIlWrJ5&&8 zwP^4S{TtRsvi&%xq1d<7qO4D~?aDLp>?u_Wc%6|6Mgv;bh>h!fm%p>`dM&ph5|`ln z@+2viBV7td8KS>&EzS^&llwseJ7}8pobH?JjR-==Z&}C0+U}qwQaQRwJ+}T6PlTdh zn%|h0%gM^OuZ*^#1H*NF-6DJrsbl`ZfWE>6LL2dU`HWCCIRhGQ&PPp=Vf;| zY3(WHx|6V9(cFq<)}m!!GiZpgy|`nL3bS27*i*D$sv%Pk8$dhw+p%MnV+9eL>3CYE zCb-_{oY*|~+Ppu7AT~Z42z9X3Q-|2R8&VykgWc~?dwz^75G?>q&;jL*q6U7N+vs7%bJBL!HGy^gsRXfhzY9k^aZ~15%!bpT z;QekIT%!+m?56t)M-rjFC`KgdA)U}3)&z9Pk2Ink-P((`pp(dyM>qM!D-f4t3IvT> zD_V^v(fy4lC(9%`w3#E(GKqs*%GcSfj~C5IriW+~KP}{<6HPjz<8eZFLPxe-LVsGQ z$C7LtQQaJ@5#cNh2dtRaZ)Rn2Wo0x;!OV|_8S@dlruZrKV8U|-%2G|6kpok-GC3wq zh5kG0r?g5v0tA92I(!fFGrdT8jPWpwzFA#ttKq+QpL*;bYd!sx?W3{$!g0ySj-6*R ze@{*QdVOgtJ|Pu^VCd)HU=0uNGL|(nAhmV2RKZptzxCj|c2N(md-;Z=6SqA#o za8*D6y|QHr3duIAt>4`%&<6m)zyfeM0P*vdN?E9Wc*%An; zJAyC;qJbHwIywQ{A38Q z8nT0Ei6o2=ex>_UwoSgFkHl(_auaS;m=cJ_Lxd52@gwp3p$#AVDgZjR9X_(Erq2po zEQUUSJ_Lvgr+@u-CsDp(2Ux>Nwfp)&y#h@9&<%XPaYcXODGdc=fIuM;5C-U~606_= z5>Qy=n2pFlzUPb}dmZtVa5J-=KU>c`TBpNr)rC$e!Ns$IAPuy)V(xpIh+r{qa8+ z63P^2%40xBx4m_=o?u|w)X!Gt526VlNC5f>woVB+5txOp0?@CKOYvwU<~OeR^jJ5D z(S;%3XXk0c0{vyz|NgUhU5XuGbWjxHaT3bk>KO$pArAnT{kjkV)^qR3#T3B|GPZP2 zDc-ht%F&yRX;$Kch?_G)uLePgV_5@9e*wIm!te4<^sQa+%nzz6eO&-BsUfDK^43f> zItTU~8+gjct82Zi^c?Tqn?qw5octZ2M*B7*g3H@mfuST6opVu|_}WGC!3#2lc6lg* zLMM`YB(O1#B#sScM3gOXPC(7fNs{$s2l0Tr&!>Nc1CMYB* z8ZE~2X&BrNMQ~1oMl^BZb)SPP2q);)u}vLRZojaFqu-#21V|!}qOu@B_*<;gZjf#B zSDEj%3c$i|KlG*`6T<)t``|YlX3_tmvhWS^y@rU2%ICqFw`;A0+(2Y4LAT4B@Wb2S z^f3i?_wTlGW`kdc=7yqqO)?^os@1^EU&cqz9}|7WV)^mjAwb)vtbZyU2dfov-;XuN zdy~MVf7t>Cg~R~ERWt&az5r%v#mlY;0e`K6)Vzv8ri5Xx0}eC?kjqX!u&A~8g0h4j zz+)nWgM3{t!X{77J{BU;Z+!8{7#eOmb&ZH92sAF7ISfs2Dr|A%B_;L`W{4 zPjB8vIQlg<7~*f$R7x?HllcDC97Z|P#w-|)3qmkzd)I#VsR9OM;J*_2gAGBaIzHh= zAZX}oG7!@POp;bGaJ(P{Sm1p?$;b8c3sje`U%Up=`KagGM8FvRKw|dehcp#6@MIsX zUHPo05t9OXG$*GVTaLM5#FdG?J+q$Z5M1r*mMshf8!_)@G$nw$h%?m-@IW(AMll1G z)v%NVB)=h>3Wm1N?N}W)yi-?YfdsrCPgQBCozEjGNkvKYC#5g*4{b2efF!}}9~MsS zWN?@RbA8IAmqjaXL1kcmlsh|uf>Vg^aq8xG&a>LLAqMkcQN@JZSTrkkMD>?{f{B3R z)KWX7kkYq+o$Ex`w+S&N$tw*HI{|(d+ckw1QBWxH>k45wPp;_lYjDx8{$oUhD)lQY zIP?dAeL3+3=LaE1;{e!9+ZvH3B*2Lg2_`1BsU(P05h@8HAxIZ_zUD#DiUO!uH8nn? zwfp|GN;2n)3jpj?0r0#fAR8`9IPo-Ix+FOj<5!RU<9qI;Sp`dq6R>B2wm{bT8e;|M z6CDHE|6AZ{X9g@PlR%@u=$mIA{BX7O@bnb_E`RJn*4V#KQNQLD?3+`ZY}iC_>EhEyhgDN88Yhh|^gfW}2e%hFVj~d2x_lHAI`l)wSj2l{ zxHp*a&+4;RSE(X;bSz;}Qqr;v*_(W{_S97Az5*YQbOou}XXkHXh9!pqh$T8R!FxyI zj>Tmu1%X(+3%8q=Rr>=UU`+LmSp@Z%F|>=YlaNHTr>DLmQ-y5xS#c+9I2wT-nX-7V zBRiJ&mfYe6P;%DSS0&-ozWKz15{8Bi<#7mrVPpaj%{I?YAhYJXy|A+E&IT$2_!cG- z*Ej-3LA1W^sZ~;0z?-juOFyw$KmZ(tL}1kBb)JgK8=TXNMs!Pzih5ljIvUdZYc(g)i)s`Ass9&g+c!0QPt&5 z7X#iaIzw)Kc}Y`Vl0%U#Pb{9u5WoWHTJQ8Ahk_6Z7;-?Em(xK&Xaf$wqmu#XK`k2K zhyXfN?>8;)uI76_EJ301K})nU1OgS62n?}6Yx21tHlN_0V1g%jLcz}Uq7M#ajuO!6 z=?gze@*!mfNA(PBzzapY&5BSlKO${8fPrP#L*nSAXlhZDB7uQHf%^lOz;XrB$bnxd z|N9)Gcv}0&H+2@*1BVOUTMpL;Te$l=^f4I9+ARJAFcgFFE*~K=L=DU5q4KCll* zSit+B^inx>>@IEVuV?)ps%!XUeZ6dL`H+6vWcrHO%mvK9D~QG!t?(N&M$pHeo|{x64eS^oP_?*D5A3_=bzw*T{>YlE7(^%4X6 zQ>WfH(*!uht^0cn%)TvQ749LkWtIVyihW9gL=#!S~{;0x@G%*P`&p z)z!EL&fQJ?m3S{pRn z(7YGZct#RahhD157mV&BTZH@J8#Hvu3{Rf`>nTeY}aG2wE)64Z~qm~P#bknoZ zX{U#F*e#W|9B1S1!XkvG{w(|MZ5cHUv1juM--fP626VCS1Hbe+&NBsmcD!*8oHqff zIo2}AaT46wq%Axmh;wRK4K?}GAC}=zeneCqu@#9+)bVzgBiZ(ftnj)`HOx3}=N_3 z&*M^qlrVpPkQo}eDNNfEWIc$gTX|cUdTq>0=9AOnqS2oyk+D1cE@^^1l|MngdMg@t zrYy^tAd%y-%e>2i{mLy0i6;@|OCzZ&lip{d>$sxqecC*c==|ja^L>8&uMMPXoK=^T z^K)zx9ULH9`)n@CdxHvpr?aJ>*~Oz66xuiB*|hd2?@QI2;lV2gNVl>3^!|{HKZzP~+o2RdoIz zwUGW(Mdv?NbpBIC=RZ|+{(oOZhvUCj0{>GLo!14!|2L}WaIiA`pPLKN>U$5Mpwr9Q z`bu1joiS=87#vluABm4@zUH##Hw-G^-zQ7wwhH5>xfA`im&WBD$0nEKNvnCQgt9*v zF&I&$Itgwzl(1$y@+hB~Tf~jX;yAruPOZJV9+^_4$zUV~&)oRV2la0m_t=Np_b#41 zk^N~#fEqdbqvB{l$s7TQ|M7>xE;(rEf`XDVg~yeNANi|8SW|D$!>>psJhG;cxu5TW zDix7x3lyw4*zaDg&8xJ-kxEMadt%`4efb-M47?Z-fhlxCLh$UK$)Kp+ zjMzQSfiFrvK9FECM|zrCYbGVPWYYwK0uTbY>s(m|(b!#Zue=UQEH=%l*?jY@_$6xo z`t(>0KfXElZ&h1+sDIMT@F|+pF(lE@=1>BP_92^0E%t8J&CeUM%4L1MP}o_>ha&A# zrSF0S@FH%%-6VEixQjtUk^S%aM~UXUhFw5ih@yr3em;;sPS5(WJWYq*NRF@xBpV?^?rBPI6dj&)0=8z z4Da@P#CZ2y(x)@(p1z>FboI|T9RXuz(j+VW*g?<%qP{t zOyJ}NuQ_qS!&Phg)wk>;wz`4@-Js|AgJqI*QAyy@7t! z*|8c*iBZmNW@gO&&f%fi>ur?>{)S4bB=^L$!k;Eg4teSa=1`&qzt`mdu715kd{x|{ zSRi`H2Io(T9j&c6X~o4_CcqpG`1NDCP_aE@&kR7s4Sh-IS{RjbR)1&{_1_pm&H3T&-*p+P7&k5aW~MT$N{%4{xtqIiZx1;9 ztvFjGU%r@_DEeo0b|h1mib{*;O#f^SsiDlQARhqJybch+cXWz*-d$Ya7jgWvxc4Ur zjb00f9htNCuac!MsWd>Bv@ zr()J>+CLqU2T`vECj)fMX2maeTJZOPB9?~Uw>YU-PR@r~Y+3v>P(1f5^~(#2vN(U> zWwIV+o@7lWw^QH$vAWsa{9@~Upi)2<6f*bfTvG3g4&!nR?jkO$zSA%vU%xZ3;HDd4 zia-iS?_}kBKzDz3y<>qYCWHyg48w7K|8*hM;}hV1hT2v}vS?ukyF*1;@k{W1V+x!c zE8^qZsgs|B8HafcqT;W<6njk0ZVz#o9RUNTFE%DWFNr-`^8n7Jb9nouO zf2XYdjf-6;`;${V78QFJSI;DTcA%XdC~X6|{gnvG7iFNS-xy_ft51Xls-H=93jDW3 zIi+e>P3Q3;Q(nLg%Ds6K@|pv1q=)i-X#Vt{{)7LAV*Z3CRq z$Ot$jiI3Be_*B=LUTuEwG2=8Y@G^nvzuI5g8OQ&<8O_kOg-Hqs;+et$ZL>pI`*7J< zDMm(8T;;$3UjsV)R2G+KcZayc0+qdG!2?#{JSx+5rp+q#PXoe!Fets4EXn)ZMWnR)i;4CWup`ZHZN2}ZMM571yPznTA zGU56xeTBoA=KA+pTFX|qI(f&LC$=*88s%yUUN{{gP_f%$Z2|pliu5H4!B_Zxqh3R` zUR=rz{63;ZJ2{aztdO^zdT_3LB7QlXI6RIbwo-Mk2l z28QhrijkNvOC`dFzYiJ(h>FuCSz2U>V98fF1-EmH(Lrc(+iR<@&1S935I}T+*vtRdV}@w-jihjxb)AzJ{SYffrRaypw*yk{meVhw<9#ZtmU!&61an4B}FY zC>^%*qcU7?Q-VCgDKfPfqT(8*YXBC8+qjCGOolO+jMMaAk7uA2rpQsA3_Y97?HVNT zDd-)BuYm7AdZ;j~G6nRQ)A5oOws#rn#{|B*p1MB5GJM(nuwh z{e*3paDAf2fO4I@AOvyx;I9$-B&#l+))y~Q6cH|<$RY5x!YL&=3B4D$`LdwvK%urT zN(8BrBN4VS#3&W>4q8$+Vhmn1bR|+=6HZYt<1UVzP2d{mX+EP@-9IkyeiC8^Y-Wp# z#RU5einHSPq1f_#Tqp2|RX}C!&hGRRAgTU#8t94mP>3O?#ipOKyt`ZE_Ny=T`(ZV1 zf#M2o@Lb{UL0W?AeZh!ig6_2I$v0Lx?{c+hHz!q9)$^X8$%A#^^l*I`y|a+EP^@HE zAB`S<9_pRaKPu+TatC`FY9U!_G&_A$lnwm;xv0-|9^Tnfx6{>Y$HPl0FqunEFT?Y* z5Mw)i`KO7rM77%;A?Jo=-gyw$GONYjLDZGcjGVNpn%YIrPx09S+40P)8j2Yv#g5Ku zJ40t*`~?&f?%!+&L2=LxPUr{N!O%0_q2cK3eKExA+?%zn6zniJ_^h9U){sl2(n70# zyMN}))I4`jpXC(;`t-;52H?wCqM`y2d4hTuwVkbPFfZw^hPc`o7lIx&2X2e&DY2O(yfcN%RV7k{e z3Ed8F_n7Y>O|y1$eSVTFeWBKCY(8mh3ZtXrdWIkpD-9V`F6(!Q5#AohI!V{yVF3~RKILS&bTs0v}H@HaXsoSmPFvQ#hVZBFH|Dz(rVdWA~N1U;~lu%74r{!|etziZn8 z32fWsJ7}2lXDKErD_uwfcl%<#vQRuz!bzf}=vZS&^;Edv{jI z&x(J)_r<+x;9XU9q9#@bTwe-Fh-FsM~aBK7m`- z_OB5)6P0)&|Mz6vg&0;sYmy8|VmeS8q{V>eA!P<)01TWOZaPUoR{szQK~1 z!gn5|KCN=ktu%Q=xp17Ps;aqAT2j3D^NT<;_E{xo!krH#`N?-lNrt4X86*;=i!LK- zPm;AH@lis!b*;+Oc#yiqr7q&?fr_Q ze{ccQf^f6qy^KbU^K%1=>?FYRA_>UQv(L)P+Ac%E*AK?zNAesU;YiwA->j0;YUXd} zYObw1CS4xaO|3dpC-teZlU6M?rJ(4@F7h-m(&;LU#N_Vp>0Ks!-Tb|wU)u9>U%FyW zlvsBv%2fPG72<$^{aulU>}pf^>ots|6l+X*SL?0Xy8D^?q%g~oBaP*ZrruL+ztKyNKb8;JKx-*nCdOQWD^))uQ}^5W9Sf6IPxrzp=8-NisAio zzHSVe@0C%WQSUcqP?uVs3x=OS><}-*plDl+P_u{`e5aK5RUHx7ZlA(cG0AyHF58y+ zyWRsc9}m;HFHF6Ia-PEB71&I8*^`2cnRLjaPQ7kjGn|pXg*&C?5GD}m=cMeXz5O; z?3}FTH`TlHBr6xwnS6a7Y~&MID%;yeMdC)!sl@v`$;gAqT&YkVd){18hs*;O&4@=@ z)aaiKaWPsQl&5atHI+@E>EN^#3}d+{jxM|Bm{WX|gsj2F5)pEGt%m8VKUD<@g+2~u z%2Y2GB~b=EvQuVje|Lc|q3fN7x8oi1DAC=7{2WJSQJD$QQKB7i1m*|(Wc-S=x$v~( za}e%im;BNn+y?2DB~vs61^mc|Wm_Wj*YzB`bvvM-^t_rvQSQ~^oAT0=<}Z}g?pZOs zPU($uJ-;iXZ3AoBhbq+4J6wcOgz%qo>tbVJ#U)CU#^rG1yi?CajZ#d4Ppx_W-tc=K zR=P`(lqg}DN0CEt^U4!c)mik{o?1Oy&2N$Um$Z4Ue!F*%kJjS1P-&CyOJZs!OU2bz zGD8U|w)A5hu%vA`XBQKIApQYcQ6QB7-?Ua*uvM-x)plx@G>do0NbJ67Tbh|O8axXH z&m^{TS-7c8P%t1ibGlbMG81++_1O46i|isU!_q2ngwpW1 z$m0-}7UppwTs6$Q(VYr+(&?5X`0P^wjOb)Pr)*6MJb6W zPWxJ1<~4Ar6lUl#tn?l4uaxO9Qt8vm#{UVEdZ$Y+->#&v4J?&)bi( ztB((<0qcWDmD0yDNe5tuWAY1Vq)s%2ppWTreS;e_1~Pfu=^Heines|`BuXbZ(QZpBDwHkiIu$!*;*tugYtC5?TItYmN(q-9{YM=*;ab&Ms-xR1pUTysUjfG1 zAY0O$ecf%O!^KJr5*AIB#&^uo4Jj1+3h;oGu3v?RX8k0Rgl-s7jMfk*D$0N?2wJE~ z)S^O3*eFCXY%XaTq^Ygmu0?Iwinq)W5cocdhLOY7t^eX>da)b1btr&MX-Q)~cM+gL zE-z{NPKFtxfk5dqjQCbq1X;dPI(}89wtm)k<7P@&al#0%P+8$5&Byn0JUO(%dE?>7Cm!G2mMXMM(nFN@g2YXq z>T!IRqDrFQP9opQhubyh?z9jPcMZ61w*C82h={YFl>uT=#dv zsjH^#2s>R@wtf)z#{hHdo{Jyn9QHK4@EOJ(4J&vLVMuHB-?D%u$nX?8rOXgLn-9?f z-iGLYts``CvV0mxWMgif@)K;ll%x{e_9bptDwauQXp)dxWA~|HV_2t@Ys7}!v-4>o zm>T{zh0eQY>B7g;2!k&6Jk@m_qAS4qcA@Z-8rj$Mq$(0%y*eucL|NZSMl@BzZ}L2p zpLe;jn?_y)xba)ggL8Cfms>G})Sl)~$Svu0@|zxVY$Vy1(%+645 zEQRlio#U=uI;*|k*)Z*@8u8kBT(cfO_?^O6Wjt%%cUKnO+tFlCubQM9^SiMY#RzJR3Yd;h$26+$yNAg7>gZlKEA8h_u88&sv$kKk@|PO@W<} z(gb`LKi{QDjqUL1Ep&l%96ZoEvoF`uw`NlE%(|I*alF_}Zd{gKnbu67h)!dZd`XN8 zhF+ctGS81XIX=TUVBKut9_Q5`z#&3;A$k#!l$pX3+}An5XrbsV*F^<_vNpet23N%H zJ&`$wd-*EHm*UEe;pl1G9jfY^x>uvU#`tKRmH;6{ifES37Zby&Khn+_!dqch5fO^8 zYkOaJ4!oEz9dReFK3m?zk`521W`MJz`*Zu_cNC&oR4&p1d-WZj%|*Ipt+WEtJ;_l? zAjTZ-)iTn%RyDq)1WLY=-sq$UDg9c?QE`7#uP$txWT7^yNCp=3BNDwKdzOr|wDr%e ze`8{85tWWEtcxGEdhMz85|+Z$wG7>>OqZ>0CakLIbQtBKSb$g}vE&JGpi9kI=HNtn z13s%mo>GPHaW+UV^-S@Ft!9`pwQzbr^RXlh6ozI^!nbg?F(ha z(=lwOQvL|nfzEXs1tY>DiX>9s6h%~LUTD6e7X`#PL*e;fCQ7|CtLd3bcLtxE*rag4 zIc?q)<8P52l;D(aF~?;4N7ZjWB&d*4%woGVP!KUoUDr7Lo z@EU(3(1ZpC%7&o;Ky28j{7sxx^R=g>e5L1yc+d64o4M^KIC@3Z?{z9mqjyIBi-cl3 z!W1ahp<+k5lX(g;VYze`+%sg6<|yXuuUVDMExN9p6~>+op4Aj~TKf6iLa9U=sqzl< z^>uMjPeA>{kUb6e)}e00==0MQ^MttQmVoMCz?=zl@A$29+qtu%| zw?MOi&dZTQ-0$368VjOIC`N)5VjIGV3Ab{-wyo3A63ySLo1mh`v0UnHRt1d2Cf8_U zI04_dZ-#U*s>tuaIi;8n$MI5&bR&e45Ak=oMgnK)h)L?qUbzb$SKHc zrinyWY*=bIRi?)gIVUGDL(AEUX!p>M`?R-Yu-IW;`B z2*TO-Peex#iJdR)7{1K4e9+mIl5X=7t;7$3u_i{by>LHGAc~Qd)7>U5LS<~F9uz#p zWvwqOE87b4MU!Z631dGC&xjMzEi4k3iC`i0hBX^2GRmJ^Fy%28 z4$7yWQyU5zq0LW?}wH(Xy09# zS^$omO+(>+gIT`Px=vtH^BeT;!(RfCGGomkKk}jmsooL5UmG*=OPo zV|8AF#jUm=mrL@jQ67p&dAIKis?lae#kh$qn4(%lg=#{FqdYNTW-S+^%uAF43Svew zF`bF38W-wCWYNz8o2JDLYHlqhR$Jxck-xJpJZ~I%j9Jr#E7v`59(VY8&O3;ay+GaW z<85LDT7DdDWSFDB9rV7QqY0k$3PG z|J{&WFVt0=TRs7D_PWH$!yU-l`=P?xGb{@xFjDg)J~x?;M@=kZQD$kn1Ns5c+V3Jc zwa8#S@vGq5S*WU*Q;81|gU+cRsrfNG&%jgxJ_FuMpJs z5tml!bl5)$x=&{cc!zu)MzLIlHV_?JIDJ;(HL+hu1`o+8EDTGP-UO+)bBE=lSpRlj znPhZ-N;M~WYEo-oEqYNfSkXo%f7*S5^*0>JFRM~L5kz+?iC$w`)kx@iZuxui@^Ja0 zYx?l#x#@)8d+ILXE&-o&zUWd?&O`y{)Lc*fv1TB@U-TdVE8f^~PGhsGMro=nYD$OO z!PAugL1R}64YADYc<^cKLsatG?PlX9tkl>>FI0X@Q5UhssUgT&l<5YgCydX8Ss(ga zKTXd{nJK}YQ<1u@bEad~w*7 zfdko%m&%#1mOfB1-_Eh7^raxl=jrG>h?Ghk0l&lf(p*oe^Kxnbq^)3D?lc}w$6at1 zY4#F=F0Wn@_{>|D^u*RB@#e3~13Se~yhuoAn6z~ht9yN=CoxjTsQJ5>KQ|Q@cLX== zkJdeN#!ZbLQ&T3^77a~@6RY3rNci#<%%$58$4e=6*wsy^7O1+m5JBx z?#eQw_dOZJ=V&Z{dvGe48oP&3qNlZ|^baR)@uqm%uZ4y#@?*IoyPgRrA!L-?@5qyp znYx&8&X;m+iA_4xa4=yo1e4&G|e$`~T1ee^K*2qNHlJdoq#{p$>a zRK=tH@UV1Gew3zb0cU|&k8c(>Kd?2hS<|ZSqPK8ac(Bs3r+YV-z>GBJ;{EFZJgC+| zn+C`IU@Pg_$@m)A0`bE(|`Kl9iPYe^hPVL?~8DSHtDmjS+&WevR7@bYG~&S zD1Bc|NZ!mE8=HhtV?C9fAxN>iOk)jVYe7~&y*)N9vTmq4Yw4f6(TZ@&vk$BT5~rt# zYiH{?dUrj;l>BK-J9|o0U3w`m^LJIF-i9MsO(a&5cpcCCQ5pPvn_PAqYw+}|UI!nG zI&DW?rFraxWP_8Hdzj3``4~s+j^r|%QY}017jlyvaKNjiq82Jagl1xn$BL(MG{h*g z6Cd1gO2x{H|4>uid+=dk*ZUaM*oDuAKW<`iW3svb0S9GwVyQ$Og%?>a#D@>(V7#Ea zd4K=g{jQt81CPtiP+F5{R$OrmJWTmd`kzZ(E(wxc{nj4a)E>=mAgigF#4lP?O^z($ zf%)urf|D@xS$F5&&o|!BtIXavt6H7ZjxDBBW~MbI-|1$gRZY~z=SPxy z&CpGUJAH5jDs3%Uy1SmU>NA@;E^2w&mxTxXxOV_}m4+ngCqY53>RdXLbNnMwH4VfM zRQJ*!_6(_s-KC`DJSVSfWJ1GwR78&~ie{A_)nw;2WcMLI@;Rp-J)k(yF*rmGt0LJo8S; zP>C91{)~V9YAoP^-1*Vsp;-oxCSlylhP7SoY>j-+({2_+O~tcim~reIL&FV@B=^Im zXxFz>Xa#N~JQm#W8(oL0RSSMaTVXfdd)u?9m;Q71Rl3?G@_QR4!7iI_s9~r{SRH#>%TmZm!{zOX{LiW6I86ev!1JG^Yyf#hT-a%*gvvr~`g}u|#}$H?t)hicjw z5-f)0Tbh(3oek{T(!q#Ol4wjH@@0m8fqef&W;cJZ9!|=?LB#Y2Mm7M~Kn<$X0ph|+ znUq^|s|jvPAwMmccivs>(XHIDr923e^oN+m<1^&z*Xk zU(DEJ(s6H@CG}BS-k48bjWTPx&ZprQwk|tTA0bYcaY-Bov)gK;M;@m1mG?MJO{kWt z>=q=Mp_I{mE?WmdVHwC~=Q{yhBD{uc+G2wx=|Y7ql!*quvT;nYH*l%U`B0c*s~H16BvZhsDNMZk&R-Rbk+c>}X4P%oZD)e)#>xQ7$2_T-S&{Z4x2v#l^6zYA`AMHDUO#V ziugutL4_ch5Wimj&YP&|$VTM9Lln<56pFyw(*7=@KXXFt+ACxB1ctzreda|9B>41b ze-JB`zn7^rhx5Vtmi{G|SK>^M2={6_4%nh01gh&x%e@7SVyVPP1{}ly#8$j;xvJ<~ zGG5`9clo8pBW7N~5k{-(j{_0o$cwNJ*M0v9g3E-v6ZeZw*>@gOVf>zh;atxmV}mPu z#P$Zd^Wme6muel^FG+*a+K9Rmk zwNgT@0eww#s)@vB= zI_YE9jh}+KUAbyGg5f`G&g9w^QH~(Onhifb^DvN`*5MlJkP*B0*70hYD!R9RDeN`i ziizAjP~dnaEet>jPT;6)lkd%*q{_I^`}r16N`WkW-7n?=Vmfs=ngNYh@;M`1VO??< z-vF^&LW1}}XohH8t8q?8FbUv%{P*{?$eraX5r@fG3iP4B6`7elk)C}lfFL`lVWZx0FvZ4|ByOUJ$b%EN+GI(cH)*KiRMT}E*DK(p)`o2AyFgh!nc+V zl*o7`R7LN6=j4cQnD_XEJ!;FjHWFIh_DWxje=Co9Y1EP+@S>42&^YVooU2vvdrqLHi{?Zyy&#(nYJ=t5ScGn2TuoR%u2UsLLG*1zfx57Kpd z;x|rF)l;(H#Iit}5R?&fRF3Q%A4iijG4BB2rP*Qkxl4noGf6;<(9CAc!L{n9lr`7B zRY_ySp?EvfZE{sYENuu=LinC#xbQ_$s#}E4MIhGbgwr$X-Xa5KC^=~!^yTKDelvS2 z$w;LMRS7FM@6~JdrfuDO2*(7+d?|U4EoulMdREX!gaib%ja$N1w?f= z&6GkHyKTPr4fKa-Y};4l%bIG%mV^0{&2;FD&9wOlkeS=`D;Q+5&=ZO*!5ZLf@XluG zSRf&n?wiVL@J7B?Pb(iuT6ao|wX9v)tF4s_%XtS$B1)%`*aP$H&}KTZg0?%O+kk_0 zrT*t}rIXy_v#OYCb6l((7gA?C9d{e;G~s91_<|NerrZ41c?6Ngy;RG zty))lfGHP^BEkLi(#~=pdUmbl&TULg`~ocDM8e_`S={Pa%Hl2W>{u7>)nKnp86A9l zdTlVxLn+$?Emh2fQ9>st5)Kdn{4ryXf}2RmE3QUNn=Lg$KZo`5p6SE;^7XpT0gMCa zxtc6%S>aXEBuvShm+U5cHYQmjAQM)BTzQf+nPxH4>fzc2-@Qg3hy>`?Djul)Ol96e z8Pd%9VGT<)YA+*J?Qb81qhzkRQ=+H8SXpIR-L;oUtFMZ)K`P~`$wuJm&9`yUIm_yq za28zmK{ga4R@ULpSY+OO9Z)29d>iTjflD@jz}GCySJkB34F5^J(MsTuMy!0_i4`Aj zdO!RJcY;R_$eA6M3rpn~BCyHM(|Bx_l2^JMhptdhAx=e=oE+S5lCH@T$hf7~#az{| z4<~eJrm84sNhMKX0h@+4w1h#anBl69xjmuke_b1xS!*}e&DJ1bu{ek7L7r>@!q!&0 z^OrPiHf?Y>K&-^cU#dAeEKhpcV5(!hm>}^KX%z%YiVkcdo=s6pK6s3TPkRyJySK2E z74wO(97^?;Q2z-ghR1ZEqITDVMaoiv2Q0l++)`MlP88>R9q$KgK%gP!R-+cGPK6wj z&Gwl;xNfae20FatG19`QG2#B4jb3;Zz|IgSqaVm5-=FywPn+^P9+j;bq_rMKv|Z1|EXPRiS<1L};h3)za@8Sa*4@STOHUsin=P z8D6jATw9rmmb8VLN2>pB5KoIADcFEU<3?F$$dJ^N?<&o9>2yjep)TrBHKyZWdz5Qm znHI8-_b86HH%V8O32@^EFZoy$wKUT!@9sX~N?|F$eg%(_bWpuDvcy= zUcyNNdyGw9)g1bAxJ-9<~g1ZKH2=49@Bsc`Wad(H= zJbBK1-#X{ancp+(Wi426vv+rOS=X*zS2a+xfg%HucwR^mEd{ahjfb+h2o>5Zua9}u z#_84OdTsS~z&rIicgpQl>~`tbO^zlr5w_Hvfa+V}r^%`3wJ&ecvj^VSk#b+;7!fI7 zv#RoPPzZ4!&Rcz!^Q1*NLp^;$|2p@wDo|qAD!tF?oUwzINIMU&oomng$MG&%|7ClU zR|m-Xo*SRnl#K>IINxyoB{iD$phYc)FDXUX+4*|m=^dGHSQn3fQlr+4G!Q3fm$H+` z28h8$@Lne9DVu6j;Rad-3!li6garGxuj!aDJV|d%`s(~r_5Md-oy<^0$#K;t=JJy1 ze%0*A9s*L&Gz?&yCtM$Ebm)P_yn2Nh}dm$fI_WHUWyq4QQVNSreIBlR6)6l!-@zbnb7a8YC zU?uKGL$F+R9Qhcbo3u@|RMgLfan5b3XrWsjTymPtg(Ifa>nbF{QFoa@K$P*Yu9Ehi zh$w^!#kBc2zM)IabQ?#JBD^ujL{hV5K*s<>Q{&A8B8n$2e;OaK1D8Wv!^t*@8%dga zE13?YJBXm^wQPV)TeDW%+2;T%5to5VM05`Irrj1Xs-4V?L30@RhzWZDX)>;Ul}Mtd z{2pe=9}{Vyo?#ka2qipLUitD0A#Urd1ORXWFb!svgYJb+3l(;-l1i7^>7*ef%0B!- zg~qgEPsGDZ~xXO14YfBJM?mo;MsxllY;mUqz8F=WSX~bx&Q%RFbQ|S z-q*~NNRS-dU>@|Wog0@Zhau(_BMy3NW7{5Z4H{?n#I0d<<7C+&cP^|RYUm*n5jllJ zZ;sec+t82n_1Vw^1;BYA-f2w_)e>Ma?91D{fy!Z6d;pFGqpDy%_x&4fwN{V$HiwZF z6@(3ztT=|(8;ZgXg`*&oVY^6S03Xu(`YH19hO@!_9n8>))!>fXYO{NRdV~v!e>|LMr2pJ+@&i=VP*F7nfZro7!7WKo^tDUpM$&_M(G`_D28K zyffUgjKIH@#M2P=yQ0LfK?3h6Cx>c|w6|%Sesu8<%UOW|pd48PZK5`Tv8%U=_sKB3 z`UwNp1U*G*K;wb`v7}u+cdOSl^<_-_t#a1|fGp?1ZucJw1%Qauj}5>Td@dKJz@8}Bde&_}nyuY7U)_cW5GBb-sQyR> z{5LavkSDIRG;OUJIr_y;4l0fuWN%!@QwE zurDLYlam2kKqs4mF-Nt5ef8*+l&Jk@vKq`Q{)K;VHdy^QSr(y$5y@*qR}uzCkS246 zhnA43#-goyMt@6MsdlutYNKi~^oA}RyB6SvPCS&azvj218>`hZEZymBedD3Pk^%5G z;*s6>`6Ar!1AH^}qefTJfsbH@tfhv36Jym{5>^03>N;jX^*d7>&<6}lC+AkA+ciL$ zFa_YLN(>nH8zvwh@ceJq4)H^3Aih3&4ug@d!K0!M>P(}V!T41jRq zWK*xH)D?#Ua+d^4b0gBbHPKyEHKk|;P#yn5J17yAxCJ#f!dmL{4=L6FJ5{RMFQk>DD@K*YEz5mfy1iGPLvf5Si& zx~Nu6+0yB1{i_kV^c(uSjLmKT4Fn-0@}!Zm9}PTy{rCtF>zq-4)+79;_wUSeU(5l8 zS+#11`uKM>TK80grVr|G3!?;ZIx9{qZ!Hcacq< z8d*aF_-ekpww_Gt*iVoC&vbk1|C$W|zyMUzkHU-S&&4jrsk2_7|G!F__v)nbL|)Cu z0^GevL}|KasXx^(b_4681^%|SG<~}$FN||NiF=sHPl2sl?gP}=nn@N8kt~2f({u{s z`pJQrAQw3tKOlTpq$UV`+$i z6*x_HeUFx#A@N^z0xIAYg_5eMI8w0ufafr$??az``UFxW8%%;2QdIHxvF*v-rGD9!mfe zG#~zVq_BrPgmjz{J30=n`?5D>0MIs7@mn>nkk4fRl>o5s`-FSpv~zI8UmIHY>;}TB z5j&G>JirD4I9se%V822KkRf@y7xe82sF#1xiY-X_tJS*Gw6asAil@&1YFgCGO>y&( zPEFIdzrz8w7tgHMtB394xW066T+w}2zIIf((fj;L^XA^1u6(2Z))N%|)wL_3;_V4~ z^tE!}5Y)d$4*>A`vL)}Y|0@5niRMk!C8nN=IS^ zjXiMe>K{if;p;i$Q^WWA@eR2-@(+h6bN06jpDr(t6J3DY zM}gBJRp|*$HBTy|WCY|Y!Zw1|fb9dXi|&Z_xjet=-ke)xcyt5(+|iBe$q!~|toRTo zbsrO}2pkMc`&}vz%XNpE79JQA36mr=m>=EVB?OosfI%Pjy`JQ9EURu0c>XvAccQ~e_ALBVli$$S)*#oZ}2jsY=;eT&rmaX}c?c{zTTNiNH9LAW%>N;9asz`?f(A}*}R7-BK-gfY{-65DfuXVLQfx!$?*+D zi;N!voSwMAflXz9AvW}3)e_ha{JxI0!2=p2DdC~)-~H;eH35$$%TDe)1?VMM7g25m z`agVrW$0U=;#^(Y ztth%K7W?Jw^JFj1GrzE%fI^eRPx7SPDbhH!&%{$qo#ga5zfPeSr%67q{y`v*4-`wY zoqk?1xx#*C7KVs;IGu>D7`&_D0NsMkp~7h;zdmRYy2b4h8SCE6tGS>CRH(o{D-MAr*zv zzMtZV43W7_JX3|#BOR%{+lEq7!K7;a+C0qdW)Mp2n6>XV`Ax&gEpJ;JC3-G%nwa_b zc0x#Mu*1oRU*6`Qb=!FN=AU!4^+X8Js1JoO(O0TZGav8HS$_)`qv@(ST2v{MX+WI( zJ|tql$g#U^lAV|OW zJ0y{u(tmd40}AC{L)9|yS!yC$Q5P&aV0IebTBi0H@PkXCT!M;U<5^KeDgCeZguH61<>`e;F9%EoRYvZ1rqs0)?!GmyaWNbPlU~hH zaKgnkGAn*?!Zl3tMh-%f)5K}seCoWBoc8|xn*m_{xG@zUG0WefxFocx4m!44Xwi4g zCinL`B0-vRFZ-;G#b23b%nQ7-VPC>;4?6`T5g?Z<~d zVv~-QpTpUbOyvj!yKbX(3Tn2*<B+jFNwV0qW9V;Sn6$5&JDad zLtyw#&|wIFys@R5%jeblIzwrL0q5pj%CEag6zj2{hcO1}Tp@^e}TKIb%dS zBX5V?e1wUz{!y(v+P#aow*=n;%=>(9=ewWyt*mUOgH985QS0caq6$tC zFdxkCgdke!XJ^B=Ood@vf~kZ@YxMhc3v&#wf>8`q*Y>1HUdTPvV?+b`T7|Cikqxi7 z89pYM=45zJmx@bq#>`A?fnGOE$RN+Y)uu?060&SA4u!Oz*@M!>`S8V}^n7>^s>ihO z-3x!c8`i9g#vf4iEQo+^Jn^L}Wx2Z;74Q$ss{dcT92d)fdAa|z^7>CJum802`X3ya z#C#Ce|G{|mpH^P~Y322wR$l*U<@NvfR$g4J{}l=RA6j|+6EOULp_La4Gwc7<$}1B( z19v<1)l9tIR(aX73YP&3*V9Hh5}Y{3fDp?%FmV4}94YZP$9IlW46f9eJu7Popmj%B z*nSEuCJ2~92;oTo^_l^wTU}RAb<;AB%==DO(owC7{8Oer|8n6%qK zos31SjD5(&c!PG3^8_wiUT7Lb8^65KX*h$APzO<`T*nd!FM)>ToR*$mn-Cu#P85dU zXtNyL4oUX;o2mNoO6$tDhk4I8XdIk@am?4BMP|d8`ge&VofBEQWl9K_D=zfQv&$=< zC%d~WH2GCsdm?7-N4?A+1Q8vOM)f*fPe&Q%U(-1qWENw87PmdE)Q&rT>%}}?n8Nsg zuv^iCzcJ3iZNsr_AfbS^&ID-yrV-WZ{Q82aTlt#Cw6Xf|z`XE&Hz~2*drtFso_36$R+ql}8Wj8Ug-C-v+B%r&> z`=yx&2Y)G@Gt1e$$l|*8in9`EC@na3S(_)}>vRF~c6JuP;joS5=nq0iKQtR#*uT~T zjuH+vg?@BA#nihM_%qw6I!(&F01e2%Zwgd$bCZq7<(N17p#PC_vrbM!NA-HJL|I^O zzuA3_-zDbrFn5;Iq~nrD9{Mksa7eB+Fu%IC<=N|s=SRkh;=5;Tv#uyu+nb85{!e^drW3!^c`%ri{b#}aD zTUiotyF`jEaCPKAKA%jU$6RxNiv|O3NZE%8VSL?$tB|=#PGv=KG|^NdKEJA>lqIRY z#)n4qT9}R>{k-&ArE92^lAJo_@pg|!Sj`c;=S^LZurL4Rm`6PhLL3HHZ+SX@yJCf2 zhv)5-fxRDvvjorT-cKE??kfqPWw%1#AK$%6Xg?j+#DImzKl{AeJlFfeWSLPi+lU?Yt@!Jw3sr`-0f}PL{BYk z*L$xC*-Whvf384L@#zWqY(0wjia)i3YmKaN#$1D168B=;rIzS8AApACXoOWwI-NFl zuRh+-^QEPeI3iu8D*PNaO9Y*-t8;UpK~MfYSOR!8-#i>yh_?x%8x;0#o*&cUgR?n4 z<+2BlktZgCJ_PERwXIIYx=p^+>FP0X&~xN?ziD7>x5FR$#~VmZmtS=j(qH)yqqEsR zjn5t0t#qzY(}kg54syTz5jvt$9-ZWT6V;GgO~vub$;oRL=Q(@@Mg_Bs3Vf~05}Q2R z!>{MZ;Y5kSGJIycF%Q1r-8W4&+EO4odk%ztQ@Y(WoVtNfCf%aP{%^2V&MuV>oJ%iN zvaC|d9mROR-oKF!o3v%S+^H`&tx;}l(%f2k!kc%#o37;{a8$oyorhgV|Hf+?pZV1n zA^8bk`HawjGSZ01!dE8e11{ffb(My4VRx=K?N9-9>6Vc9Zu{b5xs(~)5R{rb<@M}+ zzsp+Ec%@ed^)?Pg$MSE~ou)Op)Bunr|K7?>85i2UQS-rg5{4^VI23U90a$-`dS+(T z*RM~@O%Cx)j_d-QbKF?;PLCW#OT8O}`23OoTqWiwfI({b>ubeL$Ad?mIKP2N`5}4o zzV!6dLAc%g%+thh{4WBeG)O?0l9?e<_&lia{LH2wM&5&9=V>d=U1wZaJM|VOaB*cn z^t&SB8E_%eg9F^iAMF-g-!L9j)1=d<83eU?8NTM}^6BY1I6#uql|G&Ig{AXlnH{;* z!2_#_VYsbtpuyTPq`OVw5WZ2keOyU8qzl`R=Fq6v#r}>&!2NBC8xWviZrj?*vzFN| z5-yIVs)h%(K4-S8l6CehA$FRN^=~qDvWtj3i7EcKOC9?-PqOCb#OohUTDa@Pv(`B) zpKp%`oFZE+T0n#8kpt=04HEJhoLDeF5&>QEtGhGye8l8mtD=xm82woz+Hq!md3XC@ zv-b1)Rln2RI$`=MFa$B@pKHIJ^&1HQm`a^IhoHsCxgo-+dPFU$^eVaOA$FSC+rvYB zm*$tL<%nS5=nXKXjo7V0!1umMyoKvN5TSN_H&gXhrGQF3-@B(1C`C>fc|^kBWZDKt zgT3(b6&#_4?L<&8;O^N7i6-p)ZNgnu4qp)~z`eE?*+eqiXj*PlmOSdqV*3Z5p5D&I zB;Cl)l1P0%o|O~XDnz80ykXbXw1o%5_uQBsm=>w7h(G5NvhPM6bFXSv;a zHQFVFNN1r!(eKn9GEY^(!B9u=Oq)-edx}Z9FE)QTf!Q3&o$U?BJ+`{WTL+AYnV&le zxg6^k=_Kj}h-^MM_&L6RHch?LhhPoH42az^XS#d5xdDj6Wyh%#*Q)mKh~w2ANOIyms*_P(MA|h@wDwxHP9<$!Ca1}m9bOCY zIFgOjnDa3eLQ26YU}b@S7_Bxqi+16GB|Mz91V(o#cTiv%sreoE$hASaHAn~#g(CW1 zG)AQcA4MXd=d8?laOgM?hVT*|*YsF^xs0JqNh`6r^B}ymRFfMY_S~407z{R0vHS;w z1yWF!rCsOn7c0TL6tkAKW5ng&25p-_5A$xzwABfCctNRGaQq{KC_Xi$4z+pu2e3t=DCf;JCR)RTQZIIe@Ef~`50gJ0FIEw5)W zMwO3`SIyB7-~hiOo`uorE22J+UtdpCjuPvOXN4CT#Y~T%>KxsvuDy&K!FOo?!w^_f z*U)8pJS95YbH#xrn^;HKz0tU{+~tQ_8A{w(4jluwPuTD#NV(>3u_2aW+tl8)%j4{q zTG;|&fKz~DOQBSI{*Ka$kz?`DT3_$^{L*=S^~3#bT*;cb{jY;Yt{-~&1Umr5DjqBw zWuU_CzHJ+@u8bSa=5$B>^$(@+QCnHO?v6=vu2EB=b3+_C4GOoOZ;p+WM@54^enm_7 zSxaJYSOMlc{M*8Uf7#y3WuF4U2~%qx*g|%_GF{^1#ZdEQMOqq`*mFla{=e6)H8dWY z)*P0rv5CD4a2{lhstGb(q9)ac@d*%jvJmSBxTQgc3i#_tu=c4vAaKx%=qF0fW54+B z+B)AkVb@NqKTp!Au1<&)wA%eZ0LaSV?rC@f=I7CI%8DZL(ZrGkxlPAXM$v6&k4X&` zTBk@7Ixrf1_F7|OcEL2e;c?VcZ?MK7PKZT`lw!`%v;-CQ4n_L$_b5aO&PXU|z~_nV z!c{dc9=6xF;Pg6u5Zu+yoT}W5QTH8-wOg=e4)++hl?Vg}e zXsD>76StPARQO@qIjdn=Q5E`a-dLDXV7GlKDILjI$z{J-UCN9FVqW@rEiCs{d7Q=t z>(=KN8(@pVf4exSv9(1f7KSS|m-+(=KmX}^kIprH5Ei`i_r>xrSThX&PzT})>CIR0 zs;EJgRfG}Z-<|yRd*5sy?o4wV=xC;@%E+0Ck|Z|zMqu|8?)Q$>sdMKDG5`LGi|ALs zwc1(Z_73|3EZd)2JS4G=%*1c3hEKX?P!HXzl(^0aFz{WHlS7|V4YE3}Qd3Jq3uhmy zc~kQ4i?&{7sl3$a{pkCU2!|W9<3#;3m02`fYG%k@9pg`(tBd<#;?;0(kiPs9P%S7_;L*L`#{dRMqq$~$pZ9Z7df{{q^@Z#Vu5$;7P2V^PI3$XnW9o_>W0YrQ zMK>141>(&XQntF+DQ$11zePjlY$YPj4KCRdWDXb7{@S4$e8$#PW0D4W2mMIUBT0yU z-)qu7DrQ^tDgAB!>VX_vmE=tQPc+&5^9JTBW%`cI9saXgg0K=Xu#843kXRI;uUr5b z<+Hf}8G9zhkI%M;&T~@_Ksygz!%v;_D=XjWXsM)x9N&lHcZb@upgr^*>-nEm6D?%d zD$|*^Td+~4S0dMxV~u_g59*=s$+{t7J2wy!0e6AILayfd5I_e83ZFYK?{(`?i<+-8a7w-3iZO0=_1<8~iJm73&n64jt;i50A(;{-o=Hc%Re8=TzEiPyC z2+QO72sWEsTUx7?1xsL2T_8yNfyj$FTN zF1d#s2}7LZUDWEC*xzGNsPF=KA1cYKJJpi%diS8=tH|DS2fI_?8Ek>)hrzldJQ_5v zr$<}$0{T$ZPPU|L{#HHW=sbO-FwJhrXIh#Bwr6oO${XN(ymyj88F=jQm)jSPfTwh5 z2W<-f*^~2?5n@c%SJ8XHgn85O{4R$-z^VYZZ*Ia;C*I+}yE`d2jk6#Vcc!4>t7 z0#5~KkT8V971!KlGoQ*8^SDIv+~G9U-uAFDZC%~zIsj3@o<>r2w!NL@l%TItNkG|O zNTDw2d%Ax*<(b6!xoVKOvlDAf)aL*&;b#$GRA5M4 z#BtLk5Sn0;cSFV4myTg`0s1Oxg?N} z9kl|sGIqE_MeT+m{LPTTVmn=2^#z5YWzL3JGwqzkTXRvV8I!|4)6m}DKT`$>9WjCl z1ysvvQ`HTgc0xc7Tp;P|jpr6OiT;+QCxAUA4ut@?v{`~2FvbykBDss3>E+JVoIe3; zcJLMG*;s{428hJ1v$a*4LEv+h1VGC?&<${G(Y8+N`J31@Ac3cfBIq(A;1MO#Vn`|` z<3p#8qCYw>5MChY>&Xce!7zx15&;pX-b@B~FMqpe`_$1yY+kCLi3I|L+&5t=g)F=G z5_cDl-#g9oBQ}IVBpYsb+OD@>GZ7yV;lpG2KsGlmjZG`rEqu$orkDvrF+Vi!Tban8 zgke}FIOn;CD@+p$s2Um+D{K`?hN>ORbn$QShva7Puh~5BIx7fnDNiQDkYA}p_P-pA zjsDukOjND{#xRGpP^Oufw46e_58UE>ti7obGfg{B%Uv))-HEd*1hm3r)B?0Bq`v@j z`1ogcbqqSRFQP-2KYW`|{kt;u1S`%2GtLgqmD82uGxcpn0FjVGR#O5XeqSYt?LT|Gpq6K9sA>CK{@i+A|47LT-dr z`g0K0eE)C_L>+9{mOvd70}~Dg*38ySZ)Za=k-zBT%<^Yj%p7o*?4ODqZ921YG-5%y zp`Th6D=JlKIIgd}iW)F@9O#gpC04Zmz*rN;lRHE2!$nEX)Z;LTQUCBEI+M(AzC(f_EvhPJn z#9n;_$Ys1#!v!k3=ZetZKcyDx6MeX3y@^Bbcbua|RgZnJbauMqVX z(p-d-+l@8&shHR8L-(!;Ygb@>cQDQ8fTBD1)QJ#tBeA$#4JQpgNfm?NfqOz>T?HBf zHb0aU&lVQKwyIKG85EtuxZ^Qvs%vVh(yz`0^2%{a(-9Mj>9-V(g2Rt+CBF!iYxFSE z>!4Nq5`%&=x1uc3CP^aZ{A^yif*|ys`XX%dojbqy9wy1=PRL zWc&Nk2b}K9OKc0}3X}GXT#(6PNM84j$z4>Ki_tR}fjrxZYwO`jSzfBq@iwr(9tlL@ zIY{J*bB!A-`G2o@;qzg(I(V5mUOvvdYojhGRmR@IwQgLvJ7<@L8fF*));XNrs_BwG z=tL=gw)@fNK8nh$eNL-Qe?uoPHm{i8_Ew#Swpv62E@~?vB*1I4ZgFd|CnU_;FT045 zHXa)jtBj#)6A&n_DtoEX(;InsJngHP9Mu>41QB@;wUWv$u4w5^ z@vA}C;%Y`(}M#W3Ci3iL5ZduiZYh}y96)Cpfp_hB#e8Yy z4V(oz;T=zq%@(dd^YNm5xxKQW*3@wpl*p=vqaufjiEtmVfL%Ml~s9(xx z{Ao)>r}vY?OVz8Dyr~YpucHFIm{EZB{jyiuX`V45yVP{8lYpL_niaW4-{H zrrMmGcRb+84Y0-x1JYrBb>UidR1Cb#Y-2`@Q?X%`0uSaoF&6r?`9Q9#W7q5Q5M94g zK?`m1qERIL<{|xbyG);dhd=2_>%tbqm1XZ`g5XZkOdeggGGC~E0KM!Z9nAH)YAx7- z8yk6dKcbc~6b+pI-MPar6WM-s8h8-**A5}y2ECfgtHBnckNENb1Z{rNM0{D|^)1pl zSRdCKe2cbLT(dvn`E$}mkoHFnK!ECp^V`%Uhdl^9X(e^JPP&8NT{H$p-~3KHEwkz@ zO|*Je^xdp~E8B-EYh{8PHI7pfFiQKn?(Mv~# z>RvaGZES0I|5C}C1#SM|i?KRTZHfuPDrHLk9i8%XOV{;$kT|ZOkatT04e$9fgTcq zFp#CRfKiYAux_OOgVKXyIV?{cW&Cbv0GTUGTas7dsQVZ4YyW_YFIOjmj)6t|?Sz5>^iBE!stc1<#Q z8v5?rS6`6ffCJ$><2UM0e6ND#zTuQ0ZN83Yb^cm!lbKotl@34unt!cVO`{2x%aoHN z&~)D!$zcb!fNA?Z>sC?z6XS(^O{Qj6m%}*E{Ip8@ zezuvSd>fD8zmlOfD{s5a^sH?pcR%hM33FvzIo~Uaj-%aCpc5q^cKKt!5=UfL$Av4FXG$+1ML@P^N7aV z-{kH;zOvi@OCVIDzZ(N{u0+}71L@0*&5tJNHP4to!HYkY3RRfGmv{fjCEO3ZaNIZ_ z;a+?jTJ(4ZvP5FuASdSW&b0|wa@&no)OMbB9nq8`JJp!I$(r9r8eN!GiYkWo2oSIX zG(2sqi*X}WN?a4NGJT<-qy>i?>zCn*iW#daMOoRIDEzip(IN_5*Qwm;0Iz4~7rtSA zHH+(eI_54}&!TMomAQzX8N^ZfqMd|J+1<8xdF??6aLXrF+KpDaR_e52EQg~9>TOLV z=US*N0}Ck}2k6;&QRnez1S?O)Sow%%!XUc#7wnK;6h!SrG3DJLLLDbIswj4JOynr{ zd*>VzC~Rh<6+Y)D5-hmLQV;YNRANc6JJrgYhv#G|d(+^A{a}mUR#20|RrYY7#P?05 zpuXhX*WWnmpjFSU=UB~x+1=Vu{bWV~T|$FrkAq$$`6A!PFCMy8Ux5e@{c-*F*J@Jb z+^_^6ZI$m(%%pvA)GXR=>;khVL&DP<=$vP`3PBW{%^|# zu$wV}crS*~sCM?F!-oh1DvM{j_G=2-wM5Q|AABMa?hinaUvhN&NQ&p0G(#d;y7slV z&R9EcOL%kWJMMikvyhWhn@*`Y(S<}-{7+-Lfo0~{{$JcSofBrU2&67DV<$v}(kGO^ zJEhu-@K8V=n5wSDhHD%Pq%?$>zk`ZB2_K$=wO92yPXdnc%c#e3(T1zM*Q<~~EMv|v zA4$v(?!;R8le38O$n zJ&nC7@LG5kJyIwt3YjJA(LMKAt@yGm>ZDIm^&sF9U6tyiKZ5Xk%NW&a(E z!gjwF1}Y5EszX;Kzc@QD8P|R@2*^CZ>$|moNaGi=tX)(p#QlQ392XZROLQX z%|DV1JI_{5A(II-eaY6BNsSZmv6t1r(lJ&;CLO@+PBBwROT68m* zbSnt}14b8;5@gDUMHi1}yl>BONTbjmVLo!_%b`Ocudxm;Fi)G2OG>?FU6@1H|Ex7C z5?Ri~sV*s=8{z+gU*i1fffVt++4`5M;U~PPAoNI*9&x2CRuF6~@POCJ<<2tTP{WI4 zA*E7@Vk~;`;19*#mByx#%cgUZq286I=NWf$kt2F8$-6C)Q-*8t@M+eGV1= zg8VGV#GaBm5F#0+g!{-)^Tp=R*6qh%(y>T^tpN)Q1<)BJx4fymoXKOzJ-;!1Q#|I6 zpRI3~tlEzI95~1rWJEJSfpM(_Vex&G@q>guDIbCyE5u^%%3ty{;sd9YPp93xt4d^N z#FAwUdK63Tq~yd)H14D2r1t`^6gK+j*h%Zh#eMrmDp&2j(j=$`T!RkKA3_-1_e4*_ zbb^Pz7zW#eVywzhP)zbEQS~`AVvP2_DKrOf07zb4#s2xnEVIe%g28nhV9yl(IX@v! zldb26IP{Ko3;x%S;Z%)tZ&W=rLX>04fYHU;d!dS4{{HStQR~1`fJ8ds&G8`23)dlN z^530Byi3(vUMrf4)5@>)8~RZUg?e9R&lSu2qHt~9^{ZGybrTOi@eMG@(p&IlIDb-- z)Lu-?jsX}oc6Tx$4+nnQ!s!l^yHqg7{{G)CcEv^?GOAk^zx`B_IR7W1OqBwRlt zp>t%z#lY_M3u1&StlV5B>zSpIBJPjpWlb;Q?;Y}sIcZ4;ufCiR(tmL4(t>E72|SiK zb7OL2lFTijn;5Q}JWs~$eA=94j7n%1h0SQ`_(QJ6h*Po!?Z`Lua)>?vDx*5yqId(3~yk?&nLQgX9sFTo-bM z$jL_@in%r9h?USN0Q1B)*rg~lOd&sk43|tP4>|mTm|N5@_$j15YRhry$dE1aq};ms zu+0S_yw^8a*_~(!_u4voFqBLKo*X&>MXJ;g#=ClcNS-Kr0oAW$QwtZ{=etNQU2+##Gx_(A=VUfZy!2CM zj(W*Y%3oQ-*qyWwIT?nI37)O_NGFmE#@emyf2!^&1;2tc+=&jNJOnN;!jy@{;p_T} z$VvxFLgB1BH1poxSh7>mpgp_L@oDB+z(Sk_zHtFx3*2A2xlM`L!)aW};|?|O^GC0{ zjs3^w0*=SNauM9Xw4uY7=TnP@q@lQ`q$kr=)HQ}|_x>)v*5ZL|34K;(yu`4U z@qx2WP^tzbB@&)iwKlL=$bA z(zzA$h_&6xurf&M#ijxG(1lDi|2Qa;GZjfxOUrb-T^Wp#gD72XM1S$8M`3P)R<;n= zAB8rs6t!`GuMjt@EvLGo`b2aEY1vn}O=Crw{)N#q_1XS-!+kAXpS>zP8ik&;O*+>N zE%uQ9Ez$i04H&-M{#d|LJEmOFq0i!`K4KbRBnXCm`g5OQ8EoHUAgl;Bd-j*ed*fca zoFmoECM-;I1ULRmH&-{$##Of>=#IVyH*c_5` zaBdmCF}M$JX*`XnDx3Nt7jBP&lX7e?rFwlmU}xnQka@87i&nFM#IJL<;WJ*=J6y%k z9u->d_6uKYE~UEO7MZ~(RH98yeb^yXYOxTp8!OjHl&0^+`v7(RkKw`!eJHAh&Et`z zr_fRSr+R?-WN^#mAOp3+BBV6SiaU8p z{#ooY8FS62x_fHU!0zYuQs3^a%FUkHzEy{6UV6dw#M~ib+il<)y=T+f&|FMLn)4-i zNN-cwNo=xZvTP=3(A>WC z;LXS3F-d)Xu?tsbY>UA(F*1G#%CT7av^B`;qSxj$pV(UX;!s+u#cpua1ZpNvLzJ~q zx6xJC)iu)h6b=k)=?rD3vcb)l`>Tb*W~! z>Zm%E*cYD3hxX}@9z{`q)T%c6W_(44GkehcFMXul>zwsz*w^Ujaq(rty54<)&34O@ zrsj{hb)78nJ(G0POodOj(xa|g{P?dHKz1>hBCu45oH2gdF%8ZMI81Da@#sUya&OK@ zVzY?L?S^D@=KhkOj9+sPL_ga^99YiwRME}I&RbAeK~Y&sPt*E7jI<-AQqjacF}eR5 zS?Out`7-e!P_g_Fk~Be({?x^AVbUA;`iZ41EYqk>>-jc|AZqKUI5e;WQNuVsQMm|G zNRp{@RZeW-a$Go$oLi?;i?n{VXlwWra~ZCQX)^u^VXHwK*yrp#b1M#yD=S@FihT}U zCO>FtR;bJtb5nkOY2P@tLAS9_guE4aOcUq-m?GZw6<_#yMasSdTK)-xOQ*SS-_K^p&dEuhZXk}{8 zd@l3tJtb)mP%9TT%=WNMJYdqN9af#^y3)T!QAn`k2sNSd(O@Xn)Rt>`Y??`H2>+Pu zIDa<2coq%Us5k0t&RhG`Yis-`-5*)kTBuLOh_+2Wy&1t=%Z+yWk2gyj4CZ4FaDPv?A}LGyl9M}hp|Z#2cTWw6fkDK?B+#Z_!@~y%FP9$+Pt3%4I7GcV|Je#^m7-R zD&H(CR%R6+BK2-GyHJc~s5kjOdFfg=!7>yX9;QM1IW5`C_Q6ZPpI@T6m)yyn#LHt2 z_ogzVIxa_99wx9%%jcjBg>-dk>_w>^G&di0STwOy^lS2}1$X>QVu?D4Y*OcTtIUmO z=ZxJcoJf^MG3L&}zfB@0jJG3YdRM7NzB!9|FJB)yL>wA6D&+3cBT$+=tb!PNci?-` zEA@CDmbIo|LK;}IK0%cye;s$&3qsBNx%U0M=jLR z{I(k$*aYnsE$^>v>|?5m722ys!mM|0-egcn5t!PW4v>OAkf~~pA`N+W@|>s{82R=E zjA1ZJXvp_8PfY`)&z%BBx8<}EQP{apjnDA#uf5VHCS?e2(3y<_3=xP@Gqu8KsKmM zTu-3p4O$z~Rfq(F!TgUxH`(I?3n0rSWa*3r!S~b-_&cC8wtdX=sp@D;_4(E3n-wJA z3#MlB+hNkMh!HlfWgj{`SD|GjZbHv=5BrZ|w!_{RlCMQ!Nz(32&3TIDS}#B-ANL2* zquYczRR)Lnd^V0?IHl)#vFyBK0k7i=gF48WX4WBJL&y*!l}U%6KZ`$Tbh~F9D=-5Y zLX#9yD11tOvyIM@y1L_ha`oFc1u_?%ns3phrZsomW7QhjFGKlKI7VOJ=B?I0`>K-G zT|O+J_zW)4am{*=e5wpe`Xm2Xhq7mmcZNzVVwc-=mM>(1j35hK&mZ);M~7K_V%us* zkPn571YpNdZ82?s#J#=ACSQ75+E3O2B9Q18MJg2~jSQ+o-ta$beYJPAhy0$U@`YF5 zIg0x*(VQy0i|)-1F?k=HHUF_X86`z}<|cJ2vKT-+Ih#lO93UD4yhJ_Qdhd>A zA{-w^-8d8*fU;{sr9v5t!p)`g3xRWsM3yUE)sDf-mv z8%(1P@RpE%ys#`A{V3Fu{-qd1@kE1CCQ*Za@NCJ<-dyPddVg+AM6*9JaXTN#^LPZE zHIn*z@?gx-tFDx3)Nb6-kTkG4>xl92KQUzwp?^_6%go$dn0h>&NFW^V;Jp~)bnH@< zh+|~zo4NX3P(+B`lV$`fM3bl(aC>4dsgzr0%45o1nh0`!Ogv|ptz=9mOpPxd zmr@i25d&D#aj2+eIC(#}!UdCep^8|&Pc!v2H$hkl{#&xLuYq!iF{mw2y6{84lKe?n zNq9*>^C82_>G@!ZX6@!@BSm4^vw3|&e4aSMR;iJ85mZP??CvSnF%1OoN~U#KUR$TxKUu7L#Ae-V;Uhl#KZ|UpqEKwkdf2F?r#qJMS*l8^?pLS`+zl*p8y=n} zy)e{MSk@RQNy0;FYP9d4K?#33$BT?=1nF=d`IrDRbwFe*d5fTXa)tvh4e*yCy9i`6FwMgIPtV(gXFmL*y%0001r0^XBaNWC7jxN2Ou z&%7w3dmeabbR-L{VP z@(Ec85CZV5WGj?3x-DG@Gp7T$D6)F2H*r$iK5Z3r`(gZ&E@5j4$UTMJXdwuiqY=!Gm*e@N}d8&}it%i#H`R zhqZ%U+No*7nO>||RfkCOB&%6vtU$h&@aZLx1iuKQPFhdKvj4*i3Q0bY#t$lRl={Co zd&{7@g04*z2=4Cg?(Xiv-QC?G1j0drb8vSL7Th(sYtY~lJZP}M-O2lXHFN9E)Sa55 z>hNQqvv=?AUaOZp&sxc-p3wI9$j;G^@G-bo!DB-xgLG)UEvB%{ils;xf9LmVH(Gjf zezXpg3N`^+WQx?aF?|D*K~^X{70DVqYK4)tW;VZuZ}K3Ho)7toF1ZZxhc}T2+aoR+ zP5K#|J4dDT%a2yUnLcFOf6p1W0n@RWPK)UWx>+r>6RSjSL`{l))3A#f7s z6)nZrVu-BoYQ*~7$d=$VxkOAiEe@Un2`4cnwuRA%H}~VJ*&1VI=uFEoKJ}GrME`tt z7d0ty%>mJCpn5;);6yTkRs?U|@x~-Zi64xPA+t68Uuc>lw0}^cM)g(oG4Ez%7hV)b zCp6W#J&=ySLFAe%EF3Gyue8;oBJ;E|tfS(Sz|2iHyyN#K6GC->xARz$Blp2}M5;EO z@ij+vfIcqZZ1QJ<2g4-086`5Y|8u_{$cIm2rIr1$O8EKmr9WTPxNsS_f`MbTf)PIwxh^~ygYlWYL`L@5=I58%3Q9rlNglAD zdRZFI!-P%#Vj|&YX}0gqpUEnAhQUHX_jME>c)K_G_?4?UxxGvF6<}{E{yHot@B0Kg zi%%@H~0aTM?qU&7;&4*2X9h29(b+tauX(gs<@DKioMU=!LdiH8(A z*~tD8@ffjyL-x6)%Ttj${VNsE=)ZfGee`f-5<}$U0NGegV1xG*r}I}kfTfiHSx5`} zYmdYELd%M%U;0oucBJxI{89@PEwV`}b22Az9rXW3=$J*96thCRKNrMWAyRvd}-KU)Bi?=mA9A*d-KS-%Xo9IIq>l3)2ROYzA$16Z+76-+2EZ1dp62c>bC9Fl6ZbbXFU5NCW_Shl@*OlxSa#Ieo>$j7I2w$Z%Xi`JG zg4*g*6GE2^o)vcydlFd-Ig1ezA^J@A3x(>myt7_nTam+HBPI+hG)iCtK^ zj0E{ud_h{}KC=e|eC>2y43gL3jk~7G);|O7m|lkYwf+6z98GQZX!z``U8IqDtyx?~ zSmKh}4i=tIRDc1Qr*cA!;w`C^OW$|fA41X+z>}~4K0=stJAkVoNpRvBqHG~ylmGsVVB_wDA)AUz0VtoBHaNAVG(&{=WIqRU)g;N zH6$Cj6E)9W?n4|uj=1>*U40KToedh3|Nr)jIB9~ba6vOVP97ia)ce`$y zzj0fAJJV6%zrCM0h@h4F^ZQgG)-K0ZYw1vnbd4m2;Go#;p>(PkwI##PpiuNWL2h0) z&clH8peSk=LTgLCnjk#{8~eZ@IHK!IRrSr~;?l(9xZCOS$PwY;hoK59OB$<}S*aJX zD5|kEW`jYo&x7&1Z93OsgY@5D(eFm(77aP9swxvcE~pW+>${#8ZgR zQ!Hj^dczXb#_+hHyf`~qz&0;3_mjW5qtBF1lhnJ_^EbrM;B%5r1+|9ynAV?#a;CDn zitoB~cyOck1oBxn>CER{2bMS5Ha3rsSM69utw~2JB`p3oCsi*b?ts5ChC-2}$Vw`v7?SX^O?DHMHa)c2De4|(7qoenqjZ-hxULf$vb6vY9Fj0%$>LiIXS(N3Ty zw~(if{RWHukZA0qtmp;~dslr%&sW=8W&g$WI{(KpXVv@Qpr=}ikftinFiZ1N=H@_1 z1oYs>2R;Tw>bFVj)T%tR0E=#p1?@5?Pr4`7NmZ|BYu1mV{2FDvK@SwYnDQ15BlM51 z;)BI8@be&3o=@ccv)gdXXWNeLSF#(s2u;v~BLI)@z?2cMociP_cCw?tm}#`h+%z_h z<)gX1;!3)kVHWUw3(n0;G z=;#+z4jNllV{@2H-m@FIKZvwbeA*LB`WtCJ-tqFx8oD~IZ_|H>40w^jqEpU%?IzyZ zQ>deZ2aH@(xuaHWbCusJ57HX?u3_+Q=eSn$;K=rws_#t`sjdc=sw$UF_8jY@d3*a2Gg>bsn3=_a~?0#odJK z_Yb_f(-uoOQ!F0;3+b|LkBsJxBuh<;5gaC!x4O>DGE~z2k;AjiTpOAAL8RoPFtA)C z!;MG_y*?P!{_)?ThzO)YtM$L3)vq2#`5=Tka>oX>^gOjVY(^r5_45>SLy3+yY*cFM z^~)38kKtn$RzA@IIQMefU_N*6cv~M~&l#cL)Y#b*FJR(O-eo0L*%2)jWDQrB-H{<~ zzTcUqK)5T4f$UGH(v`|vB$w~gNLkorPdkh*nkKo)F|XC3&MmHrok zageDWK$c8_s5Pdon8`^4JH;tRJyH-CH&?5hmhF%*F1j_o9=?)zVz|uW?_c?fbt7P| z!0t{z<>t^{I#@Os-}`!Z{PtW-rk>4PI|15Ti6^@*YW_=oQZ zR~02$&}gsWnzK@ndC{6m+4&3+p*mQ;9%>9xBbHG8#D25}PnZzf_GhyE-1=FZ|D$Q= zBs~>nb!WNCnIiLWIA&-OIe{$Ydh*`j;A_eG@+5~;wtZdWR(D-!$Efs2=3+|sPOGt$ zvfPYbCw;<8R39T{kGVE0`7_|}b$K}MxRvEfvVKebEc8sQg?^?21F!-U$gyni|FQ5S zOSmXet1#elWsL%laBB+gY)=6?7_#T%V5QF&ANW*9YI^x*D`)|$`Flsyj~B)0AH4s} ze5dygKVbWn39h+NlbqF6CXv#&BGHnMS^}aB%JTRk>4>S&*3Mp*B@UN3B!b^ONjSN zU-OTCfb3Apd@HW1A!8YK&!QV=lYJ=fQHt#W$#t|6Q{{w7g03Kq55`Stc(r2|u~!+j z2SQ!1%Aakx7va%Y{S81QO=(0m`p(nmxPeS`6g;M-n@8AR8?omBI+lfWi8brG%k?`xF1~yTJzt8)Z#Q{ttIGY&&pCzXWKBbP!KHgGjHh>p4}N=)Ou4v>OUX~| z`@4s_y@cBW#m4E{Q|uJ*nDP=}^1ae`6EFr)QKg}Pm&Q71syxbcKrPN~Y)#2Q*pT4f8@-%n>?d-2K@czm9kAs{q`EJ+ zXoC$G+t7pXM}pG)No?yaB{)Zqc9NTCSQxiGceKPK5=;p|9y9LC_073|0JkmS_rHEUip#v@8W?Xfttl z$CwVN!FkU?34X^61*nw<2)Al>)!;@$Bi6ajZ%oq*x_a2u;!Qv3nL%?_YFZ4lI`7~% z2JDqkCGLmXzgGg}?cV8(;4S%zKj*J!qnIdfJJ^`ZSHy29wu^pv%=8aY1znV2=b+7LQlBM7=B-p)F*PMUOBIKn5HJD_klMqhIo~ zjp21hQUlT+gccuP&=vjLbK1V{gun)&4jYAjkqs{{bQ6+k3n#_m|ISZOV67kZauSJ{ zRK|e>%v5C+*T@aKnypL7jN1LTd$qbXdsiIMD?Pbd)4@7>Wk^R=D03SEe@R; zLPbe~+r%+|ygr{7^WsB{EcehT5+;KVJ1opt`pf3|9-W!fPPhC8Q0iLyj&TpF_=?pW zBewCb)cCp+dfN2Uw%>HW9l=5>EjP?x=K+=B(5$_$|5N$u-YcBg#$xNj2yD0mvrV{p zZNFD)lqrEjo`k(@(wEWQQ4Ulh3uCtS$%#o15!ORD3|R8f9E9fZ!2`Czfvq{xLMHVI z@XxP@s6lO&SH#5~>T$}(iFqyHS4yv*RRvV1(>r>$&rIwP5;im^QPN$Tyv>18gLR`mS3!>=o9{bbQAgH7=I6P zY=T`uQp>}CSO-~mS?(%kRcIDoKVPW#ZthG7+0bd1fnM;M{!uea5SvT?bX7 z$G=6FhZ%b=UhJd*X1#$^{~$^6>`Kx!OS&L=3NzhOrO+KK+-E$aQ~Bk2sI~?`0TpOB<+R2#|(z zW`y2PD0@&n^~oxLci250O1ObsIsG{NJOOI@=I@ihZmu<~q1%zUIP&+1Frio907)Jq zl)#jbr7YF01JD|U)#^G%S|P^54xQx0EsW|Uq`;`{D9XP=Oav%ZnfR{|Tm)22bc`!b zp!dWQ?hj0WUKjxvQ5`91V@-)^LUBNjb)2GCuw&&vnu>>a2m6qoMPe<#ndp$nYr%V^ zw-{!`T^h{$Zw*&qR!t;9w-?t>K2O!l=1+TeyHP_>%m9}S&~hA0G<5RM3qA&b0J`)~ zlgJEGeIfie6DD7<5e43-$C9tYpZZO!d;6!(gEVg{5IM1TVJbBW8Gr?fzTYmk_sHC$ z&6!sGbkXZ0mxHnX9zTz3ya^%Qi02urM@B&X{dLi9x#AxAw%>TVPUWpr}kjcLO_j|FXWK+yExilz@G-tHW|E^+U?AKf1Qjd55$}QEj zMr*keV1wl*7oy9lqd1%)0l%j#mn}_NxSg|5slRtQK_NlYuakSAM~FwnGen6b@0SN} zCC)M!bC$MVli|~HX4Ps|#^W@SpU+QD-F(pASAT1$Winz zv4bJFlg>TONvkuo5+v{`#YRt{kp>sQLnH8jAPMSp@ao8gOwP^zRG-_Vq$jIE11!!Z zPNTX{8042jv<+y1sxMoA-H=!grqLER{=o*uvWI{{K!kyS@t(iznOu|`KfaT65RUwN zu)R#iXr0Zx73H9lg9DHu&*paE&T-ojlc{2$7?$1%cvB-+^8z)AS(fvU-=pm7mP&?MC%}bbRpYB8%SOD=HoIA)z*>Q1zacfO zbWn`p6k5g=zYKUx`Jwm}N%IpT533k^K#~{2W5z>E6&qA8vMW21s~KgVubv z(f!!(8d|_XU;!KihgDP8oXmoNXgCm*8B_xO0pKxH;FFuzq(a22{jO1RU44c(IJD@} z30Z=~+E*l70p_&?0)j>{g1Zq0OTdBO_rhwOzmocqjzt0%Dml><29R@_GI+XXi?N1? zHA!kv(+{g+>qsqX=`d?Fn9$@H=LU4ZL>Oh1-zjO?x@3$0NvOi~;<1l{9yp!{^@noqtFp*_ z3N(eBN~)2IOr{4gQAt*1D!#(lC#n15I)BTSmAkA@Rpe2r_xuX5J-MUTL5~Z=TfAe(F3*2^Z$TNHD|8>@lIwz$o20j)Zb20@T@V+$fyMMMAf)wZzTVN0Vh=Of0B|z_77OLjcBftq_p2yj@ij!qZ z{--e&(^dnz^Q{d_n=Z6Rm`IE=8f$?m=?FZ$%X4NgAOUo$VrFBwOUXHDf){V)AGGr< z2EuQ`Il(lFy3`)b*jaI?fA`P4O@~T($?**J0?P6Fsb}z6ZBI8L)){q-p8yZszln8D zLFUpdcT7_TY{OG>F^qMTj8}T&tni6S0l@YEq(JyR>^Gmf^yEH%k_Hr@`VkJEE`1HX z8SOE=N0)(dxOdWD$X{MNtduHufEv`ESHSCcEMelN&Bz^rB%ACJF1$x=U?6~55^dY9 zzLf-Qk^>wMAl>K_ZFL+ijS3U`ezXpFPAm+t!dl!SC!p9z3z9nTj5>~q#SCM*<6nsz z(_8>g_U}eY0GUto;`1i7kQ>)^=!rRY<34IDG!C7Ysalf&#b6|k8~e;wF0Q2Y0mMMz zpSQIotR;X0Z|*Bk;6dRXp<_s!Ud$jaNck=1P(*QSP{ z_w~^`R3q-0yQBLf7>*z-QoL7LEaHTrK4NZ2a1Z(CvR3IjYJY!*JGI@@ZK9pi?Nc*2 z32^0?)4Iuhp}$=cAk3T)I6FD9+I5=vfg*`T5TRawizRZCAN?(z2nfyJPkG?OY*fBB z!hCG8R4MZ}sE%s2PIGaq)T&25>d%WirZ{xwZxXdLHz=C>I5%~M)h#4NXZaUhO+ulH z!5)=F8L%5dk4k@!3PbK!#ly~&d3(OADu%dA9@x4B8tPHV(|Md{7*Pm_`k=AE#QJR| z0n~KikGax8%|Cmb%IY*rgjgq*Aq&8AW(dUIV@DzNY6R~^qib^R@fn9Zyez4+4N7`F z+tB;ssa~@Qsg60?y$pm8z>FanrZhTv_&p3o=mguk$>nuiK4q{-Zilrp1`|`69SqY_zx&n;Pd~de54czSH9=nzwegwM9D&s zCx~%q%|jMcoM#xhp^Di;pi4kO2<7owSUB@Q0P+TLmJvV(0r+7MLcqBu{u=D^kO`@# z$Uze{2LaUB0G>`N5e>9X_&<9(1VrWa8|0P{8{_|?z&Q8+C@cEEZ==A;$MHXRQTUi3 zq4bUeJ^b=DTA<8qe$pygp;iV)1b$$%`txjcTT7=>XL!SFz`|4jy0i^y!tWk9E;nfC zT(}U1x(H)9IW<-=Q$MA?IXU<&#nzC#yjyb5c_&t?R74%dDg^&_^S+WX+)Fd#Sb|v(AQux;vzd`UEC<1GM}KMYZI%k|g<=;mW%P#tLRe1IK38 zwkCtBnu;Zz8lSn>58r}?kGh5Q(n5 zo+^@}H*PoIp6a1|S^kB3b2ypc~m@ZjC`<1h@PFRiBxM^+Z zhy4=gafx-6QR#$Le*^oBc%@RCZo!7(3G?qX7$)oF(w=B``|Uk44Of}32}U%!&`jkD zc=V-t8rG4MhVf`)MP1euF9TZkk<85UwOYHE8tob)p0mE1AMw?C{P4xET~WX!jWO^_g)H2cziw)Q zC$(Hyk3oB^NUMvOEpt(>78&6-cG!bMOFkp;7vheh|JN<9W6e@?PO%yGeDO>V^mN;U z%%J(Brh8-rgjiDHD*TN*tsbM&6qqNK4>qB1+1kI7ZlgNob4$B=q2F%AKG=qcLgZLK093dHs%5NKrC_78VHgDSEQ}m@0!F7BD-?)q@XJ2zWqy zKvX4nnvKY~FroUW73B&99QUYfahesX2Lm_PNV~{&Fl!ZqPPfz%st836 z6L-`m9!``>qK5*pj&o_h5F%hl$!4}=VVK)02iCKxgafoEzgJqyR znUOBhi@U%>6k59`yW3hm-0mxp)5-Bwt9v=e39_sR^knOhV>T-spS45NKlIr8-3zLx zv$>F}v;!Fhx>67iBVnIw+$};|t6D)=2MVkx*b&LLjbTPi2-8_w{=>K^MAGw0K@0B| zp=9`ULj`U+k-vm&6r`VW3%E(f8YD(e3JjvC;+ark=-a&xw4jb_R8b)|=-*x*k=`q3*kPuqVrxv|RQn$8IN&isAr{NjUqd!MseC_&8CqK*gOsyF2fyP$LM>d##TP z(|<-Tc_`z9nO>|Zg9Viu+!NG4HnI27G~pp`~)c~ zMU?^G|4HKFUU~B^tu9j|Wz;7n`0c0`>rlypRCL=B(m?`JS;{m^Vl*{Uk{HEa@|1gW zU^Jb>%y~|_1$mYQ^c18u=NhgEo5sH3^}z)?ofh&UH9CqV+klruJrD*v>zaiy&Lh#{ zQOYHUdM&@b^#f=6_?R`BO7P67Z;3>Zv+m`!UzaLMEZ=HDLD1T)?XmT>bfmzSB?k$l zT_@uPjcfX>FqEjM+AQzTVQ-0ruiiI>=!}H|$wljkoQ4Hdp0gp}Pm`|;b)DK}hKbT9 z@ZhH4(Qhb~IcO)Qlz4wmv#hCU424~jS8>QQ`6RaJoKcQyC#ysHtA(lGc%>3&w$LOS zX2z#c>E3UKM$GI`hL8Fm39R{GI7M&llYWb{K9vbKrjavrd=d}*GsR0524*0 zTU7&2@JFo2lhf=J8Sjs>;4Mc5OP}cR_7y9=1BN-39VRMzPj8U}EMw&Pxt6UcBn z-njH2LJ)nSweG%c%Fi}+k9!RF7b7Ys6VsBm`e&)6m1u3*UZ>wubI%%U+lVh4kN&2f za>t@SBl1Q?f_TiW8H+!#0tI~zsv=k)k~-SAm8Qpi2%O^9x-y@#?YN(*<4uVc7gd*w zY4->D!CwVAf;5N6B^*c+@f$Vb^pC3#^)YS|8})k?^7Y_H2Jyz&3Mm(=3#XGwkJZu3 zOSvg&k|H5kmW=tlsPR`|D2z_2E(251GgUZ^KEcBPU6O@Ka(~V=LQPaHSED;WhDskB=Q0u}Uti<7 zpn@QQmRKtODx3*{kU^Y{iCxFmmp;b5s_(ea*v?qlduz$RCCPH?-nxz+c80m!LL>*; zb@>y|ZGLIi-I8#tVs-c{9+%e< z{_f*AdD<;@b+4Ps65GU0TN(>8QZk1h&lM^#UUJ!%8BtIC@-rYqg0tv5?C#*X?nMvZZ3sJ zLf_JcA5MMjtKT@)+&tLaAB`asX>yME@n}7C6yLy*BSP1wFl0}ZDp^$e?vgWi7F+w+ z7+38pLW{=251pW=sME*Ky}$Dw`o9yFJ7dSuLlRy!#D-s>eZ1(6$PLwZD#&StPii(S z%XYF0wLbZTghd|x$~^5WmqWytbC4#Qm4i-9K$1sszXb1Y#=kLq&$x50Jvsu@KN4QI zX<9cOg2{o6dtSqDc44Xhxgv&2Nu+TR%p5VeviKD_p});Toa$9{OXu~r%ZMy1Rqy1j z`(cioJ6?iYFw&_ll-~$krr10(5_ZvCaCTn+OGMojgBfJ}^hrfYS`3AsGe`OzI-ELw zRPxVC@&@gN+`Lr8`(3$y>W8whkxTgZ7TVMzqF2?ml7{h~)}q+k%I(5eim=Bkvk%dZ#XFP)FoJBac^bC z8+W%M^R!65ttp+}a7;2&J056Yn8+=>#V_LRL`)YssdMQ~u&ue@mQKP~lPZXBAYBp7 z*pst-AF)-6LXZA&WdERGtDP*oX+l6Gm`Yih;^#KRj8Yh@3Q;zh9@}AUk!A&P>38jA z?C%akAG`)&=LxDv-(8^>8y6Q#%C8j0N5viZcq}omsSH?$)+=olk6<*ZVWATBk)*82 z2u`Xclqp%t?+|#<^oz1s$JpHL8C;jv%B;r>5d{?T+)Tvwd$r2s+k{P6oQBlpZ+@^# zr|FHkklu6aHY|T1aVPv!l$4v`5Ct@?q_kPI$_w9drCY7ZkS`rmAN9KLy*3^7k)c^X0x z%GbDw!#&Et_!8$L8S<_;)5cOthf57D!6lFD;|^hbQi&vIMY9m*N?@~Sx41EOmFmoU z@oD0(s|*jxS;;xMIpt+`M=l>p?=hoY#)m9afBB-$j@VQwwaYiGGgDk zvIn&5z~rkZh(5xB_pl0{@IsjV9LrlYwxkP>DY^FP98>l0&r~p`1{i+0e8Y?3Yz>71 zwpae7nKIkZM{-3d-E#{TnZ}8xh-N`DJ=RTz@ebw^I{T^{&nbTIHzC$lZuSLge0U|B zhUhz)w(bcoUi{P9=QLd2PG+`Njpc_G3x$lZ$^dut)mrj2`v>H`Ngs8Ic-j1bFO7QY*&0)YO_F-fumSb)+R2wE@)`Ot9Bawn$MM}#hE;J zS)f59F^+(9b%`B=(aCj2QSxzTZk=@B;_x(WX2PLA8@C~%rQuk=YE%aBvL8u}14hfP z1g|?Jg^HEL*zG;TZWlFI7?3zTNntC-Hb%IPiZvY;;=Y>3>VWNvjwpyv@h(wPi&Q=ZQAS29YxG=TlTsxYSNu23bgVq3*4$61hLKzm~SA* z*L$7opx2aHP!4#8^6@@qCph+pgoWbvGxQ$^X?^^L*v+>+L`~E>+~uAdm6 z=U>8Pn;S1WtR^}4C~Zqc6M6bF1}wDTv8Em2=yEqG4D}>Jjs=k)R^yt;oteVL|42If zMxvvyH_eDkchpOex8l6u@$US*T#1E?S!J@rA$*QZQoNl?`Oglnk2CmEGUHwTqQLoY z7t{-#d?+j}Yk~&wl5?7mN_PBty{T>yOW%|##zm#u%Yjwa1KSJ=W18GPlJHz<0xfd* z0fB-;>VTzY0h}6{ps7?HMgLB6D|Kgq@sFbFNH#So#4=+7fB1Gjs?W3`L&wC$(}on9 zG{LaD2ipd9D`ZP44%7UKg;7O~Uv-0dO$|$?!l5?yS=&ZYn(xAA7EKg|63&^-q4@DS zzmKi`c!FY+Bx)iM8b7&aLTqfP1Cb~TLD#x&@!gjRa!3hep#P636@tJV47#O0u*9fU!w+l_tSFM&^ z8MX#t&(?J-zu7a?>v8dr9K&opcx}OoZRkd}_7D599dvx!e*YB_*UPyJY|$J2K3Yk0 zZ<~%C@pnu*dP_c^*T7%0)a4$&&rrQTkKe+p`57W>k%`UW|Km{s%_+@R}DO4pr zH8njmZsFO4Uu#o+YgKC%^>bedgK}j-+mb0e(3N3I|DxSHHS9Hg@B5}w`kJ7sVh33} zr+k}Xb70G#=qt=MPRF}`B+Q@H=XPu?99iDBk1p5O+t|~jt&jC&G`|PlRQWcGu zYrXI}8j|4^adikfi|1u zqWhtH)lDPTNa1$;i4B&7ijs#ipa(0)Ma)yhvFUO(1~U6})WJZ^IMj%llUBgdaxlWL zm1O4d_E&I*_Z3#-VUOK+mX{opha>^xspc$LVdcoafq3$&<3G2~w>wJVKgi8B=65U3 z5g4_NpwB+(8ArE>50g%-d_+!p1(aRk$m*wbMw)tkX5Rd!sP;w6(ug zi)G*N*i44D@iJM%*4Q=G6lG$Qr``MW?$ZSM4~vMkNzJY|zt@G}coLU&{;f2_`x#5s zi-qeXvyZR%KAqaC8@1uC)x8HmeS;sTGOrznRmUx_=sCnBLcs(?ZfjL83=bfvH=_sOBiDk;azGIP5lI?SwB-T058B}#9N>!R^YM|AE>w_+oy&DO3~$p^`_ z5_`@~Z!I_uO``-ZyMwLmV;hEi<=b-}goM|40cdfVfeFEK4Y`kxlbsuS@f&S+7gpt_ zvwqywM~ew7IG3JNDD>fMMS89IPwGb~PbQmORU)9H<6z}ir3_OkUTMBEA4!o#oAiB( zIhdC2mS@PE5;x=@ea%~VFG&`AXT&R}@&RX>h(E=xM)bMVtVY?GYg|w1#UK`QEmg4E z3ggLUQmWzVIP+0+Qm8}sv6d;}aXXL+k-~Nobl4*ovjaaj4^2@x^SRoRjqv9RQ;a5^-BuzKx9!_dRZ0168n zHAx9iM~<7MTkqCM&rrmU;3&*{$aJTwf;DjNf@h?5dc@F3sZ7WU-S;L_Q1slX)rGms z2I>wg=KW8@I6ACreQP7IAiDxtNgRmW0YPBK6ko!?Fi45NXUARTfQl#4m210H;DQQs zU=N2eRT2aJ^4)8}XaY+Do5Bx-XZl5{p0=&LFq+j6Yx7iz&fT8AXhC1e59-G6w{)4I zZHFC%=>r_dP%|uoj)y+gleT3zH1KCZr)93BpSO9tU#I5WQfbXNc(|8xNxB!-%dXd2 zPVG|*6G`vRY@-*GPZ1o(4vc2`?~1i$54g;I#I~d#tz)&v&Au>im<5zGiXxTF(cc2{#zx%&+<|Hfyp7I&zrHM^-XxEjPJ=VTU0R(uX+e zzTs-BvMfdLEIHh7w60N^lWvE=G+Iy%HB`#M#YZJbhaoa%(uZ;b#FmvnFC0FsO^Z98 zEx?$>6Q*O8Vy!cLG!!$(?m~gOG*mfuLZUz(kI>FKKDKO)laiXDhjXhDd94ps`r`yq=8dRkyRv~l!L5C z!2FhLg#q&}E>Xuo!)il@J$bqnwDtI>g_G6TxJ(40G!2v@5SKoVbp#T*ES5CJx}_F{ z$A#u}zBcU0h?Cn`yp{du&rePp=Vo{6-LPN0mIOq0&s@yG^lK*aLM3t^%2fI-m+>*) zcKy#jk$j8W6~$lKa`8tIVjO*YkI$lJDi@^To%p zH&xzdp^>JT+4a^eMvquETGj-%`1-iepM$^L#s%lOx9u=jdmK{Vrh`#FlpZX-E*r$c zhDzk~IOzrJ_{@FXk$-y%e%DhV^S_K;^Z#GPuKC&j=LA8G9-JSRZVRb-2|*SGDeWXW zC4xLW1+zH{f(UwcM*MrOq2V^5MJ~0HN3ydKjZ#Mvv*E>i7c(a#D<{qKStW9G^6;cE zblis3ubs#3d$GR1f4JK*bUvH({GKX*r2gSC{Wudm-VNpSQ%#v1ojv=H?$dK^kp05b zR1gIR2gMHJ!HJk3gXO?u|Kk}KzK}$ps1T;*kQ88@3Hi|TZljs%zuP-H-0AtFNSLi@sOy|@og>XuPru=U)|d%2b}%G5+gE-Jq9 zyKV~G+eP2@M|xE%7e_`Wt4Nq)T5~9BS2L>!Np(ojCOc4BYqV3!(%#+Qt#??Qa~>~R zJMt-{kL_BWfblC$CGBD0!9BH!5%N5Y z`Wa9xNi?6wv|jqWDizD(we7fnc4`$S%2r72HZ{0a>M&>zh7VDP-R#c2d06M@e9>T< z^J6BIFnna-F?gS0P&lucDBW8sDt25Ehdg)f!Gp-ntUW$A>1M45+gsQ5`@9*dOCKQg}oPjXIf#833#RV#Z$8V!zt#&VdI1StOy(($Y5_rmi? z9HFk%^DJM+P%N3}N^ZDp`T#=jhpKUZB9)t$s*$5vlG?C^wxdF!cCq9d>*7k{L|;j* zv`KV${Am;m%31p=R%TBvEuj+$mWoBbaxL8X;34lv{qNl9C{6keKbMzhA@QbV;^>K`?NQSdruV2JOU~% zl9DvQ5&7Zl{NsnZb0Ow$w049=ln1TT<9MPDML~8J#t)hS)AK9oK7Kl9B|o@wpngK; z7fbG6gTe8m7o@s!zO7wc%Dbo^yzQ7f#Bz3<-sI6Yu_T;>L9@9$Cr>NCpP_5qs5g-1 zI{LF-D;Jr!@mLINe<_(l^ZSApa)J?5Lb&S0DVk#X(FoFaH)BPc3s;fQqYNuW3Mfi7 zc92<*==9%-Iydm^$>8T}&{TE~ z=U6T8gyIiFupCk5%e&7{N^ZKAo=nSDMZEu-wq*XBwGdCkp0_Hr%R$iPFW2w zA`CT8CgOeiZp?$*ehB<&D(m>FeES7>vB(;|yD0t3PR?pre5@BhJnN&XSi> zIXgFGANmyeW4)I8{IR)RFhkB2t~?ePNq>k=P$$U|)$qP%&- zB>kwMo$r>bCMwOFmzHnj!Z`{C@z9@`I*TVFoF~)EQS-wwqV~U~Yp@02;W&JppCS`2P z*3yl19r6x4lZnyZ1;#f|u-o-~a&^v-_hFnh@J_+=H^G?HAx{4esTE81l33y{En&Dj zCC`dkrn3@UVH!zVHSt=@JSH5JI4s1W%%EuE9_WvF)E>K;8HnC=hJ>hseiS=N3ANBj z6B<#XvKalV z-0kP>ZOl9b(z(D)OWH0yVl{2@siqQSb}?G4`*<6j+#}=6hAJy{@Cb!Rn4BFgw)6HX zcxrR@E;THeZaAEZu(;2B;@Uyxzu790@(cP|r%8SK8MmJ3;)6KU^uFw!ap>OIDW9Im zl1Fnvb!i(3J6#7A6b(5i53Sp`dz21(bc7UC=jN809A3ja>tRf_;ZMfREI*u=*=9#j zwOT2NFF)k&h3$Hi3x5+Ez|SN~{z?oZm^1wci-86S;XLx}IH*MYZDJTJJNH*{F?+M> z#q}pkbl>hBt@tpY%iAxHH%UdydyaCD7dl*vA+CWsbZ0EwjZ*-748cm|yKo8?7COQ3 z@4J@FpSD5k@O;RQ=L=1gZrzq=cFZSYYKwstN3#j^af^cCH|`Z6QrPxEj8Uu zNWrL?@5I~k9DI4tDGs=aBH*9vS1sGo3#{tjisLJmZ7;#9 ziG$G_&j%f?t75s>#Ge*6p3=7pITdvobxw4OqEDwVMw7hV#wcOVNsPT{w!vj;? zEbK&yCm}-Wd3z>J7`@``5 z@xBW``hPe(r)E)rWLfWJ+s0nDZQHhO+qP}nwr$(Cjk_PuM9jmD`483IRoP!=T~G0N zWs?tQfiA$aTvi2Pf|-Y04FNZj&+5^YC1X0fuwJw6^D24^P*yS@z?c zb|28hh!*GW_tkHUA5qF{9@0o-3Q{OKHbv(1oMyNPe2AlKmk-luD!qk!fckbRh&cq` zEsR$@YRU5|%ufA=gmnhOBrqqFqMTQ{#orKO4t+I+WT1c3n>J}?)n}-9iBDQHzAZgSK z4S7|}!f8lb)%2VP&2ELS{^ScOzCC)yocgCDzbYu({xWwk^vBmR02d6&^@EZy+1~%0 z(hm;2LaBM=cA5veha~UVl;_KxjW_%WJ_`$=p4bjz>+T(=O<>CKU@6;RHfM#MdyM|u z<~x#1VPbtAbX@F{UaL@gtovdBhcw8@n%}iP`_^iS@Mfyd!#GW%#~SAE;5e~e!*jy1 zBNOlA>|Pc|45RuCiWb$y-vJ@>$e^NJ{^FUn0K{ipgsy&zjE)PQxEyalfmQ^zW5f?YW)o~fmSlkO9erKQ`J zt7a#SiMN}Owo6Z|2sYp#lZob^`6jrXEX`F@N-K&jm^4W}+aT+mD&&mEFgQrCTErq_ zAJ;o(dz`WfS{L}-!FVNyE-rRd`1x^|Polim75C;7J#veQ{G06M8En$8QSLX5&{6H8 z5=4(UOMM|<_+-VsZ1~jbx!OfWgg1J_Y<6C#H+rB&yFJ^d<>**@>8p=ZG!S~0P~ zqdXLyv9dD?Wzq_CpN`7ATh+uYTpB07wDFiwZ>4?^Ps@4#EryJ)u5Jc;UcfOw2GztK z_K=sS*d0g{q^+vV#(g7uJUbK|n<{Q0Q#8s2Bxrj-cl&E;F`tzcPksk@C*t*{;GV!2 zA9}oEJeMtyogLgI(BXU_dl<{#))$8xw**1;0tz`G63ijvN~azFCy#UsZnxk)l3rdU zSftfJ3E;=pR`Wqbg7ZO6*9mpY=wjgK{N)o8C13A<*HFdrtg$?tY=aTRsZREj`N;ucZ@>BnHt}X|#vo~(%&jE<&V7r|YveVyQL)Usi^3UM8 zE~BLVH0-75QVoGjph*>iiP&c^?*!nn$pXv+%LIysO~w?Pf<^~NB!0xOGMV#Dc3wY{ z&&3ADL;r}h?{N{a!Wru~)3|q{I?D*PzZn)$bf$oWB+YB&04T!6GYb}u_3g-7plBDJ zoe&S9DJcyubD@AmOtm3+a)uHhz+~!by)#7)8&<3DYh?9 zPnYhJfLhJg(QNx>^ns8cH5m~e+nDax5WO?s~hL-FTWv)@O9#}QQ{m)l3 zZzXTr`6!!wRC8yFt~6?bgO_cbUrT2Jye>t+|xL1$FbI${3w zfPw6*Qe64OrCth>MTfGG465*`ZkMxCBw(}^Nhg^}Q_I*pXy!$@ zuw`VvUeS;n?Qp26YbeVBq@~E*n8zm}Suj&Phx`di{sw0Mv<}_F(n(y~t%dmfd-HQx z#_!_J30B^`R|==T+$WRw6Wu5`I;dDtfqTW8dq`f~Afow*D_7Cn*?sAhXceEP8MJbA zER<>Bqwz>h(H89$IPbUi9C(i=<<$jEPk-mwJQuAUOCD1=GoxvQLIXwO5#^QxL)ANeqg(8#d8ktEk4xYDTtvS)%*G|bw`vnje-(*>Oy*Xh|K5v z*I981EIlE_(hjqzz41x3pn&`RIOXeLW#Hp$fp?Ihqp7*AYHPuynDd^!%zQZ?%#WQ# zAmlZzVyd_dlM#P5$$TbqFUU#6Ek&X=8)=a8NoC&3#?eJV#XtoxG1YKtd~(I~%oUU2 zOApa{h7}EnQ~rdE0s*fDlGFYM!;s@*lypO`bYk#de-HUb);K5?rDbGgsr2dGbY9(KsPJziC}AP6K3gND`HDR922oWBAJdT-PKza=&> z=%)v8k1)_q9$aGVN6)*dj$-GPt!0UXY&U;HyPHeeu$SmN6)O&gG2;@-qe-_Cv%Vv< zF0%;l?fxbE{4zVJ-P*Bv2-OzO<>)5dqO&8$w4iO`{1xTjT>Ax>)62;IFO)VD-T$C; zv$C`NU!mJuVb&6fA9-h+Wn9CsLOWQcDh6!cKum%wOh>3nS%_Fp69u?)U5W)LbKBT- zg(-qJVuLB02*q$QP$Cj6->j~nRRLKD0hrtUxd{9l%w@59&+5zh@nQOI=dPv>osBrL3XgNo#oop?&9U|I2DTr>+Qzl>fLjwq1q`SgoAhe; z$gp5>^h_jV%LdfCn1+VTj*HYGvyJRGLHA@gBPG5CCE!|1hGcB+mCRf35C8HXan0mH z{Q2G8-2tJiFnv_2A`^%=S%gSKgZw0EJ>+;(qAx$`aJShDEfXu!i_RRstaO5NsuUi?*zgQf9~S zBUiBSpcTZIJ&g2!7Eq>T1WjfSFa$~crY9cQQ}h+Yff5OZ1xNrwKoWog@dKH9HAwjA zou)?m`o`)en)27!$KHG$ghV(%fnyMMNkRBA^%WDLrc%YzQ7xMF42vp%w+j0LDy)i` z!!$d7D(R}39!C3kAX#O8;Zu~9&LQ# zp|%nKxEV3;Inxw~Jbp)BIWC{L?AMk+X)bIgH@$0icrPAq|=bZhgM z^9Xc*9vcZqFL}I)!N!eH6z?EY_#|xB#7YjTwPVMaW$sv7Rh)` zoKw!X%4W}qP8zVV#ncolpw-Gei4_KGijuy_+egE3R8S)0xe3}3?b*O^AavMurg*T; zZG%gUSLR00O4bUSFC9wmtSf|!lQ1rEvR;QPMID`HjN$=j(=s)67gqa_b=}ys6=Lh~ zuGTmB*qE?j>!icj+Erxw0$wlbq<$M8QKI7T|=|L~qa0Ist^-7}_g)eDaS_N-CP8HB;BW}j1=dLt zDqF!Tgb4jL2oaeijS2bJDU(NE@ir*k9B%Uq1G)*@#g_4rlq@if74q{0D3Hg+=SBD% z1&HIkA4Tz%#xjd6$^~R>5UvP8U;q`!5hc=v3uN-e(&4O7$%HFd$i*3E0m;eXD>08O z@$P5zPh;DG|l}O(5tkFq_fI`kr;E^$u3FE`KWfbowdkDXzd>pey@h z44c((MrJfkVO&C#$3MKLW0-YOn~-ZLuP6=BsL^c6WNN)Fu1nu8I%2?ZefLI*ksU}n z5Xso1eUizFyLb&bdp|rFPc?KmP+9_Fpg=>XXf~fW9SSTfC&`^yI3Pj|`n894SZ`-K zMDal}RDz#wMV6FGqmDJ;s?-@D^y&vihxu@Z+}@?+5_C8!RK zlB&03<}CYX7mNI?Gbv^Q-10h*C!@UXyD3B-*E2k!h05ivX8^5FAt7&jV6~f(p>v_w zFw+-RDJs1mTls_4epsG=k-Xeo5vwzQ*u1Hk9S{`g4%C(oiIe7cSBKEZs|O`lmSPU&{B%RwzJup+8E8 zm>l4h(#}w4WqNQA!fOavGiaBvRMm~#Am{lC=Q=11_hb2|&#_@72W9LdUm>b4W0#|F zL&hFtqFV5rXa`4zTS}&$Kv)Xc(o`Zji~DI3=YE><;9GsHQnnx2aioEGoqLh~W8|}X zSBscjGPwoKe+AlAQiqKd=QP7w;udNH9Na3dj^K<#n=|*>zxbM%2Q&TB*OrEshaDSl zw-s%PrJi3@%tqHIV&dpWBKbY+EUs=egV=Rw8PhtgQTH@%E0LT+0Wq{9#bR#GH%j4D zBs7AINcXl=^65#o7of~8C1@DnUuF9UjXY+Z>8a zA$fDY-bLA@3xKlLs)sDo@8kEc^f2$Fv^FO~J;uZTA%gfU*$juoWRj*k`8{nD0*%O- zhml|k--0oJ^e_Kb`f|5MRJM@XZg@QHo2k}Zcff;>U(DAn} zUf@e_!j+3hkF1$^DE|`9mn~~3qjrY0X&61cZ=*a$Q1LAjt zJ5&$d&|j0?1h1T`36jZzzC7%*XUqM1g`4^-CYNjo6b$ z3eC@D0^$6~G`Cg%h#sTESBc%;C0r5VQrdVfMN=K?Os7*}bjP}5l%LakQoz9>j_%@; zs=8PZm+nTJA^;akQ<7Rz($;#0WcnJz54;dRd==an#O#y7q-O1{vX{}nVjC{Lv#ez; z00#quVB71he}xE4u!ZJ0v_s(Z%~6Z+GWbY4zgs+so~YG63rzVv$`k}-!i{Hvd0rU( zWC(ynKLXBn5m~r!6b;o{yfQYGF^v4k?db7Yg$Vca7a_ zUE}mVeF#2uTi-iYK+67-p%Z>?B*SW)9)i+F=iq+xpydEc)4#kjRg=HSe~@fv3Vm`< zDfw8*^-}FVb{>-a7Qdvi+hj}V)lOam-onR>ZBbb{xUSnoDNO+{sNC{wGRrAqFwapH zNb=P;{=q$^0WmfZ!Su7PF@o{>sqI{lo|~|{}Y$GZf>APU4-|G^%49pV$X5)tq!|`{cYp2ET9g=)%@s5 zErNUI>nJJ5bS@Uiy`5rv`If|^?f#POcR?MSCEQ*Za$xN9HquiA%{ zOW*?04SPT=>L@B;y$~CW7H<�c1zO6uq>-5ci2QN0?6K;LdXUwY)h7SEOw&k3;Y) zO_$HL;8R-hPB|d6PCR?}P$!h`c4rJrlukr9m?PWg@bZg0eJxlNY$eL9t|052s_V-x zm9eh)PZZEbPtMK?PvPWwgK+g=3_lxKWBR|n=S?x-siHa3%-LW!WLeSK(^XW6DQ#`i z#kZg}xE`QW5RzL=hO=ik2#b`HtRxERd$5Cf%e8n92=lYi0FkNZ_5$z`a6i_M2nDYO z2%P3$3hq6K8~ldNPuM;=Vd=9{#32WL++c;#_0ju*L3exS-U}+ixcx_$kC`M8B!(P~ zeq+GST>T9-I=^{+BDaTaR&!7;Ur$j+;jg)UUf|qcBphM5`4r%aVm1n|79VYh8FV>u zS2pFx5*8Mh%H}tMSVFiXcRit2vTg01UXoFGxDyt3M5#X0J+4t^XA3!>IcA){; z)LtSvI;qW(F7Pz^@`GVsQSWzeSC6rB^3>mOLNMPC_uI6L9F(LbkJaJr`qMmwyB0gO zVsf$D6vnqs#OwsdB+LjIpf~7J8@j9qS4Wy3Ro;N01V`h*gR6mx`^H*|Rqn;ArcKU& zR>8M(V0&jon}CacWXwQ}Yt>?XWRelTO{oc*H>_AVq5F~roa<-`9+4vaR!se9<~YPP zDYXTNB4@i09)q_KN`S#T5o5?V+ZZ8E3ATM{LQ>6;lq>+2aA9sL`#@4~>BU0z@q znEpVdk^J6#E`KzJKZi06!eNZyHAwLurTK<6jxo^Db)f*q&%W^=0Rh05LlU9$LeSUI zF*qctIAfxtUt*x6v!9|Vp&FN%CXtyDSyG^DXk=WHp<|${QLz2%u#8DaPsra$QjCgD zNK*c=vqSd3kEfRtCqrVgU=S07sC;}JA0K;!w-0-~3!l4Wa6lfX6Jz}Q;vX&-HZCWJ zw0U#MhrZJ&g`@b<&d-`vVz^>TWj{?f1+dbrxU z;*A!)^r*Ct*a*J*?G7OHreF9nx@Nj=%6v|Hp0Qru?|#8`m$*1eUEO99#nOFxGSA&r z?|uq(+Ol|^!o1I1{ATYyNg1+=T6%g`dbx_ao_0;NVv71;x&F#r|5)d~Y#z7v+2(hA z+|1m-#;p9jggYp9=H~FeXuIvYmYnaVciuYQeP?}YJ3P8}Pe+CNUNHPR{rG4)t#sYI zKT>vB9{+ZkR92tS(B`gkOa6>j?&=pX5->17`06w)^BI{;JSNk8?Q@-a?lgr%t^1Hl zo9Yfb`+M#qsZE_e+WGjB0sc{=TRr-3#q~d#_E}i}uN*`i+i!^^4?nUi zxj;l>&SX%Azs*IPVIbaG4Nu5V?r%{1tQWWun9Qu5QPzp&(rUws;0V6lMEftHgPUlx z8I%ZDQtoa~xSzMbuvnG=E;Be4s0Kl1@YRZ6;Ck==+i4>V;2$9W8V*?nkkHZ&5B~^iFHAOqC(s!l zT2*%S6ejk@G!+n<$}+^s7*RDBDgxu@Lu$yU_@m)U!9lUfGIOU$RkwGDUOy6Id0|#|f6;DR z!tRu~psR$5Niz|RJ>&R<#o5_FGB>gQT_B7eKVmyLHtRotVCaB~dT3Ytsmc$n&oqu7IJahe^0VKVh6$B@9m`)eqRnrf@HuYUJYHZjCNVjzSljd}CmI-rnfQ z4ploLvOy(*@hnTB&x|EGb$;)C4u3eQtHMxS(4P3OW$;e!T@6y7vRW{+8DJ_9U!T8u z9Uu??OpV7iyGy4q(h^XlOTYQ<*SRLCia0ibRPPM1%5myehH=X<+EBwqwC$4Ya4pk& zny(0Ebzh75LM~06A`i(N=3?jHAX)@P7%e+P1$P>ov|ijFF@-oc$NEHfC3k@p@ZFXw z8DEfmT#nT**Iwz1*CBPvH>QUa|JcXeX4T~n$aYybs|*djacK~h!jEX_f!45pxL$uB z;P#!f6jY>Zn7K+y;neI9BUSqZFaBh44pwp+wSA)8H#dq|@+;=FHXtSI_ICbF&MHi7 zDVpanK~0sL%i=BAFW~3M<;8y~I_CdH4`*Ry`H!lLRs+*QUhT*&o{AwZi>iziHwha- z)Qpn<*Uk#_%Ljr8g9yjNHZ&Et7W+sh?|33XxD>7#Xcn~BFnbi1gvl#1xwE?O9^wA$ z0;q(?rn}v3{q;>xrr34gbANw7MMl!n=or$a+E*s*rz?^bRn|8@Ki_*94Ko5WJ?my+ zllOP9&y__yq)EDMh#*E1%odKto_gPZ6)itF2FDmg=l(wO4nmKH4#JFrJn5ZV&ZJEk zU8&^e-K8&@PNhBj|K`vomv)NA9Zz8}?qst>W76yj`_C?OM0*SSKEbI8S1)sMENrHR@k?w3hrJkWEPURr*_ zv>en)>LsB)5OJt%6S%45w}pPdeR8Y2+|v{!fn#Sldd;^C)p0YvqFkLKNiT-Y@aVDy+c+nA3{;!IklLRIr(IjN>E zuAR`K_PEYoz3KYdxy%KptQ&^DJ%mUnl2Ap)Amw@$3B>#|VAO&Pk5s@)M_BmN9H(4D zeLSYM^|ShSibjY3FU~{_x@70QH%QYbFX`bW`xddSI1h?)133)=IcPz9-a_2RL`DD$ zz)elBIOwUp^#fwr^D}^Q&>jh?$UNmP7$x`=2{g^qzF5%~`(`u6gOiKNj!xMLCZMF? z;dWvx1l{X_!I44x_5-*aGb_J!xE)`N$#H3K$R&38NHb(;S2SL~Ih*@~oG5N+WTyzF zUgG0Qay|CPIBz7+1#~7`V>=F83y>m*omObov)Aam?s+bKhd3JYt4sFo!O_cpf-u-> zwiU14eT?75X+*==f*b)n(?t=w!s{o4v4fTcq8XdBxKO(s5W8{uyV~!jgRzN@2kMcX zX@`&U){eLN~c?%y$aW^Ddv#(TC$Nt)WL&?AZgRUxoW(TzD>s;mY zXiV}d8gkODJ;KzSge}#&jT~P+31gKX^sfV!#-EJ7NFcIw>h$R_E_C*+2;-HEgys$S36f*5)z(ATWkXsPQfsCo3o1_veCAR%6)MUdUBr3d z>5>xxSp(Q)rwsY_rFl(!RDPbl>O+C5l2A=@rI?F6lGTguH#KcNg*=2f zFMz7@YARCPmF+ZxbC)9uY|k~zKnB1JsH62Da~JynxKCEt7?iR3y4)K1d_(m{*jPZg z)zxzv_+O?PE7ix zHoiB9aFsv;Nf_uexW2YU%EQHg#P$Xv1}TFm#>i)AhC+MS$s8q`{&=!Cs%1B+l5!T0 z1|nnoxXJrhjvksB2uYD7&=18_{iH{U{AF_YH=L8H8&{1JcQLvv5O!fhC*24Be%x%W z=@lk{G|5Yxaxz1u7$o9YydV*F#1{f*EK*phBLHD08X+2Po3@WqE)^*XE(+i+rI4gR zo!GZ~sRzJyj&i9gN^`XIFCf@Y~SE zzo+8;S~$PG#pWKmm*wUDy+?Tq__yfx2A+|@ZNH1X6U#u7vQiQYm`sc!YL@)xP3V!d zkGrk&S{osS-P^1)2RLqd;w@;1DD1$?B422)@eX3rk(#~zQwS47sy9G}?e-sduyO(F^INe(y7Qhv=-sURmD3~AOdn~j-;}2 z-sJoFI0^cbmyLAG3;ci=CA;#Mk%-$VlFXlke$s+#f}OE*3? z48gbP50LgG_GSj(T6=hfSEID{WoC>PE!Bfy0XSC{aLdEXMXP)WtM>0pr?0a$b%;|B z0!5J=>-66s7xr;Zt)yK?1et1xpb&lT0(BZ&1ge5}KPqIl@O4SVDn`kq>p(+ck$|-; z3kzQ&1W=oHm>QQf%1Ongi|?KNMT6GJQXkJARV83P7H~;7YuXJJUj;vIoLYOhQ|+Q5 zarw8@S+stGqnW?BefO*>K~-8%l5OL%yTb@(KS%R$16o`~c6F}xsBfs2pNFTjS-kJB zo@gy>5yD4#10ycmTK=wSmYzDbop0x@vNTm1+tEkvIBOz@<)ay%lD2ofb7nfqdW7^V zvcw}uCku4-u_g+L96+WLv3N0m2hpT60Ppu|V93X(CMH4@YDlUG`A{%#F11^bMHL|N zM5^r(QMZ+=cK7I9e@1$@e@;f;GY90&z$qY(-E4Miw3w-mp`(IZzN?7SztUUAh!c4g z*MAS&sUD>6({FiLU;p^Z{wl<}5O@S;axf6k6H5RgY!7KXf3q{?H=W&A15Omaj-12^ znpFyUjLnj7K^>zmUj%>?;3_N>9E<}sC}QNIXY)ZJaxlpT>LRfk%X^7nZVwP2gDflI zVb}8JA>+`bQ);*hCh_Go%6F0rx1y7M4g`I*VLvc;$b(4Ej{u?N$3PT7iqu-(!PhGzdW0>bQ`Li0#F8U85D01}MZ(#Y zGO%vyvBF$Ji7)xjbQL~+q4i$4OO7i?C^nV%5WE2T=63BHbG%WN96B74!6>aa#pNB*V3PR0?`@3AvVHqETo75~PsOfh&A7*-pbbf!K^(>Dn{& zJWtnV9~i$GY0iH|-93eo>}ljT2nf}8av%@jlhcSNWRN-hOY>^e=E~0P~6_xOCFw&okKKLtRM*F zAsRHJD-o05Z8Y=9QG>7X6zr)SG~`$Z;9i*zXD*Xx0^uv-3#p5zz+|L=IY3|uNn^9# z2H*O6jqeX+rAZ-~aDWgEM%kL_|%=p9>Vs0Mrw{U4ih(ZpA*3=SB&(4WF`h#UIX4L8^ zrHZT%nuT|UyPBPWoP8xix-plow9u{NYxNn*bCxkPlb%|Hil_(mwrp%-Y{EY-nXdV~ zzJiwhI_pg-)|hcb-27d_%^gdibiw4U^(E39w(Rm=T5pt`gt&;9UJpi<@(NblLMgHA z`(oLEO;>v=OJ~S;zt}&suCNnh0p(8 z!{jXd4lCAHz^l^J7BPU{t{I!VaAmt?!zk;5!9hwFJN>NUnMd-o zgxDQowWo1ig8*A3sq~ecFiYN^7Tt+S60|kS_jK0$efy|@{NA6$!jU{Yl zoTIr-=D1}K#R|ET)z_3Zd5%YqCejtN+prgvr%mXlQ(N(joon==1lBreY5K9I3Outz zk2!6a(X>b%c(@ny$KTA^hsSmOR9Ckg35^`3{~TdxV;GxJv?e|RFE{^$~~ z2}gn0d;b1z!=L%iMld=dk6n^0?QTemp?V^gizlxvELC%P#bsN5JVXlhEFqfogyaf< zGjs+$-UEpghfU(eiJc7JnwwU8Cw3HV8Ye^Bcjo6-d$#6Zj0uYE;*(p-W1e;UPmreX z!$$cg!Ed9`gVtnjH|Dsx$>P!>YHL{48e2oBltepKjpIA%~4z5-n5ylI!c!~Pi+EtcJ%7M`@%kKe~l$2gqu6u1L2`$%s08%edv(lZ{>Sn+RP)UEn|sDU*ZzK7`?neIX-#mSD!jB zr096yM#6c_NsPdbm6D(1*Fuva$h^dn^9DvGSNuq;OD{ELrM{q}vaN?tpiMq?r5YU+ z#94W;TakPsaPKPE0;SCjumRK_4<2ba1{8Jk8_Uw55V|{-`*`f}4 z2l7>ceTq~*es)tIk!uCXbWRUboKIKxQ4Pr}R~hkAx`MIHOG#O+apYiRZd2!2Ql^nQulWDDxDzQEl$o!jG;jP|^RB4VhBh4~Pe%kGqK zf>wrR^SyhBMtC;mzIK{Dgde2cr9oLp7wFUOBXS49=Ty7{SvC9Bj{p3g?CQhvD*R_O z`0=q&BntvK-A){ocoQSSad?f>LFT%+&z1Rm;K07S@C;+7|QQU zU$i@A1HFiP!Rw#4dK-9)n~IAdp@r)OZi*H_4PQi zMA*t}(;f0_)olf3;rDqC~e+vez1Uwy~$kAjIE z@py~KB@h-9L`I<(J%P;BGhX{p-tuAhZ3W8|`PS=|g9~#E_(669D+dkC3>nItG#GojL}wi>usR{mQ#0Q%i;-AvQ|j=`;ON0O%jpES{YCsCs^H#_G+P_H-nnKLT!XxPP<~CANO%PD znEV~*UiPI)GK1RK*q$w6nIoFodc8Ah6<$44De9Rm^55}0iC`#ux|4u{KwG%NISBC6 zgf_Jhjv8$T+5wpHp34l0lhfa+@@e)IQdlEj-Ll>8@oiE(oBxgRKfqh3{qc7C0Gsk` z@cQI@H0(kXnB)Pd{GGZYO3f~S>mtSu8FaUX!R}SQ)P^wbdtL!DDJEFZ%dP@tF6H3DC@OUMyqMnMVfK2aIpj_up>zXkVMLAt{w!Ts!JGi#3D|_0CAR%r{RY09|!ku7odUhdwP;iIj`Hn68l7Ya#SFX2@0c{z5*UP2O($U9hNt4f4s ze7?1$I_oaD*$Iu=7U4#u;>ZnUlajLRB}L;34z!ss=Y?r> z^CR<+Ln<|~vWT0Ai5g^pnyWHTD=ws7dA&)N>cng@pcJ~dyW_OXOv(HZM~Xbt*ji_^g_ zRO}V}b!^()sg@*!1oUI2=s4WjoJ>-Dw=e$PLF1J@_ns5+Dg1=U4%vG8pf@7`joh!< zULY?8y|^^z)XpCpbFamT}6@;f*j=~3MR~dPC)nt&|Y!7#`JaHH=*-ObwL38mi$_zD=);lgX@`3SD zUB7PJ<2OIhAp|xgU(hM=Sr9hK$Py;EDq`v?Ur>{BkT-1jmhirL~vO)Q#BfFw>TbA`^W&S{R-W9$&}k z{Nnwl{QT3;GiHbfsdvtok}lxe!9sV8#}D9|oOK)O>dW+iM+mO-WcACu$Kyq8Gy9;c z+lR(42i|{rKNeI4c&>;bnaa~GkwiH?D<(+`?Q3zqU>u2dc=@gY&fYn=Dl#M#REs8lHyw31D#X4|?zxcIs5mHGzHje&FxWaIViN5?voF z`UUyaU3)3~?wQy~U$xghWZ0D~giITHl>X95q+Jdkd z{u(9<1dgk7L1oKA>;J05XR{a8w@<#WSaYxX_#2oM*IHVW`=M%q=Ip95{6xGcY9a&{ z&tJ|sXp#e$gK^bvd*dD0h@1O-b9EBuOrTW;{0!PTeAZrR_M`k%74!;W31ReFXdUq5 zB)4FHWX_c98{zaM$lD`75;hjNt8v*6zEUTWE-8TKCsLqleLN5Z<@1_)DrO8?RQehi z$Sycy|M+fS#Nd4;LcJ(l0jcYt2HhzR~n_}ZQk8-LJ=630_wd(n0_ zo1lW*TMZva*tn`Af!tWJ=PH0&XYXF^Z^M4`3JK%vN^g_DrSdAHWX|Ri=vZ zh+_+dcrv7Sf|@N%C|hOgETo?jnb0I+2-g?!9n#|^(cO+S9!ui&ie`@ZYvts4B< ztNx{CeAtW~<=`B8-eB%FF7}!NpI-&&{3c2vxE4e&{m9cN9Dz)5#Uk)Gb8IS+=yu_Z#apP5om9 zx@^79Fi+l)7a%ws>B($HjMlu3Mh?=NFa08>dhU55gdFEEg|sSl(p7E907*uBb%5BU zTV?>B+UC@ZD?%tLRIVusB>79_lg*Vj9HJ#QvQ`klkXwTy_Zr%9wyGi}d-P=n?My8b zX{_;-2HA@Ak*T*i5#Qx+dcCM+sv zI^R65Lm)#aAHx{j8j6}%*Y~3mlpWR^}yVB1JFO{xfIn zzS^nGGj}4$$h9d&q2$u_r;KGi!Y@>p+R_xh>14D26M1`DTV1j{AlS;yqiH0IAaZHNf?O@PN&5*ZY_EOnQw) zU6kMoTQ`yRLgTFUYAzKpN>qB1AK(JeIi{ctnM^sjIL2Q@(Rw@V+fJE!X;4hVHTb;S zA8B=;!P#)|Odvy(6=H}Pmf8}LDuZ6#h1k&emEOIahcgzyeci^poDks%zf^}yeMKhJ z=f`DNniXjn6w-jOFgH&%8fDA*q0n1=9J+=Mbuqx?4bWH3fi`&ykA&5NAoq}mGD@xf z0|k6D$9Zm&uX^0rrYpDy4OU9v?HS8;NnH*&qYm75N&3U{?ISbB)|PtoDRgI%Gr4p|K6Cev8nD*xbDQA>$=|UQ0h0-N*^^Oj&)N_OTGTRMp7+*@3fU4W*aVL!{!z|gRqJ9wO4W5qzYL@j8cJu z^|DWYtr(*3q-p!MgAJxqjD@Nlx23%CA$=OFf%ndcQLgcV)dwtFdfR zJ%!T8lL+G)H2!Tm%?d>2w5vn3QuNf*oO4i|>$NN_a0 z2X0*2!WcVw;;6#nDNqE@7}(!20UoztJDXy^Dv8dP>i%|O-wO-IKjUWhU4GLVkS%b+ zHLG_I5J{!ofw0>e+xF;xJz14c5wklcbcm|dLV{Mdsq0-ox7qY@c->Y>_eIzy+QPx( zZ25g}M7+WQu|9=D9VzULlvu{CJ@>B{z6XQ&bCX8w*K)sZ;PcQ(EiT!kUBu8b@~e-Y zM>KYj9;hD0+_P(}=hipWC9fvzn6j$(ITf-J<;4oSTQ(z#SZ8En@H)id*6wbCHnV-3 zu+MHQY5K<>0{~c(Vau^-#2~qkWt2XpGPA4D%sIk2&wr z?L|?cT-AEfNMp@7t(YSY>5-}>#Y4AOc0#+Eus1%NtyI>etOWj~oR;+?*h_-^<(v*yGJ~_=T%S$ilVF_w7w8r zK|$=;5>;y_RrB0Jcn|h62?B$zt=Ux}=2X2`iW#||DeuA11h0H4A;>~FJc2&t?3}pk z^{uOt?Y|CkH(to%CW;rrjZcnL8Kg^(I+!_lTkFj|Q?u#)9(B;ST$N595BW~x`h*+Z z6^`u1Aj$6uaV;ncz8KBbe_`NFm+{?cOzjwbVI~3MmZ3+GvIfThs>-d@ImeyjPVo{f$W&<0suC)1Z5mSa+ zEGF&-2T9jaI#Zo4je3FsgCtR`7BVCM;e{c4nIqg6w`A-ez4Ma0miyMb)0!*SR8-@^ z5OkJJJe9#GaR7_asB)!tw|M|l4g3-dL_?-EcT3oqO!h|~;AsjU2625I&$Dnz*j2b! z$Vn0yc^58TiMw;6NMzwi#w}(|>3;YHZzx!5mZJ!!^-+1vi-{MVsn_+2M4Y%cooBxCGGQOq0(zVQ-04P*OK% zrcvH^h*5%;Enpm)FkKB9@ZviXSxO{E?;!82ZkBL^%=mcUemceA@}JeW#ubrA@SwLT zCG~@M7A~no``4Jfi#ybLB3y3>!H;r2ke9PXbm2Kgd+$&ILTf>%Id3c#gmJWBUnGrP ze~375d8K~r5)R(+VJA^2V;D^8 z@*^A|OP9T8npMlcLil7zJ#*UQU5HflSeSO3KQ5(~X@)3#OV4Mzz}1qc?qM>wD7B(# zXat)fm1me>m`EJ*563I(VJdc5;w?MDZ)eIT7)0ZM9F_74;*C8;jV_8xJ(7{m+Xc-= zHOhN1HKROaaYxfHTgUCol2_noa>xSRvWa&f&#WuyK-57Xo<1Yz%2D@Hn+N`vr|Nhm9&4{a6v=HLm z|2J*gcT2UmAjw|JB|_vmh#E~6ULx4@FMk!c^aox1I>P8)@kM;HaY+uS(P2z+*yia?~k*tVb$)F{CMY%sAaofImQHfcg1rQ+Y9+sMY z<2g*-$!mzLuoGm0ot6jV!-W1&>zTqe>!v|H5r_FAnaK*^-PlG9_+5 z*YbSco-=l?=E(-U@luuVz5vXG&01;?>vJ_!sVMZRNv zrE+^CGc?L^MJgmAV*OHU`Nc|}Ua7!YD+4>%!ks>~R#7>90m4t}N(JkEv>;wdPA&vu zR>Q642tO~*riz+fYkljcd1!$->QkAMvr(Ds9zBK|oKpJpgcwLPFLk%*QlNG|<6s_0 zyL{X?W3C-vH01bwYJH03XxT+(7CtHaQ|6Rrf3c~mW2;CI>T9;-LwSeOrb_x0o53b$ zy9Cv-;#m%$58}~Mz~g$P&EBDpW@nlD#Wv+QyRm%~WO5=SrFN4`xOVmi=TerQ82o~s z3BE=l=ctYgxew#)=6wS3>>`n$s5OjN5R(0s{*ML-b?1cF#Q##MT~>y0g3-;bM$gM9 zSb@6C%^rF1WCP?C%*GhUTTwcWcWVfb)cu5KWB9h=;ME2rYJu=KC;qJ+NCi{{B_+$p zZ(}Nf9ShTCI2w5~I)OYKNAWu|o{Wh`&@^W=E4}XaUQ`P59j(mLJ4#%vgdgE{yf6<9 z9#_Y;a;K`Tm{fL04x)U&W@}j;X6ha<)>}C!v80MwEhVwn5wWBj`sO!Oe*MX+nr|G| zkk;G-Ju7x&I(=>h?zS?CIZ}}B8nWHZd|KNCGrfa#P}(K&N|_;TsoQK3ZIZ;BC-5@R zl$KhdSPw+!7Q!>~(_2;4@YF;hF_jtTF`5PCjY`bS7WIeu7cTo33Qr+kI&DU7yXSrW zvnsD>go4gsNoAyZYZyJMg`P0dy!fQ9_$KZ1pZXvFFFXb-JNJJBx)TyS6n?1@4cWS` zX(br!;{}>`aJ4mJm6E6~jq+AhN4^MtD%KTk^s@5b9_M#Lcl-}1$ZC*Fg-0{cMyr=b+l*t|P{wkcuheQ6mdWI}U|P+lBD%B>wkw>j-(#5h(b?bNR#C z?-owzJ1=Zif5q~K^PA#jD+HiUhE&8C2rN9n;72D!M{m<8SU4OhsP(*NV__M~&Aq|{ z$jwHmiAKax9`n#uP>C}o(y;Z9OylPbq$z8>I z&v*K*(|%hm6XCwoSD-Y3l9*E^C@GZX^fJ2=rwrBW!VW`K`Yp)(K*HseXkiovgnwnM zNI22bLMQsM4CrezBuHJp^M$SVON%5ElafG$LO;d+gI^i|N0&m~9qsnsGmR(Xr7?X+~>0URF&Q1;e zxv)RhiZQQl5K)V(zM>gI27RIt%D#j*j!fC??$+Q4qZZP#n09Yn_WBK!NUg}g26as< zt1DC+M%a+%m|Gi-3C#?$keOoB`0OQRo7`*>SFa)2db>@3HMP;zyNpQaJ5HRQkWgcQoikXM6qWZr>Q} zUn3+w5avYXmv87KC7gIy-_y%`f%z9N?*LKQX9+2q3r{nhr}Bmg__OP>%g=H7Y0CJN zi;|i~kkCjh=(1hl?qa?PU5$BT(<2Q5_qtm&Go9}arJW!)S1_f>?Lly?3g0mir_YP}!^QGd`+@g?f=7TZ!CKwWV?M5-LN}c2@%s>l zZ*872^hyUH;n0sF=C05?(%;Ld4GB?byY+IK9|NQ1yFj?frW;yt?@&nRiQev(5Gt<_ zrB0LO%lRbJmSf%spE&kJOuJk|E)7>l&H`+R%5{07jSgAHd)d%Ul zaMF8N#F_G0S6IgU`}%1XyY6CB!)yeYm_(*_6?|uguP7^Go#Jx?i*Vgv_h6+BvnyjT zpG!Joz4-kqKn?I@iT9jHEs4nth)k8 z-H4G5KNTE|YPaU3b?_#$FL|M=xdx!F2e@Q7;Z|QXV^v!`Y*a}GpPyM?8p_2G33V~e zFJire+u0xIn(W$lK+5+P`;HbH8YxJAcpU2S$3e{8aPY!2Vb7pG{#1Mhnj0L04+(@> zt$e672j*|qxyq^m)K4*q97ycZ z#uuP2f0BSh)|Qjv^`1%bzKtv>tI>g|KelvNw$~v2TOqmE?&zCBpa-~7ww)3QRFS3&QZt&tm%4OcFOF7VW)1gg9Q@y&EfPad6W3Dey1C7uB`EjV?yLbX;($K(GW%D%+bFsCFXi|ayZ~m!0jy3$1yPZo# z5_l~FKQs2nRnaNp7oS(g{FHs?+-7S_H1wvZwf5_e*QBcUre}3399r%t9N2#^MB5vu ziEaA%X~?glZ$+4%mlAqKf1s?4IFgQ4z{&ZUANUw@lCwx_6Vf#Y+YuYF&R0Y^;LU4L$XF!1vei^a zK&@jDRBYi|aI?S)k7O_TpRxIe{%P1BaB%3N)Mgs@goG6fHo7{*yUJR_9LPlbM_-H> zBBmc4dlg5UOAZIaWAX~32Cc^0%K8JYaMu;8*XIzCcOt{gn4D{nB8bn z5+P#}Xa?Nm&j+7|`gdyMpL5#hY6Ah7T5wC^BgQALXFC_cZ`0(Bqv-I!0$g@HPN`xx zIzk!9YTrfo5R5*RjHSZn%zq(X90C!VN3X3LY1Uvuk5PE=1gOaj z1ATBU2G6N@vuo!W6Epdtq(io{EbJGOTbHMyBNAMeSRTO(K@Up{k=E*oB$nC|qSjE` zE2LrJ$T@uBeQwA?l_ftVN%yBefJ8cUBo{u&v_O1kmi`mZ@GQ<5uoe7p{2x7T}Q2r4S9Ze!CnYuwn=ps3b^E%omoRK)@tP6h9( z$>;*h#nvqB{#RVUsD{E_G6IBCo08+cUB=5%-r+0FmKe6CWAKgcPj9+pi5Z00KWS8~ z$Q)wbgWZcnFoYi)i)kBht8zjtsoWYG&4u+OT4^Q2i{OT`0dVR0X3lEcv;{(H#cPL4 zK7K7o!TPRIxMDY_eJh1z6?5YNuD<;PJhqW>L-lu9bsS z!=FFN=fw;OHyY;fPXmaytsOsMt>j$G{?l*Z{|hGB`Bqa-&kYs=uNqLXae>+Zf%`7YwU1N-+9 z3YgCkqvwQepl4`=@qMDw=7ND?0wBpaIWGNAa-N=+lYNGbnc034P|PqY^N&W6`HSye zn1_x{gqKW!mve{L2^(2{-XB;_fe&+|h1YTKbcgqT-Us%`Ku5jt2j$O2_NTK4y|D+y z%zX=*(p${dgMK9WobuI^6>wVYd-8r3Z3*K6nzEEahPl8{iHTutURpkN`Y^n9mT4V% zTo}IA^}=ob`D~_LX{mP5k>nD`*OXLKQ89%JxeBz&qSf)*5EwW&Piy5#e5}+Y`H`Rv z%6SBC=D@+aQ$5O@XO8zQGM|Us)?YTxz7*Ar*w+N^-P+0RY@Zx#3-)~RuDfSp0wm1( z-k%~wna&9AuhjSBrz!4s6Usyz#0a8b5;H+B|KSC4^8D{$rvGn2H7o0XV_mfs+HCrm z5!dc931)Mu&vLY(AcG(wiC%yip1usz(Y~Q*6mD0Wi%OA*gcAPZL?edtNQZth{wLJj z90vZ&F~~UUco@Bb5u~bI*-=vBs_nHib)~QIAJQ6uUvawD;rFNaGmEy__TI{XG;y#P57 z!{2#LYqiy8v=48epe{z9j;IaF(@X(@kfefwphSfFg4I6QxNldSVdiJ?GrB&e6x20@ zu!v5-FF9oy)bS?9+5Y7JMaTJL)^FYqBCyA_hiu@EjTaLV2~U;i|BFQx%fKoot|VTw z{nr3B52F$fDn~LR)LxdHP+SHFAGequUai;?SG*=X*-s21oFUTsCpvV+f>^pAniw<& z`=9FGmZlJ4@O@l%xG75xtz8^UaV=I%^=gn*yuQK|7CZ^LzLgjycV7)025p!uNkwEJ zgoJsxY_=xC9MrCPP^umQVE|Qi4|7=MPw+KE#QZ2G#c)iFZV{WBusR8a<_Ta%_cSiH zZw54ymKX%75mkZ2^BMgTNWxqk^tkKQhr1z}609wOBs8X8j)fy$6z3NP#$>>Y6n zwn?91pobAgkcOBGpB5Ym;;Zxp3zF*fYA(nI=k?Erz?=bYAu4D0e1j&wA{NT|$vmh4 zZ&s~GrdLYajU;9UU!m6`76DE^(JhSd_iz{-M;jp$FGdXEk_5Sk#Obdpko2gSMLAm* z|5zP@;-|!xHA8CzVx0sDZEiA|w~{D}aCOfXs2_||1kDbLmW1T$I|5m4x<2?fQdE&< zunj~A3rs}VCdOg5Ac|}tuw81ZhdEOj{Fr?P`PD4n8BxcL6*wh8Ntz7?UJH&%CMY9m zgf<8-%C1ByR!O%9>21MaA4RTL?FBB4bqa$jR%pfmmrq0np&*R!e^gRfJ#8=&Afzw! z_CmirK?SXY!!4CZUW9-lSVc~%uv_NyxZcsltUxeExJUS(*U&jFT;zf|gdVR)X7@0-}meE#g9aE<$P0!2uXTiGg zWnA1Uh}Hqk* zI>bm9!+TuBi@Zwip?7pyb2VM)%bRxz{E(kTz-OfoK#?+-W_5%+dD}&k<6OsuV>#6wrWjs=Dn7iEqzXncy(15Y|mlW%9H|Tj~ zVHKp?$X5}6+;>gN{*%ToGGNUb=uQ^E~U)_S{!c+|=lB zJ0UnXnG%wkfG-!q20pN-n`O<;=MS#cuPc|U#xd_sZ^Z}v;8$;gQ$-|a)WI3aW#S>0 zpEi|ay2doG*D5@P3_~SHoOE|dJ&nwq57;1E5!tGtV3iv6?e#Rp*iD^$-B_};4Y9t} zx3N2ybh+4_2a}y#idH9dE~ExA?s4~o_EM!vIC0;ok?)BrM=H=SEvJ&u?kb~!QzRu` z->R#U;_ek*y~_g^>O&;50LJ6|>8*1a$vehB2$LQ~%>UUnOgJVm?qaRrB~zZV zl-YoJuEXd_eE}o54Q3AgE{pw z>un@`DJSlbok<(9zALDe5<6_>G3I(ss;?n~C-CCRI2bUHUXj0nrZVD7^V>LVZ0UeO z0JU562)uj}A{G5ulSM;X-+CB2C#JV#F9RtT9`)qTJkF49j8jTQ(9PNkhE^gQ&;?vg zU4D~ElZ8c&O|M2sU(?~k`IupJ`lb;s3txPgW!Z9~)G1OO&~BZiM!4S>TSrIyJAn)H zS@f~JUzBOjwR_EU*BI@BLtH;1y4j{dIMmstx|PtsX>3S)U$(5>h;X0MI%!dRf4*GbK7o~}w%+-=>aE4pp;hkwj=eSmJ@lXUU%LyGofA5o#A5e#$oEbq%X?c@CT25 z(X_0FmZ(~`DX%m3v@`1y#EJWpuL(DP^YLIwpH98)HgURThh3_yOKh+8*&8fM8wT>K zjMCUS+o(^@U6Rh!?Zt{LC+t!SztLskK+59*2|n+Q;O|S50h$b7#}A&c&lR-S30uG; zmxvyCCaf_ZZLFe8*uS6kK3KO;*pE=Uoq^v!&R3O-9lM5sA2Y{s z)D+%hW7pAFR6rjI>^Gb{rsjjG`VRJadH8|NR|wB5eMRZ)%n$hZZh4#gyikhwCKd@) z$o`(9kumOXU3a+hM)Ik~dDlZ80OjqLhcvkirA#Tx0to0BL{QqlP&b}v>m!v$SV#qz z4NIGzcc)f1k~?AbsD*f<`O2RzDUb^Lg7O^y^BVV-!%A~xRbw_LS<)=SmdjiY=kS-QcU zTT3^Fm58mPZfldw4m zcgAVn1R%~F>v4ACv|R3aa^ki48;$6xc9VYV=*t^f31!dL9fGyz4W!cw{BEe zv1=LopN~U@KKaAd_d;PdvHIChi$M?M9s1W++iT{WD2J*QfA7^EL;l+pC|oN@3yHlEpWo6E>Lh)lTr!W#I%#|A2vojb!WAi(k^t@Rs|j2GZSuvmF!>r5?p|Xzp$vT+PwW7idct=hq5M?aUKD+1v&SxE9Mkc zCZLhw-h5g5V$hr>N-HyjBTQ@Omot}jAt!*e#SN)sf|TcBWJ26QO3*FV(|*98Spm85 zAC)lI1nlzMdK#pUHigh8mRmLTW^Ax5L}iW;7hUNA7C_kpxji$Sx=lQ-C@b*=Qe8Er z*oPDS9fF?S7Ol3iUrLh|jX1xGwYFwi-elMDn~FP+IrTQya?lnraO;ofQX8>3a}52l z6`vC!c~dO?(Fs{EugJyy!)aVVhtj(@I81$}e!ZK+Ub4-PiSPvu5d(LuK0JR^^hTl@ z6Cu=t4<4B&=1(=@S}KwR?s~{+7UYRJ;U!~&?Dp}$hr0Zxm(^94;P0K ztG)pz4=1y}3A-UTkG_Ek7Z*3TAq$(}|Nj%(fM4eB#_%j$tN=Al77{iRR_*^w{mah% z-^yQ(X+D`aMV!IwTkrFl;epcZ>|B+0GM$qkx&#e{5{!O&od{*o9)$iQArLzqL#jk1 zx;?8R8US+IuYY+WP&A{1Av$;&{PpA3<#~VPHvLjsF4}Q&Vghuo@Pi z576nR-_e@msYU;>V(NyiGvM7G%{3s3cOJQAW1kQgWUD=1Rw2*`vqZ!6I+^oGSV?b3xcmg9h>HsxQ$ZG zocZrhY|e$Qn-2UWJ&P>oKFC;zK}0JWez26vUxZ)kjsNz^KMO0d2~1rJaH3edPUTlW zy8C-w&AcV5?WWC!&nsbFp4e(l8?#Z$VT-gUnay+YQ(;o# zpD^23>*waDhx&c=9llPGAZ=&azzyy7`)|hI5yVUfvpd9*Afo;{S0YDO)LU2F*DE~a yEhGZ8Pa1QdHp&mT;g(NU%3uGXjpFE}@8IP6l~e-H#>v6P!U0c7DJm}p|33ht!Reg< diff --git a/w3/zumz3b.ipynb b/w3/zumz3b.ipynb deleted file mode 100644 index 85b1abc..0000000 --- a/w3/zumz3b.ipynb +++ /dev/null @@ -1,847 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Uczenie maszynowe UMZ 2017/2018\n", - "# 3. Naiwny klasyfikator bayesowski, drzewa decyzyjne\n", - "### Część 2" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 3.2. Drzewa decyzyjne" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Drzewa decyzyjne – przykład" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przydatne importy\n", - "\n", - "import ipywidgets as widgets\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "

\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
DayOutlookHumidityWindPlay
01SunnyHighWeakNo
12SunnyHighStrongNo
23OvercastHighWeakYes
34RainHighWeakYes
45RainNormalWeakYes
56RainNormalStrongNo
67OvercastNormalStrongYes
78SunnyHighWeakNo
89SunnyNormalWeakYes
910RainNormalWeakYes
1011SunnyNormalStrongYes
1112OvercastHighStrongYes
1213OvercastNormalWeakYes
1314RainHighStrongNo
\n", - "
" - ], - "text/plain": [ - " Day Outlook Humidity Wind Play\n", - "0 1 Sunny High Weak No\n", - "1 2 Sunny High Strong No\n", - "2 3 Overcast High Weak Yes\n", - "3 4 Rain High Weak Yes\n", - "4 5 Rain Normal Weak Yes\n", - "5 6 Rain Normal Strong No\n", - "6 7 Overcast Normal Strong Yes\n", - "7 8 Sunny High Weak No\n", - "8 9 Sunny Normal Weak Yes\n", - "9 10 Rain Normal Weak Yes\n", - "10 11 Sunny Normal Strong Yes\n", - "11 12 Overcast High Strong Yes\n", - "12 13 Overcast Normal Weak Yes\n", - "13 14 Rain High Strong No" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "alldata = pandas.read_csv('tennis.tsv', sep='\\t')\n", - "alldata" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'Humidity': {'High', 'Normal'},\n", - " 'Outlook': {'Overcast', 'Rain', 'Sunny'},\n", - " 'Wind': {'Strong', 'Weak'}}" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Dane jako lista słowników\n", - "data = alldata.T.to_dict().values()\n", - "features = ['Outlook', 'Humidity', 'Wind']\n", - "\n", - "# Możliwe wartości w poszczególnych kolumnach\n", - "values = {feature: set(row[feature] for row in data)\n", - " for feature in features}\n", - "values" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Czy John zagra w tenisa, jeżeli będzie padać, przy wysokiej wilgotności i silnym wietrze?\n", - "* Algorytm drzew decyzyjnych spróbuje _zrozumieć_ „taktykę” Johna.\n", - "* Wykorzystamy metodę „dziel i zwyciężaj”." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Podziel dane\n", - "def split(features, data):\n", - " values = {feature: list(set(row[feature]\n", - " for row in data))\n", - " for feature in features}\n", - " if not features:\n", - " return data\n", - " return {val: split(features[1:],\n", - " [row for row in data\n", - " if row[features[0]] == val])\n", - " for val in values[features[0]]}" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\tOutlook\tHumid\tWind\tPlay\n", - "Day 3:\tOvercast\tHigh\tWeak\tYes\n", - "Day 7:\tOvercast\tNormal\tStrong\tYes\n", - "Day 12:\tOvercast\tHigh\tStrong\tYes\n", - "Day 13:\tOvercast\tNormal\tWeak\tYes\n", - "\n", - "\tOutlook\tHumid\tWind\tPlay\n", - "Day 1:\tSunny\tHigh\tWeak\tNo\n", - "Day 2:\tSunny\tHigh\tStrong\tNo\n", - "Day 8:\tSunny\tHigh\tWeak\tNo\n", - "Day 9:\tSunny\tNormal\tWeak\tYes\n", - "Day 11:\tSunny\tNormal\tStrong\tYes\n", - "\n", - "\tOutlook\tHumid\tWind\tPlay\n", - "Day 4:\tRain\tHigh\tWeak\tYes\n", - "Day 5:\tRain\tNormal\tWeak\tYes\n", - "Day 6:\tRain\tNormal\tStrong\tNo\n", - "Day 10:\tRain\tNormal\tWeak\tYes\n", - "Day 14:\tRain\tHigh\tStrong\tNo\n" - ] - } - ], - "source": [ - "split_data = split(['Outlook'], data)\n", - "\n", - "for outlook in values['Outlook']:\n", - " print('\\n\\tOutlook\\tHumid\\tWind\\tPlay')\n", - " for row in split_data[outlook]:\n", - " print('Day {Day}:\\t{Outlook}\\t{Humidity}\\t{Wind}\\t{Play}'\n", - " .format(**row))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Obserwacja: John lubi grać, gdy jest pochmurnie.\n", - "\n", - "W pozostałych przypadkach podzielmy dane ponownie:" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\tOutlook\tHumid\tWind\tPlay\n", - "Day 1:\tSunny\tHigh\tWeak\tNo\n", - "Day 2:\tSunny\tHigh\tStrong\tNo\n", - "Day 8:\tSunny\tHigh\tWeak\tNo\n", - "\n", - "\tOutlook\tHumid\tWind\tPlay\n", - "Day 9:\tSunny\tNormal\tWeak\tYes\n", - "Day 11:\tSunny\tNormal\tStrong\tYes\n" - ] - } - ], - "source": [ - "split_data_sunny = split(['Outlook', 'Humidity'], data)\n", - "\n", - "for humidity in values['Humidity']:\n", - " print('\\n\\tOutlook\\tHumid\\tWind\\tPlay')\n", - " for row in split_data_sunny['Sunny'][humidity]:\n", - " print('Day {Day}:\\t{Outlook}\\t{Humidity}\\t{Wind}\\t{Play}'\n", - " .format(**row))" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\tOutlook\tHumid\tWind\tPlay\n", - "Day 6:\tRain\tNormal\tStrong\tNo\n", - "Day 14:\tRain\tHigh\tStrong\tNo\n", - "\n", - "\tOutlook\tHumid\tWind\tPlay\n", - "Day 4:\tRain\tHigh\tWeak\tYes\n", - "Day 5:\tRain\tNormal\tWeak\tYes\n", - "Day 10:\tRain\tNormal\tWeak\tYes\n" - ] - } - ], - "source": [ - "split_data_rain = split(['Outlook', 'Wind'], data)\n", - "\n", - "for wind in values['Wind']:\n", - " print('\\n\\tOutlook\\tHumid\\tWind\\tPlay')\n", - " for row in split_data_rain['Rain'][wind]:\n", - " print('Day {Day}:\\t{Outlook}\\t{Humidity}\\t{Wind}\\t{Play}'\n", - " .format(**row))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Outlook=\n", - " * Overcast\n", - " * → Playing\n", - " * Sunny\n", - " * Humidity=\n", - " * High\n", - " * → Not playing\n", - " * Normal\n", - " * → Playing\n", - " * Rain\n", - " * Wind=\n", - " * Weak\n", - " * → Playing\n", - " * Strong\n", - " * → Not playing" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* (9/5)\n", - " * Outlook=Overcast (4/0)\n", - " * YES\n", - " * Outlook=Sunny (2/3)\n", - " * Humidity=High (0/3)\n", - " * NO\n", - " * Humidity=Normal (2/0)\n", - " * YES\n", - " * Outlook=Rain (3/2)\n", - " * Wind=Weak (3/0)\n", - " * YES\n", - " * Wind=Strong (0/2)\n", - " * NO" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Algorytm ID3\n", - "\n", - "* podziel(węzeł, zbiór przykładów):\n", - " 1. A ← najlepszy atrybut do podziału zbioru przykładów\n", - " 1. Dla każdej wartości atrybutu A, utwórz nowy węzeł potomny\n", - " 1. Podziel zbiór przykładów na podzbiory według węzłów potomnych\n", - " 1. Dla każdego węzła potomnego i podzbioru:\n", - " * jeżeli podzbiór jest jednolity: zakończ\n", - " * w przeciwnym przypadku: podziel(węzeł potomny, podzbiór)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Jak wybrać „najlepszy atrybut”?\n", - "* powinien zawierać jednolity podzbiór\n", - "* albo przynajmniej „w miarę jednolity”\n", - "\n", - "Skąd wziąć miarę „jednolitości” podzbioru?\n", - "* miara powinna być symetryczna (4/0 vs. 0/4)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Entropia\n", - "\n", - "$$ H(S) = - p_{(+)} \\log p_{(+)} - p_{(-)} \\log p_{(-)} $$\n", - "\n", - "* $S$ – podzbiór przykładów\n", - "* $p_{(+)}$, $p_{(-)}$ – procent pozytywnych/negatywnych przykładów w $S$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Entropię można traktować jako „liczbę bitów” potrzebną do sprawdzenia, czy losowo wybrany $x \\in S$ jest pozytywnym, czy negatywnym przykładem." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### Entropia – przykład\n", - "\n", - "* (3 TAK / 3 NIE):\n", - "$$ H(S) = -\\frac{3}{6} \\log\\frac{3}{6} - \\frac{3}{6} \\log\\frac{3}{6} = 1 \\mbox{ bit} $$\n", - "* (4 TAK / 0 NIE):\n", - "$$ H(S) = -\\frac{4}{4} \\log\\frac{4}{4} - \\frac{0}{4} \\log\\frac{0}{4} = 0 \\mbox{ bitów} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### _Information gain_\n", - "\n", - "_Information gain_ – różnica między entropią przed podziałem a entropią po podziale (podczas podziału entropia zmienia się):\n", - "\n", - "$$ \\mathop{\\rm Gain}(S,A) = H(S) - \\sum_{V \\in \\mathop{\\rm Values(A)}} \\frac{|S_V|}{|S|} H(S_V) $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### _Information gain_ – przykład\n", - "\n", - "$$ \\mathop{\\rm Gain}(S, Wind) = H(S) - \\frac{8}{14} H(S_{Wind={\\rm Weak}}) - \\frac{6}{14} H(S_{Wind={\\rm Strong}}) = \\\\\n", - "= 0.94 - \\frac{8}{14} \\cdot 0.81 - \\frac{6}{14} \\cdot 1.0 = 0.049 $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* _Information gain_ jest całkiem sensowną heurystyką wskazującą, który atrybut jest najlepszy do dokonania podziału.\n", - "* **Ale**: _information gain_ przeszacowuje użyteczność atrybutów, które mają dużo różnych wartości.\n", - "* **Przykład**: gdybyśmy wybrali jako atrybut _datę_, otrzymalibyśmy bardzo duży _information gain_, ponieważ każdy podzbiór byłby jednolity, a nie byłoby to ani trochę użyteczne!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### _Information gain ratio_\n", - "\n", - "$$ \\mathop{\\rm GainRatio}(S, A) = \\frac{ \\mathop{\\rm Gain}(S, A) }{ -\\sum_{V \\in \\mathop{\\rm Values}(A)} \\frac{|S_V|}{|S|} \\log\\frac{|S_V|}{|S|} } $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* _Information gain ratio_ może być lepszym wyborem heurystyki wskazującej najużyteczniejszy atrybut, jeżeli atrybuty mają wiele różnych wartości." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Drzewa decyzyjne a formuły logiczne\n", - "\n", - "Drzewo decyzyjne można pzekształcić na formułę logiczną w postaci normalnej (DNF):\n", - "\n", - "$$ Play={\\rm True} \\Leftrightarrow \\left( Outlook={\\rm Overcast} \\vee \\\\\n", - "( Outlook={\\rm Rain} \\wedge Wind={\\rm Weak} ) \\vee \\\\\n", - "( Outlook={\\rm Sunny} \\wedge Humidity={\\rm Normal} ) \\right) $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Klasyfikacja wieloklasowa przy użyciu drzew decyzyjnych\n", - "\n", - "Algorytm przebiega analogicznie, zmienia się jedynie wzór na entropię:\n", - "\n", - "$$ H(S) = -\\sum_{y \\in Y} p_{(y)} \\log p_{(y)} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Skuteczność algorytmu ID3\n", - "\n", - "* Przyjmujemy, że wśród danych uczących nie ma duplikatów (tj. przykładów, które mają jednakowe cechy $x$, a mimo to należą do różnych klas $y$).\n", - "* Wówczas algorytm drzew decyzyjnych zawsze znajdzie rozwiązanie, ponieważ w ostateczności będziemy mieli węzły 1-elementowe na liściach drzewa." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Nadmierne dopasowanie drzew decyzyjnych\n", - "\n", - "* Zauważmy, że w miarę postępowania algorytmu dokładność przewidywań drzewa (_accuracy_) liczona na zbiorze uczącym dąży do 100% (i w ostateczności osiąga 100%, nawet kosztem jednoelementowych liści).\n", - "* Takie rozwiązanie niekoniecznie jest optymalne. Dokładność na zbiorze testowym może być dużo niższa, a to oznacza nadmierne dopasowanie." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Jak zapobiec nadmiernemu dopasowaniu?\n", - "\n", - "Aby zapobiegać nadmiernemu dopasowaniu drzew decyzyjnych, należy je przycinać (_pruning_)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Można tego dokonywać na kilka sposobów:\n", - "* Można zatrzymywać procedurę podziału w pewnym momencie (np. kiedy podzbiory staja się zbyt małe).\n", - "* Można najpierw wykonać algorytm ID3 w całości, a następnie przyciąć drzewo, np. kierując się wynikami uzyskanymi na zbiorze walidacyjnym.\n", - "* Algorytm _sub-tree replacement pruning_ (algorytm zachłanny)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### _Sub-tree replacement pruning_\n", - "\n", - "1. Dla każdego węzła:\n", - " 1. Udaj, że usuwasz węzeł wraz z całym zaczepionym w nim poddrzewem.\n", - " 1. Dokonaj ewaluacji na zbiorze walidacyjnym.\n", - "1. Usuń węzeł, którego usunięcie daje największą poprawę wyniku.\n", - "1. Powtarzaj, dopóki usuwanie węzłów poprawia wynik." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Zalety drzew decyzyjnych\n", - "\n", - "* Zasadę działania drzew decyzyjnych łatwo zrozumieć człowiekowi.\n", - "* Atrybuty, które nie wpływają na wynik, mają _gain_ równy 0, zatem są od razu pomijane przez algorytm.\n", - "* Po zbudowaniu, drzewo decyzyjne jest bardzo szybkim klasyfikatorem (złożoność $O(d)$, gdzie $d$ jest głębokościa dzewa)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Wady drzew decyzyjnych\n", - "\n", - "* ID3 jest algorytmem zachłannym – może nie wskazać najlepszego drzewa.\n", - "* Nie da się otrzymać granic klas (_decision boundaries_), które nie są równoległe do osi wykresu." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 3.3. Lasy losowe" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Algorytm lasów losowych – idea\n", - "\n", - "* Algorytm lasów losowych jest rozwinięciem algorytmu ID3.\n", - "* Jest to bardzo wydajny algorytm klasyfikacji.\n", - "* Zamiast jednego, będziemy budować $k$ drzew." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Algorytm lasów losowych – budowa lasu\n", - "\n", - "1. Weź losowy podzbiór $S_r$ zbioru uczącego.\n", - "1. Zbuduj pełne (tj. bez przycinania) drzewo decyzyjne dla $S_r$, używając algorytmu ID3 z następującymi modyfikacjami:\n", - " * podczas podziału używaj losowego $d$-elementowego podzbioru atrybutów,\n", - " * obliczaj _gain_ względem $S_r$.\n", - "1. Powyższą procedurę powtórz $k$-krotnie, otrzymując $k$ drzew ($T_1, T_2, \\ldots, T_k$)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Algorytm lasów losowych – predykcja\n", - "\n", - "1. Sklasyfikuj $x$ według każdego z drzew $T_1, T_2, \\ldots, T_k$ z osobna.\n", - "1. Użyj głosowania większościowego: przypisz klasę przewidzianą przez najwięcej drzew." - ] - } - ], - "metadata": { - "celltoolbar": "Slideshow", - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.15rc1" - }, - "livereveal": { - "start_slideshow_at": "selected", - "theme": "amu" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/w3/zumz3b.pdf b/w3/zumz3b.pdf deleted file mode 100644 index 0789320903c689216b71147de5f49eab21a0fa25..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 52469 zcma&NQ_L_xlWzOkwr$(CZQHhO+cv(}wr$(Ct^H4OE@o$TPUfal7nQ#2Rjcx(NfkuI zXc_5Pp-7MKZ{DF883-5%?2W9TczEc=ENxs&o#@4E3|&k`OpWbLOzCAz?aW;)2pE|d z8Tt62oL!tu4Q-)3Hfu6$>$X@>#`c~li3mlgYx44w32s0g0%0RzTjd~DEgx-%NUgI% z$a+*iFC4$;xn#Z4OICcHynOx6?u@_QId=W=9t*yO^5Rd}pVP4K!aLr+&5sH34TdY& z|Hg(A0K|aoM=ACRpH8dclZWh_3Er0CpY&brL4-yfcDzRcNqR4@pA=kw`SwO9T*5GO z2)oR&FLXFV2w@N%;Rt_3#CR8sqK6$Ej|F26Bo_`~R6{O|lE18<_hHk8BXMf4 zBh}>CC3xu=OuJI=;Z?P0X!`Z!5g6=l>Br671iwnn_BcTe3VxS}M-^~*f#XzAS?tq7~28M6{$H8&Jt z5Fp+60hMu0H%`bDeL&T?n8j_4YWb!2v3Q2USd!cjNzxw z$;Ib-zE>oN_QQN;HyE2iFic|oTl(b)Z!IP86v*EivqZ{=s{;&&hJ@J9faBHCVSYRr z8oAl!)5(iyH6~9I!NWSV;Bf#FUQT-~60bK^Enlp$c5f{KqvE_F0EhIFNL&e@)r{L= zL#mdaI&@^@oJhphO_MrJS6Y4_jyi<(pnz7qWcCaGTf@Y(5ZUr-S4>*1xFLFE-+BI`)Zl<*B#tQ;Yv zM?0}~K^_K^hfgF|x7I>eHsu)NTe*Oc-1x^Wy*w01Mv0G4XDUq96RM++xqCf{7dhW@ zo(QpX>x)DP|9r07#Z5@B8}ackEyH9(i+(k|OSU^|>Qjh}o-3LE$i;N>Mnr{7?;VA% ziauAtE#0t&-u;n2yL+qjQck^1e-!>tON(T6^x{fpzyLTH226jLfP!A|Zqhc5j|X%R zOeAI`d(5H>MbuMKY3HJ@!a;F*I*d&5g}y`SQWtKeZ#RnL1~dngS)Gto$1TzttZgU4 z1S1oZ=}xp4W1fzM-J%b5l{^Etkdu_}BZxg8C31Om zy!L@E(-&A>m<4w2$6~#w-}|V3BoWO{0^`MpBBJPJgBg8ouO28Rc@r8-E1=WtdCGI` z#&4<(n{KUprycoqWYoN2)`dC}+LP=ei)gF-!Ap>1ZKYcpk|T(z49z4aTTct~vn*afHB-1>3YgyOd?E9_q~JOdZfP_q~+)D{n8&TTbK;W)XwDpqu76{|Kc7a>;DFTObi^H{~drm z+P3yvYzV)-`i2JhmoN=vNl6r#6k$E?psQ}S0Y(xrg3+lek+!C-i~V%pd*TnGTvCm) zQc?@Ui7-142RjcP+)=nc>_WupKf=UO8}ZzodU1Z87`}hln1pMQ+YqsIc4B#VArv^W zQFY%IE{uIRdnAs(?Q(49P0?$``t)M8N2z^x{%dw?ZM0Oxmk9wDRQhS1Vlo32vQQm{ zz!RpRfk>}`$Kc|HzQq9`SyIQGy=T@``pbzJ)vF6eYXd6z$6I4QiKcJ4;PVaOc0*D0 zF#j+>YL1 zMd;?;l51d#q(Mm$ObDpLK~zFmkl-rqwip?yv;aCp5LEWL z$J^?G1_S9xbmmu}O6>!skf{q8tb!XhoEIP;BZ3Em@*t#%6t6xhlcK3*Rd<`kYPA`l zlqDuZwACPJ4TDf!RgrcR$Am>SSB{!0IRyne=ym>$mi7uWJ^}8}XO$fWD)1GU4rCE= z9zx1mRa6#qt4TySoncscrSAG!EfK-max^`u5sW|h%%O~D+w{bs+j?nik_9&8`BJAz zstT(zdOK;=zgK@vxlYdv?VP|K)VAd(zqoc!e1*>&rhk-C?T#hMaE;6c2=MXLs?}6S z)%kBSyD*UP0C=9io8i${x9F8&(%JDHU)i{B`MbVooR?ZAz4!K6zIw;LBjHIqNMNT;r$ptF+Px9G>mG+647jd~#nl?~b%xY3T4p@_RN)u|IUQcSt9R zQqle8-Ytsg@C`e^^bciS(G0g`U-QY{9_x0t&pe{iyF`0`m?t+rx>e#yKEBX>3>d5m zo*Ts2n8A|xnMkZ|`B0YenF~*5&L&^o*m;v*+Q!`)>ZY8HZ#3&~I>-fq^+ zA>f*Grva`kVWkum5m1FZzVq$vGGFImR5}P;V@&giz?HHg*MacmH3YW4VLr{1#iuX6 zOp(l;I{i);LeKDamEX8x?V)nuDiEg8CUoR4b>ED#H`ddw^|YvXiz;jp?O?1U zbkWJfW}UCBqX{C~bRPs*#dK;Xc1hw2)V-$N@iE5g?T7HSS~zOzV~Vm)@bS{wXA0}) zOL~VBZ)XHT9K+SvEi@bkbZm&C`PQOKu>~jbX77wATjQRyFo9R=!v$_!+rla_!I8=x zOQXo%Hs<7P8U$&nYuYsc!;`KYm$fDvbLyI;CMX6)?1fk|Z72~)Y?h+X3e{G-Mn>bP zJN;t>F@>V|4rOenY4X&o!1!&Xwocz#a=5A&MuCkbn zh|&-oOlDb3S%E;BvJ!13%1U?(m|H083kpcGd(A-=miUB6G$j)S-s&C0DvlG4&*NR< z6zte;wCcTRwkc7y@K!G-jevoof_6Ky=~uEPE1nbRdpfP;*RI=;O2FQ%SR?F2i#l(8 z3NTct!L9i5g5AznK0WcCFWX_4XZKj(0((rh%m?&p87qFq1<|?BFKuR@1k8Ulh%I($ z4-4ZsDuaH{xooMkg3uN@uBNqY4jPnpd5EiEfhg9CC25)nm(5dQ3k_63^(JX}ueyN` z5f4KicLE9X)4LiKTGd)m`AW@e2U_8{mp!Gb^?pgi;(nt96!!&tA zNQd$DTF`DO%K_uL^3cTDaI)b*9@|A3b8woFN)wni0H^q^d3#mKa#X!2IEJ`#ro~UP z<0e}*MQ|yevs&?YJlw8MQe6fT!<&u_E|qbeDWCx-U-sL!xN9p>BCL^+>cUtiB&Bli69ToXRPdlMq^k9Yaq`{jAv z@hiX+^NTUQma*d<`GpYMC+!_Ju;=Q={BGKzO`ZI_TYWA>d;FFNOz^+^ekIICZ4o|U znqR(pW=(Vn9*2`Cx&P^rbRFJ?M3g%xK>i2di(~YMLy+V)!*Zqg$43zqOHCv*QvC|v z^7eO^?sI1ozCX8pPc4tQpnR|vP4<5Ecl_zq;U4-Z-|4j zzvQRMT;NX&4bWE~19Um_+##v}|}HS%wUg#_WUAfg@Gzfs<9^TT7>BDynf zkB3)2J&Ee^Q&(N#H&oJReg~)np8RWbJoIbXChorFzk0lPc*z^SMs_sja~D1j1@q>T zY-{)?Q{;iP#4lIP8e8LMyBqeWPOe+^gU(ny2%Zv9ME)jBr|4Mac7hRFb^SCpo;;7h zSnKinfLWYoxf37pG4&8zlK_TQpmkDEXOx9{~gTvB9G;ldb>*{+n}<&T9BF zf|rdk7>~kKeugjA`^Gy9DL~L%W=^8Q=kBUf;Kp0Z0SXO-+UpMZ{G-7mc?>11_Sj!w zW;6&}a4k1-pQ1_k4($?P&3F?<_odmn*$R`n8E$Z-BdPcLx#Oid^yyQK>*&L30n5D# zI#yWSjvu1S@uoHHnzgS>^P!OIJE})V;Ds;%X@Zo0HYGujN{Ez?YGapdeGrJMvO29v_TxU2R*-;g4?~TUCgB#o8VUhCwTm`Q zdwmQExmuQO3{ zZwTxmrbk`}Df=gpCFIUQ4VRu^267NJrLCMSFQj_Q>P!fZ$`;ZN&b3#4@{ww~uUfR# zO_e(^m)Ilk>%LU^9wCQAQ~EKamKN<=e7L%w49Tfrhq!8A4!$5OuN~%?EU6%$4l5QH zPQVTPn!Nsf*Nd?_)Nf^A3~A)x7VfTv+BvtV3nVaz%rnJwq>8IRMq96RQ6)mBxksBo z4Ks*;UF}|+u1Y3F?MMjbTe*Cqg3otVe7zhSHJq4HU6StOy6kCk^W$R_GzdR*tl;ZA$3gpG zw^F!~=VgdNzw6!}pCD^dpIYgXHr$GP^kY?H85zRngm{f@>C=wEHo9nXQ}XCDI?y8| zWWUz6lKN}jA)9WQ99SOvovCDn5dGQy=!4=92S?6zgHMQ~uv9+ce|0l;X7jRbW}eVx zy{VT4+QLm1eRi<;cSYL5-18oFNb|k!J1x(R?YBtN5neUR*_+Mlt(H|5Z@mINNV%k<&XIR2?iPaSZcGFHS4Eq52wO z-?WB+yQ!ml#yfXw%?K&7An;4ogtf{oTS1&_)r74JSFWfDW%s zR)b>(C|1`1wyRf%6XsX1pgj;SU-Cx3LbPO!0BKRy>MmPZoXOOL72Gagsx70nU~RTk zthjh6HodT(8Sggi(qp#utn=Jwk02}iKre83c`v-v>KB}~UbXr9_mZi@|IBux#Wv7V z8F^Mf4=2SEaUQ7f|INYw0jq8>B>vA4!^HT%8ZnFvEdPDPq^j%MXG@^??&%K@t2|_U z1Z7I7rmA*bz7k&8(Wq8;!mroUv4PdaM&H-%K{L-gT8%MFm0&o{Z9Ctdt$)o8=|S+X zM?-#x?K)lk@I96J8^DK4gdur1`SVUALK@pI_8cx|m+Jp;67syWeI5H|=mI2QBxd9R z=Eb=xs%E#X2?nDNBEW|RqXXYR6K{cQyiXk~OYUxtNGXUAq4Q)%)CZdV>6W3rgr0(cl+nS#jGzxB z@k_I@D-SgYD~Y*T6e^f>aABoJ4@H1rgD(w6Kz`798>;rA{VPTpRV2wQMG;HbKXeNCrBsn=)ZQ{PXeX ztw}Tjd}4Q-w;%$Gwc@mJG?B6$R>UF})TLSyiRmiJKizb;xWI%f5o-5fLx`70!zD6wnbH6S7F%Gxm*$Hj=4&`!UxIV>|j7B7BIGok2OTsqcf1|WC@G(s9_XhKrMP( z%rpXdHy|o~#*b2MvA?2KI4S%)^Y-fcHsB_t)0vzTxvqLnF(28sm)ppNnzu}xvlMxY z8nW}ZVwc?Pu{<64d08^V5oHNliWG^lFl;k6%isq=24kd1c1^s2D_295xb*GfSiK~y zVX2ODb5em9Xx{{H@L!HzGO!UucdLt0nL)tr4g2{bQluNuZB;YLGSOF``i|*3{ctG% z#k(qlznA1qQ!OqPf&=q(ZSj2oJ!104BdjHdY%#Q7_gAazOLdWD`oMgr+XgMwnTr-C(kx zbo*j{=_1*|Va0S7$U!F$``i5?l9N|EM}8k%*TsHlpWuJd2IK0sME?@;Wy!|Ha~%r6 zdW9)JxD%BG4sV5(FH!oL3dyz#HK_K5v|Q0adq zzD(>a|5wnkqP3H})r#nUr$5lEs0>Zk8#w(wkjo*Pg;^eHzZl+mb5Al_C`Uy9SwZ#l zqU)0YLaA`Lan_n=GKtd(oDUa11g; zBCIT2rZ|E@V??=ITGxRwdjz>FQic$zv@6S)ITg8hRuz^MlKPiuL~EI5+VH}Xq$&Kg zPFsO66MzoEfrRB2ma!bW?ku#(->+{5a!p`zgwrpq<*N$~;>qBl zAr=@qV@%Y-S@IjqECIpiMC z*B)Ag2<#VazAu_mgiuy%j#MOIz%z|+b?V9YBM++c1$gV}f>1vz@yHf4bR#d1s6;3e zk;wpKg{}2cEjb=cRBEf~Ktpf%8V2v5eU@jv!}hd>d_8mDWj2uGD0g5FYX;cKT)oVd zsN&6!fG^*T{Mcpl`-`cn&-jn?u!`F;#unFsfmc{KA_GaLGR*6Ofr1c1`l3?Sz0HUx zjk)tb(ay^1ZJr62z8U=2mxW)Y3o8GLo%c?ioV%SP-;TDRfzu3Z&wp=Q&W`$=Wu@jD zymn7Vk2)%*zd&q>l`f8a9~+mtzW;DP9{zJfwK7XLavX!@;cQ4S|smbA~0$JItWt3Al)O#BvzjEB%M4eT+pOA zszibYVc0~_LG>lPiJ>Av6_7-2-E&nUpn}0ic_LYYDd_*zZY+iK-aW{aaK91(*7PsZ zfg^9H!AgiHWET=qP0~y4QlV2;8(G%r5xjv6)a$V}bdSfdcNO0z{4+<#R8yg%1 zIvpG$Ps1&O8NxWoZ6kN3#D#^V5=a*3zI0!tdv=b$8f&)${}R$wuOnu8wKb;RGEw0( zy}1(s{(1J<0AAK?D5}!I5Ge)7OqGgi-6D%PDs?M#p$yV8&XWu>h;Pp1vy=WaiZ& zaAfFOWaHp|r9xQZQfjdawpzgca#4Y{V_{q8JzpijATEGB{h$H+L*> zR3WMfGt|5CBlh-|#H}CP3`3kpUuvF;Q(LGTgtCft!PbBbN2EQh@Q>vI`4x&qc`rLWMER z3wD@?un>E#`1TyO>$x_ci2TP^oq%mENVtTbp^BX8odXOTTTjqm89O^&G{n5qI2nO{ z?|^ZFIks%}>zX)?DN6vQl(Lr=O?BupQt#<$P7QsLw}R*#G*Bz2iX#Td$in9;Lnc$R zhb*vBQ{04&87huc#ja}G0yMjY>SdcL%_IFcH78?^hw~;zLC-UwT@X=>i0wWl>xd9F z05T41)Gd?HK7_YZ_vcN^(AOdEb6$}f%s@%lfaAEo5c{!0p0-}EJpS-+-a4k=W(hb` zS69LtFiJ6GwIDkk7|wJ?AGmQaR>Wj6;?$M*v6#Fn@0XdSLxCIygtL_)CvqFM*zP=x z+3=U=P?BQL*+YtEpw|6Hw{EDvBe(i)AEsAzIJS9#jNvE z2L;EtgfM~ndUqZTF&k39OQ=b=9w9lsG6J9&wHheV7aI!%?Z(kRge|4$pSr25bbX(n zzO`^#%XfaC_x4ok9f7p_B!EA1)IB?dUzAM zPPct|DatL76~FdgKyJct{4&AOV~T;eW92fFF2PSN{a70N1Y5Z$Hq-6EyE~iaVU0zd zFbNjqSy?ri_TqPhEZhE=>8S57Z@cHR)oZkU`r4s(@@$!+T0ElseFhRosZQU9Sufuf z=+bywpf477c#iZ4-)pFwIzEd7pm<_+K=*?8bd;+${JV7R;Gbcb#e#pBfyt;Qti%5F zJcBK@$+w?94SyMD6y7$h_{vEG-oYlY_W{FULnU36WfY9E>Gx2&(-wE ze#iWxyDa{q`=KY4VWkfy`7mWoAwp0iL`LMeH?X=jr65KiQ)Oq_h3_AAJ3WFL+z&~V zfUj7)S}U`S%!tw5>t|>PuCXC)v%l#)AJm_`g8$kbwzyvShf7B=b(%p z_wakXj&r-+E(n0$A}r%qFw$CDY}aqw;B*Jr{;8sYR=u+^XW2i#U25OwkCgo25rh1%deHj9 z_w!}TUhK9Cv84tP&U3_2{)=?ei!I%+>4Gv(dZ3P(wIie}+mc~HrZk*L4_0`i;)I|9 zE=o*e!Gt>IV+CY(AEQNtf1OsNr_}q)-4+YIa-e)>&*N;8;D)VqXLld|kIDw$H1Y0r z0hei=(5~W-bCGWGP_1kHn$A0}Mz(E79xx9JE4B^4?8o?6*^n%6(|5Jil2Ntu>P9@U zBx$K`s+Xdxn_J}uJ@|)K(OH#3&spG)01PEz5%WJihM>p6rxV{eP-2^Z#lgXJTY! z|L+TVjfQsJQ7fX~UERGjpm&3rh|(HpkWsYl0+~dos2qZc^QVAxReBm}Ri{9rpKmyh zQkpJqoxD;Ga0XF$&Vf#E=D{gHcIU%>yd4qP-!2&~yT9M2&x?9%A)aJ+h+W<iqNKr{L-MwB(9mOmo91kAA1)@XJ2E-eC zIWL5KBs?)4WwK#tpZ1V4kKNkblVpZg5dMF7h)A=zBTsN3G08V;aY?k4mO_X9ie7o< zkwvhu5YZYY78sDe2s!l#u%FXE25HnplE;`0uLh?EP4W=s+w-yLX^aPX`33hbr{ijJ zkP--rUB6G8H^xE-KJCH?%)+YrE)Iss2?*nY7W};{$D!!te6lokjyEW@|NIq?qnZHm z@$Agl_GPbD!B^U~dnoSyM7Q^~w)=Q$#>|rt_@B?-V;K4TDL(1KEfm;zY_8W4zQ4fz zTu)Ppnuk0PIRKyfd2eVjp!IeE6Z`w2>)d=o=J`{9DCx&=OI@G^Cj{vtc<=;|S-BpW zzQ;oV0hn)>D0BH`3N8gHX-xI=O$oVrJo_upY~6{vd@-;jFrX6;jF_5exMG~JFmDAk zqLA(QPF8kxq>pgO1LF-7BZXi&4`s5-^T$}_Bl_*n&VO8Yiix^x5GROaD5b5_?Z{JBi1!)FZhaE&;ocKXZBf-e6=3Q(_(At{; zFnaPRAw*#LykyHS17dmc%JD|h<9os}?CCE|U0&`=ndD1{TF|SM;}bJFnM&+FrPRh&2tt@x zduJHE^Dl&+Cbjlv8rDw4u~h(2tFXeWGeXW2&IaMM0kB;eEKhLXk&d?5C9dS61$1$@ z%bUwZ2&x^|SmwNxcdYw?meG0X;M@CV!=bikAf$!=6GUV(Nr48YXF&~HR8+ZU0?tD) z76uB=T`IRgZ^;7y?m#~TWcdlp%Z4`$DN;JsU^x$C=L|wyI7zs(VtDj_7}8uvwTW`-WazH!zJ~YQP9NIZNi#2%oxEt4 zkZE`I-ixxA;#55n9lMjl(*uf~D754tIgCJ8{en8Lt!Dpg;4Q9hy9>2}$n>VJ^tY0jycG z56W%itHhws$a~VNo{-Tbs4n^mXJER|NI&+Q0>Nvs3@iVRo1#7Av!Gp^_UnN2w4+~0 z>a7JplfT*Jd`~ro@-=&8$bO5PXwUzxzfz!AEFXS0HZh`wtIqq8E_EcJly`*i!ZtdX zRjTelRGT4h{SYsTBSr#0fA1q+pg-fU%txAK`GO*4r1c~~=XZFfW2O~#y5kUE|D@o0 z^rz|S{i7I3`GIUSVE^p};x_nH4DTx{)B4Y&(@Na<5@thsx>|-lG+0`PWy>Jf4tXhc znYkzd(+z=r4D@2S$Aqk5=B4;D8vClng!gs7fb;R%(iAoujl%^KhMmxG-)#U0bQaLCKAWX;iyuj zlrNfe)ODvsMgxukKi!?;IY}BJj)E)n_KeLk|BT;UL~I@m=Nr0|3zxobWToSRU*JOk ztvwD~5X4Y6NhS=5mOmhGwrE6}^A1asP_=4-kM>3Sy!AZ5ua-}l4+xFt zb26(Y2NCI$-}TOZ8i4sdq$PcA6@TKXAB1~!mcfXv)puEyi!EezPtv3nO2LIs09oW@ za;^5#M%pHlgUG>%ri&OtaP->@L=`c!{@jb=Bz!BhDXep-IDu1Uw0cd)=2D-vr^5e& zICt6X@v@qGN?Ua+S$e8BqN{W9-(R92y)U>Zy=H%byd8c&8 zrucmbdDW9M%h9?yC$Zks5f=ZOF~p|yQVi-HZ!TsoC(|*f z59bo$yEx9^olwrjrB|E#j*lT+NkOnb=LP@$50&)2EXVabTRPD5T`poOFu3hdq=Wy$ z`KU%iU|ZOc?sE9c_h;e5kau%%M?}#&nz>Gjva+QA1l)~6%W;J zVbwBE%+jdM%DRFn1HVuFGEWRIOczcs!l&_|I1*e}AL_`t`fL2KmEp=2`HH5^bBX== z?xAER454*RF^w)l1qouDI#G_zXJJeQe!xsJhrH`>CJd)-ya3iwdqmXs@#i+UJ5tDj zAf~XL%i9~e)MJUIqKJzSv8EB0M4dJjeJ)Gl+uc z%sJ|>g)yegyF<)TYA-<=GHEG^>*WS>>9zVSaLjWwuQ{0=^mOI0#_=BKfxCkgi8QH=K~f8Pw%ufODIbRjw#m zkR|cJkRdVS)hh?5+G3^F%cwd`bxbmyDGtzH^Bs*&Rcs&gHgNWQHUbsiP`fQRSCR>dil%dhodE>$4R> z4~7ck_|sBtoktc==F@0swqWDXQZ{2<(EbiD+tFt=_FJ1O(3sWL;udQ+Ace)dM&e3B zr`ck7zTFbB>8*co0&ykV&L$=XSRmfV<3_uuj62OFYNQpOR=r`IU-m8U{gut{BZ+%Z z87_&;1g&j1XG29qF0}=*Zywjo-M^50yRL!$KkNLdlH1n}9ds3#2f<#YW@PX3YgbyV zTWUbljttMKePa>bkCDAND_@X!1ic6$b zWq(coK8Q5I-&AAKeGj>bN8MzW57^eEwVG296k6ZySV#Qrn2v1MCVIO#Fin>)ez(yS zH{-Y7JZ6eY`gC&_oxOiF8CAflC~oWkK3oTioN`wzQ%sb5UP|`j8?C>8?(hi(q@1@9 zfPd5Ne*xnnN`U_-YdHQ}GN9~gxQDXo-Wwz# zr+8>oEVw*M5;B zpkm^~I5FQYd0y|@+ip3`L+IJh_wHTK;+2l&tnc60UEiIy01TcC1PD;&4OKX)n;bHZ zdY!w&%ailVz2b&{yVl9wWZ!p=Z@7Ut#CoDIgc@5!DzxT>!L4)cP5d-JT7(!u1;In=W{Scr_$KSe53!dTkTiVh43lkN1%G3ZUg=l&57V z^-wN_i`!s!O5*L*!0+hDC;`*@zId(JK5Cz3s5*nS0EGW+>LR80kPdIqFZ&xud%UWE zgi-wlsD5|xdj?8yRIU-5yzAuu`G>*DMWgerF^XWnhLBgc3Ernx!Sf&mpXyCfH`C-! zSjz`!B^tp*6moV{rsDBl0sNyw%&0Fz#jtKJ5Tei`AF!6cO->b*s#iOJ=O^_7po^Ev z|Dw!O-ePS~pnu%2x6)r_{_QKYEX6-3>A$(}Z-)9U^{}jq@(Q)95A^$qEeNrTAreEh zOFRmjWx*PqAv{ftrZ5#+Eh-1JwiYa!7?dLzU*GqR91Owu0QErifW??nPozg4hG>tl z8WQ4>To8FMtPLV85!n{$4uM%nAclNr6lEOw7U?+baR_V##F&^NB12Y&pd1+=X*o~g4l$b9H*M8=q}AwWZdh8P`5I;=F9R!^LU_&V%l1lo|~K%j0Xx^E`vV_6N~rRqB?p-SNF$fvr(^Y->gaB*h~44{QYSL z%A00~+iT$QraiQKX^6%MUZQE=_vW^`mF9l9%gI~hczm5W(fDS1@~HUeFv1{uN|CLY zE=G@)%hYM(vXx<|cFo@c8))X1_u)c0Gv`%3U%qSSE3Ai>{T2u zm<>u^QUMz|@eg==o@D_RDG}6F+@wVzO9wSAf1*IXW5mU1HErIt0d7J`m3t#G(T4hL znI5TbblABXa37tPtoMS_QT~-%E9nFuJ^Ju-BQO~0UM}SGo{tuwZU<{Py4ah6nA8G+@ipcBmP!!+CW%Bkl*ZJ(u z*WTSLO9xx%&U%yK2>FgR?&|w(yL-dwJ|RbUjQ8D}`b*sL%+f7kME{uX7XKOlmx$Ws zX9_r1p_qjv)WhU0Uw|g&yLO^&w>eOc*^TfAJ*w`-)!idgK=}L)r z$R@oDfiL(1(s>XKL>6|leV=$TDz#C2#?j1r*+*3=&Ssq_%X^BEwZS%+LY-#gv+hp1 zW1+*++*+jL7|DcmP}<~xXksu8_T1bZQD|DX5(h89xGPSbG&4xn4_q z;mXCp$YioJYq}B zYk1FequO^l~$IH!c^TLd;`{Bzme9mX7~Gv8!9x&Qtvf@Pxm*GpGMU>ZE$lm$$v zfBvvb*pB>J6r!(6-C8hSNoJTxOE-T~$jie++$Jlq-gN+(A^U7FP(=V5E~(|*T8mJ* z9f8s+7V@J(U&>El4C}@R&2#=C^@(Oi@$~f#_3HTazu`6Uh+6vfOC73G75W8B|5qbI=*c+ zAMj#!I8OPLVeJ)<+%RmRM*`Qv1zL*hDAvyJ>_^=30UcYa9ZEXhtTpFCBYsIa+`p#$ zD}z3TJdg*kSU$12;hHI_4Lv2ZD$vT~*_T~c!Y1^%$Q8dm_9z zy5}uUz^_YK!le4Y62x3Ljqu_T6Qf0GLTqC_h>fsC6=Y_1+ooB>)j_nM?U-d1u|AU0Ug||4`0|>eH={V$Z+<{7#R@k2Te z;Ik|E7eCMX3mToGg!3os9F11QZk8!t@ad%(JAC00Gr^^JioddiT(ivogkduGuF!k+ zqMx_TtU0I-#FTcUEpG_1VS9h5u>!}3Q^h87`*n^Ek@CwIhsl$PwtK+M&jcgBgSn-B zyXM?>(_y7e<@TKsyJ^DKVw!rAqSErJ^a}F0_nU32N$*1)E^%TcnO(p~IiZepbAudr z^S2^Fyzz3ygcg{eah3#}L^IlNoYUauKj4^p0GpI5!5mi(uMhvO?GlKZ z)_ueFs7|5)OSNcRqFskRV$&5LH(=FC+Y({D1iC~;M#94=QxCEYd0%c{I3+@clHSR& z$bzl&x;P&Eq?}I1j%2wHFkGDv78JLwmri5S29mT+-l{2Of}D!vD_XgOiC-#vZqAn0 z@VbbDqhEH?JMUW?^DVx__Tbi~b8m0B{2Sbld@%pPz1BP9CXB{7^@{MbLQk_RPS76o zIAB3;c~Qf=?e+D-CkE`6&HtP8Kf$=2fxL6JcRoIm$DhzL5ZAL@P#4c6nGHkUFEQ#0 zl_FX&n)-4^x~Q=gRYccKD0DGf`{jE0hp{oWG)%Has8LKl8J; z@JU*oj~J40)9Al74`2HEWc{Z%Jpso5Yc#@jPg-~1%!(CCAy*F#c_&eOZREc2B6+&o zy*XM$m!P-a=9!7JP3((%tws|I2ZDc3ufi^pg3h#HN(rg}GXqMxr`P=;`vS)ywA0A> zRBHq6L0$`8M8ZB#{i91S*^ei5z^5|(r2vRu4T4{tCuUzv1|3zZpwM3JW50t5<{H(-**MH93>>Kx z5ibWP=Z+ci(sBMm{&A0oCW5%fxEZI?ejd5GdS&*V~GaOhrm zQq0H2=-%;lc+W|2vg$n4z|TqOO(LddaT^?di}wf`TjFOgrhRa6;rax9I>ho$V^axE zuGi_r;&7*sgZ~+U9errBcHnf;!8SRmRI+np)(T?@Z&NQ;)OEeMNBSy0?E(==L1RFg zVnitIm`C4{1;?RSz&$FK)Ntea;`nZCD)heZ zKG>I!(N+7Rrzr|~knFxW#N@DDY%}aHH}CZMu-tO{68;qTb1g~B;3MG9l(Pg7wq+kN zB%9>~ouwWyMLeHv#oAgROnjK$~F)3BOOEI?Ryg0^z#p%HIPf8mHFBh*`dRn9E z5qh?iWX@31S-D*33xXxYc!>hDrn$wu`v7UhN*b9NI5QczVz7oc_|pCX;1PXFABSrX zonm%I8cD2-lBMkcs?ReY7*yuO=s%<%P7a`O_)`DsE5lXvYWBM2=w2B^HqECYh-ufY&+-|z@*m6jI7wTQZ+P~ z2i&wuyN;T5`5|aowEeCaucogkc*h~K*iL3ZBPWhc9Su75IHRpHybXujMk4J;cDFn^ z)B?n<%Hv@nVm*ZH#eC_K)xQ+F(0&B40Vo-x-m5Rim(MvO3esaq1#*!2Nzr*efvolfB;RMdn`%2%nxa*ZEeh zXQDG2FoUYfZfy-~5zwPPwiK_ZhveI#mW^hq-$!b=*#D& z+^|Jpi+a!qpbZG6`lbayk`fCdqT|iGNcW-whhZavoG2_1QfR>PGgEIQP_i zlpin(8SAk_>E-)Q@1=e(v6SUo?aAntvjOLf9AM^H9Yw#uFzSPN8Ik@mfEP#l4Fz5K zrt019YF3A2H)&%wzk!Za12)&u_ltWTIj#3LPW#xDU70E8ipqa)L`@vk6ipmW6&~V# zx@v@4(^`z7FCVF;v>Z}&Jj{dpc5HRpi=kqNfyS|Xh^tt?*rV8aOt)T;#_mZkcXwZe zSWE(SQ%RSPE*lAw4c>VbJ=yBs&jDeI9#8FkROiyK;f?%BL=@jZ%GoIs`j(9mwCby_|OmT5R6N5if$0|u3$aV&bNVBSk0ufzv3#U)6H6FNkF22!qs=)SCUbzv znIZfWnvt229az`!yrVii{RbvV!J^y)TVrb&xs{X$g9~`44u-ON&L_XGojndIoo(j? z>@sAOk!b&6uA+}a?%*VahbdQn+wYW8>M!YJJ?cRht^Ey(%1dFguaFz8w&YM?OxkuZ zb2i&q?TDolkGRix4=MN=P~B%gTHo#YR~Gd{%>yeTtKkPAhpT+9HM>Sz!0k&jYb!^+V zZQHhO+qP}nwr$(C?b9`Tx4+ke`xi0?J2N6y>`1oCgX(F!;0sRsE6;TpGueu0^O%W9 zdJv-;lPa~zKSKjIWL%lYyTgs@EyvUwXN9o-|1NZ@x2*N4+~b*+9Ky{!wP#>WDu4Wd zV@z_XlF=$nq&~=BF$BAW5YlOrFL*P~9%qfwpsocs9I;QnS58(ujo4$+A`o;<9CH|5 zRXD-^qoON|gR5I@Vjxx%EXyd^b)9@$U{Z)D{&!a}xKqrbFlEi**8U+mbS{&@>DP9d zk_%&sLc4RjaPZn|jrNW*i}Lp3=DfTON-RwHUW!R`Bonv{#Z}8q0wc&hbPx6=jGya~ z#oFD&#=yT9iT$aQd1m~T#v$njITd@>)}|-qq>(XgBG6sf#4ylaZ)ib8AdH8PR(g0r z^z#1Ydjmq7A7DrfpC2<5VUYUr)s&5tMKCp=Q6L2A;jwYbW8xwfjcQn_u@50j%oGV7 z@|ncY#zoMD`XkQTm_gFfkpfCOHeS3hL7GY8{ijhmGqoZ%B><&~gL?F7lwr%X%JPif z+C?F9NfoPw%i__43k3RbhT*m`X2VMx=SU)-fVFgmE-sAS(wd>|!W5IPnZvr9g_mbk zGD7EamR1eAV{2M%I;-TWq5-Gs1OlYH|9j~xp1wR8aqljhYflr`V0I&xQaxrk1P1T2 znY#RQ^)`!Ec#y4k3doR3=-;o6mX`6Fw)~9=JQPAR#>W>NJhQW>TNZhmDEaXVi#w%v z(tE@DipaGrSKok;Kp=HG zU+Ig@ae}M@QSv}O5XI&~Q#!PW=OAg>ZAqpjT6&*nXhvrcS9chDeJpo{0!EE>TgYaW z=;ds})#<`1-spf_iwWYbz%0OG+eSwhHc%rs1=_R73_X0L180wHUBxa|HKgj%_-ZWU zC}89vXN!s}^cRYgD_U_xm|-hyZ<&S;`ZPzKJF|8|B7Z2&xL}U%i3EGkr1t60#CE55 zD%QqyHMH@va41CY%%JwmPMdetUecZuZbb*N5U$$R+0YfW{APmHK~cq^k-17&Z`W>Q z&~ZoKk?=6Nl&GetoaVsaxEsHWs)qty8oJI*joLwB2zkfa*o1aJMP^_xNr%XZ%(NhaS-V{!TCOkf(_NvdThG{Uyj|$-{o;Og zN;?WcSvZ_c!)*`9>x;ysIz=^259wrzO-um(Y=o+JH^jz`T}K|N(DddO&n-;=52n&S zsATjKC@xDzgwLh%H5^Z<;SaB|5kg&d8TA+Swu$7+9Nq?#&v8_{gruifbSRf|@C>-* z$i`eqIo!=%zFPeL{zTrfR>9B`Wo?|yT7M#_PL8iX4i@~5nZQ-os!b%W=?p~nlw#L? z^*YU@1?=rK-(AO5Iu9jyVIJAg#ij6>IOI?Lv_0YCQ*wi87I;1f(iJRR1WO zJK0__p^6L)lMH(V;4&Y#a3|z}pEY-mT?~wLM;dK0-FrCuRAWIjJX%mNNP`H9h}6&^ zw(557@u{17t2zpUV*P1s!7I-?P{GNcb*W9aIqh%{)_SNd&V1EvU)XV0*jc<4Bb<+c z>y))hiB6GRGpBsjP7qX;HWd}Ocgfzz^4)TA-s1^*U-fPO-msyG|APJ}hZ~BlL<9U5nPu z1Sc&Xix;Y`;%3-G(;wH5ceFxxI+ZK_CTmnNC>4#d3NH{%cIC+sjJB^Daq$4Bl&Y03uu4h zR+ao*$P+GjEQ#k+)t^*~ssZywK6X9Y{iYaZOoUS{!M@n-Ax~T$;)k#+!o||t@76qm zDwGcY9d~YCIc?i7|I5>El|G3A+xrd!)p-tVb^+YP0eTcGws5HU*%U&%X0T7ziQ z@*|4-aQaI$qVS^Kq5Z}1Sk-3A1YnauRP8KR$T|EOd#U?!?P#=>&}-vKA$utq z@ceGQcCEtY+^O=DbZhBTJ=xf7bHuBHolEr?;x{yQ#x9AryJ*uK*^j97wmUqThFK)^ zGIi!V0<3alZ*;aUuAyP@nu{x6RCKi4d41T{;ESO;{p+ozUf(&8xt=~9P{L_8 zi;Zt#;B97ewdQJ%%5(7oBvdGFHg|gl_%!qO`9-|I@=@A&>qyAvFc>g9y16shxEQyi zxNE5D)z{3FN7NH$uiFBF!OI2vYj~#{@I}#p-$33Dd67@j$c7qDOOMUW z-8&!-F*--B^~v2&iO*p&qIH5pj(!gX5RRMCuRbqlHbF^NZhK3$3Ar>oYBg#XnCio# z+=H?u!OdZ>kO1o^y9I`8r(%8F`&?d(3dQWP!+tUS1-^f|;U8H&J>o=|l~T}tR3Fpr zX#_2Yqj@En9O*b0_f|C)B^LJ)XzQeQhoO0*sxZK1>YRD!^0H`h`BK{zM}M7gBtwcJ zIA~DqoACKlhCROBR_k#&qY8U8m!^iU4^y#|@@qdHb->5yr0A)6*^?wblf8a=O#oX? z_$>OYJTl^3tfOwD*1?I@Y$=}Tpn!L-g(2@7f z7=r_V1Eq=CwpBUOM1?ZyK1O>T8I^jUSpRau(ZhWb0AH4i?DuKvbK&!nq%OTHfbZML zmk35l2g|;=Rk^tW&?gECJqiy9$!U-+3tbtOM#*|8MSHsGy_KOis#B!g0uPbQKuK#B zBxEDiOHMbKL%LAAFLbnRB_nMQZ4Z98XR34F_RRvEdq5=PiP=gDoA?aZ0{AU$`Bt_{ zu13f#Gl)eylHQ^LwZX*4O?m+?`K@mPpBxj5wkt-)gh<@2Wd1TI(q-#x$_ z2XhZ*9G{4;VzEBtW$JO|R1R@Ll{cS@{Q@BJ5Dw0Yu!XQ?$4P_;#YsL75SM1_-r$zH z9jVb+QIHI)5&7r4%79tZo+^pwmDfDuX>{!V-n za-y5M$-0|YEIST4X>WGA4J|izPGGk<$7AodQ<64Nvoljmt9dqyI+vXLk z#Brl3G=?Ht!bZC>IU}z}-oI9T#t8qvdCUGE{c-=bdCS5`_rEBwYISfm#M70Wu<eo z?d466&b6JEonFsRXzZV3OpWU6?pNKLN8U#|*#ukm)2>tQ$ya=Wkyuh80{F}BMaRXK zY}u=gn_EmQY;3HOh)4GYLK+S!G_CPzytZ_Ln|N^`Qq0lzPP@gCN62?Z-qPPLi7znz zsLyl$eQi2nH&EGOTZ6wo?Y+k$VWaQ_0#p+ZeOXc7d zcVN|DvXm-SaiK*MzS!}e{^O!jwljn%=Kg zYYj3yzS}9<56%&4!UA?pTded%8psr{^1&1a%n_r<6Kz25Pqey6`S$ht6x9?oDve@4 z0U|h5t7XXf6kTHR2o-XWfRM))!U9neh5fn56wzE<_-rbbV2PH8M-^*xXG3)STtC|A zsFlf;hzECWP&oaX?<3|-8FN6%8kD05-rZfk^YWPRRmevcN^WX6r9+H^2Lgz|mN(Jn zfy(t5?JDsF$VWkBNBR`e92{)Olf#5Z*`@Q12WU_KWprk>Kw4_i*=g{cu$D z*>Q-C;iBQ~LtF-b?}2u%#SP%^k?u(i{>`!aEHz;_xSSx=dxCxGD#8^+%&_Pol7Y}Q zDJ%RIgq|T5DtpqDbJ432g;#j{A!mbjzDfHb*Mjl_-~v=3@57T=O8fM42e+?=duRiZ zErN8Ka)Q3QSiY3915kW?rkDvX4&|PDvDc7n1?5rO5k61=1#-5D(Tt?*@EC#2_tg}$nifr5h zV9B487j_3>%y|GG8i(T8^L7pzi44Mfsi-N1BhWvSop=HO+$$Le4xYx*-G49gC~BFT zE7IOE%PFTCiUg6&8j<8_txR5mPf7+HmEh2GGpb^x3Ym_iGt+Dd^i6$g7SIfgl8CPJ zMQc?0GUc2CdvN~1ndfzkgGsg(=b_Csl!3R$4L2XKh&K`%_j2Y64b*&PnHdgkFDq20 z)hu!D7o9sFt__$;_F&J{b++FYIRV2Xp(A5$)o^UA&d;x+uEQVPe3<%_Jb`%BdAD7L z)I@-b#ZK)c#~&g;4oONB-(=&Wh=DC~Q zGZTrhpnoO3dt6P*pSm`A{7G&S^#H?AtW=uGgV2Haa*D{se*aQYhcdHR;7EuyF0l72 z0mM-KYG~|iXz%F)CZkfgOT&Z^fYJ_au}>{RX#}3qV^w#+55d@$5U`TS7&tTUL(^u^ zWmwg73e=c(mJ7)hF=Lf?(q@NB1Cd6npH>MbE=JH$f1&|rrLNtWf16SWaorwG)X!wZ z%cm=5@{uZ0JUxQ>-3!s_H?WolA-|4X(HI^jc4A#XkBXLqQKnkToTQ!xW(nb~WZj4d z)o?s+zG>ZO_?%8?eJf|s1zWO)l{i+V+y3{szpDP09`)~bcq(?jsbjI4zF7XE@F6DT z^N4Z$$;9jk)5;N6Jg&t2PPGnLamYfenaGU+gfaXro4Ed|_i1@~= z^VM|yW%aT_Z!Vu+TsL&ic2?G!+!a6uLiLBP0 zH*{o$dl+B?hW#nF6rEiMd^s>qe~gO$t;l-ge)Znn1?I+HWmm)A)oc0M{>FOGvLJht zw;s0j@gm@=3nsbMI{f22T;Afp6RFCv6ChA07+&5GvCn!}D-jxNrQStl@fuSdF}eFy z+(+mW%5C%nN7=Ui%$(BqC(9ihE{zfyb1%~e1RTtMR z^u~K6*XtzBQR~^;xt`uCfy1-SGw`RDr*^qvn!AD%@4a9Wf|pC$xJ)P+Bdl<1St|)@ z$nui2OI2B>=RWoe!&^tL{!Z%GJ#C}CWrQacI^o?P7P$`@BTFEwQWl`A?W=QEFF}yf zO4wYCzRQq#w)4p9`_Mfi=aSOLFG|rsmT^2bY8El}k{Co|uP6_h@Qu2y>M)mge$s9O z>w0Y00#TYB0mnb?@?(zIsa;vQJzn6yWVasupP=fTY?0Z^wK>KQEhuHr@Z^~TuQ#$` z(wn*EAzX8rj8yC8P!D@NsX7;T+1*;zchB-rzV4NVc4&t;ng0Y_&YL!T2&?vn>RLvO#wl6Z^0I;hovppG zS7{kbV^^K@qn4H*kG^>-WhH* z>r;sY(~D{5OoNPvPcPr03o+5P(`bn2(Fm{X=C=O0FbdaN)2|x%B=J!!{z}u&0@-wrwB3DZ#T;Uno3El?Y=;g zJpI9&pLgBWukG1!$MgxHU1oiOvcc3@9-F0mjEt_70*O-S`x}Mu+m@`5upROPV2MLz zEb5v7m!6xF6WGcx>xe6kS*?tQ%=GuC3Vmz!S7DnY4fYXX z>7NM^6{uDfFAD^e{%)VbYf&^ID?1x5Vcc}2y0!q4$3f(D!y2NqIO!I@N^Zsot7+{r z;-3;WNVGxPZ^VEuO|^}bjjUM*D1bNBwJCs4x^7U;vI^)dya1@|Vd*uGQ=)3X2gKHA z^_>8nd}Pg9f;|Qc;u1)Nz<{?NaBTqHEpZxF_KKR=ArHMu8N6vS89rb`xhVNi1M&yi zN2*V@K_Or59ue4tkV;<^HKA_E2#QP&BTWt=b$ndy6~;dsyG^2S9Hb&uNdpi<8l`R8 zfW7OYIetYa9&bc=HdK5PQbNkb4Y#Mu#YJop?wp8>lFb(Hhb ziiE80;t>r$E{c5&jZx043>oOw-J3wopLiB*W6T*fy&sgKO81J0QWgj~$1Qm&o9 zCo(0ytKm6SQ$Vb>RhE-~ zWG5eJUa5$RL?Y2TocWH;d#FRQVYu7Ac0SK*&=1K2Ji<0s_Bz%w+UtoUmG*bP|AD|E zyCOGJ-PX=${2nm~cTv9rrDrZ)4(a4vCpz4kvQ~WGVM9~rx??&T8-ToIkt1RRQBBqKJ=)6ie1~0>8em? zt?AKxonvhc!<*n05&yy&*Y4IiG7ho^V+c4k-ZWV6JvVNKP=Dnwud}g{GU7$uKd5MoD#kGW^Gx-?GGRs2#Z;Wz0|Fm}o9Bbi zUP3-ZdoYE_Z$3w;o7&z-#i{NM&*8W$?ZN+{!$PvN?$FR}km~CUZzs!A1}GYi9WVq$ zQ60vpF3xy@GmCJ9PDKjCTFV1rdRJFXqm^Cb>wdyk2_8`?TFwoYL8wLWz2N2YCm zC35ySHV@Pc*XhF9{KrHyCQauJqQ+8S7f}vGxg=7cYgi2t@=;Qnbd6)dX>BPW)^qw~ z@C3)PeePAEwKXS)6fy*^Tj3IQ*e$WT{aJA3AmzYBPd9XMe+5}m5q*c6hYl(y-|TUs zC-2qhSx#HcqLfE8v55SBA_*<8KmjARZBQ@!aeCvYfj*;m|8UB_!1ou4d-vD{vl2aY z>x`Pri%2d*@hBZFvwC7PWi%wQ6#BVjfa=az)Sms3(Q5j!a#sJ$T@>b!iz&{I=@G4E zs1`coI<&$Q6LdoZBjjVFcF-B3y{emC5(T9GBdm?u6aDx8`TBaU;jsM}%G=pjSwWwT439=NaUXY@ z>OOJH(ty{Nd z2t2{_twHZr{wTyCo>F^q{inRUi!$9R*0C%S!7n;s&8m5Z(Qmy*&Nj4^+-HU}avn$> zP)R?n_cv}_m$Ib$U)rtHtelzi4!n4Th^cUAn5}UIeA?`2n-gZEzf&g(1cc1h16W6R zh&7wGmz)zsd;FT;kTisK{sN!rGb;>IgtVBqx_d&>2p%rCQU)^2kR@o?COCNQj+ZwQ zCpA0tW?}OBnKXTB!tX8ZN>1-v-&S&(kj!$vUfr%KQeU8@- zwEbRT^EfU5Ns*wAo$b0PT~GsXf_0xQtK}$o{U(np)+(x2x@PKT>S<%x==g+$pCM?q z2nJiNJvLwT4xI>RX{n+2Y6yHBQThw2-WU8Vn{-j^1arVXKEGg5BKt;8UEzePl0Ml0 zx_00=q=zTsr@Xql3o*oQDFt~+!K*Lt=_x<&wCi8q{I~4Kb=TsY{ZJ;BO>|W<-qLb| zCGNKa#G&nM^zLHbsDZX!z)_$vcuuhe5SS)Rck)DT?!B&;V zM87w`-)tJCfabt8)s)B3)%4oe*Ez)C-w1p;RMj9*nW%#`%Y9^<1Z%~*2Drh+yeY-o z5EyvA%6Ut9JBgdA(2)GiW0_j|`Vr z&j{G_TKV%{qJ`+3o8qS1@iP^!K|6d#KZ(tVcJ?}>Fmc%&jyLfWPBdtnFotbqg(RhMN z#>J53F1Jaj7`Ag5t&OXYp z1$r+=E%{hDgUD~gi6_>w^grS=I!&7w{ikneH$|TW#4Dy17mEQ|F!vsoN~qxu(LtSv z=;R#e$9y)F#pCen;d0e=ysLn{qOB_%d}kVz_^RR=XofcY^jq4?QC?#rp%@1B6=3J~H<bl}*YbfHi5|tPf+}0zm8Oz)TlRT= zjd!j9i^>m&p-vzrn&mVVOodAr#zYAn!nu`{8$f|NpOy83c+Zc zHo%c;LvrDA^J61+EF+JkQD9MRVl9rT^3IPKaE(oDTq&rlDfT@92_uL;EY>SBM~H^z zjQ7sJKSpb?qA>Ey@7UDs%3}(f#R*t<(K~4f>a5ZkjvqK^^ePUR&&XKG^+%aRDq(V# zBX=v;5yNiG$L*QZ)lG8!oAfjSgQSY68e*etC#Hn4L5D5JK$>QIWUp*#dq5l`^yoQq zA#3BPipnd&5OARqWLy3vw&c*YB|`?u~$cFVh$H%^;y>8x!fEmAm{g21@yhL;6*;w~FvId);2t1q^0`l5*6h zA}gy^G3X0wAu|Dghy!C+5E5=s*Jvj-35%kN4mG6(l@%%F8#$TL_`3KQ`2+@XQIIE+ z(;VC9PfoJ}#6wxV#@RHZIvL%CH1K{`+Bnpt!sW{&gH!Z6q58wPhdq`Hm zRo7G(;Cp%xSvoy(hD5(e@}?wK10sq&?D#C5(H`Oq6{Su8W;FE3f>q~7YR+B>Sabn3 zOzC#z@hS#(2fkT>9C_QR+|kW6Q+cX1=;06p zmeLiufNaGZvT~-~@81Z_>eCm8S#eJB*Z?p^ycu21>94}z_V+0NT$-DBwaf?^6}B1u z4e6x2*~fM9`tpqE$#t=PH+p!_PE|IYyg-ml=$K6!Di<3^2_r;pEXQBRg`oa$vkAb!7X!`w!Z{vugbV}9=5v~9MG*VY%iA>#Y`VQE;&?2PU1dW<(+u=x#}B2@Yb;N>5F!wVS3Yk zdi9-c>-*U$hQ`e;LJ*(ER-@IuY(ALf3{gc>n=ZPC!|3S<>c}W6%=W!7YL!AT zXSJ$h3+pS(7+ktu(v6#D?V@vhWYw}^{(S;HW1If#*(7Kv8qCl)m^;F3&%r2ZN@F;q zhDK$o!eB`h!y&^#^N$wiYz(wFX+fN6N zib@}oGLS-3G+|&2hEF@6(wwq7u^tI<4^{7@GD4wGnL;o@f8;S7UYp}qp>LV8Fo8B4 zU1PjN109K1pS99sVVIdBF=1>Bw%6y;YoV`+!Za)&{CA)wG43SwaZZw9Ge+6l9Hh>u z7dnfYWveB;n!NJAzH4GHbf2*280Vr{QIkhG(Hh(rxgg9Sy|FfQS$b{#a8R5hRJe(@ zMrKF0PL@}rhgPG@vAMiFLv9iF`S;j9guXTdAK=yu{3%@a6GM@SD>5Cy*CHw1Y|W^Q z9`+iwMTMQMpR6CHk)Fep4WOPKt+tz;^A_*$r;Xa7wL7SE2kli1B?MYvAxU9PZVPv{ z$|UFE>E>|*!bzg4;LdV#>6$^&y|pak+;Q2Uz+1toz2i6TFIL+Z?fn}aj)U!v+1#%{ z3#2!x?V@A{hlCk2IF(l9kj7g-O&5854T))S0)NNO7H^%by3HJS+hN*5x-PyQ z2*2bCBWdeILD)P-|7nGqHyX~MfTdEOe1ai-}|7NReqnM@(V+ z36F!9nf9a^dic;J4}{wD$lk_s@VaT`3My4LuoS{2qeX3bMSm*VwElJD$JtXhU@GDA zH=5%&eSQSkCj9ZI=)A%k&|(dzo(e+R8#p8|Jc5%?(nttMfF=oA|JO5<3b9{u4(F!S zXYa}o*l>k6#{}-RxtX6$vYhoSZxXmM+W3(oYUspr1zOWl)F5R8#HJHa!zPHDyE?h# z8Pj$P1Ae!;S!IR#kk6+ahkdw*ft{O^2A>YHuO+3fB)nOhDkqBOVbev!bC&E3!t{2n z{PF480@RFMV{45Zg|Kws(|nW#5-axxcwYg9U3y4VAoygGFg}#S_9H=(4|DMyl{l|c zN1YI_{xYQZ?%>JPr_Lt$__edGX&ayJgxhRZBvNPxUNWDIrD;^%4@a#QhHS;Y1PTTp zhmniY>sl`@$UGmIe2g|!z&j(Z4V%@YU6cAP@uHaySG34;`EJt(a{uXrH z{t__2!Y&NbXuHSKd_Ugv>`m-#mbYHL4>%0h6yI?J>fz7PxBfiO*9u<;+QnhY< zu8yt7S*v4u<`a>zytF0*x=D1@v2g$kyWc^*KrNbjnsAbc{R?*Vb$J$3s{YgW_-M(( z!BN{7cN_8=88CBnjC>@>tcogM4Fw*3pZR+zf)$zg^K(>=VraBVeu2{K`Yk;k85U%z-RPD2F>u)+JpdVtU z3c7ql*^usY^LuNBeZ0nlSfKio*!R5n%j737JYYZOmZD3r!&wmdf@)=)#tJL(xU5V? zQ9RrNiIRZL&JSR;^(aNH!kp~-8m)Hwk9Ir2%8jbl%;csnpQ05EIcy}j*oNWzGsV*2 z{VZ-_O-fwZVx&j+Th7MY!F6)3;m0Wr#!u8)Xr}QP%^4v_0A!m``!&TdYYw*;P-q?( zK5g_*kpK~@7W$5yuJ-)Gv9mc#@vRX0Yj)e%jCrsgtY^o- za=7!lv)sSY!1;Qfin^)>DFQk$RB16TK8>7VANIEXr|XE4rI`yM!T-^J4y-+t2|xhW znNK;<51Fc-di$-35glfeJ%WPPGnnAJ3U)^^_Dad!&Q#KoW=YOulvps zw9IL@XSCxaazs(vF4(i}?Jv4C)UI}m(4W#pO>{XGh`UOyaKtjPnBsXW#1vnW&8GEnhw+ryTW`H?{nu(skuWblbGVB)!@XZu-vH@?uraiQz%i@c&5uAXy+{dDWM)_4?Q;U>2|_<@poCQ?ia!6 zZf)7dg0&=o8N#>1W#^Asy%Ge~Qr!$21>O`uXX~2?ng*ZY*MHRiOJ;d6JDeM8yU*}6 zKq_1+>7fycJK%jLMzJ}B+!=t(=CA>%Q91(Ed?X5O@{(GYd{zEzNPsLhMh8SqYX~Tk z)oF#+_D3u9Q2pqJ$45fE&bag%Yae>*E&6*u=sM-+@O9ZI>imAwoQr80JMTUf ze#js}6yvcXO3~l?)Ts=ms^WMOdl&MM?Zb-M+evDi1HI1#nOnwdS??3GM z!sW|-&V16%Skgt`*O@NKWk-J6*qM>reuNz=lPHt=)8?JE0rDNQL9~_<-xOFV4m6ys zRES7*)UK|DqJ|&$RTEVaRT8{=UHDX5GEznJc~BfXHe$J%3M4TmUM&weBYfG3lZPb*!=XzkteL`TN zLvv9`ss|Y-ea7|w8eo$h#)X*}(d8E=o0cA6%>o44Bf1|OG;)8bW;G0GHW; zQ|V}4$x00zw`tt?6F zy)kC6@s(WwxxaNSi+|q3LxGw+zt`0)T4+7Td~`YO)SN!hmIJ%lQyfdR;OE$Lim!CJS>_b&L6_+!Y+%&DFw9T7BV&Nt=jW?`-Va28-XZGiG zJv<**kEXL1`$_UhI%LQKO9YfjuT;w`8YPv9H5Q-Gfq#=78YlvzwjmtZc=}&DzH0?Y zpHQ;QkKHOYejC+8{VfaVCdMCp$IOmHuEUSs5NgR-ty5jsoX^6rI(p8B&fBq|L3tG= zZ!GBAWL2Mp!mG&P6oSpfrli1Sqa*E_L2T|LG6tiIX(EVj zZfmuCJ8wfZS#7t^9CnE2s`ocaSM35e(soI2&?Q1UGNY2h=3rS!$;%QnvLk;&1|O}Y zk(~%SUq~6^qjDG%qmm!9ht5*b$pjM_V=se~*_1^p))qRsQ*HZ!&y-Pm)@l2@EwE(I z>t!AfTc5IJx`;YkkP1?JdJXgIj7yq$@vWD?1w2fn%p{!$DYyVV=gokiqi5=1c|uU| zyX|B}pZgz3`on~D1TQI5Yxj3+fVCKHdNA_s7xplu=a!wOM=HPAM5a)sjX()CSRujd zs4YWbM=|N&`e_c62x1YLj`C3qr8;~q1qCfsY5Wqq^;Ke79@k^bY$s&Ie#;D!H{9vK&=E?ElOKIfw-H41&+cot?2W+y-j+0s}# zzZpW2b7M(KbCU?_!G!5}8e!{Z>pE)FdAO?|`%C=+#U{T*v0|5g;5ZFd(v4IS zC9(bE%>d8%Q~&tf1HIEa2qqo&(PA_83iZ{F$z5}o(yQznqst`bV|dMS?kGN7P+6SP z9&IpuNoQOn3b&`hoGDj&$;tK5>^k%oLGnyOe~(x%qX{D}n--|AhHW?}O)x@2_b$+H zZBH)dm!Xjui@^U8v#$Y!Cn-^027=bbxjiceS zR{DchF=X)S6v6l6-w$@RiGTfO6}bGh*Dl=lhj)z$uTqsst#%mg+n8 z^y({j2d*VhvnZB#l-G8KYWvdzoauYC&b5A&ONOXfUYFqg-t(v&IID5OXW8La)HJwL zVW;i%V)*j4W`hbzCqLwosjSk!_YuXQiA_TV+jmRh?azvcjm9W;!b2`}ov>+|k8Z*a zG2xgRN5E9alG}qV&*l5yQLu`=h&zuxi^@sNP`{4C5sBuSvzSBUJ6VFt`$}t1#A+iL_ zw3pa01Y~tL9x<|yQ&l54t-c_nOa|~Z&{Z;u8_nO=e#qTN$~Z#V-#mCx-BYi)&w61b z8>4A3DW(v|^Bwnx%}*W_Rw$cgYbif=^H%Sy$SI_ymV*^_d{M>mN!tGVZ?muuHZ-+D z4@4LdjRn67g%vRHYYb8s-U#IerHLg~g+{nnl{=d6~RUwrWO>=tp?Yr?9P%^glN?#2) zEh-5MtDCP~II`;tmLq8U2nZm?KH+iP;T`}4aPDNm@c9G~@VXG<{M3}{B9x4hEmRGx zElV34760v`YuwIRXXkwBT)bRgr}b-|iRwJPQfE8mJl*;9-u-?3{l@L}brTW;>p#5z z@$nRR=uf)7bRi}JlMKRSt=h$(Ae)$l@cID$MC<=a8|A?nTIi=j6xiKC&w4)%%j>k5 z`7MR*Wenkwf$NHn-Aiu!EbRMuf9U%_&`J3viU2#lA8Q(bSZB1yWU=y4R->Stot;J; z=4sR)Y`k1Od>&qtQol-RTgygQ4;C;N*7vaz8LwZV&Hut*B7@kanTWx zm#Ly7Wg+JzW?`rI@in-5`SwhBCE>w-Ma{eAzClSrHAT|5lguS*K>#1pAqX6Un1H5) zO+jGT@imCTAEF?LSrfDB-#rYs96_sBYTfoay5^a{R-G?l|w{uR$9wk<|981HqQEM zX72}2MUM@UnpES*QQq@{hf1jSI7d61c;PiRiTM}PFRofgqXKde@>3637oRKtWij-?lETK9O(p>Ia$ zK$|g>Dj&r}9^V?E;M7R9V1z^Q0AN>87Q_LaE!V3T~ zkuvdG6etJklnPDSvtDB_G4}V~V+ucUU`oS)TwxXvw3uc)+NFp;`!pHmAHTnamT!Q$GDD_q8Tl2VfbBRCMrc zn}Rce6Yqafzupgb6y)d$9;h~uBT^F2>TTtRTBj-*eqO3+s|#}RYVicmupbO{H7F3v zvxRY|9^jZ!r(*JR@1~)<-<#l|ETrpu6ynK%B{t>^|K-O9es2q0{MY}Im=$##y-;XC zShVN2+zI)&Bap?Yg_oPIXs@|ur~5aWYG`IIai^o|BY4QDUuXBcnAa(6L7sv0v>v&~ zY&aI#%tQ!jd3c4A&Ke+DV9;u{0jr=sm^4SSu& zwPnQKTi8r;?!bUnk}KAxc+Km)9oh_)>7BT5C%d7K$=A>2v@APQT0w#u0Mnw2Y30nc z(X%N7mLx;Mj2zIB{jt?4B)014TQh3#3(lC$^lh7cWlNu~*2Tj+`StfhZX|;kEch;) z`IUpw0TOybkIs&Y?fQG$l;z~jwdIApwRD^mPQ69A_G@N?{L(|YsK{dP1|Y+8_8mDk zvilMA!QPRE_5M8V$jAr%s+3G0uXRl2VU99AEi(PykNb^#u-MI~C>-tg)@0$TX8uY-?DF;@xcJ9Ezmvn*%Kz=DBUzo`9C^Pmvl zcJ?f*pCwYc|G@e}J`vJ$SnCx7>75+oa}j3r4~yCs;s3`DAvUJn5+VijJhHwOX5N67 zBRx@Q7a#DM=cAE1cQ4QIVWwFHDm|%Ed)wmkXcg?pVv6S_;x~3lxMO^O>Bnc{wU>3~ zsS0qP85YSTN4^9Uk1n_(a698%ix9~XqSylinxAjQE&(e!C92dY3J@n>OnP2kE}q?X zpfJ7!&KAZ^+}?}&4psR4Q7Bhcy`H9^0+Gl!yD`XX{|;K_e!}FxMLtCvIgCi>@E~ws z_MxfbGfaV5@Sa=RI6C{b+gb)z3au`Q@YnFR4%`Q(QOr|Bzu=R=Mw|8ggk>c23X6&1 z9^je0t#t~M96m0XaH(ItK1VA8#5WoR@auU4AP4X>fO+^u{!U#7m!3mlbbLGFp<&C> zRB14q-&(kO(&1*^1FV=-4%A*2?AED||7^@-`5Y^8%d=qCGs&Ab3OKnHOuL(X-e!Ub zxOC;PQJAkkE4|9@^%vrtw6MG5dFs94{k5IH0Uan^8h?tIc*FAQUE>-P@&&3X0lDjI zM!NmCY;VPKb^0U{wVNarz5)XS3PjmD8o@|OxU|c2!K>X?fWa$GCUof`2s>0!DB0kd zn(3P_>=1>+1#gJa7x@6DZj)-;&@8b}^|u^kq0EeR%o(~Zm`Lg*_tyk%zD4+sODT%7 z?f~b;VXpjHqFM;U7m3W;;*c(oojGF@e!PT7FURxge>i)GD8Zs-Yd3A%sI+a{wr$(C zZQHh8Y1_8#%)grFj(1+?^maS;T4ThDnDd*x-*jVZU409a4V30a2fI``A4BAt`@^qp z^&qyF<4h}T{*}(i`!}ji4SI;OlQnv6jbA@9h9@g0%#~w zRmq{f6QVTX0%R=8W)4}P>ZTV~QX^cF>_`{n`vB_pl-M-ai#>XJf(M)Y&*>(HU{Jz! zXDNj?0Xmt#25FQ%`aUX}JrGVm6DIVpY|qU*m(y3Ies_AIiW!vSBPr!9>YAAKZJwE3 z)jWsfP&=iyCUMuLar~*&WMT}ti>iPg@}vo0{MdjQNEnLROZr`6EpSq+jy z{+$APbrGkbAkYRyXjDxVL$1A#s<+n#RX1#6w9*IBEz4;1@wo#bRE*7xIY7k98~Q)P zYEdY3<`T{L77k%-gz&#Ju^D=fQXTfTB%{OA!@qC}=9roRs*9U4|5OwK&>kcr&bCk? z-VyHjvTiqgkyRDmXy4X9xvYF2a9*~eMPIWEJKK>$j?(1R=sMzT6$HQ&Arp-gg2#a6 zy{F0Jrq7z5SLoXqr48Dn{snklAtjoGV?BAe=G#6MvSj~|bJ5R2>q-bg;aui4ktVGf zc!kJtkWnImDMl&XA-t!vHqSN#IUan(w@SElcg4Uhwb@!V@cIVy1FlkTljfVj=;f)j zJ@J4x`D1NPcmcWrkgQ+v`tU0$uRZ7=WTCRMfw()>w@6klmaxgQYIB*nj>Mes&2&^$XZUB1^}9w;NGatChl@B+Fl)CjRle#>2#AdQ_RW!P>K0V+iT`-fl-c?UQwtXEq2vH ze71K6)wdXBK4#p&b^{q6G=4taJ@@krTSwl6bU-@xgncgwja55Y&M_6d&DCgg~ zA!gt3vG9^L;$$jU14Ho(d(AYN-LanNp`=X9WG$6oKsDrPTF+AX4=lL? zU|=;yX7U)h5jFZ{rB2-%4jDLljCqQ>^qbSNt0}s4vK6LHsxgnh2B?U9ZEazIr1c123#}3J|wCfZT!!jTG+vC1qomt@2H?2+jmR#4JwDfMxFo&4+ zI@`2mBKb*6hxp*HU>^oPsH)no&bFAhL0|?LKv`MAq1pwys7$bN= zEd?!rlKho*wG)7EN+Z8+t|LG_3{g*(lMTJrh{^Vd9a~AW04a)orAYw=sq+PLTAwz& zXN9yTaK_bKQ#^{jW41*-`Vg~n+QMSJ^O}FEI=4XvQ=S_QSW;8n4 zk;7YyA)p1oB&|fe8kB4mvpBo1UUql*-B&ohfQ2sQ+aejtz;ZPI(5)Ius0LK3tdKg2 zIO*FIER~$=e*j||w8h}vKKcW1wAi+2nE++gD!Vh2wbAzx*Oj-w?F~!`mlsyj zr~v;1v$1H{)b<9Tf$!{=UaLNhb)~4kE6m||I$Jv&bW#XV6)Qm7Fnw(QYVAhv+%bHR z^=jEx6ZoTGZ(g`f%4EyyV}bqEZbbgl0G%o%!@DV z6G{w**Pn#jhpTg9-{^7f(}Vp?{bjXM5*{Wg>KG5k$BwBz2{*BRE&7FJo7pe;FRv!n z|3Rd|$jJ78aOOHH(DF)ZSiSoWPAZWpQV3O6M*hnoKBol7FFJHg7Kz?ie z^KM3&e!R{5qpr`QPCI^WptEHW0_P~)N$_M}YK`o?Rzck}-m(z>@DmUyH9qo%$3{fx z6e?ai9V=?&z6GVHdnhQl$Do&8j6@ZUj3+i*r>G{;pi3p69~_;j%pWXM()=jU#>!KS zRA4ej{86f&K(U)zqugmWIRAh>7=E^5t=UGv{HCg|lZv(yWKIwi2RZ+76hw@_tRs2C z*f2gIGGu57R+pqELW&^%lc6qBO}c_$72z@rW=PZ!@y}^V(u(|tPmmu3f$0u$7jgx< z_I>&Z_-Fk`4JZ%@4CoNpg;=06#18U!u&!KZ33m+{X3rUL3#ROIh>K0QtnrF5LX%eR zQsE`%=Iq)ea218S%^b9wTL;8)ayravZtb!C?%_i&%MqYt-s(|9UQx%IGRWvR3c8M0 zzRU_-Ijf~31eSM<=5P-I-El^y%A-o@NFM7s8VMysQU)a%!p^QU%Je4F!M&hcW_N%& zFqiWX6UsRYEB#WRe6<iCm5A4MLUiR)9H{%%MslCyMnl7bfyxFPYE~0{I?DH%elmZbn1&I5lAmuf)`nuN`s?fzNMsWt211Pq{r9@GYU!211 zUw(8L0&Fga3f2pCls)3Q?7AD{%E;J?PQc|2gKLAJ1XC2z7<7N-&BrT&SK-szbK?)0*A%sh}03O>tIy+iIEc%KQpxYFfhc@KI^k zAd>jtz%1&V=X(HH&gd3T;se^OR!?Dqer$1MYusKeWifd+P zyM;?2=QyFVl(|WJ>?47pMK7{eQ6*?wAjzL(_3^l5_e>ZVKuUy|mj!)$ZqHHOPxK0R zAMMl#LGM-Z?{A-o9r3$V8Ty>RXGKXRMhHWz5uJ`U>+2mIk=9zaZf(;m(|d;=kh%YC zGkLRvreQL{Id)OLQ0WDpHu` z$hqbI$c31wW8|u)*VoGUY5*kiewk%uXLb{s&Z0c|D7TN%#3=mx0_tOx0k&EKPN?pUCn&A zmUlOt@1#q9o{HRxv#)p?Bda~unqVnMeys4rOxXOIxuRn85@1>yKAidWr^@OTWU#Q* zK8pd`jM|^%{m%yMVZ~fnJ)SCt0TcS%9=D>qd+{7@OhHFp!Mu&#*Zty+17QGJ*Fa?L zX91*i`#anPW_+RnBZ>hDX5I8H&e~nndyi}k_69^S8m!3^(QU6yJ5rgd;|;)?$hgUc`_#co zXLrIs#`iN6e+d>d7OP}A6D6)Rt~to4XDG@LDsFmd`^{~r4--!m%~LOUBl~Gfg2W&#UjW*+A$;Z&)eT5h3&kmtHXge4^*hzGmJW52Hc2WWj|Yzqexb4DFH-i*-Blfx=whBX&&Tom zs}6)^xpUv$0l(Li`hO(q;=Ma92oB>(fHZ;P66!ceMtjbERIG_nip;_yp;OUL;)_4P|4jmT=UFw{SDY_CSZu(QTJ`=h-%iRX4!_`PbitjrD4{} zp)%!>nGr!`4oE#oVOvx&d-5(yD~SXI+9+fGVrjFiVp#?49B2vt!rS`}-TjxQ>3<1g zU}F70G4e*n`UVF2#>UBacdoH8PpdEY&(pJ$Y|L}8k}`DD64XHB8Q<{+Z-kR?Lb2yz z+>h{}seJo=bYD}y%R`it{rz_;2*SPx;0d=N{KYKs`p)Qv`bNem2-CH;H`LVAbP_Z( zQ&O`M%TyGs%nMBP^bRw0<v*Zf&jP&#?%b0E;$NU4*pfO+EA;nA4!`aLsU(6x#OAsM*`m6c+psxhKbN>1=JkF~_Z@%v$ z9T6P-W(<|U5w2jQqM~TKw^nbxe$=16RoZ7>H%6aLgOIy%zwHzo9rcd75^Q4FS`un1 zDrS&jcfq!K6uLe;JR{c@S)ClIueDkPd?`BW1+VY+)5>@|_|PH% zCi|gq|KI<|K>t6%SQ!3K)9a%+YlSR;va`-=A-&qn3Z=5~AzU1jO1zY$D;!<(7R7(B zM(5hZ)rGlsMa|VjidYG;fz;NbKd(zkvjc?&I+8UKW%dhf_vZaxJ<9y+IiGr()3wCLg zs1Z2XBRYk$bEKw;eLj&tGwo88c%z)|t+6_LDlkfHb^|D_4ONTrw1G=##V(z#ZxE_7c-@B;FdxhEs$UgN0uqUV>YCt2mG-L z70WW!h5~=tMpX=%_Sy%G@}R(S=tmW^2GztlXwRGX7!0$1w?+p>N-r+ZOmVl}sRX6S z?lGuIHT}>EIb)Zv>@CVHck}E+X^8ND`G&#k{U8pIe4*6ijf0PlrM*ZlHqC!5>3pi?H{;?!oNry9^zFz6yc(MTHDP3_LC54w*m&Or_C4aQ-gkFEeeC**E62%>6iOWZ zY=6vMTi>4^zBKq+!V&{8C!nq7ozo?PM-v79?s~T>dMIISNt#YN?V|Ix^p-X@AzF&K zX@bBiT{kMbrzi8^2Sy?&$Q&XR#X5o&#+<`Zez(`mDi2Xd%97CO7B7sZ*sE9O?IO2fT z$nIb`>WVZPWj&cnqY-7I(b%H7SvH+Wz1c|Z(bj#t7LgMl9867&01+=pA$8tEtwYfo+JKrthtcW8+ed4q5-F6(6UX}sv$M9>yhZ^b*RPFUPo5UJ`T#w$#C!gl@5|f4BS4-OC2bP#z%KRP>76lxKrb8) zvho2macvN*SD1hXdBXTChc5X(s<`9WQ2j5;1hd=+&UAKF`3a!DY>8&GX8^8u$gI6?8L_#Ave~#hR-Xcr)bs?~A@ygO568 zE56haoMBkKGd1$$U}J-q(S8fWCok*pg+_Aw7(yFmt=&CQl-Ii0nx4I8YPGK62-|^@ z6#UM86qjk5jn+!T)=!Vi?&GLkM4$6%09Rh0l;f+9TVEzYY#DF9F}k{ecu1*&CAbuCnM!6Ros>T|*c2T+whm>ijhf;Wiwqg3-g?KPl<+ z5CGnI$V&U12Q5Jkq2AWH)3QBzToclbn23y2-TEuj6qZ04ERrg7+BYaF$GER6ah+on zX;o=7ht*A$0-&R~M@_O-Z^bo>c=Umh!B|ma)EnMZA?3bnwzF+V8jw-$69cka%$H~O z!A81YI}Vo0T*MYN#W%AnBB5d;1=ew%dhE(>Kya)vadx-Yze^c@J!Q8nIZ}vffVY2fys`~!^ zqw}cBOz$#{a6S_L%LT{Lq0gH!d745y(fB)k^?L+J$#L%EPUG#8DCvGlb5X|66R1S- z`Wvx6fPCy|W+2N|-c5ZDEs}s6uw-K81VTU((?TIlFW?G zbqj<$w-im>2D_9uj(DyX9{Jzy4Sv=K+`;O4#ru*ke3Rk)%&l1vqVNSW_-P6=_^H;8 zAg2A3rG~VBKh}K^F0N`|nOSl7Kv>z2H|-H2$j0Yso*0yzCuCX{k)bj&y~tll+Y+%Q z`9lH8yY&;MX=>uG8f3_|lxyw&33K_1n|HFX9$Wc%)4>^xXZRnRa@KP+GmmQ}W7i&} zwV$c*Noe$u5`M_{?R_obH92o0qN#;v#2!E|srzxXTZq7X>U{K9y|wrz|2&=6NY=CT z1xE3MUgS>+pLAeboE*fLU)_c7594$R6+iZASDKOu9Z-HVpt8@{k!^|EPG)r8br|^u2}pun;pSAmYT8ej!bL(yEqDL>|pNmlDe^p4=eP#>+~tizf6hn)^G zuicVN>)+VqbrRPO9oS+#;c;L2HcUR6PT+Aa1*+=_J_e%(pG9^gM`x<;uCLj$N zukl43JGY_Wx-yIG;@pDm=K_7BuB7PUD~gu1P1F}G0;_~0MzM$>`lwMG1+OAROY!oS z$_wQwIlE)T2=5cb4^FL-c}WzF%0HsMmk@-7Rrz%l9{m!rf054jK_~E{O|Bmw`Hnh` zaew@&0FERuI5@|tZ?+g_s`+z))vs41N%yNDW@AO(GB9w-6f7*?R~MS&M`7XQ*q({^ z`P@=E4`br!x*3*V4TZj~hEpq_wq*FWKivmh?@wfwqSo{6K`f=f0^fmm|YtM699JaFmPzc1CKZG>~yEt}LONw9*z?1ggr zI3T(A9NX>rp25@x>MI$8F~RY6yZTV(~y+ue}M?u*b^D8Le3oQYBxg%bEt1b3jPDW^`ZsYcvLJMQlbQ(Wg?g4`T+; z@0`B-ypFM2fXIRV!W?eokLz8|`@>8`A7lfj5D?4*0xXR1EbU7gbAB<+)?4@LRvlIvLr} z>n5g(y!A|RpZ3QDQZFDr0hSryXmlA5SsmII_AaYTasSji& z@5QiR;8Mm?Rmq|oQ$_i6EAo0G3Y=Zs3;W>`3f|;~*7koE9g^)a`YNvFjcgG6BW5S2(1#$igamdePD9|#)YPoNW?376AMw+QY_#u z9^NbSA@>OSd8dlREJkR%t!*moTHhm)W>w3Y%>pS-TNI(SdCzgV0*&#W&4ZZ0+72!* z%-u%02L^9YRi*{OEvXiXly0`G(JGNQn{)zal0|TrEReILqYiW72x(#_DU4mI6vtOC zF)ASD6X~jW#e~$4Sv5|B^>LWP_7i7cm7N!me+?yQYLCku_=iGQ8YmVNTr=RAM&x&p!gcT?oulv z^5TKA0}eF5qPBn#5-ZzRZj-L!F_`NJ#vdLY^UE?92#SiWyq|{TW{EcK}9q3}_#PndH1X-sHpg|v6Lr@JurDvifB&UAg z;>6aJs@ESR%F!@``VoPP!)*4@riRo;u}~3U>zQZJ$oES^61v> z0%9G=Cf{xGfu}CFTS7J`!{RD*`>KtwHaZoCEMAjJPte_2E%;`ywTIc+^f|}FR*BLO zu>U7FmQdiaMc?eiT2@uLI2!P3S#-^{UFIQ@>NuZjTbAhp)TUbSKYZX~- zp3m*{B$Ge*1+018gr)`cw0CttG`;Ln_B+fUiIaEOZb87;g}sK+B>k4Noor_nlMq#qH{X5f zYW(`q3a(SqOd#Cn9Q!U`Ve-xKLWrIRL7<)k(E~}#h^Wi9Mr6Nro9L7rbbrl<4<|KJ zI#`9MJ((|)cV|RK-kv{);<^ouh2$+snxgH3Z5=FNKj>{eHGpyWBo(XjL5{6l`E91n9z`RI$3N7n0N7Y3v!N|6<)o?KZiQ~UD&8%NqZ6ArWzki6Ay|qc;WmP zHRcg4KtjPEiJB9I=!?{~R#QxSSxX+&a7-J7iKw`#C#AW66_yFq@f~pWxv|K+Ef(7FkW;8qJaOZ}n(7!JJF|8p6!|PVrM<@?vys$;Spnl|@<2{BXD2gZ69 z1{ppp8RNGMACa}HUBX-C{xj>~5-P3orewpn&tJil2sAZ~FS_Jj5Np%Sn3{L$P$cgP zr0<%|kpzs?wrROCl|f_y%AB&CK@q}N{^_RT_leW|!W)SiX}zI*9+}Qrog>(NAw*AZ z-RM-zTCr`(3jB*EMFcbG-u!zcV@ZK1Zt>wEHUJTSO^<*TJ|pvw8>5h+98?R1RcY&QbXhjgiac(Nb1~ZvYx28dth51G2m72}`@A^FY{VK06cw9?_}cjKA`uz?cYC z{)7SB^2vrk=(8(djJbUYUcf`wO!+UTcGt-}tX>&sG2dyEyHnSY5W9?ABX}mdKKhid z56{fd)&82a9GJ=1yV*VTmCv6x#;r&Ey5Oe74VlxgLsqw}K4Ao=fJd>rggAAJaT@5WZ$h=ZbU9>j!K{zkLh1|Ot1=B>!ixA;%W83@XepVMH)v#>M$=R`^*R!3aP0O#+no0;Cm$(Oluve_wVdikR?B2(j- zN~(UUs`Gj#8JlI+l#yBHWc1%;K0F1*thLxK89PG|(0P$OHh~>c^b?Uea8RA^S??Zm z2 z!CI*w!A$ev)Y-3LBnF>NW?8-F?)u`XhJtF%a*-ks1=(3EiLHYpNQ#oy!DOVs1;gUC z3294$v**YrAHJoub}yDsvs`ei>%e5?^em0Tl=Tm!x**ly)_#%KXZ?|4(Da~{F03V_ z?+$ma+WIPL83xe~b3itaQ$Lv*y!4}@r#R|nrOO(ter!7wV|fJ^!LzS(zK}B8XXZcb za4W`?Db52R(x#z)UAv8>`bhQ2Y-<#%GnBWn1H{tmNsASjzHq%ho^dL5bM^i>)moDe zadFg#k2t+^<+c+Jo;y%n8#0UB0nBraa@l%lD zR#?Uh-U1=uj%VZZZ10}5w?lL@BRZ2SbdNKZ^CiE=YS~;r3acydk7u=Y*5p;6sq~C| zNi0p5(5Yl4R$h(pHmxkvrl(T>OmsCMY%f2+94Ws8|Ltu4FX|R{mjAxkz&}!wlfeW%!F%$&7P_7A-Oj@bH*|5}tCn%{|HjTQTU{#NR8qYSic^JJ; zbcc)v8){UEKmbq1YX!z3U!c7L+pt*lJm?RB_LRkK;4sSkyZ`%B_WJ$%`s4$TNQ)kT z@Zjs}>Uop2{z_JAdJ@Z&lg02ea`n@+(gIwXM{i*a$2sMeW11JWk>&h-?9eTQKTD{UAVJPA*9>B>^a){b6sOuKMSJk!M=6+C4$1m=DQ4gBSZm{i9^Ef0C8Zo(kPq zwYV%;MD@sq4jh76Iyn6C40>~cm9UVdIku5pESpFiJOBcnLD)MQu8_R*@{UtB^KwTO zbu{Y?9+^u^%weld1#~D}U~9McFm{w*p|bw?^#Cl_EA}Oq>z;b&Zn*?&Rtjl$wb-*q zwMuE{TZMaWIDm9eWbxeVuKpfE(wGF2vIQz$Ddm0dJb#(ZiJ~bth}oDhYu0kzdq%$D zaO;-rR^zC&GouQiBCX&c4C&SUgV2I>YcXjHQ#>Jp@odQrz+-#O+wqJ0|&Zj&)(>JDakC~%J ztAyRFpKO|APw3QT39?K5fx6=(iem`4?ZUYC&_|Zj-$di|yvQ z$XzaE4IjI>_Ae;!FRMC109vpvRY0yN5HSe&6G#ugra>;y@KCyb|Ju^<^IF8>TARzk z)(NYR_HJ@9w+Lsaq^BUSdYXoqIP8c-$2gHRZal z_gji!gdpL+V1YEe-6BPC_%q_jW+A*smEd=*xb;Rz17XZ)cihKg>G`nnKAQ=Bw$7qM$dVZXj-AfYvz(e=Si6XH`ekt6P2$afKT$)I3%XW*C4!JmD>dKHC zzwHDL7J|y@SN1P*T42mJjl)qs)f(vy%cM8y$za9k7&2=>JhpQ__D3|Gm&lcwzV)tHD7)5fFn*!-Yt^dS6Svsy8KB7D6 zIt?uV55zM-zwgL4=_qYy=!Vd=K0@HK2xoZDE8ggo9Ore*wFzytOzy~Rkpmk)e!jO> zGISxn(?8gfU|Z+n4lE=g2$zt~fF6TQy5GiW&e;LKnsn9FZ_NYmyI$v;+$9F)B89l= zkfJ_?3rMrCH9)x3FH0x1}rB33D@ce{iKBsU$OaUCgd$6Ga3|W{he{2WT+O-b1J1+vtmb9VyO??~Nbw?Yz6~%3R0Oqt_c{hn> zFjYg81m|PSq%+vu=A2e$)2J}nUi*D|w`R?%GU`t8uYX6;%?>}5Pu4#e?O7!G9(i)& zW=qL4Xk(`&KS|~i2}5?2E_Qo-_sdO|*+zRXl#JbiTiwIo4&(H?g)EQ`5|z?Je>^2= z$J(?*d{VTE_xk`1j39;2_8FrQ91#uV^`5>v#f0<3_PhZUmS6%WVo+#Vb9K*SVaPpK{ zP;@IQJp2MmFyK0kK?=p2Xm`(YJh`oM&Wd$t&RXa07tNU&7 zu!7|CfV3TKW2$}Ck1{Rcdg?thzbnjF>gJs&MfBw*P4^g{Z??YPGg}h!A#0Q-kD3U+ zBo8-BF=2j(a?Lhex^)3j|^S#wOd;(sZ9qYxzy3i=!-o9|5PBSBDA zSCdTkgxpkQWTw!!s; z|Ijbj+U-e_t4E~N-;Ai+(}*mky4k+Z#jI?pw!Rh(7#SLtGTFkfb4u5$764;%OqSOu zBzsQ!9PtsP`IPrkfoNt5>?hXPvd4iAnngN;FNI%!F94*oa*|SXiGBU;gvPWu$tWw= zvNIX=qi#3z=@qfarTi9^B_1{BEBpJRqNlX_GnH9@r-Fu)c#+}&#~x(|zlojG=~=0T zK7{DkS1_Vp0*G(CFc}!J;;SSwb;Qw<-M-|L#yK~l?9BH?Tuvj%x%$3kO0cG$Ek(^y z)6CZZq+_x%a<^I~dZ}&Am?w80o*$*5^u`3{O`P-0miIuza1Sw{Ln)lJT+Che;Q4>{ zd|79lTne9k504fJD!Q|-z?iQcHYg(VEj;Fke><#XO@F5CriSJH)tT2>IJ%MDAgeRGC|VnI2}%&D zLly9mdZ{KA-{da+j0*ss%Jd%6&|l0CV@D4HmIXGz^QL`KIG>B|U_-p#oFQ&Wvqv$T zD}REm<9*Vts%;0i>PaUOdL|J&k@s8T?1UE(>Hcs#dUhP$j9g4VBbV42pbx^QPJ_bC zL$~gN_U=MWA)MLgm^ZOb!33&aidt1=r@1$OL-p@>B>TuJaDw%0?HAyyr36(MB~-~Y zMj(OPm^t-}g9E?X>_cJHON-SUzX=yRO9He= zFm{^H)#hrzx%#+x_LI5R#FeB0QtS55=F>(xN3!-UFWZwtCMoEx5yAs$bs^qrrx_-! z9^2Pu*L4BV4N}D_)r^#`buv#o!vIM5<8#;r{Kk);7tGwW`;L$a`_D(5t+VUWRKVSI$4!Jo}`M?f~CXic;Hg+|>p zjgcJPS41;+m3){O|I{P`q;A5iwoudQdRerFo+aW-|dt3jGOmPbRLJixqzlAh44?}+4ZL=|{lkM$2nBKEl3T~&;R!4(e_!y7kRhCL0C4!j^^XE6+1kB7t9#zGkk zjv`cL%a4&1Q|)eCXsY~7{*lrQhLYH}iG03%URbruckorF%Mvq>^=6OLk~Rm=#Dy3D zsND5Ymo^Am40A>9HNN69hY3Yv*Xe2?IK24ArBMW$*=UWf!apT1WALn?7uSr3oY6w? z*<~dDu5+a?)z~)HFZ9^u;@B0s;hCG7Sje4N!W!&tJEMzya1?s;PH^LGiu?u~C$~QO zFNOLK`IoYXy$PM1p{0_u4V^3j13e?1sD-1GGXXmz+rO{>zZx>JaIpMm5s$U3oHjWV zzkBRhv2# zXUM1*5}^T#LqroW2dQ>)PF5Q!LOBP4R4}aVMKWaG9EM{~7ypruqN0TTTQSDSFP>s< ziWF+l58NwSl+w;QRBgBbQ4Y>sgwup!cULgKJB$(blWIRdYuO04I@SPjXk&=MoR**r zQ&@}~SRm2KZh*)DXhJkcNIwHP2NanN!U6GspANI|k1S=g$O{kTF9<<5G zxoJ)ZlD;$_dV{E+ztCY%x`;OvpXI`6jbECqozOH9q}5+uS?UfF+VHL{pW&)40tE*5 zPgFXc1P_VAfj518O*vR+v=0J5d*GNLR&(;5 zOm@Emq7+JV;++UkRECj+^i1doEK-@`DI zhJ5Hin8mYT{JDVw z$h1@RxPR@R&m5h ziYiBBmL8#Z)EzI4WdtmXZ_izxh5& zCvox;Kn7X~TKZBDPZ!t_4H5$^zuz@<`TfOBM!De9_X*mLX z^{PG{rusSbd4DBb{^Y>UGS-=+e$dx^KiK=E@6C?gCA0}N8nn0&I zF0I7&byD3P{tVxOqJa?uh;T!;H0>O5rj59(Q1Q$RYsnIVM{5(TgO3daIZ?1M)Q`bl` z58oUO)-~(cJ@sdjYp_*+G3;Bj`qacGw@rYEkN!Q@l+F9Mhl9#Y>G>ZzXxE$*5$L7o z08&`_cOrS#B1dS>n*caY)wv73;}_9ih}$ZE^caVhfotZ!ZE=EL!vFR?ZXwH1QN^?5 z>-3VZ7%m!+L58)8J5=a~48sMrFcryeEsCuL=Fp?qs|4k^r@e5ZT?!;h;L>KR!L8#v zA!n$nTYo67i7FB#wB<+}I5EU0I!b|B#A;cYqRDKOJ?b7B)mEyzuRk-0g;Q2&Oz1w7 zmtjq8yui9;M;E!XP%*L7+RnSb5)~bBXM0Wb*4VMPeY!rq9N0Q7WFi#uszphiucg~x z|9nsNmb4w4ElYT(^lz%3^Hv?XnqLwM74I}iM7(duT2ibS=qMZvamp)( zwcJEsm}{YV<(%k6a=mx}MX0@>IxEbqnRuoNJbgL+>>A9x$T6;`8@DoyC)(O53uXNk z)BrqV;V*FmkS|z;OxBzcUB?ka-SzZz%L4r1thzVSiJ?Sm&+$u~CNeg1Ut-#74&A)j zACDc%GV4~k^{`QvvhagQ-d`irDbp|U1lg1skaUHYbH(|2^bBLdfiA0}8R(R|HCL*? zS<%|W4a>?~;mY1gU)jYzuk7u$vUeQOC>aFhoA~STQT+80ad&oKC#4M9#y4rMc-l2y}$fJ%)C$?^VDvROAy++t?HITQG!` zn4Ks}EXjj#VJG-ygK*T{F&#NdbfKMt2>&<|(so#mWAH*mFl?3H!D6@UB zv3x{4X_d&0{(1f$l!SUGGz*OuME1?Jk2zSz|$HZ9+K4!=XTubE(6}Irxd?BJ zkGL0%1AeE4vdp311vHEf!JYTS?{Xai>r+MIc96~Y1_U#RI80m}OG$hwTZ>W+eBRn= zW~Wj+m_KEwu$lFHdZl614P@Fu;LRn4a+=XcX9d(NfxqXXdCvk}xx?>RdrPFGgdW_|m#x|Rm%jDMI_j|KG+E*J3Z&r*CDQ!3Xr~73-Up8!CYny+& zbUv?d&c2(Idweg!ukO=8&^PCVNBF7d*i4STFx#!g*E8&*OKTmI2u=~I53F@(0;B?D%I&Zh&y;dE=&J4DyP~m9c05J=5904F`kfKQ3o)4Y zAInh%zF$omt>*(&*zG>@Y9QA>5S0v^m&DiqSJ=5mvw>g%xNBObik6zTN?S$NV}^)F zB%V{01{JSTGF~O|N)sY92}!o7DiSTKTCaAfR59vNY|%`xtxCNrsZs__5o&}arAbNF z?w>t-cF)Yed(OS*o_o&y_5HZtC8iWK%)IF;HqV=hey74=qZg)4+O}JM!Yb8YF>MSP z1O~<&l$w+Q zLUx%AHIfk=g>b6?*I5UN(B(T%nT}z0y128mGTLjsBM&WAv!hTTu%@KZ^-?&$Q|#lW zP8$_Rslc2#o$Ivg5`$`*7i5mr-7$HoAbi38tL?oSf4b=KeqIN@rYt(>LY!M}l6m2f zP!i*4!gz9s(OA}S|1=T0xH~X&ezqm}690@U2p4HrikPC2^j=2y9DuoC>9};@`A4b{xJ{>K-o)La0S#HT?1kt; zQ$k=qY{%k+=}`z+;{v|)Qwo+{;NW|E+UBtud@Ed*^vrk@2Gzp4-=2m(KIBmUNQ3sM zB`GEV_OPpW&}7pmFMgyV_Pt8IEBe}noMPrNJw&9s!iU=jZ$xGFX*ox3{rGL<=+cJc z$`v6&4{>q=^E<9?b#URBkGI!)jca?9YFTpF_kqLy9~yQnm%dZ!gHh9U_2 z9^-r>gY#P_(*uSr_70&2#4&2l1A!Osy2tmQFPKd|pgp6e{l3Cj+P644HYvFtld!>R ze(zgNP2t!Vqm1x1Q!JjVC8^Ma#AmSs#ic`hrS}oFs z@vg+*i&M_VDKWZ9&GI##FJOnOAnYpYl(4;T`EI@a@rpOn1*(&V5~x(5A^KDI2CW=` zpfqP`?GFfeY4>||RoU+S5>38Y>1CK8^9^gNY$4G@E5C!TSV+12MUwO@dq?E-+v?4L z8To^nsi_(XnQd>#nZIPFZLoE*Lz|6A)8yX2iwQKK*i)0%g}h9j7(pyH!?eH3y8?i7 zIE`DUe=d63pW6J_-eK^ITR@O@Ic#hyzJM_;`Y!f4|Qe|T~C4RNHsmN$D23L8BAchtEkf5$p?3-Sn zw5m$2mo#j;MhLl~h@DT@S}zr?y>))~ck;7}AC@8~#v@wdKG0X626ZSB{ak5$G8rcm zYK~$@y7)y~_nWY9zcyyo@iT4gK3o9g#7VLHq=U1>>R3g%K+X-oQfgKk4C_UNJ)vmxWLCU#_J=U7iU(=2wqr@;U_V@Y5AU zm%6kQ3S|XH%F#=-8b>9MU4!eq9P8R~FheYWh2G#nHQdf=hJID5$x)o0jnXaki2l6B zQWMsH|E22~QUq6KS-lh?uKSUS6C%X3&P*DLgZ_5*l_GEe68Sv2(8qI=tO-Lo`y2yH9Z z$SI`DCgQrU!?oWia<-x@RTbwC(dRW&xzs4bW%CABLYeomv2z0`#m@W6!UsAgx`$03 z?CGA%bRNjiGs@OjcQKB3(c1f~Dsk?r&cL;Je)e&GMo4U?F6WFxmadBG=(p!bRn%jz z2J*9v+FX?K&p4^DjJ#s4;+jBp8(G}quon%rpErl%-2~J|l(p8Ad*j!!^+d8%&e}&- zLzu3x8Qj9>VZjwH3V{)-;D`fe;vG3gX>)E5eQxit*z>GxkF&aI)c p else 0 - writer.writerow([v, x, y]) - - -if __name__ == '__main__': - create_polynomial_logistic_data(sys.argv[1]) diff --git a/w4/data.tsv b/w4/data.tsv deleted file mode 100644 index c50b5e7..0000000 --- a/w4/data.tsv +++ /dev/null @@ -1,50 +0,0 @@ -0 -0.9410633308036449 0.46518252113944425 -1 0.4700636553691919 -0.3970321538875541 -1 -0.01609299859794966 0.23161453968628254 -0 -0.9966154155058933 0.06419313152355421 -0 0.8000009607150127 0.44133107977776875 -0 0.389227379480078 -0.8415416694237676 -0 -0.7786281038890375 0.2833716839963434 -1 -0.10150562150521569 -0.02968754639839366 -1 -0.14995353486391494 0.30921523116923866 -0 0.3150219624148183 0.4186143523577863 -0 -0.5542734031872467 0.9291684810885719 -0 -0.44750469543445215 -0.8240387195698262 -0 -0.7875312310670415 0.27475695030524894 -0 0.20470154428730747 -0.8122722630746713 -0 0.07472783793361693 0.8936381678688297 -0 -0.6016285994197443 -0.9783927694535444 -0 0.4235345463350013 -0.23977977886239832 -0 0.256790496684171 -0.5587059709121811 -0 -0.2172656054288027 0.8015306542483966 -0 0.2009238354275602 0.9376873763906164 -0 -0.8760038215191506 0.015194717659306356 -0 -0.1512141038160364 -0.9575528046526418 -0 -0.6378974241766098 0.35900665963616696 -0 -0.6219617077011876 0.04019896541474166 -0 -0.2533778634666939 -0.8576798720089458 -0 -0.9398823073223508 0.806594859009744 -0 -0.24161324930138606 -0.6982896600554984 -0 -0.967724402993285 0.15651783268628372 -0 0.9587968810951801 -0.3382309645563397 -1 0.18040441263417084 -0.026706542719935777 -0 -0.2403226372749332 -0.2694487472698215 -0 -0.49494412803453747 -0.6833825934742561 -0 -0.32266963833818574 0.6299706350061482 -0 -0.716450532167108 0.7792499086149187 -1 -0.5661825812948427 -0.3045016769669948 -0 -0.9014952263862088 0.19697267011506714 -1 0.3192734822128551 -0.3145295901019187 -1 -0.4386590899062277 0.6119229005694005 -0 -0.6306933372350818 0.4721301354446683 -0 0.3302936606411402 -0.3047093070118343 -1 -0.38049655790356285 -0.609474130471132 -1 0.32069301644263426 0.17266197471996692 -1 0.8349752241994568 0.4408717276862013 -0 -0.26741723386938343 -0.4919294757003996 -0 -0.7786699335922747 -0.47305795528791905 -0 0.723410510517891 -0.010095862311693793 -0 0.0902826080483603 -0.6805262097228113 -0 -0.9286972617786873 0.7200430642275493 -0 -0.0623197964184079 0.8187639325432745 -0 -0.20572090815735944 -0.6655000969777327 diff --git a/w4/iris.csv b/w4/iris.csv deleted file mode 100644 index 2ee7967..0000000 --- a/w4/iris.csv +++ /dev/null @@ -1,151 +0,0 @@ -łod.dł.,łod.sz.,pł.dł.,pł.sz.,Gatunek -5.2,3.4,1.4,0.2,Iris-setosa -5.1,3.7,1.5,0.4,Iris-setosa -6.7,3.1,5.6,2.4,Iris-virginica -6.5,3.2,5.1,2.0,Iris-virginica -4.9,2.5,4.5,1.7,Iris-virginica -6.0,2.7,5.1,1.6,Iris-versicolor -5.7,2.6,3.5,1.0,Iris-versicolor -5.0,2.0,3.5,1.0,Iris-versicolor -5.2,3.5,1.5,0.2,Iris-setosa -4.8,3.0,1.4,0.1,Iris-setosa -6.7,3.3,5.7,2.5,Iris-virginica -6.1,3.0,4.9,1.8,Iris-virginica -4.8,3.4,1.9,0.2,Iris-setosa -5.8,2.8,5.1,2.4,Iris-virginica -4.4,2.9,1.4,0.2,Iris-setosa -7.2,3.0,5.8,1.6,Iris-virginica -4.4,3.2,1.3,0.2,Iris-setosa -5.0,3.5,1.3,0.3,Iris-setosa -5.4,3.9,1.3,0.4,Iris-setosa -7.7,2.8,6.7,2.0,Iris-virginica -5.0,3.6,1.4,0.2,Iris-setosa -6.2,2.8,4.8,1.8,Iris-virginica -6.0,2.2,5.0,1.5,Iris-virginica -7.4,2.8,6.1,1.9,Iris-virginica -5.0,3.2,1.2,0.2,Iris-setosa -6.7,3.1,4.4,1.4,Iris-versicolor -6.7,3.1,4.7,1.5,Iris-versicolor -5.6,2.7,4.2,1.3,Iris-versicolor -5.6,2.5,3.9,1.1,Iris-versicolor -6.3,3.3,4.7,1.6,Iris-versicolor -5.1,3.4,1.5,0.2,Iris-setosa -6.0,2.9,4.5,1.5,Iris-versicolor -5.3,3.7,1.5,0.2,Iris-setosa -5.6,2.9,3.6,1.3,Iris-versicolor -5.5,2.5,4.0,1.3,Iris-versicolor -5.5,2.4,3.7,1.0,Iris-versicolor -4.4,3.0,1.3,0.2,Iris-setosa -6.6,3.0,4.4,1.4,Iris-versicolor -7.9,3.8,6.4,2.0,Iris-virginica -5.7,2.8,4.1,1.3,Iris-versicolor -5.8,2.7,4.1,1.0,Iris-versicolor -6.5,2.8,4.6,1.5,Iris-versicolor -6.1,2.8,4.7,1.2,Iris-versicolor -5.1,3.8,1.9,0.4,Iris-setosa -5.0,3.4,1.6,0.4,Iris-setosa -5.5,2.6,4.4,1.2,Iris-versicolor -5.0,3.4,1.5,0.2,Iris-setosa -6.8,2.8,4.8,1.4,Iris-versicolor -6.9,3.1,4.9,1.5,Iris-versicolor -6.1,2.9,4.7,1.4,Iris-versicolor -5.1,3.8,1.6,0.2,Iris-setosa -6.4,3.2,5.3,2.3,Iris-virginica -6.4,2.7,5.3,1.9,Iris-virginica -5.7,2.8,4.5,1.3,Iris-versicolor -5.8,2.6,4.0,1.2,Iris-versicolor -4.7,3.2,1.6,0.2,Iris-setosa -5.1,3.3,1.7,0.5,Iris-setosa -4.9,3.1,1.5,0.1,Iris-setosa -6.3,3.4,5.6,2.4,Iris-virginica -5.1,3.8,1.5,0.3,Iris-setosa -7.0,3.2,4.7,1.4,Iris-versicolor -5.4,3.0,4.5,1.5,Iris-versicolor -6.0,2.2,4.0,1.0,Iris-versicolor -6.0,3.0,4.8,1.8,Iris-virginica -6.2,2.9,4.3,1.3,Iris-versicolor -5.6,3.0,4.1,1.3,Iris-versicolor -4.9,3.0,1.4,0.2,Iris-setosa -5.0,2.3,3.3,1.0,Iris-versicolor -6.3,2.5,5.0,1.9,Iris-virginica -4.8,3.4,1.6,0.2,Iris-setosa -5.9,3.0,4.2,1.5,Iris-versicolor -4.6,3.6,1.0,0.2,Iris-setosa -5.0,3.5,1.6,0.6,Iris-setosa -5.7,4.4,1.5,0.4,Iris-setosa -5.0,3.0,1.6,0.2,Iris-setosa -5.6,3.0,4.5,1.5,Iris-versicolor -6.3,2.8,5.1,1.5,Iris-virginica -5.2,2.7,3.9,1.4,Iris-versicolor -5.9,3.2,4.8,1.8,Iris-versicolor -7.7,3.0,6.1,2.3,Iris-virginica -6.2,3.4,5.4,2.3,Iris-virginica -6.4,2.9,4.3,1.3,Iris-versicolor -6.5,3.0,5.5,1.8,Iris-virginica -5.8,2.7,5.1,1.9,Iris-virginica -6.9,3.2,5.7,2.3,Iris-virginica -6.4,2.8,5.6,2.2,Iris-virginica -4.7,3.2,1.3,0.2,Iris-setosa -5.5,2.4,3.8,1.1,Iris-versicolor -5.4,3.4,1.5,0.4,Iris-setosa -7.2,3.6,6.1,2.5,Iris-virginica -6.7,2.5,5.8,1.8,Iris-virginica -6.1,3.0,4.6,1.4,Iris-versicolor -6.0,3.4,4.5,1.6,Iris-versicolor -6.3,2.7,4.9,1.8,Iris-virginica -6.9,3.1,5.1,2.3,Iris-virginica -5.5,3.5,1.3,0.2,Iris-setosa -6.7,3.0,5.2,2.3,Iris-virginica -4.6,3.1,1.5,0.2,Iris-setosa -5.8,2.7,5.1,1.9,Iris-virginica -6.4,3.1,5.5,1.8,Iris-virginica -7.3,2.9,6.3,1.8,Iris-virginica -4.8,3.0,1.4,0.3,Iris-setosa -7.1,3.0,5.9,2.1,Iris-virginica -5.9,3.0,5.1,1.8,Iris-virginica -6.1,2.6,5.6,1.4,Iris-virginica -5.4,3.9,1.7,0.4,Iris-setosa -6.4,3.2,4.5,1.5,Iris-versicolor -5.1,2.5,3.0,1.1,Iris-versicolor -6.3,2.9,5.6,1.8,Iris-virginica -7.2,3.2,6.0,1.8,Iris-virginica -5.4,3.4,1.7,0.2,Iris-setosa -4.6,3.2,1.4,0.2,Iris-setosa -6.1,2.8,4.0,1.3,Iris-versicolor -7.7,3.8,6.7,2.2,Iris-virginica -5.7,2.9,4.2,1.3,Iris-versicolor -5.1,3.5,1.4,0.2,Iris-setosa -4.9,3.1,1.5,0.1,Iris-setosa -6.5,3.0,5.2,2.0,Iris-virginica -4.9,3.1,1.5,0.1,Iris-setosa -6.3,2.3,4.4,1.3,Iris-versicolor -6.2,2.2,4.5,1.5,Iris-versicolor -5.7,3.8,1.7,0.3,Iris-setosa -6.4,2.8,5.6,2.1,Iris-virginica -4.9,2.4,3.3,1.0,Iris-versicolor -5.7,2.5,5.0,2.0,Iris-virginica -5.5,4.2,1.4,0.2,Iris-setosa -6.7,3.0,5.0,1.7,Iris-versicolor -5.0,3.3,1.4,0.2,Iris-setosa -6.3,2.5,4.9,1.5,Iris-versicolor -5.4,3.7,1.5,0.2,Iris-setosa -7.7,2.6,6.9,2.3,Iris-virginica -5.7,3.0,4.2,1.2,Iris-versicolor -7.6,3.0,6.6,2.1,Iris-virginica -4.8,3.1,1.6,0.2,Iris-setosa -5.6,2.8,4.9,2.0,Iris-virginica -4.5,2.3,1.3,0.3,Iris-setosa -6.8,3.2,5.9,2.3,Iris-virginica -6.3,3.3,6.0,2.5,Iris-virginica -4.6,3.4,1.4,0.3,Iris-setosa -5.8,2.7,3.9,1.2,Iris-versicolor -5.5,2.3,4.0,1.3,Iris-versicolor -5.2,4.1,1.5,0.1,Iris-setosa -6.6,2.9,4.6,1.3,Iris-versicolor -4.3,3.0,1.1,0.1,Iris-setosa -6.8,3.0,5.5,2.1,Iris-virginica -5.8,4.0,1.2,0.2,Iris-setosa -5.1,3.5,1.4,0.3,Iris-setosa -6.5,3.0,5.8,2.2,Iris-virginica -6.9,3.1,5.4,2.1,Iris-virginica -6.7,3.3,5.7,2.1,Iris-virginica diff --git a/w4/zumz184.zip b/w4/zumz184.zip deleted file mode 100644 index 15712c5975305622b2f64207c83c3504c8fb8a7e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 522955 zcmZsiV{|4_yQX8?wr$(#*nX3AY}>YNcGR(L+qP|U`a5UV%&b|bYE|uD_3L`}weMY3 zkD?4H7#a}Nzf&(XNfzjTAF7~0Kqx>&Kt|SvPEHo47Dk577IwA_&Q7jss_;ON3ze(d zt~IOL{~2A}VS#|bPX9gdUpMwd8Cz0eIMEg6_@ZcGrJoOdYt5yc7{f9xlqags&jB}s zgw?fO*I9Xbw<5kRANs!cuifMhC7qOng{*GD*VL8tCV-6Iq=vNgANy2N9y&67Qx_DS ze2>e7{f>)KS;?B1I<auRPuqR_l&Q!VYtz&TnI}&{}OqyWSH0Rb~E?mwnIgr-bqD8l9L!Mj&oEiCCRAJ zl~Q^G@*v1tj=_C&0=S2^0vLq$;NL;q5yUG>Kmu^w-1Q*)9Ax@V>LBCZ6{%pLNb{1m7Cw!i+&Z zGDU50$~O*%qCWY*r4q#|wlxu(a8nhT{Q$owoQ)P89g|==aTxNOvpwX!7Ub5c#(35< z)Oi@K)|qB%pd*W^*7EgnGSkc$l#bJ(R z7UsmHZi2|#SX};x;zLM61NOy;pI`wQVEC(){c%zAZE>YA>4rE&Kn_v(fGO+)oeQii zx_Q$pOEA4xvel2(xMklg@5VKYRsbG58e3MMOg;?gS5Zr{h#GLADswrtxRaA#j4)Pu z;F>E}itrWYf3Tq)#1zZ^!}cFI|1&mqD4>7ym#pLHM5u$))Jn(s9Fy z_Mj5UWC$@{)cwRvC3MiV=Hw@+u3?BPH+p|j_Mp<7UC-}hGwa{udNf|8S15?BzP&B` z==P8EjW{LeZC$DCmyC2=WY6l28OA=%rsgkHkD^}G`&05th9yATHBy)gxJR8*|TFF#Iq zI}S<#m7}C*)Ass6v?;s4^1XWtaw(@mbhxS?y&_B$9v3(h`14R1T}GPV2mR7f@`HzdB>uEKw)FQ|KgxY{5(HE|Q?91P`Tqi;&H5iyDs)QhsW-UnKseyx_`-F?F0qT{X zTbbZO(4OYIdV%suRa8>-p3F%7nhv)Syhf8c&d^U`Euw;I$h* zp$~;C15w&Dyz0hlxiYH1C(VGMU=)dH8-I7KXn0WszILlYZGlN;R;m%sVLkUi5Ap=V zaE}A&Y1gq`##qC_fe4g4O8xr9>}W4f*%Diu7PI)v^i+Y?@MNubp$K$!~hqsnc40X))H!Q;DSJ z-n;z6d)x-y@GiR4ko-`(8*$rr<`EDYpSWuHMfqOBIJrk5DnAX-B$S*LfI@IP*v9L&c9Nt!+sAwhr%>-R7sL49vblx zV`EZEwYo&S)YPwYNkCF+iI*ah@ec>~))-ISOWn?gW|%)RCJow%=3N*5v9#^jveWm9jx-nGmZtFDRYg`Kry zeB|TJ#P`iTuQcxY>fJ5ZcUk|l*vA5~oA2xW>-qglC367HEYtg|_5JJO$ob3L=gXyA zKrO4LS=pw1{j@Lj;z9GuVp`?2S+I1XWnts2EklJptXvP-w1sn_b9uy~@cr(I!f9R2 zX>XyM2kGJB$kS8chfCkm;Lp0#(`+oSf!n2vHKL^qg+*qXrIR)iVq$F4s{)7hjHHfh zH^3+n(6~rT^`va4+XyJhRwV@QUUDtBXR)=^*o=CzZ*=KjX{}lT6q!cx>hQKy#JDoR zN@l&)oK@>)88)_k+e$_hv9l*mb8d27PfzQ%B23ktu!xM%uK?k}8c6qbj|^@BIC5Lk z$D*a@wSRlfXL{KC8DEZmK`j9044J9bv{D$Tnp=s_yGJr+eu*k>N|&D^To%9RFhF^P10a+aHqcuF>IlBpeqkF9j1Ahf5Tn>W)8g26Gd zMDW~K+Vfvz8OVqiXL|L;>Ynu_w_}oGf6-QuABZIW#&xQv%_xrQJ$w8Vf(m+OMmUm) zHL{gbd&g?1Csd8KH%}lJ7F%U|7Z_12QirGQtw0LPS-Wz_Y4UoQR!^39MVHo=##8uK zNZYr$4)jQBg%uaa4=_-Rx6W!sZ|%PhN%2<_-jg=!k6|W~QP28>7A~7G>K|aSy6oQw zcn~i~rGw(pnbV$=90rjrP=w@EY0jub2c=b4GDpx{;H>3SR8RsaryFu5&q1sVaqhWN zTuTPBk41tBCv($uo|1&R4g?7#LVznNa{X}`hb!z;UU&J;7yvM`-Dqz)tG0YD00Uw@bYGh!Au;#~0p+~_$so3y9*agxbypEBY=x1HTFZe8QipUs=DF2J^n#o*qT zt+B}YbP+LRYfkH{Lns7|ACpUTUi&_JsteVBI>ImK|M%bZa` z!Zb#TL&SW}Rh_faX1+WzAkB(wC)~e&waBgAx1Q=)9WVNOCQqFDq1$xH9Jcv(ywzuVSoSlG$P%+yZKI~Ba@`B^wA z2{k<*c$Jyiz43dw*|y!oSkd}ae;a6Co}%^bDBs2n&1Zx2Wxmmu03Po~&f9Kfv3Yl? z+-AspzS?;F!|dW1IH5@$=yKnP;cPFRzvU@xvOL z_UNlU^z=Ftck5;+@}M65bJg?g@U8x81P7LFVrTO(?n(c^Mm+v8Ql*7b>Z}LhZ44s&i?db$Ql6ry@mTOC@|HIeXz%PvMOuD z8$*cj5vD&kku_&Wds-d4Q(s~8?(o%s`T2JKP}EYXr>~Vfd~kb=Xs6HcQ>c0rXR{V< zg5hns@@2`mnR=j)R#{r1_Y&svfjOhy6Z^SW6LaME;q=j)JYE_5AG3J^cxC}){8c?@8>`;xYw`e&1zw10>Z}@gmq!_j3Q-w(s|Pj_4<+y3}I# z^kTyezf+Vy)^lp}JV8w$0I$&VC4E{WJV$8tb%pzWLTUSTQT6$K)9oYrUHuIj|1RmJ zf8+C`_SNR~aYbn`=+o>CU)^7VAlzEs_fzxIlf^^Oy?p_y<@0g8yz{B$ENJyLf#o+p zc3>v=gGxH|ecMnnYxnI!5d5>@KCA7|{dp=-(@N+_2$shb^#OnQkcXq4-FZcP@PU{? zCiml``92U&jvddJKDKh*Vuxrj@rQ8msKxGL0&W#y|4lS~W781DBPr9J!8-O8@f zX!C1FjncVWUYXsF=Iuw8ers%xKTrNHrC?+?VTl3Z*a}so?*pcd-}}Au>vr6|1y&Ek zf$=B8Td?oPve}tak8zI=Y^H;C#Z1dc$(G%BVfohZrh<`*X?~18-$u;g9qo*+Gw0pT zjldT~@nbWPmOs` z4$ehiw&d^Pf@A&pS$z)NxE;UdsTx7Q&y-x@gc;M1r*~TMUaa{_g6{9&_?_+m{T`~h zk%PsR4)pJfK;Sz&Bsky48y;UDLPp=ERKn`Ft1xQs2e+Q%I9RB#9=4Lavbz^pDV-ku zpWA}reM-yEtuP#=!x_&{MEx&XBdWI=|6P?^TB=XV#1Hpp(XYIx+km!Dw$Kfpt*i+= z0H^-wQ8owO>s;l=gS$+h+L*t7>3c7K@5x?*@x*ubf%ugHx5ioTALV}jsLKP}w|e=b zXF!n55tJn%MuemUTHs5VNJRQHYMY@odc+)SrLC^LAn~3@M$yB(01Lr`uE)d8B^mU5 zvG$-0_wAGye#EiNO#0i&pE2&r{rnb09~k0|;0{@laz-Vb8AX=}Q&nIhEM&88 z<6mbJ>~&`9sIMxX6X=ya`T5h2P@WN)40xUP3o zT5+IRc=j9a320n|QaUMUJThb#o$qX4WT?2Uanzeo5Q03(!$F#k5MHG~=1BtL6&PbX z2-^C6uE3}Bcagm_B`LZB0ykaQ2fBz}0FbuC6_lREMqs}TGBcLCT(0+GJWX_vz=dgr z>EN+UKq=V*zz^QTQ}xaQ6)o5){*JL|pQkM!qCOP3&ocKQuCf)QwjherZ^p$U{?s#X zBr1UBSZ0O>%LdHRn4nNANp)!(PnI-f{W=M|8nYf);&`8CSN$O{0F~;=X=>koFa_$k zzlOn8L3MHCA@Q!M(uTra%{e`XHY@a<o4(IpLi1L)^I)AC$VMm#p;?y zo}Qk;8I>0h^O0zxPjp6O-r2dp%DX=y&qZ&JQ(DLwRG}}4)k=Q)C6Z;kq&GELR1jGe zriwZ78Q&UAJ68SQ!X1W1zo1)bx=q)OnILzq4RC@dsG#)xUJGod*@ z9^+8{P}ZGl4S4W`?bDFsL2u(e_$pbLGqBPSJ4C=sw+K$b+;EK^)5+JcLfaRftfp+l z3FF~mZYdkI@_mjh<30Rbbiz7#K@_iH^Q54ih)TB2l`mqUP?e>=d18Rq{@c74!p9}8 z**@1%2SyY)QMQ1LO7bF1lfY z2q9Yudr@K7V5^G|QMn_;1a$9YTJ>0;-xaTnHx-f45lKT}Wdu_K1p8NpIeV+X!k7tV z7q)Al_fOxBx8a5f*9eo?wGcPe_@}!P4 z9l)eWZMu$*_{>sA$eHmDk5J8`;LGmSQf zaeUUl%>7fOV%e!pJ#;u&ydU;ilo>gUv4GWWXWyDQ{H1LwBQ&{9;|3mYW{|#Dp$bU? z9yiVdWHec7fg>Faf{0en8b4lefu%ssa{LIxJ(?(hd8B^9dEc%YQWO^6I>G@ort|8afvyk7 zYbgSs=dP!up1OT8VoF{3J^CreO$^reXINx)|1le`ajNSy9VsGJ!EN@;^9GD~?^=n?HW z^%DLVKdGjG!@O9dRPwS4Z*R@j9%Cx5YWair)4G=r>pze@nSSgX*_iN0LwW~IH~2uGf^i;q6-fJk`2spQc(^q zez~$B9@WCEw8sp~3V6lnFP!P6k|7)^W{vI(lIR;G4Lu<;Nu*(&mrgM4Y@hf5;Z2nQ zqs+MF7KW9hjF>CMl{T^@B0{cVirCFWu~IJ7QP|qIKaHE0b-S{3 zVq+=hkNp%=c$D$9y$>Rv^Eg5hVbQz7!yR}CsUQL>5oxAGJ5w}AFFb|_gF$B#Pkr}H zNqjddXIX@U9RhZt7chb}0r?GxIq%Ok!$<;hV9)+zQrO|aM~P-!b&q1r*8#eT;%KS_;lwHG zFx!`rCvz9zXC&aun6rMbfzAXYU zo9o)^^L2ye^iUfP;ZTkkF5?d(-T?+q0`KeAEs%}eX{xNGK|nL<^l5bZD~QJav{ANl z#b=bS%ea*)s@KWUN*S#U=#Pl;7gw5L(JSSnWmdGyxLUlZ@~Cv8C47{48Gkv3>Iod~ z#DkO3R=;8XLJ6w_{X#oginzX)I*dzqE%5ZLVRbc3aDRYMUjhpCBv+t;w~a@yhCHSa zsped0l*O#%$d#9}9VcZ`>b7o(h?U9?&iRYboke`DUJu<^>)}8#Wy46>>Z5KnY^)km zjV+^N;g268!o4n>lVSAx-l5bZ8wkRMd&TN(5oh*D6O1BmGQFv}`WdiN9Q@cyGT%~n zuMMr7&q8BKQYwOODN&!seh>cmi-pn4`?Z;GxGXx__eBih73c@6$#?k6)s1z&@eSJonGqdL3u@9Y`G&8rSWSS zNqg={xCa3+4w$)rsNJ{m0-$v@`~t5tOs<-~i!9U4+1~^R=QzWOPv;ba^h@${i0!3Z z??g(n%f7oGzThJP(6tgAlImD>F`ds`yx7hmbTf&@;H0eI>9tjWiQHvEF5SpL0;pw0 zE74W}=`Pdp`HZG56xDuZ` z4cyt?TvaO>Ux#IzVxO?oWk6#C(={04npgKd{NAuZdBbi~K^ES`7QOYNC8oa*;pfDC zKzj8RJ%Klkc@J>kOJ2IgFVf;;5*uWVh{*OtBU-8ei0){;PgAwK1pk_BZ?S^Vso_r> z3k$JyiGWz!>xAKQi9Jnk);ceQBva1A^Anh{nQa@_$-Xx*Uxa_31|fTd>ED!zpw}0TkQ9fz6*>)9-C1nlhfnN(1{Iu($Mklp5o{BXiZO z@!s3Yn~T8OM${l-ia4+7WE6754cW$!&R?d3i;=~$UL#1U0T08V6~OvWU`>@2IJSOv zLb$pjfsyg~IU4_2e}#b&p|Pe5xhny1N9~=4l|ar;lP8XOaj&iF2?V}!+$>YmQ}o`3 z^AlAc_qI7-6A`(2rR5YDA*P0mUzkZ~d9c6K-&ao*iWSyW*hdwoNK3ak$zmP8!!rhO z;|k?H4y_EwSl}*2-1Sgokvt?OJ)`vIM?K0kAG7%P;>Iu4aLrOLZcRyg@=Dn|NW}qd zKfc1ZIGEZOcpQH@ubb}Z(Oo%XRlh7uN)h1#N;_%KQ!UY9iW%Tm;+q4H89<+p^O4a! zZ6$MAzCFjFb9bl3W9E;LuR5KM^?=~|^BSB(BRiZs#~`EQ1w9cQiR;UkL7(XKZ83xW zYH+)qPucAm)OOOs{kZj5E#eqX`tgcOYmSoN!^qh+KJooG(JVBzL4K~+p&pTKn4c60(By0g6foTlR?KRxG z^*#hZq~6DZLg6=0u@V8DvJGKzQ`Vv5bYM5pOQ5{WHob$~muG#@@q$)+VgxbIYKRL+Sxmtxlrh$q;+ULnK*5 znYdoV7{kmdfdS3h&n4V5RQ#4qgIs~j)_=3ekT`5bvE7MM>l5|ha>y|@tnSxjbmuW7 zv4aA3mwy46B%jf4Pv7QUAGaD|YhsT3#oDfb*jA@l-P9)U9Cp7Fl~-r^5nndRpC-~J z3&oSA>|*~cZu3&5##_0o#la(=wIAsnZzmaHR~)!pZxoi&#hZxPFa%x50npS*%Nu8q3a;_onv5X4IqeLhw3s5wEuUZJUDUNzD*wwM!O7f{1_Md&8Og_O;jEE(kabfHgHR-p>1T8l#ZqW9JhzV$9XkmEHYU55RZoeufc&od$d3X*yX|iT)j28CPr*D%vcTfOIYGncax?BDd8e1*tGVOe z3ilrP<;5^TCP%G1sxV`(E5`j52|7jqKz_;!i48AeZ0>`HloOsjFlVVT=iA%O<)wfp{&!dLN^q!Dvv4KCzTz zZQ)9TZ6P-I8*zbDuQOoXz>M@hEC9g3GBbc?PsskTuraW897ubH$wW!o{)B*axDA+!YZ!Gq`pcmcsQyxyq=S~jw0 zv}y82qoZdRt~{oA6^~t5+vMe;B$&~xeq3a~Nz-zmK5<`c;AQ;aQ7KPEzr-To7kFo= zI56pLxFQB3;mJ|?qI=)C{F$p+{e_oyIhJ65YNQ;K;{57>%gfeOYGpcrtANeN3Wapz zwNwGV#(QIelg8%|oe#u`d)ykEngBzP6;~Nl`rO&)q0fYjqH#&RyrWk}I#n38eH>%@ zzy-iqu{~2AJOA*NCTBD+zX(rbe`H-MmJ7V0wdK{}Ap~`l1$+pNe+}htC^k3mCL;c! zlcO8I(($FMII{%jaho2r-r8;$rRZAsdtr_>J6*=Y)||>h%QZT!_BPzU4pHR#1zbkS z9TFKq3~UIQj)DkZs4sZ65_IQBazPK?gqm1df(IIe!Biw*!pZ~qk`zb_yj&?BG~e+T zLfIgQTyol=Dl+F$&D6e2gM?xkU9w|J;AEFz-jN6$Rwk`~a_GEx?Jx^tOu(Xb(ct;iG2w#vRn*e2GRtQ>ClVG36H);E$4N zt#&lFH`fuw*J^b4Ot|Zw^7Wo+ujhm}caD!5iT>u_32SWd)JqT}Q2`8>t@gj3T^V*eCxyB$JxFcCB zo%fl%E-gAO3CvK2F!RbzOyu8hN;>j8bF2+|GibyH{%O*GK}b-nRc2t>k(-NR=2S(@ zNQ>GV)Cdy~wD|BX<*jU6>hpBU?Kw|}E$i47Hk>s-get*5!_OVb7zwSYZk|#E)7;X+ zR7^tom-+#5=Z$_=;pREydFgF9G7VH3Rtsr;Fl+mtoxqFUwN>h-i5sRV7xef4{+l|* zAYv#sxp;V(CUzYXLDa8?a;-|-x92sUI3Hr0v_+1FQMa!gqQyKKD#VxItnFx0JKDgzwGEnw3w~#e|%To;Pgv(I4Bnd!~5*1dkQGd;at4K z61HLGIMUlmmcLi;QtNG%y{uR$0sEiT| z7PvaV0$eDB8NLp=%}MCmn~2Re_k3z6+2wSYV3}h;g{WZFqFft~?k#uDpHWPlUs56& zh>gD)rqU|R^rydw#wSXA+MY|&o~`iO=f@JwR9Wf(;qXt)gmuUx8EmH~!uj%%mN;Yd z%ew*oyc{u+++4t)jkUq3zBX%3I*vCEZ7PjW<}|kNSPHuiAY~-Mth;bP@}~ zUeCN}7ye@vel+YOBg~fcv=!n~&UuOC4I2b}<9v}_Ues<>lh}tz*e@{>oY}Mh^749< zJM$1AFYJKLOkfGkDOu}5r~@613ZS!(lgat>>sL^I@-NyYChuo3c1nM}W>VeO zJKQ+D%pth^Gq6$8x$&=d-l|;~TL|qhfE}E06efX-Gsk967e#;W?^#%8PTYHMy_!_n z397$3A|sycJYL=-(!Mj5jR^LDx6i-_hN<&J=Gn9K@F7{?j#S1Lvq)mjm0x6R2=Ejb zbm9I9;_Vnl zQYnnJ{{S16)4)#HR>Gw;c!Q0q=%TQ%*r?N)WU9uqDwA1n7ul9vS!MdK?64?b&Yc+b z28!K~z!<@sA6HS2Y%;~FfUc7I`K%X6h7V24%9kejL<0ITPD~>D{ZR)ENhPHdS9%rf z1S{>=(Z?hJy%L>7LM|W!?){zN3nyD-cTK$|7VVITA45(8skHAG@jMYR4YNcz_S0^& zQ2V$5jiySC-RXC>;|A*mT5!l_n=~APJ?REN*z{}NJz@lRrgnx-lhP}R(|#v^slXVA zEV3>s>fvp_ngAd4zm&{1sz>f>4iAAcjAepEnS$F6EmXEjEo_W8;E>wn*Q0FvgZqXP@C(yDA!Od`KSGGs4n3**aE}yzYSR88Yon=I18ga(Z-I>9U!kIRu~1k z4&wIQ!O|~!4Griz_<6?h@ed*o0BoZyGicE1Xkd7`2kNYyzauZ&@kc{iSGo!2p>bv; zKz26`?{JbyiYySk3DsTp#`UrRflz6sZ;AFX)3fM(urHa8v=ZY1BEd~Hj)kLd(v z_l$*7B*f}?YFClh9;GD-Vy;x*_|Ib0q#zkm`j8|rUqSd^hJ!cI$KyHavcJ}19BT3d zubJgp6ZfS14I?%7>JfUL`PEW8VpfL+PwOnzGKbdR3l=irlUb9ACcyklqXTlco!af> z6MSLGna%;36W1K@bzTuGD4C_O0-lQ^0`fZTb{;Z)y0hQ0lL5R%Z&=c(*+6J9@&*k3 z_be}G_-ONtUJlC^WQPNNHNExv9dNR3nrn`C{wnLIrN|S znl+D!yA(sg1RIkC=NM@eU{x4=Uio~;Uc!dT(C>FN4&j?9r&pFcoF3D< zanMSi_Ik6}MO9=`e+vqYRj16?_+_3J#!kZ{WHt1kTA5Q}awS~v=?9j*b)eML@)U!=$*c;qhR_&{yWt%yq~7YxK>Q4wgXRMAYwxkrg`qv|!}`c1H% zp!|og)`H)B21X5=yd>xifIbX*Afg?uhgJtbIwN7cqgphw&k0;zDjd+%s!H{1oF6g# zS$if!!)@Gy#Y#3e!5Gz(*tMXY#j7uQK(Dji&9sSekxBz;DG>>*SqQhPdRjvZ&lCw!GEqb>?*H{IW--t?~@K zEg9v&2sHSRLbcqvaHU(TNE-1VRPL~fXz|;JBxRiInuK=Ux4F5xxsVB)s>6ounbQ2wC+ms>=(P+f*W^Rrk;&#J+ zp}AMYHeF^!H^nvC5@C2^jHla9rkyq15-u75%n z0#RF&W8E{D|6Yh_qQbv{xP1p3e$6#l_36Ui!?xN{q9lJhvgEiN3o9+ZR^#fkQjal; z5Q2&{GL}aV7uoy;z5A!~cSrEz^)G2ppz``#lRDF6x@a*pO1%Zf^18tMzn~?ONMxxy z`U13dl$gWnD7G~^gW8fn0+HIROt9xNXcvTJ;=I4RZ!%vaf(a)^+&b{g2nD-OHhRXn z#c@2QhbB0P75Sg6)2X?Wk?ElNj6Z>%XFfapmUA!B#dS9m;$i4e}F2fd7!hLPR!jZa~V6Cr(0orR%pgpOd(lWanxJo zq)%;y5@QB)53hJ5qKrH`c__+o9(+VbR2c$2e;F4z(lVsJwslh5%0umEX|Bi^MzsRJ zXa&8{Mhba)>(DoI(F=s(xhagqyx%(xIS@0Um^xhsSPEK2SOnPKSOX11fX~7#)D$#+ z3C`dcb8pFoSWNP9+3S;AV~$%i-iL0vYPuqXO+nr)R!1fEntA7LngEi7_qPbxhk1(;}C2C@GTv>!gY1H zQ4=Ju1%PT%jN+X8IK{&Ru~p{ZYu#e*iGGzcN{QSr=gDV|Gv%N_-|0*2-@t+8nes-*3UxGm(~0J})L{C=PEE#wDD*?e;^>l-NX|(SZ%U(O z#&Jpho*-2QZx5ZX=;3x}v85`=y;@(M9>00Q-PN7Po(=B!B8e_M!*1*=oO?D(nLAHhH)HQZanYxpF zvCiUfexr7pFz#26qbh&4g`5jSQF6zJTGxC4aEV;cM;=hK&Pme?v#aK(12s8&?g;G& zbcudQJ-&YXkwYMm|y=YuhyK==hQC!NNMxg;%5= z{y>Uq%^@>tMRyHe9c~fEnZ)fL7HCNMxN89~Zt9ic@^~v7{gw>!)Y29}J>Bkey76`~ zoegk@f1rCfe!LTqUo%UTm1MKtGnExd-iOyzj?(boS{j&p_%&R6o0{PD*pr=^l5uu*%}Msm`W4Llr?bbw z|0yxfA{+{dO-d>GZ;tMSp~JH!uCs3)TYE|JbN??z0$b*Gt#L(I+x+%2@~{gidtBApneqf@9$KG=SF= zN0RD~;YXoOd&wZhg41s~6M<(x%gx&X0W^zh2IS-6Y@er5U85E!Ikn7yGT(Ut$8`b2 zsBQA0JtNdSCW^cs{a5OarRpgNr5v-(wO>G%O&m|`Ora7^gBYxBG{?*8FEZCFrtHu0 zkYUX{slr3Kd-ONYc69;nb~OAQ8yU;a^M47Q{u}0o!c%dTtq`Ksm9R&dA@B%_tnMRlQL63mj{JdyAhUY5 z_@Nv2T}>j)(Rm)VJpSm)J+T2hmGMNS#(Z>dcMu;Y!B=N}k5`T;hS%}W!HKMdXn28p zwJG>xKKP4m^V7Z52#pjkw7d5Yv5C#;T$d80=Nj!Rf-63f#ij&qJaL4=+vc}h7)tbw zx%Y!5gi0WFFJB#~M-+4OAg;#07u-lR3HCx&{IRJ@8DnqGE=H>%y?xK7BN49|w%(kf z5)v~|#IW+J?}MW~0M?#&4E%-A@WX{kf(D@uC+5;=WLj(uK8p2N+f-b)esyNswPK|g zE@c=h1<%iPQ78A8N$@b2*V9oKYgzZbcGWJe$`Ka1Yt8d46FD4I!5uF4yGVb zi4Y|gZe=kg<-zg*(65tV^m$ez!6zR&fY{w?;AuvlH(2HaM}@Oz3+&`^%Mzt#DB_Z> zOcQn-rP9AQH|srJ$jZQ>1PU9-QACF_u!&Lh_8tnF+`O6 zLJc$@9a8HmnkK-o#k76s5VL14pi2KMH~J_Ge+BL7kA;$r|ADX;RZN|n)u-E)l6HWv zG25WYEhV>BBD(_$L`BafyPt6=c>;qNc*Fvl5}&r26iIejO zFp4*+lMS%5;!AF|Xkg8Ftq+%U2NDOqUxbRHMkUm5D&sK5B$ncP+8PT8NdT&hxo7vq z-3M&5hE?$SkbOSz@)On_%4E;hj6)Lq1Yi@ghND(%fLU@Qve@RvL_`GY3V(8d72WCOJy31cXDVwU$H_V(;)jKL zmg&Z=k28R#OU$FBI; znVw<+6sBDKbX3kMJE%w*5reNT#}rG)+uXY~n0dVLjU^p57Qx`PWllx+>S#Cgl?j$F zVK?>#I;L^1sO#WTy4&Rx9GBrBDR+1O&~5VjTwB?N0mrc!KblmYZ?KjPrGEed$1BgT zI-9yHLdjH5|Kdw4@*j{em_lTt6{2gnO-39x^aZYuCauwWG!I~0a43h{aaaZI;!w|fvHB1*qsk7zXPZ2PhfPe8T&$y*Za zp6T5A-tlwXoIDZ57RV70*#5kO*E$W(Pp1lx4;KIavg=-aA2^x$dHi#g*X8ncFg3%d z@bjALk_?~!@N@tbk=JSQMQd05W3M>ab2}MvQ=*^iR{w4Pb8?dVdHCn6=ewWxIpXcv zMi6=5Z+uUo=l%FiKeyUhpHwhzC-gGz=g21f0{F30-Hv|r@{RE4JMQQ9Y9sHP`TMCT z<=Y!UrS|)da2u%mQa``9Wmll}{UBKZ;Rg>P{Th*#Z_>h zT~&-d+B=_&;0NbdZap8R(+D41H{0Fc-$g=~FLz9VGyguh$O(G?T=^!haQ;k;2}S#Cd5eNAZ*qE>WM6A*b!G~FYOynV;ILNN0}c7KfB3ue{ZRNp z85f!V4KKec^`1jAd;s+x7*HK>0D##8P%6stl zcpbOa)0041OV5^!@5kH>ZlnIsIx$av|9cY5MIPi?3T-2S>-QbqL2`i6Wd}mg@lG{K(F4aZat|#7ZP82}^`?z$%>#Q9JZRNa)+E2!* zWNjGESfPP@xEAL#c4p}lERToRg%wcKSI48BXCo5xUZeAN!2sS?GD`P4 z*fpZ!$^uvuj*Cj49{TCU;lcHS;V)9f(&G`;5|{6*$Jz*v`#3$t*TrnGCcbPho)!_6 zxiF$&5ch*Vrt=Hp$@Qqb*MlMnswkmHjY?c}NI5r5_|ivs%O6W9x}MCJpba6fQOw~y zCrGQ_4@f$5*hq8b*>-Cf8jr*Q6J7$)f;ifumPS%ho3Wiw3+-m?Q9$%b*-Za19JeO* zIdt>9{_3nv8XjVM;+U5MHAHYs-COXgfX6Jn4q@DqD)>1v7l|jPV7t$-n%RSP;C3QRN>2kAEoRi7-8n!`SiAjs>6V*`O z=@l$WtKLddGo#x8U;LRB4gwl8aM1GN0SekUQyO{Is1im{OOl~RKk)q-;(^>Av&ZL; z^Vxj}A)IuEXcnTY6&F@)6x}$@ualL{FLd=?b?!0Hf|KKw%)p3_ln-s0ug3>7oQqp% z+<}F_c@R_b#?}>lElL}&G%1MSQB0-OoOL6$NVax~O9NF*^+dtUB?U0sBbk$3c?uPB zDying(8*9681VWtCcpUeGXUOky9lpIJKrw{trLWiHyb>d_-H0c9CAe_AP=&9H6SBZ zH8>1jKGJixDn0^4e?Sj?KLdy`GI+7Nhg$;gv8ahWBW;Y>5r47^&ZtB(2}$Clrz&4c z(5(s1uN%5XwB~}z3!doWIrH#EBqwUpGfKI`86IM-#2MOTAGQy}yOK?pp8Sj3-2o z>+6-88cW!6`6}z8=8s$z6n+R3%yW4a=M|OZn84H*YgPz z*mhA7kvIcQBcZ+~wQ>X*Yi-rupRpXigbrL;bIoegOI<)YT4}`Yupld9@q+)b@J^l~ z^00!~OZEu=QUqP0jdc-q6b4CxI&sLo)DbfxWY%|-1tz@tLGLbL<``EiIF(}$W%r&i@nh(2H zLInhY=b4P|7ifaF0Oc517u3r8nuuzJ1xbaVe^ zC+N0h7C+8jbV%fA9JTpLU6QPwn`OQGod!4806FB_BDt~ZeWcz+mQZ<-)J+mGpNc4D zJrv10l@jxPl|lCORyK=`<7{~f&V%8LZm^<~h3a`AzQSWLw(nC5-Nc#gDSf+1VEC8F z+Ptj%I4{t_AKwe+To)J)dRmFwX{b}=+6OrmJq&reGh$kEV(KypxwSd4BMN2lJpj)BD?h0TqtD~hLTi2O2%zko{BUyNP2hs~Ee-*|y zm1J|8%EU@%7+S*xoD6CR8rFY3S$Z~(H0gV3QTO>?J@6fzqdJ8uPvs-#a~Oz_M_K9s zXSq?lr3rFi|2a2Hy3wE8yUs#0o4Yi3ht=`F5v+#aq|4*p(ACitWugjZ4d}L`N@Pa( z#41d#(B)XlcxmkuM!WP#PmC#hBmkL}eiBOBcJ7fsJRiU!wjN=_PFG z!A(Hr@CsQ?i_5L#XLSEM-5`UDRocX3LOEuJsCpfxNuz6afNR={096L*)vkVbuD86O zmByw|7;^DjGWa}gQPO~&m^*@)t0G4B(Onz&pFszBQvXoGg|x2xdx2{Y&iknVhmfnS zP%B|2Hl?>*PQiQ_>2^mL@4aui?>+04s10zn55G^tw>-vPvv3~xm|4kBD50<{B9)WM z(*J_Y+9C$>`q;GX{=POVRfjyoY%n$(XfoaJ)Oo}9n`Ye~Ha7lHoTg>=x1$2OTlta` zq&zSyaeYr5;`|#~8_*9gP^PD)H90rgw=n4YgWxKpmNV#4Du3UsUZF>d_! z1SMg}+Hgt}Zym+;oA-RcDG}Ho4k!}BB)M+br4s>t>&|Z;nT(9WUJ;!UzuP0_!jHt- zl3=bn$x~C=U@OP+w?2xEjia0A&EnRH%HTgFUSqRl!L^me5QzisN?S1K<~S-($F?RKvRj7)UICNG z1#)B6%)gQ80J%4RUpDp%Fja3OU8QHlF4;>$nZ`U+^T~^k*Y?=cljr*6P7!<4(e}<$ z$s5!h*1z$cFDz%gK4Ry_82$Y*_|(#ms9^L+mBye!>F0)=7!@27Q!PwREF;<)9XbYr z=>v@M!<#8E%Xd~1WLB{qU27Pnv}4gczRD06vyq@V0sBC8We|eS8^-K)YB#&AYJ&`9 z^90xN>gA|iMTijh<;uL!Wx4@u+40MrcAv&flJTwglS|r8l8AuFknK6stx_8r)pL*X z{OVzkg%%zrMqfmPMM7f5lT$#}?`^(z+pDuC_C7-rN{+*(#%OC%>d3-7 z&`U_{?wDJ@3QFALy2k01l~3kk|63*7Q5<9c)*x7s7q4hR)(c(hY;$Ou3n|}x zuk}JP(X8PPE&h3NGv9uK#K^}P8M)NU`0O6etuE}{8|Y)i;&t6Cgk;++k1C)@YCw3& ziN)0t2BY4~g{L1UUqPG-wJ05n#zn>~%H`c~!}OHTTV$O1NHAGL2fIV1QpsWqvHu7J zcxPFqtM?Kb7j~oob-sQZ5gQ_=W$Sak*1+M^MQ7e4cz^3mmnt%`Z$^E5=zC{7 zTo^%5ZSpK+Ci(DP#i|BZ!_g96rB#W)RE4it{k4^PMHCjGL@$#rj=+@HJK5JOslTX4 zPYI1~o*nb=QH7Cp`+DuYr{F_Y;7)De&(VA3-{IW?I7lG^m16!15ju%l4Xj}$)wWe} zTfZI3D|oYGWw_Qbn~N9+M3->S_eYVP`*M-tuWOHKF*~~y)h8@B9};D_f|QN(ZK=5q z!s0}3GuDKK0i$z}mbiIYOYYn|V`*POTP-p|$7- zFkdA1IlKV{V*^75(?GqF_RX|Q?*DmO#&$@}ej3BO{AeXPOp=tV;1>$+B6w;)n8wj;(TUMbQDSrqt1g z<0?!1zAgU{qEmq-;1GYXfyuyQQ}e+ftg=`>A#(d9IxsaqT>O|RaFLt%e80|Y*ylq$ ze|>iBxKJv)S1_SZQ3Qh8xx%xf55ra7Q5|{U@*p$#E_(`vgrZ!EIVAy-lgt=1S#dZY zb#0wR+@};rK-OQ>Q>9kP4SvXKxh4csZkD7**=Qu>a=W`!RNl?`tMfC8!|^)aQgYa@ zn>L9>H|?Uh^@Q-cJKuq$99kqTOookgflI1Vk9K9GXRx`F& zExdV*M(0XZpog4>lvNp-jz>VE3i9;Rdzgj6oJ1(t7L4#m0m$EHDq0;Qh0jCgLe*Sz zlQk5GYO4zL`dnxbi-A=KG}|<%C{&)uR2M^mdJ0?fwtqB~2}@AgI>YiAMVskn7>45A za{9}v;_I67l2;<;=IyT7NhWo=`{zg)#2S`;@?h` zjh$~{2V83BykN(^nDvytJrE6Futdf&m;tFG?Fi$;ff0BVzF`hIlh!_&FK=ta`+2w4 zjDi~bZ?xvS7w6L)RJPoJ!}!AKfEf&#&TSZw)TQ3;$D+z#b744B>Y`Mei}K}R7+aLj z^Kx2rS6^@7e>UT{Eqju3o77;R&--CtcD+)@^CGyqf^?R{;fz?Cr~VR@ z#;CuKr_s1sTqQ&NXe{9pPgB6Wy#lv2%Fk@KCp@T`jCVWa_t9dsNg&m4w-r+{N1B{R zujFQfi_d8lYiVxM24>prMNtq%=lx4mO`va~yjTXiUE)ILDou0NnG<_KwO8gYvVucg z>L!a0MOeC$Z(3EuTf}sltc%Bxj2HW)m- z^zH?d0%RXtj!yP@ksWm4-Z$;b8h62gkeqtzXIPPVIJ^ z$vNgv!Ay@)>0$|cqO>-NoD~j0SQu#fp`@BZRe4#k6Hw^ zxO(Nj056)h$@#|d=Gb}hZoJWxo5&?p) zIU1CDqrSL3doRLf1J_1E+v{yj!Bkq)W7{YZ+?i!sFi;O+mM+7G%$LJS`B(`i?CbEr ze%)C(?701%tbnr@oE+C9k6E$*b?t!|5xX;9_33KW7WZ|X(JgO^4a17-`4o~?;X*x0 zhrbg2EFvR026?u8E?!XqZ} zBqgR*ru!7m?@fHzNaJ=$W^k{S#2}$=U1fayxSRr4CLB1UA~-QouVC7GSlq;|(;8%Y zA8*PF4&xcV%PvHEVJhsI@0Kk{;wfzDo81y9i-t2CofmVK%ysrAmHZp4$U=~gb`)hSPxs2M;HlKXkZ}OTX_Pv{&cR`P*xrfBlnw&-p1H8F^GXk|( zVy7V>LK5Y*z~7XYJW;V=aYiZbU{k{o%Mg^sG(6*i(^DpqPVx9_Qdd@Msy(T!l|9V$ z>9ngDSnf0|SJL=5HjJX9RTLp+3=tMz24Yvu?{Q%(QBlbGQ+-L8r7qy@zCS17h!$uW zXSSf?LS@$zG7sE0mdauT*AQ5Rmqa2~3_S$h^MFEew~h#!k{Bq+oi`z{-7^;47cROu zeV;J=HX`fE7e4SDD(X=*gB*tQ#1O!u5487NiO3{uO6Ma0SPACz&m_j`kyRq^Yh5=6 z=lTcj)Z#3*E3~~w4Yl*+ zZY~Sab)09woROmZttwnAf35Eh<#zbB&0I^xqxf*m?_Ds%%*!FDfI6M0G=QR(pD9!} z54k^eO8k0^aFtNqcF#co+F*fYFpuDx&Ky4xLCg$1THzNA>{>vw3~gJNB7s#%;}+tQ z-Q&r^0_p|NMvw-#6Hxb~sro{nFbhc5M1x;|cF9sM-`zdC&_6$$y7`QjR4PhY8GJeR z-?tf}hd_Tn!w%mrZs+|j^3-i+%eBkufdN`BfB*ZQtrjQ|KtI&klPJb}VQZ(c#;;Q5 zvSfntr3b{-5Z$^dh(A~QKYR&8ha(B*oraYk{uXR;lBov4`v zu!-U04b_74eUO*P*Bti?*IhjTInd(WE)GW!>pPhy^m6*W78U)kspiXhg)uZiYz8dG zl?FR@;n0Vb5B<6Jwn;nX_LEoFdtCqsJGw!2ZiW^{5N9cB(+>@P{JwXYvc|EoMJNEy zqtxm>qUF=P@dPt1JN;-eRc>iHde$7DahEFIMzRKU$z`H4bo^Ygj8 zS6zS9*YA1NTCd4H*DI8F;EGkg10<8+9V5feE0CWsI_TFdHl)+o76q0~5D-81K=jg* zt!7LeY)LYDCVMU4g8ZCTK$NQQ?9JX$3D(BgM{lEVk&^JwNjBD(B_cmyGQFYfpr)z&$!=F~l-2g?U!Ttg!IHuJ z6|3-kFh%B{29A&e#PPYs&D1b&&NcODMv`@HYBLj4%+^_(7G-%ONRg z?C)Alf^1K+jz*Dux56)@D)NQp*D5F?%FBFAX}=A<3eE*8_HUf2j7`ac=B13oec;^> zJWix-M#hLTQHrK9LwQuw<}g&j7*DYB!;9ty5r#c2r=7W-a7B!YVVW4|8}TluvZ&i& z4dWSGhOK1PT66XD$+m8jFr7!=L$Wgp-A`DYfr?eYqO{4{@$O#fynM@vD~tGq)#CSW z^c5rJIDS*GuamzrlzULLEbO(#$FGf@^uCVJj~Gmt-KNj!n!8mkNESQ)m(MvTo7A&_5`R^D2M5f$m!vf zI#_DPF8kR9^-l(4Q_np`>0tF}xW}w@?iR8r6l)+a=3X^i!E-nslowFK+v3&)+KtjD$=JQhYSu$_JAD#vg4F#MNSdbb)Ct#nKsV zvQ&mC)RSIJewodapl*1_lp(@*d}wP}sAY``@#pWPYm6H^v4lAF84@_YQde^u%a`S2 zxgh$bSdg!!J*w%wXQxijtHib;xiyHss+~SOj(!~haa;yWlJ9?G4?DzEAua8&-z>x= z<_-XDcs!E5Uq@YfrE6Yg(>kPwz5?o{6A=8getrBm^V?RI$I+FSxDCKp0&<|gQnV{8 z${OWsz|`_jFTRNdJf}Dh+6FCt1byP5Ktmo{ekhr3@eA7LzK*w4ltX6t1!+;f3I74^ z!;!axyqWhhocn|63dLRmgd=&O{&m1YrFhZrfkKGj=v{=&U2!EEYv0cZS2>(jEw zcgM~mD*JnmL{u2N)y=#MK1dSPbmzUr1&Du>vBlc-_UO{rP?zzu>@H*v%#wePuk15w zrtXOcCLg{nb`~O%LjR5KecXV|jAPcgL^{@pB0B8Q-$*+1KrU(EffA23%(Q0%y^rk0 zfd*QA?(lD1VIyCT6bR22@FWSYhU>BSUF^NzTghRT*G8$prOeJ6t5e`zsOijF9n^+K zX}Xpzlv`p>B6}fR0nN|enj`fvlGw|hQ6TFDt%0SeD|qw_(1K$7wIbg7p;SAOvXCNl zSO97&y(o;!vuH(*1PZjIS zlfiQKZjO}Y89JHnJNvHi%~0EVExPyF~vgyO8%A(J$Va)O^tmAF~h$z;eBPo-&dVZmE9lh8X9 zB-i9y4Q1fBEKGyWFftY5(u?{&FXor2s=M+dxY{~q0_0_2Y%y5`xq>-$Bpj(&CK8b3 zffIDd@!tg>5o`o_Xs8ty&;!z(UHs1Kg>g+pt1{8!Rj!I*0Tfh`d_a|{9c;uea&VYw z)*Cc*Y01=s-cq~BPlozlJx>WIs)%U?qCyIQ7gK4WM>%ewN=>j{$fg^d}CVSncs zpWc{z{yPYf@u1SFp|8#6nVK13sDm%ibQ%@ufS_sW>kAum_sYpEhc*I zJ?z*B|HkaxRrH9T(1$;-yZ#WTt6ys2#c8P8$<7tT5$EwfOFvpfhKgE`i{Fo$^~f17 zVkkfAuU9b>d#nB5X?d8I&hi-CF=TrH`1+dmPeL7aK6D`?vglW54)PSW;lAUEnl%e; zo{~a(^7Y$BI(~*8{19u$3%>KRn27hD|^oewcw-EVdnla zJS^F(h3_}Ts37yG-v>lsnjuN8VZtT75Rmos0s;;FeY-4^D?B$5Izd_|HBrVd@6>H{ zY#rskj8e?JJR?l(&>rA1{oFLl?V0E2iYR|SOQstM@TWG_a~#bx4CdYsSN375e$7ti zEhJP!lK+*B*vq?3jl<>(ez4KN!!G^L@x2+@8W!H;LhOFO-xj`rKZTS2wZd8xtaO&! zCi(nIJ6|s6ZL7g%dRx_{d8@^*=*=1vq3kOm1q6X%j!2Dvo5toQ#FV_-rqSr1 z86@|vp!zS{Ef677(yQf^{?HpUiIcsQnM_sBhvfnk{jg1Mc!CF0#Q; zS$rD2qt;cRZ|8ZjucIPv%&xmYXL35Q!j*k}7v}@`k_^fmet&Uz%KmaYmGR3={@X2_ zVPU{9_G1^l#^cu36wsx}bTTqpNqB}zx5*Y*o zT8fkm|D3&^HCU7aCr)KtqgF@d9iNP-0;8~J!q$!xbug`<7UVzYtF+oozJS$G@Wx7D z;<*{*>H)__03+$)dE_oF-hVsR&~f8~`*yK?eiP)UTiQT{Wx}&*x=BCS?5%9?stg%G ztrVOhe5r@+x)b~|4+&W6ud@Wq;&9pxXmA{m-{IfSNL$a`?D!3JBg|B2eWNktU$+Rt z4e4dg|0)hugW{V*lSwm8i`C8>Ph2$k?4;?+q&R|_h0C~cAE6lND92|SDXn#j+d}hU zcVp|cs*%vP5vWzqr%&uOz8h~(^{UYv56AJC^#hDU=tJ4jH{hM6Al!^?a-rP8qGmpr zd1;%9$Vm0XLYADX>lx?!)-VcRFKaI8ou4etRR4B%^s|5cY&jZ%@EYngfht2C>~TcU zvr@>1#a~UQVyI4=-UF2$$v&QP`Exlzsfj1d!@;;T7TD;ONY-0;YRSWa#e0UbPc}XO z#_%$>k+dP&L-60e z!RrA)di=f53fk{0l51Nn$I93&4n%kbY-f1Ohik)~9A~tp`$@!X`{Dv5_H+J5f9H-W zbd^=k@LO0Dr=e350S&I|o!3l|qJYf%?U=9jr%IzZj!B!r*Msp0s)UnKv&Wh+V7k*5 zrsWX)dzsS1_brwhchNzy{)cn`g;tivk#TkF^S5ylr5i>vjc8{)7?kNUa zmC^9RZT=B_{#L4bn^=e_4+@ZHf{H=?EWkX##eP{j4TuXwkBIU4WRlq9GR(#q6Psu@ zN*&6>qd(&sbFhe?VRlWx0ZxtJ;__Uf8Hdffv8n8)e=qIk%NSD-Z||pat;a8#DSPUZ zTNE+VxR!gL#x2E9y{v5-+&hxiv@W<|3-1H!9@QK8+ZVoDoovT%;$zWaApGr|SK;s& z%d@qO&vF_-8ebu&BlE;@9i`fRT;bM=_ib!{=b{C-5V5o#yrD{LOhR zzB8Yae~^>V@yvk2Ii6po|2L9o6i71;yvdicAbfSpN%MdkqmR5b#ustz5{?&uY|q0P zHtMsXdcD<%ydJ`FA)2}6=D_C^Up^Qh2P)vIgeslBX~p@2D<84Ik`fblCH*4b0^PFV z>u{$yREY9ju45DYUAl#EBIy^S4-A~a1s zQTouSah(>e%o`B<@y%_)HPSDn?e8?qU!B2 z{;c?plRFQuks(W_dP!QP8RdTEuJjB^ox%^mqvJeB0dlkxolOwX0sE5wzI=IK*oys} zJ3XBQNh|!qcQ5Q!ygW9gO5Wc4wTHhUCVPcGm?Lf}J7~31Dq!xzZ56}MrI~G{xo}B6 z{u>9FC>b?nXAj!V?`*A}G2q@WoX}%xtmvsMfj=#3BttfM;4}P)lPp?w1h@4qnCsgx z&rc{X?V)1XzY&UZ2`~o~?YNFi$4sjV16dIN!+y~1cLhTw3Z|q8XZ6ZnQrank|F?pL zS}5ttv^ezqk#$%a!rTVrDHqNU0+aR7e!uw=PiL+!xU_vRP}zS;;}6)o;eKW&AbUoJ zAZoPP&M>7MuvPx}w;MH*{8TOO|9z9}c}0C7ZSrW*Zk``2oX_FBa6S3mn>5UblrlQF zE8%DG+OG*Bx0jvQ_Huu1030xIqaE^&U*^S#f1T#$8@R^%bJo-#5U`fbkerbJctSe7g36cd1OOb+Y3!2F1j{jV?Dt#pLT{5O`^3uT^UH#l*$X$CWD zJBLV3XJF)K!6uRYcE4MOT;mRgDhlIx7Jpy9j3T{hpN4BQ!ryoEX`BdO{*7q&c_Lz8 zA^*^0c}c33Sb>Tsg+hMIO7ff_pG_C)Zt!c>#;ZD}PIDdo#!KYaVaBq_8_(t=f5 zf66I`#^1NxTKQ=X9w8B1K-xK1Ue__CEu;-jM*I8r`7ClQIMK7dytV5lYI?!yMyqBP zG+%kYSn<_*O3`A?VE{*&?MVq$`bS)D`P$1?@_d@emOH&ED2fnzQv4r z?j{~~L*WzfUP3>YqCXvtvzI!!ZV4vj-+1=RbF+O$>Nou6JA&or&hxhXS@)j? z{I0NG+mLANXnOzu8E`SR?oB@#b)S$ua2b}e7q;ktd!zJqrf+B@Ix|}XbB3_-oWG2l zI&B^9{(fX*<}5BFdh1X)+bb1US1M4bGTZKg6RQXgy{AnQB>ms{g;2?j?C*oAXufNnJ(_7ifkj|oThqzUK1fXnBUrUi!^dNApOl#6he@W%?>s{p`3so4 z97L~+A>QvQv@C07VwWlA_X`48S3qvkOI?iAL24-ef$>7`#H#%}afqrSp>HoI|8oGl z@YWpjjr=lDozuv>y@jq%Wd|dJKXz&D-7$S*cB#>ZAr06S`lGj+_2S6%sKzkjNh25w}s8HJ-*#arHCJ zOmZ9IPh86P5NU{nB8AC4914^}KL4K3x>?G26_*EBGCL107p>CqzT^uo-4k$H&>%Au z%{p8XXf5ZVocHN-%+6jufy8O_+^)iu;+Xp1f8)Xo4%)*T3i~U8zaf1Lb2v zD-X#C{WTYf@`%w^79SDsPd*HxN!D;Ew(Tt=)G2)0BXIsY1^=DZtcIy^PK|WK=PQj> zdGz&aq;~%1JkANoPMLpvx75OxZa#b9Ocj$yw)ynopl<`MzAQg|KGWZ>uoPO~gy|@w zA!BdWg1kaxxUKXNjFA9Ia8JVs^+CVexpxT|zkAc_`4X*4N{m*{@EB-s ztq2frcoO=`9sf4E$aeQ6|5!8Ggz?|WjqvR5Z!;ne_IvwV@;wdR$@pHml#Flr8BIklu?Y)1U^@5 zo>2Pnf?D$FItb!}t|DBl3hUsU^}uco$|xKeo7vn zmQgQl*pt&?bPEhF!fT(wV`pnQIu_<@cjOKP_QeADdM>PQGFv6$GTu-Jj+i zev%3{M}^_a2!#MEi=(``%weH0hfFPqFgMdfxfIh?AjeMyseexz%Ph=zznVkyFbl^D zSYqjT+#vy4pq#>!R?62enLoeQafPpOr}FVNE@a)oRP|V(5Lq3rs#vdOiHDf44PROBYCx1NjrfeNImQ&_ROh zJn*M4_dU_P*3Z7f>7!T>f62$^_J4%KggC!}3Gj#^!9s2NS3^(F7 z=KEJ`U{C{RD{HygMJ?bL%rYW2Qh3VyxVK_BAn{r(VIj3o^ZR1SwVHI-7dQspk41V< zz{*Q+q~G8`ZSMGt9{(0F&Uo|2=RpC#4HNgq?jk)So1)Hx2%q1nlXROaokX{EeJ82~}>}&uZUl91oCmdHv8Sj})-kCmJX<7I8bxCg60+6JL z;C*3<{%p|A3F-Y!V^BFp0>i3bKUx@{=w%M>GA&ef3Ze^xaq-*Z3jgid7|wqf&%S_n z4xzJL(Ut%K(!Fw}Hc*fr_PX}J3Af~}PEtI<)Xz1(>NugadsOE`raU)IXEiZUZmEt@ zkXh`Qe?XBS`w*!TqELci%W>B!(;e>>`hsbFeqZ-{AdV+*J_F}9t*OsWE7+0?r_q@k zQ+&Uv7k@gN<25cj0pU+$MSopFSb1Mh#&Fx5$wvHKlBG>r9m$bm;_`bQ*p{}shlJCl zIDIdIqCpemOnB{Zifb0cvWUjt_YW%ig+^-7o${OASF3O>GaB_yD1e_8xmw6-jWZ&P zG|xM~#asK~645)rra&B#!roJm3&K%E;#iEuen>a2BcW3sQn*t9*Lq{to`ARvo8hF1E4lLd`>t5Z{XGF6 zqjzOtJ5+~h+s@ZK9oWsZEO+MmEhA;7vm%aaEm|$5T9YnAD$njTRP^uVj z5r2=E4?Oz4)@g@yduykH`rXUVbqM%yqmH?~2o8xlE6lf|R7nucIJRLjn-?Kqa+-sg zje?kYA*`5mI>tygT!(lQm!tpQk55mBGy5Hw+H}^7)tcU*D@!V6+?(URKwX6{At04g z2?5L-@AxLxl-yHkgivRfvOAeZBLu@gj$T4>YWv){MUQZ^UZ^>Vw0morUuge$!()_d zo}_+Xt);93wLH*`;jU3t!sb(o`%jqdjU*k8hJ}p&D@vU0RDCl7kVbjl;GF5_^t#z?I-g~p2<}m zJdnvWf9&5Ahs>3Tr>bYO@>{k&Re+O~Zb}4Y&J-%{S5Czlpfp&~?;=k|8i}&WCajD zc$t9+)bhPWhc7K`zlu}u3Ajb*Sex7!b}B){(24(|VE*J!BR~y2ZrXW1xVvPy`T1Q^ z{+Q4C`Ffj7KH~n@N%MKjT2`98oAhhByy?@hqH%&-to%6BvpLpa`NnK6qIH1LiVmV!*0z&Nd{``2Xy zf3=wcNKdfPzg^?kZ)*|`6Fn~PopNrc z!Rl_M-}nO#bj>UAa8_7rSjEq z462Y=(37f~sUa#^1x_YJ`+?17k7eT;>@Y868*|8VMUpfIWYcYUrn7Wre zo(u+VSIHm-l`NaAfEF@NXeFHZ4hF`?Nwstm{FLB5R@mXGK-Tc-xwLxE?RxRVM~>&$ z^L*awfmd&Yn&_zOek(j9Io-?==eQ<+{XqV%K#@k-V8j)3xNa|LRCM-BnH8Lg0|SJr zb>@=T3k>uct}NnY3T6+EurY!VuE!3+WEKtdRSd)_KTijo_$w(4O!I+>-6+M_*=0UaaV4M{I4`@NHBNVR3(_JA5zLALO8{njKT_GDtKDq(9>Q)8U|l|O>2SPt#}-t8iC z$!xdmE)W|AcAbUq(0(T9#BD13RKO?TmLKowBv$p|anSpy#}X~q0B*(hqCX?~-HI*f zk_PVqMbnIA$;VX{6*{37j;~2#0N)9fMaJz^M2Z)Bk=NYAwg4MPSvP6BC%jfjb$bba zPiS)@`G!@YtHJbd9LP*0gJg(FO)g7qS-MH?QP;q zs}Sc;fYYr*DClc_jTReY_}}g(wg0p%GA||}rd=gJuT;QfQXub8Nn53@&Q`5}v|=15 zllz1{z;_*oo#`)G+$yPhEi?v$B6Mi;R`4lCs~-?aczN*7}p{S=A?laK8wZGBw{nui`ks3KWaDO2%thB zQ%x-v1zrrR|DowTmLye{E&4$W&}s;YO0-ti6SNkIhOd9rd3FbFHRv*mAl$dF4G|u& zCU$`gjGnziuyg$FP)<0IEAqIy=?xdMD?5|D>!19m5#{o?1K|_Dw%H=E*N>1g+wrj1 zI9Wt!#?`=~{UQRrR>1;|%6H)-Q` zD=&Lax&?bfSg@vVP%dbLLwcBKejl|t`Jp8zW523v;@%2KVgkFqf3-zfuLJx#TgHrq z{_7-`QD1_QNY*m=Yq}vD(Tv0_YSq>}7I9a-F}ELcS`fqh%!H=Vf1}S{mU+fs00)sW z*o0WVB))Z4%8T*t-WkHOH5st=W&MbhMqPVh3vVV~mp!{Nzip2TFRh$yTPwW!rf( z{}d;WLR$uYh-hU-Q1f1LhyxN%kl)^gq3SsU%S8eko-$YNOjqet@hkQSg_ti69hF#1 zD4s$P$;gp1iH@#ln-|3a66Q)1Eq~v{rNOubfvLbGV~a%BjYskGkD7<~K}%4mXw=7j z{nLYI$8v3M%x(`WF-QbJkxH-8st*qypfv{C+;X2013k{(XgO4kd*} zAEG$h8TTvG1@yEvQ~ScymO|`@SUnvG)mwX+9!RA|O(BbUIfR<3pk8=j$T$*_JkZO2 z=-+zm*3{KTjSW}=v#z=u*@Nhr8lo-QrXt>cUJxG}eq5gI#*x%76x($g)WH+;O_&W#v z#m$h=*>zf-5KYanZ&ospFA@e}KF)_7!M4?=c-{6HcM^E?D;6dcM_DpXh? zc9kH?NZ8t$4L;`Oo2NdhWNwTwuXYmUo&~FzjA9FaLqgR}_c4zMyfShOZ&3}*8r!qx zZ)Y-NLG$^1N0?P$udPk3@A&fd^=hClkiTE)F5$j@h1y9l541t3A1|hXtn@ggj){>o zU6Ud#w1FrvB$z8Vyj)ei=jUp9-1s&*UKq zMY}n&K|C(?I5Kd{F|sHs9NSz#oac;y2!3N(1emr(HXQB6Xb55aw}UTw7R-sBGA`Mt zju4Drc>$+|qQ&*T6iqNSgEiMrnIy5i#FP922uL^Ns9ld7!}f~)45Tdpy1)G!?>+7u z5U;~IQ1{=sYkv8x3$gpZSaQd`2h;YK0Dcmg^#?Pn?2VA)FmdM~=oIpCb-xXfskQgk z|9Y(bNz)$FG;!{|x4WwwF0Mt{lo&a4HPp6+5h^cL<$h6>aTxwzSE%oU6p6NPe{ayT zS(vi49kI6<{2O;wCD%UY=T(75G7 zz^9)Zk~ZLK1c-Yg@f>B<>!FScOxFJ!X9Ca!&sBrv01lWaiW@4_4x|Hq`63h zYtPSdo;`G+R@xn@l#wfmXTE|R-+G!Fe(hos(!G8`)7c-1^M!+r*<3Au-?!tSXb#>e zq`+KK&l*iITt#uhsK+BC{&(i7vvPC0Wp{8}a)z#z9u)Imbw2AE@z(wRt-13>d)Lc2 zql%}aCSG~{+pQtwF3AGn|3+qd`RB>c+;Hq0cw_6+6rf?QceeknN1A%{zi)l*>$AVm z(~~T7G!8=;7)bIO5&pFlba)(aRTs??W8?LvB|c9H=`PhhhO>o;ydLRf0>sPY!{0~_ zcNMu#Y799oHt+}2o;Mv;aBtMIRYXV!0(>baYWs(DnZIet@~r-ADhCgKmRL8mFzUj&4i8gOq)qz%pCT z=nK^Vg7KWUp27e-K*Yc83M^~9?}b&!!s6EVgtTcmUBRR+Y+;%@~6 zMzv(9Zg8^r_a#Nqe{k`&YgjqT5l$SImw{JaDTlcl{Lhjl|K;9vg@-TqBkg1G3kNi$BR#u+`I|`zva5wU6Hu;{VQpU>wh8eM1SROwyZ63}~jPE+rOw&>NP{ zz1f}f4>K_p;h>#kE&q+Yq>a4ZGMT;O6fCzHf_hJns7L?P@GE3Yi}uQUxO_$$@$(%x z9hzzN+S4?Sj)C211jV@lx^>3t`ah9w`x+pFL>q=w z@}gaF3yz2+`-r;aSDhclEW9C-4QMyMIBexN=hZ`?@}v+Vi(Uam2QzlC_d) z^8+5sj2f=Wcgoi-}7b?h2=KU zbPbD;II~ycdOG7O5`ae#4wkzgQ3E9z_>%afE0qnY zpR|-aSIq^tf1k!cePkLFf8P-mGf3#Nk7wxNWboKFQul1ZerR%%3kx!bNeYdzu79Hn z`SKgDa8g2j_N2gY?DamDc6r<{M&FR{Ewg66+-v&WHhe38+gD#^UVQ>_eW!!ly0+Sv z=|5S+id5^%@74Y~kW|}`zpB^yzhWLiaXM9Z|9YpS{p}$|2N-*?w1#qohM>gvEQlh) zi|r0Ujghs&t|0_G&f|gJt9@DHzb;Qn`pRG5U48m};36wS1(f>?$-&e0(i6%`eW0^^ z1@AT=ZMv-N*FyVUk5vc<5CsuzpZxDF!Cjx=P#%H;giZK@ueMy=nIv3k&}0IotP6)3 z>3;s}Ms=F;{tSIs(ZuTrGmvjmKS}!=6K4U6~&xxoHeEGk;s+>GnLNr`~>Lur!1{>SO)E)Mf zdd5E4Uj^h}a!^{Yqd20$e&lc6`Xeg_<_JjA1aU0 z{`GsZ&DPb^9vWukC5KfbU=9jICelFW8__LQQDI*_kj~gKek144sXQHIyJ-FSBjYQi zj+F?DjsTaGt5>QAteLXnvu^#?`Z7CJBMY&4-|jpdyVL&;NQw17)0g`2p*jXMyK&iH zA8LBsEGK_&2E0jk1dD|S=G7)P0Mq-P{(1}VaO)3#W)6pSA+?Ij8a#~YSdc(Pl9T73 zMt4;5`kJu(zGgzI(vLxY8~g(c`YRCXl@0~EL}aDMf2aK=c#<{~`-U~A)e*PG^dpD0 zgvb&3`%E9WqWFCUhf{1|ecl&OoiOq6Hf6rSV0?0{asgg1{LNb3Hy74wDUEmfwqLXA z4+k$Hc+Jfxh$sEH>su|b*nq_6g+hsc>3tL31A{p3={VHK5CoUXuAi4PllYh4&M;7M ztyn_5ORESs#R1VLE)IT7BE?}3L6Tfm2~kUl!5cSpi;9}xTqCN;+)yH<1pGC^%MJg(kOV|b z(2HGMiXMFDl$?akw|oG<{O;xF#|&GZ{uEU*^zfu2K|ANpXZ~LMVbSV$&KgqSQZ!m7 z4moC4kv0_2c4#hHWq!HWm~(lr@!34h=v5ypjgzZ{-@6fEsR|b!{+TFWcT#Nj(QB#s zOd;^tS^S*7D|tDUKFpcp;nTd5lYb++N-T~1X33#?8=}p2j_cHsC5APeK)UcW04wmL zNhoqc@&Ngl_)1>EblG;v`ZfB0tE?46)W0-0JQMW&466!(OZ_Tw+M3VH zF$)1r&Mz9cP&Zq+yg;;-(JF7^x)3Yt>K;l1&$d3_3JcD`zp=5qtzlbZe^{|s`ilny z>XTcpX(!m5N=Yq*mFc+x<9B3fYzKcaif)jcmCr+tG)pOd36NQMC-?sK#}#*J+29$IWpT)9SKFSMtj{^y7H(sbleJGB4p< zeB)*PwqRGraPm*R0l)t8t1mR+((8R9-ZIk3ll~U@-%m~>_rHb>T)dFs2GiTs_ic^; zf9)#%jX;C2oe?u&C$_3BdGgP~dG-_p_PqXjFA^+DrK|UiqtD58oO(O=Hh-hn^K%#= zFKO<_qudfey2R}pZzHxJ7jsz)sy|W0{C#(eVua08gx$>1|J?{VFVY%lra=ryk+b^= zz(jSQJ0&IO8>Frk&?Se}h4Qz*evJkB0_b5wI`Nw?%#W}jmd?k?1gUUTNNSlkl(Wpa z0sT@#z5m|7q793U^EaUcAMnIhZdhxn{`#1qyLlk0e#Dd%$8Px6$9X^%jgGoc+CI|hoI)$G`1)rt>PNC}lktzmab+lu}$9ST=#1OP1w@H}b zRpyYL={|%xnNrWj3rfZcWdUc@`mNT^-!ah}Va(|qLWq^wTKL}>oRZE~T1ibyMy!Qr7XgcZ0 z&1a7(GcfzkIFkGw5^{btuB^rE%+jRPYC%b^N^N{35nA+btZz3PTaIz)DMc2s}hI?BgvMi*SG6 z?Sq@AZvXr@wnS?mJW|mV>|pY5GBk`@@fO}+Z|b~rJMlfZw98v|V)`QE0Le=iu)Y>- z=G)8yd2^<%j@I7Y1jkz!*r!$?1A>d?;UF1<==iI$gove9gs71!nvS2Xe=C}-0JaIb zsgAOkrlE{j;&JO>D?9ALUYLuj{N<1$LH8c>;qL-S=QpiSV>AJOMe3dPXM<%Zin)q{ zVPA#cx+sXY&Bj=aojev(B{1d37aC$d>+$k$1^B~P_TEu;J-O+X21R`(!HLx-@74!m z2*`vPTe)OVRILvrTV#c4gURen6J?ljKOuNL%H(Dbw>|$xHsu!S$Ne44K;A4&;tD&) zrR$F8x5w$K?j|kBz~W%BD`Gz`C}nLt({(pe7AT7KBjMcp(BH`6Bkc7HZO{02++a8H()V}jT}a>n1`kLl63Qmokz&-cnR@i zrletJDilqI&3Xd4?QPA%FNg3r3M}A32TD(e+4eMXf_}ZZoPTGz6h#5Bsts>z9-?%J zNIO`3cJR0WR1_z%VjKs{)`;xRxqS8a-*}(vHDK=uF2fHwF5x?2yB9?k+OQi4{#aen zAPhMHvy7%ci;cM@EIm0b=3)@wK^ddlv$a@;Du12WH864>tL%loz~Br#aQ3YJc7p>E zLSu|;13$q7iggMW_Em4>`p`1!y#ekfZFTneMheoWcEdFhx0m0-oe;z=gK1=%W9N+B zpHGf(8BTHh=y2vN_FupLE6>vu>keJ8C6{6dHRrDWSM|^6AQk!Eat%K)^Vg4S*y-ZS zzmFYxfon=IVx;WAI94>N4zz&K@->}1i-8n>4P^KdgJO!T5CGgB>IC4Ostobn>U`t= zZ+!@eosoj8zPZNFp%7USFeumsqq5VVZj1LTrq4taO420x6)>!>w&_+~R?9#CP{1HOpl9`NX z(zyI}P=6XE>FMPB-0kzB3K}gQ@2$?U>b5sJWIIQx;Pk&^o{5jM813 zGGhjz{6Xgtd3oRzJ>9f|da@IZf9})V@0;RY4tZWS%rfq$c3j~8xM#f^T($HkAX3U) z3hK7~?`MQQG%cmXu9%yQlL>R4xU^L?h_0jXm@J>)uNQf}jQ!Rste#$*VHPyYrEQNZ zp1s&m*TSpieIA@I76eyssMc`LQbpR)*j!O*&ydvt3`+Xu1#ED@Tl`zo7(dwey9ob*DKs1YtI&3C&oDS*JT zSa1K^tuNoX~s%iRcGC%X}agN4!$+XNUA!W3k{ri)ttkq_NpO38eGd%awLW3mtUk6Cwl!R!Q&KQk z*A(I{oz-zj*zJQ)iQ#$dYY8{s&^I=^Q|s33W$Wkc+cv2%-M)F6!^4ILh$EcCmB=lM z->A_m8y$O?gUxWgQLBjozvUZ|58>}Tpb{}J4CIeOT-jN*7QL4TB4G;bUhRzq)){^v zxLLgooCS_LB;Qp1XHikp4Bs(iAIWOYQij~Za|GnLCH`E+yAWUeNY%;$z+-9?r@VxB zPW@r6KPx$j2#6#%{S^i|P;S9c=?Fz@;KgRCLosN3;OX9SvT^{QQlh)X1OK#lp9UOD zo^H-Z!I^$(FmWG5I-^*8$Kk7m{85axink!;rVk1cEgDX;m}tk;tRYp{FtC-pzPCtw zUz&6d^aO+Pu{5@?F0Ue4fqs8wdL((0WTv~RAji>pNHi^bYfUv!)ryNtnu;7v-m=O) z@Gn+8kCH8s8U#|>R$TP}0z7ChMZ>%)RBuRHKu$)b&;MN8mTvNwr?Ym#(TR&&ls&5_ zOWSbc<(zX_2KZ`errB3^fKK~j!36jqvB;l)<44@4%`KFBu_86yHX8gba7<1z_zIT} znR47asotkG@3S3=pZVgWvRM7Rcn0fMYRb8$4=6{lb$d0WoY|YVfDA`2CWK?r%n}~{ zyhUtwG-jMW5^_)7PaZ1Ca3(i-rOJ_ogxB zt^6Ufuoz+Ph6U4cv`P=qDnWS)0UxyaLRK|zGl=awQIj2J+v~PC0|2&Nb2b)ocL@zo zkfFc6emYi)SdzIlPX`-v3I2^OA|3qeX^af9GatB}d9cN>m9FfXqTj{KA*XiQ+~_xm zW7baABQ<6;L%kkw|2Za>fTQ#gYwfQ^WO{g|TxVQrBxrATC@^jhWH{6nRpmr;_Bu<| z4Zvhlox&2rguL+=FK9Yczxs`8(jG#6sY2U5!B{xczgy``6iDecUMRe5haXP-qz0Oxp+) z{M;99HlL2RmenZ3ky;0GV8``InN&kaqWJ~XN7I54stsgkao^p(5 z@I&XZh~$>dmQ-igPmu4m&V!&HzamtlfGgo?3v?fW#18Q)!dQ=hW5`WIs;t+aw#oX@ zSj7Rt7syH&coi2tvBAZX*&_rH#3tquiLfPdgHAE9SlgI=q?e2JP`F{yDl_mT=JYg( z?#)yDhbB3b)gz`703m{g9u$a1@g7pac7?qb(I4ApJf@4ngr#C+#*`RoJwI3uV-N#W zJo!#OAaLwE3oh(4xTpIDIAL4;t>e{Fytr;Qr%;Ib&J=n@0oFkHtsADh)dAE5jZXP` z=K-}~(b=#WsD0=Aa3}tCJ2zUZxykKF7pMF29|rO1PUn(`DC`3Q2zzM#+jQbuYZR|9 zdffIXQjA|?sAAog0T)a*8#G+<_tm#LZ>h~JhviG>9uoL7X)5jrZ24%P$xm7nAQv=c z@mZD86J}nOSKY;<=6h6{rmu2*MHkP#Z#D$U>%;|Y`3Yj-Z;yPgK48PnjeBjP&~BQB zGn=#oSuG7&;tS}#xVZ+#WRfG%();>j;oCSb@oTskMu4*Xk^^4rudcU_1lHVH;@n53+td^!4%%lBd&d9xHxs01-<+oE%{c*#e0CiE~5rg1h8^s zVmJ<{BKlXzT-ReoVehx7q#h&_!$LKV&%l?eJX`h5HTO&gSeX#a@6Qh!Fqt zML3MptCzThjM%dg-wLks{8|4f&F$eZdN~PLvRThBdD#=l&bdtD$q3p|{EZ8tuD=RiF){M2`M&+hn^II5E;nB`x+=;&s^ z%<6e*1n?hf4c)HL{UMw1NSbM=HN~(>mXruOiqgEAb6G=!Vk2(ZQOZ5wIdKXgmT_PPA@agxt7; ziXzX^@Ma`5Y29QPwPkwA4d|Konu24=br|sN*6`pzqFkTH^~2s;udD5hF@o_UNujOu zp81YdxHIg9up-Ee5u4ppNNt+nnCHDTWSCdL*0O4!|X`+h7t_*&r<~8j(;67`uIMpYdLLXcY| z+=%V{V47%I3RiF)T%O*W1iACTPT+eGu=RPb1_f+m`ny=HQFLYBH~#57;Yi*9P5&xM z@cfA;rmFtYNP53?J^-ld=hN#iLN=8$th;qIFP4}xg#2|9*bK<^ly5Pu4nd(f-znWU z+~~t9Aa)>bS)_ji}x{{5uC~smR#*fQtav zi-BsYtHcN8O<-O?dvy}%ow<~_x}2SSmQUa^uRusn$B9iYfyVO%){>HVLxq0u%Wr)c zxD?qX+Z&9iL`W%W?=ZGnoobfId>{8{(+(GtXn99)jDLs5xlHuzJbv?k57>0zR;gXuje<(5H_2TiI6Y?6hjIyrS3`$)lt1 zVv0BaZZ4A>EWtiEyKVU!m9Lpr(D<_}lp6?SF3{oM`B@hGS^7$vfs|P&tu8QnDSKD) zt4BH}-^l5hTHb84d1TlBxL1AoS$kqVo9J{`g-8+;s12;Qj# zD+P*3#$5{ZR#K!OBD`()8BrWxAiJ1?q4e?GQ|TM-XqFPV6B|S0S%`Cg-&|PmsK`J< zoYw*2pVy`lN3pSa7OUUl<>eYFJ_|9s~Gtyn9p3aC!|m> zTl&AaF;=a22(Bel7GsTzcnZWHk26nERYWIDQ&VZ^K!28bqENpGukh0ttj zM{Fk360H4J85B7}il&PF(Z)*Wj#;I9p49VVFA6!xN?)GPrqQ6EzGf}f9Tv7+ubWwg z#4SEZHi`x;P^nFL81}b+0YZae^!lkYb)Hi`1H=s#ci~=1S(oc=h^o?p&<CIk>+ur4A#J>5 z!u9rfEkIg+jRn_68MQ6I-3tA{F?E9Y-+@J}{?^c-$$8xD-1~Wbk$H#aM!&z-6GhU> zf9uIX2bdkd&wu(5RzIMRFb@NN#-&fFH{FlUBl51^yipGK+7fuPo$ECdt3|~7N@x1F z?M@e4O4W6Z_qpj{>p;lTJdpCuF}Tc7&4h#H^H6Q_$@ZfPR#PMnbv`~>2<6Ojj}}n< z7BiPjba`!;22>o3knYsH&kcC%+zy&3MnvP+psLnv=A@CS(1ENMeb4fJ6x-(r{PQ`z z;>c01__2Uh)V$9{xlJX;uhTYo@2|g}S5jWDz7KHKZI)j>&90U*XCzG|@5w+3cH~?sy1x6kNaHHWrfmlj~T_w{}M#t+oi1X{3A#(J^-)`mm|-XMcVll8&BRk{g=_M$tH_t*pcXLaxFq;bX* zYz#pY6k$M7zsGHWb5VOaWFMluEoF`@;2bV7Z>B|T8M=bq*Rg7H^5zM`8Jcd!+Vs%6 zz#C@zZ{J}Cyi8J6Q`KqX$*0n6y%AEXIFB~sHyO6o>7~@H80O2cvds$~h2$ZL(S_07 zyik|iKJFUiP9L2?&1TWsALo4UO%P?kyd~u54N^+XyN_>O zarVIQl~?(p5+({8FkP40ZUo2t$W-S~Knr^hf~J1l^SQkG>3OZr_J40^;UfbG%%Wat zFw4Xr6|gm--{yU^%fo`c5?k=PtH!ICs<(Bg0(lPCUWMbHq$pZd2svXUd{bH7@ z+Ap$_%1??T|Hi{1mNy9bltYz~(H-y+wj;<9)Ci|s=yefl*P&VXVOe#ZSW!S%TtsDU zh_ogjZpNX?u!JOxp@L8onAceD6;;FJ%eEJyg+m^nA3jeKU*pmoa7|uV*3$gfXlr+Gf!KAmZ=BT7^#m_kVqVtRvJMDt~K2-g)5aBDKzzcZ+U=jQ-WrRGN5op5!;v zM8JsT#xEYTw0>lJJ}Xbqmy@VQEo>&WqxQ4n+hvw5?%OTOs>I;K#FHAWrC0R$d)0C$ z21!R^8|O3zRJno$6)@|d@3CC$e(m)W`p#Eh(%qZvHD^~(zJ9>i<7M)tLGD}p#dFXCN0C%tPH;~=)}f@vxomo=Qc#J-1Se|flNWUu?Z~&D z4VimBs%oT}?snSuxtT^p&jrN*truLERp32E;*v?I%A=rDvw`AG*x*pz1knM`_d^c- zleotpslj1gi#O>^LxvLIe_Q zW~LwC-0brsy&l4*MAz!bN)H>ndCFwuzg#drxf6M;F;<(sth??zaT@}>JR&tkBKJOk znPCo(wuL541n7&P2Nt(jJ@AY-7FU0)u5@|(1+*`}rO7qA3UEo6Zs*K{4D_LBE=E*a zN=r>Tz(O%Ry>?voaEpswE671-a%p{pUf751H=4nX4{D=_>|5){QTk8|&Je`bo1~w8 z;Hf6OPV1h&GnLoY%7f%AEgD^M`CT0ud0A=-KUN9-zC$VA4m#J(Y}u6e_n!Q)ML+Tf zvM!tX2#-esFVAnMmjJi2B#~@`yXTuNigK3fz1wZ4(dGnVimjLuEcqZUSQYVuoriQB%2OwWO1MA)R8(Q`A|eMfr!T-*j?CGW=}``vcB?)k`0N*lv-thNY8_ zETE`<;cd>bE4>SVBKEKQU}dO|uFV>s()~7TXosUxSOL()a3WwQOlg4y z|FPoN5jtmZ*~JQz@nAEXk?zALzws8YXy3lD_aTLQTKcE>uG@1q7tSm=p7m)eL(L_} z9I|%0r&7XAWv-hmDiPFc_{U?G!Fl*rmXLD2ix!Ne?4b(g2fJE%lQgU!S**DucT(G-9?d z5G*n;`Gm_YK~7Y0cz&qc9cnhXBJ@}XE_p|iJvq#TuVfaKzkphF<6l3n1S9_X73gn> zBdz?JF6bECUE0Wx|5>Ez+X%0BR%jywb|H{=7XWqqMhE)xnj+@w`LM(g{XtTgy=wUl zmmsI`R1smxgwiPTBXyS)H|3Cel_NY%95M2rqZ!Q)x9&%u`xRK?8+lxxLUFhpaf3Lt z)?k0$=-p%hMppM77V2?&zw&GxP-(L+yt+UNj|XyDOq*{xKs9MML#76;)9;} z{c4=9%G34aX+xgav#Z_S$8#)ahR(F>?`!OrhADmK1^0szMGpIi?JoeCN+T3**f=H> z-mZ|OCN1&=OR^4=^9mYh{WyUjF`&r8MSR^AOT6yvRZDXPq}wV?DL4OKa^UkCI6zmf zzNl1Ujt2@dB{?^%>-u}NHYRa;lZUBQYEdkiVUZ!J7E5!4pl|i^Td^?EIPpqhcqU6L z>vEzo3ab&t6eojastc}okt2+Lz^X#UMN)6}1CH1y|15I-N^GH=FsLm1U&oIuOg2|j z4Kr}5mqxl$4hJU~I%s@CyulV>Q0wnUKtSSfc84>8R88Ls=Y`3{=F4ia4`Bh}mjoMv zf3rSwU;rlK!_YsEcs91!vrkcKsFXmxHC~}*;%L=D+X7pDuqZB1YW=7Q;sTcOx8eCJ z9ZEGg2%354w24LOvyjxNJ}p%Nn2zi3jQDYemUJ)*@88s5j#`yAM$<-IBwPUafOE5> z9G`afRUo;&7BgsMl)%4ppqwZt$tO};@o?Au@0;12$JJG*D7jFUbzI19v(mhIREnf$ zA8yf~Y7SyqI>YtO^I_?_o|!E?3LFyn6>RgfX7ccwT;C~ z&0vZjL9>Z231$iAV!ILb=<2fw1m0BOAW$F$`az{hL&yBh(*?kN{JL;qt;=PH@UeR; zf_6WM!|=b#8$bOayoL=_hahZFz6;(_QALXIzdn48NO_fu6@cgLl;huSeg5p{By?Pe zuHCScEI(yjclXK+b0eJ{DRmA3Zpx`tPcg?bHa>V3{9+ zWbk)V81mg}*s>x@0xjel7$ineiz}qxKvPxY^?(jBFlj+c?H4I-%*L$=2jGhwOI$p! z=#Ii?3w`#4w!af3k;<+%aJMvNLL_xInXBHVK%GT^x~K~ot}P6 zuCtO#L(|OfO9E?pXVZvZvh!xvw|#S=uu+kjIP8K}VEKV6{b0XhDU#15QukiQHAjci zaMh-P{~t}~vFs?*bn6RZfOkXT5eV<2CwL>A@No5i?e{w;x_i(ay(K6zbFHU}%DN}U zX1iNE{c%0YU3NdQES5zmHuNrhn2HdWM26bzD{?mer7UpGZ_DIi zB6~k#;;SlDy^wG?EB->D+CoZO;$_wWxsZjmV3u&BQ-X!FcZQ?E%_8PUpfC7worY5! zSdy~hHRo%SaAyuB?}PhcR&8PaVGXPLHVejT{ov2P{p}N;gA|esYP{S=jcyoa9j|<2 z;hbX8%v5*{OGQmaz{6v?G-Co=mG)TWT!k@cZ7(^)Vwlu$(%-q*)q_QSB_(DWBakb< zJN3%_&5-dpTl6Vd%7YEkNgRVDi)K_vkB;=z1^%URp@xERA}%hkr?S|v5AL+AQgtGb zU41f{enxmWD)ywm3T!fC+zxhLygzc9MN*$4FW5!*AH8i>k(+v#MN(b& zf3xx`CU)PiRgi!4O#6q>3RMt<1qPw6e1$bcg-&0?CAa z6dXV>qf>QkxpjikheK{>!V(4)ZEEY9v2v_f$g9Zb06#@>KP2 z?9vzF(P_en@xt|RLvwS2miv!;7v*P(H6}0=7N$Z-P_9 zhW;X2C}jx3`tE9&Vj^a7DxF~3O9L?x{Gu)_NTUzpfuBTZJ5$u+y;Hmv^Wrx!<6?}YVnE>L{ngdP+C@M4 z+qX+a_DF@G`gmwBYk7#D5ZRp9_1ps{_6_-g9YUTbtMG_nt1F~J*N}UA1FBpl0`c2M z{mK&Bx8D|mJ1y7v<$Sz5glz9J29xO{>?vu3b6)PV-{-+bHtmYo}akR|{n*NYi}_sKpk2m;9m@?z@%o~hSm z)Qnu&hsu}&?UmNfVT#Hpk`$*l324`Bhx=pK>>1>O%3*}8w*#zqsi89d8CyRV3W~gj zwegWmthou-XoB^}dOaJzSGhes{cVONv4gxPt z&ZsX7d38E;Rz3npI`=TeYk6@sj)()za}{78LO8LCC)d0IGi2BK`8iKCYr zl-&zM_X4r`f2Rfmt>K`NT44IJl)H=n-dOnz`I?-8K2z$gn$`$`>{9-X1jJtFwJdgh>7||5olU zO+32K_cE)L^~^5NFvAU60ABZ^zndXpplIEKN*;@Io}g1zvuY=gbiFkQki%2L5bCN~ z25nUas%6q=W`JRN*m6%(WTl2UfA1dPOr*>cI%ZvcQ1|H}v7EsWqJMUTue!IrzzXGw zuN(&VGw38ohiV6W?*NSVcAi2`Q`9SCIFnhc@no2pDG53Ls|eZ$OEB>^t{sQ~Fd}o7 zBJ8I)i;*vokvzu>!~7eGmcR35FftOP(!U=1*Qr<~u`Sj?2`-_&7=o+m zh{E;IwB5ov%Og$eR#WQ>*!zBD5W>Ocv<JptmMRVzvJY9W$qwR@5?kCS^Hl%%tWXmF|_+8QmT5&5hKsXUUB8dGZ|i z5cU_GJV<-O5pBg$Xy%O2YXzzOM6_B?>>_+WEh$Hk86HEaxoMu zKkt(o?<%c|yl89+KjC=(Xw0Z6Eu0P&^=+RRaQzuO%(HvGekZ6Mu~zj#Q+FEI9bvx4 z6;Q1MP0yE=e@x8zU2#pXW~*~rr3isAwr*^SXb?$4rMnZ*F50D(@_ki3x-n`&tWr#& z-y~O%Hs#xG|MhEeHa@=<8yj*ivY&%l$sv(?IEP*kClJD8hzQMjr~GfUWS4joOC2+X z-dGOR?1>Py(Ll(D95Bl9>xYWsZ? zK}9)0^gh(J!GhP>9d0j*D~HGMbIX#RifSB!%n~H9S#}gC3lhNYB(p;>Y4?E0*=~NOUMG_K2?+ zLJ5+~b(e_VP|j`|8t932^9$0M7K*a8#RfdcaTcMx7;{t4 zxja+Fq6sF=Erat#?d1q<2FQ~AhABih0D20OuS&7SnkgAi^vbO3o&lHT94;5)vnDT= z@~ZSSt5PGEJS)`nbP}1y@OOG3;jO~@9&Br3udolEX+-`8%yW$LL?%(xzx~YUr?9UK zKhe>w86U=M6A=oc-l)-g=b#*aM-ff&Aw^8#4}J$q*+GL02(%elLW$Ee7G-(h0fkSKnXyS+umWBTu5YGh2wMn!9nTM)XSy?D^MM{?Pq7zVMJJ_M zC%dh|nOhxj_{^bnfZ|8C6wqKdi$GZT2^;R%V?Q*^eZ$ez*@UiO_d`{p5B!vXuHzry zFE#MbCoyGwIpW+50T+#Zy$EDm@-aL$a3*Qf5l)?#S8N+$BA>mlym)zxFkFgjaoo#* zV`D#FsfJ(0bSdasCGpczjxOJwf8z_qws)6CFnPa(k4KpdndE5`il_2ghaG(TWno_{OFXP9$AZD6Lq8ZJWTm)?)r)ke3sg7x9W_quE}vkuW+R zm!-#;dqCqyPr<-BV0^lCe~o$A0RY#H6<-9dDB-aR{ySbyU(7L)kM1&2KgF6-=7i|X|BM(^H=Ami zZ~>|c#P0Jc&me1i4GVkk-o13+ck4v#uBTG=@fzKcZk1oIHLV^90rb7vl3C zK6>`vcN$Isiej<^?m1=oQ(|Npz0##wk-Fn4c9 zalpDwtqWn^zmva2KE_0Lsd&PLK5I}_N9&$P^^CdvNhb^--e=c8?%x{a z^WaD>CrP0X_td-9>Q6gG*U!^e!gtc=SA*Z9jxRlfcq*XG6GgRBNT7H3xp5zdp&h>o zn}8=1XqI(+wg1+!w1Gu+dE@No14X(I5rkwl4*$F?X2yrl+2zEJWLg+`lno5R{+z1j zAK#5lYVuf?xJcK35X}C<<5LtB zw~u>`mXS>aSy#!(CI0A?s}UFYUY?E_2aN88ei|VZXQSxn@LR0Ci%!7ZMSL|EK~Ek> zRna|G$(jI)nw+xlU{?51w}iBR!!-yu@XPZkuOS`XsB1Zu!S%bh4 zqb1Y#^D)MAN#T3P@~QVa^6U}p3)$gAD#z$;`>uXgE)Z%m8zAnl6MG|OFNPaV5@m0m zl>)3kg&B%dl&XxL<&k!xapk9utv)5tDwWmm`?k@VI;IRj5Ypv?$dqMB%l!S>J&^?=eWh}b85{pHp@ zh=+`q^DdaLbH9uDOG|R4f{Jv+f<6x15nGAsCq`3*S= zHjQf@A77lXHKf7Q1mabjkI;_q6=uHuBKvK!(=aABLVMfr%g_(AMok=mYpYI)f)N~J z6fFQ+)et1Uzi~qT01BUENiWN$VFougn}}j5M*W%>21VU3um;9}@Cgag)wl?EArla9 zTks^;c07M4rP;-Mf%cpS{DawLd_>jjmt)44U<)ZFtL1poxD5#%uLv}?S9FTXZG)cU5h0K1XE|; zOR83!0kn5i*DOiM`(wUrDtB$_Z-S+-2I6gP)&J%uFO!5#oGs808)2Rng|p{L4t=te zoGHsvxI%y0HKNQIdQW?Z@6o;Kwbr1%gSv+)4sU<@>wdHRptUk-HxRETdn$X9y@UB( z+7;T3{iSFi+ZoFLy?krEp*1;-ssY^WskleUCmM&drT;iV$(87@zVTb{(8mj1f&~3Y z5l-=ca}3k8i>BpDB%OtpD~M=20P_6~egD5XhNVY6^X~*{-IqL3_u*aot8W~}4%1CK znDgqh-!I#CNvkvgf@}tbiraC)NBX}zDWRLz@g1XD!+zaR^X6dxip}3*Mc;)F_)02( zx4ec`i?0SEHXasc7bdGz-WLjUKIiMz$SoN(cOu~dCCOHLDR4g9|{GpmK>f>(gL z{5ac0{hfp;Gf-J%%54v#q4|4Fy)I-hTXIQg>-;FN?GGVIr~E5glTkuA-ZhH-CceNb zZ@+Qgkvk#rdZNqDPyRX@g|FIyf&fcG3HM8MLi9eN2 zZ>wr_v-uii4@!B|kGOp6zi+_ff2WfZlDR;|7g}3Wf`mCHlbAbN zz!aCiSwvF>!na?**S*LI&oBx#iG>nh8nF5h`^Q-?@QZeTyoo6Lo>207ezR{dZHo#R zU?)DE@%uhK&Z7s0E8jp02csW)V=H(F-Rh^rO^r6N!(Om|qu8}@-*Uc zhh}-Up)LAl>*3U_R;Hk#TQ9jl49NwHKjl2^^ZRa6#Um_X{OWfNA5sH+Z>HA{!^Ra8 z3YW4jf2+i{9QIh3_2lJ2&)ip&>j+g-r%n#PSBojM&x$`oT7MVaXHy#MCT^zC1Z0+5 zYnfNk`M!nd`T0&JLB6glDDHDBn@rD#6(t||90G(=s{LSYLMV6d0T1mq7_OaT0JQI_ z*nss0DsxgwA{ve7KC<~6ZKOHl_s2Z5uyoyu(jg{Ra@wK43413IB@%cQENpoh`?%Q! zLr0-D4Y&qJF>3XoT3TP??|lXStfD2cM!h{`lqBONZR*>pn{LDptP3m)MIM9NZhFf+ zk1d(2?@jPXFx&{yM_`)k#caU$9v(Bd%JcaW$8un(O!*FFfBW5gA9`et2_FAMswRPF zy1TQ!J}42AfiuEBDDn!PQ8yt8*;f9oEC4GE( zrqnvFTY?>)r5?*GK+5nMXJwQLI(*vz?M}y5*AMxXM!82j8zGm zum@O0Fx%Jo>w7HC#Hd~iPc#Q=yq*%vi15$EzdKL%7+M*T=ghi#;oq7*8;Z`mYAx1eEshI zXha_`qS`O_3Iz`<>lyj6$chu5eDm-zxMPne)p&!cQ5{tL@F8~cS2`YasZd;I&GnsT5_s~JQS6`a$;U7&l~?MF z32H1T#oiwp^Hd>t2U@fz=zs54pR9 zdV+n}ui5FxTku11f9!-??%pNWEo_l1j5zouYy*9izche)M7kapnD2gXS?5eDJ|`AH zAF<(!+nckYo~G18arC;GcEmbJOo%KfxR;Z83W&^$9WI~jA{qL8rVR0)A0;=OQVuz+ z+xgxU@y6Tbx4zp`j{?fYwbh>`I}XqVWl^;t4f7| z-!8Hxm2*1y_u|tA{JhTDqOj*MkSx73EuPPKXmqnoy zWIiMIP4rqizU1F+T-BdYnR>(g>Rk$=xphCy`(*uh%?rU66O@%~Is$aT=+F|Tn>(=h zK7T`gk_ktYb&~^ktbB~y)$fQ>TiHk$UQQ{7QBc`-lA4QbBn;!Y=B~>R*PvZ*W58J~ z%Sr@)t^zL$7rS@$XLcziQ{m9^;Tnoc%4^(cmMLLw{`N@$JuOt(EHDuU0r#|bey`u~ zU110bYVUJgaOhnpvs}5=r;r=*c36v>KIPxN;K+xKNy!P~*(TH+z0O%fJw)x?l!bEie~y)H z1KyGIb{HdhhmZVS;!tdf8~-;h)eD+ztVS_6fFK{3^Rxz#e`4v3-Q4F3R2b3P{24*bHB;DkQ=@1gxtr9$Yge;bn{nPHSLNL&8js1wmbE9V>01e_sx zO8KbSjiXRTnUbwR@ZBbmwYr+*?rJ+ttFiN{q~C*I8lz=V{zB=@^823={5?wo!1qm>_Ld%PB|BbgGCFXzE5o2`^r_)sm7}u@ zK}D*7@Q;jOXPEnDDa9hSUljP`L4$H!H^y1aKFT~tbKemB=9#0TNfx5t6dNuSyQ6y4 z6J>Ne3rCqOgmvAgyc)uPe+mbr!`>Ljb&k^}l zGv)WFHy(Yfs#nJ!75q$2pKO-a(wlO;%ugQ)jN90)*b4-k@WRp%+Oq3eoANBanXZQ& zu3_1RYwZm|uG~(v{wm~V`S0)dJKjR(26=-NhDppD&iw5}^UHC+1^lJC`({iYeDj!u zc}Kv(Ao=)LaZ8JNJya-=J1(M{J%m4HjDL`%Pcggtyu7Xf`OOuJ{`?zzIqS6MzE5Qe00T?L_?HCbkDAI^*1tvNelA? zzOlsP_7|j8&W=+x*zI8emXWWAM7k1F_`{<^@o%;8t1MnBLXfl7NeeMG!+(Ps!9-Vj z-!8`7+TM#xM3c(#Ro89IrJ^^R;o(Zm|-ca1qK=-BxxWDNS5`_gU`?Z+yw4#EiqdkZK}XQ}u$^zg~z{FwTt? z+R``c6*5{S(S0|5-}8T6*S$#?L`UQrV3kTuTfCyVk;74V`77M^Z)aEg{4;bvkn~{O z_DieaM;BQNCSgN5CMyVzAJUWt;pLXIXyScgjq$j_YIuoS>&E=^E)O^zWb@xDm*5oo zU)&7{``1O8{96a`Tj;_<>zuVwZBZ6Bbo`2val#d#~9Kay4WAH0*Chj zO(;M&??(_x-u@{-vv_PlL7{KUuN8XW%6*~k4E0@2zt|3}Z@>xA?Rf9xlSgn&-FxV#miE)HYG*z_G9jlCVRI+QPvJTc@@a^1agy0y#6G9nJRyOmla&r znuM=!Il2i#R+KWXxKLZ}_oWPN9@&8bt>dsxOFbK?5%ar9T73vAIizKmmAcVA2f6v9 z4Q~C2KH4V{2EIi*Vlh`ki?PAKi(`4Hr2i}5xW&cYOg~RyfdS`r7gAo(-|3cgJYKUl zZ5PEUJRw3l1BUcoUO%z_9{eS1cI$4P1+^L|^GGffMA-^JS)}sJp|6W+S9eAm-od=$ z{2TFRVBf1%ZkUrb-&dO?U+rj|J7v*Q2ChKEHYxLPFf6!iGxR?3yXk+V=<_y7DNBt0 zw>(9NR=_ZEfA2*{Hrr+g6vlp@VGS1WNyRZ!ZzeqZrN~5M)NHYB$}-*XzbX>EK)ob zO;1lIR=6>6A2+SzqbY{F)xs$(>ip!J`5yrszBHRk<<+sEy^A zIuN+v;hb;%T{0r&VAhI0KW!CN+WK4b9!w}Rpbk~c2WoH@Hs5HW+U9|X?P3KAA^))B zJNeJQ@uH#sbkT030y^PBAtLrnBw``{@<3Go-+X?FZB$K@KhHuG=A|}!N|6Wt)BD+Z zrE~$k?{Lxojea0z-3H2p%ScIHonfzVJq+7qx2V=BCIj_gm*V&g=dZMd;F1>b$bL`@ ztl*Ay{8DZ~s+z=(T?0g!RK50~k|R+V2q{6%*C18n-gB!0vXMG208ReQ7o}hJ%bSx`Z7jR~@zskDb=1bDGBF_1uQ$ZOT4 z?vmq>!7ksiME$8v_ngLjFXEF8)Qb=Tptcb9PN^Col3yAsZrBTHfpHs1f1gs(ATo8H zIs5`SASufX*ME)x23`ZlF5&MfL?B)!1$!+GtV49M;fWOKl7>?+Ga?huuYm%x${7|w zXg0Upr^?PHZ<)>gJS2I&IunlWVUDVoiLzx=fvPI*)<-bM!r=lIvIp|g8}@+bW~@d` z{x^0{0edoeWg8NW(wFC8LjPM8apQX@#1>)Us*J|S$rJrEB6F6|K2XiZZ0JW=`yIA> z(eg??6ODoRH!79bYy0apf70b|FH{Rr*11qP>@uvw=Re3&g`goTx74!M1F;~;!!pxa ze6E!WD~2P*Wdw~(z5ey;U**^ptgk!uKok0YR_2FrLo(nxwIK?jODi^k{kafUOmQ z6tDnqCi?azY9A}0^1D?q5*x!vRjn<;_ z4VQ*JAT-n(DX)0&iasp=<$T7BI?rHG3>)qc9R462+;QjCW z6tRYLnFcJlkaP9TAEAkJ_f6L6h6@K^2{?6!;Kt z(m6M;j~V`B0j9MxL)B;2S8RPDtJB%|nk(&M-6pSbchMlTyQr&jWhd_hdD;`Ow}pK) zttN0aqen!FLmGfRcIK-2YZqQFA6eF8|)9lQHGMyljMIn`B>MtOR4zY9RJLPF-u;7w=ap$nbC`OihV6QAJ1^ z8blrw`3xCv8IuCXs*g_r6!4g18k5nJd>xa*J6ShJGuu{)U-S`lzGllWrJc6pCDHdk z`nezIO}TgGUQm%N{@DC9UZ>5g#|7lycuU!CZCJFqJ6r&xHhk)s+!$;mTXj%AOKd0& zk~`vUnTFad9J+pO(Pr3j)T@W|DpCh=$iaA4)j$EoNU_0?$5s*iJo5JT@7ZJbk*k<2 zE?oNjd>Yq|?v79Gq+?q<)^jl4TG-==d2*pt5jk2QgJCr}U}t)MTB|!*S0}a3O9WM@R0T4nez(+Z2uFD0xtvfwnx@b#CQ{^EWnCG)`9yLes82fuqnm&1Iz?Ozht z@mvZ8emnYBcOE+-|NZsJyl6@Yr0SjJo!}8Sdy$h4OPD`(X5(M(n@PX=2Q54YsEw0u)GL$tDH-9y*%QyR;f?u8Srv+9Ripprjz71R z*7){bc?d?k&9%eX{azX2if{Gi*vRK~$=u|>cYbhE$0P@_fIG0D9ZiV1{_nfgl|Ozk zpPO(4pUmT;waUAs7+m3jIIjWB+o3hG*!T6HF8O)X}UAE`9!uLPq@U6mb#SVTWH_ zpaLifZe`(AFk^jhAaoikaG6puYa!z~Mfz8g$B>80N!pL|Nd?LtoVcd-LxJG}+`}y&z*!FQ`-I4#VdLAEMOR0%H=(i(5Iq3b zbfJ(&(&^coh9@nFsILN|w=N}71%LSHRWKa-Ug;5jTvpWRoYN(C{jgSi$b4~6>3Yr_ zmTI~wc|L&uus}odkt5bQt2h5&AF~AO@+W^qqWwbXmh$=+3&k2zxhw0$j{TOHesj>> zK@&1|A?ry#8b*!Ba6ER!4dTTdmfk($1BsIebm6x(V|&5@iDZV4XUj0AEcqL@C>UJB zM4%@yFshlcHGL8so5U6Q*sayn3-kP7Nr~PIsaf))LVu@mfe0~F_gX{})1{7kVl;I8 zq(YQ?^=KVqsh=K6Mn})1Uj?;4PM)n3xj(8`=Ar6cuD)4V{Zxq3|aOT4bm7~xwk0f2d zIG_3$rEZv@#D+ZxkT~*AoicRwzrKpiU2xL~93U+6dxeaDUC`)q&{8YSdpq{x!&%4R zy=o?}!^~)K8fCo%8rG|=d5?d5dZzV{N@m3ijP~UASNcPWB1e`W?3=&iVUY)UKiq`A zzA_lSC7ZHV5cv@vjJ|ol7IXc3`2ztdmw-H-ZaU=k>G!9b2+(e>8M4Hb%nxT}A>f1B z7a|S|g`BH;228LT)!fbrPBIXRknZXAA$aP6 zU*8FvC;{cdll&5~>Fmf?v8awUaBnZ_>nl^2QZ)9?ybb$v)St%y-tx<8=eIi`hy=!o zFwu>%l#s@wZZ~1my4lNG7T}epi1!$-RcY6x8@*&Oc|I22+$BJjNH`tRn|8sc@%}gZ zuS%w+hmKp9@3AzV9M3Dm3pSTA+970N#uo|bmX~Tb`Wfrj?=Yb|7TnHYPrndH8Cebn zT0dc3^@h&Ro+Kt02Eo?(f%mOrK2eN0YRK}gvJFe^wRgf0O@5QM*|MnV`HU-o_@Q_K zkkKm%<1xU807n12N*fL&;QY*-eOhtg7E@M9P;vK36kyby0+u{6z zeW}+UV}C%|Hc9zMqZj|*tcC>KAXh^?mZ>c=`@y0Ne zDB%a}FvgqhwaOu|<0Aj|Jb=ex?@pvKtpZf0j040sId$)=Kg#V=VQ=amT&sFc^w0om z$ESvEt{Cv7w|~t053^R0CWzTBI=%_$<1Mtb+)vV)P|FYG zx?=py`bI5#jltn#5u=v|)3yC`x zEp2}nL<*r9c~RBvu>uR1)ZalL7v6ghe##K$ebaOOFF)uA5Ie18OqnMHSW{-&p^6#S9P0el6s z5eCPT<`VrIm%cJUkw#fmi@V}Y2K)vxJ&hnp5Iy=$?%?s(EfeKIudJSHAyXv0_!*Ib zwWFw#w%)X*CvZNB`vJUV%=fU1+WG742ISmDXP0o&=g<3oX5(w$#=IX9&-A&2^e$S| zJ-&Q;Ud>+1mVwxo_T$>8mv;0I(5%G4r6^_He(|G8jR%61SM{PTl1!{@rFs;hUt*)m zR>Ghe>@W25Qg`^OeZKps?WMUxSr}!nH^Sc@cDWX>(Utz!eOtX-=r&G9!C=uxqcbV> zU30rqo*=~XILvVjut5ctsl$i-m)2$EYmva z9~~Dhe(BNbm4=>N@H&Gpc;k#}1`B;D}Os$l^Y0n^g`w2hMzv$o8#QC*!> zgTIdA2w(M-J;d~Yg$qc>s9_k>FiBj_7mR^$k4V^J@)4^qU1{5By%^NMd4f2?Qz41D zhU!hg+;M~a^|yRYOgKT(cXZSUE73O`w!8e{s1ZDSO5tNVlv zt%8I>sBoxp0Q*_AXfg@1UL197WR1cCQnQ+K*s5(nY+bK>CgS1{7+)1<(F~+Dk5>y8!- znt^YwVumz#t2Tzr>F@5)tXQc<103mT#L!z3zdBidQLv2>`;-vG!~7fRka45(OC2d| z`0=m{jGR9+M~kxhxz#`ij`=;o$jC@KVcn>FLrWUJus^MO#h&I%dEIhiP$Oo)18KIK10`?Cj|5iHEjqE886ew{HMOQ2=yI{H+w$07;Y@#<8(p4S3((8s$F zeTDzlvwkEVGc&9QE8I2fA*0TJ-AQ7#^nGF|X^?Qp zC5CJT*CGeY-sZp2{>hQ_v%cDhouF2L)ZQNU%P|$Tv%b?v4u2v03o&6X-#_~In9gz{ zv_1dpXLmES#6`|Bik0}2{_b=^gbDF6Ci%2I8%}q!yV0sB(uLj;{Iq_jYU;ZQEWTD2 z<<@?v_kvan=AoCgMa3I?{*Spg+j(8d(!}ol6dQTdmBqy2JQdsqL{cIt&XhRTE+jaQ z;ygF%rhtYY!mr}XuJ>|ipRDYv9?%UNHvC`wk|>IdSh3bONMwXC0wCtv_A){C!t4r$ zuz^?|0jqe?N!l!+bvk~(>POjC^BiHl8$hCCQe5>w*B%mk| z{r60vxAbC;%cF$wrK>axG*a0oaDPN*PAil+e}5gbY3akh5e4}$EAI|AdO{fW8Kcn+ zD+q$2)^zJmZ*Gj$SWgv3DqV5IHSpSiUskprPW`AWimDOvyT)h({Po0L>tfjMy?RgN zvx=GrR=4h*VT6gcT;eEgy5nGqv@>>iJU^E9@3ct)0*`a#yDi7^ywkY6=qUExLq6T+k#a7CQsdlDp#l)eNY zJn}fd5;Iw;byIbY<{IF$B%6}jXXIaHHu(Lim+VIm8Yp`SdqSDY$Rd`u0yAivY)xS@ z+v(1`d(c}1Iq5JkcC;ZB1aK^^@t>VfB{k!WZxw?gp|?K;CWQipV(RHI(7;Ohn?(0n zep;rF#PMalF7YsY8+ybBA+ek3Yf1_A+LV$fKqR8oh%Qw)A%o%JahWgMYtRY4#nNeu z*6ec~v(|ygO3=quAx~R)a!&;#F;*LSYNQ+$O~(ROzc3FdhkGy19ojzJ)3DU3+Fs@i z@7i;k_{E5AicHK*ywN0GcnC9d_jMd7sE%Ap0Tg<=?dbUYUffuZ_H1x8`nYA;C%D}> z*L*oP=Nd2tqaOBzOio79AT9|w?wAJr%;*nf_R z;M}HcMZdqK_}?q2^0sw0o*=dXaYue14ag-VS3gw5-6~fZePVvNvq|8Rv0hbwB@+H< zyR5rSga*HxPGVUB=(pJLP?lcdr=7V4&kMz=3C+%KCT+1h19h;9up}dn zW4aMEhwYGn1WA$dEe_kCfijK>g)e5swgzCxgWnapF55VS!~t##yT#*oX>8HJd)|;W z-C*<#+yH5?4wiwx^PX0Mh|F2aQ|VEUMq1qI0FyuHOdRdW0^^G5X+}8#F&Nmp~ zT|hODCkmqe#=D+-po~P}%*}n{9NfZln3_%Ttj=WD0zqUxW6St&9ET}ueY&wB>p+LU zLuY?{v3Fgh01mI%e8Tt#Vo^%*FLY9^Snpbd>bCc0K_Tl7uxu6^cZW9G5S`Q$gT)>% zprWkqQrvrQ>MHQ{%I)$cS$djlm{&(4;CFvVTzx-`+*wG17&%CVR>3kw$rN&%!;zzcbCbTE9~-YNxGUXS-gr_;D77O_QbMcDbu z95+pvn4K_7y~dgpP9wxK!+phZJee3l@+j7~_H!}K+n{mpVG?)%u zO)5mf(}lQE$DSFpnLyj#`b)*={qqUhsu z9m}!@RiBi%VHsi;AJ1F^mPyQs@POOpS}y*O>%<%Uv&^TE{vc?ptDe^zL*J%aF#)Hs z80x!8_~Kc}w7)n_LZt?|xg(nS>&4>kNwYXKfwpD7kp)<0GXzrqc)E1VA^2z#9lf%`<_ZCDU*zwKf?7b=ZLUcZN3M!AmJIUnU$1zc+o;}^1?u!5@js#4}GC8 zxF@Je>E8Vv#(LFdn8io*e#iAaGZ|!f1855{Ect5qJ1= z4K^IFXsN!HS|-+z0y>1AYQ#p?s5o_qF+G&Tj3>y)3FBz-h}VUk7K!gEH=7{KoH3|= z_U+`xk?~F%pO%D~2x%$RnEV0ibad_Q0DNzgo&_x5eLx$x?bp=YbGrSMZFab!vn=sq z=_X{*+C6k$A9ST9hw+UPd-4+)(=>JnxV?UMbsyM|r1fVN(G!~5m4SoV6wceYhkKRM z^U}_x_cC2uAHD+TXi=L$HfAfB2}_I1OlT7@po>zOJU_mr6j3} zajrN5p9VtY+AOUazteQ1mBLfFSZ$C#aQ?%8JjY^VNy-!QoT|*88T)4U{5tU6pPhhK z_!2^O)!J*<4H_D?5_%S^0g1(Uub^T@m(Mc@E~0`^NFCUspCvC?YChh#9)mVvLwrlf zB%^|Vc5Ncfatu^x)j(YZxzvgT`>ORSI~c!~&VXnL%wI zZZec0^KMa&dGyBP_rS;FReJ8ky0Wkhj)tHhA;%O38Qd*>*p8@_SFzogH!%lC>7)4#BoSQ(9sfcsErNfQMi?=wVf zkMWB1x#DIbIaTR>AeHvU-s`M(NR)m$^jWw5$#%Ow3x;%6KRb=f{cR}8lsW5+HrF8u z?rcu7@e|unsdaAe?#dfjBi@c9ys80#~!7_wyp@-!Z;V7wYn@QP@0QKRf#VO}K52M*Ch+r>ss#IRLtpSdRx0CWdQLt>Uk zeNIeQwhx8q!Wk33>#+N1Iv?q0Hf|II&AzaYME8QT>P4Gmts-i#7WSCsO4p;x4Ugqh zQ&z5g=4y(HhA;vIv%$&H!rXs$h=cA>&IS(oCn&5xbz8MmSbR zSXYaaPn6D3axS}YBR5lVXLy)4%WHc-E>OQ1Q=R@V(s|LYBFpoLZw+NwJx#chQeP0bQrc@BojC)WjkmUO& z@`=(%Xf_*+@02jg0(bOuvP?Pj{zW8dR?}UHNJOr@r(%SXDQ%tgT{%bq!zA&u>$a{D zlL$6R;&UfgYdtq#TmkR9#1&{;-WxZ#uvvnlww=y$Yt3IRpoopzFI9A+&b`)S@^A6M zd{-6@(XG_$?>8rHY4~AS;*ojV)v2SdYDE*+v&r{tXq@bu#U@Z| z5}{O+5*|FK2ni7O$_EAT#z6m-3DHZnW;Le) zK&c=T9J&;99w^f3<= zySVWr4r+jWPcRIrt$LHj%F?f(G6-M-x-UQ#rw!LiKvn+5zY^<1YYzO6dRHC^t*YLt~Vfa z1mo}7{(Wo}4@G6-h#z4F;>K&5B(#a^CFlxL8Mzw`dl9ErM%FX)=M(`@ApXWhLn2N#;YY|!{UlpXEj9RKU;iz zJRL)AVs7}^IZc_{gR#la_i|E(>5|N1l`L{7sUOGD9R^p$$O|$iO))&b5*GFS zsZY`)fyI{q_6S}^;RZnRQh1T~ zuA6p<9{_}$Pa1fxP)_AQJrP6K32GtQ)HZ6GrS}OezQJi3U=|QO)xFTQ+lRPgg&^3G zt$#eRE;Lj8+*ghyZg5$R*~oeCn}%n#JpGY(g(=(xy!Fl+^yS=_*yD; zW40r?`Mn3K?pKR2@7AY>@3($9aQw!*lUBb_8rCQq*x51@UyndW7mC1h^eNl8E%1>a;!IHgz< z+27k`jqh_y6v}g)W_&cSFn?8_wtYOy$HRYq=as4$wNh!?97?6J@5A#Wt6XHOh~MzX zJtT2kL!9A$Z|r6WK-dx(Z4g>|80h_Z5ASAa*!k6`FWPzmuD6kjnLhG#YmtbiMu~eo zA0eoT>B-qD@oH?+IF6TY^KTXInicNSyRC)3Ay5(8ozGKuZ}+$0in{r&EWfJSpg?YA z9|rLA{^UC1q1LWw8tqO!9#Xv379}4;Q{IW5OM>Tqgi|NQP@pF8=I3!bL-rd2^B5JERQdJ%_JQhqM`HAJ>_EcwVdCffyHjYaD>V-Jq5E?uNP_ zhpPp#)APGh(ew@N``7m_;OZpr>!Tw|Af2$=BO%56gwIiYLw5m~GR)9GmRgXt?V7^t zPGhP!4w6qL#h|Nj#R|K@iICIL_gVtwrMxJ~w$$z>X`1QZ?il1M-t)z&yHE?6D4F+P zv3*OQP7pt)8~K$&RDElX^6OUVyGesK<^V&~?|p4n99%uG@6Vd%oqF7+$F0P;?HFpK z5TxSP8D;rSX{AeV4sT4j80AW<%xRKumce|h4ux6**Lc7SYFlWmq)}~EyZliW6OvLQ zRMhgu?)v!dLm8AQ4yPQmb8FqlPWq07Y+sYuW%M>Uheqw}N-zOB`9C}KaZxC<-b>O5;bogr4nLay<6H6~5B;TUMB;Em}AuF7+jD zhFyB@&n_$O@J#?3^^`eSmjjK3xsUR6Wr))=IMX(f}PK)=upiQAkXVHw(`Il#=lhd0ND9g^}AN^ z9SX2bQEXTIbo&>nK)$_t&wjQ*c1HjgK4No*>1%8PyLqK|lFKm`1G!~zid3b7EnQwq zt5VIE2ZRxJ7B%NYWsWmD2n3J}uuL$tH{N6f@M`q9o*6x->WYdPDmms9+voY|(sZ4+ zl-J{pM;455^yq+5Pzy}El``8IfdbT|1&mN) zKZaOf@HJb{Lf1Ix-^Q7r#H~;-vs;Ot}7y$pi4LXj5!K#XRMM?3N%;k=Lz1R3&ryUs>@| z(}Up`xqZg=Q~A!PdJab|->as&RcRn)yV9REmE7>7tgnxT)&X?T7pp+8PVW+7*&mi2 zxmyMK+e{;=C)ZTl%FC}@0BZ14iyz@Ap3}{PguK0<$;~#b;cmCq?n&M)04gTowpx(L z(57-h-km0PZxO@=RhEII6w#-hCtxH%+-_3B8vx_@_fh6BGbFq~q}0brO6?fd%LNkN zsY*a>g>8kP!|2)uAUhOR8~;)lc0h$7hQHUs*z8EPm?55IQ*!`!b^lKr(|e*i7{@$Y|p+x6=Mf6n{q z&q*82bCp*~v{ZffH~yb~1b_N*v{9V3|9<^<=|BI|Z$E~A{-)!GV5lsvl8X^wYU~yLNR^az#JV{-6Jk|Mb8A$np&MnZ3(?faZ5qlKp5v9{uUZwf`kV z(Z9rJ0T08}&&&DOqy6^d|8Jeut888}(8L-%{)nR~y?QXR;FMsXK_~in&Za#|>g-3K z&P!DPr~jB_fA>G^Mbd-Q|9;Nw$ddJ2VSi5g6{OwY{b2s@cdhG}Z2qtN^*c7q-;Vuv z0Koq<*r%L_%0A@|q@i%|}_vmlPpMK!Kv7j7(qyOO_{`kj# zRky)^=Mcevafn|Z`+pW8_WzCY{#QZz_1?dH{@>Et$U+a(*iT;eP+x{q^|%ss^5_ckpTc zkU3;QA^7{I&?2^5A`ZrWQYkHyk8_K?2a<@#mWl_kX&e^%&nxoSRTkt`dl9?Jb3M>6 zlD!)hv;Et>$u0RL+u-4OYyIcdy0hmscYYSQx=$V#bn(ctz0j6&UkBnnt?_5qD?DF~ ze07vPa(6XNEDilAOP!$-AYViMko(Bdr`KTSS^5zNWZquq6=5_(YY@EEvq;6s3Ts{5 z2tcV_w3!@GkTDEP;@fsO43wrwB+B$hy~EIQF?T)iToIFz`*XI@ssO%C2k$&h-82~}r@NVa0nGswvq zquxfFL#jnPF8!-eqbbL8nj(l)#T^wHTyYM(5dl55(~zsgMn*k_UGTeaWkELTj4PS3 zp}d^-=^{>(#1Ph^$I<5T@h4yF<@W1EuF0FrF7@T47=l9#Zu zKRa5gP(-qV?g4^Aj8jXMJ!S3`ZSFNCjlK9`oyl5J1L3H-8&Y}?f~6p%07*c$zgo6h zoiU*NYz4p6p=)G4a5MxGq>qmu>`Njmv%omJhST@P33yiej%htajD7b&cU~;t_AH^p z`|VS}kDg@i{-8fbQJ<*wu|BpE^t2xKM_MhUF}AE-?%^zkhaXIcW1V$AafgMp6J=CH z5av70>j^J&?Sk+v9LEC%oyk_HY`|d#-vgJd!CMh;OrvvD;g%Ot(~>1W)Uzu;CF#^M zc9X&bk;n5K5ytmWhetgaKp`A?+Z;xHWYnk4*5ta;K!Kuu)g^D(%!w482(KI|K?iL> zOz2`)l6de(`e-4+@l|IggAd_RQX!A;P1DJ4f|D}2k_1|cs1C>TXXihvZR@m{eM_D> z_0%E}LERCd*CJjYVB5HVSe7d(Z$V7D+lejV)@L}#gL{YBOxQ!^M)xaEkq~eE>{Oro z$ggYR$d=wI=$N|)^Qo16?6#vID5dN|^D}HLu($%(oKhFD99D-@Dh`TaJnLbRV=0OG z#`#`XvYjxGB(aY=?|0yH9;nyy0AS{))Xh&P`~?{gY(+W$$;ZUB=~J>fJLZS7USIm* z9fQ^A_P)bzMO8ovhb2@rE)uPKCGaItY#+1p&rT2NgWU4Aa>pe|ii$D|)syZq zEnNa`oa#}h(sS&P8+sSDYJNbgutF9r8x~E&5XRP4t$kYmFn(Qa0e^0X)>4FScaQUa zwmREG!*?#w)&vRBQoUM%WHl^zD zn)mOVPu#`^ydusF9br^LiIW0jo9RPR^_8ibx*Fggsi2Z{J@Kw#MSFN5`a3;Sbd$`6Sg6q zt0$(O_3F7UEUHW$XS9;X;-GE zxPZF5Tg|6-XSyULkoA5P=mt`Nf!y8Dd)^ELT`FiieHV#w?8bp8($0by!=3rfJzLI! z4r%fTYug&GKCqFKPt@jQr$ z9i8EgEwB>xr}n+YV5|8zk`g(cBx6o9^4qf#XEjyA=N#K^L54IywDkFL+~cN^myZwA z%xyG=-Qa+1XpOcvTFX#Vg#=2Q+X*R^ns+)e;q1eWSgr$ZQEO&}*v1XX&(37Mc$c{W zG0<%s!vZPh@je9DX`EYOg?J2X%KASsrKpbr9qfd)AP@}Xa5zMONBM#@F zZ9IV;0rp}NaXW2K6knTJPS(hI*?<>izYxa$is11QD}8E+$6VY@g5N5?zC!($bJ6Zivaa~OkC3vx2)zR&$?5k+=A3uIQe^j}At0p0WTezuq-T`!OMzR! zE)nv&_i{X5$M0y+G6{4qo6ARlMq=S6C-cO&Cm|+m0vMNSzatg2$;hoMylhLa53n^^ zaLaZ+tGfwhmz--G3}YYZcG+?1xh1Qswh^X4alx?aw>qhqXko(D^L(lhTK7jsR(0`N zG5B#dnzmB;$cXoW@n1fz=hu=SOK!*HyL{ZvRUX8)K-};3INhBT`LQHE`3-}~LVG{6 zRq)ARk#xDrJ1<>2E1cv->MJPffESvDo(cW)8Kk!NN-Lqf56UX1Dg^3OwRyWn-c8Re zi&^sayHa0o=S@{|iG|Zmq4UJ`hu$c?UMKPjPpi$gd38CEr>zg?jtJRKIu#Ke8S%4A zJ`e73RrIBf(1h9Nb>1ZN^QNG1ka$^2(H~0nEsv&+`n}% z5u#T2D6}G=vQB#i9|IUn0j zUKQxm-3`#&@>=$&Q%IR$3J=NHBY0Q}5P-~g26vOY^SUIWtgE#4IHIdTwm?OX@9U0R zJ^E?lW;zd@<8C+y%DKdGc%JBuob~eHX%vP(09CAtV!oqrUus$?UmrktJ-YK+t%ZsU5bu-t!zo2c%3k}#V`*K<}(frHM%u8Isq{i3h50YHa5f!8pzv@4B>29aw_#* zcLeO*`OH2rqANg~Xc-CYjBIN%fxh)|gkA`@7s2>%v%bV!l5OOOZNqtSN1Nd}E(3y!yvB)O8s zVjGJ4+z4u0eBTg@u6XmN|V?y2;87RMFZ1=47#8rv1=>>eS_R-F^~ty z-r%9U#JJuk@$HSlNDavJ>FpjFF_vD60yD=VofE*MOY>-7H3JlvNDPdjeqh!P5qhVe z=gSd+DbJ|R$LX~vMnyH@7qnVi z#xnv8@tuS49_ucz9WU}2`|QFJ{Uae|S^mm9Ly?PktTNc@@wZ2Dz~i{-$J2*;KUmid zzgL1-`%@J)akuKU;nAb&E2eopd_A*mTqHl3EU5fA9;R@*X85^K*wH%3*Ab;2kRZ{y z=B}g$yAU7Xvx@Q6+zV|srs)p2OmXH+jnXsU#IQb}u;0bj3}k0S*_qj>IcdDrdLzU! z_0eh4i2&*t0Z&;w|9H>uTnkE8>RD*P)Q4n?6TWiJ4)n;<#7~DC96DMqYSq9VOP}lk zC4~7>!-l_IbC}&AoWP^xZv%K;sa4-t8Q7%0{Mq!7Tk0ao4 z1acS}I>I9s!ZjyHe!8>y=X(2DNEAmNV4U-`^cmeaJcXuRDJ)P&MALkKDaBiezH2rb zRf;mqhNBWfJlMObXJVQ7a68}+q^bI?XGP~Z_6lq6U2I~Hs(oow8B?0Q;Uy$JXJa*i zKP`cyiGMYz>Qu_ZkOl2=UV4YkDX>ylD&YcS}eiu?&z zuI_y9N(6Y}P+x3IG!ONyqe4sM;}=M?Q1b0d!07t*oeRhbVa0 z8WJ&QSQn4|d1&u9TzvK0aWxl&i-Y;5ML(>4qmV{GcyM|n*%~5F7GTEeSVgb|Gq;x_)7*k3%MWw7TyzNGvraNMfQBCX!S7%gF zs7K9Bl?{`X9SZTV7oG_8GV9{$^+dC@k%q$$p)QI8ix;2<+t>&~9|%e>*ND-V_(y#p zK(&Mp-*qZ49UWEz?A%F!oUK<>tqoF8#bFL^{Jmb*p4`gogN&QR0+!K9w^J-Rd&#^K zR@X+Le#BuH7IV(xjo#FYNolQe>49Deur8k{UW&1KSkle4?=Rl_pp0up5nhnp zVm{ihGs3e{Kw;O1cdx?5Yv_-+r~B~gc7{G&yApk0AW zIv(X*@J?eH&yd3NP^YvScCcP$iI#emfjuq}2khZ)m_0v8%FF_D zwBYr%ip<(}Egau3p-??}Rf;Lgr?pCO)Ona!?$H9skeBB+3tiBrFsb+4dWBU%=oTB{ ziq70Um{6mGR)l>OS1c=^_CRR63cCe_+-STF?&I>}v6ks?xc9x17xw`7gOMl%ukJPT zJ+@S0w?-5dScyQa8)&Cx=K-@eFPRv)nyVpKdz-P;13qxt9TJFz|K&Mz% z1ii)tiAMdlcorhOtb*5uSlAf&M%W%kx_7$jWOM8_fLN1{zRdx8`L2aK&O@16zt6g1 z2cr=CjDt-NrkAnpY?K2h6KtEG=8hNWiVJ-}*Q<+1-|tu}$!ClbbbdJU2&(glBEutB zw}YGGrslu%c;S&gV(*jht2?MS9;rU#ff&1Cn30~%Fq3$MOG`{nH;41y=IDsJt=B*4 zGtcitz(YQx^4-EUvibr?Q|Wj8VAultlnmwh(%H+a?pd3kQuob+V{`GA%H^xEQOp#R z=!yL#Yk0+P1QyQ zr*jqcoh-Vc3bWMioAp@C6CK)ML^NP=8s_j#{Bw?dfzU&O;K5 zBmhgI2lr+Qx~D=QRPWtVB*=DajCX9u)hm2OKA=x=e{dHB_|)55C*Gfei#$tlJRzRw z*V1F>oOaSWwuWhAdpF!(I){C}>vKX`Mfx!?SD8B^#(^c|C~R+5gy`>l$ttB032HqD zG01?1KL_zjA9{6_!*ch0#4$>-_ERsEgS3n{&@qeaKE5+= zHI4hxOJ_Kz2WWYaytSAyvJY*G0rHqzb8$&iRx8C;W9BW|kV}e51KmReLOk)!W}N>tck6q}kfZaNEFTT0BXP6Ef zPJCUv-XHR?=8I3yKsmHmpbAP?KhTC7 zd@NsA{M94G>t+$iayNbJb)f465Xr8Sc#zVV=(K3Wv>oSlFF!4XB^435AgnJPU6=Vd zGq{>Fr{nFAz*SsYH76%K(W7na^&lb)k?Y@;ixN`nnfd+HWMZU z#v^QSe1)*X{#5fx+UvV-b*{fZB%ft5U0zcU!q|@3hybumOd@fTE4CTho-RxFz&vA| zNZwWx0;%xOxRUhlUKx#KRs(`i?=ZxLB`ohp%;DZPqom(+XWV~!@nPXeyUNFi*C0FEhDx5pR}B``F1@ zP9e3Q9l&b z+AXQM;*&U;?C%`dqRCkZEJJv9`}kI?PcOQ{i<63CDvOeVdipo|v#JSe^^9AX9}N1? zq3fIzRTTiCUyH}Co`mzr2C%mxJ$(v15Vz2Rl%Bv2Dev+&F$K>m}V7LY{YlT?6;4%U+biAXUIxDC+E8Bwy6S`I3d z_DOF2P_qc+UrqP)m(yZ8YMdq}W`SITG6H|8lZ5JO8$BxYjZ{Co@}hBbqA@5{#rE`m z)nGntsZzfusSQk(!QIy-h%Et>La)jxiMa^AHjS^pM5~PRPsDEh>s}QQ(Budx&@(T$ zhU5#Z?d+jGo+<(40f`+E+g;0CRc56cw~rAyq<#-;>vg6_z6@;bApU3JlHn!fUVSFa zcLoANpp$u?8pVEETJwZj9eew5INlQ-rg=G=OF=#K=Kge zhZmmWusB}wz3V!d#`I|DhX;qnJQ?dTPNl-@F%8h*`%Rc-Q%_4=-ra>-kvCK2c{h3q)mhW7@h%)X0+$%(7))v_PhGpz}U``p}UH>!BcpC5#t zfEZ69Ncu>VN2&5FJsvY$wGG|-91dVPP$ZF(5cL0I>O6KG=b>!YU^`}-Zg_xQ2hY-xgAE+&<&o0UcrXDWiQ0Kk#`Tf_g`9eH{9#j6?E z_xyOZ<8nC578e8yOV>(lqm<*wi?a{yomb^^f0hj+ya@`@eXnoliQ_XdMardG5V^lqH=4KRY zeirz+AN?U-yUsQR4^suIylS(wfv6hmm?qs5-?>mSd+`ytq`+Z+EfCaIbR5`ke?q5b z%Pp*sX55$$xBLiBn5TuvBMFU0JlSh_qb2M1`CG^F_;H@Te|sO?sSVd_jG>an0LLB0 z=NQ0faZTs;9<;2-U%?X|>P{4do*2uuzd8YaU;!XL2E&0?e-Z(ZE^&k3yr3SJ%Qvb0 zfj`x$?O^%niWoKMy|8hvI`{OMl}6e&DJnM-m;~e^(Q}|TGyC4AXNj4xf4ZwAMFw_X?}ZLALdnID!{~hcJM~!bh6;*`^@>B z(ovlPvs^jc3?S~`tC-RuF|Ug|ZLlRp?cciu$m8d32mEy8L%AP80clF1Vp=4(IpI0uzQ0yEBI$SB*Cq(yT)OgIPao;Mno z7{dif<};s#A=@`$iv?rR5fo;u_8Z?clf1oPD(bz3kaunQWaV-S!GhVfe*4yY0xHtZ%kKhR(jJEy)8h1>8PX_+o^rqRHp;%0Wu1ORFrA=CR#xU$$z=<`>6>rh$rc<^pAG!2MKk z18!hUoJgepy%^vNEs09&*Ug0fy7xCdK8nCM?({cV!2Hs9EO_`zrAi-j;aJJlX;M|m*RdNRsbl@6xcPVUmF#X;%CU} zd|T8$kq84smuKm`7!+noovZ0r&*T3aqWj9Giz^-BTwphIIo}Hf<1_{iwzh$~+>c?B zp{O+%13xY;?tR$9P_oTab)Rkte#9P}gv1Hj>+i+&jUBY&E4FNS4}{@WpoG!Z8^l?N z;8S9&q!m;>!rf79n6=;csWB<}T?G`;Jc(#8EXoyX8C9B`FC(c9(#$z!=w+k1)9n$9;f<1r5;+&&ewYX+z`sAR~%e~ZiC=9DA z&CyTTycY1)H4i|Z({era>DhkSx5E}6PBMpY&dwsPGogi|Hwo=1G))$}FmXV6l;iIO zYyl0+#NAoO*lmLNjs z^_E7#Qi($aGBREh?A6|>@9Lg8Krbkz=u0(8@vvS1+@9CIFi{ezC))rKtp}72wRw}T z7@h6G1MToeoUTL=6!2^OH6~pCJH!2z*VYG!+qwzO_&hZ&{_xIsu0bkuarO+tybA9w z2{_u5y12y_|G0y7O$E*)8HXXD00 zKq6ded2m?3uWJJo{Uk9f_ zeEINk@sozg)1B2`X*vm}n9mG=XhJ{wPApk`+f$|o5G!Ok!A1@I0B^hPM@)%MT$V%b zzaiyTNVKFiTQFce>w;6WSL5x>JMXNII-YSrFT+gAjeWu#w|KFMuf7wO4xy(lGPS7b+g@+w z%IE8Z)LhA8PVUBV#KA=U-Ntbb)CNM**$H+dt-B=u1`9T82+^ETgPUw#r9rO7SZI&o0{4e)2F>}R)t2{b z8i3EiWz}3@kTcSH=mynlkFC7Q!I+^KGbpgy03@ zy~!dRHa`)JF{GOGL#BeCy?N?24JtfpEN{Ti0j`t&_ogc@Wfj3JaCm=0tS8v=(C6oj z-gyiRK!nPzcAWC(iUh9wNpU$dHO!xjAeEMTY1juj>XCdCEQ25EOEoh>s~__4;vY+w z{XzEPG`_HDyc2H}D^K9wk!oqj=QM!48 zJB5F>7i*%9(0mfg9^8sDw>tX#M_iI;nI4-Xxu-8vu2ko7AUdqJNq&PE9YK4OTKR>$+q;Ulj2Vn&3Oix>P zqrB(whCXrQkUd$?)7iXAzV`#KwBhm*#u0+oC!S;oS8y}&7)Bc@Mn(5Zg^eyTmxnWX zzc_`v{XFy57Hl$oX)^bId7!F6r2iWzr%ncp$IdL#cO?PWXqwWa3*EQxQM!P2LN3wE z#K2#7DvhTxb=#;YOkx6xnSZs~O90J=Mq5_+5?4=blnQ6EQRiCm4kQ1DKzt$~9~#;p z=WDHa#NuNVZ|G^N@p%}nSJph<$R{6d2W@1_O=||Lj{j`35^cZf&qwO1mQVQa1 z6-*wy1qxrm-^*kPPGG=~ZH@Ko~QIb{aE1i#2ai3o2cEI8)oh+y4d@ z8E?$r97hYS&Jt@XXuUQkRgEYjR`n;b#3@_>x5`HSi5SP{1ysvRGK}1{K0gZD%HJLq zBVWb#S3{h6CU(L<4jM4!mwB0nC%vd}r&LE`_~+t88xZSvoyMg>KXHKh0jz=NWup~O zt1ITjfb}zd+WP&yG996ZcHr~phxG*y%WV=2BFbsaltAnIr`J9dBn#@H5;ycEAY3v0 zsn`>KQIMU^Snt+v^|!VDfxHg5XCEqNISBNLK<87W!_>z*?e$H}SIG4kr2zc%Wb@04 zaZ@c^Rp%~9)$l{lo5ktzA*d&KhT-a|?{~xceHVU`h0wpCdH_MhK^9WnDz!d3UmNI2 zjL2m@1g~Oi8UCI^Ngd(MgEf^Z7QWdIchSAT4@=#@R3jrDzg|PCbmi6QcFGQp0i=&9 zdl>Aed_TeF=lmcbm7)4=xCIc&>f+NTin?peb^HPkLAKeU32yYOy>svYVZZ1m+WgzN0oP5S^-Tja!8sB^f98wHsuAIh!nM&a7jH|Wbv+1t;PY<~vBlp= z^w{XAbB+Q`7nZ*@hHtH801XLN+;}$-6-^9EYr3rm7HA((_abk&49AUyJK$;a{<5_N z`Zuh-F5WECOv6S4ZZ?u%;W!M1z8iesE?MJK87H|$MLf4&>0Q(f<7<#1NOBdzG2GvZ zw|E>WC19KTSO4}-ZDj5qI-ja2Q-leE;e)ir%msS>LBQclT6vU;s8p?B(SS1ns=vcK znuoIT3d&1iqX_qUit`=4VwEDu41Y0f*pzn|H~9E>d$OuryrmVnL>fe5_y&2_WJ6Hr z?YX4zgQEW%pNJap`A{oh{ar(uA=m2hbO~_es!e z;VU>Vxg@xzM>3#sZFGa~H*?pey~n<`9d(iIcMf&Lmi> zj+Ky$!pZIrp0%K1=7R4F1%f0eEEvT0keOz%zr%%t<|VH3DTl>U-eeT~w~uyb&QdmF z-=sPYN79qTWEuk~_mcwvJKyo31^q&M8Bjb;0w{0e;}gB+npexMp^^BSsL!iN*P9PB zlVlVd?Lf0a?yZ@3fbAHL?4BMXj| zC4aj-IeQ1g6^?jYQ1=+Uk>B;7_CvR@`STI4FG8@|H3xjbayjpG_!#dX5{d=4s(6aA zGhMK@Vgza$w|~RdA>r3Q1XHF#lSUVFE);QbuF38zyM;a22vT`@^9*~Qt47loXHVv4 z5S!0xF^{~N;JjCZreSfr{tfO{f$VgLOuFr*dyr%lbpjbAW`gP|Kj)~stWvR#iO}*) zdvkI5NI#%z(u^29~S*;ZQbbENY7r~a#+n{gO6im9!E7*4}(a{0ng9|cNuxqAN zseZvabCJS_6!H(f2_HhhXiBdD-8_N6g8C0;NPnxKFlKr~AlBj7Z!WIQj~Q7@sx|T2 zl`n9d_||Urr8Bb%%1UNC>BB%=;^05~*;w=_K1up$qAmk6@v0?9VaU)&9Wny1k5Rv@ zhl3A+eLdT_uP!g$2rPkdOg?+2DGd@ADNw&gV%u#FzEp~qCRGAw1HHXe{=K`^ePlid z2KB3mgV;cy0;^J^k~xYfoa!X=VB_;IC}wt}h6(~;)A~kiwsHcKM)nb|8vhOB_~6*_ zOAeJo;!Ry+%2b>coM7oy`|MGLHl|=^)^(Zk%x@4=wiU37lBSka!_g>E7+*&AYH&i*o*E-n;^RZ9i*0ge$&F zejBuCr=i13-Er~ve**^au+K|15NYJYn~${u>qn7IBSvzx83}s?sUkK|Z?c zB5%gKHHAUSucGNEattK42$eWW9Ubrv{%XCFk98|~D>}_UoKwNez2bFk_w=WwwTwk_ z+}Y{hT0)69>oALol+z?KzztzHIiMct5@#nO*tpBCo5;{DIm}k>NU@h`>+WY&-ncF`R5CX(^dOow8tbAHJ{M%Wo|6 zk7`;}it)^mEGx~&Lnh^0V*h?wYyG?pYSR5m9;!%_!$*zz#Y_!#e~DOs~AqcO?d z-}czG*?m7v^|sdQcMBA^jz-eVO$`2v?#iTtchSJXdT?I%UGIZ9#Im4x7^8;2{ITvd zO#x|?r?lLnn-7M6FT{d0g5VeI=^7f~bh7$PRKi9n$BEsX06%`$^Cyj)SdM8wVXVzW zS{!V6z*GY6|D4*gZ6M7Jezf@I?=24DZyy5{RBQY5c8MCv9g4VQo!Wi_%|-^44LjFvH_oU7fzi3 zOXUy|!OLaap}+eCzgdj;Ga5yi4|Y&Xs=GYKzj+}`|P0)+e_D{P4yk+_oi zI>Xiaei4%uR3sEV`^o8lV%Y>7@!Ciok)HX|aE+|K^2kzp#NoZNz!h zdwMdT>jA-=?n;zY7?=>+Db@x|lj+w4*r6t0`35c5ipbaYY(>MVJyJ;dd`H+jdO^@W zjAF-baU_i|$Od!!1XvDwI!$A7@Bu)Ed&(Zp^bO(twP+aHzw6tQOv3{~L!U26kbqo> z=JQp{Gsim%`Fuo`(M4mpwNk>kq4MqWhFDBs&o4;kD`6-gYaB{@xYoQQ!$Pml1Ku^Gf zbOR85;nCDRjoZX*uWcpKNrXMQ#(Ca2BvJ6tv(cTG;RQN+E?PbN-_J-^(5@Z}~FaVkF{QciQNP zL;K8O6BXp{i4h-?O=r=|P2%612O5R=Y)DCoGLTdfGu`f}$B%1mACs)q>{wc*F>ixZ@yH<*PeXPXot+rBJTjR+;KV{KUlnLhfJgRDGkX|S z27=8ye39hekbHO+Uq$VJe4n)+iwuK0B*~bQ@mC-j#R9T`X4`o$otHU-XX!jCWe?!j zhWVK5rt$FCWpgnrLE>Nf0OkWIV3y)-a9zMTxbJ{V0l~mh8ozyykB7i$)tQy zO~=}fswm1NKn!7*Ux&*@h@edIwp&Z%^slwNZ{CGi`l)b-65mit70TI4brLJFcCUh2 zX2PiT8(nReq~(r;%$CH8Cygh!`bA*eWGVa|y&c4;LZ!v_Bbe5O1_63+SYJ zro?etELE#8_f;6Ptr*>LOMzmTqz}1VDU4bv%hMFg5fk!n7!QuFZBNp|?ZQ{yegz~R zh<4*uVi$z~ULOl$f~GJeCdQpHhR2yFa6-6BqlDCSF44mY1D2*h>{ZK$+_RS<_j${s z{1geJEHo14VELqJ<^#VO+&UO7&vWcx9gnUFgB@PK+G|gJfQ7|8M$MaT6QA(!9ddI^ zK@)dl(drg#U)YA-VAj$SfmhP;gH?R0%72{Mj?E81kfE^w%|jEK5664VbMkKwwfhxm z%Y1}?LxvEnKf~0<=pIrmFELlJ?AZz%9Y4DTTAl;zYBYO!p08*7TDeDyov-gz1iMN7qurB;K2|U&))Q=mL16p<%~^o2 zKcgA}ZQAsLp%0t1iXUIC0s4GTgE1qtcV@i=vkp)5+ew4}9qy`lCW$UjVXYN#HM>=C z6xx>>jpmz$>9hhVgtjzzij?t97hWKe&`FVp0zT?tQ73W zLGvn((KB2U_@}up*`3ypcg#HYg>`clTY!KIgoe*25k`GGp6@#spxVJR_)DvfPaf%w znHC~0-r&U)LL=Yc`MhoEnqFR1LyCJ!wrl7Q+*_kj_Reqw+UWAG9dX)673$w`OW9e} zXi6&rfr{%d*nmT2H2sM+|GIN8sVD;gqz2q(m8We6(H3viyRG2JO(mp@@`C(1#pn2Z zUM9a9bt0-)%M87vV1LX2)d(>t%A3qWGvJ%~8nt8CFU0`8XgjyZ3jEGLNo=vnr;MmC zjTT9V2aJ*r%gv#Yw(n{zv#+Z)UX7w?bCg=iWD!N{TL$mNGS zs;ZJDM?elj;8IhCslEKV{Y`Ea_GJHt)qpvkE!lYsFKvnsV8ABmW_NEc^M1MQ5FMA7 za@0elqxd%HfF+CYp|W8Nc{KCw)k(jHTh!hf?f-^~>{j~ZF^>blI{oBDkE8w~y1u|uX{tb0oOIc-Ee0B{RsUr`p zD*qi2+y0M56k%{DsHh3=9Dn$9wgOHcUonEXau^=I}sw@~sB@>yU)&NZ)~a zkPaW2y*on3uW*}Jd%Z$mAa;ksaA>~%p}18Lg;l>@Km157Fh}Vhv;i)MopFFJk(=wu zv>GLA0;Y9Ear2sWeGv?w}*Oz|Xb=P9};7Zq6&c zrH)|7G2O@!e&!GWGJEujuXxqbr`zw2-*!WttTMY+0OE4Azf(ZehD!x9m**j)Un@Op(AR(|Ng5CbOxM^{tY>7yNq4D{%{DONM-H?62&K` zC1NUT6#~5ihxi_*;^H!=Q~P;gp&EZTTLfjTv`jI~_+je15E|V(vu<{4Hha<}Uh!Qv z6W4^ckOg{aW_fAY9AO&Q< z?HV;62UbFT=(iV!^(>b2p4Qm#2tZ*&ratc#=aUI#@Js=tJtei@hq^`%N2t|7sVBmt z&*O!l^}%zma0m@?_R3YAe}fH%Tspo=$nat6&9JgP(64ZCw{)3AxbLy&^4|I0TGdHC znBeOuG%95IDBq*s5gJgQ>;_zdb>naUG&^W5(g}E;Z~1D*`f)&x^un$rW!={RbVD|n zo6Fln*P|mom%9|#6s0pT)E-@OBw>3Ec4jt;fUg67sKtQo+ae9k>;HDm-zcWJJ*^G9 zp&t42;NL}M8?EyCxfqylivOGyLkbS*K=;BwI(;pQtd@>%&94J`e&H}0z8Jf8%bZaH zTl3KSY|CWyS+JOdoVrAm&7`pg#S{i6y+j{~AC*assy*1Rdr0MbCX2q{ag6Kc z;y{F?y$-l|flq<1VNx8oJOQe0j>6Oo5|rpjmpH|P2>W?xN6=@u0+E*{UA#X>oko%c zxRB(t!UDsE2G!2>J9dN5@L_ zcV&%?;3iWmL3E#|*|eUT;P@4(iaJ|1&z`;x3XZmX{u{K1;w~be*G}+yxFns?t|AhH zuD(Q^w{xv~f|oa+Miuo}<+KFYS3lqvbG1Pzci?Cz*>~ZlN3r_vr0wF)IyxY~z!-M# znx)n0sO2m=MMpYP`W(i2X9Dg-X;M&Rc3(JhVs7@!iZjY+@Y+?%wj>gP5%BL`DR0z} zN+RRP$K!j_fD(h{D??+-``ejVaseo#U{*J_NE#9V@S6C5omP?XJ_mDZHN$18u}*i% znEbtz6;uf9|G-e*Q~gfn=iu6ihwnEVZz>QtPN`UO;&}mP^=s9DzFIR6fGi75lf?0> zW$t`t?5A+h+is?B-qhO5Xb>rLS`*e^b#Slj1IIU=xSb;u*3MkSIBL%@5~g^d>9uV_ zzo&l=**VA<5EX^aE&;{=4a4t~;wDW^($l?gbRECuj&Z`^lYYOWCP+BnEZOumbB!LN zvQg(91_2NTwZFTanW+rvt{S(*`zqtV0WNYGe_OF2AdAtKD(F>Q25A48=J?hPbE2jR zc9-|>HPC;lY+aJVZrKW3xjW4#xLx3<++bTCl=qkZ5dYK1JT!XVT1p;}#Ni4_eRr3v zV%XZ9F4$~(I)QR-DfyJFPS*8PYr{lx=03=S4743r#y*6JH)lzZTDSaxM$;!G{Ub?U zU2W>}DjMVhPyKHvgETH&mF?`%4c#-HyIIqwvVC_Ef9ClDsqL!(Kttx60SzDdPm$M> zSQvOL15^fd<7>?ujS}$}20c<6UTGZHc25{dir@M9C|csauq$|C1@<8*6Rx)G^7d~) zn9t*1(THE04RDZg7kxkaW*)%YwfqwvZf|Q!3M|=;W3S(CT2yPi z`>+_F_q*Zt==#}ZL`IgN#}*;KqosM}xK6`LBF9Z^<=LTuS(}x%NRQ{W1%tZExH=5} zAqxC~F~{HuH1DauwHkORXo@%B{Dq=YSOAiYQ|0hV@HshPf#*q>Eog1AAS#LmMEeH} z2>T(^FPxY4wSAN-jk4X<$m`93)@OPyCx}El2jcH*t%Z1FfQ59g_oHB;_pw`l(K$Sb z*vs&o3P|$IJd}eGnqMEFxx)!)jMz&drTbeapUHWbFIqxp3XpD~B87#=p8Yd+c@a6{ zq+7LpApWKeHT&N#nUG`fMRb^fjq+Ol?YTzIP|?%t^`cugsR|oox+ZeD+|WS2zZQsf zC9^$q9hczh7i4hOmc-s)x~^X`7`2Gf8CV8; zOyd0f-gU{Bcl-m55!in{-K7%TrdE`xhH!=`%(sYh`mJ}q5^JUgkC&JeExnAS3s!x2 zIg3&Z84J{4Uh9;wtxbV$>fh(kk-xg=bNfwk-Elwkgk=g1D3gLSixOP^Tys71V zBn<+JIQKi(O(JwiezQ|eE?Vs+)?e*PFLb5=S1vRZJ5Ae0TX2%Uf9vR6$c>)PFDQ~$ z9A%gxuREd4&k(Q9xldGmi?&FDbCpljY5R_1{u>AalH&RL$ZBP}MaHkYkW_38X!5Tj z@mrS58QG?^*VJq0(S;?{Cb*XtEWB*I$lgws-TMSWTf7SUk^|X;lY&dp_86sW!na%U=QDsh~i#L*z8~dfbq7Q)CKX?(cpjn zq$kSTL5B*{KFw%jaEtS|@vA*;CMlnVZQ^cE<$(x^!WY0q8U*g80Tk7rDBW{j&yukM z1BB}T-67aT{m-Zk>cby7`d3e8NPAws$(S&j2NLlo`AlnmaeH7Y@Q%G<;JY&rwp9qI zzDgc0*?{7;8YE23izmf$-duS=!JLzCK$q=x`~Jp~!M%pga1`znf><6!D`*DofT;|0 zZ|_g0#VU0F=4n9|kfG$5Vy1v6d$ZM251NxoN`L<*3{VtIV;20f0rIO8k%J8SlG-#~ z^KyMCA|LQ6BFqC9bVuW&)cMg__AOzaZtoc_DYAB2A>ZYxoj{c6fQ@Q{IiZvd}-A46f0Qk^q zLvhyVKlS;It{4(_oeZKBJdffqyH~LU2Or%5HkTyGvA1JmVD#hfOR6^UiwI2uY+=%$ zpy6P{$d~R{5QaG~%*rmK^0|o3{=!SfKsiWnWRHJuku+ZxDqY~|JpD!L=p){*zBMF6 z;$r=!TVPJxEKvVEX{rax{K5?DmV*vtb13UiC zM8)n<@pM`eu;N3xTqr>WK!r}Nz~75cLkB{}7X^?|g5`YwlHdas!Y450gKU!E0NG{j z5mr+)V?_eCD17gc)1eD~2a3kIo&%aVXP5SOXU$6vEm+|#T@p_d(yZx5rG2nBd+G73 zPtHQYQq${!UOqr}M)fZpt_9mgNGO$6beGIEq}Uk;Y}}af?`;HwigRMfgugw$P6I$= ztogsoRZY1;oDVjG2p~?<=hv6KO&nIL8N$kszlp~*k}iS!yNKcHv_Jpv)Oj>j1o+ih z_T{g&BDD5pqgsj_vikytm!L)lz$%jaCaSX`zt6^5cxTe9ePj(kM`( zbZ%-4_IH&N7w0h?A5tMb>V#I|<`kW*%&DpUfAGHBN>nN*ce1(m0TsPwM&$ zLI9V&>tXa)qkLByn&<6HT&Nlbrnr-%4g{+n(jGO96(m z9ub4^s8v^r3YfJbKO$;;?%iL&NchGXNlUQ#cmErpH1YL3=8nLh<|QoNDn$RlO6QqC z#&sY2dbYyqhtZB24SO2`;o|mmRWjHT_d{;6({m)((85s+|AwPvxDR#cY8Uc;g#lYbnN5 zJb(H=Xi;_DAXD6fesnvN>9tR+V+BR+?q2VH`3+^Y_YWlmH=}WS^CbSzh?d+i-S&t{v?=X;oFB zWfHE7{tkPi!3sw{3GUy0618+i(>P`W3{O2~uVwwl)nWa9jQM?R^`S2Tfw3^h_2%S{NTiIjFi*nU%pBs;uS+ni{KGveF~SE!!;G;KG`5 zWjS6B(e2;81msB0o1}70;-)kehjK$WOcvMGo7>he4kyv#iXB%$Czplvm(K#^D_2>2 zZNpCD8c%6OxDS6fv11t`o`I=O5N;k`A)4^n%wRPfV1d_EA_aKO`oaf_jb&*d!uLRM ziI&%te<7e|5cVBo znQ(pc`R`gV97S;nIWe*rXxv+vK33ybdvhF__hj20-IGfWc_has{1g@gh#M<((^A&V zm<<3!2)_Igfio}nupL;sjx<9i z5i&pgFBlS+`Q?8uQ%^(FLON`Xg~tQ+w42SGS8$67avU6Nh%!W*!E>W)$eCm4nD2!m z(b~&51TUi*g7sTiC=0?{+uI8S00W~u{h|&WrpDC@GX|T;t9sgl{9MWBDf-H~l@Zu? zvz?46vR7Hl&~QUBLK5f$(CpK2-H#cVzn6=4V<|&+T7~_9EOp&=^9Ms2(wwSA0+5e& z)n5hk*TVm1+8sM0M)lLF?ZiP1^j3T%T}havarnQx5DBe!e)1J?GyTh~IV7lfbyy)7GTJ}oe&--d{3s4qcp@}cjLbq(~nu*of6UDUJj`urP|9OuFh@MBa6AjjpQW(?&1Co^t!17@qW_^G!kfk z#~V?+HpddOLmoRt|yR{)>WU`j_!>@YA-jkNSpT(oiBR($CBA z^8FqTy9dofO^j}koD{LL-FJ}rdOb^lslYF{ej!H%uCMqhijFN+xb3YyDBa{n`mJ?M zZUGSVxt*T4t&xhH6$|{pb|eq!rU+Y8n0DS?00OzT23iUV2T(u6W+-tGx^tH1`F0vk zTDwtji**jZ9dzKAf4iZUVClRgo{3)6@ilvC8#fcy^M6BT0yAYCh(Sh49f#DHd===W zvjU$)iFGY+qqxJ)zB9}r^W7`RITV3Op#?F1`Jcp@)}qGdYE1Idy)N_U;`~v(D`_&W zKy7tMnqd2CvUaJ7Ac!exH*J8+E9eF;i|PgXN(lBU1PlxTkQ4?(AdW~y=#L0rUpS*Z zFc&y!EU?%xT$kF<+r^`<0A4&v-k5elYHb*{gr6AS;@3W3Ltw7t3TTA4%RSHsUH@7# zRq=oO&Xhqt%Xen%(ce=4YZ8J8bw7{^4cNg8zCX+<3~P?u6t?J_&^gthWReT=@@0Aj zA2Kv={=vuRJO3LlSI*dVG__E}=12>HHiy--@D1nzwuI`Gd-f}YJX^g`Y!>L!JYXpw z&?0{}>OCROfcl9#ntu-W{Hye{L;-!1fn58BCQ&iS5Dz1HOg7TVN?yiJse)0OU5W4{ zfjd?*lHeq#JA|EU>Q@4RZDfXh+x~cSRwWiMC9+gQ+yMReI*3XI>;I5+9?PxkN)-Jd z4w%zWVh&=?btcRdqnN|jKlr|ZtL!RUCV=kUYl8?DDc|jv9OkifENqj1?66%rEU8`j zr5r5hWL9w;i<30s;YnEBXt^?`QvfVccnGA@W@)9 zWviy?<;X;A_FhZ6GJDS3p5+Qu7esjjqWo_j+J_FJS{s2IMiq!6sDQ>6?5eBC)*~MA z%j3V^I1?c#g^H{3Py~i?7v8GKk5pd|n!a|svCvJGFr)Fni8Edf2I%UQ96YW7Uyn1> zI&-uuiaQ}sToQ>@=NQio(Yn{jWHqT&EwG28>y7L9KCzxSidUu^M)??^J*-}KwCsy3 zd4Kw*N=0@}Fo{ga(Ss5ADs@gW+kdZ?E(6+*D^ETQ{ol%ZNqrZj{QSL#j^i7V%eg5k zJA)pZ;7}L&H)2PR63+f8BHE<`f^Ln>pnm_sQ*wsG(4Vm&?lj@cE61_0UD|ow*o)$K z`=vl*0AbzO&3+}v^BCjb=n2dzTUVS|!PJ#ktBgk_2BYtszLh!Wk`MEnsVYvQ^5}cp zh{$woN?q)%F)T|virrdmmu=B>2tY%oSz$I9Hv3sJq#jO5WNT#~_>*AV*ei65cgK9=Wq=72!2YBa-5liaG?O=X8f$zyL zihvv=Pf%dicZvQTzF?y>Uy_`+GT#CrB4*REnKs^RLdh1%z8O>SU<*G0MavEw^c4-W z2qqRUO%TR8n5Os}#ZyrtAK#C>jh-oOnfz)Q@F)rcyePthqJLi-6&%Nx((mDwCB*;^ zdDXq@zSv)mlkoVuejRfcLv)N@J02*sL+5sq>@!;U>rN7eB*(pKr&4{*)Lt`$d6vIx zMa}gi!antHjMC)Nu9i{Ln|u?CYw1>h<1Qr=#n~N}uH(R?-?YG!p5=*?2mV0R`B-Hk_}EEa ze%s+WD=^pKc5W3h}7`-B+`CB;w)Ca#%41Ptf$cX*%_^VYW z2O85s7=6`1b0({p7X+HO;;`SRSBU5PPFbrN;3bWkteXy%V6?Er3GC71hI@bLvQ-76sR1C-Xb-emMPWac&i(N_9B_O zCcocy#nL>?c#k|dw7O}LKI53}_v(lICDxbSqv!0sSJuP$)mRU2;UWeqAj=Z8rI+M^ z?KYw|w^+EvJd(gb+J=d+VMP`ALAXD@*#Cq!828#|oCXa7b% z)58$LRF|+vfZpg+6_ioExYT$C_xK6f7;MolHTni!+1dOmComj_Y0Cp%Iy0=_zJcEB zT&HM70%yc#GZIh0;(VyU+{RBD+)$hJEhq zGQKxK+e`PU)c$Xc8D2biXnw+vWK#>M^Nw2?1Ck%%RQuZlQ%%JxmELO&ebnfOfiw#0 zOt^IcI;aTkU~Ff}kiZ~begNV!By_ZL$U=F03s@6bl2GmtlI0et?(G?>RKUyl1@ciy z-1Jjd>4=jUf=RN9+v4zshm}D~pN6%O`8RG2oxNR}wE1|~2ejsBb@ZNw5Z)8M)XVE$ zmyRGlGF$asW3ZUo0oNRubwoq+>vIhq0gav|K^DG%x&REyg~!-~Ua!sRblhUJ*<|El zGRkzrMqgGEhA)r3VN`#nk!zgl0g)y|ws0-&n4GxJR;Fvme7$^-^lx=#KF1Fld;;G>Z8RnzuM2;I0ZSYz<=Nto-)+tZ?hvMRU)fbbweHss#P$5`aG@%Q zts47x<&z9C>Vu{En5py9&Y%93ffDznVjPXoBGo!)nsvL9`UPhqH-{)^Y(>hrl}S@T zsr@&Svj5W}zXH|Y+V7jf^{86YD%K_^t`x)`Nch2jkBRXCC>I?y?+=1vKiRzV=w3)H zs@*p1kQZ>*fXPoa(=N(AJ=b4cd7C(821LCnd%Mx^13P-d>p{CU34wH zgg_>j=%DC1L>CiA@8kV<0}<-r%b~cl2N4hngBIm1p(_>J@gI1VlTKi%YqP&3+kTJa9ODfEr9+VJZ88s; zcRl2Ez5RRp*igViZtO4)AH5zu3U^FRY4=Rc!x=*~_2NJ6#VL}ccMO*>!il+^S5R2f z^J;E{?6pd4^ISHuGRw7C3`{y(0 zGdx*+x4p8oS2$I$be-JXtBl_DfVUxD&?fpvF_qTv*^8<$_2FPKJ zUBO-pI!a83X#fw+OzsuNw>G0!A>ba~i93KGEtxr1Fx4-?V>LdZjFNkB^XA#c;o0FS zj%?*YF8p_q`tzjB*BmJp`Y<#VoAR6+89g5Y5xc ztB*T`RQ31ohN>F)dMalxYNgP~da>5rCB(h`9pL5!<9OYjmgY$z$F$D^-$kHdLA8DD z980TJovdi-11mgc{B6@!U{LFmfUFweM=`$ZK8++j6OXnC4=L%+ev;H=8QGzLppMku zsPLEK+?rEsMX!DHbunn%yx*ifeYtytt$*X2QBW^DhB?4Q{^GNsO3k|fX5K9|Y_Vf1 zVpW#t*~x8#ym~h(V5!OMUbp!DW%S9$ay!aVd%I2#+=pciU1fkUklxm&K^AH5&H1#6 zq??qle^?+;Q*FF$jl%*96o9!_?&P6J;;69x<~kupWLViJB4B{_Zg2-_0(CGe=okqv zxNrAECde19F_wR?go>e&G|@)}X778hgWWp|W@&5Tk^YbEUX+E8_r#y05dnWH2}K^j zJ?$OlHFx9)k@_orRinIx&kq@SGhntk1lGEKE1Spel=vbeoaV5)6fw&WNJlWwLCo!`X z?xOXjz8_y;k26784;1_J3o#&mm?{}88i`MNmmgn`C7y%BrCx{G8c#o@^mb37m+!yQ z{PiYY^5VgpZ}7BqG90+wUh_jGwt@J-x@Awi+xBL}YKz5eo> zY@O=$++z~o&0~1As^=#$s{C-~OrBr(&g*k_*<_H__-C%EYpGxR>+d{=*zP5&(W14n zw9mj{4&H1XK!&s~b?GkN9MH9K;UlI^IcXhFIiwGMI~=?JCbd=>0c?8l2Y9*I`8WP9 z?o?i2+-qdhSp$F4zKTnf%|FPH8uyJ4;+Q|`^jTQ3X7Mi_;HPxmUWD+;+3hMFO|tI} z9#s<)$gJAeAx5en5?jLk>&%BVj31nXH~z4~8p8PFF>()r8Lnv|UPCh=MNxujbRq_q z>h^mdT(;znWNH(}YPzPj(xHu>63kerhLmU42q2D1K8#b?J%(9nEd)CZz52+8_FN7NTSl1u(~ zN;B+VSb3ogYJ}yj{<;-(&Rcw0LAb$FQ)Fu+bE`c6kt*>=auJ|A3sggf;CP#NYMzva zlXf-bb#|}cbb&f1 z${t;X(a4T^6ir(&@~bf=(tWQC2nIWbRB@dny>qFZeWkqkD_MJ5{qxsBuj1V(QcVQ^ z#w+1B>DflMq7D(!1@0?<=L20;#Z^`h#(uw#W+8#fSKSa7lAZHnw=7vIu!SP+J$2kn zgB!WJXb;GRFSO8H{b~XV;yc``QB1OTCPyvo=lQlSA5&rq&;*gF-TH~ScySK*Au`XS zG4SOD)imFH@P0}@5TKgP!MAXljT4#+9hOjwS+D1?!xEufnmRU}{t?RkaFp_J`-SttnY7Q0S zmpB(2odbN_SBUaY;53y^D{O}4_5?a( zkA2|k9mWget}r2 zEp2mLw`?zTdVQTxZm`!8%{P=IM4*T5NQ=Z~LcZ_rv#AHlSA}H2Mq=Z0Qa$6QeN28ra`w(itz2Q<}`-TK7GI_1+J&>k&a;iY$h-X}q;1 zxGWGMuzoOBl2#oIM@9=T*uGb7E2XWK(St6!__A{o9#lQ~w-JO5Pz=kpkGmVh{UnrK z{&Hlv%t^K9n*z~`*Q6R$D&|_kB6$n!aV}0#cAuO>otB$Ay~fVhQ#I$Cdt|EFek6G2 z<^4U#+(I)gj~-km?{WHfd#`V}!y@t+bT7unP9BOjSa-eUW7IdPFOb)|=?S-+QDDsD znERs9takGduF@XEG;*E`>F|vw1lk^eEmeK}AeDfWto+Tis+{&bMhIk zT(X^Nz|Vx_b#z>GMs6BSj7N#6(hr66li~Dfgkh)(Km#HuAAXO71tJ#28>J1$%p2s< zvb)*;G`?0&90F+7R{m=j&fVl`{hwsynDYPyJ|#8IzKIm7|uJ%mcN@# z+9SlMVVbQjrQd%$cjO^ENQ@b&luz1^a(^iFLOmSX4|rMTfr2TC$8q0o;;ONPLQx@@ zA}AW!H}GkDf;5i!fZUhYC_|4GMml|yvw^L)`kO}5{iz`8gnY&p>rZrqTEQcU8`USQ zuGW+}e1VSq<1A_VZ!87a+YBoGZCH~QGoX}DY+U}^!_Q+?gO?rizsB}Ccy1p`p!T8R zsp6$s@Xd>jU9e<7iSg)U@k~R2Eu*(ioiz7n?}dkj1q$Y2Xncz!@;HJAA)nNLFp6+eFP3$$HZlXnNQrQ9Ja z0&rmKES^|Yq`~vo`5DZMe3(01$kt8QPv+7ug8Zzk4MxGTM_j*6abX!y_(ZRhF<5*p zW2*jUvy>J{v&47 zjLmjrkk&(a>bj*z0AMttcCtRaqvec?dfNAPR$%uQtqP&4#h*P=D%!V^I+Ov2oKqr` ze}^KW;>l@xDs2aY6%jp=xk*sGm}LBJmj~rPe#K3J%vMmvoH>QtkZjQ=Mv~=I`F;I< z)W7)Sx6nrU#{5e6M^+f!y&1pLT58(^oT(Dhn#KpT9KM$qdg87?w(NF{zshiI$bo8b4S$ z&IFx71xstL?(-fddYNHnw+H3*IKZE7sl|!$&*Um`t2dYP;W|7B!Y6iz0Y2qyGyG2t zhXP(CY7^ARf@1M)>>4kpkNMU)v16eKbA|V?{2NDU?SkG`x+;AH-AHek%}}=^HO5=L zUd;l#VZ-SsrMw;%5DU~u4BNN(#a$B;@MkM~BLtpG#iAKJTWOa-%dDYX;dTEUj+AMs z@#AB|4;4V+S=J{9qxs_+O6_mx)Ke&fSJ4c%G)kJ~c{>*f8)2?|kkEf~_>JfXC(O?% z+d>y-p~@$HM7N?q?ykbNv5rwLX=TBwfeI^-x+txGT+Fxp8Q;GUU&qmXN(U}f5O35s ziyFdv4H$bH#~L^JA$4qpuk=E-ji7#{bJ%JOCdp0wGWD*_2hN5?r5}E`5{FLY0Dei_ zvKIOc$N_Duqxc{a{|&yqsgvRjF+B0?t1#~}3$t(izuCT17NLnRros#J(C+(pK~>m& zQux<;EDoi-XmbCJbi>HpI2crrAq2;d@)wicu71~{!Ds~E1B^RK={o0W)7B+nFYQ*`wJa{L}L_hc!5%5+fKTT zd?C_R#};B_?CB0Q#1kx=d`6VVCX&?%I0Mj&dgadl8#7%=e*>sN6id#p`V#;c>u{hG zU6D?doQG8k+S%S|@axz7?Xno=i;S#cko-Lm$rH5?!;mf3(+qHwl;LEw$ihSP96}B+ z>+)I3=E50r`N>es>m>RLSG&iJe)v&9z&`p!A6cnNp@wQv4uLEr5eoA2AIOEbqZKq= ze6so5^eGDm4h6s2>BUid0Z|pXd^_$tJ33KbVT$a77zI&)HFi$SQ>p6oOSvke{*sK z78zG*XM|}p1mOW2Du;h3V{cG;bm1oGu9?8;dA?rC>#aJ1=yz8=1N#Ep!!UX_!pf z{#dbu>%}7Ee`$0xc|DSl$(%o7VsfOAVI<)A`ENI?{;_WN&wH*#bi=JMb2@`XjaQ=I z)B6nC3O)1b#GUY}lr)EgL6O->^OL8+qj8MfuWr|x+WHJ|lxr1;Cv!Ei9<&Pd{t>UL zE}_?NQiYPh;#@o0JH}Ji&pw}M5VnSfR_sp>lg`HJ+@8LCfXjn{eE#l+z*6^s{30Ko zjUFz(GMvvhL91Xd=l9=I7f>sKdeNvjAvpm(5M_v2A%xy13PWDXtfUCp1c@a_IskDk z_faH9lDBP(49;u0$c}F4DrT0`{!&mFkrZ#5)9?pY|FA};nRK##XWkk`h$D~nq?0( zJ_1XB-06pYi{*0xCGV=ukVsJ1NR#r=*xJoYW|Q#5fHi1=duyGir7e0wf(;20<025p z*#|C$O!#}0)sY678M@Li!E5<%H1B}jg9}|u;Em<%+``ZmjIA=F+{{qXQCIuu&-o%K zxEx^X69VRC53j6%YE=!>AR}>Is#g-i-wl%6ZtRNhSP4`zO`&3}WD0zkqP4VQcM*Hs z0B{irW{Jy?rJaE0@T=2z26_|~38cIca;g-HA@aw+-4Mi}AEZW(Ey~-}sBH zcarW6_hW4(K9SeMgi0O66pq=W2%Pw^KXcTuBf3rvxLXw;8~|%Sg|Hc#_^tv2s{cUI!KN zW`VHGnzE-5i7!ovlPv2pG{;~D7^JkpJZnq7z+>%R0iT(uX$cfCqjdhQ06%t^Vr=Fn z{|?0q_Ne^X-x~rLY9s>-%qO8MxpM?(eTF`%^N0;?P7$EcrtH2>b)r)b76|O%XMu9JQhq^e17Ly9zkj z8Z}rR7}pOIRM=2+^;u063qoGUcqpP#+UIx zQ^j1g`AV;aM+_jW^PCM(7SQ0zb|b0QQt{qNGWqkTFdif1vgok^LfT?s!7R87FKB$r zrX}Inx0C&y`4k}ppW*eB3=bB4WlcO}Y(IPwo^U}QJPu;pzu9ARkoQPJxYgKL7gWU( zc3f-Li>`OD>SvFyGl#t!zs z@&10=owW;Jq?D{23~xt}xdLGqC%nabu4}&w8PQ++#=d84|GNzl&jh9(h14VWovLV zqTE`-+FJb~7mo9e3Pi~C6WwBcI+O~+1Hi|R36xu$4z}`r{9CZ!aOdDdXNB|3bTB&(|(1JAaq$}aw(5`(7r&{s;dy5^1_eeCtf*)gtfP!V0C z2HSkjo7ZhQp_X{g@Aa)9$tX$VE#3>w{!ErJod@&i*8tfhRdRr8X4++*PHBl^>liEp@w0r* zj+5NuGcX^GSbn@G6iSG-R3H&zM9u@8vy*ctJwQLdo+UBlV)x6vQ843j& zaYR6>hec-6;IFme9nwOM?b_rV4NUC4r&A)DG%6JgK~DHv*I7tc1zY z_ZQ)T;Tj_IO69-am^vQaKV`i7s1GxVzMuqI;luEP1lIPW zO3HsV37ideghnXIbmC`~NJ{shJ$6B6{i+Gx-qttL5@ysf)IZc|!!~SfGp+c($@g`` zMOUd5l;31=|17$}TJ&yA!NfXp^n$oWL>sg43jLcW_qO$x@>b(^J9AS8iI;cqd>^OJ z(EYo-e@V42KA?0%Vvjq7JZaef){5*DmVF&LXuH?M2n^dS7y56U&DUb{-zS)6L|Y#H zOnYw89~~|ai~e!%bL)!h7`g^FxN|7x@yjfNr0zOAP_ibC4;hw6|HDE!1AgHlRDX7{ zwct$@9!WVIBz`*jVHw_TORgg?|{?w0i%C;slfAYx+>Z?+!NNr z^=~BNkt(q@7?Zdvw18|!1pCg9VXx1Y#pD)YnS~+Bx(lwtjFyDaS(0#XxR|SJo6!M{ z8j@z8S7*L~Kg9-VlRK+4d+!w8x8Hv@>5BxvU|iiuJ5!x;-!R?}1p6MR@d`^=CZ}H{ zr4@lXAKAGVGM}##9%&;3{&ez^@IpWcAL>2rOY=#yND5LGe;0s5XrCVf^x!P{i9fmF*SL+1p0fK7IsT5qja$#X zZYzxDHq&V^{$*=gv%#x3&nKJll|r1;<)($Q_}>`8EUiQtggZ|bjQVV_BmGP`ez0`y zBCv^GiGe`LG>obB8wMP!A+P9!;Ph2x{+zVAW0diOIq$#dy{kl39_&G|jtk4+!qpXO zRa2LzjIoK7AW2U1`-XgjB;|jTm3!xK)D==9dH7bn9;8HxK>W60J8&N*d~5?yq;id4 z&c}N~$N{K1n@kt&a!DI+=jA^8eY&2#;S7xUbwL*LvZZgp075%34o?6ApaZf;SP0}44PqH)-wy;&MnM|I_8&-eqp^9xs=Lf^Bg`A4Nk6C-Jy2`U>8XM3+ z-7Q}KMsW%QG8dCK;$!bw7$IpAl9v>{yuz2aG9!P&w-kBySS}szWb(r%@8SGJTn5m5 zjAo>r)T-&aj(R-cKIox)(yzYcuzJsvJ`N-iDaD1D${ku|T~@Q)S9S%ruUCANzlhB( z5xR1tbFm-Y^tEDOf=kDWcZUDQX2pcZ`7{My6(qy@KrPwcz?Cw?g;KXkChLaxLwny0 zp??0QxljoCaF8VC=dt>mHRgptXuy;r)~N5SzzsUsgUIuXorYOZog3$!!6?kK47LJd zq)fdB9%J4BLMmNzk=bqtRB9v`LFmxh39R%U;IrT!eTzrp_O<(lqxj2@SF`*Zk*iXy z`w*d^VASux$^{TRmRp-F?}oCXZ-IN~=vTY*DCI`AEgwNiA)(a-hM`s1P=WG7hk} zj^EC`HQoEavDh3wO$nR2C`ag+kz5D(m6`5i4^YO(O|sfb?$UZ`98mK?hU+uYP0-Sv zE@C{wc=0wG*R~*{lNzAb?|Qs}`VkM_x!Gs@lI~wIP@@c_NahxT`(B#ZBP~CY@D}Cn zMtqV1!S>G{SD%#}>V#KrKe9;5;KXbP;$Tn7JNQK=b;rD_eaN0W z#4Qqiz3=!h!#hb|o?JP74hxKw?`sO1MP~2p7n$}pDfvJxf8+S(hGaLT6x9gP0D!N2 zV}5EkD$ywc=hag)pj)1;^n`>TIjT<;3)MsG7vM?c>{VTgQhp&I8uS}p5?CsKyq|j< zWN!4$wfJs+(u#AiM(aogtC6o{4&-fBzeLh}XmP8W^mXu5b^lH>gWHY&A_t&F;OlL% zUbjhUUnad2MIwL9f=1n#5x+Fcw=qn6HH^HG?||ss6}_p|ld(z}unmz1X&%OiDMhhH73;nTHW@`l}%x{B4MgE(4>hQkD-tXUcdb z{4$990J0Gh^IlAbCOL@Nm%9`{k)<@FH6_VXjreB*+>2F5n-$Ga5c;YY^$sU;;ug#^ z?M)RFVUn##WGCiQ)m%>TNtu&3*S*tEN+0_4u4ajLNuv9_uERY*ywQvEhPsECptX&5 zGei^?(JrJB7jo{75u)V87F&4WMYtf1qvMeAb%@8VBf)o-jwc*XHMW8IcflyUhT4oc zPLQ}%Fr|4CiKQl>E4;jU$|4AKNhN%dTViYvfx@ z{oOeK?BpcXAwnL|TQEm~WrvSml%>5kB2BCio&=+IRQ>O7f^f%Izq>z4!Me~BHk4@N z5GXu-p9BL;{N3;TeXBwuqgMOlZ%1;T_ryw@Aey&?&`gp%4Sbw4BpWhZ6{AdTygY8Z zMxA8yiQd=>JXNKj190Hgzj4V=wE6u|X}tbkGc;*2Wwt8V$^zff3mDTlh_FhUGxbcw zZ$Qt7oAUYrNx!xlji0eq_!In>YGioKN{zo+HgTv(<}wxju$px+v~Drb8t z)sFI8l4bmsI^NWd%fL_Jjh}kSM}?>Yu5VDD0%&DndXfsO4dX^>G|ZDfY!KDJwXGV^ zUX0}__-9xlhJ8~^Q?hq6liX~)wx#46(IE8KTYD4$!f!;D6hPd>A}9lFYm>ETjV$L% z@LHnG@_CS1Q&}4o;M7qvdZ8`yh>3rYnE*&J(>o9<_U`IH;J284Ndgq2(^Zx0TAx z34fYu7_Plr5>!U|--;cLf~TvE(@tA>Lmhy=y^?x7wW56;uqcRs`>IH0i~1>Btin01 zvI2&c#BsP%1IvhV;mNAID(>cvqmv2X9`37lAyH}myH|1eG-`O}66s?<-xZP#`f0>> zb0PovJ8=n}@!p_V=?-GW&KrNtQke$9?l_@Zl_876Ir5nIl0*&scMk0@7WHFgH91ze z*a)Z7e5gk3x>$RM1pBw@TBa+;w)a!e>#+QMPTq;Qi@>7EuzOBo16KdqdD#+ROm~#V zj~;@)BbF`vyr(AJ)02Ke)`Y^<{eEip)zPHe8@)p;m$OfpY|Sd_@Nu=VKW9Re8=_)& zQe+TsXWS5yRl{1yF@z_^`>Z+n-HhB7pt^o0;y-7=ZET=3*sEplN^ zMIu4M%I+*lmWSW2@ExXr1_v7MTFdRN-*Nn$&8SbIx~)QFL#X^)(J{7i5@LJ?5=^Q- z3_syZ^tUb~^2V5{f$eB_!C6g)J3oIjw8b~WUJB-cfPoEpv zo5fsS%g6qCwktKTcs&sQZs_NT`?|yei^$(DA%kbD<$z*a&oD*L>@Vnn-qVlX=MN6X zF% z)+euc>ofHJV=+T{JkHV|#_V7c-%1g5z-q73#K_7>7Hq_>(H4ULAnDpJM4&GECH{)H zgYTb}1{@-Otr{C}TNB2io&zW&pDpIJ^^>}c=Kj4o$U_S1c39|RZ$4lpuJZ#Er6m0KX#%0j<%Zz#icofz zIq{pVuHG_^ZpPC;e~L+c~W4ZnVo&AnSpFCVgDFRoC1pm4mp z=NXz-pWe{0nV>P5dJSK?enan>2yM{XZ_YjP3a#9mxPiWPI`k@r$@{_ueAk|F?&h!u z0Z85`KTiZ&5WbA|-kR+((I|e5AkoEgO0QqncTYg>JK@(PUd#<~fGt^QN>**3r2f7l zD@%;x{+5r*ZgluL5nUBmY_WPL*c`h;!hMDHu6qNyr%s83m1u)CW}*OE$O5-sbFCWNk5yPFoMIL7;Q z(@a1PShNUZKHW)N(00LayjW7|>7h+ad5R3IwH!qlFD}8G!H$c35y9|+A`B`CoDHD1 z+YwfQJBs38CFr+_#jAY9p*VZt(QifHR~o(2ACCVzXFw`#J^T3SeEH`Wb&vP;)SvWw zo!r*SmzbA>uY4Q@73ky&+{ZYwCA>KgKAiM94SN!vfG};C?t_7I_I0q|TQ-H*2DK3a zoO(iAiOqGpyfGd|-#S2-U6W-4#`ylc&4iRBt{g7G-uLWG!xH z&52n{#sAG5SE>37r*uedI`fCGTReebQq2z=6Yy*ZJf~!QaQ2eIypF@V43g2GTXK6} z^|7lXBYvJXnQ&1l%U_LfY4WKfnw@K<8xRBI2};JB!#CZuN}#Z;UR&6aIE2 zk>Z<%MiH9X1?yQz%O^Nh$s^cQYWtkQQ{c-{BdnUpyZm{d69=6uNsr6vhYEj8JfZ?} zfX*dISIshYGU-XY9vN+|hzl-1i#9omo5-7ps;nk!GYs)px=hMF~V4|SMqP4e!ErXlLNceWseNHimy?PT&_o<4nyX8KA* z5qXYeJ3@bx`hrW@!?4pL7Vd1pO0e&IKT;%E>T$2y``^e{Nh&l^Z;y}XzLJF-tQejq z`ygl=#v%%OpH0=Ezq#APZZY)t?4mS~0^)OMXp+O;vYoc1q%7YaiiSi9ko+sz%@vb!_f9Cu3drN!dZBv!oPyQm&2Z)($+S zGI-$YHDM02AmgS59|MZ_C?rg*MQ_CjZ$p$Yv1H`}Y+8W^xp`a{?jP@rX%tJw9c%xN+=XBMDcEbn%`$M5X}$K4x~Y}n#B;L1x5c- zoGzMYo`2p*UG8x04V+--zmaTc8MKU!>LSyE%lAmGO>Q!RWl5wv_(cUwQxNP}Op2)c zE;ep0_4?V7=}_Kwvfm&B`W(B$`Qv|o=Udi~D;{+vUvbYp1mam?1Pe7&&>CT`oiAd) zt;2gW4&faBMcM}oWg?M~=;P8d6W#T0tk*F8I2KgrBi&gm|bc+mO2h3NU| zCKFCx*A)~uu~iMMGy95?9?T2@Ldlhh6F0$^yY~cGdRvV61Pv^Hh1ReqFST=JtS0R<0WmrOjtMVh>utsSyqta2DMT2mOKv|vR5yfUGTS0 z95+H#=gphPK z;0~ZWJ5VGPMKq8Gtde_HO@xysp+p4qLNJ(t6UCBfFnE#pKJxXossM0Om$|=6=-msvr&H3{D=%$FPc@XB$#pGXs1@T++8R{(4(?C)&22fBXZD9ozw zx!x}!v_HJuAMaQC@jtGz^qu(IgHKV_%Be}j*f*ZTFrk+GKqwyLH%}WBAqL~In=ol$ zHK>{fd&85Q6OYB|w-DfS55dKzHuj#;(zO2d+B;Zw=~a_-CXVX)ytx4Xisl=s*7oR~ z;AF0ohFIV}OjJZx8>ln+8T6CiZ&uSrBTHh~*8J)|T5vR{4(PLfeZq63qlM9AY;}UN zx{bvc0!n;?k0%U~m|kc2B5u$J%#q8SyS)u3M-`}1LJdcCD$AFze!DsJIGV>_Xem}$ z*_VkecATZ}JK96#%NzFDoR9lMN)O!80Y^d2M&APSp{oEo^1dkAys5tz8=#7uWzjK*GPB z1sA;xDj8<%uRqc{7uJfr#$7;ofHw7GFrGJT$Qz#DY(nWz{i9S1zmYXDBg$SmQYwMW zaYrbU_l08*40%}W>c`?=|5CzRexn;+9a0-@$%kU|J#BQ>y*TvaUfn$92@k!hS0ZM~ z!b!RT&ymTSEtnx-Uz_+0y}WJ+9JK&Bl%l+ohRMK@=0vkb|Y1I-qGLqY5lsjl<&!!ta|z8HB3`PMf9C+9MoPJ zowTwJM__+5)K3HqD`U|-9!`xt!dpw5qeB3wT4ur+RK`-e!ii(83|N6lfvE<^Bqjt) zMK1g6k-I|P+EO24snhH%(H5P~NPS`yYu*ijz<>kDj5$i48_Ju3GP$Yl_nZ`YJRhRu zF4f0JNT>k>AIpH>1YAX9QI$v%4TMO! zTZx^fab6vuLc+XKSMG$jLoR-A^<$r)k#wm>RS4@%EIU=|f+V?< z)M}cG;}d>TgzJDm_WOG<&3!ga+tJ?5U?6L$(w<5O>m&;%vFe}S{`K%d;vyBX{ip-z z%3*!}wl{*CUeHtDT5?uQ)i*4Ob!S8fB-$9Kq*&R;6S34APAanc<8TZhT(HP z5A_qJaf0qu;l2_pX5Y$Qs9rGYcD<|Qs(Vv&| zK(jnk=u#d{`1r_q5-F;86nqq9f3hSfzcTh*`~D3hIL)w`c%wA?b)2!q+-?Paux?k? z4{mb75nAs7_x7*vtpkJ65#=KVxW7N(p1+=b1>M=W@*s0f<#7Oy^yXTa8ZXhd5YdVl zLCXANdyaa<&ZajiMdShn^dTeBv3e`e?DynQLD`;ECZ4Csv<%Ph<77Iv_(DzP3Ojt| z31qgGg2u~B7^Zp_4(;(4t)o?iOPjzf41))L8tPO((WggLk3?bN+~_DAI~C@Y;Nhv$ zj_G=v;Z={EWAyJaM*U050<`E~<0yta`wDz0Pe6nuwN+4;pc39Znuu22l=Sl8_hVzl zo*6xr+CKQY7lIqeM0!jy6yb+zkH}RHio%=yO)bHU#b%EKQgxra_3x+TSBwDKoOTQ)|9IMyVGCF)}o)2-9r5S;m5%zqf^rPUbu01>2vj zqyyw)q&el5`HBq47yB$BQT-*EHY4{jl#GbEI@LjN+`bpqCuZX%Oa+dM&uAfHFbhFH zy}2VbzM@{8PXF>J_}VSSMz|(I5o#^Aw%_Me+53xkDx>_jIjdB8!9=h$v&u~WS^rh@ z9uNQe>nnPFqEx}K*vxvJ2_-+HOc=JrhqCD4HfJgG-@3oVp4?FFd8N;0E`mNh-zsw7M#k0|ge8;@VH)$vT7)MFgS~Y zUi+(V{JMVIzfL)z_VQtNE)to&*-uvRZyGpjp?kA6Ss6=dLS+Ff;5b*IEbLMqzo4Jm zKIQc0*mf##yJ;D(FmiUL`Tq6eOunM0Il!E_Kw;taV`b*Hl;W{^0lIv*qA;q;)8EhO z>jv8I>3gk%BfHt>OMifNHQ_5h>{0k{PMbG~WqU0g5 zdZR@bDoXB`)%7?oVC=UO&q&mi?|r_zSjo;0+o1)-CSJeRf4$nyrskAyAq;Yr+C3FZ zTlN*Fy%*6#z&~Q{1M4znQ>NnFPYTAcaaSLYXFv>7(;ropykuB|PH!`#zn=E^%kE>8 z#XZUtHd-08_Sc^)kDKqbJk{-fT78-KWnUy`-A#aWddX>+Vj!PEs%4J->+Lag|MA-^ z?K3gj3J_iJM6>IWKg}_+O+e0g5g0Nhhu4aU#fE|pm1M_z3O2A^Nn)B;hFJ^;iXqG- z^Ie<)Fp@fGU*tv*i)|t5Ra(CwsLQ?LK{zvm`%xQiAs`1U@H>gORUT%o_ntr=)pb-%|L=vavNv*sOK%>guR#JD1f0PMc)B7=_UApZXL)kp`w~fcuyOY9v5yRnpB-c9X>i znGnt)&tY4IEQB_-klw3Krv(6EEpgcWPUC)GgR6)@WO!;}nGas)4A7v;ccF&PdeZTzB)oo( zL#V+lH1VY`;_nUy_Q^YvTqnjTKneOZO6bpDq4|&H;H)=z? z5_@A$v*DoV%HXt?SP33a{JM++WzonN&6&0wnqPsie)020X5(N=B4nN{tA0$SzGT#g zDq@DeP#%H{V$^Mid%R+e=;^43Fkrvlo7Hbsw@mq63+mLAfpjFE^*rJ|JixWHhy?w} zPmkfPRXEh|H~$6{thDiET((r!Uu@SB|hBiXA_vcz^U6b$)fytDk_ ziJ3gbzl~h4-51&~2%Z_25LFm-Fk3l8|0<*L8~rjd=C`swhlo}14Uj4Y7}*PG8l3&T zB_#QUoY{&Tdc63P@_9uw8W#xstCk0Z(;OiKWnqu&IhelP9YSh>#|P;R5{{P=_4_; zL;Si!DB52 z2=TW*99)1jPJ}Q{P;C7xi=^-k#1|g}|KN+U#~Au`43+jG06v zq}D>S3BA%mA1v zT9t^RFs#xY7m!Uu>P5Ri0P>k`zdyw>zkxBBRbgrOE>G1@xlX~Cn=91AttgYDCo}&t z>zfH~FOFH{54uTaq`*E>a{Cc9NtLTj`18t_9e$_EZ!KGcl@&lyGu_>pdjjV|Fn7qN zT4H*@iBnnqXzZ4bnZBdt>NyWIlCKggSjM^nUs#E;Adr;31rp@!!)J?>$~DR^wrn60 zLp&#kRObs16)PAw2JPU1)!9^@>_k0&8#$C0laj3*l<;c|5(`{i^9_qcoNRp%{MaQT zb<~tT_u!Xd?F@uoZ3U0a(){(>EWUAnL*KA>)8*mHVe!~I5VbqkON}p5Aa{@to+|m{ zM3nORj#T3Gk0j1F#;3GQhtH}_7o}N%2uflE<*~93G#b~HV4Xc72OpcgU;LLmC z*+gpkh3+F_MTp)+ML8z3^#grlp#vLD3TT*ghdBvcTT=sD{2Ax8xPQtEQ%)j7vUQ?- z9;q()QbkZ{%`T@mNazZ=ycm}%%Ag(Je`xqQU)@8%o(oMsFW|&6+4I$^9F{vs%PisT zo0P>tzM`nfl9{!F$Yoa-vL3VP=8sKv<8hQ1`nT5D!Cv$QB_Es0z}0@M-)aa^O{A-n zMeOQ|)nt8ny=pewn*-Cvgv=PG*J~AnxiQS-5?O5dDjw%U{B^e&1BpHU=P;h(rO^TObgnl#j1yO66FdjWshWutFnqgN;x3u?mI4}#%)_&yAT}CvS;G;%M!?e@Y=xW!u(>eC4||b1~59xYv2b;%}`y7@5zsa z!}ebv6{uXk&&+)vk{YuJL%0t~#DGX?h4uX!K(=0i!rqeiF1_h_{O*O-#$o`?TiL~? ze*GVC++j_SLw`NDj7Xs-q@je;?_Gf))<+B!UgQ9O*khrDiXFL~wNZY1DQqUs;K+Gp zqgj47%zB-@F9Q7%5sC{Crb+9J?F zEd={e!d&pC7MSuqBzk8}r##As!s&_USvW>dnNz44RO=0g1 z3{*W)q6=UOne8-Q-%oTkK7%$a?%*efO)Irx!%&Z%`b7cE1DfTa@R43S${AdVD6a$j zayKp^gwP>j9sYKNfMS;baoc&jY=wkxd^)FFXk}6*vx|Bj$I$4#-oeP3HY7 z1{M6m6P8Y=g9Q9``kpwKkMj3kq9kNxFNieM-9}|*b)g$YJlx(~up!{ZDE;~!Y-191 z5|*yE;dlRdTs(L`uLyaB0%|YztumhAyCU@j)hdL$rC)N6qY*_kQ3qo#BcNV>VcjP; z2*!G~%PWjoxG!f!V;{xNsQFh9pvT3Xf4w@;-vLUky@2=j*?C)Rt1$h*fDVbwfL{_V z3tEEo2Snhr-z$?ErcXCB3BP?~50QowXRV@LK)Jl0faQ^$Osh+A zmp@?SElMxy2sty%Tu>=qI;Gq2{35Kh{ncLS;UhsTN3T~ih67ek z?ECikN@pm^+TGTtOY3G56qp(JmC2~9mlf{DwCNq?ebJmXbf6@N3}+q&(9=W6g!+la zjb=eRlN%WgJa3 zq$*y(;Z1j7d7n}nT)(@&+QFmHZ%4maEGOe8E%g`jMeya4*OycM#Qj;uFfr`E1y}4AVAS zs?^Ryz#&9h=iFDV>Tvu$onE=IHoeSa?2=ej|m*Tf{f|&N5>^ z<79b0L$9rnT(m)+!tjAG5R~6Ej~(cBv4vwgu!&)FVVXBUlQ$SbJnM-`c<+kWn}g13 zyMpqzy(Wab76d4V%*`T?5nSoCE9}#VY7}oZb`xhz2iBE(9OcL#N>T#|MZ)O$EbJz; zWc$oc3CV1$SZ?+#Ua&AVJH{;VS7WvQ_1B|kbi~5*V*Nd!pu`y9kyg@EqMU2$VwM}2 zRZPuO#+*BKP!TwxjhGc3Tpb7vpw6B%>0Nf?1dad&yrJB8FxnWwI2^hPIdw^iRXg9w zW3Qx3m?Cw3`pG8|#Wqp1+|WrSoOh+GX@2hANO@RT6~y=fFy^mkgDSH)uTVDypq#Ry zS8rn0YT2ZDel)^vpzOY`6erpD{KmMq5E{8k);QF8hxD@bqTz<86xz?)@BaFQp+Z&& z1o^1-Qg4h_ErPgZTzmc9S#O9kgI?pbmlxutNcUh28#0QA{Jx~1t&*qfQM!sO050Eh+C!h8eK!hBUjQak|~M`n0||{DC0(gJE~m zAXjs3QE7K9DU%6DL(>R~&q&Zg-sCU#TVhTLC_0J&3m5(nD*K_BXyyqq@AdQVzNHe) z2jH30*m0UY(?rK7jP&(g8wZ$pu61@F&%}qsPK9Vx{s4*|fZs1F{CTG=hwt>g4SWBv zetjieoAF-hM!rQX%n6prXd@c$jw9Z3RAJX`QExn!=GzM2=af4P1G3&mKlD8X!8nRb zQJF?Ewanr^GvKb7#Ta0#0L>3FB-estdmOtLX z3O7JyGTymG=6Z0qHtg8YIR3a3ejAJC^{V%t_0^;dC`*Gc8;=k+=u#jTRazM^q78pz!I;|9K~OFdVgwhKF7y78ym`CNV1jvFUU4;Ts^?8^YyEi3)N^R4SR6m=vmI~J%6yGi3ju#)Q_lU? zI~xsV!xbu-HuXqfu@7OoMZ7K|BkVeR*sMxIO7-YYOfEKrmPg3%v|N$}fOWCJImK9U zen-c-v;XeULbQp4IG9|0U{lr?-z`;{SOh_vc75P?1kK;cxnT;{HQc#8`2A)clh$m; z6rV@8=Et^tJ>kwl2>p5s^B}|}(S!v15h2NH7_aIb1`if%A4Er59=(#n*RCCvEEWbf zRl`}&Opp*sW7x0}2Cw?P8^H-DpqdQ`p8v{}tzIfeuhvf|42LP2x6~xa z0VMf}IMCOT%W_MyuMjggKiIp^y)+YtvTHdpreS06zg}a33o|7a-^iQt!n!rtW`e3o z)?ZJS4o1ex!s6ATXWXkd1E+gIa?Fz~rGs2bDbzu=I6pP~4DW>inq}*XNG8|WFZ3qi zhYo<4S|^9e#cGBshN!Vus^;y~emSOCwh&6DJCfIziC+(-Qf3wsia3~*S_W4d&mXoR zdvwV3x!`)s)IoyN{4=2P#>H{1V_ZdRlES4E2_$C59I!stD zx>IR3>I?Mxudm`PE)S(R*7$z!(qr zwz8dCVN=1%??5zFc>A11wxLsRVB)Od4}6Vp5Fy@G0smwfI`g1)M102CfFz8eg^nhO zBXTBONXAab9k9JRk5yUIQ6ry(nz&gE=-cP_0p_n2_!8r{rWnstYQp$NePTu*6PrW! zcIO8QYCfh|(oGk1Z|V#$8bv)E+(D6YsB4vLo z{A0+uU#FC3Dv-p*v8QP_m@~eNa*N3{{F;+1FdvV<2-)Wk8LsYQM{-An3#C7lF`1L- zSkvQkM#DFNSjLO?fn+cIhV zQcuw}Q%M~_^>w)RP_upU-e(S|=5`Bse;dpYK*ppN4HKd!^N~d=Z~zk$q&|NTQ*Fwm zD_O}(UZus+j7rMYKG~O%` z>>zP9JXA@Y8)~_{tjSE7d-yUMX;+L>4u6);{0Ms8c2ME$%pjyziV-{>Cp$n6CO^i( z`6UvPgm*75PHch3?z2RNFAOBiGX-WLt2)NgYey~$o0e~oL%v?!fkS9J>V=bQTrTu( znB=ejs5L9P+Iz&<=8A}q(a^y41N6z%lL#r77QUlqMI}4V(ObugN-YjXja@+w*!gtj+UYlW98(8xQEMJca*C@<4IiC%|yGBOLu`a zOeio-&47?HHvr#jptSeigtAobd=I9-UfR=uzRoXZn&KpKo-B4`rGHvazUvTr=)%=4 z9@^ZNsy*MU&Cmn{vv|X??c=T%puP=-AJ|zX`U^NCvL~*Ui9^l9B~2=jUNq&T*;qB% zAguG6;MeqQggg56dRHBB=kSxKtQ0+WN2A>C4VCF}IAV)^9t(&NkGvJQ?(!(V-cma{ zBB!%E(U=1@;aM&ds=uYC%zPXFfi}#ex-$W1>ThG{it4apQz89#$&F~Zf4#z14fc~I zhYlydb9CBJ=pLt!v>Q+4Elj`{P-ju+CdMW2ulFPc`$^(wL0gAO_GZ*>e$PvqBh_gvrzQ^D1*-Ek4$~T9z-rMs%8Q6vsM0<^w4qO`&h42}T)GRh@42bBX5;g6kA*(*UvbX{6UfZ>! z73(9~5wIxzw#cXdYS%PM{j5I`mC>kmPBd?pf4<&-`LBI4VPch4f3MyV8_S3glk=KL zr{d+2T0UcOej#O0Yfvmxe6ZtJSw-yY<0jb*Pyd|-4M=sj5K+jSgfRz*ydQLa^lSqo zo;V#$io^YLdE%Dw!7q-9Y8tlUNqOLH75mKPMREM-$J}5|REF+)`t_kr$kZgV#T*Ta zPOubp&TCnnhHNP|FC%zHQg3*WA5~3p$Jdg79qc z$mT;)>_LJ`{uobqqx4`$PbV&w5`NfZt|GcZErbv*`x1>oMz_hLM=P35IFgaqK1Yc9 zG5covAp851uKbzHyLo|GNIx?(CrF;}U#*}!COWPWsa^X?gpdU|Z@?z)o4nE5*S?}5 zysq46-&1<+*U6myCvV^?N@2_IL#Z;J1!q;cotXzR;Kv1${J& ziv&0sQO1mB1=bLX3%`50U9-H1vUzad(XO12rnX~dl4#Y$4s0w;BiXe@@V&Ul<;D$#Qv zD>4c46O5ZK3_i0#kCmb%0jAaOFljFrgJ6A3c^mnHOUDmG3}zn>TBnLc@GVAwS2Fn} zlUry6c98bs?XBj|FSL^GKQ;JkKpuY3QiX_CkMwy&qnfyW%}-VgFnF0D$AI| zeY*Pg3mqGoV5)_(CL_;gwdMM@ia5f>5OqGcrPqgjVBHz(Ue5M_I<@4aJ4{z+kun>0 zDdDfLD|odRvvMeY=`+Jtp1$KjD;pPTXC}mhl5P1`SSbG_WIa`Tm=cy@urj03#J9w3 z<=)S?{V}US1u8QO^Y@X^Ii;w!lC(gV#mf&_iOCV$C_$HLRmJ-ot zz;Aat??iIt`@yzJJTQHay;nzXAm`U_Fo?zp)`0p4p?_ql+=t|2ipR%G-VT-ua|L1v zPp9mj>qvq^I{TLEZ*I-ROg)L=-|Ktpf{FMsj^=My_i~W+*4X1DfQrC)O4MqHxV*tf z`WV*)A+L$?w^&TtCR9zCs=wpeO1(V#L8cClzCaIz0U^{YIpE%eo=`PC#*eGz+|$Ru zr)R<;z3{3J+o3`NQX-z9S|w+WWJ;E7gxh*~yepxY`5v>p>3QN`jZ zf16-_$oTttZpN}MB!F*}auK^XsIsMl;eKDgmFV$!gK_miaU&y?W1cNlEC!jFRYLvt zReX+eKBM`J$1FF^4rX~yN=d-i2vfy!P!S(E4Jj_#vaiHt3o}*_@-cW`a2L|f0t8aOR~H$4+*PCYy7%t}~s-X;W|%gG6SS z(Vq<(cb9En0#5(+7MYDMe-No>=#ELan8{havcsn5rbc3J@%3%jAf>)*a{``=LlO~5 z8(U{W#7A_5X-ZFHJ##Mm*Jaf2UvZ0%dcB=*V$h)*7@k4UAVL>OmSo3AW?3_vvg5ra zG<&4k*B?PTo`dyLFE6}ZzVMU4CVbxA zi}EvMdh7Ertt_j;XWpb4Cw-y&y!Vbg&^ZbNVlF>G8oUsJ!Vz3)k4U&?8tEM#TWqX| z!tp8IGcSW&(_3%+i9`%L^MVsyOO{#>l_Nem6)?!c$nGI`{y!}SM=O5s(2lY_nCAn# zhi1C4=6Z(mWZK`X8~xZ(H{pt%wck8MQ6}j7wIeovVP{Mm&GS{&L4A`i>l?6?UmU+K z@r6Aad`x?oE!5xsdS7q1UfSma)Uwyg38sEZwoxRFg1D_p&gb@2w^XQ-;a&>-Bf`$K zzi{Zg|ML5o<|+X2yTA_!)9gyEiDJ8Y)szXBp}hDLZ68Bi=qnNB%zd z9m@zwZNw+;@zZ@*)P2zud)nkZ=+l{$-nRPimpfNsmyh2H<%jUn;<2LCuOT~lu*7n2 z1PKyoxzTTXc!`BHzS0;KnyKKsrZ0tDkaMP1ey-GhXdk;na4j?N2}DSUm}Uyy!xj>m zndRr}18k@by~x>Vl8L{ZFiIhs;zGn~A8E;nZFs&X-*wwzv=R4)g26PN>;oIt*I%zS zoH6Nyo|lgUDM;w4iVs^_a!>en-Sahxt-WIF0|5E>pi9mNHGxBbJ8qDmExrP(`618n z*6~3s?5_t^=y=Q@>0yTM7!UaG{01nc^xa}kg32kjvC|Vt!U*pt0V6zQ7{|!|=>GSa zQ@?YZMoCxO&-MMS9RuHAb(dGX`WJF3*G&<{IK3aXJ}KApWkat0Fss;BTv{fdVcpiR zdP3~B39yaEHR?U5PHS1<-|--N;jKediRfPI3XHL4Lynlv#dk_tt923QTc;KEC_2|R z2U?D_q;_ivF3bhSv(Q!&-&jdKrU5!jN(ua_+!&H>>QvCApVp2!3e&ZZTel^}i0C;t zX8#~EK0P6tXr)P0?A(4UT=52@~*v(#>xBfK6`{?XE3&n$7|x56aXwFJZ@m79l-bL=qa$)GW>_ys^6Z&1@l zY&!hwMflG8c80%1-5M3<^28wqWrw>%I6Hh#_bd4(W&%P* zC>6b>92IqYcAuJ#5W)CA01X-^WD;HpClTK)MD5T;spiq9mAossK<=RQpf=v`N5YHgjgVKSXrZ8%LOd+sDe8U=f zzMmQdZ{I@-xcr+pX`MB<0BKs%OJDHmm%BM^vqi+-F$Cr*!)3YRkY8f<2Qm z8VZmMIDIg7cSye%Pp1)m*`H7S?L75%VmAjh<*iJ1^C2J0zsy$#pnTq2QDWb%>nF&C zef;keVOu-u|EmeTH@%wI{!uRt-suQry2oQ?d!@CNuPO$tw5N`2OO%W^7J&r<4&* zRB$t3@>JFlHnss{jExPpb7hCP8*?>GFt~O~TdmVN53ql=`Z4<7R{iVB7dcOI23{*7 z){2VE%Id1F$}QEBB9;wvjydMIeq-V_ygN=!RBBP{tA=zG!Tys(M8ybVaFkXNajHvt zHv-&y7@yY#uZr8le6yA=@|9jor%>cW6H|?G!_^yVyiSF{RWgs0;%X$H`DUI$M9`LE zuPw%m>WaY}B?LcZ!tq+vja%CK_(W?xp7yImk~x#x?LmeN5sBf<(wDonu(1H*NC(PX zO^LQWU6=0R#2j5J!z$rX2J8 zZg>UPwuMn9pz<=>fgUw1GF8^x<&?2ptX06|qT~&cS7+gdH|vbpS7RTNV%=V{ojv8F ziDz5L%~filPYz4}=vWf%?W)BRbe^n_kJ_TWMnHxN+1Z?KjnHZ?u6*6dg&fJLD~3af zzMLsv*taz}pkSXa!9m0E+1AQ5$rZ?}u1CA`-l+QT#vS3+nrj#KZuF3CAo3LE#$Ar= zogl3Q&7I&EB_0Zf5b?uC9?kMq)gBL%@~Yy?!=YjWdpI14Q^JfzPdKh-YT?`7>^P+% zXN`kkp6Yu++)Xx-w4QQh|I~Ffoa!lOP75a5oVK_HasrKE= z?4JDM;(!*q!h7@{;Z`ID_D8+vv%UkRvpgI{U?B&tZuhy+{}?+H3RI^5=ErXyvM=8J z!{Gk&1@c>j7l|EZUwl3I_UY>2i(jWUDv}%}k@Gf)!n*X|&hEbkHX0Bu7Yy0a$YB5= z6TkW5Y1Vg-zrTN?{YB~{+q01kgn#?tVqT-7M(G~fS`vN!_d^70zx=(l)o)`P>+fFQ_t*>SE|A~ecj-cu{2-9jE@LmhJ`sH(!^c&s zB=Y>~lwUtwdb;+3L{&TY3(w^F{paQRPXj$a`(Bs1H+zsfm0w<=V1$=mh3xb1|JAhz zUTK3VbnY#S{J|}apz5>-VF?M>^#?J?{_S65OF?Oesh^>rvn9dl2FOqA!Obph?-u?3 z|9vy4fB0Q@_S0@~jeh@cu74h6(GR~Hz}7QA%mp&_M8r+=dKmVf~)b0(epaW4}!HVs(4X=yx*2Ul^UN`viRr@Xi zA9@$P{_@Qr1Y!GM559zJUk?7i|M|ZLH=tx+2d?j)-VDC%-e2w+vETm4!XK!E4l9&j zVUhMLAl`2!M!-|ABKPF>%FN@^|KZ;g(D0q+@Bi&3(G>{Ay@4?&e)z+`ZzJ;#qU?H_*U^)x>$TtDsL=J!&_%lb(QFz6+Ht8+jox4Q~H%9QEO+zY>4{d?UTCu3gV!p4l(Cyh{SKnu61vtJ^2SQtUW~nOPKrP`?63ujPOK z2h2jh|F=O^0EII5?gHs${wX8f2S)Bp*g&X)iA8<(`xRlQ|MtVbyRhtE$LRlR7Js+A z4_f-8dvkN(>ya71_1(J9E$`gCh7k1ifF%AqBH3eRtomL5Nc#K7!Ron{_;q|=F2C9z z?Zfi}xZ(CU?Cc$+S7c|d|EeXy2C3Iye;nBVSNfH~!rjC5ar zxc>I8?N{CFKi62O|GKecIb@3enx$ABWRU7HR`!u&p=mEI;|}S1^LT`FcN_WBjKgk0 z`Y`*g-TKwH#3!)6-7|Qul$>(?IG+23E)~K2MVQ%*fBv{B&eXhGpdSo9ll+ zx>X7W(7*ePm%v>>d0E&;xL$_8x^MH%qlgCB)4MyPuiyOSbn3%&>b+>Or+0VmUw`7l zwK*M816tw%@%lmDhtmT>bga-7D|&de6K?1#GCyul)u1_4>P?p8h!d zo=fxfcc1K`NO}*>5IDvsL*EQ;Zw86q_(}E6x5QiKyVw8MpXuTB-^9ap$oOFn zIMVLxmncJkVq?@@@3{YZcmMixVEE2J`7Q<}Un4K{QT0~Nka55I3M}OtP!*WSHvk3h z=Fz`z?4p7t`d3n@R{AOlHi4PT5K6pBh87Pl?7+Ci` z4Dw*m%WLrKUJbu_W~sl%?^oXb8ZUnH>{#he^~L+aKn@07UVl~kfG}(?%EAFUMb!X; zdu4~cZ+=)*1Alk&JRU$)d%C9D&YMAmz~?%cVP~JvMkgD=fBt)Cg&L``jk^;LV2uhz zNisL@~=5Kf}lPac=7esYy0a!R}G`qlgh#*_nyTCgdI{z)&} zy!?c6e;be@R4U%vf#Lgi!oRi$r_v9;dHCXlP*Hu2<5AJQ4?w-xV33!))!Qh?{R{`< zFdwfg2vtu@z3uh;@WpSQTxd_7xhqbqRbRFpR1$3PA85 zlEmla_4NL`KX&H&%&lIzrzr7Yjc;CkOgo>=FZEM?d7q5#xe3aSag7k9gO@`$bvBTn zR{5$=TwUUS^ElGzU%z?{GgtSpcYpcL%hSgM<5%Cj`syj5MIR_U!T!Nt?Ckf=PX^i_ zJF5=r>~5}ucMun&?A^P!e~?Rm^pN^TlgZEA#N&MbT@NG@^v92|-y6z%4uRvWwv$(X zz%gXSZ{DMjKQ}!xf1B#cy>;l0yF5GV>u=a(_U!!dvq%U+*i$`S*qLWPM!k1#)x7%Z zCDM6|s;0MLz+PWHJfP=@y7C_#a2~mDz_O zzZ#Gq@9eXuDNm>dn7z+^)f4^fYJ2JhW1pTG!23M&t5-b%viHD!_VEbe^$YS(3_V-r z@RIg>zKHK$OeFtYV`Bf7SSv~)jo?KV_T(aSyxLre#XP(}S8le&*Rm+rOJjIdC*%Af^Q6sn6^)vgqnXA{-KMbU zAXy87ER2=Sbhh)A8>08vTGBm_X{5|D>rz@&No;MrrRpRPnZ#QBq_mk`)`^p0xCou; zc0==r%gEZB+sRC*l@TMHD&t^xyZW%`V)5k8c9l=w>S)PM=gZ;Vp(inNLg1|kR?St9 zFXD-5x6$p$__z6DqbS>`i&yI2A5SwXSg|@+%p|iTa>0A01B&N0ve7Yw5zz%|1 zZ#e29LtN!e*Rmi?$1T4yy}MAALJWl^2s1ngrz_kO$J5pQ&f*jb66j*R6xKr+AcPUT z1!>HLYyWLYpn-fY$nJfxd9%IYj9JaQu47f3Wf`R&b^V=Nso*%y;8A`uCoH{>uTq_+ zb-i;E_f}T@(!xVl07*c$zwu|RB^+zmt}n2raNYFu;a+|a#=zE26z*(=vJ6~KKeDwL zhZE_}!VKPu@Ehdz$krcHsbhbNBt(x8Bm2a31M`Ko?jO=ZnQtx|M2*-fI-KGlUB?#e z$8VI=L&oBo|;Y!2VSs0J|wLD?OO)S!wqRVA%F_k(` z=@E<2bU$6p+>`o{orkxrAWx`nXb&&ZaN&Rzi`7YgfBk|F`_K4dWlc^S=+pKg8;6{146!8vl2^syL{cXEp*1T=mc6x< zwp;TzmN&cEB%I{YRgjp)j_p5F>46+~c?atIsNRQcy_^vnd2$P!1|<}&QyQ~5;OUU_ zgDpvVs9~5RpBz)_$Wdkpn$^ZweZa;QO(})Ut948p@~;2RisAMln;N`D4pZ4VW@JFp zMtxfbqkxhvt*-qL>`Paz$(FooL~Tch(_XF@aWQpcXM5AJ6Sm`5DP{IiOPhc%tiUt& zhE$|X#;mE#Sy?TJH?fT!pQMOSYwE^XUgLUKpez|YJ;hF1n%;ood3Yh06u;ZJ-kI`_ z{pX~shMa69Kv20&amQ}0=7)7CjoICQXyecrP zG4#vib{Yl=Nj7~~7h@-17KDwgOT-e#-ib7ZSPvC;tIfBZg&N+7ReNRnTPkDs#mX|8 z;#61^!`a({Pwg!YTWj(1AoQ_U^c3COUdB>e)Rb;$dB#FS%7&dBa!!+w#wwa$4pet5 z;zM-H8j+V789O+2q{vq+R!MdSF(e;1%tOYBx80n$B)ej(GR{ryeRU-_2;a;$RvPi! za|G4_3{MWdufxw}4r$^s1oiGFPbT2$W4N({h;$DT?*ke5{|??h*$_QnsIlZUTQqd+ zHBgv`hG4Pn7Q997bOWVic1?=u@;vI|=qmL)oeU>xj8C|IDGI!LfX%kkb*JB0|D^g# zWN&z1JO>!Cv0gze8QV^FSW}C2f=EN4wZbMSJTu2(Z@qOW>lKBWy}P+Xo83k8k+7Z! zBTPB*S$a8VncC&7((_vj;j~_wmT2MT(!$KHh+FqAfXQ_-4n^>KK1z!UA`o^tAgnvo z`o1i7lry>zn_d?4a8_4qLN_=>DSl4{H>awH>85`IVG0pp3l`N<+=hj`;MYViE$t9q zKN~gwGO-t^cvHW3M~*vs)eU9A&eDe`itv!mU|0}YHwSdj1_oI;;9NY}$KJ}Qq^6U` z^u8J5!R5N=hdXtd9h+r6S&y$$8RIvNqm-kJfs0ed!HspxPb929S*!|HLhdf55qnzYt7e%MXY-W1w5>aF zxjL?HyVPJ}PP2n!Of=lQ+j`wYR-Qmc(<&RQVW~*OZAp)E=h!q1)#7bnpV5WCxJh$t z5TdBP!?4=?9FbFcCq>(F=b6#2)Q(3hxAp$-#*a!>3ZX#cr{!cn(XkDZ$!RcelECP| zeXB9Co!;^=-|RL8X%}Wh4#VAayKUK{&T}_SqrJ=atV>6}fWm&do`lmQ#0-H^>nOhk z)ZX^MTO_%br&v~njEZexd&1?^*eh#2E)Gj_cBQKMMzBe{viI6dkjHaxx&YpMf-~Y3 zSvrBIQc+uM>BEd-yzE$GYknrP%?>wwif9l=xZE4ywQZ+?B~R7 zvxC?xj4vA>JT(&CB-m|~kyI!|+G|Ec7)1xM%~5mipi>Ro6&kFtm=P4VGJ=>_CQ`d1 z8nT!Vg*m`A?;#^KmgCdQHNZha{7s0%sm4bE>hQ~+F|Q|KAy^w?>ub)&yO_qpEmPNP z6QQNgXJ%a6x;QCPe|fV?ErMLXJ2uk98VNgL<*YD0(v%5{nV5771HtIKu}s@9_p@sI$HSxC5Pf#0Mx&~xM%Rw_I660ji4}*9mmIcp-x+S z-?~+yuTe@lnm9diUY@huguX?Q(m)M{r>w=9g$%KV%m| zpQMB#thrT3yQMkRyc6w0B{J&>7GZQbzhxWuk&@tCOo+?Fg}&sJ?qa&Ps&Q*44=1W! zn(NC$wz=chdU?o^d`*y9?35v7BjUtUoXb@UGH|eH5+XDn@<7ptrAoMe-5qQxW+s;I zXghtqB5l$GEr??`x-O>7*gshi+QS^36p?R6OE60+(}lnn*V!U1+>t*rZQMwY(VD#A zI_}$$3CG0hD!XZ-Bl9!_3(-r@@dKJY*FCjKNVQT(DD8!(=VuP=>7Y&9arpVj{b}5O z$bK?%tDMK@HPuimXLx9TWNiKzGz_m=S#yLLfK&DuM~4o$k8S7=nZXqr5zUkvpZU{v z+8h&y3m9cF4W>NRVirI3jSbQgdWgx$BG9}~?^E9+1dXm(;}}U{BFD_akGIA{*47}k z01%;cZL&RS5rv7$)3o2&xsNh6p&Hsvzn%C6<(J0=mbEFKQdGy;0WxWNwPPuc;P#7l z#6v`Cw$TD`gRnepxQn+=DT$kPhN&!QU7L-(=>fLb1;xUvn$2>%XZlVr+bZFXM!dVk zJI9C*J@OcDFOajw7<(-iRW~C2)UkXB-gS&Yke_a**`+2n?)Jn7#NL1v_?p?z!1V=Y zL2L!o-s1dN^?xL>=atm3JcvkJK-V;6x7;vB&GA_5pX0J+;oqxYZA`jnY&Jj58i;dp zAyI}}NJMuChqjI|!?$E=qTfGto!Cm9HqNdwv<`x19OH5wZ&8F6*E$qOEaQ*CQdse_ zVpaNdSlokL;vy#L7s{4<3WvO*IvcPzg=r`K==FH{z7Bj@O|DMb)KhEPO*k1NJV^ zJ|Y}KsV_sDV3`ZR*zGbcq3Dz5dU(gZ!sb}87j7; zi&0@Dn~Qou)6H=yDF|SSH41x77YY>>SZ)8!6Ks&$5$mjOR@P@S$7XY_?PG!{j5o+$ z*~VB|FUjOeRC8})&#cDY&t{Fhgy10ys+N`FMK9bH!4ZIaci34QvQ%xW{#w3Anmu5p zBG(-snZAf0R+*2fM4r*qSNSAn4R&BB)dfzHnW*oQGgLE!P63npgFnDwt(L;|hPaj>iq(e+MLmI}AmJRHzYG zKbx(S#o5}M_9E)mtF2=X<@KWfMk3u6j}64lwzK#>uafbZ$uYcOE)-?*3RJxlt=Ma- zM5I)caGN6$QifANjN)}&7>;L4nyj#Ft5bB_|J^utAY8gjd;G;p7Bjw`ls~AGj~#uB zk4oQK=uDKX<)IZsc_kVzH>16&EU_#T+zD9k+{_tI&rfu)1Tkmp^kkM)a@~Y8Za-N| z^(4-M+wvM12wlq4a^nEC@?w~xHB^PMm+&&k!pW#|RAGQasElaQlrpbINYdscoL4G< zKu1MYE!{{~Tk)MR-pWHw8FLOaJ>o)NxF!_Sf95N*a?ksHCzg#kiP=bPq_mxQ&CV%<1{$Sk%($+Z_2E!A60CxDFJn4H{PsOy4eaU zBRX~C#yA(-U5d{ji!gyQ>%D}k)|+PUQWapI&9f7`ia+~OJ5NrYQ>KUNetcVpyL(ao zkb$$=Vm6^1PUmTgYPNpRI0<>YSMUq}7_}$N@)i-tvTFhnw799ri3x!}>1XYsNTw3YJqcCSpj1Xc{htgl1UUd3ttGK`3@BDfsdv zSEu%{o~*Ln3fuDI(Rq0BO?`U8h~|J)n^-`Wk;k?6A?s<`8g-Q8W+Q4Ab<*rCgpEIr zh9_r2^KyyCRSPHy4qdB~YIl`_PdH%o48kFqeZPg%9`BK;ma; zyPchHODUYJ>uXe~^fD@E@~MH)D{{-m%|cO_jA_zarIr`Bt}FCsgG$Il4nUfOFD=&W zxFQ@L1WD6{%Ixz|2`F`m&C#kppjCIQ@qJMc>~UlhTS*>4;MK;f>qs}sga+PxdcU-8 z`)O(7x@n*CNuSl^F;%4vU1?@HrixG;Kb}Vu!cxj7WV#)-ml4E+BIh-mIw$e;*vz#( zWM}YQsLvO|I#LC}ikKtEwP*1#YNm7ZGC$X(a=m95jN=fMHT(UAbQ*(eMu3rBF`7*- zljIoVOS{q`%gk>Z&P|Rth;y;AUuDdB!!6SUA7X1~WxBGk>`{)s-W8BTNlP&*GD%<$ zqiP(dT{Q_;@)@eA{Ng8oY6#Zj=-PgkPlvJ~Uvxq6!{TtX#54)Jov0nx5dO+d+8%R= zUTdM_Mt<{`m%j5Izki-j4H*iY;Y5-r);zhg7nP(r&kS))EV44{GqlZ3aXZ0x zO~*l2nS{O*EhqVEZeT;!zJ8|pFS5iF}DgHNCm1icSSAdq0`wODceB#rA|5Xxh%)^Wl8)^hhnVT?%>QaO!jXX%ur;mAJ_XqZQmJfk=L&GmFot+fike zJ%I@PDzSEEx*k$*oQ`OxPZ3Buw=B;t?RI{KAhVW<{*gg6ADuj}!>thl@;H3e#Kl*hq}*CNVGLS!;7-f=V7? z_(BF>5O^(VuPu!k_P{c5$V2 zwH;TTmuY+NvMpr7ql#74`CI<%t(szXJ9(6TKhak5&fkxX#6Iu#Gh2xw;7zre95L^A zI;D>K`N-F`hZ;bfZjXhL-hYTpzi(9BBtLfc)*ReB(oN3_ji`W z2p(jD;TeI9U>jU$r1Gg>ZONkMc%B5!3aj;*YuTZ6T=-`>1WbgbBhDP@ooW@A5x1;~ z0P2O?+Milg9PC^Jcff!aV##diP>Tz8p^#YrEl4@QYXtVJh$Jg}RbMOYOm8^mirx!z z7B@(RWBcB(G(uHE5xC7&Hj(rT6Ck%+CK4%|qal9Oo0=E(#b!A2_s4D2+uR6=-Gv+@ zy_1R)l~;8%;vj6D9L-3W%BEV-`P46pkD7wwJ3OYsJ@LgY}g<#E<3Y z;)lxlyrxjtR#P~r>s8_~HKf7@1e&Eh*XzkCG#b#V05t+tbbBwYIMu5%D#T(|?-qrl zH>v?nA+%C^D9dUeXO82J`X>S#on|NsN&ShA;H_4r!WwL{i?RiiN$wpL9=SQMcgkYI zQhV<@x;uFq8^ZHvfa~RS{gC~!=RiO86zDyb_cZ#t{?DiKp2kD=oXT4C<&RICytUms z=_;J>NZshV9nORpL!X8_K8y}ZdUu^x}O?_DHmORY-!NKdUD13$4}KQPp6mJNI2}G70pl0 znQe>o91zRwYK%#Bv1XZwC|BKKwblYzgW7SQN}TI8TQ+FAdEJa2vh#}0mMo8>Gv%sH zz2j^?OD-hBIai?a&6qt$0b9=2QlMFvK<*Yp;uxO@CaAH;`y1{_Q_#K5N^=Uf7p-#dr54*Y!zc)D%bFP)T zDM>z)){S+b97_!a9uQY*UYkQH@_uZLWH94m#qSubu5iYP^&ulS>)6aM<@2+T~sx1R_$_ga8R9= z8@{&JLE@|%0&h2lhZ*FAFA8?UDIOUd@fv;;;Pr;xKN#jBP@Y$4!_ae8=~|w(aW2$E zqipY3gV?$jfRuExX^PRjnxnD58u3!F6Adm8he?oCW~V{yT_Ys`binA+zBg6jUuo&K|9&IJT4uLq z9iA@ZTP1}2p^=>JLGa{sB=A=;PT8Ao&;^-od=%GE&VZrnm2H?%O(DckH@?EICWN90 za@JN;8^q31c|2O~%F&RY3lnxCkD|4NW>7271VYbf+P)-1u9}@Fj$mu8qN&6DDAG3L z5tpOpo34^C1K6n|9El=j@npSZXE*8~sJSe1n&eYvvx#cY?Dx8NQ zKNU~76CKO#jI2q0dF_#f*jKv&HB5F|>#lRR2g$;kLoG|VQQl&L`IJybfWfQ_kxaBC`tDn!tspDG1P2xcle0KBcl(W7UR`$vEuVgGiXWAqk-mL)>9SEx4n~kXhp)$dwG+ zHirI)4cLAEJ=vVYQRI>lrWs`HHL;8oMA3(|obKXLw>)=yS-37#K&U|-F4h}k&+nb< z-bsivTQ9b>!4*CcdT7s#>W2(3qIh&T9b_!#;?ky2autqk>?f5oFXU8NcC(t|j&YD) zD+{(~NyeUOQhhVpsByaGf<@!0^EibH1gc$XR8Cfcco zG2_fn0DU4ijSGKwQiFD6tr=l1Zoqa$a`^F?@I&U9Rlx?9>`R*O6V&~w3`z*hZ#H>1 z%x8W)q}tgIaLyzw%-kQ&uQ;G9;p_!-v%wu}GjErWYx~ImkRhuuS2$nfDl)eWN{?|DwU8LtbK*^hcnI7C^f3%LxO@Z3pDJ19604_dVYC@pWJ(l+TZgs#&(=*u$nh;dCr5^+kvzUP2tPCV2LZTQIbWh(u_j_1{e>QJRq47bY2 zV4tqMjFb3a<&ZbdmI%rUss^f8bwP5$$b#(bNpcfsd%tULc+mI7!bsfMJ4^16IROMR zytM3QGPJCQiyoibFE~$HR+k~`r2WUgnuJ$z@_Z`QzRRs6U8gO(opoC)a5hLM6AI(Y zBTpk@Il(B4Js}A$QwoksgKPgzGDJxzr9x~}D zW2h3@MYr}6d@Zs;*Y|Nh@^~P-JXF{hZG};8?CjVKCvL_G*RgF)yBecniEW%b{URw2 zabY)f-%}E`{ewD#>^7dlCIL}^Pj2}p3q~R9;s)zdhJy5h1@B5=lGadA^r+Z2rG4#& zZLvMw4gCvd_+AO|Ep5pw+l+%?c`^blY0E>YsFcw}5QUf^!;iF$Ogt?Eyo}G>aWe9j zSOXOkQnWbac9z48iP}vpZ_z*7#S4S3+@-#spo)}?HI@-;W-*_UXMEeAKM&6ha*WFj ziB)sXG!*SUxz08dKE;Hw<7!Ydkca57z4$#fsnCdAp*e#MA#P}!<+_~iX9f{z3qIy8 zFB|cTI>`u1i*t4($+a@wNUcZ2H`e#a=(;DifGD$|81>)qhh+;5`GQzY6Qxe8MJ2wSYOtz)N^00ikS1D$RbNtUw)eqI{4 z7%?Y|Rug}DT@PnvmH`v?x#ZPd*6imZf7_Py3ESz!g|qu}rWr?1aM55Lp1FS_5UO4O zQXF@230j6a6)M=F8}B`7Vxby=DCT@cF7Om*Z6-^db5fUuNZj0Z1X{5Q-c!!QtXZ6s z`5dLxL)IxJA0)NOkC`1Alt=btYg|zW2FcW zy5Usr7%^x}yfhbEEBN@NUBPcvyW8y9 zhM$;p;Xq_xMaqiOIoimI))}Qt5wrcbZhMRKG?+o9Pw&r6x>^q>+~kvUHDBEGYrL`j zEq4(Zh1!ga;x_m8J~ac1L)CCFW-+y(GU_a~N{8VvQ(64bRBDWdh;_6@eHlWQLvC4Y z2w$7yYoS7rVp{yLGV~}YnsUuGczHZ+nVLDr6>FEvhb&moIEhSBL@8!!s-tYk($%WS z#?Bn&FlHBw4yBCAQ+`ja&b&hhs^l+c{Ir#%Wx3QBr-ZW*O%<32s0JIFv+^bcx1e1* zU?w)7&eb#gm&_U*GpU;-EYN;W8H>U{JIahm^~?%)+WH_G)+yMnw%W#*TEmn* z)ISLhc>$`YiAgiO>1H_VVS9wAMo~60fg0mL38`+_bw{<_o+}}ecZ}+1xJP%E6zCJFpqS)* zoZ|Mr@iHi(eGxREGaF*55z>}GtVub}o?!K&O_YY&(jEoiD29Jz0JXD#uPAnCo*ASq z$~wdgYwbd+Q<|`9CW0GW*e|oY3JN=QfjnAHsC`E`- znS^Zg7K*pfa2(u3a%XHu z-qcx9C8>Apf~CPvJ%%6I!erg z0_taVCZIlcB%uBRod`z%M|UEyNx~sqn{h`JJ>(sRXI+vSF~M;=^@AO5Agf|Q>` z36^Yw0{ec?_LG;@eTT#sqWY(S;{WhFKZ)+Np4_HGcao4gui%OmilK7J@~i*cZNNJ} z^k?mh8-H-_wRrCheDBg6SGTk*10~H>YLtJ6Tbj!z4xAm zt52?TwLy^(Le6~w_e<-syNr6^2-3*Gk$?DqDs;7fajma^P7_@4UkGauWWIWR_u}eO zqTjxE;HY=ttPcTxfL`^HukT0s75sX5D5LO%UJw468vM2V`cLU>E`rs8pFX0R%AJ9O~DYyM)kRYF2Y zqO09|$K9>LhEMmfaPOafzAxDQ@_M9yVknZG0wN86%1T~XM{1*!6F}^L_uKYv8<~H( zo5}xCmeK155_g&Z>fYxcwA+1R9qJL9+#ge>wJeq!a8TNMd^5;MzAH3^pFu*|3yO(20P5Y(oyjRf= z|2y#q_b(6`RQ)bM27vkEx(9@PgnYt#ZUjPk470EL6Z$lVxCsar{KUQW5Y*2=LfJjd zLIQ?ruZN8vyvmK9f4j&(+-vnuw|5r>%JT%!YQGcX!(My-zlgzg{G=*;_x;{KoM&Wq zdf&U=p;Mj>=qK?db{5ulc)wNLZ#~_3KmPF|{l$BYe3m~Is#cdDe!*g(*Eiv7=C}zaq|q; zLO``Y67$PH7*ce1Td3Y8e*1X)iB;-pz(-cUpx$zC$>B3uL~zq@d^`Cd2&fZawGTG< z&PMl`;3vL|eD8@QI{A;x+G+j8qqcj3z;4jTvVO|&`TGyY=hQ!Z{}2B^P)i30@G9E+ z$J_w`ldu8+P)h>@6aWYS2mlC)lS}{r00000007%?0ssmCAOL!GZF)3eE^uUKRa6ZC z2jQ^TTI8_UTH&zRT6K5}009K(0{{R7=mP)%+`9!(T-&xb+K>rLqdSy?vUU#E{!%8+yg;^ySqEQCfWO*ea_kU-t+2Jy}#;TRg1ZpGUkvuzwxbA zJ*gE%#Ti+cIFPAV4t6h)Sy;$kli3^23_zK)pY#JFqp4S1i)-4LWHc>1*Lm4~bKFkh7!y0(tT zwtg!FqHSy}1=-n~^7W>TiWQF^`bzQ!q?~!lO@!8b`AONtx4-*YA*s=t$|>g1`1Itw zt*M^3gh{(Z>{G!8?^LCJMZBX)WxJIC1DA%nlnk_K%!H8hn)?w2Of2L#eR&BaOXP(l zXN_eZ7b#x2G$GX3Zt~x_uKW!!RM+O`w#aE8w^mZW*cuQ0^g@#XsnhLl`wA<^KAWYw zf}8lqPRGpM)$+ZC)qSDNBfIumb@YYn?zSp|mT!(#8mvTv%~I(Vv-ZtnZufVaG|Q)O zXr)Zbbv(umJ7T%Rml}8h+*BqEpJ|bU!=JnvbNco=^?unX(}4pc)`5zfr8BH>Wk$1+ z06rPBC>`^wKW%Zw0A=wDc&ai}63NxTKq@sQ-TM;$5`Lg&;+RwO1LmL#q*A)Zzud%Pk2pwK{viAV23eN>kwZP5BQ<$k?UFi zi{p(Cm-KZJs_jb}p0TFP_I0r)O2!yTrvvDl#~?kEJk=5fO^?wU1?F;o>-6SorZ~^1 zlq}an=clWCQhZw(5_H*Pcdxu}-h|P<%9w}bj#qrCf?B0S(MKS58-lJ6&ut00WbV^r zeN|QEwK5hPo%#K0E!-brRM`tLr{NxFxaKX3?~Oglw^_DM-#zOZj3k&B&9AR|6p--5 zfJ&5Nl&6%OnT&3Z^#x7BF#Ol7iMM?b%!g~VQ@A4DRQwy?dJTd;h#FhDPx=#Vf{5RC zK3|Lpc>cwDRZyYA8$;;JjRpuc+{o?|Kf`A%&!ERusBtvc!!K4ySgEc20i61q?^4j` z$UhnkxB%?*k61|UflJyYt63k`Xzza-DLpc)ljXuS`RsOExKy!rMu9lt^F+{~zcjKL zkJmg$=`pT#nTcy^mP;D>M_0Hd_FzJR;jC)Aw@NMM^HcBx8(o$tUS7RZ@b+@nm-|;v zGkwx_aW#ZVYTvSeYb$ZRX%B|co02&XbERt{Va-sXM{$EjxC z<_pe_G!lgD!&6{R8EoAtPiy=a>)X6cL7^V?Ccge;tl|xm(OFCEnpk6K`v-wCSYvy| z;FavClMf1*9e(5)SJpfGeOlN83Rn{IlV7+U2wavgNU-|TPnHl&a?>MTqv-SnQQ)S1 zYmr@ZcX&+Q4tzF&jigWQa9tLKw%UJY|NY{$cv!B~^+R7_FF+0lfXjD*nRmvj%?VvF_qXUpUHuU(~DuGv3T0)Qu|SR6QW+u$l+35Z-)mmUeRU_-R%Aki=?P+V~SQWDFYg~#rU!{4SK(@#+{{=>r@G#qcY3ljphy~ z3g*kP!I$-II6eKd5r5#nK;Qh*1=X?{+0`n>u3op*# znzM4^M7}?UXp)_-&@{r^%HcXAJqO|Ms~V_p@iyzFXCgunmb=kU7Izw2-<7bUkj>V* z_J6lxO*4!TC$9||Je1<1^GKL!B%Y(C15O`yzCl$vb?Zv0**q8o@344^XHTxQ*x&-E zoyWcxjg>&=3Tid>XI-<-OY+pH^&8KbUOy@Yc=CSTk^}0HC5z1LT%(#*$6f2*)DtYq z7SDTnsBF8M)eMe6W+V!(AjuJj;GTUS5XU9zP6a!iv}<)+O^QIcUm4T72>GsjmQ`PW z@L0pBPPnC*WwA3yv1itmY6v(zrbIq;h=$+I;tlsJ0ZRnL-9gDu6Q>gnVQQ1m984d= z0S<7^dg$32fj%eP1fWV#=TSeygls9__2u}6ygpY`=G4pQnP)r&A6+OxIHRU<0$JZ) zvk?Jy^uI-{;rMO0!^aEw5#MaITsoqn7izDa-s(I`E|2gnfg{a0azqWX6q?``EDWeS zDejc1q8F6(u8G^`o=U60oxD}e+V2ui-{PsWCd`uPVh&>(!T3nmJYQG3vA{AtTZ*ZP zb!b?GC7hbWbp3PG?P*d5bzd6z-33?Y5B0oLog(2hkH3otES0G==-q0z=b62xp8V0DZeI|`SM_1O`B@R} z^KdsqWBHg*fU~~ge6=8uZd)t!Q*!Wn8OF@E$!N-O9{Y1fA^|SXPi(uqKNUQ4brC%Y zW?hMky3KZj#PY@voL=f7$_QmG^2i37)TRat1dr zuww7odej!<3sLI!oVY@%=Ng=Gm*4KI^+mURhtxkaaeKy`_nG>_H96(pARF5l{XsWi zPY(ozh2tMgMb+KTm{~)?z{1$jiCM+j!0F+CDeHHp#?0#GMliy{`I?Ja(%9V8%!!PR zgNIqf*2>mF#qOP`=C|ffj*7+(BDU6cwl>B#PRQKMziE%+I|pk= z*fjszfsFgNBu6rqhX-eC8^>QWDLNP%nHxIUI*_pn3jX&r3YnFYoBgjeYInv{F?Isq z@6fd_AjseP;H`4p_rwrQ=9Vom%ci)*2YQw%i$+mQ4wq$wLJqt_NXu*1L~uKV{Z00( zcIg{v2U^N`acP+@b+I#^npJq_vVAEf?-nHudiQRSGl#NQtf;ccqyZn4?cq3+*d%5&7S7LO zz=Oc7+(++~P%htIZd7BHqPOJpR|k+y92uNa7(;J}1I*JUI3<*a`XW{M@-BPIxC`Bl zNyE>wqyNkBXPYeRGzl#s|0nFe-FJteWAVT-kF;7|99>)16Zzcq7Vi8c$XXx%Bm9gj z&iV`E-FY-nr`0hP)Vc)sj;;z1r9St#L^M%O;tlsx47X@EA8n5++EJap( zE<^@0$|tFkgR`cWv7K7iFC(2H6NkuutO_L*chuXK+jm->&QN}0wzN;UkkE;Av1#ME zmah|sTN=AtG4mY=%og~iie1n|i7s#FRbV=G74NX#KbDDBx6G6+W7-j;&w^M@N8y~Y z9Rhp3PU`^$W8s9{W9E7}(DW1CTL80iKmBX7h7PjU6w(0Pf^`nh!CT;y0_`+3=8F7LK6w~6AxZLcu zz1BX+oL<4^Uhc`w3=MgZI9H%YvpgOC2{tKkZg&gOEy@A3JrdHve~jQ3g$4>F+DGNTvSkYn7R`!RPqt?{KV2Ek<|1Sa0VAvIgx@6 zz0Q$@gGwTnat!$7wuDp>@50*AO9SV3^mkaiSRPu^j@86^-%vh0Ha4D%_1=MgSsLWY zWicuvvIz5ln9-S#Hp?O&RB|ZIFj7IlH9R|TA}0q$XDQSlruXUQS~m-1?}xyH2BxEl zA92+xJ)&?xdjWm5O^(_RW~7szBD;sr7fWloh0WEAHDk*ZAN!%mtA!8vwiF!iZ zP(vz{)z22q6r|l(HQyFu-cq+kk~sP}AVDQ}x18JlZm;~ymVuQW?f=m({XOK@h<_=5 z#W3V4$SLsfbNRIiqrH&4mKOD<<^e?<)GGq5WQMO~W}pwNYfJ32`>BkFIF2OULzI+Q zRE#qx87-B!a3y@t>ef{_Q$*S9vtuW`QGI>g`-Rn*M=E$c2H!!*9|YZmqk*UR?jj|B z(&F9i$5VLlP^>~be799`1&w?W`oTzyfsAi=tzLK)?vTaAqrn0H;kC)2`D>Sy*b;| z=zaEQte4&^=MyeWZc%SRSq8biqK>KEt%=f?A(vIxe>fl*w-C3SCmQ$Qh>thlV*f&f zf~`S;@VbrEv5F?gR#rp(!X%F>!3x=nzQSe4^nfA;5()AYIKjj<*xqhj_cM zW0v3oz7NKTx#}BdS<@BFKleKAM}RJLe7Q%5S|!c>StlwgdP3S8Ud#d}sr;2Gbq~M1 zZ`eERQ&9CTXrcy|gS+_Ed<&E=qw1{VhdEX$A%=oS)smv$kkg>)7Tv%>dWQbVTqn`G zsW+%^Q12Q{ap{{z>vHu^p|S*Xa09fx$Y##+mt{@BwPme@QoBHt{Wlx<2xg3Msh?zy? zcZpUfCik`-&wVbEMNZ4M)Jw@SuD&q#q+myAv7bsRf9D_5yWK~b*cgj5MJkrRDV}0M z#ERqS`F1{rHbvPrv7TmBckC_(rSaKTQPndoE%FKV|K~>LPkT8rLRRBA8_c6Fy+()Cf@jE>;x!|w`!6M@dY0);^d^a7yfCQF(Si# zP)i2bw6AgJYR0{*B5r0YJ12&0_EDKFHdC-<;afw3eq9@byQD;j__BXPuQ~rgum6oM zD@(j(R*`$>Xi4^qg)9HRA>hal1pIH9^nXgV+5Vnt!`=t}C$3G#&Hb9~pSbp{uNCn0 zw(HPwn$EF1Q@iJTtB$vKW={qwO_wBSi zGr`dv-xo4CB7XGs#*VF3c0HGHqvo|Zr~iliYu@s{pG8_U2va`ufkUe&4tqR#0vXqJ z>+8pdT?31b9zJttO&6)hJp0;sq@*zwi2C4L`&A2)XB zXfl}E1M4C&sw*5QYdQZOStG8sctye5)z$Shv;3NYW7si%eeLS%ikFwyjSaB!ieOB) zrO~taE4il@NL%ae`7XR#&eHd8HP&9{Xsj4RwZ7{h3!HOGIQ?&fX&v8{6L`}aK7`Wtc}vhRJX*p8IOIXbe2U(J#!Rz5Ga)fHvJ}Gow(XpvwYHN1&`pa( zr@mhd?dS%}T2m+F$2|f7HlIG+WO+-B?7W;N#k!WwPpbT!9{c4N5M&RE_-rjAnn#^I zb#m6+p3pvC$6Zzg8Ea`}6T>3Y-dXSl49~jsHmk959O^#a`k})wRy`>m$6SJ7)E*gN z6w~UE%c~nfV0nLM@M?T~iV-7hL|G)`V-qESii#{Q2qg^c=kz=bCW`7UG(da|0T}3r zj`1LwC~OOq)vmlL(A}M>G;2vjEU-^PB`E<2l5CL}(z-)`e^od*P?DV4V zH)k-g>w+K08KBtoAT9JFgTT#)5+yY?HHC+x-NnNtX4CbcqG~cSo^b#lVHnKX<)z&w|B}mHWyeG1} zSEbX$*n3eftf}>_hZ&+v&dZk`A<0XKuL8RB{iGe>u-DjeSZWOqnWF2@%ad#OpOPWM z6>yUl{Mk^>3>y>W^cX-4(;uGhxAq2lRJ!|y9QN}sgmbf$X0xUmT$kp?mO9Q7!;jA5 zdKBLryr0=Bx+wUIQm*+a6oy^Ah{H~8SY zbN<~7ynie*086){vFftvCs<%Y702G_M#xCZw74=`GDOF)VIso(AdFpAJ%vu5-)l<9 zCC^`udobHa5VEq;9~lmaeBoXaYH`!w{+_-Npty>s=m5m$xDAxzg%@^SsbjUcLXUZ9 zfB@{IzZ7gP_(XS7@bIv~7L$=^I(-&_(CTzsJG{iDPB|CR~XJ0Dx6I z+=>N$BVT+fJ3HSpN9SM^ZIXNaH6Hq1421zv^#I%o#Fk9u@EznzzIO0Z)(ZOJjY$Uk{9Eh}t45yLQ6X zb$8IOsn~Ibr{9mJm9sCvz)^Ph!(1hM{?!a~2ISp`u}OTJD26zFIo|<|kr#lMn2H3d zaZ?Jm z@^8sp%rg}7o5PBHk^Lna1TM9Cc{F5jn|v_S{AFOK{i)W7-ygmh>DFhg@guN(>Um_S zr#*&OTcO2$PjTed^WsTAyx((GV^-7HKsKt1=K1t(9?Jm&%iF8xyA|LaZ(UW0LQ^L` zTSN8AIdR$wefE~S0$_7N^`%P0K%CmkPJyxQDo(OMisXad4x>uO#!}&g6 z>~Ll!0KEO<4l?dhl}2edZWHkY#1tMz?G>1yX<`|L_!;!HAYkr(EWK}U}n@p&r2{q#d z9?|_685zU&0FI<5{fO@T-K)7iZMu4LUdZb}pM`7{n46PR!*v24;ZEg{>B2y4y2TUj zMHtP{*41u^bh-Oudj&2mu$>brN5W}s|lVQ_5qIyb=M%+4#2L&^v;lKjz&{}Gf zSN~>oZn_#A&q?uYTm5leLx5 zTA7z?lX!iHf$CH}#I00mYSmF(%fr*#w)wKSmliqs{e!Uu;lEHd8-|9f@LMkRS3wvt zK8>AH>Tx+g{Apnd{K*vj*zt)WrFT7rg{vo0}g!zPOvU&hq zS|guYCZZ&kB`edn*oMTIOvkrSXXrrouBN2C%_Jgfq=*`M8EJ!+i;D~W*|URkK+D?4 zOp0M{ZZlkI=L(6WDl;(fNEE7^^ES(eFSq>E3@7+Dl$z=u`3;gJ48XrhK9?rqRb|&g zVoKhsF(lBAFp2s(q(J}+B*vtxQ@%`*ntw>{)oxCP3xVa;FRb#HEZaM6%fktzA>N3>yzqW0D!O8< zQevv@t6c{3a7HiG)!-8QXsEA@GVkzV03D3^OJFN|NfG?(DA_Hw4998aUNoH@J^&1j zXI%DDC38o#{X%fWPRQK?%O3EavB-lrL*#9*@`y!O?p8;F)i2wkY zE-BKMUT3;x^^{TdV6~l6B9%6h3PmrwdCZ+d*d*T<+ZhT zaPkfcqQo*M%SY3sRKNV0J@P~US)V@>scK?)07fbU8Q-(`6MpZh`YpO^2(-hN-q7%C z4O2)FjBm!*;LRZ0$?FO;$=hQODuid;^Q~*OaW_W^JLE^F4<1OaYx>{aednrQ8-#=t zS2ERiUmb{S`=jhA#%>NPHF)28>=zel8V(^tPD_|Pqf9d(XZtl47CS2`Li4me(31Dpw)$uRv~JXDNpBucGMU`D-v-wny}w z-YShVQxO1#Mi$ik3bM0e+~YoG%sWqvXriK`LNSH;;R+1ez(r&s$dcG$--0{+ip{Ka z5wbsvFN$VO76Y~>il+#l)>iQP4E86nxzqUN<1=g)>~ZkI_GR{R4R%;@p=TH@Up(1- za9F%;acX)xNl)>fqrW9`w~o8>t)G^n+)3(c%@d1Nz#$B{(Q8~wIoOR9`YdH+Hs<2k zo=JE(Q&Nt%p-=xfni?}c-{r5Va4UbH7TbfbQ{9h?YUV0j_N((&f!w*;Wv+!{h^WryqrKG3L=bnFK|{t5+qhS8A$WgcP>&rnX< z_7rkDH@8$+Kamfwe54Sj$pOJ`39k10ek9vqVP<1P0(*%Z002Z2d;`8bE=n=*WpQH! z0E~hqc%%J=F?vYX2GiEPla$h}sm622tpWTKosDfDH}sr13=0mR zpV&HO>j7_37cjd{dedTIgQkwdIHETk9kXc zS_B~7wuF^4X$dpdlwB7o;e?-~NNw=NPvFonyibgq5DU3@R0EBl&W78p8Gz zB4ac(H0xFAe3T7wwmiJbvr@gY$`M0lM}-Wb3vM)kc^nM{`}?7KiL!RsN3`C}lztaI z^UKyXawE#XXrt|Mxe?Y=Z!`@cG%zXY90mKX>3TpBS2e86MGZ5mQbG-K*^@_t* zEI%?x8N1let)JM4H0O}agQga+Ep^(ewNUtUVc0#WsedDs+N!Q5W4WrjzelOA7IkQ* z$~AqqC$RrAwe{YKx6N*AyZC%Ar52GkrD^fgQdnEf9Phq()=r|MLb=m8SCi7sTE~%? zYIPiG-%^K~Y2G=@6{Eq~0UTrJ9v@vc<@0ZYX)X@jT+^v3c5-rOWVkBvOb|4pS96v{ z#c8#Ob?%kU7YFTOBI}=)dSb>Mhcu^aJo~3A^E6JYyrLH0?HfjE5^}ncE=N%+5eX^= zILWp@A{-bPc=YHI6xeMtuLNIFRb}EH64kU^VLV=Kjj5NAuT^aWX}Yy;a4T?JwzKLl zIbmds2d3H$T+N*qA(9+`L|uL!YrxRPW%o!>{Pg~V1t~087g1ucv@OhAuSAasfMsyW z0za@70m3xwb=V&WcbH3w?hIg25!=*3SCR~=LhK*WNNE+L(7;wCc20#SBi7Om(POer z^Uj@fSAL7?gOr$4&Z!b2T1H3K>!d2sF)|$&+XrW`hLsjYrc|e_700L_-#I1Ah|vo6 z+d62fkj8-zMw86>=5IaB@KD!%6`ms?Nr5T(`3P(!pa1y3rh9JB3oog|4!(9AY~liST`i%Hqv>Uw`EJ9FtwN`=g>N>webg@5BSkgA z)0?ggy1Jt;5h&PlSPI9D=06~`GyLkBQ!_z;|CN*Wxg&3UCskcgcAxU>pr7GGO&o2Q z=IS`*2o{|**syJ1BVP`gikz5{WJ~yS?8L6@zHRAzxzQ%xd(}KjxM22<;Cgf}PBo}) z!pOk^A5PL>KMQ<;yoB?cxIVDt`=k0aI(}tdld)rs`uYmTP~oL9gmZ#m@obU!Etf0e zzG&)ke*~C*OZ$82NQG~ayYf0- zn>>6;zAl&5Vwtk8 z;1+9&e}BuGdqx%DRJnrdaBjo5LgLX)Kvb0_e~J=z1J%mT=^!AeSeCw12Km%wW)}EZ z#t^@*#U|5+SEgNSGF(h;zQ5gvDoFkW#u4z%5w$Ai9UjMTW){SnAoTk@X|LV==u*r<;Uo+%r!u{9+H^Mc)C>C~b zcE-+<*CmTn$MzZ7<1*nG9nuDMs1{f1&D5GjttA47AaW@t4)lP{`~=^e2)oDtNfwUr zQFkpRgme#|;qD>rT$DEDWbD^-5Sh239KYYAOaOq)zUH@z@DB4YdQSHm_CcPzkfYuL zz;l)nSjBP1{msE*Tk}N+GdDJje19?fkt;Vy4-hQ~SMd|w+~4dvGqA7biX|< z_4VFwJO{@!`y7T?TU)16!(KFxVDFbdgzgR_hEjQ!t3pFVZ#E=^DttA!w{Vzrx@qBs zc`00{rl*C@>xR5n>Gj;NcWZ=h4n)S>hQ)AoT_%kcglKu8*02DAzL=`T&aCdvH zkjA@O)qV2*5n_-yYz~Lr4qUwlxmxP#>e|}$rL2sMsW`tHdT26;NJyIY>bHH)8|Hgp zWD6w^LD;BvKZuIg<7C6N={OCM)JyRy-1B_zcF(oB!E%C09tDPHbuI@BZ%nn|E3O&j zQT)2?jIke3?*H5U$EULY_NI~{&Lbn(kAOC>Drkq_EpGrbYQeWtXZSx%?BoG{PW_OC zyZs#PyY=|;!*X6<-R1#zpK=}m%y92vaYax zaiq=BF^^zdQy!u>4N|eoFf}*7x8nOPE}6x;lTFXlq%(j`6=42fS@fA|WL`w{jiue~Y9B=r-Z4r%=4xlz#J;<;z6AbQ#ze9L+o8;B{*M1OhJ{ z8anGrBou;4fK06cM^@?GRp82`d$?J}#m>HRyrTk>d6W{4@wue1w4}_+#%6GRQk_~u z7f$LyvKy~MF^9%AWEbW}-LP1F1izp74f`70h0rJ!B0r2GK;&do*7mo8V}&t$DzXoM zD5y4xt-79}qnU;*T?Q{aq9}#-E53d`il!Vv;s~Qc85hU8eES~W8>b3-N1HTS8MXCy zTT<#d<=E1d@PJJ`^f2W7BR0ZwYt7%%Ea zUpU83_oYejq~7#;{?q+h4V|+y`>5Kh0c5}lv0)b7mwJK^^k00gq7^)=eUFwDu8O4% z=?Ov}qQN#*YF$cOs~~TOFbdQCz-nJ_Zoh^utk{eJ9+t%hzUTXSINy%JRCeHymib{U z=TkWH6B!0oWbiYtCpk)R&LVxEu(^sZuEI;3Sx!24WK4wIr(-fMFHHUa;R70&4=@6o z8?S4=s{O7M2HHRDva9fSM85lO6OOtP@I%@S&hLcjmGFNy3eU615o{9*OqUik zi)R_6&a1sbL4<9IVOALu!TI-gLj$F*Jm=-zoDSB~p;D@-r0dY=2bbA8_nWE;qV0|%%* zE`1*BmsDQ?R;nH?P2Z~QN_Q5^ii{We5STr&@mZXl@qE8-9y{!QJGv5cpMc~`9k=={@&frvw)87vhw`(78}ooFh_u*}wF$KD%%HKvm0v*Rn;q)dti^5rz>qNHKj^yIXjx2OQ$Fv6+VM zRQ9P}AD0R=8}&t_%X`1R{kGXKpeCT7d>1AL z0IaX-EnpJk%fjH7PF8}h2M(|hpS8d7THAZT)*7y39ROR-6}8|}=e^CM?5pJYDd~`* zM$VI|oBQ;AtPEIIkYp+;N-l0%tEo=7JBrpjG{0|?wIyM* zDIk)muC~IW`ay{JV5r;O&B6g0tQxkp?EBU9jFeTu3_O|y+ z&Zel)B4+#48R3QNmHvS0UpuO-f5w#o3wh9K6W2esy1@hv5V_ivMGvogPlW{saF>;! zfv1scJz97SAbU^YktyO|$xo0L|LN0{IV6Da-pDXB>lkdGu+tw3=h74(s+;^7Ozq_X1$gZ9l4qx7OuS<1bK4-h*YSA9jd*8~Y z*u{)P8tWxXX4njHXG&;eZl=}ITxF)RytnROj~h$P^WVlzFO+aXl9YHJ<|Xb1y{>C4 z87%c4#OFuKrW{TzXj3;O%a~N0vK?HsTb*e-9h@ErGp($+5tT?Uoix8Q(z%b#xy{S=2x|?DmmiP4(k;pK`3bF9Ki=p&t^S& zwT6ep;|a_mQW4_29epB$l`lPQ3J2h_DI*D5;c#w_V_YacGz8CtK9-aqBbG{9d}#73 zK<4|xzObGb?Q(((2YXAkSFj%$O?CPiZb`k0t1l%@wqYAtNH47Ak%W^V0(S-T{CC&K z0KcZc`FVxr>HP=^Lh0Z9q=xH1J6p%b`PUz+G-_MhW{E$)o6~EpnF78&i%XEs1CO18 zt4E~N#kR!kv0e~fOA;NxMd|r?je;(MeP3OwV*ER6{HrlMT=R_;ATV&I1po}E<3ViFV_32QyHqI+3Cg}&Ap4a6CBHI3y=CrPpvP2M` znDwS`6LczUs{Xa^?V2m=Gk|gy$APXnZ3{t*9-b2ZwlIUjxKgY3fGCpDcyeBf%6hN| z=TgZYKU@Lq8A*S$AM-gMr-BYIW>?mj>PyGN@YJuEz(S;U8`m1cxR%G0qS^XSx%@O= zo74MD1d*kLOc+=>YlLmr03IvFQ^59YNKmiPA;gXqs0s+3jdBB-@oWMUG_>NK~6A1E4eW>6)86h+@+(am0 zcRb0gaj@{%)ELiAu;7xFpKGek6qnFR(eq10@`1B6B5MXj9p1nTpIjh3O#Mg4LJb3$gjVFZ&WM<`SGY&6zvHD(egkf#I|I_OuV)o>nT`!anB{lf{Z zY}fqcm)QdLwY;_JV0R%7R|SHdG};dOw?_)dsXx?^S@k$b)> zFW4xu5+mAPAlHeguB@9k6vQf6cA^#WLgA&5eR%J|s14~{qx1tOM1ZEv7)aB|u~NK@1Yv(3mkmWnoMe{wNC=n2 zL!vGqSOR!UAN2Xc?+*L8UK|w4S+eyhi9`N%gqMfx1os3m7UA)! zw)&|`6sY|BDyD#WVsrLk?8;T+t%G;2%b*xQA>GY2=2~zZjor zjR_Ah*y&zP_pn3O@j0&)pD*Vy4wWe+pQ6w?Ybl5~bN_DX&T;)5>_%`Rh*opH$mBLx z)b`a|Yy49ZcDiD4jm^|x?#NbO1^HfbCRqpd$Jd1JA8hBxBEGXe~W9){h0b|qW#Ys6fW?VycRLG4Q}-R|O%SHS;>&VUa|EW0hvDosgksQF zwfOp48+Z|?yQ!xdc*!~uceYwqXLWTI7PWWh{brD^!#&Uu7oP0+Y*9UH?=7CE=>BkR z96dKQ@g`oZPcr-GtKdSyQ7eb6_`bcWQ~ygo-iT-GV7SNSda?md10;Z%QQjhL5`gEs zKA!o+$YYx-1CMzkj;bFP%ew)bq00yT+<3kBPoAh1bb?2WzaN&FZD#U`7WJ4P#ze!L775 z(m^lQN`t|g;;cRY;=NyYdeBuzhq|vI<+h=L_X}TE`a))@ta`mQ43@_-nm;b);GQ zoTkIMKj9HB_uFIHCfZuXA`Uu$5Ml)Swj@K-ndW7IgjWpJsW~~GU~e0@^1gMg2v$j7 z`CRHoF9({jGonYL<(Kx-ZD91C<09Or8L0}Sk+;^L_`gPa4WY<|e0Vjemw9QZnkKkY z(^^^2t@!%ujo9WG%^ZnFk%s}fq65gAqSz;7fWL$(-^4)Z{v`w>9SMg`$;T?r%#%d4 zC`(%HG*B;$`6y<&nIOHH#|tl8Wk>ECgL*1;P$cjc6`R2xueeEo%6vTU1*HM1`WmR) z?dtk?eexuT3#p@*r^M1TeZmL+xDWjvuF|yN`rp|JE9?IS=jpgO|Mfhb>I8AiVI}mf zXe;LhS%I`!Xs{;f!+AQFtgO~JJZp$xW-vj+;rlU+&@nB2JbYQ;(v-Eoq*74a%Qwnt zX`)M6bm8RonjEjx_)sl`QGjK_qc6K%a9JRo=8yMEAI0pSM|iV%t~uP;4b{Umr!y1zVMkk0vjcH9&O)zuUjf~v4k#Gi13q%|VavU;KmHuD zwj%}~vWzxu;}-S2^!tY^0F6svqTZBNHD3OV=7 zsbdve0YS^!$IK&<2~33+Qp+FquuEF&8g&jRP~B0PU)duwCkpJ=EOXmKwQj*D8olUj#M`>eT&heO_Z0gd;=caj?NYv6v zxJhAZlu*g-4*Njs8fC)s_52^XAqN!J?g1pD6R(W*yd`&a*ZgqJdkdG}ukbtbF^7nW zvD#-NG3$ByfY;MIqN>(&`oLNv7y3G(leO<&YkQ7FPaOC!J%MEAN&lG4EE#lZ38`vw zxG_2SZQ0)xe?6aLu=KwkS^4J^lK<1`mwaPr{T01))26+NQ_h^D?UWMuD0)Gxc!k4f z_Cs8wyuk2@m8kBS9LRn+wK4w`8Xhr&d3O?;U?YGEX$z@ZUVTl3Zp$sWAP<`EV`@*c z^6D^9ih|ML(1~;;+Sa%apJrR>%f1d;?G8+aX!X!9Bu^Z_(JtIuSlujI#DL~ILpyyI znvxP+5KI4D7n$RSyikV>EnWw!AC*KZc4Gde(jiHDzKmzDLntB9>Sf;MqlQ14ZZh`$ zaUqcjTlINngEbfLaUntK#WL$hg|2n*i((X}rJhegqi;c;60`O1an1Ytg!D6{^59(s zo-mK3Pb^WR$8W0+yd;E58rbWcXrFDUicN{FQV)ITDpBp0dlB0Wr! z5m$e|h_On5#EhXyG&aQLHQlfv#<;TDyioATziRtI;{K=&@CTp5CtRrmx=qjRC!lPe z(&Fm3#yS`9P)YxZ0>O3Q(2vuSy90_{_fv~{A;br{jgS94@iY>tUXK8x>ZGrD3ZiQ1 zyM}P%NMP`JVxzss4LwH@t`e5um`HvEv1c>YX|@-J<&A4E@v@Vb-^8cP6hg zt%mx+)V^|3zlfzf-y?ZY0H1~WE+rsFlr9BN6 z>f%L9=&z&t$D8gCfR;;P2NX$->e7dtF!y~*X!LSwhbTO0fvMvhM0aN?*^Is@h5_B9 zhOOuP;^W@X604hmw}0+Y+R_)!lVQ;Qkbd#P7ohCjB|Hn;6^OlWIIng6gBgEp%>(`_ z4OJ>kiMLR0&lj*ILI3w4lf#YSqPlQRve=beUQ9y!}_p7{UyOx;5n z^#qz(G>2a}dtNynORxO|Dk%e+GZjxDPEuQ1GY(qZ5hFMzNWKWwDp6j5Ipn3-0FW)r zMzd1+&VCIy!xL2T%fjR%k1uH)f*uzRG``|#$iAC z+$}1XR5o$K)AS_`k4tW7X=(C3F02l^NANe0@;Atm$o(Ikzx$8CjAF!3J$8)G5ORIj zwA0by8H#=EFMgGs4(bThj z=6b`{wQklF8$iL3wrXv&6|}%LUk26#^onT1X~NPkhVT6EySQF1N{zkzm4mu(gs}yV z8jM-HQd34~?`xGNjF`q&O51>0v0pvb<3 zlF;qfdk((|jzSGk@Ubesg!Ic^>$+uTG9Dd4*7JJPDwa!2;_x_)O&Wdm=bnB2AYX*Z zv#}TOb*n%xJceg&9VcAL`d3~L{@$#dP+Br`zi8?5bvR%U1P6k^HN?0C6FIcb{0N4V zG0t6%xJ=Q$TYEtCZ~N3}mTqtCKWH5`wST{@gf`AeDes1;|McuN)vo9#NAEwlwsL`V ze}`LdyDRv8C@e^F8Do3grhI+wu6KeI?i1Q{t_i+DB4zZ#>g5UwXmrWv)L?a8%(8~a zbGa{N)aOF-z?L&$s*4MX{lx$cR}hp8v<||rIhy=Rf6FAK*XpI@_<6?Q#6Gv!o6l%z zH3j+-?f;?P9ilXAg09gn^C{cxvTdu&wr$(CZFkwWZQHi3zrXkU2X}A>cY60c&&te* z*n3Bw6;SLJunyf>8+Ki;F?+{rmbRC#=QrB+Q{JDbzoRl15^hE+7GX}7>1;G`kh}Jk zpL2bdh478A-45p9qC0h}Fck~mt6=V^q7C{>-#Wh=Uj8hSmR??sT)hv*)OcvWm>)hR z)}rHD_@2us7KB3;9;583NT6a&Wa$ zXd0Lrn7ClJU+xHvLekqDO^>@@vOK3ftt>1p{R94kAPn?67|MT0!lfYp4_pdz|G}jw z?>}6M3;c(*`2Sr~PYm`SjK!e;!+6a9en16W)6y&`HdaX2OJx_))`F97t^Nd5nL(N&vLNqrzW@_hkOdWguw2x zkd7b}t`n|Fc^4<5=cL$Ql3ZyUYz0m9r@I;aItzT{m)-5(Y}MF~lfG?i93^m?`gMa9g;Kt6V;O=3a^=r2$=!yUKVGw7?!nFPf$iJE*q@{qQob2h)dV_Zg^^7X4>Z=6e?>3N6zXIP0ed zw#DQElp&XY9R=r<<<<=5%SGr`sJ4wN>kZnX{4CQ9gY5^5%k}nLsb^>#IRISfn5ems zdqb#XM(+i(l)6AWZ1fc%C|WBG(3J9%>>1w>9gjf*+;tJUwvZTFF5I-Ew6=j5p^uOW z<#=MZddp#*OZ#VC&FX_^eWR2|7`JvD7tTtN5Gw`t@k3eb2K#&vSb|wyLAg%Pr_TMN z{f+=>iJ9s%CbwmP^Gckp5QgE4!_#Yz2b;nR2q=_Gl31%7>k|l0ywmhFm%R;5G3FOw}pT>F*my1S0` z_J;tdl_w%gzN(S_~!va2*%g1xarj!XE+FsjDCR!0%QsX9dnZ@@ba z$2XR-mkQhR%rA{9+y!sSn>w;_yny=gwn!Gzst9DQ695FUHw?a-pohwYO4WB%EFKio z?Qu|w)IXBWif^4wV2+9732_g%v$Ewj7WY*Z3uzEPW4rrPa=GfX%8*%KNbe#QKW=s~ zqAzi(UPX)iGil`J3^!yaHuKEBp7SA-gB_IvIPvw{rwVy#Z|Uc zJ^1cLJFq{iYwsV#+|(5Mbgli6FD37k{irR+(0RAJrCx2@6Qna9`3s(VZTEsR ze60xCfP0k5wA?q1%e_8O^`)>y%mfnV0YB~KPs=qiKnkkS19@hP^#x)e-24s?D;1dK ztFOp5%IBinlj1rpI7bSJW#m?)2}=7{>u2N9JtH=t*WYfp?86D@e%v8S%n^?9D|N7y z#4$dye&|@vB? zMd*r86&@m36FvJ5wz>=vGevKW$D%%9&-)vLJj%4s9)H}BFLZyx?im}T1Jbx!Yt4`S zspS@If}^-KOYcJyU*FI!Up1wzko+x%lY)4CESb9F8isy)={Q!Q`#=_t!r7kczMl?E zW(quwurJ-SzuW$_T4_}v^hHk+DZ~C54-Nm97Qs6)J2%+-jqyb1Z+wSAMFjR=LbPno zAvQhB#vfaJrDekiJKL3(q=dxuvf$3Bz*5rLxOPAeimF;)OHeZEP0)DmpgQhg-JeJu z*-`0=e|uMS2O?1EtWKlnXl9M-ee;F3NY!vE$q~LL5Vl&Y9o~?>uC^flfpT8_Xb7IA%~-TQ zV|{<&Lk^o}pIKIU5e~F(DuRkHr%vZ@%|@QtT&fWmVHwdJIP)#poxTvCx&L;&GCGkv zpze|ND_~U2Z{xq#CyLWb(x%f?UVZ-N}P)$P0NMqGKoOi@%_55;M@=UAt>V zlWk75HhUV42jzmu=Kj4-ue?V$d*{q*@CJ;L_A10JrWQXK2 zWrsJ6R*^O=J({qugfG~|_B3H_<;4rCzz+4lEEG7j0`a7ibKZAN>W5Rs51*5GAFoHS zHn52T?t67896mU|xY#i2p~_g%k1;m}Oe;6u7MX|W%EE>%y^?M8fSmLQMLVb?JV0fA zLI0_~!>}H}3+x-oV@GBkmJn#(y-T>^nh)^nHfM95BVM>wL6xKik`>9oEs`~WA6U1?07LCq05NCod`?}K7fg%D-Wplg#-G&m1UVCKsBm%lyGen7= z*1NUS<){J6dZ~TxeSyiV9U%2jb%Xf;9VXdgJyrTzd!DN*(T2F#3&AOUqsXMcht5K$&nW_#m-%z;;(93 z)S^I28JirH4>ynx2?P9G!r}d{C0@pOXv~-kUk3a!yG$3G**lQQ>(h?Jm+{0vHj+;` z)sc+F#g}5avynqy6qp%<2C6BL_@};mu~3dRZ0q4aDZd zb*>~F4Yu%6XEn4HHP1LttX5&cqpHC(^-}_`Zm=lh8gTiLLwhW1OI>-t7m-NrF_H+aQ}8{Z$}Onpzn`r-gRMOzzi7YT|Xez47M#OU7g5%U7zW zpCHQ$y!7(4$;kF{njjy!yeI5NM%O|U3Jq>J;>Vm*V*1a(e5MivB%eT@BZ6bjcw*Xb z6`#||R2(gF>MWM4%Vxf@#)+8w7V(;k|4Mxh__+-ku4b8joQ?CfSTB7tgYqqxpiWmp zvZy{5yBqszr=LhnDk_9Jq+S*FI3*2)aSGoH$5$O4Y=w<=dF5sirrUo2jYWlG^MP-63!t7wW|$TQ41-xbW>~e=gzKzQEn)39xCw*fGi5=yaWGU+z~t$ zZJxG^656NG@7p3KJok<@fl5@+Xm55$0>>5V-kco^va1fZHzf8D=3bB3UENjq9aV2g z3_?sHMi|6hInYL_%_LVztIP(J_vO_3%9M0G>eygIV-Iw{+Ch{>nMZdlOsTD>4bj@J z@_jN&9%I3XmgWUsFG41qh;i*HYFH2~8P*HK@I)E~I9ezf$l^diR~3spBzw!YBHXY> zne`?#`i5IsPHz=nH?p$~ZvG1{^F3?G;gki|f#*Mr?+>w6Tnu2GXLTdkuJ%SwiaG?-z5;2F*|_nk%G28OsCo&USX zbe@iBw2FCB+cRp=jMg(mfP9#&3;uZPgzO=jYy3AtHHJZ`w2*eVDsf|tI zy?4%uPU<9F8em5J#~aBhF~VEPkWHTZ2?}!Dz7CkpB&##|9qWy2X{}buF2b3wbx*<2 z7lwDGN}xqPOmKWK2whmyDGkD%)Y9bn5;1pBaHE~U`QCVAOT+tXEH&ZD9_O;hUdiCQ$U4w60fHXdkTj0gp!D~8 zpyZJ9{rWFDT&))kow`OBwYTpRM?&Tr1@3$SnBn79;9z5fRru1ytPu7nu?X zUEd*?9Mb0(oOA%!iM+86M3j&+$bCl$fdtHpY%RQ}o6TEN{2k#tkig)sVwKA-is(gN zK+ujIl;ch!0y8L8c+M+Ab#=%zpPMIuq{#U8lc>N-`tkE~?`!=n(nXXSnH6Qlc%%FG z8#@1p4vasnol$+FZ`yMZfy*YLFH>iS9%gm~@ZC(5bA7>HN{$+?yMEZ6{kh>A4&GOt z)ok0%U``^JKncgJBTH5qSVu@EHV%~^7GV5elIP>sKfye)ra&H4;4=FH^BjVg#oL#v zsIsXAlCVFJCT-hYeuCAtz$&0O#6wgdCg6GDluKHw2Iq8mu<(%rGI)gH*j#)NJvX{f zg~jjwR+R`x(-~$}%+qBkxHMM2iKpU${jyZQY*5R~kSE9O?WhQ+huCBKMa)oVU7{bS zGp4+D-M(OIXTh3u^v{syR@2|ogTLE`4STUqoLbb4M&Nm(Tf6?vOAF)op9O1o=vydZ zQ?p#G6iB#g^W1wRQ)?BXptN1{6nuHR=sIqu)oyrHix1Yx`FzwknKfD(nwyG=Jhwda zPqr>f<;}Y^lW@6=4X8lrw?L->bz zFYKF7eC<~WU!X63fWa9VP}F|uaPl|;$=duHT(NdJD2dExXh>Id)_I#5GuqN9*>v?(UEj{F7mps;_iP&!S( zD05rHi_4SuE@Mg%xx#}2X17E_E>mU--d2x%?>AZ6)=FLJ2_)-%(2nY{R`L@1X15XY%18I7DQiaiCa>_fVmM zp`;*#RhuB1r;HH)kfdm}u##VxgV6YbkonHFa+Mx#mB}55FH0C_EY-Tizt~Xa(8GsL zy~!nzz)2y@R$ek$)RE`dsFSFL-Y8~D!WJ@TEq_4xwu3v)2emx!mclol_W!$P4^UyQ z_zCJFFsH!zgx~BUpDwgwMOny;u3`_f*ZrpzmxJLVPl*YZjbyKhVv6WmPuJkVWUw%? z{_AYXO~4VfV=e~*f%1sopIT#dho=zUEkYuApC5j&^WMWwDt$?y6}8&yGQ{_L=vnl$ zBq-I`07Th?MND?8K8H@a=fX*jI9%l+jIAog*|`oT;jYl}vjQc=I_G|)wWyt<4!ZFe zw46YyzMdAFU)W&iuj-+@<&|u7cen6xi4(5bSUMq~+GD z?fkK*%E7Cuv;G%pcB<0vw{agSAo0>RyZ8T_7-_dpmEIucuzTBU^+Vt()*tPB3LB}<_? zBtKId-%212;hIdZ&SCV6N`)@kw}GO3hja#2#-Q-*vIMsW47jR$z zY(SI0Bj&P@%vBk7OkVAM*$Z;=W{>bhWCKqs>%%IxU;11ENCnNR#n1 zS|rm@PtGbVIK=O?G)^t*9oru#ouL!@PF2VFZ#!T>5Cs*>2Hf-`Xn0wtC|UQ4v*Gj| zROD&XN929DM3AHqCCf=W(+v!?aF?inxdwZn`A_I1eM17v>bc?*UpoobQqC}BFZen&%ISHHMhQHkwYdbt2(n>M}*cE*846_ z1C5ELn*l9>IqR#D2p9la`N7tv6)?v)_YUC z6+a+5gWsPDy`HHqTre_}w4bvUx4>kf;855y&*N#gdcm&fQR)EPU>N6NjnS;Q*}W$~ z^B9$ZCMX5)dw+Kw!Yl;K!dmP+xVy{xP+KehXfk$<@}*~Yef#@Oe^Lxhe-yG2SyE_c z-Pk5Hy-PK@oR%g?xl9(G)4)dthvRP;5CxYc8`Fs#WzwR7 z4NWh3<`$?pBWiXJDeV009nOPvC>Z~;zm7V71odYN5qwFTamagZu@uH`!-Js2%7peG zta1d@bXcHvzFT}Dpa^5SAw zxxegp2y!t4WnEj_!J+5#S0+L-8Q8&^Uj}OReXAf*W}Y#Mlkd15ec_!a*E03vaHE~W zzWuf0zR{Ep*PL@NPS8zU_i@c07&jzFPcC<0qL1?gPGb?THNyM~Z3RYa!J$<)uOqW@ z&)N%dYG3%R_cyoxvC)7Bs4A&Nh%0)l=d|#$@I@+pZN+Vp*Kz|Oq$(ktZvv@I7&N^e z?ozq72|Z~GWz~TvTY0m;K5~u73O(=w+YXfNm}Z5Yq@9j`zo&h?7iuicXV+Yc!}`1Q z+CQ5&FoBx=CHlJgd)5a_exViPToa{KFCM(2a&6+0EW(2#rpxc@FS*UYaludBC@_Nn{wo+E~4?}S<(BhC8tIxl--nCcJ?mUGkqbK~+UFdQ4Ot6t!H z3#ec_t}IH4gpFdOv2u9~@%k%vr}xBYedIkfGdwD)z1L!OXk{)%`l}d|9)|@kC@%m` zLE1FJfx{(4oKJ!i{P7rR;B9TY5b{YbC%%DY%)+foeW@fFyW~j9xNNFFiTJq`rts`w zdEMIY%x4lMfAN(HkJ44Mn1zzp_6>^=a74d>xNFIt4%_Md;t-_urW>a)zl-LF-Ct2dWuG} z>ozqDndh(L-C#I(OVhAeu~u9~k~xYl$?;1am22lr0GFq0h~u^bW6lyLGTl(WQ}6_6 zMAu!ghNZ?Ki-`v(`+ix~rFyjrqQZPV>k&{fG*jEM)@jw1gJw2bzCxwW3A{-z5L!`W0GX9%f&A^*kB{ZeJ) z+&N#GLUt~#DPK^Guxm@50u-8`CC1|ph9h4hhT{ z6)k{Cs!1mCRppBU0Gk>{`JcJ<3;F>w19)@yRg5h&1vL7*7SkS^*ZlN$OKZiag0yMn z3|lh%O$~jAjclgfxfB=hT-Rl&BMk>vp;`X6Dzzp@7OTcr(`QM4kQuvEXj5kV*crc^ z3Zo0q%B?%n>Yw14UOf$Ue%Mr$`f1vFCEaoqVOsu~_g<=m#eJ;c=U=jf%U|;_i|!`qcbsGMH+WRkGc+E1Gu=}(x1i?5_a#3 zTA#$BqhL4FyE_mU=E4&tan(*igG0uiInCOLTHD{msV>OH1?QH&hEO{u@O`@nTU0p5 zf1fch@e3U0l7ACCW9m!SOIi!A8I%wFb-R`D^V`PyP*4R^Vmhs$;-%E!O>}WxeC>!W z;3+~3(C3ICcoJFhYi(n>5OslDvPEhxFYUB@h^vd)0r4`m;WPU5R~+y!`^^XmCC>pS z^lVa?Z0f`V^s;XYfm@9(tJibkq4=beUb{LY?7q0zKuI-f6l%f)T}W!F=J99-pByZg zMf#mS=60TG#F?H^SG3UuHDWTliOPVVpP_nZtX`5C0j6xbAt>@ZR8`9fJJnGj#W16r z1L2t))Tm0JPw4dRUrVQ-CozTy?jE+L)-%BY+5Q9mF|3zC&8!4eRc2mWEox_g_6Ae3 zsxJF-UV8b4E(*pZ0<#)RMB-tYEA--?sGxymh15K(YB}cISb8QAxkE`1w8EL_6B5rw)_$8x$(?Tq}O?`TS8mI|Ft?K8P18{5Q>r z6242Ernm-lXwHZqmVPPa@bjQoR55F7-kYJD;*mQyZ9cB=gu}|aoo#fz@H&|6rHJ^e_^E@G_wfx(KfMULFXCEfY>>E5^43X5 z1vi{O^cF=;8G}MQ%0F4%JaU%NvkLbQA z|8k~5z-|esq=uU@g#shQzXMXS;g=O<(Jz#zDvOUxkhPvKLH(%~Fo!GQi*W<5f^csd z9QDKI!EWHHEU9nF#%^?n3dssCZK0Z(n$XWROY9G>vo#;amuOCvF>QKm6tx==N>?+4E+xDc||*LYb;uF z++7CmD)h2HQ-y`U{siG8Q~@e`pPtIw@LD9N>ll+|XnHF=bs}`cde|}JoE(Q`93XYv zIE6Qpy)7z6!3i@C_0%k-9e!e+tMX+`KvFz7hBM=h7AiHrL}bMpNMb}6 zc*U^1XC@D~|Ctynl~AV9k52sd`CA{@H>-#fvBZ~Jypxl3Ng-&6^X2pMc`6|-Q$l1>v|T2~xlU3<~btz~>V<7g0+0m9cm>{fZx_oaV?ANa_Y zcO$c%EdBMt|0d17SwS3I7ywRGg%ohv6s|aGxs^1EI~30N)2pzTgp1AQg=81rL9}DX zNfXQvr@ud~u9a2$lGK1{l%$UasTq|zPJh%N!_MOiEi)||&4XECu|ZC7O|{AdJpmQ2 zgSF1B_j<}Q>e;%f=2h0G4eCl)P07LCK>Mx)3wyR6E=MdW39AdUWYjIhvEXk`jxOig zt4}?+WeY!F@@pW2{<@i0yan${>c{&CSIZ{qOF=w}M>H`;=z-x{(g(sN&EL60#_JcZ z=`A~@0dSFY2y0E6GI^$l$`M5R)5q`nF-)u!ULbIA-d*Qs&CtdNAJ@H-#NR z^)Q1c6?8l`lrhr&A-QNdh{4#9S3s7j!g6lbNw2WeD&#YC+!=A*Nt6fymL*@hEh%+B zi?hyztk2l!(VN($Gv}`tILNXCW@{ zfbXS*3h6@@#Z|#owZZ_pOUk^0n}{!*t=A&Y`05QClfOL{n4)DZ=KzT zpWqHt!fVUDt1-2YUkqI{|A2hyQwvUr|Lk!3YZ$p`TNB zwjeC1a#@6Zt(Db@&WR1fE&bD!lVYjI40$hQy4b*tj#rNDO1SyC{Uiw)T)ifmZQcKVFs|Q&S z!DRAv)F-;PvMCL+>s?U3Eqy3bH`CJlFwvkV$7*cEuRtKOKax)xSeR3oWlYwna&xXg zIiNP60k1w+O+kwooS_9-N$y}mtpkAE}Z?}$9i>8ez$PXmfs;AQ>0J0_!| zYSHKe=-w|OEB_~!3J0;9-HCY~W0)Tj-Iu-MQ_|iF zYzZkZntKs@8tFYk8!NBQ!~(hD1E4a)jeti?Y1bQ6;FWj^@gldZZ zw>mQaDLFeMVB7{Xj@?uq2-Q0kOX{=A#*9jgLBSg*7l<`tmUm}bI@3musrhyBr#g3w zKxWY<5-KellVgd0Ky6*u4mhUMWWjM^(-99`(+t6V2z5fCVbYxSU)141ABSp{17WaH zen+#e?JXnuqG>1f*5sj895}~9Yo6ZX;dsg(@0&rBivEoax;F^$G3X6Ac)) zGyG3%%k&9GQ&KU?SgUP=BzyS#iIOW48K%@y<9wQv`&-1*1}(v+$+IXWJpI)nf>64*{o`UcAO7@DT;KqQE zzFQ2}8^-zXdRO1m6WRrpBUGQ+Lq&yD3m+*?Oc#JB#jpu{Jm!Vv(_^hvRSOm__Iv={FBXZ6K8_pX9 z2$P6oM2g!sGh0I84KEa<&yaZ;aQka6@^(-t7+Fo!eU7j4@kb(@Sq5d?}g`b>w2Pp8d`Nq()W#xRy(L z3;-5i{_q9RPJ_Hp)(~~YTRbn<(H+t~t{MfOs_tGu56}!_e zRHB>^Uj@0QyuS*&9MKex5#5qpmx+zfvxCUAhUN9Hs#a1#{Y=r9l5L$R)it3uJ&<+n zX*H9Fk%RJg%BZo2sTHb*CEW1O+|b&`%NLB$DRC^=%>_RFNuQIK0$?G#rnd3IiIq?T zOjv(xF_vwUhQyKNe#IW76aT(t!w>BXSGThUFng+Xo9mK2fsB_;R1kxRR7fB&L&9;x zsQU`E==M=*j7Ih4F`n$#h-?@0R2IuZaLw!n;indxh`84TR!Qu;h0_Fboe(^MRgzFw zl9Wr5LxZB_0M9%N=0w7A>FpPCvX0c0q!22Dd<+XTh}{++c?w=M;yRbcf9w}b@f;o> z&m(rj`G1*r!F}7-wWkELq{aFq6sNwzIBz6SsD`GOqWvy>3xh8WwGlvNTz_5iFcFsCUHjb;6J342lC{C6P9n;X+M_&GpR!T0|ml}buU9MZK zVe@3OKwt&0SII|-0WaYTz1Ku|sOv@6Amf706Ky@QC%t`oDkk>A1%A&Tgi05Zzh$Ya z%+Ek&J;e2&rn{A;XGf=wi3$HZ~=BKM$Y<*vvknF*p1;zt?oHe_?DxV8Rfu3Q?TmHaF&UGJPD)u;*qy=$8@aCRj zmv(vy`I1#JsDS9V3t|7nUw-D=y&8d+V8^acLJ z1+3QLpIbO6xfPUR>nt@3jSOf)8s z6uF&psESh6EY?<(49%9(>GIhh!mdtjexcXfx{jVh`h(<6p=it70>+{B{&B%0MT#IY zST_#?eLyg-J4H9;W!@XIogUG0+$FnY5OM@`d9tB5!SDX7KsjYWPrHhTWTo?)@tfqZ-zwMYAPTwO>q6_2ag9lqS!5pJEBqTPmMzbvmf_u3CEI3pszW_$ zFb^`r?cf&{$*#MTs|>ZfAl6t25Jg~{RAmyKsaA;OM09h zhfbp^Q87#~-^qo4@K@W@c*|cS?g`qnl`V0eT+7pPLntRa8E_tNAl*osXhE`phTUWM zGeuEHYI3s!9#CjHD`v1eaU>-%Y^{#+%j_($I32tbcl)^)lb}u^!Xuf_St-$5Rd2TO zh)Vb`QqL#HiE9pS1mFuWE`xvkRZFU_8#Il5o$OEGy&=MFCT-%rY7* z2x3Stklu-ZwWRtX6;ELvBff}zcAIhov^!|mk$Fw;yV>bGGS(4wX|>;0A;JApTW~BE zHNLDBi=enWd@A;4)8%Y3)Gatp4s>=;&5l5&Xw<_Y9l-5Ob)*^jWdkgcM&g9!Yb`LG@=kEmf zC9?x%7xKByTwVb}b(OO@&$ODphe=_bwp&sK2(ei0h}<5DwTP zb*V?B9I<16ymu(Mfk`2%ja^;HN|iCS9JB9bdXkGyxt{ntvH`C^iOo5coHF%mvECVA zJO%|^H{Gq#|4)OtEF>ZPTc*IOeF+KdArd$=M8h9a&_@sm{MJsjzwUu~5Q~=rZo8mL zsr~P8aa~Kj_(oNJ6;$~fpY49cXbekd3;NSIVUZQY;`fQ4GR<*U&v~P>@0tQKU^U62+iT-kWvJMXNdwAdqB;+2t z)(2aSsGE~%9c*&Ix77Kt}8R zt}Fwkbt63~Ddl{>#zsyBrE;M}NR|Ye2u~Nm!3Jg1?is3zCV*T2Bh=HtZ*^4%fv zxygslj|p;iEF+zq>aFkWl6Vh@);lN-m!4cNV9EVci1`r7LO-}AWWWwMML zqp#8^E#*p(_%Pi(a*r}(up@_6dj=K}XG4p5K)1d2wetP%} z;99&OGreRiO6Tr2I7?w9Q>9;tr-bIz_~!A`AaFw}n%XCjNI{fj{3<;8G4i54&jZJI zb`Wio+tV}oMTrL*U9cRm``LG zP?!EKgH*LPdT??N`9D#bis_PV4Ozy;0TK99os)5EnPY}T_N`f^H8b6CZ`Ys zadhjiBK@XrH$&y7$#zsu5|Q4yP78E9L!aQyQ#nPWZ8v(StEiZZDXU)I0zQAm;*n3^gx!gf3ZtXqn-p3la%l~WxSg|Y#8-hE0 zuqSrxIL24~Etd;}`peczk$R`!-&MN(QsUUGXAxnCbaxOL(b*!jSjJ5**D4S?%`=?3CgcQ}(})s!wETO}9FdnIRMCj2#H z4er0MAo%(gyX<5Y)zaY5;R_p6)v5zp=@KA10j?MbR!_(kf)^fhx4+Kr z3?b#~p5e<#S$D3(3iEilwU6V)V9Qp*^Uh)w5Q;Vb60ni%70^Aho$PxyClFj+v{81d zk`SiXX)s8SZ`wPZKYO1Jz62=t;UC#y`|?ZrGdf*OETZ|OCsG=3rEXv;h)kPD*O;Z$ zW^H%0MWqZivB_e7i4(kV$wP1oblAyCm)@Ov;cNJqr5TiS*0(Mg^KQ+_+TvFzg@^Hl zXeHe@KYq2ttcNV-OJX8aAMvgDxrW` zco;{CWD*3#UcyF2pCM*tSD;6iaMU-(88Su9A=MPF!Yi%nSDiKJ3QYF^;3(MPj5&69 z#12!;^3Fj);InC=1@Zg(B30NU8gpZ`(5JyPehS9xY~WfY6@hkkQ{v`ASJl>AzDQnzM4+y9%V=fgC(Ag!KghI} zq()!Hx%Kl+GmI^drga+S&uKOa?106l49zGeYhDxTLB>#*YSFSeH5d+7q1?DvyrH|^ zJbyDFRlAbzUHqiXx|C@6uivZ@g}-q? z`T^;Yt0t^Pchu+hm*viznfX99!!Yb|oxkJ)&pSX@mi;v|+YiYRH4P9jK$@1Ihn$j_ zOeW*H5Fd`GGTH5koOvDp3v8gPS>80IC?(GE{^su+~74IWRbqd=SZ#X z(EXy3CQ;k#5XNh}nR@XMhhQh&fxZ4#@MeeN>@Kiyc$J!#BsfgYls4wR;JKWDA z8*NBqqvniY2{n1W@Lga7Sm}gLZ`%{&Hrm>e4m?3Vgp5dp#Rd+?p8Cx}z;{#fg#gr< z@n|}_5O5Y_lz{|^IaCw*3nd|`o9~YdoBeAIbzZA!sDCr|)U-f6WEy z^GL=bnFAwyu)DUT8Dou=db~45rpF%TY&~CV%<|7Exo#>M#Iz}tbp-2=%kr8dgbY|o z_~P=VEYq=IJa+tmr=}L*uo5RO`yo9xGt=Xf?cQfH`V*koR=c%$(@oX&S&HawAL80FTE+gGLqMfa%`Xg1bCQ_oqjrSlkbuJHR0} z$fTG;IEf%-ZVehl6We{uXISg0 zDpRQN!1~soO;ONMaB(f7(MY!F-BJ8(t6fmugegCP8jpwq|4aQ@vyT<%6g-~Zt}3W5 z+PxR@XIO%BZ)SYw@exU8Py0&t{k!?yf-}2YJ~{W1&4n!v7;`#(_uun-@3&{*S3CXv zD4l;PnrYKgOlzecmy+|&VQC4aZ#v|kK42a%_#~lY807w?HtYsI*hqds+%qVAT>Qi| zuBEyfnCwm5`Q(0mp{Xb2X&_YqaId5f(@&|jvQ8=luOb`=P?K_PHHg*@N#~j}>8RJ- zPpG8vaK_xbu^n9SfZ|*B{{e_VcfYyCcpSC$Z=q3Ca}>sot|$s&>GXWk&zBclRlz>W zj*SFLNAO9o3O`{ZGasA0;A%2fG!$2?F6uov^Q91Dj+gwVMw^tFdR>2lu0LWt$o{9X z=%4_kzJ#$P5zn$UWA$q2_6ywDfR!S6O-xDm>a6+~U%~3ZAw%gGCK_B@pdkLWwUiwx z_=Ay@qu@s#k{NA$P5-=9NpkHSyfFwRFHOvIdbGtPqO;%dK9IZoroJ|5V1F2V95u$) zMZvYd`Ca$Yd@O_7`G0lGjV#Tu_e9rg>Wf(Ko+HRP8S}Bh6&FDBQI-?lyHC)GPuow_ z{XKb|GUiL|R%NcmwT0##Wi7xMsJ&2f-AbB6Rmd9;JUc+u9Spi7wgLr5I0u8h3YToX zqUGml!eLSrvL@#|_XD(_F6KGi+d$wTBuGM&0tk{(rUv8kn=IO-sxeH6rh zk4iKwsJsiiM_?geo$|cw&1ms-McUg>-;IIQJj{q^ZglwZ(CKGWBH`vPP&$DsUefpF z=)Yf+cSW_DUsYAoxKH&*4jrCgnF-v`HI0xFi^qjsn^1J7O-s ze$?oNxlnit;=bkAjO!cV(tNv~OD3kY=1x2+Pv7Rlw%EIcRc%VF$XJ%|H&Vh^rLqWi zk5t5dM(jVnfurQ_dkubF>6eIFdX2HL5BW@LYotnlqU_kD*|9I=Y!j_4!~J4ArifX~ zLb#j81&a*d+AE=bEIQi11Lwczy8Z{;C4EVE+V2Tm(-3{0B>0=rZ?4nOkj5<0C zR@D128D=6|v}0CpAH)O+-y|N*@aYDFj-Z(PhK`W&N1aKudnCkv2kxzTG~=NMV9zKN zCHLzoc-f$JQO3!XP=wZ7e4Fyb_+am(mepW<&Bi zIQ4PG*1>ol-~O0W!K)cZ-$E~RyJ_b1hsw>>sm(ag8;c})j)cqzrJ+IWZ0@Pt+u-bh z%pn?`gotx9@aYO!D`am7jml|+?09+(M7>RWf*&nqEQGeN%G?Z}?oeL=Eq{Z@z%2aEdgll*z?N#2PX+;T%waZ|~Zs;z{2pbL8*9(+{)d!(2LSTf(ln&x|uWJjm zu=kAO5qoS6!1>2~c~!0`J2pZD&}vrJWVG>uPj@IhAxV8GJ9iXumMBq-B<7asJPZ9c-kQSjXLSTf(r08CP zkf9JV9QKWqUs91fRB>SIiZYP$fv!6?LU_fZ+DOSY^cGTZ9p95tc%`Nav({vU(h-XS z=I(|d3533wm{?+-N^#~3|AY2#n)ov&cY=V7+Kh^up3Z8))dQYtNtb%(Du<)$KZU@<7|Yfte=$=Mh3r}mnD{sW6$hmdU!=BUlZ8Tw z75J$6$P3)vgOXdZ(m7XqNu>%z2q||jr#e}h5uAa}*j;eKeP;ss@3Pb^9!F__hU0j{ zL8l&((0A9Ns-(wr`l2@JA{+A0V^>e7n*2X6_z1a{Nd)$XlB+1z!x5!9aQ?sWPao$^ zZGjO`U1XzL>)fn-&$1%UkvM`Iudsu}C78N;b62DJX2Zw8wKXD?#is0de}PKM2_%ml zR=|#ut$_L_s;w(2>SU=<8Q^xR>A%z$IMu|A5VLR3V`Z&gFIA{UwXNiOlm^vh=*eVJ zkWnZjQ{G1l^WkzBT}%Gu54v8cXf`_N5btYo8ar(ve5~o%oYEWU^4*#Of44zqYW-sI z16gx}FEEWHKhs^Fd8~FOSD&XjjduxwZok5w$D!uA?RpYbu@(T3mzsl{{%W(GsziV+siwPJdWYDB8xrPNYxAcU++u>qx

-$ z8x`zAhN;{=CM8E`ni})q5B9aiaOxAT)M!rQg9hRBV($};MvYR|ijR~X8z)@Dz|I2; zGg0su-;=qz2PK8l0ld3Ft~3rV=?qgYa|;%MQ!>WorDFL;vc2_7ScUEIRMSUkgS$Fw z1Hz2MwEf*9>r85n*Ww8GHh3e~H`Z?{&Vn;v!RAC*-vO0i+f74KOjw99N%ovU?{o(ch1W5rOuc!L-rn+H*em=iL@#cPZ0Z~{5Cq% zC^*8_39c+v+aDn^x1=Ns?wrQdZ_&XN=8bqt{4+cHBcDaS#-^wc841zRFnMyl!0CVi zxFtCp_CE>b-Se8%NkypZShVC~hFrK>xZ<()!0A(mpdU(kWcx7KE0 ze~5Sn_Ks%rd2*1k9wG8w(}Z8^Je=?(5%VaRt+ijz$YI!jkv9s?x;M0Z4)#6{z5kIp$H^o-qrfQ$^-rWof}-r$G(l$Ho*glBPJ(f; z>DrDxF(je7g7?&3T#&2#bVoVBW)DkZALncr|E;Jfa8Oj=wrTCy_IZ~Mukf(0iYrvB z9SjPqM)iCR*1VJVaJfkZ*Sw-~)fz|P>Z|~Ly7wbA%;j3VaQD*M{Irjr>(jxUw$(wQ zgoH(?jpv()rliz}dK*WNWA8!CM~%RIy!5N(*^zoy8#AbLmG_jw6UzkNK4=wItVGUL zj;cU>MLRG5sR-)tJ!qZFx&MRPhm2U4mC&jc{?yu{ifNBFmb0Dyo{JE7u+f{Lc=;u>DO8u(slBOgg;Q!rsSIBZ=j6=5`Krw zg>Y@XwSTr@kHd{kmRG_vVLRGrd9-Vdyg-`2(fI?LhTia6q3<7sQ4sqe^+nnZ{Ap=B zs*=iV#iqca=Oj5Z*2y|%x{3=U+NlYE)MN{+SbT0&j{lUK_45m+qIdfq1W=Kl|g#xKDE)LSu*-j|ji;>AafD4vFLE8VBtj@ zF-n5f-UA($#fNtnD9UIwxxLoIj@FB%j6fQSdGvr8oH0@b6No!`7`lQq{8HXT?gU z-NR86fTL(>=Y6$($9mT%@L+If8=D#Gaa4_%r=*Pqp* zoeih9j6+oe#>Hy#axA-Qs$lQq6%o&uD106d%V>P9 zPL2d<`vxxYTEOS&phAuEgOlLyMeF@+!^cDBAC~k0OBl1NS#H$WpmbOkA8xJC-*x8< z?Fp+e+IT?~3nf={*+mp69dS+i=5Eu}$VIf%n1oyK5G(?`Z*0BZul8DFMMeD@B+KPY zw&d7*pm22R^0{-*h3<#PW2FmiYGfR$Z1WwMb``>o$>em{z*C1Ig$KH}_>oMgZ;dk`@ z1r5aVRT>5D>C@}i8nxFT1z$@TJG!-z_UrEUD_mO(SC(7ig>3yIYResd)q1~N%f{vy z)mfdX2D6u;H)DUPA-|bgAb(7LG8;8qYpfAeXVol_x!%>4IE$y?`qn#Oyn}~YLRwyw z-hlig5d44y1FHh-6}L40S#cEYyznE~xnaVYv8x33hXc=Glq~7Y=bnSbi{ZwNy0u0^ zjfBIm}&?dP2qmD87u=f1f^3Rt8I#)~z*?qsSOS zwgl`EaxGyxs~6^>$>kLz<-6*H(OY{*L&z}ne@Z>oM*Z72QU5mUFRRd5)peD%gtS+X zBiXZ+ID=hhl}ElKi;2l=JB7#y=!3(P?D{W_3ygDBzOv)@n$b(Dxv+Pa+WeFA|2gz< zw`jwO>WoAu`xf#Eljg;K$#x;>UFG)4(YJ&Yy3v*Um2g&>pY#{&^*pD!t3) z^?yLM8Vv91+pls%54Tp6owYMliM5@$2sXy4)nxj?Ck?AU5t<}h7R@nwYm2zuHFw-S zi}se(@Q$x5GtzIb<6RrN5Sd0 zpv@~nLMt)NaU8l&O(N=D*uEQ%&w%KLbB?oLg*fK_s5&{kb4z_ggppu1sC`2J|M z9p~vBI|I&spcrrf4m^!D2)q5#poWx5RF`8y`hbR#sx>vZlsJ2KeP*F%3o+>!pJ&j( zx?Q>Z;MB*q{SQ3r8dfJ~+OYj~+NVyosE^w4oT^#xLi9aZRQ(M(Hd}17m_JI2!tNU_E|Addnd7Jd?$fhJ`(x9ZU z7WgDU;c3gO^fqqz_p*w-4vr-!8G%qu?g5jTK(^=yTWZI761YX6VrTeR*xD0LevD=% zHxwWLBD*Fu&!(aGl2JF+WEL`M6=Vz9?&Ob)g8Roqu{vkJ>=v4LU48^YjV$eFIVa0e ztJk2KOy(bO?Qc2R(M_mI4)>?ofVDb8%qO@2DMkHG9RxoFSJznSm)l|-TwY><%o8@x zDrLk*1EmAz2IOpm&=IsVc(5a}v1Er=G%Dqm-oO<#7H9-QK`rlMOdz!Q3LKaKNq?a> zSp6rhfY#4L&|os`xR^Ev0FBoe>k3cFT2cd^`R@1Qd-vUA{O4}&2^cDX=(Kt zhqGtbdA-_9u2az7_ax?lG<(QI`{8S&=Y({&yC$Pk;-9eV5g2d~r3o6B?a1+I8X$%V zxBz+ZIq1GX+J(2^0D?e$zXxGkU#R^7tdIpqx&q~-BVRLIfrQv_y*9(epW&Zg zCE+jpap$q&om=QH_~qZqytDJEVEf$S9$P*3KR3o_J;2La&L%}Yfid#pnv6pR?WRHQ zuB!F1x#dm{@$ailwtw;0M$h@D(!^c+CPLfSF@e4BE*S#0@1DcifWU{&;b|H>u=Dq@ zsViLi1tOl7@a_ol+dAXgJmDd0G#}N8kCtagQRG!AERBGEaP}LV^;3(V>$~p^Ua_bY z8Z;LC_;h`&rJ(e%Fyx(UwY| z2610CCfkwA(=__ty5Iuj)}Ek>N5_LylQx?==c;wGW3ypcystP5TtXxqA&fg$YH5MS z#srV{P*V;?7cpU$f+HBgRoU5*G~@jDrvFS|AXIxu&02|~5ChXphnTvAxDMC^Ya9&+ zix!ou);JFDtY$T==JW!w zgSpYeWfrK?Nb4YsoFDjLfc78 z;n08J?gh&|GBOQy4iWCoHDB&EY&7`yMi~(4j27QSD9*&Xp4JI;uFjXV0D}ni9Vx5@ zOuY^Y?(pdjg(sl$uG}*lX6aF=ENXQbns-s}qNVriVHSHBpI3S1V`+JVhG^&=#eV0Os6R!i~!6y+O9B)|NboOlYTO5BM z1Apw@>vjbW!1@x7f#BKRX#1;{z~r606;t)|0trFpY(rgzyfh)V%oo?zfWlF@PoAU5 zt;x4HpfAP-`=>}H8&p$;xf9_}SgE(Hss!J zC~=Rwxc{35MdxLK$>d8$4pjS-WVT%X6A8ZSPtrzXxrRa4pR0F2wqQqE-g_T32*XjU zo95?TF8+7So!I&K5^7-Y2}#Rp4!!W_)~$IZmHO?^>(iV3H?On`^-=ZC$#&QJH;ZaA zKULq@3TmAlYquS_-xoV@Vfer3IjG2&&UtgSYq!&TqJ*@C>BA486CYc(l|A9&$|i z_qgmX#v)w_=4Q5-q?385irww}@?$sq89a(vBVB#))P!DQl)12T-|Xt zFKN|eP=A~Z&DMa>;gGuv_Kk<0tHhrnk@w1{D-J0k!>sY^B~vlqB*=FZxVKJB)yS^)5By|bb{WonD@v~u0uG9O-tF2#X%}7nAjZVcj<1B zM&*b%+p&Y}ZQ$r{p~5=?8^15@|F znl%{bLYl$kPW<&(UCfKHU89y5zOSk!a538OT@MGNyE?@|ua_{i#IGkfH*0W@!h&dA zTf*TfXiVr!Ac+-~Q*ab+AAnYqtmsX)_XPL0u>UCt8-sEI;+{EkAX*MM%>< z5-pOVOw%XNKZfcsJ(kxI!1Cqb;{&&DAt^G{NPZ_<$aa7RDTz9=sKR!!+?TPtX73Q! z7Ff1$&nR(Z^huwD41)|Q%|~>rTHow5cnBsz?i&lWHDaInA-J~IdcWcp6Ch)O6xJ>E ztTs7NO#tq=xdZ)~42bO#IR(T2s>O(S)J|d}_MCQdoAE=+J>&Q7n9Ck=nRh$u&gKV- z+Rv#kW296>+S=ApBiX_TvuV-?$^UAn6$;+Pa$m;o+GK|iK5Ot6OTtY)iO$i#X6dLw#5 zq}Eo3AZ_n`&Khb2RtZyKyV&oGWiR`I;bRqNzncV+Omr)Ao9DK_({1oayrZRjlc1&& zZXd*WODS;oEQE}-#`l?YRN`VRlI)vMKkYLg-kotsxqA_-p;@i@NajO<{VZoY(o$B9 z5;h9V5vJy&Nfc*6WnqItvZU*}FTfg4St~_2zrK*BDQl*gbIIS{^Yb1qhtajh{*k@M zT*g09`(A^yF%H#w|3N@~kdD5DsV3Y;*e>?_V%f{GtFj38K3>}CzjK2xFt<;BF7n?V zXP=5P=mjTu&r4dU3*<^=JD#)Nb$#bx=>8k*9RsD=Vh$<6L#*1l8a5iPuZM~PanH)8 zmBakhXyq`!OA($!qjE$>fF^H;SW%_HaADHjt=*V(nCwrxTtHH_(-y^jX6G20bj6?O#9SqMQzcWEP zCuhO9HFd7hYu7N)hWyTi+nf-(>z4w<_jO_>%DEZ5>)-=McMVX>&Fp`Q*d_KcGvdQk z_7b#y8ROJ65G5+7rW(>;gHE4-!rn?> zY+~V6-i5PYV1$l{vRN4mu5vQaQ0+GETfnsgxXLANT&U=XdKbs` z6EnpdQu@N}RH+nsL;>SmwT$gJ!w96fFKRoA40{iJQHWvT6hu42DAFcl`5Q-H1G~Jt zLiT3J-3!4F{C|7r0Ut&6#PP{pdMAx^(gR5-fzU%os)8T^DGJySRO}S7H|+i`sMshf z3PCg$6hw*;I)Ol_0TNmWNl5SYzmpA@!KP_K#-1@=BeP}WM)V!S7O9p+P1ASR ztWB!#i)oA1$)eV-SG#L)ARM?4hW*`2g0Ah&2F(PyEe2%PmZIFNjDr(tVTCDzgYV_p zcg#D0Bdgp+8%zS@GWv{$L-R4Q9WN>EQ15#$$nC(jt3YqrF&HbS?^xAuH2IE1EBBG| zb!eb86USkk)hsK|ba=QYog2ThtZE_~E#a zBkoghj?iA7A#-5tF~~m(fA>N^Mk@h#LVgN{r|}C0tVW2ShTC;)T%rXmE=)MhM2$KV;<>4xUTS zvK=sQ2EwBhGZw-4I_56nt#;~zuV#1Vhjdu|EUZ_$XwVq6txw3 zx5wvczXp16Q)PXdhEZ`fiizXk^%EbFoIIoXn`i1|A8 zmt9By21zz5RZI&CvMsm9&G2J9$QIVIz7CS7TZBKfvUGMrT!0Gg)8dlaE%CG5eg$}@ zl_fj0z`>{A%DT-7y#rMoRa#ZF^^SXNR{(s<_2SQd3}u&Kz&f3s^59uG4R&Y&{M8fs zeG4A_G&PruZHQUMXK)JRJNn%rntC3!2sO%6mqF}1?RG|eP=_dIw|=TL#(?R?ItD}5 z-{8;B1CnvBleDNqR9HD-h)2$UR1&JamK!@cEeH#H2wb|t;l~VkG4-|Bf=4{+81;}{ z@Aq9(m_ALJ>T6ad+}b2?s!IE`gKI~p5kEVnE`ZXD&AU##%-B@>*q7!F4pFU`>g4D( zHp$`qyO6iPdDq2Nkbl^w|L2Sws`@Ag>)_ir*yj8Nmp5{{Yv$x9-$3tNZljMTt(`Xv z`WYt?|GN`Xo`Kp5HT|17oGN1)bUuB@vtp8I#6?PLF-PN7J_beog)N!`JjdqHyrXm> z(HwP@W#9?{E;$yMPGO&wkhd2ut~S)g9Dg1IAfp?@K||+aq~*c+DhvZF+^Se3$gUV+ zwy?pX>UOd5wMrL$q< z4)N>Z;Dek*3N^zx%~z8^$jO>IO+(R~%3K3l$F{<%l)g%Q_>3a!s2X-ymE&-Tl_SI_ zVvc)V*Q9gd+8>a)4$YNf=&$z*C`iFzOC>Z5w`$lGxey#WLCVvpez1QIMrzn~)P6$7 zOJHoz-g|I`^_~Ri`5{WQYdy-X7y5I|_tiOb*p$@c`o+L07&XJ?)-+@53GqKckGCOt zDja@Xh1(r83$Ff(>;HJ6_#BQd%H$%e@E-jjYH4F9sj6M)aqR{Tbx?Flz+-04Xu>mp z;N@hNYDS(KXed?mxW!?&y5hQkQtb%EI_}g>XUjDPV&ALVar-*wb>sWRwVid-*M+?V z2kwVKzksbri#O5%jq$d@`1m?>Z{-HDf~Ab*U{?^f)G5`lt1-Bla5)h|@8jW-m7Ehtz-n6}AIImybn@ap*8e2T6G6?@-@!FnxOW;d z7n8Iw_uFn0rbS7vCDf>j45o+6*nsS9R1!*EzsA%YLv?)RX5XxJzURikYug^;Cz)Jb zHTLDZENarbX$j+{_4)`sFr_@53M<0WR>D-}F2MNPe{G&}t;_tbXe!qeV*Rm7vV6|H z_S_HEkLhp}8so39|B>;%io0eS=rbR}!1c;eg__UF1siu5@Ew-h-dQ-h+tOL&ad1_b z**Q2GwtnA2)}Po>Xb%Ek*8zraFmA@lv+zEL#rNDbpIP?#dKdHZ8;9t*oFCe z!Pb5l402;vyCz_cEkd8Z^HZw#2F-wu!{NXKJV=-}5;qvtHWGSwQtl{dJZks=lzE%f zr;AQUVMG|?{xbb{r6IV=97vu4{Z^^S6sWrtGgu`-WRxcvYb1kdKBKV+%ChfNcW;>Twc>Vq(kl3f30_hqLJ zla4K52UP8PzXP!^Vfw&B^FVG7kxyVCfZRs6b6x%!V+h9{(R3NT{s&w8L;7bB@kq1% zP>8XypW)V+s=8gb&d*+at1)2>Cv4wQNQZ7X7s$B3qYpNTuGQDU-kB)W={r`nY1Dd7 z?lu6Oq`$Fm!PNiQ_i*WIryWJuEomAhD- z8kJ}`AumUT%*AokgYz-%3B$?PaUprvS9rS;&G?Ri@h9NuBG?=Qy;ovWzGG~AYYx)@ z;>c=*xa)t|JjmGvM;?d1U+Q@V{|Rtqlc24mV=x8~UHc6J+m&cc#;sP6T@)+T4iOi& zKdWaJS?R$}I`WeG4%7OKgW+3Y*j6aN1iwe1v!XSwwXPC-?pU+cWD`x)LjWy=c5|qZ|hT@#d;XKN^R`4epkW~?-95r z($cBEGy@B&J>5i6Pdc{hH#otdjgaz`o@+B~+`+XwWN#PrJqFwbdHYa>sy%~58eas; zek^hdPq@hnZ`uXV@H++&PUX>*waO6n+13;FJfjw&F3Is_aP%pRDG$E4Y1XZ}5H5Ue zo%)_jUCw{yQ-S^eXsuz5kIG6s&& z`_mn{!6OQv`DgF;X}68h-#R))O5{aw?aI_E*gXZt9MUHn7b}|MH%_=WXlajYY8n5y z9a_`cbymqVikK6x$f6f}I)%cCS0QW)#pa-O^c`!!^UG~8w^8stIOTTsLpc6IWyd=+ z^9mwrcF26k*2VvlbUORaqKBYliVi`ua_bJGeo-r?nt#=5Yut>0ldZ&5g@pgem5{VL zAuhnQmk~SUvHd%8CdpR-w8J_&M@r{i2%QVLwdVO8E8p6S`G3~7`=O@PeBTJhv+wZ^F2t;_)6;hp zd%&s^Oydxr2&qf4C#@@}xhiZ$a!ltkr#%ZFWgLEj?4k(CPl1~UF?yRNFaa0vN+xB8 ze#)GDMXR>cb3!$luhE0a_(8Y((y*(`vtaE8$CfIeu(lkIJPEt+lJ$IVmCuoIHyJLI z*V}oL00EP6AKB=Rw0h z#Y#sqkRo&(Uxuh9%?o~Ia+D!v+{cbXq;PloDRbV~iLbN}uyV$r!R;e)b+$_vuJ@%$ zOjQQ`*VO$PdoW8LIqWso7#CmK*0BG6Tb}_o<4!o)dd$VBtTmAJ7f#0bjzurZ+QsbN z3#Pbweh53qL*O*sZol*b*av{zT7qQ~Gy{`-9e4m0{3 z^~xp;1>oIxr0GUca`Q0yj$seB?nceR3#bDI8M`>{1bUy06Pfk5IldiCkAx|N zlW*#Fl*B@El<4&#id39ip^NFT1fQ`&PxlCo!AJTIu4*4yB?Bo!$MGf17bv%F{iv;Q zy}`*hByx|sDsvW{1S=O63ZJHYZ|{c=Jy9~77ctcfU-?)UeB*N>e_|EPXkh-s4*)8H zMH!!|@0TdIc4$8Ok<|re_kwhP11@~sDk-#9q!*IY5>}Wg?NzvWNQa~RC-9S0*`WAM zfWqU@xZ0IZ>qx_@qJ;4d3r|4k11fff+z0uGq2RbgOd~t-R$t$0LQWmJX00-g``hPp zd?Jdzt>*jEuq*#4q%N}@^7H+}Via?nT7pHrN5Z({Aa{U2y9zzLf_GT`_oIt+^BpA? zlB0xEC`t>l!b}|T84bC~LXY#3+d!x3aB&UK){(M2iqmm?8KR$4Ex&7NhmC@+V@d*~ ztuiNTEi}Ze>XEg|2(Z~4k1cNMvS_|9b-SvIaD=wk$2vPVR!-3SQyB0AhH)m(gsPin z^qMd)0^=ufk5em=^vEhpz+~{h6ZXyK8r*K>jCqx_w+j8fLgu0dy(;-C{jFn5Gf75A z9OUjpb*K>aiC)7VMvX+KBP?okRp!J=$6bQ+9a&tWFivF86bu^FLritzL`v;hkhrqa0u=T>3$jd*Q%bUXV6nngl0lgd>&0;gKjtoqhROY~$_ql%GZ-NM>9y`S1 ztjdj@d|F3Rk`tlh_!7h{(-c`}

`69}xOas1qcWopV4hpGIEUor=A|c6 zQhGgX>(;W3y4$ryw$Bc2HSJj=X+(DnJ)ozHxxLEC4#a@FnQ`mS@YDxBt+cQOtW;{M zceSh`PhAKtRlKz#$>><}Rv+S-c}D6=5sxLyb*wKc$h4V_q!XEkhYV6wT`I|b-KosX6Ze?g3;Bk^r?qzQ3>`r zyV%NV#4oj>v+Dy{dMD?S6Zh6dVOtrH4y>LbPrg;U(ZJr87&?L90m*i7FIZOiqM63u`t{4F4rmPQaugM1U3g}ARGyoeVr502;wa01y$byNg zss*eN;n@A!!@H0K@nqsSWkRZ#158KbwYBpDe*q>Z0A1p1NdwxKUR$W^W_P+_=eq3b zrL%ymtfww8UF_)^q7RvSQ&GoAseO0cPK}=O zonsGB)FCQf`26x5m!nbRlt9vm&Kb(Eh8{Crk^B9%nWDb7L0kB8%T4EyXB_h!uZO5$ zc}E3Da#j@%R@)A@YBxyh4Ew0Z?vZ(gkbLL@1?5I9AekIfX2`5V6gi~<8vNwR=6F|8 zKkA_`dY6~v#>B{qqS~XMjssfv%dK+r4LH9}vR0`iGi-XCK4e|nPNyg_^KgX`eH$-t z^s1n!ok~kfGA2B&xMq!Gp0jXs-nQ}PcuE4ByR~Z{H3qbqO4I8d(S%CWL+O>E!#RLu z{Oo?hODS^j;2y8CGsUr~3ZgXQMkD}56Qg>@yXE2{133fs{w&&k)aW?BSzh2s>lt#x zkNhdc$j$!Pm$kYzw5f-F3jfOuG%lxG|4-*HWEsf$W`bm0mZ~I$`CN zKr4%^RNI8HS)6j0Oqi`A1!(_z#=r5+m!FI>|=z~}dS*}|U*H4k&znG7Zm!?lOgX&3WG;>LX3=@W2UvJnk$f)5wy7R#} zkdTEF(}w#TSUYLsBFl7YX~aWv2(e@}8XXB(VS7d7o)j&vYg z+|@v`_$dhItu332K8OP~r?$ugh+vh#;zlk%WGCQ5&7xM0Kns#{gjc*?NCSv1bI_@Iy`rp%Br5`8k+xKW3kj1xmd7?DwZ;%GD3WFccJdR>&D!Nm; zoLQi>VUT-D!}{_n@`rg`EOYr_kJhI>0bj=0)f~it+)cxa0Hc$_C;0|RUBrVi>5XUR z*H#*fz(lOT3#40W5fpWzQ!l<+iAh#yX;p-qosTR(t|?#}dzirfZXJoCZ!(NNYqjdv zJA^#Dim;jn#t9eE(~MXy{6oWy0JS#El`UyaQPF0$6+M!Z47Y_So8f2w4e%6w-NwLt01>XR4QaFiE_t z#~_leZVAkwE>gY}wxWAYu`9PHHne5fG34m2HHlM!LE|FbJta z7@j-=`^NNT*N}u7G}p#SO>raQ-qg+7Ykt=6xD08p+nLK_N($hBUfPJbG3nEgs+^H& zY>*X$zrPSZyQKk&<}zf%oXb*0YrK~0i_oAq`*s;^J402Xx9~2I)`G-PKAq$Nxe|?1 zX10yW6f#!Phd^y_aiLW4;9@WdKVDP~YSJv+3EKbz$Q8aYa78bSNBj13yR%n=#Al(v%UmMCvsdj@yG#`RG-;)R>6a{T6beQtwgOMsCY$+M;&b%`#(!>Ga@V#L`Nzazxb!p<9P zDme-3HEoufi^rvy%vC)5qHmfxMAYFpEtl+O3H)h^ZD!}>x-JUp_-V(?TQ$k6`4-`2 zytgE_ro^T$nO%B@;sw7)(Q*!LfaE)eX;#~L0)S_B6WOe8V7uTu4TJDi{}0m z(@r>&%DihffHPG z5Hreb8bxvC(QJ18z8SEmP0&GM0w=U-!vpaSr!rN*iw7Vf#w{?$88vd4Pw!EVQO&?Z zEvjFZu7)@9Qd%x4l1y$UrqI)aQ((6A` z$CBIA?RZ38)K}E@+HcJR-z9dbFLv7>b}Tki@i=9$89ptt8B0~!8ENG%IBj(hFSO<8 zl9WZXv_^sf5MG{LZ5XGbTx@~p9HkYK1Ue`&^Z-0g1|>+}E$K*`P? zU`rrROsUXBhWK8I#N5EtK`0#7Y^srYqh?oil(9xlRl+8Y29kACex01)-qZ2E_Y`lG zwx+tNB!tk0)U>)!J;D*iaGR*C<`R zwY&{2gN7sN!nb8$?^cC*(+5sn0>ou(m&Uvj$zikT3V-GMv?huiyKOhE&1gdAWhZ>U zS$gLt-`|w|EkQNE@UZ=1uc^Wg->YMJV=_SF%-cO=NP=%f(jW^?Dm+aE=zgSX>*%euIHY{!%-(m*5JS|7e$F6$vU$iZtanGjyuhFJ9;Y{M z=FNz4yx$2>G)>(;M!@OZ{uKGrvjE-|um~LP2rSmCQIgKA1y*|Au~^TJH$RJmB_=cr z5ooZ448)GVFfJBUbs>c@R`L4-h%Pt$>gpI|Po@foP)$ptTv}af;p|ME(R#=PCD3oJ zb~xZIcdPXnwKi)OFR#s#@%!$4P}#AVnLKNc+Wf>8eyKZVbRJGYnkuPh;OuqUgv&8f zRTjkc#at|ev^JVy@36r8m}n*!fO)_YnzX_hyEzEbFxAHUQsja)vdd@gG>%(dIa=W^QKJ92V7ed75|7f}KLjY0pcu z9W`-OihIlmVi`#_2{j>i9a%#x7xJ;a34m4FPV<*Y@6W+`fTzza$J^(+h}z%^&R|H}_rScpbt$u3drp62fErEtRLdDQLPKUZT-< zVlk)jb9xnB;15L9wfN-*IFD18#^!Y|W)*(EEg5~<8}g3nNo@6yh06o*6f3DnLP=yk z?b}y$5fiG<23#NWC(!Rqo7-w+NIQ!N5_X(ddZ#eQu%QF;x({W3TR|LB(bQ$L)z!go zalf__eka#1ex88{yQ4NseP&Y%*0y4Bu=(w{{n?%5hwRV43%h6XBIN+`X$?grt<*;C zv)!h0MvltpP3h_85jj-EN!7>#J#uS7K?h{rq#mgudv#w{vsFHqB+_>LEI;|cx*4;o zMrFKxb@$9>YX2ci8#&dF6>qJ&h(=YLFsMz>kz5(BP=Jrswjmn>A^dh2i+$#z6(`|m z+cnaqSU+QCa_KnPl>~kPDQ}oh1_X}OSRv`l+nw=5XBl&9w{ zx1{FNO)R3S+j2$CPler1Mada{C?2wG&bAaH15wD=iA$u^j8tpr^=^EIc%*$QA=jCUh` zp9e0kIsuu<=-F`^sTt9fiF6WRVXqznEO2vT`fQim^I_4J4p5n z$u`O(S13s^TlSJ#38H%&Bu)o|JIU*8qhpy0aHgV3qiV9ZaxZlEJxps_UGS={OQvY&wH_d zo}T{H%3iPQuBZRymHmwE{mGSW$t_aNdc=3HbReTi)OaXBR_JdhYg z5`q@pS($SlWt$FArr#*}{d|ivyE1XAr*ae&^`HSHo#?6>$RIvlBxC^09nJxO)**7! z)A3D~HZ&R&t8|gcoHIhHP_#2Vfv{J_a!H=JU0fs_=!e;yv3+ZWDLj(^A|rSzA=#Eo z$Gq)|K#oddC;XsJwfHxPqzn*k+K(qS6JAp$t>I`!IWL04NG?nX^l*nKYwL`Jec zS2}pIiHRw*u22B*f-FGK)E3$L$u1mk7NG*Wa`i`~PDg9-?Dftno_VR)5xs(fymHff zy67P0G=|#Sgj3i12K-0vNz^;BD4<6xFt@`iD_QmG_F`U_5Hu$c=6)N>m*O&Gj-_$%NE4HQ7dz5ik`)~<7Od+hG|dKqH()f@GVtsad_b94kmY#u zw%YP&C+8Ty)s>{T&9NgcvoM*js7e(AcfBO&rNp4z0!cO$eb^;qE-=88V+7NdYCF4g z0bB12!ASJdG%GPW5qUkD-Bw$0hc zTu*6$#FWr_adQEqk~4@;7mba*yt{MKMx@ytOQP2r!>Q-UaJ?1@9uTz)Y=)4V{_A_r z)U_2XL&7i4LpH})7Q=7c)Ymrb`bZK=E_bXYHw=xHoeTMwJ>R(#>8E>fLs8Hxo#y|{ z^GJ_=g1q)+O`oqv+7K?R(vwHVbqHDT+slPEr%abEuO>N1wb-SDqyv`Ri#k`K@bWgG zHQfOzTz4ClauVICYR0Rw3;-(Jv9c?pBD;q4TklL%s_40E8Kb?;nV=~T%TGJ>+ybq? zZ(-jyC&0%#I5f*@p9w=%mH;>gyv+8B-GaOTW?tro^?1@ zV==02diQ+%pnD4-z;S#62)`FA@`BBob~B{%ren8rtdK;8l?QD{yk`mO6D+|(EjoM9CGrAcH4D?~Xk zW~j$ZI}+et=Zt7&Sv8`}O`+_th@U73E7>UN`)7A54qEL~JA#8geOH*p=x=J#4OC|5 zoJ*-_{ZpNws2BC{t|AhoHH+#vZCTE);Ycd(Oq1J}6eV4uxi{lvanKKrgI(IdZxhsD zur-oq0a=#lzNcv02JKLC+9M!7J?w~$=m9z`c%@oUZF(#9g=GJ*(<9JZ$~Ta1-Yi+f zNXkGG#eQTx#wS~(_CmC-f%`O9a^C{)jJC6Ix@Q~^HzE`rKS`{Ak*6`-<>8)oc|a_` zjE;&x;GR*F6oR(dEYPWG9-!>B0;F?n;1{wn9vc}YxLV0(XyA|qL+nr4-InqK1~7Si ziV*S2CG@f@&OsJZBP|2NRMXkb2!g$H-5W-LXB|8h#$Q)?;PIzuA=Vz(_4l4jtyR6! zfHs1bRxTN-CdM`{l%jZ1Zz%Mj`o;d{NjnxR&p5kR`%?*Dt0>7l4e)y-7pLw8saF~VY;Jz<;G2@0iJ?56oI$l z(S35jkW8C`_5kI>)+g?YZxAwnC9xphf*@&5{n_U&pX^(C#Fcv2Pq}SxBBDwA$7}>v zq5-l}&BPV>wQ?canx!4YpAT7H?3QJ^0a4_DbX+x#Q*C6lhK2V2xDK=SoZj?!KXn8% z;mCP~pEeAhN(iC|VM`*32SyIp;lT&N2|$BuH7gxxUFNk@Ti1OHIKD&CE^M#2Lj_kU z&UbjRy*L85-aOq&6S!0a{0y!wNg9U#i0jrc5&Nc1BY;9T9PtARJ!X5~(zK355Zt># zUm5Y2z*@8#xg4i_lH#kIY3%01f)&zc$1J_kx{ePS3-GGlu?WPwq^KM7UC&1F4m zF6viyf7#r0ZSYIN_l_|X!gah!J+}?iN~9#`elq+KK|qW2^XEd=H_;ep)2^ZdnVFqN z1dVtSWpN2@IHuuBtF+KX22Zrl!iP-GJC56wR<_lGI8l$Bps4%wlI{V3Bxr7}G(i(U zgh*+a$Xedr)~y_IvtclJA|@)Ez-xV?*m4`7r!7M48^qwYMl<4w;mKFY;kP*CsmWW? zy4Cy_XOUK1CXy<(Q&eC>xUl&QcRpkm>z#IRRjc)=>s;)jfk^Jin7N%fAN5k>0Ht=G z_VeSMd2y;pF6aByCsc2%#3Dw7@*_r)23|EaKc;rReRf)DxA)=;edZLE*vB9W2U?ts zY)GFIlIsA0pnT1eFlM8()!JbpBL{gN6cNH8Ag%}4a(hZ}k3`i`q_$YYZMShjAGn>s zWE4FJ#$Ij9QLT$1Z0NAFQ(&J8^3KV%WwuMq~HHVp8~flJ38 z?<_{8Y{;sh$CCG{Mb^#&sso5lWI6+JmrQ)*toG<>-04Kzz0^#-%K$t<1jIsYaj|M> ze%~z^Oh;JIV2*HN(9V2{589(a#cVR|;Jt7d9Zj+L3-M}dJ!HfY$dPy&{Xs0xsqLj6 z-dHs|R6Qu)*D2SmDw`^FtF<&hrz$lF62Tdkp!+h-Ky;LPsh~+rmYr&V@Yzv9t5M1T zmt{>UEu7q!f&whwSV5X@z)xJH+y-fEt5|^!Tc(|6^1cT#&0Nw}6bm0YF+nx;Axn!b z!YCAJ>EwO~dO3qA3=najdWo~y5GuD1T+}^FDpgTdYOC{x@#WpV-0X>C!2?G2TxQ6n zB$dh@#0yceX)4hZf%VOjB(X9!z4^dVuk8a5=XT0Kbkk-H(+X{!c>&eqhO?JO#f)3k zE*NF15$8byssVJN394Y*bmz--ppYKKgEYgin7-LzDJ^@=%_<~u^qIo*FcjT*7(g_Y z94DyG?XrrVE(g9E8(dUd3*NQ@%9T?J*jP%nEX&z7egZUjbCV zAX$kewBfBu(jv+AwL#Z@5~#tgEcs?;$U78x8Ak@ZvetNINR8;Nm8dOPpE&_j<(xq< zn&0N)#=!A7lvMw^!pBwbV;5ijJL0-}71YxRik>ziib1s<_i3eXKD33b|UXvsR$ zEat;=c)EvjE4o#89R&*`PPnLp4BR8tp1y)PR`oR+fv$KsB&Ep_Wb_O5aow@%@M)doaiGijkI%$X1wim@4kI>g?H)=Y`0&iTa0D|oJaZZ1-bh-kG{ z#T!~|ZEJ7MdiB7A$Vfhbl?nV3%v6rcDewsU22_d7t^~s___;REmfbwfHYulj+g4?Y z00T}B^|-{Ct$B)nrU<-?{g>P+`K7%&V9B>T675#iL1C)-Ibc-i4dF9(Cu&i~n=lMN z{LRwExD*Eh#=m2_7_)l!B5}v3+#jHnc=06e^W*8CJrWNS3&46WABumOMF9Kuugs8w zJzeA3+$2sB@MH2OY)@?#7r)kR+D*VX%VR;%|? zm^9-94j;SjKQQkmfPw}5^Zp#{2S7ov8n=uJxcm?0H($qJfAbD@QeQrh81}^nv0;va z$GN$6)cPOeJLf*eZ(!d)F!kN!M-Qz>!F~K{^1Ba{#LwP5)qFe2%clz;K1^`z3s0Rt zUH!b(uP6AIa~ZrAmS@?x_W~bDf0a<-)phK3nwDQ$`;Q;bf8xmVw11W>IQE(?_-nS@ z`}qmRz>kkVrAqOuiq8{yUc;L&G4gRb)rXghc=ro=LY{{I@H{{e^}hFsRbV2ouEcNu zS`{V!o{!bPer($=iX?JvI3u*py!Y3p7yu#PKQ8juZRB^zwaT*>ZNOB)dXkTk2d7}$ zzE5LQa_VE#Dd+o~&yqgn`vd@1c)N$OXX9YPEDX;2whO()M|XbPUncDD0w64gLQ zh6$9+SAEwP;JxaL|18s!josSnU1=s@jH-^3WRm3fVc)}G2aBp|JAt&#%U3ihSOe``-Jr5}8F z`07&EMfDpL=2Li97DzTw$;(}!vpMQ#DCiutN1F<0=F?E`A%7pf`rQ-VUJZJFnz)d= zO$tojU1)!c+P}N!7^(caDeiMF8y8-w-ha;1zXg+Ru<$4HJTf^bb0ANdH+ci+;P-Y~ zB>uaJ4Y&rT=e`=C1U3BGyKD>bLJ+ z_5MP_9=Qz`Q~oeRFZZkLn|k6lC74GI1fyz-A}{Mtw)9K%dPY&d1kGNk)f@K`B_0^# z!(VT>9OW024cF>N?Nfd|va|WRvyNATUuyJtY2z$C@hq{^l)csobsJ z{p&|BPl5BatIDrFy!qzIo<*N}crx3QzZpXO`Sch+g=m8&yG!fjBQT3m_VMHUA3L(2 z#Iir>O#aMOJht~gK4zu*Wu*Js>4GU|jh%eK_d-AU4Ca2>Kf+8pUfw;4-{061{s^7^ z(~A^-K>mJ6;y3w!|DXR2^I8EL>0iJ9cQ?vA|4X>>SNCSHGH{)vV?U+9`p^I9Ue+0% z=s*9XoHXwE-M_fQxL*nJog2R&Z?H@tGAHRM# z`5OKi-Twrp=ivbaKNrXO!|{**oPGWGAZbwAA+)ohrRhd~Je- z6gepD?C<|Hx%yQNJvAVT4=aM7%=X6oo<7X~zyE(FC`IKrULNP(mqY}AKe2#1NAA^5 zqOrLG|6S!>e(&ZPt^;|Qya9dYUJSpw(Rcs${h#6-lJN(Ldi$Hn*MRlSNBo7H+zaBb z-+wmVr+kQ?(jgWg3Ihfn$e$PAL$Mc<`Z`PE=dd4iCnWad>j=m!{x#@u@^$+4kD{3o z)EFLR^y~Xz*ED*}H3_=T?5mSR-~Xu^Va)fu=H~qu$8mocC;sv{_a(b8hIwMfcmFc! zs&T0581kiPvbct;d)A$=C$$Z)yqkRgC;!uI!D#N+@Bd2JPW~T;?f;1Uqd&?rI{8Zz zh5n=RgnlUn>Z^>W|A$h4{uv8=N(>6;s5sDPO!7}jcHQV7mM;{}XXAhW?@0s%09{qV9mr#iE40!!X2rv%_Bq!aF_@!< zF7}QZx(U#ONmb<4fBuI9sT9SLpH93nvOzoOqJNk~nnS1M4B!3hBn3lX!9)Otf)L^p z2mUU^{mUTJ68K;MdnR#SjdgQRLtT_P2=&2=UgV0kzXY4U{(7>3Fvkz-H-tF#A^kQ#KGsr^6$j86OjT59wWgp&b1nJf8#BJ2Rd!AC#pEfT}l1 z<4pVxj17XgyKLuoF~9nE)HJE=^zDB`0Xs*20&GrR1Ks-sv2F0{%dy%|K={!HxDk*L z;8dV|J^<)3Ac7A!A)>TNC&68eqh~SxdIJI(JMkZl!DCzJyMMbk1p!T%qy0(fKmicB5ilVG zf88S-@Vm$%uK5#;@6yj>oqFuvPk!~Q?gjtujb5?wSHHSj%8zN2)KPIC7-CLXsgCZI z?m+zQ`4Q!69a~QS^Q=Dn)n6u9^K%SHefR3ZTa25xg!+i4lpzU4l#R-J9BRmgM|ZM z1Wos2ith+;F=;;0$-THfARzGW-~CINefKZl{p;U{On)woCe!!i`-$Y&~)xCd?8GONHhHbX=VuirA*tfR`f%y^vkvGV?1ZUhiLs# z6Yp65J~cS8== z1`zlEBkxUj9LKUW!B?^F4j|lYNJSz6eVt9Q4a2+xQeUDLIRD#6#5zJ z#|-)%=HFm`^<=(CKgnFm%-zkm$f%60%)pGn-Av+gmvhfO=R22|=X+XlPNL^WYR^gU zpVEBa)7=9Q^YV-Rt^!6j@!K%?J*fTR44_MPPbdGi-1tA8;-0#vxTpTUDem8^r}d3= z_4mN>o2l%JS+Q?FJV$n)q@e$hf&K^N9t9$wC$C4VpMUe`>8U)QnX>|K`tY z{$gLj3ypaAPxCbY%KUtJ&F^1+`-WhjpR>c5m*3K9fh>IZfX4M%ne?!op)O8ogFA(u3h27iz z7fRv_aPSnpeWU#!Nt~Yky#C_$@z31;Oz$*)?e;I*^Eae>`unhJn*KCCJ!$zo*iQ2M zZnX+PJGc4b@SQ^GVSZXueN7GBESozqhtK!>?;8@|`Az@o`}z3Ww&`c(2&>0 zS(N=)bob<+f`d3KY<>-sTX8_R!~9Orda2w+Jf35210<`-+Wh|Og1am>bN&s^;Rar~ zCm5BtKKDe;l7R#AobumJS*6qXN>L-@q(WWOu)A)4#dY9zs@m6OPhaSBXDTk!Z~^N$ z4wjAnMQYty2Nt(@COv{0@)&oew&l3BCUf`d`Fr)?#{pmGlpEVMH&@SdxB9S*1!bzq zi!8q```x(g1WfPiz!#3!xvl6Pjk1ldR&u}h)(8tnS`vyr9e*Oph6w%;L@$cj*n4mi4;AX*2d z9T+hR+>Vx}lg;I4H6~R3a>jLPoeb)6tDmLlfVe#43qk3x)xgt`@nnYEQ(8=TAtOqf!SM zj9Li0mJY1QMYWx>ov-5;z*^FD#;)6#EybO+7i74kNW=2#s;C;o53yyNPhnbkD7Vaf zEk1FC1XN(P6uKce6^r)j6y!R+Xp>5*U=*ws4|xh{kC)Sui?usD+F6rVnRh$+1}y4h z-ALoX-%{Low=KJMwMEs9$hi@8@zr3z3=?o1TDS!CE64MbT; zP8?D`yPKS)B&g6?zcFmFgXkJk^X6Q!Y~(+c@>~Y=SfG>X<`U}S-d@iJ|G2k~eW}1kxX(6=; zK_JqIQH-p|8#C5G=N6pKAHzc$W}9QT$Z9`O2(i`9H+QkYXAif%Y@ukeW-eQ1l_BK% zVDDkzv#$GNBw@Ih9Rj`$z6%1!Wvxv62EbIcT0pkxn=7iBn)5{fayuRfC=wE}i=}M`uWqh+E{X86 zbot{2SuKXmuy9NMw7|JepUQJv+$huV#K3U^6_2nLql8m>ru1OB&VUV}YkCvXA&@4! zo}9*9=K-e+C9)!*+v&h8;*#pQeVJyqeU7f%YDG*6+VcLs>q-G2o#UQPDIEpgD0nP( zXj4;W)TzLQRY*nU)KL`;vE~*@WalEXm*S`(03;I2m_67;fU_$k^?_K`$~|Rx7d5<0 z_r|1%U=-q69y`C^2p;XE`J6mqS#f@b8&1nEN^ZYAF}LMu>wzBEyx|hcv0IYcd~8bS zyQAzRmyblxOD;s+{02TtT2Notnc#i>QK?S>PJWs^4CDcx}# zAy`RnTHHB-Uo+5Ziw#{&`ooHJB7Q(V(H7UX9J2jLJC30NE?5XIb@U408OY}(Hyq(v}d=hM)TG8jL) zlG7Bp5HxX$K7ieP)P}x;tMz!Js3W_~#K;kSAh)Y}woz6ol^I1ZDtCJ_yKR#my`F9$ z0urH2(T%o_l)*?l5@o6V*_B!gsf_(K0sUR_61azJkwOP;qc?4gt(?vZK@awMP=`)o zYziAQ@;yLRm6+`}7n14t4LV~veF;#8bavq#mNx9f;$u}hQS0^|4CID~?7&VWPP5%$ zpHyKt#A$Urd+3hd1YK^17<{Ok0K0-?N2%R$+r_d9h|RIx-jU25$DHwkP6Oa&a=J+) zoyM?jFKzl(8?a{EZqMul;m1KC_{V&-7!R*NHN=8v*DKK?T$Wj zs=fn(C(2C9zTPW(&}6iYME2VDY_hd<3(U_A^n{0Ym{U6j5*qQET#~o;n((+LU#Ig4 zl_%z+JHQd5bMkj7iQ#?WH{_uNb8)AKB|ovKpGKzx&ul6exlctw_AcghWq|L>tDI-1 zW^qcREYcxHTFvP%TunPO03+>pt$oNfg*XYkV=~5O6^*CnN-vnyS^yZls$Al*yW$&k zfusiq(}RSan4B{A#-?u!-C!#>Hu=?s2lLcXDq=)Ca+b~U00qbT4B*8AsrJNzr#P$+ zTN?Gu>lNBTb!G%qR#+*%*n^2sfeFE{k1J-XIjUC0&12CvGPU1Koe%u=wc!J-mJ4W= zNs1=KdmYS$LviT6%3HF50x&NaoU>%@!>d#nINuqy(uS$E+=~RH0)0b7e)fRHP*rpz zAjnD?Hr(!J>#)vq=)#kn4yX3Q{)`@Niv<^$1zIcpfsqQKK5Rm9oeih`^`_nCw>t#S z*&Iq~*k4LF;~1sN8W_xCk(pek+HWir3XdtduZ%(6R@7xBY1Qp?7J#p{(*{0XLHy&` zYgg@xK6)&g#y@~5jucXVT87>Eq?ZRg2A;b8)p~v9PMy>e1@PR19qWX; z+Y5@bHG6!dfMRJ3Q256p(bXk)5(If0pC{<7U9S56Lb61J7%ZMT>$t!!B`U%_eP~U( zLisJ{mmKTk?fSd{;hlg;KA{K;77g#V7r?~$mY7S?OB;4;3&TDg=-Ue`mIrFr{TioymJfkgfDFMDx9tRBwZXTr#4RQCfz?4 zuwwKSn^=oAOB&G{ElBp@>qMze4lXGtS1g5$uU2PXNaD-kq^wp)F!2mlJmo7NIS?b2 zW)|M`S8oA77U^cOKb`r=yKp;SAMj*5#2~C_J*B?G+YH}MSIVjaQ&I-;<}$Sz73>B9 z@O-t~UW&)0G(*mXFfrRi6;6FBP%C_g5?kAnOE!YAZ3? z(DFiA?$@UU$Fa4|2!%k^!VVr#5bc`VaIMmKaZs8iY_CQqC@i?0&gXS^T2{7qSlS0- z%VB7ZQRYpxj@N{4;FfTa$+{*a8Vp|Mq7Kee$N|h#`>2guG_&Ad+3STRbIWE=#Ik)W z51de90Wz*&&Dd{9)ST!t6dZ=ec`_o_mmbAwwa6EU>rJXTO{d4=Vq-TPz+3}rkS&N8 zVkwVf)mu6@rcE|Q9IwjT>UPwM?A$H+!d%810A&fJ!6Mn)*K&|~c0?+UY8pAvH?nqM z6S%8A+Su##pjwi}$|j zLjeSU@p>h2wXt$8oV5aW!$zeZpqeqN_)}KgBu5pP#+0SK1bmQxsv&wpyo~P21*GmB z8E>~pZ0dar%Zp@R+#27iamJ>B*5C{~HwpOqtljP;YoY2&i8i#luUD!bq^WeM6c^J> z9nK`(2x;hay)m_uw?YR+yDkF;Vkc~9?!;nTGQwN4%4;y|!{doqFDH8)!qcie5k>-< zt-8lJgf}Rs_#Mq8l&%1jv_aaPPU9-ZK4ib~gM>WWbhKjcYa zBr>%OnUit5Ak1a8Lq}HO?z{uV;$FP?OrY1vnmgz9jYj+h z2y-v+MTwpAOQZqfdVn>Kj>6MSXs%_Q%LD;l8;c3JuHy~u!?D5T3A<3#=D65vlD6jy zB1(>2>+MUpR{6oVrUJI`meD|*wWfH3-GN{v2(NWnp6k3dGQ2if_n_?texKT#{xH}# z5W4S^dcX3bni0=dk(50aSOG?{00+=|?jy)< z$t6*_t%V6O(Odbp>$SjN$S5Iz0-G}$P>T(}wP+2XLH%${luK#W$a2HUe4Y7nt%B&I z-Fk%9EDyuE0nzem40q;++eYScgV{tU!aHrrF{?UbmZi#RbhU$7>9M%34lXSEI_N>2 zdQT-)YnF-BRiyQ6I1?m$KP)+9EsnwUULqoB^ICu`!MEK`YbV=Wc(iy={AZ@IQp5U? z3%Kr#PK%)qt<33@-7{95{N331vGPR?l);3j2&JFC~NHe*GpwHg9j1)np z^+0OVggOQ*LEi%PKv^tG&M4Nqx`liAW|ABUx{j$0B5!b63nGsL%Q+%T7ETQ;`ISk5 z?OhCfd7M#ATyB8kQ1aCZSr2j5Jg{-MqY;WQ(@lf&Q#^IZq<0|HraMZ_*>q1A0q2L6X!V=a*YHC2hG6cp^+r`h?{-}`+{6GYQ#dw8s!?U*&ej3Zkm1u`tm28Fzkp$(cDB;$$pbo)?0tkT@kzTpc_Wo@8#syaqLq9@BE79v4as_gm zlwo~eU1190JoBJ}$Py8$U4xwVG*4>2OOp9d|ymAsa8d>;hjKrGVnH>3~~s zLKh5}^^_%wJ-beoi@EAp_)Hgghu6V*AZ8mTbGcy?re`# z92rV?j|E-8W+{}+_F7nzOkfQ{tm2!5WoK*xm=7f)tQL=WOrI&!8`#a&A=;}E=_+W8 z6)(750jxV!)rJwR9*fAp>aNwNI*HEfc+*ynZFaj|+M58Ar0Lj?Zsdb+YBsWsW8clm9}s_IPq=E zut^uv1Ykbqh-eY`TX(^j`?c2kq~L_(G1#p$1!%}+B}UNH!E`SMX6N=b0TtxvAEn0S zM83*S?m5WfO^FJJwLtiJh#d*Cz64It;v+D=>=Irz`%yV5zLb!u-&P)suhBg^5$+7MFpReaq9!+-P~n+ zYx`{JY+}Z$WcsSOx_Xjh*uRYy>);W@r6>@L^f;_a_4#-}ZuBdlrb6F>TKowSbA_B8Ik$ z6(xyPyTDM`v`#3iE%-rb&-Dq8Z5?3C%gD&{6N+wqjtBTmU>8GPX-kD$*Bn-{+z{KF zn93GJg0?3+_STqua@*1X9<#9(RNbyuc@_rb74^c$!U16uM{sVV+C{u_7BM#$1lmII zrdIM&Tz81Wz=`d{#u%@WLZJ=Zxe`Gt1x0{wOlU_Lg;{lz4Cbi==jAO20nU}ffTAQg zb(5ln6scBgPXoS9%>8sjFLZ;X*JGgS_5qa7I<56r!aysUV~1&?Gg|tS9!`)sm|$xRCn5jORFU3-B>Nr#gX8tWh-xZ zfbcCmyjCWzFocCju3g1ed&#q9R`Eo<+_SmhtK5E(=SzEu0aV*biE0DfNQ8Wh&Cg2& zP2b%-LF2v3L{U+T=ZqGrTD(d@T>!+Df z%TqCt^(mJMnR7X}>-V#UaN8h715uvp8(G`EwBZ)+S#SE_l%j)JILZZB9cIjjimi9I z+tgPXi!pohD{D=Sz!5dO#&pDDWM&!~S^`lHNp^Hi5ZQ%0qR70bCJscl}>Tt@7^S+HhykH&BK7zX%hN&8FIuH|*Iz#{< zmsonba;}F%qca=GI4^+t(dLZrHnuHVNRh9ZzIR3%g}BwChg1e2E+k?KGH6?^-K8kG zJG+;>G>?HeAs2VOr=y*cJL@w&9TtNf-rVrO9H z_-(vK`8q)$W)YAb(VzPO7L^>SG~g$QCJjzC6){#X=o>zmD_jBMJIJEYv$8VeV633-^N==&rgE^0+U;`uVd7~N^;AaOgOZ*`xLm-?{t z=d|F8mBDMxaBXSc*dfuy5L?FN>Kz2Pq;MyT z5*!uVFGNngaLWyFb&NJP(^fX-_0r2>f%=sbiC5GVVquRi$>~Jfm2_P$IFZ8{%akhL zV*NV3rkiy6Sj^spxw^~-BTgiLK4phao}apIckrlQf=p;nAXqs;Gg2m3n-e)=N?^BB zJa8LsDTJBK?oIs~Q2ZX)kVI})P{Z+aUDFbC!a*a*m3V8f7XTu5`6V3z3dQEw@5Sv?m~%uqmTo^3-ww1 zxYnjaRU<)~zePB19W&hdHag+FqP8|$d^^Xqu6ntGsO{wymG$|m8D59yUAF||bvcEc zMiDZAwvBM@nYN<_A;uzwybTv{-W3KAiElQ$EW}M*yi&nw6BI1G2KbFMtg!BYhqi(p zDR#Eaal651K%D^%rr%W*_BU3yEtW@+us}VfJ1}YiG~}!T5TLmX3SleA<+*{23GxEV z7s%!Z%IHol%_g^yr&w3f7IAglz>d`UBX%+9ZtT~YzuUW{~%VTk{8K51h zHUVI@^R*j{8IWuzXUof^jkm0+-AN}jgp;o^VX}HYVXO{NKjE%e+@XC1x5n)$ik%_h z){lk3M`&nw5=*24x7OBkkHwKXw^dX2OM}HbktG&dR}LbW9H3!QbH4X7TCWHfV~*(U zY1JE-=9O&?zV3yDkcG1e1kD+e{vs0Z`19^SEdonMtHS9`8(T%BZ$c(vFnGg63v7=% zPz(In4fr(>%ec4Lsc;cJQWriBv&LJmBojR(eBcp* zl^r{B1qX064MAo$u%v*<=+KVrft94RzZ~r;%Qda_Lbo;BNX!$2t(WDAs4f5puX*um zlZ(B#FT@qz&u!&kewTH*$r zET?YVFdIkN2sgIV73;87S5SDzL>y-vPwb2ZB6Hp^CAKa+5OZne;yRr+#W~NBDA+>f z&Vf%?mbC<2VaNGNAHB~f`=l~QEs}>?OF3?1RQKmz2ym6buxl}P2Nf$&8f6^M6B%CN zEny86tm;K|Us1fIF?I9DB=z({$FJw{#B45x7m^fuGTWh;pQlP9z@UN7rdL7&UBGU=_=7@W;aN6w_@(osLRmbiO7r1ndLnPX- zjwrp#VD@Ub;kI=a{M|34+nu(*=m@i`w0_sC*y?f=>8=kB+I2TAIdjJmCVD(;%hmBf zd8dvhtpW1oE8e2PY(YyQPZ)N;OHd!Qt(I0~;%2-?bAI$QZ7?C^I-Ye%R(Zty_j~Of8ydo(J93Xat3RL;LYV0+_gWlM*EpJ!)&RdhZCy%KPz*V;VYGfYshZJBW zaN%6M9!RHDFZPqno^ZjRcLY@>D~sq5bIZy-cc)bJx7eu+HyceVLe|4UyA8uPVC$OD zCVl=sr4lDkCv+FDyOfDmF|=7S)hVc=JSnT0QfEI6imzT9xrRmSV4vqTyAwqm z;)T|5)Bbq6axQfQ`o<_=)U!gYL)X^8oS_Q!6o$y0`k_j;N70Tfw zg~>G5zOKMnrtW#4)w_X!`0Q9>kHy!XZ5%h}T2#Y$Z;^wqY+zuKcATdf)p_M;tx_yc z*$oob+^Y2#GL2q%?Gn4fZl68M4NN}lRCOM1Twn{o2 zhW#>`S3T36CQs2ZWWc02fx|6#q2`@dO_J|pQ$>Q4dz9_-d7){@XIdDB{xdD$-HM?bX3S zpv&pP-S=VWOM@Y8{D>Sx{<8COO16>hOzXJHd(mhNcitXZs^*a8H=*L|cv_DDIphIa z&wD^8`ea;+oSq|`4n~&Jb(~2__7`NPo;vyy=LwO)pv?_lvK1D=(wuCcLv0;*&S_5b zCIu`~r2>3vL^>R9Fs`GaQtBcaq6?j_mPo^-un*f?i#gF&gx_vTwFkE1%Cq%&bY!fQ z?KZtqiZsFdQ#zA^cvY5!N}u&w8^EmNQ_Tw0>3Ril_&XWvo13#zBnrCaE3*s{6XF#g z_N@VK;Iufpauf6!d_w6ppWW9c=(|Q2AIfVe9B(wkJ9uAaO{W@%^+vfo3CTw;BzX z2Hrs^qTYu?NH{cDt!NeJ8RsD_V_*Rh)oRQr@qm4cS=UzKSWwS(1njt6T8TeZ7Qr9z;VNw7Sj0IUrflZJG+i zGJU)e*O=yr+Yor+$&)fTBQhq{aSPW$i7qgQ zYum(qwTFSV?7KYN#L_sjHx^cX5P0Je#%2Q(^=#cQV8F+VPtxt$B-zyN58 zmJEog+XN~11MqV2a!-Xj2|CStrGnELT`u?TTAnwP&-)fcAKpSv0s@fjI9-$&k)VOZ)vsXEv+;A(n;Z-=s8C|o~;97f+!(`)3`C~j9YQV?0NR9D-v#6 z#&4@qs`c|Wv}um!lgo0uikGeg0BOftDtt4d%$A7x9f3u=oY%DuW!FPfN`;BEozHSx z&LH^hl@ksEh|Ij^CWVwNZ(0x+%(ZLmv5<74UeMn0Jg{Z>WZ%{avQuu$C?I#$Vb2ov zR+}XY?Ia2*ebrqQNUY7ZHKs?vcxd-{VmCdtr*_Y!o6Qh%ho+Yv3!=k;tBe{g#j0$J zQYBrCOiy+v01}*r$qbG!+jVka`)xlU`!-w1Pm4&}NgCQU~a|F?ryfMI@hzjA+qASIEW4*~%GM%+D^~nZ8iEB^tmcDdj>F zWuznK(mKvsX6QC!@d&-@o{}viXPvrM0OslbGGWIw^QQ1t=?<8PDNEq{c~@AiXJlnq z17GI3-EU<$?U#$L+9L~tX!mJFsosH+N7j*`GN*e~G{Kn0f`iHvSr7Im9_W|}7z?)A zi%r}X{Bf64+D4faVrpQ-@UqT>O~^t+`Q@{m0y@pRcrX`O@?(0PTaT~LRJ>8|RtD#; zxW{_L4yCkU=`;|m5A-%kPt4Sik~F%#Nelq_gFvkx2zy^cX2mT9Ftd=Qzt?zd^tl3E z&M!~cm*X)lJTb&kTcwWtXat)Bi5Kp{)kc6`L?=I%#BRHZ^dfcAoJ@mE)xET*mH7!2 zA&x8?J7+~-sm=`|k~ADORtnQDm>3N%D^J{`sng0ks5!7oSjaF zIJI+tEu(pt{ECDB8v8*Xi}$6pilLjigPHrSx`uD{k+cwLz@fq@1SRBrT^xkOk~QLZ z10Rk`Y#bxycsb%nzX?#@MuFD&H4>M+&&clo6tN`KH_GAj)ae4 zE1M-dr-V1&We&kt1CB;}nhS4H=oj#KGpou08nWbR-0f~8U1CPd^fa*s-L>r`78PgKWCBZWvUz>Y2iCrniSTLoWiI7Ghuao4VV5!)auA zsKHj96CIb#0Rb_)ZQdfir8jg;x3{WKTcV+Yc^`>h)l7L4fsgO68m@QO6T8*H=_82i z>1v0l-UP46EtILw6vlW#Y!p2xJv=~aiWa0zP3{q6FVzEt^?F@WbQm7yF${LMU1)TS zFdo_K^%#O!MkPE^LQ2Zfntp&xsF*gFK3CJ8NP3A4PRW{qNpFDmrar|aJb}PZrTo0G z75p~Q(}n=}%R2*Gp&S5GHM%_s@od^t%#f?|ZdVMJQmmI4j1HsIWwY0Ue(H6&+7&Ia zAtF%yDYf*rikt}Isx>RhY1U_v4p8)=MpSpZu4B4^>5x{XjcOm9T@Fm46Ohm`*oA3r zI(eGR&z^(3?Guh}-=^4PoHjufT*HAi^}e$@V3Dx)T05daPbpDXc*sLEq*`IL=$I(& zfymcJvBKEf>Ig@UA1x;a4}i!IeMfp?fLC-qW2U``K${*Q2eQg0Voj^J3q1);Lq+Oq~I}u&nc)BOl#km9?@H#_umth%c z0j%MzDR1?lCIYt)h+OyKO$*?e6E+#_gA&KI23GortN4lm;jkzIM5}JRHaZIsnGcV} z&MKDE%EtSxw>O}M3`NYD*B=IUnK_bG0ly?mnKT%1joXajL_B+f@SCMB9Hy|KE3q+q z(pxzv1qL&#Tao+%(Nkoe09eU_39!SVJ)X0v6CA0TnU+yyQKHs?6ehe`Y$IILv1{S_ zMnABMRcs8u@npJE5g@mlfknX-^kjxa!EQi>eCyE(ouh>jnwLdCNlJ zH%m@%MXFY=p0@3k#EKO?$X$8#!YwIM(&1cTyCS}L zy%nPrz?Q;Tm&?%+QKZ<}Wgl9xfo7xw3uRBK+e5@=tEgG7#MLS4TIoE`8({pAZb8=0 z)saH6%d4O$qq717RHJG&6|n$TK&ijCpiQ8fCX`(PL8A>x1({c(KX3+_dxWJjL@|&6rU4DP zP#O#5!I0bV!s5yV*L1m;3X|DnIMpv8ijgcfs+f%d+0b~~3{1olV;WE%Yl#&hbc6&G zkZkoKK=`&*7!zWd-UY~Qf)2rgXX=>Ug_+tkA*13q7yvM$2UcCLH?rmx><-D%?85X% z2omZ=>eHZS5uQ2#$-12Oy#81!zO|PC*%gIPYnoLD4P;732ZAk_DTV61t|?U3Vlv zY1o;oWsTVvB6H|O8}m4Ad1@`d4LIy?P{YJQe%mJ z5fmVfrdS1x!rJCBt>lE5zdG}pd^Z|xW*y~eN6Ou)?A1P`KNExdG?RQJw%M*Ws&N$xTXI60RaSse@4Y@*Y+iq2y+dajqVdH6?7Q!OVNL`L`8y>KZQLl-lQ=Jv;MMKT!%TpOe4a^irq@H? zBJeBl>j9b*M1WxO)o*W~Cyz{`hda&T!`HYB#~;Rr-_7TL1f_vLU%%oXALcw4&sRNv z{A$LM@oNb$<_?`-wPzs2HxJfxZ{B{GhgHQdCE+1{PVV<$Zvl0Tl%vLFW|!80vR`5{z*DjP$T%7mGP_S^=mK;-zF1y zdDkq%k9W@BqM7jOna%*tzZk)}SKk=I%LDZL`+4{k_M80m!*3owHuEX9>%DtFp#SjW z8|)j&T`%7fZt$sezb@SPSrf-+QU&D4-@LNk9)I)dy=1M|za77#mOs&{cy8{8jzwAN zwy!=GKX>v&ryjoAqxf4rdbT7ZpL`hh&-*jyy8lEkzAm)+vR`Ol{yx;Ma@dxE`w-V| zkj$Cm=bkj}%<(g4`me*d4x3Bz08}$++R>ki@bak)*8($wv z=QsLdHsN=IIK6#30De9fd05wFz3A$CPINo#+{;2=f92XIDv%GiJzxLhXIUbDk}u}J zJSP}`D8MXvy8p|I?uS8LPk(>=)IFenQSfJ4`BX#g&Y6w6%bb@#Df0*KPyh1Ae+#-V zFMZLI`$x47`>)F4&Bsf>R$*GtWP{1fURYLNsRv9u*K1yVtmC&I%X|IsySo$kDZ-hr zmN;A1r%`zg=JWfJ{`VF0bpQK|)nAV6>#xuA_YUHI_b;4{e^VCM!p)!VYy)t~d#Ls~ za%x&2t^C8;8OOaqaR2$ecK+}KFu*vC;uK2JALqaDRA_$yBsn1LME%6qkS(?Fc<~|Ld&iwdi;og6FI6bo$-1+44 z**J}Vp>ev)<6YCbb^A%qEbwUxK{)_8ekA_+m_F;p(Kj!XYJZ|!pui`)2Q1zPtM^pb zoT}~#kbc|!KmWWpk1wqw{e^Y>SWHzXMf>Xe_XGXUfB63G%-RLq;r-ArWiG~k0R`GG z&&3V~xk&sc4ur2|WDou1PATkx)&_1p&dJh0TEowM$j2<{x3Kx)^Q6bOIsNeXtQDYR zah==~=}LDZf|S153^UFU$A(Q5^lce zSue9Wt=rt}&yN(J-9OEAcwYdU#YYXFm1u^A*SdX`%~12R1K-U1IA^N&%c2EC`07c7 zZyqLqvO~~~=J!7U3-TlQHvArc{lEM|O(g!F`RBe7AU~UrAAmM}PSyMLGh2+WpZMk- zf5j8uto+}90{QXBZ?frrbFhA9`2X+asQolI{;RJbc5KEOK=)q1b(^`CS-)RqO#E2D z5C4E7KmJ0^B>yfpQmv;kF55fP*34Wz^Yfav=NTHd|LMf`yu zT6jMBs=SjjgBkq2n`Pg>xhIHzbI(}(=AIV)%{@;ynA=aR&(BxA4w z**t^^xTXf-GpM@&KscLaTh^bIJf98=*8?ZtKIq{+(th}z`*5zq==YER`P{Z3RD|KA z8s8hKS#02czBr<)4!*0CoKS z)d$z~(#do$yv&=2_fG58PdcsFpExb>O}X2*S2OH=7nJ#vHwouro-Nn=27UkL^*2G# zU-+Ek&0hjLe;0MdT`wQr0Rxy6@7}%rwkQ4OlbLV2kN+Up_FgsKH}%!G+x*g>eu-E9 zyp#N!a`p-3oey@V*ZbptdwBKE^})1o{qfyPKOJWFJ_B zuXXC_%-4GKD;%kJ->ts;EwJ28SBLLDRl(KAE@0q;9{}I`aloDrJazUD|NQX;^#0hd zv9IqQA3adVH@p0N{$tNyq4RUN`@z?LRtQhm{S)@^n}@%jJpMf_u;0yNyaM6QuZ^*j zc>BN=cW&2*_)q`x|NNiBoq4pm+s<+TpMPDNH8Zgu!l1hoT|aZN4r89UGZ*XE;#ue6 z;-)i|ZdDHDoelSyMzx+x0bx3D4)=2Y_-`Kz`d@!->a%!ib5%}vQt~^Ubm0bbbMJ%n z;D`SC{$%>$fBx71Bly$5bn%nl1KrL4=YRd*AK)*KyP4~s!MQh|o|>;t=0nZA_MUz? zb}s=4F$wF*KNpD$4*u%MmY?M`6*IN&|MkcJ_CNl+=hib-^kqh&WA0|fAOH0sEpsm^ zT>k>3I1BFA+KrjizNwP1ndU+Nz*HZ8V2l1+@zDPzLog&$H`|q`DHgaz_$wrJ=Ku6B zfBe_rp`N;@6}zu9ng8aC%buCCy{F^PeBEU_xIyiLOXiuHCo@U;cqh}z6A%QBG0?f} z{>6QNbb4PT`0^_hk3K)N>i+aE&#Rg9)`=|4zq)?;o8SDj8vzn~^-cwmv7c0K_OK}P zsw{v?-M!D)B+a`w59)$@iSk|;@t-o*57WbU#dje1o%yxjJowX?B_A!oopgH$)3$tK z>+b#uAdT05c=IrSz~&E+j~Rd#&C`+e^&h@_Xzw25&BLGm@9^W8zo$h4b{C9p0On>m zwcyvE{NFq8U;hCdNM`(+yY1QY{`v5Se=5Fv z`$g?dG$}4Nd#Uf2;0~9A-Uj2e+PPWdrx8WdZaM zRM(_#_N0Qq-52x2>3P`wOY+{Fg_loDcMA6sJlzW_nPI@g+}b*E3vkz`(HTJakB{?y zz!v}?{lh=!voxA6fA`PH@6kW}(?1vU_nGVZ)m>W2U0Qd>>(}2r@lQuk`nMYPH0!`$ zFjNiD&F6-W58pjE2gnXg*8504=!Wq6i)Oz%y?M~zJQ%MZ{^9q}qgGZR-l+5W`aisS zF6Z^oN!WlZ9?wyan+W@C$y}H1n$GGbfzh&RlPGpaYcoVwLyB4EuBrKKypR6Zn>S(HB7b z&$bo#?o2zJe!c`?y=&U}S>va*y?XsNO4@gA?H0}Kzg}6d=Pgz*RQ$6IWAk$AyFT>a z?=ouf+lPKox6+h>p;b%QaU;p?d!qEc;{;M0+p2ij!^jGhjbid<+a?RTG z3n%d}V0-*qG5FQoneP~EIeJz zmR+=}__IAOuC(o~Z@8l@gadu_-OEa9G>Wr>m661$HnUx&Z7yH)rEy#-%RouxRg>=p zL)n$u;j!TBHcp|u-B#^wOf*{+J#K3`DH_|?5kkU=m^M-5s` z&7-tQ_Mcz#SbTZax$U5a7Zg?3M+h}glB~jZ&fLZgyY*&+(?rL5?g|blYhep`()Imn zTO6y~FuyBye~E=~wi6j#AazTf`1yd9sPX)6OuYBE;rxEK!l7I?za7I97n`%bb`8*w zpK%qZEKu5=rNCD!P3PU(bdAh0_X5J!r)yT`yBoEs<~O;)@Gm27p>5Ap?~-HZ-pngy z?BuD{ZBbt)1Lkv(a6saiuM}eVqTly}j4Y zgE;eqq9at=;oF0=1@U2W_wt60%WH@yKk17Y4IJ8!wfy$vY+kZcPUDnyp44NWpzn%) zc5F#T>az)tOBaOt_YBx)pfX?Op8|c%o-mB@rx}PR;Fb3jcW&lBtvB2w%z7h`6=6y_ zw%#N>_6Ju#RPMfW*so4~##+#lxj)^b@D2~!(^e@uv)qQDDYYox~UGmI~91Uj3Qx3UDXaaF7r#3OB$Go{V-O-P)?--fF!A}4b3?l2dn7{2GV zi}l)9x;6>!XS-Z)*Lr%olOdpr$6e2$*_?yZi@9c0t6<@1^o^qRK3WslestFq$l)&B-J?l~I6>I_nR zt|3YH?ER8nz)B!K2VmrhWiDXk zZ!T~mQ4_Zic=ch-JKrfidu66O2lzM)YJQa`)cKCrzK>A#9VB~4kP7FRQAO(Dt9zvb zYH-j4;_pO1-TNU9ThyC>b@wF;^K!lK+q5*K>DEnp)jeYDwmD4kcIuRgE^g?@b+Ak$ zc`c{5-gu8LjlVf&$rq-3Bh9$GI>4Ztw_o~CBJbg%`hP_)|9Q-hCI8E)qF=bEoQX&2 zsc3*OlUj{&Hvne(cYD6Kh$ZZTt(Sn`qB?{lG=%~+p}{y{!7={oJmK9JfQ1LMX`kWq zN?nBEZh~sw*g@BmSx;XK_N>n=u=JjZql}*O8^I$2p>SlVyzHmYW5HK#hROKVk$_&c zmxzpA@|@IFmMQqzjdl|BJxyeS#7&D!lDTH}{^5i+7}?MR{1#|z1zVc@xcmV8DcG-> z5Px;yXIl_p{WiMWVM1yWq#V~L;+Ntx34qxN*)E%ajfguRHGVW-bWXYBR`T{Gn?bRT zZI}>kU0DQJq?CC?DWtt#Bx~fKlJh=KDsRWTUCGGS07+JXIz~^K=lF+?nM>v(lJk0e zU#;eZNKG|bh`B&^vju{Fbw!cfs;8xh+?S)uC*R-IVGy{-vV230k5Pb0K9?Tzhc0r0 zt4Nl)FX5}0n7obpFqAZ4GdIkk*V+Ho(VW7~e(f=vdQ@{*LCvuBJ|Ar)THbeIZwm8x z=~486y1JRj_f()P3h8{qA*X&CaR8(d*g=z-|IF37K!rw+_1UgW^qEQ z(wSP9Go|`IV^)&rPs+F_WyLzk{Y~7a$m2Jb8%>dX+xZq@_uA@}pb#Q%KJHI|5hGh9 zpW{~MkK>SD0uz@&n`4i+g~?XyHwD|y(gDgee$L*DPPgUg2{!f+{r>*MRu9a^Q2qKm z_iyv7lMb*^Qy8*^i-)$b17Ph9F$#*lkEHM70+XR!0%0p?|FCADpEBoB`fbXeKKvEQ z^Cn_V1`LHl0xs}Wo{hDO2ram)ld=jaDxu5&r+f|KktI)|N$eF4hdVQ)pDcvOnTcoX z0i)z8rPAD&)KxC+Exos2oiA_i_cKGN#TgJivzzaGA6bUl)N|)bVL#H?h(EWFQpHG; ztr%{4Cx^E8%ktl1B^bXDmH2Kl2c~@0KBURl8zIyFS>BoQaaov3FU!TBYVolvYg2?t zY{d-2z!Qtn+1Hx6cPsqNW>++C5avgpTBh;IUtQPTFg@mZyMFc?ClhaXWVrid5;(;l zQE$(<`bz(E13+mt@#+i3JkyvI0%?RSW2wXOWe3n;zuhE)V}qQN z8u$GQ)oo?3-PgLQf8KLU;#TJ;+xI(5B7f-svhD(Adz=GtsNPl1CxBZ zzN+byxGvhtgkb0xm3+pjedsqBw)uC(x|dwZKHA?Bea}*#i90T`fBV4Wt7O7djAETqWt7&l2suU4lj_)xIp4;C5S@pbFV#h&r3Y$PUcFca|MZREX z8rfzzMu%;|*~L)}w#3Oo-=SfWRcNIx1^%mhQ&G!_5!j-~z4zB^iBUk|vFLV|)s$k= zki-SCPV%FR9EJKAE+%&hCBp~Hai<(eOIBm|5`vTES2rJ-*~uI$a$FQVx!Z*d`ou>n z#;;;CxIagWC&Qj=BuCG)cf3+?Nc?zmLB_`Q{9xNu_n49S2MT!lv&JD^*k6`R7pNTK z9rMc;#~)hR9Q&4YIv!yjSvf1E+`KJ4bOQbz(Ycs7r+%+ z8s5V8r54lOS;%W zvL>nlc>}yl3w+yJuAdCpj4Pdc%T^wzNW>tyb2a7G0kY_zsmq}XVH<g zs33Re-ggk**7mOs$g>RLBqPg^TzjwjpnNnwFh3~8#+{%HT~r&{IK}bOrpUCfDXPl( zd~)+NwMY~z4>E(8>zYjmDB6|_fa%DI_5qxtNW_YWIXd-wqkPvqdAo&Gu2+I99ynnr(l_O@Ui1Enm(ed-EHW=_}=fl0cKTY0|8h=6vIn_i6 z(5&Z`^7$(Kr2Bk6Yf2i5`#Do6esxw5+@xodz2?4tLT~Faz%lTEG^;ty8w5pkaP<*G zmn4k*{XXR1wJ`LvTONemuXpC1r4hpbt~9bUq;WJHPjN?Wy;YRR@skDWKWwVbE<8% z^v9judrN8=4AEIz8+V}f?umg=c6clRmnFCI#y1uxk$P{85OKa4v3Y!XV@wX)eM7O= zydqDpZajMAcT3L-A}XyKy`kSld{n^pGFNkI6S(GcKmmFP$fNg!7Q}iV^`7m|p_9|3 zw&R5$ZYDJ2Z!jJHE#8O-S4&4LZhfA|ar4hzcY$AcO4Y97(#zb3!R0^i%-wgh)bjQ* zkMj4;L7S~kE5))Xon4>%9s&n!W!WbF(6kXB0`&NB#%>W8Phn#8vpvhtXpRUzjqf({ zxQRUdq*;uBgj@dDo|f1njf3XW`X=@Z4BflKRz+ z6u66aVsRa2I{_eM68G>Ksp3Yj1*&!$(X8nkZ#q$ie> z5H!8Kk6#^xZaMQ#7A!I4R=MTl5{%@Ue9V>_din7n8pr2*JI>1Nu;@)OpAA<+E2;y( zsug#D@Mld7qn1kOs|wm;x$X%q$3fAWd4Im_Ie}l?9oSt`ht8X?Za%9&G>vfcC!ThZ z=w`{V+5_8@V9e%ihcR7i{#tIU;Sd=?sAbJJk%<-O zfO#s(c$U^=dF^Nzgd`pDB`b20pCa0E!*o@T129ujKHo|J*p_8kxL}Ho=IwrFZbo_A z*u)T71`wQyX=@IP4WBCc6LyOj;`eBfjG`$QW5ioT6@ZsHsmUJ~nx(r856xR9f8lUu z7$|3@=37SiL!QKzxAb`LgrY9`X~dS%x5q5p^R%n!=e{(nE_{~P3F3upcqE39?XMtc zBbu8Wx5zTXxZ}($83#}8tWBPwv7j=6QyPs74(#J$QOL>grE`j=k0g?9VK9*LdZyYE z78{z5ggq;2NO1GKefunj*vSj=S0aVmlWR*H*we=*pF3S7W$}7gtI5KoJK=*Hzz(sh zl{*jszl{k>v(RMso_<>iUKZq%y)l_GEvxjF@MQVm3Pkxg@hL2kOWw#;5?^#`v4pWA z8a~hS+J8%)sBb8^({AlLMa+BKO`GM$Ad&Naa{G7vaL{w>;GH(YEQVnSwv7$p!cqem z{A8YJ^8vp)#G(c5H}&tDgIpQ?m-L;so(}KFt<)(AdWr+I7gqR&*Ott~@wsymj|}3A zQs$i}Hv9wAPhG`hiHo_fOR_GGjWt_nRRQ+)!rItQfkSf`yzeT7&+d|AQuZ!CrTirh zCR13}#-DgW7l^9_(lZH0N1<{G8(lL`I7*(^Fz5y!kSA1%)UWxIl5V zzqg5d2s!!vvT&#YJ`XDdrRYXYTLA}TAGW8Xd;vZbJfqB`zI3m5WBV-jg8X*X5^>pE z0+5wOF^?3+E#v$46duq+`#5aP-yEgXJr+H-=z7?4;U?MFCv(Puz+qU5*r?T$*_mwx8Np1Hp*Hy74Iu1a& zK;GJT3fgz%X?`rGh%Xl}ay|Vu7VUTrk1YYjHcwh#9Z|v0j(hG7BShnPlfRzA2-7r; zBZ=uf%8~Q0uFV`7#Yc8()nU*+r1?ak;{HBUTnAC~IHJ&8TX5QQPnSn`#=!d4kybKo zwCH|2_{ovl2Z-CzbTol3)K;aq_*cl`Vx_|xo?v>MpwXZ3qcyNVFV*^nBCKavd!TABum2*tvXQ)z%+G53|?<9?p6L-U#2WztLL?L#=F_GvUyj znkdE%G9l7O@6u{oUA}Z>M5pM6oIXGJGzBa)ZZJ%5Z0`FgHMlqp{6YgyPZ`FaNXGPpCIRrdubOc7 zj46w9&KBYQ^!7-X-#86<`6drzH~^I6fRN)$X-$~~-cq_wDUJ|8gZY4P3kDZcGXr1b zR7b=pxBhK)qF=r#d^5|6(l^rf7s{gONwkgLX5_KQ_IB^#NUi8FI8ZNoaFBELpY$>% z64i7Q(A4$ulO)*n`XHLS59L&bPR&G)ynavwQ!5a+<%{cw!1Ri&`i(WSbNj}m2=KWo zw0#jO6RLxg4)0rH>*pl&7&b)(iq&M*OsVgJf3{b2OM7BpA%uEV*me%imSD=T=8JHE50oZQt1xd!_TO$^D6&miR zFIVb~O5j$$r>Cb!Sb{if*K$!A)6Q_74}l;?l%8|B(hBx=;28 z4Lu_2UCh^U7y#|EK(V)w1YrYHs_?iV6+b0;0&V%jpJ*-u{s&AFZrt8?!Q z`!m*_;l@C+9NN3dFp&<>3l~&~H^u1+hXA%<02nPXU06_EjL`~H1j_;(B3aW!7bFhX z#L6RujHlFzyR?+JFd5*$7W?$RHGJS`!`npa?Bm=GB4g;+<2Kx|4O_aJfDDS!Z$Nri zibmLWn+y{=#xDIeG%F+gx z(O4}LyS$z+g_7g#0ZE?)0X`FI2Kn#s;Jyv3sC zwA{7oPUde3evYER%_#{LU9>l8e@x^u$v2Eiww8JxtM_$z?CJO;84aqU0vmG5AO2(M zPGIR{eg7bZPjEUfJDFR$>jTXfPokIP5q;m!HaxECmkdH7gPZk)h*yT5%?%DX_-xwn zSLe{v9gq;k&>LUMP&F-H^6#H5MLsaBbCyuz!w`TCERfHVGsDNQWv?iud#D)X1nok0 z)%=FJ)Xx}x0(&&U9>2u?)o6HUbL3g)cfV=lWyzoe9VnlbS|uUQe$DQ8OmEau1FIWh z5(i;dRqG1$R1M6SMspMa3%*sBLh%h5P0Lz_@8CM-E=prC5eOXJt+`7;jKHP%lqq?i zH~8sFFt;cg!SPLBqFd$++?pM`ZYl#C;p%?B?N1)fdhwS!-ZxKK1)mSp3B zR7)+jW-lC@x*(f#_kkScPtE-LvR;>oLWls>RF$$*bZ{_`u^w`k|xcb`oMJX}3>2vk8QyNiro~Q3a)508V4?_t~a|yiUw~^`uIx ze5LiO(|u#c!bhSwcKSI&`$^hANrp1*9Kw=pL)s~4o_1=2 zELx1U{Wy)U8STtFica*0iGe>2Ng26=f6e40ZYp(YgLMgCF(RA(`D(Frr1@dvzI<3q zK$AWj%{#!?;t)f^A%%hftU?m>h(5~ZlE6FTY<|6O9utz{i*i)abcULC$Q7)C4`)z= z4?buam>-s`L|`O1b|RMYUH(&7IPA-6DY?oSGu0Fq5NuZ8!uc z6ON)=7@kJ|kxEg~vloWLY+G9&XE1=?F0rAz%tD2%`k9KLsIE%?T$H>P3<5!)T)ovb zbQybx^O~kJIT!oBD2nG3_%#~bLffL$I8qRVt({aw!JWT+s#e$VMbC4%x=2Za@Yq$` zNG<)d3&#nhdDeU^q+pqSSq@_|IBda%6c}qOJMf?|NfOolYvFxNCS7jo?_Y`fzhS;KagAhYyJI5?#F|_qf+wyglnc#}b>3xL zAhyqj`_*}Qi{qtZ7cXgH9T(tA4hq1M zOqzml%QIi)cyRl5=Evm4Js;J=``*nB?RWGF1@$-eK`xhr(HAuZAcJ6}JPt+_P{Uf?wT{%OGITsT4}| z=gXK)`n?$ZG}X}3?WMqZx$}O80?vNR&sel5K`GJ%8$7zYZ+0KETOocNZFTm8H-B~A zNi8Ns5fP5w+r0si&q1BOKVX5FxF8<>chPWy-K_P^bcV}N8^9mS3!Y9c<`yEoo-O_A zr1zZAw*rCzGbq$7py8NwaEe72edH1D-HL zWwf+;7@r%L>P4uxdE$Dk6=O>EnA`wzz;Y_xp%{o|oe0Tt4A@?hq}|#r@{ce1Z!Uqd65eQSZX|f?$L%MBghyLx@GYH-XfTF3pDD>>4 zvd8O@7gHj60j%2S9L&a@Xr__IiY~38w&3`tV%T=7BeiTeS$v;;Zo$tUNzWU3BI8>I z$bqm~7?T?|9N>vhik1wRPK|9Om#E0kd@OGa&kS5PlQNoA?(!<_Vy@Sn-lj=rFQ!sO zAJzn@n=>Y0}%o8$FCcgOExR})n%XLAflh4UbiC4 z@eq6xd*bWU(>lus(iJTgVwwb^?FmMXRIs@nK8{_uhvrBDn zv#-r?b2`+lCCl=W%7KIw_4w3%XYxaQj=u0@)_0cf%z~gF1_7M--P-UmB$w;7Oa}rN ztdJo?+l!7MaRu*43~5vl|51lDIAAuFHF%&s1U~J%ouc}wy9X8@XA0Z_qP}|tc;FWt zay!EyKxHao)y%HmiCbNBxoFOo(cfjm^@gPdvt>(p=NvxVCZ{Em&psw^xOiimxG8Z7 z+_MbUN!$2CxA275cNN>6ViQD}eOGf(wt#V=#=n*u=Kz0NOL|1(_?9Dwm^Uq? z#XCS+flzwW@r+d7pXd9Ee+ed+ixpkJ2Re&9Odhu)2yyt_z&%9j2DlLSPZ{_F&3=jz zu*2i^bU#V_n08xOu34xs9a4>^PP)0y^v&@_gNo(BY$^zz=-e>|-o$FQdfqbvVDk6+ ziJNcC`d!sB-+2f|EN}-%yYrR9ah#7fR|h{E+VTKmiuGMU?JjoTaE0HQ zL12$#eU;2bZxpJs%%btoU4WN??;wJB6Dw06;@o0*_MIjg4PFeD3LνGRr6dbTsY zeR=HTH0nmc3AWHId+fHKISs-YjsFc45CgXFbPi=J!{fE^hB%c@t{>|s(iC3S)Ij?1 zsj8e50TP+#+l75+itdy}qF(AgiSksS3Y?34NnRb8yTBK?bN|L_kf?G}lGrUQzNdp2 z0{<@82e;q1JAOxHZ*%AcquE>#MIwgY3=6T7o^h;+MgB`D#5dq6r)p1^EbeElM9Je# z?T)IE&PTp^!EWZ`Hv+gPbp)W7X`xL%ASA3E%u3M{uyJ+1I;pw6t@n;|0zh1^<*gwQ zVtpyAVZGujOW3Nxw=T|}rA`cWoBN18+M)j(%YkH}AO87%KUJ)MD>*%8pQ?e%^UlL4 zz(|GS(6qm_3j6Z)bW8w@>Z!ZR!6OEI)M^#3ZKF?x7y*gzrDBMP#^C0P!?ttoowk&XElo~nxwu*a*Ha_Eq@q! zZr<+KvpM&zyEk^k5`VLPb&+VP5#qNY+g)rBr(b_k*nJ{tl zNYX(Jbgtphx9v|f(%AtZzNNG9oq192N6zW1!~6@`>a81nvoj~6I7@WzGbRn^(Rq1$ zOufxdWbfQO-q|=DhS>XP6|uxYJ2}__EOf7AalsuGE(04fduWBPI3_I`Ne=*B!l$5-MQ@JvdCtaQ2hKRp`t|#y`aw*G}9t(L&SpgBfz}|W;rw0G}m2} zf{RMDE8kz`N6%R-Cy>3%NDHmua=$@f`ll`}eKue>fM_0_$l@yT8HP@G7z{#ygaGZ} zN@sr)Iu;q`^DzY1NTvPoi5NVeVWdpAjo&co;@uZ1&RvrUOWS(~T1G>)J^zk8Eafe7 zBCtpr2GJ~J&aNWgHfpVrQUrz*@Wl^Ny{{x*Zy>+knB?rFH9jQ*Woy(M@aKV{Kl=v+9ifs+UDV#Vy-vEb@^;CQ8U~;eF9{AepL7wXaU0SeH zEAF=x;Y z=G!gU$KHL;ZYDZuMyHx#Na83sd8#^%hvpyfgYm)a8*)ub~hNAT-W0Z6C_S*+HT&K0_Q(#^ZNjWS(DA)7OUtNfEq`WYO-h5Eq zZ}?pjDtaxk_%R4LkGK0Y-ZD>XWy-lDAOa7zwL_Olo05Q@G;f=;S5D&qf~}WdI66_T z-$=F*g(8%kbi+dsh2Gt}qVxf~tb`^Zi)tsy^yW>xSVb90YbUnvBRw&a^7ugW1Wh$NVlkf~ z-_dygahfR4^DN(J5T+GrN5($SiH~31V^`EjT_C`t0|54q4`#3JBumAJG~+f~@z-$0 zIlX<~@-y9&DCHk=w{-W0D=8iL+5{QLfJWTwOd~L6Yrqj#_aKB@C|!!3fUX5Pg7km) zy%4XPDG~re-{B|q!6mui(~{##)wxb6@=@Udf678|F=5vmOpN)&w@j6bSWJPO*c{i0 zz88C3pOw1EJp`mjdht0c>y^_-aLe(}xgQ{2_}|G8NtDL9?>4Vae%ubPAd?YRv&S|X zuNSgYWP|ZH24EycP@W*1WE~I-Kp>#JmpYIm_ah>0 zHm}Jfi*BuvkYj9c$Aoa5X$&jpW#wgO}LcOJW1a|InjBY3Tqx^h2tQwx=%5-#G!KNgNE~9_pp@zd8W4` z0JvbV&L%{2jO5Vk`G(_EVZjL@lnpACIvXJTz_*k0^ZL9l05t*{J0M=J$Pqv)1x!Bi z+I*1@BQ5cRs$6oYTKZcSyBC&q5Wmk?GKJuG@9W9WgaN;JM*O7k^3GiH6YRo@ z@>JP7v94DxRy*XO@9Y7JW~)Gi0tCD$2+{v>9l*Wd%22hQKbb(#G>#YHT4(UJUYZCU zl7HG^QJ!M!;2&b>NX<_= z%Yvhv^(X~S`<)x5e*3(;-lSZ4bl*UGvOhhx_yeFS{B`-S+&_XVdyhds9^ni2^|l2C zx4IZpOX9il&U0Fs^>!j!>g>mdTTJQYvlO+c|Ai?m!j2^Z5 z!h~&Cu9H8`ttC9JyJjA-_kLFMqyme%k~6?a9|SONBtDj^>?B``;7*ELAxg14P(kkt z57+IltiI1M#%V2#6?w10Ag++|d5LLR*La}n$?JAxKzdi6lw9Oyk9T`i?Ml#!)UOag zix?f!PILCOHXV2a3M)pnx;mI%Mhq>WSqp7nQWho3sOGqC$>6df72^3q=_@3fVHlm$ zVwEVm9dWPQhYj0&@C_}+mEDw2YF?9uY`wlk^94l_Lp%oAxoPI>^ZbC-u>qi(aT$Q> z`5tPxV{4CRZ)B=FlV8BkMEx?T5kYS<)Lt>E_SG!lwJ??dE z_^VSuTs<`&)c|}Qk-qv2jG9OoA;OIMnq7#P2lwFjPzi55q^e}CB-`AFZHP~ z;0yXjhV=nvTallAELyNReexcwCj}5zyFcqQZ`uNoI@g(msjKHJ{$^C+vjK>$n`dl2 z9Vz(PSK`}&J-i{HS*J~$xrCw}`Q6E^XhN4m{rb?WUy(to6D7Xd!Gml(=4&-0^%x{0_BT%Ti&u-~9R+0CW`fVpZv{Zh2gw zwK-vXm*!Q^^bb9zfT^ z46GeNOI}aYtUB+mG-hFVB4D!8=X+TtCxLsQ(vAV1dY$p=ES3czj0meMk&L6fg8N{= zL^asrR~xdm@dOmqaOdl;1@>kMA55RrW1Cd^lK>QBP9rs6Pt5i!ft{zX^Lfdix>-2T zkB@LVRl52}TTcN*>D8ZkyB4K>XZP-_AYgp%_GKwqUfVBSsPg7c)AMj(DFJSWR* zHl~1D-xKbc06$!_=v89_uMI@=Kj4Dl5g9yjpn&GlmHYqN@ROv8*;Y_SzvRi}Z&K-v zpXR|;7=BOZ`xF4rohV28dCLSl>w3f_DxRUx@+B=m(1)l?t_|YT1uf^e1BN*Lr|cx# zp^M6FfBKp0#BL_df5^i8w;asZSw4Q}?efhzapd|kf1A_@rSn_)N&ymho5TTrFB(PH z#)3)1_C=(Gw(5YN9sN9$GcPdaN-(RH@AGQ(!k7`)5f7fz$kE`ZhBTu{rN0r%u%^GM zFEHEdc_UV+xxeQ3QLg)brP!a>JFM7b8__dx=|^g2fZy=<(f>XXzri5nyG|lFqhm9V z3xk-peXWKEK-O>lu1ef+`G|3W_VzaNvQ{B%km4)_I_ z4kXJ2(yQmO_8qEleec$9%V$vUBEzS|gCh!M*Vwh3qF=s{&R_cQB7vtdl32!0Vy;AG zefNJ_Ob|OS3HK!%)4{80fRUD(a_e`s1<{hQt_=MM`HIMg(oAP%LAVBEC&2lXV@T8j z18$P^W#y4@TXtYAslW+a8ugGam!`WbwhK zx%;+(2+~L1@va@F;)v1H zgqdpjGuty<0wnj{jt6zhZRN@UHUG{b2WYUCB&N0%FglGMI~hmcmyt&E`X(*>{jT8| zU?M;x^0TgAQjxzy$$~$dgqcwBk)b>(COr=nJxJ1Don#qsE#8YQ6d9P>COr<6<@_+; z;SHl7GD{vOd6Me7EH8(59&g|*LkAw6rHE5Kf8mPW#w)}Vz)QZbv&W6n#Vo}1xr2Yq z#meu5V-V-}bGWQlHPm6VO8(iD46UXDqYwhzohW~BWEdT5XzpT|>Cbn4N~Cg~X~fV1 zGj-Ji{>o5bLSjlOjiLwDmQ#R45&n9N%|b17h^Yi6gKzU`6R?s+G-1$~+WfjlJJHWz z1IS^umjXZ;hjeJUIg0@Muu)7e=mT+)u<{4gpJ)JVmcaWI=+;q0Q$3a<+LRD4Shqf| znHDX?l7j}iP#od_HmN2}?#pn@e0y)p(35yV-?L1BDjxPLI?1M%TL)?927VP>D2fxh~hb0QO^(rJA>v-%WY^(mN6H^@k@1p$Gx`~Xxv zV!i;jRNK4w()|H29m{T0hSZdM(QSiBY_aGeEB4JY6SkS@0oEDrmQNkT8648@--guI z_H=Ln1g7W{FGYHfAzaNi3atLo^$`$dH7Nx6thX}JiO*iygig9T)?2JoS?y5xhJTm+ zLp{@WOKIv;oh!l#FpSiag-r1b$MyO2P-B3&;ZaTP0?DIp$C};H`>!c z-t6mF7oTvG-zqZdPclM2@WX5!2iP*C1d$IA0&^@=pu@T&_A8aM2n?*ElS3z3QM82m zkR%zlpyZ~In0PXbUMa0;f{L4kahOJrh~xKkCs zJn+lEx;Nm0c03Jd>+dm!mcWF)1}oE`6=+#$0N9-Z7mq#;& zSimMRFh(_SsK{^pRx0-SU60_x`3A5JfEH^i?hWw5-sJ%u5m?TL(^!BL61X}6qTlOu z$LtRdYHU*jE45&yU)}TdfB>H;#|P@|$+EqxoG)m9_{{7P|Ikhh1-ZPcwUmaf`~(5{ z1G{R}aNM2v$(6pw{ObO9M!_`;B;zJ6k2$A*o)PfM(<5(Fqm*U&-~anxyB7YR^u=Z~ zBu4*l_QekWKBQL_#6ODIVSg!9_LrVXYxmOwDbIdp{ck@P{iUJ8zx>Sp&o#n+s*Ejt z-zM?ZQRi>YKMICj3;eAChAVI9Ay5CT`1Oyi|JlaUI+l0e{Xh60)ydkpE7!RE`Dyt1 z>5m`&9RK@E{BM62JNw5Kf3Lct|Hm>{!Lv_w^zkmK?tJog{{%xy&!~T{2SCse*Eh_M1zU6WI4?_I(nf&`d3c39~UVh59 z0Y+c_ss5O9dFQ`38-Lcn{pR*HA=vKko{``u;;;YzM++tFU;f9x{7+Cz2M7m&5hk^X z0RYWw0sv4;0|XQR2mlBG42hFW0000000000k4ORl3IHGgdUb7jG-57rWM)-V4FCt| zu-IDbu-IDYu-IC4cnbgl1n2_*00ig*005-A19+WL(=MFGHX7Tu8rx{t*tX5awr$&L z(AbS_+djMP`+j`Sf6jOQeOM~teJc6nY~Hng+*x@=~$sjcQ4N#p&1zo7zk|i z&7r@1p%*o?bTqQ37q!%LG!iy4urV~Emo~CCaWo}hVq#?H<%M=|v^UbTf_7bQ)OfMk zX+e7L^!e_mtxz1|wyp7P)4Qb$-pVexX(&%%K_I7pxdOYJYP7lb<2k=SSgdF=i30p3 zu0Acg&nAeukC5m212P)<4knsJp*w#1#{PD&eY)9afS3m9M@Hm1Z?w1|Qt^>#FD5c3 z{@OTiBtrY1AJ5vC)i!ZrXo!@)5=%SJxl$1|0T#OJw z&ZGDxlxxhUo)r1v$ndO9;*S_qgTiYr8Bv8#fB5UwQZi&p&idQ3HBOW;hY02m;slZw z%#*o}xfya1%_YNaZL07k^Y_;Q*&OF0(5vZgAKU1?@T??`!azIW!lsK26?PQa#mBGV zAxWTwcLo};I<7n-{$ckg2>4Ov^Us|WZ;&<#4P1SbDt1tIXqsWOZ09x>dryzqdwP7M z+?#=`fi1F^zW<$&&=AW>CUb!_SVBZrg8-F+JmDImh2vHdcDG0$<2>Q&N1K@S)7Z5k^d*Vm%mmou%e&h}50mW%0ABMIf_ zAhjwP&%+wiO(LW-qXGZ4Y~H*IT8$+A%U_wFwx9naADJ=ne0jtw2w99#Bqc_?U!Xyz zD{U_z8JrXtD%9WzVoI`b!<|!&uZTuE57257d2gUo^%m7Vmy1V?!k;8#DlUl$(bqbE zrE{Dw+un+3{t-pEk2god)`r zebCo6lCD_#&M~U$q1?(cIeR6geWp_F@OI_YIi6jtG*vyDe$uc)h^dk*6km1h`)a2> z5e?H&tfQyw!2X2j>%Gti;=3qOa9AEPeg%Z&Bww&j{p%h~-zatxFT0sfZcxlfsX%$J z=Ba$T_ztC9(V1=Z)9J=b)+|!nS)x;^2h+-Ogm@|L7eNg-x>%Cyx@!|u6r}@l0_XC~ zyYRe53Zb)dXGE&txY4M2Y}95ghE`sIGW#b=dSm}~tE&!eP!9%Ww7ogZEEEg+Be}ke zq@vrlwcr0z53o-#({efRMs1J3=fUHRLf-XmpE1B=?q!h@+YNo@-Lvrs5y?^V5E1Y| zNzspf$OSDca81M0M@lKovSOR|j6tao^tQp@EhFH8I{=~FW$CmYV}Rx~$oj#4wHi~- z@j1q=MY{9wT6ZK5s#v(#t&w?)M)53OqK`p&1$Vh~*On9|=4+@yvnE`LcL^mcka05C zn6eDNwJtbkk`fSe+=*W7V@CHDM^rE=Tk2-qwn;+Vj4(9;yX_NOWYPlxgMqP~0I)0Xd z(6}eOx$pffR|X3K6NG_GE5|DHa_Jv!2ylyGYF0F8Q;>;TJB{LzJid#UJRMeYg1_iO zBSM~TS)2|r^WRLL4tGg|3QaX1b{{mv*@U9ErlgD@i zVSBl2=3)j;mqvfoeMDgVK)`P;7CKwb*Z{Aih2B4}*U zj>qg51uzD9XOZ+1!rRULn9*y*Mxo%LJtzv7^0%+!aiEimhVEPanT6vCh-eQ(3F|bi zR72Pckk)~vBf^oC&@4Tns)oM5d#Y3Ap2T_PyaB(v(M+G9#kP&ysa|Mt$_2f+K4To4hixWJgP zLH#s&(|N32@?Fdmi1nr>et*0_3clxFfTD+u8 zzBjK>&7cn)n7iTu5yNiax6pi&KS}?wAhS)x9>emIWB-0#h}DG@#-)J4@(pF2OPYna zn`^q*N!jnjsMAGoX2I;S5~5k|$U>0{IiBq;RpmtHlI3i`w`F#$<$^2|c0`G>Jb)&q z;YWWh1b4ctEd!GIP0Z!GI#9^k!kO@blpADJ_x&ThzRNJ=y(#>N^2tC)ltt1PY*0cM zLk1VKHD`m)RuFyKb8*mfAZPk>UrmT}a3%aAo=N7gnLuadUkdR3O_Oc_L{O>(Mu9#L zC1vh_%qi*s0`bB)N@3?oclu3JrfbQTtug>G*YY?Hg`P-Y-vzr^pQP&oV!l<3mRY<6Mo?y$R~m#M#i7I_hp z;E>&?wx+2n_UV-G;PUx}U{1@RDVrYegn{7T7|-L1)%+bPbmV8o?Kq#jrG`?pO(eF= z*>J$hAHu&Kw8ca04&wV5c&;K9zdMnCi->6?YFtSbMq!%|bGck1}U}0jR7qYRmvHxnTXJAAx zY~*ZaU?gU*=SDAR=I9`AWG`f6Wou(?WbFveLI0OK$?Mr$IRLi#uLB4;{;uRe!1(*Y z$;#T{&rb68MuuhvjyCoLOuW4RdoBje%EJ7gxY${yhy0wX{-BR5SgfjJ7STMnF_WHKqha%{qmT&u)Eac&F1qB?{+vp@SIE@C4ESKVTJ|z zk00M$-;XNBP=0JHh(?`}8}_~RsqqcNNVa9d&#K(D29vp&X;0~u)1utJfR7bd;4Q1> zX`SO)mra9-HWn1#GMwMZEE=Zae;jr$RbHrcnSF-Az>06YLQu<(bT-{LreWBZ)2LWN zC|$y`Y7mN1VJkE+=|dlX9iKPN#|>*-$|S$GKHj&f6UDZIa&-efvz;SzZlL6>&6gPt z#kG=@JvIGmzwFOODu!((8O65TAH_yW{{K7x>1;_X1ow<#;e9-yQzw#2=BoQL*80x@ z-og1g-!6RcR$d~n(`HIiRMzy_)$=3o*;}}(-{!l!9c(7gJY=IDP9D;SECI^d*gU}Y zb~~A!9`vx5qcW4Q8tX1nKQ#udbUxUhbdGRz@vwS5KVCv_?IBa&oCOb1$2~vG#WG^& z5AM!``NcLvgZVJdG@hmufNITjH zT`DWFmE*0cTje4Jps#IG`mv)3*+uq?`^d?OmClWR>WML1(!Q{!*G}#)y=hIfjME?& zju{P2{yAXafirCJc#krM+2GZ6nBY@M-7aXvG=;RD?0FE&xA5~Si0N-+3igt`4U*?1 z&{DkOiOQ(&Yby48wQB>UI%-TQ%tO)2jJ<1xA$W%+&Hjt1d%sN{(K+JpjaO1?|FQEL zmRr9tk2lf*CgQy4sL$H1-;QOaO{iK!9uUd@B+~^Y(w7+7Z z&6=A8*)^hY-{UNsnOQ2%Ts{6Q{zf7y+}|WNzrQfN8hRv6ih-mPRucVIdGylC#r@J- zYhq~6hG$bP4p>ClZgTj_SiT_7d%F+nZELI^qUY1$>Am zvYuO3IV|c(!BWOyWysaxrz%y&@E=o5_4XT{E-Lx21%rOgIgi$ViHhSCLjEgDy*4buA@QR?%VN z)_z4$uTvWt-z}5u7T43I*{UQ>Z~8eNO8Q8yWRJOdREv6Ux!tt}7Dr>5ugO;L#mRq{(VwInf{*C}YZ{BtsA^UEcPwQFmRK|?;1Tc2j;c?Z>>7hRczV0%Y z`W+^6c=_>9M*v{nBm(8KsnnZTt|N~RN^azD)H(aKxd+wIr~E&1%M0YQK*o=?x2x$7 z5@*2Vmuhw|tfyDTokxTIDCZXQ?AKAbB9)3&pY4@DZT7cRJrddPO77Vn3aU%AHr^f>dSxmbm)Z)UDP zM5Zi@+&#Ym!~KSEKK*dA!EWVWa~`v^9C|CG%LCQ`tUmJ=eli~HY+JdFRCq~dJ9$XL zY6jq#2f;saNoGUc$typ|=i=ep??pO(qm%o`CC-h}$?x^wqv$`o9N<|1#iw5(MqxSt`uw=I;)1aZ!WpymNV} z-M<467)Q%pNYH!d@8FZRn@?%=`~*<}2yG;G_>cFP%bh6V(EveU5Y?R?;ojbh7=B}I z3GpbOj{@Hx5rcLAVU~Xb80{x|xtu=+c0Wb=WO8t}ZnKSMV%!p^C!+Dbj*F)!vyzl@ z=;y*E`%Ob&3K*oI0k_}>_kTwx>0wGv(&F6&Pl_Z@yr8dFEp6!IZ3&L4fQT2GJo=g+8h)3TlF;CuJV*eRI*p!SU%S z%wSgR@RDmsC(*!Or_ulq`QVBdr=_Nr`HJ88T+$!}U}oV3QH9{D&N=mvVtmomKcI4U z;fq-X3v}U664k<%?qtanrJ17A^awPNl$RYf&$|6$|I0&z%TB&eZ|5|d(X;YEj!`0dxGb|j2FWdZf0`7*p#U~GX&2RU2A0q|B-#e#NO5S8F z)~epoosMEh*Rqk@mYKux&!4iuF_8E*a_{-)ziF9md-y!8t<(FQb>>C#Ekid#)XkUe zwj+FuR>~RBzZ9$R?k@bqxB9*eqJE-uy|@wap|cbG^PV)EiyNBv*WaFR4tLEzt^mPZ z|Ic4~+<(HVV%k4$_Xke@>5l(u0Q$oF-9`8D?K)Qt$IbK2VB_x8ujPDQqTw;W zU)c6Cm=e`EzSv_u!*+U=31nN=CymCve_13xS!a&mlwz7?lbhSKfd)uG|Md9w^U~+; zZE6v(mUYM7I)Lsswm&!)@^yUi1Ar(%ZoOQd`Ny*qbrad&jqKe z)w808*aPxc=UaMm0Mptk^8x^}Qkh=HBLK4iFc3N0)$!qvq?Ijs3c#`Zfb1`;`kx;nOFbVn-b2?SQZg&S@k`fLY0^0u z&FIWwFzW9M)UddRIozBlZfgXy8d!d-yrXivo=#{w2RrSwHCr-^e4SP);qh%$A&q|N zX|8_xDyZsVeAU<7l{=_mo>M8`p517C(T)s&#K`q(j}18K0DQ#;G;;*g%4uRZ;im(7 z@3(=)(f86sgeTT3F@WLq%wr{b{>90Ff3u~5KenWCqd&C?h?aokME?K7`7Y+{%w~`7 zP}PjoEy*A>t0xZ^*FaV)4gEZb^&<{5D=+~V*q9mT81RdK0jIyQHY4uqb*|d=chUgP zfLAp%;#IA%L%%3@>JS-)2_PVb+t12r+df;w8ecmS4s1p`^~_8+-x|J${*9)k+*d4` zWA=RFSA`+Z0Mhh{DU7G^q);@$$SZC8TAM1rqlks7Xl?>_$DG{xl(S)WX0hkR3h z1y4O)hunc2Y#kJg6yyKE5_RCQ|BWT;bZ0lgGB$=Elfrj*ud2orlF8)$WACDBw;44v zRLMw*DoHyZ0Cy`bAZ=v)NUP+$_QIW;RLAprd21lWOTZ$x^iVhEH`04$VkO1U0PKyT zF*`bo=_V?>jNB|m*Pa}9`8Q)3pFqujFmCSBcq$s0=D8@Qy))^5FC5<%Gclr*RsCxJ zf1-*tPXJZ@CIF8={s;K$%4enb({qWduB}AUJR(laKC}?>d2u5RsBe%hl};UiAU_f5Q}YP5V}Q^Z$ob@!tkG3$1uEa(cZ6(D?ZZ7CVN z?*hp^LfB{A23`Nwu(JEVN|W!WX5Oc%0o?G>+@|ZUniK8k#&6^)d*j1b68nsujJfxR zHx72cR~jWxL;{Y~r~Xpw^STsg2mqywM)LQC?W3ESjo%%r?XBB`#Ni#Yp}1$4b5XQu zI3Fqss*{y<6>?u$B5(nYZEPXa@E69`JWj6ep>bFIn*^=u8_AZ7;k&Y0-ojfu+2hL{ zEn$|a8fE6wOg*sM_;ye8XibA{hCi~wOz)GhOc6wfoxC>C@Q|nRn4)(Zz|L%GpH_}S zlT|OKCh-64F+q-x;3KfL1~bgvDla$PZ>90!bI|N z?7tkDQ*_xjYf0Jjj@gz%y8G=6DRLcX#D`d+=ck2CBNmeR`rppR7^%w8HqH8?s z**72EL9pf_VkanaR_N^C`dtpF`&B^sk3^P#DwW1RrFw9CS({2vQ9{bx;GI>&VfTfr zEW7>-*ORGa`mX@Roj@!4QP>ii2%Vy$UH#t@>sz=(ab3-K#*LmA5_LE+ABV4K*E0|N zv(9AaxC+tbRp%pmsn-FyRd#|sfI#=RATjwy0hUa33SiD9UTykj^ojC+OEBEb1&K08i%T^FGm9bD zlR635jQgYWv2!BIiUtW^;-qLqrUu{VK_LM$7RHTU6t z>wD+u4Sx)Ml)qqoG$^y5m4u|*jc>FT=&TPI@GjKvesz|dz(je7-h;j2SxDY3X z+kTZXQe=I`NU^|vF-gu<~gx{>Mqvv{h{mP z$#!pA6>YN+^ffe^DQ1`}g|r zf2;Q@iV4zxmC8R{Wn-kfDE9kpD#~`2V(6%>1uw#n6nb|6j#o0v1L#X14!W zEk5;v@>H6;`xx`EnWqs17H)$4%nuglSD<(j6as#!YF-Fg>+AeO(kxc7q4L?HcJ3P* z<&@4xjwv-NjJfj2#f86OVdXadC^D#pUyTSl5;DQ)>F7sC>u@IbL#JD6>KN|c&upd7GVhC)IuZ%C?0TL8=5AE+e$OP5jO+Wse4*$PBe%H`{ zdq791|MU>ZYYY7C;dcZ3&pn6~)xy2~p(wTFh~gxWB*>u1P(;WDsINiV)g~WGDnJ|_ z_cZsyy!lel0z?7?u>>*V*EoVBkdQEFgfW7Drw9j)P{)$!fC5v3`U(5<6A2iGb@Ya| zQ9KdF2*!bS^G)qvKZE?JU-!g8;#Po@SzV^PP;L?%~4kVs$`&51B}*S5R(FxXB2DOL*=I1DU8xm=;4 z-Ag54s1$XLGo7SoG7&AEjlQKSPfo87!-~3@tp^EkB*8;`Xa2q-6TNKtus2{u)Qvj=fUU_rt{h{vy}D5th@<{xOFL^qUyY61rpON^&K*!5su zPJ6AAO*AsI>MQ9UX%>6E&C$Iw@iy|7x5C-Im|k;#53vOe1&u{~hWPe8lY{L3>9jAF ztyqlyFnxIyMyKLq=S3{-3<&}ZS)yrKRWr=n<)wrhM!cLR6R6svuKhy09pyccHp3sL zZnDeYFmQ+tdb-KqJlo0LtCH?wQhQBG#WOoY#ViK2obd=`{9zapO{Z)9VXoMbDA8Xf zOcL}ia~+2mLePI*4Rg3(y&@9&N?tuAT-9moJ0zL{w;ebBf+2?~ppuGf{qg1l#mJ7R zx%q2`7Gih+M5+P@4wdAa?!dDEWT0TTHf4V)u4$E%jIw({`ak^?}gFhNW5?pBQnm!Mdp%Xi%CiP?cahOTw}74bgu%9 zx8}hd`gTuSgFOjR#!l7qR0i$AE&=h7WPsc9K>EpxU-@@6^oUn(jOao%Ps;Hq`KCh{ zUev>ryM+t*5<8md?B7u`Mz}mpKnmY7g!LLUM`EezgB336Lny)QSt%uk|^fJGjiHz~L76zIZu)s+WY!)cykLG0pjs2-xa#j zGc0%~l2Fz6lVI9S@zN=8$gL%ZV;MdcWY|H4j1G*1&0*8O9P4$Vr85ck z_3&1ql&Myd*=+dKe~A6=8^%=S%lV>8F$7sITe1t?&NnF#A9;?6b-H~u2ppa6x6e*x zV0vJ#Sa*4Qn#Jw27i%Uu;^vUT5z8jFS6Q~UK(O``5aar&ycW)|G__e)PInDh{Bt?P z_1sUD4%|DuL}$lN>a|BE@$@b&PL?_L-FU{ZufvQm(1Tnw;9K+4Al}y_gOCoXEXhQyb`hA=6#R=Sw3`Ipg>`)4%rLm&!eY`EJQ9HMF#g7Y56iNb0{Y;1evD z@f=rJueDSJ0Iw%vmYgJ;-hj5_ubXxEN`TL3M zYQkIecuhqsU#Ur!Q>#d0O%DVel=@;cg11i_LOL=F+sur~9YvB@vAaxnOktxe*ImLu zy>b?mlHvf1PH~LZCjVW|R7ZdSnYarP!+kCc+a4{~S5tL};4rJLGt9iahF+Kll(7$5 z&P}cG#)|Equo?*AdV6Dx1L#8GeIU)L1*Tx=V>SNrvHHqN+GdLZHoclmJ0sT~>@|A# z;B?jC;)HnFA6ZWAn~<6ahHmTUM;o)i+#<%IpJBSa&JYV4Do8-$AIIlbme!;Dx$;bC z2p(!$v6B{-XkcIBzM~~$h(l7;l*)L^$4cZ;s{J;UE`R=hnhI0y%vekN{tfhr)lm+H z-q%mu4hv`g9(pi+D|?~2fs__QKPW+Sze=<#8^%rQjG(J}Mxo2H2u?yoak`$m?DZ zq2QQt%)&<#Il?3?t)7FMffu0`G@KHEd{=L-9iF)F>N{D`#Rcdoco6^R`1}I*=li|u zk^3(r&${?gBuQSmfFSNDPN={|>%3)o0To^&e`jRSX}6_I0z(BnO`2=pdV`<+?Fn!Z zMM`%k8+~=>?FQ`hE!J16)xNZ+)Dm{Op?7ncgFa7E5;W9o({}`mCYd*zyo$%HsOE@M16R~oJ$D44L~O+( zg-3Jxh`OL<&nsnI3^Vl%n=5PUPh;jtuhzZsYQ*-T@&Z+)<&h>DTAk35wlxh?w_~T~ z;R2vUn(b#4IO>i!mz)+Z@_Eab3OlqHY?kV-JYr$lI<~7^?merU?uZf{)3!xkvsv+6 z5xk?w`jAFX%#fCZM$HR8Z36>o8fx9%VD0soB3oIqOjDcQvduOMRuoH&;^MNc@&Uqy zn31fd%FKf;UfxCWQ2PMe-WHU$bI$!L1^UcyH*Cc0#yaLS|(i7R6PtCY&w3| zw?Ii+K@i#M>c-jKuF`kVnC*;4ZokWO?e?1+^n;&kz7%{lstY9Ma<;t&))aPqY(4^l$+zc;_rh5#90fR9>Myq^!#U0$XS1{ACaM8~tBZ!g)Y)xX zdm|cFZ~Ux-hxL{Uwc-~W?Oon;73L#q*5!D*Y>>aIKdSG@jkQ?C1J*v(hxNaC^76f+ zQ|gtpwaLhgq6a_#cTPY)vE_nxC}$mqiY@kszsM z&aAPFz}+!ih!1shDyMC8GZ%14V6lzd;w1@C#k_D4J{a z42rA+SrjWoM_Ot@Hg)lM;A4U!3qU}~R30JCk?`>JLoW9tHBKqda<$-N-2`E+T5@i1 zHr(JR0Ahl&palKyI=u2S+0dpkStX!HdZI+5OW!#9F7OT-RPXIUjE1Yd=JvX>02|tW z&OgB*0lcU1-580hyU%?4s+O(efR6(hqyB2lHn8!^mtSZAV;da=3+t)ASUQPq-UsXk zKmop;@+!`tE?$^1#*k#4*}E6k)MvySWD|Y8BPIPMWd{J*)6Xhe+pQjFvd4}prc6^F z0{oPvVMYP}N~=1+D-kTp>^$E)cCn5&2dn{ty8)2ACNWU1C!h z;*f?42N2dhZ$^_FxH{W(gUA<~KZ7OJ)|ASR#Z7JB2Bzd{+b}sQS?;0x!e?8tGZq=S z4u!d3_ga224$T77E9{|A*cUB8xtFV$jNo_tajx7s>&5F+zc#+ixyXTgyel4=S26La zcd$N9>PybuOt`?I-@z0gyXUW=Jsl>IgOcbWZm+ab$(GAPcub=K*cFtGlGBAg;OpCE zD=`xb1a2{X$F>hs_>CGkDL?3zxR@%wBEK|g6EB8nSbmvr$Hl725Ds=wVy zJ_ay04KV~nNB5`*fqmnf6Z%vYWyD)wK$H|biW&WZFgrKn0umB4^uO27{biSogY7t8D#7aa5N3| z+E6s6whDPHKwyTRE>?QldVcAzyf{Kc#)m02Z%jmRCh{r)0^D%6{dT@7fa+F znW5ctScNo0an5FXyw8jPe2juFy4pvM`BG2B$>^w?{hZhv7QT65>)vbrlmI?40iOMg zQ+>KUCqFNDbg&X%4?PK%6spmXyi!)KfFF;o7JH$xESl(rAIe|5+1(iq$8T`CFLJP0 zLz7^s2ENHfo5%I{6{=g$_e1=k(EpHbF${RGT#7Q3hs3ym$a@1o=CYbk95iNyOPf7X z@Qp_{Uzh$-Qo!!%7IS4r{ON>2uAO+6^o16u1MG>>{H(dIYNoOf=OK4rAZWdKET%}3 zQcdhwQj-`)s&I@{NQYDbr z-aNSUU|hDPFrn22IIhd^{@cSGJOmLXC4*hVTJhqSo24^;vka2At=#&!9P$EXOU52M z8wP~u>TcedY8d$o2!~?K>QR19k~k%-IkgA)C=&iILsHpA7gx{Q3MMp3KZOD${v6iY zHE0Zns`fnX!5T?y)<6mi^j?AI;sFBN^JbdS@u)|FBx~Do$XF)mTIvLF4&+j<5(;Pr zc%iNnQH8z>-1{vW*5)41%YZAP(nrO-%T)FNc;wfgvPObBsJFYMZYql#tdP&x^z<-N zF5`wW{6xd}Yb6^Ymi`6TxyR=j|x+kpv*R7yu0WvHsw@<~sA zysVBbFx(7lj*N%wyK~!FZsf~;RDAtXTgSW6$3xG|5t~-h0??#0(R38lrZ{lRNZf)T z)T2O>*ReA;kH?|(%f46fVq#i*6`nMYxd0Jm!bf*~R%-v>+&c z{Nkw2h=~!OF;;4?54s0VwgoekuYy?0u<3E`1x7Hr1UGQYZDoF+#(=c6h(VEz<4UY43?{9u91IWUZGFfzMt@tOJHQy2xxGLDD3ew1mKrLCaU!Xg1A~a8$D@EUQCH6^fCzr2b-u{rY)z0 z{jC4lYRHlwgLNz*ry(3h8Q3ya=O*94Do&?9%5&m8y$Wuv<11ycbsg-w?Za!6`j#kA zlp_qR@p;*3fGjN#=w4m9ND2*Fl-27%tx@|P<@KGR3is=$=Gi}h?KU> z#cTEc2<=Qrzmz?^zo5gQr{-4LI8LcCq0D1N9(g*NcEY30HwE5!`GaKF_617I&(U7z z?DCz5){*w;sxAtKxDA+r%7t=jCvSZ0&4HKz-?yibF>5zM;aY#{|2Ue0|_lkev^nu0P*$CM{V_1g1kUB3D)z z-Kb@j1qa_XpDF7GdMw!R zIiDPUdidBgX!0iff)k>SeD@Ti%*R-oj_TNJEJ8F!i0PQ8**h;=+Kc{tXq$VMph^?h z<2Id2A`sC7o4AC-W@$rG?9F7?5?;!NkYF4WNI{GqU)x4Y8pt%|>_6mb%j^*7BjE*n|$8GOSo|%>pUpa z_->zSfm92Q(rk%ucXv+5U5@0fPQLu-{8Vj(- z(S7lLOg8FQa;}h9Q^I73teJtWb-d5d#g;F9pXImD(S)#U_9}j6M7-{<*O$sGmg5wUrGV~o;1Q}W% zk6>iA_#ZMSply5J__{a6_e`j6PHa}aUgxJlbOnKr43}WBS@<%U1gh^K97$w&8DS_f zXh1u)DV_UnhVK}frw4$Alk3y{?3#n$2s@z<)lKEt>^b}#x38aNz`ZDDrYKb44rx2ePmX+|}UZ*0cwntNU5Ry?FT=pMCGE zI}!V^L;&Vs#%!#x>5oi2EU`?@+Zub5a4nyy{V+ba;&&0B*WX_=-CbO`b_U>DW2-Sb z{lO zi#B%#85_93PiN{MH|Zre@_C1W2@Hk-?u&_gtoS&3$*$s%2vUTT3?~z7zZgp%^E9EO zhheC;T0P~p1$My_pdl=NXy^D*$8Ao6wzLX>W`c{UDoUCLuf)gg_1{RCY6)$*aI4j`)F2IB$Of?SnOkD#M`NW+-N{RTm z_3UnAk_YTcQ!=2?RnW9T-z=D$3ERy7^=-zfF)2Z6Nj8y+*mMlr1wYv8BMUu_CYXy> zQI*6foK(&nU?3!I!CXq#>n>rl(R*k-0u&6#TO)D6JG7c$<=DadS%#^SflukwW05qZ zj+}MK1No?$;!*j=Zm7+HR$0YGbsc&Da z5tLv3k2;plB|6PusxVF3ZwMk`<%r*g1=M!j@JbhX6>B zSr8&&$4vT*ERXXF1)|zgAm*;5e)RAsgu^i;mBlR}`<~Y;G{?GNV%cT{aPm81t2~iGpw* zjOZHno@W-W#wI+Ogz={$T`&9?@ve{Fs_f1-mxbD!9l8?`=^v*l1t;w zJ?tapiupY|A;lk-u2nwfjdb-)nC|Q{#P&RBEf*ig#~*m0e?I6WXr^u0n*6Zn&)PX) zKj-DN+a0iI!X>43t|)zLBX1Jy<`4en-;X#*BhIb*LRheud&JY#qvi9sKwRz9=Jb(z z(2VYk8>8w#Yn0Fjy66a+Gllk?db!H zCT|bkc7CxW1=RhDHB1@$!Tx;UPqan-b_`(A&@X`*xrnI4NK2KUMRby+ced$(4fUbm z0|%4T;3`!5JJDXS+I+3w?hPDMpAatapYB-$jyikX6R7vrW#g+07W_ba(K(+d(&UQ* zTTh&MTufvNB9b`c6-jyhDQQ`>nH!qT%i`+7#~|=BNldo69G%54h|(m#L}lof34`JO zpzGu8@QxzLKf=2GDnXNA1@9#@3*q7U?tv-B7?&FPjmN322PY^dCpo*l99-1eQ>!ls zqStErz)a~0v_8QD)&ClrDEuJna5mnNT+2&Z>dU1NR=C)zMa9c`q9%#|05w3$zW~LA z=RNWD0U+BjH{8@#F!3@lcStL2= z^bPXby_0+3V=Cpo&TxMANyBWdKemU+6kcLIERN%+Sm~HMDvUi_?u+5pP_cw2lZh%W z1Hr&6dDVg=`bChgnTI$=5IFRW4n>NGc5gt|rX(nJmN?qkoe}daH z7U31ql4rf9z6V``1o#Q%ehcy~o`g?#qb!mW=F8Qyo|k#@+s+Kcx^LyR{$@H-@yt1z z%Gf7=1-1o~@%zHr@}w>YAhHMzu?Lg#65CtES(>3cNXBA65@CH$bFurq684cQ2@kN5 zjJj%2l;yfR;sr}?K?tmn8cn`9;m0x)4C&9JdH35C*AS|4Ie3D2Cf~HMq)XF@xulLD zj2wjL?NimzSzE%<%wrCCiuefbUnEK+OVik z@DsswuEk-H^5#?>)>A*)n`aE?PIQ(PQ`wJ+9oEKDP{VYr&t&C@;q}Fjevtz=#`yi4 zkN>)qB>rqY1IdoI+1_;*O{z+x`Tpmonmll%pDcOx$=-mFX;|5YGnxnP!l)eJm^mz! zw60wkTSef0(>{Bqp~RgrpXYHuk>=pcuEB6B6(D&uFoFtGNk>0k+i9+HH(@aDi2K$j zWI})8p^(xwVECO8TR5Mh<_dWEY2n6Jz^~ActvTA5ozHDOcOlsR#-)IbJ?yLH+d(8g zv=^$*9_}9M%=x{2C{K<<;;$8>1w(Pb9r*Q~q+>g(kos8rY>GNVg7EOKD4KzXZ27MV zUGS`J`y+{YsFRx0KlkQsx#^&Hc0dF<+)9ev5_5SRK}g`lHXhs4xNWzFCz{J=>)$AM zyX6}wITCC6@gV}qin$38QI24?3?>Cv@H(-f#QO@oYa2ko z7Ys?w(9DgBCsnd@anA%X`@g0-UK-ZSL$(jAN{|j3cV+zAG4*(YGZ68Tj{I~kj@j}P8*MEKkyP~PxJSn#^vUf#ahTG*jOKywaRD&SK zU*}gZ^5Yh2+!^8Utq;!=rKu)5Drx#R=Q`)KaOThd!M12>zqWJZynyCKPZY^%at3dD z49FuFdBfJ{7*#+Jq>RCSnwF}*a6WC)Wq$b_(52JB)4HC`*Ok}0HXbEeJXrk0Szlk$ z?C7`D07!l+Hi5XqlZBi4o(vkc;z-Cn%;Z+LB{6Eeh;9j4`S^PEM!b40e+bvN5a(}_ znpS?;h!{*&YTAIYACb5aAbbVkvyNE`R7c85T8gr_AMvD$3==?tp619>7$)(HkFzrF zxq8*@ZquWeny}u0t#(<}yp0uLYpJ+I(YKZpq`Zo7Ip?o26wrk##z=z{blzriCD-+d z)vsgdZ?#m(gel1a)!$wF#YFOvf=%ZXWnS=80XgQo+hw>#@SOy*kX%AK^S+M6>8lm| z{uS{HctDHcjW?HZxRPjLN(Z}yOtUfN+on4rQTOdB$2E~KF>LKH?5)6||578a^~Vu9 z#(13lYes;Mscu~X1+#O_DB`jS((zlBDT~fjhzK-6{h$U;R_dfR-^zX&rjjIR!ehmA z2o0LLsY^iGkEkW|V)ExPQOJhsUCO*GR^I1y4aNHmoY{I5ql`@&_HuuuvV+qsKhpX7 z$|~*eqHMq+)n(tv>3IUR6&)~p(=tTDa4uZP$V`6(>g^S(Y-_!|JYX%pQjeM}@_unt zndsGzGi`w&@P&Eg$j#}t$8DIr0wI)7a8&k@&BdE z$xB6gN3q@@K>XME{m6|q|1#l*oe!0wrFuqFJA@PBgY$l74X_fo;^!C#k2VACW> zf$1z+bra#qQVo?1v-1W#ebWUml0^B-qDYnoGI;eqUo9?7B@MU>*+tCub;xTOZi4eA zgkX2zCQ``#LCI@LvzXjz4aQg!vb{0UB;hV6dgM95kB;)`wGN$gkJfg*l9qJ)Q<7xb1O-K<_MY(-3k!W3tTKPkk zA{_COE6pSgdmE`NO9!$&Jhkbj-k;G=n8A0 zuC=BNmPH{F&Brquv22Z5TQ0*UE{DH>(Y_PNB*Xtd9L4|T@&A#dNcMky{l5kdCrZ+wR?G?)2>4%1 z1)r%VOTY`q3*z61fBchO`+pBz+T3lr!GopY5SCp#!?}V}vtAGDJM65}~Y{FFx?kVeUtXtJOk-BU*tg z!Y@is0)N$Te|QCNAA+UeP|BYtLkJ{kVmOv;KuocRB1Axk5AuETOkE^;onTs0vLZcd z^FI&aF(J%69cv=uUf=G`j|t~QoL1!~&g%e*m{uIiL9focEtCOSKGyhKf*k{^j5&N5 zR{>(2b{5JEoGvPY7{Gu&Z&)-Da2TXhqzFZ^DCyZLl-HLZGcB>D95pM_79R(~X3`;j zQXxn40OOr0{pi%(#3UqgMZ;EMv%pJpU!eHtG?5@CAs!iO4)2H=KYVKnp=Z7H6wZP@ zJh%I0TMk;36GK)X9iHMKA~^bXL!w0DGwS;Y1E~pfj5jrgorLp?ppq(qtV|gs@{cABI2+6LUR9f78UK`vNK8 zHH}}ZmN#ath2vJd6Ew;iGs&m*uYQAyd&fgPL;>Mh0F2_evu+GT?Y9K!7Mc92B~v#q zKhUwhEX`6aeqhH)7SxvU7|(n!en{$pqZe(y*;{T!+C7dJRYTv^L3>^ zb-p}(>L05|LPQ5i%9c?h0xBUJKzj zo4RG~R*fO!=Kr|Oo+zEP<93yVo_U}BwD2hi@h@u?u@~X4zW;Z&hIp?c!bgKSxf1^G zFZqD5WtqQTE9{hdcKU`b(r{3F3`hYO1b4BBcCl;h1trRsjnPsTm(TSKa*NZE)v`lo z&qcD7#RG@s0m0JTpPsJDljSxxP;Z&vaZMq@rkcL%+v`c>_J*>osN324i)^7nO*aT8 zwn`O*2N!(}AYST~`cc*}fqLbUsf8shPcHf+GMTwFMEi_ckqvw|3Ix_G+aNF={sBd0 zRl?9w%iTnFHqynfZ(z9}P_YtJHgds-w%AysP%B)WLjQ-DBVabzeH1LKUKQh9cqv z(fxf@tc&m$~MU2F9%59Ie8eQH~sk!NT z$c;<;w5A^1ZL}LlXJB>I0b~rN3 zo;2`(x?G1*?T9kMc0_;vz7F%E?PED*W=ZGUOcI$Ex{2#^7O>no-w~z>DOuAkpU!zU z&cMgq&dN;wLFAL8#ogum%$E1#HBO$Mr4Azjg)3E07fAuh_Gf`2S6kKE%H?k3Xgrjj zMFSp`I?Q-C#I^%qRqYj_DkgT=s0;-&ck0hM2-FDXH~)*(;&ee`$L{AHB7Hd5vKu=Y z?9a%8_~!o@1%~|M>N$*u`iya7b(!sA!lKo2l(>c339qxHv5@v{ET3^?MUO}T901_+ zR$tL5aJ$LRQN@%>Q6N~p|L9a?cG3-2u9kJ46>Bnh%6Aq zMqJUuxkKSEgG;#XKl=0e)TC)LHHz|=>-V>3=P1O&)SIkkJgOcWxB(8_jDGdh)Djc& zR@T}VKm#SC;c{L3{0AIc? z_-5z!Im;?e2IebvnHX%gemmdQHdosy1=JDS{x)(&cXg^qK$>>YF|c(tq1XIv4frEf@Dj#ms;PC^QB;@=8~0o2z@x)eV;3MidMUJA6| zNSM8th7SywMD|EUuBLy+tNKZDF{ajwuL3+Kby{|De<=E%`!5G)TC%VG$B0KBud;k$ zdvKnbOz~vZHwIZcZZx>6G^1~*FweEce!{dcTd|UbM|YlPnkGr;o_by5Nfo|iuSiS` zYaN@sDoNsZJc7B5jxI@Mtl_`0UQEB~Z;l5Gi*v{u+V@<-CgTkXX3{D0#0S8eCZ$wO zIJGgl6g>q5^Yz5`F}0IJuIAJI+KYmC9M;)f9jOv|(TE(!kfOKAjE^W`($okKPBzQ4 zq7P6fjR_PPH3)z)edm;cNZ8x=ZKrV1Pi7(PTw7V*vMh%`R-&NF-U zz<}QjDne3q1F=v8R2E4g`sL1S7=;MRwf1m-D`_D&OZ_O=PQ4baN;!uqoH|aBA`!d~ z0S5O{7w_5T>v6UQ>ORc%$PJ3ClEvisk6oS^1rWU4d$sMc#>U+vH0)S*IL#4H7|qnW zgdT}d_NU#DXsvmo@(&nd!9@F!*=3_l;ZvYE)v*h4 zYOA;YF9R&zY8sZoPf_~0V>ZQd6f(#uE(<(z;7e5*;ZTkkc+0-O?36AbHo;h#i22uD zFM{)d`lv|3D5gqG(ZI_WSgE7D$*e2rpx1qdQFHI|mtXHEk*kvT?@xzsc@D46GiIOT zXiuz?vqO*r$5Axjz_R*D;pAI7P{;N*mG58ocI=y+uI>$%28de0qK9eWJtP3#xkpvt zF@~SuI0jSRZ<9NNznTq#AVfuMimto*?<9i@9_w&R6^ zavsm+O}j7zR6gkQLn1Op*DA$(&G&|=}# z!jotrJ7XH00DfR@a0H_)9b3QWTj!z-DS`!`^E#Gs{7Mm$YZYbI2StHP9X4#7e!JS} z*^z!&QC}jfoe6Pqr z0W34KOXeu9L^Y@F%7IR>s~Lz%>CW8EY)U;zp|h@3q0rYAv-jc4?XqP=-IEd9cs9f! zxP2EqAF`)D%L4vj%{#4XQB84}*z(P=V71J!sr1zm3_7{|mwZ=K18pOBlUJDs&Q0v@ ztE9Dvek%LQW99n(tN>YGo#r@BQ5v?xBh%j{AGpsdG?Qv-S%7Sk{ZscxkDst%=Q#ff)SLB_@*UY$Qwkic_NOBYCWRxx5$p`J*m_Uexh z&2jE^+Ee?TS#|3JbZXeyN=uhV(F&x6JCW+xY~NpeI!yCFM)`)It6u7ee<=3qrHLZM z)%teuS%FAPGDhrDCyfOqAlzgeXl&FiY?SmH9rlT~w(e558K0n^LE}a_+Q-bDt5#$a z4G4j?V3_tB$ z8{!iqIUG+ROC&>UQoD>Hy(UM0plbcNNz!gJ7Jxm@5B;ns7`AVqoN^gen7@qk+Y5{Qb&bdlWbiE z_dWU!Ib7*SL-3_yzVGgbB1`Au$xR|Qa~{2C`isQRzJscDk%?~yXUy5X#h*JJeeQqz zAc*YpV~7Gw|4uw?vhn+doAt7@&V})8y1GW@So7hYz?{3jVbb~{yS+>D(m^tkk`-=1 zTm~n5k|NAQzO7;0Rcdmb12dr;>93u!y)WK{^#-Vjpi7$zwasl9s_p<;+7KbG{2U8Y#k&w?J9Pf)rG{48obp z?rwKuyuMEAuenb5+6$OGT&0Lq#-L`Ohpn)Ylr=aVN5G8JuofBdxg<^niqhP~&vM zU>)07(N#HzII;z5?XXwRv*1Z>{{9t}mNi1LdFtrSL0_&mgfuyK^XB`S53u8=Ld#^6 z?S3BRee!2eY3%uT&Tz$=Ki2WlK$6%v<_q|^&bET2w8gTZnWTz0^&qg)yfL3Q)(alP z`UG7FvD}jV#!OdnG4i&ght-mqR4#(NU$zhtP?7;dxM>c1!qdoI+VdAb^@d8-Q5*3F zz6*UgR!o-E-Ij%KdJ{r*aLzF7H$rqUE5#Cttu+G|;ag<|3m?b`@P%aF?cxgM&)|Ej zNux5Bh)nxYWPJ!`r~;9PgH=AfI9f{X%fZb8?Dtmh^{}DPWbD^#KcRs3K?8l5D#z!9 zl0_jwXuqz9n!&cZJ!+ZwWiw|a4!H;@ZS0k;_C=J(0S&2ceu%RUf2%UTT$_LenC*z$ zy1AcR%P37NBtNGY-E^1PNbl%56_D zEy(2Y0`(i$INj!pJ3nyPNy4I#-c@tZ)OS7vCx+pEyIi3er_JFY!h7X|wUK0>sK7)l z`S2?l7q-eBam)FWLaONpPI5E)L4`XSURAc0NXAgAnyW6y&M5f=-ET&&q@c~r-3?3M z*oW%gOiY%ddgIxGm96{E7dE$rfwqqMHR*+2@)A>O<9AJ0VK7zpbEhO^WrkXqgh~rRdc3r5CX-rc<)Uj z@2Z{#YM>MjbgJ?&0y^JxRf#;h`sPnJB3olQV(@lLClCM9o+Xy{;k6}GzuUVnM&f-^ zJ&kjf)6PxE+^YURk|n)CY7Y_1_8(Q{)iX`R-pGf82?ia|YV`?nBr&;zf}?V`Ujd+A zC_Os<8;5MnqA`CdxasI=iMe6u2_hfQ#-n(URz(aBF5CX9O2`{)gs|Da6)zYmk(@KL zHfNpwt%*9p3jd7IonOhc`sH?xl{9uN5kf1k&Ou?g$-sI%#&hokr9wBC77wWPp=voMMeC9W?MozTGMx zO}s0g@2>;z?k@Q^?@aL}T=I$?Ng_3eXdYH{%PE&G^i1{J&uF7x-yc^+T8_$BZS&x4 zmp0rt&cW@#bmql7N2h`*S!MWmJKg9K`5iWRZkFRV9|=#s^d{V`#{CS_5FT5i=ea_M zXX233@&9BCyydcb*E9oZazETw9Ye+`1~Pfyc5Y?6H%%zWk@d)LT|ONyJ2`G@E)BSP zfQwYOz^>krewxYZ0NJl7nTMc!$LGmsdj0)Kc)YyU1ut`#iRT7uJDNw0ujkH>PE~b% z?O5Dhnf*;AU5qsku~rK%f;`~i&SuR=RHuJ-Qn|9gx4d|kiIYJLyf}nqp`i)iogscK zdD09Era6ezW$Q%L0jg0LU#SFa~| zH=%h|gP*r}ferX}w(JBk#CH6yD zY&B+t?hBzyYOAJ4Q?`7uB=KjX;V;D%qdPDZzBbJ8q;9CFsup6otL?;>rgPi#~=%g!sNRT6|3tG2XbEGK$dSZDr*7VG%u67)Rn zHYhNzs(+lC$17KRTO}i-*+$O#;%NPG(eH5mPbX-JkPJX;<*VXf$UnR0`%5OP;+D)?t35p<=;Mt`U z0vC|gmqg{g>vJx+ou~Rj=2l*ht7p#lJR}Q{4PBd~hPC!Df{TG<-#fy=wV;s}>v!Zv zW=Ug}$De(RQpit_onRVEM@rsk>6aIUr^5?lr1eY6HVxo^0ViH$A0<_&qN$%F&QOZ1 zt|*9RZj&xx)ne}uru`iN5cyIpWOhW<62i3d^3lhJah-n@H!u`ey6y4>$~)NIUFCx_ zlDri)j>^B31tQB~ME4F~cLrBw4-J!>i*qpe^1@^B0OgnYliWAgwipJ0>8FvdW*auj zf5|mt_d;9=|&Pc3mEx(onzCp7uMVN9cZP-$sgH|{JVYb#~8RCcVAP;3B7hN=y9K^}`zB#NIewpEq$=hx&Esf(SOq z0Jou7Vp%!5@=7T7m1o!~q$53X)3%9cMd+WT*fLQ}__W7&`;!n~QEGn4p?}dD961Ly zad!xL))jK3K)+hZ;O*WrjN#gp83?rVqBT+l&K=!7dTPcf*yiW8l-kuiO=P~e*0?^r z_CznPRUqFs;yFt}G}Yf`Ljs1iCU-d7L;E3;u+sbm{cD9)w)oc%y?|dJH`pxBP?)_) zE-9^bN}Bx(_Aehiu`7glI&~#8MJdo_j1#OLw`1S-agx4bNC4Kl1AGiiYN?3 z4^^Rd*apbUSsBK)FuB|#d_weSR_ZUGKI)yd6sQ;p4P@jWgyDU^QVZo)X|C4ZDLCo0 zu=beF8J=`4LqF?ZUQ+>412i4WNaY7eQPgW5B(s!#nhV;h7K9Oh%uA=d~L z0pdV%bmjyK%pfFL{h#C>loz>p*8!9uR3)c(pKAz9hpP1f(?huaVv{U&_t(qm`-@}0seUrY5v6X|T7NlRD)>FrT zgm{>~Lk?w!MdAt5BlAj%kl`@=`GW?^%j66ok)> zfjRQrY`2v>coOm|o!IGWSxx?ToXxE=6x?R^>}-|(v>c69wPL69C&n(OCaVXVM_d`e z*mm5TEebT5ZF+cbLi0ldpEKi~SR zDq-rb#(#&I5(0Vv@VCmW**{zP=oJ}EHhJQ-&!OrWEO_7QJ;N8iCO}qlmz$U zB$oy4srVz|7)HHzyx1WU`Y7ZIT4W&%f=ZOhJU|`y22r-0 z{O~D-zc14R#idW#-9NoH@YbuWqWV(plHfn!o*{h z!@?u9mTiJBij`k~#0is18&itipjlJM%7o`*{SdV+QDpv*pnoqsKy?!pCqFT{3Jn!R*tUzHRioSevtNfp;Wn6)oG@1Pjq1V#IGr~_La~6@wXJ^mMrhuh%Rm#Z-4@!V-xO~!c zEo)ek&xz+#m585w3hO4p6Ac{g1c>z?I&R&VHQOSpEDVM|f#lC7XdXCQ4ZdyTD3OQ7 z-%dRzKseCG$L%y*$^`7dO zLV^%UD#Y{IO$O?i<8MjzgWaKbL1^j1fOQLT^uZlyb`q-2920g{i{F#mux?}35K zc!?fw#rMY!?6h$ysf;}pDd2d>=2f>6^M%go6|{eIHz*^&(~eMJvtxaI);jpW+quZ< zhNcvL7SayXDRgFOpkhpSvM-RyJ|gt8hGxY?jWuQT%=TFf zWbEI)L;7|Of(4UB&&>OJQ+J7eA_kJ!-wbIeCAfZI5|_RwVId_dF{=s0heviXxe_&K zIl@S~>Y;$QCOC0wO{K;mO89Lu0^6v*28a8If%oU{o1lIV(nsZIXPv~IqIq3 z@8ge&(oFL8jbT{*mPD{5gFR!=UBjitw-;AnQAU4dRM7;k?Q!hha!dFi$)a+rg{hkX zb&E+<^KkrgAV$8v-l1v5S~?CIlB6~Y^OOakJD448Jw&<@?pEn)q`Y6fQZnuoSS$mX z*Jw*V`SVUzU?ZyT@l;G5q1=dofMCy&v|kNW*gx+=_74FX)MB`CSIl%!EG>S`hjXf@ zU=}EkCRiU7N5MEM>E}Bb@Rkrj+(nv62$`J|gf&y9DJ^OxZ5?UNmojs=dJ)^@+UOt} z%qqL6sQwTTzhQR(TB)2km`eA;Ls9t6neFA7S3-k(fiK(!5rzS)bfZe64e@cy;W)m( zOv98Eq2mvX5(o$DmErs~knyvB0~x)82b!^&;IMuhsvQV?Yo~5i(zZ%yWRf^R*YZnq z%OvpkQ|Ea+LJSC))tOpB>7F^^PCEpRs+@_v)%VIrBc7q8yX6MI=DEg3wFmKK%fgooZV5KxLl(0ud(b$E^rMLHl-$%3HR(q zK9&Zr3^uE4tJ1Zra(&49$=7lU8JXJL1AxWE_VAmu7G>W8W{6l4jCcnsht}tIZ5E+4 z=`P#1S_Z8SwJ~d&%1~5v;Egu$QZs7d7iaM_CMaA-x}Lcxx|=d!2wg4sZqq++ZJD28 zz>tYxE^1$6)}lIAl6jrFt<9KaONR0Vq=- z@|8i045=H0z2<=z2bul&;~TwTr0+hOq z@n1*lg}s{aptkdb_2nOdyL+w17g>Y3WX@&UpJ_!ltN%GJ{_r`HaO> zj=o@~KyzR?D20Fh6V}1cns}+gzO`ov%q0Scr^Xk8(yIc*NuQJHef3w#Om@s;sUPja z@M`&5)!cuDnXtQNDVm2)2U-1tY@1}K{M|~a{AeYfJ*Ty(8_%bae#N;V#E`JTb}9L?>WzojavDS1To9e_#b@(aX=3m&Z=I8>4tS>xO4QW-aHM=rxQf|*WL&+v1U z43i4t)F(b?+Oc!XSi?~-9qq}NrhaoHf}`c^NWW1~&Q6~0!hpPs-^QhT>%eNskpMce ziL)}${xuiJvY|wCN4ZcaN*p+1c=CYPzC}`L>m%Y({H-X&Uj;LgdaPB%+7Q_ek0K2l zD^Qq12C>alVFjs(&muvZJq2(Mzwnvb&l>P6+)G{5gNh5ncoFNU=lc2@@XFklV@4dc zrJh|#j&WNoK_SCMBeD=I9tcRly_N+)6!m?$Co~ot)(qLo$uXcXWC)V1OckU7 z(im)_(v;xEqQ(>77aMFW*x|cBo=i|=n!m<$d>0rWi$*@&hAXa_t}ab zt%^_o9@1Ssjv0#cN)%1WsS^seqT#5j_+`^@GEy0eFa2gET?S@2sUfO+X5OH6Xu6T_ z^K4R>^hE}I6Sn6o_!yjYI zjCW6_!wZu_p%eu-8cDX!)dFcJCGizMo~a=+vE=DHi61(i_M^go&FBo&0Qrhi4}llh z`|A?oYg6B}A(;~3xA0cpA8LU9@!0SlfPi3+_6&7?d^K)~CUv{xS|0_kQB1tX{Xbpg> zfpt)^C4=+S4VpxIg#7255Oh!p<{lDsaF}f($0JY=uK`@Ci==RNuj%!-nd#!dblc=9 z`cIA+P%6?nU)WR%EF~UGXHp5*3uokH{$DAeKJ@sqO=vPJtMs`R#Jhhj&oZ9#62g4? z`7cRt>5mLFT!+)b>BFTx=HpETd2!`M6&jrv-1n zRR3uEN;yOEIZpvDKp2o&nWTyQ0nu1LM*%oj1#VCO-o2`w2nM^kI)Lt(&}uMQ3i{6c zk<tmx_6kg9bn1%vYadb_FwrW;5|k(8AvJKn%-j7Ve4xVUYMgg%|K ztb7mo2=)3d{Yf+Fw|b88iStm(TN{%^y&&6yj==Er&A(cEH+E$$*3w5istggAQL)AJ zAnYKx45&sR;P9`mB|!E>u5B0QtXcFULvXjqYSmfY1fHP0da~R65;X7bJUO9r3VK~h z@HrY7Ya-HAwutKI!i3O89Yv>qvo#~WMKrsH6msv4!&Cu=YJG2zS1a~(&oOl)ooPCqT&%O(<#~o<~L2Ms{ zquf#*U1(}Lj8$XB4%G$3fj0lxR37ui!&_d84adZj zYhJ?XZH|UYCLnEOpxX2fg(y*he8fDME!-#+k_KM(&Eotl$nPzPa(ejQHIjwl*an_6 z(i(4O9L8Z}|Mdfyg2j|>MR6?|@UDkue?+b^zu+ejzn@lH!Dzv_ew#z6e@zk>Phugj z01-w*5>p;4_YQh58A}Em{&PZ)iB5LT2O{z)Pey#H!y8DSvMV)a*ITi4@-*VoyRw7C zF4!8FF-95&q0C=KhV5s6?%MtUw#bZiz6&;=BLlev(0tL6J)Eti`PR29^gyWBG_(Rs z$sajfPKgG);J9jS1Xe3ZFR?jnzbgkk=l!hF~dB0mlIt9J)O1=5}1O#luZ6e{6@;j!uJ8%{ApaNbFnf z*kVhVsG?ZQC25TbBFLRJz(^rMlZ!@*SS~%R?a)9&#X(I?+>D>}YNE!f6kdSvZtFf# z#4iU$`r7yY&-5eZ3SNr6A(a-3nhNyr8ZFL@<}xiVw_s@z!&+$(nhT{b*dFund&%+~ zKj{we<^lY+%q&`Kb?x4rQSx8IsC_Ylhc%BZ3?tO=A8wXx3xzew5yjTFV`r{XvgYj> zCq8p%CON3+$~khW;N|^b{+ui=%;(_oqMn$?YneacA!lRyo-Zvh9Le~P1F7EzdCI$e z-$`(uXf8iz>%(R+*<+^_g+qs2RuW5PR=_4Joq2j>+wPq2R3RWIY9wfd-!j+(7EpWc z@}Lr-o0AHG9^-r8+`M@D1a%eX&W%tc5?A%~)3~P^+vXZV zH$6qL%vo0`6>C^#Du^0akC*4~gnk`en*5~|R>ff1kz>GnV4e1@-zu-=y}kqnHT3hY zYyXN82p1+R$nxQQAZ%BG#Do<}Zt1M>9yCTPQAaI$sdxeckyi;Ri%q~KVQ-WxXCZ5# zblSHyPU~nGB?K5-*{ig$KGMN@dw!1fDyr?;^V}Ji;tbTW@w{EUyv9^@x|`U*zE7zz zvym;+*S@z`FJzmSW1y89*#s6IW$3RRPmx>m+InM5!h-Q~$^c<7f_M;}CAOg7W{yic z1$8l3#7B3%ZKkemX=)3|`^o5Sh5C)s$5Z|8V_B=-xz)jbeI?N)QPY0h8~`*`NO8mE8ykX&k46B*=_??V;A z%PU>3SmW0x6*FB9OOk#25&0bVZ|{RoiL$fdGwSASk!0PIZ=-o6IFKVuaEY{NX!Ern zJ|BnKiunE&`jix=XVRY~i|cGkMs zJHJoQh)Z>%j4X0Ym$N7Kyxu4?yVEO*9_EMJ5r5MJHv2f#tA_ZKtkdGz_2cWUMvnW5(EidypQV9JN~~gvqjL|KM!c}d zep>DA#YSHG`TfNwVFQ(4MKq;q7*Rwg8DQ)R7ZjMzLYd&>dv{@+HmRs>?_qxM%V72{ zWN%%FQ!1+Z)@l`$oHhQA(utd2;oK`KU11NZ9$sD=r+8v+X&d_8(|?Z@(WF*z!VdmwD*8TRaE;(aTzxE~ zkePhmT~(`;py&@<$v0E9lUmPKv-I2K`>ID18gf6a9u*qOzdaOt@>>3*i@e2`APe}2 zx6v~(Xwilb;FUw!K@^2C8;&lGfKC@mpr zD(ZH~PM^~q%pOVqTu86O3<>D}QpO@_x5csqeXL`QotxDoF59r<(@5A6dkP~$Oehg% zy32fyA7naMI!I&&IaV&AO!o`R@&&>}4OqnXZD`JWW8r&jial!OrvY)k@!&8Iofy2xOV1?Daicr$^sg<6)lf zBj3C+Y%6>MOd&mqe^Rkz>(7@Ci{tNH8yQ9wlG(x322WDXpna^huN-(h1cnP^nY zvsR5B=45dURdb`c7B#-7-L-c7?cO8Qy3Jl4uYAG7PPu&ZNaNTVH?5Jy@PCM{tD_ujx#_9xB&5`yw= z;oDdLJ#8!VpPAd=PPANf!Nv1Z-)U zhB-TPmJje5R^m48l3 z8^hRY&}1vCN5C|uzR)lXQX&rbEi6P96aL&U<)}X;ac914>*Avf{Y0r8fL;Z6arx!O z1HcFX(K%0kQ8KGiBni9+x`eZ}Do@15&P{a@Hr{-*ZfJ@p$(oZtg$TS2TqLXto&RcO zgQ(Ilm7OA@{I+rI z6#Jk)+f$FdwTGKoeX!0!i-fpsASJiczC4Vp5H2~4kI+RZf}RChDm(RKKM(A<5m~eP zEuH44h80}6wNBU4peUbpB~+;=taM+#b;+GB>G5#(rm}%8^1TjsjtRJK9clrMqt3P?fF#C1|4M4YqE)v6w&sqN4;Wo7pH2AK8SSJ)(-D3k!MH=~Ig6 zZcK{t49a|Tm+#C+)S*Qyx%9DI^03?2?AStGFbu~+jkz6*a z-=F1-6J!eHwj@N%S10`Q`o|dNm~kUK53iDz&y5`$qn)Fyz1bVzK47{${cAOT$BiaO z-Ayk4g+J-xYTtEbO^j~CkG_dLH@Bq^j1g{1ar0;vR`M_T%f=nAgH9U2nS)8B5<08V zmn&=q+x$S058O`{5t`)`qNZ8!arXoYMy+^0^inGq| z{o6p$d|lW1dNlW=@>at}1S6aH9)swODFcE&0`D|bZmP+%x?k`K@gkR2j^m_@FJ(Vt zmdcWxHKyYuxZCFH`XbSA!>(Ul=+q~ri3R;dH1dA?D@9jv6kLeH(J&s3>4t{{R@(3 zMxX2jY3F2cn!=_U9qB-O;&jnt#OY(<%o;X8N#w&Gb}B7)IM0h7-BSD7d88Qiq9tjY z!If5z7vlSolE@7AJfvtMr0dyYsg!-P>fceFn~K zKaybib_kD2m;heF+1&dJHIOVwQNQ6A`!HzCjn)LbIO^?j<-Uest@6^ll#T$9FIotY zX)N*{kHQ`iL#gjgBVwXl7u8j>OxYeV=!AG`Uor;cefahY-=aT#VuV7e%wKUo6GWEX zQFo7pHrqm_6OjfXrCF-Cu(GgyYqRD>WgJ{x~9Mu7qNJATvzi6cx_{sq_Hfe(E4_70vE7r z4g(^Hgc?y9aT6Haf)4BbG^*JOoX(E0Y`!JN)eh=YI2jIIc=T54%Be2^JoVTSVd;cm zY(4ifO`N@rBle>dAoY^Yeq2q<4MPy(1je|0zr*#y?^h$aC;eD3$7fIMbZJo%?qM93 zV6Tfd?XJZm5L34PUu>Xj=X=~JH;fnzDr9j2K-sVE6_!v4v7S}gwSI;Kj(dn3MK8L>gYh0 z2A`_Hd_R6_oq_JS6`Wsn5hb4`$(Cdfk8A}ePJ+mg*AGMkPxJBAM()NuWak|JRkiq@ z@sFr7+C=?djaUIh&sm`W8M;@EG$mrKQdyf_Mcy+8Mq^|`Iljgp=m{MTBTP6!U=|lz zi(7k_t4B>#v-ANF;Y|v<-E3J*x}@LIoHhjU6Ic{shEu1z@!FxxqF}^6UrMvZaL-3&$4RQ5e`F;*6-s)7 zY*+=;-;VBJd#|s;+P6P*g(Q2ZsQXx3$lAo`Fd;o{RA!7$$A=2(oKc4p^{{;DDf0Sy)pkRrqVg* z?9Xhy!##Ywe*Q;|oPogL)3Ns%>dt0j`AOpLJkwl5EQ$%yD@YWu90gMve4U;_)ruoV zLc^tCEfo}7aO}I9;O6f0x;TUs?#%Y7_P3W+mvwhN6RdD%z80~UHu6}yP=F(nM{Ye% zfUxsKeQ#pJ@2baODQr9{+t5K-5>rsVF0BO;2;HnQiwQZA(`tbI2Cb!UvHDR$K6e}~lWcKe&>eORZXkX!dG|ig4I5%w_WVnZ zcAZ?w?k13KqLN|$e;9k~s5qML-*@of?i$?P-C=Nd2`<51f`#BdxVu9L?hxETf3fj%4XsC-5?m7#J5zwJ1QOk&TfyJhuW#{e>8ka& ze=ml4CV(+V`k@7;ooDnk*x z=Nlk4#te7F>SIB0Qw3ik>FvSrxe^IYb9wvy^`5FO$nVeG`|r(GaiF%b-SYF|#)l1Y zgcQ6VAxgXIv!n#5MAB5BXb%qyHjo|&)DhtkKkg9Ze%pJHr!)g3lc)TSqC`3_7=2pA zARXXT$3silPeqv(_4z;vHt#(SIQgwz{(MvEUhSl->#e(CcpFfyTW5H$-Fp5wE$aWb zab}Zi(DV2u+)}AggrK6qBHq?U7n?XsZ*G=oyGD=8|0~uReXE39NGwKKfW`#lT!r8| zi0S*+3$FujC!O>aaWD=5(D9*l$}iAVb%ZjQ$hp#xw^q@?ku!QwrHewzuxPUcv-uH0 zG3$WPRwpuh!?7@h_@pe3j5=*`$&d6hTKQEmr#@PFNCoUT%?;-xefIZF%lWvlV?{h6 zgQ}=ktJ9cT=gT4ymc^>=I{v&SS9>G(2n;F${ zN(W17`1>Br@`Z)EsWekwM;`67jemnE!2|d@v)cfGrTZ>u>7#;VrJ{w7*`w~&@Tu22 zbN%GKG20r-E(cRd?7}gRXaNEMu=;J${v+XHJsO7z0-0oG#4RpElMK}{&F5qVP;m{v z2?Kl#zuO0qMCmipAtLfbSb&sAX+w&hkPbkCevGrL+-dN!Fn%(wg({*KJBI%TumOU- z0RRE)(z?NF$GGoEbP;(Il;)TbD$=o{Kxn^UY5)OrVaodxk{l!S2ITZiX>9BI@o{ftE-2k(bF@)fB=Hjh*v4QOi~oUtCAysX>?_|YO4ck zk;0A+zk}&q+t{zEoD_(&>(oFwd?3Q=g0A0j=Ivdl+bD)Smec^a8g_dxmxDOY^#e7O zI2Hf}ic^+txUQnO&EH=oDcwqiD7Pd4XS88(3>WATfBu8pnE(xBNj{u~eBv1XiGIv5 zKqi!M6^BVf->mN8DyKE~q6aUXV z=+$M##9k!Eg4f&QAw##O-1B!3o8yOmr@{=Iwo_!bZ8fOHqhAnDBW09ka!j+oHto2Z zo`_&l$CgJ17?Ub+cYr#Qi;5*o$E3I4@2u;l%voI5i2@3jPed(NV+PEI@Z%XMTUE*K z(y45EdXHyHaM-eWrX5=&$B`;0?;UF_7_Y~P*eWNDtU@GFEo;91z)`If?Ql#BU&1I~ z%38&Cdhr@cFty*=y2>7IcSzHMGoZo9cdj66*iG$zSyR(%w|R9+!~=A|9xJ%Bl0JEU zj%>;0MMfpD9Ay2aw!E3z)%x-pcHh%Rr!B{HyAogqcZ__KYAGcdoDxT1T$aF^&*3-Q z&DNsbXrzA!k)DE-Ltce@~RhIRcvFI4k>eLpEhXJvGIutDYyM{z{1F?%yHWm z*x6Hb)(!=T$}I9yWRzzwitL{@Yj!!hTgYKdGNAs0*V~mIWb^_y5tN{xRj_Z;#0fIO zr}MSv$p-3U)&;ygaS)Z9fhI8CWGH$+deM{*og&MU`FM(v^VmvbbZF$RG?v7-n2pS3 z0dem=Z@gC!!^-QZIrKuMe^iWFqB2FVIuNOCcP;t9z1(&RI7f1n1Tk;8x!j&2GC5t{ zvAOa#!IJP+581Q2uI2~4Cu{#*a%W}DF!0@YKtBK7l#t{g6PMmoEg;GvttC|}O%V{7 zRfKqMzDz*vYwrkJI#&0iR2OOW}9q_-AmjXNOMIygfVmmZ9`;(93cwLBDpbY^vA_MT}}0 z{_dm*(>FCLa|>DQKkSRp$?wo&&AWKaJQ=&h5~Fn=P$!1Fca-y&OP%_dFX?Tw?4USi zE0Owv6EzZiYVYLM@W?Y54k_(agU$}Pl(W4^^Iz}ruM#@rd9_ek&RiB3{P0z3ck!s{ zzG%dKdr0WG6DOm>QxR%*TRW7fY5ek~tg?`&&10fZi&cZj$!DghaO-Ytz(-rMbxLyQ zE5C1a(fDIsoxG?QZ@_>jnt2qpc=ngA8RAz%^c+f}I08K-yj@5nyV`%#jOpbA-+I5-6%~=z zjha7hdR@q=IwR-1_{?|CPfHky#cTFm()XX9@xNayO*~35EKJtj&F|~o6~B`Wd5P+ubUR-C z@UJ78Bl?icOncPjXV`7K|2-D2j9+Ia@6Qi|^9^L zfE7bi_??erNA|YvCM#K-Xd1G%uc0}Q-yTXkn%%3%qe-nBqu!D&N!%q&i|~ZnSFEgF zEXkjJPfKhr=&O55WRc~f4tQhqaZ*ajM&{kCSBl_US!fB{3#dQ(c5wV8*Elm}_F9!L zPULp`-Xl+hc)SLK@@Rn0S&=dLfNSSxJ0uh_WCDDhHs__2?n@xiW8OWHRNwnLuPZ$E z)h6i5jdWf>KC^;Et;t$NJ8EKS7dd-!t`tM8U;y3T1u(~4YfuzHJ)Xs@#e)6Y?-s~fhpuPo6%Z)UCN7n3A%^w07;TFFt z-cn86u|@~l4JtiBS(p|UQ4=aiO%qOA=Xh(YBX-!@A-3F%RTOV7-xOs#Cf4pn@zPml z!951SF}d*Jbp_Ex z@sOAVCNGo6CN?X;{7jmkdT)9BnbytWeeb#1_xV7lQ9L=Lf+xHEfz@rLDk3dlpJuv=wbzbBpF~0UcTf%S z+87@1z{ZCFnF%7=sZbnDRig~vk#cmI*JVrIIrZj>I7LSr!C%`~Sz30$?6K(#1WO64 zvHrxG+66FIBBgm8!y*vJoaa#KdymIrH{Gj=8sBGeC*06SU94w^sS>2~)VlYg$JBR$ zz!9qfO##l!yMj88B0`U`nYqSdoJqBU?D(8mh6Uw&vI=Ct(T#rVl!izXN}$IflSnb) z&l#vgqnF!oYrq47q^KUC>MT_DJ!cf8U@TGX3X3 z+!X5H&ry@HXQKXd5WETXj`W{Xeh8qg8$b!1+pwoT;d#X2b%^IP(PL;|wS8pSq_+QF zoVemOUr_{67|KQ64MFT?b(~PfCBl-nHC%uwZg3ehMo8KlK`fbl3M=4UA@KM}WF-@I zF2+_$ETLAFNSvNH=2N?U-3zwuT3j_Bm7MddmM$mW6VeOzSZ8#7VA!Uh@79M`Xl_M{ zS%61K4&YkC*Gbz(Ne%|lmK15pmgLDd`IM0Tf*|aZpDo)DxY_L3u%53yxo!nAa^qY& z7v5p*AEhvuBhKKg;ARUUbzm-1A!m4iJISHE$Q7C=t_GET5kZ`X$`6tj-8{smt|ZUI zdfLId8`(}G-Am4M)!A!7ae9QrH4Iz7G*3YsBEg)Wi&FUFfrkH`ze$9DCoTZ)Uwb_L zJ884J{}v1WYo`C1-~UzvZgBsv)xkZ`|7$hizt;Jm=KiPpf39}Oq(5?VG(U$0kcWoA zfIRe}f$8Jb1l#|1;@_5MgHh`sN}GOeNo{cFM+-a^S?8iThxb8~lL_=8YEqJK_EV!h{M$g<1$$ql2jZCo@lhQ78eR4J>&ohq7G3dBNS=A+?n-CS zd=H$i7H2(`Yt37XH9Kl>(2&m|C}d(_NoTcb?{zES$}h+-E(fwvK+!n z-L-jZO=INtLiUZ{YcAcmytQl79gHq5FQ*Bc_|-=HqcQ&$LCH`9pW04Y`ds*n9=0dB zvnM@LRI&w}*zFhx`Apdxyqr>p9B8p1_(3;ZH=E~?5&p>q@D!b=l-3raxF2cz2T#Zm z*vaZW%$j4+ZtbOAKOswn;rV7)jKH$trsg&S->)DaC3wGgcQuHtj*yr)1+s2mJ=%Juel!ws6Sf!&3Ko5q`^QzvxHhIRZQQ1`Ir~@bkup? zF##CQ9TK)$_z9CA@cOv?1{@f#P|Z7N$esc|St_z$4cvCx$!ivsK}5@`NTAaxTtF)s zzvoHmK#yx)ObdFRFkc1R>L#9GvJ)|ioSl5}weC`E&_y%MX+O5A)aKVizZaLehEa;rC+%ErTgN~5 z7)wNt-tNrgYkNX5FulCa`(l@WM1-fwX+?@D}5-;^WB=NlsJ828mn~yO)59(xa z>=VWb18@MQ?yUTMQA&|c^zQde;KkAA4&sZdMEeE0 zsr;%{tRx8cFUir(m5gp2Z08?S4gi?XWl%SEL4aU1mQXa&@9 z8HZuPvnKu=;7`{WOU~SZ$5#9s*ds+UW!h^P-Hl753XXD4a*H6#4Ef|zupIHJ>+AO_ zW=o~yGot5wKX!Q{qV@`rpNhg;r;;%S2(ibuW| zp7oFkZSd}Jw_Vm%_??HUuAK73yvQh)u6{A^`j}v;M1)&?XOY_Gu%4z=m}Z6A(Xhlc zT-WA!`EcSB+ToZMOJ!fbMyTfQGZ0_AFyG$l3?b*9Pv3TdpV?nt#8j!bafKY-el)yI z0|$2@A~|qkGkFq0ig}}Lhd|%D(uY9t5R2y$`AGGJ5;hbjd_lJacw@_L@S#py#C@>; zw;uhTP)siqoC8?hHF_&b-vXjNH!j{}Ale+Sw@Ww2`_P)`7cS2xxrzGYTxQyozsfJy z)eCc*b5aLE%gDRI{FRjBij}1{@)*AJ{>s#wx1q6O4R5(%76vBMM@fyZbCZdYXUtt2KTSbjZ<-q}>*ZtlqT9jVz~62+X$>+3 zjWAZDyAdgBjTQVoMgkJ*u^=6rgU|e)vA8fRNfcmm+8FBBrWV@8$)uu;z$b-l7_Z0m z2)o2iOCLhgvUl$AImnPgrgOwfHFzAgmS4HsVtAL58X6!ZwFbnU1RUEBZ+@|gydmSJ zeXFR4I2ZGy$ryAI&d|4c-m@cH??!!xUxvM0r#*vXRGc=e&L!_nEIbu#H6>hI8U1;8 z(Iw+zFv|tz)O6gmxl}~{W~9Yl)I_*plMrGtc2f_sqqV)fmjzv2UN56>HU{z`!X!nQ zBYcdLRtQzZ2gx(ISxOow!p_D7g*8U-qLkM}^1`A@PPC8-ZV-$zgVa$L1w8+Us- zHLsgNkY1rIQg9Xo*I8K}*O3qJE$w>=@pfjPac(h6DiOjxjzro>@feEI?k zN606bHOdSf)4Ch@!ms1+D_pty`+7?1yv;c#DQ}Ted~)jh^bze&BMgfW1^@7{D-^*%}j^8ufQmVn--e zGyz17$6^pgQTz^+GA9oB*z7`K6{bkc3M>(-_Ep3`j&P$ud|?uiqHtA7`dd>`F}qa_ zY@uzRI@t2kvw8nbdQ@Vx;|263KfrDrzA8ZA-C;6VG%ujJ-b49onv(J2(d9*At3emy zf%tCXG=4%Y&&43sAd7YONn1mQ$UsQrXJwqCt8&A7USdN_-3Ti!O6i&0?+0QrUkJ!y zCs>n}>V3FufoSfxBrQwVKANyW@ZDWP4^I1d!&p6m;o94)>6-bq1*l}@JF-(Tp0CwN)ygk4RBN%H>I*96%WRfKye#Lq<+C_h?cK$d5+4w^7{Z*8cM85Dxu+! zPa{mHVHJ8lL~g}3G-HF5Dpl?xQjO(^A%r|T;#eMD_HnDT82*a3cptL#Fg6@YPHyDK z*IwdV7h!-Xe@ub24Q+pl;!On#=!YkLoC1rCdW)b+Os*;PLA>5Zcro=fqR9;n!g<1R zKrBJIF0LJxvm1VMyUt9lc1s`qX$Az4xakoK^wEZ1J>8|RTK+C;^p&Ve<5-P!F>`Xq zz-F0!+o|Jc%>c8oZ~ZrOdk#1DR}rCGABah90{lns5{P}q?_jIf9NboGm>uFoaYt@H zvcl<+(60|z2em~@5i8o5Oybc*V?6(iRU^mdO9T7#7PU z+Ys)eS3lU%X!I&~lV!yB_BFpZ@W*j~&$4P;@C3Fbx2U&6{B>dru!bc=&>RwQlrje4 za*x7%ljSw(t{MqMb%lBEAR-yef^c-Q{c%&E>^~-V8B6&yX?ySMflNQl47F56wsG8%+>x1PbCe-13ddP;EOQjCmdwU^g4b4%lo5v)RV*g|$38%d{ZYz&6ZWU6Q^b%+P+|}b?e>(2((+3!>o*RD)CTY@5p{QompR;yiQ=@|Gyz}iofbDv1hXAy{$TD6aTFum`p<`Z zZIRhUT{YB31iBaVEk^G_ZWO;0qwFJ%R|>$W+ThTRnZAePoL#FXg10&lCPdvh3@hpXk25v!En<07Q8*|^8{tb(BL;zK+rVdZO@jZ z{Kln?ocfr%%8ikddQ)g@6t!92CY{-mz}Iw@pn=WSVPBGx%Jljq0Z7b@w1BlXm#aag zUV@2^@XsFNS_D&tl0YCfpp>}9O$X1*Z+k+=S8y)1*+c`gg(dT9cWQHS{TQN}hvIuo z?lXPXATAd?xAMqiB3Lehd-Q-3O{e&%^q8yOPQ^8yNH}gP~LnHB>F)kiUn z3)>^7l9wXuBDHSchWZpC=avw|d#LE@^d0{rsNU!0(${yWsgooZl#hkB9^*6rnA=1P zTW&`pv$AICk+e1;CTkGB;xj#st^Wk$cK+bS}1 z6m)TC-9^&j%N181Bh+S!d?ZjG^k809%JKMAs^R#E%cvPnY7;`hZ}2y z=Sh+x`;j!0t;L;HsT#>iyKljTrp?3FH#xk>jxjmvy~n?Q>r8!p)(gQKhF$u_+h`{f z=dJ#XguF((&R0P#CQw0dKHG#7H^FsSz<^8wB2mMcf5Sc)BoQmAe0jMI?OnNAUTlrc z7d98)UbA4k44VIrE&NT4x03WPGR=3N1orHGkyb?zwQ&AdhPs_Ls6!?JS$KE}FotpR zK9NP>*ppDQr4a7?+Awn=zK{;77>Vi3BtFJfRoC%0+giv#SmI1m_Bc|v2#0sM7pHl> zC@)jkM&T57&+$?51o5lc<+KO1>BZw@?PAHL2XkDDKBfA+@tK@mEFz7MTGt>(pp7Rt z>l%*QL`Wc+|6&-aKwxCZ5ZXGZTFzK3@S+ty-#h)sUB=DsKcQREJ(2MnIS7`0@=soV zFQcccu_l;OXiU z(O-9AR0sF&+Ndn4j2+m&d6#pQi27%G!(fr;h-+XV92Q)U#nh18-#^PP^gz?aD3{Gd zBU(ABSXgGjM_+5>B~)YitMODxvsZr_kM}zJ2VC@*W_NJEcw}huY$?V*H7rIIeR8hg zJ-E<(++dDDQb^IL#Xry4@MqWCbQBnTLuqE$v=*wNz7L7$ghK84Mh+hwk(|dLz?A;w zo@;h9QSiUvUVi~gX!CEWKniMfN zN-i#$<62plm$^mD(|u-BcD{;OP#q$!AGBg)aw}3s{>4U*Ophy&Osh#z#`BbHqbg6? zgVnp&6X)5gN(R3K^|)`U&P4B!pzelD>s=}>G=9jOW8k~)ZQgfHjk7eF_mi{oI+uI1 z%~2xoY1+}x?yycQmVmD^nGpQc&=tshpkNZbt-Nr@HOJy>Lj1bRN7o*YuI_J~l7c8c9WqK4|W+h-jjm0J7tbbmDkBi>5c?{s)t$!e5Hjs~`9xEyI|$Q7kx4|w`) z)EJRkGrtU8Wi*2yWMOH|VF!?knGi`dav=`Wh6tufIYQbiDm9e4F3JD}uUWOASOy7O z>irh=3|sVd?>?@)j$rc(u-+}>k@1(;1Vor@%>3PM{-iUw!%aMx%d@GG5UPb&*rAru z(IJ-cWAtJyySpZ^k_~68^sAn6H@4|xj?P4GI=U%)^Ob{pqD>L?)G(VcS#`Mr-{qeF z(Z*(Q+n=0T5+~b5q+Z;e+{(p4#&HkPvt4rF5H;xH&o79VGx8!vcPkMR(?7|5?m@9I8{C?)%=xOLyV%0SshGu0FjjwzYfwT zT|>+{oJ>ny!}?7g3aPJ`@+-?Ux6Wd?mKph^uEhRC0P*qQ&=_}9&Sz9d5tryVj{Kmr z7<%=XMJ1bIH@hZn{AjCf=evl(Xh|`@dZ!`f&E$g@#a0rWWuyj1F^9PVwu;C_!9zEY zM3GpT7dT8Nenpo;i-s$;G+?7lWT~OQIt}Swo+%CAlttR_13*n7zbMuMc`U#(0It`PS3lgq-`pse80UfW zG{*cDB(uO8=KUDyBw<$O%eulPC?|V{$aec41%>7)MVZN<^hy5uX{m&vE<#97a{0HV_atR z7)#y!;S8jE*OKaP?<~YklNjxz1dY)L8b_@sOJvYzeuq$`d*0)$C2#2f(**{-bife( zxPoA+zTTH8EuB#2Y^|7N8e(H(Q0UNlS=CkO8p$e`WvQQPRG9xS-ifSL?0=-moW=6& zJC^QOF4{%P-ICi-okc(0E_Z%hVDMMTa!xrAKw5JDgJu1lxdhYN0HMrRdE=9a+)xK+ zakAoN8ir+SH{$)GT&A?plIVG-eQYS5n8$oJ;^_h7ObIIZ%A`0GEOZl&O8ePU!8MoX zT{G$c!F_LN%$Ol+?Z*&ZULk6Ah&jUip(O*?Q=2!#G@1U{jW?bEw?&-=wg~)`vVH%u zJDCb$F(Jb#YX%+sq}WGlpr6iuA!2@V*K)u zL>Tv`RzHA8l{etE8?z5_vC;>L+ZsQ zbq5`}mumeDdTCDRGRyj=dfZ4}kBc*DwsgK7{_{RdL7^PzscNo#`C_|N|73t8tIV4)T54+ z$7RqegZB%ko>lqa1O2Zb_W0tN#AX(WB4?Ec!RLRnT?wHrRZTH*ag6JwIX}w_svYR6 z?or=nHB=~7;&d|PA%!`R68+q-R-l}h?O%4RkW$_tS*v@QQv9b&%5N$Y*1qbNK7Qk^)rQXB&z8qR~m_deqI*c+&ns06&yZwI!iV@ z=5P8-YCXnuQ(~|Y)Zw74SBlaDHLDBO)=|owMsQ^*FDfe1og!+`3VhMX&3NQUT}~OA zj6RYB!v26wYMO#^rlCWv%DyAxmM=2a)e&SInykv!sM(PU|9j$@U)q7E>_7q91@{(> zyB3*f{T?BW3A6}#5zgnq7oB+Xk;gHoFnLRY9R&rIKL0UL@$~ep%i@8!hDHI>hC(|% z@I{saM`P2}xIKx`xYY9^|boBs4TkjK;dx(@)&a6C0b_ZvTH@7 zl8TI@-hnbtmMj8!Q!7mOoC^F!=l4TJSF5Y+XVs(?J6l9f3F`0KW$xm_1wZFbR&PpY z(@IR`kp52R3i)3sE}n#fblOjD49>&1gkB3Hi!w@f8`r9}f;Xvv=}QQi+Y&4Xo2NC?@CYf&&$L!v3?N- zC1YRpE$q?7Eo8WTic(mOna)o2a$FupADN%2Pf=wqh8rko48CGuLNJh~Q(mKg zz%2LvmkMV&MFJpK?@oF&3B9MZtketIwBWwv+lX0cBmmI;apoWtwBMm@kS{=@GidaI zH(Q4n?IAiOulZE@j3zO!y;%?|j+4w_%KEIUV*|)Ouied<|4=tQ~s~ud&=(zaj`ddvwKj0Ck5U=E&4i3KE4uKCLk$JZJ@rLt#U=SfdZaR=lItn zM+%{|0AF$&MfS-U`MR3h@0lW7dAFU(c->%Dab-by>qM;rmejwPkJV zalgjWrGAp7x=!2K5@a-CtmuGQ-3BOAz14@U`cf`7GIf(ldq6#iq{akA6-O36O^fgL zs9l@p>?zud^b=t8S1;)B-OyuEUW0$o;P;?ZJs^(X(jLDcO|(T_kSc&?=7H@kN0Ie- zhUt4F<=BhOX0IJNQ(i3OGG#Yz)#9c}j>W8dL*-}Mf0x*T4n`+kL*HN5V#s^$wsCnj zWlcv(_#7V{7dR&=pDYcz^=J=@j*8g8!I zMM6hE0)m4|Ck6oSyC6M%PR9jR(^WdbiX+(O<*fBOY{n<}{%HQ49TX-Vx$O4J@7aug zrt*APz2{N-7O(YlABNM$B6p9@fN`t=Nm~8OjEAxlS7z03H_=T;>nDN zW_3GI@K8SUW@b{QJ5XRT6@@-Q=HJ6(AilVUNGMaTDPUxGOI`EkzEvB6NQdb;~6i}U-fJD%!D-C5h9 z-Sb%xxf!O{yj=QBA(%|zPHb0N}swc zw@ybb5E5Hj79*w{TOo2YigMd&HP=inXgdROld1U!Mf3kWrmU$jgofNOU;uh}?R!z? zW9cKjP)LjZFbkM^&_$qu%~v@02@7jmxIbR{{YxJ&&3yD^jUCgbg-&{Vfd0`}CdQ#U zah$xQ7p89B%8$NICG9evAI^4`6Sl}_Xk>@Tgw`2N6sbxl-GlfSn~`_CH;ueCEPV_y zKc(jiMuz)WY91uJG9~_}i`vNFWKAPwmNm%B&x6Vs#QnR_dzIzb2u;HC(0-;TyB{t) z{qYr>qUGWu3A!)$;|!4Zg23MUV9iSSlzG{EQ{$)|O(8R(lBMaLYwOwWa)YAIg3p+q zaBp4qMrQtST`h^;WG(AHdU^FiAgS~g;czc_Gcpz+!v9ad%|CAPY&t5IeYsiTxe1c5 zG~AwqFd!rPc(gZKUDfSX#OXmjTQ-l%c6<1JY0>0>YP>Q4QH;IPKk8u7bDiZ;!QpMd zCZ1ThsH^y00XoFQpT1~TpzC>F{d++{IgEJWgYM)$+F#c%aZ(23(T4@JXVOtwD;k!Z zlt9+x+v}4cBB8dr?9-Adf0fB@kHe$kU`uvVfsNB9{S}qVHCoe$c63qwTPKlTE<%mt zCby!b@t3Wh7bM{Ybk0xm>A2S>*$aund~b%IiGIj1O|#0zz@7of>Uva>KD- zE?AySMVgeT%Wo1ruKsyzKy=r!U+OqXL4WSvJ84`24rb3+v-MVE60uLFT}6x49amvE1@tL(00=KXLq;RS(?aSYPR z7c3?%SgPB|XZbWo5$Of2O2zb;SdEklpOkZoz>?(wu?9@77kOtkT!GREk9C&n&019- z`E=#?!RcV?(};9jp+mm#o!ekN!^9ewq$PWv>QbnH3DR^_?{(&z_f00bf^sPkAgr{` z1Gln>$`=|@LtpQ0wIxzAyHo%p@7~B^=&HxmNO`#8&>|tr{3LTVbE-;<>2#VkVhZ>7 zKrf|T1JVvW8FY75gNqLL<6isF4r=YZPS=PisGc>vuOXMR_)v$kp0E{L)Sy|^K2h__ zs8%-xTa>a`&bvv2**AKv}!)A^#sUcQKUa9z&Az_PIg@==AaQzBNJV}| zb{9av@ZF?GE}|BOzyL(y?dS}wt+8tcia`Si{!QWX_#S&)sE#?|$SeW)Z+@RXZ4{w` zExK2zuurD!3+~ewYhm1u7T4Ymai6a$_BC>nE`%Jj! zpA9c&Cl$8_RxuGG2f)2W?HUj1^-4PDcDZ~Dgvz49umyC8s{}t52)9;ol@*7;Hle|N z=0P+Q8k{2IxaINZnCp zd@dhMumGAz37Kz12T~;_k9w@EAe|oCI@1iS!RDyos2=vVu3xcnT(uA3J>8)%DMbp5 zyyFLMkqJRkBvewBKgWg06um6}oxlCi|BuAG|1B>MpaFA|=})FNic~U&aRCbe0%G~? zpx2_Z#_fSxq*CVPKV=UE zENOnIqr(QlnuHZ%h*%pLM0%&U?@Z(g4(H}*g{k`>uYgt25`5>PsV7Fh@!zCTn799X z{^9?To(T9qvP1tn4dR8{?=U3Z*}_OxPL}Q-ZdPWF{~S4++aq!CQLt0|b093tCTr*5 zVdcgq>tN<#C2eKlY-z=&WaVVzVN1cmE5I)*iuB*V`mEI&7&~Xn;{^OR4QWa}mPgE0 zCD6H5=sb2>46y4QA5d_$R1YP^AvXFMHNW_FPnrQ`8f(E73?3HWH<`{&aNpmozuoA^ z1BtD;MZHAS43%}s@wUFb>6w->o!lFqY~;s>C7pdlH*8gWEYIGK_g`{!;d{g}-Eirr z_13*_4bl(#mB&s|(&nI7&s7_CrdB@p^p;*F(17H^gcyH;Wd=vEsas)unC5EuY0l-@ zJtRl9r$o#|2bd@P?21z*r=Am0`JT}$JhH{8K9grkHqX9JN@a(j)*XdJ?ArQ8Gm&AaJohbEcIAV)G9S7)U`EBo-wTQp30Wu8x7%fz8B4#(Uu(xmJ@gRHEDtDdGPICD!Y ze9xye2yI^xl=A38pg}I?hNJkDaw{=?1F1Fbl}7?>cQTQ37kA{)}Qo z&pdcl4-3X9OCE)t*wlQ|uRM+56R(kZFc)?dl=T1&JU>@bhB~_z7EDg2{3JaAV-(c1 z5;c5A923XEzKwGf2XaGNhOAryE5`v9DK*E>+Z9M-d>MWuQ341rv4a3E7LHQmOtqsg zKe}p6SXK6fzW*>T8KO68fo5t{&NbYg&)xli3wKe%SuaB-5_WCeb=Mnq!k&Q;cb{7YMzraO%bBg1hS z7>M)iP{d&&5ZDFvNKU#=seeDi&7cDll0;%C9d{2si+0mGxDfPtyWS)tlDb$kBXYQD z#A*a>6F(;oZWoab>OJkw-U*Yri?XX$kp8K-4xzekSBu$Wa+gq$ zl!6t)m!bKrK^hJO;c-;e~t5eO)4%_pbgKdZZSjbtg~q0b4*5BLbe zjB%~BsA|K#=vDD2nV>5^`HZE0Qg8g>b}CsLfo$^4so+^8I@Cq1w#n$=0ZS09T9qre z_;pFx)Y?!}<2Ny^qOpdC{(bP+DAfEW6#2Q>->Wkf)~>H-H^sh*4*N09`Br9I*OsS( zGp7Wd=2_YH;kj28t0kZLxJTQWWhios7x?P1nv`t9ioqm=0r*bvc*bpn+CpY8+O zWALp4Yr-viE{lCcTTKr}O#N+fKZ1CTG%KNXruQ}hwaS7p8CHewEWn*YK{#QeQJf!Z zPwEDiW*}nApqXOs@$W*GV{*Qc#U-#00ax=5hiH))s#dW-ozt5l8+5#v`%szGIOoag zkW+ptl|^?d=h!Vx6p_C&S;QAJrX2{5uGld^HErRncMZfBRn0>U*oP)NN+~A=cwwfr zVxXcm{>tK(^bi`=!5iRmElc;PqIM}u8EQmJhrk>1Yd5`~x@B}RH3H{x2_euMT z#M4S2MtBOjXBohs3dlEvaf@dVd)p7A;w(sCYZIplnz4eHq?_PnnU1+zyM4-KgGxKyM_cMp({;?FMbe4!ena~>yCZQF}_b2eS6xGDRULuMU`E=ev`IgHjiTzbC zV&>qs80T2U1Fq_R^;o_$ooQ!J?M^^9jKR@%+Yuj z`my2+8`58YXV?VxY4OWg!(@~_%NW>vOt5@>eba; zCaRREGi#EG4^~H!@7f!a)8qGRzRtE1#jhjD&!GrYMLD}LvkxQ4O52vy>8p=7M_ZCr zKN^2xr^y!&A_|+yq?C-Q{n_ix|C#(%u@y_>5A(UG1>E$u2X(s2pT_IFHg{E0{Nv(% z3UWPQmaIR#M!g_w(zjGS1AOY^y)5f(bkK){-%$ncm-H}Nkp*(?&RL&k2u zx)r755J{n#0vFWAFYPh;w6P%oyEhFLT(TkZtV3!nEtm%iyt>MiQte(PVNSN^3hf^E zUekLve&_$F?YlkX$Az5`RBPrm7x1ep=&7fwx{S4#(lVLcD*OZaq}|A5Yr3Dl0J7ns z8U7)~w&Sz)$5Ymz5X)uKDXacLvJco)k^_5q%*SWn9rjcGs|MYUMuCz;2==*brS%I4 z@_f1Wfz|<7e7PqsPx1Fxh;fT8!6SP5g@}EL;8is2>0&8{_H{Fm`ceJIoYIe3qsVsX z%ySxTv3TJ2g0Knx)M+w}o=&9ns9E(Fy$-pR(J@=ybF!4$-7sr)W({rY1m)YQ>Iw?V zB~F!DZMc$b)|WWkpQ~CpIShsX56{L5X?wdu?wuFJ?HUKK=;%S!rIuhfua=D5od9TD zrymo@6ltkzSqtzQtU1^}n-UTG)vECRA70)vDz2tk7#$!$aCe6Qf#5a-mk=PhI|O%k zm*DOY+}+*X-QC>@5Zu1W^V(zQ-1q#sEY|AYwX3SDs;f(S){NOs;bm$h!s+0off+8q zm`25^Y9f$biAnyGN8V)amm1+_ej()1E>;d9GVzZUCBRF1bA>k2B?@N>H<7dX#zS3h zzUnA%6~IoHSuc6+662AV=YD7Q(xv-mG?Oc#(AzT~j2u(8F|&7{mWX{rkjv1g;+Ct- zha9iOZ+sw~(?XE+lhwKVt zpNa&T-J!5f8WGf2+maKfzd(`6KSag2gb9!43JJ=G9K{527{4P%+oeN`Dio1gJ`Ou7H^GTZ?IWzm@ zWT`dNrlL;l+#!EVmzbLWr%|}r65H$0g0i&3eZtuR{HGK37#t$#39ewKq;Nl7mDs~e z%TCC>l! z?KA5hgtRVRwVWS#&hgTk(KIvEo5+(TlBOu83_G?~x=@0Wf$pC_8=-xxSzAx|@Ci#T zrg>6 z>s>R^eM=j^*4-W$?Xl`{r}PD!(-2;Z3arVdx-hA??LDKl@b22JyF-!dhMiXE5Npls zjd|mhl(cP>dgYt+3~&x|NyC_ETnYb-wMOj00jD5L|0Tm=ud_~f>(p5i6^244J+R~V zp;K=u2ViH1%N#7tzZnT41l>~SSDgvs$+n2(K?#dNY$(U7X8Dj!NqbtnON=_JyrTUs z23EAyQ*Ud0vayUbuPf0-7|2MM3-)#NWV9GLgahtFa>RYeliOl?08I9aBAflL3&4P| z&5^T;T!oteOm3|CaUw10;Lw|G`1;Jc&29Ot$iXxdqbYTP>_8KivsuaF_*#cOu;!Y2 z{DE?nJpe1!_D15=!|&#&7BW~;(9p9$qrLdE+`UVvkxwCa=p z=LRo(fcu#+LdtEpkPndVzEgi#B{f}Ok%#cr%1LN$xf!s)BymIiw`bK+S z1%{-Fj6D3|uMa4DG$Eri>4Gbmc34WD?6mfnck*3<$d6=^Pj+M&A9!OJ-o$1S4nM== z9F<}8cp#7o+Vc6wW*QR;a;%olvOz?b@T~S!>l%4Rt(^SSz5AO<5A$ zKL$f)6=dlpUiEVvC(Od=bh**K%?yEM`N@;$d=S*A`ySZ}FyqXFy4ONwUW_2n&piYNb*@yy*B1L8SF|WeoLhsgxdu6St+@tfhXY?6kHc=AwHNe{ zKp`E0HCsAzDwNRp(0e+SbL&|ACW2z+3LbK zBb2N`ghPj8{Z_|(mvLWXA}BA;qgH)8-jMzYHK>87dU!9Ck$A8sfEv_McbS>4F` z&?kRFEEtzzz@ptlI3d`?AZkx#G8jWNc^6WO7x(D&%`E?(gE}7ua z_l4~jb^`9%Zlrhm%$=6Fa*-3xa~-kB5E9M&p+EV%K0Y9SBw67f6;EPxYPgb)NfUt0 z)->3`=~_f&J@n4XjK1EcFi>VR)7u~w`ig#P0QjDe48|@3gm@3pgyVH|Yyd!?8U=jW zG$<%f_BIu0#Nos480C`?1WgW(3@S|KnsM%|Jb`GRT3vt;8xs}=8G3Y%qSq79Xq+jG zJ*ix)nqIzV^Sk!r_*u@0Wf$UrG1xbpmhP5NQtIjF=&+ETHlXjTP$36^>U+*?SYVFJkGM!0a;Q zYS$uuP8{>8JI><_7?(-esQ|uD5#83$>)l7(KrUB{#^xXKQ}y2see1ob*1ykHch2h(vxjZ^L!CH&7$O?qS3zoH%qhfct|g8u2q1=HX}AjdD3b0p{=T z33%q|tKM#&HDjg7ppt*w0xvzvr$^YR_Aa~Bpbr*_l&4@6?ZFElP4~%)=X}It+ z{Cb!p{BjQ;{t;*dwtzSCp$4!@jL$S~H4yC9vcX3e)DNAEKR|iWfc;@D9sEN4PWdCP z`qay@Mvs@>7xR>D5-FSO;D+hsZ=dvOIA(+h)v)QL29=cre0y0a6p!r|Cs@Wl7bD~Z zP-Rjh15Vlx9QFM-)An_tzh;IT5A~tWYM9bhC3km|MBsp3lgiPV5XY+#jUBV0zgt#p z?!T3c*_dpZW+|f^Aa*M#wBn{ks1%eyIW{&9e4c(JyQkWCcOlv)C5|e{!Cc2TEnQ8a z8X=3@D;hjU##c9=9nsYP>?8&PwDyJ=7lmilI*C;-EwR?e zgddcb(+{FA8l`NU&pKQB+~rx`?d07m9$9Y5fwGN7{ix5+uPh+qZuf71go|EC9% zcec`}SC-N-(bu)3m$TQg`}Hhpu5GAKuVkzTYK4FdjPxS<#)d|A#4L==^n#XVmNs%$ z+PeDmpY$D!b@hd9w4Lb%jO}ct^=$+#&8;jg^eyaQ+3Ek$P)TdsnA?Ju`7;7B`#(6@ z5;Ojq*qd9}{K$>QYSqxkLD!qu*hsS+*^>n4F$)GhpxZjrI%KGLXH?71} z-|D>7PN(!PPz$$vw}e`VHIeDJFzB}+FMOO(=mW8OLY#WVMlK{xQ<#(!2HW17e?&_v z?h)g<*xPpu<88~~#5?b^kEcOk`#KS3$AP}cK^h1wuQlK2)k>#r+ZhyNx!7a*S=xS~V{*Px@;nXQ3xbTDvRiYT zwb7pxD!ZN@`Ol|12OTf_N1*+Zj8qf!j|>v-A{gtJnC1VLG{lL&B~Yma^Z*Ca7!KU-V9nRC9~t zmmLBsZfo&@OGQPrtU7isqQ0P$z@f5k96JAaUw#eI@_IZY{x7~UcubLw7I>J`hmcoF_DEd6hz{-(trU8@`KyzMf? zPjEg(+~li5f>Y4@HRtCr;Fg3!-WMkFE%H2FLH^?~r`xtUbjdgn>xtx@jQjg`v&=IRSfC8tYNg_i1iTKI8a z+zV8#7O~+u-#GF`3#Hi>$A`o95RkXD*1wLgtKZCKsvX+Bud@GSXNJx3dL!|3hdj+m zI5lnE)~t6B`I6pO80aqA(t~CxayqoCq%nIhJGy1+Zt6(}I&lBBBmIy2_Wuzl;Qm(= zf}%vczRj_tUb!PHW^4ONiBk~e+R8NC7=ddGr>{K{SLM^B{uW3bLrXR6G#FNr8gp0O z86pa#Uq?+twT_~Mrtt0NX_f6}J$XV^{nVkf-f<|6-*Z{cy$6AJ z(Ss-3Y;&uiWZ%Z};79+H)^nc-xbAwp{v0KmfchE|5sKn)^oqmiZi5=b5rU>QGJvg} zZ;`L%|6C=vg;9=DPqAi~isC@sqy+`&c>St%-`nLYEdE;p5Vh+$=ynWSYG>WF-*LE! zrR3Z^iHj&Be^%K~d+6%4Y>C?O9e*bE#ZhxW5Nx@6z>5h7^0u2kU68Meh7aH@r#tQx zW)GI>3SRi;Y|~1<5Fz7o9G&A|X-}PBrA0diY)`69sItS$shTXKr7`RcECJC7eth>o zLb&MXyeP%#{?QIexW+*ln&iOdVDsmoGE#AFRphqIQ=vh+ttd(& zM6!2lDgJHOFcFDQ^GN3}v$mx$QlbxooHyYgbeD@YMIBHGOeM|n9!vEMpIT1yyQeJV z4s+H@c|o>Z2}hgn-b;wVzu*%*BWN#yjq2yz?qxVKoQ0v^%6#BlS9#{Ivg}$Pz0>_I zTQ|5rJ-D7OQz|Y&ld_Z_^?$(h)FTR<%(Tu`GH^58lI7$#Gaz*GbhxR~YU!b9H(xv> zY6ImY=Dm&h8|U#+O!~>DdKZ58F!O&Te}Mn;I$(w`i~DbiESCQiS$`>-WQ7Ij%gC@mwJtLQf3MiOtK5xUjr#Xb$^`~KJxf

ui+Q7fARzk6OwSpwbZj;#TAW(D8K;jBM3qi*!jLEud+PI zSb(PU&Tm%NCJoNaDV$hz>Tf9}@u#DU)#x#H{Yf#=C&9ed{QURR;4E7)+MbxWE=8Pf z7Juv|hd9GU&^I<+%U)mjTUl8;GOl?;dsz&ltAwBL~ujlGQfS2NPLNZ`{uu5Rxh zU{qweTyZw=Q@yB9yf91~6+%OMZGZM2+j&=%0S7$y0;J^nC>(UgC(4FPcKK(Tv z!B96``!{wGz*z84RG%B#z%sTaQwHcoT3lFpB_f}D+dCd{x5UaUTICb)NR9cV0S7X6 zPMdyT%4h?BsdUMZjs^24gWB~*YXBzH5lT#(JbB>*v<)fEEc{PTD_TxeqVWJmpN))E zHRLdHCDRcd&-c3L%lyO=x>7l_1k2f_z$WB{G^UMel;-8jH?4pyq59p6*gH^wBVcV= zp(ZEiF5`T;YZeHA`&E5j-bg@Wde6Xlq|cx7iv=J93|D!+rj(>EvMl6{ zQ4!P}D=qy#mH=YF{b5iT!mS)gN){RpmeMjRI9M!t7Xz1JXIKEA1pokI`@7+x&pi=< zfO+0sVqqeLw=&|)c~caL2YA54C3R1nl_)j(mi*DOUlU{2HVr(ZaO)2+8wftn-baSw zWYtM1pzT_CEA-NhR|`;y^ry-d1I}jtILDtAVK+FKYfYYau=hL z+h5B$JJtKeIwSKOM_fED5{ao$KcaB>MdrQjt?;znG zDE|N(MgY{DYn*2MUW~@tl>9$$WRs5etsFemw?TU0>`9s!fET99j|+cNwAd6z#92m1=4mB2)5>i^s z2`gpW2;nRMuAC;9!SFfSy2C@$z363|mP~Y91Kup@k*cPqBXU@~(HYsEEr>V8$wQ1> z?xX59AvWFkncA1h^K)}8pS;U(5=ad^rNbp?BTICs`+xjowH-7cLJfJ>FN0q@_KUMr%Uexz|ZH_{4AG2I*>FczoaSN zxgrGvG=c#@PW!vzAep=wkRgdgxC6XcZ~5-&wegaCcfO9)t-Y`albo#W%1J{{Z#LMv z6b5oo0_XaWSW<(`&7X%>w-!8Zr>YHhR4a|lrgjGkYI!CTx;vl^cHhbk?B296!X5?% zF*p^QatAVy{|k%L3elXL#J0aaT=&v6Dm9}tf@P5PLQ9bjBn=OEav%$5>HRa2Hs-PTE!EI;3Zurm1T?5{S+5MJFZyLSJDyVm}ALVrp5 zIYRwkh&0;p<0;B8ep%6P&R(t;$gUrAlvMA{**L0>1ruqYPu`AfWBLK4eVb-mdY1jF z`~`yKVouYZ`G#aXC@>Kcl&J@`qSY7wo^k2!{}?MWfJrK@1);z8B`7n~yEb45+Zb=3 z%FDyZ;53uz*S=7g{ExGxKKm#>UY6<`X`ElXZJR9!VTu&TI7K}s_vf{KB~{>A_Zt_o zT<5B?xuNh{ed^a(Jb>y|IIH88oP#X1r zcy{nPCiV6ZF-|KfuC3BF|31XK3*{BxYB{?4ADp^$(BA#A2H;boIq?YY{K`Ox9rjtS zUn&(=T2bSA(lFgGEX?Xyk=>R;y`7NI_2lib#A4CoZMPM+gG1Mz!NMBi@Nj>PrjdQ3W(3br0PnLMJx9-ca+QLL5xYCbN^3HbRx>7@2CU=RiBQ1N z9Net(f-~$OK-uf4D1wbmM|bNN|9>UDL|tY2ng^$DenUnI%F?nj7oLpsJVhef9bF%b z)!?w8a-e>(gTs(+nHF#OwLo_SaKxQO=VvKpy4%zhn7a~4{_o6{j2G8=X0v++C+x!Z z$A0m9{?-)lvjh*BM7;v!mE2kGm0n){fpX)(Zf|lvY{rgf3xDiqBJYu=gO6S{LCgpU zC@y?TlBEz zXA2n+ARxG1gu6W&Lxn_{J3VzJSr0ncBe~uRVHbOYu>mnt#)r^KI=)Pxz zu)VO=0eaTeP$P28ECDm6aM zk)!9Y$&a#8`$y?T#WN(po$c5?Q2?SwLF3d<%N?Vxt}6_0^XcB|-bPtvF&X_lUi>?* zX9bm%OAjcS9VC6J@1nOrWfkH~CDenYKV zbDcpFiEnsjRY|`8hY3Yx$zP5!1`znB9*r^Jf*&jTyPmw$tDiZkQU(NkF_ow?UkAiZa6_qfP21NZ3>fZ ztzSJH-=jQUq;G6`B^7+j`#i#}yVYV(i-T_oaLLR{Dv0$cJZdVe(e&O%;EN76$&!7@ zEjrGda)GpgsPJ-}rv4pd-3ruR{4vS?Ql`zChyq_o>I+JURB%bb1!^Q-23BUKQf?py zt0wrb%4nqIy%2ub%@-8cN2kX+Ac!tJ&+;FyZ6JPjHK12c+{^adZJ#c$fgF!LsV$CF zamERz22=`Z8@PWE`X^K2$$v5Zn^-@A0oRgV_p5wxX|YlI0v_vRVi z>#tn+(ciiFxF(cFC5nQ5Ei#M!OC_ify3fe}SEzE%cTlCeWao!k5rHWL-i1zmH($=rxzi1i%f5OJM7^E|bheqm}E#BN4wK`L8 zup&ue*G>SvwBj>zI&1tfr?xpv-%S?bYnYB;*+#_yn7|*CV;P(+b~d`(3Sq$AeKiEN zQy}k5+}ay`5)mZ9^El^rg#TJ==R@uUr5U@??dm-o-{hTn|cSx zh-l12N35b3yXR9^2AF>b*pUIn{lCfjf7Q<9SEB%E3?ZNhC0cE0OA4tO;1fWQ(f*hFpfFnu;}coFU19<&==3@7#&^?w z72$LNtI-FSuJEnnQn$=%CD>kW!_okp!Ue zxk49K`Y9X!*|jy6d1+}00YP`sip`)8!~>|W3EGT3U~PiU=YK}<5-~{?%b^yK3?r5+ zVk+#i^t<<0yNt)j)pQ^ATdA(Vy;d07V>O3{6S}8*Sjqpz>6bJi8%+b*Vu!ivDueXC zD@#LCQYGaH=lOy3Ai^dVut>b4P(<5XSx}uk6!-C;(!I0&OYAy;y_Fl;eR*cU_fJi& zXvC?j@4mbgl#@#;-m;SeBL>#cv!w74oUM%plxx5x(D`vX-ed`Wv7OD#WLgfS3wq zfBS{~S1N0ytQ<%W{x$zA7}r0A0*k99Q2p{vaaNQNkxfru(bcbiC#0k6;JZg;$| ziy?@At`-lb-eg#$@<>I=65~*{y1m?A0;R&89}X{P1{ojm$SL~8Z`4nSvc=FqrV^ln zjEkN)3AW1EOIXmDI!H_>F&v9JX9PdOky5 z_($73E_<6$ItjpzKWr|#$mcKg>rUBEqcOTXFAbnKBQNcjl>O)dEP3IRxiEaIk}Xe{ z!w8G9N?PvMy;xf6M(-aa?{?|C$2|!>9;SaJulp)#epJ2RIrm6tANIIy-c)Lb^?aCK zdq!XE5To~Nf92){t863WdHRw0NL96|^~&+IiF6+qM=9kGO3NUaqGFe&C*I3l|Bv=p zKcZLmmA2=JXY}<)&9*5sjm2os%a|V#o?LdkLZAxqJC+xZ^KP6H>0-w5t#;mT(pOvk zm~SU!*TqEVc|7STRFS@$Z%0f?g7l*al)w13Rgo{0jT(OwclpL?t{*0qS_1mec8z^F zB!dJ@!1g~hN~z>55a9+h78e(%A%RXGA`IHLcWo`}I5dD|v2smn6CM&!v*ZKn8lvIV ziD3Zl;|RH?Si$rmu~tSoPPeO$1d#wQ3cR12<*zj1>;u}ui!wKH1p1)i&`tB*za*2! zq6`KVZ6DWuvtdUTt^MOB2GQG1yOB`Np|h&&C&1iY)~|uijh@y`_~Tkf?0h`ZMpZWZ z3s#(CXZ8yK)tOeIJ|Ui?{qf0wcWOM7dk;&|-t%WimZppcs_9c{tzP<;W2=@X%Z~jn zhJ8*te{(VBnA}GG#lYsOGwit!##LL@QJY?LbJ(IbRq2{;wL&h*)E*DJCx$1%BHy5D$`CAT%v6QAjj;e2 zKI~Hg{(5Z!8o~`OyF*sgkZd42#1A_qz0O{99#<&8dS_}^1+SK49T4{8c?tRZ|FF`3 z4>FKA3_@oiEQrhi1_6#Eip%D_hqUE|R|_~Bo@48P>ha!O3ME^JS8rvx z_IQ3D9Ze-CT7dP=m^|6BDPcd{QTXFJ{sG_xf*|;g-f9kdf1cCurqhwwN)TCK|18Rr zm-bxbV8#55vO0gK!=Qhbd3k)ry-M@c@bTdI#Azr!8oSXhUg%>oq0;fH$#9j5I(~Tm zB8TXrne$h-Q3~6Le6^!hO(~eJm~o*LVd$H2>ac954?OQ;-oLah3FA3;)5B5FtF%bo zxx`mV)Jngk=R>MlWSvj?Yw)f-AMzdO2sEsuiB-gM>feXC=}{-Hhz#Wn?9VFcRcY#f z#L}fp9O3b8!Xfsv06S6zAPQReOl7X)!)CyV7R+f|pd;%ba}3xrc8sC>k-VnG zhZqteP2AI3^IW9cFj@s&-A6nyt=4UKUvVc0kiL1r77IH6KqUd|J2Xsz<4a$zglSsh z*-$zMk&kXQ4EgDkhzd;Ux>EGCe=11;wDIM$3hCzg&-Q7y!I*so{7P6eeCJ{f50~&o zwy1RObO);8U@;kSj3Z$`uj~P|h#~eqm8O;18M?Ap->3a$#cn}q7gVAxI6DtrV;M?60I|)rlz|-%3$41P?2IM9#^>hfbq}udtg& zvWAbJd~GV_wC(Nq`NnP8xtSb%Sph*O|N6EsOlryb3ZXABum*TuG04fXy=C&Qk&01w zfAwrtBsySV#6!sv0xZBAMigVx4R1L8LBPw&yYTF530ml=`4U7&meG&Q!h^;qSMqUa z^IGUVSKYT!8&%p7{+d~6(zAqS^L~a7QK@!{RdlNRla6&O1Pjz-HPL&!VZ3jX%`i#v z45>5HvuLEIVlIy?tlgItj#cF&fDk;fSv+mD%5U}A5A6i1)^bsrHf}uLXAv7xFlCO} zuWd;cGXZp@EC@L2xkEV7Ejf0xE>of8=kuA6MBI$)OUsHw*i$W|RZp%J;@Fa|kjKk( zl#CKxe0BPOw9vG&;IM^-nW14+;2lP;0VMT(I23f)kOmcgRBXIV@`8FRdaI zx8PrqZd+TWw^dy8BwFFPY733+kY*iZ!fcgO@_bNN#T_hIasKE_F)$9LN)=^ zfyOPgOwfB&{S`mEy-Y}n%cOi{ieSRxR3wxE39@o|y^SV`b1|sg%tMF66>owdROYuC z>`*f1q7?I4!Ynr4d^Yf0*)eAH=I>BiZvPC_1MhYv5DaIeU{H8{Eh>Gq?7>w^hJioV z&_g$|OQmGkr^#D3xqFkBCJ|~tOtu$)GHi?3GZI&g} z&A*Km$`x1JFOPD?)Z3Bjm$X2Z*Ewsz+4a`nYXY{;{WH!RRJ0bdu&-}@Oq%DNB3OJ# zxDG-Wj4f2V^(cFMyA%QzKf$3xA!xe+Mnk!#6S=PN4F z#G%MH&bQxYp_acPO+a05swwz_nrcyx9v7?Fc214)31RL8Cx8%ApDE|YT`jE-|H9#HI^&BM~~`O z)AsD4zhdevPW0Gx-cd=>r_?jXhfX$CQ>|LtR*ho_oHPQ2-TO9yA5Q*VEhB89mfG(} zx|MUfF$FJ(Eq+?o^Q;u2YUQJW@*2fat!E&KA%8M=Y z!{T?Q_Z#DWE*OW|Rl0amyc_8J^FYtb>9o<@6|JG;-W+(>+;J@-51Pw9;b93I<+9si z8r?

+^)6Ld_*vR2<*w1B_X49o^C|x5=NkP-T$ho7LA_Vq4tSnti3`wAEchT5{zU zc4*z*6IybopD&erOef()(|?qp^bY5mQiRggBaQR$tyE0%*!Or%<)WG7SOI1d<2BcMT7 z85~5S+K0w}oOgULi>g0eN4SWY>_?u=oPskJgOBKe7YXL?sYgupw8>wC`*d&pqo3%& z>nr+(7d)ZX=53|Rl~3ok8PmJBFJXQB$ndW3+FhEC1 z-&F>SQi3Ru5h34VF91Wgix#uPo$?ycM{y zfwFQFouM(6=%VBJ44rVoO=L|1KPUw$<&{EA0m#krC)Q-RmJZFRMIpw-Oe85UGk!x# z9v)$WNyIqvEd}x2x33-2#4OF-vMs2PsQV(=I*^E4U7aX5&Lq!Krta96K}f^O;+95-#8in zmx!#9M~b!4Dj~M!tri^A3Ta&dDlQShE%SBrh*xs)uQ$#O;^EDWFrNBqI5cS?x$Zyku<4|qr1aHCl)c@Oj~S^$$@wEf z3C!r+T|13negF*dkCf)cB&^*X8n{AED&Gqg59uoaaidPhi1C+5r;F(DIJ|(25%>n8 zFdVQ!jh%v&(+xykaQ`(#-V?<;5+yVkX$^}2qFk&i1)bQ>hu^F_H=p#sn}uH_TTj&G zFR;q!cOqZgk8DcJbm4lc(8^CRrwtckZ7j1l7h;{D{p@Pq)8Y2TY0tnq$z?cu!CDm)6gDr{XDj zqHRbdD$v>O`Pr4i_g1piBe-w$h`p(8%^AArA`H2(6wIHl+=cQd%!(S4dlvu+mZTVO>|-pH$Z%WQGX=irNv zQAqWJ*~&ZNRZv*xS^7*6FKrll7>gu1)Ne$OilM)Ls4xjY{PdWnC;?lxaH}tu1o0hu z0(W6YWm?I^RY;TYl6b|uDZ0=(9`+;pS8hIwQ79R#)NODd9&-uAYss&Qq8tSNM56l`SsAGJV?(nTCLwX!2IBKw!IoG3 zR#tQghenqVZu2U0p~=1_xg|I`hfB(4&H+TvJEP#|>ea5p$+~7w{G86VKeP?226xTD z8^g=Px}c(ZjAYXsjMTqUnum_~m%J;f+lX8uoT@6&Otmv=7e88vt`TD45(Q6`fq)}m z&#G?-YD7hU!%t8bvFwG)A3zPKg;r1EV;g1Wfv~zppy4qkV zzxJ(XA$EFnrc_=Yj_Ih#qQ}sm1Wpaf{zEkioQ9k|1Q}1}4nXRV{0g0MdR+T;tA<+uUxy7!#hBekmy|{Yi42p;k)lbw? z)HbbW&e8p0L^lc*I$>AuNFrTIK-SeiQ_;7IIk=a^;vzcL;LPqS31gKYQ!Dls7BPQpA1%B)39iVP@h$q<~VA?AI6mVjGs)GPNBhWk+%(M=_% z3zuol{^}xQ*#Gb`nRXjkOR(N>pnd;6`t#kj8t%EP5-VF@p8`T*w}e4!s()CSs04(f z9Yy53)LtTk*ZroKrrL?VT9X`h--A1ILCJvX!-7`NEd1nFMmQz157gbs2p^Blgpj+( zoJ`(@dS%HqFcs7|Q0I2Zg%^ATe$iAjYgq7lrpXnVG7CjA2UiP=eVjXs(>WE#{>G%l zd6Zy}PxoLsq@XCD$!2jR)*}8>F6q;QwwwpbF|=))-c7~Ye7{qx)E;dLPAsPQ&595; z^E*7Xm|3b`6FC{`VABtWg`82jim(-QM?gy18SSatGej+1dhJX>bNn_)EQ_vd4lZ%m z2{}v{+C!@B76dGPV|0sc^cShC)7dk-I3aDZrlG6}e>J~ldvKD&Vhp6EDY=~x^Fx%a zl!*SrgR=24sqd_sv)gmZFsz83T}v5=`#nI!IiC-@^bH#7=8DHz=Tt|Qom0ZvqZ8d6GKUz1GX%fo}ESnX45r(KuGiB+=mMlM2!)v}HoMZDXm_VOEMi9$vA zwTW}O+nwATC3SOd)pedf0`NPRP)tFR7AoN&uF~ zT6d9&X=>Je%?-|=k{nhwhyuugxGxMuxLq;43PnSPz2-1WTa1)BA7#c{rc7a9JXlI& zU#w^y2e?^FMi$z8`VQGwKkkqL5Gy4`EI1#ViC<(^ z^ch>f)oM-^4RWd-VAklzCv^%xcdL0&?Ph3+A0NI%8YK73k_Z(p*+xp>ol8TU%_839 za`IZ7(FW36w@r6a;hkLvoMo#KDefr%#pxU#SXoxT?Aa5J$Fk3CPlk>!(|^pVzW*%x zB9>Rz8C>rGNkF#0f@N9I?_bSAXGLg>Xhj<%!xu79;|ML!x?@{{d#N;tFU=r&`HVxM zJ@~Wu%t}e?P7p_S{NrB5ik8 zI)|&uo=*8gfrMdgaXk{c|Sn`rO~L6+pQI z868`YH)q4*<|`TEgseV&DqQYaWWWP>+V6Ta@HL!M;V`Wi=WDei$nzo*osj7Iz9j-M zAstam4t|ZJj9RE}Q$>8?z8kckMEm;j+X&PYOTq4e&`W0v;|SC}7)DlG7dsLg_41IV z9?7AoJv8{+2{?BB72B`)WSMoIGZ)qqBXmS59J|hI#?`K;97zG-Wov$i8}hW<$VuvT z6eM-QYCw|qi2RR@`~kU!$;;@vCuU`o1ud!8LZ;pnm?vA&3D$IWffQ;o(%xWt_Ey>zSUz4btWDf#6S_2(3;|cLXs77k9N2L9sun!vEEfyDSz_oGbFB78{A819lM1!c%#rS8m{H zp@eeG7F$R*P1!6w(<2ozp&9EL`RcMB#=S~O`B_>BTUKgy z3E_FVDh8c*l;oH0=90M?o)4>@VDxIneSgz${8vB0#LUX{hkm10!~EAzQ@pHcZDtWs z*9S?y6Kch;ASyE|Z-8*&3xTw#AJoZQ_@aoXW}}Z2^n5HPivF<*U085(VL4>?z?r2R zXN-AfneL^Y7*6VmBqTEUwWZgj`EI$t7m0To@?vEnWN>Rc`|jDiwRgL>|2kDred}R( znLRvpJ%Prm%1(|eK`4%LSna4^GTyNGe2{{Ze5?O*xL*tF^==^=Rpd*9SgV!waDf=< z9K*WY&^pw_L@voOn8y+q#%|>jTLzKGo|Pl7gR{D;()k_D?EwlbPx=tS5P49F9j*8) zMaz!@+b^0o`SKoPG3Uo}b7qXfPRV9A_r;|@99$Rb@FD`9oUge}9bM^e@{bq{a1aE6 z#BE%c<+^$IbeosAK%a1A%Ef{1eH9lA5?eytE0Zj>KGMwwY~?QXvwD)^U^W)1oNVDG`qdz@tRT+p;jx_WbU1RlT0%n zQL3U7(`;?o0PJmZDy$4;HdI0{3{r#>tVnRkcg^Q$rP1ALn2K6^ zB9l2`YQNfrlx)CV!KX964~RME%JF_Hvtk`&1f~1!LwG)_o$G@9Vi{rS!&m+2a=62f zaK8I3_Nl+szVROZ=4fcHWUbDquBk!N>m7llqFN`6tfr7uAK>zFZ}BRO z%S^#gkSc6};#5k;@zTuGC+}L=R65W7$OTNsKFQIZL$51%54jYjb{vV|oMKT)KRHY{ z{4q+bB?CB3C;Z_nU9S)vv4>cj<&;Lehb4mhN1oWhM3u~f^H9ySSM3SEZ1vQoE|mz^ z$L)7tOf*ZFzC)RQ#MTLoIhwF2iFsO(hrductN#KFm`p5fE1jYX3Ux6TF<4l zkjdFMpVbk$!dAR$pGN|2X~P5=UrLagAHgs6rW%SnFOLm^*=Qn!g4nqL7T3sc1R^!M z^eQ^`3NU&?Rsuh{*U<>Slj99!Igo=XbxA^XI}6F=>R#h)G}bfCHJW;J`E0*|5wGx5 z{#z$0S_|5$LGsc>^KQgKtW4DY3IfjeG$vn{tf6ThCgw4m&nuDshGu&o$$Cmt{k<$q z)(WB^7hKs1B2mJ}P7>3ZD|zutU_J_ROU*$as3<{_l@F3l+~8n!It)QoN_&zn=iLTq z=mR>)n>CWkdvjL5NAScL2eae{;dTso+_U#%4_)|66C(EK%5;1lsCwKDYvd30vq{?s zMIFXeQ4N(Z}e=`c!v71WR-DI$>hyujxcfu^o@zE8&DWi z%zT=vuzaLe;a=xVcM)W)z10(#z!AJnL;l=#>nhdoDsp}(yXG&Bi%`!w++9hBe)&>Z zm&Vynls;^??h#+?{k@bf`+6vL(a4@;)}@q|(B(Ee_BiNwFo zn2tDiz$cl_KizT(#cA~&(qUhNzmv6^_9j11A~lfA@Y}swloYbL!T_;+lXJ>`8giro z$D%cTZ~%YWURIG61XknK{c)N2{9@6U`941&tbZeu_U=}{9XrHXn@D$?zSKI~mZiQ4 zCXyKfH_{e+uK-L#QOeH&r|S6$`mhRKfv2 z8Nxs`LF@O^j}QAioVk6aa_(ul-!~epGvCE#LNvJcFTfA^Z%$GwigUVX6o8#-8B{-{ zr6eV61sWpgwL+J4#(utmx7Ee>^%^9FUD#Um2!t}DjX>d zygGfCCKA~DtLmsPGA!Ri4hvXIsM%CBdVY%3=F@fXxujYs>U~|g?Zk%7F!PsV$ z!B%`bA3j|+9>3E{6z_W5D(TbEJm0Kx{BA%9`S@L+pw9X>QbfN|vtKoM^jYJy}KflrkhIKe942*&pdkU2DJ)P)m=$9_r^kGCQ|wQI1U z+`eLWijca#R`KvtD6kv|05-1y=zGQ+gM1;Xn$z-;oQFLM#lYDuL8=!H4EKJs03)t$!UeOva+&Vhpx z0r6N@7{a?BdQ*TkUJt&Nx3J!hT5ByDQ^BPgR6#w&{x3UBCE}3ma5n`X1|l7YBtlkM zbpkngi3%*HPE(OfE}fT9gv*2}*ITDF*{>cOK0eH@+9BTOl}su`gX3#E5}H*dCJ~vEuG@i5`gxl`THkiTZr^;SrUNh zRoZOgkwC4t9-N25wkW24?@6rj(?>_{6WW|u@bxSQf`{d_>?pqd6uD&GVr$Smap>#Z z*5pcwMDyu~A(BMc-mu0E9FIEPuwHj;#Xe6aLPAre3viPR7$&)7mlAIv?mj-ScK^r1wqLM$a44a$<_eHJ?O2j+8{co!Xw9eVWhW#1p>&p^2gUS%rx|4f41d z8`&pAK?GYpIar) zySuwP!QI_mE(CWE3GVLh5Zo>h+}#O~;O?&9CI9Z%)9>}y(=*=;Ywauh)T!FL>Q{DP zZN|L9BoZK!6$3Fp`qzx1lg+84Vg}&} zG^uFJk`~@?3}I0u&fLN_1zK1QNgq`I_?MJlfyI5jpU&!2G!a1pbz^6ZScIKlxZNHs1N}FcH`O*+GxjvNX3R2p%mNCs5I~e43}0CQ?85p1JX0L*9oVuWicn}= z%#<$MJPH>peb~F42KOEK8WOWNrA2|17V@UFIFQofPzwOkGB6!LVhSh5px|qr64Le* zkQ8QcZ;||{WktzNS4s01T8HySYl7jK^O$uC20~Lio zIyD88D+oiFeDo9?Z|1Q+OGwcTTP0`4zPp(pHZ4l|n)8WbK^Sa2ECoy;AqDK`duDJt zNoMdt8<6drh$;M$s42ia*qH;y^LnAc{s7|JkR=07I9x_5M&DMP(++4+vBnT47NW8a zKW2=LN!_(&D_|79!5NBw8_FPA;*UU!X}-s_u0bXh&KL`gC1N}JNua z;eFv=vY;*c>!_)X1}><=1RJx~m4frtCdF&rdF%Wa`bo^)M1T9{0bEP@�+cgk@>B zsWXHLH<1i))ykpmm&5i^gTs=nM#QJdYY4xG5hJrxXvar2WwmRW&BNV}0-Oa6?(KoZ z`|z8d+}NaP=?2o66=myEN)uu?tD%#V%s|ZJj!7}$jH8@Jsr!tieuWNrAa+DSAyuh_ zVKoZ*bqd{(m!YnQ_tkTB#8kf-O2+BGfN*sH^@da4z1@(lUTeUIaP_Ndh zy9V$Q9aZUiK|@k3`~0`$3qN+p^v}tws>4q^d5kn$hQ51=bAy6dlx&6fn41t&+hR(y zewpW;uV;QY3El1gvlC?d4-YA1{pU_Fa}}^M{Go6CQRCg7C_a%<%agf(JKD3*<9xRe zWUp|}a;=H3juQDc$BBWT21$#P7>&*N0o{q*FRZMdsVri@I$h6}yVGtu<;QHT+0Yv$u z&&ONYE1^!-Em8*+0!lI&i`_JIN*I(zZ7bWpoy%*wK5Vy#O@OsTEstwvCxf*w zMJb8bWPQk+Xfp-l#|A~Ohb3MYnZm97u~ipC19ze|S61_C=_&mglCL7etqe#8k97j^ zO7RqG`kBG_K?;9ap&y^{OEKpcWTSxZhAeS6DSlr+>$mIJUefzU{jc<-DixRxsj0*+CkRq=WNf5-C$4mU@ zY-P16hk+%)^%zVT;5RRI7-oip>74IemNT;J6+*gKeZqWL zKrL`P&pL?ZEAzhOrfRJKuFrMdZc=IJ9Wv7u{v1H9sTQ)a;YD)kx(!aMdM$7@y*idk zG3B~$Mlmb(yAY}|c*_Axb>{}qhu*#{9?VdiZ&NexHa1?niSQ!iNhgbD-qr83U2Grc zf9Q?1>UEQ{d>c^9R|a^qEo5vsZDP5x>p6-z0cBC2W~9lcz8ZWLA@wDOj}+pCi3G7_ z3v6CwD^uqG_K>m{9@-PI2X)}Gf3@#IxVUw%)gf?j#caCafd63`G^Vdworg!=#NGu( zDehf3v5E{$(;k$3*0v(cb3l-@?51ZUma4`LBDu7YdpAAMTO>jMnI=$3_sL9%3oDZ> zN3Iyoa%PvMquoa}fQv=zjsZ>&G>nAOeJ$j6<6_K@P(wI;gG9bTmhl|O(#DDrfL7@P z(f}01F&5hNTwct(4F*jZ+XFH?+-nx1;19{*!ik;l-)&r(2~BnsGeSO~-qJ&g=+2sT z^`K~oce!$-VESOAAb(nCg00`@-SOw}8NoAH>)>}HifXq)S|?v(4?T^uO@~}QG8f;E zv&~?2{Z{J~wVpFs=_I7q?#)?YG;KUmIKK`lGu++W;Gz1tXM+h`;EGa&3980>kHgFl%hQ?Xs(qDhk~&P`cr ze*&w+_2QYih8i3gLLqCcTX z6n$7H&;2t%(h8iUEZJPYiI8>*=dwYl;YSuFO6Gm&L<#xyB!Y$$;QAhC-&)BM%5mzp zfkSFO2^?2PM)%50oDa*-#%5~g)Q)}``D(0^-^0tTDT(XmX5Km3(9fn-rshY3<;>~q zzHT6Wl>~$1P4f*7TKiB#35{DzmMV!&x{W7sx4^=cNN{A8IPb9hLYa1OWfeJtw-z&P zcmZ{oua;v|T3y9rr|3J;HnZ{spuQTr)Y?Il+mGhELp9KrpoP=rg(uAc3_D{h62f0e zRbo!#6yF9){XQB9v1oW8#O8ny3m;e(6$nDCQVa;O!XPX_3-iK2yEIUt1vf7`)%KIw z<*uJYZ*Ej;{P?j4((_-+GFTJ95yngXUM@_#A?cy*V z==nibeLVYRc!jwU!0{aEo-cmvojcdmO9HDNH zxr1E7AQHB$)ooLbHumZ>pD*$7$~nj_ss|vCu}%kO=JMK!kTgu8k*J%TiyGLiriV!?xUtf#tn;%F6wq>3gj!nVEe_)cxHw2t9oG zGve{Fz9{y@DQ?qm>D!T6qA0L?oS^963guDT5!{kEF!4#YveUnp3tpSr0FTw}F}K@YNu=n|Lzn2Qf%MDA7rvmS#GI ztB8wgY8|?i&BG%W%I&5m;i_&0-c1+AO?nOB@%O8Dy}%myVv7PQdGHtw9x`#;V|H z(qZySbv)^~vlW-TRi_5~bKj-MrCpm~elt_g*Ys?@tF`RMl18nn)1G9T!kEW-Up8j-W?CuG|8}pvkD3Y6Q<&78o zf^0W4hgvp)gydh^8_GNt5=-6CH<%*liI#Ed&G)9e%z#hTaSflRlL5I zu-u9#`|$Vf>wVig7y&nt#J}is{+}E~$ic$)_k##oIhg>X`Q@kld6)4D%E0thnofMEw-5D!;;jdb1a86?LMDd7a0%$FFNS zjZN@}yUK}XHzTnN)g8y4#Qb_B&2eXHfS>DKmuO8=00nx5ulj`OimxSj-z*C`sSYY< z@veH(cunI=sX8{7c%;1KJ~tr%h3B3tkwMFX1O}|_{bPMOZ?BPSLVz63KbOG%K>+y= zvcCv~`~c@6K~0(sr}s14Rc#W|yKvmuk^sfom0vTg40u^?(>@v4Sro@T&7Hz}0OloD zv%;;GXymFT34r4A%FnyLS|-ny!?TX%smzUf-b$}M!~?GpoJ?w#GUf`Nsvp;+mtMJ7 z9-hui!nZPwVV_R`iZd%QGmep=yMC4Ua(A}6O?PfwfkKL|}NL_s7yy|~OgwHOny8T>9>YgQH^~RG} zj)n5@yZ?j4wxk#>P+0D5&g0woeBrv}vQ1o@-X3C@=OMzMmHo{`|JpeI|I&tkH}d%WzMtu-m-)>;mA^b2ZTv(Mnf(!b&Y3WJvBQI?js zgXg%MInRHRowANl2&C5}IE+z>G@5fn{JEa<;PJ5aWik9D*%p2KFJ;_*Ngl}laDM6l zg`egVx0X}HIq|gitdh3ny)nB{B@C@|-wvh*ybf9WH|F>s_5%9{+28F2;|f^Vxm{}^ z-B7;J(z@5(Mey1OY3XwG)aT`QL<08^a^k0u6T)>Vz*%Dxwv=C8G2rF8Jj)}zXME!hrz8)VOlCY7C{m^4@~KQ4~j_dsDYK(a(wsh#PBqv}ur zgHA;L@J0^j&yBU4_05OYGBKOVF;JG49Lv*&vm$71F{*sD*tr$?ed+8zmd+ood>N(% z;#t(>l3bDGuh9^co0yH!Z2wuV=qa1-4K2_ot+%?$Hm3a>&?}u7QVklg=||YdZ&$7( z|BvzU`OS%@Jw(PShns7=9zq0XaA&V}QrBsZdvp!ld{i6v7e9FhrL9#>;5y%$Tel2g z$MeU(DdzCfE7P^uMM3fSnWgA+?PGLGahT4+3Sj3p%KCkIR2wLHfp&G~QTAQ!XvYIS z@eTA3f5oKx-zT+l1M7vHCHrHnoo?2S3ps(6sOlIF&fu@F(4eRc_&*E2{%cGzULc5P zW-+o5n?=*#gcU5m#hf;QP7RyWl_~tcBIf)`ho&5F~;8_5J>|qvL$B=h02Qp#+#=2 zF1^f-Fil$PZykP6czxo1BlG!d6aO4L|A#UD_c7Sh>(S|^w}j_b$@}*&dUb3K49(6n zi#KT$uISYcw;Xp@5eT8XnLn?UmWoVp_YupoirM*reWnu$iNkayUy`JO52|0>O%Y*Z#tIGFrcC7@}!ayqQr`Z^R{*?$sm7hy?h&ew);h3f->n9}cPtymL>Nke^X%oQ{?XIF1cHI|hRj_!}2#o)g`J5T%DWg_hxT z+VtGyUoZx<8QfO+r@N3E$6EJZ9`lO2gQI3iVO%ExJ`=usp?_SwVr~7YDW4YvsTVyS9E3d;<89cl@w%x26uVHleR%(f@ZF#2_NGfL=pJ~V#E|Ea;- zs`84&2UOD(OfI7XNxJIs%YL5hgqE&fcTVqoOpMvg?UabBG2i}uz77(G?a_8mVHP2@2_!C9HuHj#0H4Xk#?%~hI1IYmxa=L$!E(DkHu_5 z_q~6>qMujivd00qv|BGJdKRXYU?LRyZ^dH?2{98Bl|H*lv z|J3*V-<}7`#qr-7A7)#;B_G&ddV#1xis^woO$d<0w0bUvQkpPFVTtmXhDIgus?gx_ z7;4Q5VKN_t1Rw*9y7Y34AyZ7nw@{jyh=|7YrX|t8K{W?P60@U$%fL5#%*Ka~WUg+< z{aj7uy!2th7?F7B^{M;0{h@(TUcvXShmgk?Y;??R-G|fM>xU{Nd%=Fwy6@p01QX|&xznf{;ypwc z+Fy76jhV%cVVuN@m$rNUh-CsWyjk0n*?m z5W~P`YDy4F^wRo0W^9qvGT$y`tghCv9cL>5y%y9u{Dnfkt+u(fics+Nd$O5ZOR8wx zLqMQ25R>f*k*5K`n^7^z!9f}Y3xI!9@_#8w2wE!?o=Hvu5Z%hy_E>$hU|;QW;;b!0 z??a*p-khZQ^m5UI~Qt!aYXhSAqTF4PK<4{)LU-(+zE!%^RDb z=W_C5XB9V-R1rKy_127Ywg@sZx9~Bq+zDjU_+`HaLYo=i-0ff20plM^z+|oM%v@Sp z*e0>G)iqwUcR{A3n7d!!4iN<6KgB%Htc<@t75*VCyY8E~S$mN?v@>aOYxO7L`?8z6 zJ&!3k!|h_Y^u8;BEgkpu2@o3n+VObWDWGXp(ectb9{qAMKjU}rF6yNUVv$u!EKK;~ zwpqT;*`3dZUIL~oRlVT;baymz##gV1{I->}A_Kow_p6fgtNnppVfQL|^tUy--O|a4 z27VbJs{aXGxqEV2B~>iWS#qXSvZ!qG-4 znUR~hGsB2qiq9Q_k4ZUG;!ymyqf=7Ft(P$SDC7p2Ba*2Cx3W$WWOT6GSbXWdl(IF6 zku!>ZKt^u+az9xS`EoZP$m8x{Ma+A;E~qo|p;{V|J{MmSD1x6>@%uaXkvI3q@*jvY z(5vP}6J%Cy56-(cTf->B&F*}iDtIE7F_}hde#zcg(vHF^U&2BD37XNR^`*E103-Giy2P}jOiJp%)` zvq3x{|3SymN$0Xb8*sj5#)`h-3QjR!h`nk=mGAZCey46Mer@RdadR7YL}%Uhn16A_ z60nDz6Bxi#4}%yf$~xB|sawW@XytizLgkCi!p`?4sfRMO$$o8GufdsxC93q8{vKqxm&t#NsOUi6vb zclW7jt;MmP;nrLCI@RBt%I{w=$QJN>xMGt7IVb8ecmO;#Jlw-sUFhYDM*7$c9->H8 zzvdfYD;@*2S+)>n24^MH0)@;Pb%DyiNgwadmy(yfX^0e4;WVmMx#Tw6_lJfC?p0Ia zUCfYN7(hgGmj&*4o00&IY|mT!&C3ZFB+ z`9VQVJJJM)X6j`#1pp33qq1{=?k~-{#XG<@wzIO~wwEbBZ2mz7^p-~N{n#n!e z;&3f}zvK<6nA^>c4>Iw~A>&P3r~czaw)2Zo+cl=23&$}KXs7ABllfZP_G;~Se51W9 zU)(S|O$pND^yO(bKwyP$KNAnYmbCujdzdY-^tiGP;Cs#-282H4@6gV@f?v^pC!cYDIt@)R-*7{4)L`FeT#EJ< zlRw*(x@cSX9&@EQ?XI^cYNoYPG7zSS7M^e{kl%4!!G{AmEAPd7VC@ktP)FkliF(RpvVws>&N}5wW`gHhKD}AdFp} zw%mbSShiGQdUIAO-_g~HN9G(XfTxWu(g3N~^zO4|ZQQg}YoWWpQ09bSe6;|y1vD#r zkyVc}pHNQHc25g8jbk04VZ{!%TI@pR+>}OCl@62gGn3D z%jB1vrifJ0N<%x10Q8Kc4R8UCU6tG&Ru@(MdHaF|czORa@2X|bn!V+5czN^FyN&68 z3uqLN=y!-av5K4P{;T8|G@*uWy&dJ*xI+daW#L~y=s@G9J+UruT{>R;2T zSxi8=*u-v`u^z8oV3PYz7rg}C7@Cr`(bdcDzW+j~=&v{uG%>f&5~@u_%a!_lJab&c z>1=|p-dW&y56`;_Ue!>!vT%Ma2sl5cULtK`hXaZtI-G!gyc7n}4n;@Y<490=Tg6-r zT7WI5EzjjhEFw}2D1Qfckfxu)F52;5k(wMIsBdDi`*U399s?A?F-!XOG(f%!J#vDC z#X6^_5g?Z6)jn36isP`LmV>k5u5$yIr1oxQ#cc6aH$=NmHnM;^Chv1}Q>o%1v7ehz zDtv(sZo=nwxe)Diw#Z#aO3K~wQ!v!A*%H}?0HMl&r&Vy1qSj$d$$F8&gi;QsEgi^{ zR(MrvxjJ}a0Y;O{?HGEtT~)CIHJET7FBxtUq-DFJl}Ns zK8C;EiMzj_aCtYRTB21DvWPHIt;@1gK5_n<#0GuwZwwCyb>JP=molIHz`lIk7zFE5 zE+?8s0DRO;{344Oox6QD^t&>>=?WPR%DVKRuR=`!EotSbgUYU44t&e^^dL)wX7kSq zqS;S#&!*}VnmS`PPrj5tYbM?x(1SeG8L6;J(PZ#?ch7~zC2nvO#&?@Grs<#YAPRwQ zo#dc_)DnOdRl4+QfLkZuUyDsN(=wxFiR5bKpf=t89p7^je)8imXfAP1F}<|| zMEO>kv{}izsx%%S7XX4A9Hy+q0G1sPXe4BNpormnJyQ)Tw&c`G#6;7+Kt(pePS`u9 z-N~h4GDb`fVSaU#i~;hdsmsg+ZwTP{VM>w}rcl`1`0EmIBgs2Ua>`N{0}#;(cY zJ<4U^Mu_$;y(YyKS!Hk{HduLQ`DPyYmMEStvz_?i-ip3^%ZDD9Cz0d1OrYp(g)`v0 z$u6C%7XqIU{|unc_qvtW7&I-HHz`^J>MWIe2f)|7(wm{7IvWD5I>?2;c;^mpyfi^Z z-gH6-!0Sdm1B7!hau;lljxySudDkJNto|#eX5zfLvhoD~7dk@YqS4%&(!HCw*^FlZ z=}0I_iBp0dH8^#h_qzZd1N2pW)Ee)v+zv|0*=(6l43Q4LBWJ=l_^LHGG4dvv{sdYmhX;kxhO%hvD;nB?%J|S%N!fnO)OWz3_D!Y ze?P9T28$b>8BECDimEYx(;0M0e|di>ZKFP&sOvBWkq`4YIo2)$WMaJRvzd=`oyX9b zPw;joZ?W04VbX@Kqi3>a;^1fyvWt3lz-B-2S~?o_?O3&^j4x%D+tr#+@N*`w)Ee@P zQ2${o_@1^Cc@+)P#gc?WFojR9j?!dDcQgL_`Wni!sid~(NrRw}opxWE!4M*3EElO# zt_~rgY_b8GLGfEY?ek^PZx1{Gwa$GOwNpc~m>)!9sUqdj_|g63HLIw`I9WwkEycH~ z#9(vsLuPI01Rll9&92Rbe$|680|ZqHy7e(>P1Cq^lj!);Jdd^ro)z zX7u)hD}hW`DhKsZ5a~(?s$fN3=ChZ^gP1uSZ#8=We3#l*vQHcI#e1v^=n~;H?HhVf zvxYI!0Zl{hcy&|q_}}WF7}U2*W@k^2yXg}g3Z9e$|6KLtS`cBo+NEP+k~3HRtpF~t zx?}m%XN|RS^1uq^u#}#R*q6wGDiWDnagAM2Wlz!YYArZl^ei&+;}9|v5>&Cxf^sFO zxCS+SW-exGe`x0ZM4k>&5t-eYsBv(V64|nb*=4Vqh1R7o7i&jxba}qyW5jYd)3Uuu7=+p7#Z`WpnV0+7Hn(EG_->T7-`OK4^nCTuC3v)h^EaEA>M~ob07Bu+q zdk!&JtHUhpx7{}+A$Evs>uov}1b~b)7!69vW~f~q%9yWhcQ&AD1!--Y<*kM)Q~=vX znmxbXE>Zef;nRJ=7QXV<90D%l(|(Ziu%PGEgSwnrTVEy$xl1ivzqNqW&uQ9ukW3~a zc1I|6jm);Q$yURRQ{NV-mcA0^WS}419pSlWne9%pxwuTTjX8mq5fG;D+R3%4v4A_r zV*MkcsdrYvVy8(AHb+RDv8_o3HG|vJ3sn5B`ZaXAdR00V&uClkf0X<*HF5$?<9+pS zpoa*$->nJzPV;Z&(kaP5swK#MGi$c>?e`Gq^8eg!#VPG&G9%u1mp*Gee&;yG)JD=L z+{2TkmJ8Q$?NmIhT3_OJyNCnia?IOT_q8$KBG7|s93I$d#jD!K5N)^T=SK@ji1S&B z`o;5{Bpx>&gs~rjp_9}1_4!Ujh>lA>>e2nOkqGC|2cvBQS?#^DE(Ud;HvcUNd_LTv z&xEx48h-RB;dV)1SFd?kXdL-M5Jxwrr7$xf>|)90;m0a>C^8 zJhHb&KS56KmI0##OjZr_&JhaVr8?(wY8>#lcTh<=N~eg;@AZe2XGe+ifRVVe<{DJk%l z9iHhoJ7s`d$pIs(Ret6>$6|dnswq@*hfVJ@QrnY#UoPtyJD)Bp46j{{`)&Cp;XsrF z_p@c|N8eI2Qq3-l9C6qMZe2w}r0Hi}u(?>dSrN`tj|V@l$>eUkb=o}L4Xnw(Q?<^i z8tFp{`Pls#4Y!pkx`wUUj* zFiOs_tR4(xFhHP7D!-@;Mj~I9F1=hhnad}eVuP54;|^PVL%*c6XEsPs9@|GvUBM{n z>f1-BnR@9RZW?{9YvXfj6;nxFsq&;jP|Yz-ROA47e!g%NP%FY*syk5QS00o z#iLQIl`c_rYBk-&Sjb+fdO){;K&R3opY@AByW=JRpvq&ju=g8nO8-S3!^k9oIi8p3 zAfJ3Bspn_kHm#8Xr)n5=v=ZZ-rvKM>>?Chx_a6R> zi1OT=<5ig$3YGLj9MvvCDxXi*4)#v5d!2>u}p625%hw#>T;k zyrEg`!izf$^aJ*~o9;bmc#cGuXT(PiMYFm}#nAc8eBYdXH1uIz9a*!JnGVEvvn@(l zBBiX?JckdsH+Dif@>fms8KOMquhMVN!wknQ+Eh{=D<0@@AR5FH&AyH@zm^{993CDb z5sdQ6mA3_=NTZc3RNIJZrhN*DW4VRHOg&cX7(;%jW3|Di5`FAMD_7)EGZ21fR;_p$ z)bs{NgoLjx3RI0E|Ni-2mkS-mgO}g!s$1g|bPiwI^-lq}C%KJwD8?T$XEdO<-?i`m z@o-)dNv??q8Vvo<-6dgt!=2qP+hzCX$4_psNli&clHQ}$2?i0k9qIEjC2LAlzh$tl zH5`5e^s}gmK@3w)WUwx&owt(}58+*MU`IUe241Csf^D-+($}c{PmQH`Aproy_E>m9 zc$2kVOkb8H)5ioEVDRUTS4t1KCB}@ON?3C%mCYvFzzmmmP8*7d*da(78c^h#CuEbOjt2odzK4s=|pO_c2~1mo91UQ z62Gn#xuabaLzwZxo9Juz-CW2P?#?`ilwZAMC-q6cz!mD$N4_fJUYBZ=MR%72gDZgV ztGCl6ekj+o;MKmksiI00u|8{|NB|+%H$fbWYH=2ivyS zzqVQ7hcKhNqGrcQ`6WajJgJhDl}W|VzuojoRoeeOo6Kiq{`I-j;j@I1rJZ(TKGP6D zxy&&T&OoH&^76FgqBB@&*8wim3lSJhx!<`>`$Vt$npdEydF7@)&$5#?9rsGTW1#xk zFYKAoNS1>93bi)rJhbQxg34F<{qfVeADWpj+{cc5=|@x;-+Sli?ve&7^7fytOBUS= zUgv&4y^+Cmvoqts{`DhaxMB6`Xsv#vcdCZdnsabWJ%Y@<2nkX)Jn#V_yv zvjcWHxc}*2d1k+1m?8yU%5_I%2_ zmYK=lgOj4Ot&6vDdYS4ZXi@A=CmC=Zjuv)c(0tcO%wT4ZYMyy3$BQv|W$;Q-wQ ziSMY26|XX9iiwJJu;y9{StkSKQvBLthe5;ELNa^>O5U$)0pN*829j(LDNV4Qc$meq zBvtgl0Y6VJ9`uChDxNe*1DO>7G?g;&#j(Eu*Kv1qVfU1KsG(KQJd8zpwJHOJT zot*O%Pl9tRlOJ3AxPpGJdQeYgektw3M#UJX|HFW+@@1KvwEsiT%@^-MvKE^4qz8X7 zo@DlW{H};&H>t+mdK@t!iWMh{<)`%Zn~eC^o|BA`fTV_1D~dKJav1w)4frU#K{p%gOyh zfBLjEtAA!_y{@hAv+LoM!yX>DVTpv!$MyI*6=&Fj*|QYbJl@*sz>1E@M5q4zdEeq- z2m0L(7t@E+#=gZqg5@NY!b8YHkMW-_r7^0ZinTQ9K?upWqoRpuHXju+HKOyLgNL6a zHn%5{1U>NNcn5{%&PCyrpb`t5_xU`}1f0R_YxVkQmyjT1&e;rc{G083wyu8ZOHG)U zDHB&Ff3f7a#+n*6gmt9W8sg#q^+>+7zJ~zk!-7g$v<8_mB&7!opx(E}Bs8KhY`KA$ zTRz(b0|%G2dEwEHU}y$gm&i6`65a}%qA5G4nWB;2nu&Ks^*Q6KGHO_ikGp#6ch*D= zoh42C_REe5Tr*BQ-S~)x4%n^1*V(KJxd(Yw<92*=(=rRTLL)H(S9YrHk*l4d{0 zeLdw-4>_c)V8k*V0ERXC?s|_!;Dt8%W>FLmcMWWzP1xk+?41n%b%5|;whW|8G&1MbU1 z-_H&Sfu@&Il4!!F{L9!Hb7NBJBwgQ%hbW8Cq+Zpk_;LML7vycXCBN&9`Kh#05e7#< z6(@VMUI;C3@xyr~AcSek;D0!VUWuNb0cQ6gW*-0E z@EUsv3$Or=vcRqZmqnFYiebb9$hPTZ^4a`mC7+_T@}BjhrO~oEPq^9~f>jz8>vzGm z@jM;4qTR9p#i9LdYU|IChS!!>smeY1{ky1-lW5bK_k6aMU!t17;$wxl+I;G6szga< z`@U!m^X~F^mWUR~eG%Gmx0>T@$`0{I;gFJao-zRg={cgf!a<$DYIPAf*-)C^DeT=i z#C#N3(pmeUdP`QMxz0J*^rrtRn?L=A(R=YF+|bITSNVB!n2s>{ZB-=aBS*JN;L_H^?7hnsB99m29(|`E*hk}EOVksmVuj?r zvAnkLUI^MYx*^-}z0seWlO^s*;=R&N~EP^ZSA!p_QmZIkaXgIbF6$sTQI zk{ZrO!DTl3^8FfjgJGlEBjwmMhr@Q&t-+{iAQ_G~@dSpm;3oA_=I0HX{AhtH!;lMZ znAsT}l%tk8v1AGWBd~(F4y8AfSA*zVn;UTv*Zx=9kw&tF)!ojgGeY>48}EOS;kf>j z49CLC`cHrK(V(N_wAqLb%5amigd_lZ7!CbK7s6UAw^r6nDO`)VsO_a(dg+}iIvTXZ zhKzl`(_FB?(7bk-cO1#+4MCUZzkcGk!|XV<2M2lA5?UN758juIpX zc<_)GGYtf_sl?Iou^~AZA_<1ejO)dKo6C`_ z2xe)r**0u0SX4sc;fm#CT-eY+Q;n+AWL2Xs3(0QMeiEImCEH&{=oow%>?W)qgPl9& z-P*i8?iiX<S-75{&MWvO<*Yt1<#9bn%kg6~vp*hYgj+xP z(f03+Y_@Ok@pQ z?GFqGi3IlhWVTb25mg^q$-+HdKG=qs`aGnbjpkzw>{QT&U#xb}J=@^B{~~LwmT7i{ zk+i?hy>_$6OpjWsL&>9>`S?MKH~z=SB8I;R)c1&r;vd~rqhpcG)LDbazqaCsxlnj^ zA1-35>wfelQAd8*aA}#qyAY&X-hmo#@u$AeO_62$=)$1*v-0xM;<}x>!<1?oSXKNZ zM3Ls3kKnHb0LdJhL$BNr5<)?Z`W+wyQw0k;0k3&Yt|T(> zSO}*I*(PzVW5Ip2I`{E#iEHns#g)1UC73ys(+8!>hx12dvzv4`QHaj%;Ud!568GS3 zx+j|XHeBQ{I9b9tV&pwvUUdn|Dn?yUJIlk4eJwle*SbGamF%6<-+!(Fux;}M%AC3) zReg{de_qI@$cyH6+6y=0t}7$J&o#O54Sd8rjRVX3$z0r5!a*0^^Kv1IaXZgGtXu-7 z31#&zzTMn4(n-U7-vXfj#Rw(3UmCJ;oP!~Q?Q>de+i$2G=7l7d9KQy|zR5*NcI>7B z?LM+!Jjc9kng-`faAfmRe4qL)BO-_()BC1;yy=qdo0iO(v)3~EKP2)Y0n{8J03WAn z^wBXueRr?JO=Wp2efnO^ugTVK;|SndYxm}Wt)7uC{**7x?JaVjNtWH`%rb%bv5KD8 z;?%k9S|z#Q7>y~{Qh}4Q`U;r%$L2YA%-i7~mxe84t~EGvv0r~fgo-lK-KMCUy|CRX zhJMI%OHAjXp~#lqe>VZDy=i>1VT_p7&8T1ytITXq=&Sydb%9@X6 z#o$+o@7USu7a~P{G&iTGMT}270kqXccI(IMv=Xamrm})hq0}Y_Lee}lSLN%}b5YC? zy=2&>-`8i$uo9tWa~b`~pC2D~o{WE5agd{Yx;{NjuXBC>*iWdYA-S1Hkm-Zzyn~E$ zErp_WC)4e6F+&**&{@aBju<9F5?53(8EF(yFwOQk2?>zG+NAPllOhz`#SN$B>{8iY zi`nyD*2cOJ$I5->O3T0GjN}<=VO5B@ms=lAnp};GKClbPQA4=dGpe2)IDN%`YTWW3 zzQ0c8`b0wg5MLwZAJAcaOWIfS)Xep9i-MVcxe{Pp|>qw>| z+XbJZPCtz#hicHnoEs2#%|5*_zC5p51YlTs)RcBg650yr?UXxVQjaQ?@~p7R%4C0m ziSPe7#1o%*)937T3pWxl?JLfIxB;DHk)cW9Gwj*}*yCV8Bt?Zy{<1x*pOu=_@SjfuGR$gKop6`nK?m-k!3Y0q(e$-ez2JEoBxziX254(s@ zTuHly*N+}sX@i%!4wTw;MY5CkVxM2|peDDVoW&?eR3#WlhCVFrl}U^YFkk)pX_<(HsExrjPnzsC^_e$R+H-_(f1YVzIgoSc@Bl`);Y6tUl>biO9TN~D?*2skv< zJ#Ywx8ri2M=_bu(AsC+$Fz<}AC3I3+m=f4oAh$RoEymq6A64*>MLa)}b6(t~bEM=! zweh=~dKT{GjUFMEOXxfO9yZ?U7_mLttzF-!p93dS_rGX+3#hodWkI+J?v@0Cli&o0 z;1VEcaF>SQ?$EdecL)S`cL^4p;O?%$wQ<)u`R;u)@0)jL=FY$VS&PNyoZh>tc6pss zz1g=+di_5BLMkC8K0oKRgJ`q$n0bXQwMc)53L8s6n>!I7P#JaFT2 zA8l$IgyD@YstA3yteXc|!{Manxgd{WSnpj+HiquPo{#R6B~!UAuc(A;Z!cja?*h|x z9~vexa+j4@imi41u|HF&I?5)WKHqgdgIqXrIsR*c#liA#C0MMifBPRj!tZ-h zUTqx{pLlZ6(!7qZ_Nhp-4Re~9BpJ`i$C-uSCu*3yA^XBA?e(a#Xw^ix_$8b=6oU9> zgHcV5|8gpf_<`+(zVdbgLq%^;)57oQBq&9+Z?^C5lz){3(CIk5`Mq}5Y9<=PeQ~wyZ4)D$Y$`|4SPIu! ziV!d_z;C@Fsb2QsrswtHyj~7UI2%RMg(2lZjUNuqtYdvVJ{ysS{F_e}>Yg66q-B}3 zTM}Q=kSTwnDyv|SnJg>i`LIyb1=6+EoPKRb!c7jjS&N2b!kK);ld@%O3&cq^Vybpb z@JRQMin`fjjBO9N#Jv$VoaMv0$GzfHF2_H+xaHMxCJ^N3u7bd)h$Py%a-^u06z;Zf zPj5NR!t{pnp_KI;T?<=H_g#IT^WHYR+c+BCIHy`}9+{C$&G_mQ;an}Zcj`neXmjRJ z(JR;F;=POU)_h%L^R#NtsxEB!!0nF3_37u=wi@TI7c$KK9;aZO@VDHS%T5*j>)f)} zEqn3NOSR=g7#`9g1Kbnf>oSgUiY3cQ!|J0l71{U;b5s`l^_pHO*xx$g!H<1$CnGQ2 zMAP{S;eNy&4Lqn3_Y)i4H!7NO&&BX-mAOer5jf0g45tWl78{%&iP66{J7p-PG2&OA zgbIl%-?_n>s|F2~A%w%dO>PZ=;qGyIp^jlFBx_16Lmb{0G9o)&p&cyj@9a0Si&MT*M$drsl#<01H4h7$A5sxR@TBVfy;LxTT_56iW zrr@Q9{04b&qzry0emm7^ahfWP(Rk0Yap_PNjTzZH>qD1U9whhDmE#_(!fp0JSY3y^ zz-^Tdd$zuwuu$SXy}bC9{B&7%JUa2bu1ESeCWL`dqf=+u>-=nmg{7_1Y8tK;|F6ZS zZ%E*^O{IA{b290|1I0h8;NQ|@ie!;ZIK?^jHza1fB{N`0`Til&bg{6S^CL5SFIDh& zu>nP+ge;+X6y5_O&-W3_d^1H$j%i-n$b<7EJk)ZVVhkeFEatLfr+o9U@8kq6F%G&d zol_GZ^!%zWLqx76$={)v@xE)-SKejJIXf#IYk5lMu4p>y(NGt)e{Oio8{Y9F&i#j9 zwtZr15qV$-IB7{6zOn05%+DpKOIj27WMda0N0u+~v2JEKBZ5>V-HbY`a;XiON|CEO z4s*DS*2$a8lX%D5*DSa69j3W-p|%+IkMVQV_lcQkUima&D7kj zMO$OGd&b7_Q+Dj>pMN{oU3#tCZ4eVlw__;C$WNaAw7(sd7-63LQsCYgpqnNgX2C*IpM$vC63s*Q$aD(N~;nd!Z9Bz0yoZB9Gkcb() z&FmoclRc`~0*8d~Qe}ybY?lVd(QdTv<-Zq>3kIFFj5w!7_7DUuirE=ofW!Z<0H4n&C z5XHX{b`aTI6pB{+;h~F);G6BCYa;-SJf{%oRVHfALS@(BRC_bggvili|vS7&=4b19?i1ce2Rtma)!v~zvtDq$ZhO8nxY~o>ocSK1V zurXg)pvzOMgm4WL)B@yBO{&474RV%sOy$|-L;){p>B^9Ma$SS`@iYmOe`Cn>g;T|e z;3}}mjNvA?YwG?i1K}3367cDmca>qXhm)HTR3c&gj(g)O+Gm)z{+WJ+%sQ9#*j_U7 zr)uYfLG5wfrYKE={wzot7rha?5bc4GRy&a`Wg|0qv;A(Y@8kUF^e4((CtV3~v`q8- z47e%W*^(VCtgFI?9NkDy5U)W8jJsrI*J|o-c+zOGQ)?~{4fDNw@woX~jZa8;3{vLS zU2SkVF@)LWk*#gwQ`lub^1dsS{u%kKB?RQ$5<79YkXEC2yP@r#29jusaW;C0v^aW& z4L&Py{34do^jw+cjc6Z+2rS5vAhRRhgEUNT>>2CBNJL07tU4pc)EArRk{Ju_{M!K} z&Y#@9xV3se?r$0uHrv?ZI!bjlr$t!8i!N{q7mYNDoxn}pT?DLWJe_(6zF)QY7n#q$ z_40(3jg9R;XFk)K%dv}f*xtvwzhreB*P_*ON#@k_EMk~&72 zhBowO*7+moC5-~#N*d`xh(XNMk-ngJlQj1oe}@9v^O^+K4X$`K-`yIO+aqoWvsfq# z&ay|qaRFB#@2lk@K^bPL^4|iH)GrkrIb`%XT(x#pR1ZpM^-c}#QcetYiHxtWysD?p z?QN_DS08xqdS%>S^o75IP*cF^CEeg+wI>7^+a>jY#HTDna>078SvKg&U4JL{SVo>ki9 zx*~kSP_Z=SKi@E*`HXlgp8~Mh3K;G)6^s^*MD(EV_jOs=6QEiA|a%&RWq3 z8fy*(MOq7EoTB&{IBBK~G>ZP961Hfq{HDO9&&e(Y=Wpo~-1#fmC3w_Bosvw>dq#y2 z;)RSBEo@I;eEZ_$kv$q>Uh#_W4Fu*VhMklq9>om&tnMJ)DhH%tx4h)c`ulcMB>j7T zV)EDP%xF~wWN>%e*Q0$_7LKwKKjFxVkFxd;0bGqCS!t6#L=|HrzbywB*oLOF-LKyW-N>`5AlH0jog^T=4xOAN`M|_T{5r&d_RWmh59nxWfPO&#KF5 zcAET%S`RDBYCHN7!%-I+zT`x9@ID#lFCLy*{u4GBZwyg4J6H}@N{0}+;FoS1aLVWej^HR7NW^-6Hwj<*g zGk%i2iTEL1gy&h}*dZ_DKGNs?96Jm_i4=Y}Ak_iKaJVbh6Q?4yn)FjnEIX`eSKdf6 zfSHgeq#achJxUZ!p+ATU&lk?7-~<&n|91g;cpyu_8ugXc*}V<}(jldJ9}dP_O@?wY z(a;`zWc{FXL(yE}J6$VLy0rQhi?;dlFh_+u-&WarckuM^kv=Dt`gc@Q%O@jPq0Is4 zhdQgDuVI=#PWl*QrWxzq^>yM`f5v+WdB`^yLfI93eW!P%0(aleQ{8kA|K_mY5yq|M z6ehT-lg)Q6@uTbp#Qdi~ybG4~7yZ@`&k&eU3bx=R2@)Y5{4;ld(+;zmC?s_vX#*Dc zW@X7ZakwigNk8$DU7ovnf>lZCPHD1ur2){zdM>Ouxs;E?OItcou7hozrEtO*fo^25 z!M}%PVS8EYEhytIky3?m;qhos0xsoe5Wm7H*llOzU`48H%~)0EfHxK88JVY%j3b&N zB$t{JedO`cWIXjgpdHrCS0F?a|L&u88mI9Hgw~+GM0ri<>r&c0Gxwof`c4EZG4pv5 zA(gb7yoLOJh{U9N%UDzoH8$WwvgKzz#EXIes~ziSF%_GK_I;G6G2K-hqPY?I*%l|l zcT06PsM<#8Ihp*IcL}7A7CuU%iNeKFbKbrf*m($UA;{UYYl3*11f5Y(L&Lt%%J16I z?f#>2x^B>zXqfewh|=LauLKG|5VAa>JIaYg1)RQ4+2rKN5_+*+PZ1N3u&Cb_u{6SD z+{Y(L>+0kviOJ|Eeu`BuCDK(BCtY`mt~h+&koSYrj7)Bmjqg;1W6cUqSNva?oIqNx z2v_r07;2dab!GA6_ht;w?@=xqb~^%>J? zZaZ)EZk^Th1wV$SanRFwN=~}iuK*<$$lZqo9o>0kSZkeH=UmUSfo5?X|CY<2y76$$ zKAMMp3-8s6%28^{C!AD9CWfi#UyrK9cRf7#zt>HezEU=f%Aj@TCScaJablUBesIfI zGn+>FI5thluie$@UXirxl*3*FsdyUkPlsP@ZeUyVaA2t=&3vRAp42ZHJ~m)N&wjDw zbUw=W$io`=u*typSplqYkmR-0g2LN{gl|LL*7C!cagnn}eGUtODaY&n$NWfCYXS5* z;vlNN1!Y5h0s4lFfHEA8hPRN3s_M;6qsOx2Pjs@gB6IBX!4ld7c|L-eyx$o;QRJ($ zmiIK_*2%@g`b&XH`}MaaiT7>+>ph!dDM~P; zKR2(8=ET?MjGiW^%HT$wkQ>=3{o{^E{8o*uQSL2T_xuegDtv0 z(MLp?4FAK()$Bz*+16&n06~UTq=`et>|TLM3E81wiD`F4p@Y_dFG>a?1oSq|gR8I9 zdl)t13OqXMealoP_k-|Xq*z@47YAu^GBf|jL0arAZ2vD0()xqx-#ti+g^T6G-@Z@2 z05+XAB5FVF&A<7k8ZF|SCHYc+s4)jucu;dZ;NoMGsalgMUQHOJHVnAP1lN>+ zYfu+HH32`F;4#L9=|79I!NAYhe_!-Z2>-F@9}xcgqJKaL5VxrBY=m&q)7MD5LASSv ztsP8v?V#T_ld{ZjF`(b{o6@c}bsH|<#UjH~iAzE2R=};@t_g69R;n$Yl4Fc}wTp(( zEwhhJ6m!-UE#e0qrB(}+-J|BeTK|_Q|2v)kAo~BfQw#gQU84SNqyJpM#|{tjVFlK)~q=M2oN_aeNj$9&#;yuNx*kHXgZ0y+`A zxXkQ&Rrk&LxUD|dMHqk4AoR~fRpXA1j@jpi<CH?c23cG^CiX^y9Il6vg=hIMKIs)-QH>K0%Z&2es)RyrLk!O#VA^*R1YvNE;rh>KqL#7)1Wr1 z@u~q6)}6-`DgFL0V&A2CIxlr~So~@QOzSn%o&!0+51f>AR4jWHy(6pUk8|B$A;(wGUxF?Tk(U#!nl zslQr&?eN@49gCbMw{&Z?7-pBDvwuJ+-*u_m_jnuy{mJnB)Pw;EyPr_hUG@3#h_G~Z z7NuvNfs-?->IStw(!QR|trjaNyI3gG&7ZhKm`Yp)fqcXrkBuJlGiP0fgU%fvu zaqu{F)_U|uHZ$A%;G0cem7QKM_mcSI;0BKp&)Bw6)rM>BZLIE@hyz@!e;T0F1QfCm z>rJ_`&mE+r$+A(!dH>r8BW8vP`r*NN=(6^nxy(7iCgct?{oZ^ZbDo!N${|SvmVmSB zM02X(c<2OcxVWAvBy}{^BEyh&>5j?4v|Vmr`mT#VrpvN^ufL-jQH)f&ewoUGNiM9x z>*%60Oa&@d8+R#w4QMPJv zJl@D`p;dFK3r;zoN;rSgvAttm~qX z_&htD;I?vC1?VA_&3)gfz@ugpMZt8v1LQ(yN~tM#|MtwQsmu*10l&WeESqxibGFIY9Z79Q^-suFT)kfdA9EGAzt&oa}!;SVlKkd&g7o3)H;! zn{%z&@F$f|(y2$P-7Q!YC=`0cG+gNMnRyZ4vXGK}6oW*$>Jq+EOroX)mY;l5@gvd{ z|II~CrSwwj*%WMQE1kUrho?>R>&$wc;)8|K!pfmkJS1xuHQ2- zd@?{A?ug&oGWy4q>gwv)*x0HFy}_ZO@E#a{gx~3!WgmD5Rx3K=E5RE8eYT@hQ&a2f z`Yz!;gdGMoM$b==1cCdgT3Tyr*m-%iN~ZJk^J|a+)OKnWI{c8s zIRMY)!7Md3_0G-?9v#XqkmyLAIo%gq+2{HyXb~uoIxo%1UMf;HRxzi_YrO zQn(eGRtF>k)@Q7pUs_sv9ABim(#X|Spi5&L{Sa z)&*$l^@0v z4SvD_{g$9mc^*RsXr=kKjYR zsDME;jDr=%MngJ@E42Da{Bhg&E*c-lUWhy1r*PDF3^W#zw(XP61fu~4dtNU)_xAKy zueL5Xw|u?i2J8V+$|LEvb?{5dXp6 zo7EqIjBW4udQPw(z*!`vJU=0JBqtW~hfh%~6r-qUVrN)xR4O6G+6#s2*VLU7u+b5z zsovC>S;xDo*!>N;y?C_cg*4qA9l|bg_<+c)H#Z-6U6J@>HC&bM+i(%YDm0y}qy=XoC4RK=cdScOAE7rILI zh82eW{m|sUlm!cj0IE`r^TBcbo3zgrofa}7u%NAXc5Ou_hxE@S4+}rcMRBRYjY_#c zy44#qkQ;#n%_+WDH@%);3RLc$@vC(D}z;p`yZ zN~n;q*HQjBCY>E1nA}?6a!xhO_x^CZsMk%xrXW*qpZBZiC2pHuYH?9}$eC&gYm4@6 z^aH&Te$|Y-my_05tqj*q9TKo3jlZ91PX93z->h8&5B|ya$^bM(=0R<4q@N380)DCZ zjL<&d*;!0N3()9O%^1qrgN5$HArQTGx)wyLqpt39P*(5up2rYNAPEOAE@UqxT;om@ zqm~$?rKNQrD|j1glJ2^F+Dj@3n96jCT9dn--^rI;a<+Hx-i_k{b5u;_O~9M-i!hbH zXUeo9e1i;nBLRDMbk4OQ_Q$-x&y!A=l10e!g^o7XwKQR(DJ~izvhbHTo00fC!(hj$ ztQJtyv9^!7&0HQzfNwn)Y zIUW{zz75N_U-B28^f$}3AJ6zBa~kPiQR2I(tE(eLy-9zfTdXX3c3@XcQCx@# z)Kk_Dg7 z1xeq$alMDuvt{H|ExgRqGi{{l+RSDxc71v1XqJJ$jFplfQf@TtQ5$Q2iG=>??Y7c< z&X@D#Rk1`Dz|&AuQCTnjR5-=w@0*r=Y%+cA9~d5T%Z1Wb0ei#`B9#xt$o92^PN8@xP?q=O$*U$Ao>zzS)oUys z#C1RERnGB6-m}21K3&z5x*t|q9>c|x&bSkpkrgy)2V(>7HfHxtd7Xt9Sm-4;u;oQ4 zxq;^f;VR8mMd=^HWt|(mZxg)DS{}gJ)T4UYr92D_ZUD`T0?!Mz7DiSm(@=kev!8^0F`s?|9Gfi%^LpHz+@9}9X8_I` zUo&Araxo7Rh&|TnDYj7D27Y)Z{Ti#3v&m9z4BD*HSt%hlCxXDqy!_i!_Jj`cWsO5b z@O{^p+@aD>A$4g3*+ha~9**oQDvj!(cj#yZ(lV9M3B*|e7ExLz62<|e$27&Kbui;= zP!>5J*!;(49%i|xez2nPOt$Eve;n!6M?6%YvFI?yS`EB}yoRd~J;@}EFdVB`C9gU> z)WWi_V?q_3Ah2%y_5yVvrI9g%XbtgPaPR^h61q|Bw5w2Z>sbWn%FV-$;B#!o!)Dvl zK^uWmF&(4)OIkLIryS@PF;R%4!gm;C|G*c0SA1j*6=+OeYaIcyt15QB9{Fpbn5h?U zAK?r4c;9-f`UmP=6~oetp7#*iP*4Pd=@_Fo*!kj!*nDyf+QdZ_b(FuizGI#D9b^9N z_g?h;cGO$o78$_R#lBQPq!gKBFc4O(2oXi;XZsS$>*Puj9m2Wl;gBL26^eQxi0+&w z%m{9D+#X6gnd35bN-)sxj+>d8ar3ZG58&sKDJqO3R@nAdWu6#IIQN+$DGO7WygzPx zUUpuEviD@Jzi5!@OiH~tHdU@*uh)=lSYkC2&yD62?mQWVg}BYD%o6W%ww^|G24U7) zKdHFsO4~A=kwP}tuv#iqi-UQQWbwJmWmEC;Jtp$1Kk6l zpgos<$<2z|f$1mS9Zunt%MkE9UGLs@4Xsnc_ddn*#!kN#_r4Gpyq_NxI00&@^OV(x zOWkKD?-zG*fo!zG(bJO8kz$u;x?w!$^t=;}0QcUpZ|?GC9$+{c7;NMv=-e%~Judd} zed>5ACV?#Yu!dR7-5}Mu7>RWuK+&25t1}W6>Dl<>oy=d{5Q(XQ3i&P8+lZgP)bn0h zSg_Z4*)7$n5rJjs(muF2Ud2*lyE~TUurtD8Oo7wdZp265JUErI#SX{M1nH4g=!PI1LvF& zorF&cRBLGWfPn!;mh_qw)y2e%;lT_oTt8x>EZ@j%g-OAOPC+8Vu&5b+L!L0^$GF)6;_}c=Kzy$@$vGCX_?LGLF*R_XV^q?TP1( z@|(sa^QJ)KZv9~n(E>?`&2r71tf&M;tK%lu7ZX$`rl5njcI=A-u0>r5KZ<`>C6u z8a4&?=8r2W3m?Ys?(SmViKEny0^9IMD%9=i%~3lU-cK>&Bt^1KK`Xbv5J{UoZtZsuKYaKgjQCRa zyD%cfINSTl$;krQG&jJ}|5Z8gd$8)dtOcB&p2B!{ct4$Iw4DvmubCJiZv)|x^lmJu z;~qH*lm9~A1r71|*P%>S2#M##xJVEN|4BRSnw7t?Rs9D1k>roq#QMz-=D`Ke9eP7;!&-4`z0#(i=|~{fC@F>Xt~dAeD_DrII#+Y z@uw!@b76*r7`SL26c6p@c|B~9K3{u3UspT~RQSKs^}5QpTy$W5jPfd47ZdyT)whH? zupiy3KgH5UaCr|mJs)4ld78{#CA3P3xR||uh(stLPu3d{GqOLzm(1Sqi=YWB+|Nwn zTQEe$O|3`D0hE7gE>bB(dGu`Wp#7tA-eEpu1=h~8bN=8lW>(gT8y;$D8Xvv>N(sq8 zrs*gVCuip?#oLIFVvA|}_mm04Az7ChLem$D9ptJiJh5)nYfg+h%{Nt1o~0b#j%sto zSxpDBDqaSQro3G|s|K`~w?OvWPfr*7Nsxx6#_PqBOk}a7ckGbWXcePw>yiQ3_awRP zoVV?K#r?SU(K;$vkQ_FEAE~aVW3m3K`CAi~}7;~B5+uM^u$5B5J{qAH(19gnNoYAsz z@{BOODZ0G8^r!Y0ahjuN0yj<#+WwZU5Zhx^R)BZK50K)Wz><+Od|Kt)=8Yub*DU(@ z!XmBkXBvqV?nqT*s~CH;alsh#hYyfd&+9Zn@28WsPCrtNp*l^3yqF+`!m3RcpY2a* zE!sEo`STH<5s(8}2Mm$nN2>HIxCI1Ok_jQlE1qYY{XnV`jUUKCRM>%22JDj~dHai? zy;_t3atn1-ssuj8oEawm;@qr4eu-KI37^XeP+53yCz*5@-0)ad;VNc2lnx!|z4WSs z@^c(D9k&8*PN%^>@0y?Z$EzkStsA#?`n4V$jH`&Qv5jYi9}8$nXgFvtas4pzzt}f9ze4UxRsLe@R@vOR}beaR-HoUzcN!)x`1in9X=W+KAK=K8fx4oZs zyjyS9!+;DH`I*n_;buqRx?$G{e22t~gkH9RZr>S+fcyskj{tu?)2Q$ta8L?6(lNvczV#3WTk?KRW+pzFAN7Kq45Fs8eH6TM z#3JC?Mu?bx@0!T2$Mc0|5H&8$*XwYPj6K@dpHkVT`Lstq9*@i9g^+1qj{ly|vBwT? zr{*_kD)L)+I>&sf6k}|H0VX{jGLP1_v+osM>7?m((6bl3$cEWM*P#~f2BW$U>v*q@ z5tpEHrZiaqgc+4QJ?TEU)!Pwgo=bQLPTxLSElt44LhH1g=f2XoywUTWZ)!#cjS4k; zoa*A9PbFtvU|=-DQQPxVRaKSjC*nhj=#Uq$cr5N!3HgOG?tCBqOy<1S0}M(H*>?hPfetyQrkC$?7f)sfP4-G(SS35(R$v}ov-L_|a+=(y1~;^n2m-8I5u zl#FSdwU|s^yqdp)4d4>&pVpN(%{A9>-l@L=rC7 zv(4@>ytb>_in5A|de1YUhV3A^pEHO8w|a1Uv{Y4LZ-rOJ;+y%bIJe{JxaiR|P1Ltu zmi=Hqv;Vb=;w~&EVf@L2X|+EOwC48?atEAr)XVwOmX<7wc2nrtt}tN3p-XDoK^( zngFT;cG7g`yhPMpXF=P|zL+_~UH9Xb>yu8*w(}8QKW+uufta5^Y8^_=`V?$iT~60M zub1(jQK7aYta>aT;@rc@pA%3&q@<@uQU-##)k|Jt%$3zsqgmZdS9m!wi?92C&l0c{ zhJ6-4M)kmfaO-`wr&r~Ut;9^{vdeb5-x^E^;ys@$;_3=O#k=zqeLoiSbD-AYvm9D^ zlmy%M%wP)*E{gb{aTMhY12#Bof3e)SvZ(M7iWr^KulJs#`+{*c~XIJ>? zocF@MM!JonFf5I6F*cfy)amI$?zyIR9N}aI#gU@i-nYp9wKGc7MG%nFp5TAyM~XT) zI7nd9^|}}rN7T)x@DKEUob|R^_PW1D%EU)8hujB3El!)r*lbe1yud@Qd$30(I z#KtEX!YVTVi^@Ubf7I;nMZJPZteSvb5)NPQtz5K}x*gSfwbjd_cAhU$fj#D=ic+)4 z)lkhlcD%g2S^*&}{lsQNo8t^>kle4fNyL1m6N0+dLN`ZA}kA;Ig3F`E|3^ZV|+5qG*UT>$^)U6EI zUmq=(l?0@W8n8ad3pFI!Ay~TG}j&M*Tls4J%K0DcojSosnRMAyI>_k`hnAEp^NNmY3tjlr} zMcdrRcfdRWRjQ!@gCX7yOFjwNW2SRlv2#sVK^UpoW}?1|{_-AnOPFruU+9_#*S;pt z)W3vOW;|UK0NnDn?Cy-DQhHCEy$-2StqMzB?v8qCcjhH7esSdWs}8jjJfuQqtLZk`Dm%t(_LR*A7D^g~1fvhKz<8QHgqgd`mfXh$ew0U|0>KcP6{+X*5mD_w7VOah* z?VEXFDdZaLyO00lsbUZ>Mgmpug;(EbrOB>x>{Cw!q19^2H1f2e+gn)J#AZi3HcNUN zzm-MVm1~_$p3d|vC7C<_Yh$OcV?vw=l}Ll#!}6^}llSC;o$2IjGj7Po!~6clEc`LP zFhkHJ0slA@W&f({7t?R9(5!Te6Rrctgxp~h7uh_K%r1VGSK96n0-sbRBqt`CIJ75)E+1L!j-e&!oa%S7u*f=ulZ8 z1H9H}QmJ){JX&gD$bz8>`Kn_Ww-f7IoK{#foCf%ijN2iTKTnWKI_cR#o!l7*;vX+Q z>KNwcyVGjrSRFMx9n1(mP6|H$Mii6}QZof1lzGFCBdUIGEag~k;=M{J;=n2AWKYT+fz52R{RIJ-{kSvU050_@IdkrnDkzHhM;O` z9@3n(?&KmP2l8X{sSSP9X;S<1sjiD+>x`-PsQvBPmYR;Mk*8!8Jj! zSAaGpzyXZf<)^3Xwzi*T*jpoQw<&G&P0ltC(Hgfr&BC3`MZ99uahYUpv=)sCtjL!V z#4B|`{E*SW`_frQY-iEk^1`W$^5)e7Rn`$BpX)(c{erdkJ+xl>#LkIOE{j~;0Bt`~ zL56ZSc+mO%9uM;OCxqtx6AX6t@bGZ<){%Z0M*HmGOY4u~+Uo|A$rMwXeR^MNS(qo} z&476Dtk4QSC**twR$$pWpr+1}Wh>rFDb+L0A}0WwlGupDF@U z?GqXnd^3qWsBK5x0X~5s2R}bJ=Cw`JG5p5H2H@Tko(@N!h8}G)dE9hY;`lD3r_X4e z?cZ*UjV<%^_Q(o{b!^@4$!p~xA6;=pG zNJvQ8^o%|R4vMySRZ1=jDlPud5R2=Fg#ON%qjhGY61oC4!BJnmFvJ6j&1YXiF_lJP@*$oR_xfSO=bz0AxnJFHk zB(&2nHC1VjnE;s)1#kcObX?(V33Rb$!KWXvR?_YjZW53s#vV4h6bs}qQR$B$1 zHUu%EIBixAYl^EHf~6z~?H)9B={qQ zJ-xjKVQ-haQEX4BsHe>OgbF55(P`BcM3w0O515Vu<-}PWXS>y%!Msios z#aS0Lt?c9cB-5c{G*r-q9|!t;FoQS`P~v>2SA#UN_Xm6iA)$ZA(u$l~o}h5fM-(#6 z96W&maqG#z{^urye-2yQ-v;e9!Qisl18HgL>gwuRO)GPAsTANtEa%Jp>Fpoi&d<-o z!onOJ95fMpbQ05PQl_V;qwzZo96N_j@U1kov?jR#j7v%tvz(lq2891;CHV8wePTk9 zy=UybrG}2q3>WC4BRP;+?~!2k zE*>6&ItyEno1U9~q5;}sx%#2L%Er``vc#)37K(7waPo!q*NY&0Gn!)mS78xa1_iFN zB@GP?-@ku9N&Qdno5|Q;swck+16P=%(UOy^fQ0b=IEos5mO7R?eU@PdkdP@&!(SZ` zHqUdR-Rz?PpR+b6O4VzMv3(vY^Ys${@i!>TS68Z9f4o=>bk=?W_b=E84F7!XFBGWk z-)!RKRI5|L#K15-GBRUcTU11A^#UX;vNTfS#|6bSybsEg!@NB|3b|9fIqmqunWUOM^F~AFv z;M+31wjc;JQ@5Z6*?0I@R9!gd>KPj5-ezcNX=ygkSI#JcHvIu4Ta2OG=C<( zb#w!iuPOpTo1TCGjUkui2G}OIUb~7Z$fpMFrz#73O`1=z7y-^U6~St9diqr_sE`V_ z{5vXon(35=c~qlwOl|4|FT?z-bgEJYn?VPPkVcN zAnUfXv$M9A9YpilLk6K3I5}}p1fJmIh}@U}1eKPRnGpe~j*4avQc_a>JiMMOw?p`& z>)hX(b;vEFdhnA27zPIilVwdonZkA83aoFUb0mZ4f3*_L5P~LgL7T$KmnZ-cj_h8W zC|Vs5bQ*S${428=`p+^l42+C{y@0}loqO@K8Sbx-XMJG5xV`YvmT1t?v$nPd)QTdc z((|9)HGnlufAeY)mOw6$O`Fj7GjY=&Q&m%A`saHS{MH#V5ca{Vvr&moAzDL(G07U9 ztcF;$kY8@_Sy|ZxsD3%#Vj{MGdLTl%I-_z))4?WhcN^A6>cQ-z%o!K`)6?&P!Y{L^uIg|r04AU^>VxL zz2UR~f%u@~IPiNk$CDtGW#Tu&YqMmDcVkXb+jP`!hpry}bQ1yw@aB#+aEj&`!! zgaNmuK4d}QN~=vk0<8g>FyN@jshK%Sd8Nhrd@|QIc7EZsLpRT;>H~v|cV$Wnoji^o ze=oq@k}+bIP3Pei7lQy&RKUjhm-?OAvW@a#U(|ODRO#tBh9n=72DYOni|rcIHqh;T zk!P3-(?`W}Xx>Q8065wjNwlURdB9*Rt@N2|K(7`~p(jGylER69;1x0gTKK>1=X-Of zYdzX>_FvmBKQRA0Uuxyz{#z?!nVO8vIx|+waYf}6szmo?eVUZJ1~jO#zMM<>EmB^z zVjcS!g;o8t7quM@QJ=L;A&h7@F~vhs~yFB|JA8OKhu6UEn3 zC2OW=t9GkB*f@(N4d7VTmii`N4M$Kia3)HC(_QK%qkQ)9%OPuu1OhaOA89*l7a=)? zgDXz)hkiGsX;=FR>c-qF6Eqrbw%@8i$DiI2xpdV){lommN;kTyZMDQ_T`_~!Y&CiC z70Rk!qP!-OzWr#_*`ATBj=d!_-8ey1Z5g}0micx~!n}|6*(FsY zQ&}$ny@nP1nADOEr$Sg7a-m9I&R|1ajZ0BjZrPh6*PPoPT3@wl;>zxggcwWZn<)~z z0!H`uCdI#`!4Sdlk#RR*MsetlLdQT&{O;8IKBD^G6xC2_uxPFp^r=ez*a| z1JQH}=cwm*y))vM@I`!{z!qMioTT#VCt{E&Ez;L`&Q%Qg$srbWL`Im6z^;h=I z>GL0+?jVH1_>=FB%o~I3L(tb=QJ?Qj<*do0I0QypZKP<#Gu@S7RG93fiIdJ3O%K#+ zS!Sk9342K05JDPON^W+9!qJeP@rS*|i6u>Ci{jH}sXiTNCaSS5s_1)i63nacPkR!x z89zPpE&0%odwIFtdVR^lu?!?`N|}d{Tn<;p1hw-gYh_}d!iL(~I;?olRoofT2a12b zF9-9Zz%h^5E)&2XskXHJ;^?OJ@tIcM!7iohiJXVD^qY+K^E5`xp6b^HpS^YYMCJVb z)c?zC`uxabHK8;UyiyU%hq#*lUzY`K62q0d|J8*58)xU#qYJ=g=~K3K%C>FW zwr$(CZQHg^*|uHvmTk@S#U%YDow?}Wu(F?vCu?UhGW@s4^#9j|{;z^GqwxQ4_mY8u z^*?Uf14c#VWb+r#(d<@gA;axjmy6jnv&@sSnL?%qgy;|qNhD>;0VxB>tYgSw%rMXJ z?~OZnLbVQ>3Z0&Ev(m!y^b?7dnwi&yO1b;oMvm*x?P!aZ=g+0~-p6Xg3)ZRc-r0k< z-`vR#kChnH(ee#0BxEAW6UlA|&?VvY?C zdHcco{a3foYd`c)s|-&n!RYs=<$+}e3C}nA5&1onpG>Enc*GbIkq`|PqA%5l*3;t` z=i_cxpz3rEtMv<$tBH_{g+qiIRd) zfeKX%p_HhCMTb(OO>K92^A^=ejH(@8l&VxJ(Icw8E-@y9@zA-XC6x+C?g&;uQ~G;Ccha8>?6~6hvICN>zi{n<;g^21V?{aVk)E|0sTsYYa@xJO(#4-nPrcAB9>mOgxse*S}x4MM3GP2Jjc>ZgIps zkxGZohxtU>3$Tg36zVSaIkz48Hbgc*ynIGqVE1nKnD_o9j3v00MH*D6k@xb;eDABt z<@s9dff)t)9Ii$S!`*Eo$;Zi5)(EyPwf47}x_k3!@ zQ-;=QSMWwuY^!LuGlD2?Q=~%nF53jyjd`TRi--s_S8H$S#~U_R>5iVfZZU2u+3W`v zPpY;^{>*YT^Tcx#Njd4@j>PRyH|**dGi7G$nlL6x~Ay={!n$g9&t20#+#vfL{FH?E)T6GOUZw=8z%b|mSwga5zjQS)I zu1x3QHqO7H6Y;|T(mo@rn{Eo$q{J%y_fYeb)}1~&=&D-s%RJM#h0-Jue3mR&1CTa?dSPOGSpq@kT3O+K!FiDcr8gFFPz9)y zg?LA$0K>7^BcsG?C~xFKFCPJ8MeLsvx+e zkebny^R*#J6#`4sj#nN{X4OFY&B&bu@uqw8H~9jlP>C>f_e+~h_i@jz zQ^(~EwMb7uRLQ%s!vlNY1IL6oIX-9)M!rC${!}95UWS(@uFqSu6CjWV0z*x@Fp++Sl`-ygAZo=E4+u{C& zFJF`5Kd?2a?qm0x!aQTo18SGHkz-uPB3jT~3CuSWLs~5=-?>7bg!;y)(ZMFJNiCE`ZOQnemchQ}l`iouCR*J=te`E6vO#N%nZL6spjO zr!2D&k_#A~qBR1F@xPt)hIu`Qz$H8V=OcDKw*xF~*_b<76+#&61B!aGaF~xeme%%x zunn^p82QP=8M`ps1^?14&n?9(nLU^o{u-JYlEtIg- z(8E-(kG7G#nq7q(cFcba%!`k0&JCEOBKLd8rjNG?G}y_`Yj|+YUn^Hk5?TF%r|z^I zple{v3$8Q|ejTyd8|&*e1h#|uQH^ZrdxI?iHoW-@DI;_|-$gSqL;%~qi%hU#Ez?}b zJWlwWxW#YnZ_ZC=;ko8ATUSp%gSF}Nk4}KedfM8$TbylH&}Cs@z0d4imTM0v-5L~W z+*hL<7{*!G(7$KBAHEVUcW2EOz*@0=CYus@>zGC!7->Q6_pM(~IHN4sw^HFOf4+ID zWR*O607rvGKn97T$Oia*a_4NPD&?s+E!N!)Crp!E?eA4jY)%5NmcMVqEg2f6OtTm~ zmFe~LVn#V>!~F9mm^v_V+h z*Aq$d1os`0j!I6uVkU`}rEls@c--4ZKvn~j{axv)oz~-zHy(!H&;2;L{-li~t~gW# za-n2AwISf=jsI)4?Nd#U2>JZt;X@j8mZ+Y<% z?sO7WAnAz^8?q1^c&3m{mr#XKVULmjPGOoM__HLqN7E*~J_IIB38|^**+-0NGjZ0_ z)_dNj_?fV*;=APvp}(>CSwSUBQqj9&!9 zr~HrR^k4epD3Wn>&fQ-|0);*sc1xa=JzYmP!>PrG(uO~~k*?6kq;l5!z&~J72;%m4 zONv!jTsn1}d$Jo^)XxxKw5w3OiMDPMKIzUMsux~^Le`QZh9KAl;MkhM)Sk~PI{!-l z@Ph2Q`*{5vhJr){=u;k#PR)z(X{3R1N&MR~^Tuq$ZZmH82{I^7Og~mcGO70yu%8VO zy{d=;RTYy_A|t&PKEQ3@J;6&QlXPJ^kKF_d z&ZeD;mYy5@da;OZaxX8)U@@lCs)u9U8^n18(Xj|*$)6Rq^$ud1!N~RCihLZrpfHXl1t+Q?;0Pi4 zHmJj6z(v6Ek%UKpiF|*6S;l`3MJ#UIVec^X=2)YiYat%~DiTu|TIHWWCvvcAeqL9! z`X$Gshe+OQHs|iFOAsG=+*47MWMHN)7djB6UiRYzA^YaH5Z#JI5#oS&C|i!#Oyf#a)|Mn$5H1P}8zxY|R|~h~ool z5lc;+8Mv2ZIy@48dJcPVkuW3F%}>gmuE&ct@SvyLOR#4Uu~#`zhUmp4J~Rt z)qXU!92%hWvTCXI;lYyjtx;_v%iNe`!b zG(B5h(s-FyYgFx@osZ}t?~=;X zX3yo!QEj9*<1P}WD`OK`gDsHn77S37mcOaI>7gVABzBWZ+c+*?fV0bxiAjR>K zSba^0WQEHu|1!LyxkFq*Q$B~&HW2#NI*qgypxu#;^gFn-dFi=<(ygVbthO?rrwTe6 zVh(huZqW2bX6Pg2erWmqi63TN2(=Sh_=Y<;4|daSpZ`I!WMz+cE@Qt^!Uz>0v1lrG zwYM`}6$hma4ZYKAejEspTPe7K)hHm`%ZVok5xdA@#uz&?&`WKEm9IwgfGjJi3+-56 zhH8(iEt}`@CG;6|Dn8bCNK%WJ!$zR%Jm;$29OK@Gs9@K%FDOp{te@APco(Rzl~zhq zE(wx_>7ux!db$#g!6Ti0QPxsx)-IdbK&*oCXstjTaW`o>$tziO9rIkV=hCyP{f#b! z-IGewIUSn{GU%SwH@DEDRn)02V3S!5%E5?f*t7C z62;`5X2{Uj-&Jup@P9;f5lF5hYw{B>oIECR8GxugsM+BcFX07nSL5Sqr&ui>X!4LS zl6mDa7jG6mf|*ao>tNEw5zd`OzuO_}JZlzqYUArH`u)4IMHPz|%emzT{6?T$h$T-9 z7JoT&kFZOKq_yWHunNnr)~z=Ik@ycO3-;7V!k3`=~Z%%l)Q zlppQ74=v5ny)NjQdOJ?$p)vaf4l60G(}X=0EtP!(IqB*7`-c?*uvh&!w6@kZ_Z0VF z#0QG#=W2@ITFC*KPt;9}-BC8CF%#K{+~p+AkL}~0Wj0b~s=UW{zi7-k@gK_@ z==}e#9`=X1QooYY(#A(bMJcd~wzjdcx3-D2Rh+a*jJa#q@S%$sn2sgRY$KiHKAjq; z?hqM@eLTG3R%+Qg(cHvHdS;F?kvcQ^%kSg~>w>VBA5it}eQ5Ans+yE&t>A1dt}ZXH zVy%=6J|9_Bk-~YKzCK1Q_Z~1J^4}Tc?F%L|Fti3>+VN-T;R(?Ymzt>zW%t{ou_s_D zsD@vkUe7PdIH+rJ=53$jXAaz)Hp%5Y*C$o0f7-yn>R-${X#WP)7zpq9w;O&6qh9_* z9pXnvT=$RfRiKzRettqmA^wz4jJP#C5rggR?plvh@3SO20RGJ-pV85ObdI&|k0ygl4{mq-${l?B{wXLv>2qX61O$&o|w)Awhme;=~ zEa>At;fck+eVX-o7rU#6x*8Id{+VyKc+iXkgOBReMlgAHUT*|>n6lbJ6;`50coJ^buo@4o)* zgB2sg&7Zt`F1%!+Q5ioD%aPQ%`y<^LP32> zoay}iV2F^<$ri?v$8y_rv$vA0V;*1IJ-j^4K8HS>_PG$Gai&r{d6x9Gd~Niwa%)Js z69-@WV#8HpSA4Umx-viFCVqYU?8>4qUS|=>O?357_cU0jusEi!tBaJA98W`_WLmJ3 zN@N~kbo{+?^N6>^y7>hiSFYBiMG~>g!Fd^^F^`A>^|&bEp~hm`C*d>k90aTC_%e&( zbimkZN4sQ%q@s1Jm8*snK}bLsOC?(=l{Gs~!93#o+BZB&4FzOHug70;MnqQ9oeVnYZ7PxfPwd^cV%@++dm4pnZMgHJalokOv!7H+8n0tS*=Cw zLIk0D7KV@Q*hb+nYTTa)n`G= z%P!f;&HKw8cOU#rxq_kHzt>o`Z^&J8sLRhdXtLNZqlVnw`#YRoyG8YT=z46$FOrE4 zB=d1r>WP2tFLJ-jUFt!5zg)$24Uv``S}9W_n@l7mq9Y4!j%d`#qeWgyWY4L8Gw(#! zl8NPA(K2Vulz&2?h~L4`P{@dun12yy_cMb2Cza3szfk$C9E|_5W|XS|rGc`xnHMn; zqqe{_I;(+Q)V8Ws-)eQa+oiCr;5Y=ANE_GyCb14Yj+f+r2?kNN7;is-K@$eJlhf8fGUR`6iO+)wme4-6mseYlzp5gFl%6(RegI zdN>|wxS<{o{U+2n#Cu%BhrH})YZ##i@}5CRBtmqgh`LC-$UZ-p^Rm-&eOOtZpVv5) zi;q?j4XHAfzuRB{*wZ5G>n3Vjyiieec%u9eVIu0Ut4|G)9Jg|xW?_OgF`82;l^CIZ z~4i3)Yur-QqYgvhZO`ltZT)t@=pl2uUc+ z>HTl&1xGCppJMEq@jdkJq<-y!)gZF!y%uL1;P&VfMa5HeJ)9J3 zcUyZYtm2Txsg_8UdL2r2d`LCxEhB-&2E!gLzXB^Lp+s>+bi18TIIkiCQW7>^(IV^x zO{4QR{|l&I`0&VhF>F^Af!B4ePpVpRn8JKFegHojS}*CB2BR}yXMT$QR}_(`9&=d6 zDbHeqLEnhBQSMmY2HBRh4T(E4fiV(~QY33!&?g*>IqR=*3@IL24`kL~af!%#P~nDQ z6C>z*j(d{8SAsmkJknD{=g70j_hBL<&c>iSLOmj%$kbsfBi2Un+Z*v3;#CxENPi>Z z#>{mg8&cqi>-9xCAz2+#GZ-ZtvGK@IkM|slz6!(j7(;R%AD%b_ecmr`$8eLDW7S15 z(s&P-;q$~wVhFrR{8pRg$OUh)-x=rNvsYuHu`lbZ)^KI~pKA4lHC(UV4#p$+*iW^K zzqg!x=3gt~D$_$UAlym5DYSQA%>0U8aJ<`IecxGiQBcznlRH_NXDFXfc^j$Tm~%Ac zke-EOrG!$Z5)$4f>h0CN)zTYCr`M4mE*`XA1Ui$}zo{gBw1S&~B#q@;1()vqYxGv4 z#q(?|lOQXwGRd<*zZN4@ss5+P`@EETkDE&tR9UWIk%_9{{3gAa?o1!sr)ehwq_+up z0Us??smvWg>A?JfhveeD4T9(}S-$7Cl;X|v3<4;B;F@z?x~Q_Prm_PE$>8Wxmteq% z!*=7@y6B~5axgg>vZvn>rQz%d2|&5KP~y!qrejZ|TGJ zl=CB<5-(|>ovlb)8UVh?b=msO#Rroe6(6z9?PHhWuX~h_O9y`x;I!3>YpSXTC)A&Iy z*+ENhU@=n-x3u2U@4B*USiV9DH|_y$JkDEjgJS2Z|-!ujXu*(can-p6sy)x z=2!CP?`dYQLt=WBP_g+stQLVNSZ&e3<)Z(Qhrl&>7<;4q% z*0i2zim(~h2;ACJIdQ(Fsi^+Rs1}^@S$$}Q`12A7PbuBHQF!esgHTJd#M)O3s)ArC zjr%O>8rCq^u)j(JG|o)z3xlU;n(7XX1xEPcI#=trtwI#F}Q>0&%Z8n(8AwSomPV32T)-4q>TpVGdN?q_lb7%>4k(X zw9hXAbk7eNM%3;K%lwXm#fV-m=@Zjo@NQ_FO>J1c?P^^ z^k==t|CMvT{(HA(;?VU4sL=b}@?eqqR+1k4$tjq1 z!Qp$ga=+8U3@I4{qo$k-#0ms$`Kj^FQZ5h-6)NTJDWMq40r8|UIW{xT1_q6smrlg_ zq=*>0Kpeg=A%Kq+)lE5H_YOFj+TM%sCCQx3c^kZ%zRLmiW$X8HfGdVsD<#7;4#mal z_{g3oKsh#KYuk*n>4xPANdrwA zLbN9oESj4fiWVMufe7^;9oEX-6)rlC4*g>&^>g-mT+Jz$BD9uuvAE)Yx3K1 zDmdQ#5yh{queAt=zj$;V^UxZV-{((klK|L>Jl}d6N$uZA?qVj)oYSOy)*d{kNnH{6 zoeaHHm^!~wlzWXCT}ka+-ptKL#TB08fmHLQnx)n%)-KcnrRfhSuP4V^obUCCH}~#^ z_boGX*UT}Blf-eSWhKP{LoiqSHXG9^_%QNgW5*q~T9DC;?|)->lpgld(Nr#l$(5qy z-io)@spu#)E}tuovk6FiPS@&S_dtn1cG7$*mFX%4l3}c)rm@iBXwXu~M8|Z?MkWL; zqzxYwJjiQSKuBf_4%#F$HYivc3`%T5#EwE+3?Z=NAfqx22)HH%rtP2`Bl(OL!I?C7 zW>te-l$3x}HPJ$iaA(Lx0wL`OKu@u<$tWQj$m~@k0J(LOK#Nn3@Rab!_zEm@qRQz6 zzZP;Up-K$W&ieF>n;LRS?k@c)7)*zHQ$(kNJ>u3I$25GYzklBwGPfP_1&u|&qofTK zC1c(;T7Yk2EUviQrb3;~#@zhHj)t?oD@iQXRim-aY11u9T1p#hd1M8^fs+j(K#`_@MG)$QKoV1>zvro z^1Ch|ADR}+$KzGCgrZ{70Na{NlwhwwTJq8k6K=LgSRt!Cr=@cB4G4bL>te=#O(H}P?>$uO z7lJ4<2S=AmChbHVv1R%#(>+mm&$w?^?DrPC&Gv~AS%V;F6J4v`)0;UivbuE~9hkCI)OU*AYsIj%- zacUd{*`L>1|7O!*vlK9qW}s&zHB4Bw2H1bx9z1rJ*RSr4gT~Ysb&M`TF4rap!t@dn zFjA-_XCzka4V{!TN=*6FmVMi453{&0ssPgw`>_wEDc5j@NW(4WI{LdSxj+T85z)uH zDCd2M6c*>-c(CZ@MAOj#8n3`$-+Op(`3$qCDAg*SNs zEs+MU)sjoW1Ew-mpSPsck1pCAHi_`$h30Y}K9ypR38yu6m0_=n(rR}ea%@OzEF(Gd zelf}F#9k9WLDC^T3nc9h(c%L=Z{*JXRV9F+l3&0ph*lf}|1Zfff~pR+QQ%MT!tE)B zzl99?YgiGOcw&z6g@%<{P;Gw>m0PsJn0NPGJ~#`KAMr4&w^OE+!kxG!J-R-EUDPCt*99O3`_O5rXn?d?wPgvn|%^Ng@oJ z$(8P;vvbkdwz1<&*F!0F~%MK6FqlLZh!(7c!=v2@^tblxqpR zx)ez9h1^D7HXn&KZO1Sw2_%#R;>pz$3r#}wt{1bN^f_yWSH=)L;As+;oc1H1WkxG8 zC)hMbKb{zt{+cqk^fy$keX+vX6bJg4+a>VP>Nh%LR3VWDQSY)hFke0|`ujytyhg`# z=>3X|@}ZJUX%UwGzCK2)Za5nt$SyOrmNzxr9so#cSb=;x4DfoSwH~fSaxYlkkY}$8 z*-F1$R(Y8@4>Wcp!%0Y*V5%jsLb+kBq^PITvZE`%MVImA81Y}S8^pDNR2UQtSL>nk z$|gj}88s`AB24`z(*CwRBkML+pieTKs0NyhG`B6vm+Gy$9!0&V_!vVvNmRJHrgCW6^qXBoM*Hob9e!_=?&dfnd0=><{WRvtzH~%G+o@iz~ou| zSGJGOElN3h3_h`GCwYPI#Y5@U)gMlW9nvxEmsh6F(yD0^Uz`T{+Wt7e+|~!3=c|Bul&JLwR8&iD2MVZJ!`I;zRs!`94~1 z=xfT_0pa4uEelEhEFZOFctP?KewyBCX_Lf+1pIuw3Ny9vG1~yl^?Uv~Vfl&K!0IO@ z>uV^oY9excDLdp-~xo+JBEyAZn@{mlf zah$nx8*qqdYAC)lr3#=}Qrt6`YiroZGKGJbE?M>G;@$lo%^2q&y;%J^aiazA7BZ+0 z1;6KZE(qyb^r7fwhk6622TjSdp>3dP^&_4fb}vm6y9G4yRq_>*mD9XAC(Wr76La#T zkNU%XEkC_5?u<`=^4?Gg^0Gef(RC8k3KH{)UylCGRx-t!WDx?hi&K&HE}z4tlA6vo z`Iafg+%f4?U0xIc@Zs@j_+h^}tf!!@Dfk-Xy*>o)jPgB9|Fr?~UiU0-IF4iyI3Uy| z6V0VRwDwfD%;sKh{Z_DbKDV@}s%@@CeFx)#Eg~Ei$b;bf2R+-7m-J#$K@JwtB%wSN z!L%P6p}k>U#iZ*JToXxbR?bHL5{JJ%2`g>4Y307Lyq76(68Wd0MUf)7x8ivhb2=5m zjs?7MhgZiq9NMCJ{4U=WfG&6;*PXhNu#mHas@;TW%%hgv>bArQs!Pg0MGl1e+0;Al ziY)c=i7t794}FqHxr$5cOGV8tpoRf7K>)JvWEVgwJs*N8e~;wh#JVosffr_S70Bo=nzX`H{kj#-l*rYDlJ*~&jeTRt>Lf(jT&1bnStc@>$ zh{84gVzbge^nZl*NKM?nE2efi)2o&>Sy*P1Y~<)=ogTLrdyLxITXN1HH#FA2sHCc5 zr~`X91mn{uJ{r}M@i{)yt=7IpI=#AI7ukc6H2UL2eu^(Xjx7jZXdU1rtrq3~04}^< zMb7;p(eWI>Bvsc26qiH=mF`b1oDXy*TitMPc=l>Eh>p_t-Ju_gVj1~+A8}_dzztQZ z$1Xkw?x;z3{o$w??_hd-_4_Blbw~9p5hsY^rc4zRR0>d@%6T!=Zlf=!cIt1F!A6u- zE`n&mU;I`}IBrSdUcL3c`H@W%W9+|-BOmxA<$eBaS?)l+4x<#wu^@#OMB-JTki+ns z&*J#O^FJ1M0-#u4U(NuYEXD(Hep&9Tbm!c*d|$~uM;0zqnNvYzp5ZWH z{h@Z-dNIlamzUkV@8D55Qhcg$vkkoYGi|0{BD= zi2wZe|2`3{>`W$@-Ax($*OR0KgUuHMH#s;rXzIh7YqlhpsN-H)@e)}F_-dkMeJG7a zm2irB&t(3qB4m|D>N3Z8M5Ba-6h_5=2mglh^eFfpfWYN`fUS?Cg#VM~@AAG%-fQUU zJ&v|RJ|Sc8)(THl`7dI9rb!^8D#q=cp7|ij$8WJSC9h{GK>6kL#J=|cxAao;EXY^J zL(&Tkr-W+@Yj&LLK%>S;-v)!!jpHonGS6O3BIT4k`t1y5izdtaC59yGNjcu;_qeM+ESuESp~Uof55BoXs0Imo=}*L~ioZZvaese+ z9}7#41r)*5RW_}vsi{6;sLUs|q^GDm*qE0DXNQto;PwAJ(xe1kv8ll{d!oaHj@l?2 zg3_Bc4LTpXc6(xW4PGTopR}Kp9h01qG=_SH^$czY)dcl^(DiCpq3Gx?50#I1!eDH=fL*s-~uiRlAy& z2?jFa@PAAgp-Lu3Xwsx$FvEUU_M~P;7y&YGz_hW^i!B6&DBo68n)v?utis5>-aXf& z;gzAIk6{5j_-GA0!l$2HV+QvN>JT=vq~KFL;D|P5R~qd9cSbf=YPmXXUL0~XB7t)) zci<6-1*b-h)2!E$YcNFek+Ci7-Rx#)I+tufP4N{b(IIUQi*=gJzlMzpc`Abk z7V>q^XdP2D#bbqzYDm|AH0ZvO%SIlIaHPa>T2e<8v-Ss4Di2lrLdwZKtD&D$U` zlUd6!i@lNR^2XPeVJD1;(lU}{g)XzB9f%0wYW8-2y)ZFjaxTx7O>TQ9jO^XoG4WSU zwqdKab|+pbQmtXBOd*1-q$kpdjyQ}q7{K6G4li;qT4C?J+ZlR)?{mK4rBT+NYM}X4 zxUKH3cj^C<2*6MD_Qcuw20j%WK%!gPkP_QEZzAN`bmmoFc3S>v--{q=Zz zQP_bGbG+KHJ3@KgTHg>!^h^<&nK3Jy9cYlj1zCswr2Ops!`RQ<0dpnHKolH+cd#X3 zE-pTX?)K4bN?KPWfg1cPS>y*-EdWqJufH+R2n(bOEr_;H0m}RNDS(htFd5wDv1FBH9>&oxi7vB|xy@jkUxAh(cLJ4~|vRm8fX8tp(N+ zQD5b|;3|I)RuUjvY4tu;Dbyi1j4j*>-{ykvqKHP@txjrd{GX9l3;w=rdH=Z*{o_wR zxYKL!ca@MK_$kW}Jp=308h0Ausyp^HT&>ll$949N&yBSWi1Cc4zb%8oDf zP^X=(9%F4B?Iy~hagRFTh8+Qi>+VD2$wHv9tvhigvSvI$^)x2Iv)uG&9Rfyrf_eCH zsdV0$uL-}O1hNSg_Xui@)!`s3{#b&p^DQ%QySks&H(Qfd@2A5n(&6%~=$p^U!UeF8 zCmM^7Hco;`&I~o{>P*EbD_ghFW2h=MdL@;E*KA+9;qle2&8{;-FXJxF^`ckVl#@M$ zEKkSlxGi2LFQbXDYst%cUWYDc-rPAHRBixpt*eJ_K1Y#MBF)BL>+5uAbaAsKw(8tD za!?}|=UDr+@@oOmCO=m9`|sWh;#w5%&OFflNw+|S6?O3BR0DBsW4NJ`Ag)&M>}rT{%7H!n+5 zp|V&vNl8J~IKNC!ProERMZY}3DBZHWphz)KGob)2MK4EBEiI$yI5|tDcq2V6qY~Jz zgDA{-bcT_VR*FXTc~n-4eh8Q~Y60R>NDGWiOeB30huE9zq=fOS$({4K9dkd;Kjq&P zDVNV-DfGq~Ybm3IbHd%p-EpP$fBDX%T$o?oUe(>x6aSk(!MLF5bMlHMK{8CD9 zOK0J-?G`fUy!H0m#hi(BPJ8$(sPl<^YHzjqmMB6r-Cmxr zww)}$XzMPy1DpQ_AV~@TACX4d6#Zgs6kYVs78f{dW8ZF7R6LpAVPu;&2}@v(_;IIKJY-> zjR4sONgdh*+(@9TNr8?A=3iZ3P!Izd0q61 z>}CI1bC}PF-!Xtg0*445r89(pvO#p%A91K=OA`ZQryCHOf=gLXe`BV6%bBf-?*QLc;Vw{okP7v0og&mG^Gz*y8bhe*^or56Xg!6>Gk7 zcJn{EOkd^IYi4r&^Uv^K(6g(&`ch@2voqyp!AWzJUDCT(&Y#05bOg&BEN1bNSDG80AI=;AVV2O~-Atfcoa~-@V{e$vRV7An`ow1JZC}61v-rZ=STsxh-v9UTSP{${iy4P?m`KsiHc=3aS< zOm_6D4pj%#NxZ#t_L&%lN#Q|FlVu^+L+-L1P4p5BSdC^vsOwTJO-i<^Vk$98l~jxn z0X{Fow-vaEPVH`AJc_EsRRWg^Jg)+{0w?LL6M2*5tdS--jbtXaEwc4<9JX{~>n0rt zoaf$DH(=z8GQ)yr$FcbCfnLN9v5$b@}b8i~7jo8(LS? z3ql^$hsVB>9y8=%!&MQS-%Tlb0ri>Cy8+DA(?3$7#$=s=^#Es};i;J6 z#)A#2dYkrX`J({pvw<7{GrwgCSCr1QBG}rF7n3q!lYGw#&&Ia=PJ%B%=IM4Lm#4jp z3EL?wF!K+P2xaEDwwgSx`xn+AaJ?$?DH}I0`|8eFl5>`WyAg+x*uSOGo8zW$$gXk< zpzqKiR^A@&hYUvFBeC}|TAsd}fzz=K_(a=OaBeWznRDY;>k)18!}aBSJqpiJ!*1HJ zam&`VuUTCNI8d8j7++`{Ms8eabe*x%No}ViKEe(hS+TYEGw56<27#)eTYl5s-$QR4 zeC0=Hn%<#i;-ibc<09ThAjpr(%jNr5Cmj%3*XqVTkJBoHUk-iAWdJ;H(@))&4H`FU zSDh+XE5H`l5p5>^(0An8F-i0fC^OY$*(kp3j=7nqf>c^t+{^@Ed;my^`_H@PH{7te z3TL=VM;O!r`O@30Qx|^Jp+6wseD%pF9t-^FSBc?ML8K0-tLZmW8~z$^C~r`mMoeey zUylx4ZiXMzpiCnzVX>WqT35iIRAYMsqZppz<+ZAnvop9 zzrRbM^)U^O|3-OuVRsAT$K~>Xt&L+Y>=XXD87Q$~ z+*WX?4A6wu9xE%0>mBKboPF|nCYu~Tx#=CJt~Y=4+SUfk>I%GwtDayc=%=OACNHO6 z#AA)KcqN?o=e<4gMDu0tKkz8}m)DP6h?{ly2;OqQri3lY(c67j(ECAG00CCQPGa$n zZEbO2hkFc5?xTI7=YvPhnkJvE-KmeIO6!FB)jvt7R4QedibW%LPyW8DGHj4e+ntz6 z>?S( zk|W5|XI zIt>>ai#ZQ~_S*87)fdT&paunEGJ>^wlcK29b5AJAFQ9**qK=O?F_c|1Q1|bV#;zRI znjF5r^^X)?`_-qKG~HC(;hH(M5&O$hkWQTYWIM2=yEHVkOf9oJpJrzfR(D!Cpe#I& z%1c(yoOxYV5}xHdDzO1G`8e`aOG^v5SW(_FC-_6?J&e^Ex6Ie74Y9RteQ%NDUaJM+lcCYQy;w4Ywh9sIa{T5IXq8~BPIaVD<%Uu zY3Dv5&CG7{f+s2()dHWmLrLr^Vmw@Z^riJd4AhJ7bii=^AI{FHSrZ`HqJ6rLZQHhO z+qP}nwr$(CZQHi>-Fdwc^EAI9D`W4>+O>*XfwSjlM5!(tus>t9#2@M{$}MJ7#hPNq zWHPR9sG{%ot#=`#cqX$eqF4BZz{~%IFX(!irSkoEoqBqkjyfs4k!|>bWqj$>G7x^l z)^gF%GcpCM@l1z1R~^YrWVeuJod67JrQ0Z8&8zu4qPpk}C`ojer{~S*7o>fWiO1vS z5qTznZhQ__$2(h(@K}e(;kf}?ouHQskl)!UNe0R&#hk+|`6}_by76!-Uk1ko#41tB zC%R=OX%umiwut1`GpZw7*6AUDmGyOntJH{>2gdpGVpb=ojZ=y?kaav2S)mC1tFPj! zYmiY{$=npB8@ZhjvY9CeC~EbwA+UpItJqTy^BS&g#A-~ROE8d|p(@JbGStPEtL52pn}5 z>lOAF$+K?7Vt{G*aS_{sfpWL3YBd>zG`@_9{`Ttrg}AF5BPfc7{>yH_K*a>d2r??2 z3v-72+Q!ArGfSsDOn3Fw_pGBLYWZH-&I>HKU;(i*>+RxU`10X7V=By?+$ZDf0>3BQ zY{G(k2`{25EQW|4s%$eC%g?sk2YR;u_!7O5nI}cpJvI*Gy#fhENZ`s-%ePW49yjJX3aF!my|u5hIL}?7N>Jd z*4}FzqJGa}xf-@9fv~WLYFUzHb_%f;b#Q!w4XLfI+oY5THIyLh>1}KyPrTPQ@3VA@PVFLy`6WIc;MLMu9 z@2{ocRYu=e`~ZL5Z=e}DODzE5Pg+}RPx36!+Ajl~^6O`)W7n*KQ~FS;sufbUf6`A7 zlih-pyt&g;QO-yaze~Toak-x>Bt}sQ3L{OgsAWO#0z8xGi&3iY3!1sH>*>hutiUu1 zb4K?jDjcL=`4iU8yE8>#;i3*)%C#6w*~Yf(PF`_QhJVeNarK-hwg~jUp@vj)d9wT> zdPhHVG|EjE>#B0?#OVCD^`1{&=DnDtX6{sWWTOmPT`!)IY3mb?>G?mXkL&6i%z!%o zyAS)^*=ylX{Sw`U{AMK+=*5#18+PAx$|;WQI_cgtSI(}S8FFbnXPC~zc`=!+ zEz6G=d9zubURONGiaBWa?HFD@->`hmzbs=+{Xj6VN;F0yv4pMyS|)6M(7f;WGMPT< z9+)TebJ&~r(D5dVy9vd42VF4(L5aW5Q#lR8JaxrRYaE*%0v3K|cJ{#Kw&zXRD+f|H zC^z{fXqouumvF(gAfZA`#fe4ROZlrARRN0uqbfHlUh@up<68et@NLLf7W0S~6YR#( zmC2z&gIZw85sbkcvsQG8AF8-rj#IEA(mWHUdf>>fb@@}DJV#~HuANjf{++TO2nuX}tR zO&zZ8Lta{}ww^Y-eOg@hy#sm&SBFA1OkN=#DvVCqEeSEhs)lyg`p4$Y zK^r62rrMN(Mx)V&qD)5UPN8O_jEtt(Ot}e6sMElvgiH}0 z83^bJ8I#?U(nhBAOc@%})~2{moJJGf1JwGcj8W+$(}<=NP0< zL)9kM7+j_}O}Pzbtn_ybSQ&2^V5Ue-85@JvCfFG^)2^ct8w1zI*%>aP(ZLJ`yGiI0 zl_YX8rx-fSr_pMdcPz1NytdzdGOQWqGH;od8!Xo<7gLLfvZEVLBils=N}(UnU#9P| z2Vr8;xC@+zX$h=EfH|qiG}{b~Odj+U&daI=3?u3><=BsD@9YmmCm6oCxHABDm(?}N z#)pGl%oHAA@qO_D?u7Cq4|R%KRxX``!0zxl;sMDo>zMgMkFE@&4oc%txB+u(dS6UO zq#PIpF8U#~R?BsOg^72U#iJ@-sE}z~>eAnn{BM*{d_tBlF;dO(#%0>pMN1?R9mX9rARYj#yF5WNo(9n=v=z`3pd{wAH?SUNg-{b)&PEwxA-ku#rN5j?k0o9vB4+w8>{iXHYAt;OAyofoVhyJ*|asm8CbPFMDh zo<7G9u&h~U++Ihy{`#}V$MQyb0(fNu35Md|xs}J`_GMyu2ZNFX6hWHfWHVI#p*ySN zjE@VA_@SJ;9~oCSz{<_mn_Y9`<+}T;_1H?+-;0HlN!PHCvEg8rTz1V}ZDr-#D@uK> zy5FsT&s(8LWR#eYP*kwjsMGV3R@F^Agh7ZZrtSn7KO?lwf0zUC;EKYLdTD9KCxQ`a z*(wVgbF%Jo88hxYGP5u$P_B?cOy~;_^3FxOl z6haaXr<6A-**7GlAc*RRHN7Sy%rM6gNdi&O7IZb&LAn*-I8`tjme;bIfd`XWMz-4@gA%ndZ-@naxG3_#$eX3p7>{!4m>YYNJ=sis3;c7$g{M?Knq6OGHaU ziUaw|$mJ*zDEG}@BZjo^6s0VT@!#K91tP*TtR--mqdr-bm`~5Vf$BSDf~CxO{_;@_g1^E;+qN55_Ov!Z9#RI|tTpW@ZbMK&fXbR0 z9UBW0t6-{>fkDJP<^aDw*da%K-k;KVM#jvYX%^9UmlYyu{#>7f-PnF6Tgn}|fqYot z5*7;u#L?dbadDx_kqmX*DpCF#!3}0$LfxzIhCgv4UdFd?Ald3|Bn$krSF9Kj2a#X(fLm+VLHI6W+^FS(#XjSo+t5PU;G>MQF?7%IMC-E66S$p%I z&EJqPpAuGGZE8JlspoK4jz4rJCMT!zXjy@hLWSN(Z#2J#ESdZ1XL9rE^LAFtF{C@~ z!bZLatCfC+k9;^S-xfJ+wh07X`C;e~vHR!;*P79F-cR=o*ujhI)x@7^;0N0J9_Bte zCK^sweu0U2z5NM=GwmX+uy>HI^>s|jNNQQSP$SxJElmJ- zdxM%3{ZzcduEK=udEHW6unXQBD7ueq8ETj?;C*fac4_B?P=Wga*K%{@`e+hW;~p}O zKf~clfofhF8Uji2Avo-4H7sgWQ%g%1pP=*>_GlnUu1%;`=K*<3U?pCzYBiO-R_q%P zX&qs9yJSS;<87%lDE$Y^uYRER-!&-&SFD4QwyRAb?4UDwyuZ5Y(PGB1uU$1Dy)&D? z#%mw7On`1bkFX+jY2Nsabz4p9d)O$OuI5ZCJl~(^$4?kgV!De_SWG#Z)m=T8C_swn zQz$f2M1w0VLvC++XoL@UUgEq5yPoT#IW|U*_o;O_n462Zg{i74YqCSjK?+dhJhLzSs>g@4d zvq){`ch2N5pKqE-Z-US9*5xVg{@sP%=>mnYodZ;qq`0&~CH^9R^~#=(Fp^{xuHIBW zAtxJa7`A{G$D)vctOBjF`f@OeDC9$YVreuP+=Q-&x1sajV4xlry^y%@tZsH*qL@^B z3lRgD6|k`^I0_N5^J$ZtF9C}9vua1al5)?cDSAG92mHW27WUrb9Hyx}u-uR7>@1H?>fcUzl+)fOc7kMRJXh$RFLIl zzgTIJ!Q%+X>$@k?W>#kn`;4&{4plUX4BDkvQNbISqXptG%RFr?@~P}oqkM-n-Z$0y zUc%S*7i$koFc2;hX8K!%R7%1N3&fBH2`FeKQZk_{79i_JbyBwci5LwH<8xfZ_Z+Yt z<2-ZGo%t&gxR(t%b{MefChZRhvqh+Z4>|YcBGh-PpmDi{)KJIxMkm_CQMoZ*c`-zS z7_`d1V?~x|4F%YLD$h&&Bz#v7iEku2ottSDT*WpM)9)yrV==U=YSb=Rj88m*mM_9} z*&|#+#$SWvbqKhx(8|Qs0;CJm7+V{Cq!m;w@LNGJxeF4oR}Fb~q(dk*oc;(y7z1OK z^ zo}3O`MB8lrEz040lICtn1Kee6DUh= zRbBXc7ny>UDGS`5@)89SLe+sY?srBZSg$g7Bpr5y``y$Vg*Q>#{i z&i!QruM3&empSs%Lm`4&V)3HCpq=iZzHG84@%4I5HB3vxI)CqV?$u^Q5Hp;+9)^uS zHqlV|&phs`3hO>yKZ)$0mpV!piK`O-xVQSB$jbC4hO>RDcHo_RiGhm3Dw+_u1Kj4Z zH0x7Hw?WBuef^9V%wmjR-KYvs9&HLQ)0bdz5Jcwm!&BXoyZFm^7{hV2H6>Po+u04^^?sRNzo&Y4FZIXUa?1w4zVC${V6vKDg7 z9ou`}W;{*GpsU+4!$|Eo>~Rg<-e&Dv#q(9zvJR&lGg}CDY{^s8FJoXdVpZ7X>h3yI zizw8D{j1I1lKG6)>W4`ayU6<2Hed`3Ep@UmIso+QNX z5vz-6)y_aPo++`5X!}A{1jnKn0=&rsh`sY47SmAn2HdpP10ml`I=#5(pP72B#30wU zkK_hHlMFL^gfTMRy+}EWjYn32=6ncX1@LIug_{ztq#H|;A=S;0D8Wsd^3;bA%dGyYJ$EdqO&5=v)qFf8`5V{#M(KTMde}Go*k%-n|4=} zCm=9%mkZrMHxVqGT!lR-KgJQS-#9syc@Kf=kC3TF6rdTZaE7jydIYQdG3}AkdI3u^ zR1_wc6QX_=f1X&VV~GcpMJJ_$G7VmJ5>d$*@A{CXQ_vW?UYfQmjY0rh$)B zqJ~B7xe3hzNDOy$3Gt(;H>{m77#3eGLCD-)nyLuMfjV~%^ zKG&Hu)L32hD@T$mdb=p5XaY4LE!t6Pyw^UK&N0q@mF?xV7K{(R;7I{YcIvpC!(AL?oN$NfQ~ji_FLLktlQmr@BK6%D&- z{(C#)X6NfuicrGdaQQDBZ3P!)Qgh$3YBKXy8pN#ek%!R&2;*ahnOW>%AI{__;9J

_%I`qeHp>7!aL$?5`EQaEwL37qZ`!}vK#qYpyIzPg|x z;)tz1=rPlTbLHaeXrC>rqt*6?-7Il18bIf>H%MK&P; zvh{s-MT#wewK1|=4MuUfW`F@X_^M^k&!oC(MJHLu3yW}1x528Q-X(N-KfbrqmvCn( z%$c$!D1`^7Yrz_PeMYwFjW5)cfWuDD%S6VaNMCfYu3+UvYVAJ9s&{QVt2WpIr@37f z%brBz>lekBxoB#2!i2?uMk`p|UUKVX;$bLb{BK;OPXCNfOJd@CE@NFHeQX+iL&C$r zJ{0aqWH)-OT1=~BC=2`)&8N#hoZQjh&7YEfEt$~R`=%|-LMQFYy+5`rS$`Jd<8eVE z;FYEylnjlcmMVepnR?in_=sNY<;m>j?zV3cK0c@lIC?1x8!GEro5XW`@;4v zzvNR;Gmbxy{j1-THpmmRP!y0bWD{-Rv*GHMR)?C+H88-oeb<|>+vYK@Rqsc=GLrS9 zz8zh;j&p;{>yp0)bH1_d{kQ!i4Hi123WnTz<#8tI)r_CC-Nt-Rr89Z&E%?~*A zIBA6cY5NoR&z3it_#2;;hf*g8=pufI1vDk(KNHbAg!eZWU%x`OE4Y|0+IxfLjvHXA z*T)@4;Gq-Q&H8dPm@C>v<0to{{+MN3lFYoq;wwJXYd1gGwf8H0W0C1$c2h}stryt`Jw}B0@-|zl%R0jzY zUZin>yAT^V;ssnV64oX>=J1Hg;nh&Y)+2>0VzT~8@$&1q=-XyAF9jNMCjXVgKW(Xz zZ+xp0UjNafpJw~vliwCQOKVXti)+wj7@hW#HPcA)V46T5^y31HnLppUo7b+NNSJBT zvoJC7yW3b}v)%6W*_lloR4y1;djT=8{|QDVv-0@ZO9}JaP1d}AU0byJjx+6Q1c*eq zKMBxW?)}snl-Cu&ViRY5$sZPXjlae;BiIfGkgj=xRU(ltmCMF2>`e<2Js`2KD5wk} z*p(63jBowOA)Q@~PGD!JQa3bqeH>rN+?c(|*4Crw9)q7*E~rE4J*IYw?|^HVOgD@S zvZ|x?dhoc(Px@_!$rK6H^WpDEh4J^fi(jB$;c0e%&aB+slL+9bqiTX_yO>xE@oU;z z)oUA7Z^alH-$Ny+c$n2tB!8LIQUt@bf3Bw5h0GPKvk~#*B;YPA?p0cWalROvR9d>N z*n$_u_Te-S>jba)#kf~qOTSZNwmN>jd1*j$87KuD`YL)j3h?{6@mAGw%mpdB7>Jd9 zg)EC^27lD#n3)yT*t^a(*Jda=PGR-@tu7_jr`Qi$F*G{AB@w9&)L7-bNPDZ;a+vDD|gz z)3T528=L)Hg9_}Kdkf zj&b7mxfVz8A2_VyZZp)96HS71lI4G+Aj<;+SvOz2iR^C4@{axXIbw>D-Mo$R6?T|4 zobZF8geOD6Fg;%&8Cqic}#gXrnDkI#=FgO#Tq*Wm!6vuDV z?BYQ6f8@JSYVvVn_e|fG%b8&tA0vf*O?2El1oz|c!olI}IojKlz7b>#xtspzt=+gM zC=1;a=V)?EUiAaYuOpv926x0;knQx%R7h5K8KZ&*;7Q}ne44Im2R2%8mr9O7FQ6f0 zqyoU9<}AzMor~5ltvSh3?VZgBnm*O~ZaF41kuTi?q$mA_<_8Z5DV9sHcecH&Yl~%c z#uhfPFZaboZ9fjiE^hiw)J)eD_l8DR_=y(~pcWAgxZa)Y#0PK+w~2O&TFVwRWuRrC zpKD~M(5{x`6BBzwh@?uI@0@t=+^EkJFQM&`ZD`^g0$P_P)CkhsYNX(X7d}hN<8$deUpzJ*aOo6DN**32E9MxyX59l3( zP1{|E4;HOke(9IEHa>#x|$oXS)!H7Z^`y}OnxmO1eCu;77#(+1!W1W3fj{(J-w zN`E2XNBx0?9r`)tQ!Fc0=PhsCwXEu1dv|MhdsW{W#$4{UfR4oOI$Z{-51yXRYEVgxi*Fx)Uht-ofS-uNJSO7` zzA-rcI~zv%9`*!$-&C&ed*FN-9rFmmXG14?t@??*NqRk}-E;!!;=F{wX~Tx1Wag53 z;TimX15XC6Eo?7ykrm#dp3eH%?Qna0v2)2`^iUCcNe$FG~WvxV&YCJHzi^ z1R;7eFnP7oQF7Ch6XO%GX{BM~WH%9Uky;Ful;105unbv6d5|8c=HYy6(N0ZCjrG-& zN|Bm4<{WiNQjx5}U4}trp&v*S=qc9p1jRY{^s9k}-3jB<#etEQ!pkB$gn=3I+;i2% zsYz20+;oXl;i)22hOdS#zkjiYHM>VW4gWPHgcBErn-hkvOIs7PB5Xy#MP&E_gVDLA zGG!o5H8}0QYVEIG@y!DC`;&l3fZp0^cbU2~9fsMlCdj--=`j3==*i-9=JANZJLwfz z9q`?y?pq`zl6XC)={X!9`vg0M@&t1A)6i);qfK>1p-8gn(4+X8;B1cGiv1%aPjf_> zI?CKzanA?XBFzcz`r}qP=>u7+b#Ig9J>&@&s@fV20yX-+<_L2sQ4|$D`$h8(M4Fg7 z7PwU=$73)%gUV1z#QY zJY~T_kzqd>B@Eu>G_~~Uj@nYYAk0wn&vf&g$Pw%=Dl4e=@hF^XvfN(DF{WVT>*`&d zW=2+r6)-sbts2@W&+CfQ?%m6trnq>sl)F+KSzh#~+Nkk~h9QBVB_eud-H02%Wa_}z z%OlsGtdTECRV$qF36Yi}M+nZyB1J%y=`hGdm@=pN%*-oz1xDWk#iP?W8xa_XozJ|J ze@V&NAorrvj4hf=Ks4c#GAR|D_%gpQa46ARv`_QtO?&yAz;j+mioy-+c<~!UMb*S2 zz(McebWJHiwQmo)obbac4K>?&6vsy);De}RYP$DG$%C!uF^Wk{2>&RahjLzenmj#K5(hGEaAgi^R@qL7OlV6opT&AQ&tUkf7-nSpRWGj|$OAAzEIWJuDT zflbfTm~!-?@fcCFsR(+g$BbskP4Jh|D3+_pS0c)5@I>uTvu@0>#T(?1HQKwl+nV0TF zhS}KgNE{w_OZ*k}0n5{MhTSvJMRoHlKpo3-4v8!ee<^FihfSmVmxhc9%lfM8gI?gibo)09! zf~ES=-H&aR?D~g4Y+)lJP`)t#1wUOgE=d#@%bhQX>gUEJ5CfzwK4cK30PSQ$DuPS?6xAArn-Owz!@3s7?|VwSDLhnVwLvX|8zCWJ)dRjX!`yv0=_Ad4$>J>m-I`@56_BdIye6}jrTV8s1Atb^>Frb~NL=V>zmZHak@&1ipj z&-*%TTQuevNecb7=XGnK2)H+oBi$u@Z6!CnsAR*p_WA^(gJB^p>-Z(@F=f`7rvc??0eilDUJ0S7+ORhvq>ZQ)I>Ehq;CL{-kla(7jY)-|}T( z*>izq8iwO|?zy1s zZ8#0O1OCm4`9RywMjM+264-$ul`JeC{H+(&yA5taHQ#g=wsekZk?}8o?}cPNg?t*dE2c_v;>13s$yUO1^+%g&#Lub(2WhS&vrk)unzE)cs9n=MykL0;u{2*R48FE#*Bh)4s}7_souExZtFPUY9DXV z{7kJ+u>Z=tg2whTH1L%9iSb~Mc9 zZ0VMk^4G5TB_c1OvbHp}caq`IH4jCEcH;{S&|!bbo)#5(AI%Cyt9Y%8FH7*%&Py(Q zB2YZqFUK0RS+h$_bGF=5Uis^Kx!NjpXBluoOQoFJtb8zTx`6Afa;`dUJV#{@&hZZ3O*uthlg=pd`$*`U! zbppJdTs?W?D;FiXa@F-4T@nlQ)LME&-t9xXF}IpxBLjxF1xE;;&-SP)d~vZH@tz^c zL44AO3!D{g>sht5-ikKH7CeXlHI8NGi3wR_b4jF#hH5r5=KO^mx5-Uz>*Wakoo8Q_ zT!|JzkQfA4-O z;;SW~{NI4GXDOKB!~)v*i^+RyEjPlK_qLtz#+ZP!d}(gXN8J5ckQ~Xn z`A8Bf*S{4zs=G2qvN5Nc!$z$?hF-4^VqbfQA$xu*bVI+wSgnVWul;X5=8^yE^yc8z z-;F@2z#1Oi>&sNPAZ0j2460f>pihl75|Soq4r2 zZ=m45&7+{=o+l-)t3*=LiCCi5BR+`Z@FKHDC?VwXu{ew?e@D%rj_%n#XFxLs6bp0t z8l@) z=tKE<2rLmzDlU@c*`5Z^JDTfXtZ`YBi|_%IJfni_@Y4K@WlHMg><{aHDlOr$dY|?f zcD!uc^=2eDrCKx|wno_*`cDWkThX5HtOhi_A&Lze@}cj%r=>YFLde+ zDD+(nL95V+h8}%zd`9p*XPThpPG#VcDz>v$alwwawOvbh!$L-Zw`ycmdRTsJ@vAUj z1TmX?N%clrp`IP3>krO=+l&UfE_pXr_gVnJ>j(T6M!l+Ki~P6ZZ!2EbWVno9p=dp~ zFJ{H&pm?^k)p0e^m9n+|u;rEK_v~CaUj>+!1yGsCBqX7PI0p*lsI@`1kn6>0@mUE~=h{%+SN+n*9h%g%Y!RF(xDQR0c`@}evsnQ;ipEDij z6O3@9pS2IoXZBuWTK4Y4#?T%Mp5B5xJ{x%oeB`s-^JrGZhwJab?%V+*s%$W-^ch#Q z`IrN1Mcr|fMPM=vYq8|oLEWm7CIS+!6`UD4MDH8eAK`DDTQfV3^uK>m$&s&p#|NW^ z`kq-JYsASC?D|vX4eZxPTf2ibMQe&OtW%UJADl=A7ZY=?tNzxQ!*Lza@t0a|a#@^L zUvou|9u=99tWPXW-0C1iQ0s9kD%#R-&A^^@pt8|cKsKp{dGm>INGu0{!bM zQOpP)4Arz+RFilZPz7tCpsq-YSPMsdh~L$0?28F4jfAbLIweoHgyo=vn0`^&S%+Aw zv@}TucRo~nQDv3QPcp8L6ZzKxE6Z-Nu60mZZr4Rwe$mWX5cO?XBax(#3W|&#{c#gI z*?7q~{x_nxoLwrXY+?;{U!j_!KkPo|IQr@%tlVe*!u-l=&$YW4gH~`Z<5Xa=%x=$P zK+FgHv1^A3*)v-q`BZ%e_m%`c>;Vz-vIV#5l@ zoM?u~g?M_aPj(jDpk>>}ekt4fc1YTg6%}bt&T1a%lw?NHDun&9{qZbt3GSXbP5Mxs z0;OhXRn%yCrR_2w824SUt6J@Q2|V;UPSiE0V9xCwAed!qxEi*=HH2LXLvy?(iM?Tz z%inArMUPXQUp`$m<2)`+sU%di^SfaZ+_Sncg`RnLAIrgVu574Liz?NKn7p!xsgTo7 z3p0+!Iwz6F&hp}%RY!Q;y4zE8BM;W1nKoI%93YcMvz^gR#=}BILd4{BwK_~rP8?Mo zf}>2NPMyMPW+kSAnFnGq@ zC2l}gAoh)&18^r#yYFM$=EmGO*^M^b*v^K(*tYeHZQHhOZfx6ja`S)heQ%v}Zq+$= zrk;7Gx~f0@ZPe6s%`@GcmXEg_uv=BiJY{1{S-NZA@@zy@cv!NO51o~e23OQp>AKl0 zp$e^J25l7o?waSaKBC3;LC3a!!jrrI>AUJNH>1`T7Iq?Hx0de8vZpsAW24e?^Ll(8 zDit|>-^3#Rgg^I-NqPU=H&#?=-%FUY89G~QYEVRwW%g%qTWZyir@K~Oq~dn07l7L6 z#FDcODkcd60-sR@;ojy6A)o!{fxbb-gC!xF!f0kz7M86_b5I1F7IkxNc08VJZCDwt zgLWLTZ&aG^CWUpZv9;WMc9$2KonF3y``fTvJ+i;g>eIA57~%D*muTbY^!V~45tQko zS=~-OhMt5kce6M6eVSti4|RDqQTQJxj9wbSrlS3>JMr*`{H^SVs1stSVgL<#Q z-wKLM)_$v-ntEz}vpg7*#OokVCLkz8K)hrf0W9~D%&s5A{;yp$&o>!VW4QENgIxQVJVbh-!ez{1w-!WW1SG2wbco zdF=3Q6rAjas+kiWC#bmIY@2p8ltXt^vsM6&z78 zP0`vL7ITKTe4MHRYstgrI|?jA0dtn^8$+7L0_Op+@w=WLA;P3fD(fmw06>!RWdstB zr?CK%?1JC8ZXDT7@Wd=`m6_{%@ucOE`!_I~jOcWMY=**ygPeY>QpY=7;lJXJ-+mNk z`fo5Aa}V?LYw2*%`abDsC^xgET5I-9fxC?L!dJ-jhTPWdx8Sw$u^(-2CLXmZLeo56 z^PKRU2p(Smc@fcijiR;#B)W~sI}MAfdYDDI*hs~4?Bs@VW`XDiNyYjcSV_Vqm96su z3;>RlY;T06CFcnSLK&W-)(@YzQ%Il5R1(C3`7`!eiJw|qtnzMI>ln@R_XliHd~at~ zrd7dtGklpBSWo9!{p4Lz;(5ZmlypUEa=*E$I-lJCcK#e>+a_7=lb~7F8`f>d8tv6d z)?823+KPC=9f6xshv(ae?RWhI!6t@y*qN8YK7_bWyf)4`fA##kia59PcNYiSo!qAV zDVUeGS~YpVyzenvtk_yK%S!A+RM%%AH`Ermq+Gfq*YY*ZY3u|9lyE}NP%^x^ z(LtfOtc@$||DAbw@+7zroAEsOjxQ)w3qErX^7m`T!SNNp(~-c{8{)6Dq!$@m71m&d zxJADBu{8;UN-w~Gkz@% zH3hM@Wi6g3`>q-i^+;Lv|weifVO|weX zDd_3EyR1XYy@4~CVAvxcpC!6^E}V+EKm*;9@`}4AW3B`$&F=wPB=gw?QTjNgqW^@w znu4FZwhBHe>g4s|8~nJTk znhubpCaNy5<~QT_LIp;?Rt-{;8#eCmd~<1_TktKjGvhh!VC&0FdBm2hO^~wnXvtcj zox>D{Xr_0QiP*rewJeLrxvVDf7r!&TCO@xvfYQv{_j(lj94bV`YPVh(-|)J5NIi!i znwX5jcHv8z8mN96U#6~gm!KR1h+P3X&r*(4UdY_N z-PMN3KC5>6hBsDu>`K1-$^CG_E|aFB!jeK=t^8YCo0(Z1exajM>u~2Y5ApG5RZ=q% z=FVZ5+}GY5sx09#hS>Twkv>>BWPWt?sM;jiy?vc={(QFH-vxx9yZJD;VU1Jz95yez{4 zT3DM_bIJFD4iK$htPNzy<*0%8|AYLoU)qWx>dIq z{SDr=^pq+8^Cre~JDsJ3fau3B3{NTjSKV7Q4M1G##-4esP_bXu<%ox$nJj-`BXcOK z{C6FNt63<|dDb2ALz~)`&2J#DZ;Ht15*fOHlnp?wooUvGlC>jYT6Orw3Or_B<>KA* z#tC!-ljtNX>Z+%If~=44NPDb6)5WuSp=JHVVc!o(H*xJV6#IiF22?i}xlN|jopAJ| zUfncUxKIZ9Rc+_)srZ$P1x|K_Z!C?@4$;f9Yw!1CT*&W*(MwHh&bTWn+|N`2G0H*1 z0FCuqCCxnhRmDm$bLs4O7t9TPjLR{%Zi(;n$)kPoVxJy$gtqUoOF9dK<0V6I-jLc3 zATp(IcLZ-ibMz50jKwPPr`j||;C&BB~fCePbW+(CH_yaTBnq*h-1H>=_hG%!$~0q*tJdp;87P z1|R5JNsvJ%Ex2z5Q}a-b9B{Se@E+O@<43=aPDrTk+#|Of!9ZiXaPofpi`1tl&}+iw^Xbl$W4OxEm{)w`a^|>8 zOZoBZHa&b{_+yV_Prf*wDbA$E1L(yT#sLW%55}ElU;>gaea@R@@v&8FV$Qpmwenn)CW>zTx5k?dCpT?vBxjD%TvnDpCr+YEt3zSPLRH!D84e%`m8D{|zg;@J zX314)M237J0fF7*e7}g|l@n1SxFhsl7OQHFRh%})O~ElwTRG3#iGB5c`+Hhk<{p@A zg;#KjLVqeK!v^}&hihC^pZQf5_==K}j4Cc1s!RD$q@OUEOvylF3O>>1D-q9o?45X& z+Bvb2`e~?}z9nna&t3>Z?H*PB~>`50oF8?*uC4}PT zuNrKy5)Wukhs{}^1k%xxj}LcD7rjlP>VO}*ANq+dp2loKp5z9GPbnI!nr0`s zJg}+DrX}1!OjFyOZC?+;)&|qHZtqn9==8;y?^>by@NC5MV@9TucPQ zFbp!Bxc1Z^S@F#%^bb(e=w$1Q=$-weZHt3w>x1Ygz*V&CdxM8(G^a;*dsiny)a}Z2 z+hwr07zA_|uF!rLjH;Z1y!>3pkFv)<{3lf#wCDC!nt4@)f*~DT0zU?f#5(dSA<}RX z69ZC1Lve+dJgY5<0xPE&r-ma$RH(#GG%K+9bV4KDdhkF0fI=iw9jDz%U)*)$y-P1C z-fExzHCFEn5E8n&j_Wwv?%6*Ez4VdvS)6f%K<4Z4WfH*QT!b9G4Lbw8(Du!GiQ+nA zBTMW>Sqf3#c++itg7NAb06stGT50IMf!^_^&?n&q;boxApQzO`iH3?-XBtVii#K

Z<(4Y_)qn~!JGd?ViT zX3-lz>x?lfrsr>Me!x9txB#-ndt(!ouwJzMm^%$TST%ZU;@F4w> zAnn!KEkV+!BGDv3N=QhEX=R8M=73ZT7uwY&)t7X9vezhn?5$z{E`LqaEoi(A<}(_Y zuQD@Y1}ji2LXw2*V@?fG6oEDVJC1Dhhb>OAI_+_Zt~f=!x<)q@nr6?k0eJQ)saz27 zUKw2CdL{brAq6m(bLnYjOtGxXDEKp^?7KZE;7Tc`XYWm2U+FMyJHC)@-k4sMnChbH zu*#~BT!t$l4U7^wVqG_2j}m35snH?)T{mA1O$*c* z^ZYISR8S#FwgeXHYu%Ph{MGGGo-w;x4@ETb z5VocKSBHjMg$V7XUXP1)1#|Yd6%v65fart`v>~ z$B@M*we{Y+*ylfQn&SiCKYja!^&R^Y5URx<*T!oT)uyDv;96RipaSgsg$svZC+@(M zzhg_6+ck|@;_TYdo1`!&c&!IgSRk}msk@V*LCY4CkmP`vhNo^HfR7t#&&y)G2ZlLh;i20ai>K}QOI^YMqK9q&|cx%P* zJKcvb=7enhy<5GM5T-H@3Qd6Jl#&w}yvw`{Q)KO<@*mzePfc50Qp(m1Wh<`U&Bw!f zx<%#jPTwQ%k_lXr%oy^4qqIYB9Ro{qS!;W}!-ze7X^Aoz=r&Yc%>6cGK>jHvM5EQf zIAbIN#5=U!%7-$ZxX|^)x_CS-5%V*jc#Y26g5=&ZgR%IPD-oJEPr8>c2uY4s4?LnL zal6@9sOo0n!B;KCdb(I@y5Fw9h0dD7&A7=DcN8r9RDTuONDhm@1m^o!G8fWNdV;eW zJ0mJCd`GGw-uJi2E!?bTem?4&9Cw?Ool5+%4rbAou=5=t;OV_ zFn%!7ZJC3*&@&?Kdgs2o`hs=^>pK}|6|@Er^sE)_E(Gf;8`;wq$Bi>(of3qIJ9T<# zRrzmrab?z&E~)IQDRg!LJ%sr0X!`?sAJ|*=7{kK0MRg}=~^Bc6Hhu&69 ztZdSC_C`N>8d~0UsElzHp=T@2*VfkonA8^+f7aG>nooOk1oXC5@|)W*oQt?H)CLNg z8P}FCliqh%FS)Hd?Q1`!jAC75N8%1g$33SE!L&@(AI(hf@5KlEvd6f>)GX-n!}tyB znVrQp1{Qmr`)9de#s7?9M7jSNZM@# zdti`afi#WHZcg9-t%338uCu z5~d_IA(P>4unsG^?oltIhXgvvpXcAUPQ%0)J-bE$ILu7sYSJifjb5UNx#W$me`W;@ z-CuZ3W?@67YV4c6AVvpexLlyP78>M|q4me5AEh9kCQyJ8uFkzwK&}=+f+9407@h^Q zxcIHysdnZn>R+#kC71^B=ea-jkOvHDlD`2CGLiMf`_uI1_Q??s_|}-2Bq~l{c2rGG zj%6&v#P~)K-hLKRrd6!wjkYD7v=K01uKgM}5ONS8xdf)8(%cn3fsjt7OdQ3=G~Wd? zalIu!IN}sh7ce7tacOfYRH}MXY351Yx$hy7$b|BuoBr8}i?oNMDY%(C@-p=$rt0cG zLAb8%TFEb2?i}&sRn&m!+TL>}!Xa6I+XXc~G?5dDwG#8oE3Re$xsEJJ=tliYa_(L|I`8)` zzmuar6!Xt24J@S>MxZCI5@0DE8EcVggmzZgNN(&DO*Z3%5SG9MdWgl~DAKtVS^Z>1 zo0u$5@2fzVALR!CCCk(;&8#PBG5Kpn1?R+brlTYP1)^H*D3I85*D_j0)Ev3O{ zHQ7ac!5Ggr4|Ma`=w87+mPqkNtE5Y!0PB&ItveUtV*BCg4+ia<2JMwbgmJt( z%i(s+ZrP>s(B`qpqR7amUe!~k6kVMXJ60|O%x7PYv89W|(4)IGG#?slm^=9{LYO8k zLcHa^aJ>huNjBkbvc&UC-$s%sLM$LZl0huAAn=cAdJQ6R@+DhniBCWpRQH@%_`P^; zp}9%&I@1$9iG5?T3s*Zup^X8H#17Kb1ul`@OJM#K1Wj2b_Zk!ldH$_X(8X*H{;7lAlazr}z_(}WKO#YGv7q$iaRr*S%=r&s|XTe3B`U6eEQLffm* zm{~6Rl=|ZSEYlTbIY)BrFVl1ZZI__wFbM^9maervY!lo~r5V?xV*Y3Q&z=WO1U#GwdOu({xVCA}N|HlCH!Ta+eFTLocLV?>>v zt$h=oVAw)Dvaq3)g&1`m)lRFO$IuDz>Oo)j`0 zYm$Ns(TcP*+B1~=cL;0?v&t2Gs2NKu$6pVFvxS(Ovc48qs#0qtR?pT?lhiJv<^OGI z`YMYg1Ax$wEWxTyp_+bXp8FwVa<>E+1X|v?52& z1wR(0QjK;jHjz$PsF5S7z*|xeZIxLo#KKT@wa)J#8~?lZkyuWvtM`S*a;+YGEW2VI zNurwnSp5Tt;ckL*r3V3hyk%}O2ye}EN` zJ~6}hJflm-aYlW{vS|v8ihYwk_5%7M*3hJ(FP(gV-8<@y?9p`jVRj$z!f?-fVY#)j zSg-9w%pFj#4bmgm7u1}mE0Kc1A&IQKM_+LFmj2|l^U>{$JDTakvnpK{KaEm|_#uJOk8qMukUXcwJ8n(COU~@XPZ-Z}7__7Y4d4Us?a(rZIy8xq!pQ1z zM86fcd@zbEe@EDh7Xx>2Z{P**Iq})=M47(DS20CaNF8gZ{LSb`Vs<-$ZT;LI(e03p zO_oZDXgU{6c>_ie%60HtD|grkJxj@|qixSWTd*s19r-ePsLuF-^+=U7=5IoTie z-8e`bXjq9mzkg!m^s-twOw`vLbSiI?t#C>+9@Aab6N2!S0 zLKN;-IKA5U$Jlph#XC%+%~ITqM8!)-v7boEp_sWm!=;7gQe=>=H$g8p%>(3!A zq{-0W3O!t+A;JC-Z?{HZ8R-6j^Rz$f`*?37Y~r$_lZiDQXPZB7V7Df5Nsv)L-S2#` zDD8jV47w=?9jz3T8?R-072Y`v9*XM)W@5t-dd&2C<{QgJZ)ionL>yyrFAlY38LS0e zZmNGkmTZ|vPUjW=O(c4OwtFoKhB7Qnd0%m`VNi}VoLNSn6+6GSOq_%>w`gcOax1+_ zo_x*afL!bo)B*`c_EfXmfbJ1?ms&>Twix$`=aDsjaJU>xQ69G$iA-d-#-4ghFF25P zJoRSGf&$njficy3fu?smi6{sjofa5^q-B2;*GHqI%O=)h^ zL8GE99S?8~!tzN(6wI|22kX9UTV=?ZZ!5u+DLEbuvgxJX$@z)nr(iQ1jWqPs&<`GM zI`UKy4G+wVR8yF6v0%z^*;;Br96eTSVxAreE2v@0sn>22CR?pGzj~E(pO&gOz8;yL z+Fphj&JH-8DBkPG(M!(p===F=^Dn<@aQbwhM~xYMk#PMWg|43-*sS3B6j|cv?t4H? zFQRGzz6dC}psNFE>EC-jA=5os@qF`8a{{93Bg7fWTxq6X_P-6r)nhvP6KwoZ4~?3p z)y$@6$m;UR=G&Q#vH?Y|Co_~=-9k@NGbOQPsGgWPj?caO7Km6jxv~EAq{#@Ct2Vb7 z<-10)In>35Hb^j|_L`FuaMeFVA(cS3=)zpIBsS9HG#Qq~T^HsU|DJ9I?%*ZK{<35bx}y1>i6z<~FBt6eS940_ zLe$~UqY1SHOcLPhUAu`#0n52~f9y%Loli6rhH;^_73N~%U`#z=uCx3O??!hScXlIh>Xjkl@z$PfJvXk)QO3}=Cb;<7KKG?c7JO1z znoe%_B>rMxw*ByLq59-i;vLV=(h=Str_>K+9tCAS>wB5(buV|n8Y3+#e2avmox{Lr zQ7?s-*rDVyNb1mQj5z_hsb}0xW}2!N5>J}fS1hZ&l5lxe%aH7Mf-eHqzj|BtSWeKT zFZWRE>6UAAx9-6v8`MvD;XqG5#OLqRUe&b;Ym8XLI1bsKE4_)8;|o|`#cQm?bcNV< z|E@(pZpl$n4Laelyl6CQ6(*eqb4XZ@{4P}j@n)qtV)aLbJk9ZM76`=!bS%UIJTL6B z56|~PyYhN4KE&I6>oUM?V*(5El-KGQihG>fYbTFKlorVqcA+vIh$WnR@MAH;_Qe!Pi~N(qGrdM}iL<4YlU!{ zP@&_6CDSpR_)uzsjE>$6AdVIDaOCXa{;$OwxjIjC#ieM}S7({mL_Ye_KO1*|pLzUs!E1Yi)lx*ZDeA za08{QP9egX3WkmOBq5<16#7J(R){>wweO#(v-)4%+K;u9Uf<_KgIKe{U+TjkQ-au^Ho&vd5uEuoY3LN3?^a%jt$o0Ev@%1 z!;8;xT?Hh*9`eoZO?VvVoc!t;Vdlk_M_QZk3h2ha=E6gO`1Pv_^m{hy;QZ6Vn)Z|Q zBV%0)bjoWl7R7?edL76KEJFEtsa^xep;#KmmZ)9Ebg{x?rnSh>Q5P7qrqnh^T#5;9 z!)}|TkP1=`9<31lf^(6E(~q2nbXC$_|6#Qu{mc==w_C~!NY^M5}Q8;_o`hlxSXqxvwOi6yCx(U=X7#(I&3%z;l`CkWx zlqkrKT$an;!Y6H8;;fx!CDyrqoE)QPxYxE>R-y+q#@ES~X$0SNu80_wjZ8{#z;pL- zX`^vO%2{3{=;oM>OY-kro+p_J{qk6fQ~YLBACJ;16nQ_s!l4=3@FdnU_K8Oe zn+@e^ziNVAMZ{|>#kTrynikp*q-T8{Z(Cmd6#ZYAWovkJ^pG|z(GqrQuqoLdF~arT z%hedZiJcaocBeQ_ax7}b-p{bAY`?*@!^~=<*&P*J0 zXo)axbE=Tm-7r=~f>`>b6ye~i4w()n)6*t4#1a-a_@9> zHC-=SJ?C$zg@BR3xK_#{@z*$Xkh)?{Lx#p)VspRr{Y`XY zoW`ltju+P7d4PL_tAcrMaql>9J4E;@t_8)x;6CT4?42M7!`NATtt*3s!xhi1U#>{~bM4>~DS>6` zu3Kqd)$(vFY3-S=^la*=+?rBcxPJ7G>|0W`amCj83cJ|8TmYEfT}9qXrX(HQE*>{} zV$F?WC;7I@LR~GqP@$yR!&>Wx-rfp-_lgSX9d5&v;1|)iZzj*x?g?;&3+VM z>i{jNx{+D2aM>8am|fLdSeUlZu2npoH{)0FF$VFL9Hpv-_{`rCkYE6-|29jCaY+5g)poA zh`|PE7!Vm@ms;a)R8INCtRcxJN-su{jkYzl(jWYsE`9Jv{) zg1vofIf-CGArh!jvInDL10Pcm~Al5sLc5R|SS)M4x06j8GUq@y-wXN6gZ9Khp@WH8gF2ZC_G z-Vn*rYAkPmi+oEI^HIZ^R6V6o-Nw}<7M71Xku#@xT3nu3*DH8Ps3UWE^2&#VmEl2$jki$9|&OP`$A=FU=;719IEug>dXQ{(pWHP7nk z_+WmRwafFLE~cEC>=j);_&^Kqn(3UisNFGVN*e;=tH`3xgqsk_7MYgLtdZs&dj&pg zIg;AqZN_vw8TVn%7dAWKYj@wWA2<(~-LGSfTLurQh44IF|5tEJ|6uN(<^c3vsf80$ z8VCi0Ze5Vv8(=7~y`7I9znz*S&xOU~{pF7dyd9+*tHTG`Xv&kYYV0~3gB!aHvQX!`*(!4`kPmZZ+A}a z?YBRTe||8s8n1aIY@7A>r_Ab0kkCthUA(9Qki9E@#!+{ZBRWbP5d;{7!c%-Xg<~1vZ3YpxF^S92~+F%fq zIDqdQ2OVr+&D+@KRJ&ipdw1g*gN?8Gq)jCE7+?P* zNPU;ynz&VvrN|D~reNJ->3Iy<3W)p;Ty(bj{hpzLweYYahLo_$1WhQFW#2QJx^+HC zPS8$!`#P1bBv1aF2!T@QFS=OKpj^bG^GN9aHll0a+hT*<2i=zX9L6E|L13!r^>mC5 zY{zN&4EqY(y8!{b!5^zQRIl*k!h(GU3oOi5H|ovW*k0$qEY@KmazGm6W7AH4UP$1> z-P)>Msoh*_-fF_xXxQ6dX=+r%Cu_pP*w|g$+t{Vr13$Wqaq3LH9-2hAxAcr>+4r({ za(CE1WM4FW4!uXMGoPIjlJ#(-83Wo zYWa-5RPJzQSV!Tw$kPCu>A7-;$6b}_$Vr}oM?>Q~ta~!=oZC%De950iJWvRw6b^M2 z0Tr|O!h&aQCOs=Kh^GyYTi?l&5WIL7;u!h|(?2|cYzd4I8eoSQq;8a3_{Knd4OUVCAtkl?&LkJ6W@dD8DNzdco#*5d)W!17@d>!(NiL+ zsnqW7p~Ko|%ot@1JE{g@?nKgwu6x7^aty9>5~~*TAI^Nmy}hkY-ucv)B+5Ma3f#R| z;P@=1bz=O3;pT>`tRDXfCMO9E6VaE1zd#KJ5+x1>A}0w7h5?QN0`qlh2gONAp5^3c zfr5Z2frEgcfslaw`^fkG=gz=F&)(kD$kag3!PMG{(ZSwHSqTvYdbWH?!>MXX;~($n z0uKTTarBk_Uzh*L*ZbmQ>_+5Eeen~)KtKrp1OMFj^DEWB4xr}%(6O<$aJ90wG}W`v zv9LBawRbQzV6<`lS5b>!MOaoZY5e2=hoX|aYn^Vtbg009d{vI*-!%cr_ig-2HPmy^ z`@a?Vhlce3NA&>*BN+b5e}np8sh`jwAf|Sv_KXJqr&<1?s(v-g|De@0Bu?szcI9Pg z4HP7<8Vm&CKWQaI00D7xv~*+BV>GpKwbK7rD>QvkH@@`Ff7yT23NXMpsrVx~RcK8x zkX0Kn5V-$D<~s)cH`&I}=wICJFW%ml{p0@|Zq=7!XkS#y1|TTNg!z9}oFNSHzq$JV zK{3x4asSI!{(CaQm*W38JpZ%e@=3^llmD&w=!PSKb`*1&|du-ZYz&p I9R%{f0M@b+G5`Po diff --git a/w4/zumz4a.ipynb b/w4/zumz4a.ipynb deleted file mode 100644 index fa5fc28..0000000 --- a/w4/zumz4a.ipynb +++ /dev/null @@ -1,816 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Uczenie maszynowe UMZ 2017/2018\n", - "# 4. Algorytm KNN, uczenie nienadzorowane\n", - "### Część 1" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 4.1. Algorytm $k$ najbliższych sąsiadów" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### KNN – intuicja" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Do której kategorii powinien należeć punkt oznaczony gwiazdką?" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przydatne importy\n", - "\n", - "import ipywidgets as widgets\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wczytanie danych (gatunki kosaćców)\n", - "\n", - "data_iris_setosa = (\n", - " pandas.read_csv('iris.csv', usecols=['pł.dł.', 'pł.sz.', 'Gatunek'])\n", - " .apply(lambda x: [x[0], x[1], 1 if x[2] == 'Iris-setosa' else 0], axis=1))\n", - "data_iris_setosa.columns = ['dł. płatka', 'szer. płatka', 'Iris setosa?']\n", - "\n", - "m, n_plus_1 = data_iris_setosa.values.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data_iris_setosa.values[:, 0:n].reshape(m, n)\n", - "\n", - "X = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n", - "Y = np.matrix(data_iris_setosa.values[:, 2]).reshape(m, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wykres danych (wersja macierzowa)\n", - "def plot_data_for_classification(X, Y, xlabel, ylabel): \n", - " fig = plt.figure(figsize=(16*.6, 9*.6))\n", - " ax = fig.add_subplot(111)\n", - " fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n", - " X = X.tolist()\n", - " Y = Y.tolist()\n", - " X1n = [x[1] for x, y in zip(X, Y) if y[0] == 0]\n", - " X1p = [x[1] for x, y in zip(X, Y) if y[0] == 1]\n", - " X2n = [x[2] for x, y in zip(X, Y) if y[0] == 0]\n", - " X2p = [x[2] for x, y in zip(X, Y) if y[0] == 1]\n", - " ax.scatter(X1n, X2n, c='r', marker='x', s=50, label='Dane')\n", - " ax.scatter(X1p, X2p, c='g', marker='o', s=50, label='Dane')\n", - " \n", - " ax.set_xlabel(xlabel)\n", - " ax.set_ylabel(ylabel)\n", - " ax.margins(.05, .05)\n", - " return fig" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def plot_new_example(fig, x, y):\n", - " ax = fig.axes[0]\n", - " ax.scatter([x], [y], c='k', marker='*', s=100, label='?')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFnCAYAAACYfixAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nki8AAICASL4AAAACIvkCAAAI6P8Dl934n+MbNCgAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(X, Y, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - "plot_new_example(fig, 2.8, 0.9)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Wydaje się sensownym przyjąć, że punkt oznaczony gwiazdką powinien być czerwony, ponieważ sąsiednie punkty są czerwone. Najbliższe czerwone punkty są położone bliżej niż najbliższe zielone." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Algorytm oparty na tej intuicji nazywamy algorytmem **$k$ najbliższych sąsiadów** (_$k$ nearest neighbors_, KNN)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Idea (KNN dla $k = 1$):\n", - " 1. Dla nowego przykładu $x'$ znajdź najbliższy przykład $x$ ze zbioru uczącego.\n", - " 1. Jego klasa $y$ to szukana klasa $y'$." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "from scipy.spatial import Voronoi, voronoi_plot_2d\n", - "\n", - "def plot_voronoi(fig, points):\n", - " ax = fig.axes[0]\n", - " vor = Voronoi(points)\n", - " ax.scatter(vor.vertices[:, 0], vor.vertices[:, 1], s=1)\n", - " \n", - " for simplex in vor.ridge_vertices:\n", - " simplex = np.asarray(simplex)\n", - " if np.all(simplex >= 0):\n", - " ax.plot(vor.vertices[simplex, 0], vor.vertices[simplex, 1],\n", - " color='orange', linewidth=1)\n", - " \n", - " xmin, ymin = points.min(axis=0).tolist()[0]\n", - " xmax, ymax = points.max(axis=0).tolist()[0]\n", - " pad = 0.1\n", - " ax.set_xlim(xmin - pad, xmax + pad)\n", - " ax.set_ylim(ymin - pad, ymax + pad)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFnCAYAAACYfixAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(X, Y, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - "plot_new_example(fig, 2.8, 0.9)\n", - "plot_voronoi(fig, X[:, 1:])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Podział płaszczyzny jak na powyższym wykresie nazywamy **diagramem Woronoja** (_Voronoi diagram_)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Taki algorytm wyznacza dość efektowne granice klas, zwłaszcza jak na tak prosty algorytm. " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Niestety jest bardzo podatny na obserwacje odstające:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "X_outliers = np.vstack((X, np.matrix([[1.0, 3.9, 1.7]])))\n", - "Y_outliers = np.vstack((Y, np.matrix([[1]])))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFnCAYAAACYfixAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5Y7uxXoAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(X_outliers, Y_outliers, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - "plot_new_example(fig, 2.8, 0.9)\n", - "plot_voronoi(fig, X_outliers[:, 1:])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Pojedyncza obserwacja odstająca dramatycznie zmienia granice klas." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Aby temu zaradzić, użyjemy więcej niż jednego najbliższego sąsiada ($k > 1$)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Algorytm $k$ najbliższych sąsiadów dla problemu klasyfikacji\n", - "\n", - "1. Dany jest zbiór uczący zawierajacy przykłady $(x_i, y_i)$, gdzie: $x_i$ – zestaw cech, $y_i$ – klasa.\n", - "1. Dany jest przykład testowy $x'$, dla którego chcemy określić klasę.\n", - "1. Oblicz odległość $d(x', x_i)$ dla każdego przykładu $x_i$ ze zbioru uczącego.\n", - "1. Wybierz $k$ przykładów $x_{i_1}, \\ldots, x_{i_k}$, dla których wyliczona odległość jest najmniejsza.\n", - "1. Jako wynik $y'$ zwróć tę spośrod klas $y_{i_1}, \\ldots, y_{i_k}$, która występuje najczęściej." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Algorytm $k$ najbliższych sąsiadów dla problemu klasyfikacji – przykład" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [], - "source": [ - "# Odległość euklidesowa\n", - "def euclidean_distance(x1, x2):\n", - " return np.linalg.norm(x1 - x2)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Algorytm k najbliższych sąsiadów\n", - "def knn(X, Y, x_new, k, distance=euclidean_distance):\n", - " data = np.concatenate((X, Y), axis=1)\n", - " nearest = sorted(\n", - " data, key=lambda xy:distance(xy[0, :-1], x_new))[:k]\n", - " y_nearest = [xy[0, -1] for xy in nearest]\n", - " return max(y_nearest, key=lambda y:y_nearest.count(y))" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wykres klas dla KNN\n", - "def plot_knn(fig, X, Y, k, distance=euclidean_distance):\n", - " ax = fig.axes[0]\n", - " x1min, x2min = X.min(axis=0).tolist()[0]\n", - " x1max, x2max = X.max(axis=0).tolist()[0]\n", - " pad1 = (x1max - x1min) / 10\n", - " pad2 = (x2max - x2min) / 10\n", - " step1 = (x1max - x1min) / 50\n", - " step2 = (x2max - x2min) / 50\n", - " x1grid, x2grid = np.meshgrid(\n", - " np.arange(x1min - pad1, x1max + pad1, step1),\n", - " np.arange(x2min - pad2, x2max + pad2, step2))\n", - " z = np.matrix([[knn(X, Y, [x1, x2], k, distance) \n", - " for x1, x2 in zip(x1row, x2row)] \n", - " for x1row, x2row in zip(x1grid, x2grid)])\n", - " plt.contour(x1grid, x2grid, z, levels=[0.5]);" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przygotowanie interaktywnego wykresu\n", - "\n", - "slider_k = widgets.IntSlider(min=1, max=10, step=1, value=1, description=r'$k$', width=300)\n", - "\n", - "def interactive_knn_1(k):\n", - " fig = plot_data_for_classification(X_outliers, Y_outliers, xlabel=u'dł. płatka', ylabel=u'szer. płatka')\n", - " plot_voronoi(fig, X_outliers[:, 1:])\n", - " plot_knn(fig, X_outliers[:, 1:], Y_outliers, k)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "652f2d8ba643479298bc4e252b59474f", - "version_major": 2, - "version_minor": 0 - }, - "text/html": [ - "

Failed to display Jupyter Widget of type interactive.

\n", - "

\n", - " If you're reading this message in Jupyter Notebook or JupyterLab, it may mean\n", - " that the widgets JavaScript is still loading. If this message persists, it\n", - " likely means that the widgets JavaScript library is either not installed or\n", - " not enabled. See the Jupyter\n", - " Widgets Documentation for setup instructions.\n", - "

\n", - "

\n", - " If you're reading this message in another notebook frontend (for example, a static\n", - " rendering on GitHub or NBViewer),\n", - " it may mean that your frontend doesn't currently support widgets.\n", - "

\n" - ], - "text/plain": [ - "interactive(children=(IntSlider(value=1, description=u'$k$', max=10, min=1), Button(description=u'Run Interact', style=ButtonStyle()), Output()), _dom_classes=('widget-interact',))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "widgets.interact_manual(interactive_knn_1, k=slider_k)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wczytanie danych (inny przykład)\n", - "\n", - "alldata = pandas.read_csv('classification.tsv', sep='\\t')\n", - "data = np.matrix(alldata)\n", - "\n", - "m, n_plus_1 = data.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data[:, 1:].reshape(m, n)\n", - "\n", - "X2 = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n", - "Y2 = np.matrix(data[:, 0]).reshape(m, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAFpCAYAAAAcIhVtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3X+QHPdd5vHnWVurHKslkWRdMLbl\nH6W9Cra5UnyDC4gKgbETR39Yq8WXVTCFAuJ85AhsSYayUuYKykDhcFUse1zuiM6EGM4Xb3Cktbgo\npfOvwPkqDh5xTizZ5ezGKRJJTiykOLXeBEn2fO6P7pFaqxntjLQzPT3zflVNTfe3u0efaffuPv72\nt7sdEQIAAEBx9OVdAAAAAJpDgAMAACgYAhwAAEDBEOAAAAAKhgAHAABQMAQ4AACAgiHAAQAAFAwB\nDgAAoGAIcAAAAAVzad4F5OGyyy6La665Ju8yAAAAzrJ///5/iohVC63XkwHummuuUblczrsMAACA\ns9j+x0bW4xQqAABAwRDgAAAACoYABwAAUDAEOAAAgIIhwAEAABQMAQ4AAKBgCHAAAAAFQ4ADAAAo\nGAIcAABAwRDgAAAACoYABwAAukeEtHt38t5Ie0ER4AAAQPeYmpJGRqRt286EtYhkfmQkWd4FevJh\n9gAAoEsND0tjY9LERDI/Pp6Et4mJpH14ON/6FgkBDgAAdA87CW1SEtqqQW5sLGm386ttEXEKFchL\nj4zTAIC2y4a4qi4KbxIBDshPj4zTAIC2q/4uzcr+ru0CBDggL9lxGtVfLF04TgMA2mr+79JK5dzf\ntV2AMXBAXnpknAYAtNXU1JnwVv1dmv1du369tGlTvjUuAkeXJNFmlEqlKJfLeZcBJCKkvkxneKVC\neAOACxWRhLjh4bN/l9Zr7zC290dEaaH1OIUK5KkHxmkAQFvZSQ/b/JBWr72gCHBAXnpknAYAYPEx\nBg7IS4+M0wAALD4CHJCX4WFp166zx2NUQ9z69VyFCgCoiwAH5KU6HqPRdgAAUoyBAwAAKBgCHAAA\nQMF0RICzfbvtl23P2N5RY/m47efT11dtv55Z9lZm2Z72Vg4AANB+uY+Bs32JpI9Luk3SIUnP2d4T\nES9W14mIbZn1f13SuzMf8f2IWNuuegEAAPLWCT1wN0uaiYhXIuKkpEckbTzP+h+U9Om2VAYAANCB\nOiHAXSHpm5n5Q2nbOWxfLelaSU9lmt9mu2z7WdvcdwEAAHS93E+hNmmzpEcj4q1M29URcdj2dZKe\nsv1CRHxt/oa275Z0tyStXr26PdUCAAC0QCf0wB2WdFVm/sq0rZbNmnf6NCIOp++vSPqCzh4fl11v\nZ0SUIqK0atWqi60ZAAAgN50Q4J6TNGT7Wtv9SkLaOVeT2n6XpOWSvphpW257aTp9maT3SHpx/rYA\nAADdJPdTqBHxpu2PSNon6RJJn4yIg7bvl1SOiGqY2yzpkYiznvD9I5I+YbuiJIw+kL16FQAAoBv5\n7DzUG0qlUpTL5bzLAAAAOIvt/RFRWmi9TjiFCgAAgCYQ4AAAAAqGAAcAAFAwBDgAAICCIcABAAAU\nDAEOAACgYAhwAAAABUOAAwAAKBgC3GKLkHbvTt4baQcAAGgSAW6xTU1JIyPStm1nwlpEMj8ykiwH\nAAC4CLk/C7XrDA9LY2PSxEQyPz6ehLeJiaR9eDjf+gAAQOER4BabnYQ2KQlt1SA3Npa02/nVBgAA\nugIPs2+VCKkvc4a6UiG8AQCA8+Jh9nmqjnnLyo6JAwAAuAgEuMVWDW/VMW+VypkxcYQ4AACwCBgD\nt9imps6Et+qYt+yYuPXrpU2b8q0RAAAUGgFusQ0PS7t2Je/VMW/VELd+PVehAgCAi0aAW2x27R62\neu0AAABNYgwcAABAwRDgAAAACoYABwAAUDAEOAAAgIIhwAEAABQMAQ4AAKBgCHAAAAAFQ4ADAAAo\nGAIcAABAwRDgAAAACoYABwAAUDAdEeBs3277ZdsztnfUWP4h20dtP5++fiWzbIvt6fS1pb2VA91h\n9sSsHvyHB3Xv4/fqwX94ULMnZvMuCQBwHrk/zN72JZI+Luk2SYckPWd7T0S8OG/VyYj4yLxtV0j6\nHUklSSFpf7rtd9pQOtAVnvnGM9rw8AZVoqK5U3MaWDKg7fu2a+9de7Vu9bq8ywMA1NAJPXA3S5qJ\niFci4qSkRyRtbHDb90l6PCKOp6HtcUm3t6hOoOvMnpjVhoc3aPbkrOZOzUmS5k7NafZk0v7GyTdy\nrhAAUEsnBLgrJH0zM38obZvv52x/xfajtq9qclvZvtt22Xb56NGji1E3UHiTBydViUrNZZWoaPLA\nZJsrAgA0ohMCXCP+RtI1EfGvlfSyPdTsB0TEzogoRURp1apVi14gUETTx6ZP97zNN3dqTjPHZ9pc\nEQCgEZ0Q4A5Luiozf2XadlpEHIuIE+nsg5L+TaPbAqhvaOWQBpYM1Fw2sGRAa1asaXNFAIBGdEKA\ne07SkO1rbfdL2ixpT3YF25dnZu+Q9FI6vU/Se20vt71c0nvTNgANGL1hVH2u/Wugz30avXG0zRUB\nABqRe4CLiDclfURJ8HpJ0mci4qDt+23fka72G7YP2v6ypN+Q9KF02+OSfk9JCHxO0v1pG4AGDC4d\n1N679mqwf/B0T9zAkgEN9ifty/qX5VwhAKAWR0TeNbRdqVSKcrmcdxlAx3jj5BuaPDCpmeMzWrNi\njUZvHCW8AUAObO+PiNJC6+V+HzgA+VvWv0xbb9qadxkAgAblfgoVAAAAzSHAAQAAFAynUAGgQ8ye\nmNXkwUlNH5vW0Mohjd4wqsGlg3mXBaADEeAAoAPwTFoAzeAUKgDkjGfSAmgWAQ4AcsYzaQE0iwAH\nADnjmbQAmkWAA4Cc8UxaAM0iwAFAzngmLYBmEeAAIGc8kxboMBHS7t3JeyPtOeA2IgDQAdatXqcj\n9xzhmbRAJ5iakkZGpLExaXxcspPQtm2bNDEh7dolbdqUa4kEOADoEDyTFugQw8NJeJuYSObHx8+E\nt7GxZHnOOIWK5hSgWxkAgItiJ6GtGuL6+s6Et2qPXM4IcGhOtVt527YzYa3arTwykiwHAKDoqiEu\nq0PCm0SAQ7Oy3crVENdh3coAAFy06t+3rGznRc4IcGhOAbqVAQC4KPM7JyqVczsvcubogCLarVQq\nRblczruMYotIwltVpUJ4AwB0h927c7sK1fb+iCgttB49cGheh3crAwBwUYaHk5CWPbNUPQO1a1dH\nDBciwKE5BehWBgDgothJD9v8M0v12nPAfeDQnKmpc8e8Va/SmZiQ1q/P/eaGAAB0OwIcmlPtVh4e\nPrdbef36juhWBgCg2xHg0Jxq93Gj7QAAYNExBg4AAKBgCHAAAAAFQ4ADAAAoGAIcAABAwRDgAAAA\nCoYABwAAUDAdEeBs3277ZdsztnfUWL7d9ou2v2L7SdtXZ5a9Zfv59LWnvZUDAAC0X+73gbN9iaSP\nS7pN0iFJz9neExEvZlb7f5JKEfE92x+W9EeSRtNl34+ItW0tGgAAIEed0AN3s6SZiHglIk5KekTS\nxuwKEfF0RHwvnX1W0pVtrhEAAKBjdEKAu0LSNzPzh9K2erZK+nxm/m22y7aftV33OU62707XKx89\nevTiKgYAAMhR7qdQm2H7FySVJK3PNF8dEYdtXyfpKdsvRMTX5m8bETsl7ZSkUqkUbSkYAACgBTqh\nB+6wpKsy81embWexfauk+yTdEREnqu0RcTh9f0XSFyS9u5XFAgAA5K0TAtxzkoZsX2u7X9JmSWdd\nTWr73ZI+oSS8vZZpX257aTp9maT3SMpe/AAAANB1cj+FGhFv2v6IpH2SLpH0yYg4aPt+SeWI2CPp\nP0laJumvbUvSNyLiDkk/IukTtitKwugD865eBQAA6DqO6L3hYKVSKcrlct5lAAAAnMX2/ogoLbRe\nJ5xCBQAAQBMIcAAAAAVDgAMAACgYAhwAAOhNEdLu3cl7I+0dhAAHAAB609SUNDIibdt2JqxFJPMj\nI8nyDpX7bUQAAAByMTwsjY1JExPJ/Ph4Et4mJpL24bpP6MwdAQ4AAPQmOwltUhLaqkFubCxpT+49\n25G4DxwAAOhtEVJfZlRZpZJbeOM+cAAAAAupjnnLyo6J61AEOAAA0Juq4a065q1SOTMmrsNDHGPg\nAADARZs9MavJg5OaPjatoZVDGr1hVINLB/Mu6/ymps6Et+qYt+yYuPXrpU2b8q2xDsbAAQCAi/LM\nN57Rhoc3qBIVzZ2a08CSAfW5T3vv2qt1q9flXV59EUmIGx4+e8xbvfY2aHQMHAEOAABcsNkTs7ri\nj6/Q7MnZc5YN9g/qyD1HtKx/WQ6VFRMXMQAAgJabPDipSlRqLqtERZMHJttcUW8gwAEAgAs2fWxa\nc6fmai6bOzWnmeMzba6oNxDgAADABRtaOaSBJQM1lw0sGdCaFWvaXFFvIMABAIALNnrDqPpcO070\nuU+jN462uaLeQIADAAAXbHDpoPbetVeD/YOne+IGlgxosD9p5wKG1uA+cAAA4KKsW71OR+45oskD\nk5o5PqM1K9Zo9MZRwlsLEeAAAMBFW9a/TFtv2pp3GT2DU6gAAAAFQ4ADAAAoGAIcAABAwRDgAAAA\nCoYABwAAUDBchQoADZo9MavJg5OaPjatoZVDGr1hVINLB/MuC0APIsABQAOe+cYz2vDwBlWiorlT\ncxpYMqDt+7Zr7117tW71urzLA9BjOIUKAAuYPTGrDQ9v0OzJ2dMP7Z47NafZk0n7GyffyLlCAL2m\nIwKc7dttv2x7xvaOGsuX2p5Ml3/J9jWZZR9N21+2/b521g2gN0wenFQlKjWXVaKiyQOTba4IQK/L\nPcDZvkTSxyW9X9L1kj5o+/p5q22V9J2IWCNpXNLH0m2vl7RZ0g2Sbpf0X9PPA4BFM31s+nTP23xz\np+Y0c3ymzRUB6HW5BzhJN0uaiYhXIuKkpEckbZy3zkZJD6XTj0r6WdtO2x+JiBMR8XVJM+nnAcCi\nGVo5dPoh3fMNLBnQmhVr2lwRgF7XCQHuCknfzMwfSttqrhMRb0r6rqSVDW4LABdl9IZR9bn2r8s+\n92n0xtE2VwSg13VCgGsL23fbLtsuHz16NO9yABTI4NJB7b1rrwb7B0/3xA0sGdBgf9K+rH9ZzhUC\n6DWdcBuRw5KuysxfmbbVWueQ7UslvV3SsQa3lSRFxE5JOyWpVCrFolQOoGesW71OR+45oskDk5o5\nPqM1K9Zo9MZRwhuAXHRCgHtO0pDta5WEr82Sfn7eOnskbZH0RUl3SnoqIsL2Hkn/0/YfS/phSUOS\n/r5tlQPoKcv6l2nrTVvzLgMA8g9wEfGm7Y9I2ifpEkmfjIiDtu+XVI6IPZL+XNJf2Z6RdFxJyFO6\n3mckvSjpTUm/FhFv5fJFAAAA2sQRvXc2sVQqRblczrsMAACAs9jeHxGlhdbrmYsYAAAAugUBDgAA\noGAaDnC2b7P9322vTefvbl1ZAAAAqKeZixh+WdKHJf227RWS1ramJAAAAJxPM6dQZyPi9Yj4TUnv\nlfRjLaoJAAAA59FMgPtcdSIidkj6y8UvBwAAAAtZMMDZnrDtiHgs2x4Rf9q6sgAAAFBPIz1ws5L2\n2P4BSbL9Ptv/t7VlAQAAoJ4FA1xE/LakT0v62zS4bZe0o9WFAQDQlSKk3buT90bagRoaOYX6s5L+\nnaQ5SZdJ+o2I+D+tLgwAgK40NSWNjEjbtp0JaxHJ/MhIshxYQCOnUO+T9B8j4qeVPEh+0vYtLa0K\nAIBuNTwsjY1JExNnQty2bcn82FiyHFjAgveBi4hbMtMv2H6/pM9K+slWFgYAQFeypfHxZHpiInlJ\nSXgbH0+WAwu4oIfZ2/4XEfH9FtTTFjzMHgCQuwipL3MirFIhvKG1D7MvcngDACB31dOmWdkxccAC\neJg9AADtNH/MW6Vy7pg4YAHNPAsVAABcrKmpM+GtOuYtOyZu/Xpp06Z8a0THI8ABANBOw8PSrl3J\ne3XMWzXErV/PVahoCAEOAIB2smv3sNVrB2pgDBwAAEDB0AMHoC1mT8xq8uCkpo9Na2jlkEZvGNXg\n0sG8ywKAQiLAAWi5Z77xjDY8vEGVqGju1JwGlgxo+77t2nvXXq1bvS7v8gCgcDiFCqClZk/MasPD\nGzR7clZzp+YkSXOn5jR7Mml/4+QbOVcIAMVDgAPQUpMHJ1WJSs1llaho8sBkmysCgOIjwAFoqelj\n06d73uabOzWnmeMzba4IAIqPAAegpYZWDmlgyUDNZQNLBrRmxZo2VwQAxUeAA9BSozeMqs+1f9X0\nuU+jN462uSIAKD4CHICWGlw6qL137dVg/+DpnriBJQMa7E/al/Uvy7lCACgebiMCoOXWrV6nI/cc\n0eSBSc0cn9GaFWs0euMo4Q0ALhABDkBbLOtfpq03bc27DADoCrmeQrW9wvbjtqfT9+U11llr+4u2\nD9r+iu3RzLJP2f667efT19r2fgMAAID2y3sM3A5JT0bEkKQn0/n5vifpFyPiBkm3S/oT2+/ILP+t\niFibvp5vfckAAAD5yjvAbZT0UDr9kKTh+StExFcjYjqdPiLpNUmr2lYhAABAh8k7wL0zIl5Np78l\n6Z3nW9n2zZL6JX0t0/wH6anVcdtLz7Pt3bbLtstHjx696MIBAADy0vIAZ/sJ2wdqvDZm14uIkBTn\n+ZzLJf2VpF+KOP1cno9KepekH5O0QtK99baPiJ0RUYqI0qpVdOABAIDiavlVqBFxa71ltr9t+/KI\neDUNaK/VWe8HJX1O0n0R8Wzms6u9dyds/4Wk31zE0gEAADpS3qdQ90jakk5vkfTY/BVs90vaLekv\nI+LRecsuT9+tZPzcgZZWCwAA0AHyDnAPSLrN9rSkW9N52S7ZfjBd5wOSfkrSh2rcLuRh2y9IekHS\nZZJ+v73lAwAAtJ+ToWe9pVQqRblczrsMAACAs9jeHxGlhdbLuwcOAAAATSLAAQAAFAwBDgAAoGAI\ncAAAAAVDgAMAACgYAhwAAEDBEOAAAAAKhgAHAABQMAQ4AACAgiHAAQAAFAwBDgAAoGAIcAAAAAVD\ngAMAACgYAhwAAEDBEOAAAAAKhgAHAABQMAQ4AACAgiHAAQAAFMyleRcAAACKafbErCYPTmr62LSG\nVg5p9IZRDS4dzLusnkCAAwAATXvmG89ow8MbVImK5k7NaWDJgLbv2669d+3VutXr8i6v63EKFQAA\nNGX2xKw2PLxBsydnNXdqTpI0d2pOsyeT9jdOvpFzhd2PAAcAAJoyeXBSlajUXFaJiiYPTLa5ot5D\ngAMAAE2ZPjZ9uudtvrlTc5o5PtPminoPAQ4AADRlaOWQBpYM1Fw2sGRAa1asaXNFvYcABwAAmjJ6\nw6j6XDtC9LlPozeOtrmi3kOAAwAATRlcOqi9d+3VYP/g6Z64gSUDGuxP2pf1L8u5wu7HbUQAAEDT\n1q1epyP3HNHkgUnNHJ/RmhVrNHrjKOGtTQhwAADggizrX6atN23Nu4yexClUAACAgsk1wNleYftx\n29Pp+/I6671l+/n0tSfTfq3tL9mesT1pu7991QMAAOQj7x64HZKejIghSU+m87V8PyLWpq87Mu0f\nkzQeEWskfUcS/bgAAKDr5R3gNkp6KJ1+SNJwoxvatqRbJD16IdsDAAAUVd4B7p0R8Wo6/S1J76yz\n3ttsl20/a7sa0lZKej0i3kznD0m6ot4/ZPvu9DPKR48eXZTiAQAA8tDyq1BtPyHph2osui87ExFh\nO+p8zNURcdj2dZKesv2CpO82U0dE7JS0U5JKpVK9fwcAAKDjtTzARcSt9ZbZ/rbtyyPiVduXS3qt\nzmccTt9fsf0FSe+W9FlJ77B9adoLd6Wkw4v+BQAAADpM3qdQ90jakk5vkfTY/BVsL7e9NJ2+TNJ7\nJL0YESHpaUl3nm97AACAbpN3gHtA0m22pyXdms7Ldsn2g+k6PyKpbPvLSgLbAxHxYrrsXknbbc8o\nGRP3522tHgAAIAdOOrJ6S6lUinK5nHcZAAAAZ7G9PyJKC62Xdw8cAAAAmkSAAwAAKBgCHAAAQMEQ\n4AAAAAqGAAcAAFAwBDgAAICCIcABAAAUDAEOAACgYAhwAAAABUOAAwAAKBgCHAAAQMEQ4AAAAAqG\nAAcAAFAwBDgAAICCIcABAAAUDAEOAACgYAhwAAAABUOAAwAAKBgCHAAAQMEQ4AAAAAqGAAcAAFAw\nBDgAAICCIcABQDeIkHbvTt4baQdQaAQ4AOgGU1PSyIi0bduZsBaRzI+MJMsBdI1L8y4AALAIhoel\nsTFpYiKZHx9PwtvERNI+PJxvfQAWFQEOALqBnYQ2KQlt1SA3Npa02/nVBmDROXpwXESpVIpyuZx3\nGQCw+CKkvszomEqF8AYUiO39EVFaaD3GwAFFwSB1LKQ65i0rOyYOQNfINcDZXmH7cdvT6fvyGuv8\njO3nM69/tj2cLvuU7a9nlq1t/7cA2oRB6jif6rFQHfNWqZwZE0eIA7pO3j1wOyQ9GRFDkp5M588S\nEU9HxNqIWCvpFknfk/S/M6v8VnV5RDzflqqBPGQHqVf/IDNIvXHd3oM5NXXmWKiOeRsfP3PMEPCB\nrpJ3gNso6aF0+iFJC/0FulPS5yPiey2tCuhE8/8g9/Wd+wcb9XV7D+bwsLRr19nHQvWY2bWLgA90\nmVwvYrD9ekS8I522pO9U5+us/5SkP46I/5XOf0rST0g6obQHLyJOLPTvchEDCo1B6hdmfo/l/Nts\nEIIBdIBGL2Jo+W1EbD8h6YdqLLovOxMRYbtumrR9uaQflbQv0/xRSd+S1C9pp6R7Jd1fZ/u7Jd0t\nSatXr27iGwAdpN4gdcLHwrjNBoAu0vJTqBFxa0TcWOP1mKRvp8GsGtBeO89HfUDS7og4lfnsVyNx\nQtJfSLr5PHXsjIhSRJRWrVq1OF8OaCcGqV+8bIirIrwBKKC8x8DtkbQlnd4i6bHzrPtBSZ/ONmTC\nn5WMnzvQghqBzsAg9YvHbTYAdIm8A9wDkm6zPS3p1nRetku2H6yuZPsaSVdJ+tt52z9s+wVJL0i6\nTNLvt6FmIB8MUr849GAC6CI8iQHtFZH0FA0Pn33aql47sFh2706uNs32YGZD3a5d0qZNeVcJoMfx\nJAZ0pm6/lQM6Fz2YALoID7NHe2VvRiudeysH/oiiVezaPWz12gGgg9EDh/biZrTF1u1PMwCAgiDA\nof24lUNxcQocADoCAQ7tx60ciovnsQJARyDAob24lUOxcQocADoCtxFBe3Erh+7A81gBoCW4jQg6\nE7dyKD5OgQNA7ghwaK/qLRvm99bUa0dn4RQ4AHQE7gMHoHH1nscqJe3r13MKHADagAAHoHHVU+DZ\nR55VQ9z69ZwCB4A2IcABaBxPMwCAjsAYOAAAgIIhwAEAABQMAQ4AAKBgCHAAAAAFQ4ADAAAoGAIc\nAABAwRDgAAAACoYABwAAUDAEOAAAgIIhwAEAABQMAQ4AAKBgCHAAAAAFQ4ADAAAoGAIcAABAwRDg\nAAAACoYABwAAUDAEOAAXLkLavTt5b6QdALAocg1wtv+t7YO2K7ZL51nvdtsv256xvSPTfq3tL6Xt\nk7b721M5AEnS1JQ0MiJt23YmrEUk8yMjyXIAwKLLuwfugKQRSX9XbwXbl0j6uKT3S7pe0gdtX58u\n/pik8YhYI+k7kra2tlwAZxkelsbGpImJMyFu27ZkfmwsWQ4AWHSX5vmPR8RLkmT7fKvdLGkmIl5J\n131E0kbbL0m6RdLPp+s9JOl3Jf23VtULYB5bGh9PpicmkpeUhLfx8WQ5AGDR5d0D14grJH0zM38o\nbVsp6fWIeHNee02277Zdtl0+evRoy4oFek42xFUR3gCgpVoe4Gw/YftAjdfGVv/bWRGxMyJKEVFa\ntWpVO/9poLtVT5tmZcfEAQAWXctPoUbErRf5EYclXZWZvzJtOybpHbYvTXvhqu0A2mX+mLfx8TPz\nEj1xANAiRTiF+pykofSK035JmyXtiYiQ9LSkO9P1tkh6LKcagd40NXV2eKueTq1e2MBVqADQEnnf\nRmST7UOSfkLS52zvS9t/2PZeSUp71z4iaZ+klyR9JiIOph9xr6TttmeUjIn783Z/B6CnDQ9Lu3ad\n3dNWDXG7dnEVKgC0iKMHx6mUSqUol8t5lwEAAHAW2/sjou69cauKcAoVAAAAGQQ4AACAgiHAAQAA\nFAwBDgAAoGAIcAAAAAVDgAMAACgYAhwAAEDBEOAAAAAKhgAHAABQMAQ4AACAgunJR2nZPirpH3Ms\n4TJJ/5Tjv9/J2Df1sW/qY9/Uxn6pj31TH/umvnbsm6sjYtVCK/VkgMub7XIjzznrReyb+tg39bFv\namO/1Me+qY99U18n7RtOoQIAABQMAQ4AAKBgCHD52Jl3AR2MfVMf+6Y+9k1t7Jf62Df1sW/q65h9\nwxg4AACAgqEHDgAAoGAIcAAAAAVDgGsR2ytsP257On1fXmOdn7H9fOb1z7aH02Wfsv31zLK17f8W\nrdHIvknXeyvz/fdk2q+1/SXbM7Ynbfe3r/rWavC4WWv7i7YP2v6K7dHMsq46bmzfbvvl9L/1jhrL\nl6bHwEx6TFyTWfbRtP1l2+9rZ93t0MC+2W77xfQYedL21ZllNX+2ukUD++ZDto9m9sGvZJZtSX/+\npm1vaW/lrdXAfhnP7JOv2n49s6zbj5lP2n7N9oE6y237P6f77iu2b8osy+eYiQheLXhJ+iNJO9Lp\nHZI+tsD6KyQdl/QD6fynJN2Z9/fIc99IeqNO+2ckbU6n/0zSh/P+Tu3cN5L+laShdPqHJb0q6R3d\ndtxIukTS1yRdJ6lf0pclXT9vnf8g6c/S6c2SJtPp69P1l0q6Nv2cS/L+Tm3eNz+T+X3y4eq+Sedr\n/mx1w6vBffMhSf+lxrYrJL2Svi9Pp5fn/Z3atV/mrf/rkj7ZC8dM+v1+StJNkg7UWb5B0uclWdKP\nS/pS3scMPXCts1HSQ+n0Q5KGF1j/Tkmfj4jvtbSqztDsvjnNtiXdIunRC9m+ABbcNxHx1YiYTqeP\nSHpN0oJ37S6gmyXNRMQrEXFS0iNK9k9Wdn89Kuln02Nko6RHIuJERHxd0kz6ed1iwX0TEU9nfp88\nK+nKNteYl0aOm3reJ+nxiDhoYu9QAAAEtUlEQVQeEd+R9Lik21tUZ7s1u18+KOnTbamsA0TE3ynp\nRKlno6S/jMSzkt5h+3LleMwQ4FrnnRHxajr9LUnvXGD9zTr3h+UP0q7acdtLF73C/DS6b95mu2z7\n2eqpZUkrJb0eEW+m84ckXdHCWtutqePG9s1K/m/6a5nmbjlurpD0zcx8rf/Wp9dJj4nvKjlGGtm2\nyJr9fluV9B5U1frZ6haN7pufS39OHrV9VZPbFlHD3y093X6tpKcyzd18zDSi3v7L7Zi5tB3/SLey\n/YSkH6qx6L7sTESE7br3a0lT/I9K2pdp/qiSP+D9Su47c6+k+y+25nZZpH1zdUQctn2dpKdsv6Dk\nD3ShLfJx81eStkREJW0u9HGDxWf7FySVJK3PNJ/zsxURX6v9CV3pbyR9OiJO2P73Snpxb8m5pk6y\nWdKjEfFWpq3Xj5mOQ4C7CBFxa71ltr9t+/KIeDX9Q/vaeT7qA5J2R8SpzGdXe2FO2P4LSb+5KEW3\nyWLsm4g4nL6/YvsLkt4t6bNKuq4vTXtcrpR0eNG/QAstxr6x/YOSPifpvrQ7v/rZhT5u5jks6arM\nfK3/1tV1Dtm+VNLbJR1rcNsia+j72b5Vyf8YrI+IE9X2Oj9b3fLHeMF9ExHHMrMPKhl7Wt32p+dt\n+4VFrzAfzfxMbJb0a9mGLj9mGlFv/+V2zHAKtXX2SKpejbJF0mPnWfecsQbpH+/qmK9hSTWvjCmo\nBfeN7eXV03+2L5P0HkkvRjJq9GklYwbrbl9gjeybfkm7lYzHeHTesm46bp6TNOTkquN+JX9U5l/9\nlt1fd0p6Kj1G9kja7OQq1WslDUn6+zbV3Q4L7hvb75b0CUl3RMRrmfaaP1ttq7z1Gtk3l2dm75D0\nUjq9T9J70320XNJ7dfaZkSJr5OdJtt+lZDD+FzNt3X7MNGKPpF9Mr0b9cUnfTf+HOb9jph1XSvTi\nS8k4nCclTUt6QtKKtL0k6cHMetcoSfB987Z/StILSv4A/w9Jy/L+Tu3cN5J+Mv3+X07ft2a2v07J\nH+MZSX8taWne36nN++YXJJ2S9HzmtbYbjxslV359Vcn/6d+Xtt2vJJRI0tvSY2AmPSauy2x7X7rd\ny5Len/d3yWHfPCHp25ljZE/aXvdnq1teDeybP5R0MN0HT0t6V2bbX06PpxlJv5T3d2nnfknnf1fS\nA/O264Vj5tNKrug/pWQc21ZJvyrpV9PllvTxdN+9IKmU9zHDo7QAAAAKhlOoAAAABUOAAwAAKBgC\nHAAAQMEQ4AAAAAqGAAcAAFAwBDgAAICCIcABAAAUDAEOAJpg+2nbt6XTv2/7T/OuCUDv4VmoANCc\n35F0v+1/qeR5kHfkXA+AHsSTGACgSbb/VtIyST8dEbO2r1Py6K63R8Sd598aAC4ep1ABoAm2f1TS\n5ZJORsSsJEXEKxGxNd/KAPQSAhwANMj25ZIelrRR0hu2b8+5JAA9igAHAA2w/QOSdkm6JyJekvR7\nSsbDAUDbMQYOAC6S7ZWS/kDSbZIejIg/zLkkAF2OAAcAAFAwnEIFAAAoGAIcAABAwRDgAAAACoYA\nBwAAUDAEOAAAgIIhwAEAABQMAQ4AAKBgCHAAAAAF8/8BucToHJa84GcAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(X2, Y2, xlabel=r'$x_1$', ylabel=r'$x_2$')" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przygotowanie interaktywnego wykresu\n", - "\n", - "slider_k = widgets.IntSlider(min=1, max=10, step=1, value=1, description=r'$k$', width=300)\n", - "\n", - "def interactive_knn_2(k):\n", - " fig = plot_data_for_classification(X2, Y2, xlabel=r'$x_1$', ylabel=r'$x_2$')\n", - " plot_voronoi(fig, X2[:, 1:])\n", - " plot_knn(fig, X2[:, 1:], Y2, k)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a10b0ca5c82349b596c12857fda3cd55", - "version_major": 2, - "version_minor": 0 - }, - "text/html": [ - "

Failed to display Jupyter Widget of type interactive.

\n", - "

\n", - " If you're reading this message in Jupyter Notebook or JupyterLab, it may mean\n", - " that the widgets JavaScript is still loading. If this message persists, it\n", - " likely means that the widgets JavaScript library is either not installed or\n", - " not enabled. See the Jupyter\n", - " Widgets Documentation for setup instructions.\n", - "

\n", - "

\n", - " If you're reading this message in another notebook frontend (for example, a static\n", - " rendering on GitHub or NBViewer),\n", - " it may mean that your frontend doesn't currently support widgets.\n", - "

\n" - ], - "text/plain": [ - "interactive(children=(IntSlider(value=1, description=u'$k$', max=10, min=1), Button(description=u'Run Interact', style=ButtonStyle()), Output()), _dom_classes=('widget-interact',))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "widgets.interact_manual(interactive_knn_2, k=slider_k)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Algorytm $k$ najbliższych sąsiadów dla problemu regresji\n", - "\n", - "1. Dany jest zbiór uczący zawierajacy przykłady $(x_i, y_i)$, gdzie: $x_i$ – zestaw cech, $y_i$ – liczba rzeczywista.\n", - "1. Dany jest przykład testowy $x'$, dla którego chcemy określić klasę.\n", - "1. Oblicz odległość $d(x', x_i)$ dla każdego przykładu $x_i$ ze zbioru uczącego.\n", - "1. Wybierz $k$ przykładów $x_{i_1}, \\ldots, x_{i_k}$, dla których wyliczona odległość jest najmniejsza.\n", - "1. Jako wynik $y'$ zwróć średnią liczb $y_{i_1}, \\ldots, y_{i_k}$:\n", - " $$ y' = \\frac{1}{k} \\sum_{j=1}^{k} y_{i_j} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Wybór $k$\n", - "\n", - "* Wartość $k$ ma duży wpływ na wynik działania algorytmu KNN:\n", - " * Jeżeli $k$ jest zbyt duże, wszystkie nowe przykłady są klasyfikowane jako klasa większościowa.\n", - " * Jeżeli $k$ jest zbyt małe, granice klas są niestabilne, a algorytm jest bardzo podatny na obserwacje odstające.\n", - "* Aby dobrać optymalną wartość $k$, najlepiej użyć zbioru walidacyjnego." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Miary podobieństwa" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### Odległość euklidesowa\n", - "$$ d(x, x') = \\sqrt{ \\sum_{i=1}^n \\left( x_i - x'_i \\right) ^2 } $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Dobry wybór w przypadku numerycznych cech.\n", - "* Symetryczna, traktuje wszystkie wymiary jednakowo.\n", - "* Wrażliwa na duże wahania jednej cechy." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### Odległość Hamminga\n", - "$$ d(x, x') = \\sum_{i=1}^n \\mathbf{1}_{x_i \\neq x'_i} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Dobry wybór w przypadku cech zero-jedynkowych.\n", - "* Liczba cech, którymi różnią się dane przykłady." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### Odległość Minkowskiego ($p$-norma)\n", - "$$ d(x, x') = \\sqrt[p]{ \\sum_{i=1}^n \\left| x_i - x'_i \\right| ^p } $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Dla $p = 2$ jest to odległość euklidesowa.\n", - "* Dla $p = 1$ jest to odległość taksówkowa.\n", - "* Jeżeli $p \\to \\infty$, to $p$-norma zbliża się do logicznej alternatywy.\n", - "* Jeżeli $p \\to 0$, to $p$-norma zbliża się do logicznej koniunkcji." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### KNN – praktyczne porady" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Co zrobić z remisami?\n", - " * losowanie\n", - " * prawdopodobieństwo _a priori_\n", - " * 1NN" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* KNN źle radzi sobie z brakującymi wartościami cech (nie można wówczas sensownie wyznaczyć odległości)." - ] - } - ], - "metadata": { - "celltoolbar": "Slideshow", - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.15rc1" - }, - "livereveal": { - "start_slideshow_at": "selected", - "theme": "amu" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/w4/zumz4a.pdf b/w4/zumz4a.pdf deleted file mode 100644 index a40e790e64df4a05d9ebcb3a880c6f6ea5c5b166..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 159963 zcmd421yogC+cvsE5di_E8ze+pxl`>bFRDQoY#HNxz&AsgoHQ3o{#+fB>?ilY{YFYh<@csMb})6bHs_ zgKxmQ46gbh4S|!#r7t~Pt%rCk&Cs>9J+|~)pinJiV@c@t?xe3bO;oH{{NPuT*Sbm> z7hFVWO&1@POnm#go)nN8tty{j4vtMt%-Ndid5fF0iN`(`sP|4$>{GxyoKUh`4lr=3 zuT4%zo5D;8Ijg=KmdC_Ge%+g!K(hF}faJ8H)Z;wa3zs^C3foQY8|S6J0fx%z-0bFa znujeFRL?fYLO(v!phxO(yWP6P%C^s9t}5pu{;}OYeS5idXJK_$ApO9utws%f{;I3B zlA!sUW2HI^(Lj@ATKSB9)2Q3s?FRMI2^?Apqf#xmas9Sv&d`NAUH})R3H>J;HJDn8Q0vg~vG$4;4CvPX3pIfr%A$i$#W($+F6!o)CoiIUo*$w^hPip ztkO*43VT!Xt$*t=2zoDKY~?=TPq3j&{HEjSLQKHZFV-sp^5xzbf?uxHby35O>^}0* zf5P$%dRU1XM}0N)Y?*|G%E}+ap}+Aq8GZKo2ZMeWke&V^GpRjzQLA_*^ZhE#-A^OM z2WGW0oVX^R+-?dM%U4gy5yyQV2^jR1L^k2^m}e_K#I-IpaZSl|Nqzpo6>gC&n2>)c zv&!y`Vzc?&Bz*sRrzMJ)SI;E8y{z@c-lfxYuasR}HDRLaw=9@$fBLd6_PY9x%bNq z=lCbOW}5*o@Zl~|EN4X>zn8~s_j{gxX}!JItBK7ok0mZQ z@rBEQz-8&21gkIYcoD%QCoSR?igs@hId1B=W|>uYhlf;c;3wnQNcvO`SEW&CD}AT- z-_K8qhGa`z-}e^ufMjt%xV-0>DHn&gVW-A5bh6fPrEOn9c~5?LO}d!o5fUZ0)vtcs z%22k)nK~bOD+Z>aG!5bBD|KdmU^mhdR;SR?jCM+XT)*M#$cn8KQ-PiQ={Xp2Y9Wj? z7EdcpaxZFkT*S*6Ib5>y%}{^(OPY+K8#CF}o1YoakI)Q*YQ4e`L&S<*q^O~`V)8$5 zXWCr#$w{6%4Ga|o36JFjvDzkQSTQ0&c}n{G(9CcdD`@S zS3Z#_V*!yl-r=&&fCh0AyQx>ZH{6(C)Q;mbnzPd9@jQPFkwiNk!6}3{6+^W~dJaP0 zSJYA8;BC}NO-FdEmLxpAeT8aP6?dg`T}QAWQ#9x4p}gg4Ry{Bbofgl(geFBCK)UyQ zblERZx69dRrCh68tCRV|{Yn|vgrD!oWm@(21&`K`Xop*hS{6C87kOr0s)Rt&Vv6NL z2dVkoEM9ZHJgIDRtj5T-f-%f|E}>}Q8$uZ5nj66kZlje{x$v>)`*kIR(s zUR{i>%jt7AW=y_#nsLgV|G|Yq7iYvYjz9C;D^?=Vw*I$>RUE&qHu!jcKjQ24<_kwu z^a8EblN;>^No5hf#c-tQhmNR0mV)D40tErJ$3-2|m2?6U-qmqiT$8EgxDz)jnR}gL zX`9@&)`XejolIej!x$fEo91du*5{e0W=b$Munr6hv4m2x8LxhhxIL~-YGR$fPNoSh z3HA!YaC9uRQAKGGlD=UONiHE>%KchPf)Rs4OH=A;s^&`#zccUZ{JxH7vO_qW`r&u6 zfW=bfdc7Nswp_DUR1-h?((Lo&cq`w}H9aZBeH!j&Xe<}=5p>!+l&2b`tJB)T^!Pbs ztrTN=%VZ>ZD3|Ri0}(%`=SS8Zo}cobIXZ}*1T(J0gFEfW(zgs=b9qUYeIvCtXj|9(KJ28zL7+AjhWG!lw;h6|kTXtN51`$klmnDP(cDw>;^DCCmkTxjW>#Ub;QZZ!t19IdCO4yx|j|(2PTjah* zHGBRECus8F#BN4acv)Bvcac{58oCQ^=Tc`P=~{}d@zdwz|N8Cqwqt$ocd8?XNoZxi zaC-)OtShol4wOOjqCnXaGA}yYQlM;usFpKx(^g*g203~`l-4~UfO{%7{H5#BrwHQ{ za@6Fdj$?*>a#`3nSNyGM7>7z)sNk}@b%i7wrnrS0bT(0G-siE6Md@UHxkr?e?rr$D z%7Vd&M7h=wtV5RNkpXj`;j+n5>ZTAB-K@xQzl`!18b38y7IQdtKi3ELN2$zl`>_6! z?IF{DDE=-mv;9LRf7})n-G49cb$iHkuiGCTf2sHk_K)IT<9%{}+!+lR&x(tk@#KvB z6PK+ENjbMDDc!ek2RO1RdPEB=3Qg+qb+bGir$0A}8jXhYaT{P24ZzJ`WA_}m0YA#uN=0KDF5@1!WH)6RcCF-eLBZ+{ zz}=XSGut@5{XUa9FUsQ|L@D9K3HQ!^duQYp6`$E~ zH@?u4?yx37;3g{B_7m%U5TdS2i>jVkaoT!1h*(O-9S?A=cy5Fbso(jBS)JKD+gRK z3I38~q(4(VD^e{7RW~b4&4~sk@qlS=d~t$Ea%vMijSEzcC!@ozvL)bP5{M=2{XRL( zA(g~CKs$O#;M}(UHnSJ=eM{<*s%Xz^iu>D!hBMKgTisup26=K?j7SSF02UB6Iu+Dn zUciG%45k`J%JaL1X9bRDXQOB@hWZ0?pKPplF++EM@ZU>dI`a7gu4;ux6prq0KyOW> zqt?9|X{0B}?%{JqQkrgIv)WBBEts49f{%%IJfEn;*jk=24LhDnF=!2@Qfw@&9_4*wY{0LW->`;9LDH|X^27rFrWbPqEBD1O0J$YWin zz=Ka^S0)Vhf^wRgR2v%ms2(;p9-s0*0UaZbd(NFFt(jH+9Ypq{=j0&h0Vq7W(|2&~-Q(WRmwbQsO5KK6eun zOk#r&a}2w2f~K1)St*cnOzsX7CP7m|_~;%&L*^0wLvatG{dm#qSczROpV@UeZqR-y?i$A!sr(DMmN(Sr$@vwrK{z$)J4ce<<(yX2*xeIE#r>H z-9O~z$+Ory7ba(|mnXbxC3UQ%&bF0NS35V!rA)9w_M$6y**4uL&xYCj#O=JhNe@U< z^^N1{fb}BY>}i`NxIpfLF=8%z$Cy`j1oF-Z;zd-gb^H+f3I)_q;IK+U2ky(unT<4A3e{s~NmU>2^QrU%)~S?;2=5xlyjnNVUEsMuLb z_@nwIX~pR725ABDfhRYOV}rk1*X?75yE0D71EhmDx(oH8&XA@dDbmY+uXe-L+^S%; zfr7v@$-iyXAQ1bDku8Qo5;DLY98{g`qncJ3^D~L_+C1->BZr9?JOo zXq+ihk=%9BBr_sb9DDb-vr)83iq7%1RHND>cTpI%&z7=^o@q&;-{6aM@J*^6`J(L` z!0z|II%x~_s<9~F9n;$jA3e9b6P9kQPNI9Hacu+~!3>jb;RVcTV)Dk;%Q81 zbknYLKd0KC(nkKk5S!an*1i>of67*|IdQEZk*O{&V?6051;2L|jnI9Sr6kJx{b{0b z3ey^=&UTV%9Sqo4@m_Dc4%FrdoFZe2RS&1^y^xsfUZOM6n;?qu!k|1u7u+y2y`|$yqq0*L`H{&Jy(WPQr2vs?SbqrPa zw+}-_SSu4mYC5f!A3Pnm3Flum>ehNWR6Xa}LEPa8q2&i9z9ZYA>uDK}8f zq5B1TNlfS))nq-^_X{M#Pv)?$M~Sl9x9W?MlzNRd`n2suiyH>4k-~L zzRZ6JuQ~n|UjJLTtR()1Nm=%-qb1p|C|rr@{~!QIz7N3vLnQq_4YgVSbEpmM2mZTQ zn~aO=73)7@?HOMy@X1Z*f#VddV^@Y&_xBo~3D?_~HAOGk7m`a~IcElU1E(ucv1UYgc=JW@Adwt}mk;|^dT9T9N`G-$o;t6A z8U}(jTMJ>?hhY3^DMtJ}$~D>!Wz8x^eH;)FiKnV+C7%@8Y7lbvm{N z1lp%ckHJuTvnZ9F@S~Nro>p1wIWe72CrZmsv0T=V+3(+*dEv-h;qu=|w|{mqLn!Q- zS3S(_nD*QueiwfiH+tY`GLX^@bP*rX5ek&CoO_3?9@kQ|EN|`V>UxqSCmgbwY9eCC3#qV9JEImxoSTTmGy;ngNIA;`a z`rigp+rKL%@TAti55d_8)i}|LOL|ovrwv*37N@3vu!sqA$c2vj6u!|NHO>6Qh{Vvq zTmbi5w=?pVnhttU7Y!1v+FlW?y$d2^O_h)r_W%Uiczl16aa9{6Datpn0I^X7aG)bP#yw@Cuua{}Hl+>zuC5Hl8A~E!{yh>(32{)6tUIa_c4SnT z26!lsF|VfpS)!vb=V7J;$S4+IMlkYI#T|S`02Y#BV=;*XwBW+0H-)@jw414u)Qr^E z)<6IOxTp?lUrqZ__qK_^Ooj-T&qbR5r=g4qcqYo}A&3}|AD;HN^agsAI(vrf_H)mKaxxWX zGAHX@7iUKo+fP4-AD+g?FH+m)iL&u9`|#qFR+-^Qj$f%Cyt4y3GsdY!R}9S7Cvo)G zdk=>MCo?qeNyecA1LYTLVO5EE!%IQ90`?#rE;k6!Ijn>=K*6TZfZ3I% zg`}><7Lv8)U3f0E&I{j_{qJhv{cDnen7bT}RhCRY0s|AOF#1|2LRw0?*_FwXK01aK z6A`e35O!tNB>MBb9#cY2IleO7{h3~ZkmcpR$Z$~PGxy?9i|f9&cXS0Hg%vyn2QWVS zO`s$XypZ#9EsMn^ddz(T6l5p$C4XbyC%S{2o0}DwOhzJUbeRN#zi%xIM&|?-QB>Of z9t!P$9xeSh;)>iL5WwyJQpook{^C>7(eZ{UIvb;KqXb`?2fo<|Uh4g2|K=uggG9Vk zX-<;~Juv(9Sz5AR^P8TWYEn=v;B+e?jUA7NQW3-bs=qNYr_ZQoX-i@S|vCRYED6{i^wt_A1a+)a}`u6?k1inoa zeVo3mZ@>ERGtdi61p*b>*uf+YhGTLK+Lol-q%!Et%uLyyh@PIFxHzJ(9|!|dHe_K@ zu3DT@^Y!PjL3L%-<$z|{wz%ZAqC#ZzG8I(mzvyMYBIPDUO+W}X+X6?g3i zxqP})4%znBQGv=gcHpztS1q3rr!LcFZMw^YHs)1cC`a_islGT$9-SgA<~P)1A?ojr z@V1uR<>je;iJ3N(=kvu5XGR>v(>LZI?H*NOlzQzp9>45F&%NwFJIKk#w!ej_FO?42 zJQ_Kq?Nb$?v*Klw^Vzm62q$pNEuP<$lFR;)-&!d7EY_nFz0;>WQ2W%u?Ec=TR0J98&Yh zU8C&Zq*rAh>4Ce)o?rN5@8irXE?xw++<`#Q5?!D&_F!|EWNfzKb7D9$HgNTi6Z*_b zdM%T2t$=f~v#U9eA;VlL z?9!bWh>bURLOlp0JJU@~c%Pt9mwJ)R%8`-vLR#rugkxg3WjZo!>IamMsnCd9hVWnz z`cxcX!aKB-*yPrI*|ghzZSkvT7KI;7B(pC6#lqUO6(MnI&G^e7*=J;}#kARms;rLm z_VWNj#2yt)T_iMNWh&|@IPbo80X)T6fEJiQy3}MteNka*W`_7m?)c=y*~w|&1oVCA zrx`oD2A!JR$c~kHnHGuHcK}o;>!5BWijymjVwxVF-nLB_MLjggN$>8J%@6;Ds#yRU zuE1}))LjN)#P~FHNUFtU|L~^)1o#t0__5&=LrZSE3kp__H$LFVGR&cllGhWvY!UEU zo#N5-Yx)E8IofDL$+L82DMG72ZK@iH%Fv|09F3@y!?r5TXL7P(ibO;CB^IgCbmI(( z@zDyCXNeRx0Wm?jcxD&*CQ{&loTpJw3U`OgdE?dgWYG$*%X;MK4@{fiEHb$bgP-xy z1_CyroT%!DlvK;5lnN_~X39wSF0>*sB+>HD*BUyIy{#@TYc+|88ZM+lUP4-D;pF5* zfAVC%4Ai{(A%lE~i^~jG%DG%TvC<3zJ`{l|WxvVv;ms*KF~bSI38kXELw=1U0RZ?n ziKkLTJSuFONQ_CF)rJIG5hhVT2h|CHfy9__b;^@2RP_(Zx!n2OF_x)8dCD69=`M?z z7Ex&N-lKZ$@q4<3%k&m_$;{aaAH>gU*-m8Y8%^S)VD7&z*-hD*u|(&HGB@oCo-m`I zE3@_aK{AM8@lQPgM@lK3FiD}3>KRs`hWo(bXmzof$azLdfLR3%Awnb0%V9UATO4*- z!zp0meB}~B%0CX_sFM=&>#f9*%qGUEz(;cUn zdeF4Dc|iagPrK}C)fOjDmvsmu192Ses%@U-x3@PjF)<8Zh?bp0Q&x7Y zCl1qCPD^teCwD(TN;G4lY$R1u<;x%Mkr(<;dHy(3mCxY;7%B8*yiekf`Mf9VHfgV* zuy$KIL&LAtj3I?Uycu7OH;rs3rz6BDXOBG~AD({4yQbO7)f6S0yD_9#?|tL3S5&BBIEV~ADQ5JHGEIk`?p0e@Y%eDZ z&hfZ?PlM{eD=PxUGSnnuV)Q6Au7Yv9XekwlzaP-tkJyZ4YEQ*S<(@GGf zB%ng0!lEJrvkfGhR`(*t<`;pKCB@@H$hpYqLghisuhfT?FGJ*B>biZMAs@=SjG~R_ ztHyBI8rE}qqd3MyNdOico>%qD&&rH(kNc25=R7{Ffr^R>!xZ9!%Qt9+6q1D?OJIk6 z3-0hMGPBY_$oeFZ*YXUkpos&ZGr-cFw< zkq;@k#x3AW>Q$VKN8Qmr)JF>~#wHxAJkVlm{OGegZNLUWfdIbAq7O2sO3Bq~ql2UP zJ1Uov4yh!(AJdsEB+fW2`n$Jl{ua&N;-E5fYbdFe9kLr_U%gVou@Ca_D-7ZpMoR{k zz8`~l`ZChi$Iz46*~Nmo@jQ5?L-{Zbb|`jpaFyTpLz#LDGaDNcU=!I70*NH}27Gx~ zm~7z7?8X2B83l{;MEeV2bd#+XE^z}@m4 zo}Uxln-mh0{214=h^0V7iqJXjL0SoEBSRS#2F^8ZWcDBx%`Et+iZG&LMXXJK;#-zI%NVmM00ZRa6>OQ6*>tlSQ! z7sN?C>Mj0p0fcnZ99G7tDa24+dR3^16Mlvwxy~CujzdlV?sMF@Xvq14YFPYK7TiYl zAY8$xn^&wyK3}8nkT36Y1FN4(%!(J)xl#>f?3#;ea8*{uPpzAksmPj_{m9>|px>?j zOGHR)xD)<6BWCq0S@~a#U{)II<#y&o6;j0YY{^;3wGfhGO?U`YHHdb(d6|H)DCdRc zN>6Z|83Tihw9(+;j8}#8VHVWc^58PpO6ArnTNITI6*`D6uwD=0b~F&^>x1cima)S= zr15T|@H_9GTe7Z}9aaKI8*Por4zrwiqp5>ofr*J{DA>1+SN#gODyh8?Z9N3gawny; zsx;k$r;#8(*cpJ%WOupKWlONPpH>*+2#KLg6Th6cx#iB}QAcb~rG@z*C$Hv3Yk63y|xGeIbYZ%we?~!e5!2vpvKaDK|d-2>9?vh#_-)^gpQOe(IIG zZGYCel|@B$Ch1lfD>?go@(pE-uEdS0T>sr!82}U|Jx6$=4+GIv-tBz`cZ;%XLf42o z3gN#3C?_oJLega^-P`uSZa_hdBA%(5#CJMe*j=Zg4lnHFWX!TeLtfC@bZU3z^ozpU zv(_T5A|~%{8~SvpZTcR$>7b>oC|Fm^GXk@sMnFUdk)Z>d} zkBb!u)>N!q+J_9}u0WFV+Y=^Uf^1R^HB;&osn_NSIBU;@Po9ci&~JD=qF;2UXX)L; z%jEX@g1mv}G-nTcxc2Njx&$~(Ghc~A0wNjBJwm0rrOmA@Zoa_TqyZOlPAuJgZ!bS{ z_IJJ`UUAq8WrqgIqvv}$b>r)i=Ij!=u#|k(#SUB5W^$iS47+oV6@0O07Yxb+2$f-){>OUi-M%9W&-Qs4-RT**95{tA0}H6}9ko&oD}Zki(61 zDT+doNI)ULNv7=qVSj)Bg9i^_;4YInMfmc{N)z{xsK%vodCwK2HNP)pRj}irZxe!mC zA{`<@-J$e}=Y1~Ds(ZfK(`N`zD*_6@5iw}_IfV=E9lr@)gD zYifn)G1{hj=ghh*y+QRs`kYJX_Q3;3f?pcg#|b_aSCPC~(0aaw+&l$uxk7Bq(P1$|VE`o0`w`!n@n9dGZNk zhCRI(9ScTU_<%7uxcl%m4=7`75;!W8AJJF-N^YOg;r{5JPyTPUls#snv>z@~KO?_^ z45LKINjKAnLGiWktud5K@%1qfY4zTDc2<)<07-NuMm!fX?U_xE{m5(oO2;q&FhonOcGLL}ZD)}_+&De;($9;w&Wl{mHTiN;17an>0Z8)Dr9S0D5OL_}fw-Sz0`9#Q++kK#eSQ5ma2J7xhsTJB zdA&s}W9B8?LUqyav#i-ClmSi^%eW3_HoVIu9$f@Pm6>uUC}Gzy&8+Np0)p}-saqvo zpW2L!d>_jg;#W1;WLoe_G^>q<3n@)^H+wL7iJ#y&0^V7o7RB6yqxg-C{8$r&KA%Tz zH9LPDdA>7J#FZf4jLvUKua?1;&1R#EOmupPK^(R@yRg3Qeuf1wGp>6@pRED+V-wN< z*YvDN$idkeJ5x@FEKUvEXLy&>gneXCOSfI6s6ubL#w=>}Gk6dxn{47h2inL>@Xd~} ziwuxpW*-}I*HlDE^Y9t!8q~@`X;n(Xel-h~eiO?6dmm*20%i0zy-|R7n0wZJvRl8W z>$w9x?8yf`WgZ49j?(Y0_ZM25&fA%|uz}$Fi`kDH*#SC`NPf7opUB4Ep6@~c?#QvN z&k>>f%}I%`_g=#pB%aCVAjI0*I)w^206zrwmp=q=4le1kY**y;tb;+^=@31+VvoN8N@*adliKjO7Jyj;CuKxkW+bKukm# zE;4_6b0we3vr^f0{O$o_kQl(jVW%Be@1CxvnwpxH7F`Jo149bVuZC{wbRrUx#@)It zpR@Y8?gANUlw1TMqnf=SN*<5nb=StDR76rQh0Acyv)!9r*QR>QaYi{50MBY&_UB)l zYQmRa(aWLub=etX-=p0BvkTa4{y8rDk0qrvaV{CbUIeUZMP4iXc4-})UIV$AJjMTE zVkZZjh4euaZuhdaZr9?=4$9Ewd|%!8Z=`ziq+d+3q7dRZn1ILZj|?= z*?I);k2;LcM_y4Q0-%#Jd6>&EZ0W=<)f+Epv#<;-)6dG{clIhL1k#edWxga!zpK=| z7a<$CGOj?sIMSx*mBNbVy6kcdpK@#oPyzuK*Fl7%CLl_ZEKR?pp-ShBXKatlv z+@RJ>uc^D;lvK+u!l! zAQeJ2Rc~HX2t33?Mep9SALUUIj|o!EoFsZlXK&xnLD;G?${quAf=xIReiLAJXl3gO z>9_ssc@aOlf>}1&FO34nb*5KyAMaMHX`P+fMpR$+BZH2K4Kr!K)DgU=`{HvME$><7 zd$=fnStMmhM-Xy98myBg)+IDG@^W?vBY^DtR(pE0d)2gIMP~HyfEVlkp6BP`d@~A& z?7%K1{li$+r(pOeG5}R%@YAlx*@|$^!o44{ISbD(!%Lc&k2|)dO$6PiV$v_pP5u96 z18Tqq7=cX_<69P9hkde# zYY^-C1_w-e0-Zr;_o}(G-YYiRjtlDmfMTQ!(A#CX?b+a|nmp{X<2zwm1^k~zp*dz* zf-OS+sgnFAu}p)MIn|dah`^FaI-Z^0nz+4T^49x%t@dqMFCY!GT4rTmom;$EJ6BVY z0uCA|I`}HQakq9Mt%}?F?B=i$VB{ft!#->oYo=0hFUePWA^;U=DD2l=iNOFxQb1gx z;XlCR*KM@l0}-20YVv>}hLft_jvTfuv}oWCdRSa2kL&p~RCLMT?f>9)opCq0meKiY z^CMc;m2Kwh0*PU zeAM*Itt(%KROj|ky4h{7qsw&dyQ`MDgepDGt-1$y&ht64oHv_cdT~{ATvr`ydtSP> zf$TVNpqitSr?GyCb>$Gns*#ek&5F)6XVJ{ac;WYfS>x-U#GW&p?bXg@xK@A-g7}KzgHf*TE`^Ff+2UTCB@Wp0GinP@L0Q8A!b^Lfn_ZfWlfmmdnM&T?Ie zsnu7~pO3)*7FdMLQr;gwPmu$tfEI4M%V!P)NRd9!Hphx zkk`g$3btL*t8#Tz!rx@n8;vgK{p#l1M*XDg%<&#){;9X^ZvBaAb>q0?ybMl^6s~_hHGB~&Wa7oYak`gyBmdB zmq~MzQXzv49LJN_cWHZA>3~;|U@R_7Dr#JxXXxB!&A$)9L_%kk-a1L$Po6g;3G(l|M>CIED}g)cX)`2WfWK^tb0H^H#tE? z4?7qnL~<3b+%5PKu-)OXtCMkBUAsC#yb}?CJ4zC7e8bNlf<&0e;7~LgCTW6`r%-C$ z1zgb5Ti4LjTRHuu9R3v^d;rhWpnyQYYeE3-;6YE7bWYK_-91IiAGyvg^AMg&bn_cZZsv=e+xIQK->vQLi}l% zmzW#usztC}fU`h>!y?ZATF%5>w&z*K*jX+`<9hP1Sm(T>k zpzSjRA2>amwWO75ZW512fI%c9#CF7!(~xK612eKTpz`_kiV}Fo(_E| zAx=gtnYeJ@+h&SA zy`9x-sh$MCIgLw@%7u)cK&pl%)kHT%?XjK_UP%z`!$s-&c;mXfd;T=AeT&wWgQKs4 zmA7JW`^nEso3|*zf>yO6*TQ4h6PG)ab(hPUcoPDLWzG$iM1wBDmO40k_H%W*({k}c z79OrQ2`5+304vqIyS0e1PN&iLs|Smv0Vd<>@u1SnEH5kG5pzjnCiGnhe$op}bY(giW>#&l`1!-n4{lP*Gb&ixt=|6**nAs&AB& z(A~hPUM@4xkw){$r*$St=1&c+8?n-4ramQFmf0kmYSm3obT7xZ&Rm-cWo_lSgkh4t z*Y18*mM^U3Utvz;Iw3;@<&Ifv3^zfi#HQ?9?b@oov_1tXWwP(9H0$9h;%^Dj z%a19xX!VOA8I2|7CM&N6dvGik?*b>rz&(=wMjz%=UJiL}9?Z_nQI!{t2jMASF~J2$ zZ8omehH=dgCq%OJA9MO?yfUZr84n^$4jDJFa#j!9ss=q&jHiSbikIZkH)=7@c6~Qr zOvx@V!C5h1vxuNv*7VZ!>&4HKu(fJXW=*T9?bK*Y|I{wGNb>XG1efh3*+$x48fJEEieTWmTh7Q1{ntmTYQktom6wl)Q=x6BKYda78!HQ$gbHv-sA|**J zlx3U%?IdfklFP;wr&KMLXAxF9n>Jx~%!6X-STHT=%-0xp^9eFa+6amP<}pLcZqL`~}&sz=hD z<(%g$%QqqWpl5k?*YIsJ`zU^dJxoGId`+OI{6290Cg%tsf_YrOoK7a8?@yY9>YdIJ zy72ESTA3P{IpX!^rC2+eKw#6m;j+R6J^z_}YueD7o##B2(j(KtW^Lu}k!x>x=#pMT z8fZ_!v}|jc`JJYt{ShX4B-J%4#WRQ54{f}a-x`kS2Ig%paLfyaKl0uBDE2-zNeNb4 zW-oHkNJwroDr~zP8mA~XfJ*4nbDZwfC(C}$s zjuX=!+uqRpYJ$&)~t&^ zDBg)B7$4!6vf$-}COCSr{=^3YG{}XnQOE-S=50|wxLB_V=~$)kgCs=gPMOh@ras3? z_A(Lx{yZ!ljE*?YDC-s%DvpT=qO*`Pya>W}CK?0S(W4w)>EKIL1be8_qG0d|KXQ(& zs*=k3?o`4ybBCT(hnf^#B_y-_35;c0(Y;oiE@-~+4mJpe)G>wSqG7~dATp~AGey)j(%4PJS=rZ zi~NFr5T)!MvN5Qh6H@nVY`i5VJiuVPYbDLY4q4mhtU_$AjNLd?y5RXFx%O#ue!Q9c zcT0EntEUh*f@1-+>azt#x7othuilzt9}}_D6oRX5CI@ncH+##U?YvPr{`@p%<8VK3QM^a^rD+u(UkLDB z!ak7?q(?aD253B@ID2)$81xlQ-rkma9>l3Gs>ymDvJS-U&E}OE9Ub`vt(`f)X{4)g z4|K%&N83J|luz1viss0>-d`C<&kl~iju-8f$oly*xPWlP${{npcenDy|ALn%;>j8W z?qQjpOn_5A321tRr%;Oo}bZ$h#sFUzqFNXfunaF7vMflOO_)Izp?(v z_chXM5JfiR{mTKpj0;1RRDtd4mWnzqg;!s%MK?yNXGzoxJq(^JIOuwl7x{$r^A$7Z znHUJ(y?|n*A>ptp`dG!8d6I|}W=g4^1nPw`9mXs*5u`P7d*Nj%Z_9q8S4*J^iUi-F zV$<8>6*clxnvdl^qcA{KTh;AyySzGDn>Y^QL~8HhF1GYc8~1@f>P5eUt1!*K`uFIB zh2>w-$^XIUy#N2or{nxb=yab?r!r35d{6;!l&aRc-UuIMqf@VO^{GKPNTXZ#~o?(aErGDQEL zrt(+P%HI<^{s)OK8GBDkNG4{qH&o9aq>g$y#{(HrR3(v5O>;AlsH75c6T?)2oTIIF z`#|ezCBn0{ydOD0LX@?80LjSsOJhB6i5;C)KV0*kf~9xMe9pW~A)=xz_E|_wdY(Rz zwY2uA%C+oXi01IQzINzD&D&R6p2N}O`~HiMpc%PRKPEDY2V8)3r$&cslV6#QkAbA7 zUwJxzFMg*x{?5-aSo}R=|4quuKQko%EA8c1zT`i%U-FD$b(eI`jT`nRPT8}Lwv&pG z!{~X@qGfiUnfGxGa{NQbRw6p5vby#|DGhliu<(d!%-iG81RH)-XlqF2(#k6$bXzWg zc{$ywUdFamE3b9~#V8;Q2D0OjXjKw(g-}4F)k?k1 zM+|>7UZ?N*<3b}7HtTZD2CC2B;X;Gdilo;L3tVgA7evWTOFSRzj=a(J6rZVkhil%~ zE2y6?nG5gA|A=WgZG4dmJ$_52{{GE*aLR96Vc5!g`MexJ_j2gj4K3TgaxsylpV|lH z2Y;;3m7W|NK6ONy%A7;B%y!zBF2^99zxgFjA+Z}-V}+)pg(1QGA)HvFF6K>pKkq*@(< zE@cN@`D0zm=H4qP7mhdvuO~LzJKW#{kE5@yO$xN=fI^mznd#j7@JQ zm$yr5_v#U=*D-6Ses8_M#dl)UCMJB$6g_|Py089Oj4lBRaE~1?P*~^Gq2U(Q7iZ|F z#sFyFy48`i!nhLZ2Z(*?q;?)ld$vn*F91F>)op-mN`u6QgsZmfxv>gXK#PPmwFdvR zCEJ4N$0gnM7HVRJi|DVS`oa$pWJE!aqnw6dllbv#o*R_W=s z^Z5VEId%8L8TAO3Q8DGP~H{DaW{FjDFhaO*c^_b-GyC*_KaKr}%3TYn$P{x$bn%NT} zBbcw!CCY9;@zgCUhg9bCxTon0YHpXD(2|m*J6xa+woC9IAmy)|xIf8o_vL4<|55(k zzoXb+(DrvQBOmrtiyh@PgkIe?Zg=%64}1%$Twd`uahixSr;=h=7qs1Mqq%oPsIp#S z3~Dq|E7U&AM`w&ccHPIn%)l&_8bqt?%c|?pWK@GC%I-$UJa zdoo2I321p{>Y6>6+Q_JLjNaCXlhwLvpr#Jn%Aoe^}4~()+#NtWwgLmUwW2(^zvxKDZ-L3 zhHw4vIyqk~NRGbv<%7Deg|PV#>y24DQ<8^i0x#qsY90k9}QNFdQC2*K&JO z%a=-uS-QQpf3JDa*!KOV0@g4q zsk9TK_S3V+RI9x2IeOpzm6Z#$>pR?9>uvt;q_7}~C5){xo3gdp+n#Y!xQ}R4IVSi9 zpDCi}S1y)ObVn9_P7GGoL@ld{JePWtM|{pD_H8)=CObJ{*k26La0PUez}7+d)rS*b z>24SW^;*0X9Y0MQ9NXsfR~JvS`^Btu$BKW~FUAv#QdzZQHhO zRaV-zZQHi3xAs1#wf8<=yZ<--*J^XlF-Am;9=%6!TEIJWWv$zFy2k7ttyM!gbr9MTiFK=&%(F-zwp5X`&7K zN?tp@>Yx8Cke6Is4qv_v#8i7|Kbs#sCe~o$Tlk*IC>Dgn6ds}Ns^f8N4Os?w+T-n+ zE_drR*|_|pXMU8p8k|kxcs-bH70V=L>uSn~PRONP|(zh7+4<{J`;7VG~jwi_A7Q`TE0b0@WcMiT*3SB)55U+&WdcGw#3Q2EuG(GBi&hnh{ zw6d_Y^bh#23B$pzL7@HDlJKc0|7$!7a{o1#zj^<)i(f+jwbl6l`Ar=u#DC3L0`|W) z7V|%UpaQ9BX%-Y4E32lamUy-tu)ni}k|gs0KwWUI6g;JLWcgDS5RH-rIw;^M#-Fqe ziHlp~3?bo*ZBzLGsg&wxIneoC9bAV;ISE-zWcN_WKopA5fzYVDgBQ_#T;wlFsk8;L zj3NHr)dYE!1v&h~?&e>%YHa&)?-nke5~RzblJM^Dn+s_6xiwpJb8}h?dzIdpARI+S z#mt330Zy0=Qep?#PjENGZMU0K*vg#5R&3SfzSZjdX%(2ECA^n*z{3{oH-dktOF(6P zk!@ue+E+|a5JOM3>E}@2e9bqN9Jk+d;~r%NLSQI+ zZM<&p?-vS)w+e`9%C%tU`sqh}{S%nN>+dHaq$lv8*!Tu?cB2FfyoGvd0O(t9G+hI3 zP)|4J!9`p*wh!OV6G#a?=J$lm*A8A3My4%j)^|00v&lI)Q?B3|8r})pjTzjhi^z>g zO)E{-E38G?X{H$#$2SCz>&=-`_uv+40HnwfNmC*3x=8V~-ZOLwZGm>!$O}MNyha+J zDdi{GJ+>}B7J~w~?Id<>CNs30zivZoX$3RF9HtP-@x*QMmcu!d_RqSU(TB|XLMw|f zZfQR%oRK0URSN7Cgt68Q_IW3=gs{4Vah;k=o&7=o6#>>9GudlQY0HG*l{ix_3MUXp zpw|`;F-Z^*P$-x5d$o47S135~R@2j5_9jHqQLasJm+HL6pjpz*WE$aQo%gvDzF8dd zd4*y3WF1lp`&nhi6^hjtzKN`_RJIg(^+&Sn&Kl0c%jtB;xUJBaJZk8$H(W5qPG84+ zC$8i3j?zRi?)o+*KJf$7h??MPEmZ)w>Lf9u0sk0+z-Y#9Dtz;kpftK@C!#5T>hSu} zJo@|V0!2uRB8at400`9X5addN9y$v;P48jRub`MNkNpyqzTtFsLhEcIb8I|Ms5^x1 z%2!nPK(@&gh zIqxz#xKTNPV_&~LnvmzVrk)vM<_K%)kVHa#EaE}({jVO3ef!hew!Q)E4NZ{`*P3_v z63PzQ_nI;+?Pq;M>F**{+LhK_VFu&je~`IXcF%Z2SBlW}_=lM+OTAP0ylefHp9-6# zEMQ?Ch*Mtv^gQGJc z*wp*&`F~i12LmO9Vt@?33Hs3&ua}~8@>AhKoeStERLT zQohD;Q<1KXCeyZG!7)xP9>pqj?aLBSIos3R^)W!mOhTp+_ojRHb=jX(DXj>FKI=)M zWY|9uU=aS$B6=g`rd#l2doS2kR z7Sb6VR7yG<-wwnjR}dJ1SlAU(d2`e*`+CRa(zbeO992 z!+5P9*0#|S?g!Cwx9h{8`@vz+%w4*;6^})ltU!0&6TwwGF@KFf9VuW3!>mEQcdpPD zr3yhMIl|Wj%2sQo-5c81)fUV@P|iyb1Ie?b35WiBwD%uk$U)=G6Wa)L;DP9uRxhIdjMk_4K(5bG zd>F?rioj`U_~B8t=c+UV)QclydXJLT&DIt!k=E#MR~hnKG=+wQuun2XZ0O~!wf4k!g@mG!d;FYdW`@O;hQK-D$U6k{yQP_1py*h6np6iMUCU8W?7Xg3k@Znj; zf5s3(O9zyPFyMwFzh7!X*{qLpIuJKAA1;(vY@6&MWt%^YUXea5J({?;SRmNN_9S6- z`PmDmzz+StyHM!B3e1y1&Uw!@sSiPwFnsp++gKfvwSi3(XzzU`n~+=C65(t}J}m;tR!kH`sBvNVJ1G(mhPpC+wf9TP*8-g23M4JWf>h0YRHY zjII%_APsx12@m*syylSrXhR#hn?o-1Iy=z@vMr4Qf2O_ykItkU!Vcm5-I z({J|%=Wa942CpI0wRHy9DdY6SVzA6)e%w3{>g>re&Ht7GXik42m zzktHno_6nb%kM;p^X$R`cP+qxjG_;7wvR@(-dM-QuR&O@S4X*0lwvU=5OtY~C zwz1w<3HGR|l_7FcXm`ZoewC#5t5&xs-n?(oc$9MKQuX8mY)OHiQJy{-)m}~$>^+zN znA6DUN@QH2-VN{95%;8o{u8Kx>2D&k4-n5`;ZbJ-3GLVNkEvuDuI4y(Hp`VIGv8R_ zMC?6_c+CaiQJ)2UYDGn;USb^M;C?C6OP|P~e$6GS)%`8`w=Nd93-@xnk3>Q$Dugzq zP8I$rB@K*ulF$p!R~-{#nS*_4`Fa7bg!bk#a`lsRU&IaZ5c}g?GH%ND6SNJLv+LfK zp(p=aiGp5W`APQu#C2zzxFmxn*rtn%=sBTQPOrftaOxE7kb{ouNpf|TB+nhc&##eI znCLqU{ieZavEpIexiu&+XXI4YxP4V7x8PPI!@5d+!YZXFrL@2j!65~` zvlUfQ3njH=Lu=&w)~=jcZZL2TCh-%1Dh}wlh5TCB7CsVhnzD-$*`w0$-6SPG^Nuxv zNmS5iYjQ_{#24w>m>CVSs|vO^B=r#GU5nUR*-`izRcA;FMoJ|?9K>7E-%72`0<5Yj zbAaT1I<>s8Bpr=7*4xn8gWRpOlVnlnF&v3fYwKx4wX~^x9gk4PSTJLxc|q2RQHUmD zU3rQd76eO%^}sPbl1Bj!=ZpKZxR5YaCE^Y!UbC%;*R9cJyorsz5SEwHTSV84>@0(u z{z1xo%@}eyWkIwP`1dR3mkm(!?@D$@=y5KoAM6v~BSxO?D7rL2^YRE96Qdc=aaoVoFxDEML@{c3W1PStPznH?kFhTx>A8zCpVC#y#Fan}kmX%1rohEjcMc zd?OjM!FM-KMTy_r4!4nHbt=DYy?!OF)k57#JpH-mDI5xvf+$shEC^sj5<)=f!kbQN z5N`wfPRtd{vHp6T-#G|vQCiXuXZT7#<7x>?f2#vY4k_EK`((h^de+dXZE#V0 z{W^9eX02A>%@=|jI$8k@Hbz=Otf~%8nV!qpfvPY@jtORVg8dxnnWv(p!sJy;U`a$) zhnf;9X%n6pZmB+K-3~L|-FQ~hu3qgY0kG2}J(CB;^w=$pOA>wY;0+v-{4%U77?^2g z#DwFg8Nk9FmGe1rr2R6EB1(RqqiigV&m-x+yR&#+6CQ4abQ_fXyl=kONnDYH4uuzM z>}wc3S-N^+k?F%a_<)1TnJTl{E^-1?q^M+$`Xll6Y%Em#9!1{EidP#lnj0#T!ZIEf z5A^eCL6K9OWT;F7z2Z_eHkFu*>R0@aDa;C*Mc1Q9E`vgVk z^jmC9dNSC$$aCWS;>U@%*EM{L2o7#|FcxD2S9icirAEQjcL=70_W6Mz9l&!eZ>$3q zC87*=*B(Oj8}3=Q2GP^a<~1q)miP@sXkbUN(q#ut{5&rpXxk3PaXS%-6`UqK=LM;% zDr8E)%@aWO*ZAgxq`*r0;p1cXbL}(Es=?Jzi$6k7K=tR7-p5vF=QyX zG*rC)N+p2!VX1ymua=h~Pl?~tULMW}wafB@l&RLbSU*l@RC)EPZQj(*f<5UFn2_dH zG2SpjzS)Kid2x=PSk#V05O`u*yZ*~d3lsF8foOB+oiFB4vs|bUO1NzG+YZ0NM zwq5lUettdgJZhrXu76OA57x=~c+fbWF>#*6h2@gLURurGmMt3Qeb0(}Vs3{ELP zqV`ILlE;w9R_9g`vYj_EBXq6T>%rcB)HSoOaC)*!WvX2NF@{dCN@qg9T&@x@97Thf z=^VyF%CjQET3(_QA+*1|PhFq=T|!2I@sa{lc(DS#lN*(8oh;Ts0Uke$P;M3?n(>1l zCeC-^rhWFwIZB_Zi)3Bf)r}C00Z!(RvyU<@JSTWr%NiS!Q3T2yVm+DD%P0k)&u-+Ja6063Uk;kYEli1Ta+%zco~LRsW2-Ct1>u^2 z{NFo;7hX5Bet=-111+>BCK_3Lt71aS@IOE|8s|G3wbMA9GOtDaFL}zICG6iMu881( znN6{fi$%x)SY;7JZ~Z^-CR4Nm3!>WAMB^3hHza+*0#n35QeYzco#twW zsd(7Y86{(r@ZIYTWmkA`FmaO*9M}Wl_xLw&c@VLwzech9m2&az?c4!hHi5(ybDSGe zg^P}AZg+2xzjZfXauUBbmR*c)$&6o6XY~IK8mPMm`N8JsfFt-#49>i{7y2gFgH8Fs zfhjV@6`Sv@ZL1{(w&LGWwlnnXvH0*29UwE&IZ&;}d#KO>8|qTPtBsS)QAhlGm!xX3 zu#%sjh0^$hlKINDa+Mxxk;(0kFHIO@F44LmJYQGk(j$aTz0M{2jh8~4t-NTmpd-(< zUi-TScD;xt30K6Nz3d+8%MRfvAKdb+ON!8V%KzW0JwS!E{5z8$l!JM_u-X0_Bmv zKD0&|4o;xFn?=M3KHmLa=DdfTRC<%Z%WJgPWJvFJF|!zF$k3{A0m!oZ3)q}Ay$&4= zPlXd)arnxESeuoKGqde1qMe~*rv*yLwa$G;t5Ms3+Zo1UFmeKEdb^u#e&9l2zNm-p zlu;u@u*mZ%IO%0qxD`6r;VGp>xC(cPQQ_jEL2*)r3V}(63QHhN4bu?&Wz7;mzm{ph! z9Hg%H_o}0>3{nJwFXx2wr;(bo`QS*lRNWUM3o)|4R&Nio+CODH&B+>8GV_PBqW}kJ z?hviivbt9ix93PKnBLACWoxPDZ>Uyb{mN?hsqo=UWlnw@+E}SXz25TcvwM1=jxQ-< zMKz94u}^lE-5+%EQ>|yi9wwd)W{(9~N2Ef->S>s6#}&a9i%+(~6IL(9&1v{m*c{kq zv1tX@bA7din&@(s8pj}!R;=GzvAl+G=-BW4`)k6$v}7?| zL8;J1`zBCa;DBJ9_|lk?m$a|YNPULwy^E4Z1FvdV?;HVQ*jyHxwKBtw#jCA1dtOf7 z>;aL4qW`gbcZzHEYI7EItrJ8-r+EXtUtDAkWg>oBi);$!(OHEJkMxb6&Z$|wee3MbsGW%s-S$yfR}L?gCOe!E$dEkCY-UIhB9sHkg^w_1ezSGcqwUns-B4+ z;Q}2nTW=3C_W_%vZ%AaByeq0-e=W&nI0U~ck?DSaB%Q^1%a3z-oz**tyA3|(+Hw3h z9ZszLFLf62$L9!Ou z(%ofku(gG7BpJ6_`NFfSuI=r*FDZtuFACL&A}O?^c60-l(WQz~PD>N4OeTxKssBBL z%kd{1n1V}^aZXh(4vwxa7Sy*$QKUBrLR8nb5xd6|R8lb_?{5H;YdcG;Er5dq>Wm zL9_n$g2H?Y7%83}Pu2CN$7Mb?s6_(McWj$vNy?aO3jUsv>_y9H_Wo`(Ns{L^HPw#M zUR6A7ls&2#MLnJ z3y+XOwrW|OeE+A211To%7Ml|#PMD#}%~nyZ{4a^i+#mMaM7h|3vaT&{kg#+4%i|%L zOq>u+&;2#}zLn5u(@$7M$+tWYzKG5ftC{+7_|eW`U;bKgUl>XUtIoOS$CxIrd-y=W zY5n)e@x?Y=^iiJBNi6b}Mwnlrtw@BzLQ!1sN2%1BN<9bK?chUl~@2jne!l6IGjoaB|TOPetwBzkG41ODPnNu zR;1-2(yULf;sv=oj}Ecz%BGY^+#oR$E0@OwlQ*Md$AWh%OKJ_IGFKuw z?!(Z*Mfd?!Uv?wHum+taDfKZgAW?C22V9ILoeL z$y|RgC<#j(m1|~A02e2#$YZubqt3rgWV&E}rVt3xiLbff3`vba7m*H3^!~7_P4#LK zMu+=+(j%f_YNEAeuhpt81J7)*e1S=w6?&CiBKT!nld27|umxsa+K?(2n^Xgl&qps2 zzx>nuKY(LhGq!c|N$lwr1m^>uhc_Uliflf$AW|zid4!C}jM1d=3@aE9U9nb5&9~)) z!g%;62>iq2xxWJA_=nQ1E>FZn2_a_Dmp6Av>4eR3Iou)U~-*0S3d* z66;|b%)PXvnDoyrR7^`(sRy0O)ahEV#rr=C$!fUN>BHi`kk6l75^M%ekL!SvBxEi_ zNbleRo0jDiZbfJ6=RXyE&(c1j-;1Wt8N6ey>hhV-<;{Qznh6%5RQtRDz@dg!_GfnO zoUz}`0MXoi1#8nx0fX_j*|gi{B|p8*(pvGcAZN_~5M^8gt5I$8W zQ*WDdWeL%vq5>{631J|I)J1bCCp=u;W-cD~ZZXe{HN zxarLI8v*JG{BsePGRJc^z0IkcUdr-}u~uvuHI=|?GL2H%l6yV;voC(zi&X@c;neQv z&JvCW-}DnlP;Jxm@DKXv3GPf9VSL~AR@@NlL|?q?wymv`SY7Gf-%?;j7b`771dNK+ zfpw&|cXAQ~BhxXRe>HAN9&{Zb`tk9-r9X_vf7`t&YJHG~jzC;b?QBDxn~RPY$5lB6 z4GbE4<}_&|Yi)gzrn;aO6`Wc68p3RwAolL;Z_?l${d>Z~CM7pWhbFyMii&63a0pDNb0DZ0qqDQf1zm`_Eb8#1h zMO&1nvXTzF`?%VeZ7?rW8v&yaf5m?P(x1%GF!EdwB2OlT$)-+xAkTZYQ214tvU=U; z9*U1T=`}0UqV5a8q9@IWQK$(YY$3U&n#Y3~Vsfxt7Wr5DsM}el5qEkHV z4Rj{L{0!AwWA)<92nc1{bz!lm!O9wL_{sJHDW+-N94OD+paxYUePX9C{~8AUJRtr6 z=^nPK);-Pz-S!RnKBSjH%c=xYS!!NWC2nVc@d{VGqAvSV?hO-{A{um;_$`7Y}ai!c9mwl@hA^oFt)WLvUKn?=J(nU5F2Rm0NdQS-#Vsgd ztDkrCmOU0&Y2pNkK;U+xcY}|l;>xr#;1Pc&nCAscW-7?*!h3dR`<`<_Nx!4$=`Gzv zJKCzd7MuPH947KiD}LbV>_I&{1AbgSh#w~WC*80Tp-Y_RFAdnxoMAs4{SxY-rvb01 zBKDTNS3@_&Lw8>Ke0<+=hvhdr+vqycH3->>TM4;rWiI{ms5SWmFgtS@s@PofUYq<@l70*jTO0tdgamZA5Qz+w@O7TU%_Pk%UA{gJH_CV8g9l^3d~Tz7o_1J zEd86sIA4~k{A=ttMa$VD%%3VDbA)1n7&pjDDEG#J5kFi$+JdRX8q|Js&V>3snaeSvjrDt?7xHwzeR<(NLN?4}hIdnKoo}cIWkDK* zE~gnEr<`&f>-H8~dFi7)-hPyd(62zB7mR(khQEuBJ4=wAgol(S#SQJPt+RjP3pb|F3`}BGKI3K;RsaflhF-SqVx3D?8PfQ@iiJ7-xOQ#Dj zsV$1It~u}H)iOSrb~Fge02AmNa;v!R{nS4s41D0oyO!BXmi~Mfe3jp^D6Dt26tts zqUPeQr+-s|hd*5lmm`&wgx7^zH0l!Jn)f%S#FTUG(Wf2Qv_+gN{?VVoc-6%JtC`?Z z>f8GeU&|)yQ{h(>pLk-7$UW1Qqz{x!n!j_qjMoo*(;H4|1JJ+HA?(#@%9NQNDu+<% zkMBS0Mm6QI&N;5D>>N|k)oMG*l1PuQ_*B*mxi@d0jjsTGllSbWA6Oha2Db54)|J3D3?B9Q(O^VQ7a5!xS-A} zxQ_V5+kE-!8DEtnTxX;Ohd1~O(7}Srcz3wt_)}-+{yVtcl=#YWck^TkrLdr?dVe!o z1|;r==cike*8Xlk(RRRU!2$4&@gwRlUNF+UMd-(*oh=v}x?C1uE#m%tX$Pm)(93qLVsZS_@p_5wrc~ZTSI6Db4B7Y zh7eC+Y&|W3bkQ9z8c_{=&`Z*wo2 z)b*6~9$Yl|@sSz_=?e&$?6>5j1`hTlb}5TBy4h-ZW1K1nN<*%W_f=@r zA`pmH!MXS6@Uv7a(hT)&`dBL(R?Pa!sVhtd4PEX!(JHzaf&1gBMAqGkDjYJlfg*0l zwnz1Q%InLM|L7+Z;kMZQtgcG=+7zIO4N=y=t9>FWss@8GfZ^=|y5c`;sjwfr(Uq9z zF^c{E`)ebkHzvd4t`EU1S#vjHS0lY!WPSO?nN(<~ zuRZw*IH4sle#QVy6$}fS2bd6`Zdi@QEcy3***TNH6;i&$hpx3!^YEa+UBA#iK!;C( z=iuj&AgXF*1p>!iu|vvy5Y{y^{>H3D;zyYBhEh$@|58U4JfY-d28`KY$8nm8e;BM$4ur!+`x(u?y1Rtpi=my=Q=NxVzV93h zt9f!mfafWDv}XoOF8*CCTW_XJb*gs_(krraN78TD#`K@HE!8I)NlC>jWv{XglI#}j zBS|h#WSUeX_E7BZOxx|3 zF*qgLJqZ*gCcYKY%oOmIxePC_S5ZM#c0eQ0UI&0qHTJcnYFTJCKG)wMbk(_)hxh=w zwQ@x#?h_Fi_;Yi5--lwDIct2vBprKB0#*?bD|F6m>SrqBbWvC+-Ng+kLDxB;tPvjZ7hfC z07KsRTDSI}w9r(k`1e2LcPg(en@4x=N!d%ff@=d}#x4nbZ#d_FYn{E1j~M4PjxfDu z_vPhM%>v|jF`WRu6vIZyv6yGJ509OOq^LkNFY{5Hm05B;E34frE*MB-+{d|ngdE)_ zl!C3{9c6b_LXf4^Ze=l!{7?FzQV=yzjFCW2IgOu^CC^77p~1zIli{%Ft-vE+^& zl0Q1~VT;3iUA4K}X7J^3-TiSo;$SnJMG%!@<6~#^Z`^1HFo-mc-$ehTOHiL0- z4=>XQ!eiZ5RF%o9LMoDL8Y#;5*>ze%0wvJ2G}l`M(hJ~$%$9@{zd(*yTvhIfrwic_ zVI7=I9`IzpoZbMf4HoYrtb{=<3@e;1Rk~DdG{~M`V{D#rPvE&QIdqVHn;)2?f-W>q zZ{ok_97fV*r+2qm{-D|OKM|Zok2b%RI5>v%t1L^A0cxx zkoH$Rlx^TJaPGXAmQDC<6Q=X53BJZ4+8$_91S%vg)U$Jio@7U2XvTNBe-T47918bR zFnk2rVa@JI;5mZ|STa%bcK)g#v;Lc)dZWiLRj6KByO1`w%o(SlwoW1(k6-TL0uQtY z@7U7nVvgAin_7Gg5lGR5s-={O_3U#FAUCS?$G2S6V*;@G3Wm>vcNpY-u!pEC-Vk`X zj%>p(Gtvh797nyFE-j4idFO$u62^{pzLjjc0WpbAbdsD9Uj@0wynhNiT+vjH5nYlz z7l{o|GXtpfhGliGs#a1#eJs%zlC2$Rz#^(mH*{@VTJ^+1_(m6A1N*o(*Q-M!k(#OPw5Jbq1scpPyVg*b;3(g-~tR>r|!CxqHKVtXONq^pO z5Qg@KtJ_%vSUuIc%ylUq!Ny9*%Spk+fK&EZp%HlD)P04Tb$e+vMxuK2n2-0W#kPw0 zDvD&Gc&2xP2vdtp#N4X`D}V2~h0_J{91}f4RFKhDkd;YN!h&PufKERN=R_j#=S*l&A<^T?+LSl!kQ^`k*fh-mXz0*Xx zukAtApx}Yc6K^@TC%<`oEF$&72Yt&QfJqmTzhSGa$j?A$-`D-^Hd4v9prT(A@FQ>0 ztT0pG1aJ?@Y$M7G5jZDLZlP!zWq1JLZ7d@_9oZH6z+3Bt`fY`DJn9y%$q)AZAZ$+p z?4FyF=Ptlh;$bvN3+kBY)jh*5?c@UbIjej?0oiW{%Knkb5+W!j zu2>V=G-;Fd&2MA|nIBSFACV6cmz#L_#fi;c*l;Y%H>{I}3p?YpFy=nX%1Z?emI{{< z+EG)$>=CcQcij(!4C8KYEY|1OKg1#^9mg|9>@4Zu59nDzq>A~|>{@KBs0SJ@Iw#^! zXCv>eSV~@i|J2s|SjQGpoSvV-U6_nuWEH=_Yy9Y(5 zw2}|>wYPz;b&!R>4$>0BrZE@3a-z;{iwbF|Pe^zP@=5a&75_N7#ne)VgR+p6w%@)%c@;UFr zE>CQJVAk2Xj+{aJgXK-4Y0KLJ#$fe;zTkl>MHm&Li;syhAQ<1Bs*Cy}?-kWfk7OzC zf>SaGH3GIQ+0dKlXWwO@oU*W|a2ODdo9ro)fKiFjCO!K@4lOdHw_w;-r#0msI66Yb z{KQ5G5g1z-Hx`05vf2NX>M@q(T4*mgPE$3roxDs4hk2Z=bap*-*pwulH@+gGC^KeLcb+p0-K+a6xE*+sl32D@ zhxw&;7C77v-ibSXybDP%Cs5&$tY_@hm@TT;TLdJM@PrDWB3m%Ir=jmc;Y>ESkD_ZFMkfmN_0HxOcd%CqbY$m z5tNBJQez1nV3-arDFOl#j*@8|=2QhNH8M*W@LXormVtJ#S_wZ>Ttjv?W!3n}tMoi><-2IJAVaR&2t*+!0f8HySTyl3{Kj@p53Z zyQ{Z_D#WAi4;TP$r>etEsK-Z$sB;Mm74i0yd1kJMv+5Cn)5;B57px~?{%YvfNac|a z=&!CkjUOvk?WFV68L_Sx^#Iu*V7wa!??G@nijDYp(D@5Kfkv%fayvIa2+Aw&wB4zGQgv>Nu?3{@IgtY>1GI5 z&08lh181?qmEzG#KlcXiCxgkCd+aVo-uJ(8-V0U->Q2-%o7ubqq^e41bG|7xeGiku zT5Y$aaxn0R*TG#=a;0yTw=5Wog%H;duR%PB1=&Z>R?RLd7;`G;+$cKyKeD04NfH)J=D5@c&Z}EQ%5%zGe!o*cX$* zAD}?OLe>8v2Y&#AB5dhU`{y2*2eoh^0sc~Kt`mZSajJg!u8mVxMa>kmZ8r)Ttknz))t*r_>e5m~(%T!)|KWq(7x=k`^28RVMF z+2J9`1PqYxq6y>TT{5GrzhCoTjbj`kB{c*D@5!gMC&S^>%AMgWpFn$waGkd=!T_Ytt zOQ=!4`~o0RNb4?k%3Cc7ov>Sycm2++1DUP&Ix;D-+?cMU8e zP6rqAKyG^MYvlXhC|jCx>PUl)pp}lDlEmGl#bu9h2^ikBPtk8sOD!Q69>@cuWpokF z?vaV#v;P}hi5hYQWQ^S*ICeJj9PeB~_(Yb1bn4$QNmXfM1}Aq@0)x_IOsD+sNHLFi zVL~aTVr5QMa+Nd3WkckT7AkT}p*}mv zX-2BuuP1`c=g)vGmjlQ&)6$gL?jptnB~B-2V9o~w*eJWBb8?Pi*+Q_5EW^GDFo|ej zIXBmeUR(A`YW7{xc~rx`AuWCIeE?5UA$6M3HnjOnD12mJBf=XdO~C1`T4o zl73)9%I$3oWV3#@{EZGhmQ}Vv5e*P+{LHO(;xB_?bYi7h!gJ68@`qT<6XUt$!n} zXiy=d_{>33I{grt8>F7kZZHCi{1urOUU5PMNgZjedXbx8FQVWT7TVHjW4;hoLc)1q z~Y&g44)BOo8mz-xxFc5K+c(H-Jcqiz!fTJ-t|l& z<|(9iuAr!%(Y-_RlEvebWlE1Q50y$>N-7C3N4LI8@-NypGjv|MY)9oJG3o8Av_Q90 z%yIral@kp5HlsI&^77f3(yFCR(6bjDK55Pk6gE_4XBnTrjh(Ph{8eV38*w0pfQX4x zt6TUmms?oH&E5N*yI2Ev`R^?NJB}rBeQ>)E?)bJH*Vu}`zUVv6qs>X9DdP0R=sSPWT|}W&t4`V%^>H!CY>e`u?%HekS8^!6y|H;eqRWOqsQ0 z09psi&>z3D&7CZ(rgRS7A~|o~BRLZ@?ynhZaQAg3FD{XG$GecTs4IoOgaRzvdcluc z?jC&iR_V)m04sLE*m7%zt+N-tX0juO8tLQuqjBx32^BEML`jn9Vii-xaBkxL!MPQ; zAauG2{QP$3D*qb}Ak^4)e;qr01D>LViuNqei5-dmq_f1R#Ppd5A=Wk9WhbksmIQ|m zo!gkIR_@bF7lSYe@x(x}dqOW0J@c8n{d0C_3MpIj3|~UYx^*2=m?OZic^E5#Sh5nG zbCxKFQmh7UKp>qB&^5f3?0Y&Z6kPRpz4SySAxy8sV1SX(v}YagSp|MpkGxPD|) zUlZgYuosHplwH{)%YZeic)nW0H|tB7vmaay`AG%pnG+A2oCvPS|3q}M33=>(;s+_> z0;uWwGA(|ju}ymVF#j*DF+H|~XC@U|z<-wXsb!01SmE!plB5iGLQq)GI<)3NqB z)_v>p?HVWu2KWCn29rI7K3Qolyq<7CuG*7#KV95WREEPi3ipPNRM1GVgGweduD%8=Dd-a4^lk@#~Ii0 zLoV>F9ejDoUo*4qfD&2L00|4MaS?XVDT&2oBCZqp{%A6j)1E{QE3i-i&mFKPBX;Wv zd)44{X#dO$S^Z8C>3ejB($WUoCmv}MwY3IiytH0WQv@E{} z-kVdCU0KJYiF8`{U)ICoy)iyJIP}S%vqAcNlCdb}ph)kWuFYx2IHM&VZ!D4Nv4=UE zPgfc!TMve{N_j@{Z_wy@dZ+r7}&5L+P@)FQw#9eNfVd+P#&6C z83`$N?lPJ3b~(3BYJqG!tKCI-L*M>GN*$;KY=ypSHqRW&?k>9NWBprA19)U!R4F>p zv6yIZVEG3^_pS!gU&G= zoccOU`4Jqb9RLMx{TZ|OW!Mw~zMjrXm`?iLXUZpdqBCz+Lg%qzNmft$3eLUTxt)Sj zyBh&H_u-BCO)fZd27ULRbGvUhr;tF=P#;>yKdL7Bv=q}CsfWenyfb)uV(II4`Nwy- zhjRf**cc``;MRs;CxjTzF93qDh;i}bQ}~wZY7ny5ac2{Ib%my$&?kX30iZpSJ}loQ z*2+4mQ2dGrTp*3gHC13*+hiT9%H$(nv)`eT#zPsiZ^m{A!TpM_*{y?ac#V&?`SMDR zXhShol(71z4_)@7AH?|8!LXvByQ4Dzn{-4-Y|80 z&w7bPPBDMtXldpVeKj@$U+g6?KB;g=g5duFGC|G0k{NA$P5-=9NpkHSyfFwRFHOvI zdbGtPqO;%dK9IZoroJ|5V1F2V95u$)MZvYd`Ca$Yd@O_7`G0lGjV#Tu_e9rg>Wf(K zo+HRP8S}Bh6&FDBQI-?lyHC)GPuow_{XKb|GUiL|R%NcmwT0##Wi7xMsJ&2f-AbB6 zRmd9;JUc+u9Spi7wgLr5I0u8h3YToXqUGml!eLSrvL@#|_XD(_F6KGi+d$wTBuGM& z0tk{(rUv8kn=IO-sxeH6rhk4iKwsJsiiM_?geo$|cw&1ms-McUg>-;IIQ zJj{q^ZglwZ(CKGWBH`vPP&$DsUefpF=)Yf+cSW_DUsYAoxKH z&*4jrCgnF-v`HI0xFi^qjsn^1J7O-se$?oNxlnit;=bkAjO!cV(tNv~OD3kY=1x2+ zPv7Rlw%EIcRc%VF$XJ%|H&Vh^rLqWik5t5dM(jVnfurQ_dkubF>6eIFdX2HL5BW@L zYotnlqU_kD*|9I=Y!j_4!~J4ArifX~Lb#j81&a*d+AE=bEIQi11Lwczy8Z{;C4EVE+V2Tm(-3{0B>0=rZ?4nOkj5 z<0CR@D128D=6|v}0CpAH)O+-y|N*@aYDFj-Z(P zhK`W&N1aKudnCkv2kxzTG~=NMV9zKNCHLzoc-f$JQO3 z!XP=wZ7e4Fyb_+am(mepW<&BiIQ4PG*1>ol-~O0W!K)cZ-$E~RyJ_b1hsw>> zsm(ag8;c})j)cqzrJ+IWZ0@Pt+u-bh%pn?`gotx9@aYO!D`am7jml|+?09+(M7>RW zf*&nqEQGeN%G?Z}?oeL=Eq{Z@z%2aEdgll*z?N#2PX+;T%waZ|~ zZs;z{ z2pbL8*9(+{)d!(2LSTf(ln&x|uWJjmu=kAO5qoS6!1>2~c~!0`J2pZD&}vrJWVG>u zPj@IhAxV8GJ9iXumMBq-B<7asJPZ9c-kQSjXLSTf(r08CPkf9JV9QKWqUs91fRB>SIiZYP$fv!6?LU_fZ z+DOSY^cGTZ9p95tc%`Nav({vU(h-XS=I(|d3533wm{?+-N^#~3|AY2#n)ov&cY=V7 z+Kh^up3Z8))dQYtNtb%(Du<)$KZU@<7|Yfte=$=Mh3r}mnD{sW6$hmdU!=BUlZ8Tw75J$6$P3)vgOXdZ(m7XqNu>%z2q||jr#e}h z5uAa}*j;eKeP;ss@3Pb^9!F__hU0j{L8l&((0A9Ns-(wr`l2@JA{+A0V^>e7n*2X6 z_z1a{Nd)$XlB+1z!x5!9aQ?sWPao$^ZGjO`U1XzL>)fn-&$1%UkvM`Iudsu}C78N; zb62DJX2Zw8wKXD?#is0de}PKM2_%mlR=|#ut$_L_s;w(2>SU=<8Q^xR>A%z$IMu|A z5VLR3V`Z&gFIA{UwXNiOlm^vh=*eVJkWnZjQ{G1l^WkzBT}%Gu54v8cXf`_N5btYo z8ar(ve5~o%oYEWU^4*#Of44zqYW-sI16gx}FEEWHKhs^Fd8~FOSD&XjjduxwZok5w z$D!uA?RpYbu@(T3mzsl{{%W(GsziV+s ziwPJdWYDB8xrPNYxAcU++u>qx

-$8x`zAhN;{=CM8E`ni})q5B9aiaOxAT)M!rQ zg9hRBV($};MvYR|ijR~X8z)@Dz|I2;Gg0su-;=qz2PK8l0ld3Ft~3rV=?qgYa|;%M zQ!>WorDFL;vc2_7ScUEIRMSUkgS$Fw1Hz2MwEf*9>r85n*Ww8GHh3e~H`Z?{&Vn;v z!RAC*-vO0i+f74KOjw99N%ovU?{o(ch1W5 zrOuc!L-rn+H*em=iL@#cPZ0Z~{5Cq%C^*8_39c+v+aDn^x1=Ns?wrQdZ_&XN=8bqt z{4+cHBcDaS#-^wc841zRFnMyl!0CVixFtCp_CE>b-Se8%NkypZSh zVC~hFrK>xZ<()!0A(mpdU(kWcx7KE0e~5Sn_Ks%rd2*1k9wG8w(}Z8^Je= z?(5%VaRt+ijz$YI!jkv9s?x;M0Z4)#6{z5kIp$H^o- zqrfQ$^-rWof}-r$G(l$Ho*glBPJ(f;>DrDxF(je7g7?&3T#&2#bVoVBW)DkZALncr z|E;Jfa8Oj=wrTCy_IZ~Mukf(0iYrvB9SjPqM)iCR*1VJVaJfkZ*Sw-~)fz|P>Z|~L zy7wbA%;j3VaQD*M{Irjr>(jxUw$(wQgoH(?jpv()rliz}dK*WNWA8!CM~%RIy!5N( z*^zoy8#AbLmG_jw6UzkNK4=wItVGULj;cU>MLRG5sR-)tJ!qZFx&MRPhm2U4mC&jc z{?yu{ifNBFmb0Dyo{JE7u+f{Lc=;u z>DO8u(slBOgg;Q!rsSIBZ=j6=5`Krwg>Y@XwSTr@kHd{kmRG_vVLRGrd9-Vdyg-`2 z(fI?LhTia6q3<7sQ4sqe^+nnZ{Ap=Bs*=iV#iqca=Oj5Z*2y|%x{3=U+NlYE)MN{+ zSbT0&j{lUK_45m+q zIdfq1W=Kl|g#xKDE)LSu*-j|ji;>AafD4vFLE8VBtj@F-n5f-UA($#fNtnD9UIwxxLoIj@FB%j6fQSdGvr8oH0@b6 zNo!`7`lQq{8HXT?gU-NR86fTL(>=Y z6$($9mT%@L+If8=D#Gaa4_%r=*Pqp*oeih9j6+oe#>Hy#axA-Qs$lQq6%o&uD106d z%V>P9PL2d<`vxxYTEOS&phAuEgOlLyMeF@+!^cDB zAC~k0OBl1NS#H$WpmbOkA8xJC-*x8Z1WwMb z``>o$>em{z*C1Ig$KH}_>oMgZ;dk`@1r5aVRT>5D>C@}i8nxFT1z$@TJG!-z_UrEU zD_mO(SC(7ig>3yIYResd)q1~N%f{vy)mfdX2D6u;H)DUPA-|bgAb(7LG8;8qYpfAe zXVol_x!%>4IE$y?`qn#Oyn}~YLRwyw-hlig5d44y1FHh-6}L40S#cEYyznE~xnaVY zv8x33hXc=Glq~7Y=bnSbi{ZwNy0u0^jfBIm}&? zdP2qmD87u=f1f^3Rt8I#)~z*?qsSOSwgl`EaxGyxs~6^>$>kLz<-6*H(OY{*L&z}n ze@Z>oM*Z72QU5mUFRRd5)peD%gtS+XBiXZ+ID=hhl}ElKi;2l=JB7#y=!3(P?D{W_ z3ygDBzOv)@n$b(Dxv+Pa+WeFA|2gzWoAu`xf#Eljg;K$#x;>UFG z)4(YJ&Yy3v*Um2g&>pY#{&^*pD!t3)^?yLM8Vv91+pls%54Tp6owYMliM5@$2sXy4 z)nxj?Ck?AU5t<}h7R@nwYm2zuHFw-Si}se(@Q$x5GtzIb<6RrN5Sd0pv@~nLMt)NaU8l&O(N=D*uEQ%&w%KLbB?oL zg*fK_s5&{kb4z_ggppu1sC`2J|M9p~vBI|I&spcrrf4m^!D2)q5#poWx5RF`8y z`hbR#sx>vZlsJ2KeP*F%3o+>!pJ&j(x?Q>Z;MB*q{SQ3r8dfJ~+OYj~+NVyosE^w4 zoT^#xLi9aZRQ(M(Hd}17m z_JI2!tNU_E|Addnd7Jd?$fhJ`(x9ZU7WgDU;c3gO^fqqz_p*w-4vr-!8G%qu?g5jT zK(^=yTWZI761YX6VrTeR*xD0LevD=%HxwWLBD*Fu&!(aGl2JF+WEL`M6=Vz9?&Ob) zg8Roqu{vkJ>=v4LU48^YjV$eFIVa0etJk2KOy(bO?Qc2R(M_mI4)>?ofVDb8%qO@2 zDMkHG9RxoFSJznSm)l|-TwY><%o8@xDrLk*1EmAz2IOpm&=IsVc(5a}v1Er=G%Dqm z-oO<#7H9-QK`rlMOdz!Q3LKaKNq?a>Sp6rhfY#4L&|os`xR^Ev0FBoe>k3c zFT2cd^`R@1Qd-vUA{O4}&2^cDX=(KthqGtbdA-_9u2az7_ax?lG<(QI`{8S&=Y({& zyC$Pk;-9eV5g2d~r3o6B?a1+I8X$%VxBz+ZIq1GX+J(2^2Vq-ZsQm$~kOf>q(SXic z1!0d_njI+`B?8q;kCYvG7~I{V;Hc?Z7Lt346yTSP)vSzVO=uiSjQ$xJMwwAnUm&!) z0_CJ5Uo%{RgxGMsHp9iA;h$b5;V=Ag=dt0PTj($N<=@J@v-7E7``qFlTRrwaH^yf@ zz{^_BCPh7gG4kS?j6(+Pra|tms`atC1n-d@~0h0=J2vT`3#z&hP8M1HwgmT{#zg(N( zb2z&}&?8IxSZXOa!xLHO@8UV05-&eZx1Z3Wib#lz2pjttO^GEeVO>!+d|yexBxjY z73|!ly2s!LQ8%aK46B^lIzi~8kntNty)E5ExJKnrSUVU=Ia;rSA1zsj;Hqa7ROFc` z2hT1LdiNqqNGC4gm|&oC#S}w>x!$_FLPy{zxqm|4g^a12)&_9NY1EWc6fKeBB>^;e47C_omIk%jA$yeg+-6fOi-Owap35O zgHhYpIHhk>FyB9!Pq>6&sS|lomJ7G{*GG8jgGClK?G;csAcyJudydaEs+P%pmqLjX zuLI-3ClMYTZ&=-Q_H6W99Dg4Jf9&1sb_EW=`Vx+T;Mv}2`>U3~Nh15N=L>wNnV?FsHEagV#W|Ck7-yA5 zR{HgZkHzJ7$(m;(Dn}EWL;b6b1I*H+Z+F@g9FciFt99w-#Rt;H_LjBNJldgyxA+Rq zZ@8oI45Ymby|kO5Jc?N(U48J> zgkEBlxv+EJ?C{2*;)#D9yzp!)_~CAkh=@^jfbAA#GfIN_sXX$4k;nS ztnuq5Q!(Ep$Xbr2%`C%?+9sp6G5{sW#=(v!KZFkN(VpOl7QSxRs}moqd=qN^kyEsj zd}tUVv;$f^$@P$`64*TgqCb+hf|3@R_xT1^&t;QEjW-ZpAC>$DtbWhfQ8%_ucmifY z?O&pd>|J||yT0Ma$C{l0keD6K5y}xAF>_#R4>b+RKt!~{6|wM6Vl z7pR&R{CYrsI@VR7;0DLMU7@|cva_?tH8T;x$ck!DDD}7Kz`qwKNjVKtUjVO85b+Gg zc@7&^S7exh_Leu^s0%1%Kz`S3;kgS1QHjB~d7b`!p&%;UlSOT~w@yse$gcJe{A6Et z8P0txO0N?F4vKx=?b28ol<%l=iv4iYw;OK9m!a9u|CD-B1=Meh^#^xP*9@EIg z3eRDLGz$ta+Jaa`Oa%X{uVUmyTO(57wytRRM^5H+{)@lDm8H;gHHruhAC8y%;Rl#H z6<6#CDFy_<;lpt37_>hFQ}@7{H5lhYn!)5w{PkB|%!{yHqm~%Huc{?*G1~B54+o>W zI>kY+moT)%uO~P+YjBUkf@oY@!r>`sOz2A>i4~Poa1?GIfL4>N=uNiw1oyVE|0xI? zgK`1lo;hu}lf=eFNYgzMEs~;4(cRTCO<_C(}nCq*Ow7b{#?5+SXAc*}@33Y0?MD|7xcd3f{$X zU&ij*WQPzwYxYRxj-hk6pJi@8udo0FN1rkxoYKWfm>IAt9Xfu9tI;QCi_MM?;?kql z!Ydjad@!F!Y_NqPXoulY+p*EWD+bDM^NxPJZ*9jmuhjo<+t=adE;u?JVm}v+Ao&Ps zUN0!?UiLApW~*7q#CiUDBYHxl)>eifZSQ@~8fpYq2~%Oa*zb#FFZ+SvV-;t=n*@J?!O9EY zBefF~K|_s~FP;z=OAweLx&slexAqvYEEF5!^&61099 z9Ya9X z8H<*Pj*=_5$|Y`GsOX4#7svJ!GsPQH`ois0sT6rc0pnb?jO{qX2&A|#YCDPydk=h3 zh+*LrL_5PM(k5g18%JLQyS%$X_GZZ43&9Wke|zTvA4T=V@yT6!CyjK{14$@>&_hS6 zf*=7Y3fK@->=dy#?EWpN*eEIrK{OT=M2ZkPfk3DM5?TmJNbmK(lMR>Ta%JzbcelGY z-;bYo?B4F}zJ2@V&3p5Hqvy%>5YoKx4MuNr3`}Ppv2zscp94Yn!1UR;c;n!~rfEXP zo-tk{vt{E(^c}+%sg^}e(|6abO{(vUX^Yj#qSmfgyK8VD9JmjL{oP7}uI=nE z24vQjqTH*DgA-|Cg(-rA@8#Kd%sYT1tK3B!OakLF`izD{^D(g+jVSQq%?=O6jc5b1Rc35vqWt_UfoAaAf##?&;AdhmrzNlCTAyj4b>Dx%J?hs z8(_z1aEmoY2*%YvWaSqQo=eWM9WZYQ=g7cruU+}|_IZ^NDpgEb>D9!;SCmg!k!`ta z4D)}tB%8KJxw1zcx;$@aYoDXGtbXSNbw{x?v_BuZ@ZiucTra+%0lh|_G0IcF8nE|+ zA-_T953p-Igxm*RUqXjc?YNjNp84V$==uVmPpagc5EnbD#A`5yWGCMZBX+c!f7K7a z+u_(^3>J5;H0CrkaxG9xPWX=0*u;k z*kUZd1_vK3>#_1V*^;V=`8xHNT}S^0Nj54~ObZIKEw{$a@MAp47S^%84w9!^gg>;h zbap~qfC}x?;*#1e@w4211$d^FB|Egh!KdHKy3Gl_163SVT2-|5j(coZ0DQ{z;?I5z zWtU*UI-Q;J;8{2gc4z_o)f4)C3m*M6HJ6NSh*`#Ga0=r)`rRR#dLFe1HOf<$LF_y2 zc1C?rhbU*aeyTLafa%3L21C~0;Lpzkl5wt+w5UT=SUF*cN6vp#5~{tH8#_5I2n%}% zT)M*H#|(He^|jc7M?C5n^^jff_gzz%K24eGYgQ%P+9YtQO8c~fYe%OMKRcx^fYOW2 zyH32!*i`%2m*x!)QLUKjIFFkhi~i*Tq$kf7qt~=ZqVw`X~qM;M+IY=KKYh zH*&gb=Hw^eK<`{`qmL%7oi_~n87C3{yAx8Lf!Yc+{hK(PDq|XSK7GftVv=dZMM`Ti zN8?pK21WgaEt&&7$L7$yqjVwB9Cegs;0ggQITn~sVV{+dw-+w1Hq^x&e;xxMqZ`9P zL+4_o<-z$X37@$2E>gPcSPHN!Z~SCc@<$(lM%L(!bdTmxFiw!*5E zzDj)fj3Vo(8g^Kf<8X+TBg7|Sj(c6#q;uigACS2Y&6Q&4ulEWlNWoxBB{U1SYSY`g6?p)j4z6l+@$; z#lR^THN)lBG-K-t@jpS2w;_2d9DZDd+Z{9uuKtSa|9GMJ9F8u^MxGjIC{^^h#bLL);<|uR?Fhv>?$k|Z%QXgK z->chk`#R@!NWa2fx9#!Lzs?6+R!w^HZKcpIarT z-^FEfJ>KGaYg`DJgb^r5o`B8Wpzk-Wma#Hj0k0u&IT1qd7$LGRy z^5Q<$|0K*4LCw|Q!8KaAcN#Jmle94R+inx4MMh}M=f=Qm+aBU4nOt2p_T{@QYSO!D3FD>p`UpKRr97PqE5g!N!c^rh!1&vL zZJu(i%lxirD%TTY{jo~2e9pc0+z-`{>2MSpym{&47->;lKktNSHPf zHyG765_)%1?kH$HYWM(@d7IRyi%v&jL>S}#GW~a@A-KvMNS*=xR;kDosJkYuYW!}8 z@o6~8y18p}&G#FRK3{PobGWv334jxAsZRPB1d1FpOe)z`t^nJCohJ65%6)Ot?tHUOQZzp-z@)c@G`aOrBNnUJxXkFM2Oh2n6Asxy7=Yky({nP6e6*_Ph;=yiQDIa)`>P^w}MlI*4Ua16nPdPQl% z)qgTRH+F#ci1u|U9U%N+T<+j+<-#P%? z`(O&8wmPNII8irbNYe+EyI7qXm1sC2FGq#U#c|Yw^D*rS!^ziiA$iwVc)JqK_>O_` zC*bHJ*c=1BS7KAXV{ChC4$}bQ$ZCYR>wnlh$k_!)9*4eP>UjqL32Ut7jHj>A_Aq@{;-v)B22q;ag$YRw%y&zek|6qBX9y zt`d9hU0>pqOu#7&dVh}7lhp+nz`1FYa-Lyk3me#}VV62IpRoN$F}qsE-=1HIsRvbN zYSiyav|{B9eZGKxtKsk?aQZ!z4sR!w+1O>VaTE6|fQyvAL<5=eoxVMfaky%tJsSPS za3ANwh4v1v%E%~6o8p@nJxg~d9=b$D(df6G!^A@l!F-<6H3s^A4R@Ra`%bX^HvI3} zW|aw2@{7x^{}Nwi7Y5-AxSl-lF7TgNz31MQyDq2{I4!=4f)6TpX&IK(T?tm_qZ;FH z>r-9%AOI=1RJIKiNekn)tCYcp)z!L>VN zZx{4E2HXXC`%s0dJ%dCVUj)j2EOH7@xXB7{+6B+>I|dL=<I$U+oX9F;VQ*cog4qE5K|Qh zE?v^BCw8k@{o|#uc|oQ!29D7C(;d0NBMP7SXYclDw~f)?Iyyy4?Gqm=mwaq8EEQg~EwfA#4i8=Ad=-9c#ez z%WW{XQSd!D<#zT%IQ~Lq$2&9g3LkgxSQ7fjJ zf7NPh+>C&et;AG?g#XBukhD4>F2J;x5j*6u{X23d$yWfh!#X-gO6Oe&oeR0QCWduw z8T{^me}_ZEXM%20LgvE$xe&Ej?~7DBvf9u{+s}k(C^&`^XyFfIRj#kbd`yx-4`ojF zJ8WtWL&Lm{9f!c+Ut!dNo7rid%QyYt{yPl(!NtG-Uj#30*I7U6A`xp*9BhqM&|>W zaQ{{ggS2PvaU4 z#~|Zfr&FliSezFe-?w-3#)wD2DIA4ebiFTiySxTN=O-~yVttM3%gEg;-`b1$f7Z79 zp{CS)-w4LD@9_>U#H_E=({~hmz^W2V;}D++sY|gZtt+UxDr`k^Oy@GEJqsUY9DaiA zq6o=Pftv?0dYdIM0T=K}CS`|y%A9;ftG3f~LN%GM(SynOLAU$Tu&c|nVC@FSmMWjH zwj7Q;3A^u-^?YxY&yjF987`C8+j)`z0h4hd%|+e4rMhY;zXFb-QY#Rb&L}XnyNxiD zR)jB_!w`HgCXG><^oC34LBl@9N=Gt~B6J*IhNvaY3w~vClp$u^$Bsj!aCiDCbKcmA zue1=ba>k&+?IUq@wo4bT_oYcpRR;an)cqNIFiRde>^0UH7hl@eu>XErp8+=GPB__m z%*CjzHIVfePR96-MK8+Q#q8b-rnq{32s_6^;56NCzw`pw2Y}pKf@Kmk1Cx9mcmNgt zxHt741EBmeDmmNx3-{LSeQ|vC$|ej2;N5qm=|)j<^Dz33VGp+MM$N(u19=Ce)6D6l z%-K+Hq)A7Pbm$JX`D7S6>sI73l!O1rya*w(ya~7QhD;E_CpQe0o?}rXOQ8JqsG1UuS z`B)cx<8vZ^VinA2VE)4o04jn-8K0@|mngS(Xg>Op)dgnvf^>faE_~f8DYRCk7n0Kw zR+uU6Rk(Rbhok%_@RL;8p!iLI!sF1m+Lcf1NW-e4gz*jwPeAAcDt3k32lP81MszaVF1%s+(r?nlLW{<0o;CQ!A15$SO;~WbnTe_RZ!R+-~KJd6l!b z3jMx9=As6@D)}n?tz%0wNk&H;wr!Om*T!Orh*E3WBEVc>x`Vz_?Vf^}?CR%RigTo5J)Id%TSSy&N0OVl%Lg z3{06+=D?Zvxqjbof(WJ_JH+Cw%8i|TT1Qfn6QSey62vUi6j^8G2oaCLskg*^o4P7< z7M?&6YI|RS-cIl=^lJ}b3Pw%$rE*vLr#Pq5^Mm%fu)RKPT>ADLj;#qfdmoRmsmC(b zYX4?cKGao#t+({cglRhBH^Aw4ambVl{&&E&KlEHbYRu+BuMF4}l_Mc?_CQHGE`Zfc zo6!$IRZ;RJO{$qW8e@3o4Y~gPaydh zpIzONx=j1b85@#gCQgDwAoTqflJADfTn=CE1a`h~bHC7UDrhG9xYb3vbsD)CMKX}$ zaU7r5z9h@q6;%RGzXQELGb8KRX}X}V(9#ZFw}04dj&Yn0VH}#|Y0zgSX7S|lGGgDs z{00Z^gUjnNf0nfI=!@g+r{0F{uW9<4j@o)!{rUi>)hJuI}##s9RGu|Ow@+pLgy#p(oayHWfmn|k3hsBHWuZAsr z9i>hr7PC2i#x-cLp&p|r{3k=eBrU45dI-`oHe*Z*xJ1?e*^T*Eerc7It4H_ckp3Bz zUDje9&0*59CEZ?wx(ZGae12kB*8!l%;HqW&e^fCmspMiR%~p~FYFLglj^hissF7n& zDtI=|z4v@y`Xy7C3U=Q3p9YpLg?HY8ty|&95s=Byy!Gk@#~Q^a-+r6tqgXLjMf9m+ z700GcFew35OZLx&LBD7j$2cq`(sX{g4Rn9wkL;)kH)n0#zw7Ri zqa<5B90DNXQ8=~)2Ch^4oszQ zv2gGqC_01UdE`5q5jS?Aq*Kr=9S-U84ECfd^UR`fv_`8gUk*KbpkZUoo5IL3TbS*< zAEjALHTGTf>Cb$qahzZ`_H5$UH;tm}tl)o78Tj2Ug2+|I-UrXZr5)UlX#bCDb_x~QuPE@Y}+gE-R&F*IS)cD^|`B`2=RqmNtx6(NKqz z@og!;jLU%-3u>N3KacY@CtlWQL`OjW5fMldx=@t2&%eS3%mgL@tEvf1v2Jlil)!-1Nb_xBWO7tfy0{v%yQp=( z?J??2!xseQK5~xDp?ODr{wjIJW45Ey@2jwm&XH!_$S|GD zf$K0>tn7-~?}$P)hkO{n&kh22{PfGlS z>hU(t#Ft-dwXwwPts{0F2IDfYwiOSaeHIUqo2cMun`OR(OVG|^|g?fjB$5bVWUi$zwE3bYw8#yr!{6(kE2*I zRpxI?#nd4~RK$_m`{Tv$oe85FvvP(#j1xRMo$yEC`deDuM@Q)V45Yn+5knHjF$jZD zQkOyh)h&F-bKp0T8XM^HECx#-TM9kjQ?b|12b?2tj$dUJ6%-+JQTIRcF=JRqb%u}( zq(R9quCV#<-i96@IO^>!!yEx&M|H_i+LI7K*teQcq{>kS_8CN)WFGdrHANDEp_N?`HAMK&bA}vebBmiRz zdwu{%7eQTRQ+5ubC6Nm;HAl+R%G)h08V6U!APe9W3NBqB>kqPy(gNkD?*Z5D;5nGj zgoR#1aoFUFX_DWrS+hp*mp5)6!gs*Njj9Zvgw4Z(%}hN$^|aqo0S=r4X24oIG}$Hf`Fu zb0_=xzyJPY{_fhfYvIC$?3STJhfbb6xm`byvlG0AQGMateYAt9CFnj5`Ayz1(ca#t}cEZ_DpvSvV zl!o0je(@a(7IMt=Z4_#1YCiw`^G_P7s=_%8<}dqCW_xXIZM(~AhZH6qh3Gy$h`uA^ zK}s8^FbJMge`D7#7aa1-s_C&S$h^m>~CZpB|=3u zE`9622C}!H;)C3V=kufcxC~CdZk(vIY15{qrly93gxJ~HDK;{nnJvursZ-mxh_kK= z^7dosIl((}TU_=a`PoN?=w%i)`KyvICmy~+k6l$i=^=25fg=lBZ4`@W4m1v~l68~< zC_g;|LLWfY{EMr#K39E58zwS7RvfT@RtCm`>D#BbB4L#=Dy2M2hWK3Z6qF#YL1D$5#>qfh+-Me?&+uK`OTFT{e<}dS^*}}tlrLodc zxbCA3){_%2N&ZHyJi6b}snGP%!on>eM~F{^qfa-h4BEJZTP!9H5`}dq>nM7%w!npN zV8A+zHNUV59Y@0j&UCsP%CA6fvT^Qg?b@}arKPd4v3vLKW&SdsnJqk=H-{!24NS;= zn6*Pg#$ajS5)DNs>1k`iH3nke!wJZm(xxq}XpZnM22ufqO0Xd3N0LQOF)CkmQr z$QogZc^}i>FwV`Tr>DR8;*0zC?d#L05A&D#%xr1zN$V=%=0TctG_d<@T3 zkagtHRho_IO%6TW6tcihJ&IpRl&qt$sjtB-xRDE?V`Ki_OB+xm(AL1|FoS19(FqhO zH9W_T9eerZm*sNQB4PeApN}3r+TN4q9RTMj9DgPZ+a}I|l61(~BX!>~4M;LtD{-Gd z;c>X|HGX!EKta9&(JzW6>nLnemw}}-I&&-+R~afEr^dk;beSeHa%@ESlZ(RB-388LW6#Hh(;EGtfMGls@J9UFyK3UKcO)TYw1M{2{Qs= z58~9LNb~tgLta%B1m6o~nQ&v5WN*;If~Fq1;v9({<3leu98S7X`){z^XrlA_Z zfd|079|rf8iF=(WSw}%qSA{D0QA@zHf76!wI>=aSjA2y;5ewk@7AQF{vZBk|2QFQ4 z+Ji6-L9?Lz8jfa5*gBH$$eo@aKv@Qy{{no*i9K?atfL?~`YhP{q4%aBdn;y&cZo9I zHCQ=A_yWxPC@yGN)!0plCAyEtUy^L-3Ry>;klUaHYuam=1cR(2!84Z=QK+!rs#c2{ zjT4WfMC3xavPopaBN&o1lq!*N-NzYFdBbQDOQx}o6t>D8#}L%eN&f=lnQKbOIubll zoDPQ;VCSo)3R+b@T;Gc8^o@*-JA~d3r{5J#>D87)!BLuYG==;4qGa7iTThT#Lq!%n zXB`Nb1Oaz}r7dLrP1cd%rE#x7$%$^Sf?Kav+cVdJ?>N(_hIW1mGQY=^G@>AHFQ(xSHVi~TbDnyX0%Pmy&b+DFEBs4(8=OJxn! zg5yw?ixN4eqRX==fl-w&4(muEIi?~o0cwjeWjy(gL?itM-FL}h>{Rz{WF3iiP;?4X zo`OLeRV+nd9LM0<*f%#74uLp}aQ0)NmtjpQYFT;or`kmBBUwiw;O1Z*7Qf6P^K)E~ zM%IzghuSjOJq3Ea1Fl__chyxx<_{=nX7;QKo>H($KG6vb04QbT?J%q zmZEh$MPaM@;L#7P-7yHCtRtZ_%qw?rK6vznP*pRFOs#V10#2bOzDTDq@E!%}p9{Jq zDQlIgsNQSBcpN37 zm%^D3amj>Wxj{Mr0w7=#CYF&zdcQXABMq+VH=>XL#izs=)mzXKtojR?-(yeQ%26m69J36S0qO*~dWq>qxb+6PEmbSi<3Euxl5q7`N!^qy zS;uw|_7F;dRox`(NN|AZSs!=+yhox6m%1+qXIPZIV}K=1vo1Q#Y1_uMJ#E{zZQHiZ zY1^9iw5@5|wr$)s^X`4WefRy&KIi0*m04?5<%)>PjEssWDkFKI3jHCMaRF+EW2Uy; zZcQ|DaCs;-FHc9Ili2uV3cD?4$&}+0Rb4ay|p-0CCj5q$g?#Hggnc{w|xS zI%fBt+kjztoaAY+v+}&KoEP}otHL-^!s}B+;hLzWYOOeLoEvPQbvtKGCV! zTXFjrN7jdDfmx2|6{wbWAmkco1SkAW6qSn9Hf-sFwGhfwzbo9(pC+lS5~JRQWkW8l zv4{OA8G;MbElf<^oy%LkWS~+Dca0TY0h%~$pb*z+?VoK=sEBr0w}1&?le7mfl)JNfI}p28^YT>4J!a>@=AtxS=tH=#V2`({Ax8 zV=XW25Q=+Wn>4ybi8sFa(o`CvfcwfXS$Njk_YKm#L)XRh)1de;Nd zR-;|imIwGz$R&qTG)uw3RzR(KOPP0ZwJ#_=V9)N6}T8BGR~+q=+?k*Q@g68d6A z8l`^P2zOOjTzO=XLYMBtlmW0FR=!9suM)m9Vmu+sNLU6(4L2|!sY1brDy4!5ph~;i*~0A{m{8Gsip{}>Jxln8@~HttTJVc*cvP7!??`6 zcLqG^??w_7ca0SRvURZ&n`z)Rbox1UYem;-xIK&vz_oRCZg5GCnZFnRENl&8h#uqp z(KTjjB5Ceyew%t?N$Ac2Fj<)cv|2JDbOPlQ<*0);{`e0G=8e$#0DeV3cagEggfC2W zqtIyI!@OYDMg1Q?kHwFNUJ?PR)P-soG#5%5<B3)w(tD09_u_*7Zfk{k=i*9xY1&#TiS(C%@Ey#NmZc3SU45rX)P8{ag zzKAa9Vt8|GeTC86-iyu-O{iZ9)CdOO#bhKcKZ=6%Y5k5q+t_wrxI*q^#oe8k7$&4J zXRr^^gqwE<%su0hTF6LgTwFtNO3vTA-iKR>lf?2}vv;i*>wFJ&i5DHb8bp(BB4*d( zh)K~)(M-w{@fU*34})qHGTdGE0S?4sSA283WHaf0L%VJ4QW}5>=7xnes<^4%xQj7l z{ChUPWQ00NGIsepjR{r^0f}tjgzU~YBGHpm0z=rK2~<-WUzB^gs4lpuJ!N4~8SV>$ zQ!%Dpln4&IAG~qSC|vjRKQM<5bYj=L4n1XL7Y5C5$HrwAWGcUoyczQ_YT{JkZZ9d+ zx&+crp3F>rMiR4BYYVG8EmR|X&}VuK9d!~1?}ZJ!;zTh-I3vl85uOg?_v)LT0)K=BrJ=LYXl(~aV9RBLRdbgfM1Wwk+ClX}m`(!ibRsUAvEAZv%Vvw9 zgs{GVul9I?KF0(Mjst-a?(fR_B_qErqgGq!4i2UDy?SnRdF=sA-t@tlNV_e53;+aQ z(xRyCN63{`9NBVa#ZBl2m&syK(Zd#_6WAicg&1ImPr}d=pk%4W>>+U*3MD2<&CjK5X16h3bIY0 z)q#Jnubld!6M+qO;$u>+lQ=v!@+zy<&nI$9eV>`|`a&u@-dOgPfN2@(7vvah8TedB<1i<>N!D~!E6Z3jKg5$}TV$^!F@ zi`wieE1-X!GN;m=O)+)u9Bc+n2C0(rf;IexC!G9E@J@m4m0`3D8)fvETp_I_rC#yQ zbz7p77_h}+e~+@iamqo}BaO}L5ZL2Ji%egU<@*8N>c>lqI8$z3p37-2bn?eD&p294 zA}E#Qg6R{3IeI%b$+)s!)Oz31FZ;% zOb8p2cfn8XnXpH=hOkJ&4!Eh1Qw;m@05Pq<4>KVj*Q~n+NJu~60@3e`8-*->W%MmQ z2`K0rlQqogForO+^061{;CEVD8KFu0CqITb&}Za|rTh5jfdOYt@G*x^+%543=t|Iv z1b?d(J!QEcfjn}b%nB7pxUGVr*=A3DhuDMmYvPG9L?PoQBrcGAEcBt3#Ia84;6rGF z(-d~$NW-X@P2ur-c2t%q%Uw@B%gc^uws40jf;x)y*`$yQDMlY(e2{BdX}Aqi00;wY zqd|Iz@_-GlV}I94e6Py$JY+FJyJr6fHIF+ik|hf zJ>MmzQ#BKGe*r#Q2&RN?8bHX=hkR1T%9?}@rx=0@@xHzIBIZda!2Vir@Wd4oASDsL zbvgyVFoyla=#zP3j^#~PddR7twP_#C80ozT2A>DG}ctHeQY`g!IST?3+?TP9@ z;4s_=rPY?l8}MuiyXho`#z!mfX(>xGJmg@*loTXR8;)3qB zVGfCipYJbCFsAc-KI)B{3DSVDyQIiIQ?_{EPepO9WJG1_SI(#WjYAbDFDb1D8s zfnk>cumFW@2Jv`(CTfHmEdj6=088YoZElGuKM!LVD`b1V45F%@o{Mi(U z!(%{f+I}#F)jS`lR6v2O;D@|jB+026j1vNnHSFy;{G;!%&jju77%jwSqb@SuDZ2@m zx6BQ6ilYdhH?ZN2L0Qh>>cj$ZQOItn>WFm?otOCRZ=b`Ja;a}?LsPcN;dK2{?IP8^ zCD!dC!RAWcHuA1A9lkP`ktj{C+t%Nege>2w0||sH*@*MHd|dWH>5XbqX<#omi7}{WH1Gxn%`G_MMX8@ZR&TT6*SB zU?UXSs_Bs0Oe*Pr+J|;i#C6UzsOqCF#3x=IkFZ)mPtt$Na(M~=q$!{m{C~S69}=e~ zw19-aFgzAcx-w1wCIGCqQn03Xfrq#mu!fZ>koN?`Eft9H3t__7Mx)HNzBZ=vs%&OZ zrMF~}MR3qnSVo_pdh-gMo53fK;`?b*8Dc6zihZ`1RfgYJ8zCCJcu zY+3IUC!DIM9x_|i_2sj|5m*4w#~n?kb6MvPT8mU4!zx7EBB2-?;*5`->XIg-AX2%& zaD3FLLqcWbJCyH}!NLTY^F8}D+kEQzxY%p|!hY%=RY}Tv&OhoZ%&l%SQNq-)xs;R4 zZccsvn1}=b{Khq_e#WrKa3sL_HC!Eq0z7JIfagN2&1*StWE(vC`O8RW;h~_;bppt} zjt&34Ho`61qn}#0qXvz=C1sL5gCMP3vv2bNU+gV@A(wye&KLZskFEHP*tOT+9Y2D9 z@K^I&l2ySvLkBzKTX2*NYQJa|g4Q;OI+rH?*3Z?M*&{i|_&C83pb2q`TMf{(g;~78 z7F~#!+ix2o++lFS{}F?tE_zXWdX&|RM4$(X}6$on_BNMIf{1Pc$eJ6O6Iahlchu_88I}60j^8$!=A|iiuQpxlK5nzCnZ#KO*x3 z_ZPc2Vk-+SmRfrJ8q2!Iv2~uPza1B!O`J?sa_O+hQYeQc&yt3IlI%r=7Md#Ep<{nu zti2urB2F4twRo?wy6^4)vY6w8EJ30@6qnw0UM7yx&%CuTTp#7 z#SIl0oi%W=p=JncePU|4&kr?6sMIDfBQ5j=U*Dwvh?NwgDwz$FooPxIWlPn7U+-V< zn<8-G$o~{`jwljc`lE26|$LqSzF5x%4h=K~)&ysjG!3uN@SfD`p=a(wk_63oF)dcqPjv z#0#I|VuX9||5L=K*%$T`Ca4}?@Nh`khpd9l^0-TKaxd%nY})-fY`=4&lV(6hIijpw zNy^#L4vX0Y2uFO#Dkd;7J?c8xHg~IZ{0QXMCiZB?M0p)9+)#EEpI zY!HoiPl4^K`r0I%_rvgk=+flZdbn!tPM3ieRA>)6z2+n8Vk``J?u`)Z!0oYDjA=zX zm;z6c3l%9|I|V7&ENFC9|4p~s^3$xG0NysfyYFL8qlghI$@I9PJGZEf&PE=CLHyxf zI59lXgpZi)H+&ivU!pvxAE}}Ys#?qTm?@5rBRhzZ3W;To2(S49Ntovt@S#_h(i;Cv zZIKW45%c{g*&siP+Djd?JoVPQ%_7RKHltOfDM_hD@z*&*gq=={B?i)hV#Urwlxk6m zT9-1HaPHg3KAL3h@jh>_;_WjsUYpgy<3anGcrVf8odxXFQ>FdLCQ&@#WY&Hf3@R^- zRE9cx^HBSE1MmvG-}Ndp_Vq1=j`uQK2)mSxD{%DOhfT?$la}zyG#p?mGOfbb2t)!l(Gh#U+J5R%i5NN9 z#q?{OOo!qX13`A8J8mbNU@(60MJ&jhfB~=}KtSYzJFJNAK*4QKWuSEz#xWw~{%fFi zVEykpH<;-!z6opf{f~)8@zoETby= zhw0kQJ4j4C5N7G7O>oWCly7PSD~K9n?5F@1Re?TDGDx*I*CWN9*QQ&FP`dCj!k2dy z!5f&;mYz3Dz`&*Kx?dP>=A&a!p5v*a_2UL)OF^&RVBp#HY3yo1s%y67EhoX;904v_ z}-B0MDQ-dXV#K68M>gK#$pFeF^=(*xRWtXOGK9Sr>g1Kpg}>t#PabfCzaY{i7d{x92@o}jQBEJhp^YXE@SN*&M_+db8# zRAZD6kS#E03#G#85k^#utu%uL2@?2#Bf_wiJz~}+MqSML;KU(oN$kZ~29&tt%7v5R zXE_w+d~KvRNGB(WqKawq$f9~Db6W%5H}C5ERx6+vph_;T$tWik<(X&k;U_p+TR)ld z8MTA6pzg9cQZf9RJUhOIo!2P*-L+o~R*m@F;vnda!iqDZbusPqZd*dI5oJ;Dv$m-c z&I_C`4|0#1YqAD9!hffif9CV)*uW=k=L|;UtfTQ{!LsPGb`f)t;X-uyeT=kugL>a0%x3&DN_e(vJgeLI zmOg)9ljgDS`wK1!z?BW=E3zA~nG!je)-)4IiaQ<>BPfp|-oC)#iOnrYjL3tZ5qV+j z*I1$dYSnv(#eSUBbdALvR`yrz{=Pojtz0ankA_;JiTZE#i*}cfs5mG#YnV4W+<4&2 z%0cuWfFd2Z{%4GV&b^p^#bEyiy4O%ouq`Z4K4G`#VZNe9T4cG^bCGfcP5OY6@^^QT z!QpY4^r{PJMWhll9+k_}!&CBO1SaIlbvfvQVEAA_4xr>(N7pjRE= zy>Llzsj2C|9PXXUZ5$1uCjNANJ^8|bYSF6e4Sqi5wz@W@r8}KCs&4NsKRY$~8c5$JR zdvS76KB1Q#sTV)E5Bi#Mq#~U#A5Y7Wa$kVA$JDDTj7v3LBvDsKpgJ*1=ymD1opfqfbg2Tr> z#jR+FT>nmPHdRZoe~_`B-*2g*q})Fn#+jC%tR3HO92L^DHB+{&Z>UUz1k$SP&B$oV}R-x5o`n#tHpcgCER%47;XVhd^RB@6voumI;X??Gx;6a zCtXfXeyXRs&(`&Gfi4%nO)~U!@v@pE>TwuLvnwQGZH5D#)dF}73L4WT9FTB+3Z^b5 z$fXxAV3Rm^XjSi2AAsHP*UOk!;0Zah4DnkJD526HT)p+GAkr3@F0gGNDH@LvYV>P1 z%&8lX>5t4H4OH()u4dYv8;t2s)U%(r`tZagV0^lqoM_$*$$}9uJF&7FiSk+FN4BYvqcxK~fi; ze~Jl?TTUCdKib5=s!mQw>v89^@K1Hb+Y6VFtH=vR979m`(YW;LOB<+Zw2dq4j|oa6x(+R*FV^{sLu% z4@tJ^S50TZ4tU)TZUQ70C`S7tXHoc`eH|wgWtnjWsv!oS`)iD8_XZ~Y8NNj)Y=9_l ztxISnZ;vl9Y6xbJ4EM$oP|su7vA|S?EpTf-MBt~E0D-hg zB?OmxRLLehap4s>4Po&s&wQVk`kUP80ll}e1{`5eLbVNx9x{WLN>o#$Em0r~0QEv( z2|X_xh>!+A!N~9ZmkBqNV^NwckkX3TcH{-A&k=q&&(VsUaO3nI^lcnh-BqG0q3cuj zw8+Y*1oyEcBPpB0m?5b*o`!)td}fkfGY04aAh8Gf*4QBRZ6vV9A~_dvFIAgE===G! zq6GTyd5?k%CL5}w5n~(Cd1n?`4 zxC(m1D$9RBW_(RWW{}9H$ET)FuTu}d9v$&!f?TLhLw$ZjH?hWL50BRv*6V(Zd&bpT zT|4nS*fpc+@ilEH23W7Ry7J;_=u9mVM-u%4Y+Xnv zl;evW4yeS9_d!6sz5c)CTz;8LZUBjS;_k5et%ba@BLg_q5uu7#W*Xe=DY|DOv_$~8 zZSGL_(lgL?q8EPV@q4LWU;(f!q4$J|DMB>bccV_g5NA-RaRbC&o&5lJPCJDf7=87E zj3MO6sxPsXg$1q}Uux;=&e_@uluH+HOfp?F=pn?YeiI` zd@7#v9yTPC{G{S^L?E)VZ$7*ZD~i5*2+&-0T91wvXlB-f^}Iqf{@jXX5m?1Dz7ScZ zR^uVXWka}I7}Pwc!%s0%AlCZ)vC~UWQ6a>#dKr_61cBu9Us@sna?9O3dD#@e{L0Sz zrp)R+xvY|_EKU3&G+v}zX(L{%puG?K8Qzjj@d*KV?CYgRUn(1#dKGe6Zi;?xrLv8S zNTJ|R{vH+2^~#{TAWwRIQ)mA=bPRj&8BVb*a&+}UEy}Q_3zuCGF-rDbGRzHh!b=Fi zpd0Lf5pI5lM`5kvh9EG3-5~5X=6l3>e z?sgi^)hPz`L9WVRrMx8D)Ky zSlm7Lh1kd#4X=n-EP(e%!em^O>Hw$}x~d@dxk^B+#3y1Sr^z0unwmiPlEIo)2R*Xw zfU}2RF^;ny9{&UHIahSNiW7ZEeU-V@FX4!gM8S=r9}VQAN!lFVQ!!I!cO+8aNB`StD~VxPulfaW#Bk0$>6~{D4mbzZrUO*0q2nVu%0&i0kf*%i)0! z`J7+^hyVmIuBR9Yme?$Vq?b%0egsfLV>6g^zz+m4TbxLsfG+^hGvF|et#@3nD6OjS zr!Kv$G!G?$hoxINp%T{Js2MG6GMGSTL7E&FFO*Y0Fd^Fl!uMz+lzC;C@gjYSy^0dj z8tbfLgS^yCPuDbp;lzbD?w^GYd1!GuZUQUGLFJ;W%^{;gR7`ae%$oh{+*s-)jNJo- zxhMSZV%(XqbumU*$JVKOB!r&bDlp}EcXdbF)JC{~7lj)6mcA1*PR%6Ru=7gK2bPB> z0Oih1K_XTj=W)G#H0A^te$Z-3-a7xRZb{)PBI z+yX*F{)5>#JetKr``BNLSNkb#P8?+X2u8S&fYSw-3k75lik&d$t!>*7)U|zhV1Jw> zxs<)KYurg806^rRDd~cZ&}L=_%HS1o>zF@X22D*{bu;*1!VlI}-st!Jh^f7oCW? zm6Ndporsmbld+Jop{we)~p+$;Mi-x*Xu>?(BLSdb=te`Q;Jf zQAm1gof4|%U=7wJayjR6v#+SIUKt6Epk`Bo`r?-mJ-pd|fUF5vASXQ$%2qEDK8Ah$ zj%i!|;16VtYCUVJZ}vq@&}gcQn;WpmLXi7oU~ekb;NMbNV^g}s$2M4x7mpa`Gd3?| zhDz-2*NTBsZ0GCG;8J)(y`fLQ(>pIAkV*}}tT%Ik!`*)!H9&r99((r9mwcO$8Ny0- zA?2|T_M8Bv^9NhgI7KnG?0w6~I=3nWO7ZWy?5tWd3*}4mbbI=vu)+7xt7p*&KiJnY% zrP~@>8r4AHjy=Kr%NS?+snwcW1iU|@>s`o)F{+&`<(9v1;E6ZEKH8_j6b%=yF4?tj z6t}&z8z`z$+l7Di_c#8OaXluD*4;OWucv#NeP zrPO5<76T&_tnJeYE`jw!K&uaZnm%*N7|ifCsXtrWfDh1V)nMGtYlpV~-NkNw_cOVj zuJJ45lME$%au7NNh+>|QHVg#3aZehwXS_4l48LQh0O_vtuPX%O=D;5vS^jFb&Fd!y2{o1{0Cl(AMU?X&v4y5^LMUm#cz#0(boyhJOBx94(pgPq_ zXBI0G=E-VJFpsZh%@_rpquuXMO5h?6y7}uoIst9kU09=`j`{+S+b(u&6Cj4N-&`Lh zQY#T(wk3{?<`j8xkevG_kdH*aX!YrweaGL9DDJqB5*Y`tmmmE`8MG4CxlxM8YF>GW z$K6G12;3ryNgWv;-~nx;_RV3Bd$alr3oKy|Ot~jgo)nNfLcVSqQUp)aBXkp-!I;}D z8B6?D8qPMuI*wjDEqm{6lqX+a9f_*IugT*hNc8S#Szub4kWw;odl0qEWzWk< z2-%p}&N$6SQ0vSC;b{C$S(ugB*h4!t!(Y-`q!JM~_62bq4pwKAQ??$0sxJq4!A#Dv zp?{lM@(3*P!VTKUN4ln4}!(<=FMjG6Ei%7KYrOvR4YRgw<(W5L6 z!aPw7>JqZuYYI&M2Z<3eIHfv2Kx|Q;sWc;FXKC6-sWAe9(h3<=9L~x0%M3Ygc~1E+ zuEgaM@l1Xa9j$f1rc^$ZWjin<>&t$5E_c+(FZ#H6qkfpvy-7gCAo-=6yn1nKN-JbSM8V|){;H9?q)Iu zQAg!L3k3S?-47qONNsDl%Sky32h6zP%zvt(onOL>x9gzndp+?7up@L&-QtPTtHD*; z)a~gDrBwE!@qf;dSXpPzQ!LAraxkagv}p5P{x-hcb)intyirrTVGAY!KpK(;zeW>= zD5%5pUe#`*6wdX^PZLezdAU?7FAGel543$2qEcD$S(?WZ4}OxTU|;J^noz(j=KUnk z!U#v5R8rmMY4;U#ef<4xtnP_WC*+kaxaq0jN6yDj|LmZgd?Pz{gB##OeUP%PhO*eh z@Q~>nJ&-_ICh^n0SjNc8u!U!qHQr!F>)u;BtK49mJ0IAp6()vJc&(#PC%E(t^th*GmcKZ zogi)%xo$58mO@1Z$ccWqWB$JU-V4f{w@p_4umtVj^ZCHWA{wBaYLFA2MR5`79h&Q* zzrP!H*rB|f+JNJ)z6c~Yw_kl(KJ&IrNQscGiDKe-j97d_tguNe5b^dtJ{gmLRdp4a zdQ(cQSDnifSlJI|PhrG2pr-~NQ2TV>#_YIJIPvw#-2FFP@ku~@0L^n}wscU@?RMxV zP@kdg;J;aNS^u@~w;*R<;g`cKU|KbV9~1=7z?i4*KqN0_IMRa>fpVw$^sGHpVtiP;7u-|E%9~ z`VQ8PfR+8fpFqI&Pfv~n41XHV);5lR|4Gil*vQ<_$<~43I}gwQ+8%)V&ce#_U+sbO zHBULEMcnS|`gQ@K9+oG9G6}P&aCQ9dlX3=^f`Xo84C_Xo{BW$cYyWwqsCf-N3`{BI zofYcb!KuEPFM>*XysbIInrSlbcV)3bI^+#ki^T!SZ@Z; z1BW-e$zN1~3PS%Xa~}>2U`}+}C%|+_6~kZX0?>ORA#^|iHDY^d^vy~9`gpR9GcWx) zxw5WwEOeQt)eYAk7Wxe-Ar66ZH0ySZr}xKbLLP$DY zPoMI`?1A`(!=m5i8Z%FNT2ad_`t+KfGYN}V0XyK0`6Uvw%lXw4F5Qt0oepm%e<^~{ z`8U-cG6CfNWz}HkpF8$f76Iu0wfaXg|Kg0u?e7);t@=k~{|KqnxV`m-%DMB{-o&YB z!_js{zWgR(OSo!}*=Id4xkH9~`p!y7`$1aAemb+G^u9eNb`AOCE-KZA8@918vSD|h z9tYl*jb}?nXZ1I2f0mWkfPs9x6i#E*Vm2g2PjX<$dJk1?-h|cp_;RGi2-Q~l;w`^s z#l_bCapg8rd#Q8#pwCw4k5rehHUBv-@)xc-+8uHv0tAgac|MB7f-m(mc>d z5;rEO)_R-I8P0aTA`<;n_HHR~M$Qh#+-xU}!yBA5c_dzV)6)qbll_ak2nTuWNjKr)0WP zti}=dQw@U3NUu~Jh5Yj;ImxY`+erIZkaS4uIP;UNUaM_e!ZdsPU0Y=#0S%{rdc2&o zQJ&?L4M7*bqCECI1=lHLuc>MhFxGkkZWjw!EaN#;o}9g}{3kccs)Nw^*8Tgnkqu20iPIAhn~olS?Qxsu+9gK`4`9gBu^@;2is)w* zcO>!1mB-z<&CAEG>L2!S)mj;}vZng}G%=l+v~aN@=n}T>`N!H26Lqkl0d3S2p2}9I zL3OwIv1CI(RT=>IeW!!z`?UK}egLvxoK&BZC?7BI{t$r4K=KhRo!KE4l=|9Vw7F2v z2;d_1P_-iASMb?YBC{$pxhaW$wZeM1%%XlL_81Pmc!on3>mLD<0MmBiw92dN%Z$WBUW z)5uniRUo>VhcoBJf96{IzpMV4PJbuRK>t75=zml#|2b#>cUmeQygk2i1G8fNv3?h%gA_6O)Wo;r1Z zIZVIt$i2{|lf@iajub)@o#d&cgaD{Ax*W!W(O4qqC=@NdP5-pGc%eQy(|<#=-v37R8b+mn8ZKMN78w3i5tDuu*8na|$sBQ334e8_)@ zfk7fGj8f5;QOBXn=w~TUNk%7*m-yN6%Kp^YknduNV!iu%b|1k5ck}POAF&6~UXKIu z$3dy2#IKo{%05Of;zei=8Lan1yv7{cMaRPj_ZvS(#AC8PY=c#$-_Is$G-d`m4_(-q zZm)eg&4`HdFZF&*Cwu&e_cU^KEYcJXdEj-+k+lh!igM!|Ef5Ch(ey0PF$39P7racr zjqe}!-cX^W_VJe7gt5=*3LJH4w26FBUMMEFOajhhj3j=J;Rxnu^0MiAh zTIjPe8hxnob|BZL6W$2G-OTpjLJxeYzhA-EB^a(^*W?=N2Ye2(l5UI7lm1j<>%Af+%z7RjAqsC)>J2Buo#Bc0o9~`2^$Xowi*Tbi}6jE!d*FLu`UGk=bCv<>x8iCppUBYo3de&yc zfh3KKcVnM3G(QghX!PDo5;#jYe)~X;>(2hE_xkpZ4RM9@NYy3JQB%#jF+%vUt5++R z#^EWT!@iHQuz!l!F4F0O&CkP)kI_YZpb)s#ViQb*G~$G<{pUSsow*&KdxQN$VasM5 z&)we{b3RXESGFv{D?_a9sJRAk=sY^<%GP0+%{R+=RPVIBx;kFb>*yg7`+*ZoAWP(d{}_n2H52RnXT|(FVPx&+Q-ej}mhvrDx|u=P&&+H6GfJ=6m;v zwdlAOz9%w@`QeZS2PoU>IIJ6kmI0pjI6J0`T{=xRF2%Ip??o>Lrc+p-_ojadXW)mR zGkaS4ZX9nX?=2l~qb{`BTh?55tT$Tfi*CMsZE9(L*!Fc(`SiH&i?gatRN~trzoxOXi4z>kM*rU_kUq{L;W$l|BVIxe`;bg z{(BP}ih=omvat!6=owi7XZ*|QcBcJR3uWlhcWs(ev?f4}PhPGT2x>`_TE2i`0VTW) zD-mOsdW4R&__3?Fl;P(Pmgl7evL`x48C80v2Uq(=K&0BK#x{}xUKxxdAw@Sk(f#Q6V~<@kWVrH&Zv zZ!s4Arvu`^G6t01fq{X|%`Wvu%MbQiOE7~9viIlm;o!PgJ$#`}CPSfpV)Bl!57xQV z*b?>KqtMjrW)-EP=A?5f{*CxPlhWYWyrtBjt0|Pex|$%dwEjh3)!1eSE%~;Y>0QC0 z!xOZbljZDya5w|PZO)tb_KeUP*$VVT1){~p#m7$u$@+;&K*zmibp6sTmNtNTc|j&W z8d&K?T-J`j3S|72aG+>=Mh^L{fYv|0wDGO5SSdA=Ab5OyO_+GvOeUp&fw6iB1#AvH zO!oj>;E{f59hTNNv=0lasKpmzb-YZm56w~Z z3Jd0#YB|Qi3O=hdpr9bHE{uhc=$!5fw<-Y(QbQ&$5ajF}EVg>;Kt2Fl^5$Nh zxe){gy?V#9nFZMN>DF0jT*i$M>#nr%Lo*R@xNs*7x(5X(i=fLGAc(T1`J5hpVtQV5 zH_%$Lv??TFb=38KBeG*@1Eb{%vlUTcO^F+S$pMO%8<5JLJ*2arDaNT`R8)H^H#}%+01BnCQlgU{FYB#tb#Yx`0z=73Mdmg|( zTC;uPgG8(_2N{CP@}>wGftIqvE25hD@y~3r>9HbT2Z}`5m!A07WXx_U&n`hs56f6% z)2p^yU_fAm$_utyT=%oOLUuIm_P>&}4MW%27mQivw*=FvO_W9cHn;Mn>h%Sty;I@& zJ`9Uaupv)tRA_HU^1GT0cx=xi($oxI%ajK$^cH$+!sH5Mgv` z-yKytR=rIHNzW*|RF?R=;iqm~uf&`Rmf|aYE@`^WFKU7S%4%P1L?c&vXGMMFKNT%) z!^^_JDYB3EYyMoJ8m-Fk31T+1@x2DmNbp5lk@>Uh>j$ecT+YvwW z-C!H&Bm#k^W>1;2t?>erk#466QvMKu`(}azq)%}pO2B;9fSFd8sd)9ftS|zrh>OP=M1 z2vB%5`!h=0y`Q8me`qW_uHil;H*0qlvz;3Ts8lZn(5wj!g;qB7ql=&_oP9*~^wHWY zJy40%F9IvVR#4p+q?Pd$GRBY!jE9-*ioXMfLioXl-W6D!%tthQ%g6)wID3^m zI#}QfYx)lt*5VcG8!~$hN#mT}aa4H%tv>As#I; z378!e!ooZuZRDdc_Wp*RwKs!Bo1{ZA)G7tyxY=?#NiO(>o9=0RZJXe3a9LGml4}szF%Tet9@#ECh)jue4{W&o3eGv^U2Fcw9ds3_`zf#J-~_=iv_qqY(=@yC7O$h+zF?K8L`N8%~SK zZ<5~b6q3SLUt!XwYg^mqg#4GP=l$V5?dJnUwcc7PTaPQ~w+^U*W_dAxVxeM$MkJSz zU3v}LsW^Hx%Om~$n2Tmf+^m=C#HH0ToY=a|#KV0i{vHw~Ucgo<&zNIbQ|`>(Bn{ru zwyZfXuqSxc({a8JBgx82_pLi8yTDOydGvS)&=hZ)Z11#6spcDz&bmK$ z`$8CV3w*tisx+Z7BbZIJ6oEtj29imUZ6l0bLCIu7A0R_y0^+2x1va0WA4d=8XJ3aa z;gO@4KC*{N8T;pn7EkvmjYYYa4pmBjrF;7|1;MO&78F8wPN+eF05}7@JP10x;s(pl0R6jA$J3`sUXsN%K}w+Y0n}V;tjBu7Jx1=_(RY{ z?3J*7cK0*J(Kyhi8$UAi=f8e;;+uE78v2gRW(r5G0lK|?4=Tq}z){@U@ISAg@5gsk@B1H5Y@Of8t7O~U`J z6{;6)8_8q_TS5t|JmR-ZXLjxR`I^D{ivB*C?g&uVn#6Vx`2A6ap~Nc?cTYXOkxi%y z-E@ka0S{7QuP>2Fe<3{{XeX$uFWUFrv@%$Z{+DPG*9A>Wf*rE6epunSawFmJJV$Q^ zQZF>fY1V}5x0}VZH%V0f2>eiamST~Bi1tySoGq)RNZ8u4?vy`Vs_E)|e=s zMANMXmq*^I{ZRe~LbiJW5$D(HB2B$pRt{?`Xo0&gk%`}T41t5$iGM~ZZtNtHM%5W6 z`it^vL6(*kUtiwXMfdI}HW-&0iRg0?+)X`Wi+Q2q%DETeD0sGgEixctG!P2$h4-2C z%MNZpF%~WYRZj>9LY1dtXc0hggZJ-ub8~_{)BJsDK&n(kuvr8uF5%`-{_FE2_FGTu8w$Jl&M5MH7t ze~IvvB_nt{9%fOMV>q7I)CJ$-Cju&)(^<}6N?|rVgbK5 z1&+CY({3VoN>Vs8V7u315gzv(=C(GtByP@gy51Nh_LyR@Yt27{Sy|ua-*yhPJ?M;~ z-878tm0zGs12n~=SD|F==y^C^n(D(rP6J64KwpGJ<_N0CT$#EYgM%neP5X+H5B434 zszwT{+?|PHNKAit``3g4=l$MiemoqDSGP>6=1(|hAKIQlPiqle3I=x+J^E?YHoL=8 zq`8nyGcyZF1+QUwj!yiGVdF3}cU@R^ti8(f7-Tf&#c1e*yhS2!)T{lfi;QaBE74C7 zu#pEZt11~8x+dSzCxOe?;uJ0>n25`xc8;i>QYXq}Lb1A{NKBc9do@C@75O1JHuI!L zRg>M`;H!%^Sj93J{sfv^lf3tpbNJf(Md5SLyUZ_G-Q|J)=0lh zs%$!IL2b|JO+MIi-8xbuOqBs9y_G~RMl4m0!PB=8Z2dB~b%iH|EvQb%1rHbN*NrY$ zoY3p0w+(a7%a>EvlGS>Xiw!_FfyPA1A-xd{#y zV?)n&*U;LsX>wPWWMjFrs&*bJGRo24SPphy9smG=fA2n7$w_~x`j3fnBUXzVvC8qK zZ)(h|B#X%v0_JGtw+J7#4+nXm71cT?u`>sJ_h&6&jOpV1X9q`(aaZ3_HV_U}UZVWg zjHLb_lCFU<4yIc-jcwbulO~Omrm?ZHZQHhOn~iPTwr$>hzxxYjc6N8>JUGumEpBj^ zcV4(BlQE&{3~@j}8{-|3+1WtvucMBH*B0(s!>s?i#y zLBt=s+ovBIB#NOg*u#I?Nr|0twKb@szniC+10RwiQ}IyWTh2U^+EWi@C!N`a{KnH=AV*i!t}$Yx7${kSaEr?^$wEHnHy3R6avj}BN4y!P#W?KFrAQVgP{Tz>!!iZU z6wtcYtE_iJ>cQ&i*bpa#{C$^(i1Lu?bz$#YW%Ur1qhCGxK`UM8(_Es%78Krys$)k_ z3><6Zv}bX!y#YEso+`Z&-diKcCM?ZvzU=n9$g?JmuXt6`8x)2C)|OTs!?CFv(@4Ct zpW}zrCGj_&74#y9BqSc3_Gemi;B4<4`r2f0;=e~1(eGQNP6&g8c~uw(A<-;l>S3s^ z3S{?G%gw6~@v9qqEFIcU(r>LRJDNsw+BZ-KI=wzN+Uu3=&Z+l|&1ChwV-+}W_9f_r_<;d89Y;5HmBTN%a!Q@TR6A-*szY7Zh(teCHgHjGsywhSgoH=rV@> z%2CP)c=LNx=4_SN9?G6pgMij{`5fJEEw*I7Vu~#LnDM!`CIw0L1Shp}(e-E^Y@mCo zd=BjiWtF3_P?9;Ow)V3b3m+$Ilf-n{>XW!W2u?aa6{uaYKZCZ~?{9{q)+ni{eybv_ z*A;b}`(J<|%Jg(xc*SeaB4Jb-yct#=n0HP2Mb7(8{a^uO0*j- za)jd^6z8@#YXWlu_VvZ%sCjCNyF$2?r9|F52tKm?SRHbA@P-h~JvV{4zUm)Na;}8V z=tD-q59>ghZFC$MWs99n#SRy6NKU}>9!cck<3&k_5{LIncg{B$p9_bLvO3(ef>apZ zzXpCcAaGe}?7<@fNzgl&NfKvg2;S>dStJUFw7*zI;8Q;29e3f=jQ-I2Jtw$+842`2=mC6NIZ<`||k6287RDiRUThO{b$x zS0VGFF;8K#NFP)sSUqlh5QHUJzC>dXW0Hb}ln2OkVoDs)*4K(QfF zTJCiIH7|$_=HW)~^AX@z1WzHbHGw@S5!%2Vi(ux$KzI=Tr}r#IKoxzNcf(Wo3IF+9 z4Bz2NpQ>}Y97p6A0EU35}+~8Evf0BgdZ>)a5@(A-#d=Ac}tJ*K@0QXt|b&(x84Kz z>9L=C(G^UtI-@>FPuHGGpMI$y+Y0Jo`_54bj+%$_gZPU#BQZ1f;j~2iM@{d{9`-9J zuNOEuw(TS2Ho!l@3US+nmn7}b5c=Gsrg1%4R+elbXy3nekHu-jD7mH_A3iqwK zl|QFLPf?p7j{k;Rk6pLj@hRw*)Fj#kfSb<%08ofBIQ7w@r?EFAB2~b#((W`Q%3Zz0 zQDQwJ6B0>G(zL2X_El^_Y>GVM zWyXYIJwNqXhKfbk+!Kq*w!i0A8GO0&%1GNQ_)=IXT4okCQiCie4%o(^MW6 z)t*@sq8BY}S>bPJtj7`2OR5h@s+Q6up=3qzTHAmNFW`#`p4q+!CEu``M+rkrxLYYN z%5Mc-5RgP!omJ9hky-)S-{W~?FL=aeqmw@E}~_i-O{M|vQ?xF)ec!LaZpUWI4n&at2P93 ziPVCI5Z27GO)<@ZJok0%!RR_)Kz@Na|58fHe~RBUwZa2l2y&`$d1nk!Y>l6L*h02D za0C<)MW& z*$X#OjE6^Tlq-3uw6A$aIr!sK&i@|{~2O?NvW6P0i!1%_Nk{MFsA9x_-Y$e z$ojw=99=oEGS|I2U_V%nLN^yDe_S=}aag_TPNQth*bYLnGw%O!;xniJAW)glj<~?)hvWic z5%o;Kx>)IufiYhor-gmp0sZ~GHgG(*xL^aeVe8xEYW7u@=o#@Fj+ z+%^)kN~6ZGMfeu9zJteOdj=Ea!ahP}E3i4c26W4(KHn?*Qq}E@lhtiLdkS{6CoU@V*A(*an=wBV-6_ZBhNQ5b^o=(Q2 zd8p3?T_Yk2gN5>X1IASA8wQ*2H0gG;w)`_-@d%@nqsR0Dh=GY1{KNMj*h<$o&9Q1G zYCn^rQiO9_K?h-o+nLog*BPtumE`?wi;T%vVWhx}&Qf@R1J0%l(p8Hlk#L_}BK5SJ zY-ZN_NYn^v6+HxR50Pp7z}}&>S|`3FObjMWEi^uhKuSvDG`t*ASBbXa+4te4D$=8x z&_0Jye6&liozj7}uQ+Wh5EO*qWjl+jczpqR^GxB(rPqrjDo6&_R=4y42%Mth75q#= z;gz@^dJVtRT|`fXvb%p_M$7sia1z^tJH7_hGV0~NqzV-M8nConF}e(D=%S?1MKFw2 z2B|8GQ&%PB>h}HUE5G;0+~W!N_>9o*m74qcQ~(vm&!snO@W<1VRvEPfMKi)T&w{?; zUjc0t2USa8u)zb5n+~7|>fltG=GbRk+d@>4{nG}GGXG-bVYLqN0B^{Y7^bP#%+J9k zr8^(E|)!Kz;I87LR);QS`kPJOt7QMeK*wJ+X+{2AhJboi9VC%d)XjeN8Sf#n6 z<6D>-gZ*_TdBrfF^l4Ywb$%n1^QQ@y&(8f(+r;)ppGstPojhL3H5C2!XnC?i`LpNp zNg4QsFtZlKx9EH-VtI+kfA&kOsD1YT$tSIU2 zMpnci%FZS41U_B&Ka#UaEJz@KaDI=p)o*wlK5g1PO@+A}FkD%LN7XemR!BVB zq1??bWk=yd*L@fa4?iCuRU+H`aP40d^--d2(y>L54p%)}O2O*c za#s-iAlODiHfGm3$^BEyjLA=l`kE%z4nj}m4_D*CMWE=*iUm?Pn4!Y=`h_sfy5y8e zQ{5|-+zzRcctA#sl0tO*>j@-%_Taz>ni!N2ZXT?>_O>gFN5<-ZV$umZ)NAhDS^UQ1 zr9;FRn$I8@=~xIEOR1|;`zY-5lOz(6792Aq>33Oco#keiRqJO6Rk^PUSx2@mKmW1{ z@jtDXm{JM{gD`vOrGb<|XHMdOVP9(>DcNtn5!a{_r6hTYRr+ze{}L6RTSLk|;gL8^V}b`~gX*R9%rG zlFS3vk7-=uTjeUp6#5APQ*bp@}bim?%hBe+`T zgQRDqCD3gyZ7hpsZuy62{GzQ342D6#C;MKul=}wv&9CHha^LtcD`;VL=9$R`bgdIH zaeKHwi|3AO%z|i+hIph!D-)o79wPEYC6o9SBc%pqG)w`VA_3T|9#JHa`J2a;|B&N* z6}P)RGsMJ`8p_nRzoI5ZSvUz-h~Rrw;6m);+Dh}SP}B|uV`EA4Cr#(tiv}#%`COzl zu83@`CI~o|IWP0H$1oAL^fwXsly|5*RIy4r)>5F|^Rr-^lWED-;0y;4jhdaXOJ{?+Z-_5U}3l$JrL)T z7vI0+v2X#Tz2q>=+pEkj(5N;Q4yROUSoew7sac~l-X{G>0*9Wg;+TU-KF!dWQaXzq41)*Cj$@4ee*xf4_l`rOCyREnbJ6QaUxb zoz!FO_P}d&gNHvfpVA%%Nnl2IaBAf^EIN-C`w;@15g+V!ck$EA!1gD$Og!i1-Z9cG zsTCY4e%Hq`1_4EWq>O{Ba6nHR_|fDIL4Kf?ni6nr@KOpzw2v^Svx=CvOov2c&jSXr z@<1?4qP>*0&(7tIyX$RI8F|)bXPXJ;c9*rV4>Apof^96a$2qz*SM=yZo8KjGXN+bU z;t~*+2V^J~=Q?J~dfVAWS|0p0b)|Gh;-o*^er~+){m0i|L3v{~gA2E>o|FjdSu!;U zn@uLB%{)u6BCnc&>7cD5tNnKx${{}XZ$rY5>ElPYS3n#Zoo>#>`5gI}X!i_B^H@l3 z62_ob%ViedK}mmI(uc9xH1|C;qozG65!;+!JJ+H7=q$IZQF&ng19W$1uh1I@Go!x1 zuBYMm#%k!jJQ`q9+-1VYW0w`KGoMKaOe(nIckiVWmd_I04krdMhe;?n9OamfCfEPE z9CY7@_IhnhK2iz!_{cA8q-HuMBH@^7F_OOP#V1YG8EU_2-JV9w1Y%M_fhqa!I45M@ zCgWkP>7_hi4uwY4+HSC|5Y8%GdUciys6EDO4+p^`canNe41cffk!42_TEP_rNJMUZ zQ&JXK7H`!{o+2C}098!uDv{n_gZx@FPD7p{!wm&}SMC#3l9`t3;k`1kX}r5fIZRBV z`bI@#L-n_p%Wq?px>ghdtZiZi>u3EUwx?rF*x0*mGCDl2&e6{YcGP0vsu_KAT`LlF z#E5rr`B0+!9rS1ywT?k5^D~|oZ$7{>0{M!Wire{BbHUaWg2;LL^xxsCygWGC8OF4} z{#iFvi^YLNl92&5#JKz*wyix3%|V@o#Y(dX<4m6g7EeC8#447J0=Ki0@|SjJj{#`Q zLr=j20ucTg@Gl*n=U$A!3flB9am+YVa5WZ1=|w_mg0;8liv&u~>kv4{2rou=DA~eT ztc;ZU#!nB?ti%DsfG?l|rnX0@ zuu5rsBoF|6prA6?#%}>#-D3UGpG>eg;J@!@i^k^KJv~IO3WR`!4ODv%jl**|z14jK zBgbnS(mS;-3q^Rm0RjfPT(3(V64rLXR0rZw^vUv&onfq(K&o-$E%+a>jn%@gk2(`xj^s{2E zv}8rw(>m#D)T1d0u+9zKj!`F9cB$H@`F#E$$Q4KYFAKb{~mF!C=<*@*T@ zkE>(7Vw=GjA0j>1HWn88XCV+`3c<`GIjPRfAn(h=ODALNke{CX#Z}X7jVwWXh{3L` zt=9e(Qo-NriPrSOxo^-iG^1T?y+#AcI;yU!JIGS72NKsO&~Fp?RdQISZ6b?~Weyyj z+KYU-pJEDA$JA>m8^m=D5Yt#d{C#B|EZm>FY%GnIM(yYk;I6)4EW90H`-myUhWx<* z)>%~L!Eq|ZVP&pX7H^I0sk%=ex#{r9d4s#CbS>`09X{2V(Z4>}%ZG49D4+*6dG&Xn zKG0M%Qna-q7BMO3;7nG|5tT&sriF3Hl2R2lftAd)23GiLQo^T*RCeWlidc!i zMK~>B;CXcPBOYF0>G*bL6we$GfH!m$uL=;Ic48*sJq`A~e&-z*8p{<;P`^|US?3fs zhRsi{OO=lCXw!%JKv>1EN4A&9 zjRLuB0y<~=CQ!~HW2%MbDpLQf01DWqIJ~Kl)NGOQ)-CLH4pu-w3C}$pHr&}+3e9&0 z3~$_Uz>iE5U=yyd757Jq zH4Gd_ePSpjR^#51p;Q15_#R2)iPbAhNE*P*1I z#l<9NqQ{#P$klgSIMH60wc{_p;I5YSYu#lW1cZEKmZ6_T__U{-KXXC^%Sut2Dq!E3 z@BH&wN*cd`zs_0dM#ln`@fSCihJh;WKrcJnFU3idut(nmP9{vb3fHRb`Tz~!7HaK> z1?jPEnOc0%7<{6#8}%LFWvSQ#AJl<~mFafJs4%!Xo}YILO*ngeX&0`S%VN`+P;Cr; z1E;pSL<5&USUuK+g1ZGdl?;&@pMq1XQn|8I-|2OH5gY`8KG6Ugqp514Ym#jXnwjZ_ zPdwYpyuckz>3+Ha=y}~`2zZk)r>G2{T^PbT$0oMc4Fh5$i0DoAd@?ucuI5abl;F`?S-!c3wfIE<)T2WmUqyAY8;V) zOKvz@5QrdG!9~{ueEfc@FLdc(&I`=NNg&?-ob)8LGPT1O=|goY*3GKw@iDjXW9|}S zPF=>huFr2%KKwPG+<_k`Fs-A9Cj8|6A#;j0nog;C`~jL@;9PvLZx_SL!t{dGMn{43 zBQp4I+n7b+HCw_&%mn>Z30nfKg4exk*)uCEaY5kJg60F!pF3kN0Q79CLcj?|fP)J# zY|`@L4wkGF0uo|@n^ex9?E?NR=-&QoU-@fj4AlJ#_TO^f?k*A&G7p_Dtd?@og!)@! zPdiUi|0+Hc&`g$$Tj%%dUAS+&miA{G-BMwan*HjsQvW7>DW_7V_nM=pi|@HQBCnw% z*fdBfD;?z-y{I}r9yWMZ*T8N8k?mzrG&0@A$lqIKLkRlp0L6Kx5W`{cpP4{2WECE1 zWe{T#qSSEI-SN$!UNxt>7_j=*# zQe6i{biKy9U``7?gbDMgpwWuu+&n2}=gy_Ji5&n4l#%MUZVuC|U3qVF*&bw~gU`7% zFwk>BW7t_#VkcQ+X}L9-G|q|7&jdW*3T^g>$4{IsaD!uuyKQ1(3@(eu^Rsgg-}NPz zJ-jap2raodhP zilP9ra;Z(J!Wwc=_;C%E{gzqmxktg7O_J$vOd`HpZyui#MsBiyR82fW#r?lhl=>RR zhb>SHlr;?qUjrzmBf(Mp$G=8!o;gFScL$unbYC9ggjqz`a$2Bp2<2{J*UKt7Ka8pw zg`@x!CyLsa$hWd#8ib8?(cV2Xm3>?YHOybDG^XmWn*8Q!jG(GsaUs!F`ceXxF4|x+ z^x<=SyYA8_IfwZ8m5fvV_<1Md`xsS|)PGQWH``?QL9^7^C0!N%aDVkARjDNr90w8s z8Dj!3T^~X;vV5iq`0(A52Af^DIG_EIqZcs8TK%x;KVC6vnM-*MVe;g4905_dMii75 z7Ub>!@)nJZU>Zz>r3*sK(s4%pWA;3n*kV3V12E@Re;c&l|HO4~T`?AT-D?GW;4_^8Z!pqwzr;eAX>lQjs?_WE-tUp+V-KeyDtnYHldQ zReUWczarGwm&CAiQ?9XQFCSsYIMnPA?<)LY4)y+%(kWqUK`cGIh@Fa8fy&E}WCns} zGM~N|@v3rmtT2Q0y5ac8$};2_!ORlNj}10S)RTKOIBvwnqS{VS!%OA6fJk_tXKRd% zISztOzue)dCtnnaKwCEUAi~U=rbN2q1Zgw*%(hB8@RfBrt)1_*a>`j{KoNbpzD~KCTGP&;UFg<&^1(J zo=IV2BrnmP5@ zEh)RcXP*Ic(j=LcePmHKbu`S%aZvFI=YQnshO`24Mlog$c!_U{%Ex~nCx=P%0jDep ziT)e)A5Z0*wTPW<`bEs44|5#_atxJrf^em5pr%t+Qu-|CNF9DZJ_C*JV8L2Mp>%mWKdqp>ZI3(Z7wrgMq6U9S7CoCb zoFW2(87p-$7VSe)`d>8e#Jet%KYn$%QZV@b>CK-Ql`54a)(Y^9jMEAbv^$NCSTK=B z7t?`at}3SmlLA}LrgEn|4lZamZ%M_e@Md1L_yNZqg37usymRFYwA%9om;m2qa2w}e zBa25@H_QkjVc_cVe>A5~f*EOu{xynqJrKTxuegv={5HSP=&Q^@K1!&r_yZ&_Eh?*% z)dQ65yqi(S_>7;O3w8im4W+jvACMD5z%k$5<#sw!>=_Bia^w~i(fDhpv2$+-@Z2bX))i19eekdbA_#7C&)e2_mzWb}iM|J7MsN6tl(jLYK~kSS~(T+9dhE@9VjVZ9J-;gw2ejv!hW z>G{?mpxiX-xX(H-&weuSCDJ$?i494VXHR|F^1rRo0o1yeMv%zz#D+|o5L!izP$-Ob z%=zu(-spTnS@|}-Enq+sIgoBy83Yidj+B}*#%;qz4Tr92jGK{eL0_T-Iro7kP2(oV zybB3pq=~E^Vl1GRdX??Zn>xDKgXxMlceUy6f6>a|+?-^+%&9{%oj@Qs0DcKN#A^kJwUMFtW zU{MU|$RvxImrGa5MAkc{s};?}B?F1a3)~}LKAkI6**^(uKt+3JMH@E0E_h0(AmXKr zhqQitTADmEyqXt>Q%)h8=jbL-i}r)At@m93&Cwf_ekA{avZP5(LG0uLqDgEwDL>=P zM_nt*8SXW4{io9xJ50K53%MbG`5EA)a`uUa>#MSK@*xkDf(AV;VSVoe*?j+i(akYd zJnC*r*IoX3iv?FXDR#9_t2^qD6A-Q7w3B>Em1k>5Tn<*-(3PK5Blrj4(UUuW65icO zT3BO_QfHosAB8)$nRkP;2!058I#&Pz<&NraoR<*2V@)~~p4i_VI}H!L{NNt2(GqqP zNf32KOhEAe{=^|YktB)@NJ7B{^Oh%A!^@iAqpLB@Tr>xuA5-#NRfkH3;M&0kJ%&hO zMjZ8}OUSk<#R>i?x%erd&)K~@p9KcWPfUlcrF`r9nM~x!nnEkbNDb%=ABfSBY+n*I zK*9pPj=LCl66opoCuCEhBQ<@;0qc&yFx-uz%q!C$$RJE__F59{Rz$-KVLV?Bh=Bd& zD)+zF$ED2SN_RG};mM!Cr#B3`RLRqYx3ETl+QB$KslXOzH=vRaAYQbH-g2^HAO7L& zyvTDk=csUl(zx%MJIw?L_{9uec$;Niug0+HteW3T1}xyQ%B}TP9&Z}SxF2;A27jOTei~57YSk6`Xp0zPLBsM0Nh)~O-xk`kf+=0-5U8_yc zfBXFJgNxaEvgri6y{Tp}5zrMlsE_>?CnST)aH3@=Xl|Wms+^v4m!0KT&d(Qne{crB zs25E~exL@Y+&FMf^#m$voNDnl=3-b%<{Oe*1m+JVR;p{+2<$NwN~B$O zaDBmSKR=Xt1@|K(FJBVDNLPxo)4}PyawQ+mPy-HH zW1%L!+LPIx!v1P#m#co79fDZ8MAmJkb!TB3)|Y zVSOqDQ?~z3YKcGf`~1a$rM{mtk-pem2L=0!`Tp|VqFH^|GVkD=y&scjp#SlYd3jGEPM~&JvMe76o8PY~*G6 zmveztj+1j4qh9mEkXM_=E?epN;)Z>_`#rN2criCygYuuKa>D4$PQXnY~-&3k(@tahdCv+yLwwtkB zk%PA1j!?3u$+cMzHa#YyarAyF0slPG;|Z6|-I0%-1-1MjfmlL!F_5-xHTHJ43bQfG z4+W&K9dat&c1|;=3nj~1O)W%}FIuZ9+Jm`pN7)q~fei7-LeH!0&HJX6?y|~Ze)|x) zJj{dNnnfV==-~a)B&#d&|ND5@)^aKWi+D4=+Zg~_Qn&%M6ZpGl)27ZASw;AnLbn*1 zsZiOV>3{eo=Bjd1!Fp{1$SU;;k|2Y-l8pQ;3bn0cQ30ROzaZ;3bD0fxF4QF?N_8yA z@K`M{tj&C|jq!r(S=8E_y~$%9W(yICHTkn(At43VIeToBKL1EKU0DWxG`ui@feV^a zO{C5eWpe2Lu#S@~8%<(zz*SrLqe4B{57yF2z~fcsIa(!4ct{RtL7HOpg~naL+~4@% z8FGh<4ocw-fA<>zP{_LK|Kf5U5H)47k9Sniw$q+0%?_d?{{E$O;Q!Z!uN(6J-9F~L z9MH~=!t#=LGzvFa?epIDNx){b1&q~gL@o4mkSky)u>^B;RX?ERA!%!3*naqGIEKyy zm4v9U#m*oAH`)=lKT*e%ct5z`@{bp!PBKT$xZ@k&m%pZkJVHj?pM*THAbOUgeIYW#}~ej_|xQ;Jv-)M1)N&`laP?(Rw%W*~-u##27{cb_d6_2n%#^A~VI? zqjl^QHyOwnyu^guTGiNz!EzoaRIoTfBeI0Y<=_(;pS{V@Nv3W(deB@ z?ZPQoZvQ0Sme%Ad&^#(jagF%(5+zoWF-J$74 zwE0Ha+Tw}^(hVC?%p+=g2=dm>d!qdW5 z=$7X{(%RW<(#uf{yJo(371GM}8{I%FKZ%Smx>^5a`gb<#qo<2-h)=G}Vu%ty;AhLO zy)Mys8(;#r164=fA_BuL`%;)1Q`g6tzD;#zQ1vsyX8&fy1v+)R0r zB?6m>FfF!$rGWUD>x>f{vJ}Q`-p>HC)ICtfr5U7=xutIn_Y?hoT5lr%2J96rl`cqF zR>~;fSm(k)t>K}2eBV$Oa<7n?J`j`+kj>V#1ip(RzeH1j4kA9cqfQv zEbt*fv=#i+}1m|84=^*NA+^ppSrC^%-#isA0TQ|!39kInh3?bc6y<|o%>rS zX!{KnS|xyzH_z*RH1lj1IL4`Y!y~Ei-1KHuhYV{K?cEShLESp{W^TI9--WEv^G z0}uHQ`Qp@1@9`-57fd--cbPQ2Nrmjw!ISB;*X>DmI+e_;=~$@vwV{FI*`m zR8b&lEMz2m_~tBzFjouBs1L)P#ld(?j4V12k_A}&VU73jtI2Pf2q+)`?cML($SD;f36bR$krCJ!7F;F zSPi3C$iWTaD>|tI#gkoBpUGqI9|I~_qv7JgXfI+9pH3+zaMg8Yh%3S+ zs{%K8-w_|CP43oMYh4q)f1j4K(3&U{n(h$(DFwdxGUnJ%i0B$#X=Rf5##6&*<6O|0K%Ff;~)H?;H zZVqtqSd0e8kPp_A=saH6r-0H$TSGRH8c|gue4;f*9tV}9^m~iyV{IF9Gto-1>V?qY z{a;Y;{?C?4T12jhA>-S+`6vun%s)9SO_A0OQ>iI{u^wG&B_bYMw`cRwtW zW~4<=mhB9^bWW081K2gWvwU-1i?IN_n+*8pJn?Z-WBQ=0>o?Q+sZ^aGut(Nv3TTmd zJoD~hVc!|ZasXvqEiZ0^+LaP%7Cw<>JIax)*9En%?JiBN;3&MB6&wk8*HsIn@Kb#7Cj6zWp-mJJ z@6BB9L!Ho1Pr$;>JQUOmD{QUu}&d{PnE{w&Q4r#Xui;)jEK|Nlk6eEQ0PRWy?xg z(Z@(`uEJrTkM3pyoL6V@@XcB*YM(5&O$9Z_?O)Qet}3dwM}j zeglino%!#fp1Qgg>uogrIk+X$x|0nxMdh4R)n(4oV+bx57@&Cp$|Yd`Nh5Lo9xwM6 zdZPbmoB!X6^NzJ(;h=rQ7@1}z+wu)s#^21(_z02$^X1;&g3{3*(bL8g3dz`E%fTCh z%Uv`W42BbsomJV|b&=HU8LU=m`XLy%=h0GASv0^WvR6z767bsIqm@fUX#Rqr1J6>o zGG}V)6`;*>^I?-!Yuj~<+A8edbk8Rpy@if#oxcg*e|?>?^W!KE$kO@Uoj#93i{J$g znWapQlijhPK7N()`xhSn3GBRJ*vWQF11k>p#Z=njA=l>S7ieb9z7xIkzL?rHvXJiJ zsf6(wdrhBi-%rfGX`gb!Ntj-u=79%uvvGJ$7@)rnNl8HlbtrtXLX!Tp#lxx(uHWS! zZvE0fmAs^aL%f>G#z0@|1NV<*pZ<=FfhoD5M0GXq zA=kOe!0;PF#I$wx#6V@RJO&}%z@Y(*KF%7ezm2sqQHQ%8mT*0{!z@{)0AL^A)J^Vc zY4F7W^L8&rjJMS36a( z;v%IBDVwU^NUhB;CB|OhfXt~EoGlId9xIYU(b5PctUP8dHb%c|sD-TG%&WDA{fP0l zOiiNL68(PFyc~jDPGU`Q@$FbUg1t>XF@n43pLBeZyL0&ZUjhBHg3H@ICaGN&nO}%v z4K2?Y#+G)U-?^V2=H5dCGDxx78S-|DGwPGw4r6sPb47agN&WJVL{ApVb)LT_c2E3 z>F8JaCRR-X(Ni1=*U7GZtQ4i5aLZ@fV^U+O*&QpWa;Y&>_!PB zIK@acR!Hm(ilOD)xznuehX__b@-RlH96?*KFjjCQqzTco%W=-X-;wSf=kYAAc;w(X z(Ta(@Sv+8Z+oWO2v(v`UqE>TB6bIA05{wn;9gE9aY^})}u1_KHyua#0l8yVDbo6ux z&$W7cph~OR;w+n~S;^)u-v6OV1 zEB@cHGJglK0qfy|pf|W(NllQYF8@;$H3>QF9liKB9U7QSNiVU`RToQu`nijwXnb97 z5+Ei%zYWfWMIFshWG{E6)l?6GG32)CfYC~tPbyDc<(WwnLEXjt)JB8_PnOFU&1|~B~Sk^_h!K0t2 zT+$jnI!(M@##hdKWeHIt!v)eaH{pa@KF6&|Nhurhm2olE1roIUsue-1AtTC2TtwkC zswEZMT7vnpjG!zWVB9yaUaEV{tDt|4M2Jd7Z@!|~ow|(CKgigkP{0xNj1$-&u|Lg@ z%`O>W>{)oR!lri~BWU@0Z2I@+bemfi@eHVa2yQS;v{!`G-Ao>y?B&&Ir{C3qLzd`Z z_$kf}A5!SOiPd*bo~H)U8zsLL7}7K;B_xI$0_OAx#8y?4?piR!SN;u#vqi5{Px+2- z_g+x}b3~GK*E=H$v08tAS}GSw4slN}N))Yzu-Rx|oiGvV_`!Z#;9OTO>r%BL#8hJ) z?CrVTA7OWZ{|}<#OpXnp#xMxK3Pjtl`QIi$egzDR8NpCzCWJISd(xVWM9U3{BVKb@yRV&53l zTJ(5Jc_e8P!;4q&x!#E#-{D&W@sE#4@yC!1!Ooyi%%9!D=bK#fnjwPT0B!wIziYjq z&Qo~>&rgwVVPB$zu+k``Bz@4DREVEyV(QL?Q`7 z2jFI+?iM~?@71wl*P^8{fPKxV_i_CXxiY&8$nMvEiD`o--Rhnv!3_2-DVgs)1#`U1 z8m3w94#PBmxAEIk8j{r0dd#c=(;s}K5oS=r^C4RwYNA@v&(5|jf97hjYzy5VkTFm6vF zJ(#;MuFc%C2rSJTVrJPh`!-z6$dW7>J-iX~%RbnKG^t{aZ0aq;yZ2hkGp(Lsnmk7$ z#;?zwmOe(-Jww{c+mf@Jha|lz^-HF$TGhTfPkiRpzT)ex2bO8AtQIwN^zU^xTHFA$ zU<7>NLu4};z)4JQPF|FU(pEf5m}`)C;Irt3qaOLhhaLn*6|d9o5aq!1tJ3ldh>uDTm+_3f`d=gAr|OBR%C~^?{%G zCtHgITpX=D?lik3AxtMRq3*TalL6FwC3I>GXUbU){^^9dB19J8kgw1dteqoOe`bd1 z{)%JQhAx*YQwFfbwqgiA7`6=S9JTHM7P$kQCMZ^lLqXwh;jXr###Ze-Wi}DmWrwN!O^Id=tfBEmwU1s)rK=Jjb@` zF2l5agy(MsD9n6{AY88XKA!6uffp6&8V9re=~7i~(7Gc0BG+U3U-x^vi?BUQsE9<= z?rv=Qn6pq+%^=WV)l*%SJ8eSO=!G906~O<#*iK{y{Z};<04^@x>nq~t)dEJaz~gsJ zB%uRs^|-bfrsg^;0+kfCHk`Xze`9+EBWfm1(Y)-sGE0>H&0ol@#nJL0+K_ib`Y)96$f;UgEr2)o0oQPV8Hi1^LHeQ!f zNH%|TA|R(^Vg#iCV;rtLZgDH5%$)f9$2msdw%}jPL?{W@IC|C;U&9SA?2T0@Y}}|7 z6eQsuGQNx$5@-E{_k0kwRArviv$HcvUaQH~+bx3JBVL_5rr=R!&MfNnR>uH;*t5e7 z?r>-0D-ltw)>q*SjG4`gIJbKnV8gSOZ@+W(`c3_^+OGA=hO=2h@`%yNb=&}uH zsY#_)v8o@D_ZmIQ&ZkD>16-2~ruHG?QJT}Bd^_&S|5 z&}dmFuH`mrVh}i2*>#=I8m*ytt}rj@0!d%uQ#f*<3sV#+l-^GI?Mwb~VMMf1F)1+P zSx)Mwr@nr`md$?CP%roB)s)-8@0S{RWkjjxbcCTeQM z&^ghctz-5#&TpGJb$PgDYjX^WjX4`>nUK)Yd|z5wOMAPoMK3GjjPf!sL@iImbmFGf zS1{qfDyHu>Q6h*+&rvQ4&Zc7-j6bnGjdKF)k#9_hb$RkO%_A997?#Z|2VqBNXg?=?oN!~{tzSjO_4JpM!j541GcEX2xD03 zVnQ0dN8Q5zh;eegBS%SWrIxrA&@sQmCjyCI0dn+l>xYT%8#mSNGGS!naU;?`fy<5xKX*Agg~ZYm3G89&q%kP!qwqXdMDr{mY?7S>lXCqmd9t@nb^YSR z$u|+xcuVzG38O_7`wDg!G;KkTzst7KrLwGZ*DX^eP>m7!fvkVXQ_mGhpgZev$#Z;d;Z_0-+&F_BcNu+^jVV-}b!L^%Xpensy^WaN7 z!u-(ZqUeMXwDG&bypZBvi_jQyk~>-Ptc>{2c8ovpLZs!R44tZhTaOj^cf&m&w5mLa zZ&L2~SbgaU^qe*)auOFdWh(-rZ@5fj%+Da;-z7gu-9>@fCt-%%1@KAltHu`$Yydd?ruN8~@LKo+9m#d5~UV;nhvUB^y$e9~qttyhOVPFL3iaag?|SWAP9x zmR~?cp{W=m1qGAAGL$aSnwSEg_4t&%)?0N7y5*(S>|2p>^=)}PZ7jK4`+Z>y?NQ!n znp*t^IgmeDRJro;hT92djS#4XLbThhaaG>6Wx!2b5V_-DTnAK7AzV6I@bP#A{7n^| zWv(SObhKeG%kib=vYzMTt*0I>W2d5y1ZRkov;Ff;(1Yvj$**yz1+|HoX)xjZ@$SIA{ zj}DA*U`T)q<;iS`CJC6{T5++X=YNY@)ds6-fLUpS)bs+Oaxf3Xp-eMg35s2&Z20EJWt!MIcV&Cw^?#WieGw=Z(NZxkWU{{ay} z?!M3&o4|jZzS)tYNy4*k>5;M{4}-f0LsX*WuLk z2`<|K-e@%0Bx)cqMqXSRamb+EyO49FYJ2CLax067xe~SIU-iApbFLPvskLhq1iym; z?0t_Iz+t=aD&9B^Z#sv&sp`NkKf|tWaPvgfFx>gIHuXOu%*EAV>;(*A;w4|I1Cu3kA5#tueOj^^v&M@z;bxat@J zm3f#zQEg|cN+7iG21-art>GA8AhE>|L#46a^1J*-V=sAfYW;;&shie2)KsIYOW+GO zVeeRnedw4np&?Tki}tAoim8o9>V&qV*FxgUPjGAm#ECQj` zWoX`oe1xiIxvj-IQ!6IKO~&7!WcSzqfr8`Q!B4YRV59DW=N#b~<;# zixOK(ZwlI4POAzc_Zt2kCJDLri_XZw6ubr*(kqx9&RsD{s@g2yT7XSwmGB}Xn#ycp z(WBE6RA*HfSh`_n6#O=)@NEj_{U_rI8(&OyVpx>rpxTkoaFst`kwr~@6GRrsVT$uT z=jN+a%jCXGB*uZ)sVU$R1y4;;u5P+;AsMFaocH5DAz1V>Z!@uIp zK}DWUs!7H-#5k)gGSas#TTcymF+zIdp!tX@FUJbnQV~f+KEa-fmsGYt^ab ziM3r1s zjdAz;DLsl=Bi)>EacZ0pX)es{cU#OJR6On9gzGQG=~hh!^~XuqYz*)l1vy9H#1!bY zN%#>Gd9GZ#VVB}N(iq=fG8A)-hK%)?+Dt#}*w|!jtPDU2vT3m6g-@Zw$FwE5jy_%O zGpnPfleivIRRTvxL+EF^&7jl>E&BWbn-{amqDCljuMdft z4Vyn!b=1ARQ=fwcQ2VbSJ$tvFlQVbxHqPfffR5Qw8=)M*5w-~S_Jqsd=p=K6_b{AB zHcoaV2%HL6zSj{u(gmvK1-G7%mx_56D7e8g_lRHIcV=ehxMn6G7+KNA14_j$^7k&5 zlcby!Nv~pxkH8nv&vWF+`Xs{)8gH3ByWXLc0r@W7!gCi2q7s8|_cq0Pp&%+emPM7_ zTQ8=nVpsbiznhocf~!9Y(&~hOy*j^QcXx$uADZ%9^u@LEG?s^0Y>r;Lmlk30uJG*m z6x`ibpK;m<;WZRRGz)L&q+J!)BtFO03h=QIZLl zzlP4=pl@E{D;P#5lzR>%q?wlU?o7$q?A2fs0`EM+R+iRiM zW)u+|H3~2H%P%l%7OvP4QuOeEloU977TRBiS;t_@7W8u=#b9D5{{6S!=S8z!W7jCJ zSJfK05vsh_qd?`ZPT>&uI=Ys)^#W@jnL29bL}S|uQf8ttp(ueQlvhsv8F+XKTE`pF zlWgt?_Q7!SdGMcrask4gIei6=!*m&UuSJh1hSIx8kRH7?I9fxm9FsaozfcdICIe3z z^~f372QZYvM1=0XsGvQyUO`)XNQE?+AT};Sn)X2$kWiGa{^WUQQ5~k|`g#IbzaCs% z;K2hVMTQ#5cd~_S2apL#l#@l(Y!^$tRMncjL2O%M+QMUFg^|%GZQ?r;(sXG);O;yMyPP<VXft5B`j|x0Gu%)KtR51oXGm1q!c#?-*lzo=HPRt->V9 zu8|GHKJDS$1-q2O8<-8vXw6459`fv`KiiR}vTBkr5n+rlH6PWYI0GsRWD?1ert7gB zb3A2i6yW@dLYnHV86WGC|D2cQ4ljrCwW|Ke-m^ASo~!*>=4{M_YQy}2M}w1&qJ*i` z-A1!r?Db;V%d)Go2u?g(+UeKD-q)Gxlh2jz2g1#hPzF8!JnwNy%en-)y0RUw8t=Nk zwKw$m3yx2K(kvmn6z`!%J-O;X9x}H>MZU0SWz))GKBZbY%y(V5=TNU4fl>JgBgAPo zD|X!7f}V#h#>!5nSfjk$@$nc&Ce_{6m>QY+!xJaa8-;wA`lKjDRk1kr?KVS}Sy@`L zoY=}-?B05?`1;RC?ZiZoQX?~=`sfk5=aBD=lg@<&FnLS;)ac#2=x9T}GwwF$HQn`R zzVdpVpO12GN^9+XO69Hrb#gN&pC@*SdDy%Ne+j7|Q_T)7{lzUO0couhlc1&o?~93; zYx~;-K=SL*<_+{ylR^-$oSJG#eH%J`0U~oFeXxmzS6K*GzCjNi0cEq&mSfss;{>(GRls3BNes%#eKmLktz+(hb^w07tYF?bJX>Gv^q329oz& z{g{^V;QzATgMajBnYBjg8szA@;Sq~0s%E=b>ct|a%F-a$m!R5h_>ao1z*f^>U<%fB zS67Ty;>wP`AnAfhO9V&BZCvFN)-P0WgnWd3`}z68bt!$}VUn&Cc?1D7xvC%Aah?k3 zqF&T?6d2|X_@EHO!pe&_hDs#Q!1Onku1a<}cZ00mkaHZohiG_m4TLmr{DIz^939ii zEw*n5C#Qh_M0j>G25%%J)GrefJ|k8m*|L5;+K#Q>RW6HqUejF@HYl$b>5Em#qE@X@ zxvQ5SoO&MOcFIW5DOT41IS^Z-LuOSG%Dsv>7?CDsm?Ah}lEAj(gHt%O%3ZX=(UT4mb+d^o)ZDSxA>?MNYGKGJ+0EGSCHc^G>Yp@%5i z`6t}l1?j6b?VflGX;!7L*_zdchnFT{ZvP3DN5(Hcax?euH4Pp#Q0JtxabrRDY4TO6 zENVgaSyj98b1tjg_24S*>OVxWUU|8g=SZoTDsEBLAVYd%AV) zH0%sVJ4P*hM?h{0x~B;XbXaZE1fFm!_qrgZDT1Y-@)>5-o~t5L)bx1 z%i1VaF=eDz*Cl1hpRhE`^w2=^uVk}@;!%#wQHi(XV`XiQs^Xf1!&Du`tkC|Oc;ltm zV6KI)twpQRbD;dvFAJ=_A!ZAt{{x4HK+ET$!(22dRnCi9;+bzQhYlYJd8Z1m8e_1d zQn>X(m+WKXpwIuecOKwTR9hTB$)6oN=BD2Np4y@eVe)DV)8UPyoUWWpxdY<6civ%531=lA)=WoBn~=FXja?z#8e z|Jl}H{#8Hx?uBFXF&Mb{r!o+2rooo}sI4f_6_Rz7DJ}bBXh}seuX!vp1ScJ}g}l3W z#sy@%;$g@>!xm%l4LI;vQKzK~Ef^AgQNU~L{Vw#haZnZgfq95}h>siOD zO4vQYBJA;{g;U~V1Jr1r<`-0Kiks}d0pR%tmh9jx$5uU-R&I>%8mQ)|!qU9W_dR5{ z1mH8i7k};(D7pf@R_pAP2T#Unu!FPU&(6@}JMiqGskvmfA$pOJ!70pl^t(?o^*nMO zYLp*e1TpV6+Zkh$dY%Rq(vQ)!rB=_JTm^Jl2Grp z+}h4-L0IVH;MyJzJ!Qa)sj9#hJp4(g$j9xwe&BY5^=XRKU$Z*l)>?s6b=s#b+*&#h z`q}yTEGWEGx9j99%%(cTygZ|C8}*8*&Q9LLlN>L+2U+{-c3oNq*@tXc>FIU27EF(~RUZqXbNI5vmo9pwv&<}^i7Dy|UVlVgE(3cD?ZtUYjPxuGuR z#ETdJ8C4Sw8Zr$dEf368V;DH$R^=K&Zp8@O!Uc;qwTp|tMFF6i_*>SkW^G5$?=h-H z!wH>&pxf85D*@MlqZ4`@ht%TM;dN>_3bQ$`MVGGNf|grmr)4Ma_7z4UX}vWKkEZo_ z7;zHk)&A@V8N1YfN7ztC)^RD#0tZRyY}k50+!{FW7%!1R%`m6=dJ>2^SySr-6wSGl zX+Z1PSXh3q2HJ6v9k=1MvA*L4Zx9Km2q z6*LRCYS^nTVBb`X)Ua=<{e;X*V76z^L%70vS3Gq72qoIJ9_8Kz{WmRmH$ykEKP-XC0kxVJ~w#-09?TjN8(7>qzU{4{Lr0NuZBu#A;;1-$#g)kFw+M1V(Da9$b# ztBr}6i_e91@?t;H|0L{*pyujt;1(s`J8d%!leDn=ZMF&1q9j)zYE&f#>)|pRkiLaV zLZ$0hlbWNyj<4L5+Z8Sk--^4j<#Az>$yJtNU%uVETD_b4FfXmk$LN8ni25ynl;d8KZ4$C zRHF(tpOX)^9?)wQmfN1mIJ#TkSrl+^Rh-#5cpA1I-$B|R*imQ>B45`5H35n2#mPA; zKnqH(rJSKvk7~OAHM3&6FOjwyfotqSeZ66G4-5vmwWC=RFvsShPv7=g^?QRRLd$`$ z|4{)XOlyeki)tJ3U0bVm6f_<+uoo`;7}KqtPDf!x7;}GF|6OGW?oI~mo(MgbsmTyXo%*&WQ@ZbzkI6%bH7zm)S z)$LqYf5sTX;fFO{MwkD==AMx9IfT!yvmZ(^HtsXr9aC*;*WL4T7vEq^Si=dMcNEg1 z1I`69_jl-lTG6$tO4u_Ag*ttQt2d2W&&l5gpp*0$_AOZbk9i-LuC|^8smq1vTAhQ4 zrzBkYagow%HH(z?f|b2KXJA#G^|^2Sfe~b)g;ldnUGdTD`eO35j>@4_66 zqqCwluC?+G_T1aQ%qy9Ib0~EE0;ea-axj2%{d(0r!)yx|*r{PxQ)oV6^N(V?>c`(+ zSc<6!)n;nc?@F{{?E>AtgdWS`&}=yKK1zo-lRN3yWwCXa_A7vkl)gd(nYv2fp2rAW zHPIZ6eq*?g)8Jxr2Uji0D9W4s+n2lwcP1XZLPb&Ix1GntLyo~hp3^NFx_<-rod<{3 zu=O7N@5V;82~x82i*EkXyVO1u!gvef1U>-%qsw+ZymZG!wF0O4*HQ36?Jh0DlDaFw z>U>m9{B6~d7qA}2ENe1$TE8pdiO(Qh6KUmKRhWte)tqjkq$eF4^c$R^&pJ5rte$H# zY(2oOBcyK?^*shW09kucg{nD&L>gZN%6=?ya!a(2} z>Ul=aLtT;+i{R+97*ihnaP6#HSuR}s#`@TMu2q@;7RL|J=>j^vd+paTGfKkLimAHP z{8b~SDiU1VCEJYdP`>=fE1@%jOl1t5pzCMbGJ^-@KL7WgtqJ!G)89HeN66$waBI)% z73>@b!w%|`jf)e_@f#uD8?(5OjS(y4_*pM%j07MOnVtI{hr#lEn|#g2|zQfqf3N*-i459 zka>4vSl5=p?>_ivAXI-Y>L#VlG}t!{BIoOUkxh=QR@cz@Ga(srj-dov*b`WltI9AR zlWfpKnUnhtmzu-Su(z>gKj^ywhU~wcp4_&0{SO|$LGK@2{dDANd>|_aD<_;(7Bikb@lDLytM>^kHMorRLsiLxl%nH^i_NVZFn%Oz5e5y)ri-JW zGH3o7T!Y~hWW4Ki4zVAO^MWJ0cdgqPJ{z3FP}oJ+`)X>JcVB4x3?@pfDp!9QnR~1@ zcVYie+cF)>3(fb9V4i)acX1(RRi&Q3qtpXdRbY)nTp}D_h&^dtLCsZhE0SY6m#NKJ z_-M)FC&(^JknAIH`v697a|FiY0$$mq?9fk{Q>bXwW_nJjCi4w?FsVQ2c3&EHwR-_< z+~L?l)e}|}!{KLO=K~g<-(S}1aG1L#E|b^Wd6EGEV{swPCEdNH$}%Xv22LSzD-hSV zC@{3MkuZ~1#4nn|2!0ro#;8qt!>9A0VV`oPBN<2uI*zYEBy579iijmnsgRLeD6z(n5z4Ys-PbE@46@1!fFflpUduhTr00G zuYRL}$~m)(BTl0C$(+cvzs&LNU_BC62&dlC?I@XrV z)C3>tJGiQSWR(o01RckhF<+pZ;6{cM7as)hK+L^1Yo7EjpuQ zwjg4v7r*wk$^N$0$?VakFtM8bhaUjc1dB4Csry$bw{~zQ`jKThX7_@0d=oBy(;z9d zR^%6wQy)&4DfuQHs^8Dk2Sh99IJE?e z`V58E=7iEF?z-=Ma<@;)I!a(rPGV?iPETm%7+ z1h$TpI@x_$<|e!wu!-IJj7wi&%9>_uRH68|{00$Go&as-S8|NCL@6u!aj z)-IS=IeoL(@2kx;)Sy=G*GP;L*)2K5kA9X%RTD7P8{K@;@6fR_DW#Bs3m#+k^gKby;&!g`9G-ob!g zo{eU{8CXXKE0a4JaP|Yf-}f6OfvLw9F*vJoYrBxvk(A^l=s3O%(Tg-i)>%72_)~ED zZE4@8uF9ObCsBmj!B?cW6FeFH+WnYX5myc?ezWoQs*2J8> zPe8cTW2q~(f3q|jDoer6NB(8PnvS@&aOOQ6GUbE+eQ@J_NPU^Nr*6waj=UN)nW;pA1tOqY)#|16|@q1#be`yu%a=#!`#fu$c_y8q-eh}_t^7wLVu=j=A`^0`zL6gwOEz8rb z)5ymtl7WHL~iD4(wmqg{5+? z9vv4$%I8pYRf}~rhe^l!ba)*qOL#@_`AK122Y?=ft5(hbQRS?pii@c-TS*S6VL8DZ z$N%D@MxH&X;3+uw-uVOhmrU+)u=m0LG_Y_Xy!$R}-VBEigQX>!w=P}aSdIAPJMRd5 z6ep&tj6PMa;#j{P#>As)$-ZgO=NB#GcxT>+(k$rnvz8MAH2qs+G@V~z3mxD5Jw0;N z?a7<>?RaqT5ZP7_#{dX_5{@l^-m9DZPQf_{9B*FjiKP|v{s}h4q9%^dKuzEDh{gU~ z!37=C&X@$>;c(z_$UBSTdE`5q5x2IXq*Ksj9S&*tJocpSWSK?bXpL4~ycjxlLc_+) zo6^X!Eo{5sM`;#Qjd>4!`m-Nt94FX`J)5{SwWH{ItFvk&E-wC{^V4H&R?57FM9#y} zh0ML=J2t?<7kaLQy_2EjrbhS368!F!K;$a3_ra5KX$Su!n*XDkokC^yD++uy6s&k_ z9YTH(D z!+i#0i~_4~RTY}PCZWOA)RkK9MI^qX#a%KpGl9^*_1_A2(osrS=PvVnxbP*Wt(P(E zO~~8{-aNF|Ia8-ZtC4HYQJNJ~or0j-*EKUV1E(c;3)I5oL5$9`8zM|2H4ub5%5|AWxjYKK=n|$R9Olcjf@8ad< zMK-P(j^j%Z{jzS3V{I!O489|ElOC2FIma-EfSorFJ6ba|s)QRXHPBI7MPmI&LF)%$ z??bBI%&9jqk#&dHbU2}|g0zi^m;>p5L*5xV*Aoj%T-|YO0p|Qt0RvVe%(sQHRG^yD zrRA92rAg=80i)hDd_h$1Bk$N8ns<~qtl28d#+Fn+A{WB>PxQ`zCI!cuUrxvRvxb$G z4Q3MsKZ>VFY{xgDqM(6pL;64H>-YLmwI`&vIxAoI(HV8uPQEJhSIIjLvmKrJK#g^D zi7@L%hIKA`uf|}pqH9flM-rkr4AxY#Hj|%dqQR{rH+BjXvuY^E@nwj93Hx_?4mGsJ zQOA^}a<-0qc`!XEi?u<|ALDA=Ej;w{Rfl5hR+g4Z$(s8RY2BmjJwkc7iG%+a~DR=)PDWc#F0Aq-mo7!EZD*Hqh<`43<8&5IVoFX0LrKa0$mbezjFpRJ56fy8jVR z8N)g@WeCYY8kFq(65D?tuI}`qlirRaM~hCFW$@B62%9OpGCGX9X!UddHaUi3sk%b3 z@fM+u;`C89Z&A`}2!u?p+}xWz1-$!!zq;-MCz>OE>)3K2t`*KXjv2@`zu)xGB})1~kJwda z|Ckmdz`3Fqp_o=vV8*m^+kHL(9N^@*dobsge&ikLeQJcUne4p~QOlDVf{>4p=|(;w(AM6cGf z2RMbmI=bs0sP-y1xjGXZ74pECx@369wzMxxsfGW(OCw|&Y#i>Vav!rAlCCHsD*qvZu zsfZc;N|Tx2b#@d)E59j}Fjo zo|dI=GJx5_&L6_jc~E($HaiDVpNKh_n&ZfGs@p9rY6e%OAPe9e0WuV24?`*!a0zyJQr{_fbZW6qp8+?M|R`;Q$vwpl-ru^qezP<;{FeYA(j1?WEZ z`&H(58uK1(?ty(!e+pP_gpDgkFK-(LEn*skEP3~X{4-E;3+!8p{T2eo!Qp4fca#yg zw!^tkq0@VimyF#sVeuUf77EPtZ4}DO%fI;Ii%)APEyXzu_Luu7+g?#o(d@F?CWlE! zF}jbBq3_5%NO|KN3c*vWZteKxqGNVZ89jDY+&g3V(yn-@D5=}1u)!$nv_B+p{nk#H z{f(@nOejgmrEfh~K>8+Bd{Ed5e13Ev7s07Fj1zU1kdScv`0+Mv+SuFMD>t&wYzx~y zeth#5aaNW>);`fhsz#hKl{jtT4Yh4y=?c@#6#EUv8(GRJr1tXaClCGjZzWK zfttZpvW{{9<)rZ!E3Yoj$Qa!;9-{B~E zSl^)(EnabC9c2NoGqXU^xQrc`Hlam~VXC_&O6MfMVYJ)YxpSw3gM*col|rFlf7xfY zMS%0lW2K{b-A7xjCnsN){f%0CcD%23uIZzN#alp55SIu?pQ}?DwDkb@7)%@_3F}VQ zQSzj1f{Wimuhkf9esLK(j)n`IY5gD+UxUou#<{bVD_0g47RJQH?Af!2{biro76Hzi zL6eRKrp+UmwL?S3V0qvg1$n3FX=}nQ8e-nZ3CQxo+AW-Dj`ShxD0+&o!@j9#8tq#` zc|I;D3Yuid8exTbACuoS&dsHyq`dUfOMCb3?bfXu`^!GFEzLb?Oc>^|Dy z8d=%9kFL>V9eH$>reJ!LgHP0kEO1kg(pM5C>nLuj$}tOW#2jc@lfU=MS`-PiGjKZ0 z;3<%I5=BZ4&#`02UU}seg#xum*kAVf=+UFiJ!#f{aEZk6XTq>;;#4R|fs9>p_Z^dg zB%`$w`zhp}fQ#SYXP0mk}tvjK7mkPg@IC4mbhH+AB_I(CX9!l5$HkgjEAzkn!#1Fj)Z|I zybK2(!~D0l9(Ntb%-u(39dpS# z@}qSEssZeO6g+xha9@$M*NKvK6eX3VsDdB40K9tEZmFt-)Ro24Bl(W}>HHxSrNV_Tq16bfN3N1}6eUMr00%$x-jt+o z#!T_9k;c0QYZnNcg?S&P1r4hjy9u#E_wmHbvJG7!>!=e7Ta;i;ejSrwkaZ*k=4v7e z74}%xU{RxS;&D`nm;=|=OKf-qLvs34B{Hu2I1%pLGMdDaX{;lKt@6jI4QlA5e2MYQ zqrRFxR;>hM2FYFy-S1bmsf-D2-B#BwtW^Ze~&3? zBth05Ov`8GNL9($u&!HKHl+V8XZMlNiB4}C)=><&JKBWC zEpoj41ujS<>qzKBMG@>A2c6ypxAv;LD$C&V4=8A9S|S%f$`aH-7c-f=p+#rZF(6Fl zK8}OR5=h%9N9%Z+!dCUcvj^CCU=Ti8M?z=VD|cWfcy@;nbu){sR=KtV=MWQLq;n|v z41ts{L|u}UwaVmJSVH?(P&!9uhQ!t#L%oWx(G%9aN?1U|TnUUkk#!U!7r(_t2(e4l z?=@jOjtWr=;p|7aWJ0vuA{_t`5HJQ4%g7?VUnBRC23PePQHY29(^3p;BI{^Ua*o0A zg{W<>c08~o9Wr)8z&KG{s#`R8_NvWLBSOjxFw>A{52{lla35clq5DYIQEwDB5IR$e z?ju=86E^7isAu2hV{mP&{tK7C$DX*glUOb|dJ!rEREl!-66;2|cLjwVRV&luKbjdy zxV}MFH|0jwu^EIujuK#{x5+vZJYYTR{f~mrU{v91>I>o-R^@Q-f<5Tem7=tcG^{Ef z_tBze_VE>{u9B7SNSQkH#=a%?nJ#=y){)@B`6ZbCqRU53e&O~(^wPZI#C6$GFJfA& zstVDSC&{ad3cvd>xz)8_WMv)mPs_^Q8<~i?824UPPS%mo2(x_2uidX#%^C~TBlJ_0$0~!;&l;%?&DkHYV|UAqG?pvQsoj6z9TT!?CLsMxsNpU*i85F zyp&>d$T}LA>T1|K1^n-afU%msc6|f5$AV*k7;nL6Fen_w6>~wus-krtlV6pnP6}B^ z;qf1h>F}}-lXWE2arOhalL4Kyr4$xhJdR4M7yTk6zagTKeUeudC#{Bpl?#r7$OAVD z%xR{zv4Zf~aQ0)ejzl9ecjJnPxV5+dNCQPzv3nJ8zj$xN?_Q{`5R2Y)Sq>DW;BpQ^ zgdM34ui_Lt`Hlof$fKwfQIby9k*LR=OxXP(bpH-Ty)~1%5?UvSdg-2pB}6R}i~E@I zFDj2~?r;#M!sniHz(*t9B!Bg+VKKq8?|RL1Wg9Nk=njl z4VRXScUVhomo3YV88H9#EJ{PqkS@%z+DELS-pg zN1}#PZ(;6&4zFwfX68=x8r@?>UvU(exZ~8DBCw9610ZU`dOufc;T+$&l^kw{23G}f z!QDDYVm6wrW3wnIE%@fhH}n6V&;GK{>c5n}6;eKj-ap}_v{txy9I-8PR7>z=obb!q zZ^~;Zy$ywzP{fB2D=pmpZCwK0%Vc3x+@i@k3gJG^g>xT^Uy0X>o|N9~y1Hw`4-us+=RW8q323)@YR0C@hIaGNeeCzE z$*v(|2YB_yDf!mKD~0sj32YPk_)FxJHlg^))e`w-+DH`xWyu&N|r&xk!K z89*bef?#0@5l^A}DDwV4Jt_TIb81ahqv$oZWleHDm9>+vpj#95BHxpWd6}bH6n4<| zIh<8BnRVQTehDFV-?1NL?Ut6trg~i3LBVtUNQ0|HL&Beei{C;;F&{>9-DSEX5X&wc|BQM=Z%v#I@>sN9whtAKC>-OHcoJC zA=tP>yBBn6=>NeH8@Kk7EIJ!E2zvrfziV{gkwS7L5B(1W`EH%7G8q=k3sJ> zs5r%+vK$QIX+1&0WoPFF!BgRk5nB!BIC}Tt8}USl!hMv*;3|f#rpO`wRt#8JVAO(G zmv)eKY=pHF#D0naHAkL<-IGv_g(sDznASLI5qRpDr2fiJnCpjit|d*o=OJ}D#*rEa zTInb~N1?wQtfQ3!*!y9GIUxu^lOby_6o@eln5<({{oKAV;yBI)Zfp-%f97=vv!;%% zu`8r27bQNd%HiM(feCQ#f5!41Nqk&_@6_%6l8~R)0!=*%+uI144(C55>nOFy*5yNp zTL&i=!OnQhTCBn2a zsFF$v8#i!?fZGSiIuZ>Cn+>U}pu9kI7C?}*SkzO^uC5n=WYJJfyISdnRu(D@^1{h%6&@ci>|=t&r`32a=s4ZI{+IW8^3Rk8AzKXVEO-+STwXAu3OVSgxN z2gc(Km1INILOAyc%BdR^%IPRk*i*~c zF8RA~Bi~VI!sp=Ns>m`+3)cIVw*BLSM^{{@;o81xW2Y^Deo`wMP+eWIxzEKr{@JbS zEF3QhR*tkk!6^h>!sSy+E)f`fabc;!ts}{+O44`igCnbzcO+iP+hP=n4AyRn2d~~> z<&5p2sN5nW{D#t-R572*?SX-T(s+alTj==u`i!pQGDkzwTxAJ{04zOpZASl4Zi{va zRwb8Y5s#zlJ}!doBOrV>YLpv-;_FbJi<$Na$zkmRE|HM6Pue0!tYSL`;<^szL=plS ziCSdPtMIS%YK43Z#wbSbw!GCM!Na#OF#9=`!R!+n91 zU{x`YbrP&f?qr}3)N_U0Dte2K(4sRM{;-*baU8ePq@#r4vRO%80+0*LA?qk0trOtb ze8@Wuu8|_SBEvQ@vK(&Zj3W0JKe)Jf4gb~g{9?$e4aU`lv$=tXe) z9Yd{{reRg7TgMFPuX?1gRpC8yTTJ+KPDD#P1hbA7H8kF67SGkG4Rl)yyT?OmHfWY$ zt=Dlt?C43{I!yratSsq&vPk78A! z)7urB`yTq^Kj8yjb9c1iBv_mJ?wxbrCR>hbQ(U1Op_LoV@Y{N!AbaZsAy3O?tum7? zmt5hpSxMSDI)_8yWz_vq*wXV9l8Cvm^8rl%CxX1Kl%qp96gF#Y-kWr*FC@LA^}BWe zu^8z(XGXsed6ot5 zGaUs!K-N)K4DZpsemJWJvWv>xlWgN-1LRyBt%kwz7vaY5;6F-8-?801s%g^3t2g8v zgNh=sa+L60aDh2w9Sz|=p8J@rqfsd+Em(7EP0H<*Fpsc=s03$QXPyV1&pJPK!_?H= z)L^&Z<@YZS_Y809obHZzPR=xH{yCMv*XCcONZrS%|3LB^;CG)eW1)qqIF{womKqRg z!;E5!PLR0=T1i=6n8H>KM8Ft0`W$2*1@{=Tj>bR-;nRk&Z+^7zBkps0QF_FZh-Z2{ z^Pz@wHsj~?zDQA5^b`Mu^ew`)gWNhfnsk%_oZza|t>cv+=}8KYr8Vl3pZ^4UEHm+i zn2FcOSNOD%*Qhj&O1Ldeom20h)B7UD?LJzf`*`Y2Va`S?9c6~eFPgOQH5I()J5mHx`_TQ1O2$#)s8djB=b-X2U!Bv`i zG_3nrv$Vr>k}^`Yj!8#vbSYS3`Bx0;w`oI@@G0}$cO^jE=W6qnd&ENfS5YywMh7z7 zGyItz�V@+tSoIfv3)@P8TTyLLP;zJ^FXFang}=0OW;d4>T?1`D7gl_4tm2vfFTb zzo~v-sw+B1b?*R4py={0?0yge9)M1ZHLomgQuy@vLa_COcF)&+HEbqi{0m2(MqzP) z4~Kp@yX)+Se|h+F?&To2pp|1*hPa2o>W?&?Q{yguE>Z?qIiNb!sm0J+FKP0E6byfL zYC|oCd{EeddshtC@*6?ckx=KmDIokQbRStqimW4lxOMc-q45wf2o678wIOJ`!~9PD z=4cS9X)JtNkdg=~Ybu5uYEgek)4~F}e_gq;%Z@)k=+yTqc0y(jcTeA~+@E)Cmn$cB z(@0D;_vUf8CU&V%bmBwDyWiA&k@A6cJAMs;f(z`i>3l3sIu4*oN4ddevy!fLWHq@Y z4JwMU^G6thHq%gau=oZz_>pzg9b0$kwet9{GY00q07<$jyK_1;OHUNdP)U_x?Y!Rc zfAJY3A?bNF{l%KU+xPr2_MR~fc2pEq??m+@_ayDY#GId-c<7pJbygc=?ShMZPrnV_ zztQ>FjP2kvgxU((S;zixOEEQM8eCciek0ARuD5*_{%8kLi!jqEPbgYd#LTZJ8_s5_*Frp(bq*Z#5mT+xJ}tRY z0k-M4(>EWyGNXSO-=pqwJHMc9*>>O&<0`k>4lp6(o~4H_Xb;)VI}O&(x<&C25<+2v zisYF)v0p1iEEV7qfwk1L8$C<|68tdc!YfQQX8eI1t)rzi^j-s-y5d{s-4}fo&$b8B z4mAE^gl7a4?+bPdPA^JVdnQi%RK?WQX`kLc2+6M(4LlgM>yeHws{vl-b(E6g8!f9Z ze%tEgm~P=(V_aoMcJ6JPP08zZeP0jM7J8T!QskM zNZ+dcsQRR?vJ4zIeL%FinMQ`Yn}<`cB`zoDXxHGUtW{=W9iFlaLs_Dq7RN?#Y>B_o!o>}OkioG@%s4>46I_Rqaj!2f;-7>nO_@P(c$Vee!p zxd}WKQ>&{nV3qZT%ohJKIA?R_Jx$-KuEMGKmgGCiyRXy*N6Z>V(vfu}8u>h}u_;Jh zVLX3T&ZXJ@71(+YB)<+FUYXT(*4TDq7i?K@F6&%`X9V*aIn&6YvzY3c_i-vdZe87P z`3#1T$6@yb7`O#2t+XqqX6?nPX3w7HTi4m`$9@KzVlh3ka}(pMxyfMN0v!CQWsozL z*5K6}yFpxEldL1r6cKabz~iV%X<-b%PS)1Z(h7R7uG-jT?XgpXOiPZgu?avO#;@6b(m2qyJmJ<=>OP&j}jzKdm~ecg}x%3`T_)mz&|R zY8_5N&~6?anhpK`RKJpmvR0W1+~BH2t)o*gI=)xrU-{OA~^TN^^GllJnhgQQ>#WuM~$F84Kn;?JOJ45j` zxRVKXUXr|iw;D|VvW`X|XaXEx0C{JX>MQ1G9X0EeHiZT;)gx&~;uGW33)6j^d=ldm zJNtI7ud}-P`06Q1Q!1(}tSqcnj9xLZ<3#1IO(~nkC641X;nu~k8yYrLxohX;onzOI z&ApTBX6Lqk{Q5pYeV_?-R+a0o|I^LCYl)AR^ujc!#}`4@&l+scISzK-%=@PX!3;V{ zR^Sy^GgJ^S$?Hcg@??69#z0|*5gzA1g|17?)H?FgDQ$!XG1Y{`gte#Fa=R|&Uh497 zm+_I~*TmO~*93eRaJ}F<_n8^UNgF23|7ZTSny8)5OFJJ;Kg#VYEH50kdRUB4%#j+K zHE_kiZI^2!(X&dj`mX3ZAZWl=YyGcZzoX(n2&6YO0an}TQ2=4B#!QI^*g1dwu2@b*C-GjTk zy9al7zni@8nR905%-rvOzsn!Z?&|8*y=uv`R#jIOOx-E+6+Uh%hzgoB4&$c+epU!m zBfPwp!{{#6@b3Zi_YuIsA}lWv;cs_i;sq@1A5<2r;iTfUSb&pLOpZ0fqElj6@`~ug zq;Lx!)LSd`3UjuFCq7kv5vL7X;;#4>mX;f1B-Y^EwbMm<5Yyt;FA%0dJDk^V{)u>Z z^EZ_h>BuP8BO?JIq_;6D>tlfR26SH;21PLOk)w{w&ZPtBRXOaO*Y^*T?%>0ZK3fq-60(4PLH z!`SrMBHQ`mh=ri!?gq~J=SqkszSCb^r3EfM~itboTL1iEwclShmcu7;K9crKz?hfj^?(Q! z1}~y&PTgWOmUx}+5|_v5es(pnI8J}=w_JZ4NQdS+*~O-_r8Wir@FB`U3xoB|c_`l# zl!<`lyzZML*LkKsGyBFeJLfNA26-jitRSX=fut_qnd*cmM1W&{Es`RLl=b&4 z#O9*2GzxwRB4q&7& z-Me#2XNt(IJ77L{1NY_U$bvPajsDJYE?7YU!oCQtpL-_|;U>Abzy(B6V9S?0CX856 zU33daJuj$39wXf~#PK?;BZe9H`_4%U%e!J%jC&cSmGUyi4$D`+=LAV-KUzS0+$K2~ zIZnAn(gKX}M&Zw1?N5~~xZ2QbPmN^yoVz4|z2PS$z;tAvEZSK)^32|x8KQ>s_6<(B zyH-&bx_OhDyRDuj$Jfi+Pm}R|ls$Q=)^+~S6K+p%kg)PD>yeV9bYyi4-Joq`-^`6y zMu@FJRM?%a{4m;ZiHRNP4GToY?GXb@_=P6|jPX!z40BKP0?Pt6W>O|zNoo7l)Vlq# zelHFetzKiD%w$ZjPHH6a=2QtB4P+^8h)^9TL4&>K?=BO%-2!lsB%Z*Y#T5(^QC4QQ z%50FIqps=FyHsVifIaBbXEDwq$sb92tt0rm^mG_vi^mCN3L5TNx6{56J^jj13J|cm zma4RY{?rbOrq%p=b&zzzGkDsD~ zqBYFDEz8`ytGpwU5!_f5XT%fHCRXP(=Ow?wPWfnVLT6MlYk#37u`F^kO$gp6{AwZT zt?we?Itv^YO$ML)7|d@Gl81*{6S34Q;SDLYFTKE=<)2;~Q_Ukyiur^!RDI52=9T>z z22x90a!WfYaGIh??IQ*q+65_;A#fMXK&?%Zm5uzPT;go##5=1PzD5~UjLeuT*XE;F zUTIG$2|eS~zNo$h6gl=NpQ@VC>xHVY%G87v2RV7qQex8y?UTX8%qdh>acXhl`L{8@ zlJA(La*0Uj=(UTbxo$h#e97QA>?1$CHl%9mB3gPRXlb(M@9f>tRu&e1dje4+dwAkO z_;pYD2Tb9FzUQ`Ar9wR!L~E)GMeeAy2Qff#av!t0dXF!vXV!if zdp@|NZdYHA)6Z+7!hFs7!mD&^V1FhQXg~-2G=eBn;<)<6^3r*|QItwEe_vU{Fl@U~ z?pt+4JQF>=)?Itry78MFPmJw1#IteOkKHdj9qz@2LWUL)8#Nop{mQ7O-&}pA=ZG4M z#9_5qf%~Kx6-Z|82*g*@mzR6v>m0fg@v(J4x3lK%b(GY3f6&Cs)}&$}itGws&-|1o z*`;ld7;s2M(L&KmO@3r9RGLQQ2Ac}RmS~LA2sY-&Kuoj3*cVCtW9tH(lEQdcK1jb3 zWu>;<7zPacLxtoct^uy(_z++y?3yT3x~LAL9D9_XS#pFBq|TC>Tpn*2QdfQ-`Bk`v z!EKf@gsM0*&Ij?C895uBO*d9};KNyRN9siXCznNA1^XLv4-c~LA_TWy!9yx&&#vpX zoF6d1%s-Zzpo=Md??MD6_%?&4EERYfBmPwjN?T1b5oW}7BUXVoPP;kmFvBEL}$iU@9xWf)@2QEV>(!t;M8V17tW4 zJMaY`*GGB6qg9<4x)&E%=GKYDy9Y_mwmxZoG#R2x<{^o={;<|10RyZz%3@#`E z3gRV>meMc7IOHuGO$hxpikSsc26zD(61Z2wS71RYi6HQF0QbVQQgKXmYJonnfQ$eQ zx|J1l7MTjc!-ORvXbF^PT|tr}g8+g{!5^8&3OY%Q>4%I8{Aiv5>265@S;d#Me8a4S zRA1Lb!hzViX5Ol7hb;6cT{oe%xNpVcTlGOhBGfF^lB`-?tGw76q|6=tM45+zFA}_| z2-OkB*atQV2Bbuu9V+m}_}A6@IzT5l$Rb%Q(7;5*EWaLG&d)D18&Dkl10-{50tTjZ zKa+@rDOMR9Tm{Ks_}hf$$J|fi?;I6R3{buE0{n&q8pv671h5Po*!2Tsk`Or9@qVTu z{xyo=W`6G?vT^===dsy|i(C*H*gXZTF2tKFB#WHygq5J2O6+ zZT6LLJ({q`7W;;;r7Bv9dPdgL@ek#m2ve~9hbPT6iBVf(88Os94+zTpc`=Ui{*&-N z+e)A)=Wt;x5i~mJ}TkBJY?pdp`AG$-X;Xu*qv3PejdbRmQ7Ccl|=mZ7z$(=>b@fxA8 zC9c1m>w=@db$|I{jeHQSJTBZkyO(7c@JVLVIGff{OG(I2Lt}TcV=9CUK{!Tb`Hfo{ z_ZA1$72qib@j%)S>RzspLDborkE>(G^c@p(5T8@zX;kw;Q2!eYZx<3m&{38+lm|8f zJ>?yw$8A*ZB5bKJ1f=j@)vcpW8^q@a?iQqi5@WpJ9qK|9@iyhz;COp(beATO>{M1_ur~ZkDE*me=E=>Cl7e96 zm$Jndc}x6d>r>`!x=f|IK|35n?1v`sEzrgun=9`|DSWjW3h4wKpC0zN@Z#`!S!Wm* z*ZP;6N|tY%RQ@ww7n{b6n1VlwZ(Rz5F{O#<+)~b<8rCu*2synP8P-0~BZmn!Ene6n zby6ra+om6>VDpAUva^$ilJJUXFRh`cdq8gsp~h+b`-AM z@OBgi!>2m;{5~-^=Q9Z`L@TB4nP(Qm*^nsQ3Mez>7B8J`#zV7Y)xxvT8^^Q||E>b1 zIqEXTQQ}I<`%S@1JQ%$^f<^?l36wN~P6UCiLY&Alia;d<+v{$!yC^@tT-3;@8J}^( z@F){<*)YEJG?R0}_3pFBp735x*eQu#MfN9r)*m~f7DE*$5R7ig2VXe2RZwKLjqx+) z!AYhchz)%|;?%1)-Q`=)??;lK$=G{3A~~d*+r1u2e`PjMQZqUO#38Eh&njm~!6Y1O zzNsLw27PMdM{z(oy)~e%3f5q?u6BYICG<_Bf z6&2K-9KX0vfWq=hWfk+IJ2~RK>qcxkz3Illc6aO(c6JDwmOzS-`xkKYsT`4JUEr+n zS41PNW1Qv^|&$@VZ^EXe37=y$peKiQO_{f(f9Z69?GGu4yMbA5Ce?U??JlEAQ@oF{Yn= z;DOzeI7?!>#tN06_P}RGFTz?2J2BQr8zU&=;hGi1U%couVuRUpp{ax%By$l$UUV17 z?AZ`j3`Zc_(g1fa(DaiPgi@{H6()t3l%JRN&yWAcJyFNRJj%oiWB!?@(=M%>`UgWf znNn`3&_{!LUW;t4lPqLpnRFXj6hSAq1NXJxGOUb;@?8+W8;zxc=h|Q?Khp}Dc<4?1IjNp&>lhbFC#|?raS} zCuwTmH)g2#X$T8Ve$b(%nc_(~%*0j#E}cYPTj^~(18pG$D|PXUNPa+R;Zcc6>2nm+ zVh^&Yj&ATV9d7|y(>|YMQ=D0KPK2dJFW_tTm-tZ&E!57NKsAmQijyZmmg%0wa@GcM z`2Yy@d4MXi1RxnFMuBQL$I-s5F7ZnEO{>5=vksXQ33H!R5mVi225f9XQPO1C1&L*T zTSvbRxt3W|U3N|*;W7UhIjgQkfWnwGNT!Unm~tEp;AXm2NqkLc-BKX5F1A1=anMTzzyxclAR}K z?{1K#kRQk+;7e6Wb3rve>cisyq+#rO(k~W#bB883Gb%)PFL0H{TRnvsXydXhQ$rt% zSp5bE!*>Hond}tR?aRF^P&m`1)GzeX8Cv`nvxg}Ic;dEF6f zvPS+S<@ce+GK8EQ zZs zZziub+)Ax0oD-6QzPSx)NexY7bxYONfz)>-1X^+;QZ(1*=$7P+psRGEv_)St^WEyV z37U>$U)Q>|(Y801r*l^x;qniSD9PR)#&2!rr{*kAzZx@0pg6ZpQA8)7D;|_I(vDU~ zy9<07h+)4AZMqo*tW8+=e!#Z=4bF#-^l{Km@ACNELD#ocL!UmG08yj*`**qYMPBE< z6rK%?r{d?Bf@YHT<=w#z+-ABpvZHmTSBna+bg8QYLCq$ z1iCq?$^fCM>f5RY4f*5IGg9dcz}Bu}j?n2*1P*cGY$P& zIyule5`i;7RTimY(1Cc#!R=SKK+V;!kWQlORKnc4P7rybYae?+ zq#PD5pcERBDx}_3>s2_ke-w%kKQatkVIO%@289(cRmX5X4E?1W#OdO>1{$?}NWY3| z%Ir%k8oy`sz?^ZCq82;AP8U0|bnjMV4k?nU4!G_w@uqzFri>zafX*5zC?X>{VtAwK zB+^tkyf5+)*{fiavqotw7wtj@<{@tzirOG0H~d^BK~-+(I!Zh%Rn0YdUX@i&5Pu6iC8M$nQrGEQ27Y~!$Y@kE!B_nV7=5!VCKQq#na*bhjAYO zn{HzXr@`CrXf-ynIM^=Rea(r5(`WMtmm9x={VdQcJc&M zE_j@wK__GZ<|m2HKqgkhK>=J8Q3028Z`3^8L6AemMQG(t_wo!XU< zKaWr{!|M<~ig6KFUq}et=`Tk*8Q^5{#K(#5z){K(&OLxU!J#O)`Y#`ax%uc-CJ8|VQbxsd77p=D=$tFoyNq(*VPBCLr^*9$d`C!OC^ju=GG z#Vyv^`Qs5itHptNM*u{wXGwuo4dx^j1oBTB&Ugd{v8=7&o(7?)G{Rh?OT1M&0iM`8 zM7{I$)T!=sCQ;Qz4S2tD3vw_WMLCu4f zfM1I4;&ZCNwLw|}Qsp=B3gg;@=WvWpcZ0cBBhRnodp`O#u$+`v%CgUmt9*q>giHAe zz2Eo9DU>Y%NF>OY3IW6|?eqRfrGSoGyKrj-6QOPeYpQB1zeZ#zyGGpa^Jt#p?nsqC z1I&t@<$gX=FGc26Srk+08XYws6n@SN+$LHLY1QV84Ynt%wP$t?W@)}YuZ<2~S+Ih_ z@o&p(BsgILhl;=f@6#SShCYa)qD-Gk3@+Mm2z649y`n3pmWG{Rjmu^!WJF1|b0xuh zjzq_qR!h2c`(eelt%v6$lclP9`m|85MxCi-*_$&9D_=GPyPvFR|0AMNi5gI^c*L6D zpjnkXsK@Jn&h*oa(}AQkN(6*8+`6=P69gqn#y|@&HdF^#r7J24yLq^~Th87mkZ*$8 z!zR$hvao6K??dV=7g55 zh0x@~aLJ_xZH!JoJJRiCJQk-&7&o>5@F!Rb?sy6_i^}~SNC*)EB2V|PFkMN5ZFuSX z-!5vCLtykE&})@ogGk(YU7Ej%q<=8nvVld@1S~eu9A2vH==e3bqwrr{Yb7HQoDasb zou5c4eIZG+?b()+t|Y`}{?Kj267_@fP7bWjfp@OGlDON28Y712@>P}2%V(%eJA}H< z;Z3DAHDjpBOZErN4uOein(AO3A3w&S*PCPWmZz8A)S-%Qho*9R4bmu|aqUt>I<=sD zN+)Wr=NOxug*PUz#@ED%-g|;6Z<<3r&Bc(2trH1fZ*cGn7d4^735&aw>N>Hw8v77S zhwWc7)fkG+wefKye95Jc1@@2xxoN7Z)yK2OJDT8HI_kx$_}($5Qzpd$Z1H4*5)&9r z>O1wH_!0Ts1iu!QrB@~wo4Jxn!RNGfn9!!<&#BZ^)Hv7&>{mTb_gE*b*Rtw7slkrP&sY+Vh>;h!aP_yPrjh z{JwgL9yoG@mSC^GNeJMEw%}@LR`)L@S8dMaAah@#XArSnjd;bz@hTG(>}W3(bK>Ic zIDp@7qP!nP95LzqI6kje%M|n>vQ9&5DDZ2Wsr$$Fd0`~c7-o!~OsTwj-BZij zCsKIWrMhWk(S|-cPTFW{yK2MlGk2ct{BzDq=&kJl&T99)*(|r;dpYO%kwWomg3I(7 zknzCDoqIew4r9I+keQ8#MTLx19`=9&NV3{~sfffGQr*^XHEC16OzvE*3hgs@Y;j^XojAFhtb2Btzm#JYm zF4kCQ)doODJOa0e;Myuxefq~2!rN*%X}aF4{$iPIL8D$=E?5W0JeIHJnzEKGmQ421 znU3(awQzTpp^=)dBNsI5v&S!wVEFpG%dP}#e0ui*a>Rgt{Q1m`(ssOUEi-roys?N( z^3o;&r>V3F_E=ac4FT{OD1R)Y_D>miepxXHOs# zzl+BB&Z@J~%BDkuwdX#)n0cg&G$`Np+$EO>jR?kg5$Uyp7qT9 z`c5;{N;;(+Yp+f`SC6YRBI#ScJi}Y zdhaX%Ir_uP|1GoEK`E2Vvk%)?R>`@>u{7$W56k-qKRl-QV$DSE;8hUHBTsEZEDP8R z4`eb54o_?%Orn3zo#y^I$4FCH@YsE*NPyZM9$s&qyh7U*6*jOV!W$E{h}4_M8E2>9 zk@NJ4x5DXkhs|p}xEdTCW#Ybz{v8y&W3G(TDkx+3=ylm;thT&K|LKa9a)Ig^Qnd9Z z5Gbm5$^BcI{Wm`UlG#5S;vYh7z-rY=lY8wFQnT81|B~?&Zt$Hr@Er=gml_vh$o>}K z{J2s$jr&ia?AX0^f92S-e;*hKD;?8XXP*j>fV?7Xvp-28_^ z{)?vl_qYC^HCD&jS@#-mIfpJUEf!6#Ib%`WPJSkZkKSW2VDX@4`g9%ZgOC2#l(o!! zcJH>GwwCSyt*+9gJeNN@#MgdT(-S&{nWATx5%cV#n4s(+@&y&kbd+-UHq-HEteNR@#tqJaGtN9ib5IR+?} zPg>D-bnUBaICsKQxem`SpN3}rgoUjNiJ$;ryVTDwThC=`pBM_=EuIH`PB{5vdZqQ# z@urR^-mL_mVCd!=<;yaY`2*kJR^{tCQyYPQpwR!Em# zecH{LvLm#@Y;5Jb50JBa2j@%kE#gHc57O_NF{fRv5ui6i7o_a1ymA#~#fIi>mj_f2 zTH`yNJtg3`lo(^nkBt&RIb+y0^eIP6 z;lbz(*AQ9)`=7?Kx*F60YQCKLDlb#rA;@?_qFjXk(TUmBpg6ne%qQ)}a`tpPdAD@S z<2ba`0{O)hz6_qiX)F)7xuQF&A+}Vvzf_O!VP>jaus4M?o92Fjhy2~fz5n9oZ-4xM zss8RjjVwU>E-k%o6xmLUh4|je<)fiq?qjH_%e`N^7h?Cyg|LQM&=wx zcXy3$Z~E9v;wXFa54oxAS(Me+H?&|?3t5-tX!ELFL)NzDeWLsMQ04A?H?U9)#iOUM z%K}+mzxJ?A@O-xB*5-fpv0mIRVEhvcUeeQpCz=V4Y>Nz#ujONBg9JS0E_Tw-ieEb7 zLBCVL@v%j|wZs49U4In%98Me22 z4o(>=%VPIv*6|!(8em$%1^~`Okz1@*8fRQi3^k(%daikI@2O)p7}~-bKA$ zseXQC+ba1e6Px84!P1gM%iMnP99U>!qiEKrkdtyTcx1z7C2xD?`ZUa#2K3hJ@duc5 zSGRo@s4se^f15wTalUJ6;6Myi&9qs;YCAL8a|d`mrmpEyL0TxSMJxUAJrmaCu*a#r zx09=|a`T1?3ukna7&}R%v-RC|{Lk2r&1`eOO}!kKrmV|bEAA5F?+beL?dIbzR^X)B_yp}AFGpu zD^A&0Qo>5Eujgt4r_n>JM(=koB^YZXuXX2JG$?O5%xY&3x|!&LhwI3%``S<0f2Aba z#5Thp_i^hAJnj0#yD4BBT^+7PkE*=9vFFm~P+AP$wb3xPNsAdACGEBA;wRG6``!g1 zr8G9%hAr=#UawKv5J)+f_b!;iAL4;k$vmCbLAmo8@u9rtBx(g&TWgElZ$XBE96Ga zzcMzuq$7?Iw}z!@Pq39+9>}LZJ+_aulr61}+G8$;o2B+1J|g`qBK}cKPKG=Ux=+AH z-WvW$*1Ux7OO!I&5TAb*g?D_)g@2&^lp4@2IjV(M*q>e_FpU2hA!7ZZ9QTn4GO zSHD&9_XDw&GFSgGU&!_!6o1#<62QAPYyF#4gZ-bW#(zs46vc(;m1GPYt$>*Yu$m(M z|A%A*_B|Q-H(AC1Y1+a3o`3xJv;&rr^?%Dd2w6B-IsbFs!ELv!N&uzLWFONx8FQ@@ zh9|NZo>(IlUdDf)cjz;gDn@d( zGf~l=Akl=lw85qN^MNlS{eeA)G{CR9(F_CNCjbHPhXsJ50gwv;gz_K)nV|1Q;8XzM zGVn6KXBj?^2YVU5bH0GmkrZ}2SX+Aac>x5A$HyD1R=AF#Tno+faw0u|`rkx=_dzQI z{wDITbQc)94IF&Zx9u{x7m4LTenSQbI=Cg`68OqZoMXoeOPN=s)4o6mh&ne9PAWKf zaB1>!V&z$=BhqH+WP%E4Sa1zZ5^kG^%|_*C<((JN9~llLz?RHj!&I(FhZiU3gT`6@ zIV+`~+X%=QM1-C-`bULQmT-dSV?y~^E|pA0gW6<15Oh0+`{?`!u&!4h2YW(!gIDQr zi{wvJAK9epQ&Q8yb+@4S@sWj+RUHzCaH(chGY&rJQ|c87lP14m^Dbr!1y);V#sbT_ zVU(##Rj0}Q1OkhTfv-X+pH;kR{P_!<04oP2%zG0mcT)vlj!yKr+QtS+=>K`%WPR0-Lf?+17~zK;*N=bh>2ev$+FG$+VQo()w1_MD!=$Ak2PE!Zc|D@Sil0}YOjgbtK26r<9iEkl7%4z z0yU|WhFc&2RLbw7{imFP@AVHkmsM>raPrGty2d72g8=+J0y+sfd88vE+sVz{5Qeiz ze}Q%I)UkOSHLq^(Q*iR)(PpHEO|j4f$4?*vKx<1`@OI3R9a#D-C8j4fHP`_o7F%+X zLrknO`2gsd<&dlVBx^o2z;4x|a2un{R*MB&aIq|eK<1d)pXPsbHWh^Cj-+)yRYyszHf`VBq5_9@@u3GYcQe%SRH0I45H23h0j(}4 zof8*cTK}q!PeWL(g|2zyqnpVdpcY1XtEqJLG_v-QdarM0%MYU3nn=VOQd~@w>y}A3)jX^H1I2LD3pYzH;L)a}vt?SFc=P zf>TujE+YDk!v9=Llmou2E|*WKeZLWMVTaesMIsj#V(it`C*OdM!T25fMR@y~*4wqG z^|j_LMpg#QPr$pO6gv2ly>X5u7bish3zG81dQg*nU# zm9p4+WtVID`Fs@bp=~vUpYgRwqCx~Dk+@N*>Fi-ll5kl7$5)g#vtCX=;D1daZa@ta ztLEoq*qP)3F$Tl@a(i&FOrOm!OtC5?QlY1t;X>!{*_N3%)-vfMra^dGMH$?!TF_jk< zrb(|Hm$@{TT>%OsZZduHQS7Zt*S(*1 z>PO+?llAwne_&||+L=IIQnQtE1<0$d+B!J>Oiho7my;E<_~X_w3IXz}$q^1L(45#t zthpBE8vU#OKs}lWkq)2xnGcHQmmK=XQ8@1aOXaUv!msidaSxLZmHlBmR?6SnPTP<4 zd>U4~tCu~Otaz=<_U)VKEf$aldVZiyz>+#Y8pG8%RCZ?Y9$mKyYOXs@hdapv~0#r+tx~+g{7KzWZbk4g~jRn}P znP2mKTYh?7ex2RmfeH^F-Q&ZQ&QHKgxsusEJ&4 zz?F^+7rw!$HBl%qs(97sz#KZxL=DD%38bZ;xrSNq0g66mRHq+j=@M_J+FQ45lLpnh zX;gP<_7KE!1FYnb8J|HtYPl#|kaP8048I0K25yEa8mo(`d{_IEI$`AE*ID&P+{1-u zbLmkpV{~nDBU>~8nx%u0wCt!95v(69+Pf#O%oUJ%i{ns(2At|mg6E{Nli#uNT6DQv;}`6-Beyh-D5b`>BMIv;r|Ku6U^$4nUQh|7DG3CjW~@8kIaq z;<)}fiOkhi(bLmlr~fL6JP1X>vdq|+SVa|ncoO#1j7A$!n4I6h@k&I+>(JFT+R)&2lcDa-LcS`iOp>NTxe-gB9r7<@ER#|M=g>v&SqpJS%wGmwIn*C~zwIxt-u) z^_1Pf_>xF97et`4l&+FDFW=SoV+#+DZQ=c?qx#21zxu<{w(5EORq5a8YPF;OhX!j% zbkmB~yVv@=m--hVN$yBjAsZ?g!A#J46x8e93i@Lxex2Oz?Gm*{%~3aeE{ zve35;Z&iUCG`vmm0t12+B{s4A-{6@b@qED^M!NYQm;$ae!I!j1TdsniOn@Z=4=j@wI zw4<5#zOyWTD?bL9b#&Q5RDwq z3AjKsq038!@Wa-4{QS9h#}qw#(UNrDu6~&d$qy3J@{2c?p~E4phUefVOX%{u0{{Sh zhHM$lv>oh}6O+}}BNwEfhsH9l<;arpQXvrCW)2oPlX8sgcBW?*KLcjQ9ONXEX}Ch= z_!M(NGll-MIR4-AhkxcJ{~^J@ZYgYjhbDqn^k2Xb_rC*ER#x3HsQv{I1^#OU3yPNc zpCVY)rK~I<1WAp}NF)=>XHBI(EAEtY^1WUdv1Py_)UFV%U$^T?1UE)1ab4)JwrExI zNn^~T_DE~Rv+E|JeS)P@ZCT$J7;VPbi;q@Nn2 zR3=FzN=C_KG6c${Qlj`x`ZT}EwFENJ3x1cXr!@(2?fKJdwZBK7)%+C~v3l64MRel+ zeNcxpmP{|Es>!mi%U{3GR-tjFMT~8UC)>^p(&MN^3wtXcRVO9p6y<>J$fQ4`ii_ZQ zg>on42-Hx|;21Hrzq1`l=a4;!9BLsX^^)! z;6fA+rNv--jND{KnyPJU@M1Hw&g}~XP%F>5yqD!WaKb_>t9pz$oAiR(%ph~wYXy0w zqyyb-E1dAYpTO#V_D~#JXbeJD|Ef7OUSeOAo#XTjkUsq#LKYa+%xJa$9hbUBzSz`9 z`7B#-q(^nd$qb9zldmBDLy-=^TjAuC-suE#e{m!h$m{~e6au@z2!f zKj8H56!*WV(%;SiNP!7Hc<|w2zcv$MK|)LFrMx|G>UBls#Mb)&bkQ@Y#z?q!)9<>55xaZHM)u>Xa zBNP)q#|16DheWS%)s|?;g>j17>84rBw)M{VM4A@5ZJ+ zpU^fbVMj(YtgP?v-&A-E-)W5)SNyJT2%Ojnvqc?C!Cw7iqDu_(tmHR^QbnEB(|y>a(s!KFOx=N_n#p@zCx^1TqU}8sLJRy0v4CLp zA8F#hwNxsTlKl2NV3)wkC5GSOdFd~#r@ZfS(KQNeL+FbXIJG=LZ}XSY`t>mc!~UIy zPGD-ebS~VKJ}{mSO6hbrLmbT;=Jc(F+s%6CE+J z{#-uVSrJpadM^~Jr0tCHne;2l+?O0v?~{_V`Pw4#W0vFl${D1eu`&72q`i`bBOuxN zI4V&BwQGf?c@0m+sw+K64>M~?O%AkFb%Wtl58~=M;n>Tmn%Bxnw#m*rpJ~VXWgR6? z{Y77~`+7hG0{`>~{deqKkXUp+g}`V514X02DRBX%xggn<{amSF!R3Nu<_W1>*kLop zVzGIZ2Mi8Mq^5fc>7kYNiE1e;dm>XJv8)|N524>dm#PN{mH*!O^poGfrdT7h{!LdO z$3MIJ{OJ&Pm^YLnt!5=xy@ zj{w+5d^Y&l0D`D#nDQxuyt&OoUrYx#3O(B@3mR_dD1L!WX7|GS4p|1<#Ea@x|E6H7 zz*)TH8wxnNMB%Uo+;f6(T4~h_+b^?3ZY{EA9hZdB7-FqG+bYlfm(n`CkAZX-gBIM< zc$BuDOUt2BvJ1uuwvTj7XradnXTR!iSYrZ%$lHIZA0sE%Mt7q#?Af}*_~#U2O4*Dv z3oV)2cp1`II4KP3C=#bjdtLBTW$wHM<%R%0tC5cEP*lpG5XDO&XwQJ(pJ|8^BmzyRcVV6 zvKeDBnmLF9(noPUB>K>hm%ZiKic;%M$&ttUfLjyKR(k#D*BL3>8!%%M1S{Go*{MCJ z8x=T%mhcw-?6tXbPyZ(F_#Ky#!C$=1Ndb{ZZ>Mh{5D^z_4lSXFgvWVEA%XA-jt_YPf{$uo!ai z%&pIC&Y?$ca|jN-V|t{0UdDpaK4~1H`i-bH+I8v&gWM^iylq-RvtpXcnFNX9DVngI zK5bVxv1KxfjtGV&^K;C6!l2Sz%Bd1R$JSID3YaD2kMK^x!p}a-zuWQ|zj-v0e<1bW zNQe5IPej7HSh8p#eA|X7$EF@-ALt}j(IJM8MGn2p zRR6MCOexkZBc)^k%DJ!VeRCo7VV-y`iAB!sj3^@Rk0VK-Z#>Dig? z?zbKG-ax>24?5)Twc#zw*k%q~Ur!UcmCO|#mvz^4*4{vSHljfpEB0Y$l!Pqg^|Jae z&8x^TKe81^)Vwc#Nx#Y@v?}qC4hhOytW|gmK@_l!EJw_Jp3s2>@F}hr94G>g+2t60 znBy;J`#dBsl(fjBl=#kh2B0uuM)ffVp)hx-DBHgxF$C$Eyd>#+_9=(nkQb9$OIu8A)3j{ z3Q-FRkqX2zJa0ZibN12WCg?2?o-@l1%g>r;JrZU-&KQ5RZ%Mj|mU7F>Q^od~PloDu zfe3l3fv@tdd*fZN2)!|iF)M0`+YxP&LGQgXN?)tkY3<(&T&TOd#X*MqJ}gAW%{FYE zZoAd{8xj}1*22)hlyTD2pnv`;~ zbO3+KEqaf!YT?|QrT}bHBv#bv%dG88z}ljpqz-!~M;SKXD4Q_e3Dp?tMDk2nQg2@c0Yw zrq#{^JotIf!I&QVW+st}!(oQ@nL!qvFEriDBq@-NPPp{U6q0tX-4U@SFvu}WEHFgB zs;$+OQabH`@02?^K3BVA91HkH--%DR9*#Ojr-ran_7ExA8M7Fw)dv^3O_n5$f+-B# z`^?ute(dgisDs2^&r3qsfs8+Ubb}IF!au`R&*T(rk-YS-4wH@nhSRR=IedtLk!ee~ zIYEbM1cU`C4B-K|&Jc0~kBNBI>E=vN>9l*xEE!^zHVP`*N~JUqy@SfPKO))@D40+O zn1f4n8#yge&V?~ix=g|}vkMoH(cV6iypRqTH1NszwA25HSx#jaFpFf4M4a)H^F))K zx1@{wS{yrWyL3pmX{Fik&X-Jl?yxE~Y*?W84UlhE72*R@n{CB)%`9GWd!pzM6uXsDFDH92t z{L;FoM!}AQ$-K$l*n!WM2;TXrxzi9QQP=~iy6k$OI!|{oi1_94qv+xEFIqWQNE~Uf zx>8~dFPb(FQQ31XzX0Ud4FS}9xPVcj`zxjMg7z3dutYF6l-yg;9raa@^ZBorc~FwD z1&6#^-RDZ*!O%k|_1DL180-rJ5>XVTeAj6*XY?Ff(wMIt0W?cxcY{^sYXurOh;nUSU4fwdzUf%HWrJg9Ew12$#lECuvwll~T8Jwg4101dM2kJL8XXXZ5 z*-ykV5hMI!8nxP0Q8X?W7shRqqOG!Fj)C4l;FHwYHt<8K1V zLKo5E;2`YLAK47s0afVwPSuE;<_o zDV#W$LAHzCPz(Y}!oA9FC56hspSqZ@tr(T%UT{r0yoaK$@cV)h?%x`IXkc?k$z3 z;Zd!hhD+gFe+$y6UG_d&p+OX-K&q$9wTSoShdTP)T5Ra>$Q z^?MP=DN8{4ko^OAFan=bZN$k!$DMoC&(Ip@VPw90R+99eH^bMxrrT?1=2~Q9<02;CV4i zPSm`y3ws%PA4K44to)7}?FwMrgdq7^ylVb^c9dyjszx2E>9n&t;mg zzMg#y>I8=6(EL@9MW6^K(0no7^CB#SumWW+jf6)7FZ^f&ScO(r#zX+?fMMr^Tt$f5 z2jHWOSFilF!2d$}vUck?mjqE~S>6XX1wc67ArurU9!Nkq2M!WO@-_zD0AlH$*Z?B} zGX=AGZ#JDvc98R&;rY)3I~ zg_$vag9RYaJvaqml!B-1C{Tc=5mT*ELB#tD9o0jWO6(tMCo6na>?H zPM=?yc121`Ga0)?pBZ&=4ho`KI@VS)SVWSeC8oV04sKcQaO2z{o5XSc+~yBMn<<%F z-a5@h=P$~*g+8aL|Jn;jl8Lwf)w9yG2u^+~fic6GSNMEE8BV_L-fB=kh)_RFndey- z$+S$-1^*=9hC?A5;BG-qx$==I9CU`Vj<1;#PMw>Iu>?DlY71;!^52v4mhDS>PwRYA z!YrCFuJ>ghv7@IgEtNv%KPqJKD1cWYf**!*_+KDcj|7-gi}Gu{X~f5#!mF@y6cB`L zOyGx61>B30$``Sg3}A52i<0ouG2ra|FfBs(_>!PBgCrYMLuCcYV>e~6e=Lz*Y#hhg znfVC}GklY)E&8b;%*p&3>1Te)2_6em-&>uhLBcR-QWk5^`c?yw96<~jD_`khB5N7A zlFLWal@#$~4uun{sx@9%93$aIX;t@=E=tJULwenVtW_M4k!)Wkd@hU46kw{r%kR~X zi0OA%(za#OHAb(MO|F?|aoWV^z%wq#xU8#2t2ez?ky3ZT(H{n5=Fg8v(yjok|1Fo6ad?~2*NvL}(q7UO+klIBo7 z0{}K+8R5|0KJ$cNO5nc%%JWOhiIaFeGB+d1N{I@B(R^~}cmLLPbc*N!goIR^5lz;8GE>N}f~9x^3v#bGA89q|&%;7? z@n~8UH3H#ehhRC}bPiAkgXJ9^162UbXjhQ`@lUG>ldvGKAl(oeykh=FrEKj;% zeNq(+MQNr;h%_MFF`*qe?T^8o*|mv~lN1Z*A{WW6>LR!4?ZG*3n~u(s3jZ4=_&Hd^ zeWIhU^mK9@f9H)xK^~L-p8(%YncvGem)+47s;MZUW!$;A3E**&gVSd*#lK!>j81@# zcMy{d8|M(0i4$Pt1o=b&Vo+JSarHP>F)1BpBV?O`V(z-MPy^zCQgAM65V#nOlbKQb zw`En9%0r%+w2}pb$6vn+F|AbJe}=0WVP+PH%nZM-Mhdg&{p*~)9vYx4pcAO}B#Jky zTHO*W7RQxkMzp>E3ShJw4<04z;^z+1`fHK?U~KjKg#QB_k|QYf->g~x5tjJB z%Nor8yDcb1Nk%T10ioxU+A|nfXVbRr*|^XFKGWK8P=?!CYUNT;OKs2JKgscvX-Ujjw+??z{xZ2RuMl-+6Xz;f<}Irf(#NHgaG3=iyyQ!PzS*l z*SyALUWE`bU~6mP1rsK$w7!Mv`o){bDi*W|8Yu$-uGTe%swN}t0BI?hCO!ipe@x~! zmM%aBIU)Sa%M1Gn9ouMnYz*{Uf#U&+2PFB9#9IekC2%8aGmn^;ECGZ_NQ16du zP|$;(dflvN)9vR%mUTK$_O$_a->!>RbhxMrd07qT=jJ)P+<4$(EF!d8C1P#^td(<_ zC48j}B=8R)n~fUP&d1FyJ*0Csyhi7jzODcT^aI}t%=@P`%4aJF4&FMe5MvgMRH6EG9<*-lrh=6q443DhzPOx# zeqS@f_lB+BNpsAFAjA-X1S!T*v(dMaxYOCaZo8HmA~BiGW;IKdM?^tDK`f7-(CD-& z-Xc)Gidkn<;PhApgR2I!v%Y-YofY>o~S;aRc31+ zRU#Qgg5AQmNf*gU#?@|7j;kP)s7=SeQxG5H#q^GQCmH$(Wa62md9-?kY2Q+-RG{_< zy2TNXs^lMln~teOgw5kMWB8_mmLL5g?igYQ&CG?NX>n zT#aiSjaQMs1+ZF(hW%dgdEei<1H+EvE{NO`pS&SIuk1hw-F;CQbr`Icx6ja!rNT{s zz^Ts^ut98t--02k%!yRx3EcfZkR+oCbBRZhSBF6kJqAM&kdq)X-2>bc^dTS_Gu$KM zk?WA^5bKcbkeDMhhP8%q4Cxr-(&f6Py5(p{QxT^kP=_TAQ4Qoc5MqZd2P4#lIFPL% z(G77M0@lUbk+Q;Pg25X?<`E&DP~3a;5?QTPDzT;0tp%Dm<)4(kz0kXK;e?vJD7wqByy(^9dSuG zE*66tTQAe)6}u13i1~Ts4_h_Om;G`?Sd(l=^R0F8yy*mR#f49C{~`BLbcqo)w%xTi z0Z=bm6ht~;Jma(^%1&*fwv*2j=@eWOb^ctyG0A>6-*eJ*=feT`t{NO@;X}Wf^_7fx z6dW8B7`zirHMoLbntQVna@|GRxrx~c=t+p`r&!GE;h z_$v7Be^@*Bk6926X-3z(wXe}Of2dxMvl|9V8C8@TG6%iacx^+Y&y~qvrD(*=Mp{fC zYp>1TM3Qk)`?WQ+lgF-`dVd(yhmh}zBFzqOoEfa0A#P$fiK1zy31UvvSSX}2IX@3( zq9kQBRBLKt6h57~BGLvQu>~p%Fn-|?q)8-z{?Y&*Tu;s);qZ!9?vFvQe1 zM3?_V{Nmj|izo`V`0h4ipu|Za((SbS!U_LEp8srxtDAfGTc}RcTK+tLouwbI6k0f( z*MI?|A0To2TDirVBNe3W*jQ~R6p^nze`6gnL>^{kzO-yON93>T`D)y|XAxrw0-V&k zmT}<(qq)cVwmxLtAd;DZoo=fD-!4+tq~*E2?zkpRF|b!t6R;O@$7N$>K7eHXa^SUP z?DTf!+3K}$?08DYr_|G!eT3j~A#}ESCk%HX&-PJ!S_YYdgWX0%Y$ss6_V2n&0L*oF zn!TVc&PdR5%xrT(Hz2n2lUCf;;pgYNv}aoRp}N7=nN660sE5q1I#dIn&C;r;cg!ONWoO{@> z`KJedEw>Nf^Pr#e9zYjFRIDa1Ueey*8MB$5dq@|j3G(a|XH@qQ>kYwgI2O-06gXDw zWljoP!J6@aR$>Di$3n5yOhogW1dt-dD20oP6NQ9(l0Cy`1~T*^i3!q2a_ih!?FsljR83tEfP!RtYTRPQ|wY0B!TX?Y~P!v}OlV zP>_7@p~w<#{Qj;nzu{h*3o}XO(?sSUc&IvUhG+0IW#3a~V4uQvyJQ|VKVY+1?UX2O z_gQO*F}m%a(4LqH)bu?>E@ARDQD%;nx_Q~EAvj=ngr7wyZ**>{KbP@C&lOoWe46zy zM42=}ui2A>kC&~zo4)yY$oE-&8{tWDsPiA11?#r(qkrI!v{S+yc8j*6K)~^`1&-z| zpJ|t*9fxQ6zrpKKxMA#0i;bB^HQZI9NPy2z6=w>&jZWwONdN=_XbE?N@h(tjh((*B z=WJQ0&{}i_&rMl%;dVq?&T+315mK?yiWG%C{V|?5mxd(61`=PuGRcGNKc5^629n+% zpL3e8gA$j2ACc?qjn3$ORiLV{Q1)ud>LDg`ezZHbfVC^$vT=CT>mQD7D7CFGzZ=2n ztG)tUH&M4i!7G@*dC=)z?KG%DUJ!j_cZs_i^1tL3;A?=UT$Fu>F3ZfZG+dt7aBh0M zUJ!@?WlHA@;e8J zuJob~h~Vvu%xpBD7QyS#bGQ4wKiQS6W`qkigd^oc&P}SH@1FC0uXbN4pg9dhttT?G zoudjn1p16$w!S~|y5jF7n_kdcud8eVC(^@t)T9R3S=UDuHTiTy1rjt1@8Bq@3=XTA zq6lF&qow`c9JbV5z4kj?hTimBE!rTYcT#2}=?NKydgUf?g;9Cn5s093jTsWNH8h24 zpX)1Jzk>Wm2g_``hid)dCZ?p}WMh&#tV2GuZ|;iGP#kS4PLC4}j1%=U%2&t&H$kGH z+fZ|^?F*`|m5g5JCK7Q=)lL$2{qGUlT z5*iQXB5B5RjN|2G@vY1Mt5#Le27a*|$l6O?gdP;^bfnuK?I0#A9$cNU)AQNu+i21y zJ~WUWo5&1}m4-$i@^SB*+=EZvsP{=_Pp_a2;hB{cnpmuMpg7V2H|bff+_pEy#8RuY zVjUFhrv9lnB0EOg94d^ms}HNZFQd9It?Nq)ZBNCYv|qORbk^HmkB@jy9g_Wr5^D}r zd`SSh!F`j)?c4R+)jG9|&zi-)(3&dwdhz8_x}sj32}e{=-O|__i_})+Xg$oir((w) zfo_m}vxjk|A|(Q~;akfxbpX3R2F`PBz@=tvlS39li;#qi8y$UGi}>Xnw0q&fZ8(P_ zm`7*`HK}85-EKIbLm3^?b|21ih)LIquZ|Vgnslg^WZksXX2r%sxsZ3lmK|r5iv>3n z?weeLSi`xBaS2B4y>hA}2hY+5EuYb?TCqLG*+VtAm-gvtmIs^!Tow%pg+|8jSW^>RNywM=h zj&2|Mr|S1qJ)f(qICl}@9LAIVQ(D}Fa*T!{XTBJa53%a`;$YLSiP3Ivc4}akay`X_ zPTf-3)k|V@{quRWG`Ct7H(w4mG+;ia!N5GaoIcLZ6xwT~*F4Jhg*8L*pr|kKXI?$* zRyzf=OO@?bcudxBEFs<5lo_S!M|_w&ww)2LH?4t>1e>$_y(;&yzd#=O0{Z1lyi^0Y z`1@w^p4Ijo_Ft+|ZoncqhMjkGo`GX~l20DErO@*pAtYYujZVFqbqk?e7WAQ+!%`=z zS$vrzQzH6e0sI2^1gH-u$6ZKqySl09$tUljZ~0SdIf;tK6m~Zw(X@X zX%Bbom`{rZ@@)0gh^S=MyE?sU_#pxe;s)Gp@7;Jjow(WR5Ypc?6l(k=q9={w^4MLz z=R;kA8v;&N^ATHpD|3#-B~|<9A+)-{7=8z4jzij85lnX!aF&WqLC>Q*OM3D)@-?f= zqR2shfteI+Ge{Hg+LX%ll{KeMz?gv(2HwtL=jzM(VeoqnWr^2car!gAS+S}JkSQ@g{g9s zENK|iqd`wioq#=~Y|I>~p&qN6wD1;aK)Xy+6$Z&?U3Cmf33Y)u=Pz7vn6t<2@0xZK z$X!mG*(B;IEM>COuxsa$JDR4ktE+0o^&miz%IU`K#&@TnkF1?9_HEuNu%)b)SuY|J zpMXisuk95cJm=BfCEy|-wWeEAe9S4Yrt{A_@HO|?N?V+OdYR=odqeoXC*szdwZ(Y% z!gJ@KE31s|%HI1(d2aO?s(zkTuk^jWtUlwrb&&s!qNJn;@HEZ*#ARnJ>Pnc__R zeLmDt@d5Q{r~Zrh`i^}j8)wpt$IE~h|jswO=~NbX_F}I5nVkl1(yN~ z9$zn7C#k29I^gW$9O71t12}1Xkdr7S*cOMQ5ztL{QG3gIM5WM%~1_>_f(^1^<4O5q9x z504;sfall+7FHC9nA}d{O(>mBS0`12IJ5G9Fmy5 zjUrySg^b-ar$B*4p;P^wd+ofu;dmI4H<^}W1UBtU*o`Lsi{Kotl|B_mN+%mdCmU?A zcA)Gzi<=q?iYn^avEr3H_f2ZaD)_!8zO6m0fS#<2gU`y35A63m)XOH6%1dlFLlKYP zrEl{0#}>pk&=>X_0$p4k6lY#96+f;ykstiSA@eO^^#-x_7+tdG&lp?slIhapN~r(} zw|P5}?|5p%sD6>GiLs?atGw#) z8~N;;@vyd`W+7j&yptX0fvz1HmKV5&U&F~h6eYXfaVec;yg)-oeJ|%)a!yW?QvTcs zs|7wz#kK9FMa^v>vHk*TnTo>p=F#)UE-W-oPfxbV;cw#`r}u}W*&LA+gifPwSWVzqXDY3+$`mW&`u ztm8kDJBA6qyFs?G*g-=!@!If?4(h63CS%6HOG>i%pjH`tij1Z7YFt;H}ZV0cJv(W zvrlPVQ9(JZ*f;j^mtblq!}V%e{K=dA%iLT2H)EuVT+#a(iQzZ)2bW7BEt?;{ zaKTsJy81w`s9R+23Eo*=wCFx|@2hC}THfi$(YM-9Huq-7zkfchmo<~Px22zG{qH9x zX|A)eW~(zfW4#9_p1kQ7!hdm)raz1P+liy2^tvM;c@GxqkU#mudTO<%wF!n7$YsBX z=N2JV{Ihv0?5keXsP)N=`(8o_Ui4U zgczNJ)qejV#3SX^&&Pg5p!9u#069Qtj%zH*8&c8G*i#+7TxUSk#9lp zqWbP|P)>;Ulh=yG#jB`2$^9|;6>;qeAQwvt;S-jgkI`oK#B7ST7Y)1~PtpO07tbo7 zYM@E4L^>&QnDA)$(?9?jvj1Kl4huI;U!4Atv}RMpwehBD!#M{|a5PIl($=-0jHP-h zxa18#b|Y~&0(%kFHn*2FP`jLoA?3akTj(~4o?1aOFNJGu_oYn5%Wh9GuT*M50!t3l zGOCkB1@!2Be{1Ws{223OTwlUj&R$7)A^x=yoSQsJu?^hSNu7FRBDJ##KiMf^&lmD{qU>xdv7U&%n5dA`*=^9lx?Bm~IfZ2z)_ascomclvBEk%I z-=Fd%EEn$I7Akdtwz^BCe`Y{Of6PV#Qgd*8S3oA37Dt_fDH%265?X6rnvfkUr@Qcu z`NxBDVzhd+`tZC{B+<{FJ;bNbi(*z;SzT+Dtl?UO-pMVvr?8vKDW+rdQR2nyPlwrp zcBw~xdH1IJ+>~ax$;c77J|TS-ZI!HEB1i+0_^jmQa;K9c87&hnr#qoop^vnoRwrpq z02bvpFp%>-CvFE<2ia@CrSX(;@*T~IT?zCIYv@k*F?+)?#uq^MgjDT#<Us*AS7wT5l=Qx~R=BC6%OfY}4%#x|?uCe_86 zA|hr^l~mGtfgm!dA~)en<$>*S?fjy+sTgOciP$sYH+UFM4t4?&NeW4DmW@_Ve@Q!h z2IUp1Yvirlm{+-c$as&tNg7T41jg14JzH-IJDBOWe%#NlrrdnBpI@}Texc$YgZ=%M z$U|MO#($-IHQjS>kqXvqTU1Xn3Ir81)Un8A{MV1i#V0v8nT+iaCGwi6yubZMV=Vk^ z?X9~ujF~W18e%ss9^wpY^{CrvK0CJ}cY*4vNZAhg3&i+syT! zh*n)-lFhNO3E%8ovFfq3s<8^`q;L1fF0qCTrVR+D^}i;ZkPsw5a2+HIZwwXz4N<+S z)mf&~+|snNvD5PEYBM`O_<7?Kx?0@bJ-J|pe*!qmw)5zF)0zzrMd>0c#?p}_0b37Z1<8PXO$XoK&CGkxr z*zWa~cR!0m-5of(&q|NbL-yf@Y``WY8ZH!EAYGtcaP!OIIjgu(ABiTA%@t~zdbeBU?EuoDz-W>Rj|#iWW`88;h8sdU$PruQ2cRB14ftWiX*%Aoa< zC5BG5SbmfzVX9tOGdrPYvm_2|3Dk{2qMuTR>SmTk%_MMla+ATX zj$RpWel)JhCl{uJRM0LR^`xmt6}3(;p(Bt=3M&j~lgfSB0egKrzl~C# z4n=gNn8-w|L<#FLLnazSvR*o;f*}-L9ayYpEC^5CFG$hJ+XM#yAOUi8HcsU7KazZW?^fd5!g^h@y|Gr2XdrxTxkTad$1jV-&g-~)Ywrd(XOG) zfs1MGeQZ*_nr9h3pm^{Qma{y6rGsoKc^DhTd!^B<26~a4?af9Y`3SBIpM1g+#S0iJ zF&KV$C3DB)MVUp6{0dncDb8fT9RP0({M8l} z(4LaE2ZnuJuJ=PK`g(5bjYLv&M9)-I0-gb`-&@Ez{x?v29G?cbS%XO6n#@KKa3#&B zzkr};0}t{3@LmB%5j+Jl|JIF=0Jg|phnB7$^z0H|byv?uXKaX>bsWqX)25rm%&1ym zGeDPKYQwG0{&*E##KhyX$miKXEGgXm^C&eiS6aPBqb;a9hR!CN?6$`+7W=N1@Y!-@R+?oGN&{+#*mWKK*KVlx}sTCZ#YGo`sEfb zEvcN?%S0%s9Rg5w*@4nK;d^q9N!;0eE{yl|77(*jSYowv29-cZ`ANXCl5N#AJF|r+ z4=0+4(-~Dd_OVl&SU|~J2PBeAmcJvc8P--#UKa-ZJ->~6fo86M>0dMW}}18=A33K(?-2*}K)7|@-8@8`vc(BTF}t)c0MlJjh~a~oaH znoGLkAqX(l&$V6mLt=5s59y2;r^nh3jKys|ty0tIA*9xO7JghlranJA=ek#4$tVC^ z<*h5rjTf+-bN{TgILv;P<7%-_(0e}_NX=Q)aZOW)7I9x_@>f(q zkqeZfUbSXX{q-vN+*QlRUT)mETWjBph5vkK^1CpZYt`D_8`#083$%TveFyQ5(!im5 z1Lj>`hWFm5829=9^PC(=e4*1&0~teELa2h`^KzIlDr+Cu+3^TM6o1A{9p8oW&H~

<_@6yI;lyijm9^d?A9gjnK#s2fo2ZiS*l})v647kWmMF0Q!fxOBb%Pf@v=wR_f}HyY5O*in9;WnEgCn9g5Y?L<*fxV! z3`$$IHA@%|3?TWP5s+n5G9;01D8ai4arz|GG(o?10wcbTp}v5m2QPNOyv3kdbITqy z#0W;2y`mlrC7os;4ZKaC#d5|SQ#PeJKyyhKIi&Rq8}QqYz<+G>2fb=uThT}w%<=l; zAF`SRu*QVrbbU<#(bXBpbrH1czy=H~-fvWHugi4vXM8T_c(*z5E2+u=qp`mEu5FbF z=PfN7=cdts>OlE|5Y^O1!x_9Xpss-dFO+S01wE(DLFd@iD3TJkH~{6z6dF}7kj2N< zFmNKhZtdzwCG-8-dh+P3ndS^HP0-#ncnUd|dnRw}M;dqeK`f)-R| z2TQbKaE79OyysJmhyE^u_!Eprz=wLqAi?Oy)4WY}x2XK>@b^PG!{fXX>S{kwkj(ry z3Z#n=7Gn*)q?382UhyUgs}Cq?Ej19MQcg#^7K|6iUzR#f8Ss8`@H`VF(hY*e?vckZ zPt+kwuB+I^7q^sMr4I_oI#?O&NK1Jg-RT7t{A)@ohFpe~0MFPx7d|9$!*P%b{oIr; zIYdDc&lGYbY(=cqo&EZR_6A=ML1&QJOssqj)@-!H(3x!vhfEA(Zr>rc14YUQ?3+;Lu@-je(e z_THb=*EixT(L!*71{}IDExs?f5GVaIEA9aywy4N1F6K6OIK4n94{mxv>6PKe6n`B?VA0_L%+FP z@opjqAMLhQGrH$JueFArhD}O|N<0TF^z>jH+;E1|3?x5seBGS99n}or1jG6!0qv-6#16bD8t{t3%LjkQ9bysI|H+Q|T1P zvN>u|nNIOHDx;3px{@JsrcF0U4&G)VlnS-0&Hk~VP`aVV&KKrx-Uqw=DhN5oj2W~Z zHD10TsfE;VbDb`3UIQ?Ct`E{XU7f{k?VewL6!O2?G*rPo+>cr__TC0=DE$7G+mkiS zZ!oRc^jw!&MH944X@1IbmK;P1Y$F+p`Ly&{`8 zu%LM9kX61&9f{WCRao_?%&1I&H%<-&TOAJi5RqJm0E2ytNH)GLWM>gg@JcAj>t!>0 zmL!}q@mN4*Wk;bj^z%9w-P#M<5htSMo`&6wqu}3n5W1WD?vNQ}0Xa`%7}&AP&AOm!l;^!)nW6bqQzW=Es3S1r1+CDd zFHwi=%kmgiFmm0SE88G({!S8UXIqBM;(MIEigCq{VUjWMH_VXV6Or^<_+2zUBb}=XVh_q>_(#gpI(P;|9x9qyv{Vc$L(v67zwq#&d@ucco80IFkc(UR z!iE6-%`o~5MEfj9{n;w=-1BJacxp%IImgkQ;g3sQcA-}Lheca^+y6tqUuk1iQBHG7 zagI*sHM9rsz91$z-q(+!7b2t!dh(Bvo`aBvoN<;G1-xrj&aT-68YuR43fAZQ4z%~T z?#&HDsP(NG&$s5!p$4VpFt*%bFq$n>%}IO4F3UE)O?v`}S`*h%=24~~l`Eh(`;631 zlQ}SSUE;f@jr~9#*JVf?b}svY^swQRuRo(V%9FRCaw-|0`W&YJZn9P3Z4*+(Z5z_o zdsM)-57;A7;_2D|_h}q2V?Ned{#l(Q--skRlw?$V=)@d#L^(@JMz#MHu-Ka$&K;-9 zE117ufx8=1)x8Idx^u4fTnWa=n-;S;5!=F^oaEE}LSEiq;21%KcgP%jo3L}M^8+~I zu!Y~CN2CY6@4#Hr<2ZBYklW)Y)CnBzT{4O0;?!b}1-Nq4o7dD-ADLL9TWvcN3l#&< z{a3fbFcKz`Rm$cvdN5p)0p>;Aj=S&swx4S zuE>Y((%tVcObz?Z)V+WGDEuLy|ZMu+;e8$rZi-EG|hm^2;o)URCS};4UFxlryik$$`XY^gY^K` z`88sc1)i<-wf0>x7;=0hYj6(5YSS$_^R0v#`iVs`=>y&q0-uWHlWtbiqjkF{Udz?7 zu#=Q%aqwu_pld6;HSVQC^umJUZ|7oRo7Ov~!Nf=r=@S(tB zyT`@}(k=gLVJgO0J+uF1`SO#yN@qb_K1;F2l3dR= zZj5@}Pz)>!n#g=iNPlbEM-ZaR4dbxZc27UQgZqQuJ-S{Xrmo^#z}Fkb+c;>KiLSnc z=q>T4K(v*nQ38yp%l9qxER-)NAi&2nL^XgAB~uk<=Pa@XCT1+}J^16{RI zf4D4JpLc0%#Z7ku7M4^aL7EkE7u9*yE`F5U?HM{zAu%~Q_y$KuP}8^vZTc&|sV9=i z{XmI?)6|LvUz}E7FtLEil~}ViGeMBBDO?MQL>`Y0HC&#YeU-SEddsc4K&oAnD>rXY_~Hoq%x<+Xw0mC$V-7 z1@*9(xbCY3HRZQc`st&snxGVC*F(Dl{<=v`6>7IH>sz7(@(nx9IstHu1FN<#JzmIs z{h4^^1A1~An7CT_H*m3UfT^{)rMP-~+th$-0@U4n+Ik3|*I$Q}&*F(#w* z%bvuPd9ZQ06FnY9*U(M!wCH9-LL)*0QrkC{kerW;p4cvqcL<%Vp%h37vR=XD)iCTi zTx46KPz>hcor!TGvTR4ysHcHstM)Y1EYOOG1BAVE$kdlG=&d1?$9)gQK(DJ|P&reR z@N9p(;9|38lNM2ubpMdQP^gQYIZq~IC0U`a4t$&Re)1u0pQ1er-b5;ks&cZ%%Vs@e z0}MEv?Nc+9RW%dm4?z;J$Eb9XFI8g$v_1_3b|j35wrorR26)-Dg0?~L6YNUT?6KQJ zREDdgh;Q(}lv|yQ>9e{(Z7yqm*hmhNmC?b1;~1oLmjY5ViV68>srf4JkO)-L7X{9Z ztwCa#7c3h#hc%a$b24ELxFZ~$gRQG%anUwz+^^H~_>Y49 zHSqTccNQkQ1NMeOTxf?0ys`N(5lm_%wo zz(El~xc3-5kshSKxC_C+Iqh)&;P|+L>XMDVezlpt{&BXRyhd_Hu0mmcLUo0{xrIe- zk-o9Me#L%zmS%EBc6!-T3Xr_=_%UP z33|zv#U(|uS*kGwNC{dQT1rVNMf=HF3dK9=X(<)|b}e{8_LCE|q?BS5iuaR}V$`Gm ztYI@Sr+jWeL_z}Tvl#f^Tn8nzZ*|U```wt^Y2N7`wQ!kCI(LDW=iBosBrNjJ^(U`V zp{=5sn;5&8kdji6x7$+iY6dMI+RtsmJ1~i*)~04x772DKi%inh)$L6#V?A&=c2zr_6Me?`(9?GT1i;9)|Kxu&zCZsT{{+ko zY#jeNzZ_L7XQj22-bTh=kW?X>=2J^farUYu7#gHd=|qWfO9}Ts{4nbn3}Df;R~|MR zi7(Axi%Y2`Hd2iwQ;jrIzFO}gF%H&22L6d4;{OhT4TVHmQ>o12Y_Sd5Sz=c0bc%&k zQt5}nH^V}u-0z4FS1YQuhMT^gL9TcOiUftrtr6D?kqOm1 z_cu@U4>??qC#Wd&qPYR53=N_;%lk?siz)KcBf5;9^{je~fdvnIiRe>MMS|u;?E27k z{EIPLYC@<(J&Y{&8SSi}6R(%|cWBvaJ-^jjjhAzkrqQaRV@R&I_t9vKaYn|MQSdg| zih?8R2gIj-GSy0^WQAm3E=|0oM3124Bt=Q`b|-tC`B^UdI4k}2AO2nf6^Rxi(hM^S zB}GG~G$bh%&I?V&($&OCFF)}HP11trWX%#SIos6)BE_b#Ki>18u5}eN%5Y{Vr9b;fy6+wy{Tm?o{ELa4R=y(gSJVft7p!J)WvfNG)6nE zS)N$W5b?ah6$R^b<*D@yq?Yyg$Fg~(|dx~>#aDOyE_ zbBdHN-oHh~s#NF}q>>f34tvQ|Z%@R(L{13(S4Ahr3(5|ambEO8|^t&2%)uT6PTf?`a zPYpdb09o_70#Faa8C5B+N(@Qk0GbiiklcJfM@dPhd8aF6K0GY8G0$ZDldT(5rV8PW zc^Ue&6I|3z#kX~m_VcUq?pqgtbN#vSVDaq^=9*1m%u+p!@mj`UyqU|jjA>11gE^i0 zdA4wzL5#ojz6fcJ3@CF%{8$-qVMu(wZkH1!<3@|#mVx%buv`TkEGP24D*xC9S@Npu zs767~6+Tr%ItBW=4y2F2?(8Ey6E`QCL8oLfw@);h$H)O&GO$`;xl&J2w}eUk$V^oG z;~$VJP|=--RP0tfWK<+Mq1#qq&>d7dWEG&DQNa|1mgmFE!v0*#n87csFJHTMP_ekY za`xZE6vz_34{RNd2%YQX1{^4(D~5dL?k4F0wwEw6kp!=WE;L5GebT?WWoG+OMPzTunO9HR_Bh2^>PcjXAXeQv>!`< zhzyWqNAiET6*v9~8RU)V7?x?kg!WopPN zhqCz69`_q*Mdc}qQsAXw9>Ys+IQ6){2*cA-*aZq2Rrx_Q54{@YT--mbT3b&=AY&ILgj zF5o4V$Ic?g(pHf}_6E4W2Dd4=>1rf@#V&}6qLP-39r_LWNjVF1yVED^EE zS%rByfL8CSnY%=FWh^PFLkq~*dsAaLEWn-Ya1;w5iy@aRd#yuIUJ%MLOt`#?7vtqa zOIxFx{h8Ny;r9vmg&xdJ=!SCUJIeif;=0?-T^r!o%^>zXJ?g`p2FkF)!^p|9zO>~V zoAdP0F0beNQ*RCc4{`%LSl?9=_arP`C|KwAUm;>G^x6n$kbU79``vnHL?xC= z%YY?tZxbU5TH_|@mZzQ&VWG`D9}r{r+NK4Xe0>@BTfU%*5#21aMFb5?<2c*|Qno|p zKB#mNPm<5>D!~0#5F6UU#bVc`8Xh19ARr)Q+N%b-<;Pu(m_;9C}H^6 zb%AC8pz-J#{NcHVb3~b9iqfXJ&9AthV`U$mDN5tJwBzmVtO(FnhOVxc(lBm_MY`|B z@XfIH*@nSzPl&JBd#4uhe5l*bp1cjwPh|Df&iwRh=NRa%-^ZeWI`m9rGVHX?C`7Dj z-}*i6yE9(a@1_;b^1V)(Q}6}hWnSG3rExJK_Je3Od<{&_MIJW(nVwl}Y%c=<;(6S3 z>~tJbtb0Z6?twFx;`hpiX&j|4vvzzwI2TvMRN5K%EYOvL+cavIWct>$F7$P<85<)! zqt-)p*Mk>tN7Y~4yDajI#TPQpsmse7$qP&9H7I2Q);r1>o>F<7**~$W$i2brP=MUF zSLLY6f(-_J<-tstZaj>k@4}Kfi==6Cx7@*we zZEH{h|FC85jcjeEbuo=qIx718EpIYIsox)79b%12?pUvC?bsm4RbbW%lz)Us5zVh5Nxq7Ff3%+AJ$lSn&d%{~0eII9D9{F*3{5`<&ZH|NJDKDI+2mJJ zI;pN9pZ{o%7NpJN{l#wU&0W?nF{}y7HCGuk)Mx=eOV0Lj)T0-laF6m&D(%mvXYSLiyd~TD@-i(tl!Q zO>=#UA^bmKuWLo-uyp?9iv%~jO>o)d`hlk1@UVK@beJN|37qTzq}Z~lXwa4IVQAmsKEu-mEMmbW_?srL@Pr(kYSX!E!!;#OmTEf z5%jyFrdk=UQ1D@@yd2;gndIkgtd)Ete8qMF9S4n`*|TcCMq9Yzs$H`?0FfZ^wqsop zbo^?$Hk3#nH);gh*+#iU7|=VpB6{aPgt~iMxK%HYbddDld6IX_{|I1~NTb4vTqrPR zK_nibsB9nK;w$2z(h<$wT6d?;^z1o7=b~%J#-iLrlWiQubaraz(1Vd75tZ2ym<+R% zIo$amBK6yWF07wF9H7#V{fp?%m*~2n&WVug5QinQ!ZXy^O)e@7>_B#%OS4F z`&-4FWl+vg{pXG!)q_I??WS=w{OH7NF_Nm=;;sywZg`|j0?0ZXr)|S_S~ns~;L*8oz{4aIJ97vjgf6!2{va9x7|K=|Cjl76BK12-8biq8F zK)W*ef)9mX7`#5}*HYj}NJt0}OGxXf$c&Iggx?QJJsSy0geioSUsQ@82?068y2}-) zwOn9H5rd4DFvF_9QJFr3g<=rK#qW447HpL!DK*yQu&FAgG$O=dxxu2;#bADDFr+@P zB*a9&ZU&}JmkWQuX{Ld+Ex-Xjdg5tk5)QtMDifr*wMI9E6$m=1?4v(agGB}$B)ARX zFhEYoLj~0Y;YzIXXcHNv zl*|YN<4ZmrYr#pBh#2z)wC0?3gUyNKIKf=P&u_rvVFag9+dT5mYk7ZRRE*bkLiT9~ z_fq!X4KQD0bH2YZW{rLs_+uZZzCQ4h;5$vv<)_zx`(w{OSmuJ0UaGv8G=!&!y<}3` zH!8MFn>$RHYW9TaXyTLV%ImM+ZC`v_h2NOJX|4-Rs(P8hShs3$xN-!ft^Z}J3tG8` z5>v#S;8bV(@V>D<&SdcEW+C036;9}_49Y6f=Bn>gpPxBetXT2PVOli8?HIWf@baE3 zMV<7VgkDD(0r%fsydftm&L|^K_$w{Jdi+wuzJ2qOT@3M-kon{5 zJ6Xr*c-(cwb@RYuN)(lY_d8zfaHG{)yW9P!skx=)+vocxW46xK8UEQ`#q6fL)ID(i zQ?S5YQS|qzg-~~@X83#X&kg3gEkhKM2@^NNk6{%z4^A;RO;ISTIAM%kjf3;O%L9|+89sC4-$vyq^^ zbo!_$%*iOj!zl6xjt8&@_+x1iJ)x1P^gb!05;{dpM-vvtQ1{&QSt>m=dPxlEkqC7W z>uNm}1<%TIVQdrF#*}*F%d)GdDKL}Yjp1ukR{AXr8);Wjz>R_Ri~2-Sc#c{P!U`nr zMaTt?8YisU?bjb2+a1{+Svm$8%}0u;W-8qpz7c$n((f5|7|}F*817(b za>@8=?X~G1+1yu_(3BiLRj~dg$vNFooR`TtD61ZXNE*)_{Uk|Q?b_8gQ6D)eowc+D z9b$wX2TTZHRaiiCg0yv>kD%K=dn1I2Ei=fl5M55yH^i?}-&H(woXU zAEswjeFDo3GJ~ZAk93w^BI#`p6ORo$*epQEH8BZlm)nU&h@hJG1YF>Rk32Dad{X20 zVX`@&i^=kYO6tTU_Opy;TNubPa(G0i#&MPdBK-F?*`$Cd%DWL*gndlYcr!8 zy*#_z*x7CA)xX}3C~Ak&Y$M9ODXHM8qfvke6fm%dEdH1Va}m=}Vi7wqoAo=IwD2QDO6Y1Z&L*(3{}+$Fq}tfn?aR<&%))0)%t2` z#ASjKZ~7lj0Pr?sj)~_07#)VYZnWk$b~M(bwY^_X02d(oP@P1VoFC} zb}nB3OH2F<|a=g@^Dv?vBl$I>-ec{x;7PdCbim z=Id-8F8EgrDe@}Dt(k4;vj8CJuA4dG7daMSOv*I!3O6l(#v zLz6=jk@f4SF!69nSjiAMng*h-s;AV4vfq#CD{fs3-hsFb&VgTpi-pd2I~!@ zXtXW-z*zx_i?X&m9pADH>U2QKBVxfK`AAYFjBCu38bE{sbSp{q>j5Z9aVUv62k+a< zYQ`Eu9%5LpjuH2VNclhB*0i*bQ)}~zw_>ZvQBI?zaquL_abm9yUzenr`tRRlXREgLTJ5XbPk|(% zfMiTePmcMBRV%BMKtM%3X5a0Bu@2g3@pxKKQ238vc$#u3;4Xy?Ys2N_~k!7khjD-3NfPCjy zMs^AY+9}3=Gnf1!e&Y9Bo0atW1r`9#Mtlur#jktC?{ z?Ee|EJaZq(bcV07My1tr?LCjbjC1=##`(cV16%)hzk_Ij)#s**RwWNF#^)XO97>~+ zgS%`c@Ijg6#D?kzMv-Tu;#k(A%f1n2ZLM2KbQMZ-5cdV;Ky!!N4Fo)&iG?%WCxIXe znhL(Uwvx*7+JTohdEmwQ9?PD{zRdJVX}6buTvj(Pzs=!N%kslG0QT|-#Yw)Jnk|g9zXRvR`6ey&`Bg@Jeo;Ob=6% zYFtCM0X_^49aQJa*cen=fW>7Orb$7&f@*fE=;6g*Jh+oAZ839EO%VR`(T8lSzTHUu z$$c4}7{5%kqZ0 zx1YCkt&3!ksGu@O#))*g(A)rjx`4zf0PAo*sR#{mIV59LPFn$LCs^-sswQ}lJ_0KFLu1?-Vqjk9eIQi`L-h`F03*La97tMHZgo83xU{m+l8&5A; zh#_H{jDMqD8OI8&{Q3$E{Q9a4#Kx|y#Qq>76AF%@NVHwTDBsRM=3NZh6~HWW)zXx+ zZ+?GOKi#ug<0j|;g48br>Qj}hG8mjJ^R@~KNRaJjAv~kP4|-4aya~TCD7A`heNx)9 zb{d+e@_m`K(4?)8__d~g^Ue;mM-Kv;vhvZeHc?-TFH}whzo;ft$p|w$X*Z*lB_Rdc zU~2b_RR32^E}b||fbMH=}DIP!gKD9O(Ih+Z>zR5?M=qN)^` z)S#e>9pD!zLqfFD90Zwsr05z(!AYGXv>kNHufRn6k&~Yu(w4#GJca?IkdvWB;1xLK zpln-lptC})z$tf z{Q&af-F2n7O|y_9$iXn03bO7gIgy75*yYlex^`2OWCJjqyo;DE}`L?#nP?~pxhttIG4o>;!61IysSc* zg{b(({B(1G1oWp*NbW%0Fzk$k1@>u|f4#&)L>Ku5R(P|O|R$hx5Mm*!JrFOP?@wacb&o$%9IGA?GY$416NSGYHUc%Fe zRp4l;xc@XPJY(hTc9wcO=Kt1K(T)_p39ow(dK%W68Z=8PNuXiTmL}}*6rZxcWN-bWO zH~uIWChEt}cf9hVjHYHW| zD>>&`8V!Pf-*B^Fwv>nX5d$BEi|%*@kO{srVyZudORpQtV)%}T<$MY#3tiP%LzDZk zU++kzo-J5wfz%RZL3QODqK28O`b6?w8MwkR=X@B%LWX}j*ai~;;E%3U-f&XYP#0&4k?8>iI4>uR#9l@B6E9_fn_^r)uNN0tOHh}LiELNT--O%Y0V zBU_A7^!89ri=)`9oWM}w)AtHsQWN_{+^%W?@8m;K=Hodl;euG0Xw$F9lsaIXK`w8$ zrnA@`i?9z~uk^tX0f?jS36A_fZ)#qY!##(iH}R#PT-L$U5yN<~GLWrBsWdsA4j%!*i$Q^rTf`-VW8|{LNhgN#7;F{$xTEw9VPu{FTfT@hWaA7$;L!G+`y zD;2(<88)xXC&sDh0z(7DoyQQGB$6LM3o0wKMWzdN%krE`Yl(H>(INg@r$nANx^q-T zhga6MRpiAKenHwIlhF9uBgLuSw3$rWN)=a2Z5p_C^upbHzj!0&56uo6u#6{72+?pB zT-_bI0FmW)o+$~T$D^= z+_xW!`!qB7MOV+PVdvXtmTrJr1El@T#Kxk6h{DK^U+?PchtHM(;*!;~l6!ftbw zeLS=nMg}eIo|Y>)n7yE%#yVh?1e!DsuV?)U6(-f{=jrr5ooYAuaR!3i+US*mU6*Hk z7YYBO^!!MN^x$b!c%Yb$0rbF&g@2!y7=hQ6^^^pIz3eI?0IAtGaq6BBNLi>Q?V0%7-K^y32?la7-geQjN4I7V|np%ZVkDFu$ zOAZDB4gG-h`drA(Lnig{3sD92kqS8u?L|vMsr^l^gT5ORy@hQbT0`PVz<{6fiQGEZ z9ir6hod%S_UWCMl=vjF5wS-I%*G5`T#6{W90@2lKsY zu?eoDA6Fk}MVA)P(~K=yoNBfD7N~kdWyY0xs#A$AYSHVJS`s#c0(1>TB1s9jrXE0h z8UDP3?LODL3EkDtNi^*_kf*(>I_G3$Myi_f>e=qv$@(mm2LHY+C<>k*CDD$$pW7QQ# zp(zishmh?t3PZ;2j;tu|;@dYk6QauTgvq*wn#TIJ`~6k3C9922GkqzYa@j4eHQ@7` zk5;sah0gcM%pk9|1f|QD;TiL{YU@j#@1JnD#C#p5H0G>)5p8C#@l4BKOuvnj=|xW< zH}s@eOPV+N$$eY#sW}91J7qo4V1Nzp=;$siTDfg~UC+S1q{kqrpsRsvIvSev>Ev0J z)oK=&*!IjYKP8Nmx7RA6j(pTBq4wxhch>K_ZxJHAU%-umOhZ~>#FU@%6r{r?B%LZ8 z3OF@ls9-W~Xa+cE2k}LniM{Y(HQ88MX&v=Rt*GQSC23^IAu!}h6+ec}@sdnXT%6i- zB`u50)0f_Fm2yRM=l1jJXA3M_F{O=;s{41<-DbRZBCCrO&N?qhz@ zv~;C-Ab?2N-`-JJ>@%EAL#^YxgGj~peRnx1Zxu%Ee=TW&Wp+0QMvY03!O(^Zocetg zt1qS2t8R1Uy*IDf@PRi#;?B(bTF(31uz(TwLQ9V9Y85T0|3GMN(m^aE23B%yz+Wv?6Saddy}M{)FaSFS)Q`bd|6RZv{g6ts7FTzdLQ&8A$E)83fsk6Re^F&uP9Ly zUlTX?s06|KR22fnZ#boL!bhBBCsGfZVGP>VMo{U83iHVFh8;7;%mgqPPXYWiCRogl zxi0HstP+#2@2PB}Vk06f^8ME0HMqjGWcZDau!+O|4@2(%gt^Yh#_(@WN!6;*e|2dy zc+4{g^HGBSdW{t1C<^sK2fPY&ow^AFM#|w?qt-Pw1@~+`#*;{Ah;A^&KFel^;)`cA zN$ZMB{sBr6<(B~UAPf-T1AU4qEGwL0qZyUo6otRoUNetWUU{0)XtZfqR;T>9{QUUn z{ki+f6crLe;KI9k!A{)QU2pPPE1Av|7A^=?p@~H=ML#qN(fNY*MDO38HoSo}JhMv) z&$G3HnSIq%TBT-2|J+-T75U}{>G$-&^Fi|M{{8srWOLdM##Y7=$lYad zG$ERciaIIb*yuQ94_~YGHgJ{~LgBMw-IQR?{Lu*lB z-)Ea~2wF&BRZ_@9=y__vj-2qoJ5pW*fiYZcUuPe1pWlG^4xv6nO_EEJOSJ0uGV(0) z-H^y`H6H!lNix$ba(F*pXK4QZh2Od)TwVTnLoIlCn7W4JU8@* zxd-uiqqTX%s&f?NH@}yWX7KnrK?K?JN)pEy&FFua%<%&VyX1z$##DP6TLKWP>aC$# zlV}1p%6m*m(J8g=Gi~umm)heJ89`i*snUn2k4fXtv%-VXN@A-JO{)Qzm9JHr=eP7M z88>9})%I3;>%VP_yb(e$Y~Ui$gQTd_0oX|S?*la_1ef~lp398@*($BU6vIuYFZ@yf zG+q(cqgn`cEEO9;wUVSy$i)w09K|;=U^TPv1T{SwWNgoXD^~XF=@m;>(^r*%I<){! zl5CH&D7mw|dLYQmn-#|WCJJnowYQGHesjTX1}td-rH%!YTUa>BiIZn0fADJS|w5K1`&0@YcniA+@)7B^chAY zld8;7&XKK0C%kGG6~b?z_(!-0DWM4JGz%|}+I_UQu*zfi+P+^ID98i37tmnz5$!14 zN0PW0YQY^_HlXI7A`9{`h8-8Kg?YqU?xv8Gva(_!a@w}UuHdk^$5^f0g`tAOm(vrVf#s*VAZA7}7 zZ_kTVN3-``-dG7_W$5?v#{9U%xmSgA2lD+wlW+3s_iknijV|sONvN2Bri#;>V;LY? zzC@~I#u9CYVb1vuo9v+;*V)t+2Mv6F*U+K}qs1M$kQEAU`|QyJd=9L;!1O3E+HuW z?a$>1Du+|=r#V4CDP!F^6g7BPI6aN#tU6+j5nMAE9plpb0K=rPY2j4smwCq~YAs&b zeaZg`KVS6#o?Tx4NQ5vns&?HIHPjZ=T&8=AFK){td?Jv-P(YdB1Fd)$?kAaYxNyBf)`)lQ&xT`S=Hmky4cp! zTNdHS8*k>h=eM0|lj?%9T;&pWQ3IDeSz=M;p6AfVc_+3McH5JSadnLbu(6VT=)|9! zGxpo{Nzt4m5G^KG^wGJx=|pxpJ2pp{cYO#M%vg5q6iPO&#o5h>5tP_(U6evht8?1T z&jY7*oZm0@lcZ}gU!-;1ynY4rR2*RzfxYAX$bMmXh4tBYiK@F#C4$#4;MVAUg4rAN z4JnzSU$J{=`Zt^mUBtgTMR(_DyM2MyKxelqeWGZHLbp9HmhAJuIuD7baB6<}ErZM* z@jV_9fEa#fdS8+QLYX3yCQ`cmYB$Q0J2!qC#B5>6(qd%eK_8u$oU!%Jyc^^n)oTqq zfPOmvBxT1_58|M23?C^)D&PCl5F8@Qe07M9g*@&9f zkbpS3Q!ra}Sgk3UgIGzf^OK#lhbzEmg+96d#tSQ2iQks)SXuFa|OikgB1j=OLBlT)k-P$e+XmHJiS_Rx34 z%?FXESf)f(scLfId2;$oYN~U$Wib$)=K8k#u!&W-%ZMeH=ZdjCnxM9p6+?-6Ng__( z_$oQO@Ys?2cS8S`6U8OP7EZ5cXj_4nH*WUZ72e|oLaYCv%@vMFEYz1Xz9m6$#2sI8 z4PI;9bYVMbFP2b~Hxw5<>OK@zXLKiulSQ`zWqi#BaFUDaAVDBIb4GTUk?YsK+x5)Z z1Mlwx8}7nd5Lh$A6>Vy~k7I(2n}O#IH6Tgtd$$8Nn_C|)-KEtdl5BbCIk>Ip?3(yz z#%y%GBq)>Dg)@{f3i64icFGtMei9UkBMCuS;Xt$reo|&7V~5Hh06A4fEj-nBN}m*8lmd`^(nu?HOmXLOOB9&J?8WMo;?r_SO#Nt^$0_CYU4OyVkC7P zV}Axji?VQ>%RsQs>6N*2s5buw>?16&#iw_UX$~7cHcS?a3I=NH=fta(PFonQ+b#wt z3l!6;Zm>#g3l8*hv6TrYs5m+DulC=%Qu18o#Ps|{!?@c)T>+VQ2fq6z_VJrQG3xX^ z*Me1|jdzR9Y1@8JVXX;~ZXThp%2f-wzqgwiuQpzGEhu2~{%*H4fy~FQIx=#Qy%HTo zpV)~#M+g<~E0&X>773P%sVl_SdLdTWa2hwTzE^3-{K13yqgG+qCl|Uka1bew#+{98 zw)XfKC(#q3!>|l{i5;jWv?(MhkAsXf(OZdJjf55nq8YAy&+)Eg_s0ICv65O}%k*xt-jJ&jR+#35mbO{ak=tYo~oG%RYYGkh|VQAo(0{fmfzI@{P(h0}U z$fgg#f!f?0LQz)Y@ZmI#yS+SUNG=F(7uld%@`u2N;!dJVp>?mqqW4*g`4YIDfmby} zJ6@j*2$hJxzBIpo4~X?h!4;jt!9qtP3 z3@V%QTT|~t?t6EexZVT1bzv$wvzQxFG(5;}2QN8`VUBVG=$x)3uvG8!G08Gd2LVP! z?gbIlZB@#O%B?}}--{8A?ZUo56siYTrg^>guVfkFH-^!>c{4_D45~(UK;uFZZ+(|^ zotr0}-fYEICe>Ig;XN9ZJFR&Pm@bNyqYa~XDD0=JJ3GIw5b*=_PwzN9xxlYX?KGjD z8qLffQxE83YPw>S^H2VYt=uX#n|53`9(de6&2C`s`>cCvJ zeOO)h*g& z|8)QR5%ARY3C`0syXq={Rqxblg$;F~wH6qmfCnqso5zX$n5a{p_?6b>o2a{9@zFxE zzNZQm&0csYH z7poh0tm&XwIjIxUv?qdh$GFkw0%ai2>Pj~Y5`@|n>ztY zwr0F$QDdOa8nq@;N>1KZveLXdyOWtHp*Tfl6?gnCKs3q1t*t*RixDraW}K+n$=MQB zpJbN|9gc1m`yP@3$C8Dl8zxiOKfOJejrZP67@6t+bq!Nn8Cp(J6{}~@-cebC zGL%5(qI<2mnE|R`KxMhU1u8&e$2Kx%FB!xD2t=%a00lu(1|saQNgrKTK$k#+2FlvH zOH&Jv$gsoO7E8Sg=hb@Xa?P{WOB>B28F~4hE+944Zibe+QLB zheS$7@w|Csl0rI%bO(inbdpoGi0F5D(#&#MG5Hx(I)z}xc$|&Q4$W2rx&8r(`TmHr z=CW->*gNiWDRKX>koJ9dfBOoL20OKxO&%|@ zX&A2w8iQaWT7HjSm`T{23ezC|Ru=_(yt(RFL-NET&r{!c&9@JWn|A-8NVb?qv^G+wyh#4UKXOcE_s8s;aF=u7CG2$uktr40G+ME#81) z%RoB}S$J=fTQ06&?qW_0<8E}!rDAem+?i#qgPq%wHsqq9w+SJzMbd|H9SlPzV+S}J z+hgnjSyc!j*_`g%&0CxYywj+=Tt0RYBzT-gK#9l?k?~94Vu2KOputegeTWiE4%oa$ zGrgeC=IRtX9_oTd;xh;|&2!)H=n@svl*%e>hOwI&c(SBOXw5c{s|vTJRKd%#*FyNv zS?w=6d-{v7Zuqyj3p}RLL}&O|3i2j1gfB= z?h@}REwUnf)>{-FxI$%XOxUxyejh}~`XFEvuBXm0-8IBht7ca^J?rFSyKrcRLMO>q z^SHstc>zd_)tq~efeC8W%^j@{ySLA|7~Gx|l4wFiTBJkSjPcOoP>BcUPM4IU0iv|W z9{ni(FQ-sgIKsOLPB$#Lh_qnczS$j5(BS;k5L;J=db1P|{Gv>n9PTenE?C}))*-t7 zI8mB!Kw1IH&F=xt0nG8@l?oVp$?crk>vY=XO3I^qo5JJ|w9W$aL7hUb1GaKGMr&>x z2bgPS%r>(_0YE25R`Nz^4>)kPvq)3Rj32gDP&;=e)CPt&b*0y#I(^^JptIi_H!i^~j9cE~)cLXX_=WSE7Y(fZ5i+DhD=n}m zJ>U_Vw~t4Aj`F&zD(fE1tP9r^lvDrc*!W9Xsv7c!vKmS>a8om3>f@+!v8t1zUG0wBM}#fskO^m0Op1f}qc z=k|!q{OW#HBhEk>w$Sqk=Wx_@eU?X68oYG9hkf8S1753jx!N zmD*hRa;Y5mym)Pt`#BPS9^>9|^OG#|-E0CXKl8Q4jWA^GU*xLJ0TdtkTXRff2(#v4 z3bELkY>^IA2#w{(lBjHmj*ru2Db6?pp$Xos!`H zm52=ExhH5$wX>D;Z+EpLfXm{<2F7_mz&VWl^!-Exbdj$naxoMz*dMuQwb5y_dz&D= z&@l|Gj}WE3KTWEIe4%Mwi2k)n@cHwLwwR1D6_6HtLxS1?->VtkhY{QZCpId=l!PtT z=Gpw93!PhEkNs-ODdmR;SRJ5?evBJCFldZ|XDbqD`Z+Hx7b57Fe!`H7mj~eo%cfkL zHTEAeFooQ(A||)Nyc#9DJkCKID}B*=${d!m@E!5t{Pj{FU(|Ufh~UJr%M$_eSX7Hb|w9~Q4j&%1u*DmvN?7A?nj1s~w zIQsUU-rJ}An!{z%T4y&(p`=l;bGJVmnrEV%iW=pC&jvQ zL1X4#^XwI0^`|^tD`Y>oByd`O+Q5j@sDc&DBm9h9#Zjug`sYJx1Qv=fz0Rx}pyPGPQtgsj`2PGt@=qG5QrWE7&L zL)n$$%KOJTC2iXfQOvk4Z9A#z1@tmk&gU%Sn*l_o?)89QK}&mAv44qDzo;7Wgi|b_ zr)A()s~|I!u$eHyr1wZYOJG`+GrMv#QqBkY`By5XN;DLjm($M!a*(a^e}ETs9{xcY zf&D+C*0cQEKgR!3Mo6-Ax_iENSbDyDnx36xWtxMPkfxm$rve&J|BBOpC7gT}j5!PC zdVmK_;oa+{{haz)8l;%)>$_D(5c1gvkG}!oD`Jk*b3!-JGc-a$n69z8rlOjr6{nt= zlAIM^q9kWwT41E3v!9_YqnePKC6lLPprcz}0!>JP5>JMb@qp3^A76Vr8eU6>3U?=m z((&l=fbw}e;_H_JjsD~cE?SHl%3=!sWD1U3gb1F~TglS{eIfXn^V5^&c3K&H^?4I+ z4`=5yrLO=EcL5_25kcFzv3%|ErTXZp)H?ONHvDKDfZU1wX(L~6uXE55XBEZP6jxPN zHiZnm4YJ84*YV!w9=|jrMsnI0hP1aV+f8pE7hXnT^d6Bxxnd)Dmy9#}1x@r0I zURpnHUmtY%U?;P`cYeIb)9>u>d2kudO+csb^CN_p;|%TbLHaaxk?vtPt%SFY4=oHp zqaA$uzrUgB>HZTc6Eg$dzrLaW*8v_r!9_tpLH}`ihGk#^fJ`I#t8B6K-WdKA$}|X% zIfCCH#e10M8`e1XH||}iAn~)W{D;7R2<1>j7`%}5b#x34Nh;1*7#J6r7#Qp)=t^kD zC8kMaW<-`07#bQG7i1Wi7-|%3$0caSB&5gWuOul(MaLv50PO5g{cq#x<;2NQSS*;t z#Goqg??*>R9^vi79&f^DE*Tt9N9n|vQ2gb?<-*40zd(0BlNJlO@(RiS=iD@o~L)iF{tDUs1Vo@3!QRZ(e*` z!(3jRUsR^ws9&|oK0NhaT(_=oWUzZVy-$8<*bF^fZC&w4i=KN_+DB{zU;K6k5PQ?l zeHmRdT{mPtraeztFYb0e;k!#*9HlOAGKpg8K0KM{ZmV}bggR|myiQ=>X3l@IcOIn- zSw$^9JuAIjMO{z2CR(vXeXw1BWUjugbDuYkTKjDCJKnEnuHj;qzn{Y$6gzWsc%QZ1 zc3ex&cG5d<9B;p}KC~SkT)U^ELVeE}ew@C2G@X{auHPOgJ1mcWx=bpoPibg#SGXm= zM=N*q3m6F*nD2dc8kYEsOeP+ZX+HP3PCU1p!lBoENTp46hyUi;9tvI#^n<(GQJdP- z$%CDbFBuR(;o~agKP4B#fAi%2&sM1nObq{;P1XUMS5CoK>K{?kJ;f#)$s$LM}@w@sw%Xx(%l=f(CL!viBJ1&^8{JoeyO3RBlqtPr_7n<%JLZ~5gcccHno7u)O2!n<7oMOpnm}Y z!1zfCn`i65nRW)A?!fgP5l68on=@)8c8l6aB(ep3Qj&3!q^sYm4 zqO-W%q_6MV%qjTYATIg6-;`NSvZn8vN5+Y5yemO~z}R~f1=d!$=%^V~J#sGuo@$-JZ$O>LV7o{)Q_gjdk5p zpf83vP?qL7$5KE#d<2)wHJh!Pn!-LuzqMk%t-?{##$w@#rLY)?2g-e64j=gi$Ul2M zgTJ(f=cR-Hdi#BQ3<}5(0Fi$+^S5qXp95A{U0nmNb-3brAEtNKU1B8wmjIQGS z8w|5yJ%I?*dl-9ZB@m$x4r_HGw4LJ!Du}@pY*0z1{x$4BrFfD*zn7xrMHNC}3r#OJEha{_BbwQxN>5Qlt%!mqc8_ct zer~d?m9G9%>p{*)uiW}PuHv|DVV;JaGSaeCA=~TVc8{-*aMb@#`S~yF3;$DH|C@l0 zw%nw}ARR*21?6*^Tm&)rJAfgC3=D;|<~dQ)wvqW2l!f@%eZQ}+CJXyxp0Nuv=aiMg zEifww-~C>76&+t;^!@5azhn@WrZt2lzd7bIjmjFNXu>|xX67kE!j0 z*O68OxZEmL(!(jjLi0(e#U-%ICKFmi6aZ0fq5=LVL}qsbv(3p`r|N05xxOQL1zS1T ziBG*CvR?vMtb^4ZQT4z!WVlWmnz)ELoVxlkNc8(lt0v32$TvhU1G#kWJ!B&&uk5Qm z>mHNwM_GM?X*2r^bqh{c?&r|KP*Eef^{or9=~fr&4nB&l{p~+R??0Jau`vDH*y{g- z+{pX8$9tH+kn0>x_g76S4Smv!JWgNx#S!cR-aP~#DvB2+-G}V|)sr&T(_2IXiI?~! zP>=u+V;BR3ETJF-gA)QVqs$dDOM<8=i^{vAzmC1A}t~=?w{P_yP?%jGSf5xQ z>7N|#AMYPb7`VqZs46o0UueB=K5c^Z+lIzB660^_AV7?OpG=c|+vG zO6$J-SpFgW^0HRi^Wk;!M#Ew(@fWmdM;DK;UD`9Q<$gM_mUg;ydbvA%(OrL3H10W{ zJ6~-#%AZUxPh1=yWv_E6VhuzGL62`le{c}5zH5{oxu08KT{lL~bXF)k+1E8VGLJep zJUQPvT|#r~*Y7vn;`>pOZMtomNtOhr7k8ilml6A=rMI%TvT>#pIY`H*&v~2--lt-B z+-JRBPQP`g`d?0_1MoxrRmyA(ziZx4V$7Uf*8+mK9!|!-*amqzJ^9tmUEPy$c51Qo zGSmnLx8Rl5C?6(8A6tiRFs-Atv$wPpwyqelJUV84Q{!HBs2?tNE3U)0kW(bSS4juA zhB>O;CAzhoT}8D;mvYG&bPI_)R$nJh8Uejoa=p=4Xs)Ld-Q4`rRAVBG8FE7(J_Hc~ z5)VNe{~@dC+5Q`|{)an(;om??Tdvb)kPc?^2^Hs0e%)ohHVAMqFfiUbU$&PY)qIR! z7!r~D?aqoq6b!CdfGFO$;S%hLzf{0EDI2pvz*-y}#ugUJKu{#13Ts}pgs4ha!$M=l zN7A>XMi7+vmUYC_#nZxyZJxc45^biaS&SE3tfrJ1cm^&+KS0Hfx0;lG;Ga+zlTT&T2aE_RFyznl z8t;$fA5qA6)`t;of}nwFhP%27whmU0;tvRW!qC^Y%K-&Lze@o@eC-CIOi%=X`W{Z~ z6Vzm{Cq#e(4;*M;i~_QYci$J(Cc0|~oX>A+u!;K07Xv4a5Fj(U8|njWEjY%E^_9nn zfF>XVag6p*ee6H{2{Ba#Q{<;W$A{%_k2@A-h?6pcGpnE11{X*dvP7>A)z}O}pn!=` z$rl{p^#2rgUg2!GeIHjXCEB7jikd~M)QC;2*50+n2qk8$$UjoVteFZeLZw!X8dXA3 zVr%WKYQ?I(ni{ps<2ie;_kFMDIlB*jhxf_nH$LAMPLPN(0RWVkdBRD%OH9 z@Hriq;Ltq}bS^aTU5=9 zyJChO^ZQ109o>p8pyka!buD7P`p<2#=esq4=TtzGNIA+9xtBV=G+J)PaybGEzF)8$ z8sWF!@G-7yuxoEe(pTQ+>Cw?tUwHDE3hyAF&fqgwc{}Izd^$=;C7IO!*L3ScPQhnD z$oboC=xBs@7>i%X*8>I&^lGcA%zShuqni61#aC#%uy+3gqlryx84&WD)?;|4(|^QUTL*|_Z}FXo8KWWq47|I4+W1>;YrAYjh~jX{9LEwIW(c_anta5^E%^* z*(4T*%!6@h%DO;?gr>y=cH@kn1j`+q_Zl`tz4nxov)Ft=)=4mv23c_BA+C_gM+~6&0elZov_V=k&%7FZ2j52L6>94Wlf^P;h~4K z*vPZ<;UiwK``><>r<*Y8?L5oG%*G2tgs8+nWW7xEfDwt-vrF zY5w+;bT>fq9|=rRF|`!LlcKsq^&fio_UmwIm%t-wFCa23_5D3c98pvZUZNN5_H0lG ztWWA#|Bc5NiheQN^?`htbY*?V6{6Zl*ZW&|%GoA8urH+B5LkopeP5yP;te)VP~ElX z6D{_3+x>eyVrLKk#JnoAVD<5fII9)I;}XGvy4yw>ub`QPG6`(ZUC2CqSzt%ae3>mq zLUccu=I0Ny!Mk*KY`t>pMWyU%tKVxqd=&2+OK0&CMSVc(D5&r?6Y_mF!%6$`T5tTV zhgKx7xcCo$dNc%Xo;>4AS+w_if1RwC0pZme%t|YALls|NuS#*!Mbm^u8Pc(f;ZZTE zuQ0j;l=)w%-qhV3*?fDdUa$fXKQ^NN$QDj_u7_qk0E;3#!#NJZg+1m=npwYukWvE0 zrfS4aVBD&e)JeanyC!-bS_?g9&H4ON9sR`2Aa;GH%`Ix6?J6BV2v8rbxmCstwk+Db z-E9*m^vhIxoC!e2v88=tgj%5%QhU4qDy!?89xn&0)D}38d~l{W0q9>!HzBh+L)jed zk0Y7bKBo=rK7UQR^(Od=)O7cX_&&j_%w%>++(WE1kO5}UF}daG$Ju~7-koc00K57b zBoEiZaA?EAPt^_asni0!CYMnJx>qN`VR|<`hK(g?Ja51f!bMy;>p=LyXwgoW;l!-q zMn4B7B;C18Nl_sc*Iwd#d;C~eo^&Eya*EHQLGttM|GrY5O9KG>#1APJ-GShO}h9v9X@{d17 z2*;-Plc2uIH$o%x4W=p*R-VdE%lS)T=%1fGy}2DX3aiI6c{?4dm|5Nb^Q~=HdqT_h z{Ohq1zTlmutarV1ez&<&a~jL)Y*IUHX~O-NeLqG=A<8a26rk@g zG~rK%=?4`ijpoOk45=0F4)^Ss;08y0rjuTb*Y`{=Yn{qf%^KkbR?ptoCOInwU@V3A z*B`cd!tR51;JDWaEAU2y?OeepR*w``b$zK!`;#iG(1E){Y#IA8&AC2WuXq1O59r9# znoDFlZK%Fxw|yb4-LTq1zW%(6Y;ZI17EL2(Iq4Ai|RCB0)t+b0dYE0T|qsfBwj|t+~L8&CjdPH(hX5`}IpcnTA zFR*E|xkl`025mW|8dLpDD(9Yh^LQTs6Rds6T~qx*4vfzCQr)J{%Dd7dctLcn<0@)4 zA7a#A?VY)XhPGo@S*eta6CKDS&-_wHWq&}6u?dF*=D>EDsDl}(sqg_pp-*!ivDI8q z@OE0~7l>Gvx9U1r!=1_17?i0m*!{5o78f^kJdU+yb9X_cv9+c>)U;9Ixs_X0M%c#r z%3HloO9Yr_(n5J3&(Ai}+U%o(d+l&KL7CrPwvPHqIe?`L_$w1DHI3(Y+PViC^qRT= zu{dfo#WxXI)IN^Yag+2OV0-f5z0`YHJ3_0dDe@_?GL9(H^W&A2WBV36&H;~DF1!&` zAjLuO@y1>1kgRs(oxY9r$s^-9`B1@d5u@e`61olM1HeDmx+j}vwzC&ujFxwS& zHG^4ItXpA?&gB!H$UegfMO+1)jPreJEUfR7RZj@CnLtZ)F~t!$WSr!MC*Gl5Ad|94 ziEMq_RuUp*$x=iwdXG|34*2H4yb~Vv zgl3~}V4)Y>cy*oE+*0)}8_2>oCGNgOAtS@e`IXm3G#84OR_qqZFBe0^3#LyO#{TCQ zNObn#X$xd<)vfFt6xM)`RM3 zc=m$l6|Oy&c|NJ?6#hl#mO;a;?WP&@zQQq%Q}ElEm+e^nmtCro()@NsNkf>zZS2Z2 zC6nVG%Vxzbs7Qu!;b<=+g9T!(tQC@L{yy5KH|x*5NBL?AV>X;En$ub|eD{ngwp#J?_|(R9g2-j>uq$E@XJF>#%QUHT`#A+3 z*P483rukk_XGVy#h$nHinSk#Gg%(|d*c|!?Wa7%=di_^IvKQ^j;X@@4Cp2|_)5S+v zZqa;eu|amsR$;7xXZ_6f3ng|XplmEjgxf{37TNuqR=ATDthiCCQ5!Q(SAh)A(GQ3k z;&vD`I+)}9{xyx)SFx$@X=fV5h{@u!MY^;}F1A!IFL~I;@5dw7!o5v86hEgC(FsQ9 ziMC#AB#tVCdWMrbU`mPAX#q1;&VPbn@mO^D>zG3yO^y}<9&PFt* zl3bMcD)lV4cY=Jila)#Y?ety5fyyV9E>pfkOym!|)Me%{yflhUY%^LQrGyH4Qzy?- zyGc=AdFBPJbtjpa(=dq5DPQt{QO{3ezdv>|tKa9Qe|X2*Gs9{_5I4Tg)EffCL$men z`M3xT;p++I?ZIz~a;GW~Xe)y|KPtE_J_ZQes@&UBnR~#kthCu?u8iU>_0odrE?KT$ zDKPUagHd_}MeOl$j{i)~QmzxDs`<1mJm@k(c_XTt8an% zT^rlGZy%0sK;|3z!2NEfsEf|i5|M*F6v0f(`8<-`77`od|33P=GUcqle91TDCK-E+%Ia^l^g^}jasu1@je3P z8qXx)YK5EhA2pnAHpY&kxVeAc4~`HB#`;^C7nPl`+W(|%>W~HKLHe;2PgbRw{_pSb aM>xU}C^*ywAR#R;DK7^Q5YRBv1pEu*juhbl diff --git a/w4/zumz4b.ipynb b/w4/zumz4b.ipynb deleted file mode 100644 index 001f82c..0000000 --- a/w4/zumz4b.ipynb +++ /dev/null @@ -1,1202 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Uczenie maszynowe UMZ 2017/2018\n", - "# 4. Algorytm KNN, uczenie nienadzorowane\n", - "### Część 2" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 4.2. Uczenie nienadzorowane – Algorytm $k$ średnich" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przydatne importy\n", - "\n", - "import ipywidgets as widgets\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas\n", - "import random\n", - "import seaborn\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wczytanie danych (gatunki kosaćców)\n", - "\n", - "data_iris = pandas.read_csv('iris.csv', header=0, usecols=['łod.dł.', 'łod.sz.', 'pł.dł.', 'pł.sz.'])\n", - "data_iris.columns=['x1', 'x2', 'x3', 'x4']\n", - "\n", - "X = data_iris.values\n", - "Xs = data_iris.values[:, 2:4]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wykres danych\n", - "def plot_unlabeled_data(X, col1=0, col2=1, x1label=r'$x_1$', x2label=r'$x_2$'): \n", - " fig = plt.figure(figsize=(16*.7, 9*.7))\n", - " ax = fig.add_subplot(111)\n", - " fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n", - " X1 = X[:, col1].tolist()\n", - " X2 = X[:, col2].tolist()\n", - " ax.scatter(X1, X2, c='k', marker='o', s=50, label='Dane')\n", - " ax.set_xlabel(x1label)\n", - " ax.set_ylabel(x2label)\n", - " ax.margins(.05, .05)\n", - " return fig" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przygotowanie interaktywnego wykresu\n", - "\n", - "dropdown_arg1 = widgets.Dropdown(options=[0, 1, 2, 3], value=2, description='arg1')\n", - "dropdown_arg2 = widgets.Dropdown(options=[0, 1, 2, 3], value=3, description='arg2')\n", - "\n", - "def interactive_unlabeled_data(arg1, arg2):\n", - " fig = plot_unlabeled_data(\n", - " X, col1=arg1, col2=arg2, x1label='$x_{}$'.format(arg1), x2label='$x_{}$'.format(arg2))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4196201adbb34356bf7a5f511a8206f9", - "version_major": 2, - "version_minor": 0 - }, - "text/html": [ - "

Failed to display Jupyter Widget of type interactive.

\n", - "

\n", - " If you're reading this message in Jupyter Notebook or JupyterLab, it may mean\n", - " that the widgets JavaScript is still loading. If this message persists, it\n", - " likely means that the widgets JavaScript library is either not installed or\n", - " not enabled. See the Jupyter\n", - " Widgets Documentation for setup instructions.\n", - "

\n", - "

\n", - " If you're reading this message in another notebook frontend (for example, a static\n", - " rendering on GitHub or NBViewer),\n", - " it may mean that your frontend doesn't currently support widgets.\n", - "

\n" - ], - "text/plain": [ - "interactive(children=(Dropdown(description=u'arg1', index=2, options=(0, 1, 2, 3), value=2), Dropdown(description=u'arg2', index=3, options=(0, 1, 2, 3), value=3), Output()), _dom_classes=('widget-interact',))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "widgets.interact(interactive_unlabeled_data, arg1=dropdown_arg1, arg2=dropdown_arg2)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuUAAAGoCAYAAADhFJvRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuSfVxL0AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "seaborn.pairplot(data_iris, vars=data_iris.columns, size=1.5, aspect=1.75)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Odległość euklidesowa\n", - "def euclidean_distance(x1, x2):\n", - " return np.linalg.norm(x1 - x2)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Algorytm k średnich\n", - "def k_means(X, k, distance=euclidean_distance):\n", - " history = []\n", - " Y = []\n", - " \n", - " # Wylosuj centroid dla każdej klasy\n", - " centroids = [[random.uniform(X.min(axis=0)[f], X.max(axis=0)[f])\n", - " for f in range(X.shape[1])]\n", - " for c in range(k)]\n", - "\n", - " # Powtarzaj, dopóki klasy się zmieniają\n", - " while True:\n", - " distances = [[distance(centroids[c], x) for c in range(k)] for x in X]\n", - " Y_new = [d.index(min(d)) for d in distances]\n", - " if Y_new == Y:\n", - " break\n", - " Y = Y_new\n", - " XY = np.asarray(np.concatenate((X, np.matrix(Y).T), axis=1))\n", - " Xc = [XY[XY[:, 2] == c][:, :-1] for c in range(k)]\n", - " centroids = [[Xc[c].mean(axis=0)[f] for f in range(X.shape[1])]\n", - " for c in range(k)]\n", - " history.append((centroids, Y))\n", - "\n", - " result = history[-1][1]\n", - " return result, history" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wykres danych - klastrowanie\n", - "def plot_clusters(X, Y, k, centroids=None):\n", - " color = ['r', 'g', 'b', 'c', 'm', 'y', 'k']\n", - " fig = plt.figure(figsize=(16*.7, 9*.7))\n", - " ax = fig.add_subplot(111)\n", - " fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n", - "\n", - " X1 = X[:, 0].tolist()\n", - " X2 = X[:, 1].tolist()\n", - " X1 = [[x for x, y in zip(X1, Y) if y == c] for c in range(k)]\n", - " X2 = [[x for x, y in zip(X2, Y) if y == c] for c in range(k)]\n", - "\n", - " for c in range(k):\n", - " ax.scatter(X1[c], X2[c], c=color[c], marker='o', s=25, label='Dane')\n", - " if centroids:\n", - " ax.scatter([centroids[c][0]], [centroids[c][1]], c=color[c], marker='+', s=500, label='Centroid')\n", - "\n", - " ax.set_xlabel(r'$x_1$')\n", - " ax.set_ylabel(r'$x_2$')\n", - " ax.margins(.05, .05)\n", - " return fig" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr0AAAGdCAYAAAAfYMtzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAokfoBQAAQPT+PxtJfLv7rQjZAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "Ys, history = k_means(Xs, 2)\n", - "fig = plot_clusters(Xs, Ys, 2, centroids=history[-1][0])" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przygotowanie interaktywnego wykresu\n", - "\n", - "slider_k = widgets.IntSlider(min=1, max=7, step=1, value=2, description=r'$k$', width=300)\n", - "\n", - "def interactive_kmeans_k(steps, history, k):\n", - " if steps >= len(history) or steps == 10:\n", - " steps = len(history) - 1\n", - " fig = plot_clusters(Xs, history[steps][1], k, centroids=history[steps][0])\n", - " \n", - "def interactive_kmeans(k):\n", - " slider_steps = widgets.IntSlider(min=1, max=10, step=1, value=1, description=r'steps', width=300)\n", - " _, history = k_means(Xs, k)\n", - " widgets.interact(interactive_kmeans_k, steps=slider_steps,\n", - " history=widgets.fixed(history), k=widgets.fixed(k))" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "41f26926f3cc4de6acf9239e228e775a", - "version_major": 2, - "version_minor": 0 - }, - "text/html": [ - "

Failed to display Jupyter Widget of type interactive.

\n", - "

\n", - " If you're reading this message in Jupyter Notebook or JupyterLab, it may mean\n", - " that the widgets JavaScript is still loading. If this message persists, it\n", - " likely means that the widgets JavaScript library is either not installed or\n", - " not enabled. See the Jupyter\n", - " Widgets Documentation for setup instructions.\n", - "

\n", - "

\n", - " If you're reading this message in another notebook frontend (for example, a static\n", - " rendering on GitHub or NBViewer),\n", - " it may mean that your frontend doesn't currently support widgets.\n", - "

\n" - ], - "text/plain": [ - "interactive(children=(IntSlider(value=2, description=u'$k$', max=7, min=1), Button(description=u'Run Interact', style=ButtonStyle()), Output()), _dom_classes=('widget-interact',))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "widgets.interact_manual(interactive_kmeans, k=slider_k)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Algorytm $k$ średnich – dane wejściowe\n", - "\n", - "* $k$ – liczba klastrów\n", - "* zbiór uczący $X = \\{ x^{(1)}, x^{(2)}, \\ldots, x^{(m)} \\}$, $x^{(i)} \\in \\mathbb{R}^n$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Na wejściu nie ma zbioru $Y$, ponieważ jest to uczenie nienadzorowane!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Algorytm $k$ średnich – pseudokod\n", - "\n", - "1. Zainicjalizuj losowo $k$ centroidów (środków ciężkości klastrów): $\\mu_1, \\ldots, \\mu_k$.\n", - "1. Powtarzaj dopóki przyporządkowania klastrów się zmieniają:\n", - " 1. Dla $i = 1$ do $m$:\n", - " za $y^{(i)}$ przyjmij klasę najbliższego centroidu.\n", - " 1. Dla $c = 1$ do $k$:\n", - " za $\\mu_c$ przyjmij średnią wszystkich punktów $x^{(i)}$ takich, że $y^{(i)} = c$." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Algorytm k średnich\n", - "def k_means(X, k, distance=euclidean_distance):\n", - " Y = []\n", - " centroids = [[random.uniform(X.min(axis=0)[f],X.max(axis=0)[f])\n", - " for f in range(X.shape[1])]\n", - " for c in range(k)] # Wylosuj centroidy\n", - " while True:\n", - " distances = [[distance(centroids[c], x) for c in range(k)]\n", - " for x in X] # Oblicz odległości\n", - " Y_new = [d.index(min(d)) for d in distances]\n", - " if Y_new == Y:\n", - " break # Jeśli nic się nie zmienia, przerwij\n", - " Y = Y_new\n", - " XY = np.asarray(np.concatenate((X,np.matrix(Y).T),axis=1))\n", - " Xc = [XY[XY[:, 2] == c][:, :-1] for c in range(k)]\n", - " centroids = [[Xc[c].mean(axis=0)[f]\n", - " for f in range(X.shape[1])]\n", - " for c in range(k)] # Przesuń centroidy\n", - " return Y" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Liczba klastrów jest określona z góry i wynosi $k$." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Jeżeli w którymś kroku algorytmu jedna z klas nie zostanie przyporządkowana żadnemu z przykładów, pomija się ją – w ten sposób wynikiem działania algorytmu może być mniej niż $k$ klastrów." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Funkcja kosztu dla problemu klastrowania\n", - "\n", - "$$ J \\left( y^{(i)}, \\ldots, y^{(m)}, \\mu_{1}, \\ldots, \\mu_{k} \\right) = \\frac{1}{m} \\sum_{i=1}^{m} || x^{(i)} - \\mu_{y^{(i)}} || ^2 $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Zauważmy, że z każdym krokiem algorytmu $k$ średnich koszt się zmniejsza (lub ewentualnie pozostaje taki sam)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Wielokrotna inicjalizacja\n", - "\n", - "* Algorytm $k$ średnich zawsze znajdzie lokalne minimum funkcji kosztu $J$, ale nie zawsze będzie to globalne minimum." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Aby temu zaradzić, można uruchomić algorytm $k$ średnich wiele razy, za każdym razem z innym losowym położeniem centroidów (tzw. **wielokrotna losowa inicjalizacja** – _multiple random initialization_).\n", - "* Za każdym razem obliczamy koszt $J$. Wybieramy ten wynik, który ma najniższy koszt." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Wybór liczby klastrów $k$\n", - "\n", - "* Najlepiej wybrać $k$ ręcznie w zależności od kształtu danych i celu, który chcemy osiągnąć." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 4.3. Metryki" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def powerme(x1,x2,n):\n", - " X = []\n", - " for m in range(n+1):\n", - " for i in range(m+1):\n", - " X.append(np.multiply(np.power(x1,i),np.power(x2,(m-i))))\n", - " return np.hstack(X)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wykres danych\n", - "def plot_data_for_classification(X, Y, xlabel=None, ylabel=None, Y_predicted=[], highlight=None):\n", - " fig = plt.figure(figsize=(16*.6, 9*.6))\n", - " ax = fig.add_subplot(111)\n", - " fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n", - " X = X.tolist()\n", - " Y = Y.tolist()\n", - " X1n = [x[1] for x, y in zip(X, Y) if y[0] == 0]\n", - " X1p = [x[1] for x, y in zip(X, Y) if y[0] == 1]\n", - " X2n = [x[2] for x, y in zip(X, Y) if y[0] == 0]\n", - " X2p = [x[2] for x, y in zip(X, Y) if y[0] == 1]\n", - " \n", - " if Y_predicted != []:\n", - " Y_predicted = Y_predicted.tolist()\n", - " X1tn = [x[1] for x, y, yp in zip(X, Y, Y_predicted) if y[0] == 0 and yp[0] == 0]\n", - " X1fn = [x[1] for x, y, yp in zip(X, Y, Y_predicted) if y[0] == 1 and yp[0] == 0]\n", - " X1tp = [x[1] for x, y, yp in zip(X, Y, Y_predicted) if y[0] == 1 and yp[0] == 1]\n", - " X1fp = [x[1] for x, y, yp in zip(X, Y, Y_predicted) if y[0] == 0 and yp[0] == 1]\n", - " X2tn = [x[2] for x, y, yp in zip(X, Y, Y_predicted) if y[0] == 0 and yp[0] == 0]\n", - " X2fn = [x[2] for x, y, yp in zip(X, Y, Y_predicted) if y[0] == 1 and yp[0] == 0]\n", - " X2tp = [x[2] for x, y, yp in zip(X, Y, Y_predicted) if y[0] == 1 and yp[0] == 1]\n", - " X2fp = [x[2] for x, y, yp in zip(X, Y, Y_predicted) if y[0] == 0 and yp[0] == 1]\n", - " \n", - " if Y_predicted != []:\n", - " if highlight == 'tn':\n", - " ax.scatter(X1tn, X2tn, c='r', marker='x', s=50, label='Dane')\n", - " ax.scatter(X1fn, X2fn, c='k', marker='o', s=50, label='Dane')\n", - " ax.scatter(X1tp, X2tp, c='k', marker='o', s=50, label='Dane')\n", - " ax.scatter(X1fp, X2fp, c='k', marker='x', s=50, label='Dane')\n", - " elif highlight == 'fn':\n", - " ax.scatter(X1tn, X2tn, c='k', marker='x', s=50, label='Dane')\n", - " ax.scatter(X1fn, X2fn, c='r', marker='o', s=50, label='Dane')\n", - " ax.scatter(X1tp, X2tp, c='k', marker='o', s=50, label='Dane')\n", - " ax.scatter(X1fp, X2fp, c='k', marker='x', s=50, label='Dane')\n", - " elif highlight == 'tp':\n", - " ax.scatter(X1tn, X2tn, c='k', marker='x', s=50, label='Dane')\n", - " ax.scatter(X1fn, X2fn, c='k', marker='o', s=50, label='Dane')\n", - " ax.scatter(X1tp, X2tp, c='g', marker='o', s=50, label='Dane')\n", - " ax.scatter(X1fp, X2fp, c='k', marker='x', s=50, label='Dane')\n", - " elif highlight == 'fp':\n", - " ax.scatter(X1tn, X2tn, c='k', marker='x', s=50, label='Dane')\n", - " ax.scatter(X1fn, X2fn, c='k', marker='o', s=50, label='Dane')\n", - " ax.scatter(X1tp, X2tp, c='k', marker='o', s=50, label='Dane')\n", - " ax.scatter(X1fp, X2fp, c='g', marker='x', s=50, label='Dane')\n", - " else:\n", - " ax.scatter(X1tn, X2tn, c='r', marker='x', s=50, label='Dane')\n", - " ax.scatter(X1fn, X2fn, c='r', marker='o', s=50, label='Dane')\n", - " ax.scatter(X1tp, X2tp, c='g', marker='o', s=50, label='Dane')\n", - " ax.scatter(X1fp, X2fp, c='g', marker='x', s=50, label='Dane')\n", - "\n", - " else:\n", - " ax.scatter(X1n, X2n, c='r', marker='x', s=50, label='Dane')\n", - " ax.scatter(X1p, X2p, c='g', marker='o', s=50, label='Dane')\n", - " \n", - " if xlabel:\n", - " ax.set_xlabel(xlabel)\n", - " if ylabel:\n", - " ax.set_ylabel(ylabel)\n", - " \n", - " ax.margins(.05, .05)\n", - " return fig" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wczytanie danych\n", - "import pandas\n", - "import numpy as np\n", - "\n", - "alldata = pandas.read_csv('data.tsv', sep='\\t')\n", - "data = np.matrix(alldata)\n", - "\n", - "m, n_plus_1 = data.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data[:, 1:]\n", - "\n", - "X2 = powerme(data[:, 1], data[:, 2], n)\n", - "Y2 = np.matrix(data[:, 0]).reshape(m, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAFpCAYAAAAcIhVtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzt3X90XOV95/HPV2A5G1kttnGpYzCQ\nSm0SYA9QlU0bn4oQfkV/YFmhkQk5JQ1ZNtmkcYF2cU7OJjmkOSXpnihKy6blOGnSXZ8wlMiKu1XK\n8nO7bkOKYIHYcIgUsgFjElybZMdKIwnmu3/ce+2r0Yw0g2bunXvn/TpnjuY+9478zJ0Zz0fPfX6Y\nuwsAAADZ0ZF2BQAAAFAfAhwAAEDGEOAAAAAyhgAHAACQMQQ4AACAjCHAAQAAZAwBDgAAIGMIcAAA\nABlDgAMAAMiYk9OuQBpOPfVUP+uss9KuBgAAwAKPPvrov7j7huWOa8sAd9ZZZ2lycjLtagAAACxg\nZj+s5TguoQIAAGQMAQ4AACBjCHAAAAAZQ4ADAADIGAIcAABAxrREgDOzr5jZS2a2v8p+M7Mvmtm0\nmT1pZhfG9l1nZlPh7brkag0AAJCOlghwkr4q6col9r9TUm94u0HSlyTJzNZJ+qSkfyfpIkmfNLO1\nTa0pAABAyloiwLn7P0g6usQhWyX9tQcelnSKmW2UdIWke939qLu/LOleLR0EAQAAMq8lAlwNNkl6\nPrZ9MCyrVr6Imd1gZpNmNnn48OGmVRQAAKDZshLgVszd73D3Pnfv27Bh2RUqAAAAWlZWAtwLks6I\nbZ8ellUrBxDnLu3ZE/yspRwA0NKyEuD2SvrdcDTqWyX91N1flHSPpMvNbG04eOHysAxA3Pi4NDQk\n3XjjibDmHmwPDQX7AQCZ0RKL2ZvZ1yVdLOlUMzuoYGTpKkly97+QNCFpQNK0pJ9J+r1w31Ez+7Sk\nR8Jfdau7LzUYAmhPg4PSjh3S6GiwPTIShLfR0aB8cDDd+gEA6mLehpdO+vr6fHJyMu1qAMmKWtyi\nECcF4W1kRDJLr14AgOPM7FF371v2OAIc0EbcpY5Yz4lSifAGAC2k1gCXlT5wAFYqaoGLi/eJAwBk\nBgEOaAfxy6c7dgQtb1GfOEIcAGROSwxiANBk4+MnwlvU521kJNg3Oir190vbtqVbRwBAzQhwQDsY\nHJTGxoKfUZ+3KMT19zMKFQAyhgAHtAOzyi1s1coBAC2NPnAAAAAZQ4ADAADIGAIcAABAxhDgAAAA\nMoYABwAAkDEEOAAAgIwhwAEAAGQM88ABAFCmOFtU4UBBU0em1Lu+V8PnDKt7dXfa1QKOI8ABABCz\n77l9Gtg9oJKXNDM/o65VXbrpnps0ce2Etmzeknb1AElcQgUA4LjibFEDuwdUnCtqZn5GkjQzP6Pi\nXFB+bO5YyjUEAgQ4AABChQMFlbxUcV/JSyrsLyRcI6AyAhwAAKGpI1PHW97KzczPaProdMI1Aioj\nwAEAEOpd16MuW11xX5etVs+6X0m4RkBlBDgAAELDP+hSx89nK+7r+Pmshp99fcI1AiojwAEAEOp+\n1zWamL1a3bNSlwcTNXT5yeqelSZmr9aad12Tcg2BANOIAAAQMdOW/3KXDt34YRX+/kuaXif1HH1F\nw7/9Ia0ZuV0yS7uGgCTJ3D3tOiSur6/PJycn064GAKBVuUsdsYtUpRLhDYkws0fdvW+547iECgBA\nnLt0440Ly268MSgHWgQBDgCASBTeRkelHTuClrcdO4JtQhxaCH3gAACIjI+fCG8jI8Fl05GRYN/o\nqNTfL23blm4dAbVIgDOzKyWNSjpJ0i53v61s/4ikt4ebr5f0S+5+SrjvVUnfDfc95+5XJVNrAEDu\nDA5KY2PBz6jPWxTi+vuDcqAFpD6IwcxOkvQ9SZdJOijpEUnXuPtTVY7/fUkXuPv7w+1j7r6mnn+T\nQQwAAKAVZWkQw0WSpt39WXefk3SnpK1LHH+NpK8nUjMAAIAW1AoBbpOk52PbB8OyRczsTElnS3og\nVvw6M5s0s4fNjLZtAMlxl/bsWdyxvVo5ADRIKwS4emyXdLe7vxorOzNsanyPpC+YWcWF6szshjDo\nTR4+fDiJugLIu/FxaWho4ejEaBTj0FCwHwCaoBUC3AuSzohtnx6WVbJdZZdP3f2F8Oezkh6SdEGl\nB7r7He7e5+59GzZsWGmdASDo0F4+xUR8Cgo6vANoklYYhfqIpF4zO1tBcNuuoDVtATN7k6S1kr4d\nK1sr6WfuPmtmp0p6m6TPJVJrACifYmJ0NLgfn4ICAJog9RY4d39F0kck3SPpaUl3ufsBM7vVzOJT\ngmyXdKcvHDb7ZkmTZvaEpAcl3VZt9CoANEU8xEUIbwCarBVa4OTuE5Imyso+Ubb9qQqP+ydJ5zW1\ncgCwlGrLLhHiADRR6i1wAJBZLLsEICUt0QIHAJnEsksAUkKAA4DXimWXAKSEAAcAr5VZ5Ra2auUA\n0CD0gQMAAMgYAhwAAEDGEOAAAAAyhgAHAACQMQQ4AACAjCHAAQAAZAwBDgAAIGMIcAAAABlDgAMA\nAMgYAhwAAEDGEOAAAAAyhgAHAACQMQQ4AACAjCHAAQAAZAwBDgAAIGMIcAAAABlDgAMAAMgYAhwA\nAEDGEOAAAAAyhgAHAACQMQQ4AACAjCHAAQAAZAwBDgAAIGNaIsCZ2ZVm9oyZTZvZzgr732dmh83s\n8fD2gdi+68xsKrxdl2zNAQAAkndy2hUws5Mk3S7pMkkHJT1iZnvd/amyQwvu/pGyx66T9ElJfZJc\n0qPhY19OoOoAAACpaIUWuIskTbv7s+4+J+lOSVtrfOwVku5196NhaLtX0pVNqicAAEBLaIUAt0nS\n87Htg2FZuXeZ2ZNmdreZnVHnY2VmN5jZpJlNHj58uBH1BgAASEUrBLha/K2ks9z93ypoZftavb/A\n3e9w9z5379uwYUPDKwgkpThb1K7HdumWe2/Rrsd2qThbTLtKAICEpd4HTtILks6IbZ8elh3n7kdi\nm7skfS722IvLHvtQw2sItIh9z+3TwO4BlbykmfkZda3q0k333KSJaye0ZfOWtKsHAEhIK7TAPSKp\n18zONrNOSdsl7Y0fYGYbY5tXSXo6vH+PpMvNbK2ZrZV0eVgG5E5xtqiB3QMqzhU1Mz8jSZqZn1Fx\nLig/Nncs5RoCAJKSeoBz91ckfURB8Hpa0l3ufsDMbjWzq8LDPmpmB8zsCUkflfS+8LFHJX1aQQh8\nRNKtYRmQO4UDBZW8VHFfyUsq7C8kXCMAQFpa4RKq3H1C0kRZ2Sdi9z8m6WNVHvsVSV9pagWBFjB1\nZOp4y1u5mfkZTR+dTrhGAIC0pN4CB6A2vet71bWqq+K+rlVd6lnXk3CNAABpIcABGTF8zrA6rPJH\ntsM6NHzucMI1qsBd2rMn+FlLOQDgNSHAARnRvbpbE9dOqLuz+3hLXNeqLnV3BuVrOtekXENJ4+PS\n0JB0440nwpp7sD00FOwHAKxYS/SBA1CbLZu36NDNh1TYX9D00Wn1rOvR8LnDrRHeJGlwUNqxQxod\nDbZHRoLwNjoalA8Opls/AMgJ8za8pNHX1+eTk5NpVwPIp6jFLQpxUhDeRkYks/TqBQAZYGaPunvf\nsscR4AA0nLvUEeuhUSoR3gCgBrUGOPrA5RkdypGGqAUuLt4nDgCwYgS4PKNDOZIWv3y6Y0fQ8hb1\niSPEAUDDMIghz+hQjqSNj594f0V93kZGgn2jo1J/v7RtW7p1BIAcoA9c3tGhHElyD0Lc4ODC91e1\ncgDAAgxiWEJbBTiJDuUAAGQEgxgQoEM5AAC5Q4DLMzqUAwCQSwxiyDM6lAMAkEsEuDwbHJTGxhZ2\nHI9CXH8/o1ABAMgoLqHmmVnQwlY+YKFaOdobEz8DQGYQ4ACoOFvUri9/WLf81yHtuuUyFX/+/4Id\nTPyce8XZonY9tku33HuLdj22S8XZYtpVAlADphEB2ty+5/ZpYPeASl7SzPyMumaljs5Vmvi9+7Vl\n5BuL+1EiNxa99qu61GEdmrh2Qls2b0m7es3HvIVoQUwjAmBZxdmiBnYPqDhX1Mz8jCRpZrVUtHkN\n/OVv69iXCG95VfG1n59RcS4oPzZ3LOUaJoDlBpFhBDigjRUOFFTyUsV9JUmFc0R4y6klX3svqbC/\nkHCNUhBfbjAKcSw3iIwgwAFtbOrI1PHWl3Izq6XpdWLOwJxa8rWfn9H00emEa5SCaFR+FOI6Ougy\ngMwgwAFtrHd9r7pWdVXc17WqSz0XvoOJn3Nq2dd+XU/CNUpJfH7MCOENGUCAA9rY8DnD6rDK/w10\nWIeGP73nROsE/YFyZdnX/tzhhGuUEpYbREYR4IA21r26WxPXTqi7s/t4a0zXqi51dwbla1Z3B60R\n0YTQyI1lX/vONSnXMAEsN4gMYxoRADo2d0yF/QVNH51Wz7oeDZ873B5f4Gjv137PnmC0abzPWzzU\njY2x3CASV+s0IgQ4gLmggPbEZx8tiHnggFoxFxTQnlhuEBnWEgHOzK40s2fMbNrMdlbYf5OZPWVm\nT5rZ/WZ2Zmzfq2b2eHjbm2zNkQvMBQUAyJiT066AmZ0k6XZJl0k6KOkRM9vr7k/FDvs/kvrc/Wdm\n9iFJn5MUDZH6V3c/P9FKI1/i0wiMjgY3ibmgAAAtqxVa4C6SNO3uz7r7nKQ7JW2NH+DuD7r7z8LN\nhyWdnnAdkXfMBQUAyJBWCHCbJD0f2z4YllVzvaRvxbZfZ2aTZvawmVW91mVmN4THTR4+fHhlNUb+\nMBcUACBDWiHA1czM3iupT9KfxorPDEdrvEfSF8zsVyo91t3vcPc+d+/bsGFDArVFZjAXFAAgY1Lv\nAyfpBUlnxLZPD8sWMLNLJX1cUr+7z0bl7v5C+PNZM3tI0gWSvt/MCiNnxscXr38Y7xPX389cUACA\nltIKLXCPSOo1s7PNrFPSdkkLRpOa2QWS/lLSVe7+Uqx8rZmtDu+fKultkuKDH7AU92Aiy/IWpmrl\neTU4GEzYGe/zFoU4ViAAgPaTge/H1AOcu78i6SOS7pH0tKS73P2Amd1qZleFh/2ppDWS/qZsupA3\nS5o0syckPSjptrLRq1gK858FmAsKABCXge/HVriEKnefkDRRVvaJ2P1LqzzunySd19za5Vh8/jMp\naHFi/jMAQLvLwPcjS2m1u3gH/gjznwFVFWeLKhwoaOrIlHrX92r4nGF1r+5Ou1oAGi2l70fWQl0C\nAa6Mu9QRu5peKhHegAr2PbdPA7sHVPKSZuZn1LWqSx3WoYlrJ7Rl85a0qweg0VL4fmQtVNSG+c+A\nmhRnixrYPaDiXFEz8zOSpJn5GRXngvJjc8dSriGAhmrx70cCXDtj/jOgZoUDBZW8VHFfyUsq7C8k\nXCMATZOB78eWGMSAlDD/GVCzqSNTx1veys3Mz2j66HTCNQLQNBn4fiTAtbNo/rPBwcXzn/X3t8Qo\nG6BV9K7vVdeqroohrmtVl3rW9aRQKwBNkYHvRwYxAEANirNFbfr8JhXniov2dXd269DNh7Smc00K\nNQOQJwxiAIAG6l7drYlrJ9Td2a2uVV2Sgpa37s6gnPAGIElcQgWAGm3ZvEWHbj6kwv6Cpo9Oq2dd\nj4bPHSa8AUgcAQ4A6rCmc42uv/D6tKsBoM1xCRUAACBjCHAAAAAZQ4ADAADIGAIc0ucu7dmzeGbr\nauUAALQ5AhzSNz4uDQ0tXJ4kWsZkaCjYDwAAjiPAIX2Dg4vXmIuvQdcCM14DADIsh1d6CHBIX7Q8\nSRTiOjoWr0EHAMBrlcMrPQQ4tIb4QsERwhsAoBFyeKWHAIfWEH2Y4uJ/KQEA8Frl8EoPAQ7pK/9L\nqFRa/JcSAAArkbMrPQQ4pG98fPFfQvG/lDLYNwEA0GJydqWHAIf0DQ5KY2ML/xKKQtzYWCb7JgAA\nWkgOr/SwmD3SZyZt21Z7OQAA9ah2pUcKyvv7M/d9Q4ADAAD5Fl3pGRxcfKWnvz+TV3oIcAAAIN9y\neKWHPnAAAAAZQ4ADAADImJYIcGZ2pZk9Y2bTZrazwv7VZlYI93/HzM6K7ftYWP6MmV2RZL0BAADS\nkHofODM7SdLtki6TdFDSI2a2192fih12vaSX3b3HzLZL+qykYTN7i6Ttks6R9AZJ95nZr7r7q8k+\nCwBoT8XZogoHCpo6MqXe9b0aPmdY3au7064WkHs1Bzgzu0zSuyXd7u6Pm9kN7n5HA+pwkaRpd382\n/HfulLRVUjzAbZX0qfD+3ZL+3MwsLL/T3Wcl/cDMpsPf9+0G1AsAsIR9z+3TwO4BlbykmfkZda3q\n0k333KSJaye0ZfOWtKsH5Fo9l1DfL+mPJL3XzC6RdH6D6rBJ0vOx7YNhWcVj3P0VST+VtL7Gx0qS\nzOwGM5s0s8nDhw83qOoA0J6Ks0UN7B5Qca6omfkZSdLM/IyKc0H5sbljKdcQyLd6AlzR3X/i7n8o\n6XJJv9GkOjWFu9/h7n3u3rdhw4a0qwMAmVY4UFDJSxX3lbykwv5CwjUC2ks9Ae7vojvuvlPSXzeo\nDi9IOiO2fXpYVvEYMztZ0i9KOlLjYwEADTZ1ZOp4y1u5mfkZTR+dTrhGQHtZNsCZ2aiZmbt/M17u\n7n/WoDo8IqnXzM42s04FgxL2lh2zV9J14f2rJT3g7h6Wbw9HqZ4tqVfSPzeoXgCAKnrX96prVVfF\nfV2rutSzrifhGgHtpZYWuKKkvWb2ekkysyvM7B8bVYGwT9tHJN0j6WlJd7n7ATO71cyuCg/7sqT1\n4SCFmyTtDB97QNJdCgY8/L2kDzMCFQCab/icYXVY5a+QDuvQ8LnDCdcIaC8WNGQtc5DZeyTdKGlO\n0jFJf+zu/7vJdWuavr4+n5ycTLsaAJBplUahdlgHo1DRGO7BIvTx9UuXKs8JM3vU3fuWO27ZaUTM\n7B2S/r2kGUkbJb3f3Z9ZeRUBAFm2ZfMWHbr5kAr7C5o+Oq2edT0aPndYazrXpF015MH4uDQ0JO3Y\nESw6bxaEtxtvlEZHg8XpM7qOaSPUMg/cxyX9Z3ffZ2bnSSqY2U3u/kCT6wYAaHFrOtfo+guvT7sa\nyKPBwSC8jY4G2yMjJ8Lbjh3B/ja2bIBz90ti979rZu+U9A1Jv9XMigEAgDZmFoQ2KQhtUZCLt8i1\nsZr6wC16kNm/cfd/bUJ9EkEfOAAAMsJd6ogNmCmVch3eau0D95oWs89yeAOAlSjOFrXrsV265d5b\ntOuxXSrOFtOuEpBfUZ+3uBtvDMrbXOqL2QNAVrD2J5Cg+ICF6LJptC21/WXU19QCBwDthrU/gYSN\njy8Mb1GfuGhgw/h42jVMFQEOAGrA2p9AwgYHg6lC4i1tUYgbG2MUatoVAIAsYO1PIGFmled5q1be\nZmiBA4AasPYngFZCgAOAGrD2J4BWQoBLgru0Z8/iYc/VygG0nO7V3Zq4dkLdnd3HW+K6VnWpuzMo\nZ/moxmCaFqA2r2ki36xLfCLfPXtYzw3IiWNzx1j7s0kqTdPSYR1M04K2UutEvgS4JCw1lw1LggCA\nirNFbfr8JhXnFre4dXd269DNhwjKaAtNXYkBdSqfu6ajg/AGADFM0wLUhwCXlPiivBHCGwBIYpoW\noF4EuKSwnhsAVMU0LUB9CHBJKO8DVyqduJxKiAMApmkB6kSASwLruQHAkpimBagPo1CT4B6EtMHB\nhX3eqpW3O84X0LaYpgXtjmlElpB4gEN9mDcPANCmmEYE2TU4uLiPYLwP4eBg2jUEADQSKxbVjQCH\n1sO8eQDQXsbHgysv8YF90R/vQ0P0Fa+AAIfWxLx5ANA+uPJSNwIcklVrMznz5rUmLnMAaAauvNSN\nAIdk1dJMzrx5rYvLHACahSsvdUk1wJnZOjO718ymwp9rKxxzvpl928wOmNmTZjYc2/dVM/uBmT0e\n3s5P9hm0mCy0jtTSTM68ea2LyxwAmoUrL/Vx99Rukj4naWd4f6ekz1Y45lcl9Yb33yDpRUmnhNtf\nlXR1vf/ur//6r3sujY25S+47driXSkFZqRRsS8H+VhCvU3Qrr/PY2Int+OMqlSNZy71+AFCv+P8r\n0f8n5dttQtKk15KhajmoWTdJz0jaGN7fKOmZGh7zRCzQEeDisvQBKJUWBoBWqttr0W6hM2+vH4B0\nZaUBIgG1Bri0+8Cd5u4vhvd/JOm0pQ42s4skdUr6fqz4M+Gl1REzW92kemZDVjqBeg6bydupb1ge\nXz8A6RocDCZpj39XRd9pY2N0z6iklpS3kpuk+yTtr3DbKuknZce+vMTv2aigxe6tZWUmabWkr0n6\nxBKPv0HSpKTJzZs3Nzgvt5hWbh3JUithPfL6vMq1y/MEgJQoT5dQJf2CpMe0xOVSSRdL+h+1/Lu5\nvYTq3vr9k/LcTN7q574R8vz6AUALqDXApboWqpn9qaQj7n6bme2UtM7d/1PZMZ2SviXpb939C2X7\nNrr7i2ZmkkYk/dzddy737+Z2LVQvGxE4MrJ4O+3LqJ7zherdg0vXkVIp28+nXN5fPwBIWSYWszez\n9ZLukrRZ0g8lvdvdj5pZn6QPuvsHzOy9kv5K0oHYQ9/n7o+b2QOSNii4jPp4+Jhjy/27uQ1wLAKf\nrvi5jrRKcAYAZEImAlxachvgaB1JTxZaPwEALa/WAHdyEpVBQswqt7BVK0fjVJt8WArK+/t5DQAA\nDZP2NCJAPjAEHkAr8QyszIMVIcABjRC1cpZfJq1WDgDN1E5zU7YpLqECAJA38XWLpcX9crkqkHkE\nOAAA8qa8H24U5BhUlRuMQgUAIK/yPjdlDtU6CpU+cAAA5FHU5y2OdYtzgwAHAEDelM9NWSqd6BNH\niMsF+sABAJA3zE2ZewQ45FJxtqjCgYKmjkypd32vhs8ZVvfq7rSrBQDJiOamjK/AE4W4/n5GoeYA\ngxiQO/ue26eB3QMqeUkz8zPqWtWlDuvQxLUT2rJ5S9rVAwCgKgYxoC0VZ4sa2D2g4lxRM/MzkqSZ\n+RkV54LyY3PHUq4hAAArR4BDrhQOFFTyUsV9JS+psL+QcI0AAGg8AhxyZerI1PGWt3Iz8zOaPjqd\ncI0AAGg8AhxypXd9r7pWdVXc17WqSz3rehKuEQAAjUeAQ64MnzOsDqv8tu6wDg2fO5xwjQAAaDwC\nHHKle3W3Jq6dUHdn9/GWuK5VXeruDMrXdK5JuYYAAKwc88Ahd7Zs3qJDNx9SYX9B00en1bOuR8Pn\nDhPeAOQa81+2F+aBAwAg45j/Mj+YBw6VuUt79ixeB69aOQCgpTH/ZXsiwLWb8XFpaGjhYsbRosdD\nQ8F+AEBmMP9le6IPXLsZHAwWNx4dDbZHRoLwFi16zPp4AJApzH/Znghw7SZazFgKQlsU5HbsCMqj\nRY8BAJkQzX9ZKcQx/2V+MYihXblLHbEr6KUS4Q0AMqg4W9Smz29Sca64aF93Z7cO3XyIUfgZwiAG\nVBf1eYuL94kDAGQG81+2Jy6htpsovEV93uJ94CQuowJABjH/ZfshwLWb8fGF4a28T1x/v7RtW3L1\ncQ/qNDi4MDhWKwcAVLSmc42uv/D6tKuBhKR6CdXM1pnZvWY2Ff5cW+W4V83s8fC2N1Z+tpl9x8ym\nzaxgZp3J1T6jBgelsbGFLW1RiBsbS34UKtOaAABQt7T7wO2UdL+790q6P9yu5F/d/fzwdlWs/LOS\nRty9R9LLkvjTYzlmQQtbeatWtfJmi09rEoU4pjUBAGBJqY5CNbNnJF3s7i+a2UZJD7n7r1U47pi7\nrykrM0mHJf2yu79iZr8p6VPufsVy/y6jUFtMPLRFmNYEANCGsjIK9TR3fzG8/yNJp1U57nVmNmlm\nD5tZ1CSzXtJP3P2VcPugpE3V/iEzuyH8HZOHDx9uSOXRIPF+eBHCGwAAVTU9wJnZfWa2v8Jta/w4\nD5oCqzUHnhmm0fdI+oKZ/Uq99XD3O9y9z937NmzYUP8TQfMwrQkAAHVpeoBz90vd/dwKt29K+nF4\n6VThz5eq/I4Xwp/PSnpI0gWSjkg6xcyikbSnS3qhyU8HjVbe561UWtwnDgAALJD2JdS9kq4L718n\n6ZvlB5jZWjNbHd4/VdLbJD0Vttg9KOnqpR6PFldtWpMoxDEKFQCARdIOcLdJuszMpiRdGm7LzPrM\nbFd4zJslTZrZEwoC223u/lS47xZJN5nZtII+cV9OtPZYuVab1gQA0L7cpT17Fl/9qVaeItZCBQAA\nkIKQNjS08KpQvKvP2FjTJ7uvdRQqKzEAWKA4W1ThQEFTR6bUu75Xw+cMq3t1d9rVAoDmi89NKi1c\nbrLF5ialBQ7Acfue26eB3QMqeUkz8zPqWtWlDuvQxLUT2rJ5S9rVA4DmS3lu0lpb4AhwACQFLW+b\nPr9Jxbnion3dnd06dPMhFsYG0B7cpY7YMIFSKbG5SbMykS+AFlE4UFDJSxX3lbykwv5CwjUCgBRk\nZG5SAhwASdLUkSnNzM9U3DczP6Ppo9MJ1wgAEpahuUkJcI2UoeHHQLne9b3qWtVVcV/Xqi71rOtJ\nuEYAkLAMzU1KgGuk8fFg+HE8pUdpfmiopV54oNzwOcPqsMr/JXRYh4bPHU64RgCQsAzNTUqAa6T4\n8OMoxLXo8GOgXPfqbk1cO6Huzu7jLXFdq7rU3RmUM4ABQO6ZBfO8lQ9YqFaeIkahNlrKw4+BlTo2\nd0yF/QVNH51Wz7oeDZ87THhrJPegNX5wcOH/CdXKAbQVphFZQtOnEUlx+DGAFtcCM71jBQjgaDKm\nEUlLRoYfA0gJXS0aJ42BY/R1RosgwDVShoYfA0hJ+ai2jo7Fo95QmzTCFAEcLYJLqI3EpREAtaKr\nxcqVh6fydSubFYjp64wmog/cEpoW4OgbAaAWBIDGSetcEsDRJPSBS0OGhh8DSAldLRoruiQdl0R4\no68zUkaAA4AkZWim90xIOkwRwNEiCHAAkKQMzfTe8tIIUwRwtAj6wAEAsimNgWP0dUaTMYhhCQQ4\nAMgBwhRyqNYAd3ISlQEAoOGiAWK1lgM5Qh84AACAjCHAAQCAZKSx/FlOEeAAAEAyWEu2YegDBwAA\nkhFfS1ZavPwZ0+jUjAAHAACSEV85Y3T0RJBjKbm6MY0IAABIFmvJVsVaqAAAoPWwlmxDpBrgzGyd\nmd1rZlPhz7UVjnm7mT0eu/0ELqyvAAANj0lEQVTczAbDfV81sx/E9p2f/LMAAAA1YS3Zhkm7BW6n\npPvdvVfS/eH2Au7+oLuf7+7nS7pE0s8k/c/YIX8U7Xf3xxOpNQAAqB9ryTZM2oMYtkq6OLz/NUkP\nSbplieOvlvQtd/9Zc6sFAAAabnAwWKM2vsxZFOL6+xmFWoe0W+BOc/cXw/s/knTaMsdvl/T1srLP\nmNmTZjZiZqurPdDMbjCzSTObPHz48AqqDNSICSuBhfhMIFrmrHzAQrVyVNX0AGdm95nZ/gq3rfHj\nPBgOW/XTa2YbJZ0n6Z5Y8cckvUnSb0hapyVa79z9Dnfvc/e+DRs2rOQpAbVhwkogEAW0PXsWfibc\ng9aYP/gDPhNAnZp+CdXdL622z8x+bGYb3f3FMKC9tMSverekPe4+H/vdUevdrJn9laQ/bEilgUZg\nwkogEP0x89GPBrfR0RN/1Hzxi8FPPhNAXdLuA7dX0nWSbgt/fnOJY69R0OJ2XCz8maRBSfubVVGg\nbkxYCQTif8xEIS4KblKwzWcCqEuqE/ma2XpJd0naLOmHkt7t7kfNrE/SB939A+FxZ0n6R0lnuHsp\n9vgHJG2QZJIeDx9zbLl/l4l8kSgmrAQWTh9Rjs8EcFwmJvJ19yPu/g5373X3S939aFg+GYW3cPv/\nuvumeHgLyy9x9/Pc/Vx3f28t4Q1IFBNWAoF4i3Q5PhNA3dIehQrkFxNWAie4B4MV4uJ94vhMAHUh\nwAHNwoSVQCD6Yybq91beDy4KcXwmgJqlPYgByC8mrAQC0R8zH/1o8N7fti0oNwvKv/EN6eKL+UwA\ndUh1EENaGMQAAAlyD0Jc/I+ZpcqBNlbrIAZa4AAAzRXNsl9rOYBl0QcOAAAgYwhwAAAAGUOAAwAA\nyBgCHAA0WrR4e/kgsWrlAFAnAhwANFq0eHt8ctpoLrShIeY7A7BijEIFgEaLL94uBXP/xVflYL4z\nACtEgAOARouv+zk6eiLIxVflAIAV4BIqADRDpcXbsxLe6MMHtDwCHAA0Q9TnLS4rC7bThw9oeQQ4\nAGi0KOxEfd5KpRN94rIQ4uJ9+KL60ocPaCn0gQOARosWb4/3eYv3iYsv6N6K6MMHtDwWsweARsvL\n4u3uUkfsQk2plI16o7ny8v5uUbUuZs8lVABotGiR9vIvsWrlrSjLffjQXM3sI8kAmpoR4AAAC2W9\nDx+aq5l9JBlAUzP6wAEAFsp6Hz40VzP7SDIJds3oAwcAWIg+TqhFs/pIxlv0Im00gIY+cACAE+rp\nW5SHPnxormb2kczyJNgJIsABQDugbxEapdl9JBlAUxMCHAC0AybnRaNU6yMZvb9WOgqVATQ1oQ8c\nALSLNu9bhAZpZh/JPXuCFuH4+zL+vh0by/0Amlr7wBHgAKAVJDVwgMl50coYQJONQQxm9jtmdsDM\nSmZWtbJmdqWZPWNm02a2M1Z+tpl9JywvmFlnMjUHgAZLoo8afYvQ6hhAU7O0+8DtlzQk6R+qHWBm\nJ0m6XdI7Jb1F0jVm9pZw92cljbh7j6SXJV3f3OoCQJM0u48afYuAXEl1Il93f1qSbOlEfZGkaXd/\nNjz2TklbzexpSZdIek943NckfUrSl5pVXwBommYvIM/kvECupN0CV4tNkp6PbR8My9ZL+om7v1JW\nDgDZ1Mz5rwYHgw7g8d8X/XtjY4xCBTKm6QHOzO4zs/0Vblub/W+X1eMGM5s0s8nDhw8n+U8DQG2a\nPTkqfYuA3Gh6gHP3S9393Aq3b9b4K16QdEZs+/Sw7IikU8zs5LLyavW4w9373L1vw4YNr+WpAEDz\n0EcNQB2ycAn1EUm94YjTTknbJe31YP6TByVdHR53naRaQyEAtJZmTo4KIHfSnkZkm5kdlPSbkv7O\nzO4Jy99gZhOSFPZx+4ikeyQ9Lekudz8Q/opbJN1kZtMK+sR9OennAAANQR81AHVgIl8AAIAWkYmJ\nfAEAAFA/AhwAAEDGEOAAAAAyhgAHAACQMQQ4AACAjCHAAQAAZAwBDgAAIGMIcAAAABlDgAMAAMgY\nAhwAAEDGtOVSWmZ2WNIPG/xrT5X0Lw3+nVnDOeAcSJwDiXMQ4TxwDiTOgVTfOTjT3Tcsd1BbBrhm\nMLPJWtYuyzPOAedA4hxInIMI54FzIHEOpOacAy6hAgAAZAwBDgAAIGMIcI1zR9oVaAGcA86BxDmQ\nOAcRzgPnQOIcSE04B/SBAwAAyBha4AAAADKGAAcAAJAxBLg6mNnvmNkBMyuZWdXhwGZ2pZk9Y2bT\nZrYzVn62mX0nLC+YWWcyNW8cM1tnZvea2VT4c22FY95uZo/Hbj83s8Fw31fN7Aexfecn/yxWppZz\nEB73aux57o2Vt8v74Hwz+3b4mXnSzIZj+zL7Pqj2+Y7tXx2+rtPh63xWbN/HwvJnzOyKJOvdSDWc\ng5vM7Knwdb/fzM6M7av4uciaGs7B+8zscOy5fiC277rwszNlZtclW/PGqeEcjMSe//fM7CexfXl5\nH3zFzF4ys/1V9puZfTE8R0+a2YWxfSt7H7g7txpvkt4s6dckPSSpr8oxJ0n6vqQ3SuqU9ISkt4T7\n7pK0Pbz/F5I+lPZzeg3n4HOSdob3d0r67DLHr5N0VNLrw+2vSro67eeRxDmQdKxKeVu8DyT9qqTe\n8P4bJL0o6ZQsvw+W+nzHjvmPkv4ivL9dUiG8/5bw+NWSzg5/z0lpP6cmnYO3xz7zH4rOQbhd8XOR\npVuN5+B9kv68wmPXSXo2/Lk2vL827efUjHNQdvzvS/pKnt4H4fP4bUkXStpfZf+ApG9JMklvlfSd\nRr0PaIGrg7s/7e7PLHPYRZKm3f1Zd5+TdKekrWZmki6RdHd43NckDTavtk2zVUHdpdqew9WSvuXu\nP2tqrZJV7zk4rp3eB+7+PXefCu8fkvSSpGVnF29xFT/fZcfEz83dkt4Rvu5bJd3p7rPu/gNJ0+Hv\ny5plz4G7Pxj7zD8s6fSE69hstbwPqrlC0r3uftTdX5Z0r6Qrm1TPZqr3HFwj6euJ1CxB7v4PChop\nqtkq6a898LCkU8xsoxrwPiDANd4mSc/Htg+GZesl/cTdXykrz5rT3P3F8P6PJJ22zPHbtfhD+5mw\nKXnEzFY3vIbNV+s5eJ2ZTZrZw9ElZLXp+8DMLlLwV/r3Y8VZfB9U+3xXPCZ8nX+q4HWv5bFZUO/z\nuF5BC0Sk0ucia2o9B+8K3+N3m9kZdT621dX8PMJL6GdLeiBWnIf3QS2qnacVvw9OXnHVcsbM7pP0\nyxV2fdzdv5l0fdKw1DmIb7i7m1nVeWjCvzLOk3RPrPhjCr7wOxXMi3OLpFtXWudGa9A5ONPdXzCz\nN0p6wMy+q+DLPBMa/D74b5Kuc/dSWJyJ9wFWxszeK6lPUn+seNHnwt2/X/k3ZNrfSvq6u8+a2X9Q\n0Cp7Scp1Sst2SXe7+6uxsnZ5HzQNAa6Mu1+6wl/xgqQzYtunh2VHFDSdnhz+VR6Vt5ylzoGZ/djM\nNrr7i+EX80tL/Kp3S9rj7vOx3x212sya2V9J+sOGVLrBGnEO3P2F8OezZvaQpAskfUNt9D4ws1+Q\n9HcK/gB6OPa7M/E+qKDa57vSMQfN7GRJv6jg81/LY7OgpudhZpcqCPv97j4blVf5XGTti3vZc+Du\nR2KbuxT0G40ee3HZYx9qeA2br57383ZJH44X5OR9UItq52nF7wMuoTbeI5J6LRhp2KngjbvXg16L\nDyroEyZJ10nKYoveXgV1l5Z/Dov6PIRf9lFfsEFJFUfutLhlz4GZrY0uC5rZqZLeJumpdnofhO//\nPQr6f9xdti+r74OKn++yY+Ln5mpJD4Sv+15J2y0YpXq2pF5J/5xQvRtp2XNgZhdI+ktJV7n7S7Hy\nip+LxGreOLWcg42xzaskPR3ev0fS5eG5WCvpci28SpEVtXwWZGZvUtBJ/9uxsry8D2qxV9LvhqNR\n3yrpp+EfsCt/HzR7hEaebpK2KbhOPSvpx5LuCcvfIGkidtyApO8p+Gvi47HyNyr4D3ta0t9IWp32\nc3oN52C9pPslTUm6T9K6sLxP0q7YcWcp+Aujo+zxD0j6roIv7P8uaU3az6kZ50DSb4XP84nw5/Xt\n9j6Q9F5J85Iej93Oz/r7oNLnW8Hl36vC+68LX9fp8HV+Y+yxHw8f94ykd6b9XJp4Du4L/4+MXve9\nYXnVz0XWbjWcgz+RdCB8rg9KelPsse8P3x/Tkn4v7efSrHMQbn9K0m1lj8vT++DrCkbYzyvIB9dL\n+qCkD4b7TdLt4Tn6rmIzWKz0fcBSWgAAABnDJVQAAICMIcABAABkDAEOAAAgYwhwAAAAGUOAAwAA\nyBgCHAAAQMYQ4AAAADKGAAcAdTCzB83ssvD+H5vZn6VdJwDth7VQAaA+n5R0q5n9koL1G69KuT4A\n2hArMQBAnczsf0laI+lidy+a2RsVLJP1i+5+9dKPBoCV4xIqANTBzM6TtFHSnLsXJcndn3X369Ot\nGYB2QoADgBqZ2UZJuyVtlXTMzK5MuUoA2hQBDgBqYGavlzQm6WZ3f1rSpxX0hwOAxNEHDgBWyMzW\nS/qMpMsk7XL3P0m5SgByjgAHAACQMVxCBQAAyBgCHAAAQMYQ4AAAADKGAAcAAJAxBDgAAICMIcAB\nAABkDAEOAAAgYwhwAAAAGfP/AZ666boBPEObAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plot_data_for_classification(X2, Y2, xlabel=r'$x_1$', ylabel=r'$x_2$')" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def safeSigmoid(x, eps=0):\n", - " y = 1.0/(1.0 + np.exp(-x))\n", - " if eps > 0:\n", - " y[y < eps] = eps\n", - " y[y > 1 - eps] = 1 - eps\n", - " return y\n", - "\n", - "def h(theta, X, eps=0.0):\n", - " return safeSigmoid(X*theta, eps)\n", - "\n", - "def J(h,theta,X,y, lamb=0):\n", - " m = len(y)\n", - " f = h(theta, X, eps=10**-7)\n", - " j = -np.sum(np.multiply(y, np.log(f)) + \n", - " np.multiply(1 - y, np.log(1 - f)), axis=0)/m\n", - " if lamb > 0:\n", - " j += lamb/(2*m) * np.sum(np.power(theta[1:],2))\n", - " return j\n", - "\n", - "def dJ(h,theta,X,y,lamb=0):\n", - " g = 1.0/y.shape[0]*(X.T*(h(theta,X)-y))\n", - " if lamb > 0:\n", - " g[1:] += lamb/float(y.shape[0]) * theta[1:] \n", - " return g\n", - "\n", - "def classifyBi(theta, X):\n", - " prob = h(theta, X)\n", - " return prob" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Metoda gradientu prostego dla regresji logistycznej\n", - "def GD(h, fJ, fdJ, theta, X, y, alpha=0.01, eps=10**-3, maxSteps=10000):\n", - " errorCurr = fJ(h, theta, X, y)\n", - " errors = [[errorCurr, theta]]\n", - " while True:\n", - " # oblicz nowe theta\n", - " theta = theta - alpha * fdJ(h, theta, X, y)\n", - " # raportuj poziom błędu\n", - " errorCurr, errorPrev = fJ(h, theta, X, y), errorCurr\n", - " # kryteria stopu\n", - " if abs(errorPrev - errorCurr) <= eps:\n", - " break\n", - " if len(errors) > maxSteps:\n", - " break\n", - " errors.append([errorCurr, theta]) \n", - " return theta, errors" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "theta = [[ 1.37136167]\n", - " [ 0.90128948]\n", - " [ 0.54708112]\n", - " [-5.9929264 ]\n", - " [ 2.64435168]\n", - " [-4.27978238]]\n" - ] - } - ], - "source": [ - "# Uruchomienie metody gradientu prostego dla regresji logistycznej\n", - "theta_start = np.matrix(np.zeros(X2.shape[1])).reshape(X2.shape[1],1)\n", - "theta, errors = GD(h, J, dJ, theta_start, X2, Y2, \n", - " alpha=0.1, eps=10**-7, maxSteps=10000)\n", - "print('theta = {}'.format(theta))" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Wykres granicy klas\n", - "def plot_decision_boundary(fig, theta, X):\n", - " ax = fig.axes[0]\n", - " xx, yy = np.meshgrid(np.arange(-1.0, 1.0, 0.02),\n", - " np.arange(-1.0, 1.0, 0.02))\n", - " l = len(xx.ravel())\n", - " C = powerme(xx.reshape(l, 1), yy.reshape(l, 1), n)\n", - " z = classifyBi(theta, C).reshape(int(np.sqrt(l)), int(np.sqrt(l)))\n", - "\n", - " plt.contour(xx, yy, z, levels=[0.5], lw=3);" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "matrix([[0],\n", - " [1],\n", - " [0],\n", - " [0],\n", - " [0],\n", - " [0],\n", - " [1],\n", - " [1],\n", - " [1],\n", - " [0]])" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Y_predicted = (classifyBi(theta, X2) > 0.5).astype(int)\n", - "Y_predicted[:10]" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "# Przygotowanie interaktywnego wykresu\n", - "\n", - "dropdown_highlight = widgets.Dropdown(options=['all', 'tp', 'fp', 'tn', 'fn'], value='all', description='highlight')\n", - "\n", - "def interactive_classification(highlight):\n", - " fig = plot_data_for_classification(X2, Y2, xlabel=r'$x_1$', ylabel=r'$x_2$',\n", - " Y_predicted=Y_predicted, highlight=highlight)\n", - " plot_decision_boundary(fig, theta, X2)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d66ed3534beb4ceb998f948bbb7f348c", - "version_major": 2, - "version_minor": 0 - }, - "text/html": [ - "

Failed to display Jupyter Widget of type interactive.

\n", - "

\n", - " If you're reading this message in Jupyter Notebook or JupyterLab, it may mean\n", - " that the widgets JavaScript is still loading. If this message persists, it\n", - " likely means that the widgets JavaScript library is either not installed or\n", - " not enabled. See the Jupyter\n", - " Widgets Documentation for setup instructions.\n", - "

\n", - "

\n", - " If you're reading this message in another notebook frontend (for example, a static\n", - " rendering on GitHub or NBViewer),\n", - " it may mean that your frontend doesn't currently support widgets.\n", - "

\n" - ], - "text/plain": [ - "interactive(children=(Dropdown(description=u'highlight', options=('all', 'tp', 'fp', 'tn', 'fn'), value='all'), Output()), _dom_classes=('widget-interact',))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "widgets.interact(interactive_classification, highlight=dropdown_highlight)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Dokładność (_accuracy_):\n", - "$$ accuracy = \\frac{tp + tn}{tp + fp + tn + fn} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Precyzja (_precision_):\n", - " $$ precision = \\frac{tp}{tp + fp} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Pokrycie (_recall_):\n", - " $$ recall = \\frac{tp}{tp + fn} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "_$F$-measure_:\n", - "$$ F = \\frac{2 \\cdot precision \\cdot recall}{precision + recall} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "_$F_\\beta$-measure_:\n", - "$$ F_\\beta = \\frac{(1 + \\beta) \\cdot precision \\cdot recall}{\\beta^2 * precision + recall} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* $F = F_1$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 4.4. Analiza głównych składowych" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Redukcja liczby wymiarów\n", - "\n", - "Z jakich powodów chcemy redukować liczbę wymiarów?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Chcemy pozbyć się nadmiarowych cech, np. „długość w cm” / „długość w calach”, „długość” i „szerokość” / „powierzchnia”." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Chcemy znaleźć bardziej optymalną kombinację cech." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Chcemy przyspieszyć działanie algorytmów." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Chcemy zwizualizować dane." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Błąd rzutowania\n", - "\n", - "**Błąd rzutowania** – błąd średniokwadratowy pomiędzy danymi oryginalnymi a danymi zrzutowanymi." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Sformułowanie problemu\n", - "\n", - "**Analiza głównych składowych** (_Principal Component Analysis_, PCA):\n", - "\n", - "Zredukować liczbę wymiarów z $n$ do $k$, czyli znaleźć $k$ wektorów $u^{(1)}, u^{(2)}, \\ldots, u^{(k)}$ takich, że rzutowanie danych na podprzeztrzeń rozpiętą na tych wektorach minimalizuje błąd rzutowania." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Analiza głównych składowych to zupełnie inne zagadnienie niż regresja liniowa!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Algorytm PCA\n", - "\n", - "1. Dany jest zbiór składający się z $x^{(1)}, x^{(2)}, \\ldots, x^{(m)} \\in \\mathbb{R}^n$.\n", - "1. Chcemy zredukować liczbę wymiarów z $n$ do $k$ ($k < n$).\n", - "1. W ramach wstępnego przetwarzania dokonujemy skalowania i normalizacji średniej.\n", - "1. Znajdujemy macierz kowariancji:\n", - " $$ \\Sigma = \\frac{1}{m} \\sum_{i=1}^{n} \\left( x^{(i)} \\right) \\left( x^{(i)} \\right)^T $$\n", - "1. Znajdujemy wektory własne macierzy $\\Sigma$ (rozkład SVD):\n", - " $$ (U, S, V) := \\mathop{\\rm SVD}(\\Sigma) $$\n", - "1. Pierwszych $k$ kolumn macierzy $U$ to szukane wektory." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "from sklearn.preprocessing import StandardScaler\n", - "\n", - "# Algorytm PCA - implementacja\n", - "def pca(X, k):\n", - " X_std = StandardScaler().fit_transform(X) # normalizacja\n", - " mean_vec = np.mean(X_std, axis=0)\n", - " cov_mat = np.cov(X_std.T) # macierz kowariancji\n", - " n = cov_mat.shape[0]\n", - " eig_vals, eig_vecs = np.linalg.eig(cov_mat) # wektory własne\n", - " eig_pairs = [(np.abs(eig_vals[i]), eig_vecs[:, i])\n", - " for i in range(len(eig_vals))]\n", - " eig_pairs.sort()\n", - " eig_pairs.reverse()\n", - " matrix_w = np.hstack([eig_pairs[i][1].reshape(n, 1)\n", - " for i in range(k)]) # wybór\n", - " return X_std.dot(matrix_w) # transformacja" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAGdCAYAAADwoqBNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "X_pca = pca(X, 2)\n", - "fig = plot_unlabeled_data(X_pca)" - ] - } - ], - "metadata": { - "celltoolbar": "Slideshow", - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.15rc1" - }, - "livereveal": { - "start_slideshow_at": "selected", - "theme": "amu" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/w4/zumz4b.pdf b/w4/zumz4b.pdf deleted file mode 100644 index 8720f5383394ba8a3d45e2c6a3f0f0e3225829a2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 149647 zcmbSy19)ZKmTfAwQL!twlZtIrSg~!J72CFLtAdJMv2EM$r2hYQ-|oKeb@$8no$u^@ z7WP_m%{AtjW9^X235n1!(6T_2?p&NcKr=89&=XkenL&U3N+)7!;b3S-Ct{)NU?^m$ zZ*5>mCuL}5>|jE`$jHFP!vk&aU}van3GK4fp#E&V-Hi0s;r+u`OTH-BbxZyGhF5bZ zyrpeW<6tiTJb!lIQaN@PU+&efE3cYe5%Rw{ zO4c(W8!p4km;wd9zn!z)FZu*WZ=c}MH?{x#37Ce1}ETuF!GBd z!SwdvK`nF5VMu(utJbdQN{zzzeyQqBT+hVzAsi0C=9~LwFb0I4nUe-3U3+;SmgLw{ zm56nY&--dnzxH!;wwE#scW(E|ypvL9Kte9jU?E%>IhXvmV2%;1T4Kbz1O1a0i63HM zH42ZJM0h1W-NEk{3yI)KS*!0$RydJD?82BoiQ`F{F^^~4XQ#=8H5LuFv?#+C&E8)6 zWwMeBj87x z%{_IHzd~Ba*K_txDBD8WqG^QAu%20)?>;_c?dtN5l%?K2ZF{t+CC#p3D{Ny2riyaO zxj7MtBgVN+nGP}qn|;Fmb?I6kk9|k5Wc2RH<4#d(Ssa;Mz+=$~Cyxk&#`;?y#w^<{ zvPV%D1wBl_r*X7wOiz<$Pu8TaD$6fLN;bMzl_Z3Zoz${;EEj83Cy|iWlp6fgl3CLV zXcdywZ$BkInm)ewJY?&eUE1Bydt-s1W@_h)IcpbvF)G z-a=}rT)uz~#-ifrU_H&V7g~q8(yh(#rk|07d#JN2;AOxA zAjwte*ZPjr#QZZ-!dtNS(vx!G8nTlYx5-dgTdAP0S^K@6!)Xd7Z|ox~?n*7p6El~R zTBpiY_OF+Y9b;KVij!3{X~*@;gqX@Xf^n5cJ}b3&vHiXDlZ!$xh= zq;KKjFSUE5pfmDov%GBA0(GZXLff6i%tSG#JCyBBPb|D?UH$k<*~dP{OwD1(8?ib1 zkqeJE0(slBbxIG9xtmE!Y&-awXV=<2SU6kJU6|h;C0Q@(J_ock-z61K4=K4I(~@<{ zBO0Y#z{?tcr<8yjZXbkVhq=RQlpdNxKl3NsvB$bG59wW- z?2$pFtSK9@TgLIR(?V1PY&MUq5sCK%^!i4&{J`S*sZ(g}uaIAr>nn}kfz+-?wy;PzR#;BL2+75GgX5+2+*I`OEdV#4wzbnpwRPk=jq zxo%x#!BTR5F4ec;Pxa29Y9OUTSoJUx$yr%J>{3f)@vZz>Os_!rNN|~LYw!m>A!mI^ zLMG^stNS!!f$R`Id3LqNPDtg<=bc0JAKZ50dvF`ABWx{ouD>-XjzF-!f;Sd$C_fhq z1(m8@w&=?~S@ikJIp*ElHhtfb?axi-o*O9@O#qE4+;*S&Di1~v?)? z*dQ1*xC=$@T=x2HEEaS^!N6^^FQZ^A9ue(+Fn*1?g>n#k9?~kHWbAuV2>5Mw@lBEX zFAC1$r2yCXzN3tqQRhqRHM~o<7>A@ow2q0}>tcNDa+qj-+6_*V^9^8Wm{Z)*3B^xm zQ%Ggz{UI`qWP4;Wqvvie+?qZGJyDJ`*coJGmBcWi-4oYI8(uK1BVmy77vn5-$4z`3 zE{g=k8ec5iD|Z>=6bw7Zr17Fgp^ZyD+WJqP_P zrWMt$)wNb^a||l3J)V2*^ZTg|(qtNBvbfQ*cIhDiq41#mz-cs*r2`|JZaok&a$_61YaYWxzvM0 z8P00T0%GTEo~BXf1Gfb!>;tz^b=OiDk~(~n3C*9AC*GQtDW}o<_sv}JfQVt&@tdhX z$sMQtoR{7rVvA;e&bE8ID!}SQ3gwi?VE&FW#wo>2+{HOnc19n)Eq0FB;y8dTh4Fp%3iw!-J*>&{Ani^2> z>intDyre5+WY^sTyq@zAFvvP* z!@g8s*lv-}Q@&v64Jg66g~{~X%FTXfTQ@^*9xdWLINm<1S9MiGMfB4N@BYQpGr_E; zeq$CL-Z4GF{t=%0C5zb`QpoVH^qVnWISX~gDC-Dp>C++q<%gkdLguIfh7#{NZG8e| z^Y$jJIPF<>yrFs?*ntiua6L-3_EDAPPs?uZuwL>hZ^e7Za)>OO+_atiKQCrn)VumK z(qAie&xaQCl*u8x2&Yd`7x7-9jmE`8&Gx-f4mEnYXQ#%X{fxq1=U6TJ^*o=2$SY=U zc7U$5yB@*R?c!sh4Xq6R<}84#50=Bg^6zv<(bdL~PE}UV%uwHf?wg~Y!^ge2rLM6d zor%Kp!jeEP44Q?R=|6C>(+qdHSrxqjZx^r_6^Bsl5LdZ@8(kBdZ6$|U*qPsO!klR-5e4FX zfrHIuv$6D?Q&L-09bwI^#5~`V_$iZ_e{GnLv?3L?h0sGOUdTsBp8YOYXEEOr8O}8k zXzqthT8I1XK7MX{p}~{I>l4;xf41*2ku*YjpY+TG3-r%_J~=+`l?)+#*p?6t+QZju zyK9qU>jn|5ON5_QxN7t#axzjM(<-J!xPAj4DJ;WVRL;>j#jz}z1QD&z%fF^Oy?rsS zpMw8+(6Lx?uH0$*83qF@uHh0vH7~-+WY372eot1td=a5!5zDe(Fj|?lK;O6*ee7jy z&Lj^vv|%xW?8@qB&$?Cw+Y-vf75LO<_KQN?v1zn9C4L8U7W1E zs>i057jehd%vtq1*VScjJ#p$T6M27ppEhU#FwXkMKDL+Z@yyhKyOk`Zskr56SE1U8 z5x^8@1AU2S2#4qQD_3)4#dKEg(sfOl@Bnk%@iCt-A$I)a>e!!KXf@EE3*|`VZcGN4 zwhg~VIBt8L^602TEza3U`owPa4V4k_cqiUmkGgHG)z$leGUg+VGo`;q<-{w4>%ndN zjA0M)fT5Mi$0b$Y0k?{8=Y+(yBq)})Fjcto9}Hy*vlNeG2{7xD2@2OzeER=)h245? zIE*^x8^CH@3c|EQaX#fmG+x92oC^A{A7fR}f6>iM;#=1LkjzYIVSjDxQa(=x*lUZF zZuBr*W`XVeE@EPQxnsSLYJAj&v^TWzrGx8hPii9#!xYH5LwbFqUp5$cz%*+d-h;G3 z7I;-HCirAxmopkMbpeeBTQ0=X4g8!kV%qB$c{>T7dWka<% zZB@o(rokvBhMv`eV7!CkCcg#L-4B;XbPE4##VaVZ{`h${^Nnw)`zvWbBXMq2T498+nXO+2|1J^#X!;yEslDvIDBs5Gh;m zNg7UcXqy#j^4cqRsTmX^=VMl$O;^%kdD}b}r*W@LdhgRlmwC_QigwsF1(46|)hwZs zR=RWv^o_KO$qjmu85DnSVGBzegV{~Ce29wHPWhLOY^H=2AsdPw9(aq0r6Q`tI|V2f zSL3-p+9oE!?~Cz~8F1><5fS9?FTyQI`kfZIYMP3qEFwe1Eqw~0o+sAQKAXl_%`PX4 zGnI)NUUakE6m$`sN$#_AsOEKCvOBBw%nnA<-;yqe2}6*g65Rt&)r?m>Nt0AVv!g)N zQ3&kgibly;woY&QM#`LMj)f!iA;C*lLQPCsqzLe=*w{pTl15B)#3*drti4&mla}}E> z*5eDq_Je+3q*Jq5*2{=&p>p|(_tx^Cd$!jUT@s}P-U(ukCEc=DU77oDR}UaeqBkp% zJe+ziyJi63Q2&54u@1aNz0Wb;b!GR13wMJ{FPvk4N}PC8oh^gcHZs=kBa)YdZ=YU) z;XWXoS1;_#K$p_*S@)S4cHQNXrG6^_R-bwaJsJ&kv@YL7$Ui5s9^WToH34wUo!}q1 zB)zWY=$RMjeSZJ_qm%XzbaH#Yz_~U&9z4pW{QH@Zcr^F0%XKnr-gSV0BH2BHViHuw z`X8`gPc$ud2K^6oeY2~d`me#^KUFxJ071Kdk_>gc{+O>5WNd8Y02|M2Zc5ij00Lug zz6}n1>-Y#hsXKWTmQRlm<$%yeVvGN9hq=^&A{GT02n?c{;{)95TOs`i1Q!#J@OsPh z{uyGB&fjkNR{*2=L?@g5$HDFzWZuc?G&RP`<%fYM*ksm`Bt#`(TVdRydKZ)pQyL%3Fko+#bG6_pQ@zykS z#Jwc^uXx7A6ke9GP_sWNBdPB%bBaN9Kvb@W>VkqAui-(F%X8OMc)ovhaso4u88fu# z(%wPTzuTeM&rLS4?8#xFp=q}4J2sm*00C%Oa86V%u%dlNHK-6*IQchJ&dh%`EoX)< z_(h^p(A4X!a*k3~c(o4Bkt6=KfhMD1AdYGFP6U3)v|*BxmXCl@r&@4rgE+ut_*yaYsiy+5C{ z*#AHwif8}?tsX!)0C4)j)jqc4zp8*f|8{%cb#$}FSy(U&aleP?pj0FPodL2KD_?A z@Vxtv^GmU0f4Mns+;}*z$^d^M9g%yzxyF+W=Wg?aO}=M>+6c% z=X-9u06<&q(>+b>TsD^?K);)1xa!OtZxy+;dZJt&4S9bk9>97*HFqWcRb*E0dbEK4 zI+xbe$rg4_h@9$!^8XnW*FBdI6jzSvD9+x9UN;7Qbvm{_zGGKWX3yu?Yt~W zJOiU1nLY?Y{a9Lc^E;S>jXC1h1~AM1rPqpEO4qBY_{KA^lMWlxMbn6vDdl2rp9W>p zsORpcs^@P4D(*&?y-l4t1L|hk6>@D^4Myi}$N)%;SgUehhm-QhSExrbLolhBB6bye z+^6$;?OzyqD@j0jWVsXtI9~T0R)WW0IO+dyz64mekD*-aO>O|9C15%qpMT=`{|Uzb zTb%D?%F1YR?+Q^#PuY|RM6-N!cXkP2u~gT~g;+aeH?;)ghk=crc8Uf+{}*ujfwk$e z->!00uYQpFbNIigq7koXh93Avx={s7%Z~#A(cgSlO5O6_Bv${{9=~rr+@Wh~vhiB~ zBjm4WTEcb7tTAfGD|T5B`~)CPpBO{A3yup!;tf4hx307(^V$oUDGO)EVYki5oK86E zXQmgrpG{#QsL$?4RO3FQU0M?t3d3 z+Y&W4q?J+mX7}Gw#p*|ZsXhq6!_WT({<`p5>i+UrX?f8qbyv{Ba-_X4t)Q4Qa?TuVGc`Rpy`SMBVc43oo2ceK4sWa4L6$_i zvDGmLHn6&if6NzY&&YIfy@gk~NB#%?{-MH6{_VZ$lTL!m z9t<3wFaET?L99#8zy9ea=ddF=UF*$PasvSHV!#-2Gs9iy$SxnbZ)VsKjfRQT++f%J zpC7Ph`gfS02wAj&5dfJoj%jOhI?o$_Qnw)XDVKidzuj2c{*Th+yUFRdDJlRrd@!@_ zyshFu`?daoJf*L^_==*Rv6C=&|M13vuD1%qr11zqPTi~aT;u(+7;69krSt}}xB0EZ z>*@860+qIwtpVb&_L&ge(~H?inpB*3WqFl}irRA7Z_MGifQ@ZrE?xf@jIFvKU*19E zF8ehKSk^UsSt^3>%xr!QYw2K%D|4`bS)y!^o=Y`x$8P1_Imx9l39=q~&jK^KOT;ok z5E*jxTt~x0p2A~{+NlRSwV`=jJ`71xIiDQ=01qScaWZ@y?>`*yU+}>HsYpPz^e3xZ zdQAHuexR9kb#yrHg~CjK^Sh^1vWNtc9HY07R3854-@D^)y4MO+v8Iqm=TtwncL=@o zRTI%K2y_k@nkPVLQN*ZUnZNI$XQ3a7XWB z#Cqm#P@I=@9kC;41w`$ROh;kMT6IkQ|InFi9abPZJ!`#1PPCV(y&RPHwjBPTS~Va; z%xm632V|uB$FUJ=RC^04dRD)H_226I=fFjkalHiHCQFa8`w?jW5+o*G$-$C{P5{ig z*t1p7lrBN;FA0W=DL+B_aAC2!e|jPKYC=06n_+KcE@oC(NkKpUYpf)-@Z`YT94I7U zj0LeH=LM}~y9M(5c2!HMdX`T6A?<02f#c<-M~qq={}P)1eKkn`0Y(SC?lWd}H+7je z6HwZZYg01MIj_A$O&0Ujq);>vi6$CXWO`oNxJKvn7ZeK*5>T>J2(&t#izsbH!2%hq?Gn~dcEfFVn?a$uCyx`}GYLPQLP`O4m zGBmuz(4N-gKP(39F4s%89bjC)3Czce;~ckUu(qxLHqwD785Wturjg!^U3{*CzOZc?CtxgyY(Ek0I*Oa3l*~h$QmD~pAx1q3iTCF<~6h5(I_Uh-?L4qP+`oJhR@Ia6bdS~@JEnA&3&td z(UFh|MovcF+gpY*xb8b#Q&L8G_NlV=N0#?G+$Xs2)9oj65kP@CL4kew2oQr|1AU}@ z02h#;z`JOF{RSDY@^S0Sm)-97SBdWx^q<<0pu<#uN(kh%`2V!=<#Pr5=;z-{5Xq~A zdip|8YRC}9NFYg&L6M<|kn>Sr0=24)-xZaC*xm1_?}T{rB%%3<_z7YNqQ$Oo1co6Y zVbBPp1^#Lx6gW&3L!u1|OabaEPUcS=+R5I^&Oh*s3$8v{GjCO%8mp^F)$w0PY4-B-PFu^Lc8l(TQseUx!6E>^-QHg5Y6SHKZBJwA z9B~06{v9+&!k8VKuA+k=TYjV%O;q4euyCa^`T90bW&gnv)K!i&lJ1EFv@}+_=E_`I z-Chh!swUQMBobsHfdhOezTQG(-7LAJiT$7vXeouZ5%U=;FL3=)- zwJNFXk(I7&8Vy>;a0oJXKEHZ@HE>g*<9&OA1(>AXfw$9GXzSGPDBamnhHSnGZEe{% z4-Yd^^67i4V%g`OPsrkar*^Z!rig% z<`eGD=cj$+F{eoIB~2~BUI`{SP6D?Dcve|pJg|Ep%}FoP-AQSRej_cG^TB-F$EvCA zhSK4PKXVZyGEB!tp(P3$Z{+Cq(K;**TIvyhVlClJD6(k-BK`wJ3o#? z3f<6$_UJc7V5#bX6)fsOD#TL=sR*$fP1`L%ha<1}?Id*oL&IIyhzZoK_Bx%}JI^M= z;TH8gdpdlolYq?7`V0v$J*Vp>KY0}a;?WH6CA#7hEO-Z!VC9eFCbsd<>R#4je3+Vg z(orkfmmiMUt)FFTzV=)=w_A(IAHs^I9Y?uNL2Ar~AI)I5}m2ix^4% z+#zScr74SJ5jGlV&`ybr4vd7&Zr!&O<9V*BJpuOZ;6}cLu||T)bm+uyknQ$6#$?6w z*@AKr#Fre_Bxl;~?~)+ia_r-4w0o)$INDvWpB+oVbirJ(ZgY1virQw*SB+JfObSy;9vT=;_x&bgUu zjuR^4C(c}CVelg6nxOi_&iC5Fm z2Zqo&YjP)(j1%=&CvjapZbk~wZ`30av>td?X;9+<7cq0!4zd^15!fy=hh z-;h;~^JP6Irxzb?r-<*WQI0+v#DUV)ZpI7X>m#nM4r|usF%hYFp(0sIsU(dt*%z=^ z?2T3r+B&HZZqF!aH8mo05Kd&l?ljppfsM3Sa}EXd%$`?Fj0JQ$$v#q(^jCK#+WZ8_ z#GQy3ZnL4-c4#?18Y+VX2brxMp=M>(bVA&q4870-hFEgN?WbpQt{5_#%B34utl93m zktdok^-s_DSgPjGC;rt6Yyki(d-5h0SfYr=q`INmuP7i8h`Jl zl`Vp3oLxta%j|$^I>m9sV3+z7F&SeU8vx?$pWwx|<*MW`lyCilRYwTZ-5q7vCtJb{(r>z1PBgD&k&vb0tfYd-Ra9uk) zT%Q5v5;h9?4AbR#ikM$tP6875FgClqxE9sNnQKf%#Od?}p?AP?!(? zqyWwNCdsmVA&fnljAJzMAdjTtZ-dtU7N(3Lr*lq(f@8`)10O}?029Bsat3Y+UWl4s ze?kEAL#?T1X#B3T_jq0h7htEL0sLQMbMsuE?{=?-@4gN{>EK6_Bzoomg1Cbip*$yz z)278aR9Lm#t)YI0?WPV13?=XsX^vgXHGbCjN5Dc9D&8Ki_tu`Z>9f%_TV1MD`OutD ziQDRg+|FhUct18E1$l8l#;A+F84ehiGy6{&tAQ$rrO@P5Ta5V9+e+wqo( zQ&X`{-4ZMqXIyXaC>*h%njud1Us7Rp-x7clu@(sz9M0+?>VTF$EthiAPuJ0JEU&IT zj+!C8SoOrI65EBy@mG?TMHs7Vc0fniRM$`5jGmZ<@q-d+w4IXUs5x9;aF{#GtMdXrr~#f50Ib{0FkMxYM9ySEO`Ts-b!!a z^1V3IYP-Hh-~Y8r#`mV`GDFXr0gkA2I@np=b&~;74h=sIRotwx72(RJ7+}OcS{Hjs ziQY!Zov-qVCjVu4eB0tt{J?pxO1p&-64{1%WdZ}z1|5}MV1lxY5SS?+BP-6c=%_8l z8|;*d5ccWtSX0aXhOJ3Qa2HQ6bcPt+rIdWd@pj|<)s#$H_3Z^h^lf640fY0^5++_rNheNF(@c)sAIQ4dDjfd34-W~dREtNK1Ki$Ti^%5#seUje195$ zE10pwk%yz9`g(IblIx|ydtl}@QvS1KImDQ@bJFIT`%EvNrP-h`uBX+*t*6B4{ zZZ@oHRfea-3i-S0z3P_CNRvg(fAv#cXy2;`5AO>)g>G?ctF-h8x<8}y*v=5%fg%_8KpDNZsxgSykD&za}7bNss$gUaw@Z+-T*-RCmFM#wt?6 z#=!Wo=-a8F`vF~I2qBWn`#Lb{9>bT$lO-O}Dop2F~jd|8ot zL&bp`5_D!L?@1v;LaRAOC6efi#wV@5CEC=HWli@SUHBA5A+8YP!yx|s8_Y=E#-E;`ja8LaaW05L+DQ-J<(8CrgxsBcxC zsN~lrJyxXFp=%g<<9`DUtn+dwM#I%wb$wZ$hYjgF;~S?J2i}$cVT8ol)oZqOS;N}C z&&v*sQFl3N6VPz!!zb8}v4swTh4olhB$dcI=M8oZpa9=bcoe2l7tT!?qDeAO?c55g z>(b-&vxvUkl9K+Gv;_d{$!BHFtrquFnIi{f6UIq*em;sCti|=&<6FXc&EK|2ut?LT z0lXPv;`&U2%7l78RfPAAIcYpvI4a|gzF1{fIaX?Lp0|@IL*CR>woE@z?fn*C! zpTQDqs!QZXV<)$60+MsItQj2?Eq2j;;Ik~*7zzzt21A{(dn~>hg=B*17Ic%#?}_B2 z+{ukk>@v!F@yUEI@YT(drKqu|Vf4VU@zCc01X`K=vBTFP zD*Rqef^tO8bgoLh%R*Vj`6$3l&}p;qTYuEzEx>{q zR84+)wv9+CoKJ?0#frV{=nbPweFk3%d24Z;VkfP_ZZe>HwBHQKp|_3{5!TdwIvcLaOj%+}TLTMBnN#w8qq5aeHJwm1~_qFcFUOebepGi4k#LV=D`aG~j zL3{^ryT;=t{9YSE&`;_Kh+>9U#hrYFq(2IY>Tb4^jsT2JT@(S)!7VbJf6wUpm@Y+G z3Gv1U5G4f;qep%s%*;+Z!|T9Zgd1D6;=i?I0_JoN;lPZYW=0t=wj#T&M_U-qgh#h* z=QHvO!Yf@@Csl#h&DaDRiZFeA>&pjZ3K{bg98F!VCIpSKwOkGh5SXE-iWDC=pPt@d z%!pXru|QwdpJit10K=X(tUV#R?n!F=2GiB=gC+ciOyA})q)eKwFl#+E)@w=tK1xm- zRpl+qbfGKkXn5Ggc1G+43*R)qdFMHILI9r-56^bWp*Gc)otK+4GEjl9i=GHe3e{jh zRv{ys&xglagFRnS8b$QX2j!>LkL4gB9K79$PhATiD%a$fu^IQ zxC@*w$dM#IOeWRT33asA`BqAHgj){+Kae#iO9}=pe4HVpB%`^_N_>FRE#bDkMru}W z`XFpUk+^*vwmLCl5X7i|kZ->ZOIG~GmsZPRmI9T(b}wpytE@bLGcHlC*~}A}q&$e* zsfHd(%s1w*&3H9f*pRTs~66^z_Dgnbca)d(L4 zNvtB)tm-{{Bne-q0jbP_vx~<~IU|~cuY5idUp7n4Dl~?DWm~S+K(z!mO8~h!dJq3o zQ9psrSrhfhSmXmiqLs}UWDFy84OKiiJ8}tUF*!6nykO_Ch_}
    EmoGPymKB1A=V>9{*DPDa}X7;c&+TiRXb&8hV?C*pZ8 zGOlj1wf)WT{l0tpkX18r9%#aeXettFLkzfiICfqD>VZGe^T-LC+xJZTjGu@iez|CS$f|0c!!ipS&P*4|NB4 z0lE-0xscoezD*w%&$Oz~pg?~xYl9)y(S7GW2HW-Cx1=O2;jBz0Zf_4^07VJ-1~k8+ z&}~bpxNy$d!R$^^bM3Dj5fBq(A;c210b~CQ7?*b0t{by673BE|o~hG#FA3t)Yz3T= z>f@_B+_hCPP;2eyewO7(ulrWQ-%h}KY+}63nh@kaf3sJmM@NfI8!5Kc1>ONC*?<|y zRYEMLTX#G403#S*fa|;Fv@pF*VL)1#N25r@@an#&=5#=fgoc1ChTH#w&k>?n>6;f~ zSQjBDfQL{oh=_bs)6$9z|D0piACV>&{{%5bkca0|emK2n<9<)unWD;{ZbjGRl5Z?^ zY;zt?HKLZ*E{vR~ltaYTNh;(XW?(jsPc#%N;*%6GpF0gDCCMl3?eYE*CLmc7(Nobo zRVNPTY~X?^c2Wn5l<(RGU+RXEXgq3&uO6FbcGGo?#7UqlXSRgU$C4I)r<}0zmYfLi( zurNhA@fsXH%d~lL5i2BB{Iu7N9`~rz4qdGlDOye9A$W(xtUe_k@||B@O2bf>0ND2WCw z!s5BF+MsoZ^72MsiTmx-QF3Owuu$$2!{M zA(?pL1PE=dUUV(NSWrZMF@mTm0y7ec&Ey<2R){A-0*H}blDnwWFB9U`o}^eY ztXA%@LQV z@xXSaZM8VRf@jGy{>UN*G32dLr|=WvmF>Bw<9_gs5<26_sB)0U!%IIXfqK&@6b239 zeL{p%jtF)vczeMqAv^9pTzgA>JrDfSedTuBMfSG=Oo^$#2lZhR5N`t$F~10+%F>1L#Jj;)EL8U_umYtvvQu z3}$Z4ce&jA=P;uJiecd2D+r{5vJx<;5jrThSGiCoab4b3{3+(_C0XL%Z*L#xV@IvC z2gloTfNxZq=4D^VOIG{OuIx%u#KEL#BViAY)aPN1qI%ee)Fg*%@PvdIi@-n=UH?EEk3jljXr}M&mMBpxc4U2g`Iv!MCE|px zgLxyHz#O^h^l(5!&Op=WU|b;n92C0`magZ(EI{A#a0nx#$#j7+@$cs6jilD4cq)hi>Vcruu<}lIqfY zZJUB#2|J(<)J$Yq?bv-CwyvI}!9B^RC&`uJ55)VElR94Jv|vyl zeyx2AV9!}sGSn+DfSL%>rl6Nl)#v!4#gDvzhzWdm-s(m#Z4DRj=~V6gI<5FxF83fH zp5DOUZ6RTo1s_K@$wdqjL6Q*gpGf1YzZr@jay6i%hF~Z+TRZ^gBs*a7&=BUoH7~7t z+b_|uILsDz2@Ur^Vkl0m;LU1s44S`CxN&{`lW?+fcZo!Z6hzTuuS51o05TC;9dl4p zGjn~ljBDoUfl_pM&=ki-SoJCal&Mk>DfmeeOm}E0qOqz8S}_WYA|GIcubfaq6DrQQ zLHAo%XK}5`!(epL%44y?Jrd=p0H0oj^)@`uFj0OBm~xsj?|BuWY=1?pNLX-N%Xm#GkK z0;yn-Mup>Y?zV_#dQ$Z+5^jb?lSm%(V~5|=IY=v{J-im2T`f4^wdpP+FlpsNo>=|o z(egYzMSwU{6Uhkk6?7sc=SU=0y@)c=+)}e{v4$Ft*Lcp)ydH&8m)BBMf(O+&iuw@x+Z~~ z4A>^VZ?Dsi4T1k4ji?}{duSwVv%`9uBc4`mN7zD zFH#Z+r3zv=Hz^#b33SX6USzKD1xJ`VMg zJ!B_JX_+N0WvWo$!ps)wJA4Uvf5;Mm84{IfOF%3mml4X|*aZzB^hf|G+$$|3Kvx5( zHWAWy_+5$s_3L(rdGR>WlEGy3j9DyxQ!{{_A0*H;5RtHbI_+78+i95`QFSo@b4Nli zYUmTf!6=gQ!X}ViH$Z)Ls0|{PX+i)eyQTaVNv(siiqEBaMV?4OLDi9E@50PO$VM)t z(e7fqq`j45oZ0ex*0$a0sb*ZY^BIt?29}e^3+2LytYYtaWa6rCz<&`p`c$ani61T2 z`QB5R)zRuaUvs@pdkiA=6V(9GhCzyBUAqZ}J)Sq4%WJ&myzhs2-V+wFs?X-)cHq6Q zIZxLH4wveRSt1p5ra^Y zQ0`}Vn)g?2mEYb@natrRfIx@_;|l z6!zKDgGE6<2c+j9q7ES~R(uxLPL$f-q6Ie4gMtqjNK}O@SMKXTd&X+@v3kAJcSw0e zILCjyWAQ)i=yr>z+Fg^0tID7E1?@rScp6WYD-38kcH(w6md+1P*kv{b-X3Kr}PYj zyT_Y5rYJ*fO2l_=$JTC~!07CxthO?65i1YP-av>R%c*@+#YfP(cz0BQdPWqspLsA7 z=Rl_EDJA*!LJ%uVbj7^<`7A+$#IK)x+~bb;Y9Ekom>Fzn$s4=tpO?@f#FTaWTj(o$ z0OKI}VI?r;8II>GhNS86k;_XfO)rq_clZQ)?%c`(WV8~lt8}L)?^Mi|x+6P?453Aq zgQ8eI^5yo~!-AO8rQT>Rb!7|aFVc}kr63r1#V?w0M865rG;$F~2?7Sc)1pXn)9m)k zSQiJT%n(O8xiMg#=7f+XG6oFe+qrvI$RNBRT5zvb*L9#*y&qtd~Y` zzJa$(wQ$+UV`Ox8Iti1pZ7NJ;}C~>F!l0b&7I>+1}^I>RfQ7 zU(C66NnU`EX;9IMGm;DL%%J4&kTE2gxTaMQQ%T@<-8OTot_XPdCD;9KJk{QbO`ZNk z(qH1Re;5^}f|hQqro&A6c3gkV0r$06(3tMrT|T+9-{1!Wwoo2<^(FAq9ae#5bkXIgx|}C^9EvoHSp~{ zPQ!LkCiS-R-Vkwu1mWgeRxkw*-t=1)Jm+5B@2zmX8W zA?9>Hgb>GxX*jZ@cHL?TOE8nm(z{mba?R6MbRgFBDvz#wacZzTkc#qTx}bUR};i07`GH##*Z+8I(p>bI05BJ2I;ge+ni*G$aiy zGFDyusKZDL8cG#JNsIw`hkboxv<;D`2@+A(a=&^itR)MR} z93o)#n3BLk3FcP=;=qK}G)1y-b_ehjiaFAj7l$MnJh5T@rOa11)#kNxP1Hn1IpUi_ zE~*NOyzImw%kV zE^BB3j>p%BcQ5HmaXVdR$ZXIXs}V%`YJKa3f8IciIUyXp_TqV36fIM=6CvEo%T-FSliNEK;Iqpy;QQo}Ps1;m4=}ko;I=3~`Gm12_F62{d%sfskv6(Y1C{ ze8gx0-2$@W;pOs`c;!m&0IqjF*3UR4wd|k)F^ICnq#k20JYn8n=n}$v4YLHOmXw3E z1Z8(G{80rN#-9W|)q%MnRQxwDM@8&Y)r#xwhIWKW|ako8qN6uFlyJWpxr z3U}!^Gj%A2=^NB+WqwGd`zM*cq;qu@m0CYUSb>A9O23oQaR+EA*kksjrVEGSoI8K{ zV)8RU7jUMvrTGjv+gx~|8Zlnr`RbrN-lG?5(hNc5ji^=mmHJ#hMomu~>~5+u1Q3nX z7~uqxq>^051$z!}-95ZmHznwd3_tDt1Sna7$Q>34k~g^>mEl@2mxp7MCL~{iB_bv% zWZN6Ohn8_!z1!4fRP4tl*T6)W3wBDXduENT>|KkwM!2HIpA8%uv3cG7%bff7bt9=0BWaTEftjwss zIR`*|HtqenDc;+p`bSLG3E6&8H0n``bf2I1cTjk|Sl&6QX!Jr@v*S=lhCEIEc!fiJ zzAjGp!)&EcDhfJ#{6ci!6wbfr(oVb$6P!SjAS8aJd_tY(-GyxwfjUinB&s^#YDnY* znh_?L79kO5l(9*~RuH3;BC>r9_7o1{AvYyLE=XQjFvtRoCww2;N$3qZL;{aDDd|fr zI5a~jaEX;KvgO$bV2<$qbt|g*)u_*QC0~DWA$ZD7=kZ60Hn|z0ZH)7C0);I z;^?pJG(=Ad8o?_uDmTp};e(Duo78LtU|--uKt1IYWJzNBgcM9lf_fC1Yk|8~irpl#CGZ zA9T#p#X;4_DA~E-(W%)yX%m3S{$b8A4rs7^tW8`?cQRL|ebBs(h<;MpQ4No!3^t7r zDuLI<5>j#|tob9p$=b)8FEHg55dMqHDau58N3mZaLH*D6`%oKzQT_|X4LR?t;7I-R zIbl=u=|9BW|FCovt?*;JsSx&%FH2m^-dt#!= z(j8NmB+CeegoWuzkT06<_b-qD!bruXoHs{- z6iC*{bSPbqoMI0{jD(38C58tC|8xnkQgf4#lFAVeTY=Al zEXjF>5n#|lftrANV5;7~A!P_#Ds=bKd=xczc zl6sH+2GmqPv&MMS0+kLe1B=XmYizv8I|c1vmE1<*MY_gLV8@kpj;B-QdwGIHDe9zR z=3$*H%wzd1?)+=8B8Vw2om89Md|v9^<`rvi$hAyfDwo!0tVQFNy%RJ`8!{;;4KAi` zi+aXFJ;XubSs<*UxRWj{WS!Rp*=D)C%0*K*FTdME19`f|8p6Q#tELznp|h(8-E1;H zipkSk9aB0+Ttmh&n{d$`f1(dQHp#2Gq(?nFl*Yk{-GPX`{yaVVpsZgr!%#pxf||w& zTIdunToa|pWxSmZ+TGn{cru#9CC}wkZa-a9{$1k`*b#XPj|@X4B(W-$dli7~KKWG@7n={pk}^D* z7oj7C54%;b$*tK`6RAFq9UoHF2ee@}Q~}XYP3oq#TNRd^oBzWWXQFJr3VIgt9Gb*xCAvZKA_W)(a=L$mE9y7k&yLUF?zhURpnne&La+jU%c^ zDgHe&nYAQD=Y&;>19B(o76Qnj35|sVp{TrS7$$mYJo4vI>QAQTYuA6`s@**`T=KL> z_*sh&nNbF(f(R1mDAuoYQF|xhBVdAYd7DdJdFf|F-^ibx1&@EW>`f}QRo;gP~2wn}GFK>4N?B5)J{4hp~Bcy#h4J*-j(NJ5dfnXgO% zFr~4`zB?&Groj9{&2#ZPnw18_C93VAJ? z=EMg~lfV#!Y2bnDA!r+cQh)Bl7FmwY(!VT~Df9J_akoQ4*lMo{hE}=%0R%0=Ef?}Q zR)T{W)7qaGg_4!a@4si>as7$XBX@S=jP*_DQLn5*tu-VcAq z(UyI|&vgZ}#iDpG=D10~k|MJcZ#EA}oOY|gD#8Oq)n}3V{>?J|+c*Vscj!i-=+2(J zqyDqR!F)`^qyG&3k8C)V8dS?PRRj>x{Y@3?A^nZ=edAW>N)})`uF+PQa{^ldg~2u=wYijDN=Zog9BoZ1YkeRgnr0Jr{EL;NcO@ z0aFbRKULG7{+zLREU{#V$;RImjvT8e9pdj!*CBK}l8mrz@gGx{VP5pTY{#r@=>i)` zVv{0QalOt$mfNS>qI4m}t9oUV-=0h|2(h=aGLyfP_8jr^v`wiA8N+#&+&C%Ve?;cTH~nX)AW)xOJ%< zByOU2AnGn^&Zm7D&0`*3)+Z5y1c3y+HI_B=-LCS!sbR~cd>~r716C?>+v$eO7fS%1 zQJukO4xr!_a?YOKrX}MCKCeN{LkuPa`$8_%me-d(D8JPB^2$36tIL{|5o8hf1L{AKw7vHJ&5LpUrZ21D@2SG) za5ldhTb3NfMS0Mwpnj{1hYNpf=|K13<)`mai z11JXj9#WD#RWi3T;QHE}Ef%6HNPsLDF1!X#98KmOora4VOK|WNHdLOFBEm;y&S3F+ zZjVofDFHV3r5s!*mB7xd{<||FS52f^ChC8B?*AN~l-~q#&TuCaRm9c3wy5BoYBxna zw^;v4JFo1%z)%Oy5Q%|^1#j1s)G^h^JSS{{U0#+0-x()nP7*i_}aV?wui z2mia0@2US%aHb{a>VJ0PfzPWnPt+cguR2pQS?!fco`Dwwp)$?*3p(6WO_84{J=|uj zbiu)mr_vjZKi4C8viWqFt%?2z?sE7F%~jcAV(j}4ACQMf zRCuehJ=9#kd4Po<%?_tK;0vSswI-!cCX)SbCnQ>Xj-(6-Lo8V6frtFvYeQnAR>WMq z6~}s?8%R)m1zydVq$hHq6%6hYT`sumd1m_MaMbp0Fd_<{E%v79#`C2YU1V$>L1xPx zt)J_cpwr!&+n4v)vTfkf)TTf(OQY5E^(UnUZ{Kb{*BX)#ODtFnC~Fx#8xDjweor(s zaVI@f9(V6o@@MTv7DuB~$mxF?=lIaEc3qJ#H^;SiT{y*l{P@H7M|sZZ5w?rx zM%s0hk>5IU+kx461CZGdl%zRyAx&-ZHu!0X!(Tm`2RK z%btI}9YwB4-@QHVzveo;I8U3skE1`bO3n^J4ID$$dWFd9BS%ndZbu*8-B7uE+1<8p zbh@}RTab>$pXLdF=qL*N=ndAm;T2>x`M!`t2k>PDHKigsyqAt&?l z*t<}UQon_r!dw1LU^>F^#A?Tn0OLHC!=H9$beq>;`z``bT7v@f)xL0iH$-!f>f64P zV5dKvM^~H@k;lc_0&0NvnXV>!>)iY=5Mo1~zeWq6-BxMT2UQ#MZ)r5l%aCgf$Lk-` z(O|S1eQ6sm>)!+wNe2Br|G@T!41punCo7iSjZ6GKB7YV;pkF0=aa2r|%Cw>)70#Ll z66mf1>`~c+8Gg;3of7ga+|sSlk9`hGZT!sNqec5Bn(h#@EPDo!k1GL$=wF#t}DNa}h#=$_$4T)r&rEBZ=bnRT2Awx9pb6U$b zMpz+6cB!huey=2SuFHXo*JoD~J=23oD!qfdNULkAf)@az(_*p4YVFo)Ez58%S>srz zC#c5SzN)>Zn_d<_3!_5hp63-AD1>8XcFr2blc?^rRngx8aWM@wA={C&kxi{HEph_1 zOoYBHo4pO4Zm3c-#&aMCA^dS6@S%9@waga`*1FNI64#Q1i!Iv-3s%nz`<1>j zjK!dk_nhZyYN%uE{`p1jo_hng>mq42qL0SD;!vfoFDpRaSGOsSTbzz#|G;#r7>N6< zLNjT8EeTOfa9%5;J03RE=<+QW--Y7lu480L1d$I3HP#MSUDTpgFFWzCe2}woh}RGd z6(;hW(AERfoRklnm1`sdSx0|DSgupAD=S+TMK6>V?nJI@vvqg& zZa>Zc5bX<+o<@ly;l9L+mlm1`Ps{7x`wt}A(lHX}x@l}^0pXv=z$V6BqQ*&6nDCGE zHMQq@O@u^!Oqy3J(LQGGJT+n)1Ry!wa|~5u0$vb__T5@-SBH8D>7jTkc@jDL&oxU}va1S=durAX8)R)jBLME0 zAncRAaM&M1m6Y?Sg1jwE=&}zXI@%3v8YBF*aih$Rj({d?eH6AfS2-K>|Kbe?g9aw>q@6YYg-H+Y{b%yB3 zV>4fxNcCHHH>w7%OgH^WhV!?09k3A*n8t4>0}&JneY0a(n}l4vl1I0jq%DI{%2)?I zW_{;vG*d()ufg(;`6=jj8N|~SU0v=b1ic-!pK_e;bmp=7cuJ6IOm3Te?l;4RQ&tgl z9YNDhL)sLir_y-kXv(wWgWITzWrto~7?>kjUb4U+)IH0>ZIM@s?;yXCSV?JE8@C#_6N@rTH`X=kI4l$y(JFv8%A!W=JsgSp*ljIdQjj! zTn-#LlLSs{oP{(@>vX zj>xpr#!wLPoyy+oaI#NSU?PrU_=TJcN5!_J<=jyL&E!2dr5WSEhZ{P6HIC&-=1`jI zi%!RmD8&T5FUGFqw;P!|>z2N;_frQa;h0+1V=0S z23t&S2hd-;@NQ4+$WxQzUA_ZCjs1>tj~A-lQkuh|RR>&(kkTx(DEZ22ay5e<1L;dL zxI|tLIaYn;RKGU^=ytB56g}E;FcgJ!Zbxk7a933FcDd}WOV)C*@CZmtlqTDZnb#tuPYCs`Wo7daw6BDGc`Pqe06xC7+KDK4 zlS$wPZ#$ApOQ`QIh)Gik^iUUdRb+orO_yNLMXu3Ch@cF(zp+{M5!daTnNX?7_bn@$ zVc}+yfGi4Oo3C#qbZ3emO`dSb9rs5;KKuQ%B;*^^X6Q@)u2>V>97=NKHku(4NL;}@ z$u&3(X-y@3dAdXQe^d&e+)?9kD2-RRPh?L!z>)X*%Te z40D^>-XWrT4@KMu@w3O1vWwWfvfj^IGT#PrD_edXF0S*{YFQ-Z%T=8T_7`eM&TqVR z(T}n8PNQ|jXhrYsmZbiKu-R%(i`*5!7S~ixj-+h*;z$$DL?fO{Dn++refU&A&6m2a zs-{+e|hORo6Ci~xuk*La14;y@$e#+y!H2fZ{zC~&hm3gX%$4_MQY7$ zSWAgs7S@?luoCV6G(peNe^G6+1iE6b|1S2JJn@y`X`(>6iX zp6gdt{?rJUKyj&N9T6m(RNx=2(L-qNXQrH>4TjH9;U`cu%HX6^GpmE!-B9OD!7G6e z6||f??xI_TzKtN2;@e>mffSNAkVfaf>2=P(o}>9l;Z|0MuWv5!G$;>}4_%$5g}3%E zM2Lar+yx497Id-_eU7}SY-#L@gfp*EAM(;;$5}?xQIgl2`xM0y83@9d>HU(jO#=j< zAxRfFN60@^($&q9W++EimFGvZw#w$SYjd`X(oY3|#6A{@m>rNbhp;R^1MAo@o>O3Q zgFtg-*eaW+zJcG_QQ12o%UxFIs`!g6kXQ~OySMwgGr6jGXnwvrJB2_jD>#%4PXS^FX6yHP^79b){g3q|ZCVEAu4$A)JQytnTg*h-ySFtQJI zs%`fBD5O4bZ$q~t3|p1~eoAvhuxWPg7>O{v``)V3LVR)rJ#!X>YJwH-H4#u~G*cAF zJ}_Em;EvG6kD*Rf0id|Y>~AMl?}Gg>ztZO6Cgh4}j*~b|oaRA_9fK+?30v0ot3?xg z;`n`DC0!lr)?o7^IG_XEfDEm?0z+8^4CnF_{4bOPeM!^S@h2tNALO`lQ7nY?hc|yF zpgy5h|5U*Is68-zdfUj`F5+2Rz?A~~Vj)McbIml0Z&PY0)W(m|KodB7aP#1)74yM1 zFSi-!pnDw8d~2z8y?^PBURW(hy>1|ImVs)l0~!)RL)sJD+-;$KP)Rsx{=)t>qNmR(NPgqi* z)vf>^qv9GG*#6io+lqZPm~D=J$})DQF>P!f_XwX5eY)kk^G9I511Ogw6pUMA{~#>y zyX6`fw+eIhwhrM5r}@=~bnft^OF70F|9msBWJb;0W+)%6ed9Q4{ili>=qeUH2xl{fYftCW#TPE>jGsLwhsAxW7Qeo5L)C*6d=s;rz zVgiZqj1E^Rs6pqG1rv{)!5{2!+qh?jedphZbmHPVr0EHRDZfVrOD5@Ce0)tjz=0>C z`@v%jx%vX_!mSkX=Q^Jr745&yev8C9jjB>H=8R6}?U3h#Nb3jYP1>M0#ftimwXokN zXHTI`c3x{ z`ieehX}G_fPcD54y)A|!w3HlKilrqs^MIw-Ij*ipO)g^oyO5@~wH*5}x$JkpXUy1W zplV{};HeGmSF8Ql-Y+E?W*}9}hlB}ZPBlj-AjXC6mm~r~)ES`YM3Qaq;n*UQD70l6z9I0NA}_~v1s{QwqG|_jx_VZl{|$FjiyRfNnLQ^*g+D!4LuHM` z@!XM#i|OZ;y^RB&3~+24{?#TGhTIk-qBm-Wbbz`@ip}~@fDyF^nY`TtwFSd9muLLU z*AJYYy)b|5pG?1$=?GDPM*;};1ZMb4ahN~9aA+Gqj=>OxKJzaqw~VMxOA#+SB?8So zVheA=E&=>Y&p%%KDl6b>FUF?AOo>6=AjE4G_Us=m0*p#bpEvm8bWVSn{^AvH#K0Ib z3lwfXF*jH)rM^gloOa|WxiJn1M5`uQ^#0YVPw^S6>D{d-@ATpI#BXJE3o-D<1en6Y z2p*7Zh?6u2Mkx#L#z`*;+tUa}A~213ZF_M-CG=7$F%rIZ8Y@`apIxse!&4o^A^!ZrHW7A<3!12O{gVqFb{3W$@q0mPs61^-NAY{FlO(< zPCpe)cH-Xx&n1Z{lP+KL6d5s!OPKO>%})hU0ho}`l!WV|U*YEaQXC-7p(;b~Hy!8v zh8)3FT+KR5V#xVPejk_=707~t=!HkW z12i1wdvg+>jD6H~Y5b-E{Zz2&7uzTcrN%BR>uy%m&a_vde-~Ci^m2+u%upo;Rj7VM zy?^8BXs@~bP_1!;T!e!Yaujyw;QUI$;T0c3*_u^Zsqvds%{29{E**)w=n<&9mtksr zig_zn9H2iOe%-?-iLws!vlvH9i$~x}ASFhnV#nq@v}$H3d+pWH4LF(fF@mKn#y~l) zpD0&xq`c)Uk(pTJ`^i;I>ojd)F|)d(I`)B;Jel(ZsmIdAGr~_ba|W5kXM5MoCZDZj zMaIdP07i&osBFS>HET#(z=`i&rI?>$3i}4pBOL<$_$~WCIBxBzHOB(FJRFt*k@Sy7 zSUv<>O@S?wD6#v6DW~pf;)10*0sHQ|po#Oso$mE*mZq44uSooh3V{$*qc?yqDj$WS z0gphkUX0{@`>#%H{L>uwr5C@4wC~>`wveAmzW-#;H*`qQ_B{X5!S;G|?^Z?Xm>`Ar zE02b5UtsiAqq{1mfG9+o2KjVmgNZig@JmwNKv(EZ5JtKvXw5Y0+h zOv*+h?Wd1tMnwjGS=~qN+OoA1GpB)?Vzdd2Isk^G{%jMpB8EkE+T@ywUl`wVbXbs{ zrYZ`}xBnCBqzxzu?Joc&p+J`7L`M-lNK6ckq|Q%ua!%f``mn(-cqL)q$s3$U#U>Td zzS&iH-=CDc`3Cc1sJLksc_q}1VGNCq{Qe*&ga)v66slw4NkJKpl^7ZlY@t59P$kA0 zkW-WxlP|x1qb>VBpbd8^XoQINtHhe5wbHk3ly^MuB*%S`xecN26cq&rvsWAZ*mDkh zpzxAIh^iu0fy)myU_&N(7bLI!>&yP&QP_=f#h+T%hL{hojW1TWx_~gSItL5lxIW2a z;*^q-y6_bJ*l+3(I8eF?f!CM9BaN)*;aou<5?owNza6iQfm zTf9i^a%^;w4QEtbRMox}KZJ)%(Wm9EjMCTJxLjn}hP~8nh%<>UVxyoSfQq6@|f}}_@ zmZT03W920C_kW9qHC{3K)_R?s*1yXM-w(+ZN1(o_7L_Q<@&<^S3KPru`$%z=s%v9M z%Q$Aum<2p^(T9-U|IRif?Bj&-VZRY1>|<`*@Vx-a^#B(@Rff&oEEb?rPV6Ojm;Mp0 zK6Mr&+O?0fwsu(RQ{e7SG`QK*)#c^aSN`Wk)5V@nZ7i#&-sI&Lmc{zQta$4r&b*v` zE9xa~3N!pE$?c@_Pn<-V$Ji;a*{vhi;r|FaPV8A3Z4R6>XSUVG&lhR@t1bIb^IZc) zO=*ec!aciC4`m@Mg3W4MEA{LuUGD++M)NUrWNK442p${P!*9Y`oO2VLA!bQ5>>a2Q zT9?zgQHa*4w`AX98MHFk%Bp25M^)ZVFjCJ?%dAaUl*QMO@ZmDj^~6QV-INJSa27nAC1#=vbV;O)u1sQG)RE_G|Iz|j( z{uEeX9C=Yqi?in&`~nZEHEC)`Z}p_!mbL~>3J&p`+t!9-Dng5~3wWN8E!@|$-!CfW z#@OUf&}Xam2Fs+L<;8d%OxvVZnQDYcO)RU^1=RG+KWULMZ=(nXR*01%|5@*57lEN- zT9oDNf~^F{e;TP1^=c%5*~%3)P<#OI?6#PkWewy|7Lg8Ht9H9515i?ILdIk{nreOM;NiKvJU41b@OrP0@+v z20lUym`JD|e8f(H<-&4M4*&E!tX+^j@m!U2bJqx*Ljs9NODF=PUkQqnJ*Ck9ZlsqX?iVQ1A+JQtGzy6QW{7TI>$o0W3e!E!w3x0b>#0-pxPW#{@3 zBPtiq!X_Qz-T@uu#ir@T&fIn^%+*5%Z2&&P!)Y_r`e#eaQX%_da~PJACV#bZU=$uO zz2qAp*2&R;QXSxGYU`Misi39i6E|=GCt)fUDrt6T;lN@oO+0+C9+MvtB+?GU`3|o# zePE6mfD=5{|A;L)v5Ul3(MKnP5Fiao`RlGr?~=}cu)60`O=4z`Z>>#bUcVkb4_gmr zIaWI%{HAP_lpm)t{yx)=lUL3ffp+m=SFt4ZiyH|7J$HNh)d!XA4~`C!RFPy+s?JP0b^Z+>*3F8mpU_3x%?f1vX~{>MrfCX8*Wief6&4;umK?Ed}9 z69aiR4A9vV?1+9g-_|t!Be1QzIXSVOGl9+DEta8Q9egDAubq&S^e_7Q&*%Tq6Xtt$ z_1paGH%v$S-^iwsY6grya{Q=4qWZj#ta+#X01ve}#za+>qNd+2ibT{Uu|u#qGDoft zjq%W}N_Iygq0eUYNM(Hb*O0ENG3-#h7m{ddZrxCbWlcvlrH>m%6Ok$~0_j)F>2h#G zN%c`(({qL`gOd#c?`M*-6p2d+`#%G1bx*;M%EMLFLk(izL=;8P=desI5lEn{Agkba zn>9$^^O<7?O^6Nqxel&zH z86AO|x4z=EgOK_5{(8iOIb4vHaJeCU5!+*lm;I}TEX0t^*iDwj2`UWw z51lEFffx`k2o?u4lK=UFI7QLM`%>ny1biXieq2rO%VD}j!UvRpMU--Y6Eg5JlK)+) ze0RA8gWTNgtkK6E-1q;gC{?8?WkD?gFxBu5sktd|J(hun6r=^T+q+_Sg?s<&;GgXO#@x za!Z%5Wgsx?3X*j3+IBsWRNIQhyKq9P5mSH?rUTe!(;qnb-Rg_=|8RLbN*q|XGOrk` zfZ)aV&7c=ZNp4bvcL5Zr4DKZ7r115}s_(6zsHdsk=Y9a#TTo_2k`^iuqOre^0&%Yh zT_6ALy{Z`xhPb-egY6#IuKx^p(^!FrT7G8O$Ff8C!GLx^foMan-lZITo9EZlSt&GG zPezWSqDq14wlpA+?iZ1dX# z!_znZy7qt+X|uKL0l>;coJYkLG2Y?^A!NWbfI<6zy_O*PBZbx-xRWMvz+1}OEU#T_ zbrpDo_TtHD^HbQotK;a1!71nk;NK4V0g_cq#UiSY2OCNceFT$Qz7Q5+mz$@d(jI_) zfa>1cUzRc2Q%_PkVGCBMq4!YW%csmFEyI0ImSX`S;rMHQR;9#MBjBBVurf&Fyj_?G zl382`_KiT*@yzRCTb4-}*9Yk!2Vm1+X&JCqBt2lK#H@)p!yFxj+*@sdWMay%8b~3P z&k$Ku1OCU3Js--4#FxdEi25GIiM;_)-3ja2^Ucl9FQ5zO$}wmqHINn;W(}zHGFSxo zK*p4yz`b1GuvYT{oewp67`#D~gnefVkP3O&FxnT!>BKdifN64?cw99s8VrgJ<5HVP z?r-&vP31FR*uUndT6au5y5uLG+yaDCEMWS`K=sLODshs0#fUiwTZ9o96itHctA)9l zTff&J>dB!y*GM*|LmNcyNNa-WF*pan%>o3b5HTg2Q9O%={A;1vz?o~v%l`o;?4#HD zU_5V9x5XvWwF$=m(M= zB_^Eu%a%@_#ymh9G&FAhX8*Ja%Fr#^+<9c!pX~RYTR>oo%3KQ+P2Wcb@(5x0VxoFD zTgeKnZI$caqF>U{3oRxiz~n0^)8XbH0^l2j$;f-nukgb402+A=lh?YXMqujDW!*rC zlU?J_@vrGIax7HKLV}x+&c`n5osQ%RWXd-ePwx}E-+;!n0_7PpU7t@wVIUH_+*~gPXQIGYvA<$xv@Mvz9fnmic zGB(~b(%)MHm{TP7c=Vft!l(DeV*&hGQD@8=iY;Fi5)Wj!@A9~l(|*Yjk1)9e+zvqf z!>~kaRpka6_gW{m$PzB9FxGNW7RcK`Z?A%e3y2zBG*cvU7~yRP`|Hd1s;lFs{bW}X zHCJQ^0z`LO{*XlcbWmcfdFy-6I9vwkXL>>^EEcprFd}L;J2RWhHM?9xq(uyAr$uPZ zmptQo%pvY3D{}o{*dv$&3EHx^WMPhqsaSiwVD2Np&V>V)@Ki?#)#T9n8V zt6QuMrU z7EI#>xZT2i{W6~NPSBl7d${PSN)Yh?_M9VHf`2hMTt+O^7R z?#pvvP<R=({45{td*U`#Xl!_q2X3umP^4)8cwYs>p)y@GDL`ZRmOqcjb3XfkIPuc-N} zD&0+@A29ofvKrg6eCmA#{5dwyhd>pAVjPEnI`rqZr`WZ54N%!4&L1nI225E*@wW_? zxWaxLfUJ^=wumPJSY24|8U0Na>_o^~r`glSS;qiStUF!SQ`EP%wxL z^2zg|iQwm#EmNxY>y?R_ECWEnYv9ZSLb|ts$3*#=@M#Tmj!25GiPw=_GCb&E7KB84 z42-!NV9dwhHY2`%!rCj=boB+Q2E&mMwQCGzVox>(clynQHb95gRXTTU7C+PzyR!E8 zt*kYPH$k87VV9~zIeFBWPG?WtIsFkN%Q*(~qAB?(59p{aA6~9CzqucY{8=3D1=?y-VwF-Hox344 z<3+{(qyY^~>$&Nt08ArlsQR;zu0$OxisUE*g7X95+;kSngdE$w3FEd&MQ?oz^Fv&M zuy>(&?L_{is%BuVUQW$j?e92=##|eUlP&81!wX1U>Jo1oA(tQpVj*fn(DtCNoB_nj zP+2+J7a$JByg87s7lHiko(phBcVQ1O25azV@Psd0Tm>hzA~^j2ux%U zPxAPNrY+Y2?}u_OX!JxqXuA3N>73$8d1Y-FcaHxpD`LnjDVguap}pI!P@jD_I7uioI1M3H3SeRt^e`6kqR)JozpE@gi>uB*=q+ z^KJY@dJB~5uz(Q;8gPIMUCSyr3X0mgNDyc`7lS6-w8kO_9p30+*<#pfLGA)7hP=E4 zH}96!y@lF&d{)A$clx)u9m3Za0ivQeyl#vNn>UZ72IO)!)_?uh9~DUhDW0ep%+Q)c z(o{9}Sld@C2Ryc6hsTld!}e6h#Mm%m ztPJOQT;C~ladc5A48K{qgtFYtFDd4W4pL&kWj38mR?{&FB*dQo_$!-QrsP(yYG1#z zgZ6R|`zH0cgZ?)r0!?@3*W_w}0)8Y|)(Ur=maSCyK2MV!YD1yQEoQIn+B!V|7NjA* zuft!wv24qI0!*PjNq^9=WgE#KjecXNz<~nWD|h z3~Lz$!~NS!@XbqyLhOtxhV>(SjjDHsRPXm<1Q1Q?-Rh zE4i~LOe)^Sef(|%xM%BN9a?8OzD*a#8U@JV!1}B$UIK8aMCwN(Z4FhUB#S;HB9637 zqi@@@miLGmR`8%ap!OTZ44ygpY|*(|Wt3`96~R!1gunzi#68*ut&=jAO%IBPKq^ki zL#cX()!+0{xA8zIi-1hyuS6%*$FcU;+56^e=cJyn+NGUbiKX8(w*-#WRTXCDlDCfF z9mpeIss!bPkh)5q61SIIX-12#*M^LMq#z)_Vl%Ml=t}6>dnxR*zy>=60Qyqc&a(lE!Ky?*1IOy45S7keyd?gS<%qgD(D9~KDu)n^* z^E({nJ4j|Qut%m9@a*v+LPda*mw(t8a$J^~KjCEVC)d@D7tV$HurjB^VekqGr~dlI zIbgu?*llm^;bvABth?7NC21Q-&Fl0>5zbWvpAybT)jFT(+dk#Y zVnj6d3X04MT>Y+*Tc>aKme*_G!U)ZlyDUDIuU9b@NMODIQxSFgPhjIDTc*%OYfT6# z{mnllNn$ZjXE9eccdX|IG1-(sja`(S6rwj=9{NhMnzfKu;`Yul6#?=+{Q0po@|!1Ki>sn5en67#@U?u zHZLvIAJijB^{K~Vgz*IiWfIs{AuPz%hL01F8S>=5Thr^XdW%+q@y8WlbO~` za@y?nv8Ho=3>P)2%Qe`#;R>h|ficm7Rm^Nuh7N2(Pae?4F-3u*x&gJA-ui?D-+&yj zx{K@xM zdM_)gWAy63_m1znxh(=QMz|@})q`1B@xSnwjXOa*gDi;q8(|^UeMFvF2mqGTtsl~( z6at5rE-REEN>`P^7n;Nt);%+0JxRdgT2xRms=Iigv2}hAcuU9_tVV!-3V;X*6a(UZ ziiprGryzri>-A~z?alfVo9E4HqD$Rt5^Oe3TJB0`u z>J;#_6e|axPWiex2urSdyGKKzQW}Ho!z8)b_STGFD()`8zT&M3dQTY&o3H6PUykGe zGjA1qL@?@S-@{u*6Y78<;KVx(mYHhtt^CPy%PJHIg}WU!bMq|ftcv?+^Vv&rP|Lj z`QPAX#nVQ3{z3hO^|;u6hI72Y`ULMmq3ABzM`L@bie%%jNuS+r0%BE7fxuc*P@O$U1fYobb zAFIVA<2T=<1HAYXk+guWTM}1?xS!yto?yer&6;ziRbW|?F`#lfBSQz!^wO-SUJ2<) z?{~h7VwZb1_lEcak0c7CT@M+$2-!N0SXz}!d4qoVBKKCgY@hxUTi_vBwgt3}h6xcQ zoB%#PS};YBl0p4X&Y{~;H~P+oA~s|NWO2#AbuZBV#mb6~Xem=^%>i_S!ofj2VEWj!1)& z(JIlOU!LE(1~@d5KQ&bKk_SNwhM~q)7YUHpp9<|M!KE>tLqS-*hpd-bwCTw)RyV5(eoy&6%~B4nYx5>@fw<%{B!Nn(7MGL!42PfJ z4)pl|d^R8%3Ck8(WL{~fJw}k@(nG{-p{@A!5k#O7J1i=j5R9wuUaEz+yMDlVkOHP% z)CD>oo3EIHfR?>6#Xg72`KcFUg-3%}2*)SDi!Vzj) zK0=RA`T;akwSs>X^9yy7X+WbOEFyKA&dqusqQl6#s5v@Nq#>q$V7&vh?irYlfW5f# zEJ`s;nj^^`5!DJok_?$Cw-1Z~ndalEgW83?&&fUZvvT1r;~%Lq#(3RdN30OC=Zr{z z9K(xdnlh<&iM-8@68{Mkvk5A(fjW3u1 zUMI52nN^Afr3#La#SM`zdjw;-LS*(U`=Bm{u?Qj8A?w;ez6LApFw@T_-T`-o_Dn^c zk#Yb-;oWRZM`53JxMY^4tOUg+9w3QN9@Sw$q-e&tFf)n>`B4pYNnJfYQ~KD1j+p>XnVmbdu=B+zoTE#5jz58 z~?Rjg%E}Z^)a0B0Sc@fsO^`0jr z*+W&s$J#>PCjJ`>%Hw)P#>ixRsOV0GkJMmjRA=keeRS>aCvOjP*LMO>z#DM{B{KEL zr5T{&%Ds7$kbjyhTd7jJsdCp>knI*G9%E@VhJcbAA)6Y321CX z2jt02Z}ar%El_ST%__1O@cKO}x;jG@3amYwWDMRKfDV`G3W@&21>{S3%SBK}=3%0C zllG_V#N`&_e&!wl1*_YQ)vsdgMShO>YS6?TsW%!x!U{?(kyS7vaGf#S=El4rSiuX( zTOr#k)n$2lvkRtu8lL2h)0s~Y0sblDZL%l^fANO6#xIM1MKma0=O2IysT7vzVl>EI zJjW3iV`J!5hBoH-H*_#=y%i04+?^5l0_%E>9 z1{N#86!O0PV2Ny#2a939ePA8=aJ1{ha&{MyY$J^v>uf9!@Xja9 z5TAZ})^rUiLIqv-CC(Nol-?vy`s3y#ZI>}&X^y+G)|Rq;wI6M3Cu7}g>;xZ^f-q>+RLeehZgrI8D&z~9f4}vM?itq4uyp1y`32dVstzLx3od{?ls z<&5l8YNt@t&0jCX{P6&SGD#U4;2i{la?9Z#V%W+}HibP^2by2T&rwNVjr$r(x%T>E|{CO?z z_C}tIFMbkGP+TGGB<3d=52LaHno~zOWh?ciM_QaoJz%Ex*Gac9d}9p*9R4WYpVp*u z?aVf*+&Ag0vNnR+927^Tg~CcG6@5rvo`E%K;V_X$zX(BEP1jj6}1Q{%1MU;0TiP9Ar>RxU~!OpYHdw)E!^2mXmB%i4iBeIjQpr-+{6X(>_|$uyrGE0xgnbQVmy@|9ZsC|$>?`or zy45d>4wQt8^=O=?@5rPoBX4jSn`EhvX+NeYf{SYeOc@bk1>E0@Cdr(M4H1zi!9huT zmNum73+qBjGK_I`l{*hU6edi@w@^p+V#f+xLv4WJuAx9s95Q+#>c_aitIQ(vC#Wni zBUNSM#6U2>)E_7Un8MVzMW3GtuE;KA7|a%cDj#ZC}2qsK&s)k_wqQ28?)SnOI2Yw;KsB+^NlWSE`O9j?qeZl@}*};47WR` zYr`ATVidSk5H;+kbw97E>$ls!I49vjb-*1fda#i`dVP#)$>T#tC9xW0`>DRXnby_% z{1SfG(?+i&&wR5IXbyjje4S<`Efta)Phe7($X3AVKikdTqSI(>a1t+9tP;wRy!Xwk zvyJMq7hO$!W0xK&Yige^c+{!!ks2wl{bIn<*t*PV+YZ#(Q*_o24HcbLVEY>ZFu=fIl-GQg}0e17C4DmepB zV7$sw^iq1$mJgjG%aQqdiIel%$zXJ7<^g7%gckFWxoi;bo!7O`3SxM99Sx^`n9TQz zF)LK&m{mt2_3f^ufY;}nPC=I_&XQo34R_a@Q$%Lx%UgCgz9u*lzUmnY5Ct?=YO}P45+SsE zfw@NbCevbQr#m>}-!^sCP-tN8+}4Q$3(v>{{Z^x(OY9oi-3?e#Ye`ilAvTAG$)(bY zqLm8O-h>VW;eXk05gOWc2@kamFo9Vc9dFH7z9Z@l^$9fz?HOp+8-H&)W=isPC_m-$ z`OgL-zK{+(g&r~2_W{OlPT6ACzP11noGl@iBa+^(pg5&coupZM(TIhFf}Vy%nFp|a zaa-0?HSzFLf&FU39gSNu0y=oEq{bD@y0%hw!V#O^qfsR+D1E!8bVBY}JXrVmq0bTQB*4uzdS&!_d?C#f>kz@v9kdIT z3syKa;2Hdz$aDCk?Mzhv`Yo!@^^43I&{O!m+CJ0x9l(p`AK48v(UcTX=7Xu{80>pw zNR#EP3fbCf)FFu~ zuipnf9@$y@w`9Cr%m)A5wYIHdFBCPdW&E>~D#FmzsKO&`xqrVeO0Td( zhc)l&IrC`Z8b^%QeL#~G;n7hpP%eGyYq6xi&ANl)l%q`Q4@uHY^sT)G_;~V6#zQK5 zwcxV@Zj~Hw(t?*e{L9471U_w4)-%_|1%G_i+Fd*v`cIniU+xn-ZY9X5@l=JI-PaB! zYZ^a&DyuByZS$Py(`M5oa`v4mD%`pq8}QYUYMqkW`7GcUQ#AfiSEnH6%@;V}g=P^= zBa!oIYlis62tAjID4sxH8E+SeWS9G|TCu(S;JnJ7FSi_>DXE25BHnAi$;8V}Tt8+; z=?fo8`4jMg;6~ao=K@q=>;>-LQ7e_jZzCbuPX=z>j?|G$kB?kL=vqt^B<5}{L&z=+ z&k`M}z#pXwKCQBV)3q_m7aQ6F+3a;{@3!9V^u$DE^rGjFn_d=jtIo*z|9<2@7oZ~y z&t0kcCMv^`ROf0q$&1bGt7qX++|@`ToKr&V?iBI(b=|pn2;cTQTUgOJe0iP1(%+Yy z+vIOQyb^xBRGNC0Vpy84dsy7ndnkP)8}b%2IO%q}{2ow8GDq}2g@x{@%ipNmZvR^x ze3^jmO#bihhUb|gKX;mf&X8-fOmwzecpnC4hP+6DApk3uw(uK2$&TDj-F0?~1kp6` zY+u1}9RnIjN3%!ucnqmcWAtl^6^VzWSrMLa`--*ovlaQ1-)V{MUxwXjmdR#rN~_OCRQejS`Y$TiQ*SiDzdij#QUzx5~(As(;6qC6O)b5&#x z-s9T)+YJdv4w-^prY-pBW%?3H^jUUKq%`(E&+CbdeYOq0bSIq`RLH6zQE#$Q)rp>1 z+C|QpoU47OHZo19E>p#cXwlL&k8{`c=dmgD;he}2<`hfFp>;4uCFzULPCzn$~wgj0nr06|ZTg9$2FT?S_?J;A~7w%jgMJ zq^1eyt#iD!)e(DaolrX-rYee8*Dp$P9TRJJVt5&>v*9e~Ir70ClAu()U>7Ba<1$Me zDLB{%7Lr`VKwbCYl+8bGD}&Ai2@F@^UzlC_@w$R(qj^b8gHo2sssV9<#5fR-TF#qHNR&muz4v6;EX zVw_3!uQ>_1af}NpcVrdFP)FAWty7w!O(;R0hs>hIgg<7W4~?I1B5a`6U?sdCS%iqL zabZyqp@3Z|AtIq{vUT`6sDD3s10?bLVwGL1C@wkQputcSh)`gtcG_sR>ogIKm&u2} zT=DnJ*AJ7vOrB0VL0+MM;qn&r6TduA{QK)`v_s~9HzdrU|NTBB#hmnHml=> zGcVpP>Da&ris6Qov0#LzzY@feIi#{dy(tDAABnDHq0YtHNsA}esu4*r5XXLKcc^>D zwp)v@=BJi-dC}J6!h1w|#vbd8sSgU@6!HUBP=?`AqL_v949$hQlJs-du~n9bMYJPD zTCyW~^h-G<t1-0+a{Ip@QfonisAnwL=j>yr=4Sk`}#u#HOxfucUgq!Mba?P9nVvu5-27DX}Cc6e-A)C{-@Dq_5QQ_^}pTpKkfV9 zVyJ7}f6M=OaYzr$f6n`#VyOT24%B~7_dmr@|GnBFv%$#q(fk}1lmZL@1{7cp4b2`d zC)odw1OKVtYzS%{kZCi_EvXOgd~ZRZChJ_Z;Pg3YayErIL`{y8ir3$5YKH4yh|;Zw zXGPmp7rGGTloG1xNzxQhCVs4Q@${cA?|l}tgAJs08R}b2|J{!o@Om&G;eyU;q9fc> zGg^55Y@fe0r36LF#JmvoPtF|Q)-bFTpQ&gq84KIZnx`mw3#7}xu7HHddDElF8xsD3 z=$>8r{U0Ak_Fp#RqG);7v~88I(Sd5~W# z6D2GFsuprOFY&ZXRj%S7v*t0eMha4si-i>((j2S511bfX=D#b@#BOl^z?q5gqt`;j z>cj6AxPBV6`~RFE{VzvflqceuB=J!^!Ww<``pe4dk~V$uP-wnIe)3mAY&5*P6!2 z9fTbkztvp0bNlGjW;hyOSY1pLHVLSY_QzoUDT0=z0X?>zvi7+O6y0x6^5jf|-8H9dCg=n$A$3a+BK&oI!1NXuC`R@ua@-Fseda?!@ z2YmF(hAC1i%v0Cp`E<0#ll04@_U_l~meF0$ig)#!$HW%|v%fv4q_yhDZX%+sF_rAz zu@B?D%x_1`Pb+iuHt{zj2v9~gtY|n~QGzre(+#ifjtl&sz4ir$`52vD(vPYyHiE*6 z7F9MD@E7SavpdU)l?+!r4+AumHvTg{C6u%nC}>vDOQlK~`_Gj5L61kB=N%JJ<9S0O z)(byi3j$vrmR~^w;}vT82Msw>phqhuj?00YPJ0EdqB0<9ITa0ZK7|i#B@^&EDIMr> z%a3hA&llmZU|-$D6H0L=Mv=EyD8ABLiVObR413y-ZT5inY03A%dSKZ}e7vPR@gZV< z$^39uPxx^A_H7MaZE5i{{%w>``gxg$RSJ#8)zGiSW$s~=qKrv<*PGVyk3A-mF{3v- zGX*+c(2UH_FY^JWy)O*SYwSU;oV?d30b;~Uz4yudufxtd!u1wo%uj>5nVkE?v~GAB zM)%U=iF}?-bH7x1Up}0Ec5r`+`6f&5K)6UbRdi#I_0>i^?8&i>qH3_zhP+njg z-D{oFq@(>Y^PC@y=^=aP6nqaFfUN^21uaS|(Tm;wnhE-Qw7G-$tR~t17u`%@)jCcJ zjQfY===xGtFCMP*w;3lCgx_^h3n2|Q_EEK_&Gv=OdHiRyv)%|-Kb5d>fovCeKKiQU#O!en6?Ay@}tm8Hb$3kFB z`Y|Aop*fb4wS$1I^e3oCnqO)wlvB=# zo(lXq6o`o0D@1=d0jaaacOw>@Z!e$lHt0+h0`9%bCEERZdSHplgJ<-&Ap)Q*NF=Ha?Fr;Ga& z-!On)h@*C>Un5la@Eu4fUYKuhbpeob&xbF&ppP8S&*Ew{+qlAxuiqP9r$K|eK$09Z zv6(XYPMT$-ZHK_XrqY){=@5(e0{KYonF=lpHex}q1axi3WB9&KN7Q4m|Cc_)o^Wh0 zGrS{2!!2ej+Q1UXJvaWo$^yALzzgW*`W)I2{lw+nBsbM~n9E9^3Q+y&w))q?_MFsF z$SUe~uwW(ixMF3gjXakByuUK-`gLfmSkp&7gq4xm>_JNN^V}qr!#p|yKNXTzoM*wn z!pMd<@=lI8fjwdb@DSc?{~q(u!B1B-&<7aC>}SgIMfZcffj`~uGMZ$Hn&E85wY9v)?zN&G7+frl zCS%b>xx!xO`Oc2)d>RcLe;W02pY{xnQFGa@x|F;%vGP{1*OYK?W%lRa#*~bU!!Ccd zprPlX%cCX=FefecrXj)&p9Bz#iMvLyJ)PafogDb`;%XUvvoVMt5jHu};vHqYjAED) zK3IX#-Ac*?V7g+1!y6;{P|9nf_~1~bCR)gZHV8&pz#1r}KLNVHq}$uMdEFd<^onIs zLbG7_&dT!mjsgT98NUl)v@`#RbAwS*`7XlqNVJU$XkFUzFfO%V3Fkzp)cqp*`N_Zjso6C;ySq5 zv{X?$4C#L5D;myg*%oy$eyl_Lj?29Q@m7;%gurU$Xijix*56KvAE8*&1`;(Mivt-& z@f%3mf;f<}*_FaNT#1+sR3cpMr-XkT=}v+8%q%KR;ij7Wr>3G}cB>lHLf1ZZu;s09 z`}T|UsKj{38{|iRfZaHJ`Sl&&4zuB+#aG&^J(NFYshQ87UEU;in)IQbh;OFO<0mu< z+>Fuoy_TLz;iUf2RVl6%m?~A>qM9J^q+w<#V~p62a~OqYMy>;*^IbWcToS}#;Dg< zo^ZKrfTz~HE|nvxxHp*uN!S9B`WdSsMxn;_DLU)Y|2;%`D5)m7gqBkwoiKxzP59{$ zxfR#QoE_M!RK1N%Gm$3-5c2GZQ+Y%gA#-abG&xAj11d)PfThX7%+O9NbEa)3s=47=)PLR;utT6J90zG2Cq-Tus&cD z+!iBEtYm9CiANiQ$JhBql@8ORjFF;NW6}>qB+Bu{bfLjuC%p^O;`zCSH=Ut6Ua578 zDIKng%y7KXWiD%4AG4yRQhLo)xRt3!CW}wn3G?GgTLMHyvf$TZcpS4_Lxih-{a{C< z@r(R*wlV+f=Yrm#@5lW;%W7>Q6WCHbVm^)uS4l0P8rDo93n1VqXAZ*W9fkX)C}`1N zHWG;GiSXV6Niu}>-OP z^-d2e&CV^@bUMv3P!o+Nv`LxXzL?kTaG!#(MH#0uf+t|lDL8QUv#-~ZVH-DBB%0h)Pa`Hsv-J@CEf<4|UBkQ^| z5y|nmr~MQH(g7m%K>fqh5ee4EtDWX1WhW15uad8>(N)ajp)|94D8TYR_VM2q9SV)= zk4#gTG@BFGoi$ly+1%DO;m;KJ1b1m0ZdHdl;$44Z?hSDkzq<*TkMQ0ivyZ-PsErKr zDCS>`*#rJ4{wKycN187bP^0RDLp$aMo=%fD0XGb~RmwH*v~^EKo)1w{Fe0nd$&O!+ zd1pp*Pn%fOVlQuVy?P1?XXnV#6|Dmr0O%py2?8z#x+&ai<4|%IR z7^!L3g(k+)n}B^Tt0j@Y=`v9ho4v!KBsGosg~%{(sRfSg8NimZp! zx_uMoTZEifLX6<4s;Ap`{7*vlHZPyCzC%NkEVZC=EWGuQkoDWbHb%s1I|`YNEnAJP*;!{;*q5Qhz!Xz#W@$^e?~DC^$e)TZKsS zz2vTPUwtYw<9R%KJ)O=(7>8Og&AH3{ttE22t*CjtvOOp}`boo1iG}lP7f<$W6g|Ft zF)+`mHcOO}Kx5F8WmSzI<&azxo*BZCAM|JEO5_$04_Mt+4a2x#a{%!1Clm48Iz2kI zR7NdG6LwxEc?U>t1#0hG z<7Cx4PA3J*us@rJAEY9Gp*pvkCbQ{_H5l@BE6_&&ahXN;C2F{_He{Y8IjSE?E5$~_ zMUA?VoV5D}QfSsZY;&EP>>zD4-=O_J8ykWSdpL~t>vhh9|Pe{mXbnE;T zG~$943>LFZIPnwQhhG_yNx&rPIP=(iF z->^l#i1SsF{z0bw=9|co1MvGwU>cEv&y00DZP16zf^rB5k`N4&lzk%0ps`2c6f0re z`L$t|LVRIeQgITqnMr(%%c`#9ZT7X$f$*f6rkru4Zc$F3a&In+dNDrc@QuPLnx5mM z;tApx^NVRu7_+|*leLQ_7oIHfEe2E?^CoBV_Hl@`zUp0r7(upPJZx(?>Jy>F8v;csfr~|nrApR0PmdX8tQ2a zQSfcwcjf5-0Kw4BF=NA5Wc7FVv^5crWLE4R4ObpW}=C?%|9 z+!B!QV)UcybvhaXxu!C=Z(0k})Yu0iI-ziTfwALzCnT5gdk9rPx!0QgOf;Aj=<$SNjb=8E^w^XYhB&T->;vLq1#;k)yuJ3Ow$=aP!d`ex* zm8!hLApSPGNl^&xC&L9Z%T$*iOW|WqvmTn3x8!YSgW+rxXHAP(8l@JOEO4!D%FEni z6zD&)tGHZ7E~pI=*AH5=GrJe5Apc}%KxV)dOrg`FDC2!hu~k!`>cQ&W>xuUQBwd6h z=m%igQDz3mL=AUjI-gP*;qgP3TtmNgAB(;#8l0uc{2yGES9v^}ZBDv5Q&b)N7KARf zHVvbzRMHLhVsC3B$8$BCy6k0gFH`Y5K`)VS)+Yu0=TW#fUxk19AAPsTh-WKF89G(| z=~3(ri3$%@jtWy+n~nAYua29W?#Uzd>Wm1->ZIBqBx$N`%ip!oYUzJb6iKMOG{1 zUJj1V0&W1Qm>H2oGY=RrZHZu;R3c@(qtn7@>Y@!%@S4@W7Rw@GOTXQqo?(lDAx6{1t`4R-g2~E>Uj`YHuYm3xPNAczVf&&0 zjnvmm^_g{=M|Uwo+njt-PjY`Ekob6TXpE;R_amy4sB26-XF>2;EQ3buqO$FPA|rH20Mbfh~4=5%~BUMcrh0Y|)ZbwWVhzG}~V)-|WC>fsh|U%_Q=4%F*Z z?6A500sze@b!dT$LHM(#mr18Z87y!$q5;4F5X9K>E#^Q;xj>1CkR1j%s$()3p($gi{niSHBOFR<&4_Wyl^@Gc3_dn^VU}qE@ zXr>-oQzJl}n*G9ATthJDxD)Iw8QF-c^AnufV7tjQ|=wQ^lfRY|6a z1G=YRat$7!VQVC-+*YOjYSG~VKlvsAf5tzl$(-f#>>HNeXKuPhs@;;CFx^Fe zy)F*{Tu{hosd6rPFqDkc{(GzXTMJ3%wE;re&k80dk$GW`E)rzL%e0KkHtxjxMS0BW zVI?v1&imNVy0H%h?8MUpCRviy2$jk4rda5voRto@sr~o zXh8nD`%zb1Gz?MVBh$m9E!KZPLgQclA%C8FKlR@>aWj3oPbQ3iRj(hwqs|}j-i_S{ zhFF<{q;1XbpSVe+Lw+7I`|m`y$;?_e-}hrSj(fV!ygn8Ti`Cy? z7|}AYswU7{sMTD0touZWKE2Zaa#8D)aUZnc3m`c=(KbOu)@}dM|F}qIZ`a&HPl}6t zcRw&5K`P(w4kE{QQjTg2a!_3a0Gqz_UD|w`AF1wyDCyD8@VcX}{ByOz27?S2Oqo@E zQ$21JA99_&tRiuqR$`Wi+>(jTOXr>_f-YDaG14W_8saH|H6f&ZTXXrItA-NkXG3sS*v@VQu?P#Dz7aB$G0C(6i8Q%m$%&Md550c{UeoXB)aK3PX>vRVO|d1!XhS54H7YRI!iV@7GU;MdOg-`Q*y8o+~KIA zUy9NLJ*x-N(N)fxe&@zoUQ|@1H$~K-9rUc3m-)b%wwyXN8FM5Lg8L4a+%yI2LQ9WY zm2*qRqflg`rz^xXG+C9SS+gS@@#n;=ptJ)|#gPKM3+XKycPld0{xw1x8)O;!EKgDBCm(2?d4UK}N4TbjlkiXfAoQ+LW;|?Uk>xvDQ z0Kw`I7VSi#WpxWG$}86T_j1y9Mlj}N+#g#r-&}w5yiwhZ*;y1P(L}1xEL3c?#`k1C zrTYapTRN@^Qkdo^!yOtHjQ1AMuwq)B#MnP6YlXncYezfm5`X>pk>2DV*MtUox9ri@9!svbM91P%cBN!oQjvMoJ5c7unoXc!W{v5Q zTYYwN%Kvo%tJ!t>yNpU)$7vP^b#|9q(9Sn!U2Dk7Ei*! zy6q>|hUXDm!Y_qUMVTeLjce7~A)C~ojHP#3+mfu$)Pcxmm4$Q>x6O7Iu*oudQ8G9; zj}$Fui40VI0=s@MXZ_1AhPs_wJasH8pC1alrEFI7#EM<9oi&EK4 zn9ol2bK`i&geanKbM(knp6&J*!#jdlKM;Tqkt|f0K|HwYVEMTgQdy13{txeyl>Q?Z zhIGlh2v>Yic4SQHdgH|5Mh7nkDMrk(*ym;ZIw7CV-@OZ zZoXxSZsh|+C0;j#O+tkn7IP0!p;GA}Hf0UFgl|IyS5~#H$Nid17Y4~z8oF&~OTgWP zv!MeTYy-5J{_6c!eJM9PnTF}415`bjq{b9Q4Mz?kU7P>rs9lHl>@mih^aIrB&tCB1 zn~~?Df~LTr;jcmIdZ>5-D+m0q>0&J!Lezn@GxzMTxk_xuGtA!_sm7jdH+${Lne*d- z%amQaS4)^BI~B9-4V9k(jyU$`Nt{KDiQd=*3$b4@IxCRux?wE}D(vT~Bs3Pz~3Y?V@3$lu#kTr4s{CfCE(c84Xx|DR-Jd$8nLS)0MRxkN_H8kpT*g_(c$f^qaO`+TH8fm zXR&D=0KV%PWMw%o>VQ~;B45PT*(^vl5XI0^z-{@&W${^FgT=v8D)6F z+amo5GH;*y_-N;2CTr}OH!XED+5-)aJ~J~7)k)ywCqFZH^Hoy%IhVA{dc8jbG>Hp8?0FY zCf=02H8qaf(-yK2DqES|y0xC|E;lFvV*Z%ENN-)vMpnUaT`h_JWG&l1dU^Fi5UI=- z;czcxGb#>BRN$X_TTpKDZaOKIeY#%Zy$)8WG}@j7Fd!59c#IEPUDeHHMDLygb6hbU?`du?0TBl`1bW{ zIjltCz24+L+8?)1@zRFlF^6C2&SavqS2V4-s6cEfH&-XYM8a)#Ij1Fna5vfQd3ZD& zV#Pr!xN+KKu%ddgMrU^4jxJ_!<1E_CO{jU?asDVK_vamgLX28#QKu$QLWumlhn*;kPa2C)#x*T_Z zY~%E`PwIF8Pr0UO30ia>A!r4iTz%Wv{f1#KP!^`pT>>+Qz4#@u=Yrq=!I3V?N-0HL z#w7sY(GQQ3Xe6K?^kiTv#miE;qH#ro9>;rzei4JxF`}`ETv8QM&o9~Enq3y8T>vA( zcR>9I**4FID_88fknam08RjfLuj=&#Ed8OHW7&KF?7O36d&>}7Pkx&cF6P{a0n0Lv zKP!hAoF>)^HcZI8MMETSzdSGrzz1^Ca>19Erm7oHd>FE-WC4iA8-SGd7;}2N!)%9O-za4u^ zj#vC##H^6(k6tP?cH9^<2^WKrjOZ zHG=9n!gK91r|XzyKLSl;L9k;SgS7G)i&-0v`X=g0A>Bz-W&x{GDI+#cGqu7u^_(K8 zWO+cm0aN=~!G#@Hur$(howa(iR?Sx-L*;F7I)vslG6PrmkUwJQCPd#Tsm3*V$$_`J z6gqGMFy8yDvs}MzGRuE0mj*+Hm)3dWRu)nF!60fH=)bPEL`mh83S#8n89NSL_Lv!~ z3|AalCT3flWUXdRRcSMyPP0W$;r<%vrLu28+Cd8@&U)#Z8EYaiM{t)18H8W986 zvqkhZQdDcwqlDJHj6nVX?+^i?xtXmRuRvAGi@+GOf(F=?h<@^pnOrw_N`nY z45)VGLlq^30*rPQKX7qz8-hzu7|HKxI}>@Mc*FGfqtAa5&eDUf5sS27Ubg3XcqHho zEz!ui3j8I@0kcfN(OVW>Z$u3g1qd)+IsLv+UtC;tNU5miX5XfzGydd^6;$WO=cd0?8OKc%A1k&D*NhqYc%3Rn~wkBSJ5(S(y-f0c64 zh$nKx1xW`C#QmT&4R#H31_en)e?)bE1%Tn3X^(tlEi8c{n8L@&1yoyO-wYCm0p@o6 z>*@0R7I$2zfjQyCA_-Xg{`L16&_xp}+M#=giTGy8J>x!pvJt`UXmRW9knsJi>QEyu zEee5eoD_#>6aEU!p~|q7ndC23 z!Pz3}JwoRD&i`7Jtnf@qJ$r#38IAF?7oPa&dD=yS1s`?K?V3#8BM=xZ+CTZ+< z^m0f|GMqLvgc1?TE~(@z;E7Bml)&JW&;!8$7DbBaOb)Wo@KC6LGf*Nyg%(9tqN)$E ziWQ0$0k95A7(jCnK|fF{Uz%3RKL5M#sfZ;b0DW}WAXJmMLJTBpBZEk93=W-1yde=h zoUO2R?-dlWDq2ErUA6SZ$v6H}?L1hZZvTA#xBu{e*%SZAfA~M{#s4;gMB(-uEQwE! z2$Hq4m4~OhwYk$jTP_w3NSyo>92Ea-h={Pu**kh#yR*wVntNKySX;VSS+gr!JKK8N zQE>7J3W$jz{r9K7Yqf?ZE;$M~fxpZ`o6?RI5cAXsbZ-)EUuKjdAdUvhC2Ejk`IVein9QEtDYs1gf z%jX_nGpYm|kX)G&6aHeE!xL=kRhS&6yBU3$bA9p%%~k6u5jWKZ<%>MI;Z(_MXTe0C#ex28T8lY;KmqBm)6cH1xDG4MJu-Gv~p+txGf~azlEioO~i1 z=K(b-4d;)W72st2nf@fvg72Q=2BElFIZI8l)Q>)W@2W9nQ{5B(_T8jph{3o8hPhEC z&uDu-Z}&Ye{NEC;dRa2j@GFz9+uraKj?8yK=ROo-r&U7;&r^!#%go;hLRQlh*<3iV zg;ZDxRIQ^X>=u2p{q?(z!0gE;KXp`SyVJQbGM$z|K{!v2MVyv`L0!-frFGGXo|HmqlTMCtVhr`@pHo$U38Xn-W>+eh*jNT z&EDm_JpX#zjDzjLJ3{`gQu@n2(I&E+vQ&nN(0PqD#dGH%2Gd4w@e@VZKI~2jsw<1% zb`j~I{^RcKtq7Ti7>8N~>FW~>HW?q>V+ldjs`BI)KQD=x*%)bQ{vw7`GSSpDxCGVoBJvkz%YT8p2CCr2UtHE`0cUV z=P}v1DV*%)!pkH)sPkdG|L|(9zKV_O+T*O4(O7><#rL=KxQV_!#|nSt`kO%|!Rr>> z>UbWdxufpI_$w-Qw~WC8vl2Bn-f^GH(Ng}sVT;w5F)!*jxr(Wn77~q|zYS-dYQ$E7 z3N>|?BNF&+JL89$l^hb>ckUSj`<6kiu#byo=l3KvCoZmEI!C-{e0;_lgNuahwNG|o zGWJq1WAbKo+Kh1Czxa~L7@Uv9ewUt`8gf!@93xwXkFOfESD&x#^P9Z=ewh{VfEIO; zMN~E$65`f%7EA}cKaI?Fc~9WG$OIhU3B&Dj_euMT~&Wm2H}V* z9vV>Zaji&|=^h{-#h+c=`9wWN#jT$*>#s|WCvrT4cXG`N8CcH5IVv>CK|#0Wy@4Lu z`n@B`2i{pG7P4{3IpkR0&-4+yVz5J4`?hixX}zTH+aLQNT`e-XfU<4 zG;1pj%)%>HZ;y~|Y3hlCy(AQ8^6C78@-5d*5{JuP#H_(>ajvn7dt9~s>ahYBdc9yZ zdYXioHj0$>a!|HB;S^oQQ}FiCt~aM>r+9GN%fYToYl?uy{vG=p!Sjk3dEfX>)UIcU zm*salm=Er8RTLW8C9qXT(lao7+vpFSJJ8QHS)&Q83}eNawxmD*%&-gY+4cspEU&lL zT}JvXp00UyCyBGBmp=bBWMjICU$$<4x#xU(^fP9mR_#2nKdr5%Kva1bf~QFX!sDDq zu$s3w;)}f*&x#j`u23h7A~g68#)k#BmIWEMR2cDh3GAfkx5Y--7v`tQBY zf*&cLm0Gbhf3uv6S;9|md(vd6{%*X=Z}U(i#Xm0Iry$n{Wy=L1Xx0m{C4WiNH^iqo z-pjVxMhCx7{1yH6?ScVTJL>Bd0aT5%+~=3GJrv$dD@`sa72kpbB=fS6g%N|l%KlbR zwmU2kE1HBerS{6Q^L!~nUJ07_#RyhXy=1dUbdH(3{TkL(QbQz#=8D|V8$Wf%6w=3r zpg4SJso_(MkY^p!;^-i}(2&(t=G1DBDoG2nJvSJS__vzgv+>)22OYodA%AY{#Nb+U z=efY2Rl$!vRn=u|y;N2y7A3M*6xPeXs~GN*d(glOjTDr(g zg7WlgtdMcAFXY*IM%=D(^p1%cR9k8ZarbV?%-acs!FB#VflQH}wwAqspvjht{i7)f zv0uFk&vCc%GA{}BY;4ZPkqFA3#lW{=HcCK`OIs$WY_3$XNxoB37GtWPS4fsxS@3%e z|0TPVP7l=@ogdvNh4bb1BTG?<#^g`~sNH_YA==V4&f}2agTCUm%fKx#R{)vp`}5DZ zB_H{w9cg6ND89sEe8YjHtv5JLBxa$D3(?D6T8@h=@SE{px$E(6-#MCvRSu5i32RMK zv@2~}blF$CFE91){emrs-IFIcQ;2rF$K;)}BW-Q;prt5yMWEJxOiuBSm!B$?mDY|u zPKg$>r=h^!W5Z6aR8U(LuIX&=1tE(|#h|!ALY)15df&VPw7g+_2?1<{5ks+@}4ZS`;9U38v+CF@efVUBebKk`Ofx=g*>mH zGSVT0l*cd%tyPM@q!BDB%4Ndjc=ut|Er}bo!eL5I);8_txe?%!PS+?qlDWQm@^!Pt zk=Be3Twk}p`_jnUeJVjhR_ij)E#XivVj+kTX?C@KZ9`F_@|x_rhXb9b^0&^7pE{gY1HUDrt*e!X=2STg)#(rCD`Bk zsfI`#BMqc2;k^piz#vXw#u*2$@Aj94LL=A6Wb z*ym5H1(Arwue$#qZEqb_$FeLAZy-Q`;1=8h1cKWpxP%bg-GaNjySoz{g1fuBySuv+ z+Otp@5rKh^QIo;6Lr z#?5U`Vh1d;ZDI&|UkIg2ywUw;zfQre25|FxwBdp%PlM=}#7tMjIso8H`?0-q_j_ln z4X5P}^P#h;ZBU~3!Q+Av@{zo6l$ASx6On{l<{hD~!OnNS0Z9S_H@|mRd*of}kWm>l zL1heEOhu128as?zxz0eO2aE0|?7nY1UE>u|Ex8$s?0aUf|z71VduxXX++g_O&0y&qQx` zy4JkO2!>_)#g*XTu>_5Zm@be|vQmy+;bPyC)rB686^f$gx<$q3A({mE;V*GKDCL1k zgdH4FqDqBdYp!vv25ZkvjB4c}{FXP_omaTovO@12hX2q=AfltDYn^5XCZWv40#{sc zsksVKweD5bCE}Ykm}h@mGEsnRq~KiE?Sd_Y@U*MZ;V$NlFLo)iO-7ILI}GJH+}_Dm z)xG#Dvt74KYUD)rjeh5By)2yOY(10xK4JUA&>Kh1Io$)0Nrz|tDH$;lf^WF*Ihn$~ zaR}OIlWNNGJ@Gr93ih-gKV7Y0+qIJ9la1DS*=`(3mgl?;kTd(?_w5dKo9%O*Mtuwk zpghdRG`KrRiO4vYKB$^zWCu|!Z-~A=56l7@WICV zQM$^L!04jDV@?Ow-Rd;_WCV+mrZ-ts-3aGTuXC?`X$*fFJQmV65MO5Fa5LusjY9^#EuS!vNuRy}Z&SPh-A%ES~pm!#raA zpqsq|y)vVjMyy*4cOdGQW+x!T+L)PMx(VB!^ zXtM@CM5>*)0V70(8B~tGp6w=Qd z;Kc_SJZzgsxo56;GN+6jw;}H>>ES0h4Nmd>fYBe@_2+(tT@A8@UF_h#djJ}M&EX7v zssbz%;xdd{^aZ&zt?|$V_ChD&_K~00z5le527WGjtN58(b>jI@t;@qk*fe>QNW$tW zsBSXJ`-?6W+mryl%6l4#enka7pKc~H`9queF{Y8Ph45Ma6d9CAfTPwudtJZv)Lm`p z?-^l+13f6yYQ{7bNu8ZU;aFf-#4 zEjX#+%lXBS4-E|io+cki?kLtioC~!`h@$YbG1l-*N>-97hf8C33kA)P@YKxy3~zIK zv*vw>+=fsh2vFHWhA$Azz2(Xl^f*Di`i2I>v1`Byu0veyRFYKOn;aq3DM7#Kk_96L z+Ac|km+z)h?WZ;`X6~tLI%Y1dJrAFYoPoMj3MSvfk41RFZ}0r;j%b;3z8HkD!SO8_ z_~?9iK0ZB+7wI?+r)9<$0t<9nrc7^~jSqG$<*|pK(|POWoo7q5e7O1CjnZLrT7$WA zTJO<@M!yTaAM*3C$qmD3q%?_VuJW5>%v{=zp*eIv6ecixZHrVC5$2$t;}#bOCK2-k zM8kJ`o~wE^X}ujWw}_FO)CNaEv^Q5Rxn_w=NU?+~KVkPd8t59T->qwXF?Ve9`(esh zO8PT0FTCN!@v1^yP9f<+rMf97?$EKmNqI)2goU6n-j@I8k&()2!Jyb@cj~mlW4Y!# zhvJ1CWiFb*TD@oK>hYb;#3&sNe-CAUnMqyXvqf?kxTrF8;{=^E-A*bp+&Gt%;#o0wb4SZHeN(tgpkGt|} z#@vb!lz;vA6OphC^uRw&L>@1=8^q4ywXH|@RL!LM9x$2A5Po{lE=&_i{j{4Z!RQcIXxvIu|!iW>AdpZ~18Y88xx6ON8TmXV*TIyCsVq z=d{O4LOqk6rE01sIR4`%HLI$_XPi?{>s??f8ZCV{`-!Bj^)Iq~{MMbWPwJo_e{AISr%M0S z;a4z(>i=r_Z!k!-X-y8f%;H!@gE|^pI?@n@4S(c& z%mnf856t^r7yiKUc!P~)1-EjGJ>>-}GA4z<_<)U++11+{2Vk7@1eX71Sf)#&)Qn|M|=w^0s(v@7||-j&x91ZcG9U5m18`S!-@b28=E z3)AqW>?}x=(Kk6D-TVI%=WEA&Rj^OJdQ;s$sgbJ_htwJ#SJKk{>y`%3Zs;Y`A&_oG zP?<09G14KBW@YI9g-rC^3a6*>sa+QWu678S78xH$p5rP0`5145w8deUJ1M&LHbxr) zx#!^^j)YNT?ySHe@N6z3)_rYogLK59b6KHVB0rx2EFYi%vkpkJHgy_*J5R z#{B!(_y_U+gKB|B!vA^z{Y$@o@3jl~CiURf%xRyxf@>@J)J$-^18C(}^V(8*Z)4>- zhJwQdid<7=E%m!mAMA4!jV6)78J}3vc{7FSCj0yS)nJgeG}pe2uBu*7XQ=Gke5|nj zVq@~2?d4kR*A{82gJ4SPs7){KuI54|d|u-1)0b0@=zqU8_TTol<*djONy(B8Ncom8D6z5j^K6b{|_r zj`GKG-3?H8^vzY?r@}B3Rhc?#PZ5wI27!i}nsNE4(27q$B?0dUp%X7wpjC?4e{ zI6MT|?%)NB-qi{vnk^VrW2o=FX0BPThTl_#%m#WXaxK}4O$xFdWrGG3pzYHjbfJ}b-FD0FI)^fEQd-hXpk zWlWj%os6>4B5Eq#PTv9$74Pha-vRu2FZ+2hR_9qOB>oB;c}Ri-90I1g_;s<{W96v1 zupRt^agVtu>k1>myA!cnl^p+r1_F-fskA7r5WDHH1czR{0yA-^9!^^MmXxhgT8ZLM zVr(lCH!h$T%@&y?LE$5gjMjIJ{Uw_tmuaVX6z4nDHOHcEL@H2j5nJJ!(SK|@&h4BqliAN&Ddq<8aw!aTwsR*w8uy%s{{*kK2sW~peY2bH zKz|yBb|d4SeO2j+x5B(*b@*2MH+NkJ+8NLJc#&Lw0h*Yp^q}_>hPw_yz<7pbwt}9E z{)RL=uZbSMgS*{zg+@~sS*z*%2|)|UCo%4<#a%m&4r9=cH`F@ux`vwm%lQNR7FPjN zJei#T5M(j^C&>C+&?GI$M=K+yX>Cl%@EVIr)BYdAFxb~H>>uK(|82naTMYO2fD4wM z`G1PI2wCXp|1>3jygY1-y9)-rW^XJf`@wdD1uWj{Ef*6SwvqRihs{1U>lU{GZG#WK za7M&Wguq63FNyv3-uoyK82b7Iw|*q@c25_ck8|0aUGX!4(M;d9Y8aJttMH4}i?5f* zT{sbYLiCsj*c&IFnFtEq6<}m z<7!GK6$Owt-gw%Ab4Rrgwe3g6)O0z*o=OKQ{7x4jYMTlUNQnI>V6PZnf&CjM=rSe_ zcUVn1{asYvP=E{!;5q~^K=wY@=jcV63keg@aN6!|ab;BJ$e7HINu&CfTpV{Ys!)X% zecO*118p44W5w5RHxaxu1oFxjp@gC$xvz z!1KoFN>l4CF~P|5s9z;LZIk5PD=fKPzi+Ipd#qpRt!!U6PaF`dyaQLoF54LG9Y4G~mVVb{z3kSx4f1&tV*8-NlDW2R%`>n}| znOiL4sk^o90eeHF#H?919*5YFM-s3nW#h2!D_lYy@YjVDQzzKv_)&16w=|!TxlobGF1+B)%hsJ(ItbRRU~G zRzPjiph{s@wshSB$P}X6IsbkO3UC0dF3DGCXWyouEp^TW6<~i?os~7+!iKi?)FyM^zjFFcFzcDC)nqj7<-NocX@W0y+428du0cjKy6&q7= z2?ZQ1Casg6)1V{hBMmbE00j0Am-`;q1OPn7X=jm{kpRxpkR$tbK?Dxq9tWG)HDOw; z*uXpKvw5#N`m}W_czXWEpUSKtc-*@m=n9jR$Dx4MD`Cx)TTmX)K{uN6!0JqRvz;b9 zXE_iVPw0Pwo|k$^43Df0;m6DX*^y8^m%4*vjQL|N(4aF#p^yu@q0Saf zagJ`Njee!>gLDDfsfzFqwi_~AbMo3BAmZ-H|5P>z52!j-J5K*28THl4xqlU8gO=uv z%sVLWep85pm(V_?{m(;cwiU?%XlZaB->WFRVil9g z$=M;&T2kPb3(q~kuczkROs9St5H&}y)D&)A5`zIiyUK!;_79i6B+^Dex;P^K7Vvzv z>4&?=+H=zF=_+EU=G;6?Qj(@KI~6UhNq_S~C`du^9BYGPi1jkof9+e`m~purE7#dj zEY&j_+w94y9pEcXv9Y6f_W)$UsN7ON{t6lyVejLKx$X_#zq@!5$qratT%XEsrmb8z z8RCmuDqQa4tEWLp=Q@|}+TMQT>szPe<}5F_ta_kunvToImNk2|NC6-!dDl0(g@0?X z0Wu_iwMo7Y6o4q#E4jG^SfH8DOPLR390NFINIfQ-15@2j~%;G}l z_Wsc2_WJm2!FYY8xp{A_!K~mGD%V6>?UKa;q>Ptn0K=LZJN`~ZmgG>1D$pnOE$tLZ zva?O_OZ~57f4NQy|MGg#x$|$(HFihidy7g>;cNfaNUa4oj;sXzm5aVJwldv7R^8}> z#9B}G`e9W}mU8x2U(IW!f&wp2LgJXEp4Yu8GHi3==+HiE3aoYHi^k zsVROP{eSjwzuSs*V4{+9UdXFl0y8o^tNjPw8{+Izc(@tp9cM7S%7x76zr9=Nv5n;6 zW~#iF#Cnys^-q2XW5ihc3CaZldR;u#OhKF`B|nm$ELa40Dl>-H`%#JUf_1BxU655Mia4v9V8z8R(#6;@YhoBkN! z-iGpsYc?NV{twKWG?48699QrtP#w7iwST9>e;@i)rdJ{bR#IN=YFt0fH#F4ZP@dJA zOtlps-}&h6q1b%E!%e5fdpo<19lf~~gu%hyDs=-Zvj9{~4<&wnfoVY{1Bb`+<@Io` z0e|i%8(Oxm*`x|NB?DGhwx#AIM2$ua8qgbzlOqBDgBiGK#W_dVet@FKK|weRiX^5U@1_y(9Ui^yF`OK?24~5 z96034r1h(qJk4d|63kTrME?)Qa{BYD9FyrCy(3mZ+e6>D9Y0I5kD2`Y3_>3MvI?$D zcM8wX|Eh9r$7*YII%vX*WBu;X*GSeaRSOrbVvLX;;9ppBzgOOS0Y`+`kVf3H5>u?K zK0@n*i*U)TXH2^+A+_w3v0k4M02zIk&dP~g4~idf@hA(p2E01_2}bHc^+9*t!OTUN ziODz!uy4G;0XBZ4!EgTJY#X%tX#hJ@Z3R6JmpTKTLi<&}nn-{EKK{)D?9Jh53Pkek z$%#wxTF}5A%J!5CJ>Th%@sFM`+;jPJFV88-D*|StJg?Zj~=le)_$6s;DC?MM_+%JzLk`ogaC<=2`K1*%Ktd zmF3Vife)fePVLxN!xg=zrXv(*{qfG?&Pq{fJ_+qKPV@)1dl`j{Czf@m0aFxCdUr-f z+;s;PQ!)ou%QG86iz|E6wQ`-kIgqWZkyIw9hrnb&c1@*HeU(lek!NsfTD`8i8V9?l z0%Qpln^YKdjUL-`L?ID4SLnFf=&&%qKpUjxAN%&63AqE!VtSjNu1|RWQ%#R!MN$=c zp98W=8bsf}%?`pJ5RENK;;KcwPw(C_rhV+Dy>O?X(LfME^=EvwynnzKl(usl>Gwnr zZV=tD0H+`i(uLZZi%HbOL&RkXx(AWmXPuY=gW0Ll8x2N`@=irhx4?xb&te6 z@0_ngoZ1^rw$xa-<^ZRR%*4DHxBP>K{3>j zpn~JS1N{eEKZXw1n5ISdJ_P#f&+(~qnOyMKjD{!buV#$N+%_dHlJwKWn|e(q>{tZq zBkm!(TR(mTy6w=Hzc~NHMfZWGX{NjBU^snCp7@8#l<^YnC^W)ncNHdUb@q|NvjKKZ-G}rUTa~1 zQZOu0bvz2vHqp5F%U~@3&PTM)o}TfOz;8cl8^j0uqR3$ z;4C&t_EC2WdM=!hQ79;LTeo*Z^a=BQi|=(}j)(w;RE9*xN7qpmYkPs|g!B z!;jziiE!LbIh`Q^^`3?!DT5LcXcg;~`p4)XZOf^*AZpE79~bQW9`Re62uP<_#hm{@ zF204yr{0{Hmdffp^MnTC4lV|sx&zS*G+=o1Z;{3rdT`UL_MvtD95*<)o%jGq53kQa zL#Ut?x#Lk)1epE+*pL84{k*09zH4Uis*nNH2H=qe5-ip<#RXLKatsE4!AJpY7=SvK zng^BvT3ZJP1-m4AMk+a={HE86{}I4XZ~Lk~$c$!#xCG{J7Z||u+PzLYab2`uzOg%j zRq29D*81X^e@yZF*kY5t)nPFBCY`aK=!l&_%4MIgPv9#wh=!@&T>~{j z&LQnY(Rxp5V(NUgWK|F+;oBH~Ks15F^A4w)~B zD6vY@Zr@#Q(;psI(tOr!rnm(6SfXocDu4ShdF_On%$`e}WZ z76v3Fib~^8a|38W4I7xiB5)2u5Ug*cL2>dx?B{<|_W_i={>66f!QRLWZ9hNJ;rgYd zl+|O^)OKE6@XN>~7H-(cfDr<#Xql3^@J?2S{Y%y0;%R)@?XNTWg{`MEGI)XLfNHDM zjXl54y_{;%gceu6RPOB zNw9$W3|A1cd>LmAz0UarK4ELQWHU;@!49ZfD*p~TCQ)&4wjU^@|BD!AHq|DFwJ8u# z{-55jwg0Y#ui|u_yn3LMf&D;|9k1bnoa)Zi^y22Q^W&@s=Ps8{tihU`8ABAm)7M%=yp8(LPG1d9T7kAeqR4hpKqxFeI&V`n_#277vtK(#t@tk zhlXtYyb|I2hsD*4bt+=CaiWJBDx{F*#&|@11HWh5|Pq`SQO1J&vzF9IeguTnBnG^xS$u-izkXloK|d4a2i6 z-t>4e2tOaApy7Jejj5q(@bO;!cAK_y)E(dLe)247)ki`7v+~{6sat$2Xz^_0xNc?&+*<5|W7Ma88i+`*8(XWGoGn zCJ=kK{6K${l*F6Cq4tL0Je60s90CI9k>}k#jZ9!XW(Ijdzd!R>8k0nq`_hAnb2{+` zB$f=yf`AZOmX&N6!0^oGA+bbqU#a5jTw1ur^-;$OXf(2jprpB{YD}KBL*GS0f&30= zNKvrKO8t%-duW#n>@U_xt-SAn0?M10o&!5HCyZ7M902+Vz86P$J^fd99Vp-8pCdp( z7>0fzfdq`f_TJY^C}qtNUi5Emm_Kh0iv|45AH=u`tMTxLLNxivW0#;rv=JeW40t?b8&Tm%5I{(*<4jUDQAP zo=-|*k_Ul;w$CfSakMRy+V)``o#5@d%}@yYz)8i=N5IT&=Ie#Vg_hby@bgMr%xoOu zTE$P+XUtgp_MguH6h~^g+W0uO)`v$u?upS1&K*p7TlZgWnd(w*D8`S))jDY#_RSjV zOk1|w=(bsDyp4qzBQk5b=Y8wTj2 z*X{O%7W_zjyC;$E+|;Mv_LfXf$SZTV+Vpy-85c*FTr1R%^&j>Qj~oWlqTbir#0h*( z!dEz4HX5u@QpF9+oo5r8H*x&#GE8P2o~v@OtS$l55j`r9EC_u)N*Vgo;S<+~=#S4W z3xYU~owRUdv`S6lw@z^tV%3t*X}ORpW|^nsernuHPy0N3T6}d&sUl@D?7DZME;^J6 zOWy{v`gW%kbSl(!KVxdsBn)x+G++_>ngJlp!lIUAl_$#3EGaULc#-uB1!sEtI!ku7 zRk(!rif$8+b_nDjLa0k1hfnQCfW22>=@Wqm3^tsqMhN_7UK1IsxUlJPLU}WqW@t!S zNNj!9^lc+(zCPe8g{_--`sEexeYA z^%)o>!}6gmRlqPVa<40%fyhO(7=--t<(m>r@v1`9q+be=KeXY+lM?az>95vFmj38n zIoxts6I{naH8-cQd6vjD&NMrU!5|SSQS<{rUyq-CsNn;wJxUEr(^E7hFFudEi}IcP zl1?ZrKSoyLAo)ySFL6z4s79Rz`N|HR-J)}iiGmU9%$v!Uds$zIO)3+TKfjfrqzf99 z|BRHCgA1KX{;tes64CNq-1tjFF}rnl+pjk+i$-rBXfiS78~05<@d;!aE*M>Dm&v0Q z-r`TogVAw{P@ACNl6A$_YJuzm_va1d%_5zkGtRurrq;-IC$otd@n)`88%&j zXv;J>%gEoWe{?1tg*L5*-f`A`8@X1Y8SbZ^i7GjbZ!+tvZx@+jBVR$IygP1RvxGNC zIZ_q1vmMI)Hpv8o7)PHnJuQ<;Vj}wDz|7KhQSMM#HXI1S6_d%;Laq2#mv!HUuVN(| zxnb?v?PDgPJ{d#Ci0#UTL?Ht}OTr9~t(G&G9nG9=JM$t1N_IAv0r8uQVQq0qVK8fo zd6e?em0T=K;w92(iI##vf|HL{50Dy~S{fWSKR+WRlmfiXz}cUuwg-!h<~^idS$h%5 zz=%&V;o+VawvK+yWV@R{#?TeEOz=VRh+GpCk~Xvs zp%&FsID{-F718JBZ(}#$-w|(`nPU%U zsr0h9rTP1Fp~I~2WTzdAjPhzUz1yrc?XLSvQ06an$lGCAG#MhP>~ zD4dJ~`-5d~0wI)UH|cDU(`O>(bD2WT*4}*810B<3Nbkwprm)!h6{rK=>5Ru8Mo&g3 z_wrIu{9xXNt&jxs?o>?&&B!K&oNkvYXVK{PO-`y(c7cysPrrfDR-sRIF=Rf}i4h;%k(*-ab!twr`EBz!Jy;zTq zt0O11z$o!TneS_^yaH7$vTXfq>rEy~=^NsBl+}i+JYkd+vs$#+82Oe{O7t)AGe=nd z_>gkFBBVB)JVoJNw>hK;%r*@LxT;lQKdLyh+(R{vjqbH~@yJftQq*Nv@)l&KoD`K4 z_ELCWM$joSopIf|ls6hSr}zEjQ>L+^MkaF(iVD7@oPZ9AXHhoRsJ3oaJA}YW#e?6z zYvDU{@at$AVhJ(V{5aI9nAM5Fe@n(@3J#jp2g6>BYzvl> z_@8c9bXS`biqbNl$aK$LGVHxFBT`5%`%KlVT6Qz5%3a2@+2k428P!bibHP9nN0T7&z?Cdgq)y zsv+P;bM>wXiEM4h!nffxDT`TAEi-rCu{KMF_L^qlNgh+Mxt>M+;Aem z{M>a2DIV8(tFRyMEYErg_B_6$t$Dn|*I2(Pce?ay-!x(P@b)>hhZpJHOO?yujQ_FG zug6LsRTMm)vz1i`Ei|?%2vTf1+{*`p0SCd?+fO)5cTIJaar*Z#1=tWxCl*A8H;t$uziJ&KjI{?Bzo5`0V&~;Oh^XE&h#Tx zr@N92Nv}pG#K1@(DlIX5LrfYLZiGQVKjfW^@WK0gnrJKdGqS*2?nQ)n~qdoQzVF|+4 zeN=30x0jp6)kB@tM=Gp{koR1E7{Nl`a+=Y<>}){Ad8%(hev3_OgF}TZ4}^meP*vCe znhuz0(8`g0E3bm{E=T42{XB1AI5-)lkxcxzo)|D}@iihqt3ktQnsC5%XxZBQ9l}GT;j!p9ixu!YX?WEnLSZ5J_l_U{7 zTXc)wv@fp1iz(1p7Q#NUQhv|jnL`g`E5j86ER7pYSSV$Z+I$oo-}pC7S53oTNJYP2 zJJyMYHP*ur&yy|c)AV=&94}(ZgEc9FCX3^&7$!BpRkBWLj9|>fOI7q`Zc$l?3Et?% zH9$S!_D_6JK&X9dNAR)V!?@7-ya8@wt$UC@ZRh3@Rij-TIaT^(`r{4SHrlqlyU++O zG6mE$;S`U^d!MhXtbSz5TA?rWi{_nI^i0?cgDcY)R6}0PrQ!ZJCa%fUF`T4fk0dWz z+I|EI-@SxbTg`bG5!)0TKf@Qn4A0!QQt{{d!w{Y&H_j(wZf{Y+<+D@xoGZCWUIGZ~ zwc3UZg(Do!qrzfw{L_ct)e(eZf%U6x z#eCiOwrpR2)cs)+cAjK8R+Br&ET!9ybY(lVE;iMH?XE;EJI0tgn2))($l92Xd4&3_ zqj5)z(+8_H9rGwtUDc8~>mAg%uN-=NI<~CFw9CBgo5|9L;q$V28XFFo63uv;8aa5Y zfuc8hA0A$G#Ali8aVRlF?U30g6=3V*nsjZ_cyH^6BPWwb#lI6Q8OF-72%LCq2ubyP z)|M)O?d`*Pe5}2&e9Ac%P0kT&K_pUw{@I%Qvt01bLb`GY`;88vC#AJ1T?b9LJ_n|p z>EorVKrZna{M#&bab4aj(Ai@&#ywwt4J^Ig=flEFw1=JH$n%6(BD6m z8Tli8c}SHPgDsi6(UnPr_yIkJJ-4MasbJ(RppJh*xMbQ8mG2k_`x))KC{uQ{g`SRa zyBOIaU5akuNY^bd9+45xx3*ENx$J)98g;Q@C@IX8O>i$RQ!#`q@$d3NY@?2guFn)(&}+os_4VWpuRP?22*(y4X^s^7^?Lx%i{J`~lgMJ(V?ROG3r z*ch~m9?V5m2{3U8fhR~oz~QlG*472qqoBRv#RF}k=7GZNPYI`iT1(_*9ckhQzq%=; z&q+hQ#3!_%SO*EcaJ{6wTxTx3;@veDGdVm}EGrAga8O{@rSC@sr-EqvsS+7ZO~w|2 zge$hsrmoC)k?p2Pc7)F;YV-v+ZvLxjUw%BX0;`P}`=F}S#^V~FSk()&QjeN|P?`D6 ze8+9w3Uh=`Y^`ECS@@^QM@k7wtL78OsNPV5Yq>J5(8~`*5l%%Q?&_W>=~_hZ-HBsz z5FD$q|LiCVWfmh*DfG&NoS&abXwws*Hd!_e?MIb`KQ0PN#5fAfs76SP@Xv2b=O3#g z#~u%dlj9agx&Sz5kpam_`qbydRy<1a$asSHwyk_@I z+@xlDI0ceVl$}ZNpASt0kUB>kj6Q^TWXjYrGW_QSh<$VSUtE-sQ&3QagWq+G6 z2|+XkR|$=Im^q2nIu?EJ&7i=35O0f1b8kK%Coh}9Vs;?XB>GDx@yorYj2rSHv~`Ql zb=k^nuS2uM4s|kC42J0Sk^m*+2OO2?X^L(m87ayj<4^nf?2*~>uw^s{Kyv9R&54^6 z1PyFj%?y51+!jbovyLk^4pHYZ84MWeeTtt=@R+)WXl9#e&k~o%(`^X!~;l2BNC8Hw}KbY00H)j-Km=W4L7Sa)RyMPEYUZ1pS z>(o?Di21axe3ERWEijAWoC~s;K8V(4tuhw+N15048InTf_HtD?L1gBF<3a#iz24q3pKGW*urZYZ9zw? zbU-~XY)J=(2T*7xtx)C@K1(g>(l>iot4|d4v#ac3RO!YgwhKOWs<=^Xr)!8F?mtK9 zC3Q^`3FI$WM~LB^N*bDN!jK0UK+nQW)PIl1yb`Kdx6zas|}rLntbW?B~B zvBe*aVV&9>4;fvg{hU>K_f_awB&Vi5sMZP7Jg?WUl8MFw-x|S!I$DY+c&y4ET9$ds zx(NG1p&wV0PUzwZi%hfsSK*0;g2vGmrX<1P&9HNgRDk-gn=<)+;y{IaQ#(<`5TB+gx_A zfjX0re$wX5QcMDMXJ#6kv(k=M>3yDXdaBcpE*gZ&~u7T!HlVO-Sq0p|P{&bg=>!U%uoocFoh_0Nic2-RgMiPARY$Rts}A zTH$565ebfnw0+(Z02mMtD8>7~$C5|RRkkQ2JagXm+m54t|Li>kHNlj(y(jS8-b6nH zbq9u?+0wy^$U?a|V6H>7FJuc1{&ozGRd>nyJ1$8^jr-KO<=7AnK{DI6+C8)+-zHg9tJ zb~6PswfP@WPOjGv=!ku`<{{wyC=;MnNofusCg5T(x5CMG$CY@$>vNXGAc%5AJXgO* zBx{512Qzb5T~#10Wp^-I6~mr?$T$91TQD&)GyEyv zs8%z5-J0TgMPogafU-7F{DVLS{Hh!GgNv+TDXZ~R78N!!9Pt9Nw?4%pL7lXYTm@l_; zQ7GSp>qMF@EC=&Mh-c_lWd>HE#>TRV4#C_OIMBDt7g*8>+;%MNx$PWPofS@Rsc!a= zVY$)<@CHZ&lWnL)U&xxy@~nl`uXAPHMxsv-WoAt11s#%1tnLbn&+MG%YH-5+A04ka zjqROju5%CQ^swOhfrKp_7p2-ccQor4H$bm2B=Y&b&Rr!ZGa_qz>`S9el^){ty7!75 zswcHXg+VM#5=k4p3nR@Vb~jJ&eY>)$c)H#K+?-g0I>-C+Cyq0o(clILzr0spBB^c1%!lq6XN?K?p!#n@zQ;sapw^B=%fd)|8-k-v9QEZ&& zWamrpi|@bdMwP$7tH?=kvyM(A!?$RKZe}UR7OLQ?yI0PYps{3*>wy!Plx?EDEt^h9&<;{D za`h-8-YMCG^?tSI_%PWIio(n+l_(0@FkxTSc4 zCNRkLItGzgpi5`HDp+=C>0^XvrU+44>h3K~wBu!I6=nFSlAx4v)$T>N`*S{5oCLL{ zMI5-SPkXfXU2q?hxa)3-zAz%M;Zr#xN&Dghqvp>9$mXZk$Gqbrc$X+Lr-_vvZGH2p zLMUPZ*A;!0+;9?`Oo7OeXvSU$Wlq#HdZE%X&!*V~yM4b1_npyG!s`KT;WdoH7R{xfmEnu)Z!u z`01PMd?x8CPVw_FGg`@ugq(9`#ft!)s(zG^##qjcTLkl&pHpH6dQV9KlBBesWb7IX zv)yh0s$9~YcroY3UriU#M%t*BSlXSn{3Dzz+AxSIHxRq6&+U%2_x-@RpCmp)Z?;t1 z*S?B}?a+GO5MQg*wGfm+3?&u8kW3(>UhpX-|IXqK^#x3<@4L0GwJP@zU#83w4hpH9 z>5L(IPXC^fZ>xG_hGbJ;Cd$koD3v%@+0&f(>8o#a_{OmKZ&H!IcHB5i)V+K=-IreR z6UBzFWgqM;r$M`T&aX*jZzV_@v{`kFEA;$PO!M<l}aoz(Kcjy3cu?^BZ#<2M5I;dPp!i`rwpUca-}#`W>&Cx)Hdn0E{8DgV)9r%fp9 z8c}Y>!rX5|Dxw|=hZRXSV|@Nrs!!255pqLsN(Quc;zEo< z@7K_^PV;jEH^&s-5634-5&J&TzL@StN)Nz1WLUs;?{1SltaTWaZ3diAO=W)}AE_FE zOwa_B2)T0~b@!Q0^cuCi^&oLc;QSHu1t334n(&NGs5`4PvhQRwU3QRHfXykm2@@7H z*0R0FFD2)D?xc|-RCYjdxv5Dh4ogv33eA$}ctT-c(DC>sc#lx%3svL3^9r398RQgs zWKjiRUM`x2EMpmtnChJ>ZHGD{*vHGtNMR|aAHn;1%te$eN@`udzE$VawDGv6a!P6i zz8`zfDGj)Ge3k@bnNkE>@@c>Sa#4TyK_fx5<88CJS6$<5qtfArJ^`e|4*~odM7ypzkG!dPv%N*Z4T#3&&{1AN9_xQOEXyA z{1uc1sCL^hs5#_obFF5uB9;UAbp9C}k1AR7bmKfH2#?i2<#&Cd){Iw z5`|=iyUzR67hyjj7QD=?6~N9-kY_e=oPtzz;kbY-SRzQi+B~7odihZI`F?uY2H`HJ zXk0D|99O-wA*r8ekO^MK2qHqbbL%R6b3}H?h6`|yr8NWEWOF|!P{|(V9kIWCmuJ3r zJkYi{clU^71A+D}Q#>%OLX$-_0;uuUjeTFx8rj(QBatO;+VId_e2W7Uu8w(M(4dTl z4Vm|^Zx_rPEOqKfc0KKz>Kw@ts9wD=1mf_UYnIpnqmjpJmaF#7?@yBm5K)yuThNO8 z4-#FlN{H4OBszW@*8;a>>3Vaa+4W{)sQXRDTGt!mQbMwb6|V#yw&Vn!t?I6siM`Kn*s!vM|}qM&|im(kJ!I;13gcRlRV*;~ZX zk{)&r5{vo&%YH!yELotls;8OWI0Qu@g;r(|Cc={v zYEu{#5qxJ*jtPfL{ZZ&oCJ+Q2kO+Uw<0~fO?^|ZLU53R%iklaeXS=yn-eS_XhzUCU zl|@~Ud&4t9=^%X$iNP#AY(qFAj4BZ27Zk~n3-t=RLBxz z6q21@ZsgH#AjM4MpjU#Oh?b8{Xv885fzDEljnR=K*QqxbW3+}VQ($>AcdO++()%KBA48%0wSEfaQm==YSWiBiN)zVBvW=-qubET3;(v$$g zLJ#Hw;(i^L7Pw-B7B~nCDhP`x2n$F~Mq1!00)a4q1yG?sN;C)y2I?yonDpw8WFF`g zWOQ~Q9m3?GCS!ROkI`97f@;t*DLvNh^~``yPC`KXSF%}Nz(`O6fGZ{eu=I`|jOrUb zSf4RS_O(Q09tad<07qte&ymcoH-O(1BCy|p20Iug`3FY#R+RM)h^R;{aBY2lQH%CT zEiDoUWzixii9nd|0)hR>#PggXXc2XHm_}uYB)rMP{*i>V2bv$=Ha%!Pw!C=2V3E08 zIONSL^RFG%Hd4ZP7inW*R@jjNUyKu+S8cY=*U(QQZby5XHVA zcVbM`%Nzx(d}(IefftE!i;Rn@C9g0PR;#>GX_53}o~ zZ_^Wd726PjxDojU)FqNeRcI7f$@H6kb*Apug5sv})A*?H%Il*m+``L4XsZZlu^jnF z=MdHBG-LYiRUe24y0uR{G=UeG=*m}fno{CfXKPYV0=R9HKgTaC58iL*GSO}t`Ryjm z^b6rou@~H8Z$M3Ki7QY0XPmV^pZbI1J6r#IB*^}67Aa)=dnA~#3|Ja`)3bW7`D#~; zki@v@!91W9<5Bp2wo@3oTO@n2+C)!RnPQ9c*w9~-tjSrN)@F2{{#gDOPG;9cCaHgo zo>$Y&NhiI^eU|og%A=6}PeG<97vRl?VOgkj9H-sL`kkL~HT%FJYAc^ll`Zz1dsbzl z(27snQ{Ot%TsS+;&n*APqs^?PFlXx~>HTs+W!d!kPFniWFz}Y$SX9O>OIv>Jiz|A* z?AHekfRzMo&np&Z!6wEaGI9QbunA->ub)!-#hV9 zvY(qus1!z~@}t3RE&vETeP*YG#{ySVzl!sjn+ zPT+3#vvGbBA!_Fe+=Nud^en{eCq-=szh89&yW0;v`KCXwOhl6CRk&PctMp{GMjU*n z!|1!srk$_kvw4C`MniHO8t_DH{?Kw+Su?-5a$n#PXrA ze)2P#cqiX-KxA37`&A>uo5Z)BvcPWtcz;v&UQPx?j-PhdW+N?^N)?vHTTf0=_O4{G zJ3gWLT_AHh(vbeVzzHKgLHP350QQ!5kXCMz>qCoEUxjfR-holWi{2(u`TJ}xTfZy0 zNiYuK=hd{1C>U{d!hu>S9zuk62z|*;CgHiS0WKj?;+nyg?*hN|JFhiM@7Jn<@snHi z{NwxlCZrXor?8hSWi*owswYW=EK!?C6u(a}fv0e)FSdq7%)7C95;)I?6_{9farMm< z4U#ba2Pl`#HSFwns8W(7(Uow7o+R|Fo;td6p#2;Q)DQ{7=U|iXzbP5O?mfCOv?xaO zY9lrb5c3Xol|+&##yn2)-)~kj*?XW<~I7`PgP4F~+}tpUfv zxIdZwo!fFsZna!k@3KdP9|x!nY3Ee~wRmaXlhjb99mwre)9EgqirFSRSq^^rQ+uL` zd}MH*LZ)V&i@H`DQeD4>wL)B_rjtqBO5-M!dIZt3&r-vs4*a9LCzBUD%;xjN)T{ON z=S~uW2!(g!g;TF;_t?+3j`H4gf3@m%m$rO4U=}Y838tIK+3{M$bH1)-E8zu}M!lbs zA)okU_(}AgA1Pv_FdtkbxLNj~#(DNq6@kxp$-CiUU4gqW`>uPJd#=Ruo449+g8P>& zrt1!bZx+GF2>Rf|SUAnkLVhPU#{3XH zl+!O*^fPoR@4g(}S8*cnD1E^gfPp%~!I+%Mjd``ss0C-cPi}{Q#Yz(LCJ9m`q5bu% z^-DA1@wOr+=sWal253>eX|s+lG);*PHy$)>UtBcQ_p8kCwR?Qq0i3==1cobZ0?s5+ ztyU>1=MFtDU1(v&So(h1DC}N5K>QX*;J#%5Gz8*txb@ z(2Fdfv5A>n+iYmZ@7MNh5+8IPv3PO*^ilN2a>@#3(FO1J95nH2y`O!(h5YvcWp~GD z&zltT-Xw{d{Tv@d=AF{agr&}Ba=bGnWy@|R@til7ec4|tu|nUYVW+)M0j^`;9jP)i zJ{jaXF!M$Vr~M{ze^NvAdo;(smzYlP4`Oeao>~5b$-?fY6utTX6MiwSW<-Tc0 z3w{3}ih&pC_8M=`TG4Q)7!lv zksAb>bxAVvw`rFB_M^^n>STIPFNmR1lF<>=2*Sf?9jGg&b#Ka4BeO}f@gnUMoVyea ziL8|18&sGp)d{Jnq+s;XW}yqur}^Ti?bwi7Q$F7=_DZb9tSlaApw1z^vftqTqw(fI z9sEeJB54XDbh(V=ML12zmjsbJ5 z2$&aOMfl)gUF)bZLK^3tt9!}qa#qh^H`c2(fBe{GhqC*FEW;H+JQ0GF_dZ~hzZ}`} z?PA6MCZ@hyO(#lE>^EF?{596U(7#H0`QOCL1#eFe9WPQpcf22(!tE}3UV5&MUr zFEq#|41V9NgMlZaci6C2U>A#Z#~=Wv>iy|2qf6}dK+eZVkL;1cuUvptzB7`j2NnJ{ z*>jDT4;}vT!gg%Mo!C|!z#;n9hzD3C3?t!7o833$>Aqe%@%xbuE}enJqN)%22{sEg4di-2pp*CM zc}s8?AayNA3#OLB_d%Xx+WZYOQ=!;UGoM!e)LNEUNAA8N+ouEM=7<38G1*vv*{MA#^u3)_D1Ac2Q_|6qo+yrl2_DnWX26%Mel8fgC>-PR8Aep4a*L`YVvF$R5i)OG$>~4hN)r{bM03ZfP4XKza2P)v zcQYC=ZI3%mPpjseK;Z&!k_Hkj#@BdN)9T})cVb`Jc@lhmT>~5_Ru6AIKvm{ou$WiD znnJzhyy;R`x4^&dnki)BISRw)B<<`#QW&~ZLdzI*t9x$Kw;3b~Iw8(^cZjmQdN)lToCl>6~^?4)SL%#2IJckr+}5 z|K&>7eQ~{Z7uOiq- zxgXc3^{3wx-~2MGUVW5FB~DzREAgInXR+5h(ypown{bMV?l?hW5FT0gtj=FK$jqUNw4}A|(TOh(o;r+bHG^I{g0s4I+4oHh+0W}4RDA|3kjIV5eEhgm z2^B`LHvE{Z&#w?F;jCZQhtSEn`qZ!}SY^*h^v(D~*t#=ZMddwWP~#XNOuJixrz!2Q zID^K%I%~*^A#T(ppGTjSd0C>inz+o0H|t<+=lQl}6@rL|MDkz6Isab@5puG!|DzBg z8|Uw;f&aG(5x(^F?-n9tW9DZ0&&&Ugmi?9DU5Pr*#!7MLxM|x{g&E8S+3Ui8k=VYU z?f*&&-`5MxPWYLiJKityt&I*VO1FU<O<0z@8#iQ zVKPj0 z1rG}v7`U?g&+%oyj52aX7?92N`x3-I0igd0_6I=NA8-~L+@Mu=ayzwE*&->kgTRv| z1yGt^`ZdMINRa71>6?z5NqN-O*e;?EU|C=@E7)v`My*_s1Sl;o{k-X^X7*}2IBi>; z$XKuCtMJ}M-uE8D%b;N`Whv*a{BiZ}!aL{E)5~Q+E0X;l`ai2xUZ28hj;<9OLy$VoUw;+W}C`Cpm^=Jhg8L*8rs%UBlnwh6YZ6(SP|K z{9xnwFON5l4}NlCz;6^l{{H+80QW+rzrcP2Kmd)6uHEeX0Q=4FX%@-CHDnbKfFjC( z%v)f|*UFq=NY}5+S8wbt;W&Vv+sL3x&aqbUFE%oJ$ktvL!>aNlHaw5#*K`j~n^$Fk zmZuQUQl)uaqZSkC^S4}=y^qL(lF%BCxu*tq|(KtI*#g{a=vdztIcgpH%w?z2MvcbKBP|P4CuK&b75~ z^>&cF_rO@X7(VfRT8oJ189+^VA9_r@Dh)WTZ@`uIuPFjNU6o~e27A|_B3q%ifCl|5$2~xvzPKolnZ!0`gtZ*~0DJ_ufSRRy$bxr1 zwCL5|w7?%0zyadQNqnEVG=u*Q!MzuNm_@&?zl zxqhy%fL1r|noGrPDn`IoT52R$2f>P{xyiWV-eUV&bnU{$V&viC>YZElU)w?AQa> z_VxPg6)5c%i0;IHiT#Ie4A)%L{+VsuG|P|6tsk)d(m-T&bf}hGO_ZunidZk0;=k}V zJH$3=uDy2nLFxUT?*+{Fk8=6D?)(oG`wwCL59Rvbbg-BAy)&r0nD<)QXYCh*2CgQS zR{N>NOK+5Jm{ktfoHv&dNMSn}Kd+P*3Qh3$kV`X*I0S$_repC5AMBd?_IPu-ijVB< zA3kW~WaxXhN0g+?0UCRNSEH(rH`m@KeoP*j>!4k`{=LTDu8a032ls`-jgv_*D{xwf zotoVbk24^|DlvQLR)!?N66pWR<|=M({~xpyoD+ay$Nv1oc(g&~AXLM$L?e@y{*dce z`d?R2dN7q3V1omET)j?gOMz`Q2nYxJ20l3_3#gB1-<%H@@;Q%;yxRIh;sxsG>0+(9 zssny&VS~e8Un9HtoZY{S5?-b^^k?vqF;ZkDB#gPXebbzyXsz#{3(sJ%+VL9e?1w5j zz$>r}r`KWNq4(1PEFK7AKJ#^s;r|L;2>ZwmuUjj2)ZY)4dYapJ^;|E2bomeC ziG2L)SE?_ZSKN2Z;}yN<6|nbnOo+34R9HiNw{|YYQWts1Q~4Johj)!bDYQ&AQ}ve- ziYLhJPc{T+Ud;MU81@*(z#T!gGU?J?!5nA{t4^m+Ib(e=4V-RGoMQ5C?_`oRXuqrf zPWV%kuUYjOg&(M{C6rW35ANx*%RlRJyd74icGV@V{XQXPBd1+T>SBBZ*#?<``Ncaq z{-ViOtgTjN0^iWw06SztC}1&RWE$Av))%`;)w<7M<5IZ08p!0OddlzXsM37j;@Lx= z7cHjSW6$Kq+`2vD1mtTB9h;)!>NYqOKoV1QnbZ9~`^G>(F`ALj(g^-Jd}mMILg=!q zSyn@~qwKhAF#*0-S1yj`nJWA%>;oTxNSJvRd)sd<`e}vmGP9xoZ?;Du3!5J)1Z;iJ z(nG((il&+>%$h)6MGt=cr11`^KV+=e6@NaksG%s4O1vt1vOW0ez#Akc1oICa`~mmA zCzR0WS)ota?7M zxP;4UEZdLtoq9qS1DqCg{KVBgZ+!h%lL1SM{t$Xryw?9B*7;9w6a5eMK-vGzdZ7P| zh7ez(q5mWGK>rr^{J+)%<>ve^fe(u_Rbf zjhH(RyCdI1bzuCt^RLD%wjC1yZralwGriDBvOOmtuI5`F2-;~IiIZ_A$n4ob-nQ{W zUuLELQh7)z*$?=9ra4RY4TSs<;LLRR^3|0qJZiwXLjsd4xFYxtV@MkYu$EhA>ibzmEboQtP9RNq-4 zzEW%a!VO487(@O7G4-t&saQX?*K^7iMLpx?Qu^|84f|1+BG7wIy)8gE^z(9yd$TAd zf3Fw2xwVw4<}DNyCL<~Nt}sO^0J0Gsn*tJyQHVgq7bO1&#)V~aROfC0S zpgH?0*JBqQSq5J+CCJ9~omHV#pL)+pJ{~{+Rv#13gR}}Dyf^+4vVbc5M<2*SjkJ&K z0$%PIlk7gYL|qr-=iAHp8Sj)Jlhv-xxTXuCBXbJwbIY8;G>u#IuOqgZ^2^!!brm@J zrWiub+Rn_isfm3YM@K{RNoNO4I?9>b)vZt=AmKyI^Bf`#QXk| z#V@Ky4%rG%2d#KYe(J^yD{dh!X8GQU3aV3v_{PexBJ9M^ahAP6+Dp|1c z{!V?-h0j9r<~UaNFy=lvh3(VrczGnaW`+>2hl3R<-^r?w?$Dbm8DxeWLMfmqVQTr> zcb-EZo}tCxEXv5BmK#l!QL)uO>(OWpr-CrO{b?fqfkM_~5~J}cYkff{3a4xV5A~Oq zx!@)rGb&z}(}NjsTgjLx1y5R4s#tWyVxN2!%KQ?Zr;#gDE>sN)lUg%%5g!$X)`0=k z3mu3k7YIB93#Y0PfIk`cTI?S@1SaYqLHmoX{w90>MUekuyZ?Mk0G@7oSNnu5XUz`K z0AT42s!$es4N+IA1h3-!YbZH&f*kyp19|#sI=u%KS{Roe>j~e~Y?qug_0gea+3gg} z!#n#E17U789B4hP4!Ppr3ML`)$0LO*52LUoGm0R_|TFlr66cl zsd3A1wC)WI^xdkZAiA2NxH5u)W-jtQ2sWeuoLOGi_8S*tuBfln%sXc2)CCk5R|I_{ z`dEmzVhTs&vJ+q5jtYR4nogt%9__@_Mlt{rhE{cZA2UFPZIiE$ePnxS-Px5kKzPeZ z4+sVB5lXWPLM?-5y2;^6=61mcS}CWKgAh#OrvoNXOS{4SSeDC^amy99zboev5NN06 zx1I4^-STYhe+1ImQ7EdLo}>cfaq{9M3m~|}zn4J(U{73q@;k^9TmYBz0q{R&jBsr) z-kwA!0q6m~HDGK5@_=85kzP?5w6s{%@QCRaBa5|71Njk&cO_4vI^n%;&OJ&Tr+wOQ z(};n$S96@J$?iMtLMUTmLuu}SSWjd(Oo?pKY2O9ptqEb1n`ZC6+`=H9*yH6SLxz&oV%QIKS;sSHC4lfjn}y8X*g#B%RpW3(@aKhF5#V2?ktl<}nXwq!IZT8J20?xZ6#i{w&cDa(lI(=CC zLQ5K=U(T*5nET^4UKdGEpoWMPu?izQ%|Oib#C1qP%^lU8Z8ldmgIW9hIYfnkQlH92 zuW!4HqlgOTC%Z?=*Jkd|Gf#_0b)y*yHYEj$r%kjjyW8G#;le+9BzSCQ zk2Oq(nvOf=`)J0fsPpL7#10RvMRd6Udj!dh zVr@!}_(zdo^|p+?96SeKMpu@@nNUcg6j=5OVL#O%nM17YKa@KKA<)3YV&~_m?kyJB zJHsyS)z<{eF6_`T3J%+hzGk3!f_Ljkbqb!toO(9ix`!?ZAyNI+(vsQyvtFo9ja+0t zO-!y+bVG^K0ja;ca0+6+E`GdIt9+U7&D9;KMScNn!IK zwp6WXe|!li^QJEJaWkSCjeHFvsUVYl2Cb3}$qJH#50dchR^JjH@wTd1s8Y}vdmy4P z*`UA*r4po+cvIh!UOdc;qcdnsB-S?47GCA$JIBQ}W*Cpz&aoc`cK$H;g{?WAH94a{ z&lgts1YAU|5Iut0{qDn`Z@_CX##~rcNDN>JbwMepR5Izm+Szqwb&c&G zhV$E^i)r{fKZrqLS|>VaqBI5KM3pQ&8{*d}^j71NOf^kuTcY@xh9-^{5oUY8e_ngO&hqJVNsE=7n`-^hQ9dA~&SAnz9AMc7g+WHX3)UEZS5sABXG>na zSX?aiBTQri{FuFC>WzFVHdDmp0QP67j-ES!8Quw6rg|Aon&m>onE`}(Y>D!n)gtu( zubNTep}*{2_tzCUf_wRNeDDBS0h@D`(E;@G!l_g>Mx~8thE`rBgHTUUaI;n7~JR z;tz$xIiQkVQ0#R2BjDXo7+SG&ydBemWjaHojK8<^r~B2}Civ|jvH|)x zpHDmv$|_l3?3sA9Lc=bC4>?fm0%@yX03^WxPTvq4W)qvMeLkhIZtAwvw))%8>*yMx z?0-kiK&+2DNS`sWl?&C`c#%nFn=2grx5eu0el9&aOM4(H<~2{B;pxy&=K~rT z+5#*|&FcIJ1Uwzlmb&_>BgJ1TDXAsv^YiNweBV5u#M`-^bWQvO2dWE;VQEd=ZpXm; zS@|UYiA6N`6phZKy92*}A2i!v*K7VhM=)Wt(9mgul?Aj`lZ932jBYwFMzOKmS;*?x zv`Wnw>Dx&tQ^o#ruww9f)Ic2`KRhFZn4=k8a~9Mde8B*IAw$MSV=_U{VFW4V|1 zQ2__to(!WAROmao)xhZC z?f4a&nC2*Xc}F$n=ZS<6bBY5N9q`+XN*5a)8*{yC`(F%^)F|m!M`Xa^nVG!T7GHp{ z#4U=RPGC#@Oa#z}rqYMW#~+~>I!(C@97jQ=DI=*t6n2;<(<~SC4K*yWSZ}++0r*}rKW*pOnlNhl^uuZ}RE}}t#4~IE^0U=r< z2Cu~0BzCXx`1p1>i$)tD^y)b4g7mUydw)mcHTZ(v6=h4bp7EU`Ws$dA7|LB zWh|ePw!8_c;0Uy-d4ZOGMkfAHZq5}1(U{p7szd(!UYEZ4X}^OOra5jG`%>#EFe4ebUWSRUgRIwiMFzqHFV6tUkh7I zK-XV}RXlP*ya2q&OMP68T*Z67n0eD_>wQl@`JwP5dq$6Xo8xB%tQBoX0zXK195|^m zQRJq10_E4pk;5!PhHutpkVCZF%)YGIeMS-HfV#5YqE|%%$htt#q7`q1+0~$p_}O-5 z0UDN2R<>AQe5e9Nh%J=qv#YIQ<)7ugo#*V~OE1A8;5;t%2L&%HW_B$&%Bi;XW2Th9 z(8l*)2~2TH)yaisHVL&mM60Q1v7Jt`8f2RIJV(9oi8wnQbN}X$z$4RaXPn*Db&`F= z89a=@F9vSy+#8y6_%p25KO!2srxh)>8^qzWg(a9;8dTBKdAz*A&hN5+UAvoig>%uA zj`iMKsrM5@$FQ_Mm;VFnA%pLCZ@|6L`paE9A^T@40ea8OntgTaH58`8-@~m~<=qSx z&}Zb@qg|=?r#%xJ59t zwOh{Bu*S>gzZe0hgKdTkXsb`*hxd~17YsGES_hTxhHQ7XwOlA!1a5{dV2{4Mvi##> zZJU+OWfWUXu9xAK?k?C6>UiWm9?t$#rd)OmFGbi~#Y^PF)L zHGMy@15-d`&A)ljX3i{QMr-Lm@<}5(bg1e?D^oQ($h*AEt8&JF5g@kL+0(7-+hkPL1DAv7*SL z>Ii8HU)QHsgBo0j#cme}i4hVS3d( zuS0!$uwtv%Io9W2B3<3SRgE<;4C8dRpj&G(@goX|pRDzBPculDT?KvY-AOjR`UoTS z(jMcGgtRC|Hral&``Iw`6{2*?O!@6I094`DawM-yxF#H?x_CGSutf6UE6ASKg{t#v^LKS>ITqnP0F1*Dj4T zd>mZ*YzpOSNwN4~q?Wq<+-^dtQBvK^2yH=WVQ%Q>dDni5^(BjnR0bazK((E%H)Q@H zN@i;DvnoA{DmK=r{wPF}09!Z$9yot6km=3$RVmcVSPmo{c4v!2Q?Xtklq`)DyN`Le1Bk>+uwPb4fgNE1XDXmFz z?GNYWMptehdTj-y5WtXqx6`Goho4i@Q_L<39q~8>uiZpLWf-Piak<%e*pSXrj{4uO z$mVRhgSQ~N>042FrDmO7In*-&0t^ zqYpzHQ~FThhbYJ7+)O?c!z4Auy1d_)&IpAmrSha96p4CKvhZ~7Y_5=GiVJQm9DmT_ zGv)=oJ&R$y%E%si$`V#_N6#K6I8D$!*f9KD)57oEEUuceROv;Fq?T=(pu`FAayoYu zR4>G0Ok0ZTTeo&zQg2@$CZJWSmMK^nj7BY5RFm(^@96QM z>ckVwJ`J-xmmKOI92}q!4fDyDwFIHbU=+_)*@$VSz7LIMy+*)JIZ|&MLA|SCv%#en zyKl!RQ{q)O6nSML$sq005r~Lkx`MnNTddfR*e{hl6`Ulu-{?x0V zg6#Zm85il=$Z{bHq3(JYPbECYs=17BBdrAq!#sbwXoesWhsm&|9~VSfZ>{8R?#jmJizq94co z8*YDu`U7qkD`VQn=vqT;TWg4hyQ=i8?08lA)3_>szZM(QQDL!uxQQmPt$nZu6hEVObZ_zz4s6FTA zYiV7&Ys|84r%uK`(`*~6Ir)EiWHOecq_{+{PCN@MJcXk6Q+a*#aORI;=7;dMEl=hi z9nSC8CAzb?j+&zNXY+zZ=bZPM|4$!O2)(R~SO{>g_+O-i5e7A?qP2TbUa1*PYRw=p zcL}lZQHWGbx)?2)3P97U{i3y6lzJwb04E{HrfQ9+v0-SL6BaR&*Rs-t*ovJ;_TRot z4aI*VHT>u7#oy+OI+&kPCs5p2{>9|ozgJ+FlZW*`uLZ2r(N)Bk#PB<*nh%rW!1&lS z#%O(~bd|fwz<{boFRJkE$JfY6meR))zLks&fiApc-7P(W^^=PfXCaFs4|=Jd~hd*dN86m^6%qp(Iic%IU}c8Ka|a80Pmsh12LtuyB)_98l|Rd#DkUhW*+yINek$R9|R9t3(NB7 zEBidJ1VSbp8cMN4B{#sg6JQs~kySDP`~1DQc`@UoD|u6)4P}=Au+%ERC&%78e8-)Q zxt$Z@%5V{gw9(@a9OWD{$@t%HVRCTNT{sNw?Lo)>Z2Faewvj$X#hSgtB@Z@T!Rb6% zuWHS#@x9L0h0#7kstc{}xOo*OtrT4EdE;H0nf=*YM->fnG=jS-@=ECD*2_n@0`B_c zR4z*8WdiQHKp%bj$(v|b6Ym1Vd6PJ92|FT=+@0+C@^>5n%vh}!Es8gcGi|pX^yFKg9Ar!{ zcqlo{q-mI_#mXnor0D`--rS>R`Ra_XH<+DCvC1vJ|EZeIQ}kRCHHRUxfN`e?~{g)=d11n)?rJ-{pQ>z-m^br%W2mlge8 z;R*so7kArs0jo$vv|4#0SPH*^TewY!Pp3~Dw$=(EVB7!g0}RGc7j%B zb1Kda-S?Eg(ztFuF81=F*F_6GZ2Dd5=U;ZrkXo@4X&(-0>4BY^{Oz5K{8;78GSj4? zJ==l`32s~VMb(}LLLT$wvRY`ZND0|CJast5WVDh)2qnjl4Zdg^(VW+DBRBa+b4+ZP z>6|?Q0O@NfnkC#<)gLxzTvP35c&;WqYoP~J6pdLY10isRUtR683O>;#f#$^s@K+$_ zT0~5qPLDh9uKi-;$-@1iOUEFekd3Z(pYjD3w+2Q%ZhcyBQd`wN8payum+HMI_#ok- z$EU&(8qf1MMCO{0-YB}5WXN-I;OFEJA7pwVErlUsDzJ#FIWr=iM%MAUXn?8^L;6|0 zQUE_-c}~H0OX|D+h`(wxHE~D;Oi_{#+qv-K27e^X$cRk;_-4^wd7*b;`C#6`!pW9_ zm&(qrTP)KL6Wda);3NJX9y{yF{l9ndORoK2(ep0fN38?ySYtBEwM5q zsIlk5hfR0Ho%c4y7M%%a#)|E|bo@|G?DkNL7rU$5+njYZmt819n>>4hDagQhIX6NZ zMqzAI#(;wn%nHo3bO^gUar3y>Mpw84IDk1wv^fq;Vkx&hPnPVWr0v zc?9Tl5EoTeYjOfOXaXqe%hkq>XhK-EbHXYTpA}}!;o80^Y^kBR96GvJ02emzrf*#@ zk$JtDb{X1*Al`oXwLmj=B3?kz{gu!5)e}+6M%>~O45Rbm4MFMHQ^OX?sQ$T`_KCRjC=BPTF%G!me=$3yhjG+4CzVPDUGA9cFA&KvcZU<)@cM@$A_fYUUncO|a2 za&KnKkjA%&joMnsVUXFbq^HG5s7v4TKgodz3d?PUd&QZASr>e9_Ul(y6J+WGZ_Zn& z=Sk`AUqY-+{^>sM0=J-(wUAg6QiKdWCMs!+(-=kbE5iX(Ctzbrr9Gp4m5|(%n*eDb z^Yin)?~Y9qFZ6q9f^PQXY-MOp$dCbT7FsA8Q^~`lBO?lKWHKz*@h6wk5I#$cS2VoY znpkXa9Up(b0oU(w58lC=$P8>h8bRKqc+iI4@5AoM&0I)2AgeIQ!hUBgY_j+!LlIT1 zsK*i`g#WMu7E6bD<=x3K>9Tn+!m#P|2FiCO@=XD^pQB80HgDoGc~-P6zkbX1>;5n! zrcn?)@uWciKpmt}UR-Q*QzcbJ$Ht477 z;*~f2G3VS)x>#My$ZKDeb6yv}t^m)r_>qIgr#z^MbGbi#BIt!DU-};IS7Xq7cUCSS zC2#eHIhXq}T3!H`h2#DpJ>2@ipRRXzXrl=tnzDHVunNkndmRM6ZIFpFVdEC5axlB5&QBEHimsX0zZQQz{!!_l&LqxdJEf^eG>96 z1|dooE5#}x?GA?Oz?j|iy0OeY@CuB;ORi#yv;Q{TIk)8Rav zzU^}Q@bl$1`bQf=k6+~VRkDq4a8mZSIalr$8EH`qHE6liQ*Yl$^Tqubn#T$dh4~&) zUi720a(E#j{>1m{BZi`y`xO#w8wImvSD zZ(SLcepX!ETU@o$w3$**0xOGtgeuW~wmd-fcY7yp<2J>@!BW5~nyzh$PNk3A-rX_X z@@k@xIiy_05p_U>%%oxYkvowb@+*{cxm<&U_L0yYMvcd4xa5^j!~9ZBgfiR=+R2@A z#ogIGsu?KFT@0#yYq0R$*J6*5E&2!A*%o}%k9e6Pc;XaYAD{JzO3Q~`(c8>C!$S+Z8rd*3ARqX5($p#X0uz8PR*f#dFO2T(;>Geg>L%&+n0&JPj5mFCWkK3jcb zJ;Dh;+Usl79+ONvr;Jj;*^%z2LB0$WJ$$CUN65MwFMhWR#CL+j-bHf3aA(_^#(k(aZks(U%QSsGERRK_ z>v|{}!Lpc5`ZH)$rCg81L{#72niWA_CcNTcubqn&^VQmzoD}_V(hi`jDzsZYTBVa* z#xRu=dI+O2K@yhXow_VrrJ0Fhf$Ap5E&0AWU5b+cGo8Z}K=F8gxBc+prxhm!+WV`M zgR~mA*Y~}|>Y7p;xkMSh*e=_scvsSB+BdSDuIE!!(E#050^Eo}5)=s~MU$a=K}FLn z-{a6gX`Bt}0Cs6&@g4kdI<5}Yt(BNvpG6&E;>8J7LqmwhnQ0^c+~R&&4kjwdyW8cRmTQgC>fjr;8# zWY$|mj#f6Q4~xRd8=hq9)&goS;cNiKKw3)5o6alW@yAIsb5RRyhyAvhw^^ z(k?}8E2zI+=8R1Hqjzoi_&+{ ztqZWr$%y<89X{#f*0e!pN*dcyqQ95*C@0E_MJKv}e1<}ZE<*ISknn8y}=In!s&ReQ1dCB~q{J@dWrR~k!gcbt7C5@f^ zDBffk4;aFzkvJ^)K?QT?5l&tXQQz3&RtxVRUA8iYPcv<3)vHS6$FIemo(N#ZH(^}F zDaq6%8Oa9T%Lz2_7l^NZ3X0IB0F-W#E~}t?m&*ubMGl>>$9P= zTCn!j&Q@>nghF03q0ctdzVt zBW7bt<0wJybuF3wmTo0l#RLQ#80qahgux8$(UEn&%V8xNoe(r{kFq6pR-T&>+@7Pb zIDA)xzhOSC=qZPMb|~*MzeDdx#fxs^e>3qY(#;n=L@FQObMpPmXtQI))^MjzZM{J@ zf@saYZ3-5B;-ySdT4G_Ih#X9hQ;XpcqNRcNn5<@6vS4A2d=!Vjr%13TZ)G1laj^Yuf&mY@edK#&}^S z;za;;O`@=7m*4RNw(MI6StDR%7P#FW!_nwH%QlAZ!k>@tQ>D{+Y(bQwb+=cL(sv&- z4Ii4OQ1X{mSxW5T+_T3CTYeC(g|i!`ebbjToNNzS-(g1CA${DyyCgefSzJ^4{nZW>}psJN2@Xi8jpI}gBZ>((F zK2v*W@qc{Qj_wUQKXtskJYD_O67~@`K2;2WxpkDp7L~lYvZZ+PWysN})<#7ZjlA(R z@sW4=cwK^3aYLes=!gjEFm0DGD*Yo9(+hwI5}nv} zq>M5UC>oK})KN$*mQ@P^Sjg)?(ze&01$Df7oBH`?EygVy#zF*J#(}Z@BYL_SQ;kcK zPi9DT^vxb)Tu12D+Z$2SIezr}w;+DCN}Th{TRsDKJRt#|?{2VZV#$u49BGcC7nIAbqqEZKSwR7j?lp>gXRd@ofOF@n zKE)Of|6LR^>vgfsv+whE_2DB2UUw{>PmMwCweHx>|f7(u&)*M%;DX zp2=SfQyqUi_@GJn|IqdoKy@zLnw#JnBm{y(aDtQI5+G=B_u%fZaSQGc+}%A`aDuzL z1_{1#*ZDc;TzmJvnm1E3RTMva)4Hrzul05R{e*^hjq;|PbJ4sSWv-Huc=mH@!zqI7 z#rkK5B6P1!Pv}dj4S5wOAp#&RM89sq)iB=2*dh< zM46;X5c3nx{+Rgj;;l*OsNHf*rVQ@v_sRyuRhwa7I5)1?-Phm`V z2dU3A?C&yEBt9mVq1mnyP~nzYUwI}jBjs~2j5-+JvT8n*V z*M{WN3g)|YLrd%VsX_3k+hTk)OwLmU@eShONEz%*{8p;t;xuI%gVC-<-OC@+b%J+h%}%>D``m+wz2C|^p7RS3mRkCWFuz*2j(yFF|MYV zBm9&l-3;2RGN}!j3K6T@_H$Sa*6p6dk*IXW!0rmR{?0>qke>ZX573a1@AVzgA<| zD|}3otKSxq%^%KG&^~!Jr8Q2&&o!$PN1W#Pq)jw)R_ZbA!QzobvA_GOcDt~mY&?h# zkAt|sbOu}OSF`pF_{_9U)mp>`EilikJ6L248OJ+i^rg+9evCVuVH6of;mUg?tRUGl z7?rmp2OFODXEulKL?ZfRnH|Kw(uWnlwSt4WDYJw}wn~FyX*ODS^WO=^27yjnMx4?j zdhh}lMQn}EwM5Pnq}G4wskieEzoOelYJ;z&x4APH5QhmItFb}y&oKHa+0NuJKwd0e z_BF#d!wv=EiB!w)`%heBl%gOUCwV!qG@5VCoxV)yzLrP8j!E&|YYBQ6Ng?ySolDoKLp9jx`@7;*6ZHSCODO3zEFhPDi` zC)Xv=4@Vt8`4^g0Ul?Vq5SARP)EHKBySmPgG7wfF3m%WQSy$OhwlGptyh;SLU$Jjo zg!>Hg)<4sYkXYri9NCFS{7~+k(62qJ+Z3j5(3=G*Vxcx-6r$YY(`Y8Lrfg&eZMNTz z^?jTlo&H3T>!>3pijrxTp8+$4HCwW+fqq%okfRgf0piy0fN~SB>{?Cz1xp+ya$?2d zu4cA-CmK6ntM&;2hhD zb|<9WLth+4KGs?no(5C5u)%u;hF8cUijE_*ybqNfOo6r|H1S5A01~qXLcqZtUeDekmr2@?U%rRIlV5-b?AdchT5UQr<72 z(LFJ+O*uBuAuzhS^sJsbv$MA1U%ltP?UizS(HDjdrXq*YO}fTHZ%wAnqa>cVvEp>I z`KB^o+R8n*|3EtGFikMs=kb8W7cIs_)+KR|z@sQdbk1_7UN-2#S${D6aNrrgB@K4; zzv)WVJgog~Av1-YN2hs>-+Fs)B0tDHumM6VbZFhe>(4v8jw?jTpT9(uEIKjonLWz$!(>Y z@oql2A0gRH%Rt(rMLl*}H)U~1$(cojlL15eS|JvhgUfTt_+lisksc){jX|DGbxu_r zopxb>vhKTAVv~A_lSUMr+M0bqk;cLpyD)ABW||2-wY(pwgf&VdzbPQ;bFy>685v!I z8*c@h7?)~@W0LV%&!_-gynx}Nxy{LoZ(khUvqyu?DzJIpfT4b%*-EJ6kk7!*>I~AZ zz6Uq#l$V@Z#cef3(7p2`Bz?Wkgi=*tDgY%<0#bP8MxM;U^?HILh)R44v!&v@UVPcb z0MSYL(5zwfYYjK^DNc*;Qb#_BLLnu;+EwCrADZgxRjl#iX)ti*k{vSFbCBcUwJFqp zDSh|79`lLpG+sFDg_p|qJG!PV{%v1vi%VzcXY5=CECc{E zXCG0(G=`_B_g=I_>68Cbmz20uJDM>?-cpnMQKHVscAl}J@@d8u?$`>7*zTJZ(Sk0P z>$LWhqqDYA6q==IR$WfBfsxfl#cJ6?XrP5oTUKYCB~igLwax#^#acfgmVRNbu5Kx)9PEy+vdwd9pr9(TBYmVw5Ep- z_1Gy@MVb}hHCma>235f%}DpQuM@ZWGtMjUeZKw>(hmRYTirt? zn7eka>ZUu`HwXO=P_8W}P(e+dtUharAEh_IWNCSOD~iX8!dy~{`-+zAaNW-1t%_51N|MAY41mtpbD>2^CA{rl z+0Y7e>~Co=h2g&la3z5b`ZX*K-OEyMP7!;7kSd4;i$inle<3>q{}o2gb}J(XJwjDu z#baccJfNDcBUq}TX9 z&ZW&Wb05kjZ-vkkGoKdWQi;1sTS)JQh>WX$8wu+o$M}Cpw)m_Ie_r5kxo!0%qGWyF zzK8TUrn8DkFgGGQ+v14-cB#%9S94>HzWtD(tuv1ZZKYl7 zlrtinuKRnxcRC5vmx>0F z88l9ucuYFhj?A;u_pbRWrqf6t$ENXlHM=_9Dw1{_bJ%LY6^|o+>9C8<4Xlgq_RO`! znGdwXlX@k?NBWGY*)NtH&qjG3xL5-2H|cpk%W28&CwVTlAaQpg;966)wR|^XSY+=} zokNFX%<;VYK0gxKS^#+p-;bhc<}PHUta@|Z=)Uam1C`{o$PD9b zu!Lq`mIp67?^i}oB77ZR(;22BsW7SieDscNp2yJ`+t&@Z zKq?ZHxSx%WD5Bz9OGhx_eFPNAu-^?`OkdQK{N4;7z{{|VFt)Fl-7PRKAvxeLG3gF3 zwAUE$LCSy!gUHg{Ir>VyhLOWBwMIw1ZWzmCzT^J~7wez0cZx1HhK#B*dS-_D4vY$p zdJfN@#VvJ>4H;ET4IE5J*qNCAc99kvGb`i29YzMx^|ZK zJUstafP~}Emh4IXxSPw-(#rmip8ls7X)$v!fB0wr53-&<*X0>CX-&T3nxO<5ESy3*j$wbkVrxNQ zJB~Bd`|@G3xi7)c-;Kv@^Q?ixx4PPR`+g)LaGT(f^sj^asC)SsQI8}?4R_V_c{$ApL64>~wTBlCF@g--K57COfu}Z<|S3W;bY%Z+cB> zmzz2b7jI(_VJSr=AayHRt=%pOFpHMTEgs@y47;_929V#TADhVMtSVYW_d7~07bv<% z&3?8%kMlov`S)@DIq3iGOwH~7W#Y*HGSR%K@INx*FM9k#CIR;T zx7F_3z@o8^yPmSo(v#2_HwnnUaex-UwquTk<@v`;OVjC9h!IOx`)1`4(2!M20R3PY zuY9hS{F2jA{=aI#|4WYjHMc(*oiMei#j|s}ds4eV(E`4kT~d8zWRgHWiqa|313VX( z8*N*_;)Tm;5bM==W&a7Q&Li@ae!mwnZ__-SmbyC3f3^au^_p?lo)n<+BJcFQ{2ae{ z6ZwrA{hZVPFBSh!3>b`=JQNk$8;QJAYs#HHWL4>KtN1*@AfEol2%K7~g=tZLpQf|Y zn5l(n=45=gSf8gBev|)HXwVZy#T_>q4jR;V2UFgZ}BU2@M>2 zHzBXH>izuzZt3zgQr9d4GiOrS6=HR$c{Q0^EmBZ+zEGxgME;mYJXzl;8Dn|)#&$ZCf0XB*PGl*+r6G{CGkf=4eli#F>RyD4Og05=-o5n z`&gELDWJpz1iTRAMX|ES8K|w!yivt|_sbA1dWI45;ofNIqV|rd%qhV-`1WP`o!Q>Y zd2ZGz`y?S~Joc(%^{IlRp=0#n;(Es5)X`M)3uWlD2Kna~E$!=qaIHZ{exJn(+oP}W+inJ3LbaK@uW_OO zT%e8XXE_2?!&x~!~B3j|tx zGYtds9s_|8Q2)yVBnS;6VFQ8Y-wgKOIj`QWT=~3oZ(oH51?;RoLRK*)K5bL5`E?!d zl~mlCL$#xahlP>5&z{48qC);tbI*M|H}_Yoz8~@tGu@R{RQ4}!CnhEi4lK%)Q<9S> zD1mZaS}m>@b5;5&DJioRIvJ^{sTmnMnwqI8DU&P$k)LG*ib~7N1G>Rt4m8^mM9t>;BaW~v36cbNy%|sq3TLQ z7ZKgOH zcdsYUaA*N1O*=JpdwY92Iy!*9E-o%cM)}Gm;wXT~)ZoZ>6e$$cK!cK)c%lAXhW?4^ zQKZ93|A8D?CTRd9@KL{Rtp@hj?qj>@|oLEgw&8u(*He`+XgoO8KQCPkjlVjkptSVbq z*9Br<+LW}kwA9qF-vO0|Mn)nVplKx3a2s@dYm@u4o$;JUTtziNJTo#PEeQw-Q32Tk z8c>}aqhSW2Dkvy~hK8=$+S%F7E;9$1gepY|c%mHcAqGQz8y+4mD=nSczxe(8cT!T4 zdKo42bITLZxqqXZ?D!Z7*|Xvucw>$O4-1)KlT4VU-0Hllr8r5ue zmeT`<8DhMM`65X;1ZnGA-99n`qS@&V4h%>*d>PE8m3uFV z-@yNdB3~LBWjoPhcOs9~c*L)FrvC^^jDa*tTq%1X{)3$tiys^b>+aFj9DhI1XOV>B z{DjD%j7ab^og$gZN0CuPPSIT{m4b^k7Yf&}s5-@5bjQBWTu)uF?D8DqL(6$SxS0Jz;0S`hlzeUsl(7Bs*Dh*CA? z2Z!}9?<P?d3CP6D``s#PiR-4PN^ImVVx|h*+M-<>-9WFHZ#Bct#iSK_EB#ed zhZyuoVt+z+^NhA^>U$%wO+|T!L<)~bQTlQ0Auv7W(Z;L zK}Yp|&lk0JvKC0Jt*Yw0Usmt>j>`a@F9{PTHh4EUOzl<}t(Fj^p`mdX!+#TFobIx9 z(o4(_sLFJSN|T$d@9~#hQr5R`-;Uz|Wt2>0jkPvq7ojSD&6H_``vmIuMgaQk;FN1k z==bvOE>ALHN*XT92Qu1N*V6P7MSjr`o|(72*_6o72?`@tX|;fgmZg2nb>`xrdK3`f z4?F=CjtM9#9J4Ri-rsPll{MQ!Vc?olS9>n`j!aP5QG5Ua@q*UYRw6fPWjbq3fvH*G zh&mx29vxABK|$atTv(1g#_%B8%G2Xj2GAUMFJpQD9|wI`10C-+kJ-icd}ll>6~0D0 zaAwessjqqqs`9O9#JTD3@b9S5`x;>evJGQQnmuyN$5Afhq&VoP`PR(ee#)MEkQ(T} z(AzB6d^qKe$Z4d*roeSpRaHfZe3Sl2yI5KBWY4CYBEJwFz@x)EKFCp=__9p&dymOY zt@&&Rk=*=3|3i8XvxJ1HkWjiKZ-f~$OfGQ9pV#}sEuzOvAs}zUFt>?FR4V9(PhQbJ z?5BwfrN>}|2#X$mTuHB((5hoS!RMjCSmwsBzNq1*$^1`e{KRkGxZFYNSu=8~7G7oP znlw^(ZDz9+ySzGZFwMYSMo-BPE;k%@uZ^+0KtTOOwxuwi^W`jgRV2|FurySZlvYbW zKD*~epYlUcifGm!{c~@cNDzsK!}^(`N38IPEt3sWM7CXdLl$?iOaHGx(O9e{c53 z1fmhr?z4q|Cs6uOjA&Oo=oo^71Yv$Rp1f+D;c+-W)KEoZlibJl-HSiY6-mJ1g5+QA=UTTz+a{QT~YcxaA~Io zubTuf)0TU!Y^qV+>{2dzdRJh~i+oQDwdRJFNYfBMxYHkl{?dC*s}EK{=(7izjv}i9 zGye6%mi6OSr003g3^AwswT+sFkRx}N56__;Dg41oOVdT~(Ne=C0b^+_c}BsnWnTJ> zwl5t6zy1CFtv%0D%J>~0?{6@l#-*eYQBi6nrK$)0iA~c|5cnQ;W!TdX7O3ppkXE`U zPib!Se01(=b=(dcw)MX-j@igJ-*UQIW0L5m@wYc4{k8jSlB{KkHjjNupAikLQ5?Fhz(o<|8 zSPi_ejCwVeDW{XAnrJjxrLz(Otd4jAlX>|!Cu|8FqRVOr@LG3WUvh^^KLyvN4P+DW zd%8QYttd6Bg5IK{6i7-{LMGs6`Iv=i7>O7L3?I_uAJ?@QUW2koakR|7Z|1!$_s|QH zH=4;7Ui6D4zWj)T>^&A0%22C@laSYN8LTUwq!x;48KdA?hl5;L_H|64q7$U06Th`U z6+mHVL@!)JI2RPOK#PEC7&8sL399upoPFi`ew+U(CgXmy?Qy>iPobEWLG~35tNCLN z~-OFNV zI^nY(d~0&@04-XEs0}urSOQk>9Q`&?VR>!ExYoBU^FCutpMBp6pWTdl@!cQ-eRZ)d z6%Z&yvhM@%*?pD+ok*Sa!C~x#uCbHc_}kZj3u0T&k&V`%1r{d7(OjKtwPv(GS^=;NOdNq zo*$VgRedb@d$Pvk3xf8=aps&ci3A`!aD}QT@W z#E2r`1r|QLkViY-D)~A3$-m=ixU;hr7jxM@%hd3{6l>iOT12Y>I$XUDUv*v&rqaXj zjBmRwX+xrt!GxaAUn{lBjGB(RjyOz}|Gro%JV=l8`ZX717ib0Lsq{;3R^&ERKjF@B z3cE}OpU261_m)dYodT}c362*=`i-d9xhVhL{3zcsu$MYZS-ro|d2;l6aT^=JN+TFG zE&dcCa&f8?%5_G^J>dXQ?=9Qr4o~JjnuEUnMqYyU?PA-*Vh_)!j#naLi2T6O{94Wi ziO$6c^m9J))*NWBu9;WN|II#{x{U+5H0S-rWc6XHG zl3bIZJfCF3-)yH;GWKD216F&=u~bS z+26Cv?K^c6c>tCNxHYwjdX^V_yT6lwjt55tR6WqJGLbBgATASK4tdA^Ia0_OeM)6)abfBh4r>*Yr5h^{s2iQ9XV&4YPkVEw+da7NMTji6KW=+KyDsL_(KIV*2Hl(I}Qad*E5 zJQ%CR7oQHiR$R6TA23DmkS0Z&DpPcKYrZoQ1ao84NH8Qt^;0!N)T|5a%pO)!7CwyM z-rh#P6-BBa1*YMLP^i-(CZv07f&*rKXIX({#b<=_h_$k7aeaNVQ8r6fJK%0jJLx|O z3>GkilZ>Qnuks_oy6l}3m&L!dBi^)lb#SMlGOkR!-}M6AK3uG?SanlKVn{tap9SoD zr6*!m7L!K}a?_i56H9%L+d9vZCVi2kjAOs5khzc$K;5friOjd$6b9Usa2lUDy&juA zgAJN8T=$B2nj^O}ydI-PiHf9~0#|N+!V@>U-`MROeE9G|5dM{PoFF{;IP1H~$;krg zG*`gT|FLu6b!X9WUh_XWIf3%(@OnJUXgeLCTQk;2+ya(I;@h#njyuH2m%Qh)&M5Fl zKM$m`f{8rN$AtpXc#qqm*DU>v#LskqxPj-s#%l5G{u(<{!L?TTKT1mns1 zqzn~|?{ip$r+F|(G_v(}uSDr?v9zoV5TOQ44Y#?CI6uUUW6Mw|KPmzqXC`p4zO(v% z@z745=lurp)0NlLRmJ^4h2L8p&&zy^MSG@)NYA2m5s`0SeM+bT`cWX`phW$8;YQ~sr69NpW=DX zMJxd?i<<2fxOZ62Jus^-V@5(kT;C9N4wvgwKA4OHOK;P-0P<81S6PHUp05mZ!1SrinbS*QA3X_9!UQde@ou@q#+>JOcXuUFF;(}4;~Z_NAr282GaA;89^od}MZgVIepG%! zj&pR3T8&eKHov4RM0Obz483Og{%fO)=8-ul9CrxK};*g_SVDuzow zXZjL%ac)*FzeJ^ih{qYY(1h4)E6KP+|C-C93QIoIzI5m)@0DjAg!lbn(@`s6=Cm8^ z@~(IZzhgIPXk5Ft)2;PjqFsh}jcq*1eP2LHLcv6Fj_t=pO4YCR7*5dfo0HBhjbn1PdHk{o+ajbl3IG*Qm=W+H9fb;pAx4a&=y;`r=LjeyK@rlRt z{(775s$s`a>lT3<0kv!c)vhxF4)Gg~WB|{}?S4fd^ySn2=u`8N$C2AFANbqGnSM@y ze3;s2=UU5YV2c0bs5f9TY9cTwT> z0MOSXjS}}B6REHx9Zdx9TMvGa1^4GlKs(*u|B9g(&d2!dflD#e2jL1 zKut(WJEaf}h&g|h=9eBF^ekP3g&8$7Y`w1C$%345SZ>5~M|c9gtm?{0okoYF}2ecXE`AcYj z4*vdW9a)piBX#r1!={ppq<-0gyR5A!tEi~= zI0g2w9Yl9?`jJ|#?wsx|RaF?j!zyENO}$r~+HtgRT_$o<;Rwyy}6sx$33I zj*#W*9x&gh!=uM?uLl7HR2&A)po>qyl7cD)M8yvoRWW4v9~=akY%aQNx)@4>Lb#Ti zU07#)4{o3Ieb@T;I0cg@uhP`bYv1;_lwKovk-)S5lpY_5o-%O4r%)@qR-pa zVp#>NZd&7s%R*LW<`cjcqF#mjqnWw8H#=%w0zuI>N#JIwDgC(T8T(e|%vY3ezvG73 zF#=lOV85-HmA`~}D5?`1WWUi9o<;1~5j>F4cK>?@Qg5}qcjZP0^s7o-XA$S(N=5~J zYT3I4xH(x)D=t)vtLOVVPp*qvhr~}O#7bHD=OIdGRQ1>xK%6=qaEfOj(9YJd#d<2g zUnu0EqTZ;o7^wJ z>tWW*a@q6l5^@~had*EX%71%0$QZcY4EO+mJUJi#gfA#4Xu6Zq0N8ybsdGDV)%Nr- zht*MV4|oURcr3CnXv`n|QVB1U2_X(z_hR1xpC&-1&$zqpc!lpISO(>><#&Tr<6|YZ z9Cj%8Z?lh5i}Mx0YeSqokFGqAwuV!}tDlaq`(->&3-}*)eW2kRAEofCNc_$#2MPb& zv%eGe3?#B_0%nOne6_oB-css%Snt_ZFOA%JwnVArJ||I>nnkLDY}T>u>FL=DFk$Hj z28*MGejobPD&RY`UbV2PusbyJ?d1Tp!)ZPC?_t1EO0_8M3hVGwic*xtF@E*Hjo7~} zS8x+VG{VlpSP|RIq>0T9m=(L)n)k{30QUl|06)|Ep{lBG5@{`oW>lZ+A)l0)?Z~-% z;3%quHAF&7XZA=i&;zed_sc*7I*T<_d#RlJ*2+qB zB1meid~$7w*1PeFk(OO}S?!_$!)U*N`+>EI8EAO4`!oJ0`vdxiht($!;38YmZRSHv zZ-^F)8Jp#K_1ATe}oNeZO zB9ezpr`Terny!LSV$;n;Jte*6U5u7coytGDYaU$tnmkkg3S61-cwPWd%gds>GlEj# z9bxu5xJJ1uGN-pq36#!ivDmciOoykkSv?C9Hu^n&1O{Bf>CB(qEps`Hyx5`9JYEE z76(Ao(CzX7vEl||?R9rCtMe4-bsac!H6tm@nxn3nPxU?c=Al)(NWdvM@aN!Krqe*y zBhk^f7~N5Hw<5sgr?6W;J_7q1{Yc)K%NC`Zd?`U_-Z$-=d7&w!YHT|X|A;CEa-$_s z_MUt8jaC}(D8@YYgyUPTrc5JF8@Q4|Lnk&n*s@yCS^KUmO0QgLXL5C>XDLYC`dt}0 z0zn0KxJrbSL)r;vjmnfDx z#R*pdV*+l_iHocr2&U&h$}4TQ@qzzTB_t;%n%K7&_5@2*g?PQ3>zkQTCR*to&k@z} zxR@4X|GluF-nM-ScdR3jb$1(usn_Dpfwa|tpnveSzfj;pI>E+hj+L!#DoZF(I+bI5 z!;Mbw@Zf<_{y>%K+ba~n7!QHAE zAa*;(r#P*!W;hM7AsIJA#?KL?l1@4{P$y@`zUasEkJ<*g`EE2CIhKdbj{7tG50m^4 zzu@_01652waAjVwY+CVinPb}{tuXt`+`&;Ww;a0OR*L7x7a6aWR#YL_1$uiDyvlwtfH z0j^hXn{RTmzK>G7;c6D_WGdnonU2jQaiuYDOkhF05F=cv1J(~IHJmSf6l0}NAWkO_4vT*fyTk+KB*c9rLnM^3ClfZ6xdW*6 z0K`WY@0r7PKT>e}Jt`>XMy{RI=)jpqL(gvW!?$Ds%7OfFZQl~|sOsOeK0Cp)r@v9V>Y-X0l3Ue_8j`W5hM zX!3f)cDnryg`z|xHgF%0`bZl0Dv(}a)ck?os+6`b=X0*7CCcF(Xdh>D zOw>+dxDzXw0S3ZG@I=nPfR&Z8`S@$}_=NNAZUNR;pXdM-2ilggN{G_<`1M*S;D>Z! z$*|e^A}4tp2$lBiNJ~$Xvl(P6?D_|=mEd&};f~<<^!Dn9k}Y>5*&I_+O_}xy6igta z(x|*QQVM_t`30md)SU|sICiVW=|TZ<(*iw1nM=sxtTT#6_ECP4$xty0GU(j*J?eZA zy(ky3#Q_34;6}E7|Ia`!Iu2bUVrqGU+$kSkz$A0<7z)IxEA=O);V%%vUyt8g-v;e~ z#B$l}K9DsB00On@mS$!WDL`T!-RWX)dh7eQv$HcG%L^pI)#1Fg6Vs_vfc!m>gV%TH z96H9eRMXIyR) z3QXUgl8Q>dfz$%X4394WwLirfb+1dSybn;sNXJ^_;NrroGq(Y`>bmMB>Z2@{s~+en zZA?umieaxYlZTmvkuI#iUIYQ@qhdeo&~Od?0vG9$hK7c?xVYogf66zLu)R`E#tzl0 zFhijsB~=0m;5-|O8a?JZ<~lv*VS50UK;7^M0>b)fE~J}n6rgj~=0vG#O)-Y|ePzCG z;-7zmvV3$Ts`bW;ML?(R0LtT^upIxO=5xLu0FnpFBvxBZVkTXg!={+lt zhz1ZBW+cu`7tm8v?JJ<1KSspNGr(gBy>4h| z==`p&F8+mgHWN^K?cNiJ&c6b{4lA=yv+79Rg{;kh$w^{;-lD7f;+pmWgDkS~Ty^gu z#uSnNH8`sGOJZ@!|E*8t;hob zXBmXpel6^PI`!u;xi+C3IuKBok%`BkGFD&O(!&Z6;o8u@HpdGvRW+vp*>!lESDicM z>KYj2-edsL7WL-&${BgkrXSD=DT9H(s%xe$^>aZo2UkG&s>0zk>G1GS=yRE`foXE; zwkw%{ylYT?C^NIwqn}sdy!Be zmzh;bh8V186{rz^$&d;17PP;3#_NPc{ek^45KRj>EGsXc*}urk%bTB{2gKt2`#dQC zDiUN5?F=gJITvQfWA~1<`i}WGTmm2#ZkSe}ia+2Zy{NyS(1E~fBb2*E4t_f{pg$@l z(;}i9QrmFH0B^cJv3tLa9CsFS4y*f-MhBt*6px_+iU&Zxm_9$^^ju&32kZ<0sQC*! z^RJK0O#mq2{S`nM{8!BdWbhBo1roNFR#w_=o*n=^1Ms?SZEdZrqz6&FcM(BI`i_q8 z$pemYF@>&;fdK)5K2rjqtHYw%eE@m%9J~flF>uea&iSobo75t*2RGTDesFLwS=t1Y zDOjgff&NW+j%X0|4=B+LK4=mPv?-W;fdrTj2R6@5Bmj$pO3en6#WtOx`z$3z&%hAS z3kbZHQ!j2d{oU2ktT*%**B9QJVh!55R#sMkSdj-;di;g10hDU`n`eul7$Oh^ozU|& zcGVjL&@({v>yNw%ZtDyQ2xA}nbX2TUfW`oBOuU9Gt04v@_@^suR#rA1vTu%;h>*=Q z1|mf3#g~K&Btd9YL}Xv75h&qOl|EK;JUCHORsfGAAN(4w_XDi~ocEYOs{c=bOS#!m zZ$SP=q?-b2xG2E4>aXFTWo7?cWYeu?!9S#!0EAS0^cGda$&P%y zpY;_;U|L9M(Pk_$W#<)Pa(yTcNH!Q)u0MCx@ne7U<3xkxc(6rZj`J;0y%f1y*5(5! zhc*Ks#yAmB1Ij>|Y@bD;KtH9k;@I`}e zx7X`Fo3eDNKJvRSuC!;ba~Jf8Px1-qIB{{S+ihzmyH4nHTIhin_%1ct_{2~eAPEBw z^6cuFqZF4KEKkRCZDVKWj@z{J49eb6SU8s^#E{9O`0;mqoGlq6rrEUap0UwzAbB|q z%>O9gnJrsLANGU+s70lR!x(~WaGI7a6-i9jn5Mo??~6QxT&O-u<^!`vDtf@|)`+7t z4aowgw$f6MsRo3-Z~{3N*b)~^d`6xXG5}Keml^)o2cTqs80|N=I##1Cr~eMS{J``N z*rkZ6g@d6TqlksBgW;ctBp5#%S{VaJEjT#;1fm=E=Kpzf$=`A1o2)eUCnvqX?@@~A^cL?%V4F4ii-}WQlFR`!p`X!|%mWD{PZ`dn{^`V%uwhnJz$D{E8vITqtr#PO2&^-|+Ra zk*lStA4rbTV3Px9q(I0Zd>qL@~?bG>+^_a1IJcugLU zj~f0XO=s;QIHz!M#WDWC_j)w#axX#Eh;wCvTFuqwTNUW&(^~@Pt{RA6sP9 zY+eZPF_b=;LNO~^sD56=xEIuDLTKJnZu(3}_T7=FXvm3ij=k@~tM5#Z4J1bHve)E^ zeq010sC4ax>4V+jO{Oppdw$hB!G8%`#N`TT;TFhADzAPd1PRk1e2r&cMU$NzVn&63 zNzz6YE*++dZP%PW|Kaf#j4y~g`S#GPG0-j;bq$;9Y?KMlZX#V2pEgVR=_oT%g>_L$ z&x0LrUWs?wgOJte@quT_n{M3G)Ah#lOBSX@0AW+gJecTWxH3Ahoi|w{^W_P2h>eZ? ziq~Altsz~2=;ym~EnXxTrV*QEJlI3!mbRboyJ@_=rxmv`N-29H=D{uf#-sgQjp4H= zdUZjkWX_)`o#IaXzPzT(PyJdt&C=eC`>9axmjt%XK}HnZZ~+T?qq}UomN>~T0a*vA z>LoGs9cs;2FLg9|?am#2%h!}%0tWb z4oW=(q?v^n|9h4Gz{K?apU)|kIU_47{$6+@vNbxA7*7O4w76Ielk#0?s;NIWLzAt; zVhG0$+F&F?8U5(A>D5iw#XWR_iz?B?R%FmtsFoj}8agL8Q#NwlQ!H>AolkXqJnE@Y zcX1<5h181~t@7#-7oSFHe18J;CZCPm2Yt*fJ7 zM&&ib)r+4}7`6&j=&2S2RP}3fC-+V6S8Yg-wV!$7NO~UbOxH{k$$1{AHmFWmJU=&B zi3aszkO{t{Mfae+RX;zw=R8|U_E8#2eQ$or;%Fe~U}6)b%)Gj?qP>=pd2RWrO0x(N zRhcG#gRyGB#?in}J})h2E>n@VhE(E{tjQ1gDvPqFgz81w?l2`Qq7WsCIFA)s1XCPn;WWz#L{c#~J2NK&~hB(I3&d*G?x`uop^ zh#5Kv7mE0{(Fwi}`DMZ%r~IaHtQb41*!wt9;3MxNuUOdxEm_XAGw+LvFLH-w;mTO( zgm^_tU&0RuRro69@Yf5l&&>o+z6%oiIl&b}>%mwPm6<*WD&hGnzp21Jzox_X$x80C zX@e=n2@MHDBV;8N!74_2)Vj0yRKqgI$i<{t^d^Qb^R&q;gx?v0^X5%D6IhwIZa?}_ zwoK#=5!?0^?)_2r*MwIuce8Dj5ZvV+ZrHz~i|ddZ1sN?eP{yMV3N!f8t%>}=!Vi)n zv+l5#uaP2%CZQ#|V%-|zSVvqJ*CW%F{7goPC4&X_i**jj3^oqlMhN&4yd8{#0DFRY z!g7Md9O|5wC^S}2>l2{GT5-oP7k)~o9ZVHj1fQNDm-&_U&pfUg&AEBe8iV} zSXD{Kly&H~e(|zcDnU-L;E1<8!Sd_&>ltJk<0#QB)G7|vsYgFDEXXV#dHMA2VNbv( zZ%(|(nR5w?vQ=rff=^_o_-I2`rHyPE2{V>V-GsRCslM<>^0bZXAN zn@1b*cJgdUhVBR_dx4j$oigZjx0q^&9O0^7;hTkmw@E^{4KcFV8!e+y=EpFi_kx0q z9L?P%&kjF0O8#h0ZxZ3Al}b5fbD^yZ=1(g4U!0v&b0&bcZ9BHrv2EM7ZQHhO+qSKa zZQIEg+ezp4eY*Qp?T1tMH>|4lFy~rhpqVG0n@Gw@2X`cHhq_@`$CxQITi;AshkI2e zwurLJ@3aVxy~#c`Z7B*X>W}Hk{NULAc}{|9HP5PJN6_m++8dV1KI&KGWS*34$3YJ+ za{QS8qAP#-L%&yk=h*U6He<*a!{=YtYWzA7f740~JrCMZ)Q!km({uJS&~kfNoFQ$` z`pL4Xts|8-#NEK)>v+{v@vf+y)*A?BBc2Qxj|sVwozRRf)?J;ck}&?T`gxhklh>+i z2zqOXCRz?11hgICG-uQ&iEw2)54Umt4xNY>{*(3@S>1F~uqGu|>A#1XpS14u(Lq<; zBE8HNbRlM=km?FHGv~Tbe$VN&pI?!^d$M!ltMkpMV6l1z&{T<8rsIE9K7k^9>g{EI zr{Pn1KiyvY@)z+!-FE(_Q!7|&7uBkv*St~~j#%cI#x0a4iQuzj!5V%``^=JI><*!e&%hXk zrlN^Nzj;C9e%e`6a#jVwC56U9j0-{RZjU67?`yMzZ#L4kNdoc0^D)p-pA@^D& zbjS_xlD_L+!hdt-1lUQ+Ix5Z0cfkXCnO=~si@T|tI>}5hTgFU|mANPzyy9JHJvB2Z zb+1FP&3cW>Ucz}-yQ`0}SXjQqI*b=BV|KL@9RSl4M}aqa`NR6w_7i+C+jjxN04ePF z8H8PI-6EvaKq-pq`b6q}+~BR4La2f{YYUSQ-W4`=McY#01ZvplzG-)zDh96W;t5%}?UnJRDJ zR;~Mvs1w3trG&-yJ87YWrG_4+dVREw9bM1^kYD!h83^{;T6y0I#g^Ym94K84ocp+M+_bk`+cE5Qh~VO0 z_CHvhPb+28z{dp~vYW+%q4|gOT_bAR69y^`l0 z z-=1$b(*m2yc3XD^@p5Rmx8ejT0qN}S=qwc#q7YFr-!ihM${^XgaiRc*d$Qu+?Q#@7 z+UpS1b;9t~WP=@IViQ$V!ak2u{2fnOwyG5fA+a$v)4DD>vu#t&jY}rEo`;i?+Y^~T zen%~CURHI8Y~-{-(EGc*_y~78i7JrvM2HPphz&ebNTy4u!luKvfZ&UnCSXS}fa)r>}Sp2M@k|n8VXgrRermfX$1h-jk zo4o30W%OedGFP#Q%)oTp$iP$nujce``r{~)adghzA4UR&J{xvRo|HXZM>oT%#fQ>{ zU%Qd6(8r{5*80GI!J-hv?eCTptFE|o>NxjgH?*jqA--r=p?DK*-6VX{oj+7Byat7= zB}EKDunWMkHG`==pI3DLl>Xuc*>m^t`g<4(5)q(Jc|1BbFT$sh2F4}vXUohRvkkk= zxZNknpg1x8SP{vj-cP`OHbC^MA_`PhOh$=}^jZL=LmxoqoPLg|6J*`xd;g5tO34Z( ztc{g6Q2i$!!FOuIxb}5ZL=RS*kcYlXz+#~14AWXX8!GF+F{|J=v08i~13n8uVj-CE!7g2h zM^vSQzn}L6FO^Kvh3PzY6D&BJb}CwWZt&~HBD%@FydZ!je4$y zc=)SGOkrr1e*&Gz!K(RrUD4{79FHC%d9T@=yR$AqeCTmcMNyK0nYvu)K#+RbUndCJ zH@}7O9+kY{=(1Tv6Ac>$LvL9|4bpyr`HlM9HH>qEi41#q&P?rR?NJ}?cSF7Od&u2v zXV5M<{L{Er{wr-HosnP>-)*2v=TDJtvH5c(Y&(!OfuV)3*(BrJ*3UE>(5UiY!HW@G}tG?nXmJRO)3wt^JQw9_=Mlu0plcCk^44XZa z1#(yN#%Jlo9eMy7C+r2+vMeF4-^tgT)NY%VH-t{17$4_zstx^<2^+aPNg7$U3fLv4 zwzWdo2p5XH!_4ZM#WvTdp-byqur4ln$7XH)6zv2>yg}k;#m~)%DPbz!6`|zym?6b{ zJ%b=0jHziTI5ZOmK~gT#((QR zjIuczqp@wZvjY`>-|tF#IMt)++47Rc%e-2nYX9tfL=SnFRGubxdJFq8$RVOgBZ7(K z7+f(oDG0{MGS|}H8L4TcFe;ryyqtVY^b%PKSsD2aK@5|Ol#kEs*+_~Ob&r|MF8aRlLc#J*(dG^<%S!igt8TTC?lPTvfBGi*FcgG4~7qf zcd*Q(841Hz3gDTqAs`701MWjFbw!}Ha$e@Z@CQ@t-Yly#BFkTLmRhrR*~|uF6^ut~1>%Ui zNy|xI$)f9+=ZZa-o>lF4bRq1XRGQA|*i?`~_pHA0ZL=|)49J>PyqW23*}>h^JP5C- zFY8RH>&ZLVGFOU-_o)@^K*yFSChs&uhQ9u;io1dTBch8yavfQdpLpTqF^S6nMD0P% z4!?K_FMzumA6GlYYVkmmhlG*LE0?)=v+xnjd@^1KlP->M?kxJ<4q4|}v#?VeUuV(p z&y_8zSiD%yEkEEV0_8$1d1A2m%b9zGT|y+SJtu)xSa!8;y$KknzS!s0F6I8*J(r?? zsqXtxmYBk3*hBRLMtx*sG1ixR>Mh+3ycO(7FkuHgTltF>dr)O}A6y!o%|GpYf3$@B z4B+6cxJCk3N^@se;v;1yg&3mzXxDvcX^!r7LD$sVaWW5$*)MQdNok!X?5Sv}>>J2Q zPtV^!tPp^`>c^qAwYIsZxCbLXP((jhQ~cIS4sZs+M(=ui@0uw6ae3f%I+2q9v3%dJ zfQTLTZl$y5tnrhiJ3+7E{mR7o$o}xEu8z`rn1wm|Q3aBTdmq24MoM8MqNQ({Es2-L zD^WbLuXyLPs6Bhgimes0whc8K;v_ut#VL?%*!@hLcq@QYHwc-7 zf&7H=hS_I{=8KF^21Hyu~`{j$|LYt7p%awfwKo zuK2S_p}U@}gcc7p6t~rWPg2l8teU9W@RYyPh>TTP9JK%46;T1n|UGC!Gtj>fi{XU-3?@eA0uQemYoaa0A z7pwuHnXe(~THFBpx!y_ngNd1`-Q4ppUN0!w-&~JqWrx0f&2XmBvZ$XgGmsbkq`m47 z-pgVK@pt^cei+B=iMNn9n?DNCvY@M^5{{Y6+AZ(MIb;uTxI}_L3JV z;|UVNh`o2y!l0ckJzcHk^{)vF`nXScV)1XEW_{kp?&_hghD0U#!1)}B?P6*^!hR+x z%cDJI#R73^(GS8HCHY^9X4X=ygPLiaNaUaKxG1cHyHctcs^pYn$V$-2j>&&v0~ty- zE@0#mI2;C-0sMFIi|*#*f2tBz3S`|C&>s+j)QL!*Mfb z8P+bsa!={iwADwm3@T);$f?tAC!@ta(xwBczjq_I_Rw#h*b9f=*^ zc_VKx0jDcWy(d-+)0gqaMN~mkZ`tB%##n0{^X(8ZoZonjiFG4sD@hw~ts~+a!e5(* zqB93 zCN5`eIJC-yKSEk|R&le@>I|8TnU01pJdrQVl)0K|(`HsR&j``;h1o9Cc`acf!PSW% z$-2GGN*?suTFVC8#1ejR(s5(>0c)TWtevqQSM{)li4pZSnyN*W_eQODhV~F26oIlq zAw|PdQsfI9t7YmZ%fQ^QpWUz9LR%e(Wv|(rr((*{1WN~rt?)t9WLKV|;3W+Sso9Op z-|ZM4x;R^=1pR!^d`PC1&*{nZ>Z zukVOr#Zr<_F7y$`C2{=O(04Y12i$_ycvuf^Xz-0-!H1BNK_GqTS2A}~S)uk|^pNeq zm(V_i*kjiP@;aN$+n&nmv!LZ=m+a)`{pF6k4}PXx!O-sCYpmKgh3^`O09uHw3eNXreal&O(TCK3|S zk%cx#G-~A0A}=Mf=hQ!$cOq-a#PY6anKNd}e?y>%-@(vO$cUDhe-LQ*GlKqGl+XVE z>bU=Pl+Vh+_&;n$xf)O!C~KQ}5fd?L3rwT48rVf`t6KG~R+qb73fl^fLvV?-fem01 z>%il9Nj}Ml$dJ_{Zi)#61qJ&`t(*U#NmcEwZ7aKNyWZYgyDuT|uRlM`%T?Fc*WdYk zj|}pInVfr{y?dXu+Xx6KWjdJ+9$HUUsxKjL-vl&mbfc zAv#h-U8G%PpP$Ql*=e~xtSryZYaGhON2`d2RGG@(Z7=}rX_57H6SXZ~s3zcNCZBy4#6J6XtB#n6dg zHG@d5*h8vLg?!T3?}G?Ic`UTLg~~O@tjs4<43B7Sn0ipr1n4ahw=g_^>6)p;L`keI#^*BoyZK{wMWpIsbRjoKoVZIwb zfFBL5m-It}(V4F^KSlo|ibzzCIV|IpXR*PcZ$#TDcPwv%Y)jgP#2uNy7>P$Ik~J>q z6As3l^;&Oom4_Yq* zok{DTRFXbg!OcLD#`3L#OZWaYdMnZ5c{Y|wkQG>&dn+)9;AVaCQWQbgch`K!ye> z$D%hx?FbZH9idwYrf*f@YAB+&^x=BS`H@bEmo(7MR-`Qr0AJ*~Z2jiq1I<#{+s
    BSkCA!35dz*>k=pdHN?RHfvi32}}Q$WgxOZPJE+LRCv0 z>V~bkXD8JR-5+7$E2Wld|r$xyBzIGI?X+6;tVKb}|xV5Kp;(SX}QT>xqEjZ(|`p^pT z=OqxHQo41c@Y+)bp_XKcwXYad1;J7p_gU06tYNNUf0PDjoSE7e22am4)g2lOjPeNx zH%b=h>n6;!vJuj8K`w@rwa;euknV!o>23ItJz3deD?JN28aXyo{Td3)Bh0X@-H;zV z?xFcNxqllyvhA!1L1CSX-nyT`$|OA`!ya--68*yzX)zI|Yz>_pGp4cX;9LdK{8~c3 zh#2;p@R~N{ho_NBLPfhPhoFvb9(h{SgAssQFPK(|HO;gI;$C$$)kk=+@WF%=)+&1( z!cyPD9H_cU`JAMzZ_}pk6Yb{H3kh3jpI-v#o*y!dsNEHo`5gy~5xrc}C#J*3nd3!T z%UVfL!_<}ms?+1yUH)iZDDO4%40zAz&w7vlDd&94MU3iumQ8r-tw@tt7paBc?z9vA z^KQ+=q3a7!q4&Gx!6NgmBt7_*Q!wj-!}n_Cey4>QQZfccO*t2c6$sk$x5hh5xj-;f zsFb&-gkmfQ#FNJ4*vvc|7&LNTIuYlSB4X$QarnN306tb!H|2cYJK$t$doRM5By%$7 zZSZRPE(g??t>4Q5t{7&mlnm226c?+LtHBwywID_Sqve`IUKr*X)67jtl8EBACjnX+5&;(5?2X#tisx@5uC3$Kf( zL9>$KBYU0z<=Bv|Z8OTI8z&d+3NQ;lNgo6J--&sgOd~5^ieFn_YY`5A@#s3{p*1SM&!5;P0k9K! zzV$Sc+P{(9#Y~tvr%Cy&J$O!&x+3s98G5NOb$+EN_Zl<0lG?evnVXG@D?G;ospd;H zORZI`U8n_0(;rY?PmZ-X-|G`^?%fOTTW032nPU_uiQ`VoN{R!9V6OIUHl|bXVdTfg zjyr6%Afp%G|HkkrJ?y2Usay(^D@Dn@6>qIm(NSnzK35!P6Oj0vuGPWrff9f0r1?}T z(^U#2!&pa6W1+**prw$Bj_H<-ObA*?8$Kv_kk_n$kjxewv`J=cP_Q%@l-Pub9fh_S zLSV;1Mr9Zfa7_wK+d(%*@)<3HGimP3ss_6#DFLZ!qJN_Q9?A3 z*{enXa_c667N;EHDdCUt6R(pZ$T*xq+41kq5V#}%&L1udDoRB0lF4U`+ zSFuKRcBY)eXLic*)|DE_JkZD{)^qF+`_AMlaL!MFpY4rLei@M%+Y`R{WLEMz1<}}9 zZ=9nU;RObwb7Feo$JYO)Oyk(sIkBPTcU?d}G$+R1gr(FK+;8%(80IqX)QFQEs2O$a zhday}7E~Z)BV&npB!lMmiXH@&!mf8C0PIhSQs80UKHlK`b>G#=)XVQh%cF#JgJ)0HhzCtt1a zo&4-lTxi3w5^Z&(8tDpf{P1*v(oN@z!O@U;2CuFJChvKgJ+pXP^ZV{eXSbb5x+6OB zQf4E8$z(WsWg2j&@Cy$m;eWf$+?OM#j(*k53g}wEW${*AXXC%+!AS$HhJsZXKRIUT zz=0�pJblS}^er^ZI{ zcuAjj1o{7+r*1u1yYv=_Mp!q)a^mkWsfeL0LqK|i1NI*?P4>Pm(V!s&NePt}AMtTSH+QzoC?dGUW zOmAVBvMNFtl)QMDBCng06PDKsZ}I?IA`M)tC6|H+Ol7D(Z%L^iU9>rD65+`U&E-CP zD#acXPHXBa!(J7o)$Tmx*pSv(Msnu;V3O5|y(WHwq(gcZNZK8u#Rq!c$esJEN&rD6 zzx-o@tvCk$+hiC)RfpOr@F#fT_7ub4LI(XctO!gzF~|5q!%8ivwto+mTeQNMclTXB zITQ1lLE2}t0lKJUy8C6Zq!}#SFs5jxsyeT|vdsbcrUQ`<;|j(uCL7B%4|reQZ&4*D zVLO^i(RqRqg7R>DCepOCE!OKvA`F|!mF}dobJ5tgvExhELn*ImxAko8(A<2H?9&73 z@W>rLbWkipqpw&OGNzsh6GCy6YYDu%6iD%f+(uqDABi<>$1o}hB$Nc=$<-4JO+xgp z7qgx8IctVj#t=NU=PVuiCQ4)ig%OW>o` zZ*<0}LLv>K-eqrKzIH6lQBS31 zM^}D}F5}BF;y+|Jh-(9>Fen(V))YE~dcnEFkm{cU?j)@`gnpJX^u4Kx|a zqj!2xf(LgzqRuegLHr3TLavIHxgWr>No8ad%Ep0Fa<%-2aK4|p_G?cmj6u_T56-8Y z3;lM*7@NIzh8b4JqV?iPAcBiMhiH@TBYIlR|}c+)BK@<;=G3Hdj|K z=nCpy>^v5;SLLC!dU3eXbaD3rlV|l`**-qEDCOue_{652{83>fDAg$bqrp96Rs3&;qB) zM8C*9;ttDu*kNK5Rs_+?-n+A7{3(&cKIfht;4Ft{mK!G5IJi0azpHOAFcQ+GobeHb!cXyO zclJ8v_rl93sDja2s6I8!dRZkU@PY_&K+8K}gr44@ECK)EhWGXiA<9Z39iKAMxa{ zduf{3Eue|7lCO}goaW6rX-=J(n3ErU)F19^`P&QQ&iM2z?+t|@FYEIjT_-`UATgi# z<>=3BB~z?P79lXZI2Bp%@;O{8sp)K!Z<$ie9g|MgqFqqDBr{MPa7cbb`$+!R2E?x}QIc!DXy}pw#RWpb+Nztnwzj&uiZ%s%o8)>&c#j>{4^B2N zMFy)Q*2Te~#c?WSPQIRoUWY@2&rIU8sXgE)^2uw#Q`G(tsAx(Bzy?e4n;;7a$s7rU zP3nT((|Y{ecbF(42Z6p$EcmXCFlHcLu37mN~$V`Ik**u}@d9X08$KO8mV9ZZj}e*Xlx?x=nx;sjCL zl&NBZN&(7KIWLCVZS>{TPW^2%*od;qMG!6ci{EMq$1N$`tGC`aKeB0JjQy8!S1@02IsX%Nf9v#drYDFUx(E?ws3} z?<={d+-qwRZPI<=$iihRb1I0;GaLr2Kh$npFGhLb^0J%v9Xtw0icd9ewt+W)hK-lv zd7wjoq6lX?U=&-UaB|e)19>3Ye7tX(N|+Zf9pTpdQpQoSaYgG%%>R?MLv}&A-~Zqv z<8R?nan>`gsjp?UFH~%Xq2#!!l?M~;NMW5 z9tA%G5V+hAu=R12@W0ahUEWv8dktN^$I*7kCuHp1TH%Q*|3s|MGzmmh#kif*Gan@R z_$_v(qg0&LKF_D9scIh-}X~XU?NrUfEe@OEL&LPy`NM1_Tk~*{u6l;pi~iN zMl1^P{rMGeS)uS&#BgxwC;3K`RJVbNgVjL!eus-$)$y5ev*xHNDaYIV9(VPNWs{mZ zl$ajx!8ex()gVDH{fT&0@dqd??)P8d$HJ0h0Yxx%l})Q^YN}5dD)UJ#=_%?CHs&S4 z*`eeXc>Q0GG$}z>Y-%vgp6D>4qc+Nhp!8-H0!nG8Vr$qWNgcNH@g{{&LtaA zQ+$OudDd~F$a!iXp>BS}{1GCSIV zh!C!3Z}-;=6Eh~~@@(1Uws*qF-mM)If8}Hwwpwd<;*}!R8kWiwBFIX5B8}*X!)Sv6 z3~uG{BKM*d_RhPVq4)Pb=Nn!cW$md3noot>>fU;n{x69D{6ue0oSkprQ&H3wVO=w3 z<2Ei#X9#OA+_L)7Pw990@*$TsK5NwSznicu5tJyA!W_Lt zkiI>B-#!HQV(kZ({UInqb>M(Ri!rH$qfo#V$r7^-U_n&$oKPEO5>QfD7EYK{_SZ;b zP*BMng|G}!0yBZbhpmzr5Kt2|*mEX`5#i1rBcPDR!W9N_$}kH%F5rW-{NDL}npgq^ z8{Sw;EPyDKMfBiUC0&V%X4_g|EfMuqz6-AM`(PyjvXxfvQLldt?+Fw_%4cQ zwB72Yw#NS%X|>?@%a-@AE74#6^n*LS2ESJc8G@g(4AC>NKCN-55w5ypPs7z(O?q5s z-}u~E{~4b7H0{~)|2Dmfuib)GZ$8M8F}t&+zH{0x)9U_6@bfncau~NSm~h0X;dk;V zMW(fy@_uRsW>?G8mB2)onpoNKr5@_Ev(;m)jicQ}IW+E3C)}_j;Bei2Xgpa6G`4jo zu0+<12dJLLBzTsa{#}QFk)B{4eq1V@H|A@??4 zFWvC?>ego08KIYPm*#rWt8B{2oyb?6yq(%;*sW# zUAWGOGn1n$N0z|5%{;2azExItn3;C@H%ocx;XHt^<*(5o*%^~{9}?S9-rpZok7Bqx zJswag9ZDy@GF};=#`4aOu#Toq4UIygUp3I0jl8f_CMT<#wG@ah6W}k$IhM3uv<^fQ7#cI!|<76_)RkX#uwJ1||jumHQdl zS}B=18Rh%g8cB&+*&4vd#}uGvmUkq9-U#Nq?MvkeIAvSq8|cgjaq=X6w(4C z6B9|F#3AQ2e zw^w!dboo1NwYCrv{=}s1-t^hUSt^&wB;V$(G8OtA=7;Wile|e`{B_7$)gr1< z;h|okK!Zgw6&8q)phL6WOz^bWzM>C2&~_t0wn0*dHUT#hC~H!nqd~bvMTMj~9ef8N zN6HZBy%AC*sh~%r5=oYR2@ZI576=feLr05vBsP>uP{_j9ph|=`K_}|O^}~ob30Bq= zC=t@2Q;+~FnkH&!=D^1P&?l-;fhuK!#;flm^{AGK)Fog{h$w~r5})2~@dPR^su4(x zp~g5c3@ibiqe(-hOy2NeE~7wHodkn6j3vS>SD>IkpC~;9W{rz(Pnr~YL`-o~G(B%$ zP=_`dTm;r^)S$@UW1pC8e~0Qzb`4aaQk$z!ou2z3>yseFh?2(pY6Ji2ui7UZSSv!h zLM2fpruz7s4>};_9iSm^L&Ao#6)9t+F9ly6Kp};MbYi0^HA566LF^~AE&UavAy`9( zN4Sa@j~tI=9Z4PmH%xYj*<%Hx*PgsCdPVlK|ExL8XT~drg99`_(6*<@j+KnY; z_fzkZuSLqFNDb9ZoYZ}d#3leIY3GHedm9&fDK+b6m9s?*LIwSzT|m)a#74T_cVW)7 z(Wc_aVJjc8bi(=rja92?G}lfDwR<|1y%jU^Yk%sPP4$MSA4Fzpnb_IJ?Uc8N(JW{t zg0Uui`3(7oV=U`02kE_LQR>>%y&f#jmea-g-(J~n1KOHY-sCYFPbUOt7zTud>4Ey+ zLAzr=IDRYd-PWsD}4>dj9@{4SGQ^TJG!pF!Z zZ|Q~#oswyz8 z=4jf(m&ufMPU}%Np%bX&j#1j=Il;4R5&NiPj!{cz4pCb>s&c}=HYp*wzHb2DP;kKI z{ddAysd%NY>Z`6!{hYvdTIG(`3C2$2VB$o%O&Kqqoo6I<0WP zuHsh2FG=(FP2M*cM;F7cA-Zv_aj0`8W_jl9%t7hjyS-`q`c0n2e~voLkL0kjZ?aTh zWhhaNnWgIJD9H9VqZMf&ORfOQ8A>zv%2Q;rqgQpPI-pMC?VYpF#4t<>4{Dk$3$Y$@ zm*r@p|5fKTnhBwVS z$61eTq+R$P9$Ywh&T>igPP!I=!chXps$iMGF^vNzcU`&bTDdJ?LSM-D>s9nhQ;vxC ze(vTzpnp%el{8&tUj`LkmI;MY&w=EhUjnaP6i$-qNv&5-bhqWtyVV6syvt*foa-j* zb&d?yE{Duf+OQm{Gg{Z>x2rDdBa3fnT~RLxc~Bo7`$~Gukb@0ZMR0yMrQ`+FXF~4= zFjr6iNQD}cbq0s8hRoPma?Vul+JHmK@t+Nb4@0;tahasbTymL*(KI@5|^ zYdc;{%7jhwJu5sL+wwaJz66=4+l^eF_AVxDr?9}xA3!3Mnd91O^0e-6ScAazs?4Ws z+`R0oJ7-DGSq|<-97baQmPT)mo4z5t$|-=pLxWg(d$=Dm7=4e#-ot2l`fdhJ$2Q;- zZBxOy!C+_3jbE)tw8;Y_waiP(5#!4r( zosRejJ8)#h*51#cbD0alBADwA>hnk6xF8Yp(cpHHrKPoSm?_ZsC zKxAF38~Z#?s|D;c6M*pnASLcU@0#Cm!{REO;VKJd(;9S34t^T9-fj%BstYNHF;!2+V$Y(q{`VeQUcI1`4MY~c zV3@{$P!v_LOdULP_h*ziKB8HL`hd~NyQ3$655_q0VE0j(T(0jc)Cg_yOnb60>R75e zxC@dWSXXvv=T=WJ%%ZPjwtx{kkZGnF$pQTPy98PvW*GtB&qLj8hY~#^{}d`U{=bhd9(PUG8AQ8Ufl_wN&6lHBNUTz|OtC z{ipYLl!q5~w=jNOE)Uq+IOf7W;a@icB{q!P3J#S4n$X%~Wo2=_BmI!GPd?9NljA2h zz2nsN=5Jox+F)5-ffsSr6U+qtv~=3!<Lq^|4fG zolw8}Ckd5Gr3_QCXyoq6?^jiZ4bo}56Emq?O+q@bp5gkNie{qfBDysrSgpY}M43PD z1If(l`j;Nht{-zZWdb~i@`KEy$Qz7ZB%@ez1bOGUuvTwU z6qS1J2_^Xj^bb_j@zExRvTFwF{yoyzm7`jd!}quTk)mrq`c#vqn~FPJGp9CUzgY^> ziF2Q92bOe~hK81@Wp?M&>@33SPAdnLg~w5O$?BOiugglpvwTM-Hee93%PeC}qJrn9QQ{;}UrL50~Ry_5NZC7s*JB$-24zN8SV z-0`4i>;<5VQ<}h|GQD;@1JV!T=(_~`scDrXR^DZ z`bD2ed;*^YLT(q?s$anCG}GJkG|3T7?8E1*<4dPjL5Lf6R*ObnQK{HXXSzIj8Yt$X zyG69?gb*kzJ;n*@-Ys8|HN~$$$zr>_y|2E1!8#V1c|ETmP-g<^$LHX6eRA}Pj&*q* zpBiB`2>ZBy3c9+a$ibPUS#nvVUL-$OH||dr$`QDM*d)vN#kS0)j3ZCd7g5}MM|I`O zyF3N4vp+BKl$-GLA-JBO&FkfLaLX_TvX7^tDwSaW8mPMI8D>^hu{1~PMQtaBZe|Jn z6u0@>651oOSMF(qdk@z&VK-&WB^t`lP_0-gLp`v!d>Zc((mz`rO6o!Qj;TK(>_Ie@ zOL~%k-r>L~UiB-M1I)t@i#V2y zRJ-NXt0`b)3FXWTHU3ujlu}7xzz@Q{fgAzL}rr1id-t6P6T9_>tA&vBV58<(qlf z{&qdSu(N;OAO1emjsaW9SC9dt9Cw~aM*G}QqadocOHF*|R^}ne+XFfeD@Yu0nhf1V z?dT@HTcoPe1u3tvY5XhycEQVLYON^9*zqUzL)FuQI7%#v`Xxl^>m->ucpr-Q_)b?0 zT{UdEs00t!f$anli5rl-ygWOgSlP0*;G(Hlset?ZuxJ6xV$Lr;*!=@lo>~K_*jIf8D*y6~=VFJ+L`#$T5LKLL7QKr`}I z+CN0!>FsU3DYLw5e;E-}UOvK{x@QfYGlt64tWk0TlD~tQ?H8mKESw*Ub4Q8=T>mJT zRQS6=V-}a9G12ykSrzszATojg_V_2BDosR6z3QnW3WcF;LBS8CCJYw&>xljfb zE$SkqUWvn%Z*05m-xkHb3m#^O`+oo$GSVexv#0M9dN15X+!4Hp5ztERc;YlI{xW7Twpawupm=me8J{I z?s8g%-@McYx1S}9OC&n+fj5Sa%j+iCRlO=BQS@IB^~0s3T|gP zD9VgYt?9x%m+9W3P_k32VG6!cga+6QPpd0>NbPPU1V(8T$;6RUA_mx>v}dv^T+EEdx-MG|{L^DuT5JdVtWUc}fg3{bI6 zVkm|M{_Ax>X7J4}I_h`*f(xYL-s15mooQ**qIad`p-sEQBGvmUjVjYz)08JIhJ)1yDvhl$xJ+;wvg=G)>2DaY(q1sY zOpqGV*7~iCvD2(4U53Nf`Yw$!)0{;j0~z$U6VS!WNo1prF|?VFBULePSfbf@Z9aXa zS<}p%Cgu@khSwa2HVgC>gWsS(OkSh+LPVu-=Q#IM;#i4(W+cN?Y|_-z zdC-$M&nxCI45>$yqTeRHGT#s#VE{2PCqLL7mX{=JZ}zrP6L>%Kuk&|sN0e_ls1wvO zvZ)*dw)>A^cSyb&hsnl61TOuXAH?iI0u z`Anmd=YKuOe@6($#%1^rBUK%qKcuDX{$9~En@88Wy1~P~ywSzkTvgNFB2U$Bix$C5 z)M8t{8gVt6J^RU&vfQ=HX{33ptasAX5>S8^a^yEAfKhG=!ujph{>F-tJ>x7UnK!)x zh8*Xgk%%r_;|W%YPoF{GIvGMFuW(|ua$f4VmiE>rH^2g#95mcPc7v#QmxMApGelQ|znvBln`IlsNM^@R0h8)?%%QUCGL?!w;I)#LC6mND&w+wCCRTYFM}Us^9m z0I#Gk&QSP0vvhyhx=1W%uU{00B0zJPXo{*gaASFx_I9QoJCJqrCGFz+vvjrbV%u1M zzUuaDHL}$4`)uxL+$H2~WH68=n_XjDOG)Yaf>KYj=6mDM<3=zN86_qp6cy|x>g241 zWo5$_VF04Ci5mgN*AQ*vFJ?bHxPnlmZd#hru|Pyxwlc=vm`ehOc(Pv@_UBR0S7?D8`oSzr*9&DCs6C#{D2^kCT=UNn=5}jp;>U6>r?@Iu^oTn79?zhKi93sh(lVBJhj^-dE(R8~ z#k?Rab-lucCyJ$DPofEQfrGovHB}r#Hi!N?or4V`lp#=DL%%h%4S5y-D%nRiC-@>y z2a1l{mC3Y;oVhSc_r|;2#yY&XS}rt0swWW5O29SlVPYiZpe5mk5NIon53OI$q05ic zTh%$aGq}*a+*N5=?V;uwM!#{L;Pkra+Ct{#{mA&E0k_iB2yW8;)iZM{s7zm)k618v z;=4Yo9B2LuLd#8Ds7MZmgJezk_3eiBK2w2(kJc2mV(!R-*tF>t2;^VuV%%P^IeRub zLIQ@-?>ZtZAJT(4aA}`G2s5%(1Z(Ce!xc}OuLU_tLVrLBxhy3D<*wOt*nrlJf~2_- z{_E>9e^_Xml{gM_#5;>3^YMwNT;9{ao;c2&f_e{g5G79!zSMsyUv;0yCC8mDE}y`I z9Pd@P_9H|)IKWmDU*M9=&4vvr zkWm0PF98EYVx}xkBBU28ud#bI4OxwHVO-zi#c3e}VD3RjRvr#^<$CGfryajBxvwfq z)jFdCmPIExVpIDfCM+>ht7~AmLPmY9Mc>}QM?yq$f@bv3bwb1SG~ug=J2v<;tXyGx z2`8~A(5pRflhcSIb&P)S3*Lw#O+1x$q!Fo>x8%+I$scF;kO z*Si#+p%HU?ih1PCd6{s^U#|E5PHbP}4W+hhe*hM^xcOWjapWgKOiZv+I71D$a>QTt zz&cYf!OmrPgRdB2PowJ>kW96f(NKS3kZ-H+kw2D}ZWl5A9ns`WacHkz+qu8{hjGbAJ#!pC?cX7*(7S*nodEnV!E?oSWH=(2#kFG^*oYLH zuh(nUmUbJckvxV{=EQ@xWp8)=+VBM?)OFbU@BQ=aKuGM+XNFLZI2Ky5V;d zYC$7ceoVmz|Zo%qV)xEBpLwivMK#_je9 zGli*v_c?cE!_>AapmDhcRZ&L(!(*+XsN5LOycog(44NgM(ZUO~2K?+_<)=ly;y%m! z#8=|&PK~tkE~4x4sW%jl(HL44RjOw!Mn~=ei)W!a>|xG9qt5|y+63GeXeDB*ep3I0 z-R634DS2gc{ALhL?z}kcWdoiqsUS*q$6rDaM!;A_xfJ;x__&6KpKQx zj)0F9?>Zb_Xi6d}4a%( z(0Sg+dyMARFpbcINCTxPuu7#cBJ`Xjj8@`2Pm$RXhxAxQBT;>Z#j4_|1ScUdFBq}0 z`Ei@){8;Vr0jG3QJquU03XsGuD~3PSy)>`#Eaf9*(Kf*@(Y?9{1~TsR8San$&OVTZ zd0+K~k)w%|ja-~&G9_1@oU)i`^8V)Le&i(`L&xp!l4}^fCrNap#28QZ)$-X`-ivP{~%h04<)v9Ia+#lBPI*?gC=|fLl6vDVg=1+Qa zTB-JGi^ePBAJ3OmgS0fPv$vk7o-Kw1QG?m5A=vmMV|C?!%wjGoux?ZJ63G5|s-bj{ zxG3_Cda3;iFHdb?IN7CY1>U+9?<>o%pb3K8!)+W%u{wry?Uz{9(@T58EX4TMi6{f* z(W3A)c?uK*L1a$dKh`O_i9L^nF&IT#QDo)6o=z}r1aG;nOQY%Zr|7BM!D(6JRP#C3 zHJ?+t$gf(w-#Mqu9@BWTLKIyio=TAv+rry}E1?CyB{&>j8Ds`grhsDqUWwtPWVTE6 ze4G|skB(guERYi9SUrkFN0fYQpHbmsYJ7M6#9JbOho*HBx~saSeXx$?2Hy;6!oxuw z^ZHDg9DDPY+|zz+pStIfm9^TO!!v()V7qKAX(G4Svbp7L#M7V*xVRoM2-k|i9#z-r zZq&L~I9-M-gnwSi#AmN+)~Faky+R)Jlt?5r^{k3fyvy;$!qnoV1-yc;*R4X=Gp zygKnC=fOXb#6$wX1qEduWJgT^``V3fZtTv-dQn$#S5a4OVzI-4L!g9d0m@hxqIo;m zYo0=DNbfoAMz?%6nSKq$G|8R;47KOsWim!RNQm9Smgmtboq%XOlA`C)b_FX44n;8d zc@z5(yJz3bC!y^0xoNHXf}t@MxL&>*6k?YYP%Vm5q=~!lGM7?pwRf6OXg^ch-U2^8d7+D&`}=)O~4?z`CTW zfRC}rv~c7!cYoQM)JX)fR#tjJX$ZDQ8*2T!?FHo#2n^l%Tqn>~7|S|WeizD@QP}e* zPF8u&oxj>WWO4xoXqpO~fs2JM!7^V|Yq*rI--0w1h4J~Ah_Cst2NvpR;yxvjaj5|H z?(?7(L#`2t8R7;;6i5A7#D}k2hmL^A^oNz}_ zU%{}A+5Vq4nezl3S2@0oo^KU#vL8v>`kj@hKJl3cy5{VM6D3B|(Keb5HsQFICq-D{+ssK?WI5ZsMU zoeue_>zfi$TftB-?iUhmSmhiXVvty%%)$VH6gt`WTP{ zFPe6IjVl|Lv=g;Gu?Tl`>MZkWor4#5W4qgZ2)7nOoG6T)7JJF+6qnaIpS>PvV-kty8 zWDkF@e--s=N(V>ZHf&(#J8G5h{IX%m_%#|2T~$dn6~NW|luJR)IC@9+r*=n5KS$JDfnVH! zO{5NB&DAZX1~r|nua9l>sykb=$zxQl){A;!DC0|gJ-l=o;|iD4A$R$c%_s2kbX3Og zyP`FqZJ=v%^KBNL4bZT3kFpU3@W}Rsc$<+Z1|KdYIwhn8J7Jl=k0!PdD>^OJ_W*=R z^)bgAz#g$O&-mYBDw;Y|rj1&pOc!SKAJ))j`|P_M)kA-^{EGQw!<$I_iBHNyshtIM z7W+>kNecS+BYK7K`s4!i%4fQOi|U}g)>&-1{!DaxyW#NPwIjP)ov#OSMLMg0Wxv%P zvTRC_nU$G;#0GnA=LWje9!fKgAp2f1&D+GPa(O1n2&%b^lJ7tM{rYEE!LP|^4}oQ8 z{=88**#6Orj>OUn@PkKpV2gHnuO~POxT1M7Z5aL(K#QL3d6m(Q%Oi0`qZikJ7@bD* z>SI~=)m`NOaiF^e)iu_m9|4G2!v@*yc78ahfrJRn(>TMOiS`}v{+uxqR>$3E@rcUe zRZ&FOB84hovi?f)^ldxq*<>^;1{!c8|CYr+ZmN>2f2k2#{nDkMWcvchZHk_xG^v%u z)aft`PkPFjswcQJjiLAZa)Cw7o^IUCYSoU#O*QD68yoxHtgW!wY_@xEO~>~u<@K#R zftb~P1)`E!y1(rth4^kKYFs|A%v*lOm~_o$VP_^&*VT8t z9iB;FnZC$W*P`egf}dE-sX^)9C%21jfvX!&)(!Qus-bne^SH{5`>uyb7x32t@V6vG z_mTqoI_;J)wHNdo-jm-!6G;AzuwG1maq7030q2iR?O{*vpKa8s> z0^wTUmy>OSX7X0qi1={gaOdWC$}RuRuZ)b#EnJsuzzd>#a2f}-16O>b+{!PdUa2vg z9X?(>)gig`75(;o6x<#7`Fve@D{44q0u-F}MN2+{7Ddtn->PzQ7}OpiXoSx{yf9B` z%xI}XDB)@vW5Efgwh3s#TT$$~Wd_}}xDVIP_d~wS|6TIQ)YwWLBg8>jUtu3v9dOYv z;NI^$JW8JhphLcYWq$nKWs`5b49z277|kqEYL9OwW$stk)_b}7<=NAB=0@+hmbR7U zV6}V!dMc>-Sk-Zh`_Cb*TWTr!o=rL0!7wJ}aU_TiF=Dsb<_GX^IILo>Q`8b;4FWR~ zrN1K}Oa1&=*PpzIY_G|34t;kyq6(2+y$o~Zx0ux(@dKfR#)H8yJ)R)z61HTf(~9fH zp5{snqJw=?6?XYcqUb}57KU{Qi9_bi2M}h`T@4bFu&!zqWZ*9i~*aIA$ zXzycm0T{H71W%d@!(SEx|n7k~OGQ-y2 zhYR@_YrC}x?8e}Qg2UNyw6-XIBFN-(H~i9FxpIqB61*kO(%_c3==~|Z41Waa-x6y= zw$(FLCRy5Mj0ot1Cyh1rZn&uKTWi8yC^`f^gNBfn^aF>Qu_%RiDp)$K6mqz8viRe+rLLhu~>w?wdqw^T_~+RGPj0(zAGkT^R_o~cGYXFYOmcgbELHyypG#Kr!#85wi0&~PF8{V5H%S9taws#L6a4OQXH zMF%@?_?qU97q@YY%bASWaZp4e1Id+}Rgo40EErmJ9N@;n@UE`OZF zb`IkFG0^-TO>tT>`~iba^^E#&W2FCue#Fek@~^QO($UGmSl=4bZM{krLP>F@ofil( zCR8o2jcxTAdy!L#s;NrZv#WdCV#y*4z7`hT-+xjc9D)Fe*yt~S07CIM1pM${U?KZn zPPrtDa+O(&D>qHcn&g{fom%0(>n+>4F<_d4ysurF4WpygDlgoeomjJJwV|XAS z;E;j0gLP?3Hfv1=*Q<8te(Jr4hm$H)5~ITF`>!XwNhIJ0;t==on7mI6&cE$-!+^UT zexDcR%iAtEA4Z29Lh$L}v2M#=VlR?zk4aZ;f4Ue?L2%lTfe7iDgl>2S-*5k;ek*gE z^K4}KSEz@R9(G&Y?r!XCau{7yglB08U+b02t?leqZ%~X`^ z)WrDMIBZ%e*ch30L|mjM14X6Ra%n6BRuLYgJE~bYpK7#Y6H+5RwS;1%296mA9g<`u z%TVV*P#Neu(l~mG6>kqSIj znDXGopvC7m)}Th`u!q5)y0}o{{7^H(;8iIrf@Xw`Fu1TZA7C&#*JP$Nq=`Dm?Pty1 zl?%Z1k6v#A5DCyrEA2K@XS)3$JJuMP=P(_HFA+UiY}PCuF?c(@JgYsvo8)bixOf7u z`y@Sw!+noHyI>A~wq6Q4O?#w?jtCSGAF%1OQp_rqMW-N;ao*ay}rMC&&Ld5HYJLJf=91N&Yo}sQ`;Q3^7v>JW_v&h zDv9Xd@JUz7i!#*GQnn45eEL4u9><>=ZcVnwSu1*tsTUd+OJKcQk2{`{z<}_Oe~CB- zuTq+7`cwxk$!!p3sM$xlSx)3Ic4y@!RJ&LdPE{Fh&%`JbF!EKkj&@T+%l$GK9KL3C zEtJPqg-N&0MGq5PylKj9NsbIp`eQBB*m#2=f6yXf-I7kkwQn*t;LF9KOAprYr-X_n z&e*tc3*iFVt&%VOpNu0GXjQ#dU-tph0w{)hxz8FgD>Yh0|cpbI5>RO zP?CKft6nQ}&R9A!?|aop$oyGIWbW03)?`p|a}2YwO4wQj*xC%r%|ct-fRu-qjqjJ% zNiwe%_(bH6V6quMW__;JGs{kl7otO~6=SR5TEbOpWEM4=rKDM@c4U~fHTU?zQP=oy z5pS>@9VgfweI10y`%4^l0V$$_TZe0D&)Q=b9fCtYW=GBrg;-3AsaVoDV{Y_uQ4-^S z?Log;4RGDZE911W>^Qbn?V#N5FBy3@qr{J z^6qE7mn_zm7(Sn4+I69U3d=QWY1}Yze#FFn+a#oAFqDri ze3t{RP{8knEEoxmL9Xy+hdD#;$3bmmrxYF9qZ$wEF=z|S8*E0qn_J%JL7RdRhj3Ep zj~&lzeTAP}vl!BC!sljkgR^ord@Ij)AUYTp(vr4s(sr(7zz)`9%}#5Pc!(D{M8s|N zXM8)<&R4_L$Un09WUKaM<}gOi(FVL=(f230zX$FIx+hO~)&$Lgdir=*ahD0R_ACu3 zM-$lN`QuU$Ma7z(F(GYOx!@7*#U1aXu79^t9X0o7n7+r{K_D30m@vH6y zRv}-2TArZ@0eWf+^d#sXS}?jlgc?!9pz8x2&^Ibqu0EUE_PAPyYcyXIt7GinaxS3J z-3)a+CBCA7%OB%MIwGu}CiC)?QYoDo(HlH0;QEd>`Vd$Xs7|RCH0fuDciTMQ&3n_} z)PT=!rJ0GvgSqpe31%XtHSdleAUyUGw(1I_tx`~IxW`B zB9p8Qx1?vjnywDvQ3ntY<@X$QSd|}FopmrV ztoJa$6G?JMCS(>4-8CSLoh^1J2`Rc%`*C0%f}bs9B3O_nrko7xQ9|3#%hAPyH@19U zf-751uiiO6Pgk|6JLuIexD#`uAv)Y|a8qE2;PGUKs>}x$%K`5Zk{rZ4buiCK!KRi~ zQ}d-@ZDh`4@K60ndXA`|6*iZ6l1Q*dBV*QY$WiO;#FlQ3!0%c1Wr>w;NdED?=e=1t zjH4Mo%E$8lsE&Cizr+bDO!LyxE!DI0ccEE_>A8?Q_5o0r>xi_vFr1uX21(8`m0Bgu za}8eheJkMlZ51uC0F4@2CTbHT5YD1JVB*7LA_`kyK0AHRaEkA7gjCN6(LDFwk?ui}lp*XWU%L|vIxm)o_@;9cDQ zT05m4&O6UjqVvuEYT?U5?$HB@wSY-ACud8`-Pea)@zz)uA^@~Hm3(_MGGp^hY`(z| zYtR++jeY37M(rK^V4S}Tzaw*&>FCrFV$|f=UKa`ifJ=&?*Z2BSUox7S&!JK#j}=Qc zNlOqQC&r;ci`vzI6c}sxm!0~(nwxYty8^-ktlKVBZdM5?M^&{&OMHFVzd47V^jg$2 z-e-UNl{`wq494ft#-5GeT4}lxKE1YVh1N&;o#aY!W8UNLPJ?7g)XavHP`Ugr+fvz< zHk64v))+Kw{xa}+BRi+#G7Q$-Ymw4`d=`sudQ=>Zrul8yPN(EMT?^au) zvH>a0S%8`gq(Pa1{RLB!F+Bj`z&@A7HzeR7qf$PtZpV)4!e3k{r*B3>zGCpTBn~ay zu^RN-%1vTv?X99g4L31XAg9PNU{1rc{V0Qp{0B64%EX)(#ytPuJv%3{qnQ4)M`5hB z-r2vZfN=bo)Sze6z^n>@hcW4^{i#tbTP58N;F7njRawxhv8geuwBq#_*tNbFP}uRH z#B~u*NH`LWx4g#(aTuIuRu3kGTs#zmap7yL>etpex#je0#DHR9E**a?N=LCu(POqg zR5R5$w;sW&ZrMELyy2X6ya%pU%fQ_D+X~Domz|q*ez>|n;!^zV%Oi4EIvNB^M3an* zWO1^i&hv`q@*8VZ#`r9>4<*MiFEg|_H*JxUIx+Ljs+USrXr$J=HHsZC(`L01$yKo$ zjfbsXW{UnDLexg2>ocPcO?QA|jRyHRTxK{eG4@xRfUpdIy8#n25BRuIg_CB+Rf!gQ zF@vgTKpt{P&{U>Y?TNf|Zd;6%H1-X;$Aa2=67w(p(AI$CT)Xv>-5v@(X9Lg*G@^lf zZyfI-JdddcXxU?Fc%-t;jAdM~!%Z!h;_Z;2Vc?A_Y2_}KFB|*{%qIcN#%@yGp=PK@ z2dUb<6W|uZzK(O=wdI|rAK=wJK6Arvm6CbBYq6IlPb)H9#*bjMuIne$LNic2o9W7! zs>pJg>c6n1<)^poTsR+jm=<|Z>4zjF!Gz?bid;@hQCH4jUbZetqb^A)8#uefIOWMw?&0rKZKq?5aKrD_ca0}@ zo+FxeZi7b9?sFbq0$bi|Ir0GVY3^Ax%fkKD*FZOJzabSi7!~@o3))=FzLkQ`7|H@L zX@-?(a;<<)6$xX0ahEdAv@D|6HSD+07tW2TEeHDV->Brsmp-HY5d%GsERa=VWO25= z$#VL3|5}1N12sgd3ev2Slql~UN&4sGvo0%sSDC?a9nkR=TdZ@LpH^OSMGhYnn3AlH zEsR}jBZN`waw{m<&~Hq^p0uH|(Uw6rs04io=~mK6rBg=u;T-P!@dT`HyKKC;EQ@If zf8@bwY*=b)cQr4#QNJClhY}xV@S_W*>dyoH=_pc23+xZpu$)&F zzw1*0tD~SUO9)#DMZAmM)~N4^3N8+Zt*AIAPql#Mpo5rvQr=pHSShzKP6T(_S9nrk zmB~#os*Mr;(*`TUZoaCyS6*t{L0NkCuhKQ*)1XQ`K|UE289nmtDtNs9oN@GbSa&JA zWLC-83hJ(WB}H$@ZPsDr#al?J_w1S3h2@S*XCVfyz)adP|9pwdI~1P{1raGcnUkq zlT$_w;brr7SJjmqSd&J|coDOobPCO8S|=F~3l#|wljFtmAUQd4L}d_;5|J8p6051D zs4|XEx5x&uZ88f*?LAQs!K2$w>Vb!DWU-il$cV}5(9gyubk+}pN6bz98e|z_Z^LFU zZv#L6O1YDo+~N_&RU!&kc)0`fNo8(Zd4IIEm7P3H!@7U+`gjyKB|W|dI&(K6IlMoq z+n*4!#}y23yoS2sc|>HVVYBAc+Zl&~20}B!g~wOlKdhRxUjI$__+MxjjLhu+;h#-P z@|06l#T~JA+tf-jIKm7x?_%p{MlHuzSsmxp)&%K$`Itk+8K8m~BqruV1j+lW<{-cq zs74GlKs8E5+$0=Vb@h*1r>xrNux68?){)ijt>*fEl|mhgAH*_UQAGc6&L<1PE< z=HcTTSV#_@03Q69#8#`p+50>n28*pcu^i@2^1wi)3^}d4#%BZ|avKBn`Ub>}G&%#* z{(|_vYdY1l;eUb@i0=if6QE@Ap?~g2s)Mm6q10Ny2(|w5Z+DB!oc7*om_@3RCOqPMV!$=nbW#ji(1|!d}YWc62(^G>^8)~K2d@~W+q-7dCfq% z*-dmA_ip-XY@<0svDtdN&DhiFlCF_=(?GjljW8-!uB|Vf4@bYZ-UMj|p(1oi2r*8o zl0YF;=^q<8dX?{As2Cw5jOL%ama8scRs53h8J-RS0Vwb9e$p{FpE*qXZ`8!46*5(&Ps4hBHg)F4knV`S)+1R(uEbNckCpvzC z{OSGyoi;`qNU7Rsq!qtA!)K!OI=RYot?ACH_rLqv-q2bNMWekx-p=#gJ&Hws8k0ha z#7$I6GN+Psihug+LHl$c)qsO!2P>&)iy@8ioG$}^W@dS9e12~92vd~Jxpyq z@^~}+I}8J~8da1_*tT2+hsybnMWWR;BTTIsh!$!7$4lW4f&0}oRW==Mm+#yDZUo(X z4znRNBs&mY*H7wiIhV#tzLu9F2N*GsGF!}H@>S91jXr$j>Mz_WL4rA`xdOB2EHZs| zFR#-ISXLlf>)?HTQ^U-~&@+;_4I8Yazv@eTpHrutjB`1iV_Pkn))fYSciT=z7IzfH$ z3ypYk5h_)Yru^??n+ffzut{jYP~?~oSI`t6*@`Tm{hM+V!+Sb#0aTyYM;Xv|XLOe? z*wqQEDZedX%zp(X2{$uF)M5P6W5ubcwxqt{h&2BS$NGo|iN2rCk4|uoGLdxl*3k?C zk)z3q@}^$*1E0&DjARbx}SG3C-8BcUnBe6KL2j9mUcdR1lnPXswF zddn&K$fc`!^t#IuW;FYv&=Q=zRPrVyttw+k5%+Yi``V1=uMOe90p;P<*+im8l4jge zxYS4A^zYKA!j8GoeF62rQT3u280;pAGa>{?s*yaT+`>8({QW505AVLNA(tE>2)2cH zwp@2~WWf}+=_oEK>FNqe>-=UVOGWovj^pdLIk#a6Lr;YaAocI~LSu(h!cu!=E>k^- zz0wC)Z)9j#;K$=Yj{_%_8K6 zJ_3#M?G^G-2d3z0JaqbbO(zbSEq`qb*1=`KO}CTrGnHJ8eD=^EDKVlwm&|PtwTPbS zcf0c~R@5Xh%F%HvgP0C7QpPHmPjajl@s|CP$n_!F;hW1*S$!h?lZ)&F=a^1qf8Q3Q z;B6e;1Dg}qER)diB3G3dL>2gWOXeL=ef%!Cfl-Kviusg;pVIH6mKH-ggOkbqBL1_> zH*q(n*bY{b?o}cqoAUmb>ZPV_9hT8cYp!hA<&r+vOKq?E$Jg3Ot zwR858X%lVzasNi19#RK8$c*`ALzo^O)aQeyFzv`WKhS!Nf?`9&X4~!OYeIE<f-KMEP#Qy?3_Jmbi97^fzmL`ow+NUwIw$ADm>l$r<=H$!Qux9Z<~(mz!eD zpvG0WxYWWNHu4H1>a8Qe1PtNpLi5~Zp2_YKeDQh5zA31mzkzA_35`|3(a|cJEr6OB zdrI0%Ot2V-M^s*%;D}z}^p$kQj#<<=S1D_tDr6d)E1QqVyqq6!W{ase(k%55!}G|p zs-&*)A!bz$Ble?-iRfg>N{n9(qCYTI)MByq_{Y`P75jaV)xehphm6jIF7~p5-=_$k zM-U*n^HCZ!SVW5%i894NYJHYng5i7RGFFNLGbaPz>DfaxkBMmY><_L3?)i$j((&et z=jaF1XcLe?Ns!Z72Kqo+)LyfRW_Ql>HdZseDJM)7KlqP=#}~ITbNq}J#Fk#0j?c@B zp-zSwbcRL?olXclyLho7=w)=l z$5BjwdX;xfOHLa(t)Ze_b_Shx!!Rspun+B=RUP!5uysf1;GZhWp)inzP)qF>ozXSb z(J1&ucuIOa3JI`;lK%?WvC~0?5k3nl)*I_zO z^)=w%OUrq7o=JREfuniU%dZ$%0ms??#nhA@5oSl7+frBv8Ob;v*BHIkY^!BzIRn}r z{c)j86`Kc(&&eQV1Y!~C8{S>P1;zQ^-pS~O*pLxmNN3m3NY&DSFPl&}yznb4?t_+5 zXl$>zO;pIEQ@VD%?&;kG9iXot{$23)gkY^0r(&^}qPgoJ85Lw?0(vDEG+7Fj1|eW# z&(ziM?_VI*-Lrn2Zb(2tv_z_iv)#0qaW06vcjfp4#qdvI{4dWy#{Z3Z#QcB9U;m$Z zlz0ny`wR}V{CxK`H8a7+JPRWsO*bV@{d+9!D^~xNVB%FU`YeR|0S+V?u-8NPIr+0R zKsnLdd#emD;XoL(uRc&)kO+7^?PBT3zIU~MAMZwBE&qPme zKTTIkJuWpvE>F)$Prtkb5}ynyo&+i50jU!3w3Y@L=1u{rGO8P*Cz!M z^~oJnxEMK@$sF{_92C0<9yF`BlB);ug8wu7S5KP9X=UKm=S{dRjDydVq5Myn3n;0G z2cJ4fNSh0?dQ-Md~VhvTud{D&(Q@rg`DLq;AZ>}m2M&BJa=33nS0O8A#eT`=;0TfqMXdc?-c z{(l$HTVcWyi64DOI>Wh&p-MYQr81iAgOMT}tgF!iFC5OlNTYLg%A_7+^^%sWfs|rV z;c~z!p_x*HoJJfZ$lqXYTjf6)s&8%g;P{Ab;>EjXWYULQRdeEw zd&kcG)X8@zEIO6jA~QjJyavY^i=%~Pu+7umRks&}#YVAepXVFnbq&vIueCQ0hu3B4 zV|BYXma8`xl*K{d?*WHj#mV{`*(cNY6u!a&WAlP}8or>d@;V=#e>sprGo`D)ptiQQ zGB+}Zc`64~8O85!ror=6HF6uI)L+fne^K!%z(J?s{D4XYC7033stG_cg&`LifU773 zCJpDzNE5b zOOq=RCr5yu_NP5_e!N3XHa z)5lve>XW-*GJfaa#>GVg`Kj-J3=)XpTUj_nzcErQ2rPlKinPDabRnt9B~=B2+AFX4 zq7*0beY4ccF8TmMt{@*OVC|~B zKHHIa6l8wvcWCjl?Xya&4Rk6m<$x=t92&JQ#t-9NJ z)7m$*oW;fJ=4jhrGx41G=ohupN*Lc*=%n%7Xg;!U4Q2bIS8qO_Pqf`6?JvAZ6)5Rc zMBd~N9}C}{A7|rBvIxBW-qJ1PK1f`_!K^y=_=sKJ@uV#dgm9w4?O|lyqK-Nw{V0ax z+9#!xTY{OS_6)FLKfQkbQzg9>UGwT!xVrk07WFA9k9qgn=}M7fR9{zk05jv6PZZ2l zG+t)x=i}0RSyj=tfwS&GrKAdOO||s3s?y$o4*8`9ZC&EXE@ff= z50IE}w6>U{KKAgAt7*mp>xoH0J~tOzpHP;l@Z>0=sjj~Y=De|G_GYOyV@#GgEfc2V zx0{f-wE@>PYgZTovJjg0Hn2OEb}AY_9I?=}GmizY8jhq1!qG-{jxS^n? zp<{SuX#pQK;`o{Q7-cHM39~2X%whH zJU5}646w2Lt($jOKDmys+bC8POlD;@N@6TF^1nNj!bS5OZCZq=e)bAZvVYq22G)D- zcDI&#D6rbB2RQ;>fCH|Iz&a?Rs4!9uLRJb?AS_Och|V0MD_1u80xYe)eyL&(aKpZ- z2d9F-0Na6PP)(W010jae)0G7i1kZ^@@eb zTkm;l+P!viy43Od$EH&;79h9;l5>-H1({Bp-}QC?tQKFUG!K(NpM>#t8m1|H!^<<=!)kVo7kkA=GDAIm21~<51c~hU@{2K^M%6|7(r^lf zCbK1l&GiqM!0OM?f7_e?i(`d@;Xe#3%JI5Vn$E~0zAZFYI8INprN13pTs`fGXpgFi z)YUM@{DDds3#d&D>kBDTnyI>io};Tl+M@}rIf_6exF8c@{f;e+TLlQ_a7&5>G{vB z*AXNuG&*rF?42?x!i^6Doe^k4(Of2n?20L#gE#i8mxP|H>*Kgrr|dp~EcRMpp7X+- zm8gDKTUP{8#26+Yn<`**?`s1l9purOW|j|cULp|_mQJ2lHO;vC-mr7i-4mYfGw6U( zmky9P9&7tMtEt#J)b`ElI7#5pD`&WST)*BG0*Npwv(R?2Q-BCArGW6<$LViOzQ*73 zVnG^n6pvI(f?KL?C>07ys#AM>LGQx->TEQ@0^Hv0^pvR$0jch_UwR3)5($p)J+hMcL$s+-`mUuSXZKs zOcYjBP*>6*tcIh8i_+Rw37Jh(8r1((N=@miyM3rYPwMI&>nvDMCIzB+khF4-NeM!8 zrx-7Vk!mlQRl$e&W_&78cz*$6OrBUa{aN7dfN~j1zFY7!79C1H<3Ig3Xk; zxc+8C@{h_D{1DV%Y4K*Hmd_!T`zhsKQb#6LZ$rC=HUqhZkOIQwc&>>eEK14m>dryD zVI6q!UcV+2T%zzk-?$GQBBwPgU363@J{U2Jb)30twi-&SVl1&JpOS*d%T*+&bvhSb z(XRZOGXL9I|6fE}HfF~EeB9kgD$1jGyMC`KrzA_J9>zSBH5wrWFQHG=Xls02ois=N>dAEI4>L| zI;98Ru16MtLeb>{;S0A@ZN(%^o4o^KyMb%Ferq0d8Do=n#u;B)=azOleIK(@|LAj{ z!Iv2jVc$znvODCGe<}};+3=-G+E}I7IyL-Es~%N1v|Cg6fjwm(e0yn6segrxTKj?u z-ki_m@m}80o-Y+@ZCn;-ZYKg4If~>cq!wfXa`aLW-B9ZoK_EGO;&)<7zvq+ohSp`& z&R>sEyQA}ZhKC$|pzeK*m0jBuZUHY#=)!7acrTfLxB)tdFdfkxWjmW&P6IY-6ZF0wqx93-h0&E#Vr8xS83Y?CT z;MN_Bm)gHrOV0Owq6c3b_Uj!ujGaySJ9wwfWj;EHq~2~2FAh#5O}I9DJA;DaoJb~b zZBk)4t{^wgo#Vauy=V3ZNVb`{HVj9E3Mkk}dRczy}AFKwipcM1q~QJd$r zO2{9y^;=4MS@DS=K4o#9Hd@$nZ(h^s(%-Kk3X|^fQ9QHTl+S;n; z{dlT4>KedCc%kX4y3wd5xcCjqVaF4hl)m7{8qkF z&ZvFOAR~5kh*FJ#V|njpX|jj1k+SJ4=s@%^Q}&%n1hJc=SkT|?5@K+9maq5cNf_ZA z&&AUqw0v>2m(pYJRstq>a$_koY>DKLONXwv+ad%u;P>$bQ$BX5_q70-lcE+WOMlAQ zSk3&2LGLq`Ln}%_-%ik_asIbDrQx@II{+&H7JeRGRm-OxMetuWs^d$gO)$5rH)8WI z!rX)zu=K51jU?+%e63M16$+_jK9Rg9`ZTWUD9&j2PIFFAPkD~3KI}!hqUlVG@4dYG ztb1c>YJ@x^gWV~zQaX?J^*hEdr6)o!c|Nz4vLpaa@Oh%Bu<3)yM9r*NQz7##&e4?9>}md`F#aQ}OD6#omzkyGNq3Zme|I8GY(J3~}71 z^AFytNvnYwFfUwT$f1M}wfL3AqX_5I&$aww*>>I2Pu$7#0g0IwyArpks0$&S&az{e z+x~5ilAx~m-~!?PDc?*K9ok35idgAFUH>88I2?mkJyO$E=L-2o#MYVX=AG&6y%ExH~yRSn}jRCe+V+czXjRy8S|(NH5$QR!}F^I#!d(+MF_BrJX>Ym0huc(kfvDs*GedHm<& zg&nYq3R#E!NFtzIp(g8pAIoScQV_4MV%XU*(^z?z_NZa{9!G7(Ip*TyQL$=Lu;c5`OMBG^F?_z|}s3xpM^;l@N}_CXa`!uA)CiPXA;^`zGk zCQrfzcsES^3d`P@y8jvYck8!hik^PYX&)8w`Rj1Jw2yI;OrZeQagX zO3Nh-45n@aSW#rWd}?IGVWDbM7NSb)$+8b}B~xx&l*Gc*gUCSaCJD-2w_Mhga5`-i zJ)BQ(Wi@1FWG8!n6{KkPzRo1tm!+bt%tEM->RS+$O>`#z{(0Bz+D_GOk3Giu46p2re zz;5eO5v{~u$a`_S@m_OgHI8Zp?EJ!<3m}RPDf1xOlhJ#o}aNt--9-WvVmR@2cy@GMM41HO>y%wnBuC7r}RADBym2)6AUQ`=n!MEe-p`@6 z1(Fp!_10+8@&jBUglujbXft%&W0vxvIJf|`w-}n!>n=@dsGDYmI=EM|>PeHysMzXY zIF>jE;AWiXoHswiIHboa@6)V;BC~;D79~fBAGqF9ry|6tDn{X=@bZXCDrb8D*CMFE z9y9WMCYXDFnxzYI2d+0FSE0|Bx~o+^xSgAbOHMKsNMYIy^gvt$?# zJZF);b+4FFKn-e!6!hN4t}5r!Ge-M^krJd_%NtUp)e*|1gUuhtRufDJQl&_VR&=FE z&)24(hsf8%UU4m5d7fgcmria7?U}}O*kWV)eUp91FG7EbAhDpS=b6=a!&4P0$k>$> z&A7~@@(?B|R_K@&u(IR5(2BG{P|)46)Q;B@TcB!r*%{&*+7aE>Z6f?JUHJKvAj`b7 zzinEI5mP$W`FNc4U zcFVt)Arh*|J6z)1EM6bQzA!!LJusNXPp}b&jsG)TCCkh0Wh*^c{u@IYP_&6A{tcTM z9rxZ_S+P`0`Z|LJXkFf7py$Q6C4VQ=3G(4KQx}J~RK?a%C!4rC`}lg_vC3NKTMHwP z2)(ali-$4!6ZaOrO{SF3T9)#WXZtHBiD^H#hZfznmABGQOIaWqBN^5VS4>WCD#&0w_SZs`S33h;NxFQX{HQAtr z@tRrVR}=h(*CId;yW~5263cNdTKN>KV{EK`E!HG#2ZLQbar zfr!vEV08R2`*K1{-WK|rd#B~}wbE5lvj%sR(eD7paRQ=^sv(_Lmm9lO*lJ3x#E3@M zw(sZmk$-IpKOW|N<2Pbrug)HqM)mMgCuWU^;Z*?FWxGW>a2C#_^t{p|mR`BL% zj6%%7vOcv)&ds!I_#qpR1Q9|DbYsK&!XRVdxR+Msn;`v-+gD20^ zJ@Oq@!rIFy|Cxu6pmA8UN6PElmS6gYt0|Bqft;JS?)e0NWX%ZINaA)BWS0F7>t7s7 zTw~go@QRL?W4_txjW3D zTAZilPJq2WFE?NcaY%5qAZh*{)YK!##n6zSu`k-wr_hRpdA+ToPQ_h~YrX<~b25&O zrRq|(W9_y!E$dMW*`F;#>tAIgJ} z=wV}pG$dFp&(wC#7vb6}i9d*nI5oF~4aJ0`MMKOFml_7xzGEgXei{kD9+686y~2;r z@xS&azMKCIb_J}QJCfbJ`!3@DFye1sy!e%5i+wRoDI)YwwL4wj?lXGZcTfPYlt0ihqf3M9XfCp}?b9KpSJ z{g%YoKHe+N>3id9`{R?07y29GPdU6RDS64{zssvpt0tiEVqecx5jw}kr@Zg&Ex|Ey zn0`qQSx+1i>rWS>XHWSFl&)OI*lIH)@R+A93<8NEVdx=k=>gAyu1o;E(D3=w%kRTC z$rWF;L=_UmmLr|Wo}OAoYu0_z&aI_^2#kEUTQ-{X7NzU2+Fk@%v zg)D*6v^&L4{;14l9kWc3pMOdt2uXV+dnA`6{M@}BcerR1XLU33C8fTzzaa`(kKN$v zh#b(m)}1_!2Nf?ipyo0j2VeY{a8`>W^=zTstpA1+Zb2V$tDo%VkA@lV)GE_gdtGLh zD_wr1c;ulZtuE3RmG3j#f~h~{-k~H~d1fBZqTZ%_nld_%dp)&yjvolp7cWo{FXE-? zDr^xf4xW+_FC!H%73(S&Fr7-7+-JXy2#Odxok_&lQvcBhle}cTm?h@ODj)E}j#Oy^ zBzn?x&AX4YwP#V7r}+cT3BJGXY?XWsw&bBtT-YyaF2kL&mU}@lt;C+^xgqb3P{KVm z=%?Za5a-TS!Ro7EpG6T!{ECY3(t!0#1%FLY`11EYgpthpwU+cM8X`kl+f>?nY-S|4 zt&|hAme>75CfGeAXaY2Qdif^eqMiAoIl(5LCR5vnlMZ%p+wNU7{gv=lY_0=U>x$`S z7K34PMkmB;qc`(q-Z$p;cKjuR<{f)}TsR)2AL9bu@%z;(;L-ol=IQ)As?n?N+huho zzS;0+)SIC`e;V73;ZN$o{8Kn+Osh(@8hL1q!5U(;{m%Gtrl z)QOkV%c>Z@c>YXvgeZu{FtG<*$Gu~4A7(Rder`iaLFPUeo({aaUqQ^Lrq0g7vOO-( zf3AHS*>_rbHMZcg5xbr+UkV9fH}6|%O@P-3VrIUlr-H(E?dDlm+IoTX#Ro)Ny4F69 zNPE2$IzOlH5S`c9(efMYCg1^Em4|$f^=tfY#6@FWECA{4>nUbSf@9X6`HnHxBev1} zJ}%nT8-54#Mb56>+2nlk0oYDY$L@Wb<+4THAGG0!wtH(s`kgqD0v8IWv3~Ca#tQ|H zxYV=Mv#al!ry|ap$MtHI)?WmRCWg|l3(T~JPe`wY_?t=M_hI}qXOhHEbMDwwRa)XA$?=z?!7IdPOVW z$oPiaw^%I)-G(W;Dxt{LT^uCU9X8<#n^MiBQNQmQmi(eUHDqMFLZ$96WUr;!d$Q%f zQTg3N!cJ`b<|HH@FAg^Erp?Eml%~y_PBY!iIQVm$Ehr?VX}oe;SSNp%utkGrnACID zENE$^*B~|@5BEN+jAzoobC1K~!Mo6V3CeQQg0Br}u}2t1ntYMQ;kyf1O&LOvu=zLnwLXy$2ofF5!+(r_!42;4@22?T?3$v5 zT*cvEB>F5}snjggXN!6>f_BzWV}`c*n=8y0J@VBv38F=`aTwkO`tZn$OnaVup6ecw z52`Ywvp*^VYHyRbMhU;Ts5*wOQcr821e}7KARTjlXbU3vx5B>D&$5V&%Bc2dJ}S7P ze!2K?*4#hb+=<@rgd~HPm45u1Rw!cEC@fkrB;=p^}m9o+C?7w+m4NjB zy~3PF|Bb&b4xbP&j}e5AL4bkZ{C}&z#f1KjVF=B%X{T9He%QFWkp;LR^&z9BBNJ00 zBb$KJz{E=EX2xJ08x>>?%_B)1TwGEqB*Naou)&lM{l-~S5Qy06nqPUF`|iz-1;2ou z-M%O9c#9mMSK}IqegjXs&t5c<$Hve>IY-{;X9t+#&ZpJ5f&cW*Xf49Ifu0_Q4QE__ zq6|Fs@&2{;N@k*8+pM45YykUbZ)U@JjYWFAxnAdNCbO?n<=z=9X05u{=K=OgDPpnq z-Ex(BNcL!_A6~7-8McLcJ!W~yJj&WxosoYd?TUvz^XY78KHUJ5WCSbah&9&`zhv}{ zaRRw73aN2OIReknngkaiYG{RP2o?A=M7FRlRy}lP9QmRS`>-CF2ElX*m3Te;79J^5 z!ju27-1;(b`I0W>(x=l^O=iuXP@|{4%T*&-Z`Fs)I%ky`XPa}?huo3>PAX!F;?Et< z=d0CX9Q^rJD9*%v03}H_jqNAdsVlXry z@1vqxtBHS3Zd{9>wA#z);$O7h23EdQRP-#wKWnH`Z*by=8~hAScWwB*W*r^d#w2Cs zt5j41REA_7%YgS2{in4pdj4omoqoryvu=a+3r^ zGo!1qk=xUAoI=^yNxgB)4cT@7%f0?S(SPst_aXm3ZvWpOY5U=Jf1e0Ha#)xdY_=+O zGwhT;xPO0Db+wzT>#d(Uolf@+8To~Uh1aZEv$V9--Q6AXYwo^A<=s6ugO+AoBXjw! zta`ih4#slIeHrV@oBUAOu!b7%p-`Hf%qcG~uatJo+4;-(`0w$eC!wR)e+)dyP&xVK z+4&8^Q{x|=KX;xTYTdJE56|We4V&;JsU3LTmsfbzj`uy>6~%t%-n|TsGpBkA?Hq!p zJMUZE+jGiv7W&Pmef#z?v#{7y9&fd+ zdE3#Ers#Pfid{rpuz$b*$}fLQ8VXOe?7FxY!?Qg_4jE}_ z#^f!0>H=9$R)38Tg#Ec57gthQ$*&c!j&&~bS&+p{qBq$-l&CEPgw?*p{Wi6RQ+hU}*R5YpC zbnjjnaq+j^-RTNPm}i5Nr0q1h{r6^QmRD95g`_btF@=VPeyBY0qpwOnt@V3vse5p6 zZBkNCZQ$(uL~qCAkl!#knM1|erlzg+^>?OE73Ac2bmv=@y0_UsaG_;ty{T4tV&E|@ zXa@(scCDl7x`dvd-aXT_#Ov4nhgwp8tg;3M22xX>hd=Qc3&cOMUz2*!(vsCz;rP4a z&o%>Re$5>raqaYRnUp!R@=K9vWu{rCyjDa;rmeTP>cNA3Q!VhC6yIn=L&IQAt(`kl zwh!Z>xXN|i+R|?(CyOl(W1}Nqy?p5gBW{r&8X6)i_>H^?3VoAfo_+iFZ55t9lQN|b z9*{`>{{B390z$CK_W5s(EJJ+}z(-gnNV!sOu-B|}mUY;0_>!LhNi_3PJ@ zZ)a!A`+PIN>+AE{^Ru$LI669dcpRGjCdi}_G-u##cl7xMS}rawwNn#0!|vstJ%!cP zsu~(ArFQ$N5Ia0rTR3Bi^bcZxn2vaO1dq~qDXB?GwZ3?9d+6H9lPAeS4}I?D=34*G zy!7_%K3CVlpzrN?zbiaD_symZw`H)j7dzFh;~sc;@~itm^Po>uRFtc$>wZhiu^B6q zi!QFNg4J*p0l)VBwzekZ@`3j9V;?GFozHHi+7U4Isfhh6d<-@$BPI37Z*-r=!bp-s z=#rRoO0#)IMMZgSUTtk(bMyFMbJFF@m$AhA_wScDSm@{Ld${CKd9AUzc^t*a$jDn@ zO%{D-q>GEox8Y$4F)>-uxufRh<~ro^mOr-(3s>7e)s2jd;Q6u5n|W1(N9}?&2R?qZ z$H&3pPfLot1Mm8M9MtPKEskva-e0quT)t_1cy_7dt|?qPF*bI~Y#SEtb+X(xRn?%j zbdB=h#2YtwnD8*453Owv|6Q$p0c%a6w6wOmx;&oQ7CmYo++oE3?AbGi$?@Vt`LJJy zM?pUq2Evl!k0$&vjf{-!?d?@nRdsW7a|mj!@*P%CRNNiSDJa&3Tbh`d%zy9a=H<0( zewjjd|7-6qRxlq>1#-=A& zQ$j)luD*RCZge@saubP;mX=8!4qlX-JGNU-D*1}rq$qU?U3+);%aV1th{(Q%Ui!!! zBq?%2db)jslvco0=Iz_$g9j@QH(XK77(g7s4qTgb^!NYSUvpY3rjSCRAX3tTu4Q&+hk;9wr$hX(YcivrM=er@292T zF2j_PBJZA>oGfc)Kt?_yyLfro&bnT_co9B6*7mGVPIh3IMn>AwKZgZA_ec>T6#>K@5J}Msx+lz zzaGE6bm>x|UCsQ{bJX%~Ejfd(Q5-UR3=Nq~WRL=zP5d27g?3-zDJd@Y_)syKr1X5y zheO&nr=WnBkV1F|DQ#UglC9-G@lK9Ja>j2V9dvbe z&dttt^z`W}lha)znn3 zAUlD0*_dsVk+~YgMcBWUm6d;3)Xkgyh)`Ufnr2&5n6~K$|8zx)Zfa{gaeK!^UsXqM zua)f0>I{B0zil$V!R<2U-Y+Kav8M|klwT0KTXK$ftdW7i)&3K{P%7+;l! z>DHY7arf?BrNfPg-0)rQ!_8sK(+zO8JsFx($PMZ&Y;4z)k`{V7A}(BTadUf}ro5$r znL;9SP@=W|ESKWNTId88eheVYSll&Px+|rks%mXx^LuGY@ojGuV*7iC#MIQ>?CcKC z>%Jpz1d(OuCqMjnS5ntNeB4)l{Y3QQHx-loG(N5tIP)!bz4TfNoh_2b6jli#WhS5& zaR;~fgOmp-dFs@u)w?l>Mj^lFfBqNN=`b-#>#355njI8Zw&yvfb+L+-_+IBg~r2b zqD>~{`Pbry|5GgdMcw}!^~2ffXIY{GWI8%Jp<@hEaZf*co6!nb9tzgvFQ;miP*tr) z5X{*ic(1U~{?H*x5S7zemP>&5&fd=%Q!|iGYiep#Ce3wq*JiXG1blmQ>-@Wk1cc%% z`x%*4oHo9hLb|T9EqwH7r8Q02oSTYav*;$&2mdW{{&%1IZz=SjD&t=%^!HN#{n6hN z>i_-G|KAP&?=$=>IR6i?!yC?jW@on7R$5s~Y7!{UOQ|L^^Ao_Zt#qaTcsHO)Zf@?e z_hqAR?-(O)nwt~gV<;gdWh*l?GXNOn=$U zD`{$K3WRTAVXB3BO`2e z>phk=z#a_S)zyPhlp^;tt8bH%I)(>wcUSg$R}5%qY}j?=g#{8;K)@nmDggQP@{;ef zS@@*9`|G*6Ij@1o8b`U|GiEaQR&$cf!omW_@?I=LR76Ar-s3~r5sM5dtuym22x17; z_4V~F^5Wv+h~|I_iE(i{t<-Rg#}QAS{K3j;1us5b?&#|a9&EY}w8FqCMMFb#X5stK z+1cji=ELbg5-NyQ0Hx-Chy^}jW^1b+wz`ZQEceH&<8CVgD`MLr$peRjZLxYtr>7>~ znOj*Il4oXSP!t?`=j^4m`{yem0|y5!5-IESkB{Uzn5o?1m$I(ZRCCo-6bg|X?(NNJX)z)B z`1-1y{Bq&yrpYrvR)BFV%*+&zmSi~q$=t7x+6an9EOo3ZS)j>aVD=U@X(^EZ?rm}_|B}&;)UOj#K35ogW(WB1~JkQAyjv9E>Tvsi)@@IxmEc%57V97w_%LD$2N@k-|C@Z9(!|3 z4_3X6Bq5PkTr4Y?;lF*`wmQJVhYt_w=zK=XwyXBjp$~r%KM#sY>g+mr$L7tO!Tapk zu_H;wfqixGL1$+tvfAiR(+7^dvWFJuLhfh5XETK~C`c0hPis@my7xTirvV0+ds z6Zi4C(TCTuyCA&hPb91wF{e*VN|HVN{bcc55M%?XkCVk0E%;mB7daicxP#@n)x zg~vxnBh4DIE3f;8e)c$o(XumB!`vuOu8Hp5v4vg6Uea1P>Dsl~sVPU*EAU_)i*T3c z8}+WLptJ&d9rmeWXJ<#<&sH__@pZ+G9mcQ4}7C8dwj zvfI8c1+SvGY0t#7Gx~-Xozc+HK#BSCcY=O@lvCZM5Y{^4%}dz$`7@G|c9TgOkp(3s za=u&q4GcEEXGO4amR3?q41Dt>EUdkso;|9o2qtP|Y%C!uNiJOrm%Jg@ti&95|Nec0 z9~4xLnf#G%#Pg8JNpK1LEOQw@^*BJROKEiUCK9-+?)G-3QQpzMD&JO(wZ#7@`0~Y> zwC~_Sj-R|o+Oue8Gjnn_w$kCbremcMY0U?i6cx);&#V(LcQK<8Fvsm94XmuH(mw=( z>;mWZr1R@`lw%-idV2m$I9N$0mXu5rWxE9xm@y4 zzh#g|>?eVTDzbmXJj%<|XVW^tL?m>=^X1#Og@(@M?4@6eEnB2}rYkDr@R)U! z*QrSceu16+ySysn9rt1r5?CV_jSlYGwTs}+NXEv-ZV$DHD|sC`di2zfk2fiR%PAkO z?J^GtP)TYQ&JxtSlxeyKWXI}y1}-xB`t|FdKYxa0;rU{M?iFV?znY-``y??uJL3bV zVA6_jch8M=H4h9tiBo$0b^7&$2jC3jOoM?k_X&s+PfU$*hcwZwwYhKy7T| z*Q||e3PVEu8?5~O_nVn%|NZjX%|R&OE$%YH&w7FX$%V^dt4pG@XM5?XXkYw#yL^kv zSyE1}{l$w5ZNrE-4fXYMhd1xi-M26P{{8K-4dci*C#0K()U_Y{RxJ0C~YmBD6I!^YZqC+8~X+FCT|jy10-X*)G0#K?Y6T)YODj zgP3oPEIqjqLDS$W61l7%gF|h==iy;dW>@=%-h!njJ-PeyuG*Zn=Qt~5v}e!v?gE=# zyDsMD9t{o-t~oV%p{fk7ebV1wI17=m;l&FIS(ypB3<@R zbaP{)Rkh!CrjkSXNH?TPWDbF<0|nOgCa=y+zAr~Qp>r2RdH0X|+eP*rYS}95NX4~T zh-VLH`0X<@-x|-Zp;qC!g7^fo?b2pmaW7${^uEU-YD_7qsrtKjgC)uCB3?bRJA3yQ z2L}fd@QaVPcfjJ*Ei<+s$QCBY5lC)ooMEq`frSZ>W~QdReSNoOefjbQz=ig}Nv~6= ziI8*!iRZ-Lrlh3YDxrcq{Mi{aCnkSDQ%2^*)Td`9B_*x)w-J$Q9zK*+7C_;5c&zij zhX}Cr(?6mT5@){m?Q|o}gZR-ozaIRD;^Dy1m7hKQp^N9N57vV&8YgB>1m(?ZtD%1BH)e}`QgnVQ8fc+ zgl6|{*bo6~+~ep`rPg~|A-_<+Day&k5g=hRzoxqHkck2v6>O$F?)r6&lV4t(c(NiQ zAz@6$o67Fkp$d8u+-7#DbXqGo*~mM0gs<5E7}CA<}s86E=wh>u6{+ zLYEIsnScTj*_*B&^2?8&KI+Fif!Kzcz}X>(uoeI5FZCeMh76A!8HJB8FMf?>5#2++ z`4^@Qbllr}=I5C3wr%n#!tsIEq=rqtxmA~mjbY&GEOp--5)y(4D|1W~A6N&#o{*4` zq-1of8~v&f!1I?cGeE+?1ZXk5dw1w=#s(tB{cv)3KRx`Km!ulHycoSz{&`*9-kYla z*t_uX@VyRwx%(vmHW(Nf5L)5!Gc!I)X?BMWEe^G&A)@YeIN|6hi&Z|-ao7KQU*N>M z60|^sv(9hWQe9J%Jwzbgfv;#W0auYb;V&R$3=LOKAA6XUMYM51uIcFLAd?SNTOB@p zSWT@4DH&vf!_+qbkm}Pv5U+6Y*|9DOK!i>rFn;9$RwO^Mw_%eFyY;Vtt zmoMQsq9P)XgO_%IApnu#7Ga{VuaA}&s9^AI_;2u_=qpuMS7)re*edU~`1?0YJLnFO z4HrfJVodI5xi9eOj{)A4A0@TA9Xxmt@Hfn2c)Oxv*Q-}KSy@@=7GZHsPw^|9eHHf? z!%zj^e(>P!vuC%8i?7x@6Lo~~%552QGcz+wOPAwE3v1Y=tkJ8`6c@i-_nDE&w~(0% z%kZ(f5!sRCh_>QeX%zE0x#=)`ohDu3U znWet|(DRG*U@A@L+fig7{Da^^Ep+>~3l`sF^Vz*lN(^UX(L$5^y1u`!FFHCpb+IFC zX^_KBJO-p`eM3X`PAbidsM-H))6zn4$!K*$h66293D$nJd8&awOwziHLgC@%#q-7L zuK|k5RQgbH?C{;{WUa8!(r@fcE3nRAzkU%J1Mo5ApISw~i1Cv>5&H zp$a`cJuqrsURpxJ?VOx8~{ ztPnKkfg+C-1S1A0Z`UTga5?tVCr1%cu-@rfVbVg)SIE0}FO2uZwhf;i>)b9VsIzC! zW+@tCvBSCx?V8o!Jv^B`C7IL(WO(xHOQ!aJq3yEUTCBz=t%HTOPRv;jPeOr@B-xDv zni7+f-=Veyu~$&A0&7KBE91bc3XBG*r{B9LI{WU!2b&z9C<^uifkvMUn@7vZLx!jf zMnET_t`j1iIrAI$p>v`|Lz7|CCe)Mw-WL1zSyy;P9-yX;7(K0%g{B8cya&BrAku-! zf%~mD(%-*(cOJ0+_reb}m8JsJ&zw1?ZY><9qyf=lp~u5Kh~U%Z60K2V~gR} z;%f!aUt^GkH1{~{Pda7j_013WEkp%nCXv@uW>dgiQ=+2uX3q)L$ue9uL(v76^v<0- zNMLZA0_$?-)g3wvC45D{JvPSGSfQePr)SMoDdyyh- zU(305Yoz`LekI#dY6s!IFuUAx@GBQH9=5kKLGOFs79jIw8SG` z20MUVU}{I0*(Fvq`a&VS+wm;?oFnIdY_Ncoq_;0P!=i>jgVigQMU+_{c-}?u0=)(5Y_xfRI}-|+5cz(LS9gq^e$}@%tD_kLo@+0%Or`1NM8(I#Y3hvAR{sL zTO31fLP{wHTe4%Zav`P zftSvQhX<(hrM0HZI;~CRhD9=N0I}>|+Dk4&8|BpG`^espQdSSp`$?kgNmpN*=#^Jc zHdqUmR4(biaYs>+@Rl+U!O-7goac6cI5AF=zST~wVEfSEVEt!riU-OK=M+Q<_t!i~ zIi%{~B_A?*9TzWgOD7Z)sOQxA_8vT_ynVYNsyN$)Igr4Gg@t67W5;;e*)QGQfL9@R zp(ldpWh$_#+!O5^MFIN}^mA+%8DJb4a90O4Y=*R*M0)=IeJbUDqK=f5)W_dve$O9+ zdp>s-BhcuGb@@@YSx1!2&KWjjm%j{{wn| zNwMmJ_F?tMlRrkCk41%r{Sh^DbBStDSa{csyPMZAJ|&w89LF9Z0rYxRpvA7OefG+g zE9A-0=0qv^9XsGNmIn@?H;rzbBM-AcD45?Dt?2WB42y)Db@lbxuJv?8V-N|7Jon+m z6Ewv>T_qyj1#9$DuU%v5`25iObNItO8RlxJ=73t!wgZ;O2jYk?Pyc?k2e1Jxk-cQJ z|GE(1-vu4QT9tA(oul4>?BeZ6xTUVRni>JAVf(O7SSl{TY{LekjO+(g!xwwd%iIvochi#XV63)6~oK$hN%jmi1VPsw)HPOGK1sJc2y7mo6Z*@u})*N6QN{7*r zk=mf2M!R;=`1>qQIh{Uzn#83Mq#&Y11f&bEtNjUbk@BjegQco|@pA+}wu3SPDF!@F z@8aJ_{MMem8$KPZiDdf+J!YWH9F~`$LJ)5wbHEj#@^dUXl*2;!r&vHx&olz1*#pi{xB#2#&b>VsPZei!>}#UgBdK}aKbu{b~9 z1f)WDH@iPdQV4A}>mXOB~4e=zSo}#H;GJ z5pf<|@F*IHlf9)86!hC*12J^>)lgLoDLuq4qpOpxi(2OmS?PG+tIyuanipIO&)f1N ziA}t@Ma{GV@(diY{>8Im&p!n)%Kayp6rneS24qX>ur=cOO|KF=cBTM7OnBoxhp>hzveJeRF zt){w~+1$-dgk5h9WCwbx-k-FO9u;RYO;@i11kAa*zRb0m9YCJ+zT%jTj?NnKb>y{o z2WXstZvasK#UFl7PRgh}7ch)Il9h?crii+@#6&(Qw8jVn&nX%}PaZIv{O$YqLa;7$ zN4&X}yd3X-8~{|)*I)m4U2~Gqm;<4KOXl9cPqS{FY_q9O9T+ZY2?=@zhC!byp3Ux{ z9sj!Lr{Bl=tIKcSzCa0GT^dIEy`{_52$r#|ygYK`Rou45#>N~*f~~%XcSR+^9Czi) zYqYz=>5izwfWqs|lAqo9TXvP8<(Hc)PO>g_i@AK6PW-mH)S==`@acrCtQW=2EnV&8 z&xtOK`(RNZC6qJTdU|?dV`G!9U*C08p#t!?Embj!GBG)M;$v;(-_YvDr%ZAaVndu(K;4VTXIS*fqj12*yZ!9cn{|X=v+2goT;n z&YwSzie3D+71(4uAUg^oAY!?hpn#Vw6YIt}l*VZJf@1`i{q*TmaNSvZQZHh4QH47n zJ`6z+z(jsQfw?Gw;fGhI8~E`)+p?fE+{(q3rJLH0igj>sF!I%h55Msu*d_pZ`F{Zf zY)pLoK1W9Z`J|l+NvPM*5CS82QiX>-s=hCein!#Tsp;wMl9EDM8KJ-KqomBa>Q;Gb z(i&wk>DS7_K*_&1E}5J2Q&v_+9dQ4CARrssD4m9-76%R#f)1sn{p?c(WQ8(p*G(cd z{26!|!@ZMdGgEr-fU1DI&>usYY-H4={OF*L&NJ+HclRm4X>{0gmqbx9qJ==B+qB8g+gn?M{ucBK z$ST0(2^3&+S9kY=vqj)iXg6^r;%7dvv~2yf;6f&vXl-$0BrY~4ZLyLZd=O%!Pl z$6L2Q@2%030-L;btN+NG&!z660AOe}A;!Xcz`WpE z4{ZxS6=6xffBz0EYN3ijMX`xjmDOLmWkVe(M8LYI&Lw+psGNiYBLyMy_5{ZuNtBoS z!{>oRRQ<ask8!Ti!i@6ZjRDawK|-xQxs|&FLcC?^Efe zO;y46=mf#@DVlZ#*Vmn;9B50_LnUmiP4Vuzei7 zl>y4y#ptrKGT7M;2X;t^(3C|*Wja3!zyKb^Q4<01D7beICMPo>UEhzoqN4ZK@6PwfEM`u zb6k}3cO?WtBGOb5byg3(Z+*I&49&Bi-7&O!D78>gqdXb<@a*l|9k|<8dfzWEXrDFK z5t(uS{#)l#cj@b20)yYdh2{2O=YyS2GC8Ajh=$;qtzxI9m!{J1l`@;{TkM^3%5hrtmZc&z-cI^ z{=^+2gJwJ(P&n&O>OOciT9heGKj2lzj~B`&j7@)S0F~fuq!_jutiU2rEo2Fz0XCof zBOH|xAi~D|)4IC4>pFe{k+4p7x%Bn*B_BopJn^x#fj@BS)45Ewk8>O!f#r0aKGp`d zRB9txActHmzJMA6Yu>^WiOukMAmRB_bnYVnxJ6wcF!s@ zYiVf><&5+cWnA6z8O@CL&Q6yg{JJLjgQ19I5XlM*@G&nhR1bxP$DxA8Wv7w?u>l~P zME}F$IUn|W0Ztg@VOg1!oVaJeh3&_(g9V&D{AL-Qxzmm3R# z{X!0QKXSy7j7LIX)!wG`5KdIu>qW9Ic04yV%+A!BBHz%|beV#bYFiN=cbx035PV$^t+vgIN8OG5boj6y89MN+pK6;J?WPzICK0mr z$r@+odE}fgyt*ESO>H@kzh)|O8zB+`LPr{yn-jq|YyTqB?~W~-`P3-=c{dXX7!Uub2knx4|JG{|x=IC4kVpY4Sj_PaqW^Tc zMiw#yH<#u5D310_iZr7#qQ4U#;GN<`B5(-c+A#KUWvXsV%p(reN+TWjwlHZxi(6L4 z+G@QQ=wx;3Gc{8Tp9W0Un)UQ8lB1&pU=SjapXagMT>kH1TazhqyMc8*4&e1; z(XJdihuq9Lu^Dl3bQBrGqwmN3P%AfI>~1nRQig|Cn=GYN}|W?Knw*u!b`B8heO>=M8IY0LshN=hmy%wg?-XrO5U@B*Firn6H) zSy?n|d3hPB4SHXE5Ef;Xdu3sJzG!o4jgF1&@SR7RCX>mElWuX-vOir=T}@@jBb?8p+jZI`%@ze(UFB!Wz>C+=2Fac zS|GqJx{9dYknug$z&geqWGLYBYNSSwr{2B83L#1w}XhmVL0n*TUaAK}a34kMeQx!&S zPVY809?xD0{{ewgi@KSGh3C`Orp88^4I7AtVowh-r2%;m20@6y3_rhGko(XuBuUwH zaidT9QSJfD)y1{atA>>`(Un9*Y>wzErv+HZ9@-uZVP~;xBV*{2K zOOSA&!g%%JR!OlhK7mQ|z(->EsWuC;)#OV}AFqJ4nYJe2VQH=yjzu zV0=i2iy+99koaK0FZ7P4FGqSOqurOH>grTV^7e$W(2A=R%^HdWV!l>tppO1f)V-T2 zC-NRXe8>;^akiEm^#fQCZm}-o^#n&SKPsgm9kAKwGhXe4lo!Mlsv6}p^Iia?h|dOw zh7fI^M0X0}x-8DRvm@bmU;0_B>ronej`V0{6$sc3i~2KiYAb#N1YoGe8c2U>?1a|< z_>$0`UF_~>@~hyQC&jq%u?++{2Jd%uy;D$7fCWSs9R<#fn>R7C2B)lj^az9+@7Aro zMGjBaJ4o*-rqAGWLm6dWe?uI?yd3z{R~vMePfxtlA)}T-X7U8oYKY+`;uRX(nOPIfh?`Z2|#%8lO*|SzfdAD9QH>14;nqj}UtAwa%M5Hw7=)mI@@P;WTH5e$pG}!LHtpg;Ab@D6g zh+=6h?V}3Xw_sp^RQWZ712CF|_FS;$0H#{d({FvK)^hWnBzqqC1%w@l8lKwT_L>MZ zT=%F@AH_*Z+V>P!Q2<j@B_nxaM`o2?sRqFudf8y+Z&4eaRkGj!v&zAFrDX z6lXD|dOrn4MH`my-v4br9in>rdwyQthky@luUXD1O#vjgj{b#{fsR|4)rvp1V9 zit-l{x3TZv)3L&su#)_Z;RJLDOk=cW(}f%#kE8X)U9O0+u@+n9V?yDP$@PcR<$>hG z0CbYq45CL`^t*;oMD~`rL;Z=Dn*QFtG`1ih|L%g7Bjecls_`pr!}85lkzzWZx&24k zQE!5nwm?lL$^;PGy^?OaIl>o=&fW~7Tm_`ILBk;6($=HXy*2sCS|O(-UoJ4nvq&zq zm@uvVDVS3S$PxM7UY6bsSqtR}$Fa*JYfGLl3l!w%gWJmeT@#Ah1}t-G+wHq|F+4V0 zIS_hy6$2-!85wPTRX3o}A8F4q z8(gl%uOCfwM9zhS4*WbkwLXJQC>ir@D!-#Z02PF%hYYFZ^=tde<2N0L?$OY*FQeDR z|43O}9OY+ocefH`0`TwbNwAMvk64y~al${pcfjbw8z4@&7l~f%dUi?e^Q3C+eAEpX!xVas1_@cTd8!N;^A{hz@{vbt`y+koe)l2bT6NTFXw*BpQ6<=*K=%7LpV*=*Ldz z%-ZiVJV*3D(hWQt)koTaahsORUd(I=RKi}<*F_!SRSz&@ZRY3Z{{870H3`5OqDE@2 zG9572Ed=F;bwFMv=S`uT;KV2EIewOm0S-fCO~^j@xVf91O9*`>YSVV{KhWYLJeZQ< zNxDUOYmkbeIJ};a0KMyzklz(U@64Up`S@Pj-Y6|Ai@tJ2UoESL#`)K_i}lWK6GO90 zSOboN=TLNHsGYt-srDP4;iZ?*lR`tdanAakSH(vE+I1Gy`G-o@#!&1zD5W57F$96` zBD%w`UKub|Z*lwbA`&dIKo*9NR)OF=nl4>WNjc);g7Sh0tzYV+P{Pm$oHWWNsW%)-TjQLbu{; zsx4fI7U(U#2)v&Up*Y(76vKM-OGoM;FoR<-wxiNSxNoP#pP2|JLog`p>yQ*4{v283 zVr>~(=PsKqQAn2A)ft(ZA{3W>%6r<{8nfgoASwzuh42km_T`UnySiGNoAtICNs^O< ztO3Vo{|vl&13JUNqj`JsBYO)A`EA>%8G6jnPEhiC2mRtJOR!@T7J$dT)=QvI)4%%fZp}z}5J!7q|eA-DD1fER@R6Zk&TdvsZk1 z6uMFk8pdQAwCAPyqm00*7%yTrvB=BHdVuHz&rU4@IayX*>}c=k>1ktaExt)O44p;- zhVC=Ps8)3~S3%^+TH2qm>AN<1WVjq#dbq2L3nwS1EDbUAxqF~sDg?Y*7y9`+?#-`X zOA8ARmKFsse81@!9E?eu)Rp+Ra3t^y%?a+{{Q>YiOtt+C%kbM9UrwO+tj`(RA|fQ@ zH}NiRdpu|;a9pYP)1d%QuF2#C>IV~0up$MLJlwwM+&LYn-zCZc0vQcj~a z1^G>Nr19%PpPm96Q56-Wbx|RA8Duuy&lA0+El;Hge@3wLOmybi=|cuSH;Z0g4puM? zLFnEQRVIhx#v5t+#Cu)HGk}0RKbm#9P%DEHI9e!zw1rEz-vxyEa}s^4XSI3O){Hr} z!vE0%SVI_cq-ifytf@-JQa_zJ3g=VVd#G*oGCJ~~PM<{y1R>m$qUL?}_OJ8fUJ~PZ z2lpy`fA|kTc9&>{!s`9zx*cXGSU0Hcr&#tzm zvGJs@FAEPhxf9V2MeF+BP$#F)K!)bNTb00z0I2w?@F++KRA=sij>K%%n5?IF7}y!+ z&rrUC(i6Y8nOn(Zib;|kB&(FD=!WZm`cd9VJj^~j%89y9@#VeF+I96e>{mzcWgG|i z;T;Y@x(fsRH@qf7yJyRed&&q0YW`y`PEO~>ZSYRj&ZWJ;(tv{O(fy7?<-XqD81&m0 z66y-RS z7E!cZwLVz2H8v7u2|CV+l2&i=;ISeh&_t)m9oC1S6|~H33-Icj$9MwO>6sbl$10(} zM(-i5(-+Ru-*x2N>GKV6wuX67eGaJ++ z9DQf&qrCx#?K*07OI+lq*s7M?X{)U`P|t6>Em%3=#+V z8JrzRcvucJ6mSu(pd_#`=g-$6_)bnvdfKa;_>A|Ps{Rv}{h@c|LLAgU7i+CxPcC^gb(UYi`|H$x@IXV@f z9>j?OQ7K$a9UY}Z8DQ-EfH|?&5QW~ZuKs0HnScNOPSk|R(WpU?IJ0xdOU>E|rmxV} z>d>KA%V(1@4}jj-r};}m@YMLL#D@`b_|#NuOUoB-r6~i_Fg&aX{zS12IUqiG_wxM5 z!111rj?n6XDo?(8)ok{Q1p2_MyIovvmzOJ|>(aX5xsMvb}4e-G+6X>mh!F?KD@iQqoSp_r-IvCIHS3rRqqTr{i?gbJF(S@u4^#;_P znWKnI8GocsxVrj7Mo0PuIEJmVZBRy|7lJD}QQAlY2qaBSW0oRgtdD6U^Tlq5{4V{S9ZjYfZA4;lQT3mbuBrBy;MA*x{koj$nL{mzUY#1Nno9abi$Ts zE?|XOfK-+{-oBkd-%>HDpV|0-lzLffsMlYJi1?bkj?A$fi{2zA6u@p^q!X`*uH~&g z7Z5iap?^V~Xc+W~G}yHZq`MSwAERWA@JIKxkePDu@|u!Cr9#N0!guzZ=N4@;hUOQ* zcMw7}o#V8zNI)=uOrpwFp_9YG&0T|#WcW&o&>LX$-BfLGO^j4M6tU% zs3-(TbQ6Bg&6$a|en%PxEYX5?Yj&@cQ~_9*F56SaK47lU$YqQxD*6Fg+DR|;+O)}p z*AO!b*0lk0KE|9-f2O6R(E1<*O~PU0Aqkqp+{g}=8n2JF(2w#*Y(OG{GzGMXHW?7r zzSNCD{B|HBGI*{a$WGx`b74_l=rHuyO7DB?2mLENn`~)jRvb9%#v_EP)4If&MxOdP z7KD%{2)15q_`0;X2qBp5lhB*1C*leg7Z+2TcNyg)vq2KUL>zhm;s-5OPdnyGu%+Ad zqXqs7(E?{Ms>qJ=vjs)}Vbw{{3(w7;R> z2Tj?xp`oT%uOP||ttQbboLV8ifhn|>Fl_`~Z~`qi)i_x6J72$k{T=2>_FG<@h9Ean z7hU^C>~3AOQ<}W{W}m!BY$GQ(H^MTdu>esS;G)x3n)$H{j;(1CdQD7#_-XKJ`<+uU zHZ}eE^QSOzyoKbY&V(KE^62)BfBOb?+b%L(t_JN!ZEfw=LDDS8w$X2v&cfe)9td++Oow zL?>GpH3JiLNXyT+9m}!k(U8LyUlAfo*N*>SFVMnK~rf7fy-tQjGbJEMWZ>zF+_p%Z>OZdqf=&RN(JeAuBRJHKaMu~3)54lDsJ6^c&-F(bZ6(R!b0h>+s~Zh3PhC9 z9z^$$DJ~;p0QJEIIvsqy6~*MbC?CN}uDW|sUI4TBuP#E(FDkm5421?rMr!eOU?T?M zm^j~slm%>rNgFPTrnve8U1o*Jh69K;~_0Ua_9 z-$_Faqz316rtda8v#B@q?zl>zj6wr=*XvuCZTh+HBI!T0cXlGPQPNxGhb7Eu;BuH}Fv-9HSwx?M`C-IU<9 zT^>R&VkGE2z&fVeDd!x=*Y0QI;{#LN75^DBhb2KGdip!N}H@CvRq7?XQg# zX)}UdM^B9mqq)emaRqX<*@HWlc#(Gx_9MJ;b4Q&MsMZ!nNG;u02of)cv&rg~>L!P~_fo016mu*U$NQUnhi3`DMd4xp}(HrtBm4uS>dgdztVX#|j= z+uIq@39;UN)Cf!9d_a1UvT*1O7J)|oSvO6Sw5H}`LP(^!_=)=4f#zE-#vy#2T$X`> zXU>#5h+$a=FYYT;(r!$&PL(^n{*1#2c;t7zgKKO!#O|YYdZ4NNc)#km1IBn4yIs3? zms^uuS(LGA@u39@XGa*kHn|BVdOFx>^90=>q9Z(ND zG0#aXwOAB{QSpO`d3h2(c~)Y*Z%x1kp~puSN@~XW9aAQ}_zr!7kA?%d1wv5yV<0wO zDn{|h+uOtlDA6SVT#AJSh8J?Mv%fT|QrFOkvx(u+41NbBhA4+?x*+mRC>Q2fPf&Mmj3&YBoGv<)XIOBo(FlH74*A3{1uQc$BSm>=`yI+| zIYtt5BpK~GE6DsLdXby-8rd1!F~`-DZ>2{@%ESx@CndLTjoyCYq-G?pw3|0g$vBbX z>y4eh3c&*TE)pbC_@m@=@lqbQv$Db)zV<&llT`N^G9}<&N0E2cnWbQ@t`2si&3D!2 za=cWc4JOsadc*Z0XkcPxC6jlgY?3+cG#)N(22tejES?<4q{!IUdK^BSU6Os(KxFo!0O=GHH%N9^=_18&N>gJaEn%`Zaga@6Sy=*Qs4b(Yv8vvv0$sI3$8WjN zr^nWPChO}zC<6T)D=ve@g7&EjM|}t}H%b)Mf%%_AzEQ#U>r#5-Z>e?f!e^1 z`g&JLx$(gRd$3>_5JOnW6fl(cR6;lA(rnnYKRPQx0s~|#Kkf;dJ)oH!0X3@5_XF)w z>>er31M_c$F^`B5Lu}1bHZ~uSZaiNzJi!Sua9}*^BOtZn^X&WXv+lRY8dG<5cSE-m zNhXmXts%%n#m@(_UFcOQmg0)a$}-Z@IGhZu4)LAZ&4brO zOn*&Q4s3L{sOzTT6_k{mz`1thGUVU#wt~CDHqfcsVbsru{{2!)P2vGRKZP2HV>ng} zjWgl}J(Qu^2j!X!pf7BLG7>^NcDjqNq((f@j3Sz!Wyd}!o${haxBLM>TvB|zF4Ka1T*kru_)7e`Oevm*%60=%Nyl~h4e!JG=j-|pj z0J4NiKiNQ%j&6fDvK ziv%D4A0I(&jE|Wg_W@b7S958duuW#!jT<*GqF_jN2>IECgNFWw4^_;%_3`oOA zLQwD-vS^%5dU`sco;`kUADZ{L0~xBB}fQV8Sv=&7oO{8C^-D!T7iMQc={J=phmdUKE{K~_|NO5E4a?KApT7!vVajorXcNPOlGXpCOJc=4j4A%cPvc_92G zUSrA`VFP_}Jhf;R=-0g|J9e?1xM(R(Xet`nb8`L>(7;SbJUtz7=mYvJgbfDZ9KreG zJ`|0KmxsEMXe6biaEILHr%xRLh{=`?4sA-ZPrGT_EP;2S1ZIx{lAoQOjbPxu>!YQG z7twe%ID^v^p#Ehfj!^s^Y0Ena#^w)xE>0gNUOgKGcA;%mJmrP+Ne>UP z^;zoPPtCTU;@Gu4$*5K!I$r7xk8?>fvMJQ=SReS|;B)}7HUb2i(rT94y?ggyn-rc* zf3z!)BX1_RpaAD@)M*#{uVFHWMk1rl{f;e)P7EhmzUOCyp`{%4^puj6guIs`hQsz+ zl?PtHj*nDB%mwH5{;cczns8o-qs4mHGPI+JMNeS9yr@X#w*wWvSO`_EW=5M)6|Mj~ zE4rZNk{w@wk@1x%naA2zv>vIIAA=+`G;UHL>qirTfO~IkiMGcbTbu^glwxCQTmkUq zL$3e=g;nikF~WvrpkTGaK`0rN2ZHs;f0o+9)~!AFU?l*L;6cd6y?U!ra)1_-y;^vY z`jVX+CXO+EEtpmGWc59UYy(4O6TH?a;4H4_hOhe%9Dquaot1TNyk`r{_Kp<@Hqk^I zM2`cxUx#pe5CaJA+GM~PchUGH1EC4t*|P=4=OJ~)6#FvfTtu?KBjZ#BvAVs;Ss*_^ z0{uOv17J?rhKgbT!Gp6)%b=c*9Ru3)!ssCED(UXKM`x6qr6A@NZj{>9$lhFl&L{0f zUEf8;#@IMA zi188x<-2-~KrAgY2zz_loQ(4_QB#r086op2xn&v%NlMT&A8u=}@alcLzpBftu^Y-2Od(5g zK*wuOyLrkoP3<_HJa){Jp zZa`p?l^7yY)2c)~L5z-xmpXf@6L|#4{=x9Y3HqnqcMjkX(?E55bP6Ks8e3b-D=NO1 zg>hk9c<({C`uuqorfMlbOgP5t0)p;7elS}oqR3?)?OCt?pVrPasLJb%;|B{$i%?LD z!%}25Aj%d+!HPG4K@hFBilQtcC=d}Bh!O!MF31vTM3z8+UNEGJ!=)1%L`00pP2$!o zR8}cV9F~fXLI6b~_V+TKPCw*h?*|4L?gifSp65Kzf4ldj61{Ev_L49y`N_d2PZk9Y z;xE6sko8Xlo@0n-sR3*7{Ec(n=T2>6^V9yb%c{j#f7s-JF2q0JG(; z)vZytCBI-shK@|#lW!T^+H5Q)?Ig}+)-nJWYtlpCl3=;!JX~TZ8Y37Lm0aMwj}*-ANPOR z=z0f7$H?2w>@Fc&vGd|0=@Yr%j@%AgJ3BntfY+hjItET*Je3=yAxsEHi9&#G1}D;u zb9OLk08Y~VctooS=9%{?ZriG&@-|wBb$2{^gpZs-ZkLltD%Z-&@HF?QQ-Qnmk4Cah zgZc8Oi66gTA{Z&|NK$A_M3DJ=x?Npda1Mok|Ebw$vq^4VXOIXNKooCyFg>D>`}3Cu z%)8px-;Y%1Oy>+7=Qb;0E&aaA&d=urpl=a!8xCcpa`fz-K#3=!o-3EAcwDW9D zrx4p?-UQNKoQEtrATSWOA^A{V;o$?wD}WtUP<A6ULgiF2+Sp zdeWh*2@D=wzu%esDW#6?k&e(VH{Jj1Prtm;Vx_BzJm@z@&HQHQqi4On#iZIos+o7d z)nj!oE~bYT9X$Zza~JwXw1vb%#Yov3s8iLhSt8CtU1w#b@wmQaY?ovKS0&BMMT3T% z2-j5%!t|$^WIc>NZI2=Lu)0FX9+m86n$xzw8aHgN$FJJBYxnNvQ57W07-KE& zB2ESC7q?o*g5hfb%l5^gaWK)-Hgdk#*;x?C6_7%}GK^imYQIrT1i+%~AEMQTDl;o< zl#zQ`t);DPdJ2%*c)@Cp%YLLa1qF-s(_#Kp;KQl{m&z}`Q2()^Wet=MCoeC*XHUP@ z^FR24;)7=)l%`pA38`1_JTK%Ev-}Ic{dFZpVxc*PoA5V!EHO!ysb#hgN`#8i(q+i{1_H>oe#6#7$b!d8`9R3G zNI9$KhRdS^{;|)umotubJ{fB|bfoL5JL2D&!VS(a9oyB&z0C%Z+ zy^f_I$SNv2x+pWV>BV)UeBYREW74XkFKsSss{uK!f*PSYq%PSiVvunYFr}RQqng;R zB;dBTHi4zS@pdYHIukp$vNGn_u{xRQ11zuUN^V&;1yVQFYojMaL&SGN)3A9B6WwMv zmZmc7pLXw^ADjSPejWT2ZT2tKPq2%V&zxcH*OfK_JblS7b#~T&IY&f%PQyZ8dBLi9 zKjJ)`oDMOhd!oo>X=B*g>={bzfXj2O^LP6go+@fbeDEc3%=M=ZmLN<)lD7a8qFpYx z{rT%=ZZW;A~NzmcM{ZDb-0kVj*N|A4upc(6p&e1Sia(!S&3G; zPdg=BElYZj03ou{N!R1JU-iMmi&92G;0RPILh9Zq!xTlXvg?PBsm8KNypLk?l+$Fx z29LCNPg>N-KZKc)iWln!8mZTavWi;hVw?e=71P!AEAhac;(Ykv!N~E|y-8*zm(LOb zGujpZ96TJ+dQPDExwT9N2=pC|MchYB)I2`>Makt=26QP#Mxi=F1Zpg}H}n4#>Hl+w zk~|^SVTMSWpHFHMN3BoyDb66%nk*?3(cS$7Un7ipT&yO`LlPCLnW7jcvoST;QpBo< zhCXJLDr-O6)Z#ahn|9zEUD1=r3?Vc9#yIP2PJrEa^MsIP>wA5|dmKn-B8EynNbiL3 m->lE+Z(+pz&$o)6y%jg+sk}xOEHC6oh4-2bo(lJ!C;kooxZq^~ diff --git a/w5/ad1.png b/w5/ad1.png deleted file mode 100644 index c590adbe26488949216d8a470fc9fedc4b815d27..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 35568 zcmdqJbyQXB+cvro6$OE;*U_L+~u2|l< z0{`OCHO>Hk-Fz#dVUIxI5TO5HAmS76!9QX-NWOZ3^#|iBHW3TA{L2{x;yyz1`BP<= zv9(E84_vj`mhH_hdg|NKtm)A_?>~BSDAp*JsXC@A2i?stZ*UWg{E}r+HYCnum9NsS zWR*Q!ul#K7C+Y34Ezzw~2S#4r6M{F*uiBP)PjPrpbS4SdFC@0@cf~z2mGRTR0kKY-Xw$Ro8 zZ=UzJ?##^0l>25~QBlzqZw@B-SFI3_ffRKnRd*|S)A4rmBhL()J#kPO4ksQIN!uh&kv_DF)_6&tl8RH zTErDIWs@$d#)fj$T7pR)nRb&~TCP4*5h<)c$tf$_UmGpqQ$e5%#fT7i<>0keX;eY5yzBmf2psrt!?>qvtjXH3^1>)f6mU% z3=9lbhH_1fqegj~`_rY@*Vg!*H?$=hWb*Ue4%W;!&M*u>n;RRKf$epZqYvirp>ccU$^I&@^@PjC*)g*IXeOvRgpAj$_jfMr=wdsZy`-ch zJXf312iOw=2HCT{0l5$F-+r zJw31E`J?Sw4&B;Hm+hI1R|&dRc69vwZcDwX-WSJ<^BpnnhZ{on3!SVs)3BFq3@H<3 zmc$JBJ~j1j2*T@5PEJTaJc<+fl)$jC3Rs+jgN&3^yHT0>K!#+s+r9<;YAqZrT!Xto zR#vt^yJ{!FrvCT`4o9MZb2n%3@<66^j$VV;!O*v#0R$uYS}`Yv0~xPs99MaaTEoTs z@kso>8nxYtXj3kKGb%pXRMI2tKFxNv)4{P&I1THt*SvC#(o++`Wxq0*{p;7Su`)|j zVe*T?Y^Cz@a^sHZx)JQv;rv{k8Yj4Fmq@%!Mtc-XPl`x`Y!bgpu4>fW;v&QHsA)=9 z1|~R2c$?7**u)AlM}_q^XhR^tEry9)RNA*y*)JlINL{aESLpPsT^5CXFX3>)IYax ze~-ib7M$yk*hnc|87WLTwy3a~<_W{>2#44K&bX;PGe1w4Z8csV_r|{O%Zu5Tu+6Eu zQ~MsF!^3HBk#>bxnGEM?&%-3 zg(XY**RO8hyLa#QZG{q(u2T~V*gyZ3)`y4Yaa0#g>WPb54KCz>aVH86<{qD zCSCD^be^XNWfc{AUkzRu7|hfO8yEb$_R$X=d9mZM5-D^QeX)t2J$rVm(Ivb~x7KAF zf?YvD0TGL8t-WjYvP_AbgTo#~2XOjMX9^Q_pD!N91h%)g z;kg^^UEJXw;#8iIC$lKYi1!~p=((?#4btiB>#G%LXKPp4ZO=4qmd&%M6+96T5IOi| zm?(&Te%9zx*iyPAA$OieX9k(r-p@}zU}E9LdTZA><)cWsEhehEE2h0p(Q!I8+{?@B zfq1BPotq>5YG*umuJvSf0*_TY3K2xiLHXFMH%VGsTYKZocB7Ut)N z(!|5u*XcMpx6pB8e@G4OO@)p#v$JwZ{6odY(*G4;ZNdJ3|Nae26l^`(0NWAX{z;PCGdRTT|N8lPo$rrKdtZ9`g(-Rb6UCwy zZFH|WnoWyKJ5}Nn4P;`74wJBz-HCj=3kf#e3A~#@9Q8+#Fy#`T+$JI_d;8}{nDB`i zY}Db{3nL?=FiN45gY_D-KAMO&hr*$QjY%>ps_A?!UNGD2*eXKNW;{y4tV>5#p^s|1 zuJe%ITIY_C z-|j-!>ST>`z#Td+*V5hLd@ZPMYDV{#%fk3KY|&6=?x zOu2lcXd5}5Hm8!xF!m3T;o(~|K^!M1Ctk2>ip!RPfn6x!ND4$CKSN-g7BstsP_*6u zM>G&!=s^*NP8U!V!FR^S#@vvy{m0(t=B|Fc{XqEQXqHYoTF}jvUM98(awt@1%|Cy> z87s|(+=YjS*XWPG2{l$VxA)n0i_`j;MmZ0?Y~oQ1mA8bHv$Ua~lET_pS;xqTb5kHu z;tRCnaSi9Fu<-I$z;F5c`i4*lI6*7`>v#VZ;sMuKA1gbZ4HKz$-n{rYf4taRaO>Lj z>(-;i^Ki-1H&!y>s&J(E#S3sSP&^hpEGwFtns(Em!zqa+M5Z6UI1MK&EKn_hE1Iku zB!W#sGKIi4v$C@C=g%jCX#*Y}k+Ur^`UnmqmPXDgm)Q^qD&sV1rx@sjX9P)7>M%T! zl~J$$43eujc>HdUhyWj-v2$FmayBxE`v5Yt^V+ZN5Z_<#5{pWchDyDzHJ=+mEeZ(N&G$}hCukNJxjSOub#;7*v=Vz=0!N|t@op+$NFUNH_eNk z^RI&FkQ*)f&XgH3U5mgDpb!`=&%Y%`<%w#G$i_!MWKlSa+F;hF0-Xq2OUryMsHU@s z5Uv!nrHDC9UYi`PipW?xCMHSG)0N*(nXf~-L{N4e?^+B=`Qx=U(HTqbuLORSPv9A= z{Ir7hN*~rLPp#dBY*+gv{&Z%jBox|rc&Ft3@v0rAC#%iZ)OBhlRM0r*o7l>vR-@nY zi6ggFj*$D@LUi%O_ou7F=B@wG(VCq&xVkVh2aa6{Cw|z0=~J6)Z`$-TOO6Vcj9yFY z#dB1hv1RUNgIXA6yntF$P_CJR1&*lh&pLm^4z9QNP#%+HiOF)3a~3}07@>v_uv4T0Z;~o?2pEXE0~kF z8X46#q|&8qySuw7DJdaLdGE9_07%PXN4SRLsvzzcrn68{rQ}089xu1*Nfv^l=kPM3 z&nO3Kd??cZ0E|F>fgG(Eg4nrn0v z@BfBc1nPqE3LAi(XGv7f&dyX&>Nj|uzp=8))<-+DZ{NmbjR=$}knA$q0pBi-6zYLX zlRh@vl21~E>;u)@DpVa87pI$Zb4I&A0HdHIIwY&daWaEE=os^Z=E;*IG!C9=3hJ7E zrmCt6RW1qK37|8jZO7B6Pa$K*3piUVD@VFY0&-vMj8iJq70RK2=pg$25K=oX`ID`M zt^{OWem-QuCnlZuczJnoHfUH`-#~4m=du0b`SX8i$;c8UBj_PBM1R*pdnk6^&!0bS zXPdiXA2y!N57fHu0u}N2%`eUbC+G8%{k}AD4xQ@3+8Q7hOqTo80jj1_|J}~VfEQrl z6|QqNkOWLqJbCQqTFIA;#;P4HFE7pub!zCdrJ|Ujv@3seNrL{Bxnf{I7L(n((F_8> z1*ld>OU(z!$4?>q!=DPrRaHqyR^vtbVsLA7LiFxld+Ori0;b^U=}E_JF=z&R3AnH8 z4;Q3oJTjg)Xv7RzsKR>kWGQVE%rO7i?oOpX8E zB%ptM)B^d`XOv9pii*f%{tT3y$hkvj?8C=*(Ux!q3(Elb`tIF3 zumV`&5|9hY%u`_aU{P<^$GG7Lp)vqWnm~{F+7?|H=?EXsMSS}vDhUN~x8*}=#p9iM zurP5+pbH+n4F26Cix_Qzk zj}MeBk}L4Ix}h3KG>_!8rfxr{S!#CM3hP@ja5}GD#r$qPlxwPo;tV{IKP-lanK{Q| zC?_>FRV7FH=8YRgWo7BtFx0VOgIQT=XlCG3$U&$uYN<+S`S|!k$oUleq4emKYq$=Z z6&|M3P;lk!UM%3RpUuruq{1F9UQD~;)MDTSba9(6um1fIn@&!)63$v*oXxzwo!!b* zT}=}&B>@2eIr*FIF4ZjgRERCei?iLHtSm-Z1+cpNR6${C9vlyDFlZP2|C7q=NL_EjQ8`=D;A)i}?t;Z+Dy@f71>u=4={ZJ}%;r)wo} zjz}JxDH(w)_szfmpm{*$&^2c?SsT|A%FZMSk!7iUdpqzWqglSmJ?xup0W@(bv}Rm! zP>Dq}$RdHTNT6yhfs5Dw177s{p|J4EkTd~(mMq2kXvD=NWaO66z))GO{))o($i9>P z;{^mUYcETo*_?!{+seuQ-XsOZ>JM$Lf zs;Q~w(tfuT;E-?m>vyT6&Z9{@F%^++#z(wKb!A{GOWB)Lg-(+Kzi! z1v*L{(bc)EnjhL9d_k5HHWy12OLvj1EUrzKycQY<_4n~#D<3RGG`i_4=U?W#%?(rQ$3ErJD5J$wHQ1e-;*^ zsk|R31|_-O2k!mZFokg5J4_|r%bg(Fx+8<@Pv=sE)Q56&^&2BcTEZ-QC>@u-*v%Vp zEst?qjee~oFm}S;U&%{(}D>W-*1rD@r&ni#$rCrabFHOD<^&jubUAw+A=}cAjCc81AJ(?{6 z{bViCz^HDYBYaT4;zQ}unhWY*A@8jWEEe3KS!dJIDti-m@d2t~+u6tw@lX`iE5y;=BCagKiG8$DWH~7{`%!Qu3{Lav(EcYoM^TPebnaZ@u`iZ z#R&U(yJ>fp`9SGo9?xnx-s2tQ;OBQQLkBBubM*AUWJf7q(bpYkSWmVeO-_4{_~HQ7 z6+B&5KKx;#!uhNc)|bQ&n9u4@QxL!X%QDMc?W(<123n&c`Tl=zN=X#S2xVR;WMIe? zAMIZ1O9N^&<&RdTTneDe4filsJ)k+jucCP?RHL8p@qH>qM;QHuAo)7?>9XE&t!npD z7mF*>BP5Ru{w+3*mcpTWU2UC^B=AW1TUP=&WBcka^%pOe3mYQ&*{WP)kL&nzHzLQ3 zkK`~gq-15MiT8^-N5lro;*X=-yeS9MrE^r-K7^cYeQ?|BP4U*uNbU;5i-fN|#_?>3 z!OH?IyVKP4^yoaPP>tbyX=rS`|B+xIK|1-b5x>6{nF0@33#7Dy)?g>EW?=zwzC(XAW~8nN>SqKdFt1(kzu|s1FPC!X$ zEdt5vbZ8t}HWo;9vM6=~^9qo|3*BYvA2OVbg$z=9eK0UL_M?-Mk^s3kT%K>f$x*Ry zqxvd`2j?wem^}S`SXEBgbz}!pZjKVehp0I3o8HyZ88C>E73 z|1NZ^ye%^6l+ajO&nJ2G*vsR(R#Ayk+RK&Rr;kimx_I|ja^nSf55p|S9>az3MU*{i z`RGuBwprSIuM%T-p0Bg0?JXpb3TZkynNtOajWDE`wG(y_w>3322_h#&bc(tdAb86y zR$_%?0iT2%%!`vv>`mlz`{Nsl0cgMN`_q=Zua|a%3q+ z$1>Ph)nqGdR*!7C&5>$&Z+~%eTV{-wl)04wz5Y2&7zsAW?Ox9BAm8`JVpK8c?xf>= z61R2k5X$_AhL2sg&eghA%Pd!a-t0=st@kuG%?u>kpLDjflQJ)3*HNx6ZI2$>TVBpw zI9YpCw;LLGw<}svrBK)NaAQ(DjIt}N;f8o9`6nY|V->bWGHwir@vQD=ww@>EC%!~1 zE31W%P6vPZl5#y)%CwlMEcIPjwRN?U%J;)9d#iuq`zm3jg$h1#v^`cPEpi^oGoT*F zW%pLz2ql{m?Js^8$1uB{Nli9_K3z{eBUt!SutY9NFx#-@v88Hz*!DK|&Ax;6m2ovW z!Bn7yQ8Ys5djrs<5QcWh>(`%ib1g4U*nZWzmY{$(To{N`17b?PmyjjnI__Xbmkthx zo@%xta4`4De}8#VZTG?-Ka(zh>uuA|)-la6PJxVM53YHnUcu4vVvW}=yy19mi*cS0 zwDH%_L=DklhmAa3vJJQ9poRuK%0V@~Np4O? zJ*wB)iq2gf)z(S0xTGle&b(vM{w~#&noiH~wzlX|&7iw%Yin!3XkVVJ7E(vYXRhJ_ zLSi{*RPnYU30cYiHA+QW;YKVkq9Fgk0 z%2wm3sv;`I6nrZx;Jh-%&Bvc(IZ{KZlvLQ%vbtl;$DeU)JuDEJpHJz&rodYRAOKp< zPy3;t0-WF{j+`IU(+vQ5kyCD~`Bkoex)srAuvH$q4(JYynAqgxWEho*wQ&@_Nd(D5 zgP*`MvOsTo5jtRBZUchYHOD9_qInTmyFaXj1P%fkX;FtbUV*;GYabM?S&Qtw6P*tHTvP{J4I3!lCbXi^#LMAg9xqiH~RE! zh`Zu|H{U1#rwP=sx}v)JubMDn$L9y?MX%rSne1;&Cd6L5FVG9Hv4)n84yy1qXvZzc z?1BL-X3r!Ex)uX~@9XOW(pSKB#|X^9oa;XqU4tgm`GA~ATnhCQ0ONxDzm@^10Ze_! z&#&2^$Y=ji1HGc1lz47S=u^n`1I=6Guxtk;daZoU(a{k!zNtjKwEJNXgn_o##6|;~ z`ax)w;R_#$_5&6KruPmxd1B4Hq?8oE(O&2*(3P3>862#QmfrSRYkUGA6Z*btdY+Cz z$RKmn3hRMxf!6Arlq9s~(TEZ{7h;OQyEt!5#J%dtMdLW1L;`4ml$iDa5g-j4(+_A9 z+A2wn#+A?}hnV8&;X$iXpzYccN&y%%-5g=W0+_S)CiJH*hx3-9e~AJW1-I4M;29#3 zyad=ED8}Oqp*C`aH2I%pW8(pB4U|+UDYulOj7%r&s-EZm5O5M}Q#R1+10@6WQ@duj z$4kv;=jTr83tdTVrLGu^7_0ZJer>6dH z#1%sF$OM`%bW)L@*${KRhm>eiw-z)Kwb0cDUWW7XSCM|>O#*s{&8bNvE)5G}2$XSx zt~`A!<0zbB48c;8g3&LO()x~JWg^;GgdU@Q&hT;h)w5{ozo0{T?$HvD+4kzrP&1p4| z(e*(jhM%6^1jq!~M-5oAgoMP(j?=nsf!b!!;dG&V_MLrPAJnzaZ!4W%1rY-zgzUP| zwco)J165@G>+kQOqgh(W5P|jvXol@uN|1j4!;plvBQ%dt?1ANwF1I9wgs3}8qOe{2?hmqXUQ!dj=ynoUlQkB^B} zhNGU5Wdr95aGc?VP_V0w?BN6vs~MqaM@N~s6ki0Q>WD~4mgncoAc8~Dp3Lva4BexM z5G@T2ASckY5So6RuJ^27CX44DsP|-Ye;8cqVp?wCtLyRU0L{dQr;zy3%Y;`{d`VL& zOpfPOdy_ZirG*T33p$`>q;2p@=M{nXGv8$zBvq8ou~ z3W`d6b41sQXBwt|vwxtO{++Re8y~Th1+J{vB{K?VQxVYfL zHwp_;@yCNoAXhC{9KU0Ykx@b=2cG2kD9dg>(zi!AcYoEGtF1-6D`9{X9pA8{9~$nB znj%YIzti;=vT~IP4y96yppTvy2_RtB(@mGoWaD#^*izVfxV+n!Yj3mAxPumWJI6JN1VpP-@W7RDu?!i>xUrQ8IXeau$#{NlER`P7Kdy3&FfkhNcV0*Qb*1lvF!)&BxMZ%aGJv*3(|QYWDpKDVFHL z7daf!a?43gUEShhWMLtQg3fm)s_E3!pyFt@DOCg(C2rdlq#QSb`I5|m|fFfZ*K#kFj`{gr26`| z&VV(B&$YhLuOdOh67ZLF!Dt2=n)#+_SluI(YQ`EL+ux~{M zNl!8B+7*-X48lfMj4Ti2C+13ifI5!retW^T8}Z;u2a7jlUKbGSosfpp7WL zhUQgY7(r>O^tPxyW+d*B>)}Oxxz+yRbaDA`Us{ezkQ3(XWs#MvD~M731(|DD()~x< zu5P5)>?>3ikTZ$qWE*hy!fN7p*yaO944Zo$5Ujyq`*-i&%hD_(q$+$F0w_!-!$Tevdi%3s z$WpI5e&-Babc~u)DXh-{h7uJ*Hk7S&!MN*-lcOMJYn!75QiP7c4KKvqA0syr()=Fk z9Wm01rw7OMCXzXdFB<(M`}@)~zrHuQ`uZX4N)gI5W$0v|E3VWgg_O5jjt>9kr`%kc z2P$PbXXnPI;)Yj>5aHkV2SMK;ZZo zL}%vu2n}>qBo2tAK>HKwq2Z2aC(_6`T~7ED>d56)vdr!k7h2dT7uwWRJ4Y3lN@g{P zdTZ-At+r*Bnd{@m#_3}I%7v8cx9;b9*D72?P&O^5un1}+>1A1;Je2O=Tjq+3Ow7AU zU}p56JLT0lNDk$)@TgK!^4mQh9=^7+ z-2J;?^XL0jRZR52(yX@L*4S=g^6~#Ua@{BISDgTziQ~HFYr|+%AQ87mB`qADafg`` z0zU*SQKPTA3^+GqIz2tGvhc9StTF`!*f>g2%;2=2XdVmu_>02k`IqZ|sI8?1so53E z5?TPY3Td>mqm+9rpjm#4U(!5G6qR%YUupSVj%F*odkSpc3E!Al`~f&j)HHZ zRh5L%m~s-~{{C04fGIsPRW2Z3yyAleZE_#~twwyXQRK@I=I0Nkq2AAs`GnG{P)ruV zMc}_jUy7LvxFkN)4!T=Ky1C%qd+h5pOHe~kSD9tEruL+P;abo%!M45KIdzJfnZ_{ ze#Th5=5zX44(A(Y9M7u?Ysvn(HeX(d zpG}Wla(z5kiD5--DA%(0zT{YioaL}Q6@se~?BlSnEO$6Rq7CJFI#~H|pITC_ptTE# zNeCh>VVMrL7~e$D(f84Kx%ni&q}zq7foeQ9(O$Oza&EIQT^hs$htFY)-MMaY+Z1@7 z8d>Jfwy4zct03tGwZTMiRhj~^Z-jrqRJn2=6LzOEb11jWCIyh@^G>P4=Ql$r*(9Gn zJvq=?!4z#qhw-mJpAQwVd3zJFWcVP24(_QSb>HOWsEwpcGixZmd&dl29gOh5ddza8 zfU|Qt^En9v)#kPJ{XTId;oS_529z+u$Oq1p&0PRgb^E%bFEO(3~t39=pG8L&1{cr%HZvVTZXCpiB`DvE+CJPmp z0qLEi8Ujy(E>V^}FRFet(wWaZHyFk|`)&cQj)Y2)>kST~zn%sb^)^#FM!Bxqz;ON# z@Ha+Quc8FQO_TdFUO}|=ZXo6UB8)(xEkY+lM&V5!?W-iIPPZE=-s~(aB!0qY;q8dO zw=q9EQ_c)UA_t4poiFo0 zV>N2@1S(g2Kx}zodbkl8J5$u>)frL=zVkD=4UTRU%?$ye|r^b2`z~mnnA<|DDu14TjU~oQ8jWMM97^ z>B$iOdz;TiK|!zt@ZF{$sQ%d5mD|z+LsUXYt6dc6q!>Bn)1?&XME^kdRQ}ib)`#wt z7?eWVM~!HGo5BDBIwnEw6mMBigfFS5rfBM2l5C41Lh`(wdB=rds8FO>A25N6W%=jL z(Q%ghqEMVhA$$qZpX9O6c>jUU{LIB5nodK@az$A(Fk~o_X%I`^1zdqp_y6YK*>`X( zM-_#Ip*;9%2+#o@{i873=dJkvcJH5gZytJ91CRy+l^K%}1r~vw{Y`WzC;iBU+X8id z>MEhzH?nxqr@!UkjnZQ#oh36gN5Hrdg zghG`IX@>=jBdI0_W2GDT;o5}3jcdH&qgNxL(ZzE_Toib*DD6u zx0wv`AE96-WY1NzoEDZOef%*t${u=vr<>A>qCR(7Kf_Y~g{Ax>DWkkT2Fc>90rrhv z!!QLpz7|2Twf$AMwTIWPay}4|S4UrlMmoB6S`Ya$l-6Yav3N^l0A+#hkoScc93mt` zQT^K#Y*0y5ed$k!8o<;vhc>gRrDIaZw5NSk1A>E2JTnHi@JXr94}*g@I#o21hRy$! z*!d?V(aT1nK7NeE+D9;Mp|{_+SH7y6Sx`HQrDIy};6Pb&Lqb+H?d8sXR9)TKxk?q6 z$`!)5FwGIp0mlZC`WEiv&85S?G1--OOQLyAW+$W<!Etri>Q_-J_c}IIiW6!Q60IB!XT?AwfKH?( zfePcC6GXxQC=dIkIY7x=2cq!>Uorm`e=6E#G{jT?99elWLlabJc@V-sj(r*9w_M0<<0tp zB=;iGWR2yzrX;|y{gp{w5UZngjoz0R4!Igy5XiNwKHjGT;(K zMWIo|JCG0j7f4(y0Qo!5wEY2A#b*>0k=!7f6mma6v7?7wKySzIwDt?yQ9u_7w!Q?7 zZ#hh+z^{XDXF7X?2#X)i&Junt0h zBDvD*z|^MBZ*Gbh{QL;d8}D8E_3QFr_Q1DynC^Q^pV}@9<8W|rw5sgpK`Nn`mH-n4 zL#vIO_3k}QO}_j+5AF~UOnbSn2NK!5e10_{CX!9-AU#HRWxByTg8o%;(RbK%5OS~s z6$nDt?2#l8nux$u%w0B3`9Gos4-s>IATa^CFeA6@=;&zOb~73L^y_bS(4S70S*k^} z8BM(a84fY4x@gzpHDEu0sJ31?d<$^0;dmhd>^n9%x@}V3StrPxh7x?%sV#Fc*zNq2z>*Y4^W}%6MgoJZ{{^%E6g0$9VvYOlUAR#vP33&0K z?KWInMpib14??s&!V?6{*=fZKJt-->*T51%poOpK{v?`1Pd05X7~BH{Fa!(nhkJXq zFk*m5{2F~AVFWH9>?oOaqw~3CyGb1`2E5-xw>>j^?|u-WB)cxeO)$5CdU*=8WFX}N zLJ?vKNQr!h+n~>^1Jun>QxGv7khtzZe;!nAKS#m14lEvc^A6<6;U-!?LhpmH0}p7u z3A=_Cm*X}vDt!3~L>|a*<7?(M>OGF3{|KB2XvWY(F5m(KFGsC2yBh)Rncv_U z^D~C_>>$npJsiwaNxL0RIyYRLSd!iV-tZV^-x5H|9UmLJ^!s;_?d(grU3+!AagZoq zf=XQqTx<}=6kz7SoGD0JLc#@D%`Sq3y1jmB5SMlATcbeyUixN~3)q(a7?>jRzC84P zOc0*G#DBeb1WXuYLgBHoW`>3(22Fv2cS>k+Dfk^goR0)*9<*jnm6cCOJ7!=}rlA_Z z!nQw9TScpQ;X!s|p~KX?HeL~Cas@2XD=IM&&8>qcNS~k?J?G8j%s^hRv!fVYH%XvR zupk<}aMu`y^M}zW97$lIA@ZkyXmCg3yP%*T_>K`*+?_jjU>IlqqR13PxS3RIpGYB@gL3989x5-H%CZ_BcL3bhWb$%GZ-6W)> z)CFlFw2&fUC1=OG@U!_&4?@iAx74d0vQZHG${|j15buKwTfOpaDhjCiOkt)QXg_@#ruW9@PPDmbdvFW_9m2J8c2u$4{c|jOMd_U{nn`KbI`(0Vh+i4%2|kiz(jG zbIZ$ds}YgHpGS1v^JU_=kQcitm*5X?y-Y^I89S-n!Ao5mN`ZBDn~zeXg|iF|9a@S#wa3kzWKc-TK`^i1jq$o6jM!Y1Y~lx-piarkk?q0v;Kj; z2gv?m>?R~a1V=SbeH%z@>3Ck7WLNA9k5u5C1)SCxRr7v<%K=MlF8=NP(!dW-!Gl;} zcafyL<*)Dd73qT}WFlAtxiY9QUS52(LmE3B40tX@EglEA5j5{b( zY2kFcJw|9LqpQR^y1O^Pn|j2XcrqJ7=6VV0`^PjO7z(ws>(5r=_tI9%P=AvETzu>8 zdEe9aX;*RkMP|-kNu9g=oD9Bp%-KIfhq<~ph@DM-$1x{5pR9382uXZn0(6b-7yT)obqgD2qD41;X z_xCr|^K}3+_3TYOn^yVT1(7_E4~xHe5tsYWJE|5UdRaXZ@<3hH5t3?~rgXXxHbB=qjy`G3#nOt}x#JUEs{29iEWjhcBnK zvzS8qSmOMI$)Cy%a9YKbqDv*ev+CwlJnv>o!x|{d?CjdZzJ6Vq&`5h}KE&)5C8^oE z2z7Y1<4WIy!pKZhIgm0*3+ciD+0T&?HDr^`W(p{F(Q|n)IThL6ZCLmIIjC+4|#8Wis$v(>@MV(k|4Eq48LtJOXvnbbXGRoRibZLV|<7 zG6n`P^H!1pckG;FPy?B4_V)t)W&{1v;q*cTpH)ColGpJIRn=&c zGFQN$gbLY;8pnsf3=gM497M{aTxGZLnvH1|b8k;ZYi1=LX=i7rZt?7WxfS#(kPgep z?&Mc`-4p`-y#KbLE-%y$4ypt_%0-J)vAKxvX0$~R-T88dZf`kL%2}y9RgB+Fxv(y} zd@jLe?{rhM_<0ob{D(AYss6KL;E!Ge<#@O@HDy1$1~&Qo>8qspo$*SGDC?=g5HdT* zA?N9I4^Bo2J+JKWe8>0!wf1LZ6p>S|;@`h()@zrSYh?dR|H_D~twZ|mvfmTO zmB?dR;^5-{)&lrenKFtBugw_EPIG!^Jh`+@@FV9oSZJP!hh~{8jgFg^kLh_cIfmZ0=Sy+l zxWHAYuZ4DsjM#7X>l^x0^iA9Q} zCi(NH`QzC8v-*nDKZS>X_nMptww~P3U=|UXosS9mc;kWKM0l`G zebwq@t{N^GSsF-H=>Wn+>W`P_sWr`pk?B;cXQ+00%0iBZF8%Rd>EZVFLvOxLklt~; z^FQ{LvU~eB9MX`twAC(%dm-aK0Ze(^0(htlhBp^R+S=OCjp;0fG}f|0Q0Ie)K>~X1 z^3l9A^Tt1aqG}6NIymEkOH4N>d=)A6!-Iiuj0{VMN0%RPu zuS?AhYcJd=Ek2(43g>rvoPB*6qF82u1ob0Y^Kv*RdF^VJBmof!b5x5=!lu}-=}ut_RAjtWTjR9zijR`3f@%g?zq-K?L@$+^S|ZHT=>gKaH# z8@H*hX@W&u(#u{eKqFAotIG@TZJL(~?XAwAo7R(&Q3^NKKf8^mQhjQ%YXumUn`jDWYppcM!otpCMhVcjnIjFBAA|e3w z=>P~lqkKQvP*_^wFwRi2w%A}eX!!Qm*x1U-qs{4t2AC)W=EK$1l}|tbGCo0fM^K>sJ_Nx~DDvrPI5iA8d zUHWuXGQYtvYgZ?VnW)i!;OhhNFvUClKjXS6oz_HCUoZ8NS7O2HdQ19;kK{F84ZQfBG~YmyTigy}QhUqwOYTrmViDbd3|A@Zy0Lux@US>mq{# z9XUeeBFTRmHA*Fv>K+;00IL0nv$|#pbx<@B6vn`M3k%DUKWV(8&%!OWyWXU5@%lo~ z;_0UAIyc3dr~%FDh*FWcLU6Fl?kinEL~0=iGm*LZnBEAr*sscmElA>9Yv$(J%l(NY zCdPhdA{VVgxnrM(*T)&7db+-(2ubIv#&1^f7Ys4CnU3FGTAiI0`*6KbdBJhz?FKpa zi_p&{uK_9e#B*ekdp1L%4uS?7ef@_3#(>2!H8QHKsSyEnLt(>3U{Da|##Ei9pd((Eii*F-p17=T3!?m&(JL(BRfuH(WWv4BLb?9x!y z>`o`9E0I>k6^Nz#Lc61)w2Tt=nb)phj@HC{yzy#4Qb@=T*YMD~{v^<*f$eFg`#6u! zpT=DWAMr4gy1bQDOE-Zb0b<8iY_KaVX80jI6w#kp-2>v5h)DL>qf+qZ>nM5si% zbNJ78<${A-6YVGZk&dfopg1OQ@%8h#V;+#`b(ush_E;p>|5+bt0OyFCwWlY)quWO8 z4GatvYR>V7yuJOwI?GSY(xUs+?;aW+9cUFZ2**F}!=us@Jzw`Mcda?mh(La+)1K@( zc9r{*;%zck8WUNSoa_`g{_C~jhq}6hOgh@Fxtsf|i}M&_Zv1_HRkeTSMMT4}c7~9U zsj^|l7&Jj$7aoqz&eMmR%Y{%ANu~4KFUY{KQ0esnY&^Wsz(7(yyE&*jBBka#;oT11 zNtXGP7I&Fd^D2Rk1H$7~2kWq4l9G_U{qC<{>PdpO9RoFS8L8FQ;|ib&L5npXhpuMUtGz=g`}Z{WH2kiax5SbT1{h^1@b|2J^xmC8ZO$sFVc>W_sr`rDajJ@z9x}zfAR7x(Eii+;KFl+;Es7+JO*ZK zt-kd%9;Y4ZpvmHOcv@IMykeZY9XC@zsu+ooX3U5DhCqch_4>rgn&VZDDUS$t9hX_$ zv5HK^bdR1F>V>)+w||w0G0@T?daOG5oC`A2Jscim;mN06uX8g#FXW${%+p}s4o}hv zU1H;j_P)^HHsE*c@9vqGI(LeV&H5n0LQRd)dg?)MYikPuNk#5S>?F{0@N$VL&o(lf zS_K#g21gP}c)!w@)&eKNV?A*M7{t_1<6F&UJ&ehJff=qjmVQMMTM!`PWQS>KL`6oT zF1~km$}Cb@18r$;ZvOgpcyh8eya7R9U*TSfVD_Qlt|&Gu&3mniER6_Im15#~o@;+0 z@%CQmYzt=Pb6{+_yx7I}^LxTKZ$5xe$!ViId{5z6F&*2L{KZBmi8Aw)%LDN*OT%n5 z50-nM3XJa^J&a;jV2!X#NBv%e$?5~K#Wjt6vZRBPme5apACyN5fXII^*Oe^)&mHq+ zzo@7M|8Jsa=jKC!YqRox|NcWMJ6>K@Yreev$#Ogv*sd)gApH1^PA@Cln%Waj&3Ld+OmL zMs8Yx>4y?Q!jE1HUq5>IGWl4W$^?dn9&ByFdoZlPHvj|+0I?0P2>=%4GjLjuOgddQ z>ke<>Iy#Z5wWuFk862_h6J=Wei9aWLO!Ho|th9#q^myLv8OnGQNElz6hAztoY-D8J zDI9zD`NE?4Pj>nq_*};=Rhudg=}QY*j1LZ_7fLeeDz&K!qtrL}GC4DIV6`&RQ@x8% zo;CTIhYMN62{WMzV)YxxwP{kfYa{tnqgqam!vC?OkX-B$k)9bE%_G6UNEC!O3&6bE zeEZLzoQ}+tl)i_L6-5HE6&HFet=yL6L$9A&4i~wVIT2hCD{Y3!YK~-;Xt?%V=Qiv8 z4DauOw+jJfDCl+Oa?t)AqA0aqf>*h1X*G*Rdr4F!M_K_dE2{5mdrs%`3_SaH@J0*( zftpoz>F^>0P)e#WtH9eFfGy|Hu9OEZ1vs9Aq2+H5D?;A;P9`f8MZ@mj=Q|+d?x>c# zaYxY4?;sCGO>dF67U}2d!nh^fs&=l;f@X`|wgJ0%QtZbRJ@(NwnhxT7q{vUH6beGF z?^9C`R!cJ(IJ!MK^zgQth<9{i5>=_?@n0e>ALN^kKeC!mR_RG%Vh+sL(x?a>E!q7# zIj9`XO3hV#|5Q7lba%1A=v&l4CbuD$^YWMFg*4@2eawN3KMT!A+rC_0N&Mq6u}3rG zLXgSx1u5y;VJ}|qmRTHpApykmDO`sRi zZ<3-CnPN|A98(w0TzqD6(bB*nYWe7shBkk2DJv^0yl@GisSLc4G1BuC|&B1JPPfL@|*B567<8lN9Q?C9( z?ll2ja=hi$-!vk?weI7q{ro%R;pM%mV!b+lQIYe922# zvZj0P$J|vTX6JM+IQXGa^47V>d9pm2^5leLSSgPw1^K$Q)!hw92*_wgN8^pHf5cxN$@EQCoQuh!@|6G zmlb4Xp8>S6x%nJ&XKz29=`fLO`gm6f95%MWWzj+|k$ z>fDNS+3rJgRU*blJiFts!hJX%E?J3 z4yn~=*H%8^E2uo0;E*`iZFpH3R%WPVLI11qQ=?BxYNemxQ_P`4d>flILJBr^{--*e zdb>0Dbsq3mRzDs}oX9t?6WNeHNgyG?v3Gd4loxg-Dyl|~Rme{uIjVQO%zf+GJN{#b zMpOHA{u?edlTD(@crz8I!Ub|;2Yz?QO585aBgZwY8f#AQiaSaD-fx_(_5;a9$`bs$lY!R!-chnR8)~B=H<&2&?*XT#bEIv2WkMBcXv@052Kks zwZf*Kz6D4p2mr+gcyjeEEfA>gE~vFtf!MANQM1VzNjk>FibWG z{{HE*e8uahdL`{E0gX!9@o|HOjySrRhUay{w*;2o^;#?zX*^x(taA-z)d`D$nri>n z&)Y!@Yn|An%_~~1yZJmkJP_85(fi#$Tl)aX zKTwH=hK6IYn?Q~O?fARE$%FbIib2r(njWzKJSR>#TYU)2Cm-sO87(bA&d$y>0fAs} zfNsY?zOJM1%CxFibtT|+W(oC;Z(}{5@vAAiO5XPIsqnK~h`xRW<>il;6g9V?QBM5dGq&iXX>8D6YIaXXotp4ZZD2dg3aWO2`=U*$!Q{qow5Ap z{YA!gNgOLBfNDP4C@c*&@4)Mb9ULl?%{LpMn3+}jnGNyD{Ke{xq4SLgt9_>D{{1Do zNTS%=c9?`$udPn;_e=8QU~qG%i}(JRPMgSu_f!x)VBLtLLy&R0E@3|8x0$UcBx=LG z$qsxk-cEa^rz02Kf`iI4#&c{58`2)p@x6V!--(;fy z%7=mv6fnrjLVbOGA?IINTia5`F>e-8^WEaS+8^mf79A7AkyoP)R~F##yP2&0$-EZ> zRYvk7=4%>AqSaO5Vq7yb?>{$iBa@$FNYzqFELRVHeb3I?r>L?r#gARRdpkjiuyHh9 zShJ{Yf5ZI;@GyjgR9Im5rz8hCcfo2 z>3+Ns4UL(`?xP(&@c`}e@hG!WN1=^n>DhYFu7XasAdBLGXNkr^E4i^p%fy!b-vE4; z^+vPtLIM*rT{QXKY~Y!*$4XZmS$^Dm2lFA?li!8LcS&$^a*sDzS+sIoA5l<}b0O&H zUdBUbE!L%VN|BHv8;++(q{u>gR#!18#Jnp;A6>?$61xJSx1jGm73AV+%f-_6B8A&%sV>^W50y;0 zB38;#C%)|L`qT`mwVa&wiP&I7KSDBfSK{rvuKKJJ9Dxm=<6LzD!h5n1DO<8@vefw{ zs@S%JqaAZUzf8E8@zsZokxz3UBQXRN%s%kVD7)XC= zOY%F;D2?y@)_J@+%wXu~wY%IM3^og%%cy=AO4E2(ug=cQKvNDe0l|wT)E`ga0EE&# zbfXwGsRAn_xM2%HemZ~(ftvYDOOSCs(#P9d8K}Q{dT_w)O#!+w$m~PR=k+r^GE!;v z@)%G!q(hMvl)BRIwO>JN8uJyVPYvE+yrxTWf7shfAZn=fhYe!<^_3!wcx910W3xbF}sVzj4N_>e9F3Ou)&4=(wS zYR5h;!&~Byq|uZgrKH*Vc4KQyDf}?i2#Z?oAwB%nITCNwl){gD>(=fU&N8;?maK5% zI+y!`xw?$`4;bG@MdHrxDzH7Gzzv3vZa{Sr67x|}Q2?%Rn61}R%^|2~2*8h& zLK0=7BE=k zH*V-cW(^9ZU5FhFuxsz2z|54`1J%}3z`QUm`kg}O5JdR}d3jJl{t3Mtz6=&5o-{oK z-8SK7=C-i35A{ShACA6~@Qh;D|5}x=-p2MCiZM=22iGg$f9MQEx`=rGoGF?EJa3_5 z$^lE7fJ3pwDU`_e_V!p8{kB$C@-v_M10sXS5?kX2eIY}{Wc(cp;kNBXnfjq$Emq6& zeSJ7C#L#L9xD_%ka2nx#6Su2DP{tvr^!hdRg9jr}&6|K2>TO>mg!f<6#l&hlDTIU0 z{UMX2$)W{jL@iTH&x|ewD(|(nV=V0KWxxXieJPj>&boJK6z`%Q2Wl!B&-GeAxP;!a zL<6Xfrrbk#Th3$l+@_|cv8Pig`W_<7mDwbA`x*JAj=qfEaN@M?qF{&;M1+OWK@n!fWw&MrxQzS+VyMNC-GZ5s+5g-`-|AY>EyK-vEjf-(*l% zwE$NUekw)6(rtsS@nNdg>DR_aQD7TT4RMKyHHLiu3WU$Hu~cR1OrWm8lVdT}Mq?r= z)x8(bn8wxH6QNh#)zvzc_TB-ludgrg^hYh|Gc*)D1jw2qyq;%C1c+FFq4r4Ox9B3U z5vL82ekhfI0i+|xzk)7sQLu{EU^HlGV>>k5-P>~m@>x~Y@sSbzmcRh`uw}j#9TV!= zhNVqKBvEUH>19l0*-goEBa3U_zd%IPa&fLNzOf9-5pJQ80Y5gp(Rau(ftGp<9IFnK zRWc{HaA@L^2p)w1v+XL0IOt(Wg)?_#2>Ty7!xjP?VlX7)6LZ2}D20t`8W`G)JR2!Q zD=mXOYKCZ$R^)4HNk8ookdYs=4LY+$djR(UIMna4YAVuvsPh9j$DrAt9Q@oP0Ba~K zD=%yQ>+@D#6_j5)|yaOi0E2;r4b0H{T>+oCG4KhAZ#=z+3@iVu_%wt!+JYcM6jo zSNYWzdpf8@J+d!-_(2^2Exoo%$;FbuoauJ=4z$Yw{m=lw?cdw`?5_{CeO&~P1tR7? z7i)GlHrO)8HH|B%4w_)@Rx!$XHs@Ig!2d4bT>;os{q9}=9A+)t zW?*KclPh>!>|_j3dlu~45T@%qvW*1o_p?pbR4x14zUm&&`6*45?f^IU!1p&_0Zu|l zC%X>?dg%4_IhPDAFaHJ3Bpi(=q{jPJfM*$cd(YQ%V=cDx#1xgxCwaug7-jI= z-H>P`sPzVGgzD&ozE;Qu4>TKqYYztj?Y*$QP)G&+DZs-6ot{yVk$#Zk0Fi=g2w#pD zzH^#ChYNBJZ6+$p%5&aNtF8EZZwcfX-=(0io+3%ap`)9siK}Lp&W?v&%z2TiYRj^^ zD(2lfSxs?wAcoQ+#^ffIYQEwQoFbT};hPgR5L5t?rMk8j1&jps4U)^ls|EC;aLN-G z9tWFR2VbwIg3T5ISS>0~<42n4UAecG%JsNUer%H5%ZrUY(rkpBoE#c{zk;d*YIjI~ z?Rv3JjKC`QZbh=hyeP15g{S@?lnUxbhou{OZR0lgQKt7P4GCI zaDNY1%*VmQgXUrjNl8g{^)Fy-slg9U(W z=FNv&pFgX=D?Yh|W?-Psw7o~ihWFY~RKTIFPkEs6?-EZ`(g3x{L~`TSNTYC>{@#SK zn19$~G#rfS+IWXPIu+kf6BF>pxzONT2QgXXo$aBC38=ytLAC{~CW?%{;AKHq3lt58 z=~b?nnY2ccv+1f=<-7om)EBpcq5~CH@523ad^l)>FiqfrnNzRK9aR+Xy0=3SOJsAiYQ*PY6c>*Xs2oK;7c%wjCrV0Kdpju%k z0H<6=JvjKpcQ-^$!gNiwzuaNE%Eg@Argi`P^v@sOYD-h=FkeSIPR;_AcsGu}w&_5w zA%n8Aa`bIb&DR zqARPHhUnPXv9FD5GUL!hJnIABKtsPK?5l1tgVGJL8@RZR^W%M5Y!NU>q47+>ywkR= zbgpUVcV~Mj&xnsn56QPBo9QIaA6$Z+{a2|OpXDp9EaPhAfnO*chl7{rVaLN`JrT3F zHZ%b_Jpso&eZgy#w9^%eITcJK-o91d+?(2J+S=Ye+?L9zJ3Vp5ro2MA$M)Z@+z;_SV7J|FQ3rbf3M7iiOYE&1c#Xg$&hBi+pzoCyE3P`%?%k`gSCGYYm~!5s zJwcYxNH50!N+pn4KK;c{7ps=ZW~x0D9@Ehs-W-Jb zEVOZ!+z-p42Cp=tZKUw)Bq8CwvEs{EWJBLM%qBPrRLA;!E$sWgPkyL3Gef@ZrRO0M z75(hJ_M)+qG6d?^*rIMWVg;!f`%#bHW7&Qs`>-O9aYolfMpurh>YnU#4iOVu7L@$(< z=5aW&&(c+ult<>DngdGp@0gDF0+UVmF{N-D&>Q<)(a=TRZc_z?Y?}vdZEtkrZVAFx zGZRrl)T$8wA>dYPYcM&lZUusumpP>o2RGN|0TO9Fqsz;XLm;*G_qC8#YHLGS_PyXz z>ZGM3=YE2AiO*Df`n|!2;D&|}y<>B`-q9k2pksw&M#6J~P$}1kQX~rNYTpA}6o0 zZGUH{`9{)&`syvkIFgy{`^xEEW%`Jd6Xn#lZ|$0I*)Se3y*0{r&?mux`~F?8n+zwL z7i2;zx%n)~ZUVummc&)Ekdy1;`mJB^-%^+e_uc@>(f8_(srEfcsOQqr$y&FS#!%LI6AB7qS4YT4-|S1r2I&O8N}ns)w@_;o zbeu0xAci|M8WxO5{YoE{pr~DLxhVDR8>F7~>R#?F<*!+4D5-YLWj1&fX+mWuf9)}W z2z4ztjl1~(1rmu66Ql3z$$Cv)?`1W`2j|{$_xxN)R4GLZPg&)7{sQrB$;B;xmp}>& zZfD4~bPHS-S6e+1O=U+>w^I5&`$c$7>&hH zriV}CT3sC$0ry(uO-8YZz_%y1u)#lSB*6DcS_($_sG`dWeZ-y+zZkYHU|*?2CZp`lr>>Rf^Mg;N?$0c_0^FsVo0 zU{dM(eBZtj+!%`tC+0T=a4p14-)K#>6?F1(_SP;*%T}3%g2ZFcqcRX(^H~B8>P+ij z9=oks$j%x36+mmk?(TmCFe*W-C@xcVZ*`_IJRJMpz0q<`8CvOP)aRk6@#BV~i;Fil zF}QcNw@21E#g>#X_T3bSYL!e+&ns0VrlS)RLm-i04M5;gF$zo2McKyL`OgOTpKL2} z_swXt0y=IvK`kKo9lzi2Dz`%AA4ry~RLb+s2te;{CcrX}8Q(pZTGp4vWY;Gmkq*T% zXpnu1iKN%NMrAQf?>LM8j}=Vn7|owv>8-JQj#MaAO_yNTQ=r+EgDqX2es=XT2Acm# zQHY*iPL8u{j`3a4yH10Z=A{oAOtp(9>iJbw5mtln>8OvRgI(FZ!*NYil$NeYJ9@#S z7~q;{UmH{Ps-d{h`ZZ;;+Qp;&vouaYl=pV9Y_z=c=W&qkH_?v5MivNGfpJi%Vl{KNHznD@ISe7^))GEtWGr>&?7Mx$s3hHqZ&MT;L zrZEmw@D-6f*euoiw7uy1I3Ylhfl~C_R^($eowr{~Q^5do-YL(LS_Ze;rV!j!GUJ4K zS0TTo!ykH;QpA?RqHasiLiAQvA7{rF-U*g^92p7w2{toZRKM2sCq?V?+t5Yi!}j>d zn^85-%?ceI@sIF*8b-d2am}+*oAbe17`)r-VW|_=7(aEN#)yMCyd%0U=r(wWb8N8= zkAu#j^Tc}_@gM6~$Jdh!!-9sM?7KgFzdX!J~OO;^Nd;7^m8C4xWfn zbu>h;$&Z*II5ILs550BxrLY@3?CKB!bMqulEO}MSIWf3wf7d8B(Hzit_MUO!Yh88JZF@6Xx7CHeVbeQ) z2?-&Q9xZC4JU=hhbV)TB?6dym-oGTbi`V1MA$+#_xGGYRrR$nKIWTCswmpB5w8FL3O)MMr`u~!^ zq^@`Y2k&3v!6Svo2Rg7!R~pzCSHfG78I)?7>SZ@Se$*^N3gEjzkkS8b#~fj9ZaLU7 zMoLU9d_jA=?UT)DSRVaNzJ)1%7R?v5gtS<2_HmJqdcAiqxAvFWKhyL2#bZr?3M$yJ zusDo9_p7wA#W|HXb*yDwf^zN>-3m>J0LtRB(}!60%PZyT@xC=+wu^_*?r-n_zR2n- zoXOG7daqqF)0>dXH~FEujEZLpY_;I%tGfENt~j`@zDUBXFq6^4twz7JF-NJR^ItZQ z!6>{=IPyB$=g$=u;UE>lsJlj?n*Q3)D>(4%D{y&G=-9I0lI^Y}=M`SkEC+Z7-ffOM z2J6qH?t#bF6cI;=hQ?=04>s^wV>eEmOc4|}5qMX3c3DI_J@%Q{A6A%!GWNN8u6A67 zW9J~hVcpELvC)^t01pRI#PaG|*3RCg8-g(fD!pxl;sHIM!}ouxICDX;9CX%R@1gs! zXY#tpc!Qu*6GnvZD#~oGV-=%=<}uZt}oeXTqO?r90skkhHY#b zAHM%c~3=4k(RKv(D^a|p=8 zGbmkLMvFf6ztSvalA-Mpg%d=pFhK+H>rG1h#E|mazb8WU4i70rJBqc4EW?RDe|#KAhZaKx=rvepAZne)Lqp(T zaC46qx5EY(Yl?XKp+bCmTJ(PmAba~6gABRnsenq_iHfKQ~XQ;T%%8B46;L*U20 zq_V`o94@s=RGOekD&zGgDZsYKyFSbj6A4VG66e$CoexT$ zIa5}7v?v9)b>BUBb4;)L+2W^_%MruU*{?n9(9yXB7^xAWqRd1Z&0R{BOkN3!1uB=g z_&)cREdN}KqvLZLh#-Y@|77YdLHa(T{Mg56R8$Cn{e=7ejXJ8n7iMkmK>^u3jgL9p z?*?UbJaNDY0TH^1`6uHbsP`o$xgJUv@i|kUonHDr*B?%dq{{J+o4T*jOwTy{fqQXL z^KD=MD;QYx?a=wRy6|#SNz-zB|s#yq86si_4U{J#817;mzSQr1Isn) zOL>e8&!mFtQkeScA0H8S2tHL(`0Z~zek>%ckiyWzLrjbkL3xwEBFKSSCa&M%cGd+V z>Sp_RS$iWdHnwsWFc>l=BF4v$juzILtP~P(Sx7+$Pxvq~kB*0OLP^3=31}n-dvt+H zod+&4@slTSj9Y}fEH46qeCN;s5fD(I48UI?WvZs{iQ~0eAI3Z2;!$1I-GXu$hXV)-<{8Iu>^TeddQBT()BV%eMr;PW`)@6?| zk%e^7vD7%Wgq557p9s(nd-H-xnh+N^7vi=Dm9=Y|T2WDX^3tgcs22n2f4I}kOvIhO zdbj7bb7lZwaTF4QR+coOpi#9L!4RP3RVgp&D3f=Aw~B5+TRq}`5C0} zCiU9bX!wdXO+TUscgZJlChrnFN?NXwPW9NPc524vayE&3U$3I@u|GPIwYv-PPfpxG zHH=^ivU;;=t&&mEb)M1BuEL>{)Bl>tu}881fUot-i$vB)$A;(lkbGs;wr*pyvT~e( zR7cnh`Ayp@JsX?84AzyuNz#4r-FuVK7?ocu#OHi9bLUf4-TzTSuF=-rQz##7hBminh^C4p%Ecn^@KU&+ zV&HP|#y_C>+-q1T)!@lQ0=v5!r7X|Ta}#tR&w3;$_^BoX=~DRr5Kh(jqrUKBm&9(~jswAbY3cT^S>FvC16t{ys4*u{ z6G(oW6lYrVs5ei$Y~Y>!MoD=&(_<_oj6JIxzK@j8V~FU0N{eGr!`DPE7E&~{!=SS< zxBYc-k1YxRjT1<>+d%a-xsPguUZCWILLUR?mY%NeGB*d<^UjLsB@h zS7@Zq?=0PpcFkibpm&fK&p`le)#d@Q{^=2RrOL-9>m;+8G{af z0`7y+J+qwfc;dTfA--=f-@4U&{H!thf*O7XhxR#gRJYmR+np~slZu#eVe#Hd50VWQ z;x0P{hMX-Y@T^mE`u)*Km1D-=1-dK4JvF!`@VzG2{62ZCCM*ox%XOnf7VP*tO5CV* zvVp>bH@|`^EyKU4pToa@SAzOB>c}Z^%cE=x`bC#lAe|(egJGsHiw*h? zcMS-o-e6$;9XX7JPu1wQrV8*R_=^jC4NgGs0CirdIR5}f6aZ=|9%<0u;q~Fcx>n&Q z=rCnHUzwW&N!kL{{)euIZ2f64oYv^JEyFVQ%1V2>@Jv(hYQOusB#MR(5{Gk5AAY1hr@Dj%J<>I{iAzD9F)NGr&yVHy?96D(9=fbuOXe7=dQ>C~ zy;pjb=vY`t;k&C#u_C~U3={D87Q}hBn9aSs^fiwa-4M2^-@@s2q z(#8GWE9TpNtylzv2-MBb0G!psD;wte6MhATAy0mA$%QNr3eFG26R*(L#H~F z@?e@FpsJyT#lzE+qZ@1YcuhG~3Y@iuXN7kFE$QbuesR8wi%(^e@}sg;{k0|$c{e0A z?6gHx$G^3MZw$d!<8LY$onVUYvBl#;>o5(lk91-1-<7jC;KZO&82UD_dBnt11!L!f z22bYwegjGs!XjIip&=%cbP+9E+OqgNla)_1M7agVFGoJbT3WnkK|dcLr+Z^>m5{Rk zPS%$^1%~iAwPku=d9%EQ}C1Hf!KnQk`gE<>R=odzyS>F-4#GELS6v?t+uwi zWv_Mm>sP?A0D=Tc$~tOloIo!G^xmthtAPAx?Ur*{!X#w{>)4vFgiy;|)&&Br;O|&N z`MA}Vi$7yhQ?Ge0WCf*2WaQ=fUt~WwZ0PG}B*zILMsbJAgwr6$n6l$Dn9Bm+4R8qj&a0R;=p zW{EFe5J0=pK{>JKRfV;MJn>%3 z#Zurt$NShJE9erQNSfvUGIvpP4(N;u$C{5Z?-Z7D;ePNVTbT9Y$36YMwr>M;b!P1^ z1Dk;W>)VeX83EmZlmf&d;M~VrP^?D4Jpwc=FFKEw9>gqC?;5h$7oQQ)$zeWnqb!}bKERuT9!%8w+zv7+4aA#@lc`A8^s9n+x z@)hJ&-*d57g2aUPX6r!)Ap9+?lYYnm@ae{j=2a_?KqlTN15q{m`!#gz;^H^?pu+q^ zt-(DUYUzB;w?$2Cd%k3c`bDW_4YvfvFjx&B8jmf<7sYAR00;vpc;DU`sc{y zHPoU9Pve0F3-~L30bYH&2318G2FN-JeEZ`EiXiOz(qky69h(kPy?p8H+M|){`bS7| zFmo!%<3i%vwbWY0XZTjzCjS0he9K$q8*>?I5+A2;i8m3sRGpvBQ?z7?D?Pj^?rR|v zG3e^GHbiGRkY^-*jneG9Zu8NTv(tBU1H&p>@5Oxcc(~MoMh?kTb$zZb7hNl!v99#j zddk6Grg$-Di)QqVY#ssagDsumSUv`sN4CX0{95^WVqO`&$yyQ;#o@$S#RZ7&c7umRuz4FCpvPdxhi z`#~2p!VLhxW{-X|!OA!w)}V6%sF8{<(n*@6vcER@)dK4o0CQK{0IR^7*aHAvlGF3f z&(23&TE(wDK8dYXev|)e_4A{nDz~AVNtK+7KWBqIW#+<(5rc<{lPy{I zo>m101hUlABX5u5zBPI6Vjj`(NQx?UZtM4Pus$9?NM>{6l5i=gP6q!y8z0_P90 z4z^8=Iw?7XVWR%6fCsfShS|~%K5wqj)IjsijW4#HC{#$FC^RdX>i+$+`i4N# z#Dw~bf%s>sN+f>r*~ymh_2LoD!I*))X(!=fwCC4$j<`KNEkrqj#i+)+;@)Ut{7IhY z!WHs)IjTuP;TlDdl-~E}Sg%DjOVxt@L4gIkf&vX62`j7Z1cxY@Luy3L&lwu=4Cq9h z4w!F>OoY)m)>sTMoM64@H_J_drx3yzkkjDnyg-fdA{dOPIm#oMf-(m`WArOHUZODZB+-r z$G)m)$;7m@lUc8M=-fKU?bEm(5nJ!%{hpf@;W&4>qN1x(J=^5h97SAG9AP5snl7|Q zMMd#_3c21;-cs;L35s}oB_cv2#X84}SRFC_mC~%ywJvm!-b~j+P8})b<*S_Ky)_c= zZ0n2#5Wz6g?~&85(oAX*jXIvBB#h(al z8On}Yr?qX<=HmisyylFgj*GL~=jS0I2)Jxisz0VI?AYW?sO4g|e>QMlDb;ICp}C*J zU!rW-@rY#@SWq1e(JyHfxk_uke-G&zGqdrwy)|w=Hj{UTl_|pUxpI>&5L}%cESK8S zF#tWh`B2WwKx**dh#8fI0%0&&JD-5S_{0QYo{J|ZuyJvxK}Du;n=fA&|zQ*Q0+O1SX>L)jsj}56&RN>SL9EWlIXBJWsfL(lXpGwAEHH6Y?@fr8VKukhDytGmWKXv@4q*rCa=0W>$Ncv>oBd@6D(bi zEO_{N3pfg(RMq#Yv(ZQMO{?HM7|ii9KoId-F06!Ba-YJ$g~6$%uSw3Ho-_6ByDNEx z)y_1(n&h5hLftuzZhx~qUy042>-%KFcfyxwfZ=s;a469#5penT8R#-$oHrN^0O|Sy zvKl;p;JTZEshqm$&?DHVoJ4vlo+FTpk>13nxk!9Se6f4tls4}A@AWq_xw ztf9dVKy;bE*HB}&0jP+ADJSOXUAm)Y*@}4Y*glzBtd+|9e8RXez;CK{Z7nO6C-f%2 zv+J<3aeRs01k|mdf2QLB8#YutXGJ7V!WdPK&i&ZfeJ%pNe?Qt}9Uj@3eP!5?DN1kS z%JUR!r2O{9>Fr0q=8VTrsIJ}o9DS?Quy=hZ<<&?nC+>B`<;&Z%UQtxhspL-0-32Nl zcG+5d+GS=?ZsdgOQtaJvzL2{?nTf2B1nr2{YiS;>xefGm!L_x&f!zQ|09SwhbTl^~ z0p2mx-1RI8N|dm`&E*yt;zR972%8RtEwOlkUOPCk8NPfrngs?qYi25k_RQLd(uB=M`S%A}uK^J1LaJS0@cM zKw!<|fqVm8H}g#mtm>i7C4)^o%3|`Gv(zP)GP&i&kK<*Chf8;Cqc79MX;1F_sD;9S z{1rk%5H5==VAA_CaiLSR6Fc9CQyohxzOpFh*n(&i{rO-)um`VnSe=;FbCI*}*+P)|1cTdMGq z8=kJ#CgcPgM1y11-ajxB89WyK)i}};bYbOG diff --git a/w5/ad2.png b/w5/ad2.png deleted file mode 100644 index 5c41ecdf515626a5721b902d47b52d2aa83e5e39..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 57091 zcmdSBWl&b(+b{aiND0zi(w)*E(jeU(2GZT#jdUm=-6h>6AOg}|(%s$rM*r{GvuDnk z^X?D(!(KCjJgm6$x_)sjLKWpDQIQCcAP@+uw3L`K1Ofy8LAxVDgHJwuenkMjJ+qP0 zvWGyBF`xcHK~lfsfe#TJq~D4oEJMK};b3xmm$pG5WDsew*QzeFdkY_Ru{65ij;gR? zin0)=jbDpbhPQMtzR($`HRCk%i0FwDtWDN@;a)zX$u?;i-Qx#W;TwjHE{37B-Lmf~ zyw{A<h$qr{(Oqw@5P48C{aWx3UJWxIcUO)fg{56>FbYa$^ZTj|63>j zFAw;CyAsZqB-|&Y`g2{KbB)=ACR)SJdVkXU{>1mZ=xi4l7@q=-yTi7(jvB?}Wu&D; zBO>1Y=X2cW&!c4$=qrirhW!zqn@tpT+mYR%9KYhk0EY?b)7Pi#!SUbw;s4|07W;%b2N=jyD>4cb~&3zZ2@e{^@F67krK<-I*@Qx!>| zS2OGIgF{0@`~CYjJUqMrY6z`f$v$P4==<5~PgYh|bG4S?At5{tTf>zmy^9$iSAK*p zd7Qol|`N4YEnhNP#Om6U99}J#W8oPb6=S z=E}aZUc5W*B}HC3h$iO0I9cxp_ZPqn38{<@L2AgBjPB{~=CYVZZx2Mq1^qLhD9U9U z`pRohL`>}HfV5nfQC4;k@C+0D=t_upyTTijdR zFPTfIj`r)878~q)ySn^oV4fyM$;fH*H!(7DIC%0$&aOlzokoZ46E7l0&VhjeK8LM} z_x(8OD1R4bpt`d1=>6>_A*bo*5fsr7m3(=}gZT!Vq&H1Y`%$FAzfXNb7JH#|Lkik; znq7`TgJ1kTnwy*Xoc0h6K|=)H&ZPLiBqeDmDh?yq8A(a~>f;FUiUCt)4pAw>wki-ba5ryzXz-4GlgI z4-Y@Xqz3cb)7eQuN7pwwsji_hH8y5Hn96m0e2hxK$z!`B#%-KoW|;crl{NbXMhv|E z8da94=tT4~OoD4Pi6A>08=ZEwX=6FFUZX>I7`D2)I^^u^tVq3-&vxa9b=!Td%kfG_ zN5@cxu=Qk#*6)i)aNagpGfa$(kgeTajY8%3zvAh-f>1fQxKNRh+^$dFhvP7Puhg`+ zw+|FuUR~`{@eARss0GVMVXx}@_wTi}zfFU{2*%SYQ7j~ZHH3+Y*&k0A$JgE4+dDp9 z?Rk3vDbgq>!NyLga&ALJL>!))VgV1G<Wc zSd34GmSDBPhlYmg>+7HIOx(5$jEszQhvO<-=7Lc?UhT~nLPbUOyt_J1GVm(Qr@7|_ zhrDOW3rx%^%eh*x6W_Ui>5agTySbVu*6{N30w2CDRpex28=07Ro7OQnxbOXVyYw@L zvdLka-E5pzSh(#uXw@$#np&u0|{d7kf1J+=!-NJtnN8Kr2=f*=W1Z9c`EtytrFx{)iJ zG+C%ZlV594(-UF5w9*~kpU6~Pgg8DmWl&?L_U_#pnBl~c(az3Jxwmg!)&K5T&%DZV zvCtQpnVH~z2@D#HjEtj`xl}YX$mDj`w|cs|zmixoYLQr}sHo15`;%Bc4yC8@b^rQR z1VR_+{DA4F<>h6tlvcG~{|z@hCI*$p-Siq|cfPLRoEIb{4$pP?g?%ydZ|J z3v7k6^Yg0la&8`;tIZ5=CtKS-Q-2z{v%ptsd8QVBss9V`9E|@nJBv#%iI_A&Ceboz;4=8RSJS z^GU`9{DXz2kA{XI+74m<3pW+VXJ@d(6-Hgphdvk^E4O*wn@^Q}ny)SenGwW%%c-)3 zzBn2X2yRY?guw>n=i!;2o7>&m`YPaRcd<8vk9w691DaO$FE!O!FL||POMv*YzrWw) zeE2XV{7A&_WC79>n9w)DXr+2hwaSG8o;PQA*QaCqaUjo*7IZ@Ph&2v|be0$1*Wljp*6$7qGTI?1?1Izl|*`vjS5$CeOykcHK^3Vr<;{ z_;3rhcfNj$UWH)?=mysZdt2MkkPwhU{($Ek{#`Ghqlo#ro%W`alaq6DazO9ivu}Zj z*f}y{yV?`U`yEv#_oOSk(Z$UTMBURd4J=a9B{1GaYQ-R3egsb}Lh5%ghn*_ZEMRGFbLGt)O>t=H&<79goNIY_m?RihY|Q3JL83``}=wT8dzAj zgU*9w^PHIP>|%e;s4GZION*C>$24MbZ+Y3s-26)<@{dD8A&;vDdyxD1lblxa-hScy z&;-x~NV}JNGhG}3e{#Rdj;e|zokbTFTCO@acV62H?P9><3PFk4k= zebn+_X#+2J~KN|x>#NG%+ zj1fbj(VIp?@rwiuI#{+)E*E=RxiSfh8OtE}@jD+xL`Lp|bhl7nqHqsu%VS4j@Dvd?tS*#JBkm8p8bn;gaALB{fBl5CuhPxMzmd;bIF2 z$EFiSYUH$K;kYcVZs%sh-(IJrq*O+4Rdt6qi=CzXdM8DXK3i+q4QJC^Tq%k7`B#%DSiLG_Qo1o}1c3ka}ZSxuVk zQDzb4ql;Exg@g$8WlI)lVM3sx6)tLHH@5AK<1-55JxU7t zh*~T0&EKYTI4t^q1_>SZLZXN(J>9*mMpwG=gh@(uOom8mwmUkmc0gOH1S7-zN|{n$ zZL+<5x;RVjY8m0HVE8jk$e$zwn**ZXX0*R_I#+}~cqlxX=2d9s>et*ovmUF>!A z#f5~$ruXzv&?1(VA)>Auy`;B!T8gw8E-ny}`x`A6SwphaS4nR)KY(!>!BENn!1G29 zg+#D3nGN!1JG7qXM|Y;F()PsTgTF6SDtAJ zGV!HW0rS5jgY;oie`0| zi_@wE=j7(HcSzVfwH*mWh!GgY-EIi^ER9_L%T@3F5S`OUQr6 zeN?%l0}(~+_TsvY%E@We|Nb^p@tcA0buPefrai5LeSINeod({oHE?TdlX)@y z;g6?Z{9U93&WF%i7Sl<^E33A9czgRwg|Px7-EiVzrWbRLj^fcICu5O>BULm$j2b$B zN$JSP<=@1RQOgxj@PB%St(HoJ7;+NsXn~#t_phEIR%D2t@LV!9};Vv z>9A6Msm*-LhAFtjb-lsz*}$=y3+juT$g`LaG4SsG%Ik85XgO!x1@EwXQTZs~R-l`b z4^diNwHXu>b7iK07824PuXrwUd%?>2<9zodUeJBG0K;njbG~l9&(6d|mQflXj}3%L zN7R7SamVoF-QCff$+Fj*@Z>oIJNtw7ky87waDmo9Tkh)m8WC)x5$Xh{@UCDs6ZqIz z#bO+0{U1lm$(+ybZ&z;*M>1hZ1VjRn@C3E@_44w}y0#|@{WZ#MwqLY9@OfVt|3nvX z3kX3B2>2%UY;W2Zlg7|2?B=}Ekzt7c?-&Z??+j(KvC6dW&SL8|w)Y~$#B5EXQd5uS z-CU7TKuC4I<5xfUl({o^yr#pisN%@jQhw|BC%-WDeKc|J!c@?TBGQ=-zk9Wq`Tp5Z0B)QZQeyiZ~Z zr>%-5pC&2>ySKOIe*SMUZW7+EtW;Q&Lc@&Y1BJ#o1%%xvP?RNLWEz4&sfi*MAN_w* zlCqO<;MA@aE7!002;`8bp%ftrZ=cLK1P>#Q;z&3|-5`J~{N83d;h%Lay2qqCg6 z!0;q+cehxe7hJ3gPKgewPJDtHTbO}P+gbdk=qRY-#p>N!L}EFmE-^_VwC2q%Er90% z_Ob$C{_5)K#voxNeo1MmrG*7h24))_ceyQRRZBEu0ww-6zh|Mz834l7wY4+AU>I8f z;S2MJN42xDDbT8-4v+b_c2$jyR{;E0FVQ^S8p$3H1tifNVE%;NTYmWaVpz+oK@A6vB*Kci^LI8QwZg!~zV->}C4d@u)cf#%$j6PsMEEgJU4BEUH zZT>EcU*@*9w!(KuT|f+jif7QU0{9hN{Oh=8Z>h~2a7>`OKqMjwYMl0G0lu#|`q$WK zF$sx_t&vqQ%n-Npof^+uCwu!-U2P2;o1@{(H)<1JKr7*O*!o;q$@UxyW1aqjnvw$A z2QZ{s%Q=0ZYh@}v>3fpVB!evj2<@YzCuiGZ0N=ye098spjSpypC$#8FWyU~F!7w&9 z2AbQSjg7qg{5r?oNx%`-XNmyU7WTSx$yJ^KlL=Hed_24(8+0XRBXEi5L2O*y?Zy5s zxF$Qh3f#DPzys0)^eo#|i9k`?<<7v@Ad%(sV62lYT%T@MVTEkjbA$OI=68ZxBS9>9=zII=j zw69+QuV*o6oiEYiAR+iS%4}eiYs{xE&d*C#@}s_d`I4DwBxEJ`?%g|}S$TSR07Bsi z6h{D>NysREX<5ukie;1o#&COcLx6|J!^^vFy#ZtR;X|$WqnDnZ9t%r3kOEG({wgI( zzmHB&Z|^Ucpm_NBCJU6_5OVh|E_w|Bz=Ff5d31AbPD1&w6;MF_c`GGVQCkb7!P*Op z37|8|#?xXD6Sn|f|DUsNRDFGY0iS{Wv$d6cnB+W0uU;~Jb-W5?F0VkhnqqIODJhu`Bm&68?V&IU%hNr7eGh=WJ4VQR+jX`b60YLDJ;{{Q!ZNi# zw>1oPa4=hsYhU&{2|88>tpGb&NSkM-ln1AKko@v&_z+fQRx6-82yKO_( z`{CKESJ&G`YFlFn$H%;Fs6ab7I5>a+i9CBSzu4>)gtJa}It(TG5fhBzO_N_(a_JGj z5|nb0!mztav`%D&?*qP(sfw~;>H2Zv#gEiK#`WkrKeX2SW78VH8h*Hi!~WDW2+qcLfJ zvwQ#YB^eLiISSgVH|Ok&40+$-G zO?tk)lfJqUMVxP8=xx=hJGx-fu8sfru=-rL{;1GB#ve40rR|#(1}rQY6`a1l-5$R^ zyl8>tT~FlIPOmlgsRl&FuAB)y%o$(3UPKW#NF?UgN)NtvKYXB ztHqrt%KWHcDqZ{R*=sv?nZ$T*eMy8*?ke^5B9f9!7mkNfsa*E&SMTrcAWzC$V`Jm2 zM-KrZp^lao92{IBck&ZmrLAgo^lue{5D6d#LIdFQ9t{FSU2g9b_KNCw5*D4HE0^&? z7)nZ51c2-1z66C~3xDs)d%G^1$V)*D4}%~R4NRNR7iPF3db);&J|70h7nN%n3Ap1) z5a5=FgfsII$kAW;J;PKin-5k`iuL>R$3c6lyY~&EfP3O^9TZffPbpq@p0_xZlF%Z? z6j8))PB&-`^qHzAi>LxSRVRwG-5dwkX%n_a;TY7vsh3*dn7Fv`K!7H`FZ@Y1kr5vY zD`(b_;_pl=>!G}rYLB5bos?rb)@?;$U>FQIJ|cI!h$mTUMWvzPMJv<4KORUTjEEem zVSvEG{+Z=MAr7MuUkh>CCm?tg)MMG>=a+Nub_$;@VRUJQ#exP=$!lLEDJvr_lDBsX z$~NH}3ltHBX5WEpG6~j>G@;kg+3uLBLPUPk=5->wxQK|P{3W)r?Qp8MR6o*w6P@su zZkre0Cp1+0ViD-@=Rh5D7<)I8C7zLs8(dma5)l#cy^>i)MP-8EKg*So-yLUp*-XuI zdAZ*C`H}}rps1yMAT$on=&EwA%`NxconkHH&ZKzjQpfpW8+pL2zKa_L1vG)6N`j20 zw#@DMk~fbnbiRV@dEi2mNjK8oVq}9ohpz15;?@Fx+P1B&@@nUvt({*~)chgrqqnQJ z$tn!=(L=JE^I>Q2riv_!kPwLoXkgXl1;|P8aBwZcf-hf+DJWP!-s;8s!lM!p3AnHl z?kZcp`zldq|8L+Gxk7ixB-8EA>6Mi^IePn(XjLS zaHEHmHw&L{b+yu!gIcaV2sNV`swk{(dQTk>7=&C4+fh+bz&uF-N-J981dY1f3lO?N zc3Xaf#gK>Ne6WN7iOdwZI7})(Dk^9kyt&PmCsr-{TIi^ylkIh1VyRDU{tb|k^PLlH zeUY8yl1g03Xyaq!8j%$4Sg;Q3um(8F^~nW@YRrq@HakDZX2?>d8}$6jqh$Gu)Z1`J z^(Bq>4tIgFYBl|}S>4Z{Qg@HJ`hQ2JM-k80SD9WWAvwec;%b2bVPgY&z}qib zcJBw0q0G%ow9k+E8i-mDe)L{;wnM07eyS`s`=;P?YR6ySbWUJ@{N3ITNn$2%n&Pcu z0RUvS2idn>WO}+_(CNNWyIddqu49%UfxctzR;4ZzY()sbLHYL}P*ck02$qS7W%xL6 ze;bk=%X4|qZ58iravm+^8AXe!G!7K7s**We)cg+X51*;Uu{Rrde_QG9>~$bs^}*#t z%Di(3LaHCydn6xEU~ZflSB%+y1ni7lIi_C53IwiFwcq62UzmIc`L`js{_}- za8L8JXJbs*^^p0Kxj*lx}tVi*=hJPVN5(0u&X#|re7sCRznL;66 zVM!?ewf$g$WVf7JpYq6JlPSS|GgA`ee=@68~h1Ox{=Tne;sCQ;z9^nB&ztwk-u z%2lQJtXg2AQV_U)bQl0CB5xqB>-MSfr%?Axpw~nZ`Nm*OmiQLZJvsVUX+=?x>_Yb5?NNpdE{7|Ky)ydm9k?0roTB4|RLEbA{})^RfH|R(86l z8(YJ#e|z-x0e(y=fmPAM$}SpBVkaLK(tf(RHP6d$f{sJyC!2I))!(0_vFlpeC~KW9 zVOBTQPp`HI%*9yc!ts&5lv-vtH@BM%yx=h@Ik{%1{ZuoRYy6j4Ups-YN6PjNQCIiR z20UbB1dsOxSTRWkNYnZjGk$CDu5MvOEEv7+Fu1v=TLr(!_V2WF@>1}DSrX+UIx+BG z{`2}J^#^+;1Mhn-9{}bJy7Pbm)mY9YGHS)f$E#+F1_B4^ zRO+ufK0?FB%}v7b0mTP+YOn|h=0ib(-VYwYEP+tVC4V!hVD7?& z)8(b0Fb2MQ)9Ga^!>6;onX#Ff20#)4v*eH`rurH}OY`Jl3#n{uY#`$@!&U$W3d{ks zE^1!>rvv5+EQFNn5Zc}+2S&(%j*c#p@Kvk*raWMY0s;a+%RjX>0elvilb0KVUx4Lh z(C8o?(_5!No;3t9zYWIEVZ@(x+%ac7SGV;2vGQtGFjG; z7NFT(U0uKwvtDS-&Cj0#EM8#I2RJjJ(t)5I7b16Rz_yF z>f;a~W>3gdwMcdQPlrD$A@@69Or^y?hq4qDZ<(~K>%AWzz!SjZ(*;~t{`^q{BxrxG zPEu0xqqQ$EJAsc?qFu9dwA=;m5{5;`4uS>n%Rmp5^q(lT61;pyly=3RkAf{VQ{~02 z^pTN~?qGaCsR{7^fedhvjeK-@DGV4fh%fG-lIIF|J0R$&XxF7DC7U*T3GPgo;A1|O z)+l*lLPruTUszUKY*&65%n}d(nwB)iZ*6TYJjDea0wd0muTXxzU*~d%r`H5h01n6BZMk08;?Cy6iiK3)kZEfI z0hLSMz(oXRF(BAquZvs2(B7W(vph8(7`&jg0H$5|@tXzq z;J$90=+yqGF$X&RD{H@1j(%+-=OjKbT$oDfe;~|aVms<3?Q?ak?42xaYb)A` zjJ{E5%`G6NG1~pRiG4?hW-Ad8FvMrRH`Hg%)-3-4g?cz-+=*}sf8{6F-MS@oVpMzk zfz*WEUF~{wcz8sl&QvZ&mwz{S)7lEG8c3depjkzNu39Aps0s4PmBo0`xkB?-5pHI; zCILEg84S36P1!%RW6Rqi*dTNb}n&4hM{S zn}fJAR0P}s`83*fJ?s4fj8EdgSpyPk_pby++RtAjh7}`7BHhk4>3L0d)guVth>2ZX zzR9QE&BtQW9Gy==Y&KB%oHt_n^p1};>(D|&5mCimcz`sz(8!4WSC&Zp8ljY3VSzs| z2=!-Q$Kf!FN_M!6xPL>XyC=&`t=TQm7pBtM;K3RQCG`%^9CzBgVE8No;>-iuqlJxU zIaSM0Acu>~yX9=&LSx+6Zg<+`qi*u@(>2H)9iuA9$N=1pWXHsIe!o^VpIVts1Q}iE`!}H0F23BtlFjwIDpRI% zn^1Gh@^;_%>zA3C%A`@GULv_N+Lh8w+EP=lABQB2DV{4?(P^M{1q15n3bYjf=)#fv zgPxQcgPFP2%Owob=q6_jJVc0_8w9BF{Tp$NdSOR4$*IN%x=gc0;^E(lk%fgV=6c@5 z>zGaTG&-`fwuj?}M8HBkJs~b90smG5N zQ}uE5ZV|99LK!Lu@L$wRKYtxi9zR=wn=FCyk&ZJo$`mJ5FUEm?4(|hpjE>z6lfbaD z!s4I#Yd=S+_Kj%Z6Ep!|v;7V{?CoZn61*qibkZQ-o*x1H+y?1q$9$^(C zsk8Dt$e^P~oQ_MXmat*%?Bej?vSc8#yjX!VHW~9Sl!{?|MJ6lb*CI%-)>&zCB1Ud# ziinBX?CP&o#p=rL;9zJO`6hU{iUv~s$sY;3!o7~u`*fq;4dkO_F63}r7@tDAAk?mt z_0d44{pHOhBY*BUZ&V9Dn=rUtp*!vXX{K1+s1w#wAcp#FXOSAMI!bFRtrq(iv+{$DyRR}f z?X!C+$Sgr6V6a5tLPM2d#K%f=ji5n)nWUcY@3nMhGvCxZD^#s(iNU^j!TJu-!6C;i z6P3`=*pFE+M;qu>M+?p;cQs~x;<#7=)0&z(UBilmveskNuyDDL$`eJ&95lV^XQx9_ z(ytTfuZ|^|1Y{Qr^;u~K)Qj%%jh=v;d88An@pB^8OMeIEQd;%>QtlQDC?gXeu$eQB!@g_R(+TWSO+P=ZhkN^SM6Ft<}{oP^IJH z1KZMK+UFVOcdapAyO$DCj7J%TuBUcao9nk3bhx-Lsf`El=wzUQHA&1bb6)bCgp3nw z@QW-*Z+E6DT@C5W*=tIf_v)nAnTEnXM8FwDze;}3ikI`x87XqtN1SJ(d^Kq{|m#` zmX&S9!m9EEDxZ^BZ`4WrT-``@;a$q;NX+3f&@&Gf)_Ic{J9Z{O_EX7wH{I?JL^ni8 zRyGFu(Xml*Tx?Ej@hlx9im&gLDaXvTX0uyD4b|mNU@~4!9CoQy{g@I@+d zrVL_1Bn5@RWjhB)rRMsxt7DVo6zRwduq(D-q;kgS-`tqXr2tir^*s{A@)J#Je0(9~ z>5EDr60Xzsx4SB577{_fGG_U&KH}ciC zKxA-glQVE(OLZn<9jZPg3zNdYO9g7x&>I^c-8Ia*#zt~Y76;#6f`S8PU0O&+OwP;k z0w@E6v%SK}QW{EJ7UM(xgub#vciO_K&$xvzTO3+RL6Wl|8OqYdu zbnV^V9F2EgfXGm~>74pQ_h{3r-|5}il2>Y42Sxg;XOt3#KhZzQoNl-=>%T-kLN3QHjH!^vElr+Y3QY2^RnE01NHp_mjT-c$Zqhm}uVu46n z(?M%%B?@6@rphAi@gxNPwHvzIB4+se#6S!P##ddS+?0B8d?p6%}CDor69`xIo)yr{2 zL)k03xlNypM^EeGo7*0{>fHr%LlB zA?ch@d-?Jw2k0pZikR+Kj~toA0h>>*T{Bvs1p(-rzdw2Dt1d|qa{pWkt}#azxj`BI z=|n*j`9y~1W-5NgKN_CSk#;XaAyGPl`@_ZXyd-o!A!U65ilM0pboZN9SVPXRtN;X1bStf2*ytnGD1!4%FXr7%z}dB#reGc zX~Ytdv5m^leD81BY>ht@4+V;>|2n!H>g3+tG8`t`n?28bPr@IxKes+A>z=8r=2p1$ z0tpU{NTgJIhE9FBgHrN-)cc-id4OM4tzh>}jYwh|9WQHbj5);h| zTO?59nUEneR9RW$K}7v>+m?$c-rif=(*C$OSV(YQx2Ow^%R6dc`2wvLMl+a%NH8#z z$qR1iio;&j2yl4?;NfSQYp9kM)qdVGrNz>!k0`sbjPv*KP|S;Ph&kI*0!X)?W#Xc< zU1VQHJr5<7EAEnlO{vt}NmuvaqLN7+Wyv!bpF^>kN54&CC>>8o06BPKh$XnLcS6mo z8x$rD46di^7mYILY40N#MG}CHvnX%cZUgG-DIxdv_;hIWRd^Lg>)i`=bu%u^8nZ&w zm~S_UB`T8kytcNWD#m_eO(AI@l`EG;%fJA@zLD(pk!VWF_}UZ3(d4;I>TQxvApFu z>r*2I*~A}feGqhlF#FBn!nnIJT3-CA@@!j^K}O}Gcp_byq@b1-&gsZDVVU^$PY=M*BqBbW=!(G}EQ%j4rY=d<){geF zQb12mnvTK0@2B9!2c%5`bc~(}=hg*8!_n`cEwPf1bJ zBXf5_NFprZ&!Q)Y^LX*xuySrbXXMz0{-?7^3a)DA~W;DxrwtE>fQL5?dd}#PCz`%>{ zb9apkTPin*EYo!gjV9&rFfiMDjdpOpzN16*2^FmKO~GFGoR8}?)H0IG2YQS;L94yF z+V+BiJUri2>8h`1?*XtIK(M#}x{bB25}nHuu@p53X@NamiXgvTLl#z;Z{Ac+LS zcy_2lKZ@A@_9C(4eX5uYas3tb*8_n_*wGUk5N(VPoKmgDq>O^bE0xP&Ft6nX#WkWT3HlR7W>fc2Ko@e_x3GG& zZX@R-*w{$sDu#G#;;;mzlib}`zV8qI07l%vBU4?yh?JZFriO@@;uWTY4Jgdt8k2O} z*+&)G|0pNX=oHxCI{CnE_NCz1q#Xnf_|J{FH#eq}j9o3XHo`7u6Th@a66mQGzHD}N zc7c}uPRq>CS9hb5E#l&W2c-zJJRZ;2*(WcQ9zw%J6+dq{25$}-S(QyPN^tS0H`tj~ z-QSoe9uB)bdX?=3*1ZZCE^+pFAetyHuIW&AER=Om(?*;ou;sJZB3zvqkF_@! z{Ee*H4Gt3%ybF|HqweO0h%%5sCG3eLQhFBfq~Oo0S=N3dyUw!N@gCftTiy*1K|I^Z zb@GNoZEaP?%q>*0uN#xID%K|k0aEz!M`s`&ALsqtHhsd;@yMOQ!6t&B;2?=oomHR4 zv4i6}U&XK@qYk`euN<7;o8ZsM$u%uM2NsT?q0w>kXI_j9Jx`$TbM912qbDa%?LF&+ z(`^nZpyjkq|LwS69pDp(Ng@=04ygXth*_JkeakO#gt9Uz`QNim>|?#6=P5Eeo@nh$ zq+I4j2@)Ox@iK#n9KF$9gQ%62z@yk7g~g^O>Iyn}Yn(Mag}dax%;UjVW-4am=si7VDpvF8{LW^r z$D>roV+x(WWaPe3$N##UA8Z$a3IU9duClW8hZsot+;gp-sV4Z~HJYz!fy#6%D`HEn zE4`#(nm>&NgomG9Eeehl#2g*bqGZrLe-0Irz_3ndy@*ImJkn6LQIHZ%+ON>n6_}P* z@1k@gS7UyeX&-^a-Xru&W66`|S5lIs$o;tnkarYmf85`W#`i{d$J3cvyPnHf%Cz?h_rHG9?H?J{j5K#YMiZyidYqk4C_5I- z)dh-@Ln`0Pl3)Mi;X@KhPA*vgQ!NpN_5N4LmCJTvTpTFUhWcsZ85|rQiYd$~ar|lt z$U0&+HeLrGzHn!0aa@C!Zb0FxQgs0^#8Ou_ljNDDZ&TdvG$G1St{KI}w0hbCE@TQb zZ3g3oaYL@JBy(~?Qn|#3(of=Ns>B~3fUS%{$k02F%`m>0s~YBfIPMj_z1_Fer5bXy zVG&<$Y|QG(2Xf38ZjeIu=S=>HFlzb1APkoh27o$6U~-m=A^MJFgQ~O>Z00~{_X}Vl z0JHQP84n+Dtu8K(E_y;ROlPsi^1-^*Yb2wF=jO)a+IcheB`e#=EKI9vlr(T{Ppia$ zWx+vqefbU09+$fug5ERRcz7;vA$od_mqq3)u(`5ZSg;yFdw2|2QUYlRpjr5>SO($(y0Hn_nFv>*2O!*%83{4d*tR7`qAGC@u9(Yg3o9*`q2ssH>Y zM!_Rn2zI{Md#=Zh0}Z6pGt(ME&HP4(XQvw-ebTK%%f%YBIyhxzW~k%47TV7^mk8S&r zAR{K$KCDQvNtMvVPeiO#l_vno!~jGEBPXn1)nS+ZDp|yZXJBB>B_=*#%M_2${K5VO zG_d#I%NDxR`2@gXF@+trb{TlTH`8O$|0W7Y#Pe;^s7gdu`t`e)Vc2nx*i_V@kOovh zGmSz0=*d!|M8T(6djFCPV&LIhsB(OJXlDO#Ny_K&IrUqM@Jq#x8q=6~7ZSnP;F2+P z(&(vjqYv=*_6-6CtpSy`e5-xL!cjRd8)OlDkg$&qh_kXzco}+sfXXKvoRjAy6Y(qE z>-RDf<)pt7)xtX^BtUuC@82of8md?W0~M|u5|Q*TH>KabTx{`ANSG&6=E{91Jvdyh znx#VHah*$aqMFNQmouC8y-?9G32hXOVE?2zPG z#30)B6lg^m-ZnR!+*WsrdfD8=6BCTZ6yl@h{TR@%UzU_KjdEBW^9&a3(qrXKFis*&lK zUSIbqc;BnVv#@k_jiqqV%WzsV_eA4LOOM85()@5J=T*^>R1%>n4Ey~zCh4P0M-Wxj!?t#(dbs(1|%m8ALT zM((il5{)E2W3iD6Qfc@aiXjdTIiS4!&S8$*$cWs}Z#0ENNZ;X*IS4gQ2Rnn8G6)sZ zhsRY}Ofq~VTil}=WU_&;bb}Qp!K|F|zbg&Av3QSb(t0 zKLGjft01!TrJvi@Qgg>wUZ8c)dIJGTv4`2`D5{OpMDdj{C*8Pb%Z(&lwm7(iph#hy_47&*;5LfJlp*jV&mO zn6Af=mNp#$FHZo&0s$?Dqr$@%9m5y&y@}hx!seLbcY0u)%Ig~ms>ursY>2-8$~>>_ zp?=Uk!cdxQJ|9>NTU%284h2OhmwOoS@XDK$IWLWjDL^dUBn6fK`?$;@9sc60J#bB1 z@iNQH$7K9r$Y`Bymap-OFD`*SXrgKIlqd&$!yOOA06^hX#0J8?Q)4G9&Q%p zQT+jRXHsn!_i%&y(W%iD6A6xh^K*K-5L157%{e)&t}b{l3w+|9gb6AzloD&q0VK__ z^Z|wHR*OIK-kxBQe@>>=*cNny1p$T1K$mEKVSTQuOgGeaRftnlV;S+6Y!Y;Pfl{iT z7IKDs+Hk8NWFR##9?MIYJy(rkYq!`lPgiewFCvY9BK1aGJkvsJyE20`3^&PaEJ22c zU$(pK1*ZSBrfNw@63g;tFEsU&Ayl^91?oLD8?j`7G6bUI#_#Uy(*kX^bji&2ft2Y6 z%-64ZyoeebrR08$WCITSl{Z;PFLi&KZF(9M_81w3go1j~&d$%D6{lq^wv|7f{U}-d z-r%GC9To|$xw+!wb7AI`l|Mc==f{A!D?V(JMi2yMOLEPj0E_Sb_IL%Z%%FF7ij^~< zio?&Z!VpR#LUDIbIS-}Lp`%0#s9oUQ>TB*MG1qWG*U)MmV~U3x}2nIa&+&v4w2 zbP5OpX~J$DzzYBga%H9DB{qMb7`i<6E^76@k8!lUlk~6l^<$#-3oA1YXL53;Dbp)2 zH8=cjY*+$aR%4!tmmDucOGXwFM)u98AYhbusM&jf@%hl|n<<#|!(d?-YVel9!>pG=AR8Rs-L@I9p)lzLKxj7^(B+lM3W&_E??OK8KJqwe9n_eI{>)tT|tPbfw80Iqp74q-}Ly`HdeNj zO0?dzH0@N>fj?qlW50S5R<8Z@jw6W0`4Tiz`;>I(KUhHN7_f28=+Dk7Y>f7$e~{uK z!oaMphw6W=bEvq`td7|Zz7X4J#3*T>}&Ld zfq-XVFV4;)qF}WY=`d~VYE)ZAo;iSma=EvKEUH|6eTs_cmo>BC&+P;{pu;K=0`yd8 z4bxtx*Y@={f`}|Kg9bFHyA6rTJ5Zb`DERzaavbaDtR%YFV7|3MeZz9y(w|k8evWZ0 zV9r+8fbqd*uvvjUNAx2T6P*^1t2p?~KMtoH-s^2G}tn?D-3 zfz1N7)(Aeu8q1rKdj4b~8RX`quhF>@OBlCyfH$_oC&ko)_b(X6~)rh<1tD++|csv$sa?! zvmH1E1&3XD1qE$3Ke7QCLOb)4dk8EczO#=J+^V3+q{jemIlb2VxrIkgVK2aX=r5U4F1Ih1cZs494V6SZ-sq>{-lCo zECy1bEB}M2w~VTC{o1}49U|RGN_R*JNH+%Eogzv|Nq0+^h%|yADU#CNl7dQ$NJ&b^ zJK6vH88099*kf;9TX&Va3uvzry%P}%Z8&XO7nXPNM z?BB%<`Utaf65rwZ()R5DRYkRARBdgCc^ri8CfxF2aC_Nu`~vtj(pnri!K!JCJEIGP6p=|RNM_px z_w1wy*~t_XpcaX!eJ=Zg+uz%X_u@iH9CeRFD(MTVbj0ocelQ`bsO;_q)(RmwjUpgH zT1gLQT7euPI}Z}l$+qyWXJvIzBo+dqs|UV0#Ss;z%HpW%oBtbu;3#Z(%N7hbs|Bk1 zdkhGN9}4$PyFt?bbOK@ajk}--rL9C;=~37Rw*D|WKeU_m9U_wO_SW;~U0sWty6`K- zJaWojAMeoLm973j4uN4US9P`1E?rM-Xci5a4ARK3{{O#7&-HrtlW5^DaMR8-zjbYi zDv-bR!s~cZT2CJda0-khK_~KbH)}OT9xzaPdV1h9($LU=f7j7T1>6&u88R|5Vq+fx z!D02+FS*R$>ycR!V>w96%U?eb#Zm{Ca?H1c7BDhDh6)rBU}a^MkdWZwdfmIyKRC$2&R%OjrDAOSj#1^mcd}P{@OMtk z*4Ea;!-I@04ZtZ3vB}BF4ioQ(1CUV84%aOm9DurT>0^vCFwobJ6wv5KKszc~q%R;R z7ayHHdwO+@ z5jZZm{0P5UNv~eLf@cC{*{4sR1_uV%pU(nf$^;M`$!wa*tovdAJxCrY5dncSJRca- ztZi*S8Bz+`!z+TH$y`|sYU+0Y^-#qu$4Yqj?s9#iC_WzF(a{ke5^P_tLM6ms$H&1= zG=YtQp-e^w!kaM$R*s~24ggbJoU*)_A2P1_Q=gU9&~OTzlzord7jxhH`ue_pee(Em zh5jd-fq{XIjg9f~abOhf{r3ZYFJOMTdwBSR`RA`c8-j$Gn3UTH1cu;Md7Bu3^}o%H z1nhP*Fff4g(F=X7tPHA1W$vdpdokqN)md&}JxOMn~UzhUV}yr@fq7jFi)m znN8W;HU+JdxAy#~Owyfmxfjp<*0UOr)}`x2J}d#1YI%7%ypkbdB6v1#FwRX*CUg3u z(!YQFKpJ1}DM(;7T7*piLk55tn70Na{GA;gptxn=;Ta|U0pklCr}$!yU=R^gQBYL5 zq^6`8*E^X%dGh2H_5~1^K+=E9JreY*iJ4e3KX2|35#vzK??&R9E#WO>s!2bfW@Gak z1`=pCxH-T_vK`5!5OUB9HDzLCwAx$l2E8xJS8$1fV)Mpv81fi@8F6#hNKS^20}GP> z`4PxO?crtv*_5Qj#F8(A-CbQnSrR|S#t7O#^a(5;efV1Tq5SZF`GM~O(n#cV;G%r~ z{29iN$vC=qg<9P6h9%a}&;T0Y+PXT&Z{^g2NdG%6hucO+9btOH>`+lr0VyP)*|eS1 zY2rW}%M9)z1RzyFWXn8U;lRkk0?s>t^%%;?EW?7kQJw}xgRRvS7A1J!K&I>F;&KLn zwPO1J9g?^j;}fK&u<1T4BBZ@UB2Ni#Y*3f_x( zXIMjhy^^xBzJUSE%1U;{TVR@ue*GHABe_jYO@L$)#Q5*QLrw_E$i9Jmwz85}P*9MJ zj0^=OxTK!$B1)D(d0pHy%Dd zs2ZdKyz4f$K4vUk1bcvs1ssGid3jH56bVIql3#prM7{D2jny<8T{Q{q=wMnmk@%VcUOY9J=Ld*$<^pHk*6gP#lkAX?5cs3v;o%tdSuQ`Jb#rrj_UsvA zetsU@3I2Pr zpTp}Moe%8_O_|uSF>rJE)mUI?P|O@0#DOeVMYxr4SCN>61l*`sXPZ15HlaWvg9V;f zTwD)Y_Pq~NzxtD4F}+)8f?G2ze|wbnc96riUYo3w*^i@g8JKlPVRKKzmm3|$gNu1n z*TY%^0|SsgicB=rgHVw4zv0z>IPuAz((s9}?AszybDbZ_&UuG&*DPb}_vva_>; zCzsp*DST^bX=xI_K?lNi*to$9u7Sa=7+XmoD{W3U$+tPB8oyKGN*T~97N51S1 zHCW_8q$wwlaNW2_4Oq;&tt&$deT#I%31 zJse8-t~h!B;$m?#dcjXNjT`yL#CUvs0Q1B8?8wM^_uCUivfA2PFX#nHJa!mF$oKc3 zXoAVx$)%&-IX*$!M?5HKcLig4Wvofq)m7wWN2x9dD}BW8-Q)G-t^Txk!k3qyn;ZCd zj(%Ksex9b;o6I2mTLpw(vD9OqOWTePT_Jw88LrO;kChim5=%ZPT;?nnT9lLm;_wED ze5vs95jo&Jf)lnJzu)7}*WASad>9~L%(t|(1arzCQM7n~ZctKU=K#WhM9%@dR@?tYFdHqMlc`)PEz9Ze$vBImH%D?1qyR28OoIb+TnEHS|MSLZm>Z208`Jug0p zVs}i`-XK#@$jO;?V;eO`g`gIfFx(XOfwfcc9yDT)wg>y#7W|=7wzB{p_dkEyI*?_< z^Bhe@?NwTe!IBUxgO7=z4zX^0Tr=Og>13>n%+jhLo;uU8ek8 zv-b@q;_U1Uaqr$e%6oQgFXAF2t3G`aFrO-~W?*6Y2A40mzo27a#F6vm)yURgD311^ zv$K;wFp@G)OpvZHK`y%II6_;^%nbSFU%vv(+g8l`6A52egwP!AAN=F^J+w4WCG40d zi&688#R&{7m>jR}-{J#oeiGYxd6!0UizUeR?{kP}rH;#t0%K)A>VN zp`2`GBhwf0GY<`$8);=3+0d|{Aji)ag20SjQhGR_LQ)Vumr>7uw5>?XAPWikeCFZ0 zjYrcqlkUG8f(5eFRh*AFI9=z*g@f7Oa*)oBc{T!4IKcFej{D0Wg_Em+Kq%nF9EeSE z@3c*qU1%n!m_LmKCwgi4p(}SO?PgxB8^?>ej`2cr0d%x?(~zr7p!X8F+PfqNeMFmtYc{x$>2XjLq}(4Wd-JM zE?i^*TlegEfh@*6y}rJFW=4;in)(!ZIuW?1u(^N+Sjc`dVu}$MlH(9tgx#h}y=W{c zDWRmKtg5O4a3cvnlkqLHm5joIf{e5u-0-3FrlzLA6}bURI?Tjtf25W469)hy0$6@e zw6r)MpML-T9sV1qEM09P;Y_Gyi(hCdht0^ZA4{I%^-cNDbTPHL?q_I9`(3n+7edv; zLGk?3!*xAqZM3wVFW>E1CElARvAn!W&nl_s!NGiv^P`RYGjydDrf?8gSuJivdHqu< zIWletn$d$Q@I7KLue`W^kKax1w-Xc7?_znYnpgJr3j*+)HN-D#ywAWez;q3xgRs-8*13SN01S>mrLnTJ1B#8E zt?e2d?TNKKStogA)YdwV{{4^?laaU;P}!^C1+4^>lJ+=+uS z!25@MiZ)h@e~k|}LW5!fKv1lyI3wNtgG#^#A*Drp=MHeFj%l)l@o;hV8VK_h^Y6)u zLWrC9y(!|}aT5-%o1G}zNvoqIwI4y!Y?l(}=oQ z0rYii6+k>w09uC44Zt(yA)mE%bVe!!)JuMIkSZ(p!wvj#I`0y^X81dBuZHMQ?B#E@ zci09#?=PNv?9e2qpfTU^bKgP%*53ld)F&35GMVGQKOawQ0YLei{F4xVuQ9f$nu2*6NQX=*P&Czi9ANR1~t<65iNF@6Yx_1(MIsS3ue0nVC<=%`=s)to|>mn zMx07f+}bsdp^f{XnOhKI(hOBj$a*EHD?h$IEv2JJk`f6geLJFJC31^H!QHB&F!X^h z>U@b6cq42_I%zr@;^&wXx4tftvnA}I4Xsf_DrYw5~y{thYW zh4Hs?X~pnQx+J&bbpJ$@M`%Vdv0Sm7!HTKZ9!<-lhHHjs}~W*;A~V< zB@+4<8oI~z%JBRE|oeJcyC&jZQ6+K029hN4k5$o%_hh6dX7scGElUhr4 zBnW{|>;wD;luIKO&@EIB*-n&I!{4=OMcHl>=H zxeNWA8!IIX;s40QxXa?Ir3DurDAFkF-0K@)cYJS0LGgyrFJ|^>7fdxEIk7DuGt$%Z zJqI;;{@Cc6ijoonV5?-<-A{CNueCA+f6sX7m<35^XUP9QEkI)i?xtfJBpa^se*XLk z@Tk?zP4BbArw~5Fm_tZE3>yMWP>6Y9D!&jNwB_jkeldXPq@$M>aa|cCV`atsW4pH( zpF~u<>3bE&F3+Zu-hWEm7e^mC zEI38nme=4^HRpR@bSoWa_SgnX!jq6NCr_ii$xO17X^e_e_{B|(YG`Q4!cw%<8Ga1; zJl%?$xWyprnvFF!Tfjp}Ma3r7CL(@kKmqS*`|ncxgEau`YH4Y~MH?b&b8Bl7Dykn% z9*+M0*WkG1(XY0G%-br?I;-suWu=^#wt;TNva$rkAu%{U*CQTNf&!f-+8t{)R#FP+ zT!tMBw79q_h2tq9?;nm;=C&D&h~2%5^7Lun;EFHFF$nv{s*T$v%VpAg(;m)0X? z!%@+Lt7t7GoeZ zQeB5s!fUs#(u18*K}^i=tMgN3HO>kY!E*}k-26*`<=>#@A#DS=XvntQ4hRfv2aMJs z_AO#!IfY5#T&+@RMkc0&@4E4DI3YobPU+Dj9kvC`w!uMF1%A*aMl{0t?1!LL&8tyxbdr)FSzuhs4#rpX( zq=0i}$MP|}julj}b;>`!cdWbzMOQE_PIG}%6hz_mNFE-C>%kJZ&X;T-|^MSx^8tCo9{8HQ;6D55u~YeiI_trzA@cKC zkkg2@vhWc#@sfLSMO@82pQ|B%O*W2|2^K4xR4;;9Y&q3iGFb%wHZ5nXH@1|(*T_$J zBxzox66M2U){FbId9dus@*hm){-{iKdUmNI76N=G^8*_>1(*BS2u;m9B8c0!^$c7L z#l;u@axZ=+rHrcN4UC`KSnatzGrQ+M-v}wmdMm%BB`4QkN8e}L`?31_`$oc&h+t+n zG=QvO`^WC?Vo!A(?aI0)0^SM;z0(Co`Y`?cLZ{7F6uNqr$L{`JYY(2OLNPG#;X6B7 z+_N0Y)bH`O>Lka&D@T0hVPq_r>7Rysp}R#L9e@k%fbuRp9i!j>1&CDvH8rjr^xo?g zuLA>-0w9T`W%dS;w3tJ1s4{|GFiwr3~L@DeXb+Q!bKRoc!L_~9yiCV5tz{)I1J3E`#`Skn-bPCX! ze8s+zo^(E7k(ro)ANk<7v@tb0dg!Bf$*78ouGd^BrgS%{?46>KGM$+4o^w>6P%O?5%0FaRca2MxKBjAh+3AB$xAH?5jSka z?@_XM5}!>a$F7{vNM?QBs}b}S@pKidLqR!-2;0#5a7`cj$vB<4cE_Ao7 zA$l{?nq6iqRiAjhorV|yC&rJ zeSLjH`M=;$-*<(I0la%Wf+3BA-6h%A9p4@U3f*qDnyHf)n(Y8KF;|f@8)79W3ift) zQ;Rs6y*%wjN(qRIdkm){lBc&f73nso0=}F)9wlbp_~}_nLbBEGQCpXn&#s5x7YW?I zAJghDpW45|rx?eNSox*(hwrW;zm5*c%LZGAHr!pnl`uT(9=xoOhtkf<%F0U@mlCxR zD8ZnAEmqI}X_~8>k_hDh#Mg-l$h}(VNlZVi1jyo~2C91Z6D17wb-<(0S~Qm)!U>kFuW>+0xS!5jh_ zOz~^Xyr>&>g4XvOmArAc2RcioIPdTP|3(G1_vMw9Zg$FhOiVY_TLe_PmDf1Dq?|hY z;4aF}$oLBiSj$iD>gwuFmpZ~6gXe`<4ulc}kjaG34=liG7-?v1j8ZOxwDHyIAgq@L zB5RYn`st)J44~7!nEUlLSD-T-Wv0%NwuxOqkdT%Z__GdS=Fsz~9;~qTO#f8`F!wAV z?uE;+1-T7$xqvhfRIgy>Rezs{SvlB{`mBtJ6%z#=w5nECQpUa`HBX`Q6x1wX!Bk|B z9LOcUeJkdDv<3G*dHL>A-3lH3F5&+vLDV&%oL&xgsN&)im_<;P_^q>f{{|ofHET=q z8^+HM4qoX;W%OLPOLg;QG3py2*%nQ9ms8FC_t56I3Jx|lUm$9AMGyeGcS_?kB%z?C z13qMQih#RQT=sv}Oz?sJ$hz-_9gvhX0qmO+4ouGb_r0Je0+iQb&ueyB#eNeV;_R-_ z8w;|*h6eD)J0*k)y)mcqC0aB7+5D)-nqgqvU zbz%;a0al(@Zm0@o5NrE})0Z1aF3)TDr|v3)1LXX-YI2g3Ct(Nwz=c{_Wlkw*fj~FI zxlJM2$`C8zz6I?>7@u9=!om5tRRYoqm^QK70j-^is@|&F zWEY-aw_V=!i|1H9P<~uoT;NL<=`0da^v6(kv-w0t4OLmHVY%)>98iUI0W%n60!FVs z9~>M^oQ^Kn!{z_W7jb)#jolRYGf?Ate^guFI_GlyUi0DYTfFPAkJeJy0OI!4vtbnS$)(O+a#f8`5pY{@F7?X-1ihfF2GrEZ;;iBEC z(q5x4eY>88Tr047-BpM&>xQRkg_8=>aQnJkTwL2wVuf;}Lq7nPfQU3{@qd!Ew>de0 zpt)aVdJL-;l5{YkwUqjytq~L^z5Q~^fsEdbS}cA#KgIW%kpXKY#X< zq4N8==bCF5vfXu7{fQ8Arocf|TnsH!p4r(|7Jgu51!4GG%2>KCe1oJkx`^udq@d6PMB??zz1wn(QX3sqfcXy#H)jI-Ci&BJw2+vpTU8s)p zl?R)^7KowLzS003Cm@x8*SiPADEH`=mMf?zLGoq1&e0T>D8tC`;NZdDo-@2+fLz0Q zv*(E@C@lQ;n&Q*91yg1QYGl7fv*uN4sGLA}8R zj6hn-l6a#2;VVZ$<^x~IAK!->fq#BXj2giGpxcwdXZu1Jr;i_T=wLa(%Yp7#kei0@ z#F~DgZ)^-okahTM$JrV-U{;vXf!gqs?PS3Jy|U~D|L_!&$w_=d!jw0!05J#gIx}pj zJKrWJA#TVAZ4jJ2&^Ih2gE9ajF__7aDhEMCe0)5-BLJeUW#<9q+GTYB*4p6UU{U}Q zT&({?>_Ex|KHKZK{7dO8FRz<^b+falfPwz_uUyZd)qkQjiZ>+TR8$mX z^Pz?XKhUMluoN6#WWWf_%mi_p$4-0&F5&+TRGf71?k_CR4gRI}%ZRcjXQrcrm>ufA zf8ag~`wO(X*$RP}3-nnfiHRD}BMLTM$ZXoe8nE$b`;OJw_MP&raIoOJqd&j_t#LH% z{JZ?`nd@I18a&{S4pZ7||KDcN-x&^QLIk+3Uh((mGhpHMju!%C3;|V<7q~=3lV8z> zfj<*^>xr(S66VHKel64gRHaXU{Q`EVv@|b&P$@@$en;P6aD%AY!}j}Pv9xhXEb95& zIi{_752*?Y;i7y;REA3pe>s3LGJq~Z1E4!ObV^EXKQlwr&4I)575}a9T?uMRO1K1- z85XaV0>K#uTn$YzIDa;l4{RZ0YFJnN87uGme=0;Kkhper=RTsoBd*j@45jC>7Kx#u z__xtQ&v&;dIJut1f!bIasmTMSZTrVBLaG1lWiLTF9f}58mT2aON;Ins4`^Qg1{6j} zsI&p)TcP#^THo{O4zYJ)WX6q%whTd5eQv2BI(EGOBu`dAF`*L9`4EXmn^PdS&nhPT z!fc8iAhZFw^dnhitI_Ea-eFMrS{!E@%6ho{7=H>=|7J}iy?9}?VWz1$emd|-i&!D9 zCz&lGHY^YL#lhi<+otuk{{Ar(CvPp%qF`5RU5@^A_Va3K*x!}Q8Lug4FrBw)E_ z2r8+_T%G}S1Q(apLI0CMWI1;#_v&G*<3ce=h25lE;HpEc460T)0+LYmd{963=et_j zT3-95zo8c(LI4~nSJrN3SC?2`2HDjWjAZ|5m_Z_4f<{?SgsRS{7{|bl&Cj2l-7pDT z9gzDA9Q(HlO9$th^YfyfjK*R3e_z?b_hb))3QUi%>ovg}D{X#g!d zlxX1KMBDtfvZcT48K2m3_U~i`kCpvu!=isg;ru4&9e@Oi>PD>pNuNZj{!^^iam&a& zspAG&@XQa(e!`G&lz^58AIl)us~p-nO`61v)OLAJE}HmDU7nFC(A-{|*(qqUB?C0O ziAlM60L~^vr{_jRg{_^B=Zmk;SrHA~xjy|Lt9h!8>id@8SZ5nHO_F2WMnd;+6X+ z;6w+4fX!(z2vt`z##unL{(Bg5$^loG=GLLpWyPCA zC-!qR^A41WR|ol?Q}%~Jw(Nf2U}w!!kmfetNATkO9s>QY`!>TY{?rhBO9@H@=vHi2 zBRVku-=f#j0_K*Qn%%Ar@h6+5ed~L60rB|7C5htf(O{8&|M295fXmRu5UQgYf+vTO zHmRT+ErHTGITZ{Z5wnxw10ShyTui+1_so&u#X>GFpnVStHn&36)lF1XzbpLmWqJmK z1T_FY+xn9ZcS#>>5xcr2WW~OwGPhCKFXrs%fDNxs4tuc4!)}4*!GoVN{aqCpOimwk z0OoDYwD|2~J_;7rh=bH5B{}-}5&eUfaUR!Y)VlF!qE$7ZSZ8E1Hvc~sM&I!2zM_J>Ge$vylc8K< ziaY}&)cl`JPMKQ-6|??qjy^w5NJOT=6BUh!`Gwop&t{J`n0bfLeAsMN<HyhcobNtK@u({Akt__4ey4IHM3wM4P>FE0b(sco%l8U!kVXE$Y2&1vG;&Mx3Gs zJw&Fw4F`VP)%2euns%dw$o$;l@NCn+kIXCj{X6Yo==rTZ-+mRE9%BTz7k|H%O*=xE#A zChVsXY^JjUdIlQyF&g;=U7~!T%JlF^R4jCzB)IFeMV`t9g!h;jURzxEzab&0u5MuF z6%=%skD1gG_Z@f#_xpvZ@fmVw=e|BfK)ndeSlRH(XJmDc?y6f7e9~?+ZSH7vOP8P; z9|t65d3pV-q@8GkbJv#nX0YzsjQ+0ub3=VWK%R+@&&e6s)jmE>Yq&kJXaPU!2q+@Y z{viQakr%ua0PhbVuvpi~lzc2-6*xV<4u>WLJ77 z1CYCVEr%&D&UwhutE*?K(cTJ4O9!HADv)w_^(TSLWAj^QXa1HnFOTW+AlX<`K>@1x zkFGaGj}y{az0yhmrN?Rf)Y%zGkIc--=-xuQ?&n8eCqq(5Y8|AdAm?vx)kVFyF%Y+q zaS!lGppeE1hQ0FgzCn$Y(Vg#ga8)^0CZq+~pKEQSxvWa2{%8B_PXcLUQdYV&{2|v9 zKd6E+puyH$BU0P>@$T`Oj8QidEiLzTiINJ{MjtN#sT&)8-r)sA!A44V7a;mG-#fZc z-@E~$U&7s=NWd1+<>8*tUK@dIv17dLYz>yX`|`|KmL!ksrJHEOcX6>=dy-nm@Gm|o zCa#xWe>OorRb#Kc@v`oPyt~jn!7Asw&9rFsuZTEwUCNVyIl84!P9Co{0RFL9>dqYL z-TjV#o7SW3``c8)9;X6=tUP9Ns1_D-JL6wj-JVWQE2$A*@yg2~+CJ(dL=~6o%8>jS;q&fOaZi&J6`F`Qo z@}D_K*VkXfhu($yx+dyt)$cHP9oAi2$eD6P=zfuMj|q z8B&X(9i?9U9hSmz3Uav|6N#(Q!L;sUF=A@t;zN*FevV6fOEuqG5k{@ZFi1w&tQ&2kE&U27N#PLJ_PyhnR-7(3_YaH@+v9 zM2xEdr*h{4`_5AiR`7G1<(F}3X;nJW`wz}FrHj8gU-$-O@;_t2=j&^buCIS^y?3{c zPlOzJmXmB%N%Q-whrE%mzYE(wio|{CCT~V}brRgVIx7G^bcH-hA)L-IZM~=5+=%*c zc3Kveg7+3v>{qFVbwDL6I#-YftcQfROVjuSngzOPGjd!wE_GK;{$<81$lF7HH~u3o z-go^^u)%P0sw5D z-dM<&Cn|R56u_kmE%BhRaOsyaxVF}qQQ_W|n|q@(qreZisl_2m%mu-2egoOie2p69|MNJrv!9>rMn!?M=&cYkRotESdS@Rhv4A?qu@6Mo zZ<6B|B^`Au_61rQnU~v90#5-TqpS>P+LVz0T;Z+cWHU?6C}`Chm`#hgb6-oMq@*57 zdVZIcHlQ_m()z%`VR2CkJSF)>;quW4v+FC30$S*`0K7gXc~9?0u~NJ1$2(3ggbUus zy8*$$5&BBG@gE~F0ma;yNX98;#Yh&9M8|^{O_uNB_|dReQbC9GHl>rPURZlHnHhQI z2OnP__$_2cedGBUAk7TM0Hp_~Q6%VS>KE5F395Qz#&6-4-{0Awm2}$4`jaV#_N<$? zvW{o+y6pD{Uz}iI>N)aswDNO3%n8lQTm0Q~X(L|dcC81qJg#p@+0anf znIjq#dh-Su&t8L&Mv~h&=X~-*d@5=BvA7$yY0KhHD;lmP(Vfal{g<;ldvUb82eRMF zGuwuTP-$%V+UKa_Xq=xq+)B)f{UUxf`p3@ij{X$*+8$;1EOplV8P|v@nb2fO_U^5K z5%&0RWIb9f7Po2G8;V$(&|nlO<^ExHYWrlnxQFe=G}7OmulSQsax)su{GE~NrIl(& zA0{p?lf(nA*8(*$G+ZV+NA~n$RB#2aTd2pJnEkYO#O2Q&Q|zSnFt;QsnK(To_0P%k zAG`ZZExxivkC1oPej3$0z012G?7|p^(+>1Ck3q;4HWHh*fXt8Fyo#X)<%RQVR9nO&4MJhZj_;H}qL{l66VvOk zEsA936Nbm%-L$3OdnYo}Q$YHF0_#-MS6O>@Ac@+ugKstj3poV~JE(-c+-S*~NdoOwgoC+&9Yi90~-vvd-tVZROiPa&y}qS0{@29LR;9m(Z;9k*L1l{^TS2a+~s# zzvM)NK+>E3g_QKZ;u3!Ui}r=Q!fquM{@h%gPF{NYm@nc)M4h}iM8sXL+XMIPyLfRx zwamA^uJ+k!5n*ZG9{KG2KLM)Rt&N!k3bEAdmovQRW-k`FjZd#HI$bxq zAU`tmo&S@qfNCnQvT{dnNVtG(IDeBn-&-NRZ{>VHYWXya_=_I#8P@Sj`Z@JxN{)Wi zYu7X2PfZ<4<%-E;uzcF@>BT>V8P^Ll8$L`=kJrmfO$FOuR{=dgxBa8Z@IqecAR;E) zR9lNvD3wAmib5pb+1b3KgB%0H=E~E*_64C_#1 z8@$sf#MAc z9-CaR@W%7Uq&nhFg=ol*>ACVro9C-Nk9VS-h@sb17hI6&M;u(d`tU3(xvRdB|LT zv-R2W3v@FhIb4(T1gp0=w?vw0v&3=K5cIg z+T5QFdY`d<&xo^Wm(D%p6jER8!rd?99@_@O)^@TKgNUfB3kVbtYz|Xib!~2bBNtEi zce=jvyr`dS_-#83ojSqDS934+&eFLdalxyX;(jrQu6=!Quxb{$Ojie)<3o2MN7EMh zCkp7n7-hdx-zw=T{ z6E>CILpe2I-f_%b3Ox&}FeM;k!53pnbXBz{>B$HikM#d9mZ3MJe{XHE0YBNesUOp$YgH_}W2NTm5 zBS#qZYnoTD;!}a@RBjA@Rwm=|<6b=AVDL6;5<(O-T^9QHb)@tQ?wZe{>&nW~^72w% z`};q&$PpA27nj1&Mq8Jb6>EB0uPR7W$)uH3X_AsOY&2W+F?uQlj280iLvGf6(bwjoRaO1j)VnjV(t9AQgJe$ibPV0!bYWckv)`o!snq!zZKhbS|0m)v z3AUplj#euQMhzONCWUz#c@Anav^2TdZksNHl0H{4A*fcice%=lZ^?YrQ`fSfOsIL< zDV%$a6Ne!z%e|E*Qy941lA>Pnh@MeDS+2EL>yP-n{Vn z^XYwBXc41Vi^HMQHbegKEdw3m>C=w<1cJLEE7hGHz)g&>_qoJYR(=!?osep3q=r65 z-%3t7Wf>S)zIgR#Gp*30%9oBI&-3$6oMe0k$WAN0k1I;u|BK=O>H{%ndir9QEe|_B zt@r9Ooew3BrhT49HazM9Cu_vDYo+rCG{r@3?qbdGY}_E-!7w!TMbv-rM;#=DO4u9S zIL3^V!)YXPiZQ|O1w*ozB$;fIP*vzWTBpuOiOIml1R|gdm zl3_f2ID!F+k@0bIL6sb=!UEK=CvXRy)m$7-jB66RC)nVuY<;kdMoa=W199=Tm6XZF zUgoW0DIeccHiX0Tv7A7uw(96x8{f#{Q!?)~x&}f>&Ewn~Yd2Y(&e7A;F@yv8&Ci4i zGRWLUz*gv>xcz&$vorjs;m|ydpI=^D6s0)%`}ZK9^1q5~bOWKnPZ2nI{0UT*&DS-| zSMvHkCVBid8z4p~DF+6lfHJ$Z`^_83MO~iXV#Ij*gETCxBa$mIiGYO3z)r^AwCdL9 z(=(U*XVYaC$;_YFBcp-IUGE&c`MSx&a;`BWd8cfe_cyg68d6ikI_^rM9QqFyGB z%L|IpY|9>;tNer%G#;MAzqj@E12wIzL@M@%)IOTx85;wQ;QSb{Qy>Qa*)Zi)boz-F zr1eL)Ra198Lc^9fbz`Vld{jQ!WJ)cs09OPQ3)??BdojGc03>s`-r@L9BlKlT)Ym7O zqMeuiXEjoURVC(o7Jsw7kKbdggZLT9petx_Ra*q*Hwtx z)0Q4o9pjTi&ErJ>+pKGbs} zAZWzfvi*Stqm~_8s+(JO8wJI6GYqKieqWrvzOXO(^NVdTb?;wm3{Id&Y8n~80Ge7Z zVtnG%z{The7*$qKI5^ZYx?Z>53Z7bu(wlf=-HE>IX*ZYgHuq%ezeHGO?-?L{s+UJA ziL_yh8XAV=9WsjZmAIN()cunI65bdo4YkLQt*kJq@?2a_Y(8C{n_G0Oa!?52P*SD~ zh!IS>DGnP~uVElOiv$I<<< z`^I}S75jwogM*c~A$1NwFhR%rojTs~5`&1D?!JLp#)&QD>aTnw)wJM_J}aP>$w~*Q zg0b4N-8@BU=?i*A7yf&Kkd?c-YQna#E+{SL_(YU1Ll6WEylAxus@mGVA>#Uk;~fH` zPHRz~h^VNDst<1{TKvh>!3Tb^r&6eq?x>$4kt8$MHhjCGp<@on5h33w<1jQQmbFPq zkDfZrR2JWHQ&-RQ(?{Jx?nRq33YmYAknnRL@+X; zE8JeYIhC&qrilmw znN&rLP36%5w%Jv%wHZu60xgr$#VKxj7*T5$k^bXral6INj=U*eW&RC~`drVL_d1!=oIwjds=b`t)xm(tB}3c7y01c&Ua!!hcXNMHfKCjh1ZtEa-nYh z?mnDoJ6zu?AyNrpP!TSQt#trNS(_mrae*wTXMS1 zi2tX)K1|Ma)_sMbAUW5FTVw#O1BrvWL$en$@Rn5#3~~pHi2=RBw9j1i8TuCme3WZR zGd2cF;BEscDdg!j??hWqFyl~#^}LQQA!#bDl&8|4`BtN3oFu`wuqtCf37uT$?#n55 zcB6UhET6f7w=Ew3iVwODJZSm)jENaY7{TaRI0JKYxy7to1b=?_WTT9K;PH>p<_zcV71a=!Rc6iMhIQcpFq2-8UW0D#Trf^Vs`{_~lTON8bQpmgv7-skM;~ zcFQZ7BZR+KhIUi7q~d5+x8(W$K2ubTxuJ^PpTA3>YEMc_(-kZ)dxB*TWFyGMm<6`g z&vv3@WOS_Hd3apm=<1Qj-jUWJrFkHi#$Bj+uBIl^pQ^IW5t;oVn-&KL6`g1+G{mR5 z!gOu)XBBikXUHqyNY>){SgpbSy|z0TqkD5%S~{Iqnr?Bh6UYi3j;!9^OZ_U2j!G)2 zBZQgRb}fHUW|-KbMSkyFk9B(K1X|v5cJEmm&Fq!QS4h840*U+!Pq2AmV662m&$iqWCv@yV?e@U0fofWL)@D zd3X}0O7e8`K7Q_fow&69aH^z-hw-^VaJB^j!O1B_1&{c%>0ZASbTmE> z?h4aeD2B7Q+EEzp=8N9mUlZ;lJ3Hd~ph02uDJTeZkSs+ab<#cM zT5Kw5@Fue)g|C>X2|F%Mq10PuDB!{fZCws_p*`$%8ZX{$>m8Goz>+e91c4&y)Nr3u z3vaAz?_sZlumHqLX{X{5XV;?31&1SVVwwn&v{si@oybUQ1SCV_-PkroJ{T@jh01cb0!f)f#{D z80};+5LwXuqu=20Ta_Zs1;1xbGwFOAP@tkQsVldi?9<|pu<6Um5S&=}cdSbxP;&1n zPON@|#$e;=$kwdE{!#=cntf;3Ojh1wTDP672Pw|YUiPa41@S&py^8tU{C$!BR%OO))deM{seW6SgJ4Sfoj zw67@3*Z1g!*{dULnSF4a?xk~D!&NoaP zt!D4iR|mpCXqQ?TO>`81tz|{4(RE|ba$C&v#Obqhes$$nva2pE!Dp%Mvf|>C zF%)M{=#DCPhA7a`2N6c~IpgoO{rr@dI_4Ta4P=`RUegffogHbbrm^3;wfeW5y3(!G zplSM~=~XxOw)>ZGU-h&v$!t?U8`v3SuIF}tIHHgJXbUVclXg3=y&C`erNPDNYifKX z_Bkh)b~Ncm>-FK@YzS7#Gu_~|`>!+t_m5&*pu)^{F3wpVZa` z;^~Yw&`y6w&cvz4rI$l_?@4TIi7wCfpv&=#sp5o<8TEhb`Lzy_d)bb2CD1JSaW?bS zpwGF^YpNnjVI2wYk`~{od_{JC4KCvn_{+vkCBT`!IRBOHPh6aEH-EwV>Pv=*x_^VF zit(4?wv)87Q@@(<+nNvG!k?Q8K-ySUC7~&|83x2-$%{Fyo%w;z6_ji9VM;Xn_Mj8a zss5yrrV6^ii*=8?2{VI=&4>gPx2HmM#-x)t}8y6eBvFuG3j;nd9 z{5I8P_0M>>S-sRki-_pc&QE#oZ#|ze%hXzbrx*txopASGa9zj$$Jkp&RTZ}Hz8D|~ z2nZsfAl)I|C?Flu(jX<>T_WAm4JzFrEv0lLDcvDm(sgd$_kZ?>Jp;_yM)O*gr4tg zk??51F4!I>72dRqL97C=YF6T6hnO!XEN|lw#2MHhTaiAEn`Sw(;;!5`uk2SyY z^07Z>#d_=#=evTiZjU7`EJmX!kSvIr=`Z(u?#43Bq;`3N94gR3j_u?L(U zIkGfwi`4N?Xzl-EUhQjZ=c}>8pK#oITcDB`gkAZIJOIP2C~c{o=D~w2aY77?E82yn z_B_+ksFC#w{eZip)g_)%BcD2j{S!p?d+VY(C;UA``S=BYcM)QKIX_WlP|r2&85zpT z_wsT$DZa~Yk)$A*%9{h*gTqE{G*#u2hlg@B<>XJ$04oiCo7^T}2Sdc&Wf|RS%e;}i zrcSqize-Ew$+qcP9%Fq4IPjP5c)9O-Z$*5QcvZ7x3fkNSFLn7a6%#_F;$yP1?k<(F zrGp)naZY#qpPQAQoYeu&oQEhV@|9+UDFaQH-&hRZI_-+yAjU8xzcxPEU+Vt#+WX)@ zA)d*sGKnc2UXvG4RLVap96?cwI7yuvh+JtLk@QlSLEHRs>QegZD4lY7_AkWRH>k06 z@tz2Bi<9+g-XOe{5|n$mE^+$l8_UnO3jdR2&XGci7XR~=K_dR4)qvH$o@CBK^|ofe z3e&dlhLgUFGj-g~Z>3%vn{*XvOxNe7i)?N7bVVbnAw^qnC;H`PF&Xvhp8s>+;g671 z#*98(tM%YLH#`|D8n%t^O)+84;^~5BHxYjYT4W+i*$1p5^{%W=%~;wuYyCh*!KVCO zmLYI4Np*61W0j43m^5r^(KlHMCh1ueiL7?(k4v;|jtg!2@4ui9Y!A!RnVY|KvYzk7 zw_T&O(ni97fCM}PXZf!b$~z)9?fTK5b@r!@Phb)CTQ%K!|2%reD?0dXYucnf;j@}} za@-R-Ji#=jyw1N(MJT3`Evq>4^)SY1hM za6<~tk76@2U{-=UjIcl1e!9OsO!CV3QF$*`ZQ5y<^`=!*Ks~ix zQ@J?laf!DNB`$fDC5|&I5W>4+~sD5h#a*0wd+$g@9 z69&Qm?O1%KoSZ(p7%r!J^awoKvM5^oZLWBZHg7K*4Zr!14mMGLAeI6?@m!?XuTMy* z7Gk2`b?-E|DSr7_MZp%c`6o|FqHc4+yP?6;FG#td;?d$`iUd|MDMd`&_9~0jGKAPb z?=D{t5|WxayG>j&QE;Y9ORK5FCP*@%6X4@ZI_g;M%TQ;(nzo&9M)VmlP(s5p{KM$u zcjHS_pp*XS`Fo9ToQ=MI!0G?>$$1wju}y;btfnD$ z-{49J=POMP6zPA<{H6qs6OneY%9Lddkkur2RVwL!eM*@)3y=NJE)-Q&f3$^Wzf5jI8qZ3r0q=YNwz{mE0KWU}jr-A)n@j!AIjnCU zUZ01Y9ab9o5qq`vgh)hFtAs{V;S0{r6VtZU*u>CFlxQo|8EyAun&A@b9~fwALbhsV zcD%Fl^Nva}xg3#?zHC~ila*-1>bl~mPu30;c18r8Mgv6WCpqF+K0Z(B0YU!g+2{Nx z?Tr^8+{k)MQmifWuxxNB>()Sx_~*%7xj|6loFut2mF$OdF&N9&#?oj7xId!~r82GQ z$Zy=|r#g4;OxFq@Zy9t6iQGTg%^1d)Ll583vzkuW7`@|h~# z%#MX4Vs~wv{)j5pD^{A?YEH>C3+M^;r-119YNpu_UF9Ke*F?Pw8s0}g#GRcO8vWvu z#b(4GPJbTDto3$%dxJE`BMG}M2Jw5Vf%dS2G%CY;4_KTS^Ar}=C5kl_h=s(*seDhp z1O#yC1Jj99dCP6H)Ea%~b=$)Y$LK8%+~yiXiRC6M2A{3Zzbbowc@$s2Es>Z`jEK6p z1W=#CcO*w7BAQ+9)Fe^G6485yWDcg3GAum@#Jr+iQPRnx&RlPT=eK(6T?RYc@7&R> z(TzhD4dRkWPXkM5m6G-utqoyhlnY->1fb7EWB>e2vfQa>RSAp08gd-P0ETM76GJiwqHz zvEny0w5siWVP*Ofi7ZtCH8r29Fx0+VFWenS>q<_KQB#A8=+CB`@5T`$0hl(V`WL?9 z!Qn(%juy<-LDx0wDO9uHy_T8+u{->-S52=PQCQmRhTQOOus&5los1 zi*1!tzkX#(!K5q<1ZGhTq?_fs*3+jSdlS`aKC2WVBkTSt#v_h;nQ?twYv=0= ztEURj<{cgumS+8j$9g)tFRHCNYW{psw%p(Ej#*es7x?}~@c-2UsFnM_)c-K2tx>6f zyiYPTNhLD$81vOvA!oPY3L0LgBv%t*VOYf`!^n@2tnCdpMz~4{_&oVwoPY1D(CmkTth=Xc)E@&EuHPB+h$JcwpLOqewVURCr{{Iy z8P*Xrx4_;WJv%FNf&+`#^NCnEIDFlW-8grE?Ud6hv|8*asA*}l=c}-hUGvQ`;Y2w$ zLHBM`Pma!iZmyAN1SNG~C_X;_q&@1{fM5)5+fdfz2)3$fwrpFw{{@Wh1jNwbbA;L~ zp%H!8e~_oRY3vN`S)Y3h8m3O0qf0wl2w8Y9KXu235vP6bPc!`Y!6LY8vJ$B-TZT-F z=kDE#Iv{Q)q|7j#~KzbBT#2$e?I~Iq6 z4bcK?SY?5k;et<%aN-0t)dRfTTdF`>_U=6_|L-W0&pAULap z!5s95a@V;aSFK&jhSff)@Mr3|fJ^G=OGd;0RKi3d$!wR+QBCIf`t@{!+4LoDol+jP zCRddg5nkuFH-*|^vSQiN^y(r3kB~}8g^?6;#&+Upe8R%6mEF1P93iQB&SQPSfk6aA zDFy0y zzHD1$&;nDo)APF{`E8Jf%>3?%P|N^h7X+~gg2JD;_(374S(59VMt$9(_@U1WW=7X5 zDATzn>Qpx|Bcj_v^4^lPH<L%+tC_t(hk=qO1+P_S0rEf`g#bF zJJdOv=qwE9Bx@c|KEU`p0}B`da>f2bON`pBJyL}E#48)h?jB*$vZ^J; z15+m^>eU>`&5Iz<4i87TIL3M=U2b%)#mGo)h>0xP5d8Di)yzi(AYW4>ySWA9oaGv8 zmVM%Ng0>%T-CvBogKzI%ZXX|SkB`5tF816F!hWZ5*vEO!prXRXg*US8bpt#44|^P% zs01=f{rwpy5cbS@vAT2hC7B2k`C<-Uzm1~BY=*-0ht24*Vwq@4N~O|3-qMj?^HZI4*H*xlbh`#G%DC|zwSo%oGG1-Hok47BkdbL6-^Q;^XA zebsR0%8`|?{ce+jgZ0|`?qryJ#&{`+OX2a395{ zh~{-d2*x#BAL25QZM43Fc4600?|j_rj5(Xki8O2i%AxE)i(*2&-wUr zl_Ufs@Bo7-CAAb^t{*T)gNDNxT3ziKU&%f;R_|fW{!Yb5QLIe< z_W@+6wuGehr&SZcMMxq$7T4mIV?2kcZ*v)krkc-y4JFpjKx=;J=_k8L0 zl*yowSG5-JWaZMfMoP-!o~GbU?|`6Jq$`MthoYuy1@~yHEHa#SKM?IK3C}g!??~TV zL&-Rv$>n0qIr6=gmF+S!@_k`plt*I&k0wfg&7ab#B0tJDRUW?L`nNkUlr>%3^6`#Q zwCmeIUy9Uvp@j0U!YHUqnY>`smJ$NZ3VFW-@zLv$(GW0oNbpl3b+VdBDnoTPs zG(W$Xv2)=$Id#W#&Tvv>t774sU?Tem5UxqM9Qb09eHaby6!%9PG-kVWHyMtijeQ-d z-L$%)>_d7-Dh_WT!E>%P2#5OTPw#Av!?7{xr2E!e2^=Bf$Rv8{m=dj#WLvZ7z&goO zpiqBF#Q)7kU%hI%3wvwp-FM&N9Ko`X?VNP+^fZUfiaJh9OdOF0SM$lt73D{02Cc{* zOqnJdgZEHTIV^^nWDI*0DssmjJ*;={%9IGj!;-1zGJMz({?g>}6WYB$I{Ww-4!ixo zd?p`1$HD>$^fwT{Zfdl_n12rIyP0unQn0d1_mXDAKIH{ZVV{Rc7#zrUewYY;~^ z;tC}sb&7Y#E)7x8sz5kTPyaXv4HXyGYl-$9HjCisVKH>}khWA_=`?9^C{u5xdwjCsacDB(aJHUt4#U=939(!{iz$wPfI*Mw z`M*%SeeY+^VFchns;zC%gDdzZI8b+j1rSl2C3jqp;MqLhHQs+eltU#$(0JCaTN{3| zJ=KvZVLlaidJjbatV6*fUIBpK4X#~TLbss-vlpG}P$eDDb1FH{Epq=;heOKn@JXTE zMAmX^k|K2qBfkWt@u#X6C*_8y!#SIE9uLrTXZakrB`-xnJHpGXNzDG3u3y0gbP&rl z2uxM#FNv}kuO3_YC`U~PkJzf^W5E6pQ^E^EKwkX+a zyfap8cw`EYODmUioYU#-;Q^;rv}De5lW5#SKVR#=pYcc5{;iLX?=2!K=5%*a+#X~J zwf_^4CA=j2ntuMjLNc0npO-q+zPFBaxFt5Gdx93$BRe^siQ6?M-80zYYVQ90!t14W zNU?m7M)HJHd19!)9$_Wdq;OZd{I*-Oy=hF*5vnIc(e!2J#2{wz;CYoU&`!hMNbThX z#i27>QnIoNgHFu$P>J3=atUB?iii%CQ%#hEG&PRFemm*ZBp@|~T4PLCDvd9Q_1ipl zDBiE`SQzNoZ6Y-OhDC}WT?W^l+@JcNdU1_Mvil(@m#q%ymLLvq5{=0pPb3cm48?;8+dh&kj!Z&b?M@=Fpsdem8cYPo89P19;~gcD{5+j3l;EX zEabn>)HOLj4!aFKG&D9|=!+T+WD7sA=W&tqP0Uk`@VX|k(k|AaGL%%WfS=En);qP% zBfQ-Vnqvyzy{@)YDhV%VB_Y9~^N)Y(u;D&IPJo34b@kKz`$%`8YW{D1KaTBP;C;s> zq%29O+WlL%-xBXnS?+4-OMa&=ITL6gZglWauNho#x`ME&YU~2|-EKG0gC0tYT5E42 zet@>TP-Vnr0M9oUVqbhZ^_XHUwI4Ak*vJ@Ed@0A<6sy=>ankFU&A#jQ_FKrM?-8*n z5n#hzAJSQ_6%xYx&(Udp=YNjQpflfE*R!ari;2cmLQXu+a5fX?3n&_XY}Gjx2^6_h ziImkQk)BND#i1A9ndWnTmBgmm0Qy7Cx^`6^`AS-s!}fu4aJa}IbJ{_`p=%$?irN!O zs21|8@zAJC%5Iw@&Z1V2sdGX>A9XbBZY?){ z=dPXHP{MQ%32;Y}`=g-F>iF{dAd9*e#waGgAgii^kZwS3DowEI_)s*^K%)H^MQ>5C z&whCzBH+Q#FhbaTjy9AE0n(Ys>Sftm?ZMl0-3{~@<@{3fL;Ors(pHiVF-;7)mWYUo zo12`fs-~7cccF5D3XpEE_L>xf4SVo7LRCu;lGt0if}U|NKYwbp4HL|Or7R;}vXn$D zCXN+T|If~c=;`SRNOmKo`FJKB&(kl-oHq8YZHOzf64pE=|?{Ct$94xPo7Q_cVwFOo?{5BFYs{S}Lk3%qJm(&O9Xew3@p4YGc+QaC6 zg$YVUehDT@mUtv7{4DFf&<GY?Cv>0e?qBa(6NxK6%%8DOI#b;)~h*OdLK*iOw)Wgg3!3Wl*G{ zSj~8{6UoC48{leatGf_#Wbf^VEz#K(ji9H8!_Z|m-@}s!FFvmLhxV6Z}6_gH?^B4+-u|y^#^(V>II*CmvGE_k zlq%&Z+=1bLL11VAISxk9O-)Qp6ta#^jOPS~GQq?Ny5o?fMN@=a@9ZyS%1G7PLbNSu zbIOcC^tP5IOY+YB2X?2-RE^wp4e0gN^O`Ka3U)#ZIJTwGKV=KGlv4 zswGJ~s3?z&dT;?cdthkMQ*KPJ)g48_=W6iH&=VjCQ4~_ROxl-=Z6Ub~L_{!K-8%uy zLtWi3DJen;;lQ^mRLj>N6cBLs;0pvKY54B}Vy4?s|oy+H9 znvMM~O8!+0&#ak>Y|8H)?OLHCbvBdt-$t*OQ9yO_EY#;-(^dO&*XjAeW{E*>U=hO; z+W8IIHKWVuu}1REX>P}zOgUoLP@>HHK+mqI|i}Ox^JI`hW%h!+w1cNHp{FrNG$- zgA!um^mNa26F|)aWW~YR&>!p?8U{) zOAKC9nsceeLXw z`RrLhK&G_B#P>|u=Tk2uBhj9B7pkdGEkpaKl%%*A0;h@ZgSl98>9#x1p3rsU)9R(4 zBJ1gKahJKW{vF=euj5nE41}*X$Ci7<*7|MzCC8}*j!)<;CUx~*i`?%Bj}&b3 zRDFwCTnwi1P45i4VOpU#b<-7_D^y|(Jgwu zyuN>b@9Kn7=@1|!fMigwwOy%W0Q;DDMy=p;+^$sK69D9Sg3~XYr_6|8mwIKcGTpUK=Sq+LMrM=S!rfOHqLVY> z&)3HX=TCpWN=Zd|L}@HbtHew+NDVEkonmdnUcBv&^au>$0D?<0vq_rY-glo;;=#7711IfVEesuyoG<2k&;TI7KMiY`0HwkR-Hcvjo?l*oe zHa2_U2_d55_Qo^K0n2l$(u@=APQ33upfvFIy3wjDGr@k9%yF(IFMJ-_ef<{*1?QV< zI$rxN7@6X~dK0G``!+^nXrj5;1wrPb_4H|BVXiv+xsO~LWEh^OcW#N^#Kf==-jZ;8 zQEXw~ST*0@Zf_6!YhPh$vA2GAsdRTim{xVnvhD|b##FMUp8SLy?&jkse$r{?mkR@_ zQ(yKEJg8)?mypCFzFQDd$sP1@2ECn!RSCEF{L0@OmUG8H23WL>fPezD?(Sse<}aTI zU|AEbs2V78>-usNhB%i9i=)nQyE~o<<8rSBYT^d#z?3f5tOZa>;@%srI$Srmd{wWe zy}$PD4Dd=OG9O4tAUvF`R7ahQ5LC!O3L{upKl6U=i~@%7PoL5%H}^9pH2`YH9KS%t zguz`V>22{d!RyXgy7TZC`}>(WG&HE_h8>S+RYowDLW0B0Ey6mw(gfuiTqi9E2_@r= z7Dbv{WHwi(n+6)(M)I(i?o?HAaX~(}-@77Wzcv2y3p}!eJEQCNfJWMdYi)3s%-n0C!zQ2e7lds#g?jE(S z?EQ*7v?`%31MJ4eFWRNz-6-tenf56bDo6T+EP+I38X?KB6m?AKIDN@ zaWr4KsHkYpg3oqYyhy$Bo4*AY7Z+F@Dcu|;lKREQDqE+l*0e`U#fLKa%STUzuD-f| zTM+W|pD0(XpiX4nJjs?u!F+t+y~g7jBcHLT*}Oiy#Jq7n=M|f6ud-4A7AUNjTYR$|28Z5mmUW3!P!z22Jvb`mo>53ue-rGK~q@^SI8R^ ztWY~}cfl^Y0iqWW%HjCTmWtn*XR_)%9E;OjfWM({HF1&lbOvEYe>VZJ0lC^vg5lWbaTx5jZT z;l7FnHJ}sQ4Amxqqs5Gq2@wp0!sHicEze&CuvHvaAuAnB8 zB$|s~x&ZJP9QR1T{JCZ45T9hksQ<7xkrux4#Y9;L;#6Dk6RAj2zmgKBQjZHqxMk+@ z_#z1J;Ahqnq60&p^Hu@I3Fu97r%_@K{q=MGcg^>}l`fi;|bV(C*$e{em8Se9-tYSnZ_+WqGj}Fwp&T$w#Jz59wQSuU=(8A!9UFzu1X&t@K2 z&B<*$zur}-mY!_JJd1e${^`ZV3HU=P=PNzHAnN^00*C+~*%U5d73rCn)WRMHbgzhW zUp*F~KqjbCc8B0H@PI%EK8Btcnqfe*0ihBO28XTj!Tx@b(j`Is6n^XthFN^zbO5^! zE4e~Qbn5f9{+Gs&ET*Dfl1-Gen&R+0hvUA17oYXLaYrE5V8kp6dX|L-j}zs~BpUX^ z)t4qwV~@EFkpI&F&6LQL5dHz03%UN3K|WgM&tpaS0?)8D7@*6n#{$Kk#WyJ_e@9Sw zd1;kk0MhliwJXSRyEDo!g~xj@iX9F%faO4 zaR7kCjBl=C{q9C2ot1%C1joL>&y^*{UD30mkFS03*r=<--iW}snAQ)>*o^a8e(m}% z3R%94^$iU+yLM*>=F@mn!a_nYl&{wkNMPc!O&}@%%{Qg_@o~^iEn6s|acNt3u=hQQ zakPx|+z;}&^vvT5bsUrehm~M=1O_$EPO3S>=tO+)`h`iN`~j171Jp?fLBiEPP%$(A zZfm2EZ*G*s#P9m)ZNHr_x9+|i=prJ!u<&oY=l9ohWQREc&rA7!vD?HQ?(Z%CmqDY7 z9vrl?ZXyJT1l+m6tjUh%rlbjqusL#OPQpS^vN&NGO0cY$tYrm>(%K;sB7`%V+MX%s2BPkfnWG^)(=G^%$lG!6i;sHh^V z2!q*7+IVaHMNriC8Z)S^#Ue1Rx7664JU3kN^YvIP-OC;R17n{eWs_iuhUajvsqJmX@9e}>&Lz^c0eN1u;G{I0DP;vX?dvHH>l=iE_s z>bW$k5)8ZOlv(~nNsUwW3P)2yq7g^2JDr$dXP%hL4UH2TDql=ez5k|Q|HmBdHhI2H z+HSMP+obJQ2=M=r;{6}KeVhFM=hy$Y%6{_4F9r-{(C(lQKMiM2eDg%yf>^8+TA2^XP&H>kx!U6o8WB> zuf>{icdaur1M-%GcF0Bl=UtGhMJLw(-(;x&`*r?rZ}b1>L;1gb_y3a)N4DN}?ujXw zKZA|*5olgEM#+@(#~(F1q7xDxtj3z&Ce_jb6~{plu(8ema=&8lOV&4hvprc;`^L*a z~7!P`sXo$eXM8CVPs!27J-1BRF#o{1JYdhdZP9epU1L`UFQ17 zzA~Aa%I)XTit-TWg$73+3czwE$_ddfp|F}Y-k8d$6^bF?7+Ph~6&=tMpS9{ME)FUP zfz}qEhfg}wQvFa9S^R8Q;IFL8_~bIOM16T-IsJ+Tq7s&;Z>jsRP~m&|nUR*_ib|YIf5Ev4w#Y61JG z9z$~&G~l-Pg54~NWo0eS>&Vn`JJ`Ys%5fIP#w>>Kmqdqh9^`7oBcehEnH|Sy*#FFO zc0|_bg_ZX7OeOZk^VINv>$MIcEQS@sqPLwe<|ltj?kVN!mO`0udV0Ke_;mg=X0eX( z&yUO6Cj4$gd5Zt)=;_h&&GvMY*alCmU7X)$_vUbVLi6E=0}j)5?FyLVBsoqynOhuH z-(1B*Gh1gCqUF;v_YYASoK|=|F>wrGb!I-FI#Uv9m6uPx-Y#@I%vjT-E2&zAP=Ys0 z?JzVX6N-l`ny1j!FeLCDeW?{Cjqj_Aoex7u-CQ zjW065q>cIbo0X>f9&i>CUkcBTFaKRv^oi!~?v4copw9zBV)rGauV33ABxk2^bGxa` zYDcz;-+hWzFj^oH8;r|fZJ((x7W`!CH;F<{_-bd!)4X?sr|}-P067FDo3$?6;9eU4 z|ehSTn-SHJHNs%hn1D9;CFT5a?1R=XLolXh6atO_h6;H4%Y5p`Ky@> zF;LYR4aNc7_LpK6O#29wzkYH(eJg<8r5eweFZ^J8gx^V4 zIX_dSDEPY5`<`-Ju!5ctIqv%Mlk^;^ryw0^^V6sXhppG?JbWoIxU?T6wONHY=P6a^ zxUb^RZ3px`UfwhT3evkyP7j}sIbI!NK=q94FGd?7-^W9N)C7?l?V6i*1o&2MpG$f zA{+OA7Gk9A8b4SuAOHFB&O5cpmt=L0>pA}jZ0we%tYrQvi)bl)^4Z_hJvR3-IZ`cV zcA%A&ot)QVV)8r%ql`qJQMP2ecNKxjoGur*#Kdv*ByNr{AiJ)p-9Rb>Hgl}WmtRO5 zyJFSdiKL`xm2^+7;~2yCg>L-by?a~wWlZCIf3fWIojZJ9vc;MR7bo|S=5B31kt9x& z*uE;!co48^Xq+Fjk0l{(MMQ6V{!$8s39rXvI7?m^tABarJ&;Br{YJOiuGI`=WiSNlnXp}ym+0$EoYD)2Db<| zo(Iz?zP~VZIDt~gq-M0)p9&Y+-Dd*Q3(e&)v>wqf;;bo2Zwm zNcS~EM_34I1QEUgt>=NSM)kL@-Onr(931J_p-#IBwJed5gB{lBgrYhPWMZPxc7)>5 z{ziQWMEr{*G(7gdPcB46tPjYa&=G_VKS&e2`KcO?IcPeK=jFv=uGE`dm@cb#5B75DGYriQsN`HLEYwyAF!3xrF zIY`RW=(-bGeFF%+iXqx2O@xUhwen1YMe||GpSmb@xkN)r?C6gUkJvvvy1ajOcz9s= zuMP@N+mmwUlGF8xo#H+RZq9qFVK!%EWL-&5Qe|iNmUqS&W*ft%gn1lCZb)4Z$g9YT ziUg-|4K1GENRTFTj83k?Fg}gX9kfBu6bo}uv(!B&=$@_xxKJ{uum4aEMi`;jDZYh; zzIo8iv+!`F#09zZ_HIc*^_FhhBzIKR5*F(h*pwpC8XC8uXI@~S?(r6v+&Z*-z~Ql$ z-0ei+o3AI!gF*DIdydWAv< z`}XT6PYRXcuQ+jWHrf-c+Hv2V=L%H$Jk6&cgE}CNzI|8*N@HfK+s8{C(kbGz^(lP# z)g+QS&6Q?248fI^ug_l3C162SkWy~UD;2yg8~8b`7B}hAW0xt)?t+A6?UALW{f5Dw z4VTTQX1_3F9~W2C=f4;kryB|c8%5F8tBsoPyB?23AWGBk?3`Y7RN>5)G?}V?JUd*e zk1LfUw*oxtO54fY(wbO2qf&|N%{8UtL3W^Lr~2KHhpx7(Y~!b=WdctQ>wf2ppj>IW zxm{mk&v!quoRjSZ9OuD?GTRDNmI9AF+)K*_jW?>kzwdhdu}mKn+yacGueEAk-CWzG z4ZSpt5fGG@{$^xSFW7UmufH>!<>utm(%b?~<0xEy_s+qLt?{o-LUGi;&X1;R_PtB3 zHdR)8gAQZDo34laalArvjodOs&r3^}6I69zA-uO+MRPkb6(0L&)Mst|Lce|dF&nu? zt!*R)>dDS}HNcFmnP+E3L_XNjgRQLXkg*pt4K8jBgW20_jp`bQkdFxN9$lYbPjNZq zOWdDm9)WGhOAwxG9`;Hzs^22J-`*tha`s1br{A=6IJ=tO++0Q6!;47bw-q6lsx%QE zD@4i*|AsqxHa{J*+jJ9y6)f6y=e^S<7mWg*{RI(kd%1Ci1)Xs*?0ogc!<5H66wGgv z9ZmJTGsyHiB*&kk)6rdDMn8H!UIsoV)=tJ3jv)6}XQz|}!H2s?B7ZU{J7*^BP;nvh zVOC(24qjnN)TsA# z@z7Ht>s(>q(3wlOG+T2-dfchW>)SKF-1IB(*=EMv+t#SE%CXTuSiSmbXV{yoGt1lv ze6M;Jz#LC}uXkb6^`qDh|Dl6U7O>*5a(h1N8qSuzLG6z5BqYdfQ z?xC#P17$%tka{>9Hv8?#O!3#*(!Gh`W~0M_G7^s)`(vn2rjC%HyDQqD^JiPgx&ByD zhFUqEojmNGV}*sto~j%qqzNPg6SL<$d5#6EOw(PMvCYrG@`gowy_7hqWl7p zahX=zP|YpY2YooL5VY%mdp08>F6_vj|HEMlR{(%A$`AtFwoVgD}$Ve*HAM-TS}|ICf9f0#}{ME$22-z)2bq)vAA@s2@Hd$ATA zlm#mP{=Ob7gqSN&F^18Cuiyldq5Zx2zk^(I>>)4@8O6cybG!@`BGBUdP9f~SH{M@f%s;=N zo_cJKfz}4vXDk%n-hb_beiw7Nb1|sz&EL`b@xcf6WP9n-<4j;uV_Afswmz4XY%M7v_@g5rYA%uxicon zaz>!Qkmt_$B!L%H&REhg%na5brU5uPgYtntx>8{-!%^JN*&?EU;qsJ}x0MOkogFm7 z_TVS#y-#6mDvdwGL{TAgz8xKQJVp!Ek|+WG(R@9DIpV{d^R9jUzl8Y%Z zTy6~hxG*MTO`@W5{{fUKA)};yvOaW&i#w7A8{%*SWU+9VsBQ6=FTj-?EQmjri)o${ zY&U3LT}<~%;Et9}txz5$B~vSJPoezzrs(9<68Q_1L&(Ws8uy<4tkV_Gs~lN`Cv+Rt z>HIy_bEYKo7alxKS4bcMR7fQr)qcE9P^aLj*Zt`ev|-=30p?-~>Xf7TgFo1n^S=z+ ztUr#7oP2D2b^sbqxip{&Wo3;aW#ibbV&Z``roW%fyz}>0quPJz$%K8$*m#}m!{=d$ z4->>VPXuq~7rw^2cjIVk(P+MF`dD&%Sss>_IMli+MY>n6koCxuE$zA)8^e@e9pPi4 zV4Rozme`_q?*UZs_gmPlxDwL6C>=~iLz%V5TVl`&TBoXkubNKWmmCdQcOBs+Ev7^Q z_)PVec{VJZNIVo0u0(xfKn`nYib?a!`!@_~K?Ma>HZ4d)nS)WU8$D$fnloiB_?Wus zacEm(>DmeV3_s|f9e@<6K&3Y^!@?y#N(*-NC}7a|7}k5&If00Y->qVSYi9>4fm2n$ zODs@T%Kh^E_+mGdAj@GV5aWBqbAvTR93x8wXNz7$Vn!4F-->iW36jqQJa(lL|zr=+q@ zF75XZ_HyIH7L3Wb*FF_Kh;L`8AM`v%;aQBYb7IsWL1wQnOBUp;@6s$lU~LBWU2D(Hc}?Dbtt4=K{7~(&@5A z>gTset-tdA=ovDE8-I+uaT>3a%qQ^p-qFehE`Jk2SyK5%AyxYQ{WRD1PH*CUBo^0- zDg(QbZv>H%kirE&LD2DNQ`K3=kd6E#c>US+2~;g2=YKdsYBXC<;$T`>6n4U4Vfs0m zf;O)KlT;1FEsR4| z?0sBD;r;}HtTiNn$l+qtUkcBw{Th{<@wnzoxDi=W%|~RGj}L9Hu6`x%><+y#z{(UT zY2w3}v)kbguuH`l;2yBs7@g;I`iU@Bl2h|;O(QWB8>z zJSbtD_Ul1`e7r};K}s?rcWHtJor|8EzH-`_dCrQ^=?XAoX`H^Rmk8(;s@64DCwTgpigvB&nG!=HzRw>*}RsHuTr)W{dc163Z#Q`M{n z;@rEl4t8X$<=F!kDsjq>WF_w+BQxXP;GeRvLY;Q;Jsga*KPrba?pTpOPfaig>&|M?e>uW&{DL54m(F+#VdPsoC4_s1iP8?e3$X33}~gZrnIkJy9Mo z{!YJ4M-a;D^E21sM7I{!o!!Bbvfb%t>z-hL=kAEy8gYS zFkI>GZ|}-WNeX{%QO#-A-ovEoFyB_DkMndY;UK$pq2+S#p2s<}5!%Pp=f8f5hFaBDRxuX7Y5JdLJyYu;i)^ z1d1%RmwD8csmaOl@uQ#skH5;YvQ+>Bqu0pRmY(%2c4bdbQ>!T36*%X8VPi#fc9|0s z_M0lnO`E>=rIfCCUs6%B=pwv=>e#N8!v`=(Oz8XXWpp)t>QZv`j85XTd=?b6HK9*- zER)#W>{s*S@iQ2x0feN*R9wG%JQJ${vP|;b6uz!7!usQ+te;&$gBjeeBSQ!0n+R%Z z9Pj5+c{8&h{485xHQqa^-oObB=Ro?R1W|;c<0^lXwAUrq>@1r(a;X*Z(WZt2KFoo~ zGqyL?*@O2+e1PVB1q|Y6 z{n09g2N{=v1vi~fZ=rdJJuy+md#DGMmzPkOuGh%*q`e~`G&yH)kNH3kKNXy4wRB0^O}q)bl4 zytG_@isL^zLrkybWdw7!(QMsHye866V`>^*uD^+!Ljl-W_4{bA9&YXM@(@Gg-SfA@15Sy?Ec+MAqZ zyy|{T9FeYrC_1AOGX9Q~EGV?~mvNa+s;?U6F-vEkMugLW;D$?#d-Iq(Q9x%_=;$0mmabKILFsZ3yb=a^IWQ78P zE8CoxmGpu8C0B7V`<3{&z|IgEPM0?uF_1bxWYMlwx%c@0nUID~%8Lu9@(x*KVpXt z@2tDKD)q&MOZ`W3Zys6|y4Bv>Z)cxe>e*SBdgbKK%vh-H3Q96d`iy4-7ektS$y^`5 zdeLliNy8>t>r?ZkqFh{Fao7UgBffvfSKzJiqS`x3Uhd4XAMj}HR6D_m^}@gw z!<9%^*FQg>7fY_G`mClV{O+CAaZsJ31O!3HU#P7I-c|}M$UvmVw@%_YBq>I*0JqLP a8vod{5+(OUH*fsQ00f?{elF{r5}E)zRKgkn diff --git a/w5/exp1.png b/w5/exp1.png deleted file mode 100644 index 8d8c14658ea68c4d8648ab12355d7d5776da27d7..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 27700 zcmdSBbySpXy9bJ*pn&4g4WbfCcY`v7BHfLINDSR+fDWLff`FtbAtBu$qI5`iN_QiD zuJQf8z4y2GS?B*VYrV3FdFFZUxUOH_Z;*)SCqk>I)_bsmC1Hr^#v9d1J-@yT@8=n zl`(gN(4#Zljs0q>2RBvC-@fE&$+$skVOiAH#GPm9%tc7HRi4U8!`#9}Y35ZE znmAP^VoW7-ZE3A$eS&^pxF+<4ndZKSIQ>bTc;51=^O(_odgpEp#l4hp_-rh!WI8TY z%pGE3rJ?@k7pY+!%(wsf<$wLnzuxhmfAg>J{(tLbFSO_cW${2ax9NRW!E0Vap;uN%(2?`5~!= z*s1Y;Yb+!oUhIsb#a4G?rx9Y5a0Nb+yIYz zuEMa#;T42cXM&Hoirf|TQOvuZ7M%>~R?eM?J1~}{s=^vkgeKCigR`!b z40CCz;Zw2auU>WA5k&<3*WW)f=q}l4w@6YVz4&IufY2YpV?7 z3wvBQ--(#UqJnq$BFTG}s_!f6dh5!!;Cx}qoIVu5+%tonRXqBwR}R|90;v(fNf5fBQXlwt15aZAnA3|K-6{5c z=wq+0K9WTCHt$6EQ?yz6@A097irsLt<(BV_$b<1iDRPofx6XRYL&~###?6ZCNo?`4 z?JSL*di$`X;d86hkm(?N3Rko0g1`%ccB2p>`(^De(_v%72E@ z`!D3i2^!S-OP>AQRDS{2kVj2%H#Vb(F<02&HsviHr`VO6`gi+7gdv?m9pSLFwt z?34h3zn5m9w2I&7>h0q#kBcK1iFaZxs}*}k8!J3N*&~wAN>a-;U^5vZEt9s$vlpgF zt8Y^LcOvEGhjZJ<#M_t8tmPdYzUAIe*hya>Grc8euhf?4nk>b(Rr2+CQDkJ|IlW3x z%8kflBJBhtwsk2j>dux(al4%=LqifC z0Vl<{r(+``thuGn&dXlG41@dw_*A^O>8S5FJmXirKf4{<^y?_OyA5*A*=8M%jj@Z> za&NmCdamqT+Mlq=j9Ls*KWU3IZNj|w>5sJ4xVERPA?nNWxfA^=+N;L-lpMUeO@BZ^| zq_*-u+4?_FP_Q2@d*-jb_}JDqJ2y8}1oIKyZqltyO%!4tT&ISg;={rSV_L`Z&2U40 z-s8vo+KPJ8dl?u_a8pMEgPw-KC-kd_1?GZz3}hL z()<0HYI%3(@bJ*p)zx{fZF76Oe%%^=E0t|>>#}^+^t351?kj~D4n$XPruzQMQ2msH z3Z{`j*Z(7t_2o;tQUVnL zoo+rWM}-T7hK9~}BuHCI!B61RGst}pckce{yJ+*gP*nvSZi?O;=p~h_`8}EH>8&xG z`g(eJf#3OU`pe48H$BAuHJZ21on0(f{%A^aFFP|c^JKG;{&&Nh8>t%`8&mbKV&1(= z`R4}N*L34e=YOTBk=#439--u7Wxbqm4m0Fd`YWW!o;EY2Ve?1);OnQSW0V`6l4nTF zeZw!=`ovQgoiiezc(PD7f2522-qW-FD@8guIJh%Wys)4^#CeXu8iT;(N2XuOrSvQi za!}@^(t9JYFGk#4cf+CKx9&|8_g2AlL8)OfW?@mQI?q%)lIquS3^odh?xNToiQ*%j zorM3I|4o&s`%&aXVGHR`c&wg#$+M_hO5x+yx=xl%Naf{Qu-yj-H+9>O5#=R+ET8T~b_qn$I|f zOgOi?x~i_G)}O7rz0mb>tkT_C=ua?aD@`Do=1W}3BUJuOC521)OUg^#4`H3T%ujp2 zlDT=Vlt}mE=g)gb>$M|8LtPUI=UQ7^RsUJ+xwtZxO}E}=P_7Qi=rs)&q~4EW+T7fv zqoYHAH00U8V^XrJHq9TdIcQdKa=|PSus9}Svl_g`(!4#1Yo~}-p6Y0(k+Ku%q6>N%p)q2i`VGs z*Qcky&pO2mpkTX++75F4-NQ8`T9H0z1Irc?KNr-#v7{?WcNDtmX1Is{1UiFVW_*?4 ziM>5NDQRFFT=`qf_h9p5LD9B6!ml^?OX%cfCz~s|KhKbaayb1MMp<-aB!G4hQfrMtl7J- z4i}#s?bC~SeEs@W#YG{EPFyQnXKH39VD{GE!prbcOZ7( zMef1B_a;Rq?y(`&OBr5gl5JG2*DZ?8bn8}mWu>L1C2>S*>hx<$UNUyQ-WuPdm!mk( zq#U4u?Jf_bfBJ+#L^Xflwd{ZjI$GuF{95pDbq^Q*`SYinn_CR0F%zS<_5jS!eN)SC z1qB73+jF!+4pJlzhK7dzrw8->Ir@UrOtg}IK2zTV3F#$nrovBN1q29*h_p;!A|@GY zBe+uS%a+L?o*t}#{9%{b)6ypE|GjPex4%kcJ@+L{D`J?vedi9d(g&6$0wIr$N$FQt z?`v6pqZYJ#O)qKm)&`!KmW0Io@nfc|)LMpytLy8vj=yC&Vqj+GI+M;?IcuAmo0V!v zs{E+9j=s8&F4qpn77Dd%yyySK-{Kq(7A(cak4opED$JymlU{ zIJSIsX~MaY5>$M6IKy1RIZv^~`1q02lcS&vSUb2^X}AOh$vYKua&inyY=>Zn1>AeI zJ=gyG_ivP~ZJL;kv$8Ti4V|V;+}NIRL44ZwGe5c60ZxLYc%SOfhov3Lo7Q!8=PqF} zbo?^IpA_BL*?Iluji!bMtX3;%14P8cKi$;t+_?j#Sw_{n?L9XhiP2Sbm}7 zzsShE4k|n})-Soar+}nHMMYIVkP1Q>TbignTkJ^>dIHVe(b18pYtszIQP6I5VYJ*? zQSnV-VPTs4(*u%6U9+$Ck!fZ;A7e%v^S0`{UHQ7Nr{WTx`Mfb!{yT0>mzPtt1$?^BM4*p{Zn}g+;DkR(UdQEEWSt3Dw(0V9)b_jKP`Xc&<1(cm zkJITIRn<}Vks8~_SGonTo_f?*0ML6VCW@`4sd?4b zXeB;52Ul!cMn*;uF>}8{x1X13R};7BX*TJ}yD^O%;lk96?3ZZy^7Y^wuO3SltaJSq z(QUZI8ETXEpx6Av`ta_V6Xoi@WRgH8KZh$J7DEG9>6MKH3`ROVTK_2fhB4LmXzvXL zcWPBtm7`$h=g*I4nj)YHAObZmzZpjMX6qKhM%Dq)b>TUy`sW{wjsE+k*Q%6^dME4} zlZt=vyf2&WtsW3F@>G3f#h=F~%4(h{yu5W-C!o+l#_x39!~J8obI^O=3f-*hK=#mr zZ7A$s{LMuI77{!R&Lkz3L7twThLCec?+n*??Y4Ax^Dr~Z>FPq`DtBKWpUBg(Xf6~b z9Nd0B!!BT`XkeSYWArx1JGRU`d9|P5I)Z_aQnXR&tgi+*p};d@JalC zKZz`al!BrRS_@N@Csa2H-@~-@bitPB3l}b+Q}3`PtRC`DFhZX( zuJse6v+vDNZ49L~*qg)xQI zZf#>j57jmrj{`4xRcuwdt-QdY**Wlo?!2NLdt-X4xUd^Igu0srBJHTB*B^ zZ~Km($ta=Ey>fR+?&o1=`cKb_<3D@50$iQbsYPzubwYAfnYQ|=~Cp2Tbu(AqwI1Tq2+#Bh$*m)YWm=2m$v}^7A*hW?Mg%Wx?y* zxpT<3A3o3^5S#3rx3Y6Grimj8Du@)SBuhpJs9kvO8OQ!1k7i0_`H=|?5PAedYFe7h zOcTQ0-JS99cbFuAjYKg|HG2CZ*X4d_NZb^!zkQPuh-V+ubair~;x@g2VAm_k$XFN= zeZ;FfeOBJ|85 zZHEeEjEri^$_6JU&X$R@4b&~j5Ss6tZkY%dnYN~g>ma|kDSR@Z(fWIP8-$68i9j`h z)c|WNE-8`lKRtH$*?ju+>DHE$jLc7CzXKWBB`Xt?uO@Zp8SyS(J~-SPamsP&3(DX+ z@>Dcil}9bs%`$)Pd`Qqfb2k5~G`NBWp-I*^t#SXaGW{pUYl%QdON(hKM9`)`8(43X zk~mb^tn6$9Rn^Vqyjs6m1(qlKeP-7-*FLnOvKLJsp=3wfzy9j=70f!b@kJ*W1jr#D zSkw5t#>RBNZ?AggEWag)x<|iz*WBC;gC+kt7;2b+Spxwh-la<{?Cd95VbaAlN@GC_ zi(P|9eMtlr&kyx(vrlB(3tmNxh58>J_N=R_yDi$$A{OHWwZElYz<>uV`aNG!?5zVI z)fZO*?ZB?py)*Yc5MP)^$$7`a>+PKyOq?5ao>$`Q2c(XxeR_ylQ`F(e<-TXw{kr*RqZ}$fvD@iu zFNjC0nD@mK@+5C`$B91qK*lj~_3tAj?Ny6l2hX{9?=JOKd+*B*A?_+#$Y5Tic@Z6> z&aSSvQuRyid@a(+W!1M`absMsPcwP%uJDTg8Lbbl-9zeZPtT>enpL_dxJM54q*VgNd=%e#@UtOhzT{8XqcOk&UJa5El>xA~8@E_wN8@tM&I9cAuv#s9+&ofTD#8cDG zyLksJDib#G$a**$oUGv1rkNbA+z278KD}dk=XQ~n#lSmlGVSBtXF1~idny@L%H|-q zZoVov@@(tgRPmB>j#7nc(B$txeS0o151$Ouj zjl2kY2xu`+_ZOFzjH)~~t2>^;JLcx*Zpgj{B>U4ltk(bR6tGiJQ$vGnzhv+GHoucY zL>F#tG_VHPl~`T1BG{oc!cKrB0L?SUwC-+gd9Bw$`@O+PO8U;I+AGB+HIHV#GiiSN zAOp;fzgrn}gN}H?Ftp#*R7Oobb-_1u1m1_r6Zjp!mL#CT|+j!j=?=pQb%uXUPjnVg)AjEvl0^Ex?%?f2!y zixZAS55ezod)WcDUhK08?O9=$F`*19X$TYJ&57xY)+i(-T1PZwDcm z=iTaC7R;}TX<~Ku74y1$N9y^MR}W9JYAsr$WkSecT5C>jtI^MOB#h)5R_2>EE-fxT zdV3!08!qT`PcMYW!~o%a;N^ArhFXwGIk9cZ0a=P4_#LFq5D}ChYM3O@OF>2^5Z%(+ zy1Z++HdiEK*X|N2B_&1x0O$iefmjvDJ`4vn8%mJc z@g?)|`(TA0eIi6eN6Sbbz3*GD>Kf*f2`%ZO57p;pW@lFi^Xpq$9_Z^+=Y!5W9_TuP z6)7hzZFaCVJ3c-R{1{3D3@|@}m4zjlXZ;h3Bc{^t#EUFMQ+XXgNYuVvb7$uSJYXoT zD6H)_uU}U{qfL><1;qZiaAI}vQg=GEU3$?JN{k>Y#n{~1+W7NlU_bzx!@nn6m$!F@ z9a?G^y;iQl5DWFj;qEdBLvP=bbQ$XxJ=t8}Hn%qgHZcdh6StZ({43Pe(o8y;0n zO-&%u#=n1$P8Eo1HYjtr{>bh~+N$#UQ4s|d6)4E?+kHT7etv*%3m(H2dOj=ONQF@Z zBu#bk+|yE^6AYAiczDmBKWAiQ#MFzmRS>kSM@rZck5cY^OhZXa*E{}hc*I1FW&x2~ zT>JzI7|b28wqO1IvWgf4DRn;W^XJpUXlG{!g)p^^87K-;e#G7aql7$rcJ9HsD{ZhOTU$fW zn1Q%)L-k+poP0Bp3H9x77ND-K4&-epJs|Yt8P^)^SdxW&`uK5M!1TEaOIvgEbw=1k z8rW2cwY9bH-jO1JJ8<5(fqn5D+yhp=+fr{Ps8v<&zhMLE7hCV{<)!Kj4LXlJAWI3n z2hM}fhI(m(LGB?eeAqN;s3&YdCItkvKmsZ#=x%P#tg52n|9dTNQX-=1$w?Jm-JvYa zFQxOxFrTQ?TS?J|onH|Qp4F)}h2 z`<^zKnwb^4t?Drbzj<@z(j}>XF8CTWD&_ZFk6^nZdtrc}#Q;|VNkN34-xXLH2w?u} zo0#z*_fJ(AZxT{P;1EzeRg?OySL0Lu;srM1;Lo2)ZRNjEn*&x1&Q%%;a&kE&F|*R~ z$^HavH5vEag)TGjV$S@6f$#28DT{p`+oLU8W*`QFjR+zo)BfYSV+5 z=^+an8&VPT%*herUOO4k{r*Z=#>NwHOSSIL2$;6(U*!}R^CO^IoK*6bK13Mu=^Ggt z_0p-%Rf)*5Q~oef31i5r-|YPZTOQOG*z!q$X;xO+=C@UeF)@oLd{$OgusneC(#5xr z7g~lTB~8p5i&=olM1b=VNWhOE;sS$uDEWwpgakwIhRp5e4>+5AsYrjz6LB^)Gyu4| zfw5$A^-Hh*T{KS{BErLeLANI7G~z=I^IgCG2!_#k#|73nh;~G(NMt};|Hj%_C2U59 zRG{}wtLtp@BfXyh6?7ENXmBkv9zCdMk`WDEWtqyu3Wr!3*b~g@lAG z^q&9Q!Cx{g?Ep{XSlV%)Z6Q@x@5%Gdywd_Yc;tA%Roj{!fv!|U*zV4 z+6p;7->aHL?1Z;&c+zN@%HO?vor&qQZsB7XeVDC`%*?z0%+|Q3wl)+)quxbj7pJt6 zl0EI(xU8%tfOY66t$RB`;CSJttyuV?3?OBm|GZD^obbO<(+c1 zK!ma&jV{r%_Q#D44c6AyT3T8n!ou%jVm>ncy{5RY8C=cW)O31bK^`f2`sd?ogUXJH z2}wc0m}c|CgM;RNlZq33c7+?!AUWNiO;8=%0pkR*2nYx; zFkt<&xb1iC(j}p}*e~wvC&79HWnBpgl4qIAVx$Xse`8}h%z~kzFRWr7zQh31B0ENl zYr7*4ws#zT?x)VS#)t|Dp&J|?Jix;{kD+|V>(xsBtgNgP-HYqaYzAe&nwsQUNB}tl zxx8=l2p$Ef%Y7s$$hKXnfh*>y2fH8N=%$%SPZgqH+<3?c?EULkE&xFwJFKj*-B_-{ zl#I!vFJVglXZMwq?EVUgPSD!BE4X%m65*4vF{FZLP*zd#;P_PR|H~$;`>(PA(Eme1 z!hw&3^*=YwBq>=7`q4yn&%`_zFYic|CockI_7iBPYFdLJAwsL-i20I}Qw?QneX#da zS1*}rznRzZdJ^u=>!aFNmldoIkS)vwS5h)*9nkkh%*=kHMoJJ}Lxq+y;=j*HwQvR8 zyPk!mq72)Q+qyRcYRT8372w=TNfOo11f^I=0P1hS?uYsb2!DB`G|z=Zi{To`?5ALn zvXL!=HVY^?Dwg|JvgG5Qa20Ej$TiyQIsV4UiOQnwPu3K9E~hQ8{b*2Sp)@cwtgo++ zefSuZl-05DXHl|BePLZR59L;$XP88(dkVZ!yjzP`Aq2-d0W8>(CUG2I(m zTSPe+vpecjhN6bcOM`nsab1aq^ufanna^Lm@ZMRte(jQhfdSkn^mVJ}<*27#2ojQ+ z#l`0NZK$2z&|op8aJpe;ZVqhi8lM9-L&KBqPYQ>Jkz?OY`?54sqy1sh25WpP3Etek zd%4{0bJIOWCaBvkCI7YqPuF{7UFW-oJ_+6aX`rMOnwe>(s~Z~|I~0gdPG#Fn`B${p zVEou7Xi3fZx091iPEyEfg&yC4C=ulVHT#3NqaQ79pSpBR)&LrV)lpt922#DoDxj`nNhg-LG+5Ujf% z62Agb9wYRIgaAd*)zu{H{Uc4wHE1UXHks*XDA3~-e)=@q z_eJ|wMv0Gvf5!*mnwpw>DPLg$UcP)8`Z9$RgYWUlNltb)`pI~erMNA3w!G*m6 z?H$zTlv>df7=WM=SrH+j4-&q5GBUGcoH)~YMMb@Jb&sGPry2@5&piY^o@++xcK*=H z;GmA8VmkmIX6AHItH4PGM{}X!4K-9TxGX>+KEB@0PG#E>Nqv3&BuW1oXkh@mfgB`A z`ul--AT+QCH3k|yG%1EuO5VpbA}-Kd&PiWQd;jvKtcwd@$j_FJj_7^`^>Y})N`CE? zlD}~pKvqBlYkgl}aBy(+bacePGb1QfXCZ+NKi1N6TT(Kq{W0WB9QW78*vRnVa*6*h zYkx}e0<>Du-pM*#NN1eNlaW^TukhbPfbe7 z)F*`)s?yB8n8=tI!b_LXAt4~i>4M4!nz+~A3hULgOy}~^cXza*Nk9!D?gCBQeyqX* zZ1L;3Jb`s40fB*w3kw?_VwRTk-@o7My&$DVXt^_j^QQtSW60YP)gngu-%)Q zF1@%S^`ozkUrY>s%5?MQ;PCL@eMR(XZ>5a=#k6%q$y6aM8#6ElIE|_%9fSb>yEr>X z)%ebAdO)Kagx@`W{CR=Q!oosMP7WpsC^py$_Wt-_#)9JwSP;P28Mv?{V@*>IOp0+u zwnIGF*x0Z6p1M1h8{p%Iz(^H8>6(Up0`vz0M%^Vpu4&2cj)~oR$F_HLGt7P~lkx#h z)SFo+o;3iV9UUF8KtTin_bsy9Z{`d3CKMj%W$trrlyqUt6%ozmuwF(6F)si|PoOrc z8Z>ou)VM6Ff#`IwJrBrlV!RLFC!{T)H7h*Kbs}VV35FpUp{*?~;J$MhlreB}hQ&dt zRCqajua=|E#);IR!&`25-bC!19F!nWFE7w$+1YadyFJi4im+GJ&>$fuCMG4_UAGuj zjN|L-!Mv8C{{W%@!xCP=+b^8I3q=obHi#t450M06Y?=5gD5nxi1i-{eXEsMPp@5H0PO@IAi#J(;8%|y&q4I6^{ipmDM%hV#jHK7X&yel z6_8;7OooPDB@+0i{pHISYA%y+KSRhNot6vE$R`DIOi4WYc$=f`*J5pH_-g_4alOY3 z`o%cPjb?=Mr%S>7r@~rvn`4!qVD}Ts-$4xVt1j`ppUhsJCA%S_o zcTrJM(z;m5h-#0`RA2&~Ns_Rr!4s~4rEYzmVU7xwlUA^}5`+p`7*EW|j#C!P6%gb& zrbAc>E3a>!=!b6x8<8U-yzpJkSv-_sDgYhHsE!N_2;RPpr%H`QmGD1mZlbU=69%N6 zI0lc6eO|iORgd;{FQX?M5#~ndB73_m^t6Aj*CO}>^Ayk-@8U!{!UNo)nGTJPV)kkM z)XG@p0EDXsbk1RMKl*R#`ExN60BI6~y^zIc1VTJ$+_`Ye%t~mvG{bu0j4yPMQX z;BDKI&Ou#h$KH2#+SBPeFlT>u{p)kROcu!RI81B*GT0aiFs9M?8X%?BWScID70w1M z86e9()Y_3^o0#b6&k$ma!$POat~$2btuNR$-}Lfj`!l^v7;w7eedG^bVN|S{>ypJM z+}e$EG3W(NPs90+*8Pgn7GpKd`PMw6Ju&CuXS-wGEC@}>i75(^-|`pf&19A?W2n9| zAt9kelD)0%hq$=lj4N2C3Ywby5)u$W%ui1KHZ&C5*?6XoWg0v?KR4}D@yG4Uv)<37RJ7G(E9|aX66y@^Tc>n=sDDKC zqFu{ws4D*5)Xt(FX^^|Rao?zf?x?5UfSqE#gSMAr`6yW7FJHaFw3ppjUQ4~=d&=@y z*KDY$sMz&O9zqm!DEtulS98j|}Ldm8H!z*$wmXaeEN&p2rDko*JX1 zZk9qDtIo!5$o$8_42&zYmM7%Y(<5I3W|!i7|F?FfIp?4 zT*8vagY?SAh67VnY0ar`z~YHB=>z6U`1E=jEMD00&lX# zjaT#sZYa_GpbQ@TdYP8w9(pW!TygPg5W{d@IIa%!)6>(FU`mKMp5bT30p`@~uT9>4 zsqy0m6W-Zqd5a&TepzoMdYVkXuv|mb;?>K@tKga zhKjb4BGQ%=o)%;SLH|=9mqTnUtLgQ1dkYI041a8G`c^Ir+j@QaNtok$J%iWY$Qm^% z(n5Rh1KTZYey@H)#pP|3|IoyjeU4TOWl3?Xc5huB6**)J4h4tW)7DwQ;%*oT${dCA z1yKw_GpTG?3>OD&-2mQ##${pgDJn|c(^DA3z)r{%Y~H@&f0eP|&@|f}`F1S5C206{ z{J46i(L`Sb>8p%CK1yrp9V`g4&yOt;sz-ZF6daMcU%xs)NDQ)u$QhXF_wNTGBn3g% zw3q+0=JDH*{jGT&ZchjjB#{vrD;`qE`3XU!$W`VFO2Nzt!PS8t*+dpj)V6T$q*+)d zd+6w~j#L_d#h2?ZLy)b_&D?^5a+oq<2ejE{Aoo@(bYw7?NiHOJ@$dDaPUUpG9^bDVa=D^;VBLEwm-90B(JX%^rK|z9xXipUsyeV(&<}6D@KD$|w|;Gf zl~Pep)pgN^N>oZPF%-(Yx?laZyur+CT-w~q=S z9P_*vV^RJOkYfUt=?4prROWb-?XADc^9w&JAYCUj_*Cs%X2>+FPHni|L++<^RF3Hh z)ZJ3PsbON03_K^PbD+B$qLdn-K0;_W{Nm!`A}|vJ4)@7#&%iq(_rOU6J}LP)zN^<$pc>v^NC%`W3j(Jjv_TGZCQ#Ef0F`r zaY)nlx44>Ga+B!N1rQ2BU%!{~>&K57;L4ylu;61gUAl7R4dgcf7=jbRO+f$}Snq{o zRdnBI$=8_xGw(_>&ACc?!w*AOjlWM(JCqxclas3+MWjf-YWVpRbUP9dz;%BwEm6_Y zb(r&j{BMgwsa|{fl36Jv;-bv_^G*$-%8Ahk6ry;Fx@ur?9q>2=SQz5}FIA3J8hIXL z`8?8EzT@%QuYRE$h#EaNHvy58b698=$jkir!3WeKEzSIUz-92Jpy;-JMj6@dL~pyM ziH(|ti+mUG`2_F_FrS3S#?$&KU=9Zd2iz1o5J=)tR95C>WPDy{Vo>SU-q?tH@mzRU zQM)(E>THZsZ@=rJ6o1-{KerclaIrS-0+xrtLV|QeLP;6)9E&eaR$L*n^Ea<>+pxAf z@&2*Ue&g@XjKvJ>Sh)`)CS3wPq||;8$XkB{*44<-@pF=U=l1{n9Fb8;EQwt8VBPLj6INR48i3U z*}DVF2O>Fu3xJjh3hr+Ye0CQ4fT=&L!>+K9gVMB-xlSTRqhCr?<0!?3V?hQS*H-hLkmp%@5I6P2Do(Vv={0-D0Y%IfKD z2EGySeN24U#Kgqh-2BNCD0+eHXzOr*#WLO zx4xbf5wW?~0EZ&#fV}`A?Cssr*D`@q7eJ?=Ix&MO#mtO<;e6LBM176R9Ht=Y6US%u zJOW#Ogh8Lfuwn+R5(5LULEYBJ#X%52X>dEXphoEF#lf}}vPZeP?!qz$ zabtUXTc-4hjZI})*~2)#=5OC7D{IGk(v=Bmgszd2y3TjdcCjyk!ER)Bm@$}Oo5$kThF!%cwZ{d_r=z>0 zM05zbz9!)ng8*q80@t+Fb+DVHd(}wNG=U)L=}{$h+V^Gk0oVdkhPjKpuh2z=o#(Da zl_@Roxtb=17#c>96$j1 znW^!;Wn@H7pYx&5$-soJElzEymG6S))&d#D{Pd>sO+y&)0DtvNK{$9qOdOT2oP>7{ zYmyorJ;fc{2166nsdf3nbC5`2*91vyx3{%H@R`~@iiejMQgt#T^^Xf7QKYA@e}`i? zt8D3`A`;2|>JM!@3mHn=P}3qO*|9XFvD$y`Fp|5nSR|=jYd5xYihQi9(r@padV-?U zjNFV|+b-($_XaOR;RxOOm{DxS;kgn>UQe#Chl$-D16Kr0yN_8}!Eid*2cILx=FuZZ zkQN{b4P;$fU%#?TFf%O;nEfs$_@0)VTLYdnj6Rb(8`TARI2(gm;V)l+*8`2j3TV$q zd(B1GbhjI!8Y%;>rFkcVius$ZH(6?;sA=7t?LGQe)fgGA&D_`r`gdwe9_nmb=XsBg zHl5y76q;Pk8&5+0~P@ftNR);ZpTO2m`Ar7qV$!r+@~`%UcMA31BgZ zo3I>|-gDh8dN9(_!67DQFv_G=W{_K2x(^m!PzK}!VAnz})OwV?B41^~WrUb#Vt=Q* zNZ`#uPTJn=HnFOpv~*9W`6jZo$hMxtOKV@)N?&Kw=OpZ*=j26&SD_nIJP18EMpKWS}+@?i2DSg~N!a9VR+gJwfY+Q%~T)pPqXOe0;GrHM&+ zTwDcY;2diLzJtjF=M60E>^Mm91|Ty42dDlG$q!T|S(P&09hRrWTXdsaS2>u~5*?oudApYriUnnwlv}qQt|2uL<-)bdX)Oy( zpa!c+#NXc^)E&k+C|Z>KOo&(=wnD8x3+l6aLY1Z0Q?r)K zh5Nvyf$7oxUx-&4M~;v%EIFBhkqV+cP;@3r7!m$#WH!(&;FQR%RQLxfc120al$NlE z6+jl87hSf4o7Rk8R`|m7(woQXN zPrk3m*u!{s-HDcsX3VK8#yeWsP$n4|!5;*?bm;vNNck#CiP ztZW11W+8|N0|tK4;v!iz75FVG5nvWpdXCyqQJ(2L&X07$AdcE z_dS6$7Nk2gwX`5I2gNNLPMdVA3c^{35&K%#wNYJ$Yh`6+V*aNzW{aW-EwPiK)nQ`O z_lH;L`W~G3$A1pK8y41?$$zV_*-wPG+`)js^jgSngO*r=(znV25Vi%_45U1x8Xu6I z2gBJPq`gnR-6iU#E|Bj}K{J)Y#2i$K@$s;**5k#!_lm4~&`-uHT%m)U8gYXA(*+g* zqaH})kdWHx1K6p&BQp#02#6)JM%2|}>gqFE5!<8vu-x6iotF#VhB3w4zZS%2(^BcF zwqK+Ka0uTUKGpk=Gl>wf6R4}J1JB@EP6(9OqdoHMtSlnKq5=re0w#{=uK+Zu_@3(- zX4*lO>vCF8>Ij`n$$$jWa4nrOBkM|>|aoLLb&I>B6 z&}Ol^|0ftnb*0)rFa+WQt(=(=82gPIHx_f_L8^aJeFWPdCLwQYX6t-&jJBIc|jokU0Y$_zI}s}40(PDq<6G>0oqyh$hz#(WC}vj zgyWG!U6HpGs8-HLbwA%<*wcvrv2DP!<0hQ1BOP>o>gYw$N#GJ)*N(8p{UWiquV+*V zVfek^>;O1CNIuvekm$?v2n0ntNU7MM)~_0zCN`2cKTU(?wm?1w`65hpXXsC0xe<04 z&22`-n0$ZRrNMi6skgiLVtj{Ee_8F|#=O?*3adsxdk$m1V^%l>a15RoBySKX0T~+~ z;z6e;#tZcF@`4Ccfx4iALMxzAVgN*(pGzgf{`Ud$ccFbJ@*~EK|Kb0`ZIgml)z#I- zMs`P3)EkzD@y;mZm*{{oqscgp+D!A!v+ST4Fr-2r=h5!odqnYCDTD|QMa|VMWT*OO-;{ZV@sX|!PoK~cZ_mEQNRQ7O#ftU6jGHc_arGdq)Hm8yGh-ft}Rzw-cZq4}8q3MRcn zLqmgZ8W|D2b!*l+5e_YazVz3;0~LoyhYt=tGKxT29N-{VfQ0Nf@k$}5<7aqkg2Vo9 zgIunQdQu>jc-o!aYwbo`$R3H`KQ{~eR2Spo{zr|P@|T!}vp-;Hu#vUGnQ(!SxrK#{ z&!53Ey1~c@mzLM@cJ6sLH4>b8zcFW?hRHR&!Xfy}h|kOaIL!)6dFWGC78O0cy`7zr zipu253Pd&jEPfhH{rn85hW$uMj;+>1(Ep(?X@&Ag-*H9#uH8(4R%J!ICm z)oZk-N+3HD9x77gkF$u16M6TUzvTJTYaw`1&(dzjJ!iu!SU;-X-*05CV8uJsEIIO$ zIL2O|XWI8!t25g7=$Lo;$UZaZ7EfQ6Wie)YpZv0q^eJEP0T$N#GAMtwn+?>APLtox z&C+qiz#$bPT3U8SV6g(Tl9Audg{~<|)h4rw7{_Ia9p~N4l94-Id zK5gKw0u%(0>5Jof^gJoaxYcd1K2DgW3?ng_HpF#WjdBy^W3zr54Q1%)F0;JRY1NO-M+1H~-_u4>Vfqi$z6| z-YNiILRt|Bomrw#?E&veqQpwXr|)x9=$-9`?sF=4E9|ImDJ2e`7>(GV6skdH|?aG#afy9~Kr?>oD~kP6LKXp0Y54Lr|KZzxZPyQ!W0B43bZ4E}?2?9FkB@&d$mo zgz7rXtc6O(;^yw%*V0-UP%sLeF__ct>!gqO_nk49h{DClZV)T3cICr-#7Ijr4qwz%1@fVo?@zFJe zqk{uRWf(B_9|QX=8W-~j;7=jScbfLE^n~x%-Vk;rpD0|P-!5rq=M+X&maibEBfigF zjc1v?eILQf##ZGxG5dm0!sE}>tKZYpJ6__V%*6mPywE^{F^&XlO=^LL%_VyEZ z^O8jl%7xWm4qm;gQ{pCf&kd#E8qZpMvTQZ-a=389PPfn@GQQAKYS3HKb&#a^p^T0#zQXa`G53j+*%)IGe+vB70Es7$Ky(~~_P*rRWT|E9X-$?C7B0VE zH`@Q5cyf#Ju<8dbCmX&?DeXe(&cW*DP%%y)XJg5yOcslE$+atVrji=o>k8g#4`gO$ z#!qMkB-zzfA^3T2A~!qR76Lnf+FhNUZ&ZrLz`-dl`~f8My3#vbb@T7C2W!`()h=MY ze-0S0t?eP4as;P;db)dweaP5n^QUE^r|iLDTP!cgPRrpj{W|Z-%J<<^(|EBU_t8N1 z3h!vnM%%>*zu&T2CmZU!oP;(wN1PSj2L+$}e}y`6Eq@*AdBWG;-VVrAaLlFW${`t; z%0NDIuIlRRhe7@VGR#0kG32$durft%s4_D>speEcSbd}yjy|ov14+an7z|Mu8VKlu z4^|o*s|(vqRkaHfwxObW%M9EN{x=b>D>k;b?@MkhHq!gt<;RfIHrXzbLl@EIC& z?}!~7DEK|V;s}1dlI1!c5Ye*y*-v&z3U$ojSA(4mCsjtyj#pMzpw+u~hoCq_Hh%Q} z@=wr|pzsji?n_L!yjr;WBkBnVT=1!odz_n@ad}ZA1J-i6^E`*3wVmA>ynANG9Kuyo zQ*}-OF=}hiynG$y$*{1BVq`yVZful&XV-(jiRLgAF>82z5uXe#4;g}aU!JD%qy7Dk zV07%eg(X*3`t?q4r~a=U-okI*v|K-fGkY)r^EkdS+D4wU-OkrR+;g5!a36PUq?M46 zfWcX5pnZ+m3@CYJWl4_>6Bm~vC$l}RB(q14@D_4_4 zzNr)S)qP=GeJw;}dybwCPol&(QGb5saVu`vRsHn9rq8e=r36`40s;a+IlLpO`=zgD zf7~0+hp6}g#2CpeMr9oMousDM_5^uk50y8}yGQF!9F00JYRk}b)QJB1qrHE%&*i&~ zb!;$owGw{BSf9fIVlxFX^<(-i6oMcnXM$5OXew^ zjyY2iGBudWEcP}lm5M^K*%=FE*oI77=KFl9bGyIK{e152k8@<}JG}3^)_T@j&$9r^ z0lOk;0fKRNFBu93^eQdA2Jf$;5*!qCy0QZ$;Ea;VUbpduS})~a-diCq|FGz>nFR!dNYlondbbupK@VoP=o`^s5g^s~`($qpD!)-G)l z?bli>I{v(Uhxx|ocXLw>i?@n9o?2_n4yM=_U%$ z$7|XJCwN4h$1>6cc^(X0t<;^%-~IJ#+Js4K-pu`btkTzYBmKZYOr|yK1{0@5ieN-I zIyy#q_IGp`85v#uB8_ryU(mJbj zUm4u9eBu|>0*ebCJk}PcP{JOmBrYKgwR<@jci7KRe=cEui-6-q_WDJ=kGY<|6&l}Ui{XP@ zrIpFR9yKvYumJ{gbm(Te&e*a0_wRG5(91yz$B+d4D2fYsiNXi)%ar_l?F7|RaYtiX z!iYs`k%5W@ajS7}AF|z+?j^Ch7?FV~I62mBCE&fBP0@(_9);9ZfTwh-We_I$JY5l0 z91kG~9hKfNaNC@9B#a{JDi441EWSAK*wD7cLb2?`K_^^|NKG8$h|QM%zRehYdTCOyjt zsrP{|jjfQBbh=@_PEHG5K?+P8TJ+k}(#0s1gWY9MUvgL9@0lUNp!8{mk81hu)$4U!VM3KsBrL%b ze|&=8#dGJSYBie>>_CP?LsK)U6GSRoRJX5Qy_(|5wPsBXqU}K5bwmv$*wC?0^gXE_ zD4DWa=jxCCH%O_1JS{FGCWRHVC)wGvfy(i9qLqFwJ1x>j z)dsffyr~u;o>LQzlHlOr%lT#Y4i0f*R}*crjOJ!%T<8?(Z%-HFS``W+Ermxi3=juU zpOfu`?-_i`Y1T>#dHJC&g!_USC&?pSi;j9QUI^uh@`uN~Rz)5%zhjftk$LX9^Eb(6 z_o@Dh+*`s$-~PIAAzq<>v2gLIs*%ydloSRqSz|HvpE|-TcdtOWg1#UuR~9lh+cW3b zwj8_!xSoikt`~=*K8+~$?HCTL-^-Q3XvRsy#s(_+BRZu*fT>zgrz(o zPdCg~0CS+@Jw#jak&b=zD=0(>pTb_7XgV|oUr6(Cs< zmyj6G>rV-FvKp2vmK>Iz;9yvim%qZ(<(VNmgVtGL!xO%d0wS13%2}&ut8CAisK$Mw z*O(toz@$X?Xtr%`*5TRTOQhUyBgtuX>f&N|njU)Pa^9?i|FQ+v%KklL3@cR;7O0@0 zK%>#h9|8lgE?<5>Gs6((26Y^a2)sKK)4HGOKCbOaRF1iO>z0V~Xm?J|LFDYQd0|_d ztj3d0B_h#huD1vM4BE$`sD8pT)Wd?O3oWWjk{l z3>fzx1*AO9f)%-Au1kD;{2p`PoxHpdC~*d%_s!?jk5F;(?WSCvcQ`K%+ep|d0wS3f?nVG9G!)APBL{UNEik%%|z@=(kshGx+rO^tDNc(!q zH0sy-`uht2&E{l=(I$5(MaY~Zb6~&Wd3!?n)Q|{KFMlrU?(W`pIEzhs8k~5)$jFbt z1|J@(aS}c}JR~+YJ(YJYH}|#AWlK7?V}6*22gx}1=!&VOL!+avGh+?huHT*!AQmMz zp!xp&Q51Mv@Ns-zLt})dvQx(WPfBY^9?Lh_|Mk~jfBt!WC>YcMcpX(baJ{H#*AaDj zt(;5maaSIm!IG(g#cYx_iz#~~C0)T0#=!xefrr@=keF2J9j)-eU^-?IsXG$QS-9#@ zwJbE;0=yAOLyHnKB`Wbs80EkmY@7RZgALw8h+I;nYpv|+I&Dd9sjsU$=sx`&44!o- zELGsXZrkE4gYLhgkntolla7L}ib@R@A`?nZ#Np~_u_sYhm2iw!h5ZzG4}5PBJa-de zURIc{p$+t?VCZG&^)1BedAM*dl~;to3g+gCDU8duwl{rzzKx84;aD(MuS-P(3tCz$ z>IS?L_95>xx+dr_#+tW(F>N(_RZw68hRrG~C^)tI?#2+ZsYde*Z7nU^p>WH6n+)8>Xeco<#+)4-#^D)*wjAJ1MieHs|_*g3J!s86lB?2 zgkJf_%1U#DB|-!Ex9}J!$qubfCZO5-yp53ODYRaI zA_OEAx>N+1>4k$Ooa@(*K3&Wf8Wtv~m1&4B3Z}XgApCJSc@o`k3{e1zzZ(^GXv;h4 z*`Xlmxru82Fu!qD&GN{dB#$b{gA+ULuocITdl_U{=Vm6Iin?fG^2#dIx zeYc|Rl~g-3DZMicB3ngmMT}h`gsD9u+JHUS->={(qu?%g0m!9Va^&sw#E3*fJ^&k< z5=qf&>F+OXbLq?KiggJ*?LnLZf^Q%PEDKzRKfS#bw)bBmHHmc{eghFSUnypKO*6=I z&JFqwc5h>RS1o-m+UEKMo(~-)z91ze+eq?|mwZn9jab_Y|3>??jRba3QBlEvt81+H!caaU0<5BactB_18&bUA3x+kzR-r4u&LVR8o&P z4CpB-5fx;#6H%`XWdSXl=*5{-ZB6%@KMlW+jg29^;&JD}Ny^xg-+v$NZwl`zn>(YU z)95l-j2Vgp=pfx;L5Cg9#s@SrNFH!wtYzawQjcu`vNO0PA-K)Mhndj32p+=`#p7#b zotINlSyM~6f|~nC0MV%w(xhX-)aus`jgJpDWN_DdGSaiM_Ve(ZN5+jRgz>RsH->`q z^Cv*^KaNI>P3H+P5ddZJ2P?q-Xj%?94_sf&JVXKv=5WB=RV2a)8p4FG_wOam!pq^9 z@2y)QfoKQPH-%E~Sl80xh8kMM%fMYuYErg=pmbvv9KU>G5bgkdKJ!lS$wT&iT4@@b zct%KHK7D%n;%~r8+ke1|fVRX~Fa#T}uTEcp9~(Ub(nqd;gK%u~=FJ$Tb>vFBEHZ73 z_sRlDnR|(@l$4|-B!veqzKsAJy;`{w-qeHjLtP!_qNM8eIsQZtNSpx`-r>oJb5uaO zcd9v`i?pYYypl+w^5ahU|9NBS5*8K#4hdB{Nd~TPt!PHv~W`)3*%gjOUZ+tq2mm8cI;{8Tm**b0iEMK?Bf<#!G<{3KNDtPMU$5>feaSG!z zfAhdH>v{Z|pyLryl#_&{M5Yi3`>=>eHmwXNi#al)ru=f7w0lv$ z*tN*Tgo#{IL>mH{O~6a={^yfp8&Xu+QWA0U4A5yp_2kE^GIk)O?AmoapFZ@UjFOYH zYS}Us4F*O^+=5KCcFDq<(h+9Wo-C${6>>IK`^+(T?GUJ_0G#FfN*$Z#%L zYiO=4a2?nEDu`PLiWy+_B5o!rP9;fg>jm4WaX1~$#OP7*S zs(_oqOAxzddCANSq8tq&dr5FvATSzAMjnB3O_)Cy*iO~|ef5(kAE&1u-o^#x&^ysK z*v%2lg8cc2qt0$-W{;8YC3s3{1V_{(Mc`KpSg?|x_xsD)xgh(_3AlKa z*KT?vPYx}@DdjwH@up7N#R3wsS2@&7^aarry6Fu$8j`E~fI;WVen;DB{)M7e=)dby zY>S<{5_6(0z+}+n(lVAt4|~8Ov$WJaEf!xNu}JG*TV&ka>lY_N>aqn7pG?XFlz0I=Jii#FV_eBhcOFUzr5r z`hf-O=j%qmg2cgdSk$7tOsE&XKOlqn9Rc~{#VoB3@%q(VOe(kg^pqCRYijuihj7np zO@A0Qv@$h?1Ng&RSav1G$M1yF`CS=vc$i4#aK2@BH&80xQriC5ozyEJ`BH_fVX&L$ ze8(l)NAtcOk;CrHF4z_D^D88r33RHHMo>!@~@bw=;o233d8G~V}ZjI(Ow!v6iItL)@Y ztN%}rK%r8pkbn~J=#bIhn4`IIX2S4xgi9&&&6bQRDcAbY;SWjG3BKhH^;PnEdq0}i z7@>3spaiF`r~ad=0}CMbNh+1H`mBQRURR-0FT`zY<%0rynxCf4lBe7489ORyOJ!%+n#60V7hqO_f9l= zJub@iUw7IspGh7W>HIT7dEW)B@L!8i?H>Q@!_a7_I zF$OD20}Q4!Y_c{FRoxjnmUnoqJ{fvuh-_icn4gAu0CJvbsr4M|*ViST=Efl<-A?IG zOiimCm?=_yF=8E;%4S>iXJzoE=s3yQ>D!i4isZW!b+>jnogbQdM-|%qLTqO@t7pvJ zyCB|~ONt}!NyvohLAXb}wo)F2aeA7O?#)`~`!O_J+UcU7Ws=ZDQbvH**vF}f_DsWp zuM+)Y=>h2p07*xW8fd2tqBMg_Qc_Y9;H8X=3}|wZxRQ7XniRGHnyOLR^)4S)zIt)8 zu*dPmjpq_}Lu|)PUvzDIQtKyMSKQCisFyeu)oU}%DffaBcjJkTGSzb=&b?sDl*!+` z>_-*iWgr3X9zEK>jhJHqAOIfB%*+f3Xs_U#YvgQ09#Xt2Zd41oeva^INtSUj{}dUG4dr@0BV4aOHNt)`5rzFSsXk#X^_7CEunm z^;#T9IPcU4YBj^CUNBKP+~q>=rwq0D!SW~LQV0K8S9qn^ee38XW@P}5DXw$@y9+F% z2M9jhLIo%}w0Kr?>r4-h@Z8weocp=n>Q>{^0Dc14JbujI@%}%N7QB5^hS>N+m+*dm z_RVAArwv%Iw6EE(1Oev>1%)&9YZXqOhtR3*Xq+GXvEvHMVqa_)S zWe*Jvy3{*2J#su|DB=mCt)9C21xa!6r=d)SrzDw8i9eE_tuEZ=Yre+cgK95*sOql6 zVks(7YiMt8hgd9N0jXJnExd5?m@k7)-y?T8vzsbiXZ+Tuh+QM!zU@0;^o$E-NQiuywLN+oKon2QFlUK*F83=xDxZjt1Bzf889Fm!#&FN!^m&>STfN@ zz~q8QwLLms7(fhS2=)ci)gO1Z6oA$evA2G$7|LT`Rx}~iEHC#0q(VHe@j_T$NDTZ} z{J?to^bo8E@uAQHE<1VdN5=NQU_HFSY$?#qQK#XZgXY!f@7SY>4kU@h1Z9{_Yyn#i zVWbHDXr<7gBMr|d?#moQ_a4;k>Z!&jtGUDv3J54pG=AUo6C`raFIfWy5?leL8#QN? z3*ZjlVnkN=U3L6=liil5-P~qSesChYP%y#>lOFbgEks~&>~#2DKKze>c0a#GBpk#W z;Xeys5-5HiWD)B~d`VP^um4D<;XY`_x-!)wf0O;kVy_AJsdgc9fD9o|p7; z>WbLI@H5wfgV+>}pVWma%EcTEQ*39=Hx52=N3wIroRWz=p5f`CeV>h*ct5xAm-my~ zI44ip%bubbYnU8b>RoZQ&DYE?T71urgMDx|q&)szE*6E_vm>H>8#jMXE-K6mtJ}yP zRy=JSb#vo>*WFDA2(kp;l^Rr{byQ&kyS94XST~-_zk(+zf)OSOl!x|81)T`xyrIH26j2M%Q^LG^vIcE<38y` z99Y7`^I`8t={FN?M-$CMKde-3*;|~K0Y^qkU-F7_t@7UO-nC*^_0As+KNZ!f^o0Js zqJexu#ri98AaLAjZ4K(1c`~>*RLY2LM7#j zq_3E9l)E_d<)e$NY?+-{LsWV!AIy=c5lS0`G4IXoU1rM-k#DL?nQ|; zwGyWAsP3RS+ru_->3)?Mp}AImYm3{%lq$COv=eDQbf498toV>*Rw%V}>ZCCH#GkX8 z_2mbitV>XqJ@i*|8XbdBiA}pvOnqy&{?VOM%Uc4`L6*t4-s#H8x`z7-5Jh(42fQm3 zW=oX!$_7daj1PnsXjJbuy)}1qmvtP+<~_oK>klwDET z?)j`AYW{dt8sg&C$+YD8n$0{gL^UB3r;jEwRM^zrS)*$+u4eN!yvp8YUFAi-y&-Yj zoA^1I6>&vceC)U?AhD@Xh%n`i_f)6hW4+`J>{*xZWT}0r=gqdcpLgZC{rsJY_uzQG znOJ2aRr+aPznJ9wm%p0iymb+b)WMg@S;zfKEgjL`rg^lp@_7BHi7gNSAbnba$sncXxMp*PQ!->H2+Z ze|w)Z_W5J~ciu79SS*Rkq>Tz z-+T;W$N>L(X!23s90>^p^ZK7#NKrAk;FtF;J_+;PpSyJj6AkCpTeVXpq!&n^c;8Fe zjBifaItZP>TK0M(+XNv5UUx|$r4LG8kxChS(xX6^PA(}M=~tM@TpE_3ETyz#O7S7h zSsFh`dicR42dAtQqA&gV!S`2h$F!DDJY)=CdI^{T-0=Gndg;wL2c53mP_ zAAgIr690V_?xQo3zklcX|6hvOiT_J`s`<`&P~XWfise=MFGW^9@n?JmIpgIA_9)g@ zagzO8U(;HgN@^~sPzXCyDcTvEzE}y*4DHYf33gNJ@txK26F$dywk=~6l_(?`lAq}( zTT`|>LS|Wx%lG&A7JjWBofnSoT!yp;Zhdd)+33nVvqaHbHcI>anGL^Ysa3N^KB-{B zs{3JfGHsw$A*Se)tzuoi?-4apM@OheL|8-e6eDPSq?ZoL$uddArFAfwu0Kp6@p!Ce zd?u%sHS)-HMkP@ditGJGM1EY(i-i$PdIg5s+-jsLcfJ44fj`AyIiSMyK+)dOq%pIr zb8Dle#NwRlR%aCkLymr0kALR)kN64t!Kq96=)S3s_~WY{#|7P{2l%+c(Z%=&Hkfk)c*;A;HzT;rZ3tu7U_Qr%qbD{FB50I3D&K`v+L4DpyPl&J8UsH}l!|#}&k8 zQ_W;ollo7q@5mH89Hx(_9*~O?w6RxjRW4Itt>ra6AB&<;Auci6N#{@yEz95vA zOEXt<-D|=E2Tdf&l1D8@T&0-={Y}z^XaaHe%`la^{TZpidnE*8T(EL!EN$7q!;qNE zG^r44yMYu3(+6u`Rk=MjEKNf<8%$RUy;Xj&U&lc3G-p3M5SVDLQIKyV7N2nLa9s6- z4bO$zoAU;Z@V$mQ2=&9uV9s_KSQv6$LcF~Dd9hsKFT*TVGqlc5t+FQ-2cK1#u5U6N zkF;s@iT+}*H7TQ;rJ@^Wmyd+_GiAr`qc&f%r}Zp(Yc|PdV(q5jQ(a&)@fj&`+Dob~ zLMH1GlX#<*5&@+|?YcP4T)bR%lr2Fc`UKx;pOXJVfl;P4VQh;=RAsI;P*0sPp7L4P zrwY25qWlrFAa7YpY%@)+s(jotS=pu;7G|w8)W?wUsp2+-+i+jhi{i@=S9#)5@J8E! z68Lx-Re8fQZ7wz>3WddjkMnfVyHg>)3+VKCORmjF zrhyDurSQGqR?9KT=~E*qU${Tk)JbqTifH+Jmc&YbQNL0dP13O$_TGT?Zs6erGIU^R2?+QO8za(A!f*yZqbgwgCY_ z#d2yFyN{xcBInj(nzfvi9y)rg%KyB-7gzcR_=HtMKYif_Y!@eKGKJmQ{*^|3m368^ z&5rEsZ3UiFvO6hyl>{CvvFIpu)527^eKEQVb<@4<^Zpl}MCKFn6q7uN9pip4$m0C$ zbB_@rRmTt^l=SN8mwwk6Q=n|8!jbdPC(VI!RkHh2z>4y&u(-7@t6>o`dus!K`gFc< zIj#@K-=4l;nxT7PX7$7#%lawem16n*sJ-pBHGSPGK_u47l^0Pho8^|#bQxFoiZhZi z3Jk~Vk{n^*LNDMB(67T|UH7+JJ8G_CcQ#TJ)1RT&l+Na~*u~1gNA4|QSY7nSjeLh& z7w``VM=LPq(<((m*|Y8csOZMZ@IE`Lxf*t(``6*GqnsMxpEwOEh#0>!5hjDMdPOtC zQcsVK?OD{bd$XO@++rNjJ&f1*UXigNb*Hj zv0r&4hO?hUZKlV{GJI=$w5_6->Md3Y_}J^TS=0@tvIE}1(i3KLoZ1K0ZxE~YmCslS z@QyW(U)DNbfOA@&BPEX_(&FXftQZ326R1)t+?8!ysH^U@rUDYT8g8rEr@(t9kjtX|~jkf()-7S!Iua3X}>~izilpFeS%;S3{zEb>F1I88J4MUF|C+R zT=*L5s1%2bM};077lvGJ+^1c{>79$d2|F3fl&SKHMLEtGC1p(@W!X|nt!tRU+SQ(d-? zAlAmR@N@1pAt6-4ueM>iSo(E(BQEsr+v-XqT3@`fg5GnstU&*P$&cdz~e3xTI5~ zztP>m-{cF|(n^%sYg z57;Zy<12#C$e{A)`@Z_~O8SdGGyRcAwAbdC*0;QeA&|;b*3at>F_gKr0zqu&3Ntfv z?0v-i7V;+2S(&pV4Mnyz`ky|7R6AJ@J*3Q&E!}>!zPkT0OzuCRLEKj4ENSvQ!+xkc zn#%uT=4{L_hlne^YM-Yn)A3|D788CT5Vwph{i~-I_rP-WQd99bPO#6@(^7M1cIjiD$_oHb^PfW$*^5gh>SXk(NX+~q416NWqEh7O2MiK|VayJg>nxCUY zJAdhz&Z59ar_b6{u9fINF&>1Pof8&ai`cZYzuV< zQbj~W_V)IytgM9of~hzZ=9Q>aen0#t_>AOCOqRph@|_3(gcOG}42{Yj92^`k(bs2; zQgu2@k;zf`=Zk{G8^pq4MMVdVUYO?Q<}CrlJqCyoXDigMk|;X5x(s_0-hcS;Cyvwp z^6Dz`Z$1fm3*Pz`1;uBqNZY4%wJ)hefd&(C2rd%*FrE2I>m8z}Pfg|OXQEi=#dd(zR>$#RD63 zu+k&?@#AbF!pRZ_^Wo=s$-IJ9YOHzTdQKRFLYo#r7E-0p(Q6`or(T=i=2MPPC|vUR z)o<*!+Lhe2(cj6_S+sch@@!2TJrD+M4JvCayc-qApxxa<>^zwy5OB0HV!no$r5IZ) zu@4oCh=P3^I#pzaa&yTg`%V=Gi86bec<7J#;9uLKS$t&d?t;B660E$XPE^8#Fs`6N zp2`|p0dviM)5yNXvFPsqw&4{nf42^KF`y|aoaQA)wfs4M+x`gAbd!^2j?FRlf!HV5 z`^``?=_FR#qv$q1Rn{WWb!W$!Y^pAjWQ-uL0N}>F#gi zFGT$ulgb;lJzZnZ&HdX8lPruzv6%_+GH!|&&eUP-X-hh_Ha|XE9<&ga2K}UkjA7Vr zdzI)cH9GV0Rx(n~-lfu=r3|7iJNTTrR$;!9Ikf&M`1Mq+V|2$~d*&eluhCB<xzd$U%vcC^$_tIR|uF)j1W3Hd)D`rA;E0kLIz&hO=gQiNB38r)$l+m za+v{S6DzAYMqLRbqwOCLG0TGx-+V*954LuLmp9~loncNoFM8ib@~A3~=+x_-Z1fT9 zufEpw(X^w$;yE}uSqw(=t#?#tU;mwZi!X%@M;F!^$<^FpzLI8!!Y@XJ97aGm z0`sQ#6npD5)YMu%afBEcZ|x3OHCp^LhV*FvhMvdYjslQJp-Orqfoy0n%<5&YnP7^S z<5GC&FRJ!6jgpHCSj0%Cs;to-Ja}h1-&m;GQ9k~6&QFJ-*a>~_{@~2?C<4s*{ z?G~o{H!tM&0%z%BZoW2E{W~eF6apzLLg9FyhVJK?V~CCup|{vU^mak}p~`C?Hm~!s zD5t3FC`QC#v(}%YuC89B)ioc5zz_+I1@KC_m`OffS|ys@AM6xn0*x8`;+R?6><|CtNe;|(0ajyyI;lqbY(ujqHyaR`ku}EVDSwZ{wzT;`|iH|2^HksR1 zp^uD}Z)k5xzgmm|9@SDPhEC(GN2lqkXcxi z8N)&Kgoc&i$i7Dqq#4+FdXBvB}OKH>nXEXhleg>OIyO5R+sQ1dm7d*-~sHfvgE^bVC$?0Rv zqYX2QSR1)8y#Wa1I&=K|`4j9fA=F7JM+Q0*+11|e?d3IAV}FvXT-6=Jda(Miw6s)9 zORJ)y!g_ns7UZcEyR)V6i8A9E@QG5x2?YfOvou7Y=THS9DKz{Q;d%#GjnL(%RI8^4 zbxw64;IXxvhB{b^xDPobw5HrKBbQ|>2{bz)bqyc(F&3@plRz~N5APtzTuXcS`0*qN z04y^O2i@#D9N}w&8%Gx>JF2w~XXi&70|Ns)u+^odqxG!3;S9+%tF7_4xHv2-84DAW z^19X>#j;$L8hm2n_@6&bV3%iL71Q>CDM?8hIyyRaPFD^N4&{o74U5CsZ_)mVPjgFo zF+?Ww{L{+v{EHw9Ip*ijVg>n)LeB_^@d8f*TElCdVG)iJQ8md z4BCpB&DMI%v)Vk13g;|CgQY9m#W@+c4J`) z#eq<+=uMw}%LwWTNSXvMZ#LEE4WqYO)pv(~dRRd>Bs5(Dc)zywlk9J+`d}IxqhHK^ zU@AV3I?R>pOhwUd{rU29IPKNxLV$Kxlr&p#czitk>SU%Tj+330RbD&h`52X`sHke0(bWD@$H~qN9YjS%1(QrNm*~!d!ooS=@cENi z&6jAvB7mlLZVcJLhrM)|9IJsv5Jfcq#>Uk^XtEle4;nnT$A9 zJDh2K_Gf}gnc2WI&8Wm5(uURRHEwmVILSl=_vi9ZyK zv|G!4s|NzKKJrP}6IS=`%18(%AadXv!^Hrb-^*RmRn|MxAVn;+1Y`}Z2jw^nWlHn7 zKW^*neEjg?*>=^==GN9{XBP?z3IG|8x2LLrT|yubHmgk?1spMJ5?!4n;@XO@nEQFX z#vYYylT|-#BiU24oj5nmjHYA*h>b^*Cnfd!o4Zt(kLpRYn77LEjK}&vRmh5V77xX8 zRb}f9oK5;`Z7=u8A#!{K+tFZ#WF+#WB(NRV`)D9m=PQ)x2}dzf)JK6`JA+;9__SW0 z0q7NPtf_gVbWcZL|KfPU*r(N>kR2e?h4uAu07eEXoX+6U`wP8WthEQzQ*7-`%diou zbQ+HF!3@jIQFk8aK@E{#RCF=#Lx+KZ5m%52&{d9H!JnzAtKZ-505|7n>I4S7IZ@U# zHfB3rZHt0K%lNHj?7uihHIJfW5t&p^jVBvv)vomL?ltp@FYA>H6cY~q6v0s7q1Rc{>GD)NLwj$&2`rtKmKNlXJe8VCbpOGQ4k}8@ z%nxpl0A5ipGg8K@GZM7*kRjx}6BR=B;`ZQcct`|9X3LdI0a}sB(dEX7ZqJ_f-Au4) zvT5i8ulbyNZY!Tn?ai1rK(LwL1L+9=DkA?^} zlB$Xf4Hl!KnRlp-=B@@s12&G>YCOqBPsK_EX&{MJCrfdEaOUQ266%fB+(y2C|Nh;( zF&wsLV}+W0l<5O&=O;Vy0N8$M^c+#K&k=fj9SCdejsyh-@tF-G=uaf$ok>|~xM0n9 z;IC5Cpi8cA$4~QE4*km)xDs0?tz;gZFyHJKIg^&qtvI#q$qKL=u>h=sya3YIBl-1< zow}J4eOZvyc5)M_slsTL0if&~%98bPceh&WZ+gcbX=_?;-I$u~;bf`2e^CWbR}jlh z7o9qn{B2*ie1Xi{ovYph2O{A0lj3!WF4_-5R=w+eI^{}6YH9=E^==eFU=c=>@662) zKnjr@&_`rI3K)8`YH0u1fRkD7kA98dCf`->bD)gLX_Iwg_|4v^>KzJLM{9LyDP z0#F$!Mf9{f?6;Az7*9WE(DDrrmyIOY%*v}B2M~)%e;62rHi${hr;TC8M3V`&zeN8R zu8|-Q!8MXq{bm%;tB580qHb@@U_Ixvix3!hKd95aj!TqC5d=Y}y{ijgtV>Bz5h0;V z5Thq2Cw&>JseD0DoERT>f}O35Gm+!}<{lf{F?ER-X2ja3yV3M)IihK4K`TLS@ti-bBm z$=B+PZ+z02FqE_JvYkBU(jbV!*@|Y+TB@$0CWW7WLqT>Jd3~`Adll$Sd-Oa6f;0E+ zzw9xsC_g`f)4tTx;dIVJA*VE9!0BSEjM(Y4erV_@)_R&^V1W>9sGncge3OsyRHZbt zKtfMBN6|p0GpP)2dBKi$PL4M$LXmM*rRjr_@ubN@K?fdFU5wu~pJ=%rPGyHqM1Fm0 zNGd>-B@daMopo_>0Z_mRAQ$A=qOWa1)z#JN4er3HLf7iqSXqw%g5l(JZ1Tp^EP($v zB2cp0x?09yhGSGD2&dUdqz?!z(FLaMd(g(r3(s{_!9Jf|#+xj$`$7EBjeZT@R3xWr8<}_ zpNdvzh%{k?gcK~cXUjll;1cHTE&fkh-4}RP4=`gmwftM7$?~d+f}Jvu#eV<(4U)R? zWO*Osy$MjKfs7jm(iGSc&D4Sa&hI&!HTO5@4^Cj^@bOygnTHLYy^~gQ40vUESW>(5 zYAbdXjii#gJX0FLkGZkxu#)5y!fC7RSz^1;5h_J%WJ?R%S5wsd2tizJyp>q|?ntik z!QtVc4kO6yd*BDX5`~=MKYu>(-g|;yY%o@6xiMU`*G!N~KicGjQwN7#0Gxt`f;G>YU&8X2 zzv=z8?90T;hn+$gD-p+fw!wng4iM7}})`A+<)&dr% zyXybbS3%@t_}cpO!ntqF0+Kj%8+&_#>igb_GF}n#QK9YHAv^x7+p9O@A&ET( zUUZvJycTx8Az!351z!LF8q_JuN=locRGIUq>AEb?>WW%kUIy@1$?oP`F7q#)c>^6U z_gXr_Xc$;n>MmNgCdy_i%+o|-*;4vS6D6op!l6--kwe+?2f)wq{oFTDZ@zgmod2ym z_Y5XVyZZYjc)|X?f`H6Hccx_)R0d;brr@!L6JE5Q3tYvjYRFz)2&JlXEvh8(KZzBw z28C`=rpfu?n*MM$0JMv=h{BTYHgE+=KrR8pAJRLTD)|N~D)PP8g-&rNMtN2xlv2mG z=9fXSdus~l6+2e}6&Y|v9OhAY$|I(U8YY`{XCs1FF4gS0zP`TT^`HiGJU=WbD>EL- z9Qxyi0)R++4Z`PyaL-7*dwP0|0Z_4qPc=8EHg1fJRrjCx$xaTA_~%4(GUofongz}%Hsq>^&3t}$usu7PqpRa`7%tQPqhKS-K>?94x9I%Ex)s~?gzId1<@8d;B_x2JC_4-YNS9n zIY9?E9w^OoZP&G`J8902-@$e8wQjLIq4`Og4zN55HuXmlk?A^TILMGHKX%1=zkmNe zsAnl9^{fYBv2>`wxI6$B2l*M4ntY9Yec~_$G97YxXwUjl{V#_sD^(}xXpPd5(~RRl z$#>Xd$j`khV|<&mec%%*ya(6iD5%;GM+-Cn>u6?e?flD#0Dv}C)fo^el9OK%LH@H{ zy}H$^Z%m!MjoE^EDIL=mAt>;5 z)~`I?!#`bxg@lUp^G(dnsWKjcDr*wdn>feIYoi58p1cAA2hS0C?E4F6-oCF|T2_Fq z0q%6-w0Cl1ZDHZ-h|gsr8cwAO6QGZk=!bjxvAllG&pTdf*pWi_{-3p8murcWw3MNBb#)~rM>P+wsWM1^ zt)u--aQE`F25B%X3=rL=i~ZpV2?;Ms6oe6dVZTwnU*{vu_K?obP5{T0E6kc^X6o!u zwjuK%#;&c|?k~0#7c&Oq=_)BH2?~1WLB&6}q zOP?u~?nd0ff zB_JtY9uCD)Mim|GBulO*DLm3%=Ynj5A!t^fr9Vr)cA(u!v16CdmsXl+_e9g&G|^S3 zgO|yv9Q^zS74&}}Ra=G3&c+s{eFLuevhJ6dl7#`o$KD8ECF>WSDaT0z{OnQ;a+ zQ1b|Tjlsjf*{*&T!LYjHUC1((ep69dgoofh+Lt_z4E!$Bj2R)?^Y%zbiJtwrB#NvQ zne^5TGgF^;6r>Y?7XrdrM{8@j>4G~D|IiQx@oV3!5%Lhg*`jfsa*Kz!q2O>aJ3I@7 zU0rM(odc*8{oCf6_^l#&+uXgD+m@IEQQ7Y~4zT@BWgUFo0mVOdP;6})cgj!eS&elZ z0Rov4`)4wOHa2S0C=6qT6bWQxWKB&?5Rw8sP;TPQ06)z0gM6`$xS5$*01@Zq<>ezb z?bF>kR8&+@lL9D9JK)M`zTA1O0}iI|0YZjA1HK&-mUK3c4jJkqwjLGyQ0e*g^I`?r zaAGJX91DG|Kivg0JNaAI$I8iWy0uh3m>u#fRYZLFy%-3cU&~dhcK}D4XDiDsj z;zwANzPR)dc6R&v@5q{V)gaOjuUQZ~9tHwJnf`cZT(|9M#)Y>Ww#j#U6!btz?f6p) z+|au;K{@Qnv5vRMbe8N=J(J!=;-mp?_|YSYtRd*tA?9C>A=MAml`NL)gCMWdYc!Wv zL6@o^z^0r)(b&+?07^|M{`>aJosl4=NaZTof-;$Zyr~!k0vU>V#8E%aXTaM}`w@nz zC!VZDwf6i4)=&U6E}D8mvhi2VU`FS_+1RC_HNw4zhwo$#mzyC7D4P*5C2iQ&u{s5w!AwBKR2z3n&$%um%e?ovl zYd|al+Hz<`J*{f(|omSkP zFU-mhs&8XlTZRkHEl>}C1<E;22Er?-XG&G8eifo5(jP8vzfSY0>BHbVx zV)4nBoBR@#{-H?v=FRSu^^CBH2oX@kRr2UCUAsCuHioiBfY9+;BxV%&3eHKUzN99v z%Vv9cMPPsPbiVUNx)dUugW$Pjir5w@;LqIG)Uuh`K7n!d+{%jVU?HHZ40;pl0XGUL zM%CB%K;8S}&VAI=iwn`nw@srLnd!W|#mGCRwN(cSDPf7UDuXj&8F_6iIGU}m@djoi zqiCO(s@=R_Z6DBOHh`f&I~)+r$<79HnzHZw@bECG4rst`1Ch7d_CSk-c(Xs{GZcP# zAQ(z{O|OFzaWu~_CC9UM>-!1y24f<6K{3tzK~5l@eXDOgsZAvH`m1$q{YsM?^uhGE zTll(k319)o_m2Tr;pDjkox^ynu&J{%8x$ez*4vEZfw`)6PNVtiAX5THBny-;c;(C@ z+Yks&F1F2|*k=`>8HuO!k*aQ7HW7J}Ra=(%k_YU|UZ*gQKLBwczX0JwLIMK~f!baJ zHYUJyeK5ng_N*E30zi@Pkq`wLvkp`U0G$9CmzdLT@PR-jSThJuSyGt*zF(Z4hWK?z zwkdA%b`$^n9`^F}4i37moam#f5J@WbX2Dej-8UkozM=bq4;htptjp8{03?~b$>?f9 z*A%2ivu~eX$u$vKP+;4fdG9gq8&Ie~Hsv=0HbZWdE6}gki$wsnBz&l+oe`c`i2q{`Vm88ue>P z2}-blfF74ycLbCFfP%-}!vpj>fUJ}YXwQ%CtYGM}87D>Y5U{k9jgdTR<(DamzNpxr z!bF*UjsugzS=#%djlZf+*`H;Wo|5*f7mn7_7R=4-$z%%qcz#3}zSYijPM?m=Il}Nc z0T|{6hJT;fA%VR8J2Hw?CPo#fJ1SwN-4Q5~In{o<0Hg$+NnQh7FUUr))ue#!+Jgch zEog30QeeE1R8ai*RWBFp5%92bIA?}rM_~7=7yIxyh=;i zRG}dXbJsg>bH1M;_3hg?d_S$3T1O6-o2f()fi@Ecl=78>9w;2JllI4(XFJaDsz$1r zGGoJ8d~Y~UweIk~4d8~j9M3O-oB{MS;QSyTh|AYVW%Ob6@`>oCWX4+< z(V{{=d1yAg@5}hQC=)re_bnW{-1Iq^&5VEXiex`!CmyO5AEHIqK?lk63t9F@F8fMh z>>p$|++Gntm9V9EZq$=Bk}DP7ck&dKpbmceAiSB$!qvJhRqrZ zfqYSxSFjGIUm(qQ=O{)J52w82@Cx!dj404rA9l8|Me~JNDcxO0HFz4!XUt-bRv3^0 z92^|;^Yb>3Z_M=#{bIoB#O@r(APr<9F{fkN@p!pdu_9%FdAjaOsJ1Nv>ISG{>=*o4 z1WoczlJ*Y{zy!H~Yz{o8qO!6(nuU&$F{Hy#3glc+|As_Ftj^8VBl>961lxBnh>xOF zla`-6)LWGi0Uhk(23gG8m(zcg>sB~CYITffMk_32%mFB#Fc6wlYV2(7?ejolrlZSioM`XvMnyx* z1GpXdS#($!GoXBdwv!N@OPUvVjy* zLceLV#lq?AzEMN=6(CTB^Rw(TrX`6w!l!zuN|kCTKz?m`!V0Y_lKfsdzc0Hvg|8HCB_5PQZ`bihg-kFNytJ5v>T2b#F z4EiGbqnu_(4myY39+YmrZsHQtgK%3%leSFZi>(dCQqY&r(%In~Sz0-u9WHIi7C+Iq zSzquhsda#tpWkX@xC_+jz?SY!J-U(;2q1cbf&w@@ACWZ7Kp>1*04g2S2EeXCrAFnz ziHC;=#O`Y+{rYtgRKx0S8&b}4|Iqi=@wGV8#y{88UolhKi44~4kz1tg$YCk6Y;nn$(kEf@n zzd!1uM_&*%-5WeD&Ag6EeR`i#E$jzHDB_l}>*?^cL)4sUk-)dy8mLH@u zU}1y&pL4XWR_8&4K< zZooy**CkH_u@*6Ai=rcX8Jh{U@+gp=`bnE>j!o>(K~|shctqd4qy4x?<@5BKaQJ@H z%j96kTN)W7O-H}yudf)amr|-WLL|z>8i3ma0&M^RUJPHcXvPApI+(#=u_^`_Hn2L- zcmf{4V;&wJ0v!(M_xdFY0J$nEDgxGmot+&G4GnYxh>G?A4W82bkEAj`s4X&v*3;9k ztL1{p-;4|sny?b{zJBkB<48XDg_KTF1)Yiu4%}Yf7yBA7t@n>=& zc1g9gOk`$1KwY0s7YYWz+#kU=!I<* ziZ0~X3OV54662$RZv$zfprjZCkm=8lha8V>wt=Kh4iOg@7rH6GkzVs?KA(D%N56Z~ z^nU3r#N)BDIR$*%Se|UTnscdG3U9xm8Y!*rBBQ6R6TP6ch%$eJGV75HWDF0C`OoDA z4e|fFypa5c5Do0t39$@zp>T6q3W zhpOX|w1mX9T6uMOY4cc(0~`b{IyyQQ7S^+8jepbZ?M~k;_VxC9Ri_zq?bb@gdHU^^ zjJ#266 z@tFx@8p z7|*&rgaV|ysCTAc08ealPfhAMA)%wABVbbippeUwp?Q6Sd0h&-%T+GZ>dY;g72{!v zgF9nwO!^nQw`N|iaGLp71Xm?}9CyoNMV3me3N}0Q_mq6H5bt%Lqp*INZuzp*m+h6NUUHHb00L@QY5O00C1ID`Z+gRID|)rrd|j!i9>Adyji zp`Pqa^)Foi&s<=2hkl7TmBq2dwOBBZO!?7v@gr*ZrFelp6Ui4|%c~wt9_{$n${m9y zdbQ=wVeH62$0`wjaLs@Ka**5T&~M2t73K!l9+()XYGxi`#knGej0DXfU5Xq3G z__g_H3!lJzsn)oCQM1{h(2iRw&dvE^%`hiKn`%ETulAghp8mRCadL8+Jb$D0mo5GM zmE5idW_$A9+HrzAkCrNrCE8I7UT(jayrTO7xG|lQaXbdCr(B8Ivsgd>CP~n+Uki97 zO8`O1+j2( z)BAJ)C~85(T`_k!K|IA9LmwPEe;=QXv7)s2c;cdOg>E#Xh+&bARig_*#SI8_c2Mkt zwy^7AMHCdG0Ey(`A)uu6yy&J5+Q{j1#_Ufa@qS8eoh+zJY`B++Dy4=!}xgA-$Ur6w^tW%0+_wE z^<(h!D48q(>m{FQ&i!%w5kNj5MJcVOrpC+L2$Wqw_e3CWNVLb`us92W7M-_WJv01s zffP%~W}(xUh+Ourz4E_9MltM~@{2rSo2w*GU==MhGw~M$uV2v6bd8Nw0H_V_di)a- zPzD#&7r;7Dn*L3#AvD#`pSl!m{MCmTux|E0gcaO$_nrE8h)w8Jhch8* zqz$YA59uEm0Idb;hK5}~Zay#Oo)1HJ>4S3ug83$Q1Loo_B6o)rz;glbj|=_For&=m z!11~9eujlDZ*D39x*zmU{Nr3djslR{k$_DDr~zi#*vR{zzg(hokC|AbfW8Vw^@k*n z|LFyg{A&asU~&)spOldwty}U8Pos<3oxbyF1MYV5My64%yNE&iFJlTAe5+-hMDn1BaF{{_~jPrp}iQTo>zCR-K6UzPPeN2aY z0*w_he*)=!k7-J?ifTYg*xK5Hx^ZM+K!Y39O4pCn?SlYm%1`f4jz1387rI6)!HhHM z8Sr6_CW4+vZKtj4nkB9Ij!*f2G#EjSv%lxSB#&mAW1QqHi5x$mbL~e;Er$-}$KSH3 zpRQRwcr_&Fy_&MC`dHUKM({@xmxt#xCBWg2o;>mM^*uZ~(qu#o3Pv4Km3{xMb?hTG zPp^@~HcZGYzkuuykGhyI>%q^9!n;Oux(?W=oT|@Zu*gLcB%03-HTQEr@KQI21~~_W zPt}u|i|P40ii?sG-_rSGj*g0aCwy;@Kg7&;b?Xo5D5$EgA4-q2miD%y0wZWI(Se=p z)3oMWr{%~*?sGcbpVuqwknmi3q!@E_GD`W)?^@pOH{m*&ab2r=s_eVnF-zn0%LU0u zHKC43B&Q+ti$6w9g=5cGop#LIape}K1h)_O|5Eq=s{(&a6(@gkpC?8ok6_@D+W zuKkJnrx8I9?rbz9H&HDHN)tVRSoSkcmx4afbFDs9YU+D@{Z1hvAt3dDzK~ZK50l;_ z-kgjP;he2>%(r;QP&q-l4OvF{*6at2_RQ>-QKDNgotgakB5#gO(c9E>YWr{xL6ap~ zwZ{ZWf_l$>4?jV|=w}r?ETvHW4&Y{!*i(RZ!IN=!nV2d(7!|2Yh^mHr~6zbV<*wr!Tzg!p{1f)NW!I>*wEvX7ahdOqVjfg~T|Rad`U| zs)b9ULu;0D+9rB`(F@sxT`pSE*)rm%rcb`js2}8~xqrArBkV#@euSI;)k8nMo??c+EjzPo8EF3%_6xvz>S1TKk@^m=In$1giE9yvNVBunTT7*PLb z7jMrj;eEH$9L8ZU)0n`%w5Itk@TU@~NO`X8*-5;k+t(_39h6P@?X*Xf>5E3VT#xS{ zJ)z+bnf{>kUHI?JK7eyjJmT$mX9{xZQlR4`k?2uJK;d?sBcKKw_l$^`h zZNMl0pqpW#-~LJMPQWC2c|_91MFiU&;`?)i<`&VY7sk7viIMV|m&p4RTN@i2+uA5- zXoMkwZ}9(~kf1+!xh}!&-${vrbU#18L@s`!O5<&Z3w=o5l)BJU-6Njh5pXiwiCw+o zVqTSR#8k@LVDR)0?c8r|8w(<&m?-m*)vd<=_)X?_@VZEaTikXsDL5S6zcqdrYlc>N zc9<@3h$wTbFGV*+Si7K_upp=O#6JCH{?v*TB6`d1HZtD3L(F@n9%9~i(p;EL80X0Q zCcMrBKu`JgBVB)~v4n5Q%QGwZoHF{B?bbV_(TVp`d^DsF*3ec|-YLtik?v!(A_ZDm zj+m~Hepyi-eeB9~6921ADx6jsXyhQZgKq0qoxe6s!SKXALE@ZnHruU1{iE_D`z;)i z&jnN%y>8A`l=^+{J~U7LNJjc43U0-}jo9`0%T@ zrG<=R^2ePe?KG<|}8AMi(@ zf`NunC@10&4v)XU3e0ZPr#|^T7aLKBqs|i-zi7kq7&_&?XL9%^w-WpC68B!89K(HL z_xgP|mk#rME0SKM1?5arQPR;X`sEncg%R9oUmjj#2Edo~_V%{6ww|{^+rJh%!_LT< znU8@|2ADyb9%dN<&`WdOXbV(Q(CNhf?wuzu#Ger1>owAMAGv)OPnTMgwkhSwzHJW4 zZ#|ef^NQ?SUGZS}aQV~s({RtT3QP}7($xV>J5d?Q@Gm^h4mM9|JYH_ze}~H{?TlSZ z^c}fnwtz^SSeg|s{!Ot!j_nRK_I;7K=ZxHY%HUPQpx|H)aM{PuFg7acT!8?9p-Dh% z0rtxj@Lu~Q_wL;TWD@8zjRg;AsPp$1IV%=GI=gxJ`1ru3AaD~^L{N|o(9b}+v#keU z-xBwt*=b zs|G%we~0k?cn7yv5_chPR%<7Ad729|DR8TOZXNX06lu(5^Jco-Uh4YpCC@JI zW11M~w-67P2d;JX=c4NE6jHpaK;8cE;RCp(1X!evYO_e8W6<23Cs!~J+SZU5nV5jK zxHUJ|2Vf1YawWJYBvls&z;#P=Gwf(Y6_9*^ZC{bVjS5ipT!DKG=4`JJ$C1IgOq}&= z^);;OdEIt{+he3&L*MON58|Heg!Sy;lGJ(7i#(ud6!kjY9kUG-n>{wYtiDy1^s>SS zgS+nGWc8lBvI=2w2wR0NAPMc)CV7oGA+714OOhR*#n(vBRPsEZDjF- z>Lp;a0i}Am9Bm9Vtb4zwrX0bR0;#)Jj@qf|8aacLssOYKfLus93MJ>@mI_c%6t4_k zBc>bJt_}k>CX&+)>^CualhC-Ie~-bXrSn>Uv^_+U|e^% z0Fu}3gSxRXAQeF$B?~I~-_?^Y6MKD>Zd)<~H+}(S3s~!owY8crhM@OG)nTtGRXFlxH>c!q4PWj(eVFO|T5CLsU* zG%fmmc3obt&MbECc%PtR+`+EYU}$4i@9N;uZ*{sI{_kw$fAiWAPwUgCf$Jc4+uaEQ6!aChFPR^=8#nie7$_FC#Iza;%A~3D6etnV5o47+3Q!qkj4rZ)#(NS$~EJ+ljAGIbY{P zAguJ-H}H?Vl$|3Zvac|P*x+(XO5pN%FX`tnTs%BCH@7Pw_f=L_9?hUAD^FdsRiJ6l z-QC>>n+Bi$3-6~-Uh8Ng+XW;IBOC^-G_ytiOcD0!<#drXyCRXJPAA0M+o_^hgN(bE zW^(CuGJAa_2VcCO<;na&48D#AKvMFbe_@+X!X3*iDZn*nsD(^Xuz&m#2H+)(Sa~YIaV} z!omWGN#I7$=Gt0he0*M_D}>HBis<-2Iaq$e&Wb6!&j;r--F5|utEn0>$u+7gF4@rj zmiQxN@edfO;eQ?p`>X}DjDbEqaP6Ydc%~M_0d$|H_JLSHK3{>j00Qn=@qFMgDsjM+EtfyoajKU1MUN6H@%W8Y-yM3(O$V@vGCfBEpM ztgK9m5;S<`bRPje;U`{m zRpwnd#v99GKApLV*$KG4L&F(|;lbQ#-|oHWppzN=*H{N#u`gdhq-C#2M*%$!#2i04 zYJX49H_Xg3%Oa6cQDHNS!2J`GlB6|WEtZwKi$0*UlEZ#i6wGf(DMr5d2Uf=tV=XqW|a^Ls$zOM5+&*MCf<9yeG_N>x#GIDYpOUVn zdyIWeQf7BFl64y)nrT6}#l_;~ z>B%=?6#CMIU0O)D#(J*!OXiCfJuVuuO&&_dpY<=_+CjKI_{C{tn5oJoIrT6`WwqFq4(eK$pS4L#A!gkBe9U7K! zx3gj5C7hj~TVI`Nh^^4_Bn^B{#UUh|G)w0>dzz0!ypERmz_$P095bIo@xY|2UmjzU zka!Ol1N88QhvbT;rrp<H;~jde#OMM^jk<&Tks1lJla;px zrrdV*2;}s4t4Fizk`hK6Ps&NuC;aS`4|me#R@Ai76+6{E-#i_3Kkuc7@v-gaANWs- zasK`QPF%!TZqGqa4#qLw!3piQ0pp1$(a}YAed^ZMV;3qz6K%Gv&qS}^^YnDZ34|_H zQdIO*YDDdgCk)xH<`-tDk5vh7H3@mGU>@S&;YmXyZTBPX26>W~aoK!JwylD&k#uqP z3zJhvr~^zked@nidIx9m|5$Cy67ar}Bm@QqR`s#FgZKoJ?eWO{HDIyZJ2!%D3!W#j zu?Z#)q(K$-*I&GnYoSb@wR+o~=ANqFFw$1^Q8Xf~aOQCG$KqG|MMm3}dp>AxnPJL$ z8)$seFMmtBTjtoTrSZKgvVR-;mjYd2_~iUNqpxyR0qMKfuSY>DWAIgucAbBkf9F=q+-s%U{qY6Hi9=^LBfe*FA0TgF1)E%Cpb$5Kg< z5h7o;J=ovVy(`$$N(MtgFII^YR2!rdaIH4(L0$k!}mLy=vx$JxI0V9O-PrQW@HH4 z+0jw$DeKfFYt6g2-tk#~CMU`A^uJqb+W=N|iPwF`Y>{rXq@)CF&{eR9OG`_u3TQR$ z=RlE!p$I6DP*3PCekZ$c#k!A4arB(9+jvol@={@PnTc%gOkmdd-0CG=5rx8~vbrm! z4cqk|uz}z z6hvBFR;Ci=q~8&RwzF;ZpU|Vamv}1<7gtwLLa;6Vbad!0vK$(+jc8qK$3Js&bR^qI ziZtzaoKn^K{lkhJG**yg;r9>Sefsn%{7}$L)r@}zB}c~P+J2;*fID|O{63VsHQl}v zwl*lH%ik^{Ped)B0>9eBL|kiPulu(UJZ8LR%NQa<+1P92s3tx%H8Cq18yg$xIHJTUE>_&W zJs7=EF!1&&C`3p9S&7|A0>q`rr6t>l?DoiFCnY82$b$E)SD7a_rNiljqwYuIBi*RA z*FqE8QJ1#*`}xg7ljbyQfnYkVY<}nviNeW0pKdm(vzCE;Q>>!0Wj}~^AcPbA{QRI6 zF>!X@t5^6gE8;(gV_D&5oMs~USa?N68AWNIId$q(ck3QcrRR8oityk8_>>QG-Sn~5 zre?!k|9sXY0~QJr+Qeu`jL1Eeatwv(lez`32C8n1dGlrxvc|Lw&K$!vNJsFfLLNT` zFIvw?K?rDk9>^N_NQ+&63h@Fe;#X#ofi;n#@D{xFskKaHd(Fb>mgeRIQ0$)MM;UV60F9{T$72?z*ijQ%P5PPdz)0;#Kham2r39mLqQ z)I}9Dv!2}Hmf$S&Ov`#pzZ`6BPfeuv)PmB(LW>US<2qEw^0I$c&;Iu=+J{e$ zJ#MwwS#KvWFddaPVtZxR;lm%H|02q(p~P_9HbBVD$vFZH{_|(z-Xy+eWo*~4?A8;$6QG0tk3I6KT)ZhDQ7jaKzh=aq3 zYDQu4l4q+-a_;oW=9U(_?2&u^{{Eq%jQ;?{w5`M}Sspu}2okUOfI6+U)5&9P0(ctN zc9-X~xh09OpUJvmZ!Zg0KG-ey?^7JT`}>e4d?$WZ%bz&=2qn(rs2|=f&86pSp$F0( z(-<HxZ_JO4|tH5FJJz0 zC{4g+)1R`nX5=F=hq?>p7v6DzN*@}^$Bz@vY7XJoh(9GVPIu1A^!E2}{&xV4sfm@| zE=llQ5)yd1xMFeOG^jwR-&u?;RG%2%*FMzzo@Yw|6|wfgJq=E*#`*J{f8jdqEaJ*Z zang{nDY!+V5bEuH92Vw);uWM!a?cVx$AlB?4CJ4&^N#Ee3=0bj>Uc3LqkHn6D-s+U zvU3)`g~8W)bx+9p8HkawkqPvy*PEGAuJi48r1Wd7PtVJ92D=Dp*23S)v|fn#d0oN2 zA(@<+k&u)`22DXmHaR(&jZ{KO>5kJ4QRvUnN~x@@gluuggb3HpD1-C;8s!-!3mRf( z9s*z<9u;(ckl?~9!pO*|KISftY+saSX@r2>8C2=aw7zOEodoOo|-b|f&m9t6u zPwH@GHxAi-Qrbk4L~TpFEG(V`26ED`UA1#CHhzW!85*kVRY2l< z0^)*=jg6|R4>FmtmJFOb&}KCYd$~BON^@5goxhG4eGm!#U+n(CFNq(wX)6U(pBlfj7hw@aP^@r+c>BL z%TdGL$MRHXfOL7hem-tFZ z{Zl*)*C)dh!YKC!YD|%5QLr0%`0zUz&}hUx_bWhg*3xL=o)RCw&tcqfZ^7rt8w87s z`a_#?`$Y+MKRA4jfanBm6{6wJSl8nhGN3#$fj6W`?brulO;c0Cp; z90$VX2_1F{kuHDc3=E%?bw=A&*j@L8s51#0HoZ8q4e#@llwgsdwRn|v*C64@;-kh~ z$^%rwM_5EJaI@4U4TaSJS#D zTH))1EVMQKvV{Gxc3;6U&z*#gAy-9({`3awGJT!5h`MbNEal2J6N*Unn$}Z%w*T6l zDwKM7oi_RnU_C?S>gy{eA#vT#E@_ly*RCjJ>Zf_>-H>PTr;{&Z4{YZ?PUEW#erPQA zM5}D+=R{_C`d_c#tg-(HCL>YkY;u^?cClH(EwfT$XTT(NG=$8D?Z)nELYfuHR1Fr4|1FcB#mEAP>Dw zXJG*lF(OR!{ z3QeKD7trOs6dwvUs9j$L=&344kA{bbCl!l6`9C@idnJ=hF7vsu`X{PPj_+%dVbM=( zyDc}2zJ=OW@ytpG6z=)M+}kdVbu2bQLDk$G0O z`0TcQA0O#=m&$97`fa??-I?lC&u447W690?qS>`U0p@KZZ!b5swz9IYl$MnVEV3&7 z`C{6eh+nJ({Vd=+I5jXlJW-jOosCT6tbxJRrZ*oxe(d=kC3`hf1W5XL^ZNn7FHqNP zXJ_PysX? z8$E~^tm~wsFN-jB|0d$U_=pHJyu zErdH8?ppBZfy{7cIb(s<8E$+Z{J=69s%ZlN&Mf3$UuCEN$R@; zA+FpnE6W3FkeVkhR;(YK7A7hyDgcEJV5KbUcu$=8CQ~#M6cmIqRKy@tP)^PW$WgF{ z{Ni+_2p0dqtBM}@b>!G~D*-TfJ?XXg_ZQbZW;wZ5_D&_y+dW+3YyEIk&Vb)=*5%JV zk>wLqltYZBHrZ!57Bo5ZJL=pj6Fix!4nAspv%7h&e8E?KBx2B&kH&?MMlkC}ll)@q zNS5D7I$2=2ub-dNH;2MhCG@unSLa)CH4vS5K&ZrWUafugEokpCEdOb}6LInJB5+2- z7C{(?DD3FDb6v1vfq>*&Z|u8k4i0*}^blp7npY`H(tI~Yt_fB6GD#i_W)(Hz9G&y*!wOZ%!iMjO?ze3vOZR1ReeP?8( zpYwe@D(!li?Tz4txwNrMZ8by9%Uw1O4z=q=h3Onim7Pm2_Ige4uTFES2z=8MREi@O znRq>ae*Wmuqhr!VsSk0Hd3t%-bmSk9lFC>?b$0|8V&|=aU97ATxP{Ib7=Y0)rS?;>9H-Dm73Qp{Fau%Uk~AN6_7buXwUGfP10vUxl>%{^s8oN=@>q z&nvM|3m6%=O}}X@zt$tq%+OV*ta6G*;&oyfRnJnTLMZp~vyF4hrkz63qtxOq=e2Ye z=h)q>QhC(^l`^z3%!|{OEaiN%xj`o4E$s zd?ni5Qa2{M4uL361i|2zz!okGwFnXu^bzbJf5RDx*BBZcL@zj0B<4GGz*SWu{7(Hw zG%YPHzm?K?5R(N22X8MssUrzLQCZn#6hHW%f4|J>l*7vNG4)Nm{BVI$C=@N0c{{_($sB zEAvb_RyAe0yk5IA+2~VV3Ln&BrMtPfPREP5zb1D1;L8ib9GnVV01Zy(Jiy9BdGs9~ zT3GGx-#4S@bk53(sO`e$YHeytw`p%_XvoC%hLFEgJfx?;KNCR;7b%j;kQ$EPCq5|y z+p7Nv^_BjN*h7;;b@fI!qUBy@vo|!_oieYz#S|2J!^I}t_aIlgO6}<~+1H_wlr}nU zd1&mi7BnYFG3UD_1Q*9$*~@yAjB<9Cggz{^g5)#&dm<7rXn&0{LTw7{kp&Ob=&{llsJmrim4b;s46ro4t#@($4 zMdKoGIQnSyuz`@AatYMJW1r_*2S>4%z}o0puWEzhVe zOn-mHO%ghx|HLQhwaWa0somD}&%)pMb552eBuh&dn_G%IP!(()FswhD zip3sE^UceX^}r|ay7TAu)TuLDJAH0c=IdD>0cW%K70={?9qcMiJgYZr-rSjedTBJL zENuQ0Q^`9Mg)2e~TQ7fsRdMl)LH-JIKN2JBD0LC~LCI=@`Qm3{SBm&Klu6^jXXv}O4WfKtWDf1t+-+y!Ti8lY-^fVp0=l#tEx_`=rzuO?8VfdB?lXV24 zsMI7)f&N-X_Laq>jX&acbw6ck*DbojFKNqMU*=eQ)!^ZUEtC>Wq>5__c^Y9`BfadU zXzQ*UlH0hoiQUlXzOEwVmOt0MvGUTyk(lO|_eLW;>yZPi?aj44OUhp-3QjoQ9NpRdDV4_3ggOk$*GSS^i;JxmS&Aa@4VNtsev0&NkKPZ{SsL&iM7P-1=74 zQKjNHl@ENNbu(qCJd>cSUTqk+(k4n- zSlHMyO!|0;mrk zN;AN9jvK%M6tKw1o!hr>-~0!HPhcFDdwZ!%bk@koaD_|QfGXz9JDyRm;#)V;rYX!e zl+|=l`k5WxZpT3IOFMG3^X?c&75AKi@2SI`_KM!;KR#QPXsSqZ%Ig}mA3m74L494` z;b45l$j04=cPZ){YG0N<&FQL5?n7a}QA)UkdSBvRU*#ZhP6r2h8U1%qCT&55P40=X zzWpCkHdg1ncDlOy){|tfpI^V%2GH~7uoY^Nmeo9CT#ra;tiE+W{!q7x!O4D-clTqL z(_S1=j1JXTXOvv*Q5n$aD6q}bKHba^zIoScsZ*iRK}LPYIHcxYANPoCd;POQpZ`m? z0r_BtByB@Bae+cnwiJJE)DFnrMEU2U6G&QbXTA5+=I}0#2c53n*M`1rkWDS-EYJHA z{JDhEsBE^OGJr}hSfomgB9BZWnqaW&!Zv+1byN4SXyqGXQ`Y# zzHmXUF4KQ-|BtHa&bfM0t}HROTxx0?*|1yV0k!YE*zU>>@)=d9M;NqN?&cX^nycXE zWE?1s|MHwCb6=WFvHq^j()A^=Zxq^a(VF z0|yR>v1ltG2SqmFs&)t9iAD=59snIK$g^J~kIo839;^~?JCVx8J;wJb5Y z^a=Jg>(10{mv#qld)<;>%;-9~wdrjO+J60JpN{0V(}C9o&zs4x%#Mxz=-R8}>zqer z;d7<4bo86!c`=8xZcQZ;SSwUV&)OH$gJMix)Gj^0a zIF2=}xe7kYUuzBalRmtfA{l*vPjpN^)w>~O?8?n{h8&9PVsyM_b+bz;^HXBHixPv4 zrxh;r%g;Pixz$ipv|&Tlg%SOfh1`%YwGJkc>{&c~{Vft#AJ9KZ*Ux4z77}~>gBKdn>K-hyJ_NmrS?CvI}Llf+tTsXD?KTdt0E8lR}jqkMPG zI>kRS^4^9oQ&|ip^TORl4sRP=Qm6FkIW@PT*!j()^L`$)L_~x+0GsaL|KwlNkhm|{ z{oV%zl|k=uh9V}5*wqrX^RdQe?MK{qU6F12s1%p~Tw<^{U7&t`;o*DM%sofeuQ^S` zijzr2+^~?os20}6cXPf$h(T;@P$s`_+{#6oi1 zLQX7uWK=Che^|HfrjQ>^qRgKYKRPP-`^0NNB-~J23y;zLhyQSGwYQOaDt+Lk37lSr z*`hpbmEpG{te@^v6XVo?&IigTFog6C3?%+iEu~82cKWDFP4)%MZl3zbkj*G1LW~}0 zAwGG+41pv%;79Kco7`Fxlb3(?{BQEaN5n-o{lPxb!h{8B#vmn3nzoaB{tMXJ+g7+W zl=(gU(}uo@OH13dW{zP70)WFEl)n?O7c9TAEk$$lxKq5dQ&Z=82T!2X0cjC#;QxZy z10rxyadLNH+{>2-WMuq4n;yN}L62>1yN%_~ZwV(h1Rn2VG6@#%V*JaM&LHCbe0kF= zW{~|elRMpog4!D9Q1Bo^Tl-(%VF}d2pJSuMz6cD7a_3J9GGD#92 zYEdq(yAdX}5mL5Y#h^4ild-R;sR{hI8Mq&0WexyLoM=di$ep(-_8@_SCrX|^l}K%) z-zSlhg2H?{uw%c2!!P`Gz#pE!5f}%2|N06iu1+jnnac#f5Fi!&QAgYJ!fH4|8qo8@lf8K1!nK(zPCb79 z{$Qx1Q3Y<8-v(=IYxqABjh3^o z-Tlv(>}RhJe)Xy!oHmk;Teei1i*LTCO^@Y%hx>U04HHw@UtYG(_L%_7WO#PS%gaMb zjQ;OAN!24E1MJJQLmy8)3UZt#SN#`;!WY(5>_a0Xt$-F-Sz%s*rMdYhk4Kh#f`at^ zpF!OMX5Y3F{`eDmW8c1h1yE5HC0q9It86Lykt_j^%B|bE%`aVoI`uKuU^^?TK!|!l ze*P1eJ$;;v{yqew+2~bkqbG8+naMTz|23CRV~ZxNy*mEX^vV@h zHa4Qu)6u)yp31w`jvWJBOXvUj{$@S~o7;bA*xFoQ6$)8~>|aNcEpyY5anKZ3)4B5W zl&7#XyinBNBhPwAy1$w?EuPOQpd?e`k&ZEM&(-7G6eSK5+d?(@+g`c&vmOyKPDo6I zAXA+He_ipX_wOF%zwMu zPUOpU&#Q}PH!K9~Q?5@?4)m7#D9S}zeKf1k_Knv=iY#HSVNtu=Hrw7@nn)^LF|!Vdi*a_|GkmW3&{w40JCoEiIgd{T^{&$+vC$Z2IU#sbcam=w?&*2J>srY7 ze{9$u6?Nf1pyaJvVvDL3i7wm1fg1iRyk0J}7wYylpUGmk2)I=sKz6=|;L=7){n1u( zVDFrvoCihmCH`>TbZvv!19xOdF7JNa*_Jp0-r@1 zVBtZhrB#cW2LQ1ja`H(Kw|pcTIhmQ#SuuZly-8I4>{t4xjzk7M*Wu8&(7mC*<@Tz_ z?t45%acq?zn)0ZRc*qgYv6!?FbO;7{lG^z8{$ z1wsnG#u-8Eyvx_N{%IVZmJ(Y(BXD4dQ2jOi$F>{a&J%j$4(pCctG~IzuXLT}4QbSk zXc@!JK1nS5xQ-FBwWfYt1&$aZphrqZMHTwRe5abGlA+59{tw^2Q4+$=ZU3F(7SPWG zWM~>-lic{4^hB*9oWW^8m8d)YTcjId{m$MtDo`WA*dr zy8+=KqN3#AL8%E2=0$K8UG%(d$+JL|ESit*4x(d z7(Z~GH}Yssoiy-Ut}0Y|*Up^2Y2N*|)+PpRyL}YwUL+n~x(p|po10HyJOS*_P$TWM z)a3uuXsWC{#@nmGqj__Dd>qs+cpRAj1vHb2uP%h_UlVI-Dw%Iq*l;u7T;ZwS^G=q# z-sc@@xKDl_J{8yg@z?GBlI(5*le7Ak*0T4G6Ml5bGV`#@+belxOWCqeXsHk^&YiNq z0tu$HloaLGt!m(PS_Drc-_+!6yW{mc-%OB^WWM8PAMV+?S)s_U`RknfR)gC#gbIH5 z9JAj|s5>nk9&b41sXl+3IrElGR>kZ_Ee}sMlq^-ny$ao?4;{7?Ki{D~!6{EVaJ_4p zlCk&WnB?md$*CRK{BV#*JjUj4%euf(RWt9nji4_oO$6qQ%4 z{&AnO03(4yj&)JN{PWUVzL*?ZW?%_=edpVy!JG~5l((cq&U(FXeY+yN^PsPbVv$(e zlGzXKjp=32NhVvpg?5lx8rrvmFa@&laW%CAj*~H2S^HE%I`;c2qk+=%^JmbbN5vM8 zrnPwKP2Zm34({vig|^~fy{csBZY1zZm+$80uwGP-smL+cEeSL6~ zRR@VoaXbBEc?YF?-w!o~_#E6sPfl;%Rjt9?#HPeY6-nAsT+{n9sv3JN$8N6&>`tB@ zFFpNo-$UF+8Q@{*={3Sy3)Jv`31`UpwYR!|Wix*KIbAK+2ye0u>ufhwr}@GDy}&m2 z&5vWfdmoYP9ve>W`F`xv_q;bdHeX2@Hta|{9jK5H)>w<$CxN-171uqTzps&AQ*R=qN4KBWd0#^Xoat9B7 zG8I#Z;~#+DMl%K0nc(z_gPZ9^ z$)&~a`!ouB%!1}5j*NfmR^GZad#@w7zV2mHH9I?-a^-olWfCfl6AFUgN*WKp>0&f^E&j&gCiqX zde4FVgQU&O%#4fCA722?8YxLh*!z={lf$SQEN4yJVn2RhLQrKI6S*fgy$e|5;HKB- z-@5Lmt@AlP+Kq*d?j6+KfV?GG;*`)2#B7#Z=wRZB{nM9;n66DRwE5rBQ!wPc`;v7j zw}d%6+(Y3fC)3Z`)iYzizUG(z(7uuRdG9&(-Aa+`a;dz<)Mlc6)QV(!?%7RBCJ$xR zeD-@-6<^=QX>o1lP>(RjfSafqw_?;zZAK^XR%CA>&EtVqlYHH zx|KE)2BnYwB5bVka;O||xF6X0k(uWnYulE`kCk`hdVm3inyM-a zhKx}x2l7dD6Aj*9r2Kn|W_S0q54nR})(J~vfcQkV2;1}xa!*sV3jYw+!C1jOm_?Yz zK)+>}m4ZGlhJBc>udRY`RZ(FHE)J@*omckK!(tr?__l4^utDLs zFaEb!fXxf_tOAH?GjnsWyz0io&OXc0P#tQnrMRa6^^mE7E&cseb@$>)NKUA#; z=12lg@s!%0klO5PW-u2;4}*b`@xPyNMP*43E~l`OqM)S2$w0+ttRHwo-tg^3RLJ>YVXEi= zx)JU7oB!|HgPIxOlf6A-^_z?J;ai#-18kG5;po84{R%1nzsA?~1(}0OVNp@-;29L6 zYYSTqOT;jHWA{UcJ^-~OPS#3J&O>F38ntd<+YVH6#A#6=o)CW&J3{N#aTsa8gx+TO zq2A?=?^8t-&C{yCq8tj1n$7aP1E0mb(s}&ybt`T5TA^`O#}bI`{IuS&DK>u=~X<*oa-+1>fNei0bfVdZJ?d{mNEGT6G8xUVL{tMR8&)&lQ`(NH% zmz%PPlM65iRLHE1j1#J=Po%B&S0^^drlb_W&;VG;v1666{!Im&5Pbx_nn2CRdxYC$ z%qwH1gT3OOQ7oi82n7Y4Y76^n>==LCs%SYNUfh=;NqMknC*yFMj>~L${*&FGlNoLu z5H94_85kc|mfIToj|)J>@n7)8399W`3KXX}S0SOHFoAeam0V!keJ3KqKvVMvgnsU@ zlmxSLUsD;e{RlrqP<_!q#uhEQITlV%^>}t=>U8CMRw{~v?^07n zwB0!(|4}~u|0zjIta$)lyPxuIlyaW7i3u3j}ar)Osu39I~v<_rL-sfvJb2#gy? z#|88mN8(D*)WJbnMdpvowf(J`_w(o7tP{x22 zh@67bYJhN*@`Qjvp-{DCRyAqd5Opu{BYnra4?kaFc=V4B zhnqnqsR`UWDJiLeZxLZ&aN zp_{7{&Yvx+xmTYUBnxS|m(y*zVU+)By_DUR(ZwR=S5@Dp)uNHNUHu=!3O!Gr);&cr zXgQ+2q@@^BtGMA&ACrKkVO+QoAfEewxNJ9W^d45>|MvOwk;8}Yf;mQfyOW6Jr$)c-}Yf39B+vp@sOIVNGw5&q3hw@I3KW9T*~@J5+d z8`aL_yB}PhKD^bJZJGggIQIP&J(x3%Qbc?5S2)mad~`?R=^p%F+Y0t!#*L% z?(kW3jEq)++X1^GH8x;Nj=QskAX&zDO)tgjanX>G*onhM)o))F=NE{{`*Kc-dr_Hi zDQ{gNyXoR`aF~1}>21g$kdxoGAb+Q@TmOi$u^Vi4t)!j7;Mt}ABq|DeU`}CSx9*Zn zEDyNp9}v43CtkuWS%8m^wl`@ydrpvWYGq{N!>YdDM_!wQ=4E@td*cmHGAz{gBHr-? zs={G=aKMX(#CF*Xb~gW?w`?&*ya%5R5)_bHt=#z?92{h##{2rD%*$ywEl0t7K_JFh zEYPe4o22^A6O@N;C#4uFop|&n^2NqeyTU50M%Y+LZ>tiD9jzln`md3AC|Vx8+P=1D z?DA2FI&R*~1aAA{#qOmPPGt|=cN=o=Z2tGH6*5q=;$E4fnDIuj&F8E zkIi2bFlV%{yP`?cl;@BJ5-L!k*cUH0W{2-FHRCO1ZP zHf-47z98!V89`_JZAFl_xdK&{8qcVyeL-fl!Nc2oi`V%(XVrq9yr3tP3ckLaafjKv zaubJ^ueBll270w!n>_rIOfL#hPoDAIWJUPmM*fM4=d#A($*us1#FUG~@0Fi3Gy8b) zJ^GWU_5M6~;s;UYDqr(i5Cbau@)R%8RyiTTV)+Zop5B206g)ixG@gOPAyCcDd%3xP zHi(hj<9Kz2bHgdNknfg#TWz|RErlOtY*u~LTJ9})pj>(9{tIu}4W@$3wM%;myh+So zw#!8JdZ&PK3F}Ir+S2>>sVIouEBEmBP*!;ZA<5t6c)|DkV}N^uXbA&5=sc}^#HhUA zWAy9pz`>y*zPd477h4F9w{C5#)VISgQzup;eLFn1ti+Y`T##Ge~73bbc&(N~& zH!`9~y4t~ewI(X?S&&oF#yzho@9&j;*6aPiacP$C?gv|2Tbh-T8d{(EyQ2aB`3R&n zJJV-W(*41`_=S;kot+Ax`Da`Lk2ESGVq|d80-W|bq6y~foSa2~>(3P2g*oux9^ z$834Ey>mzVK{_s7Ck4x^bgIYS+|=Ysj|%vCX5{j_MPBtt{OkzEUz@nX&$QnXce|r5VPMJ=e4WeRkqK+4B;whD@1 z!oL5mGU=mrt{1D1zVzbLlNO_rIuJQA!Jczth%TUP87k)^v2W?gFCeQz0SfyJ`f7eU z`lI*nuceQ!WFET9ys44&C-r(1^D{0nx4BP)`JL46W-c2EcOnm&2$AxJC-S;E?4|VW zcf6rC9y?XJYtQuf9=3M&>$A!iQ(e|Cbj(~gmd&(M8&wXPQ1nit-Hnl9lrc1q{%4gp z_OAO3GJ^={2>KS}MevSAMS)~VP*9LijESY_q9IQK(f>uw4-EUG1!kl{Pgv!ARk|1 zLW1hqvpeQC|My*DzA3yg6McG|<$IK&rLK-n{el|&-2=+N zL)<~Q4`13(EwX5T5QwLq#Yz6o9fjS>Y_NAF`1t!DHu~?cq4B^)K=l>_G2!I&D!Q(r z;Z=M*02C6BmoG15HOBORFz3G=lfEajkf+5zYY+hf-@F|E!sm^Rny+0#})&KAuIs_b{A%mM6f5w08v%BW`<(%lLs~j6K zP0$N}4QpM;;6rujsF8<-0{BO$f{`w3XlPtr5fu{?6B2r${&IM5@P;!b*+x2A55be% zv&zosWe{R6o6#B}ehBQ_*Vxjc51rlIW+iP1c7N2>9Y+x@%B;=L!Je;4w`FtjsRMK5rXSa32V*cM=J@+`!r9VrbS&58tQedA5*qQMn;Bi zIQ48WH8quFIbmSX3L6*PY#7DX(4c$b1f~717t6(>qv+AWSRUv67^L*ajwM61n3QD6 zvfTvX9YNxc_Y3e*45Gl5fM1sIi>6%#KYRQ*g>Wz?wnC{hH#djl_JA7LDE;1RuEL|U zboe=pQ(o%-28MXVxIiCF98jA+1k&c`XSqZkuDS;_c{~?Y*h={NUfUmuO@Kdv@Tn?V zK}A_v(&mi{DD@Y=KEc3>=adw8OeP)k(b*-+_rSk|4EID9FMyqQ@7@g$596PNQ#c>k zrdnDvAOgNpp+rc4i^&xn$H74#L3uK_)B5^Oz&YTcgBKq2M1wQl6kf0>GYo~Z(9TRs z0xvZVa&>WWI(M(5u>dU}!1)jc$awAv3bZaHAK#$+Pn`VhKBz7KZ6xl{_}1ZQ%Fb%#9RPIAs-edx{JUJI}#fio{}Nz zeN&G0_4Rl>eSLjU6yUWWfsv~y)d2%NJ$P#x%YNE@H_M@4CR{RjSRX-VN2_Q90oxu! zuAjoi5p?amg05Vi_c~)~0yb`8nVsn>7tsoD1uGv^1egj=@BP@;W(e(z@s)3pqUTEx zzW>I$Sy?3?QPgcHo(@2`2|Gmxi>^0s-e8Q0j}Mt}n19+Pd~+M@q;uzDh;zi_d4z>K z4sycV0u>|H^y^m)igI3C0XlhrK;!%AbnH#mt_91hH&<({x!%kN0e_)j00uwPR$X`(ScHc=!NZ60V0Rw4F`ivPra)WB~ z-6^<)Kva*M=WVkU0mgxu8N`>AxcCpOVr^~k;rgL9D#SOj51G~uW0_Gzl z9VJr5-@Fl(j%ZIde^prcO#LOlfWY+}!`W?0KGI-@5JaJ)TDxeVt4rkcmQHSxk&(f? z5SQh7>j5{dgKQJXpK&8Vr&T8LI54mo*f63R%OPcNq@=_`SNMpzc=MMpLm)KZb4OLC z+TL$+W^{n#<0DkfGW04FXl zZy6WbDLpQkPgs~&8qp7fnYrTP$}21kkD?!=qgHkG1v|~%m2dc# z#(Lr*4ivH7H>qJFD1IrqRa+Dwo^*g&mvt_Ar$=|;4Q?+n|LtjG23GNhHWCt_{^HNO zU?7eLAHi{Mn4w7glgO)La7U@%(u=fNP`% ziy^mgKf}HpcfsTe0zKZxduiv?;U~xYp(C5rN=Ax>6-VJX5PN`IOzax$9vqoTaPMJm zB{({DWB8@mfzaJb6&`BKa}Z%4Ys4V|R|m-WrCR4@Awp{QRT@U*&KG_ceG5oX+~CU%hxmIgFQ&4{cHNw`UMAAT92`+He2m zLtg$vll-}N9+)CUeo>-d--Vpw_@IPyt)SCF^JJY2f$)g6H~n0nw8lPxO>0|X(D3S; z>M6sN@dXAd1-RHGBn;+J|^@mLk=POvW85POhCkemaUgjK-}V?jofqE?B`E+H6bnVy2dKQxV{Qg+DhyI0u#hVI=esQ0p#^}ngJJvj2&_5E77(Cvhj?tK zd)08A!62fdynGZ}9c4ExA}J50ZFqW))@Wm=J}iJUBBlq#{5rfgS%vR2T+U;jrQ1*{ zI8EWV)bAqQc@{IWsn_=$krn-k*b^8)coFsn2^?WR6!CiE$WNoi%r>vhpp7szyZD+4 zH)bvrJ}yjS=*g)#NFQ?iW}-7c_{oe(fW0=wbN2gjwb3@`w>DJk3F?ldj-;bn>wQ1f zquVqn3b|=rFl$9eTbrP$rpCw1n{bI7)U8xZVjv*dh{kleu>G$%e8(QGH^MmLn&$xs zz>(&$@unjqzs4lzvM~9KFFmh2m|}9cVq#Gt(t0Fbuy0e>)=#dMckeKbI!2$GZ~qZB zXWB{ORtkzyLn@7EdGu!1AkTmT z9sLg$YU?=)Bt|9}feBszyLWcBwr}udPf>4)SnK|I}BJ0(T_b>ziKXC6w=K2>T2@s(Q~lqg zFv09w+BTuq4gQ~}=jS`#U(x{R85?VM>J-gdM*`E8BYQ&E12LBdeoB~~2^|TpF|1n= zk82jtBE1xShF!Z(#MZdDy1HW`bVstNtjNV(v=?ua<|J^)oPghyS%Mi@hBm?vLY#jX zlX{r`Jf}qRhU(r{jBNnG`F#n5l?pcDsfsCd6!Z;oeo=59!-7KqB&p5VD z)^#+UF4}rB*MVc}!OOAF${tG%ZPm5@WWvMO#V0>(FPuE0wlM;U;~F%0gqRmEAp4qn zpENZ;W`KS=p}L`=zh|Qm$3uEmQ`rw_9-_t|oI?SwAaGO2`(ty?b)NC#P$1i#FED$g zAYQyS?dEr%hvuPBp0+O7fgcuK2A=bM*>1s98Hv_G@kD{eBmj+{fEdVW>fpmq(+cQ5c;wwZ{zSC|BZC*@nh_p^poksJfTaTo%>KL@AOVPy`Mw6ng4~%b%#&PJgvSVp*x zDS)&WPpuI}|Np{9jM{?C8XSCn8^$R8>`r9|RCYkyaCkMhg2v z_0~(TixN(iMSe9iV=i5@yXHqhm^E09dlA73~8IZ(NjtpSi_2qn*Iu;gbf7T zkxfl!ND}M80|se<Lmtv7rp5us666iqAt za^a*Y*s{{4gF;6(dcZCRCkVZu@YGZrE2~jdFq`5yVbF(!5C8(P8;%6|j9@6u1JWb; zX@-qVvZK^lg?5T=rOG*s8>qD?A4F>3p4!co^1MfFV-Yn_>0LW_^7He96kvzs;KS2$ zqT}k%Pg|uUYQk9 zta7RM$881g50$Jnxi_c~2tgI;9y6)@r>?F3(mDS!-^S7kNv^AF!R^~5EDjqOw7w=_VY3Ctl!}rPy$CEh zxYj4re)tuf6(lKcZC%Ea!z2phZr*2RGA86=p*_95HKJqyGt__iqIRaEdGgqQ_Wo63 za3&CY+}E!!kKeqA(iB5u*aE^rLh5&UYHqQ~ceDH!E)j2(@#Vx3y_%^BfmWj|ld0&q zIwRBjup}B8iG8lZK@+72lZO*0#=zegYjzoLddmg7J?O`g<=nY-_+@_n3XT`hDL|RI zsD6y49$PJykrNIy%cqPfh!K{`?2NsG$?QIYQi45>)4C7E^o2^s53hSsb`xhF z#Mj0je;O1Sd0$fF>Z3DI=;D{62SM}+alAox=b#q&T=@eA{f=@z- z(~%cv25uef04@Q~(7;UkTW>dd07$?bU;tU|1l$dF_)x{9rk;#-?J-M5ahICA+=WlysNjN{8yD>U+KWBKX$!mJJq@aVIMk?zyWBG$w2f?%N_DD(D zV?+_CH1v{sQ?D@5ycKgQPR3)O=3zbdC6#yV3B@gpz7{=sA1EV^aYsJf`+pdF%do1} zu5EbIs0b+C2!aYIAt8;VL3c=pq#%uw3P>X=-KlhUN{S#M4bsve-Sv*O@9+8l@ndff z6Qzw-w}!b}n1JGbKjB74XJ>Xv$#3wR+_{5uX|mjx zin_tgk$|9}6PWiWnOzUS8^Qs@a=7Y!7FFi-tj=lp0Z+8a@$VD1A>(Ed>Z+_2Yn^eAPdq!xhigtSb+BH-*G zOQ4TDyBSZ{oPEW9NB{J~i|%ensn_dY?avByDg7cZ+SkxzJg0u}Yol*I+yyZKj1@5k zK@SLJm_B291lL1y%HZIjx3@QdTmVGvRc!6m%dlBlS^}UV|8)TFL+B*$%#;HLS?{nE z78^STZ~}Pkm=%)#Oc0yhY0a~0J|hyl2oDH*4c8R7GGXtXHGcO5GhRMgaLM{g~ty}Z1D>xFNEzocj9!j_QsC#bu7$M&Mc%JR{Z#qkbU%8-&q zc3&H1pHKZ()X;DNTbiFbEH~GR-LZ$MpV>`NzlMAM55=A2$>Cj@t`RAr3f{V^C5x8u zN<4DLHH{HElvAQ3wLqjZj) zoNh4b*cWlhPUm;QVag-ajg?m$EKM&-2j(&0vw7FUL7~=c`wSSALc($@xN=cBZ>I;4 zy-7f6+W)@I2*iOQT??QMz$fPr)69X})C*3bt9~WGO8L}Fl>Qs|`S=1GyQATFpw>PU zSHk|#7=juoC@C#bv0NRoR9a9+z~KtgP^d&EC;UUi`pfx}1YP>xNiAAcgo@G~%RHTH zrTAFtvEKH6)62kd$^F?uog^8R@sb(aXpfr^tu0(?c-Zrh5D466a1mZ;M#f*5l54>| z4%Z~8`g~iJTU&1;fPKDM?52Q^9d53x7q|SSL9qsTF*$%yLyNsXTwQ=+G>m0)56BY{i0Zu=+dgL#%V(S9JzU6v=Z}Yke^$)Ic>ZU$ zcgUa+?eG%q^kQp?(R}k70rm?`%yHwUCH!w;{-V51Cy^Yo_{|tiuMxHy-0pv@ls?NO zig&+2Ax=t0#^;}ZwAi7l38PmZXDWkhN+wm&_nWRH!!}&mKp6m3+TGPfbY6cIrK1?H z*^lqQLeR5c`%PcmMjxGm6BRa0HDmw?3SJv|0s%b$qkV~t1ho>b*>xsWUcCgjmEV-Qqp*e*RyLa#31B&GLoC}I1xEb6b)dp&BC1pn%b_wSneY-B!ICj^B zMl#%OtbYCQTssv?lF=z@d7|62Aq0nMNO-u5qa!gXS*bM8AMhdS!d8W7M!kAZ%QEKa_Md(6k?hs&p2Xr6+Qhn_= zzmJ`o%A$d%Z@d;+!a+-C~+Dbi%_?bw4M}m8JyrfiT3s2{781qr@^k3?p3|_ zJ6!T--svjzMZ${+t&sf(tnVpY7&o8M|6@L)!QMowPO-1jHY;-CCK1$5J1X?!O0uVg zGLAxIB@`#nTLTg#KJozgELhlmD~>+(q_N4lvY)s~yn9T_YPwsOhpdrL+>w2=x8Dtq zLUa`MBRg;DbQ&R7MRFX}{(wyj_%Xm`q)n?47Q+MBJ&C6q$)#aon4d=JUc=D|Co)(& zH-OIe9P<^XjIcOmIeGWRz8wo_?(~V%1W(S4Svegy<=&RQr^MA=|ejP zohOuiDtEsCjEbAy{G!}4G9p3=1bZmh{Ln})0~R^pHqZxT$tPOc+Oj*o2fY!DSu(_H zfw9TG^H3{%0DGy}F1VlXpyfV1&VA=Eig_0QSX zR#7h=xTptpkL`gl^yxUR_B^k7!U|2X7LKnLa(aD??#9L(oaxXK0FMhJ!Cq}poJq$4 zFJTm87oQ9r7dSowB~L)3hh>j`AFELiVJ@<tP)B;4-8*(bU23(P1 zirP1IdY69M<@~0*sO@z7mepSq=EeoNUwE`aM{o-Q)L*Z%5s=hME8zGIS{nFPDEGw$ z?n*Meh7t*(FN)fh50DF9TMmi-oR2PJ%W7`EeUG!D63FhCJ zZwjFhT3K5ILZ=+m|H*0}AFoA-!d(D^L zX@`Tc@U}@BrVstY-B(!p)@Z;Tp&`I9e|Plx`?-1DH^xaU2J1D8q@YA=xEBt2h4Y3s zZFuF&UfL^x>I%4Exg4LEfNZRP@JWhKPC>?#7x0KcZNP2zPP6fZU@Hy-!_3<`xPR^& zN6Qs&G(!s;NE~)4M34ko9XIc*7;0#iDRC{EX*U9<{D4!1-3S1kRNJNOE|e9({{UC~ z$-806oDb-(4WKcANVK%fxf`A~+O)E2r0B6L?H0UQy>c)6@VQv?c#~!cbl5qm0P2Ib z4{&yF%KUnZ{}cp&#*^~ri@HR8PxIp~b8g%It(sGO(i|O!FHH&v4S=bb-lUA}dsii& z8-WTBj1y1O`+bF77t~sBKIfF=2 zm$cF7kIUCg4T}566PQOaP?HMan3W19-3P|$YuCS$B66N2)$J<+oGhQF_DZ+^G9{r)>p5_xdnKtf}G zYTIqE^>FgsN89ZYkwkb4BsdCM^F#*?K`Gy)H%!c6<6~gsRROSMTRWn5o9O_^7vQ*{ zb!c8Y3y`2Etavqf6@l`NjHK8iHS+4Yy8O-e>qq$`R@yt)npu(>9-ZGXVZL7c$>Q~h zo}+c|ov@JYF#QFr6K!7ixt2TMlUO4Q-;_iEO{Jr$34VycSKN_P3{i+3wEl2|K)($- zhP@Q};@yJdjvX=M@6VoJNL^`fK@R{D;eQLic!C2nO%5(j;6HrC0>Z;>dv`%-i9kp@ z#VwmnpymHVYTxO!jaYFY)^2MpN<=(QCfxT(z$#)`)YRaLvc7iGeE_pm`33BOlUM@*&p>jUb z-#TyKDG@n5Wa9eJcDktY%DG94b1OqrDDdvzi%ny|nxlwJwuq^Y1(r_3{z-mH{s|2X z+6;>*qm79+o$DEzyoT_|7QVu$Dnq*J7Q-?a6kjqn-I|%D{eeFE4~;94h0;fid$yJpMa)2{%MHP(rlt$8*di0@ zgnD1;U~49`2I;2!_E@4Z=N<=03q}SxLTD8TOmNT5x4Asn@uvSzvv~l}Q z!ie*P@29H6rA(d(yTD%gZ{j5%#UqQAMI~rL>?jn0TR&FbNy(U|m~N*p z<6Q}yeURY3xl=-<;bJBGT9HqYWPWHcqup%MV*uGXKb&-OUYq`1)>?qOBU{L5abB=9FQXje5|Yg_)-9i`R>A=HpBOwwZTIr zcqaQ1XEBxrJFVcQ(wTk7e9p}zBnf$Yf-lh6Eht!c{iTom?c;keFXdCG323+;RNi;X z4*&lxMsV9mdQXw5&l>OKy8pi5cz@<47YK!XwcPfc11CXmfE=Bi1a&)ZLFb8(KQs%O zc@Q|kj$so>7p`{>G6>srj6o9@3|I8mh2t|0*Id5dE-xUrO!Ck6ewmELuO{@JRucRD zf@6&}OAz}|+MpCO+_N{fvXMM+?LLlt~!&~B^pQJ`QWmyTT# zp`XC=nBA(C0!0`mx*@8_ECQbP3vELUMmYa!}9w_yK^hs)~jTpivOw30POX>0!z_ z#DKzek3zz2YQ%B5P@@mL)pFI(4JHn6{Vz%uFW49d2G30(-09;sk{;+>+0+506t=RwjD1 z>9&rHTU-P=_2kx1E&zI-@AWjQtf71+Yz<-&@;cV+*HmL$_T?D`X;XLzfdjT<$HbS4+GS}{|8+$ z$lIDXC9Oo^|EReRL_|7uuCHM~D01_1aoIy}#Kpx0OeRFe)VmB;Gi`M|a&7i$G30oL ze}0uP;6d}O9iVVfv%~)XePjqOelSdch)OCe7PtcFdDvK4i6;B@(|VztN04x;A#7y~ zT>@RN?aYQ{8_lLHx0dp?sVO{MSpzg;J;7zVq@Oe#W)UwHRh{LIPwg5P)US%VC0f|p z5+Km$O3$-qfaa5#nR#_(#lp&}a-Vw5;i&yaoV1E?*tExPw*TGy6nZJ6FJ|rj)VikA zy$0${wd2f{7=#%g-1Po%AStu6tESN+mBbBnF)JOUujFUY&Pop7br=M0Hs%}u-jz^~ zv%=RY+ca|2=G2udKymPEcu#y}_dfDVnV<@CqPL5A)Y7BgwLZxn&CU zgddxU^*~MJ=vanA?_#wGNV{0;mK+Lc|9-6wSGv8WGH@XZFboiMPqWNXg4n3<9M&Mh z0VD*VOxTk&a<2>xi^0Kqa`FZQEIBzWXtuyidQ-1^Yn24yw zfTNG_8Y8F;7VN7<6=S;B2TFfs0j`#X?=1X=y*#0<;2wM70>^Vv-wlUhrlzI%T$?P~ z=P$V@$#gdA%9IFFE-rp9L^p6xkd<;>YL%^!kl{)k=xd68bGu#OpRo4aCL#RmYWGeJ zb+Uff_ZU3<_5xY2y%uGxundB`} zX%Hq30h$XsF@|ECB?I}3`;F%Kdrn$5yOVGC3oNxWIHYcXo~x`IS`-j*La__<;dC`M zjA?@;8K4G)Y{t2nKi@05pP!u_3rXeh$ADTxkIjO2fM{G1tv_sQGbDE(t+ z{qCPLQ9hF&d+ZN;?0I$S@aOf9bSS(@ z*0v{#@ko_p7_NM10ojHss0`5y{qVVrT5<7O^cp=wrM0+8%=nsq*0{2viM{MExmC9K z*)E#fhNu{P)lUqAuz?RUN5g(!3}L$HJ~L};6DzEYfs%8O>ETa6cLAgsNHXoJU!Ymv z``nqpX)F!L1ynWwBGAo}Cy79{L>H{%kioPW_IZ47=aA6D2^TZ`WMhNFg6i#nGC#h}bi^P4y$H99{afK20v>g;C zwbQY@nf^`h=22SlyMY55RDD~+w|v8Z+GYOC52Mfettgda((*ZKTdY623vkdF%^#lI}aeLf9vbA zUk9*qVnJ$vGA)3N2)qgfFRI0vKl>TGe!=!(6MMr}w&)*2g@JI4;*P(?i@O#++)|gz zVaMoOfJ5m+@LzKPZ7sy1^ISwrr-ODbP?O4nJFceY4TvbTX|6KDrHMewYo8DIbz6e& zvN;z29kWpVgd~OKOwxV7(z45at!<+nadJ`5t2>CihBW;YDK?j&#(ARtq37Ii za6BpIQM1+iNJrL%8yWdR&Y`z4RDF|Nl?Hx3#C!)-xRO%D49-3AEg8eBSDqL$bgq*- z6<+WkUcnvqs=_nhzwni}8n}#r2M?OcY#!ZoeTUAK-$*`2sR}{x{@oq=y0QqwpN%;DqM3C@kcf>o-`59 zADDjlzUINPLT>)xoy^BZn43y23=BXGXcW4x2bmOz%?)c#=$25yX9jNb}j&~NHhf4&U>wp101Grxx{i&ggE&Z$(0*})U*U@EgJhjb%OMs7(t>6*{6U-EHo^kH z>;Lp}OWUqbf&@N*!*nVZ=BfdeA`5PvlMNu%(Pn_%+K8%-bNM=)SDny%aj_fpZKGgf z)6J?BoVM1x9JcVn%g3BU1X+q`VjJNaiLYEeJcJQQ5Z%tbL&ca5mUgg#K*|mL zfZGO%^KeOBZpeW|Js|u+5HMZr8;^Tj?6UY5OEdYN0&yM=1a|j}-CAGk-^r=JG zI+_C6fH8e4!@s>DVs&>|T0dz#Hmo>9o#`)i$D+p*_ z7ByZ%*aEq&Pg>d>P{}}Mjau`5D(>lbeMh1ZbMM}C$UG|lZw8>GcbqD_0AonOcwrTl z&-%hz+S(_{N=Z*zNfu#&M|eAhK|;cO;?qp!*M3?sj`he!SC&Duph_pS9cd!sJ8jS1mTMSHlxNGm6QkJuts}3ALbCKYx zn7!ki?(2&gC6Af`4GTm?pntkm`F7|MmKJYtL&t{E~s|*X$ zzxsosa(F(boa|jpSqM22tR!cvV+f~bYI=vOPCB$++jLN>!fjFqK-7OJMD-Ahi<&k1 zgn>Fay73cu;Nn=jftiPRn7L?u&+qr=;b4Eqty1}tr7$OFF1pz|p#y{}E>|63cp|V> zY4xk~n~onpe;&A-T-8iWL4_hd+1!=&Z0V_9r3?32d>1J(p<$-MeSfL| zWhZ%R2DXoj@SvcpFAPC-jz=f*XKHE+$PQWN;EHB2{k?L(e@-MTkBcb}jVGe1rR9|S z{wcUeX}<&2asq9mEORMN9C$wt0j`-%k^$2p=sMCk4EEgDHy1_?)bJ3DrrRe*^U;O` zJ4K7>9rxQw%?(om60PSFG@VWxeMQe|UyL6EuCFHz915VO(1A8rCP0R0TbrMBI$9G- zfSktCT_%i;Aj3;RRl>gyU^3X=7Nr@4=`hsUt{gxAjnx|-F6t=^U9WK6TN$HH8PC&= z%3qh<~SNynhjb<{ER!YjMn6wdvVx8|3h9BNT`$*Atp5rK|SuHDprJ2&lhxiOmr z!}drFJIlayHhc59G=8Q<_SehHj*Ih%J808={rxMmHv!=umAD8G$;cN#42lH(I$h)@ z;$qSBIgZ-^zK^(MoVx>U7j!7NnD3w-tn?2ps;IbtaY1l@0{Kx1Rt;c3!0dDk&kGb? zlS&0Y0}>=trAFnkS5J6<#?Xnah>X^}%7<^R6I?z`1n6 zIjVdK0nz}%2 zL#LaXdaDtpb6>Nf1qBcE1s(!}3If4XEcys&U(=wx z1%n3|HE2a#2S1}AIzYqqtA!!H&COfms$UuugJ88wPQF~|BDA8tq{eLO^J!jhrFS!JyA6Pvtm%eje}D`xh;y@T9!{ z7Ikfg#ddN$=rscaujsErQ*gR?Sm*VXL(0`}Y&U9~c{jbUCHtqVqfv0Mn&?2j?TWAt zceox6#g;)_W;k^xQ4`T!97lgW?S;>YD%1TTqt%B-lhhYVkz1Hsn4@1Wy4oT|s*}mx z<$m+x;8P>sV0GEoJcQ%;5kLQ|{Wr)aTU*mnQu^L;26H0usULv~{GAml!G?sGn0|>3 zbdLE#K%BIVMTw_Y)z;3NT?1=b#GcoS%2zZ9jBAY6r{Hb(YCU9e^`>q3aOWQrx3KvD zq-qHznHdxQ1*;{R7_ef?$D(ubq@XVK9LnarUJPWK1L@Z+D4Zlm9Y=7zcUUk+L2#&)9}0_GZVAef`0)DA$xtKN>>r zTu@XlvqjYjck%I1Z0I%}8o(OV1OysdT7j*3MBMFOm>(+g|OtG!`#DdT+n0f($NL4=4p&R73yrf`W&*GrQ| zeUWW-JJOHk+|0GB1d6wLh@;x3d+{{mDeSuUnp-*>4{Vc#lU2wTX@xdiDWs!{V+C5Z zWD+!#j!zz+h+37(C($_b86~{G=|k{zJgcb44wMDllpC;9goodQW(pFn6l7&lCL>TH zfxBXUc9s+5r0_99;A84QM>OmrNaKV^-aQz}_#paus^SY>T|S#}D3g7KN+Exu@>6W= zG2oSp$?-8Ue`=hbD=4rtF<~7h-|SqR-av7vDG@#GY?avAJ(n#5%NYoN5)u=S7lQk(VB#VeB*Dc2Gw_ajoK8L%J*DAj zS3T22+g*s%7<$P3!)b8~pY`-_bGbq+J!j8lYavEi(ZE!6h=wSE{-Sf|gFU`qJ^wzt zl58eQ%UzfWE7jGc+QHE8=TLM(eco{@xxm z6(5M1=|~nq4h=`HSCpnvrh>bzn$O?AJVa^}rd!J;SsVC%_n4U%!JP_$JAeN|1?`=Y z`;t)lluuT`a3}+~*0x zbq~##7CKKqFDiWEd`A6Ha_0m8>xX9r-H-H``7PI52z4ezeB0e=-|8k+@p=BV_A8Si z75MUi`S=D(+LoUW6ogD~Ed}HYKn5bn$ z`WeLQt&!vn_BnZZ#GRf^)AhUCY(wz4-oJa-_aKh_MXmEMaFxsEEjTD2eGAMm+0kW# zj!m!5)zHFXEdRUZn=7yY;6%-*5xYojzWrn30WIt6OTCSa^AXWdot(*8o9nD=(|&77 zrQQO=n}2P!O%U>;z3zyv_J75P>TLX?tN$4Cqe@#J{i#47-3m&^Y-~nMHWKh|zmetA z$kRlrYLcBZz0F~Q?iEP#8rFLgSk#=Cojq$`4F$*9PsL}?R$*O&Oy$RQfdUoR)R^wA`@qSCkuL6SvO;BA2};DbSbbH3gXPnP>P zG7v@lR2Zl7Ttm+@a~I|7aEw6fn;JDo@0}v}-EW^PIo6t3pjooD4Hs;NkO(Izslcr9>v|S+U%+;wqzaW&Y40I@1YjTNXRKe~@+SFJJFSsk zTnUwi-}u8vL>~P-QyJvuyGR0Soy#UI z!Uk%l&=L-~<`{0>`o2(+)3Q4EhX)PGNPM?D@#u$4Z*W-8v8Qg2tf-|NHnQD+$3Fgr zK}+`*g)}x2SnT6A{qlJF*eWIL%Gs#p>-{S_j%dgi&+u0gRN#2Kih$*!|L!#!5Jw>> z```DN>|?i!6VT})9H6k|{@INCPfr_~4ynf{K2qL^^TyanPVU?Ui9-QVTm?S_1)_U{ z>NFLQ7~lTOh;Q5v%S;~Y^Z!)HeJr6gQ_Z4CUgwpa=DKV9RQdDp^3%!Z9j=DR&xX(#F3FGLB!eF8R=($A0X`pzOI7_1ZDv*3qyp)vO4hJ z&>TYrzYn3%etq{bTcV79KeVJzP0iS<-?FhE!qjY^TX3^rQQOI@l7TbeSNynk|IVVtS^tPan=a)-TGcG z)*sTvLxQ)zpzxfl>-*Ghd#^-v;0U+rKI+i%IzrI` zp^m(_Zp}hZ5Bmc0i5vxl`S=cj;sr&N!|T_N+hw3&kwZD9PfkE$|3XE@0rX2yTtSln zkOpw?Aa4S9vBe*0<-1=Xc^g$wYHUFm1M(3v5I1;8AD*$&v~aL_`aC0$J%EPEj4RgM z;%>%_QEX%+(;K;#O^(N(?hSqlBrsyti50DXBu zmZ-P$y&v0n1Y3Gx@T^keyJnkhfld6QA1fx1?RS1z?6S1Yse4Y>B>Hg7CGevrW3iuR zQW{HO1@2=%NpdS9-LhqI9o4RZ-%$@7i&fR4_2XNOJ0qneakZ>(-a*pfr zAPp0_IGQJ*S^EaRr`9O&TL3OlSTUgR(I8kcHT~rOtqV=XY)pq@&ZbjgG1>g0H^WJ^?Zd2v`NKDDslMzVxG$I9Dvaq*AJre$UOg#bz1SR*=aCJv z9NhS&AH5%uI@dJ8?(TI_u-V33KOHQxb&Ol@k*i1ZyYty}hFdQ0!LN{z^;7v56@o-X zG{-|1A1M;?HnpO}aicP$N{WjuCTmby91Dwk1Th&FII{cl?k}!}yOTMRaEc;Z^Fk{w3WK}UQg5PG!^~jhC*fVWE_LB8 z1}8VBT=o2Ca&o8&1!%`3GkS&`P_{V9tdCYZymVT3g}HFx(i=Rb4TB6=G+>R>jfJy3 zrB*d$v}N@5FJoUORYQ#mc?6CtP7snz3#ncJfVlk8j4hL*A&B8J{<_UdRCq@w-&2OO zZ>%RHhhy!{$uH$yUf~b29+w>+8p;*F9LftWSd^SsbC;$sCB!zf7aF@)Up#+izP_X0 z^!pNtys~-Z@wVWs=fl4B3o=RFx+1H6YW)%U#Wso&+rJvkMSi>Vm*JTzWDL_QR&Kq? z`w(yA)--4dd9ncdK+n{dNv5WxR167dka_~E%z?~m1x+uh> zHqP7qg@YLH_i{LG`KmmOGwhpfyVRljy^$F}@sLlHinlye#QPIbSF*nQRU0$wBYRDU z`!&3eopzgl5AiSWbh{s(hCU_znP%Vg=ZB`=>G79L5k)o42eA52dAWs!J-{abOH$u` z8*BQCq$C2^Ri(`YDIjumbcL!cXpaB>xPku#y3{G3c^WA0A>3hZe%_C;#_{qGI3b0F z>p^Kz8dNq2O#{>q6l7#006>LWd|BAC$(*|t1yRV!%GrOTNjHWdvjCh%pr3%xl7fnA zdbgTuw})~1%<^x%{-kYYyD%9IS@6GFn|a!6;lX}~<0;t#TYMV$UJj=9_%R3|5mmwE zhu+yDYFm4Ig9q~_<J*9BUk;?UG-m61#2zN3?BvK!w5o=%1^#PJ1<=JK>>r;Fs z(V0XV&3}Oczc_ULuRolnLsAJw`pGA6U^6|657@9O_PC#A({z%}@kTcO6)qHMFz00) z9R1SL{($b{e*wM80;H6IXg2xnKmPkx0;~rx%pDa~jgoOw1P_{kjs>c~xVKI2>ycMf zrzA-YhRKX;(%RW&@8e7zFsTvG#COI}VUZio+zqjN_nM^O%un}mz_sQ>I-?1rQSN0| z5*XA2r5=n6+5`3h8eRd#DDePryg@YyHAx9uc^TUfPB+K|Meg2Reobxo^O{`J+f9$n zJ6WQpQ+9=S0Z?RT@1363hc5|Mj#J``L$9MoB%vD%dBm+qVbx2qnAkyiT{*Hrtsl?3 z`j)r+?#*kePTF}KuRbx&Z2jB*Ei?4--8EymXvF1Ar}5&aFePj*;WXhW@*1WDmh1`j zpa=D%?pFj_6TX#Cl3Xcd!)b8euxrC$x8Ib@?VW|ZEX*59L?DwRCM2AJq$8u9L$-Pl z%f~^T3fiDA&rC76=>Y`z@#7oJ^#*fRO@Ai5Py6aKm=Pa0TD4O;cTX7Y;r7bo*H&I% zH*Y9V;*tkCWjkpGD@!&qAcmW)p1su@5o`T(PbJU-q&jGOv#5G-=-iQ+wZg{X&=Qy} zjBvng^7~eNtOw3udI9kZD2mx0Jb1O2sAB&&R2`9ZPrJ6-_z7MO`XkRX*Ux#fw|oit zcyYx-M)fLRY6M+|-tb=Ll}NZ>Q~y+>_0JSKVJ}u7_T?j8)G!1hAGWTk_lKVjw-S`i4z<*fg#B)4uoKqvGzzbw<-NhG&sn4zcTj?9sv zu$rJS<1yEMpTi|i@(W3suayZ>b$YSfzZ4!R6=?XC_f_4wzMZAz#&@Hs)T%psQ7J74 zG<>V$)=KWjrV~tdqvtXkhI2mAQ5gF5ZW%j1WYrzcfSIBJ!j`Mb@>p_^8|qyw92|&x z0e51Ku?(D3{vkBB5MM@)KshVWSG=k-AacGpKshE5iF zjS4NFrloLj-Mk`H)mzd>_^ztp4)o7ut@hj2paE`@jU&F=uH*ST<0(=B3Eyh@W^KbW zZDjhGgw)i3mTQ-0cRK*AuYNI=ufu2aR#f=+&ZBxsWbPNE(`mz(yV{Rq!U#32e%iCB zv?0}EFJITx`MkXiBb~uB3l?C$28H_Vb}GaZ#!g3Nsz+xM8i6ewX*m5SNOQLfY=DsH zsh+QGu}p9vdPtU)*p{0d$T;Hr3|HwcvzCbKg=RR{aKpoHOUh_bQo2(`;m)X)t;x&-44(9%dufC1j>jrY$2YuqViA7K3`0@a>#du^l z<6RNG04y+szHh9r1NT*yJ()Ke*V@s6Vdvyzvv6{xGMIipyuSCE zSYEZ}*E^TT`e*^gf>v%-&+yX%+pCybTWV_XQ-O+$SL3z@+a&kFU9jfH<|3ifggaj*3}NIP2oolSSiv{v9+ zp!Rgniv8@1cJ}q%Yr6dBb2GZdKMz>vJihXa{4hPh&I;odlb;IJ{>MY0CUvs^tf@?5 z|IZC4{fvsx0-*E2V+%48(8kZK+e&8S0;mW#*1ye7h#wb)mAUUo1ex%wurHxWZUFNg z{AzWDXT19^)YVR}UxTJh=*`|Y^}}6gH+WzDS)Q5U06mqQwf^=!>U?n-{YT`3dqte? z_1;{P3Dry5Umk5!K|EH$!j<;r{;PMzJcrV!93^0!!XW~VU&)DZ1kP(vfX9GY5AtMq z%i~FOJ_EN_U0VyY$fadutemt!l;i>R^6>C*Vf{f|6wkR*)CaLQlm?i0;stDK^3i7} zwgRp06Lc9`VIxeTTlw3Km*<5i-uHa_R)3zY<`zO|*0lRB#3w$F%B+Ysg|I;Ba9R(T z`~a>(3nwjbL3r*DX@JrY46Xxx%-UluDV+a3`b#%kb9^vxZGY+Q`FY~WjAi}jEK5S` zY~5lyxv+2j&~Ina&&A)@y3_I)u05AG6hfoIFZbl$){v*Jnu%-Qclp86CG3h;RKBL} z5u9Dat~{R(VjHmAK~*vk8&6AkV-kWoR>MY>vQx(53l@uo5XfqKlH~W`R}~pswJ}< z2JaWK_s7bZw+{~ffymj~I#2!1JTS;0WiKl(j^#A=kK#!r(Ft~$_8@B_(|1pW>kNP% za8$uT{k%&#Nk%=^GP3F;R+(5=jfbV?;k!ffD$Svt^I|08shEzC;lNh?90=zA{qux? ziG2BXpkQIlh9HDlfpM&e%_)U#yH_C)P_U6z6L)w&(CI^lV9jfVIvK6@aX0_t-YY>_ zgvU6Sf(yCCZqvOO)2pwH_V?~QwiQsNbw54kdD+ENp(#1LuaG=(WD~Ryoa)(?#Ob-! z!@bT~5qfJ!LZZaVJtEVKX`|b>)4O0&j?O)TlCKJ+;;_S@8!5LK@aM<6u@X{i+yV8< z>L{rF?LZj`sbG{ti%ZE~4PZ+H<_OF#+T$DGZ+i)0u#oS!m?gw-f%Fx)z!zw_0iuD!~4w3%tmf1~7hO{IuQ_ zxN)ddZ0q-ddV~5N62KDM4+byYBfMKAfHV`|J~$m z*4^ZkJ51M#qz>@w1kg9w=s!O;^Tt=0-Pr%(nzC&~@^O*=F3yyGO6AjZ$B>f>-D{+5 z-*R%^IiLLftN_WIdTt9O8_(S|qsk$$fr`r{;N-U4^DZt{)-^b@;D%IunO&1dYnqq% zGR7od@PEGZy{i$a27g`f&`8bRnxCT|FWLBq;y9DpVHe0d31aQIrM@|^l}+%s-79#hNTHfYfxAG%J2F>`vK zSJvNi-mx3FTBuK9Jcz>m`ncI}(F;vT<$}%{^>0UI_IzRT=CK-vhNW(|M-Y(qam`rU z#&c&#;ji6nfJE$X^ZI71O6}Tj{f`f$`L4$Z@(P|TsC(B zOFN-&oAYTZ^b2 za=-T0@A+@tIbB9ok=}_%j^TIfGjUnDTFDqO>GA%wj+Mkk%jw?p*0~r9=p_hlZ|H#d z+aRc-AV3_h>oTiCmdIzIxj;nEwlKPsJANwTrZ%Kpz|tA6p{cc<7KxP|hIa_#RPrrd z>;H+WKzXwGP}bvmfS4MeOT)&YLk&D@ABURBH%h5>UDaHZ7lr=!C43Wf@Efd!b)Y{_ld5%v6AEHqKzT+D zfQ>(IF*kbb9cKU75DFZTGSdHp?+T4c2IogV7qg2=!( z-!l({-W!6+ii!CVp(2^#(P&49+BDW6Bx>x%zK#d71~7I5 zgW@zZ1f{6_ITo|1s6Hzt49WTfNDKl(Nw?3ma_UYJb-(qR6!RYKE5;8$fyM}0ee5k* zrIuYf_io?D6oV53HP)y)|Bvv&K?E0}_j0YCYO&Fp2{gC}5P!c12FlaGXTdt8v;wg+ zJTrZt#WwE#@-n|xhl4&!~BfWjU84MhAV{Hl`nWx5D_s(cjf2h z0q&?7B>-3?3TOax1sqIlJUnWwKb13;g%AHYAbRfGQul?@mySA4t2FufP(8-xBdsa}y&Yv6jg-8CQ_)~!8+f-80%MwwYc%GhIAbs56}AcoNhr)Av6M3Yk|-& zTxE6B-Ocu_b)>#scedMZVk)$hN!Qjwwyq~AszII>1)!73kB=bJv2@jf8N&5@zn`;2 zLR=CLOg}KuS~bx^cRd(;3DaT@p>u{PQUDF6NHtx-4x2Di?SVfYb@ECxMXD6P?OOr%?-{q}1zG>;px z8Y4_SUiT1AbBA=7Pq&|P#dbpt26tlLGN-nmpMuEoZEqmyO4*zm*uV`vSn4hx!|^y< z)pF+o@7lG2fdL3N5%fH(a#lB~Zx%=AP(TeLE#Nq@9=@uHa2=eQSY>04(deD*(Z8DGo2+G7D9YEe{Ptqwkm==*h8LxgB;9_-VXQsB{g@c;=*9 zdNTu*p@3Qnh>CiFU;qy7xavEAI>N3AqZJl_;{v3;|2<16qClMqfpN6d)F_k7Enl;L z-7sYc^dpb;^+mb3c0@0a6^KqQP`BUeLs|T?ej8Ax!7XAn-B3R~NfZ?j7XV2-(*om4 z%%7nHD|}JC1KL!%d{*!U!DQ3F_Qwz~%Tt6J>kTY7RMTM2A4*D2oA)J=JatQ}NKPZt zyW#D+B9=I!$&@w?$Jchj4<+99EUFLBG6C+!=mRX`y1NEQ_6aDtahm|af#RV2;w~(# zQVm1{ii>&DQbWkDuu;*f!Z^Yl9feJvi^(9I(b*mr8q+ zQ>x5andluls-e2ZvdiErBFQHg8-A2uIfV`)5W9bW_~j--;h=@EbhIs~k4Z^LirM1j zwSX>G5++`OzX#(d<0|ePZcMy1H3d5X3h>A;_;C{Al?M>fE(Ps!lm~X+MkHED*{B7;3*ZIB%M6gxAxB#GI^~Z++Mz-+826VzMOa4z^l1UTk z_i%!#avH53xqd@hKYX>+oeez1q<2r_&dgQKfqw6X7&P6mAYFcqeE>eSS7;Z~!zXL4 z_T*|bqry92P}SgP#?#|t5Q&(}w?JesDt*y?yNyg+FJk{E-I`MSxVwMnnNl<~H)t^V zY@|t_Kj5214NMP&gT7{+x*Wt!d{)DFO;Bw^Ge%i24DT4A4lDyR zGsqd2&p&l$aF!+XCNDkSoG_hI52NzEhXTNKDit~%)_j?K_st`ehv8uI=5mD#A3;r7 zhe!gVI7c|6VUiRYIgBQNdcJ@f(JUrdgmb2-v=oB_oYr#Wy-?tyO7K`&GjsDQ$XQJl zq}6r%D|v-AAc{SRTJ5^d*!d@PF=>wt=DH4GN0vD{?@VZA{kk!F`6k+-E(`)`f!#+{dR8K*;&+P2}ann7LN~B7(Ge z_&Nn4b$KKGTBPXk*O2lfywAt!J%G6Ystq1r7;*r|x8)0{t6W;cpi=^L(-h>Af=jPp zUz!i)ka&YmLAS~-^@a`vc|`&ilcR!?$yk}%s%Hee#KXdCZ5Eyzo<1Eo3}`q(_n)h+ zeRH(>_*Prs+(hq0!Lu|T--y~rdVA!2`JL0dsyR?2qV4&ExZ-CbGb;Mr7l- zpOQVOHER>`h20NuTlQDnM=;Zku>yppR>1hI4qAY5vF4z2?;DGXYQQG;6)~aHz#nxy zwMs$8xsnfY_lWO2d-e7ryakJ1K$g_&?^Ht;-u8AWI-$gH;MLHzA_dWNnDGkCFBJV? z>f|+gE-oQ4)My0(%*v>rtR>q%~x-= zfr2jp5)#5!CH3{Y!A-zFq(Xf07-WnNGdBounb9t5kZi^U#RNixZC5bbE)C7iTIvtl z^=>)w+H%*?7K-7wEW1rlk*&!NqPOgpEuritl5akdXa3dJws%Y0+BNPJuZn#4XDrX3 zXZ5dku4>SNGuFqc0iL85_E-CL_4Vh0u|IU=2#75_P4k!4(#V%Ym7mGQn_YMXBEvIV zN=U?6nI`I!sm7O_v-(R^f}JIW_>0`uZP=&9Tb##A#kKR6{)6}7>-YU+KdzZGKAU)I zbWmW;=1)Zg#>4t9ssftl_wK)Rf^fAbZaTQ}^(bUK)g6nHz-$f*X_k*n_wJeHjRJdJ zg_(r{-~HC5AiW=l5ZJ<((IcSBjyS^X$qf;N6^Qt2{03+mPR1`S`=T}m1P3R0(F1z7QhnbeEXMv^Asd-W7#{+Pt2+e!9DxiC z45TJxU(N?G2 zyD+?Ac;4)y@*@9>{iMcuXb=;CT*0Ioyflnan&-(*>3vOXp4WcNz^_|p!xHV|uOJRsSXLLypw@WQ%Hb>)xq{|F9bMgHDC1)7mN;ra0s~DS z7YR5~JUu)*c%J6MN;;0b-_(~J2ijyLtGw-FdqEyHsYtk)?SQI0fbUJ)EV7_UCW2t8 zPi-ye(k!70UXqiI^f;p8M9KBS0s^2fy+Qq*lxT!Ani6p&3Y|B2A|)kn{&4B@=fNee z*xFQHUe0^;sGq&d5ZYFc&wVwFNx0qpUcNSd`sxoJF;Lx0vw zX9f-Q=O-#9ks8Sr6?Kh_=8&R=B3}VYQQlUZNRA*`TLwR4+qP{efK%~Y7C_n7@*Pnz z8q@>8zl*Z5Z9D;oNNnb(D{ig4yf6|kV+bcu3vR@`ymxj{w=N{UNI4T zF{31pt*i{XS)_9eb~?tKC(i3&YOK;E~cmu`(i}1wF4A ze9yqZf&o7?9$v$gBd8{c4a2L!{K2(XDwo1(QdP$2O)nf9F{*d~q5x>vNiw^2hBzSr z4Ai~*_oaQ&m~l~AdE-;OAe36Cr>BP-vv}vbeZGGCrU9u01OceMVjfWoI}W#xk&zMN zLvCs&fbRnvjJ1bV2k!x<9*;^wXH6=l5T`Q${e{cSjxI4$*a=FqxewcTMHbA+acUzK zj|;92VdUd3S%;Z6H^kk29+~b#FMwReT@Z9zLKN^ak8@YBz6Q=^z;{JE$;VMl1T8-P z7H%6SFE9U*BOz!|K$wpSEfI^$nZZ#?nkR%m1OxOl;3dUg2%Q?yzd*`Q1Dm&bv%syc z?YCh#7pDuB!_l7|y?D~yLdnpu7pzh!;v=&}1_2ZklDZ#yVn4adJy$^f1Ti0gV90~? z^!LMc;RcB~Di#CdY)QRc-bA7zNk0Oc$d|RKxEM+#iMux4JM~PC9SxR=!$(hhOPQJu z0T%%8FAzmD0zQE*&xw(dJwg@+IQ#k;%2@aB2gU%zpm09Kd3niCAP6B1y;j{U!=U2M z;(78u(CU)bE_i5BIU<1O51f|ug@q(SPC%zE#q$O*arhq(&kzX06%!P(kr6h)dKU*B z)(H}+bj9CYg5|+)9pJhW5F`L%3QLO%A`%Jnn`(ie!ifky6ZD0Edi??c0gVHCtC5m1 znOv|Vl6QicXBj&dSn--}d7z*G+X2tgo+G+vo1GWXItYDTcX%G?eLBov`!D-}YVOe)O zBV!U!kZw@%cXobsGHnkM-$_xi=pPse%F*>3Hx?Ha`9FC=fLj&{DomY{Gfa2uQFVfe z&oOB{ZfO@U_O>6DXZ(GxMekL8{W_?%f@K(DMzC6lbTLVQUt(_IHSRxf03@7Af$1+_ z?m>kfSa5(<1mx~8C|Frdk!Z=T*N*^(ff6jtWD}4WFn8e8>8(!iLl^*W*DgN~Xa?LB zWpdbjkUNM0F#_rZ*xNoO&@&>DTvT4}&GNOU4ML5HB|qbT1Y9Zo;*3BPvbER)PvN z8G#|_b?`U0K;u~*+0l2{0L!#*T^Fo(wSRC}Sn|@_O(*bPKx*7RJY4SJ#?XRjkmUbM z`BoP)tqBSZO)5V`x&{0T6u4kBu{ivt{Uaka<>b)Wbgs*~(}vmMr*57%5gG+74ocl=AAVZGOL_n!+mR zxxX`wkt7imD`;|(`qyy$*XdDUnSeoKMQN=Xk;li6cbm^<(dYhNf%NdStp^+SODVt( znws(u&@lp_8cJ=4t*Ui#(vV&xd?@TOOd^ggsKLOzV4Yws`1>n?SA*26o2bM&MakDW z3JX9Y_{U=MwJX)p)@C9gQGo$$+vb7D2Wb*q;+?v&L~>UA@8H2+1pK5V%sM1do}Xt! zg(n!dh7cZ*j5wc)Dc)2+#sY^>GikrV>`YdqKYdELjm?R`>fSvGSQvC)9uD8j}e)HT{k>$4jF9%~)Kl zQfN!~^!f7|Ett{4!54DuBBG+Uz3V|bj;m(fxFmB_Y>JQ-bl4O$-x&jF)zJ|x$4&xQ zP)Nanz%_A*^h){UPr0KhQpy)SqIfwQ-@#j~t5bOGHVeZLBp_xSF3L->vW zMBt>}iadw~4!%e90MO&=G1po;ORQ#9Eb(e9`uj@- zKKnr1(V-NHdhJtM|SjSDh${6|BCxAH8o9Zv`{yu^rR_6ac)iCFHb9~ z$DjB4MLTNdrELxT@q8H(+{TH~54XMK^g3=FlhHld_2`BD&&B{@H+S@wtzEay)zuYx z6q_OQM-nsGdhY|$ALyH0JiYR~J6vaV9F@WfkMamyeIy$_nlfJ?uXAR5v4~sr&17NM zU@yx{N?prZ(;{cCm&l|Fi7pS+_3%;mc#PZ-QK9EkX1;c?*x``^HJ#`kr)y0T#0ypE zlmbAH3u2B6I|Au3_@1p7o|&9?pPxFal1x7LP~}v>rtOC;wpdZO_nM6~l%EaS zv2KVhij7rJ&=$?cHEGchih*(puF1)aj10Zyl?5WNqrIfco5+>ywf^#mrZ;Wu_t(?K z#$>7t58n!oBorD%hvK`Qo6hQl+zq-ZGJa5Gm~6N14SUAuI-Pl=uyB`%GfnbDA@nxs zL0}n?GXP*%T_%k;IW{5zhRevIl(GN$%x*8`XVJWLMs&Ic+ckN)G(Fspj?mZ?SZ;}l zTXW_{;#Z67Yb6T_@0@MQ{LXzb86Deq-TOm}#l*lndWo1MY)c3U4|~xAm);1zgDLXg zi<`obtjl}S*K+H%qf^<)168kt^{+_6KSQ1B@$UuRMXV??14E z&`{%KlJS7P)FtegV%yTJjx^PGh9ANseX{kzx057pi_y(#4V+UQ**RcVzMu2SZH*n& zjw;5rRD_gYH+WI{#s$})iB=fay{^364E_F46Z-otx}-Ohx0#Uq$k_2t)1KlJYD|jL zS5#p9TnD?x!J~ z&^tK2(q=gZ64<c_OD_A;4y2!eMM3Pv=*x-?QGIv=j5XIbw6pWx*6wF zN_Og_r&TwKV7`>~P|FTgMp(DIF-ZjUhJeQ^1hYAvaHvqw?Fx*ObT-dQU`9ev5MG)?ZNrR9(Uq3(HzncfC^1YBG#V0J~c@OSOd zlrkDu+$6B=h@X^a*+%%pn>4v4QQ^s2Dyr!mdCTxU&qC=RKWzHqyv%mA$XI*NONvNG z4}&e62uJPTc%JT|v&q%UA}5Iah`=jeM@dbM7P+&&yU~4o>C)DBEiFzT?rwo)EGxUf z6ZpzwWeJ@vIpmxi*yTldY!zL5V0T>f9)p%P3X7M7eFgm*{B}JZn?4Vx=m%ack$<{v z?g!Stp%;)4_*+<7M4eFDC7{JEHE(RIj^v+hW=q-t60)jm^moa1t?LMhcx?9%!Ok+b zRo917b@W(3C(Dw+Txj*gUFn#X_1Cp7W{E1@SpUAR!uD{O%`#0?vC6-APvc`_1oVYn zMM4rIuc=W&7vGf?lTH-!p4E99GZ2YHpDlQ zQuF(|yG!bE&XcYXS{NqgS4HY#^}8OCf1nT={dUr;?(}G(lB(?cSGCicH5aS2DIY3* zJ>0La+G_5T@h(5rXYKaLHI4HvpJLalYZiXk)iW&^`?`aN*~kWg9Nfw$tcEauaAFAH z(Wvld?b?M&texmkJ+RlEF(FP5X`7JTi-=l;ml-s<`+755Bh2Gv~yH=fr=y(2$ zszTJ_bf<-#>E>umXgGKAg#o^UxJX!d?`=3m-rnA)o+0BKl$Lflcjdv|LymNLlQZ3- zzHi$myT2hvyPBZ7j+%_6^B={VrCuNFSj_fPs|7z2yJAjj)3LdBqQFEn@w!8&t2g=D zsXgO#IT@#v$d>9|XLi4%2%Wy#-pv0h<-~}7eWX`1r$Dg#t?b(jyE$K)9uFC>l!>~( z?=E@*AG4xb+li2t0RIQNVU$~o5FR00vFf-GwU%aHe&OkuFCY1Od?A>Oz&2%5yw|K? zQ#sk2jyr}*Y#KH@Pwt;-+pJ-pV=SRG<9IZGc8k5&zNGDh0eh|Lahu@_7Drwf7D@y) zknJ7UGIcX`{Moi)IicrT5&fx&H%cX5@c2|xF0autGC~PRpxEorYU8^K&&t9XAPyUw z86+^)?4hMaYZS-stpNCOa>g#Neolw3xZL^!o^EW zD_bRppAe16fQK?V;kNhrkXfoo=l|sS`VK<=(bYELZOUc!B z-QSP?c1neKpkIXQNLH~I0`Af2X%ej-l&SxIDvdPqoP%)ut70$sveJt=s3s_`yT@=n>o=0V?|MTzTHX*n985u7hS3f=S3?AVrAe z?1gY4|Fl0IseA|N3oj)@wuy`Dyl)I3+)n}n*WI{z6ZJHmfwL>`A%+RwxzE%=4vwum zcKEZR2Rb%6dHV?jt7w249v((#i010c_vs>e-=xYNPsuxew@@?#`X_b<{5Lv99j znhm!T5_*9bSUr*{dO2{niF$0!e;?Bja~@*aMbG@dw;tN}!2|bqdE@ZFXYEk*#qvgL zE~JCjKTS;)2U*{}Q*D6u>*y4&Zc`&6ywnPoTZpWIyE^BKe92vPoQVIsvtPX)8#Kxd z64QA|+4a?vD!tj+vnXNA&4F+|-T7Z^Dp64uje)42ykW6YWZw;!-WcA{>Q-fiy$3{?q9X_X&|3OZwZnW<`x#ZtDmZPOBy+?E^=ZGucdrrPzU2g8U+Yyq`)ye za0aY;D9nj0q{)EN0M}%AGByCC&eGq;&CnBW02kK) z3d{tc6iYn!{&jrZk5S=n7gVq{-Q0llp@CTPGboW`olQ+;rl((B-S9ren9-PQGAIp6 zDZp?-ft-MtysglUbN55wa{&^0wYvV#j$^e|3IJKNW%K6EztKwn>7hqqNP!6mX-B>X z>Hh#$Y?>`uAH4vaGiu2b{JURB)+y>tz<;&#NTCF)5#7Jrc^1gnL~Vp}G3}l`Hr4|I zFpG%t{$uPVJ=l7*Cou1jg#EW$&nE@1WMU7L(En^bAUd%1a1z}3m#ydX4er8354sos z>#g_O42d2=Cpu0Cl@c!`Um;U}WYzCxHcH335=}<-6$nQ#+@T8}+zCk2;@^?gFpe3c zQj~?e2RFx;71U&Ld3kiVkztICWc+)lC?hOohVxi(1_tr0QfLcD=9+-~xhOh{oSm0} z>iKKV+)axXeBxyudU&A2AIsj;6aDEM!0#&#-fx)Ft}eE~uRs2zorpwhzb#Dl+lU#c zUwK34e*1Qa*mE8{xJFA~KQ7;o?>~kxPa3Ez)HQl~45WO~hZ7MPxalbxl<@GmIXQsW z{XLxA`>;hS3jR$_@=pxQoVW?g36SoF|15Qf-1A>glQ>zp;1k00T!Ds?5}8h@c7oQC zfPx%qV;s95Y8T!IB5pN~a(8FgIWB2*^S^iItr)ip5|#sdsHjNdbp)ifaSHr(JBSlA z24+j_Us47Z3sO}!-5nMU2#8z1J(+&_=ty=#YQgx!IKPBsmj=18SN(yl&dm;{!=IZ< znb%}%8wVa|(1{E>+W6e;)~suCd|!J?tC*(k&3Tv72?fG^lckQIi+B3%kJ2~Nh~`Ly z#A5RU76{QV0$OvRYzy}-D=W+2pYpG@>=~`7Tu9^6D=h6^Sodw);#5ks+f=`Sv7E2d zadZ9Z(a;ldhI^yxWG(Fmm@dCh`}nzh(Cf=xADwx5*TL{hJu1H_7yKWmcU#bKH8{U< ztZdi6(D&q|GNnW**@&9;#UAw>TkF1VgP1R$MRWQGeEPo+59a8UA1bFxmwb74m&M4> zlTyC0v2aWXs3U?B?ea6ZM+~AkQbShVSz$1FUc83O)s4J+Phch`stdCiyb*`XLdJyn`w4Ye#pcB@boIlS)8)~oyFdM5lwb9u#2CTc@z z@azB(kM1z&rArV1;6jB0{vJ}_s7X1L@A~5w@v(B3GM@7;8*Ul?`gO5D#!Z*%H?C1;aMH=>Zy2L+F*`G-*3&$TS+p*&uv;`LDM}63sQfSz z!MT&ad{)SmjDIL&Jgj_kXk%j%S3`U5HHEtl(i34jB8t=9RAZzBP`^Ma4eq(L^at*= zj(GX#5Pq|7SweqCBp?0Q_=?9lnT0(;8$%N!-&Vf3e=d3Ql4razzv+Jxb#pN#X4((eim*Vw@-gZiDdU7vC z<|_qx{@Gm#=n?2dk2?|tsM$GBR7k?=n_F9xgtaeSB8ikOE-uoDt)yNkDEOi_mNIU; z%BKEVcd$j!%K8wy>3uPMEgki zG?gV$ej$q#zBu;NqsOW(HYNsDO&r`Uw89{ro<$!xNZ^2;-qG6fCm>Ibp1;P(@NA zph2`IIUvcyzlh(15K30Y*s$(1hf(^y~?=}l$*_J%F&b7?v6XX)3w~AkH@-{E5IxVKO z)bQuoxP~kRA6m+Avi@$zunV*a=Qw#5`MRHr-%8F&2{yKlJgyiJ`-@PPY*Z$#x6$gw zc9+W6*C`wNMC+Mz6k~z5f+y|EN-FN5O4wIlQBqR!{=JKt&Z>{(S#x`qrIR}%Vq*PN z z+I(Z+?8xZadvP`5&fG$2OhR?KBgwt5m0_qx)JjStNp&GvOAFKF#|!T>kXa>7&W)&VdA5_FJ8hGAnVg_l zV|_4np1DE&34$XWY~a)RKZD-3(11UI!G21}b=$ynYB=Pl2=yo}i?t8#I&Ra(ZZ z!M187*wEA@@+CvfLfpHjZ}wKjWhi?OUDRVF6W&qy%x|t%`I4dFz1HjRPMuIIWsR2F9q1QyzBs7#K?Uo#&orI~ih~3{e_t#8nd4kNQBrQp z(AI}rcWyp@Cn~vlhee&k_mk_lt~nU;ZrmYyc&yejd-9ici@LS`=cygWVs@hmdL7-R zgBHc}1vU=v3a*4`ex|qj3H3G<)9agGb@1npdICQ4$%}w%InV35^P{|~l)fJ`D&%Dm zX?YWOtZXSLiq0{H<{Y1nYSp+b9#@=QXkWAV^-V>2GUM?Wc^TrzE|mzIG_DHmPa7ul z6AuKu2(`LZH(cKMV>UmbAV2wAopaK3fKscmihyAwgR{xlNZ;^+@he{E0OGHUxv#}6 z>%@l#rhb0qbxNvx6saM|*8QvB`KEG;{Q&26RDjX^3AYNx>SZqB2)n+7It}|51K_+R z+}JKqY0FhmR-;mFYcNo4YwT2;qGU?^oL=3@=P%T1uT~i59@0uz@k*xcZpF6a+ZpQj zQKXslcHUF(2zwtG@pAcTP|M6hx&3aD^uEr$v9dWY2DNR6&u5&menb<*)uNN0Xq~w1 zzm0QOMtQ%SfJuijJ=M}ez z#c0Y`an45>4ca!jk28(3C@RhFZ=aCA5;8P>k%|{>D=F3m3b{YaWktXD z-z|L7d^5?K!=SNO&ikAAeBN;8l^Iuk%_}e428?O1weZR(T&rX)P| z*6dZ&ky5Y_V5>*n%D-Ge!JR}GY|P%8GwQitebHyR(w1(*Wr>$1*l8SUD9%Zbj^jyv*DElw2@z=oP7DCFl^7zclg&sW=3gL6$CJ z@O|G83etG%tvYjMWn4WrM(!;t7ag6erB8|#pRx)QPFAnF@*u@3&PS!oEJA&zvTJOI z2U|YH0gHmZiASmFJo5%qgDTq{9UL2luU*JqOzwNYV!5R;kh{-*i6yXg_I>7~+?Xut zKuOlIo73~pZjLu*eD(-u$075AsrjJUpQZoDDUd?lAIXm(7pz~G#dI9qfCG#Q|M}40k zt&_-*iOc#XK69F5B&7jCh@Y$&u&5(vJZX2(9y7omB=y?TufZ6-PE%Ig=HMTe|IVRY zPA8r@QX_E7V3^9^x-lr;y5iHhaj}r2rqV`jT}IU8f@ZA+I;vye3SD!WGTvNk6)$s+ zfBKoi>7j`HaOd!3%FbcYWxwiJ#}}v0o7r^TTh^e-u#2>IdXXxiR&%bocw$b``8y*p04nSih#kprt+P5ezL0V;^LrYQj@_7bS8<*DB4rb>tl1J6HX!XT+^Q-1+pl zXx&%;ys4_G?xwe_GCha;?#oObNsav~toNO}E?kY z@|)%MmcHs6kSA32$DSYhzC39nI?og0&=TRXt4dg<%yG1(HDBmgFuBJ=7UnGTTq+gM zyq_hlqQ5%NubKRZOi-jQOosRJn?wH6Xi(7xrjSA&=nSChS^YjEU#FO)To$+$gTH-+ zBT;-z_L_=S*fGOOpdDG50p9?HAJVzG=%hjO`2~`pBG^|k{)oKt!yHE(j);fu97>56 z{k7b|=cj-bLRvkRbj;me{Lc6z3pn%`g#=_AAf|DInL{N7G`Q2?z;W_6I9BNR@IHVSv_p9*Guq05lZu zfYc0L83py?s6hJFB2s>8IGi5s&8;Y;tlV2W(0HqtEplx@Xu&j+P=f#k6E6df3C0ZM zR*;8S`GNtALJe5w#eoa8x#>En3jnpTb%Bt*=z8WA?U*NldG?ZfVgIP9@COx|x zlUM6>InvM$fHC7!N`L|(9f4}1sX2a4;CMW(N%|b&$5lr<($B}-b1eVEpB-!1oy3>M z?+YXuvhMUbODwxqF+YFUZ1QBpe)^>D5|hPfz2@@ri>XQzxd*SkaJR^GBklUz4}H$Y zRbA6|ei&O!xna~wNT!djxlwX(Of_F1mg}K~X_J_!Qx!J{{Ugi8ruiEb&5GDC|DRg-BLaCxOVIyJqP6(=cd%bukF6a)8dVq zj&csY8S!YzvNE0Mr}Vhh{w%A#I6%`fU@XW{$HJMFmfYRY`Jq|u;?;8%18)+|xLO#N zmlT>DHK^{d3^hi4NKzvweWVFmx=eUDT2QOuL zE75n9EqflFzVu7=7>^7+Z3Vybg$HvF3Pp~Q2BpYeupFc|J7=SHi5U83{EK7h#g3$Q zd+v6>2cr}BQw7SCygz<%Hy&=5ba>>>_BL9@vwrFn7pK_5Y0_MsxL3(|v~lhXR|`$t zc6TcO>5Ocn?LE8XcV2957*_kzUQ-}JoDdW)BvXnu@pHeBX5QV#Kuh{sj-aKWA9MUy zZ+)ccmejaUe@WvXiqW}B_Qv7u*3SE4%e*-IbnBmSi8bt$=j~Gwd-9BQKK^76Fy4Bk z;pGwL_Lw;u>-buBBjR;c8ex|4r1)JGeNhJfwoe8*uPVz|zvcNBZ^iz5i0|Y}=SoVY zvxvm%ln~po#4|PSzGd=GpLCv-B`Y; zztk3$UD0Xz_QuTUvT}*T@4q;ozI6B%QHDrV>(UPsw;vOVQ=l7YFPbQxvGummRcbmU zYHB>6u`;>QL6hFWziJ-2*Q@%PyN$K8dwoi>ef&z5u3+yT>w=vdoV_;L4bB(+*d+FQ z4(W;}N=o~(9=WT|Y8TUIQWe#@&mCYa<*1}TJT&)4Pvf$Kric)8qQl^yw-_sat@h=W zYA+jmZQV=v-&{RO{HUg1>>{@D3e_t!?`PhUjlx&I49bg|?^zwrQjpqYW<{EGa>$D3Y@Y>)Gc zzMlGm@%$t4C6>M^?{obO-+#2&3gk3V^34}7xJ5|~QP8if3iqWqj1PM3WG^f1k0tZS z?JD+a&P)#9yLhHJlVkL&CNZ2>{LI^H+9HR=GoKeMlpJUu8$Q!}Z?yW2zm`Eu)O_3Igva^A(64lnEWysC~e_fV>$ zVIilb65qP0MZq-IsFL^|Mc(nVwugHH1YR{Tk^SDhl8lR^geS=l#hdmzN9;_cmLMt` z(*<6p%vu!438%B?I>Dt$%_2-}%be+mnvqE=Uw&gQU42mCsY~$-@Ao^%%vToJT+eT3 r^hD;&q9kcm>{Flk|3Cjn?_r5NJYsgHMDhg}={-tG$PiObY2Eo>OQu-8 diff --git a/w5/exp3.png b/w5/exp3.png deleted file mode 100644 index b1e771b13378113782ba9b43125220b0b9005119..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 51432 zcmdSBWmr{Fv@X2plI})SQbCYz5CoC#4r!23q*Fvvqy<5`LAo0y1p(>q?(VvCqn_{F zbI!fb{rm05fX!ZO%{A7Dcf9YI1S-f$Vxp6wLlA`dTuNLCf)I%z2tE)M9=v1wQq30p zhh`_GX%9gd_^`ilP~2A%@FvRJ=duzgb8rawIEdE6tW^+113ecPRdF8QoO05^KcPn6 zU5N-Q!W9=)c5kzo6{CfPnE5;UE_xqqR?kS z-oI+pmWEkAQGc}HEei>(gYwiQgirMC`^}zFM5!yMD@| zBiF4_ULF08kA?Gje!azZ&H7VndF>}DVSe~94`7oZkoI-vxzbHCdFNd=pFEa8U&~+d zChP^A2tM)oV$-sHDG`z|G6CgG?VE49PtyeQwLkJXW}Ad|8Hz~6ICc@2QBDp|YQT%& z6O!x?{8)J6B%XVBqr`GDrI(56Q21*A?8TU>z%JftcrsM)5viEbckF#4oEzOrs<#)@ z<7nlz9)X^(=I-g~6a8+Rl$P#oRAiw%;-(~4eOa+yH23f$rou-@*8KN$7>h6FwpRlk z9-LF&T0%vm^UO(p=skI*WpiH?`qN@n6~wqwKY`-Y@bBXJoscil9xo{-B31 zvMO)h$iD-LgmK3U{LXui7?*|7fEkQ`#Qz^l3<&o^)+T@h+cWFIG62*!8)fk@IYo;DQioLnPGng+ILP1YNqEc3d>|JJtR+EY9(9-PT z1gTIBPtf{5(;&)^f6Iv!LA8Y@GqPYu3tp-0Uuh9b9qq3&2azK}J(u_Fhk0qYwk=Oc zV>m?yK1^hBarLj{RXT0WdCfNKFRMQ3dR=`OTV)RUgx6OWY=tR_QB5N#UAV@W?{M4H(0F9!!@H6s0U^6gg?*TYVROZDaVvh-D+nqN;HKM%PR zY=l2xd!~mCci)=a;aj#*5DtEG>PxuMvC$Rx4741>t?@TdugwF7Bd%MMX1~fp6?trZ z6f$#%o@Omy zz+^_9-0?49DG6Lb-6!HTrcx9^jff@-f6{_>X}7V<8AtnuFC5n<@~bF--s4wce?RmB|411 zaF9a3|q48AO7Xq9eN>@ zCJ2N7gUr7($OlPbPjT#bDd#-iu0C^b8ka+F*`j>19Yg|7;n&KR%-2n)Bo~DE0EvetnbRU__Wc z5-xJR02A|&=TD4Mq@$Yrj+=|@&3ZaFf3*-mMk<`wwc&hu=)q4K5$f`3AC1|UBE@`T zP6bYC@}hk_o;P1;u74?M8zI8-9$);b78?S_hlbXu4|QM zmo}$S+~2EedTPsKHy$kc$0Wk5wmXq4sh)V|Myxm2gchQ=Op>uJKUqg`dX;O7 z{CUBXk|P&+cX4_5d;_Jo{^(@k@YmUZ1uiSL3#Iu=nf(hM<462EX9YE9Ts$_$bZlKzz~+x@-%lDpi}=6V?WTCtK}b=*M>(U1ug zW32TKbG1^eeO7w?uB>~%=}F{Qf)7Ox;<7hHwYjDyoi6*zlhci%Fs-3)ljE&xX~mEH z%h-OpcB#DfZ1$LRy3bQ}BwW6fU^!OyyuYP>vT}Pzws!mGOkU?JsBte7n0o4G_D)OA z+{*8~34#7CqfO}#42|Z(`|J%1@PJs_+y4R>eg1FX{=a?d?>VGUO4!eG#hyN`b=v81 zI>GeErmm>0W0cgu)N42%B zZF{mha%X$P^XBRV0R>Acqu*+zfYWj?0O>9)1!SUjN=QpfzemRW@#9C$+qM06YOf+1 z*eRlHzv}Ahk&u#loJ=`Ea)|;ivrTYBzOYO0hqTjn5}TQ=*st^q73lImeyot9@b@Te z0V2f)XBU^}_aiP&b_z91{f213by6?qiUZ!XPfdAj4CgN|FQ05rl@=Epio#CEQ0V+H zbyBm$IIz0f#ohg~&gDP@6SlaQLCKS2qoXnje1uJHA>_7`Ro{JJbwE*X?_=gZ11D#> z=hgYDo#j|*W8CHdsutO!H^rxq%#|sMc)C)~H zVON%N0-q=_arD4MM=vQaH@RJo6tMtN$`gl&$DY_DSVf%gXhd)f6yRiQjh3GY$S{uP zs#YCiJUbD02>!@PJ~2D>UE=~psYQ&k=kG;<0aD__C`mZ*Mh4hzI=cXxL~TPPH`xzT>66y>!C)G!SUvpQqJM}P+kZ* z_p-Ju>{hDhi%}^BPSGCu&$*J_i8mO76Ob3x5_lPz{PBAZ^_&u#bKn?D>|4AzfdWnZ z53KwzTTPN_=`Lm!@st*D5>QR`zq}AQva6?knIWD>ZRbgQ=aBzWzwsI*C2DubV5Y(2>ilTI?KXI2aFOuKNRCY5 zD|je<<(9|phxo55p{%H^R+Ibd++D3$KD;p3Mp1t!-}~~YRx{MK2nA>^^K42Eu43rWXgs3#_xnG^kiPT$}TSFK?=W= z&mtVdh$4dZ^1t_`12+Ir+4nCI;UgXD%YzLiEvXx`FCjMpx+0R!m ziAbgiA^2k&&CuqV!Ec(SbItw;vD~)P2P?g2ZMU#US-j!7Vg?@6BIL)^j+E96*Hpr1 z%vZpRWVQ__GEu?1jGyf31O?Rj#4uf9_Wl4q+1=fZkB2vU6bXAVK6NsmdWsJX{J4C}hiCv%iGv7bMX9BxBmo48*bNc$o#{dAZk4&TX@s za9h7K11?LbeOayG3`w}~aWxYQqJr{`iutMhSYoF{M}~42aIm4GC%q=mbC7<)wb06C zRL+gX3b>S1Y;5?V;h*;Wy%kS1Q;k#pYjxa{y17xb4LKS*!G*iB=mpzt{@sr)S?}){ z+!SV8ByU)9N;AN9BzJ5{JK!OZKnk>~0EUh|=HSpNF-G%N&XU`jX-u*eg1Hi##A1x0 z;3j5E33j+ARg$BBG=(Xl;uxNiQ5lJ^zRz!KCV1A_dTAHUoY>caHIoxR&`G<@4|xQ% zpZeW-?dXX7*kymQtc;`K4CeeT1mXHh_&kH6A?lG-cxkw}7wg4L+1mJO`|Jl=^>uY+ zy87z*TCGlre@v@)(1CJ9F}r)*$QSE%CH#VJrVWSwPGTrOS8Ngb%6pv1kAsN5y3ND3 zeFC@}LLZ)@PO2>d-KL zjXlzF{!|}af=oN}pt;i5dvKqRMb;l2Zu)pvl_$6;Y$~482UMR zVlX&aJeT!5x)BhHZ%~^By?dT<%34&oI<<1DtU>UuRTW?hM=%A&BvHV8A*X2 zIPJILt*d{FKN)HD@oeYgPfOaArxd(#4BFa;lN zd`@1#Y&|ma`}gmX!6VhQzLu620q5P>^P`Oz7TucH3(qt(G-PBxG6YR7!S3blT_dzN zFSRf#nhtO-@e#5*c^`ebM)Z<^7wKBBS+4x_-dp%}FZSJmKALz0q?dQx<={mm)k!v9 zR~5u@T5-K>33#Mk;eN4IX=7tkQBjexEqDhF4Gk3))l*hUsX}=cgy}}Z{Oamxj&hde zQ0|_+2ynnd99jXv`gbRq@6gJHNXB4#-?Nz#dHO+aLru`v{?TQ| zcNCP_5$=sd~uno?Bfdp{CxMn=1x&OKGp-!-o$Ef^Nr) zKO?i`5?l{g6-Culv*aj=VXqju1irDcvAuhuw-J!?-hg#536=A)DYsg!SfZ+LRXJ5p z5-l=G5k@VtXzoI;#McXo9xLd@sZLvfmaRl=-s&*2SKjY8q&@PU8#x#}0@y^4v^cDW zALgjIE_FuJ$;L&Eo~*Y96Z1Q6jsoZq&8)81IP>e*ub)2|4^ZESgoFeJ28yL*D~R$- zP_nVH<>cfrGBVE1&3*s={qEhn;9pTu(Vstm-gv4Yrg&T&1ABtlEiNgUr+*I~QzvKm zn-qddECM)O9CDBQ+co#;a`gqHSp2@?njQXh9$d3$6T4boHA891Boyy5o!?LgnC>|S>WJ}bn%)YJO8r)vrf~W?G@9!sUY-?ksD-jP~u;|rgE9LATv@u7+!NGyFz0;o&oHEzgoV&z;Y3iem`Snp1I6ocL4?o2ed`bXw%_zZJd zG_LRNxITO(UMqbwUAD!n_o>SQz+)XVey8n0Pygv!C)=McMjT|_*H;%4WfqZVg!(Ko zCmSQZGc&@RoT{PnQBhHg8ygd)X7V|QGxub{`swAq&bHrL>uzFSdTEsZsSCa%<&Py1 zaf^vWvgTs8n!3=wv_AIu>XFdP-(!^W6tni|)TZ3>>hHBLir(OVx(<|l4bc<^EccxL zMo6kdS>S&zR3pWhO+9xu~uaCh;?qCCX~Ffn!iJ)_TChpqAQ&yTb% zIpQ*2z`V1Zq!M^8JwBbx?#ao>v^#)_jpyrmiGprKW60(lalk1aX_ZOw!#&0ERZM&K zNV6ne0pSj;Iw&JXOQ$^x880yj{_~`cIYBfFaTrX^6Iy*J#qOf|kbmdx~dtqS+GLBBz z{CZLMWINbYm%>==E;gvH0DHcnDc#r@EjHqQHLB18Cg^U!>6I&!1;JFSbti z7W9*{6(08Y_kU*9Z!qtp-7;Y~Ki;Y}=^~R?Bkyt8+)wr-k~OkNB@wZp_uU6h;sU;Ka*+1(z3DWChS$!O_hmWW2}#pE}BIqQV2|Yb$sZ`AS~&5s;Sca&AeDSA;1OF1d=B%|@Q^}-v*YiR^-S53P{a(Yo#Ki}2_exvMcS{f&16%#^p+Sn9y^Nu9rsb_LUlNB+ zg)XX?X73=DtIFDQMT>T{@yhRittdKgNiGd46V2JH!+_E$`DF3@_wg-K_C=p8ZVSn_aE6yD$CY}YYh zd91G2Y_?cAfA{K@B^47A%iPJQowP)@+5pIy&sp@h*#%?D@M{*25k-)6xB3ic$1_ets`LKZLUb zK?Gcr=y)I_E33A))(bRHsSFk7ee<2s%%ERlDsCkOxl`ZkYH4vXT`kY7H&M`LlBZlt zx8Wpaka+Jo9iiK&orZ({#na!o!reBLDK+mt;Y;@K=*O3FQ9ZtD@k%x`av^$u-;dG^ zTWgR+WWK`0u+N33Aou@ce)IGQ$0j5#mb&S%57%klEwB05HqVP+VZj!A6-&#|i;PY6 zO;FdYGm6o|!s5e;ILO&MjW^d7))SCBfQl=m4kt5|=y#U^P-0+!M^DF<(e4)cKgfMr;`#h>E z4$MZ5HtxvDXNQhkze+WqsTqz=`h6BToPGgU>DG(DCD0gc;OA^TLQH!Z62W!=luQv0v}WzKWu6&17Ns%*Q0*9I+hrMVN=38`$@uLeiYKCyJPp04$Tr_NhDTb~4YM!er)2#I+HoX;u zSp^mrxfTPN+uPgFa&OYj<(Ykbp)ez3j(n03SOp%UVPC3*@a68)HOnNX$e-@+?w}AN z&JN}%gC{C2ze4=8t}naQ@>n)bWvhSq;R;Dav029wdcw`u3}1mdlw_r$3P;{gY&nBd zXd?U3dCvj5|8vzhufT~xUkkv5{qnEAow$L40TgU1_qiWP5VP91SYCTmi*KPcs9iCv zH|u$Y5C!iWcZ}{vv@qJw25(W#(+soYsAx3JW6rHg-;+kas`tl_NTNhzULX^~;`= zwm3T#!nxp(11AU0s~$*E(9S#bJa~=BU&dwSRJ&@gQ!BWi#@5 z|Gs)x4vvnZm(QQtt{Iw}SGk?o@blOD`uf5lAV)2HmOW2@F2rZC65$qB zzSeM58uaFt^kDRnjs#d75C}+`yviT+-ut&6+y4O686PAJ zkf1*|MsI?`4Zt@9YV=@@!v?!%Hh3SH|CRzlfQOepvceq-zpEHZ)mneGb3Nr7CAK5+ zKuFjwyLRQhvC7vfucmga%O}qO3AAYZ5RPyX*llHJhnkvN*sSL(j8brLe))2qSl=Bk z8RS}%S*LS~hgxN;pwQi19)$Y)w+r7~8W|WUNb3i@8;a7l56W4JA|back-V`AH5{F3 zw|;Hb>~4(uhb5O+$Kix%q;8&|q_EXjvul`S{(R4=b6cnE9%#6ropI#pH0zOH58Dpr%!HS!k+uAWGAYe8zl6Vc< z_M;uID<9GkeKqA*ORI=p{nH0T$9@nFIdy!O0|m!xc_lcFQAXo`ei*fOR8Z)4yxHe5 zn<^0uO8P5n>myIhO+2f${*27b%;Mr=5XZBLX-^!)JA4b=uI?$eTJP>X;QWTZ+uk+! zeH>ln^kDbvL{N_M_J>S_?EOz)bZ)tD!1?Kc=F$O_6FxvRVPF8~Lwan|8C5b8!^qFY z#g&+t2&on5kdl)A6qH1Hc^P?D@A$1AyOhd9?rOBD!Ju)Ad?-f|TSVscizIJiRMhUi zGY+&s)GY&Ar#~@tsIRA|r<9{|Qc&3S`Oyn``O1n4DsCH{YNo-KK>U!8A0r|n)C%>w zr|8sk!Z(m@dSB7b^6cNp~d#dkZwePh}qIz6-`()RhUv2*+mOynZHRabpz13i0w}d=Z+i-q*3X$;G zC6|{w@ID04s2s%GXH66_wVBqK%gG65^fpelubVfDdWAqd5m>GMu2h_UM*N+1Ca#et zR#m?$&BKGnbf$qW0qf?_Ow6)P6p3xlGrRI4bGS4yo5tbV&^s&baLa+%4hDL1=mSza zn8G|6qdWaD$^CqN-)>Kyfx@H7V!zN90?H7?Imt)jS?8UU_KTu`b)Iix|~kr5^L}x2U3fl-KuAo+SpPVdvk; zqJS(dC@3J+uMt;tcEFtheG{p7etv#%@Qdn4Dvh33GBPs2w;Z=8H7i)h6IkO02S1YD zTl*PGy~a+vrZ{ia7^E>8dX@Ymi64(b$g*!-plj(v=TyyCkISA02QS-khnrrnc|C#W z2HuU`=NTtHFc~o1c%`k^^`*=96W}K*T6TJfghU_}fm&QuTdS?5#iCuYx!RXD z?hp8GF)=ada>wh2c|~=7APd_&n3%P#z1= zZ8&a?lai5rJ`hta(5V)EkNkxbb|qM+!9+{@qo-#Z@1yb$J`9>k1!+M?P3aBJyA^L>q5+P)qL9Y)G17*-f z9xF%%^GfjW@><;3?@SABbNxM17qpJO3H&2~Oa0{*C7p5n0~O@MaOsTJnw=L9fa;_9 z+6(pDw{K-A);>NyRlP8hAB@s~6b!K8M4DviFSi1{dh}$qd@YG`G>bW6R$*xu`%cle zI@B-o`4+gjvHWl``nf?R(&Lr_z#zMcw2X`vV7VY`PtwC^BT&BKl$8en0;sB~v9z78 zcO&-x@IeAs&|`jP=Fn!zK*S<2rE%xgdy7X~^y`3^tHr~y{yR2e7)ebv56LvHj)G%|3|JVL3TD*%{2i_xANggiK9M zB@PA|E1f7q;5p{tCYD3&3JkT%o7?Rx5`J~5&J^*}i$zxznrKQSRd?PVsbg{xk=Y&;3d|hMJZv4v~+Zt;CtH{)@bQ+b<&-Y!laCh2axD&(uapUJUj#k zGE{$pq|)>1Xarm66lwyw3_xtHGWkR*!qfI`O5vNj<{KIFPV!Jq&b5=`i-0-mLmSgP zhVw*O7-w*N%yM@}5y0*;kFr$Jqkq=6Krj^%#>f5)m!B$f^q{O z9znmd__JpXp2|4B$6FKFR037{jh?M;XN^j8@3Dn=oVF(e@#z5?AwWmM5Cg^dNnAFA zIR_awb||1%;C?4+>d7#Q$<&mXuO7az1XpX&FSlB~9%#Gy0*C9_>}Tr|ruXWIv7|xO zhvx0-@9$k*%p4pXG&Hkatc}LLza@62>*4M{cz}e6SVRWg7odHD{(*t1sVQ!o$?W>I z#YGhzMzN0=r>-5BBIZxTU*LV;I^&HmV>|4uv;>UOlgw6PKIA`c7;`TF@09c7xQev+kHCp_2kgCL9O zcUF}i#+c?TUYrKQ)m1OoG&A#`f%=EO!w87Ua3ZlfBX*}RI1hS z@(pUQ%W#*_ckjN}?lfS~@bFZbXYJ-D?Ho{4oRLCVUv5lMp)i&0g?bMaLg+;O&Y{4r zm~M+|P)G>izIgR0Gg2bH(gHwwwLAAz4Mxc^`k;4#_J6$G%IR!>X=LZs@8s|NJ9P*& z4<2NgH-_XyM94C|04JU>D|b&@X-uDY>$(!k$7<5Si%}T#kbCdrQ+8t*#PIWLLIUUz z;6T6U3ll;?vKM;|G%@h7g#pVQa-m&j4rt-iw#pUSl18=hGb((qQi^sWBcK~A@wuH&_v zZ5r9(c>LIWvWg7?#5DvM*GpM$cJ_Th;eX*wiTHS>2Nnrp3c z$E#65`aeD(2jRN^0fV^HC0Z^?=uuFr3ey%yo+n=-LjN6UCmYWto1vsysOK?Kpu4xX z2gtac`jf=t6!3f|CMFPgUeAm37WM-=5{|=Wa`eZKRD#AkssxUn{tfwt`Q9)I*9Lp# z?(R7z8q(%U-j8zq$2Ii1+Q#3;Mv-^0+Qx;$Xo;?OzbPYL)Z^jeqNOsFpr<>5M!L^) zW*nq|-MQu`4Zm|#*uThJc*)E60+>6TtIB-;zBrEWzGlYZ;afMi3t$#duzS8d$$Hy> zip$My)ZskoF?4sN1^y*%gubq0^EXP*JxSYIcf!?M0a(4;=f4ZUiP1pzva;F$D#+2s zh?}$XZY03qOGKd(3MuZqi5wPq-k{&{0^H7*6SHTi5RB*mBLbjIYTIBq?9P4<2tXCZ zDH~#l#+~n^EhBkf%QWatEqoJ*NQh??o-XE2;%?T2C3TA7!8h-$k~oqd_#=k0c%EGW zH_~I50WIfsfSfNo9!gAVBEg*7?*`%R48qRcS4A^04P6?5@#NZb^LV;yRJAivl(gX4 zfYqJegz)i{49(>iy_d}Qn#WC4ZniJSP*vQ9Qb&?$uek|hSW*%w80qIKh}K-G6Y-DT z9>79}<|;TS=p1Aj$bI)aiuFWAx8cu}r~dGx^=?jJh~eyE)G<>>vmYjNLLm*MHr-u{ zqANtt#EyL>^3RmTM!1l`gx^4)i>4EUDJWN2{J#sOi7;Zh-X{?oH)SC4;AgGO@xE+? z>BO0+{f%b_EA1^UB;@3*x-}dt52hw3LGSVE)h0+oU4|*3Vf*s=v#GH$hjB+(KPjzP z@g5T-lLXhbX;v|KhVuyS{(`w3l^RtIzB(L7`=Voq%@n7cT27uBIn%8-S4G~iJf!`eL?SW=a3v}%6?seheeV~lL*sxLvG9N~rJ z;SDI12pScyG+kX?c^Os2#D0Lu1~?cy3De(>OjJk%8n3@6#Vatj3*TEOnf!?8?PRr9 zV=7DQV+5C6?7{LvYuJy}+srw05J;0e{QU88ah4}8p1UBaF#0gulx%FrJAof0p#G*NgY&~RlbazSLEkPYE?Hew*FXDz5XJcn{yp{3U)u$smv*TM z(gB^cWGGesl?^2snbtA}P(L_rZEc}}OxZk;7D>IzU&1%s5RuJZjb)o8Z!m=5Nki-m z>D5Rpcp{Dz=6@@a*1x9cd(Gh+&3nYCJ!?MuUxD z_Y2~QDNMk@sr!?^za(h1%Wu%Iuvj8L)VQCOIMRxP?oLNnx9ij;ohR$8F zQKmus-%VW(I6CF4<&S?PeX`$pPx?L}Pm0USWu>I-92_3Gsh55V3VP$1yyLW;)*)z>7dlHXyXo9mS;-Qt=?Bu=)HxRe@v_wjk_)cvly z`V1sZKu1L;CQdhc-Skgfz@$9@)rcjEK_I!EY^yR5m^eA%ynZcoUV!wg=$HU`g7}s7 zvsE2zh~?`$_I4zMPy}xW43&sATW6}<;sB7tlBj{fEQoEzqU{3SqT*s+$IaOH@82us zytTI<5K>=bciPsGmzNKDHjpg(9$YOxK0aoNavlUm0!s9q1381QkyO_#4it#c$t6yN z2NsUetUVsYSMx(7wE4jAUyf0CUE7W;1zLV0$T6VwkcBKC^a>|EG5f?2l#$9~Sw226 zpzKCj4?-=0->IjqE%V_H<{bare4zO3!28%CGFM)UuJ43f_eF4)sk@JV^rtk8QetcT zC|!t`*J_$`k;naKvFZ*Gw17&0cXaCh0$6XrJCsMVG+Z4|0EHKnhN#_n0gv-Cz@dUa zL!ONSo|je8(W;u$24MAjzVad% z0Pz6K*TI;$F1M%is+Wb_K2Qwd?ioX`dW@SVPWMB@Aqs!JhND>TPZ(_FLO2K~bf@$5 z0?)gh#S^^or_Be*yz-Lm+PLJ6**I&wn-9EU2F`ZJlkU=_RS^S?`f_Qn5I*7@Aa7k? zbw@o>Bv3EV;q^E_1o#BFC$If77|T;-iHZ4I0vZUw^x6WLOcv5MIQX_Zj#C1sI7pkU z!3E{uDU__lNwQ|ArjT*Xvk>yjU}*;JeJ{L-nb%jc*w+2^nA0}G;2yKdvZ8l^$ny8t zZN`sVZ72F@FVN_bC<;me(gJlOE;d$NLLz#N_YgEGH&>p|($hLRq+Yyu0a3f}iuMV^ zrWYtEDa$Xc0koC}>k{iM@w)LuK|$H_15qTvz>w{}iS=`S#gR75-|N{`>*-b*mm7u~@eWQ`IqE!lEE1dCj=X^zijclO=!l<@0$#2aZG zTt(jRMz~QZ`1Epz`}^!%Tv+JnOdp43s-BlmQYyN5|BE<)CZSW2#Y@`k6wWB1F)4-vG%;joBtW@O+Nsjldo`kSIA(uS7{9k?36*rp zIrex=lb%SFvS6{Ng!yme+RijIULD6LB zeQvHV;{|bGI!Pf)6jV5|e9Pf2Fb%&_fI zz|*yzk5-Qg8cAXc3GTM}etNTi6zF}`krKl-oVVXbtfc5-ont#eIwu`Ch3zCM|BbnC zXIFsX^LD|R9S}D_J-GooA*=qi+ZCKB4jI?0QIMcv#7DmNNMBzcVBY}&F*&Kj)Lr!~ zPC6qfG&D3M1QQz@8{mAPcVb~RIBcjXDE!{oDAX!nFEVTfL@XJnWlJbj|L$+vev{@> zHCA{{pTa0d$+}s7TK0WM{UDN-jq40o*x2YPvc)z|u?e^Gex~EZHg;7#IL4(s_f>1te=Un1D_#30W~(eCoQY>eTz2 zKqc;~)E;AC<4h-*-E^hR42qMt9bu`((ErJFCw{_C?Iiwoa5!t3=^${Scl`a)d}JeG=Dwd`oy-`bn@(C zV?3TM%BrpMfdMxbZKa_~QCcs+Hn!K^yaZsvwY0QMQ;Ujw@?Q z9OmP#wsHAv$vrzk|7janZ}_cxeytu+s3WW7@Qr3*z)n~83;P2>!Kt1e8yH?U3I%>- zY4P!?ik4CfU;+QqGO$9KT9RKSzt3eUU@86xO3|*Il=>$v-fJx=Hce% z-1V6lq_=z?{lIgJjL`f=OG{C<2IRj`y2RVuC)tHV`^C|u}#!0XmCpR!Fb3Yf`@=k^9U}H@`1>&>++SCCFY%9T-`1{J%(i4?-ZCQywd*Syti3& zh8xEJZFE?gRr8rjFqGVUVlR3@cU5U<0q4I$%fz%EZ`%O(7&N{S?(a}jBQl+KrXe5$ z!NbGD=JsC(F{t!2c?j(kKzP{s*Y}hTmeUxyE3fuZMXW-vhk~tGs$y}3oHRsmj9Hj3 zLi2U8SV)RMnzVKr0Wc?#8jp6$;-cP%9?YaGYO2!~5Z}!i+$x>UlsuuM(g&=n_nc#4 zQhKDj(L@2gclttAgX&RDaV}4iXoG!$37ck9vgyH;;3*_&+S6PL&ul~%UYrUe z-Qf$}QI*IYSt0n}W%m)Rz?MWIwpS((W!Aq+@n zE|&kL7x}rTifmFmjT9o3N_Vn`o{9`1u6Zqs5ZF0az}h99s<0{DzScY5s9!N#H8}}#5_8PFw zUSU$lZg9Rv`|oOdub*_rODFYI_*+hd30t~{l+O=yN|N7Gct!8G{Dh6X?&Khj$d8Qf zi+gYfLJJ9xg71n4^tFGgwv~ksvpd$P)oL%*V-j2f#7k12&63jAU4rVNtP7#I>BlSh zMfd-z@p(R~a<=dP(|)(oJy$37K=B`;D2mr$7sN*8jOW0y8)!*xZ%**RYJ6(l_T$ht z=!d&kP2wGB&+EqdFMu5{aOUG)*rI7vjNC|53GuQOIl|CVt!uw0n-v| z{}q4h!jAz;aRZ`9_0;t}vgH7q!!L|VS+FHD|;EI{N3T0(LYia`Q!Q>`A zsL9-)>mj`H3KHMeJ2888coyP64_A9PEj~W#XQ#G0H5e6(O7bdWzi54VeZFGMZlE+( zp7M^$zmc)Db_0a^*i>}(Y*|7a4=31*6iXXqZ1u{`{W=jB$H`zQ@oFQK4t~f##PX#M z*9%*NxpNCuG@P>e&AyITJ>JrxdkJpzR7DiObB&PdvAmiA7gRo_YxXPlyF5~OgVG;% zR9QS6hpEPWc!Wagy8EE?{d1A6xn^>b&zu!@*#Bk$#>UmDhdta?X_kir*to@Jgpz5P z3OyU$_9bwAroN3~5&3xfH!cGm7U;5wFf)W!%rJZ3ll%meAwUUSWlI&4>=hk`lp^5< z$$5X}yshL`q^CNZG|18DzYLy@u{|;-{FTc(+1DV1Q);UpDd+EX{^Ty_Lb6Y+o$%m< zhw_G|yh<3~&Euv4w%{+=NEC^8OKYw2)bdBCqNVizgglohK`UOxbH*6DLF=t6M3FR; zlLDCnD}@pxv7XYrG#jVfvW;)3sGOJgB=3~Dx*^SX;b-aS_9n<{ zg+zjj3pg>QT|6FbwtFgwB3o>QYL#*I^0ljO4=-&l?A10}P3KjA_&~SS8tEG#Zqdr8 zisIgP&~e3jEZ@O~01^SfAAr#Vm7Mf$z+v!h3wMY4T{~^d>U)IT#zx`lsW$(WHkHVI zK_+n^x@Z-@`~bw_samJ8xIn3$|K5I-q%Tqi{}xZwal4PkzOr{yYUaxzv$-v;GJ3ms z;7v^8bvz}@;$({~3vQ!Qr`H5@jv(X35&UH^6i54?UVcte`(AcpHpRpyPCyI$G5p`2 zS|Z{u)wyh}8)XqSZ@rboyB#@0#T*r|Fjy!Mvj1s?1H{tg)Pr#b^ri)h>=Z7-{UZ&A zPcBIFWlpCF5`pSG-Qb}O*V-MzCc!TKyftlVzy$LgxNk&#hF;(aFgzY3SL5~$wMj~?v0;;ICI z;sS7QRAQnK=-$A90@xBKA>wBE8BCxdA|sc;mdCaG^>qIO$S^@ve~F~%mtUrIi63e- zZ5N13{G&Of^G0fGKasHcfF-iu8qXy3n@mG45R|W%Py7JKUR=wp_g%q5)=HMa5fUl<9@Dr@+5&0BcB_T4(r|K>Xjn6c|VxOy4@` zv;^`!>=$7y75rCV01ln}SKDttvL@%Igb({H?AL23PXEg=;ElDQzpVq* zym|xsts}}K7bv^($i9L|NW?65L-`UCIy}tgs*|lX>%&@Bd8&;=d>h$X>g8&$wabTx z`0SW%bTl#<7=qr{qdni=3DsDaH$jp4v2wMK{d}9Zn)l@EqEPjUK#ZcV9^S41l-D2; z`Z@a*LO3cdzm7EXvk&N#)9-P06x<@R&`pRQE7H!*#HK6RQtV0GJBVPC z6W7WCZ68p;LHnm$@rqO%K+m_hg%XPjbMpd&<{!Gb;oR<=V|kq~xRCk2YMFWT5;Y~L z*_iuV724>_Tvn>AyHC*ea>Cl@JMacS)0{(EM`9Xkfdurl)~)VQt8NyPpeTh%%QL1G=2U_pwjriM;7z$MI5iDss3` zukznHf2&6nO=}I53TA^TPHaKHJx)euMer!v4L$k0%l+|)vEfCoM6(}udpvn@`WDgq z1xi@K_j&R3tyq{WNg}aYrgB*ahhuomU4&y%Fn;GNHUgwR;;!~^a19YEhI7vOt@E0; z-|-hreECTGR&$(^!WBu8*;y4?#d+3Wvw3b9ie_#qW{PwAUb%szcp5K}t%RG13SlxW zmu5I%#v%lWe$+7n3)}!*CfNE){&f&AQs7Me&G-RGIzsQB^R$(V6O^w#U!N(H_#+ z#%w%=A7QS;;@#J`yz5#YBK;oR8_MIq#@7tLK}KHqWOxO|*4dA3o}CcdU9;0z=5@(_ zMm>nMi*wC7Y7ro%{O=req7bCq?9TPXPW;{rsOl));3$X&nTBBYbN{-vcvt|3`qzNB z2!B0^(i*~r7!GvfA4-^5LC#;aiY!eYBPRb6cIe-DE8`ay2`r6$`v04%p*NX$+E-0R9492~qwuq!!5sANfAje;$jtA~X zoV-ePeRo}6ER1XI**X>;M)2*W1i@t9LJ&FvmQmKqMd7*l<(-xP#n@X%RoS-tq7R`U zN{2zCAd*T-w;&+hEiIswbc!gYAWDabfOLs;DkYNAA>G|Au&=3pYn^@0+IyV&$2-P5 zgvk?kT-UGe7A5WabwWWFZf$rq(jZp=VF!}H@010b*>HiJ;(I|pV2}Vp$=531Cb$0-o&cAm%JyIsdjXD2wqok7i@!K$JOOI z(0PMHL$R^3Ev6hOR2t-ffcRYh^I>9QVq;s&r6USTz5k8@NNY+#S37`xTtD15G_$Y( zSIIaSckTkwP#H@kNv8~LDZDB0A%bqVt-ZbPIvXrCLVrFS92|ExS3Q|jGQWUI7C0Mn z@NvL182sMAD1PxmnK1s7@$2LT>w#t>AHtaB8+>sHE$*Dj9gJaJy1mY1&hu5*#mvvd+4@P;v;6rXKpDVYu3d zeObH|hbcy&_APN&92fgwKPfHOC}BJOdBN|v51xkQUTgWKk4n#gDK@|!FZNCu-ttQs z_3_czAbG+tTWr|Kq9DmX1*qau=L}4$?&As7Ot7=(0~lI+n5G0?LlAiwR6M=U7Ja$s z6s8(9E%I?(nc^>S_;%%PynTj&1y;Z?ti-2rDw)4(eSDz09itF_5XYtc#qwugwk9Yh z?<|Lfgd78H)%@zJiS_ZgpS*-bJ($b`Uc4wgxlevO*j1w6@!_&f^0c&H<`I`Zotib9 zybisfd}pytFJ5w-+U*?L759W@>DL4Y0k^Z_l^VBphia2^Cyp`;mdf6IV)}kleG^tS zyzgyoYKp$6v(bjK^O%+(_OeyD<6vhO!(sLVmJr#gSrVK^Pzi#I$i~Vlj`M4MYwI#F zc!E2rj-QK);N>38k)*)jmQNBs0n&@!;mO-bl*j~}JJ+sWo%Nr>IDZNJ6KrAU?m$^c zmkf|B;=Z?{-OWxyK+pxKS_1J0unbZOdzKxDB$7$O2m!7lF(JXhzzehMl-RkA#1)N;&7%mXwP~Ar;T#-;Sg;#eCE=1;rilO}W z&Q2A`UKiKz-MiNWW7R?29uz$AOtRDx;zg+uO-*9LM=#!X>>mvn`hdWdiGks~@4I(B zfJOpbyNfoSug7Kxc14J)P*GJyVMZ?p3Tm3uJ!Q(jtqfcwCm=S6m8YghZ}PJ{2M1CX7zdN|X44?hH&!?)z))lUwYxyR){_`>#jIj`>v+8tS?)W!@h; z8>^`=nC11_@64aIteaHb;bEYoTLmix2?C2!pHU)gb9|3Xg-;Kr0amb_B;ViOZjD_P zvh4bhdc!^=Lz*MT)xx4FK&co?P8`2OyaKVKci$lguQlXu+) zies8hWBB?UcCRrVeGe%$n#sJ+>;JnO@cYilSEG!f(0!Bby#-ni6r&j~4l9F&5XeHo z=l4O@jpuBd+Ly0RHh<_@^z|Zx&R8{5DT5k;>Jf)s-z**;I*pb|Rkc?T8uR5v({?pL z?COaODmRF{cKb9N6~}ZOfZbl3oJ{sUhK0io= z3)I~rOEOy=?3$XIn!6kJE-s4l@+`}DBs8)Wmkso zj(c3E-yYxokUD+t6#QE2;{zy@)a4p#Ga`cji?#g6j| zyI<09NSQp}+`xQ6AKeO+SQg$5;iHA?t5r5CR<8-Y(=N;*t@n=1W`>`CHukZ(jTK`u zMS3lLYU38so%wb`!bcZk<@+I)25An3oGNwb`In(s0Dc1|@{_Tu#o5`k6I(+TGMH?~ z0G$B81>!caDwnx#8V{}FPBGPsggl6`v(aZ>H#h(MO~F3u=E~?5j1MiPthzcgpI`S{ zbtSm>i~dgHWuuSM_;cA@u=LPMy!<}96$V!ddj(V>1E;6PMn(m&p~3%9{RHz3d&MuMzh zMizKEaPeZMsVuInc!GQb7V2fCi>~hOu)GeowXx9BCWCZiAm5O^NX(4Sk@-1YlzL4t z|CLL1-byZVkJjR~ODqR}UXtE?@mT~P6Wr=rF!gjXMu1MFdE(A6D*3KizNe?UNy35iP6^NibwbEF>S_V4$+ z#mh73G(r;^aUa#JPz%Q^$ZBYNFGTKJS$Pb*?vH5pe8=V*uyVqS<>cfH2?<#SH3|V5iq+*Vi61Iv@>*kAuy ztS5nVzQX5_`iJTVy+&z4LD$b|C_Rs1yMpae$ouzTef@P|;Tm}-pCIid*6SeHEo|wz z(OINNOFLu6;v1))P5y6UVJtzwY9Jl(aOW>wp^0t&?Mx1ol^9n#Qi%L36c=3VtB`QHJAw{ok z5N1M9%08pfm1Gj%1h;Xw_fIl9F))*#qQ(+4f21roYy`0C#mYM`bkXYT$wtJ(m4uS> z;?;qy3ZLR`-Lvo>eAOhjE8araKF&GvyA6l@dm1n3W<0>=VCZvp;)1}a=?%(>c(DbQ zJIs*#Ub1S=?=)3{4mX>r`v{Lg-3RKVPZsNI=}F#J!(TFKutAI9dayx@&x@!Z1?BIZ zUOB(moLHhzz-{`RBsSuKsATG6s6m`j>uQZ=tbEjd6I4b^l@H3x%QJmS1~`oiUE!?( z^yv*29RST?kY?3zCWflqINTdOJz3qC*W}6Qp9z~@!+m`hkyX~x8U!T@0!zcvYz|+n zdjBDQVu_bv$4c_Zb?WA28LrYkPDu&Ce0~Y|8U)(FNF$9wcv7!=l4Y zPmf9+f<;m#)BBW1t~wLZ1Hf0cUGmr^@^`=@dshMOlIu*{BRc zU~l1H^2`Si4CXd!Z>7>bg$EANXXgtb@B!+sCHr_F?RPUE1Uu`uh15kRgy24oJGy=wYN`es!a+7F3Lw6lqS_>M6bVTTz%C*A>7!&_$p9_ob<-HwYm8mGzMtk zAcDR{etpCgmOEH8z@Z406t0KN`*|h~&I^c{dCgTF0}HP^T#>KALU6ubzn%iCY_^46q|oAizSrsDr9 z{j*fzptM;a!~tqw4}`ed3nZ{p$Dp+2Ag>Yzztk(-pp^^{iIJqc(a-n|arroM{W1gV z15kBi%@5x3Y&|y3q?1b&cf0!fieGWHMjLu-=jw2a5kO7apzv0pC~FqjDv_{`AC3ZM z_Xg{25WL-XT)8yV)c26jI4DsL(fbLES+HJbBkX8d?DYRA6V@*k$&rB zgg3{El{oXNj(XO7|8@vpe5bJNfL2KdY~0bznhMEEED&eGf{Qhqjb-Tk+tG)G;-%~H z$%5(ixs8V;Vv?!NTkZQ5pn(O1zECSC+AY=rEX*HjC}2+dps@F(nQvvER39T3e$G?R zyNSndL5t#hzo+R_w+d<}%(3%^Vz;3|(!^vMAPDO$g>Wsf4Asf#OtdVBo6m%6>nE(l z?Zj3%te1O)5zpo)eOGY5Hsfk{>0g_oMlJFdepX zqui@JI=j0R&9^M^czU+nHp*_cBlcV&*)9o!v=}NT%e=lm zW&hsqAB>d!xB3>>hs#`9?;esMm$JSr37j6AS^JFCSf{Tar4=>pSefG^GLXh{F}R?rjT?hM-zMTP8St=;C;#x4$J)ipkn{3&JnBE)mlzdf>4LiJ z{g5EU#C+~&fo*B2>a_Ok)I(nW(s9eNZp-KWGFfAqr;RU&3(MOATNDO`Z{EFHaQdY@ zUj0#@o`ZmfU8VDCa7f5InHz>)yOHO!NrNCujSeF=721k7*9r=BqZ@f=kymkwV@~UR z*U!AH=j17QJ-^q9Ni=&3*`6fvzOSj+Dsmx32>b?iR;n4~4OSAr6ck($a_8~|K?f^6 zy;QCAGdj2Rz}#uYAId3*;kBc>F@K8zrt7_j2AehT{Nrza0r&!t6te=enuDo}s;a6l z#36r#ZSS34%~pH+DV?86NoKLdPUCrBSDMb}NwZ>9!$tR;e@%)Ejt~8K4+O zB?NCR?I%xkAexNXxt5T3WCcbOXXp_~PBqUMU#;#OJ8N ztCP!4$QX18L_s&Wxp(WHVYmyTt6fb`f4p4FOzQ09lCU=1r_k_c56ob3v#lAp%x>@- z)CgDx9DqLUZEPTR(1C-EF*24a+|yX`FfTbalr>Leq5s$2vv--%=^cA(UOx?m z9Hp3;4abxsBes~-PjX`CgT(|G1hlF=aL6zB_CFavhep7+8b&$Xe9sX!ao0O2doXBQ zQPD&Y!(eWtl=^5o^YTl9;?cKCEswtkDqj!Sb;`D)L-&0ZZ`f~Dvy|y}*3-H7^fm@U zE41}{?e%j1<3ShZF*Ad%YHg?9tBxdu%yIp{m#B;e?LB6KXz>mcS6iNYXBe&@+abB7 zO?n%dN-KuGP-yH!97UkyM@aqT=i^%(z1@N%s9XE>1r~Bio=JejC^mR7b)e&6w$4?% z0}{M-{Rfh%)iAJO42Mw)%q=du{XW=~i)MTA@+JDg%sWM4N$g}+z)j{SCJ2a$i=a{X zOd>_{_WM{${fnEs_<6M@j|>}T1@5!IH%B8HiNjkPT@HKyE7fsVPoaQ?+51l2($-o; z*7Nw1f-cMUxLXF7VE07pf+tV+l0fucR}HZ}@{#>g@DJTnLp-OJVu@YXFgPh3B|d3H)hS#c)0v%}w)hN$JUtyW?o=hspy)fnsWn_j95 zR74*O3z7v^?cQij_p`SrN1;oQumZp;yy%|hV)d-Hwx_#ipL>!7*}816hpC>!OZr9( zp`N;cTNm355s7v@n1#NEC0qts8LiyMSXEm}Bb-H$K8vx|-@dOop;$q{&txi+j1H+0 zN@1vefFva@=dw#^&WZCI-M+KvSK~GJ+z?-h=Q`%Lf;LKxkH6!oV%FY!W93~c8{2a3Re#aKw?N&p^5Y!4iiTns;;@`bF!-m3m&L=0oq0vO>+m5 zi!GWtQnpa*7wn20W0HX3qT9hXpqXz_Sg#}oQ7G4ZGc!>J<`CuA$zJtT(`4&aS7NVu zoDIH=O)AcPa%sY>;UXg1R=uHy@ZfqV7}(R$Fwk#J?YUhSOkj0nxMZ#S#AJ+)!7ac%r$;af`` zUn32@hg1Dl5?km$Jy}LKffxb8!de$JPAoGaT(xH z-AYACX70P3LP84@jU-4$PxkBTmqhDoU~7lgfI_$d)jr_o0+cpNzRW;RkH$FWdFdqi zNdQQgi*7L*0_UJS{;8|I{Xq(;#c7elM1y0j=;}J#*ze+ZcL)kUuOHO2N5o|s$W$F{ z=UqW8IVyZ`CE8a@D=6=J2L36IZfWNIf@Iq9V>RF*hJ^W62`DJqa%Lm)LBLCNMOa*? z?%V13m=bz%?Z~Nqt9z2|*kC<{Yq8^-&M4`jYp&07-r)AQ&?5yq?>Wojo}DL81te%` zvc5*_Px1FUJ$=4%zv*oYDhthI8nLstM}saKl){`P=Vu=z(v^E2Zb1QhErj+hTl*64 zI(3Fgp!p}?FWq&oYj+FLyA?y%N?8iZn4@PW$)($CFhqx~PCw?&HpEd2!@b{ERJ7Qq zL2c?s=Fo=m?Z>NTE2q5VA7Tb(^SGT@@}p-8_HJg8dB&82!fNf-B>5doM26xhXN0GW z;zPyZXgVi51L-t}_PvR%XNE@>7*pmKd0%HeR3fUEPE!$b-S8cK9_;Iqc%81>3jCYM4ci--EYIB&}Hhq=o`o7Ra8p>WMq1GxkQ_>gm1)=`Q7dDIVpUxGBK zk|(2Cr#)Z4CZ`(S;WS=<8+nuD@UfG}!0<@9@W_YZ!A*KfsSI7{>4kZCN@fh`xVXN6 z#sNN%eV7T-Vu93>t2{O_5Z}AEw+72Cl}oC|xTd6Iy>xig6D#(6p1D^ApgWL2d;(@nbcf)6O>$tUgJ@R+rJLgPki9u)?Fn=onK-8qQ(|gEoMk} z;)WwR9*<8v44CD@4K5`m*nI?W{L;-G3=1w$lDq_JWqqg!%U3+v$hyku8el-Y0Adok z2LZ?M>st^&OFFu`u=ZAi{SJgNFc+AAw$Sbvz^nDLy<6yY>>Mlqsis;7{-H16-U$0_ z3-uA+UW}Iz`5T_3`O=f3tn>6Do~IB-1npdOmt2)@5q|=NA|`Q|1p|Q!lNXX0%>bRY zwLROKmD`)=1*(wMuqFZ45JFNp=VtO4v^$ar`gB;AuT@0`co%&6(mOY5f@H=8st5>gFX@oz(ItlqJ3+>X- zNkXkyRb7oDk0FT9y8xIt=ye&3>A7Cq@L3QTH0j^9sr%4arCRw?otLG0a(a526WCTF z_X|EgKD@l8rBq*vipU`bC_UW*wj5KAtH%YQ#;7a9h>)EHPjl~?W_nyQuj2FGOmkVZ z=U9)Uhy_u?)Laj4^xM3=1O1FsuVdx=WX%|Q&ZvdcN;D*a;`Q(Vc-TZ8`xPjcUirpwmblQb3=uk6n6ks;AHOX?3B)N zR3Gl5C_DTwhM#hItBH6XDU(1fDQ;nmNU*YSFDG!uKwdz`{AR!}QuURfTU7OU^a#Pg znX!NCv}yp=<+6hBsTCgc=lkQX30D#P-J#pT{5qEC^$^(8Kj=3-xMFy~4Hb=WJsysD zAaO9kuf__c>t44VIoxm(wf9-Q>@`4^^|YKY+TgKO`=kUlg-;bNRExm6 z>cDzk88$LJjDFW?i6owpm9>3*oLUq>tf6ZW>_L*#PF;^n*n}vY(PmBy0yjuHu(do3A=E;7EN6zeotNm86(o z>*_v$19s)gpNh!`73B(4p}oC5Xg}Py?VT)>l^EF!YxJ7p7r_0GK)8o8V0_M3m;zyX zpv%b0RyfY%1>pNaDU|IKL-S|yXo9W;qWaJPxIr1zK%yDZV!EWp38@OVreA~gLV4k< z=OrnMJvKj!ixKa{ZurSyh6LNK2SiGTe`GT6E33x3Uhy$_b~*0BkCfNE{fYNpDs43u z15xaiT2n50m0Fl7atRCr=Rat+W)n$lw3b>LTvdHyX=>_lFrx@;^y4&xQ*1~A(K-o~ zO^f5Sz(Zi>K#mB<2nS@jtChAv__5R8gA9L?zYlb&S@`9tm?;eCUAYhP zeH5w;R`~fmar_5RlWYJ=d}wbBP>$3kSgwA8iAjo18IXSMQz563lE+I?kD#!AQiFkp zcJb#^5^<7@xflA;;U7h<=({sWer!i>2r}6E@MKjL>RO<8mb15vWHxy_-MtZzj z(a#4=DQd8k`K~;gk%e<5@==I?4Jv}{3OK5C!?G_+?g7kf!y~7m5yh|B2h@nuuF#G5 z#7ts{|C8(&Bz+z{fwhcWQP{o{x9>6j!jEQ}oS8?b`S5XLzGz=C$wAKY5hEhLorGE5 z6te6K);f#>*c@BuHh>4X&BJrP0KiX5Z*qN>(-Wt0B}-oULGSxAawJu+g1uP%>eC7S z^d*^4LI6;RKnDy7*3hUynAL69t(p5*ZDOGn$n?R!h=bGJ?m}}}gNqPJ{w70f5V@>D zD}v*T5Kr3aJzVmp;d+K(PqSf{_np`!(!4;(zp^XWH#&hg@*)xwAAj@4jfk(4Mcyaw z2w*S_4EF-Y?+FD>bgOH9)^v^HEabe8p^O=z`0!7W6~*ti1ym15Y!0xVwnE%SbqI(H zfXAShi;5^VC&YX>`RxUQ@_<8vccLf$5Psn%8R98G+5b_GH=B>39Z8**bfsnTDZ323 z-`C!#@40JM&%4I21vU@M5pe0~UA{!l)As#4BR%~rz#eSY^*84wQlKb-3aD$gvsufZ zqMpn4?sqP2R=A`;WUR`P6d~k)KsceT5L6d;P((OHlzBovS*%qQT;^zv7rC!{WVwRu zDb_gr0#RDs!?3_;u*MgBqu( zy${4n$AePTFR1)305I~;DARZ|Ot4&KSe zCMPylJ2tLC{qA4d;pr&!`@P%F4)GlkCg3z*@{k3$H@A?Ge%QzjMn+4hXpyE+O5J<| zA+L3G^gQ;uCCk8glOT(SHQDDN-rx{R`;4tZ=}|#hXe_^z6%?T7#DH&5ads}D+E0gV z$#%4Yv<^5NRfrw=uNzf#n{o9Dk)+eE^{&=p!NbQ#MV{60$beD>l09Y}%AY^42f@uw zEmp&O(Q#_DTTwPILTIHWFWlkafGv~T*Vh*jdOr~H=FM%_4Wmd|Xnb;QYYtyFC;r(W zS$Cg)fLsOmtVyfq}nVc8_j6Dic z(lm?pCm^*0U7*rgKuA^)3TqH<f7@&ml=og6uVo8v_5kr((O!GvI8W(JbS$3vf`&U)e=O{B*Bo$hPWgiC#iCFFTvH+ph^7wQP$^j?LA^4z{XSZu8cnRYuz1vDw}(I8fO+D+Nf|9 zW50d702X`bRRP0*zyaI7EK(6ozQ3Y?TJc%e_I6l;dqpzAdz}N%8e{?dz39*=gCfmI zQqo_IX%r@vMUvO2`2ayvA^wgR;=$$Vx0|Fe440pHq0!jfq?+-jyMCi?{}PD2Uk05I zSr#nRssar#2q)18i!8#xJN2Y-^7Ql+hML#jN-RVYf%MR0XW=WpI$qM--?-pH_#y!- zNpUf^FARgrwIydK>pn}Jhj3vKtGXb0kwVD5x4WCjHz=qDz>S@=HzJ4n83-Cd6D2W8 z+|s>pak)YS8w2m+54{q%0$BnH-{OhrjL9i?Q1;IKsxO53tE{ZdUpNAwEytZZXhx47 zfduRD^Ztdn8?IL`_}<>+4^Ui0H9M)S5UQRk4DLysZkZQwtQ1*DBLXER1fpin681t~ zZSNz~oZMW9kV-vk7TAlJKu05}a=~`M?awA+dj(l({eHF$9`6+|5C})%_;%UEzDe7h zIx>MXyOuV=YUBtx-jB!nV503-ZzF0MN|Uf$nQalP5kp~up8^qh`l$w2R-x_v$`72J zjmfrq@frwQpo=fwcr7g@HQP3ZiVT2w&r|A^2;^&@65_wd?EmH4h0P;+S3m!`BZX5z-2_0kW(oM@}DcFBEO7~A7`$KIM*+W+FZ~FTBeK)TH z^$bC`F?&^JK(>Jf6Y#3twbxhfhzm?pJZL2`A0UA@wZe2!J!|GHfAI$G?rWUA@>;gB zCq8Vf$KnThyUUM}ub-0uf#) z1Y|k^4!g3nNJw$|&r|c-+F4ZH^?d&}Mu7H@!Ys~lBokBxP(Ao;lzM{70@ca5w6wLs z{{Pr)&NBTXG3A*+Hsg1ZX#?>sa#G1vf~@=J>aTsvYc8)1R>A%)ai#A;hVfwqk%aEo zUDbzu_OuVweG^&C?S=St78gP8t>U5Y&oTp!K?hgQLPe8Y}3w1qM;aPZy&;0R+yj zSGEDo$Wp2bN<0l}-Idibk1-cFR0+5?!tLf13 z5_)V-HNsQ`oiU(oePIyf0U`X;piNP|`SAJ?%@rwxK*jKs$9sJ6aUss`I1z>%XDWjk zv!RIX;8uLi@%(@T%a6;6|D~Yy)GvPV`WeS9&Q+&AvT9BI9ZJKmdTQd}F_AtvKCUb; zN5jU!$%5r}vC0wx)IeVZJ`U2$m(#r)`um*$9fU(3oLpQq(?8uhJ?sZO6NN=W&;abD znbbMJe}Kvt3-?;X!Lz3W@RT6QryNRWCq}#v0G0uCy$D@BJdD2m$BdsKLnQ&WBM`Tt z@~B~*J^BiqPQ>&_R(})iS#UJqjoh*Wqpe*1*NX>u{50c;~b}Hrm|W+}av)Q#6$tEG{V10(>Fx z5#TYfv|LzP8iu(Kr6IgV63?%Su;qgZ8O#N}_45#?%%^yjoP2+&ueG^39mdf)idSIx zlD+%#JHN<7{Ys~nf}HXrzx{*rFKxr*)#uXIOH1O<^ez#yCou;r>xMEO|B~Tf2o43V4_@hsT7pTT2 zQ8y0NBpKOWzbaJ1V21(dFRHq_8hRcOhJsB;jj0`~hWqzHX`>)7?+G2UtE($Oed5Wk zMLAk5&Q4Cdo12S}+H=(LOY-RE-Mg+(XF;PM7#!@re2bWvcz2@^axVa8g+#uBf;TcZ zKv@M?;L_wa9B~7S0Eip2w{d5{HVTRl*zsZQQtWWQg!0$W9Dh|G(7E~Kt4-?o!E35} z>-cN4_HuFghkI1=Rp*8I7Hm|z3=uU#X5PL8B8=v_%YK!mg|6ca!412s8e!X-LzfO$ zCQFv0=upO{(M>=a0J(=KKTzmFg^6Dy0x^Q{E@42fz_11}fQtXM24j05Oi_7y@YRRT0kRakC4AI5d+;Gq(;0`D&5H!LtQ21O_X~Bo~KrK0BVBkGr$US|k zUv|0S%WoMcTbdrI-xGN*v7JpgD#F92HM&(M^}65l@+*dH2K{)`MBUN*>3C|(Br!%h z#|!UHleDb!zz_3A<@=_NDR`wovj$8H{1=KQh}nP#2iO@fFiW_w^P6$R1_j***byvL zFvD~K(}avv*bJ$(nWkZx0)z}c0KWnq1*9x^u)x;P)7^~(O42biGs6#pU=4U&K+vGJ zu7p(-s%H9#8DE*ARBBKB2u0p=WlTUEH>67yxe9!kK=SK%g0_fO+D-CA zLj@OQj{~d`V%(9Z%l)r&0Z)EKha;=^ux_#$V{4E`z^ce%l<;P^vdNDMb}Or`edj;I z+M}7;#5V+69Au*HS$!AXUl{zia95N5k8qbxl*&;=Dm3BthZvM|53prcTG~JO`XX6w z=gK?M3g?X&;ziMuv(?0T^G#X}0%q0IvEP?OC6eMIaopdt{gc{C2}?CZ;c*~Aou5gr zF)K(`NC+ju8_(>0LJZfMy00vGG)jMxeqbT7RAIC3@<6!Fe=;KbR78)=XpY09!0B1O zKlavBdL%Pk@@;1n9R}n`xn+rG7J`S>T3Hfa@erKf3U03J{t?-Z$0zG-Mk|F+22%N{ zXPT_UmwL|C=SxfUdMeyhJQmlxKp27krsyMG=Uq{+OQ$}0ImW0tv;lJn_`T;nv5*m^ z?Efi)sKa~2_Wl*4-Nm`w`fRT^za_GEhz(ay?p*2)6L_3x)cVC*GW8)W`y`lRuv)GR zhW~x+!4D3%7E;lclaSefwZX1V(o9maeup>CM+&AaJhAjfP_(K95uRgWy~4SKD4#*{&kFgQYrjv#0~vx#4Y4J&<#2E@p^!kvX|}RqurUY<3b~_ zG}g6uv%~B|ho(fRe72EJ1LHlL|A;Qj!=5uOK4L)Rq+`|om_t8e&$&Ws?LETA8#j(S z*LZmeZtwqg8p*hpmPCC2aOrC_<=HRlivhG_-Xi=%Bq>g9Sy4r31Sf+0%v?AKUb@Y z@^;>$8o8+W&SA5gf~>6D;$@t=)JG<&ng82&UHEZ1pb7tI_o|ZH%KN_edui{7xjCJy z_e;vrm>v~5r|)q)-rCb+vM*=yB1Zy8%0&#`ADds$TuZo*C7->MXYt{$?fUNvBuScT z$qSd*Z$Rr9UpXm!?(}Fq^8c;Av;L@n(K2{X> zjJVU{Ye9R~csloOw$aO%XG*<)^?8|5$R}tdEOM6>xJ0XdqPkl9RcFuS-Tg`SaqU_f zj{MI?F4_E|-@ZP_9ibZW7Fte6z);@x>E4>cxNBVkNJ zm4Ou)}QFFfi z{S3>i@P2+`y+-ko3!%84l5VBfWlYhTFCxyC)bacNx7ZaES4WRO`rsg<|C5q!=I9&B z!l;u8peqzQ*Er4FU>_WU?1|J6VNc_voQ8&h+Now~k!G}zoS1l%mOW6dY^N%4qII&vXtj$@TGCLja(8Ao6Mv7w#$> z>%F#NkgS11sOC$8KSOFq5)fdJ2B5XYaWe}GzlVn_u8fI#WspX3k``D$CbePn%z-0N zk|4-PnQ-l-V2e>jtug0X>AsPqrdpw=e$jomFPlvjJ>LmrYg`S$%4%+GOhiqcZ@?fX zd9498a#4|5=)S&n<6X8a;w1Uhw~PJX1V5c!7HQWt?(}}@!Xi65q`3K*J*VvONHO-D ze1wdQ$B9MS*xjj+dvo;aRfu^SXB8POjS+2JsCXcH zUsb^}hYE?z1Iak_mheGg%23fCq@GjfYsgRsY3U9Nu&XwQDaH za`>>)EebA`N^o^O=H3eph+SC4C1Oi95%{I??cpWyffRz;NR(DS(MFJ5s$vmTzPb`sISpSM>UtXro=r3X~qj@gZrnf_Bc?C1``Y2YUW#ceQIrN_R;YLKBoLzb^oEStFN z1TYE(sbpjG-!(|whyLvOZKSU&S;Zj!J{Z#}5J8rMZftrsDoo#_=SqBGNqel5J%k7w zrD(#=QhHlIe*9DH7WaB5ZWlla-6FJPyh}B;NuAlMrC69(R?@M05L)d z>Qskd#_abeuj7$xA9d6G$dvyFE-J(df*0G4WYs+XOte>YKLlyd$@%!=Y{b1@I;W7H z^;QB;6espZ?R6sr1932A;?}6j0HCv%w@?_U5b#mCZUhC3CM$t```O>hQ&KyW*3Jt} zLt5e&g`D8U9vyTzXeHm&~;j>c@>3l$y!XeR=uCCbZ} zn?ps_{2Bd9pTP-@_Xy42{%@pu)XdlnOZ*8*oeAKvRoxFkvTHf7k~mu3u8k7A&KY$Eql%Wr%)d2jN%tu=de?vK6r!rHNVZxvq$FPZiQrf=0k z_xX}bGIA^VXVkq;;3UN|RX8fs8nwu&N;XEk7P`K%>h=NcbVH&DUkHz&)d(92 zlwtX3rT{F+cN*gCzrQHtymBSGhKLmFKfidRxh3<8H+DuS#;G00=|;GudjZdR-w%Ow zI!ysIxS~!m_j~*GA3)s?pdlLSKy5gz`j2kq=@1sn$;rv`4B7knP#Fo_y$dtNn{T07 z1rv4e%2G67M=0_Q#IWSXK0}Dl>J&$lGehq<8q^iyovImatPiTzdF3aa`X8x&xb1f~ zzCfpH;j#-ks-=a6ZlD5&oDgW^j_-TE2S^eQMB)d3t*EFdK=9(5&s_HUdwW4{21lO2 z2XajkYifjRnbqDv^dLlsVf)!Z^r(e}g#v79ccda*>@9xgU8KUma5m{w+8woLQC&vs9&*9;UHt)9(9ss!5 zE?}hl`_Zjus$*FIv49mCY!#0HIs~xW$;l~AB{Mnsp}`W0)l^i(zjzS{m!E(jLQFCo zS$;N$4fbh6&&@`NnFJ^%GcB!g9M3(Zv~(ZX2FTjAv0=f0BdH>N#Lq>8`h%4a`T8jL z&EDx~iqGY^t2p=CUre)aA7;}j$NUsUFc&VoE4e_pSl&5*n`oIJU*A_$go@Xu{fUuV2|6Lr=+3>PR@rdTxs12gC{CT`JDzFRi->h;*kn0XZ~ z{l=wOe30rXMUae~D^^{xIhq$q*?dS+$y6_?KRudnD#r@NBtM>^7hWP=N=Wc%pL0hR z@Oa<`w}pd?0L%RGja~>){(0a7P;8W^rI{Hwh+rXH8s2QwuMl9)Rsa$QoRyHUT*?(H z$hF1AN7mM@hVOz`fKPy|X9VuG8T|ojdW-EOrR;&A>4M(|#F(H?M{Zz+tm7njGXTg% zw0>Id%jSi{tKjQ{8`IPrSvWZzfk^>ZGidCvKBT2_!yAHxyoJR@dy&i-FsH)W4beHR zplNgD`4euvAOiL5{_2Q@jSU46(Ux*n4UQj*^Mn9{riKQj;PYplGP~sL?CejU%olCt zH8lEx|BPnQCL$$0_W^{wfVM5eLznu+Nn$UCU;5i&KhWnO(PB{>;kseY(>LrjR`<9{ zU(q^iS(&^QN1QslsJgdiZ2U63U@8VrPlZ42YdDs`j!O!pqKrXQh z;)!q6FrXj`?R=dh|6Zpx9 z(tRorr+}Xmjzwl_Q=m<)8J_dD^Ha15-75SPC6AAax#<7?_Dk&0Sy#8aIkf|B0$q3K zxZ6Zu{MB*^@+;OY?>M?00(cfm$NEO9<7zVeD=w4&UAG#}&FvV#lf)8bAserB$>%ae zon8favC7&P5EQyYibQN&6wviwY{w1C-CzaCx=orua!XlGME4R4X4O#}e$AF3=grbL zT65dXF6O%jgj(1vIYN_DW^ zWpgj+sSh=v$_Sk7`u5$sLsT(Oim8fOodoe8P@JG2Oogz^u1Zx`Rox&8+7ev_XQmpQ zGht^AQ8V-H@##4i;AK_<%(<0B%h92zhr!}+vwtKId+5oywG*<`OV>W?do#YL ztZ*V1Epjg6x4Im&e4{CE%^Wcp$M$-wyi!<1gl7|U-e}(|p6A>szLd>f(}&lu)0}>P zEf-|9dTIbob<~?TbtvU7#E(l61W6hg7=VlbdM|p-a0aj_!-xhU3UV7%pWv;0U}$*u zE`}P^3Gnp1K&OoW86#*^=L>wzRw+4l?0#nhTE=LR^XqR+E5WbGD@o^k;)H;zdYi!?4m)S ztA~!+irSDZy0W6;JSHXr$1gX*G9$ZcKwy=eo9ngEmHabB8UuCw4cOED9W*aJpuKDr z$NN|(Mb+9Xmrms-B1#udc0A7@v?GP>%fzh{PdY4JDywOYXT-hElG%4BZzqMl_DdW1sL?)`=%HPQPgE>_=Ob*k?+=}g%C;6A$oEyl;^)%DW z+~Z@QVW161XSeus@YF|RkPJ5gUx#KhSTG672P+CUFp0wAiLo*2G7f$5L{B1JxXc$I zH$lFPrUkxyaD_8Xc+)BJ6$;^qs+Lx82Yc|}mkI8`L}F{i2=%#4!C*&}!r|E4f8vEY zW}5&LG{nG>oihA=)P>L=w|@IZck|{voF}9?5Cea0q~IZjFR))=S=&-gLj6IIMF6LY zfbOgVB&|$?!fzdRx2BlUcXHL8dl5 zy3~7Yo{!DGQg4&9KUJeQzfYA%W?~Tc&tfRPy zh+dd9a4egn<2HzB7;QN=QOaFfh6>Hg(-Ub+6exwYZr0%= zY;)kf#xeqx9B3G3;S{3N!xKr({aVA6ty1Y@yi%5Q5zZeZKS5M@iv8z>{S4UH*-=Yd zvWD;~h)OsoW;s@McvC+jQwF{<7v`mcLI=zd5*#VM*91Y)9ZrsTH~}R^`vs(w#Uc~Z z_fl!mX&8eI@@N&(kZAMYDy4WQshN{p zvesDtw;>QqJr9~f4GphEI3vZw=@LG^=9tXa_I8v#Y1aEA#6IQz9#{sBk7-~o>iQ7- zTBserlQ1RjC*19Lmk~L7$2WeY5Dq{ZP?Qn_03}GAJ zvmZK5Oux$(wBxQ|1RmV{xM8KS^}lNS?szWWudQ<_2cyS_^caH%8Y(K)jOQ55LRJ<#8sbOehY#I4moG8z)<(xKz58I$)4c4H zQl+JS(&X!&Ty_%bmL9DW+efsr?7+zi3gLUWFZMp#TvIjQHcAfw_EG*w?_2(yTjGrD9&46JBMhQ7+GKd;Mq)UG8+~V}~_G~qQ)ZPHKu=iGa^49P%E59)DnH_x1H~mkP?jf1dDg?R~Z7 zP-(%+`#elUvH})k7-t_W`B%ZgauDL8K%V27Y$euIUS(sYkjFpMt>yaNd1ik^SN`qX z^ifc_UE1&@bKVF*|D7fGx6B7|MZNN@x`;fV)VzEd?y4*%ZTI7 z+QCr>j7%UN@1Nk)4-a3}+SMP(tFM3gDez!)JvzUe@2E%o(b1-X1lNrmzmNHCo|-Q* z%%bFDn{JJbD%8yz^j{(FCrEIa0Fu_aL@ zJs}3`e-qdb7Ehi)+az|<=dU^SIY^)XYD>s_Vqk9W3T>qw9k+q7RK}pt4W;J*%ER2xH{l-Wq`ZRKWjt*5H$pmS&H- zx3M%#Tbs$r{#=qF++jK5>#<+h2IX|gciN8Pn6#wVG7zdtDo^}yNC@3nsiuopn3Z?_ zG|Xt8zF{@meosMVK&Qec{B=$_JvB2j%w|+4O1Z>s)xOkX z9pug-^^lyZ4J6DV!)9Sncp<=-nNo#t6^HpzNb<|DxVQr# zOwqy1^^F;53m6A7IL$HKG=Lcd1+D1HTRs#{WqKa&q)j+ZDH z1sIai4qsE4(Wg|PD_gljRy$hbF)S?SGR?ZJjZ;>C1Jrx#wa`*1ya3+;}0Fx3RnD6m?Z80Nmt;#Oi3{POn#u z>5!;ZBBUY?sz`l7BI)0(cY-t;0}Gfk6mwK2K7KD4dkx%I8c zZM2BtXo26>_)RQK*7{BQi=hI%t&#(&y_2=6o^RYRhY=keUFq~I>*gPyLEIuB5c2_( zkI|`|hztNi%oHsXxaoq87|)Fx$j;v05ucRkDbaUbu{Seubjeq(0E!`Nnm$6z{j@C z!hnl)C7urMYUy$Wik>9TP=h$R=S)kyzXFMB-CYMu{Bl z)YpzJV!Z`*mfOKjfp`*P@ZiCEuRgcoLiu#xS2;U^_cg4%%QZ$WLWt;2%zS1BSI4%- z_7@!9zKkK`qlI(??OL-Z{j1WQf#c{?TMaWddb9GXZzUT-I3d3tWlxOVbZV!@wqQ3m zk%HRcz_9OgEJFOzqqK2qlCSRp`%n2cszowv#6EpdZ)hu+G^N=Ycz{6b{`FSn(QhQO z!;>h4A4gRjAU!wet_i^kmkHc^uWHfPh>MViVkH<) zj^2LQZ@A0hNPsx4MhtqfvjPSuRe9VRKEjDg{Jt?vFgR0F)&c7H=3}RW9WKW=*MXd9 z4haj!fc5JDl)ItTH0eXwF@dUBneq?;7!c4%EJX;#9XXsk7kR+gQHkIvjUwlYt%T(C zN!=`pVm#T_#q1(v%)WnJa#x$Aer}%8@w||W-E!-}qaRY$)N(N~HaJp7lH&4W!IIY- zjfF?=BekP?mIQg}_z3yQ>1z7o!%N70_manA=7-0)2~ZFOBRrJT#tg}J%=MtZ$8*L; zHvptiw*ZFsH`m*mQ|S;ZEEg5enm)ciS>+=|iY+m9(eo;vc~!EN(3Rf2WSu+V6x&+4 zo!TU(Ec$Y9b66(TgBfBbI&~wipvDGb$Aj|Hn#r&p1^3esBAbtvbXQ_Lga@A(8{>>Y znfB7Q7?@4#R5~d+U!`_`8VK%;wC|wW48h!8Z*Z0YG8^R7*=`w?$#-`1mUrpXDebT2 zWj?vw6G8E=D*b+06uZscSwxG;yvA<(l@_vMx0yeib-BXgITm{F!&a+Rq~{VBXxd;; z)UnZyjE$WG4=QLV2PEC;>8Qxa2B8l-|3r_%Sh~8y5T65>gavKuND+7U!|NY|#ea#E zgjlXcU(1(eH@8i>OOsq;5`DT{b%@Te-Ews)6Nvk>uLmkpkXo0mx6V1I1Ray(f&s~X z=@9`F4igH+YXty$sF(wnA#?P)0LRuy*PkxtcOwBG11qe1mtEIO%U(?SznE@}A~JcR zT9vl``O=#+Z>y+DBcm^7+(>OoT>Lpa+WX!03Abb0(Ccy>Ue03jI{sC|S5e$x9Qbh| zO`m}wIn;YQH@!0@CFKLaf0(SBg`0BbaTPy*=Kk2#&{uC%GIJw>Y`2LLc#1PE^m-H( zw3A~Tw?qTBZB2i9eCQVtZ|hBaH}Hc{2~o@nwZ$G5r(qA310F3%B3WxZjpHx^iV<#5 za#cGnpLgtYw8m8Xp;v@E-R2zYd~R~$8*LCnwXQxV!Y+|QM6X6gYJ0?WHxw$P8dtqS zo;$2cQz++go=bZ{jJ$OXS)+5aFtm;Ls`meReM1fkR+Axnxe(S=YcipKFM*7rkb$W+ z=oUD6-k9K%^yvAE;|q?A@X75aynNRTtZz!#>y9(0>S*8SUO$OM^W~g(W~SMuAk^-d z{$f;dVC!R}3t@5&;Eu}TR=ljNnV!c-yGKAA&xU;gI;_L2U?pZ|vPQL(RaB?J&TGuL z2bCEvDMcJ$W<*2jkoEW`*grk63i+Avpk@0r7J9KzU#Oe%;)T?MvZph1?~r!80s3i| zqhI}Q9qza8U$@gtc+;|`doD?bL<#ipFSRRy2vx+|nDn^1`Z{C(x5#f0ok`m0nQe^Dd-96xq*a;z`0CphnG zUvc-5Zt>?hTbRgs*{9x`@*40O9Y=9pC8$78RHk~8t99NAG2!=|c9dgBwHLf8Hdl8?@HM&YR*PRb z=1sBrk|zNk46QCfh;s{~V9-&%fciZKWj5A;=AWSb0vJ1C`yRADMGnApk>0sQlBTRA zrRCneW;U1b+b%1dZ}|dSiSJNO6Y6i%A=%SAZV4r^S|trS3Dowe3wAy2zMj<)jITZz zT3YJaSZQ32z?f*l?9k90^a3dYmRF=9FgY>txy_`^2pBH**VUm!!S!8Q&mhN8vGEHP zLSAx4PnJAT22X>cjKd?_EwL$_0H>(@nq&VSC8Fq<-u9$|PhB)%V_|y#UKTde)_Z!r zH16OFer9GSs7Vmuf|j+xX$RL*GXY^d;OT&Md#>Ms+0)k6Mu0gAF&Di(wtZ}=0~dmx z^zKsEljFE1J^A^>m6;Lesrt(Nu*kRZ3J)%>9xRO0eu7irMuOv#%GFM*DuZdv##GXm z?@Sr7=GR1^is>YX8NjnzKyZfj36+TB-gQvDHQiJP!Sbr~@a^!Vh{k)`Q|Z|Y-S%HP zYPv>=@H9E|EZ=k|>Akz8!L69K|5V%fn#>ECW@lyzrnomeZYn2``|=}YiN!}1j`76Q zMcPGORhN;<`yy_ZV>JTe0%st-ZWhmiD?=))N^*&bsmNkb-8u5Rb}XNj<->=nX?M>e zP!!m0qGhw#7_K8sn8z0VvPmC5uWGSTHdu0ABwO!;Sy|%-*Y`!UmiNWGbJOg1(7svQ zQ^ONlZ=malS4!d0%`k@Xg>B0kNi0#h?f9TU>PgRO!SL+E&iILMATO%V*F-hXXS`ZB zFg9*DOYnCTqCi9h`#fOsyGses009T%C4_){YQKX|%}i+Ar2XimT%@m_3jN;ln%4El zUp8WFqp}A)Hk#K@BYru|PmbB0wgX)Jcw&1L(^Io3KaIQ~3Ebi49y;PYg|s#<>&&r` zo!xO^s1IqWYE;KV2Yj;}O^{VQxOt{o;3B*;a1;k(dX$4N1=yf2zflNmFfx92nVFdx z0Vy6-PU&4`rGBVm^NqOJFRuii{BAK9Gs98?o$$D#4}E zc-X?$8X+rWfL?bPODzOIk@I|(aci)@-UAb#gJqC+fmZ4Rz_S3IoppFUY2yqq8k|nh zvkX9oUDN85sJg*xPqEG)g5SLc?!~itQ)Op12MtCqZrs=pEBL^;TE*Qv((2B_gASoP zX{)%sHE}-?IA%(7c$-7D;?4@_NWa`v~T>*!0UesZ0%+*iPoH#%2F`;6}e0O(58wAJT52LU~$b|FB`F!EC^Yhkyl(`m(+slnPR?iJZ#zv%W z^qn~R65uT3+~#Jpb@Pb}QS^k&HT6(Yx%iM+7V^oaS;hw|^#YOf7YkxhD z;>;IxEAuu;z*gPv&NlTv^&@BO+Ryr{#+z<5GdzvwIRl>2%35E%^X;F<8~_j-R@kM; zyO?ecpR}R*l{gbApShou5h9~)UP^US7W3uFm(YFu zo0CGgo(@O}s^8Fsmi&gp;zg>5Cq6%@zl3kL2tWsBM~Ve*LFBk0py_b?zI-5zs}2ex zKtr)dwWx~(82cdL!@UNlGK8%jFPAUw3X3D%x8KqD@^sy}O-6<|sUM_~*ywEFpub2c zs^~oBrXCW+u1%|Vf)d6*BbHa5OaOu|!q|fYSr1Io*_$Mx?Xat}Gl~kji@+-&(o>=|jN^Ia%dV}I z)}BD(jO7J1BKP>8A=xqw5t4|Bk)EV1Bl`??z-_zNKg$0ef;7J3;Tpq00WWA+<_F#a zfcq+_onSe^F$aJz^i9bJ^&f&U3@9jIonBU#se9j` zh`9es2~jU#G^Hp+0xn)PlkRNyqCj7H*woXD*$yD0v8&V^#&BuW%)r$%a{ExccGLJiJt|mzW#Ld*gcpk(7)aq)k9F;m6d(LEvY7e_ za6>5Gm77>N(1W0Ah}Pr`4U)WH%Ug}dg@RE%gAZTr`SiI3??QW zKlvCQaSxyna=57r@GM}vT?U5F(jfqFb4HQbL+}DyBlb*ZS_`x5yE3B|rx$e`0f>u5 z!zAuOEW`uQ`0TI|ij5;#aDAwhy1Bc<<_R7}7)#jEMMh<1W!P1L)ns96TIPA|5iX

    ?{iU~-$pR%?=lv|kui1S0diL5Lnx2~E27=#EnpRX8j33LeX%Flv zcu=;E`i3((OIl%K-neqn*HE>PzO|@~_W=zQqvc2Y`};>ks5p->`}FN(a;gvgH$!|zMB#4$0U!o)7CYyX|emk}Dn#ZWG#SA?m6Py}PiUQiI;G6nBVmECM7 zvyd$O)$v?b-U+e%k`fW8l|;YW0!LrITHCPs(PO=zK#RnwmYT_?;+a1{@B>+rjot7& z5mo;fNsE6rDS18nJ^-sT93TFvfA(Z3F$xJ`Y#X7cO~MTMImnf3(I`030q}*3^>uZz z*Hn0;=VjYn852W;QB(%GKTIOqJ8+R)J<;)&h2?#0^c@0KlB~SHqw-Zz*1k_190;H@ zQge6r4ag||)L(Zd(`UeU87iS*+m{EDK3GSp1BKQB$~gDV1RW5H<&i=V8%qDh9%jd&=X zt@yK-Wa>iFSy(;~D^e|cNvjmd4|>&ZWiZcwYVY8QE(0v3i3l=!`sIa%%7EVI6J-t%pNV*kp@eV|&4C$$3w0kT0r z5nEKNQouL{ULDT+`4?{9)RvVs2O;n8O^h$&_T^hN5ALuas+rI4HaLAyi?cR7w|1)b z{2Utf3~65_#?o0c<@Ce}^|kf$yYw^H>K#*dd0nylq=*b#{dbbw ziItw|cGm0V8U25DYZ+rmgLPrvRoSXw^Sblu5u5VEhm$Y};8Ke#3VmjVhuuM2PhW7L z1b+{_DyWS@^QPyL&1z%Nr~FqgCTxXl23Y}DF{obvlmpF(+#%Vex0VHlJTHVoP@u&E zXL7(37aT|3A4858JGcTf48Om(vjc@*to-8QLy%sdJ9n-u;ZF`W#mPL;G2nXhBkp3= zW9uD<67@*c^PEQs612Il^d5VUpV}1Cp-bNv$4pQLH^Q#|Rrw0r_)-JU)3I7W`(k5b zfiLyS#5DaU5a#YfKOJBNn3=I5nX1qNix)~y!0dW8Gk?nKDNHPMf`|M|gqax+4S5Ji zTLF4)Fd8X)@%uoV(G4seYZn@{vRe0W<0C-~9(f8C`J1tdlgv&p-&&dbHgxKGEbbSr zwbU0k%GQ#^YBqC6mU=d%E_GM+!zO>zZU!*`8Z)#FVqv70(a{+K+6aam08H8`ZV+^W z_MAr04rAHUv#$l`GI&>ltslnvRQQ3JnIMD_C&?~DaeTc60Ad*Gjn~;x9Uc{yR>LmS zlM_#-xGz8Y*`Gldsp3QIxF^|S$(Mi~8UN#;v}hCEiz`TjkXvs{lyI&m9GYj-{gj_? zOxQ^;R6QIHO0Xjj1j0Nn4$i=jAMmHCnc3^iQ07aQjNxt}B@GG*Q5Q~0OM@F@heQa9 zQb0OTf4}jJUI{#P0JsCa#rFge&-vb~z6{&AkKo;j6?Wf)y0);>L)gt2(gSSdNUCkE zCc+gWP{>QIV!see;YX6*U(R@B^-fs(!4S$g@&0g$ay;ECO;}#gkiMr)`59kR>}`cs zTVPY?HSKki){@N|-Ghfh5b-eEj@`0TTfd9mZZv?_=si6BB+Q#u(Q76+;SD zsbLKTb_nJaS*32R4hzbSdkkCsDdf^O$L=nyrxckoD-d~Ow_%mQ$EGXHK%f)E{{3NyJ&hxX6*S?hKSfqC>zCdzUc0&+ELHd!8i_Ns+I%6PT?n67rb@QmL}h@ z9$F^)fcEwXpeFDyasjS`$nnAYBf+~sMR4>1`qz*C{u|JL1Cn51C%|0(+{OTK8AU3e zKk_E$V;^L2aeU}HXF-s7Y2-J0XCE8fEocZ-{LUEQ+;BaXc`U*d)S;$azP zeHl9=D{FAyxs_nlA9+tS%gR2f5{97^QM$44EUX+ZaMBfZ_f(Za7p2_OXCPIkpTZ?! zdk;|*kO0=tLsvm~eOcOWu_%a5%17Kw&&kOFl`9|=P{7H34LT);y&cx%2}E0m@Myok ztVv34ZgSm=8cd3VvBGQ|wijPn%J0(Evi{6FPlT)ZL8I-*l<}`F34I^nm8KMHCb3i4 zW!V*fNz(pJFS5Qyo|Wlp?GB#a0K!ADHAckKLm=7?`sca2x_T^P5RV=W3Jd)2)i5jD`r>N5yqHeTq+fPT$|E85PkMpVQK!HY+~2UMh(^O8@mzoYu@t zTk{SgIV$^AS$q5E$uq337e%QxAqd1P}e+G03J zEJ+cZpw6Omau%T-%D22zu%nPfngxoc`EkStqx+&f2|T7%CFFOWyPtVhp7Q8L5mvH? z$Oiw!aGdpCs|Y&v+ZYAz)T5uif4M@-RTuun6>7i`Ji%ND0S=n+A}$8Rl2k=0pV){c zdXk3?lKid7oEH~DZ&ht`D7F|sJ)=P>JJt}MqA*&%cKc{8Ss(v`nLuf z@8_6(?_VyeV2s4_|9GC4{!t8Oc{Hi+yoW8rZG@sU8u zK83-Nv8TDj{If$dM1hFT^C;o6_|M>aN8|=|f6{wgk^D|fk_2LfIFR=-Fu2IF4s(jv zrw$w3jH|I;UP+6#n*XJCR{67DzrC(#v9LF-x_BC{cXf8PL%p}Yg4De%{hLb8H!)!aZw{T(PU2isC+wm>BxGiHm zA%vLpc%v-(Wc^Wn>?{hgdvkhG(>ZASo6xkrJ5OafF7nVn;U+ba>e7$4^p~-GO*<8? z1l9Xa+?<`nC}MIcP7Pvm6oAFH6g+(R?)^J@vbYN?MS0Wt;Tn7 z8n>ysX#TDjg4`(~8l_0=dGu6P)A@~4Oc^i2beWmLnjTL|`5`V66Qi2_5jYTkhyMX9 z)}Dj+pegp5P#rf`yw0U1p|fW)Q?$+N`8bNX^65J?DQ77iMrClr97ebA3bq?P9b8kL zP`lIC`I$=evj|Cy@5hLD{*jKQFKt{EpQe=$bvZZCiQau=z8iRW zAvIp=6(oyCWWmTwwXr18Re*q2hFPfjDQfpd&ft^P&KGg4)v$J|f40+cfRPGkr3$!Na3l z5Q2gFk0krgvN66YCHkbd37E~lSO2*L zkCdo#mULdM=uW{oS9;V{Kl{wBrL?;=m(SfU>X7VT9(2T+s?GQyTYq=TZt1F@UA!W; zOevqy!tmqew~EAtmU(*?d-f=X4`u6DjTtr_JS8B3gN?D^e+`j^`E;8cx~A>V4&v+a=%@oo1Z>Z$1vMFrZ9yiF8cUrDRXe?*z6VGa2*)O)hzEIa! zV(KsQQUA`@CZWs=skhueT289(mxT+o+v#-mRe1;#NT@Eno&PqM3qj9>#_w}CkckwU zQt5NecB5m5&!i!QuSNFEKiXIOdQTeG6cy8Xo`XP(r_=MPS}+)uetowU;`Y;tM%%E}!a@J6M;CLQ8TVI502WL9CHZHnLPf{@^&`y2mTc5HMy`6_xknco zi#6e60#Fd+*^->?1L@B8@~D-O5m+jc{r%5BC&~g&v0c0N6hM`~ucnLVElMR4*8eTi zw2{X=V8)IUM>50O>MHniVU0~qHT=24a?msbTO8aY$bZ0%sSwh4FnWt4#@vyMK78Of zyhYV+yUJ{lF3!%@7&!t4i4Cm%^VX&c>UF3V z^W*>Yza#}-c_+G4b)BR5Essrn5V(b%zj~$9H&oE(s|6M2lRNy0Phy2iK3kA+TYgc@ zXG?#VFp*JOTx+SG=5TB}_|YD{;pEG~YnYKpKGR@Jf@UC6q08U8tVrEeMe^G31=Htu z4D1vhZ}U4OKN}X=-M(;_&+~2 z_LQeo*9YuU!djxP!AZ|lqQouY)7PbyN|v-zT#aW{X*F322pKU0 z4@73nHw>{C^Yx!U2H5bR#JMaFvY#+|rDr%z1j6sA8vPmj&*VuAU`x`06Jir|`Obx_ zBQH#4{>u$F{XyV9{6*k6dh?B9?lNZm&iP?Bl22&TVv8zDl6?Cq5r&&6*viyEqn`S% zv*|Zjg1HG6vHuhUF8mP#Mj9POcwXwco%`>b@IOK@8b2KR9DA8w#y@QA*@xKw+4k;)x`uRBumlDXmrUjG5D C(NB{A diff --git a/w5/iris.csv b/w5/iris.csv deleted file mode 100644 index 2ee7967..0000000 --- a/w5/iris.csv +++ /dev/null @@ -1,151 +0,0 @@ -łod.dł.,łod.sz.,pł.dł.,pł.sz.,Gatunek -5.2,3.4,1.4,0.2,Iris-setosa -5.1,3.7,1.5,0.4,Iris-setosa -6.7,3.1,5.6,2.4,Iris-virginica -6.5,3.2,5.1,2.0,Iris-virginica -4.9,2.5,4.5,1.7,Iris-virginica -6.0,2.7,5.1,1.6,Iris-versicolor -5.7,2.6,3.5,1.0,Iris-versicolor -5.0,2.0,3.5,1.0,Iris-versicolor -5.2,3.5,1.5,0.2,Iris-setosa -4.8,3.0,1.4,0.1,Iris-setosa -6.7,3.3,5.7,2.5,Iris-virginica -6.1,3.0,4.9,1.8,Iris-virginica -4.8,3.4,1.9,0.2,Iris-setosa -5.8,2.8,5.1,2.4,Iris-virginica -4.4,2.9,1.4,0.2,Iris-setosa -7.2,3.0,5.8,1.6,Iris-virginica -4.4,3.2,1.3,0.2,Iris-setosa -5.0,3.5,1.3,0.3,Iris-setosa -5.4,3.9,1.3,0.4,Iris-setosa -7.7,2.8,6.7,2.0,Iris-virginica -5.0,3.6,1.4,0.2,Iris-setosa -6.2,2.8,4.8,1.8,Iris-virginica -6.0,2.2,5.0,1.5,Iris-virginica -7.4,2.8,6.1,1.9,Iris-virginica -5.0,3.2,1.2,0.2,Iris-setosa -6.7,3.1,4.4,1.4,Iris-versicolor -6.7,3.1,4.7,1.5,Iris-versicolor -5.6,2.7,4.2,1.3,Iris-versicolor -5.6,2.5,3.9,1.1,Iris-versicolor -6.3,3.3,4.7,1.6,Iris-versicolor -5.1,3.4,1.5,0.2,Iris-setosa -6.0,2.9,4.5,1.5,Iris-versicolor -5.3,3.7,1.5,0.2,Iris-setosa -5.6,2.9,3.6,1.3,Iris-versicolor -5.5,2.5,4.0,1.3,Iris-versicolor -5.5,2.4,3.7,1.0,Iris-versicolor -4.4,3.0,1.3,0.2,Iris-setosa -6.6,3.0,4.4,1.4,Iris-versicolor -7.9,3.8,6.4,2.0,Iris-virginica -5.7,2.8,4.1,1.3,Iris-versicolor -5.8,2.7,4.1,1.0,Iris-versicolor -6.5,2.8,4.6,1.5,Iris-versicolor -6.1,2.8,4.7,1.2,Iris-versicolor -5.1,3.8,1.9,0.4,Iris-setosa -5.0,3.4,1.6,0.4,Iris-setosa -5.5,2.6,4.4,1.2,Iris-versicolor -5.0,3.4,1.5,0.2,Iris-setosa -6.8,2.8,4.8,1.4,Iris-versicolor -6.9,3.1,4.9,1.5,Iris-versicolor -6.1,2.9,4.7,1.4,Iris-versicolor -5.1,3.8,1.6,0.2,Iris-setosa -6.4,3.2,5.3,2.3,Iris-virginica -6.4,2.7,5.3,1.9,Iris-virginica -5.7,2.8,4.5,1.3,Iris-versicolor -5.8,2.6,4.0,1.2,Iris-versicolor -4.7,3.2,1.6,0.2,Iris-setosa -5.1,3.3,1.7,0.5,Iris-setosa -4.9,3.1,1.5,0.1,Iris-setosa -6.3,3.4,5.6,2.4,Iris-virginica -5.1,3.8,1.5,0.3,Iris-setosa -7.0,3.2,4.7,1.4,Iris-versicolor -5.4,3.0,4.5,1.5,Iris-versicolor -6.0,2.2,4.0,1.0,Iris-versicolor -6.0,3.0,4.8,1.8,Iris-virginica -6.2,2.9,4.3,1.3,Iris-versicolor -5.6,3.0,4.1,1.3,Iris-versicolor -4.9,3.0,1.4,0.2,Iris-setosa -5.0,2.3,3.3,1.0,Iris-versicolor -6.3,2.5,5.0,1.9,Iris-virginica -4.8,3.4,1.6,0.2,Iris-setosa -5.9,3.0,4.2,1.5,Iris-versicolor -4.6,3.6,1.0,0.2,Iris-setosa -5.0,3.5,1.6,0.6,Iris-setosa -5.7,4.4,1.5,0.4,Iris-setosa -5.0,3.0,1.6,0.2,Iris-setosa -5.6,3.0,4.5,1.5,Iris-versicolor -6.3,2.8,5.1,1.5,Iris-virginica -5.2,2.7,3.9,1.4,Iris-versicolor -5.9,3.2,4.8,1.8,Iris-versicolor -7.7,3.0,6.1,2.3,Iris-virginica -6.2,3.4,5.4,2.3,Iris-virginica -6.4,2.9,4.3,1.3,Iris-versicolor -6.5,3.0,5.5,1.8,Iris-virginica -5.8,2.7,5.1,1.9,Iris-virginica -6.9,3.2,5.7,2.3,Iris-virginica -6.4,2.8,5.6,2.2,Iris-virginica -4.7,3.2,1.3,0.2,Iris-setosa -5.5,2.4,3.8,1.1,Iris-versicolor -5.4,3.4,1.5,0.4,Iris-setosa -7.2,3.6,6.1,2.5,Iris-virginica -6.7,2.5,5.8,1.8,Iris-virginica -6.1,3.0,4.6,1.4,Iris-versicolor -6.0,3.4,4.5,1.6,Iris-versicolor -6.3,2.7,4.9,1.8,Iris-virginica -6.9,3.1,5.1,2.3,Iris-virginica -5.5,3.5,1.3,0.2,Iris-setosa -6.7,3.0,5.2,2.3,Iris-virginica -4.6,3.1,1.5,0.2,Iris-setosa -5.8,2.7,5.1,1.9,Iris-virginica -6.4,3.1,5.5,1.8,Iris-virginica -7.3,2.9,6.3,1.8,Iris-virginica -4.8,3.0,1.4,0.3,Iris-setosa -7.1,3.0,5.9,2.1,Iris-virginica -5.9,3.0,5.1,1.8,Iris-virginica -6.1,2.6,5.6,1.4,Iris-virginica -5.4,3.9,1.7,0.4,Iris-setosa -6.4,3.2,4.5,1.5,Iris-versicolor -5.1,2.5,3.0,1.1,Iris-versicolor -6.3,2.9,5.6,1.8,Iris-virginica -7.2,3.2,6.0,1.8,Iris-virginica -5.4,3.4,1.7,0.2,Iris-setosa -4.6,3.2,1.4,0.2,Iris-setosa -6.1,2.8,4.0,1.3,Iris-versicolor -7.7,3.8,6.7,2.2,Iris-virginica -5.7,2.9,4.2,1.3,Iris-versicolor -5.1,3.5,1.4,0.2,Iris-setosa -4.9,3.1,1.5,0.1,Iris-setosa -6.5,3.0,5.2,2.0,Iris-virginica -4.9,3.1,1.5,0.1,Iris-setosa -6.3,2.3,4.4,1.3,Iris-versicolor -6.2,2.2,4.5,1.5,Iris-versicolor -5.7,3.8,1.7,0.3,Iris-setosa -6.4,2.8,5.6,2.1,Iris-virginica -4.9,2.4,3.3,1.0,Iris-versicolor -5.7,2.5,5.0,2.0,Iris-virginica -5.5,4.2,1.4,0.2,Iris-setosa -6.7,3.0,5.0,1.7,Iris-versicolor -5.0,3.3,1.4,0.2,Iris-setosa -6.3,2.5,4.9,1.5,Iris-versicolor -5.4,3.7,1.5,0.2,Iris-setosa -7.7,2.6,6.9,2.3,Iris-virginica -5.7,3.0,4.2,1.2,Iris-versicolor -7.6,3.0,6.6,2.1,Iris-virginica -4.8,3.1,1.6,0.2,Iris-setosa -5.6,2.8,4.9,2.0,Iris-virginica -4.5,2.3,1.3,0.3,Iris-setosa -6.8,3.2,5.9,2.3,Iris-virginica -6.3,3.3,6.0,2.5,Iris-virginica -4.6,3.4,1.4,0.3,Iris-setosa -5.8,2.7,3.9,1.2,Iris-versicolor -5.5,2.3,4.0,1.3,Iris-versicolor -5.2,4.1,1.5,0.1,Iris-setosa -6.6,2.9,4.6,1.3,Iris-versicolor -4.3,3.0,1.1,0.1,Iris-setosa -6.8,3.0,5.5,2.1,Iris-virginica -5.8,4.0,1.2,0.2,Iris-setosa -5.1,3.5,1.4,0.3,Iris-setosa -6.5,3.0,5.8,2.2,Iris-virginica -6.9,3.1,5.4,2.1,Iris-virginica -6.7,3.3,5.7,2.1,Iris-virginica diff --git a/w5/multireglog.png b/w5/multireglog.png deleted file mode 100644 index 8e5faa77fa1354afd997a620e7975befdfe71be1..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 57638 zcmZ^KWl$YW&@K)KcRfIGcRRSdTW|;#oE%((2X~i42=4CgPH+#dL4vzp-tVirzwZ69 zRl74g-M!t@Pj^lCMyRRCq9GF_LqS2I$;(M;KtaKPJ}zA(xQ~&+a4kA0C;+vMq@!SMOD(9sVuY>6;6$pl84fMiU4`q}alvA@}B()QskFier*+|rop zV!hf7b)ThbYv}3C#Q8=je^rp^VBsYb++@#qZLVNE=d|9x9Ee(-3Ex972%v&My4W2J zbhL#i9oeVpf#SVN7r}iGHVi;jRlbWjZ&B1=`<~z6AMPooq>3)ncKT+=_KT5bp#$pD zbh(&>Ei*9KIE01Xm~xE1_G$zw`kH6tcVGTpf_!6s%G^EqZRCxI3>*zd&Aa3uf zByjzX&cn&h4Yz4^xp-n1M^AmcP#TMtq?wBi>OU;xSmRM#h@3RquESnNP3i$KE~ zG~58n8pKmX?O*uZ0kqS|D#0pXGDGO4UI#D%YA~G`5^WFDCz$hIAvkf}aMYPkL~;O) zFxO91;b?l2=YTU_imSU~b?j=Z!KgxaylmMRK1rUt_9VLRNsjN{mL*GJ0 zdXbcZj%r{kpilbk(_!2Dx-RrV#40~rwtPMLKG^lsZJ|FP`;w4_{AG#hh6agRyC8SE=%s>Y3rQy5hz#h?G8=BveM%T-3G z{X-!3SnM|MEO$taa-M*jh$U`O+~AkjUols10TiPER$0EhKQl|y{eJ;BKBx%&JvHoK z39XbcY0>MkG^6>$ZTby|P|b!o>UEhvBa{a>_IZEluQ^(Vv8TC%yTf)z5)6C|pxQ|W z%YbAJ*;xT;VNAn3yR18*;G`C>4v;bFx4`=z*)6^;#S63t#~0EUIKQ8t#J^xwAa#X+ z`gkSab5p=E>UI(&*I=?eV{Nqf0d9(YytVle#)J%6(E7||H% zSTxAkP!hsKM%$&=q5lGT2!E)6Q|?pilcZG7)6LV{DH_1VQ(X8Zphi{lI8QZSKJP>< zp;_o;-S}UZ7tXT5wRXU*J$kRftmfry#6Qbd=o^Xt85?H|9Dflp;N9JMKOD zb(AczlU9&QHmyE+cN}jlJJp97W87}sXZ%~TDCH)bX!);_t%CSGwNkLQsZ2tybva?N zZjqqB@_Eo@D2eRUzDvfHP@_s3! zcuFO4p?=Y7KBI=FhKtU)ww=09MXZih`EUuj+PP-V+!q@->(lwa^XX>t^_~^L&nR|U zNfkEv8D)CaUM48{gNu<%0wr!bB#XQ=u`^YRUHPyl>Bj@dzp=?ciMk}c7tt66_nSrcipj`ZWenR56?S#y-YZG02 z`uBdIgQHc~;7iA&EQ)57Yt$URzuvL_kO8lON~Kw4q~Su1?V7?M<3!n{g7xnP^hObT zmIn1EKz(Vmmt(mtiRm9}!O@wW0Vfr(@gJgP!0GD0gBJWX<+bs<@Xn;~xvv4R3%ygh zW7`?|k>(BNQTZdI12*|{mR1e*<=4iCSU+LnrtEei3?~eETW{JD4ZjLteIx2qhK8Vq_gOoU@ZN8}DtY7$(MdAw+}I}AtEpGLbiU*9t$ zFq7hg;t}oi?CO^`4C&fgP1k?iCf}N#Ooil0!b)UG67&i69ru6j_uA&!rW8r@4|r$n z6PRVJ<96m8V=UvgWn5+SHo0+)R#x(wP-5n5V!Ts^xEMOD8Ft9N)IJP`1cWq6 z8Jbz|v{Kt@_-cHsGjn#o`Vy(4ARfuSKsad_=V4wa-UWwH-mq_HD|u}+ z{^J9miz|nlv6=?IJ+n-Gs^&glzYF-c{)qf&a6Rk+`e)66$%Kg;ecG_5_l$E~yqtsJ zUb&{-dZK75wOvUWoOhM?!_4opG6&7S>cPv&WBx1I*@4;i#h3Xg{i5am za)Y+MsOanCK_Y$&O}^!m)JQ}--9J_L#^a{NMvm1;l|W6RV&gaLr}5yqs$!qXnyH4L z+M)(?Dt2tA0Rp_P;R5CYKa9kUf)5QRZ(R-Co8QasPin8n4$Il(jOknDTGIWUE;S|# zSH>CAtg56;h|cvkulH=X7M?qeJ7Jd$tJho3JYQ|ei_d4#%1I8t>8}ZSM13#6ZaVrG z>zDL)x2fc3N6t?Ax5eDO_@wG_{j66zm>|qPv}&!s+v8Q_{O#ZNLVqyE3z-lQK!ha{ z?FqW2-=4`D&WJnAu_u*|!xzEx*MC!b(|bMF?`{St{~#DT9e&Dr7V_tuB=^6ST_s1s zd1M=58>361%_@p6np723+5Fymus=|qtaHr;@2~KpcddVYyV7m{eoO!#NxOlx!Te_Q z^7-Ijt;f*0_g7)7oK96=QBj=-@q_-$xYM}rIWQv1lU6KW2pC1|zMsAAJXyMOI5}O4 zvgXBiI5W(re56gE%;hwcp`g5Jp`ZdnprD>Uh64UVLAkL*K^=dAf)YrFf+7Gz+SG+U zCSc4IWu>6r!{R2oKb`ktEWcr5UmA*x36E@^-|By5RPOp;R;CP3#pT_wQw;9;9y~;F>zo4?U?QF?#+bD z5g|42=j*L5_rFhXCbKfuI}cxzS0V`bx~{Wbri2lv^Q5EjS@avMXZ{~Ig)NF?0_I2v z`DmPjn=2(mS46A1Bq|a->**g0E?H7)Fjc=GF75&$aSMOZ5f9Ad!>x`Yvo2ZDP4gVp zK8QXf-YrM*0dTx_*bp+%bk3j%1(Y zMIYwb`jBO?U8~3Z0Z|gAa}!!LbOMY@R1GcrA!t|hFMd#v@Cf~lJaUtHAp-D&i)!g*=Ji@ZKwG-B&w=d%P)br;k0Iwd5WF5uR1xRL*@~9s zeKO~r9I_tGcAkcdnU3GA9yB3(Db0N-=f!rVv!2n=w?K~F@!`IB(t}CdFE45#Is7HE zZAw8VA^7Ns{dLP2RhDO-rdW?A*IFnxfh0!KLrX@qBVu8PnY0F;d`G7vNE&=`KGuRE zx@|=4K-7lQV9mf%2lx0uFBV_|FBJVJp4PZ{$4^M?&8#Mi;QL1c%)TWyPym+>7=B2P7*Mu*wwU){KERK&;x9k{ar1sc$7H#K!k{g=#&<@ z^UCQNw%Hm0wJn6d!`X1~e1gP0*ZDFA1pzn)%xS(Zz<1A#aC#~`5bKtOt3!*Sqdu`mx@4HhqE8jaCa(ov}z)cZ*Eh@&8(LZL}%cxYCu zEld@j@3WY{AKvko zkcS-0Wo>-IIa-KK_m>oB8AYYeGFDz9 zZS>ld(0>{d2Z2!L;7ptpTuz59EqISgq(2eUq}7k_D4Y(8?NOlo8?i0B%>LX0^Qfze zIZi9p*ysM{#=D}H3fSlxmg)Rd^`Tkbii3EMQ%c;50Y<}EaoQFqVqMMAM!1Sr%y zvm)PGpbkyRLa{5NW3c(QM1CHM7)r+5^wwcmFTov>B@`n@Gs?3gfIuDkMbC3Q9 z0fQ3!M2J!is_17P@XM9UE_H+8xl3+B5&oNJbx#&= z`pWnJ0g(TTErZ_jQkt#<0D5!pYV1uXQip`njpp2{qojkP$}Dtl?(eh94O3%Yeup!o zEYdy#Q$`nAjBQLG4)d58hUf&9liz*Rnc+L^<{N;1{Ayun_p~RUtdnE0!#YPNsARx7 zzKbtSnMBCa|H0B*ug( z2shXLQCD*63~a1 zz~O?HmNe&w5PQ3(Gu#jQWfosVSY_Km&=6ICA2ImjD|^jw!u|)#a8cwbw6ylrp;z({ zTK^Z_bQ9GusA}LyYGJ2#@yOVA)z^YhoCE|~E4|?{Ksgj9u(2QbJ&_pkHT}mQ07e)9 zb8=S{s9hbmt#e9saYJzk7}Oo_f4|5oG5gPcEbP40(LE}@s%oRfkJrMjzlB?{Q8=)6 zN9^fncIqfQ3)>a-BJ z%nD7|TtO4dSGM|>k2Hh3|nS)cyc4;&MO=GAk5KXt7T^XBReV!J_+Rvhp|ZM7c`|Ih5SP#{zj)|Uyo|1$7mvg1SHhSOGj(FG06D9}KkAn|QJI$ee`wYDT#y+Pe}LdD)~e@rnJvUK%w816JV zP-x8l6mv(lLoTeNk0Q8mfLM^v=SeHhQv>)C?0j_x3c;JFN1T}|Cci9m@3Zohk(?$z z6vN;?Jqw`AFB@*}yr6pPPoylIyP{LR1VH~I)?^U=FE+q1gcV<=$u1y-ZSk=Y1m%uI zkRDE#JSFyggz68N-Jpyq-ywyWbXKhXgKC1~Ty%^+ombcZJ1O=OY%uh{3gA}WZ@ z3rdB*L#aoPWbZr)38-T(;=V;c^uu+3@qsLiWAR1>-_(xo>Eu8A?7>WOfx-br9s)ab zFN&}XpxT6_g6mD~kjiN&Iusv(eOlJ%zOii-(uZPcMfp@*Nc3olowpTIEO>_x`BJD{ z5&;-bw7=`OpA_A#2YS=4 z9_m8&FX<=*;0g3_sQn&gD{e#G?=b#yX+=Pqt5W}C(f2(P_uaxN*mH1G~ zb}Q{-s=&j7#xc~ei(Nkv9ArtNDv=0%i+MN2m{FT1z#&~sO+LZ@w$Ckn(xYk!obk5; zw$)N-(X=@~OXqH3&;oO~JeOFxG%l&L;{0<@O?V0gePDnKGWza#3EZ2JWKS#K9{j@& zGfxd{<^GAcC${8X!#Z7YeZul>G$p9vlo2dm9ENibX;n-B)mIq=5Wm|@r;1= z{{E9p?&&qp-UAHe4iq3sac<2CWo0kdJ<_ua2Vq*fvDQn@pHX+Vq~&EYccU;)Sm>I) zL}E<>7Gth^P(&IV9;Enb#R5&&u)gB}u$L{_Kh$VH1a!v#XumWB7~`uBR;II=2!auR z{yKBv40o^(bG>W>nz+T4w@>!bD&1T^diJS*RXS&fz2BzN+ST=o1ZPu0l^7?V_Xgs% zj9?TbA1;#>Y!A`zKY!{Pl;eZ>o*}22K(a?9V8&T`+TOPygp-s!iYa%1^A~-`kD)#Rw-@FHCwshfy={7z*s8##GLa>y)hvo=1;$Paqd+a{LW zNf4XgnF+fFZGlJlm>+R9(SYafIR@YjI{svR#PJJZ>)T6cmH5xxxL;9+(?Q0u z(!QjIJ5{*obG}0TN4Ff+sZ+a{UHzs&sx@uKTz;p_Ez*<%W&m3|^yDGuyBZ8{TSi80 zD(WdZQb2u)?byHtS$l$!iB%cf&Zo^-)~)4I_G)ys?E;vecX}G_$%@(?%21%;Sv&3_ z0wC>N>5SbLZbk2INLD_K=UcDAvQpK2=-%?@2?NeJ?k8^4WWTIfPmD&~tq!rCT85rS zt)Q-t6xjtREbh@EkAPLew%I4o0S_^E4AA^JWb1lf%xi4P_Dn#+T9l}~bg}cBtTPtp zU0X4!B!?-ngh1Ic`Waq|zi;yY39BIP><#(-!}A#|PO+lL4s+MBHm+R7_3k034Uf z#QH~tlk;%2mt^KNCx+Sn{&TN#wNSiG>90R1_2GFNV{tu<*jdf3V2mk@tirl5cpW`3 zu=c#9?F8LcGULn<=4^r7yz;{MdX_u9gsa@Q+&dcYTG>Az~D3fssbbE%GgDC8gUpIC6*EOt}jfmi;I)b){Mm@_? zb;s`bgNIgeD>RubhzP^*LXsXq7&!4X8%+H=C;X{*mw)P4+R$pTH+PY$c1-FYfqHqb z-wqE2L0wN~=>DAv-BY{uXa$i50d}=(EZL5*#DctSBT#hy`L z%a`wwt~e$!h`~rHl~HjLhPn(qiBc?CQwKKo3ACLOpy)Io&)fQu3it4xJ{t=dsu7Gk ztcO^@)+2oNF2ZUL3+Oa5I5#Db#W&M}->@4Gw;MI1hwwJ$$@BA@8|6<)gGWc&u(J@t zwetuIPR$Xx#Fe3E&+bX=aGsITpp{P1F!RFHCDmCZqqkU8Hib&8GYL^FvILo;s{-yL zXQc000D3^kL0e0-SOVP!X}^;*>b)7l?~6Mi`5Y)T792w4ABTNnl`@@#x(EBlBL-!o zDemCT$6zy4uJyo?>gjOuv(^p#msA)t;GjplzQ(Z;P&=s zw)Tbm&c)0yTpWmWNxHy}f6llmtN1cXVVkZ(Fek-eeex4nRR8F!qiMdH;`eN~q+Y_k+&Fgbv8vRmU4)i}u)0JqKt zXyqNf_UG{8WHRMD3~@Ob1#kzU%A@s%2pPx?tQ^f zHl4}(A^xIHYJU@2x6!A$lGc1-YA)-S?^TpKnHq85k}Fq95U2ZL?GbROg@m!PAB4~K zYM2s}9t3SY)otnlCjI=v**Hy=7qQ&57_A#OMkMDuh^=kmcB&%n`VYxX)ej?rE3h0)w1FM4Ug zz_U?}#+2cxWC9*yTCc|fk(hMf4vHJaJ?fN-BP3|^uJA0d#y&}~;egU16shFNi!^$q zuhUDo&Iq=Q3;jTvxfjrnt5RQSHzb|LZEeA?^1*QJl%qGF;`=2=^@&*)6+aK%_!8YN zUDDEMDKMHcg0JmTEg0~M+Z*uP8|c-YFls#EZa*e}5?#R`%eCI+CU9=eR zXs<#SgDEg@5Xozkq$vW6gNNd7JA;x<#x>p3&kly6+ov26P;kZtM|EDk@r2U!-P5{8Qg{h%*``x5&By4G|dE%OfmVM zK!eaB;%;8Sh%T21pyEs9DO~--g@9cGF!pkXf5fjcxgS+I6OL2GcitlnB%O?2QOW|R zp<(Rn*m91DUub@A@yDTTJ(7HLDVdOJPY=x{vW)H?{3;S53FP;Tj;{FhPs)S&in!Iz zKEV((n8k1OG{yw4!s5a)N2i?k6_g@Cz)8?f5Sji@YGE(Ca1kE>@+Bo*`TWC2NU;KL zVMouZ#^XIV5oXf#{pa>wC4;Y(GE@&kv5W*bz`WSZGp%M?7s^)KSHbOML-zY6E?SA7 z<2kRDe;n&x*(jNpABof=30w>4YjsZezGU{m?R7a1_#w=55wg4>$c=;r=hPJG$Pw^qk6KR7%qOE8jM zL*kJf8J%kS2sSkSVX&M%Y)y^p5FwPZ`iFg5WLK>u7czj}{LL_Ws?=l%S;xEtGB%mJ zf`{V7hB(y?;~smZ-_HNg=ENyIS9{unz*$wujiP^TO#_2kb$j78kVK7ru&Mn|IO4^n z?x}*p$3g+~Fnv5ie?2Ty{>q2iTaUtsIU`E*0LvK&clvz~AAT!YM)JkdrpX&-(kvFr zs^F60FE%E4LS?rWcvL>`wL06f25;VYY;oz~7F&HB)Y~=g^m%b_$@@nSk!PzQ23veW z+Lh&H-DxC-g)zPfSrU_+-StXmXP;w5BqU^r-`MpJU>)wTy>dls?}C^4)_#r5-P)T{ z{sq(heXgKYrR$pDc1Af}fh-w^24hkMeI9@8%SuGBg~26reQ7R9c8#hz`FR*BNtkXq?n}Bt^m!^(^v_nC%^pTIKGNz4R8YfLAy+BV66 zd*lE?{~m>{a^Z3vPLPLN)m#dh>$HM9FT!e-qj6rVB@~~QceDG$x`&hxfVafW5&A)O z<=WTpDk2_BY#_|>^PT^`*lovZ$U|k9$OY-4s$1r|+WojXp)dIBVPn`uDI&lzd4%^! zwa0Gi+r*xKKJ`{~$`XY6P{OK%oSmc*jUb`5*qR;iIdj|lWrV>egxiI<^7#hpw?Rbk zgZ_3izr?doN6wZA)uEjLvd)H5-a)4T!E%=y2f|%|CI6qOs|e@6;_fX9Vp+C_)4 zgojK5QLYg*!&LVaBxXVq#d*4mmu3y}SB5W#NN7L9Y9sY4YzI&)E!Og(4z+%6@))(p z8?-JeMY{qo6LuHH{WN6nzHsu+**hNRf<8yl_-!W2!agKxi1H0N15<9FW8_2jfoPPu z3Id_nwvbl4*eJQpXD7VWMDXM<%kNl@RI&cdOA&9s+)c=8P?gY?e-0%gP4)3x@A8sD zG;@W{kkh|W=6xMyK7%F$z~-9E9~dvCIyQp%K7v11AOxzEs>2a|r+0rC#@q9$aS6 zz|UJrRM~JMrYk|wy@G!LYF5X1XZkpaJi%pXaER+|baBq04}F(*rShTci?LZXR7Aha z@(slkrrdjwDMyzt@L6w?bv?Kjs>?NsUIX);m)9&|xK#(V}{f+o{P<@9` zGum!V?_r&U=GrgP+{E6EGxOn&Z5#cn&&vv}7A}-)IE!!D7S3r25DgMJyqrM;&oG>O zQ=oUYg4w=EO)L>aM?kTJ+lJ?Z6fEiwbp!z&4QL`x!qVWPBVHA2R`v?rwJ zBFB}v`$raNK|cuvZ+*HASF~jCDguP9L$e1X&)OQtC*vM8`Q?yTU>MsKyCeFvi`WsF zxPNmo^sj9=r$+zkca;lVEd8@97TsO<-{LNHC0Q2&Z;7Fc9-f(E+#%6b^s)Po+{T8c z)?AmB(xbmC61DzapxUAiTeab$f&47fWyOB+m40%8)#r0%oSQZbeYPU-{*qQ?NI>>XNwRh}TvH_582AQ)RSvqC-J|yp zSO3@hMB377Eh+i;a|a9Q_#@@Yk;0Aa?_Zj>+=DU+1uvA$3;Plc$tt70`^%d2u=e%^ zKoJ+kdJDKC_@G2wL)AB|$^vb4t>Fj|d0cpzzKZ0@cl%*rL)w1it0I0*Y1l;5$5~)0 zZdRJ>R4okfdNCB)GXRwmGr7P#GJ1pKYIINfNF_!&-5iW&tTC$Me{fPhVoYpz_Oa*^ z)1!wW%88;fT5ITxe#xNWl1$L_r`&~;+L=6GV)oA{5etdT!H=WJXsBYbvRo_7IS=-x zvUTPeOM4lCi8tLCy33g8W|43YFp7%o$)`m8WLJ3!hb!?V_0f4gh7!A{0tm^s%5P5t zz% zT`OGTt$0g9{ro`~uPzX$pVo+0@HMBjY(Qk=`NGVws^zZ+sSjXa(p+>g17M={7mWgjqk;c6sN*|f5j;0lwJB8O%l$z&QkZv9vgGN z-!lS+K~1)dB2XS#=8HnEatu%HX9s(vGiJUvv=i$n_1r&l$$p}btKH73PsPg-g}%)i z4BQR2NUCYq4|qE1-bF-#+XQauNg?hO>A1dTyvfDb14ifmaX3mj%sj6@76<7L#`%bBEyT z#*Uh{MfCCst+M-qxED;EnHKb`TZj?8n4AgTVMdv39RSCRLuLQ%Ly<>ID}PHwjt)}q zayi?|?%P}TIm=9+r0JTm)|0I~zR%9WdAc`f+9cd;%uXt1DKbZKJ2Yy)uB|)<6j^cuSGE#wVvO zc7KIwy+ zkiWloZA-a`79J*;E=!bFGvh=7;>~8X+a;bD9w$(AfymTZ0S-XR5woOQYE~6&lPtc? z;qG*-Ed$FLe)}9*H=#Xs0s&t3T>#CBbtJ=bP@1$nDHY-rv``!qd*p?I&^5d)F?e=4u?YoxqE*wD$tX3B4r3` zL*y+h@EU70`E3xk&4hlCC!0Sy*wZ3LD%H*HP{<%RB!RJhreuW2ZWH*9bf5JiFq=(H z;SAeyLS!##yAm*8*?PT649ZGb`HN}l0yHt^`q6cjav$qB5kwLV4Xa^p%cnuQa)4*UbfnR3ugnl3;^36XlIDP+CZb7fYn;+u7&F zrL?)t+N-Fg+IxzY$jIPxiQtY-@q zV2_*RM93gJ?;N*8o?>@hwyxCq>Cwfk6u--;U^zJsFdOAI3**b9#h*>;hM z`xb(=&}EJ`>T9CFyDzud+{1lQJ;W-kZZ7ebu?@HeJ&);{wx7eh%R+o=h3uO&2vlV% z#q{vqr$d~L?qT=K$d%}AXiPl%B}EozqAiO1L9agv;M1~07nv-SaI8g=AwVI#mG^3Z zl1Gg?T`6(q;m$;pNp-^#vnur;Pi z*B=o<J9poCr#ObEuKQRwGf4bOXc(wd_u?^Gef}=a= zh{cVlrtr|cjqaS8L*~$1FXPZ>K~pg;j3F*Xx%^(e3*1$HpF%y@aH`gr9!rD2JeRIxbKYX6DcA=X_)SV~V#J_j*Ic{_PHTyvf4!UrJ zgkDNNd?z<#d=&sl>%Phl5uaj?m)Uq?9wH$@#IJb_8lTJeL{u^YJ=7GHyZ_X5gtL6v zeQoZ+T@&kk%W`FY59w?PQOa{qMy>n;O-DcwWu3KzG_lBfsWZSs3Ay*y&MEWzPc1W8YRtM17&lvDhhzGJS%p z%r_^-`&As8E2Wk+DtRR-n2z#5U6Fe0ma^hsk5ygSK)0_O8-9M)z5z|p_{TYkhzIU) zEsAm;`y!W(+1tRgH=9b+Rk8xW|N1Ko-4vAV;lgrI*hLHIY|tC>L*4q=ty%38fDL_E z(>C8qid$1aIibFvd$O!nyO|z#+r5J&(KOXk5YOV1Qa^XyuSffCy`n{1WtWn#AXg9Z+ zdZt0uK2wra<*$tU#MmMe^F)TW8Skd5IbAR47^BKL@X_*X zwDUxa_wYoe!w92ynb*X=zR~fgpEpfPQJmjbK zcB`UGh(n8c!fdWxh_NVc-i6hZK4I@N^Usz|ue4wJd4t>{n+yPw=GPi#7g>m)`EQOc z)4EiA^j>WbDx3oSsw1`^pz*^n(Nl(w8Wj;Ls?n`^4$asotRzCtJ893q_)1MCi}#zG z_OQ1(Kajr-z3zEV?ivBz4B#7bJC-6&!)+2-sDchHDt4q^jQLYH3j_I3{*~xcW{vcV z?>>t*&17)+ZlrR%T#x?sjoEK)!!%}oj<5yrURaOQJ^D-_#B1w{lXD_T&Zq?&E3JVZr%4re3CqU^t|1-H zXEaxA$-FkK1wK~Er} za}Fq4AHRKioIK~|b{w*Z4Q1}`Haz0Gs21+BM5&Ak4mtdHfhKz=ZG0~E!EomTU$7_X z)_{YlNZj8kX(NA?r`b3TNDQe@Ce!tIB$yC*2MF3=>$ivBY= z4*=?F=3Qn_sn`QKMog0#lgLEcy9t^lw$*Bc+y!LOpf#Izg+*{AF!u~1Ab#mK(=O$f z71(AlG_W6zB-MUE9j`&m8DrF!y}&{ng6HmLe1L=CEj!pgzI`;z7!lI(G!sYJ^YeLf zGzumx{YL58X^I_B9x1zf z^7f#t{L8TTK7mGE3yp;>y3naYH>v8hSi6D5l4fTQJ>Y7(ufu}h7 zA44GuUo&~#iQ>|o-f;IcsGg5{4krk@-boOxpnL!4P4y-H=X|!|Nn&WwO3?OR(mCkW zPh|SOfFQ$~7gL@~T8n5&^dQYaYV{JU`We+vV zO`k3kK7qho$Gy&iqrL{P4#Ha^;M`Hb-fE#vK=p*87?g8A=59dOQ2x%GXK0H;|As)0 ztkW8^o4|9I937`WAEPK7i4oqMT=rQ!Z`?`z0(H^Uvnutn(Q;w}49VbiiObrAj0 zFjJLaPAzB@;Byi2A$HV{uuYDH&{Ne1zEiYDcgC{mVRPxszi;`!t_G^A8l5b)v=2v= zVno+5ppuU6ywCZx=*?2Nbg#1`5M!V4VVil+-Z+7E^DW|&;i8zQa8H1l1Z zNShRti8I~y)W=U`Hdb2*NzIcT*a4bOG7YfW|AGQLh`vxs%v9B6PG6PEN~!Q?Iwkz+ zAR;6-6sXkiLCe?=G4&*&qEbnKW zyX$KxRpm?}N}ii6FA!+kX7V(J@F|yi?8&n8R?3()^=6m#hS^NBWVN8>(^mKE=8i#K09^WQy80Q zL}vC%RMiETQVPwI34-B+X@nY$|Zfw7}iLlEDa>GdKAVk zQ|oev9zI6vQ@w#~%5r+VOSwU2yi7}V_%pIZa?%AIPhw*&pcHZ-v(YHUx1ou@pYJF> zc?i`Mw7s0%3nC^dUDC8Rn;3o{@j1BA)(3bcll@r$%BV^aatA%yqp^Z%B%7nYjWA4)! zEAdX92slfH?nD^*$HM|#0i*vB94w0vO^o?7?NCC95lzl)GxpgR zq=I#{;>R?J%hMXQhZhvrrT07L{IlXDZ)8#Z-K#Z~f6}mfTEz;OJJrR55)4_$58*Gz zUF$wwCr|X4gEmoq8HzV;P5qe}KwFdD`7TN#6GKhupTL1P0tEJ-V4`giYVqAwwU8{n)Z(z(>HEf10f!6E1JqUxhJq z9+mIO#d|XPO|RNEnR|@z()2<$g|GUEyB>&zHe1En)AlJ}g!_NL$c6Lo${#jZe>uXl z2aaX2IB5+NYyo?|Jt)}T4DAW}I}tux1+-hcChvx)2dzJ(7L`y)mcHqGISg*>(d59{ zAdsYRr#`-Llc?%-vDz^Y0sBa4wIK>J*A#kjQC^nY^2EA#66}pwI`#0;QqEjpJqj^r zHOpr~>`ozV>Ault$AJ0-diJ#&4;SCS+C`|?=L2Oy)~|D-_*xB8Fio1@wC>rHRf>CW zF{dyIK|?+*$DB?if_`ez#bd5QwoXThxb^@Sua<|A$Gnm=V(0k#AN|dAZ-W?qOD3pG zHFgdK2;v9+vpvFDRwZYk!}{z13$9Bz1K}CE?#|$QpCn89-E3#pY9~R2@Ldai zxGba^E@clBWeZe~G)CX9c4}DLm{Y3DPFXyJ)<75>5-6? zs0!;4XNWPP68{l4|4~d4hD_PEu!ve>*oHhcrqO6U0s`bGkX6(SNHXhnGj!i^H+X!m z3;bsdWUYB1ru%}bmv>pl^0;@AE>f*MECVxf4bk;#Agg;6`eJ6OT3Z{pD4Gp+MA5Y1Q7H* zDi6MqfB8LXlLSlq8%{t69v)=mB&BsE^eHY!?&RvS_(_m=7(=L{Yv}$sB5rmXqy`hW zxl-?cy=gKq6e>Du7&rTJnLScTFLxL$oMv z5C4F?)#>7E)cd;u>ZIh=xi0yz7oWeLFPnd4|Kq7FbGJTsoajP5DGmw91ONpJowE8# zEIJOVGd%IidWDHi*!)XJT=LNr{kn`C_fV;|4FI7#qk2p!?44$M2tyruGloOgLP4ZV ze>+}9#oB?mv90k$i!j@(v^x#Zr()%?@Db9n?1I9;8ryQ zRA;NsHT%$uO%t3^rTr|8>cv*Z_gAsqY z)P==k_nEA0xPdbHd!w$IGA5dKBtLL5oUXX;9)C3x(n$mt+6h#VM>}Yb5sdAO z@8sJr-QPN(ZxWKf!V*PiC$*rlJKG^(RNZStH99^1v8cx_fqeR8>R67XRgj4Z9b4i#)P;ms18L}E*Yw$7n;Pb(cC z;(*S2hiyB*vioV10c(Us?uhF6Qe_mtOp*HlawcD5V}y^=K>pUXoGkGYZMYxar?oun z>XyFWolfMxM>!quz04>UQzpE2&quC^arhz~3^DgjlEC$YEEP2rDenV+QIm2(eNj9& z<X;&v6-_I zTd@l!(e^kYf+M0oUZAm?%rV^;F-Ux#7|IA2g-AHnVHR|7C- z;ut>j$`K8-wUXj9m(!&0;4wxYcdKQUK>l%$54cI=^yx*g`NeIua{_ky+52q62HvfE zlul*#ck8GpGPjY->TxImBWsh=ZLD#*6wW8$-PzHbdb&)dF(4#_DD9`jz{s0$zIK*PRYYQ z4!6yCSQ6-L42?+@a(|LQGQT@OHbh@y6uO?vW=P) zn@oYLMCHv4lJjji%-3IX5Wg?#co+8K^d+CZg1ujvPri$wQPzt=dkJRC)=I)O+{jU~ z#m8|oKf8%0QGzn^7prtC-laGG!XLbg_>lfIt1HFu`pH;Ev(7T`&BOiV8p8@b^zS6Y zb1m~7)Wv(kg_!Jt?w^ZDy)bjbHgKv?lXh3$oH?t3N z<&$nBqC0A+5Z(f2+1yr;m!)d7C<2p{iOv!fcBZEto({>}7jDP8g z7kutYiiKqJDJSD5{11OfPV+tC^b(rJb@<#3*{l0SOpKlFaGduZUw*m8yx$KBtw46f zI+}S|&=NIiEc`6b`$;_=o)6?)>XReX`^j>;X3>b~t9&?tDsOgH@f7{Z5OU=?D@UCW z+c?b}>Xo;v_rl|H+505CFZTRa#;bhSCF9w?PLs6)&8xFisk}SM68uYZnhDNpmqCjd zx{;H3{{yj>;PRaWnm=erZNW6OHcizgPOWq{A+WXT2nJqmvkfTqRC=&vb?THo$vd~3k5Y{G27!yY?D3&dC%IYttEVFb1v z*l{A>W;ed?R&dM=Zx@lNgad6&lxJiPZk3Q#iA*UPZnp$py)eWz#3!PBj*G(`mD%i? zV3*s@*?NvKY9XcZpCHzI>yKK`OXcspUVy^m}` zGdY!S61+2yaAP-tq!D5MN?c53JK_F6eDBpysR73#DO`EeT`F>b9Os0&wTMM|lQ9)v z2{*K_Wzlr3QEM+{!sJv#RPCWt$vl$emCHm$`!}GGkt1PaF@7?chI83|(38hO=<_*`Yw7PyPmE}51XX<2$N zBU;wAx4092A^g;nM_W$RA56>G)iJ~CK(-TXh7@tl$xa5fxkw(jMBZB;ni@OtrBE~Z zG^jtpU6@b9BQJ!z^9?x07S^vh8m@?Os6M_Lzn<kp z{qY5VaU8E>RuDl{W%<3IO^FB+a49Ejq_j*T`B^_Xxz1EYzLFxmYb6!y$O#S;C^O}8 zRTOt38!=9tj|J&5Ny8u-JBI}5yhmL)35__R+=0izZc&FBvTHb@%yt)`uZG|S2ZsJ%iS)WpTK8!C5RqP7>Xnql;za@)RZo}44&b@ z?xx_VB3maZ3jNxf*KHWUhfxkaa2D=ks~;3Sb%ep^;*Axf_@pYib2d zskKpbVx^JN+tGEWQ#In^%hzh@&`(7jY`@ z;!yfs4&e95QJMv*uYR9cAgMOvN6!UyCDDFm0B3Fa5l zz;b5uYeYD%K?usCx$%0`Qfk?$$G6JZq+|l^0ABrZ?3aD@50%5Mn8~{-Yx$it;Zq;y zC^XCK0Nw9E<{Y6_?HK0>f@ z4+qc@7YWm5Wz@Ka5q$cd2S(}8AkMJ=6X<0$3fX&CewhLiK<3G)67`r{<5 z7M_tZG%Av$FK0i_vDi;hg_G)BvY0RA_R2%}iTrUPI>a=yT@9Ldhsk2U!BH{@!#`J@ z4B3d$dc>nVO5`Pr?eUvPMR7_H%LICBgJmSM49dq~$8q@gYm=Jtjv(|@(IgvFq!E-s zMlwadTQ;BpkV*6GY--aRXtGq|RGQ`H4M@Zl1fp7&-E%wgvTb-9|42@=A5RkU`Vnee ziLoo9yX6U6%Mo5{dQ9xLVz2mN+{o5BgthYBGQ7J#MSjVXEp(+Ne=>+!g5$c34BGr02U!}MK<~ZDMK@rtt)W-Dg_t#7jIHlrF5uI?qPLgi=DviknG?Ix!c`_nQp~o14$E% zCc7DkjS<~uX+vdn!&24cj!*>X?Iv>rCJ4(J)Fh+Q}zy|75QM>EmC$mT;9S`un+B9Hk?a+>dWN9!;Y^#ZIs zrOK(Eh4nrYlN43VTN}#a5)q^Rnu-l-O6b|^G5wq4A+cEhEdjA4_XUYLtj$qPHF(L26x-w>y;jBex!a;ou z@w*o1Uy@KuB=&p)2jo8PKd6gu#x%4ckcBc)PsEcl*P@kxQy1Gg!j7|z3TiGS(7+l{ zh{;qY9KSD~=rf#KWG`1bTlrDpw=uTTwhs})GEj}Z>(BsEk^v_Py)h`{DPUJmvR$RJ zjE30Mm5nLoT-MFRl^ojMr3XI3Pt>$u;4A(+F$}Y=0y+}p?xuloSO!~ufd{ZmxTeD~ zL#nHY=PGQu1WN#?J^yd4k=+nvo$mU$Q0%`mveC?=@fpreH#?ta2;1o|vDf{6K3j^O z=-P)p%6W z*;`0BYHSL!t4|ITY)XV=()xZ_iHEUYM$`OBljAlTksUb&9T6M@Yh;wQ@j5bWpbtUg zHL+LgGfw(Y?==zKaVx$NKAqzPtjEZhdayNey{@h$(3Gx-W`wuf@UdinzY*?c%6ed0 z;z(@N3Mp}7s}>D#3bfotY>4?j;AS{i!c0vvn$}WxXYjsU6FQaC$L6C?a;ep4bNYNB zw*ed`9SRt_;y!5- zlp_$wYoD|`LE;&8#%$6M8!1dA@0_SOjot*y1Xb?3l z;+c|B8zXV8D6)6dv{m?!JX{-wkK-R2VE5xpoDh*dPoaUI9Y^JVwO9f;?)h+vDit~4 z`^EgJGDVsSL%QQ}8LXIr#n@{yWRp;VI(fNB?CI3!2MNA+bNX}%DY0i!rJ5?)Qwu}F zG_GuXt{25l^bI2PF%pu%zU+g^Y@v*#yCZqdL8hzNJ(!a$ad!wZ|0N#Ciih0Cc!%1dkxE@ zf&ESJHP{r^^^-ACB%?h*u(V=(s9~0tLvXQOeXf6gd5|i1a6|_ggI=xV55;M z<2qpw?jwV1KsML87^m>mfMb!A#eE$5!%FlsreP}igwwxJH)g9BX=qM!Vo#-$;3Ovvi~`R(?>0F+1qIF8D*Z0 zBUL4#)qqn>q&!~cFqu?Jp0<*RJB>D1sEPhqiO2A@G@cIPE!>VdXye9cX5um#o-h!5 zBrK+)LX7JQR8|{DYGI5|mT1F?cwMBHy;wfe1v14}q$G*0*pV$W18cAqPvTW^yg-n? z5(_bktg&fCdHOt&Fhc{51%Ok$_fmx>1F=m_a;qn@jiAv%B=&Sg(;OFNaxdWItX62{ zsSX~;EO}4kaISpS1)G)YHMYQ$NI1OFhaW5%Q}|@Yw#!-S8~*B2g~|+D;WXUCR{T*0 z^?5sfr(wDet7!g32BHUG2QJsKJQ{F{CfRDCvn`fb=0;9IV~oanw(L*JczQ{c$!+4( zRBDDZm4;4JrpTGtBu$2f)VZlKY`ILVP{}ylOZH^re33xwT?{grH<19GTymPT3DNsy zEB-@R`yYXM3ohi{7{~dz3cJ|OAG4*8$@KlN^SvSDV|wGI2Alwrjs?_F?V@m{WNPb+ zBR(YUq~N`=91q|NIsE^{``C{8WIE-7K1&6eWzdjDDtY`oRePZvTExT|>*8c($-4Th zcWZF^8`~}(r-5jeq5@8JEW>lMve|KbhPyEv-DoydE~F+LyrX&?H6sY|uL?6d?&!3SnyqZT)9F5_?V} z3kh#4LN`v{>RvrUE`7d~JkTj8lch!9vr}1SEOhY6KM>m_y=BsCjN#}W2E)i9ygVZ| zF&rRV3?h()z6zB|M!AS==eS6`wGQ?5G}jU@fHMf!%jseZVR|?dd!CK^dB?7*2%lmH zmY`=5(>5h4){^SO-;<{T1J|lVE4Tf}oV#!jB`KZ5s!2uAN1ZF2&9 z)(Exyf@cms+I#{&;T`FGIwe}lQV)F_qaef-jF7$)8(NwQ(AYVhI^awZO>i!CL#DJj^k0k#iTXhSnfA@3V&c+k{Vx}lg<9x!En5T@eP#vP>ak(%mUqMeFMqU~@RWr%7 z)^Kt^8PFS(ii-uPKWRZNQg0^vI?=PQ1_3!5a4ho`gd6y0)L`n2QCNU0I7#otJv?qC zGnk6L)UC%%VxFFw=D!DXW~|l7qWs_@Et= zL(EvykUeZ94ZYuQ%$5rpD+)hPpuj&nW)sqn;SN=^|q4!GOLZy?N6zzzKb8 zg9DXtl1Lu)lh^HZf8Zn1*QwObsd4@6i6Sy}33lQOnb`9X&4qihlt5a6_dZCukvqgZ zj-w@+=*S|TBY{1VDVfC{jFIoQ52EyNcd8|0FVp%U*KPWWU1U#-^*fs%Aaf(UDa4^I;l? z%i<&@n+6;|6SWyZ_<9V7=gJ_IYFvWW~2rtz*l+Gk;_(p7C{1=aqyk`VC4KCzB z?QY@I8impZVGUt%zcilyp{2ehKw{7SxLoQ(J10+U(nL6vf2@2&^=<`f@@5ixE>;}M zuAVXz=LiMz5k`dM^*LVvP9Cnsm0mr2H3{Oz#)DolXvihSybq@E zY;`QB!I3W#5v)Xy09zhYY3onMZjlM*4{S&8Acm`Tfq!-m{Vq6*+WaGFJpIRO?co#k zK$U<_*<=Nny>O8wslkJnYPhS2E`HCJ$(4Xm1y9g)bedk1WJcqP1PsHe`;5;5#=hh{ zj;hCb&e_WIRLd0bkc(TXj()?G7{PaK;bZy?T{QqiTT;-E130kLt}6#!zKGXcE7Nrb zN3BOu&m9q4@fHW1s#a`mNJCS?>2-KjMbrF5h`k!a(I8|KC7qh_ycq93o`_p4DqfO~ zo|3EP;VHg0a`ZePlZMs{`E1n*@Xbt0rZVnRNiFPHz%g-%Z5cbGrlZ(rwKqn^p|$vx z1Zl)*E^=Yl0`7>Z`s+CX%2rWB8s1o;e*+@44sN}zpk~Y2IM;b;oBmeEfSJS2sD-ZRpt!WJE1YS{>46GLu_t_$b$LHZ`jraW4_e(wE1< zWbT6R$$nROjUJzh0|eVj8UUgzi6qwt*(vw>&;y})i)M-yuDw2oYc3um*&Z9>c^#-i zws8*j5UyNR5kA5_B+EvbT)Rc>lB%HR(wLOks~<%4On6cQHw&-Z6K>JJ1 zA!Jr5i*+}*H7wXV*jrg8*#>9q%Ajg?1s{r*=R_rL2)Pop1OYgW@DZ8FCQE!FClbhxVqs8Pw;BdxjY#Zy zL~f~g2e)7b+M-NMeJ6#DMVI+70P7==;Wt$2PKMPZ>|fW$Z6ayt!_p@czVxQioFW0| zQ)#N(*g7_$HXh}>o8oM-xexxP8uQ#M*N_JKpct({mO{XB;Bpba(%O=1recf8rC+a* zwlOLdIK=hy&=GTSCq9%8;X}Ne2e5)nqEcL^zDUJ38hz1+!fBWvwsPo1urkckYlF;& z=O1{TJkJ1}mt;(IP4=7N>uEt=dMNB2Oa_N*5XSiK901@di1el_<0=5qxa-(NVdtQm zwO96@59b7YL%>;MS=RdYV)NvM9%~ipxDGpTI!5CvysWA&{)!hwG)==8@P^POLF5HA z#7-txCu-MCR@16XNP5{$W9TE9G&GX!Yc7O0f=0Bl&wMUb+h<`eLD<-u7lz?eNyAKz zs3gBzK6HBy^rPf5c4YAmW?(DcCh#2>yLZ0B5x^E?EM5Fi!*+zIg{C1T}J{22z&);G-pVjj?hm-hS zkreI?)0nQ0`~9XctwrT}91AV(BRl)0Hl7f<8OqC}E+O(;-d$x=51v7upAm(Tl1>A< zD|zk59H;Km68A>87H=Q?jz2BlE0iwQs`ilS6qL#Rn_zPsH=;?2$h78AzNSHBjM0M5 zN-D39BftczhwU_`k6~w&2G;~Cm~X>!O51TZHk(?oJ`L`JKB21$hT$RdD>G|fj9dH| znhu^l9}h&Kk1FCV8kN;O47%flN>^Vspt9{4h2BWSY;wj`Y?pkTTd2KPVMFwMNWK;d zJ(*Ek3?&UUCRH^IM8A+1WtWNcS4MW4BShKzNQQ@qo!v80vLpj{P>)61C@jlf^tVyA z8(t9Ye^t~HG_2$G9u3P+RGY?WKM(f!6(_E5(=nS<<_6Q0sY@2;ulB_ZVc=JBGfl^# zf5ca*x>2d#=W*5rBF$=ooaz_g=BO-+*f>He@Oopt01jwmy&RRa_Oi2{_8JOhmK^Gr zX=Fl|P_C-I|*DS4TT179A>j0FI6A1 zukYNZm^FK;7Ld)H<2JKwxPn)@UmBlP@hnD1b##vN3OMQHy-{1YYm4v6IfnW9MgmSF z#28J~6<=d3wLuQ{k;JwNQ3o43_EI;f+l1Xbb4iuvcs^n!=>h>xd!NvjNdoUoH!?Dc z5iw;%O40L!sv_zRN@+BZE-duBOpcX*_`Yv8(8|qx8;5uO>~U{Kv;I#v4rE27aWa+i zKORX%%5WC^M|g9}Fuda<8J>;5wj#Z)cfhd`7N3lkV`Ct7$Jc)8cuQ(V=b-3Hj$_x2KJwEWc!kuJl8R|BGXm? zPIY|9yKvt}HlDrlxJv7GIl(pE3rFrjZnPL@5*{i=1#pa&yHEXMK-iLwse}r%E|}@z z<1Z{d)po)8_(N7YD(Kt>?6}3Wp+^L?fY0TXUWj7Z+*pfU!my2Pb6r%P+s58}*2Hz1 zVvk4~x;=s$a=puVnsn<-&)5hD@HdCCKWT)!$bqWTv_74$zLW!g5MQJnnagl3iKGx8rjU3Rs6)tS&N$$uAOg{JXzS z6|TC{w?QtQ?KUSWSF*8<`>NL`ig1U&Ie@LN-@b}hdd@`3dvmfKKs!IbsDUSFo;w$W zYZGK#W$2dR10VbFjpYp^S5q*H$XPTIe0y>1Vi&u4(}fj)b2iVpl~zF)9^EhnSK?v5 zSFqSp4eu8M#d3tGol^ZbC+m2#P<4_1Jg2|oD!+U4eF07-UhAxA08S#d3FlsLTH|f( za03-1J@!($yg1*(4d>0o_>Z>p$sWsGoL40y~OAGtd2;x<^DZ(}4Tuze z(;@H7bw74_KM7=%4aIXgFp7LJSDmMVJWo1*9@;&2zTu)eCE#X#C>pta8=P7uu zipsP)9pA8Lzh}SHmgh;}v!=*1R#N9Fr_NJGrEAYncUJIRDXOIs`6^Ylz4JWg-Qu}C z&tMwgpZnp>iP*rg&|aB1U*QgUmzUsGpHaYh{MKQDTVPjo0`4Ze^Q}gWP}f^b=b1rZ zem-D*&d`ioqju?L%wrGC=R7$bCwaK_>yuSX@$mXwjIUMlj3zX=W)+J5H*$CTJ9_wC z8T17>xpY#qxi8l0NHQ`gl|F0p;G?oPNNPvjNuKdPfJR><$4$-)y z92{4uxX)#(R?=cDm#;?Pdim-Ec4Dg34twPA$e^aGr)*+ZtnU(;NzjIcJd;z#@;c7R z(~S_DB|H5NsS(QIT3O;G6_?6tSt-;?FbNmQDcl=3%KK@;XLW)?1-@5Fp67mP1lxGu0~M#3Yq}q& z^x%NCi?+Q`g!sM9iJ!;wRFi#wtBf*DiM*E(ADd@UK(Y)1P?k9yd!{{D@sjJ@mz|I8(m9iEWhR#|--bzw_*YJ!0GN zlpizpVh_Nn&S&l%(a4+{ywmUe#v!#}8;tarAwRQ^5>1ZdNQYPW0-S8Tz;PQjz_})< z-!35FoFrfOl2fS>J3mbh``-c-wKD+c2;Pz#9Lk9Dv(-c;?3>lj=e5d}w+idztBKey zUv}|^p#tudUW7D4 zSYHV}Th)2iVWm9J98Te6>2Tj6&6U-c{e)kqTuE?tnFBY;S0~{HaR)bx=-Vd+ER^MW zYD)h1pyU*WkvBpD&SeUa=PSiClq1498QbyBb0tK$TBb)$XlSp5S`QS5gse`2M3JxN?i+Bjrs` z*j2(~0`In(oa`-C>AL!AmrYf5XSw`ll6=)&PM1QwsljM}^_tz@hKk7nnqt-5A8iOB*5eVL!_lms$=uh6iVzUxw10M&&5e z->FomKghbMz9oabUj5(tqy9(hXW?c9!048)Z}!|72#;nai_+YWDpLfTH-WzCJp_Kj3Yhf=lsJGS}lZ(o2@jt1b_Ry2fB>a~KK zGtCIKe%Vh9XANqUiwFyo2sAT^f@kn`H#b+7vFv-bk37j{StK&dWt$!{@|8D>ha}LH z%aE_e`(4Wk%}qH&Bn{n<(^UM=1{x31SddR4z?t()w;<^KPSe#FPuYQw)%r_6{H#1U zhQa!g&om#W5U7IN30968+js12x?q7;ZdW!uINt=g*UEUyZSp4*E}nA>ze^<(FPta3 zvfra(SPZ8=mH(vZ4F2IXbUyVPf}ckET}42QjRd`hhv8&H51b=RkQxEOmtMmPk^vbxKYN{r>V+mfv+olESI)sWzUVm{XA;NcxxH@htLIcP! zeDezxl1iec^olTl-43r%TkOL#Y~GiY`_Y>;BgOm= z+fAGG%azE@o1uzB^27~~=a`OToDv_(EuRh&>dNep8;Xz$yd+6Fwy9D&wh;SZD2J{8 zq@jt_x%H#`L>qWdyMlnwzWCiE-gY8h_DFt`M74CcpA5{&WCPnwF6***)N3gumy8t^ zIL*%0*p!JWM@4a39E`qNH0=9Wb84H|o$IbYMg$B)FS;aBi{;~8qJFw0$U77TPAt(| zID>_aI!5}Mlt{kt@3!yiO-sZ)c>NS%Rxmh1{nCxi z$}achEK>-=m#?1JY-($H%{N*d}=cTqEE}V1i#6zu!4ufQx&pO`}ovWK`Gj3dX~HoEfvx?jZc1XJzUw z?|_pg))Zc|sOY>6D@3v0K-uql(YAI@f(Eo~E0++sDUVCkljmS6&cPDuY?lMHJB^}T zA8h0Xk8(cdK{^4Su*ZJn#0|#-VCR{4M6`vy)fVr8KgcBd`v8Wd08742u{w+dt(Ey? z{#SRhL@q+lJT&Fe4vk|p?Xw6tL!z}t;=_JSb_`=IZeIv{9ey>4ZHK^Zg(!zZ}669=B?9^fa zFtyRawBT9?dsHai$uuw;$|rvc3*-}a!Oj37S6!$i+L(0swIcPzvqdQ7W>W$1wg{zU zSXs!2<18R;tOmuG!kEu{`YOvZZ1MJ{?z3T8_wl>%mv`kf-@!E4j$79{`G_1jTF?}Zy7L0$B zu|qPQu>_zv!Y#Z8Ms!X-de6A{bR-gPQElyg` zPO`pF^22ucQtVDEgC|r7TLLHFJ`>=4qt;1Q;Eo^|TOwiXJGSO`n8W^w48u#L`DZP3 zpUUZdkZlkjp`BGY7V~jm9E93w5n`nMJWdk4JR)7vQ3P0h=5zBxxSKaysft*$si9Nk zxthh;%xa5IFhjm>jGslOK%>-aUj;bNx&h991vqo?NWd)s*@UIvM6C8uK4%injBtV2 z+BnUUSktoDE4DFKii6Q@$5I-jKYLA@VVIVSf=KM8CBjl&WC}TmYl^sNnnt^8=5_f1mL`*_NX|plYrxL)!x8QausYo z769O@<0djs!^75APLCJDs@m;K(rHLvYf0XmOy2on9%sY>$Ehzy z&8kPVJrd*-+0ctDFQ5O#dR@rD_CH30)cZPYthP3kc(D--vIB%%<>3;sL+5{(7>2tq zf%<)mSh#)BqA+@IQc;D6uT_yB&2Vy*RwL}VoCZ&Uk#i<>`cwhDJ4`85d*MAf+^drf zO_Ms``0dqx&O88bi=?3!dRa}flO5d@Q7=|5!7Q9MOGkN>F|nB5SSFc-gRj5mRKGAr zp=|{wufeC+`xyHga4eECxQ@iUUx06=l45=LVBr^ zDi`1?ImpXe6hrNj%6JzqDGz{+T;wm|yRl;xu2jCIWZu!Wgu!}P$#=`Bw!Yh=I+58> zn<1)88A(Hvy)wxgFjN73(S2AcgoRtf^54zJXKp)=o8wtovBFt{%7}^{7DKbD8Xgv* zlD?91X~3~a$_qbz;OwOioQMZSRqEe41WzJ=2&A9VILMX=E7_>8xh$p|(hNz$LY32P zmMZe)h;YhAr<{a;@G8OKba5=i=lELI%IZqUu4n@C{$l6M2$OrV9v=6RxU3AP{~sbT zRDT~}VrPH4vKKFoK=trSgy`^0TxZpW^5`HJ`|WI#0)^8+EFXNVASl|BO&(}0hD`Md z%5#O;rvb+T!12Dd!JFh@0`=5?0(4#>868SfAlUgPNTS3 z22GWdF#*@h>QY81+G!DA&9aFqOSjX!nZv^{a*W)~sq!AK^_rrgKu*VHUO})9Zo?6_ z=z~F3)9#Mv0~Qzw=1I~N8!I1DA3C=-RKzyIskip+Cc;Xejfp2Gk^OUsM(#y^JY}Qs z8r!?P28dV!jv*C@{jX4e=L-YtJ={wjcqY52A5DgVqS*Q^9O?(e=f`LzZ^8+27sY9# zhRv1y=4Q2}pbhWT7NG&XmBYE9aL&1G;RWj49clLXUh%6+cxvv|(f?mPW%u}CAk z%ZtaP<0k5+8 zCx`J%qXy%APSf4A$3MhJ;&>BJkm0PtFm`9?YY@TgrLsygajE1aMmX3RYPyEQdD8JV zUQn9b$aHtTn~~%|PajD`o8qKGY{YQb9}wGJ$A`gG3^(#1b=`0^c9N+-gXz~s_?UOR zFTk2+Ca$Bh`3OWcBb;MDZ20>AR#bQ||#>SRN zk`sItXY87lqs85@Eo;iW9>EKO4{BawDHpm+)Nx?z(Xe?rUuU7K3#6XPgknypzB|hp> zIS3Cq5_)#2;%O~H$g`Zx-`yu)H{lRJKWt`EpXV`xE_Vi5U(%oS!gGGh_5>qUX&#>8 zb6qbTx6(`sjoH@avmN6z-dp5*3nXbYSB>D)FEK905kOkvMB=RwUJm9;k5U?LQ?7Dw2_VdojQ6*(HY35KZqH((}Bo;xiJ zwrpf9{7Ho2jj?DGN+a^9|H!2751K~}#a?WRdF+@LOC=BQ;4e!nJcn;)Rg%-I0`|$w zdNz#r84+X0$poe)1RV1sc1z4Ba9xLaG)qpU*)`b@{a=coMQGfJhzAvU<&0H^fJIihABy!-_p|SM~#tC!lT54VIQ>!A4C@1~zY{3)Q)ZV#t zf<|~iQ4?nof=`n1L^j@M(R;1ENY0f{vwCI3!T~eLR367+;V7OTlCh_^Hdv;+tE0YE zRrX4>RL6O8!j;9{k~7$7MkV?*l8kn~3pWY4Nx=iy==FOo$bF89s_Rx4Js#XOjS7nd(lX_8SA{dR+n?CKOAzHq8+VhRQ(_}`#z6J1oiNII%V08n}kt%7*En% z3q6aW1{{mTD06xJW;p1QQQoUZjbO&Uu+Ge*^#Dv(p~zWCgRbFi0Y*a>c?ND?Lr z4gVeHMztP=gLiXt(3y<;5fWUf-&^5UAL(K*2qN&$7ZdD)+e9|Q!)&dsn9LRn*2Qfn z+9FE}IEarhGdfeEupdcEzPTZkw52kJb)W;9;RR*`paV^7SQ~>8_(c#5zS+G zY+jW&-06r$TXfLL9K~&$~~$KxIWb>W*-?vjC~n2y`=v1x1YG5keXaUTDw zcaIX1p5S$RhnPr1OQ{8%q9;+0N696~INhpU$X_bU>DyPW4BDutjijM}(BR6A@x9jK zJv#5T3IW6!E1jW$^8%lqr5sa@4CiED!BO>O#OhBOUa}$NGMC^^@}_rbdb%LzbG%Fz zbUn_&B=X1{J)z@W(y2dIL^R`nQ2-~twl+jsT4I9qkhH~PlFOtMV815ZeCs1=Xl%qm z!{uh-s_lo3(obU#V#UaYL9!}nTg;(Z6ZyE|M6$(dXiR`}9(BkQ)Acmgq5;RB^ro&( z63k$Y2=RLhCz)!B#)ENtu}uG2i>&OVpnunbX4FKz14)YpocNLy;ZUwAlZHMjvf~(Q zR@rfLf0JdjZzgtPY|y`}jiE6p$zu)kufp-Dca@iLz=^lbn^wvRq6Xz*+$2|jhN+s{ zWzZ?AaX8)>&K6uKOrw5yBCN&b7HDsw>()*va2{4&V=Ugr-6prbmJ%ps@hW~)X&_3n z*fCHf4gDSGDd%x7jF-m9N!TsJ)sm1K)fJaCl@PQemJ1(F4Y{OmFtC$@PHIsT4@cPf zZ-n$UrI|OHJn%}guE)jk2sUFCrlT)8V%>;>v=00$1(JZ4)Qcrws~8nVjijNUW1?3B zWD41Z6MEX?+9;;q1YvNKgdCg45_kgdX-m*k`UI?q*nJy&&_=I4+27%yQ5u3{Um7ssu58t>p6 zQLigsB)E7QYk1{K8gSxM%HtX8jq$o6q9pZYrS?541kk@Hq?LR%n^Vg<&C3Kx-4%|< zX1q!h*3idPwW+PDIh^i&1DnC;tz22)`sXw7rY>nhF%%61|Fx%=S@(i zO=5&1P*Q2ITpTor4dCPt>_)yoY||Ku?P0i_vqizhqrz1B4EJCT+5}~w8N1d_AsoIc zwr&~)kuME9Q?mBqXuv7vVq~@ZSdji@VfZ&3Qd`@}9hS=X`e0R&VqP-UPU`lu}_E3sYzPA-kLV5dn{>`~c`LzfhCt@g?YO7#Lb z1)Def6MWhQIA0k8=mC+A;yH|u$Xb(w*St=oXFozSu$`Xl@c}r`;Si~7JV?phylGT8 z*nwj_?xEJTLX2b=1EpSHfQzJ=jl9ABuNc9$G4f>JD-w;qPZp>nhhr{Ao|Drp&z>7B;FQFz4Sht?(7$nc z$h1Cq^C4B5X+|Ba)8xB@F~i3cyoRP&B-gnH;h{p=XBuGyx)m}W?VR*IyquvU8BjhI z-}RPMmd_x>8mjC7=EpdKTT5I?$pf53OvL9L>OVv&X{a3yC9EZobu5zawh*O;a}+4F zBoB(@4(m#2s(8vMzfRt6G%EWS;%CD|1+HIlu4T#mZG`<-d5yntX+-&x77aLYB-u19 zeidYXXw=EP15=~{XTx%pzk$U1%yQP-yy(U~4d z8VkerKin4-pRbDEXctEbL$p`|I0hS-Q$n7m3T_k?k@hLqYHTC}SD>fhA@|}*%v4+` z@}Ofl{oBgdc>y?7GqD>z1?P$F3NN916jp>P(3m_ZR?h-Q=bT1W@pO^nm9@mRl)-Mi zt^(YOw=~DY)Tc+>O8v${(#aS*N=@Aqk70;pJ);VlHjyzQov=|BoBf`@G4Esq|D7Zj z!FL7~bsZV-T`V}~-2rPk7=eFp>cGE}Eq3alDkUI)n~^m1es8kc5y2LnCXs`d9;w2AsH;_MEcLq@gupbO&iP6dKFdl|zhbF}6)QHB^9&rJtxr@m>QF+1r^nnfQGz-qVfit zN>1Jo+vScQZfjEM&3oeU=mfy!z1kc(Q$Dv z#uYP}}oW5Tj3-t=-fFQ|CsRBUB?y@$GS(t`=O zlq2pdQTfze>alP8>SPur9dL@14<`+0iha(X7TN)AeLFQ!(_(B4OY7#6Upb+t3!ak< zFBSbH|M4d6aR5gM&++3mX(aMYUsmXjX5wGG7z5U-C5lp1E~Pp3fvj2{A7aPFVz;_yw2=<{v(OJ=i<>*iLQV`d zcJR^wJ4nTk@&D1xmFU`wol9Wu9j7gG64r?l!49;*?aIt@`baYI0H^VmIP2k)$Yp*j zl!s6QjzyAz*;pI(4Rpm@dQu}Aj^g!EUERyTGUXyJ8@DmAsd6cN81`bHKP34qNaN43;JP+sgRnWRx9XqGWS zc$yAip3vmc6QeB4HN}Ge8M4Y0X*`r>R)+A49L1MmCz9`sHDM&u$i!TX_dA7bxK!JibPl{2I6{TM4DNAINyMY3_WNZ|A#hDU8cR7PW| zeXC*l-o{@lZJ4LwS)Wt(Is8W6 zQtI!Fj``~ET6olJA)Uzc=4;58QzY~}&Yl@! zx~Ge2z9(AM1TPca#V`PEl?WLy1I`+e zCn%hq^wr2I-Ge0tae}nIJske?dF|bj zU)X4}-xh`5wv%PeGyUBgf8YfZCv4C5YHrP?%aU$>X3_?+lz0vNOUCJ>@cAUaGyN7p ziKI9PZCi?si@31NAVA+_a>Uwk3tMn&SS(_i$Q|h3IxEPR9`=(lx(p$&u8G5J!?k`~ zp}ommzm39L?HN?==ewD1He6x?oQhtoEH$+lW2xj_hT;qNFCqT;x2}bAt7VbB9m8V9+}`!M zl{AuteR2rl`MA{7=0=3nSkvDZ;ISCybt=VxQ=7WcNE-S`l#+(_#}iSlVh}AcqFs*r zC_ZeS2*a=t3#fa`pt15WeB{;4Zj4XxE59EcaJ3?j_r3N~iw4?%KDhX~2oLv=d1~ zkI)pTX7QC$<@CtHM$0vAETkd6=hX7QJYAEMU>!AlWsZTHIN+V>J_c}-w)3j-$Kf}; z8bnb$=VX72Q07Z=g~nfQ;!({pA7dgMUfF{!V0KO02&``qZrUqD=V4r5h_mI=xVahq zP@eN+Dwajes84WXc;9+3z&3345%Do}vb=UfvR8ZBMnp~s0dV5UhvOi@eNWW9KF@NK zGXoc*iyC$%vA}Fk{7bXNU(Ucv*p0j7D5}rl{=S?53-O_kfIkPWpn}>K)D+CdQ`qEl zEIM#Ed-?{`=X1z-UW;fP4zP&VxCt%Mf=4S1#~SjPb*5)C7|_{;IN!~Lq1uwuy^S{u z&9gqZ+V8P8VECdPE6HzWxiP}ZRQ?O%Vc;~w9$Z&wKX4{4W8pdw6SjFj3k}Fvc!eOeDs(#>oEe@cY@??EU2ynLhI!=6F z&f&@gse@P?gi=eyz1Zbv{bvLFdYh@IBOhs;OgKG;+X*Slcq}K7j;6V2o*VVpLeo6% zdIk2YW%3qeLrV%RS2y5!d>>=TDg&v@F1+qW4^u9ePruHp!JZVfJIcmp$|o9n2EMf* zxy>hHyGx3QTzMntTroD@Npf5yLn_b4HmXa#N-AsR*4Db{D9>M+hE!q+0+*u{Fa<7Ke6os_tG|+$G%M@W6$_4mI6*S@|Oc> zE1bXH9l$O4xx2TjJ(b>erHJg7lo+UqM`*~EEyM_4AhEE-Kst}4t#i=d??W@=HkE(B zV1hot$=S6KRa;I=d{MERNY138$EiIVTYM$MMO+spQ6}=qE;CK=K!CHD6MU(HjRp7% z-R0}eegVfuPVlEkl&~+rc`BxW(;fei@B3T%X-T7Vq=%_vb%BF&oXyvIaYb7OI2A(N zylG@P@s`Xo$LnB9LB(PQH#V|2!-4oOE&9rqT_aucxC~q#^XdiG$V!jEKLc<+mH7d^ zjjB6o8ueGk#~pZIP4-O$oMb=aaXx_}FNik3jYhxkDE3P{0B5eKo*GHOStJsD`Qz^f z!x?4zI~9);f&yiKPNDhZ@5u3U%{*L*^Cbwnr>V)oi~P(I<3aDGGMks9@sUUxdbWj8 z2nNjblCRT?ajcC$@!Z-lfPk~#Cu7XOWBjzf(z@^AZUr)HX_V*rgptW)qrq%7NhJrr z!%tgp@yOIOjZ^)p2*w^K@jj1WjNk7VyUnJ%waQxry+CSj2zKIrpT|yY^|{AB6RWU7 zvA$MrMF8>$`O7unSSv=-&>uPQKC?J!sDozg))JmC*AsAB;dlJzGi_KhcG38DEk*Re zPs)P>noA%0gp?D>0fLJU&ZCL2#;4(xhKG5-7n?jQ*)*)HMQ{`t9-Qw2Y!|44cibkq z;RAKw9+JeT^<;aw1Zsar9UrTBDL9L)t6&sPb#sZ-;VhV1(gDXoEUs^=KpkDFfc3Pp z^VuHVExJN|cBxGctrJTqv+)HuweSfwyzj96b7*im3nW*jR{qP>2PfexFYBL%)Wp3U zxxp=X)FEq{;Ag78!TX(MVS99=$@o-&jmhbF&~547hS>z$1|~CSV#L-=lW_*FLtl=_ zZsO?6zsxbtz44_A)QB+P#LwoSM-g6p4z_22P_IDW_9 zRJ7(R&mb;Tv}TguivPt);_`BYo7e>Yb!T%MNkcdIbZdq$W*70rma(UJlT+~oE;lVN zq>zo|<7z)fN*yd9#UD*J^FHn|nE}bzfh!B~m_+i?Eq?rL2?RH@hF(F1;+tP|Al&>E z!dh)8QW@v-xo^eoG^01*bidJ7gZbaA2A5666S zPdS>j153k@EQin7@zDdE=6H|*ca-+E6-h&TaTqs*7Q>5C3(h5hd~EOny#opQ*VCL$ zM<;B@?OxJzWMh+pjAU}9C-H>W<0+aX&+xy!5jOhVY4m_dmQE3`P-|47Q!WY1Wn#A@o`Tl`%Cyyl@5{;YhgA;`VI-(|Q(Pb9L!l#7-GGph% zDdAGu_ENRR6C!EomIx;e?SW^|w3LkI6aw<%~$Jk{}tgQx|(gHYk48q$SUcX~igw_G<d-v?sB-81KmifbYcV@#de&5TcTDRFP4%-pm73fD;lM> zB&(b5v(}TbdGk3hJTgz1v`<;N@EWujC4>*t#2c((AbOHTU36=qjMAk;7%OH zG3@bM)INA=h9Qz}=hCn!xy0M1)-0OgJ{duijcbCa5Z)J;VwTsCgJJlSEa&tXY#i{E zT6l}&?Y0u0nJDgtR3Z(G_?R+QZEfg)XGQAwYa^C4v>RRyV$v0VsgAQ`cz;FgmNgY@ zR8mD*h0DM_?2XrAz5-;&c~n6^#)-1kQbGVH5ySDms4jI*ku7yQ0n6$ANyd^AJW#XI zS#BV#j=kt4+wp{mnL)kq6aK@wG4^>i#U~sW8-4im95j@Z;(&!|DOP}!P7Q4&4gD13 zA`nfTg{>GWUni8f!Dy#>=!Af3cua01FcLMjjrf&PaD#~QJ}HJzTLJfStbOH^r=E-l zupvT)b+yE)?m?|sWuoP2WB>jc*#mM zk%Otyvz3keWPrboP;E7=o=A3)PbO6*2G5*;GYK~TQ62eq7sqyMLkSiKYM@~Wj6>)q zmizzVpvo)qxw_+dX=0QVNkTITDMl{5QzXoEi5S=$8HGC%=o9=HaMST8j^U=L2LT%C zyAE({?DiW+tO3U&DNDWf35J!ZXG)}|HWt`_q$UeLdzu~9Jpz1h z9>4Xr1{^B@r)2G=s*G!?H;ob{9g0l7rQj3>Qr z61LCfM4`X_#>GX7pJ>k(IicA0XQBklMBI##^1Z3#YSErL!2*uqUcL!O`0XbwT_n%N zDv@;UEet9pn{4A2aN=q6X83V9iR2|;3jH-JEJv{eb>;68F)e2CAw}2X^U+f>oU>`D zI3*zl3Bf!oZ~BuQT!`O921cvEpeAk?p!R49TWu_cl7YFnG)^X1_>snCs8N3tZoYwG z8bO(~*e6OJP~3>L4c%qNItSL1-#PEUVob{lcOdkQ2s#Z&GA4_-oNozKbs|2(M`52x zy0+Qp-gYff9j^8`nPTArP7RSX)F9>U!ZO92tuU1XvUo)i=SnY)4Oe2B?8EjLQY=jd z8+zk)_Th27iG>l{WSc@Wdk2kdV=vu`(oot>i}irh29F81 z*e(IZ#wj#IzBdvpOF-p~Mg-0u*q8s|1)N&sB6JR_pUwDLzM#Rm9VAqvSP4CGV23qLN7Ca0}T;KK{kS zIE5o3Jhqm>KD`*<2=IED+%@z?gb{d&Ms|5UDNC~C5j_43A>&^v!Rb4ZH1xC(lZM*S zP!j9}Oo~$Jy`o7|>5(yHKv zWdO)mc!qs`Ddv##bmf>ej?OrVisM||fIWBzzl(1k!h6_?38-5n=eY(P%gmUENIypv zv%BsnvhDwiYeP(L(3$KYQ4;qmal4w+Q*EXlj$LX4X~kmY!aRq}}R@mH_`r=Vs8Qiy24u}I3}C3aW;Ci+kd;1+*YE{l=BPLhQ(3-CvM;n=2}OXuz=maEjMnsx%I)@5O%K2|*L~L{&8@0i)y0MeI=9LnmUBObFG8 z)3vxKw+w!3Lug|7Y8s+Fx`?AQd$Xn`1?#%uYAn%_JEa|P%8@b~>lZJgdkDYE#H~0z zP7RWQG(McBU2EJUlZDw!z-}L_07r`koQO#VR^vK9P*NXv;}{LVT|sW}v@4JqN%oK) zN3GrvgC+UzMuWhac`gZcOHlgK$eL7IN)X`0j}NCDKIbr<Y0aab63N{C1Uj<2l^iM&fA z3i&6T8A6@JmV~G-F@GwXGLTNhHmUQg;PMi_k+3G=zJ=Zzpe3Hg7vN-Jsn`?q5ly4O zMn@vrNX}r#h$2^PD7v)4dD1alo4lr;y33ND+$n`jv?3~rqr97gKTE!A9OX84-knpC9}a4KUH{w3Tz zBWpkgl62fjvnZKedD<#D^|lT{}8s)?PZPZpT^y&13S`s7vgGu_!hyr|xP$t}acsdz=5Ydcj% zqMno`8*mEyaGGL|Od1*}Pl{a)kD<6GMu{d2t?o3S+Tt;p<}?eFN@X6FrR=pM;y8-^ zrW}fPnv(^ed}OMgkW7=a;FDKPL7i0z00p0HHL;S0_}KKxr6yL?0pFTF8Ev|=iTFo- z@-KRsK3Ryvrcd^g=V&RxlFKgs6cbECvo8ml5ka~xh;-JyIK)#VlgNp(_rRv$@eVmn zvTy_WOlg+J7>hCD7)upU*3?$5O`i;6OBM8YM~qXSoMhU1lE%MWzZu7G*-hrzAk*1e znHWwUuUhblIdw@bj8dPBMg`L+4duIq??6il6g!7yd1Y-Uk(7TUlZFOUJD~;k1uXty zmHD(tPMbVDtRk7SG$Gfb#Zyu-7*l0U>3EVHtPn{<-wlv7G>Q7o87}8Q|ERi%vj{Ct zk4z0hT^H$v=;)>~wP?}eCgt%Qtt$puB_D8J!m&8p+RzG*h@{tBIjMb5eAlEMjH{whuFmBfs6;5N zBVlF}IhD&833|bod#UUgfVae6@Kt`}RJ-8lxrcwrWVuXCRY#3`{Ww9E4dC)zaXvvuixv$yQIbqf?ERu#NTBM7 z4e^ZSF5+Y~lg{9>G@ph^rqdCP!aidH&cag3Vk%<}PC+|9=@Wz<=X(vXEvCg?v}h?s zfKv(gh>{-vLq8v;MIw61om4iOGj%Mw4_6|~T;5Ml$-8EU$vqO0Zi=OCirvydZ^uH6 zm#@yl$8rhXhUNTAn^js$FyK5J5vQ?D97T~@xQ);anL&X2TL}lyH(nUb9cuU+RE=FirlZ10D%6i(x!S0y@*s96|GN zgfI~esm@m;#XBRZK++}rb`kH5#L!~2lU%#59@HLIL@Qi z?v3VQ?0@bcl7<>(J?48I(5|WseR<qKH#C1?tGBx>?;r=SbxC#f@e;;xzw3lq|0zA!k4&rVak2w-% zClY9n;(e@*Nce#D8(4BNGw#-KOQEC_re@+Ue1u<3xn`ZmzxW!@VKsp#*uZcHb>4>} z^~6yE&MYtAI04AUu@coK)ne%!~;;t1tw&Y&79XW7%7NK<$S$7DX)n3fnxC7dZLUFH)QKE)2Q zoGxg@PEQos^&Dg&HPMFMv;nW;5AnTUu$g9;Z#QTKl{B;$&+~=b=FKFsq>7RSbdg&j zBcqF#pqqTX9Op~$Nr~WA1P9HDm*l-02`c^(ysabND->DOl8k1Ui51w`9-E8l=%|c0 z@uwSyOQ&ker-^D#Dsl>s$Vgq>n%Bh;s9B(!Ho%w?B=?s8|c9hc!^`EEttL*zXH zjmY~}sJ{l%RGcS(=UtCQ@47UndWk2^H8GrPi|GhS;JxRQbrkeiQ!?K_Xn5B)DUrDm zTV0%p$1Km5c!~y`*hnMXjYDkwUpa(222F{p(X4PXqK`14(62hv1T&n9S4l2lBg;q= z4r131;y#3i)FR%wD?Bd&>q(NG;L-^rEo>`eHR>mHP=C)O;25h=RcL&6ck^Z}l>Ut_ z7@&MOw_{nc9VH_;MxImP2^v$U;At9FL)AOg2{_5BohqRPk4h%UH|mAereZKQkkmwT z#bB~H0$Ypfn>lh1cWqwjxiEY7ct`#dtC3vib*@v`x#X?hknseupin@W_HM&PX=(y4D$tY?7o znWYf)7mz8>!gb`a<&^n(3;xHEF@P;L2@l{wu??g%+44+&_jI<`9fWdY8^~_L_}5e- z>v)Xi*(OtQZNd$>h`=<4BWM$@=eH{g@7xXSgNx(cWnhs^8ampGf2R(fpg~qNjxk#0c$>)qog^nf zdQ>t2b`?CZp*-4?*L*J^-G+0>*z6KY*YN2-!pGv+t5S5e!sBkaTZ)$?a+)7kJhGX{ zyx0@};2qiTiJa{9We<%flgpKc*UN0LY-w^;;V3!8bM&IJ*-8G}iS4nIZE6=IsVm{A zD}UXRhUzCYQHQdh`;jFju;tDouzy6BRY_d=cf3i}Wx#$1vh%MwdaLpGr}N)Tai(tk z?u7xlx&|Bz0LNdXaS|4b^6(!~GZm$XNo{Py5e~)&_^J}M%|V{?ISwY9=}M=_VQJ$K z2`@)pL**k`iY;<#SHcNVj@_Nl=X{o0b(7Gzd)dBwr7msFsZ(7(V;PzYuA_{qd43j$ zcX7_6GoEVYDd|}mCN`gxC!G8%9mSPtP^HS=-cAtcq@kaiBWS(2_$eHWN3I zWc?^7NxC>PNc8h*R=Aeo&&NDJEUOyZpm^sAtb@;JJhu@h(^*1+*l;mh;0nY``JkvS*lMSECwsAsLcNxi?#^1l-;WVC2jx$ce(MH}!AITaA+s?II5q|d}Im=3(D^;~~ zVZf&0>qatl+c@S=}zTS`7_3 z{403%bPdFWFyJ=cWD@)LK|b+dADsPctRGr4ras{v2k^k3#6Ll#^ zef+aWET~h;vSSQa@hK6#UPap3Mr6(a^-e7grIX~n_^Z6>8oVy}(wguex`u8gQZ}3GBv3UZWXiQ&at|XmRAEiCAKPhODZZoM>(3fbds&)3ur~o;oa9 z(&r0I5g+j*>3p_3lt<%3nggXP_kXIW0Kb9eVZjQ}ARHp=J70NEY&e~uQm{>Tqy(Hk zqDMUeXSmEoP4!Hr(B8xYgf=7fM<$-aZD@|^iuI18Nxxj3>l^_% zHma*64LGruYQmh_Zb{*`kp!~;@EZZc;lZ|i0nQ)}4(Fga0e7kG4)Mtc5^w`e1?M8} zYP@aoT9g(!ovP{wH!n<8w!;x}nhd2t499vwVZ&t{YX;z)A(W5-IQ`s=w3|$juol;g zag$28c|`;Urr=C9PVHn;KViL$Y(G;(e0Nm8y@F>RqWWo*FsbZ>t5gj*u@xg?sjHlRk0dg(q&RQAVKfrU37CAwZQ_&`X-QM& zW4B#n351OQ)Mi#=e9h(5UoKRJjU40xn)MeVhk#R#0B|nBX$b#yefv}aU#>ifw@M@5 zfps*^TM8p?k||`P8-B-~5`dcF8{BUS@0)^yyiTG3rq0;N5q>Jw*Ich7$|e>bCUT^1 z;MwgZzBF@8r3pR}sRpd_jP&6E`wxpeI??IFS*`-#PQqU46wG1A=M1K+EtPxk+Dw z&pNzCz`|cm~O@>e$vQ8olTXmlL$R$x%JEvJj%W~ zg=d+{->;@>SZS&XYL@o6lq&HZ-piNdLYHE4k>b#__~kb%$uz!H7I)+&2{(#VqSZ~; zw2^SHWEZcbjqU`OD!43yd&HwV<=U%yS+3{n&mns&&5Cm|j@;(~ucl*389&1dB@wGe zLn+haTh-Y{-N`~y#fWHxx_qx3dJvY4|9UB7)Ci1B;rDvb2&?X}g{U z&2mYD>);Wov5d`}C56alV+JSAb@)trE^flTdZ1}3eUeGT<|+?T*@Xtr!GMV_3mm@T z1li?aA3^O743I>%DPEEb-VQRW%o5km$*3q|o-Pm&nn`2vB0c!Dls++bx*VrPYZhb8 z;2pVW?OkeP3YOvw($hrr!$K?|u?=_n>xz#_)ot1l zsipJ*j_1|}!{wKc&3*u+8Cg+#TH8j(*U6ZM8d!@rL#|KW8-LQMdIfDuO2qrYuqD4!bi4Dm}b%PfpXZ{O5 zSD!L44ok>n+L7h7<#*4*a1}3`#!vg;eUY;tqHa)Yzt^76E4>+)S^KnT(PD{|p#k)Q zDZ{XledIrU4Y1e^y;a9$WKTC{jbd68k*9QfA* zzw_uC*4a|A2bT+osgJiX0_8B?XMR5Cdf1IRt&tWjr3r96w>H$kdjx_-VV$iWxzR}R zsyB_LmN*UleKMT-_!P%PF<32Hw3J%Fafr~rhr$ZIZ;UJD4xwBu#rYWKXM5s!UiVuI zvkGd_qNNxBj*%t*D850nFwSN(MIPJydS@KiLRfpmZ3{&r+MC7|(Nc=#6avB_Qx(ieN*%mKINMfe1xo{t7A>Vz(r}l^{8umHXHLW_9K!)Gp@n() zkj!VMZhS3TN}qJa59Awnxz&%1ggG@4Kl8jBy(CXh!DyU@#=7aXXep^;M-EMy6t7HV z35}|wxI~m8rGrNsHsezUFMfh%p`DHiBI0?gLx>7A#w3JA|@#n*FNiNpnPeR5|xE^gn zszp^EbMQKUY1G*49N@b~Av_)Ur$tK%mMol25a|%`dnuTL*9Zss_?qC;Jcy-o8!BTw zp2iX3D83eT0{%ir8f(!~;>8y9no%_@$A^Nge1+YZhju<3$q59P;e?ns@Grmn2X05V zpjNpw;AqjJ#Z4OGQhY9$j$vRuiL0=P;L-t2&=@Vz7pGw*?hsoPjBosghcQ^xtO`an z;AqjJr4WBseJ$4SXLlv)|G({83?!74*czwSX+FF*updvbWjm@us z&H*Cx(ix1|?bXr}O__-=@D29M<9}!##yRX5iuuZOm`KCED4i`i#cduGmQHw2we(kbFsy30aR@m1_yHfw<3`g% z8QE|?R>wlquUg?%(Rz&OK1`CqgCSw_A zhZAn>*G?@(x2mah878KvDE~+cI zK3U_2yg$qLjZfy9J{g3+)hEX>()7u>>RiY19a@+^*=YLYsE#y_d%*dth^h6nsa9MQ ztqitdF_l~rMse&ll>Fy>0#Ibl2RoMVut^vgf$0RbcTvssjp>}+i4ktAUVPGQ@v0KX ze{1rYB%DmvGFxU%I01LLaV~#y5AU}G08T1~6L;sx;|vTmHF^fdsL$rQF^@{@o-@>M zn!8!UGfbbl)bOVf;-eV=!N%CchC`Q!WwLlSesaJRTumalX5a&s<)ANZKJ91yfor%*o?>Jl*+^|A9=RJm9g02k>TJp55RHI#5yygysAE) zLNob#GJc>kcgh<4q>2bkBXbEZC7lKwEgEpbkQ~Cw7&XZs#y;gZ-H4A-PQHI7)CE?0oK52PnEi{+Fnu`1IwAy3Xg@9XE1CACgkpvv0g1t={H*cb& zVmtfrj0te|qk_81_5dq5fy7~2@k}7UIm_eo!hkadPfCwVxMDnK0j$l%ZZE5@gYiCw ztJY|USAtw7(SV~x15QxV472&G#S%B(d5uXx=iSM zGvL@cC7+W%3>!A#b!BQ41#l7wCU>GO!Ruz69yP$}Oinh4_kR|FGu;Q^)MFbAa5L>R z;AqhjLBMH`$Iwl@>O)h)aG}=3TP7o78ULy%eH**6O*v4P#C!9w%gv-}L6+x?_35X4I}K=3b<}{PMN1?A zryL%}N*Qy~7~czLaSom|Z5D1rR&k;Tev%o zr{it%3$rZ7?O{5Nvk7ST$;j#I_=^0@kRfDgXPG~uK=ero)0prDXsyh z1Dp3o63UxN?@kw5Ba=E~Bew9Jo7f#~Uz_DQg z4ThTXuO|3Iu#5z3zzUPMWhyqKKY9=nmZ*j64D7`4uIqZwIM(J7_j_ z-^e1aU}%X3;MC+4xlB#r-Z+G%;?*E*H)UY5)6g1?aa588A*b!gjKV9s*b~1|sk#iA zxi~KQQ!SpciGr4{G@qtpCQc=%a(RuaV-MPfbV(!1o5}WhwzCRU7<7G_7xX$HA`1C)074r5F*RD>kClYL#T+D(a+4LT|Rl zBh-s_J@?}raAs1c_cEC+o3esO9S1L-8-K<&*)mDKh>1vK7^T)sg}@MyU8kd1O@KdNCW) zj`$Sq82#I){VhQG(E7(|3kR8#fX@ zmdB_=tdWNJp7wBojb9ZX;GrP*plFE=;7r3Yyuw~HmM)B4Qb*kQP6FY;JF{+XVzQx$ zv9@&#&x$J=*L;xIyv5D*Zs{WdS8d)+xVxx^6Xf0(%Q40^x3hKLcZ0PmDj$xg=cju} zyVHvS;FQ5$GMa)V$o4oDQ)yJ~Q8{l?2|iU7|7pO+n}QJ>PIlFW?fCa(4CLf)PAhk$ zj8n)XOijQkK$kbmj8DGU6%@nnoje zh2f~@r^^R(=&W@!1YcpdR@1XTZUM)Et2p_mu&15JrBrm6%LQ`l#`{ykYg9&Du?*&L zL{7H6Jy!9_&Qi~L3J#i_){&HA5r=a=8{>M3qju_?6Hp&tk}bHh(KNt3`KbegFqfFy zir;#WuTrFadMcU35z@py7(%N1yI9z4$iXy~+M*fy6Jl=U8S2xRdWlH?0ULV@->FSg z?KZrQ4+(i^eSKwATS3z>QYgW-I4$lHG+0|`f#OhtyE`OEaf$@DqQz;UxVsjIU;%=+ z&_W0hq!g(^3-k+p&imu}&UxQ+lH7B0@7$4{o!Ob4-92}cp?>i2T@Et^=X}^*>wyG+ z$t-Fj$yS%Y9dBiSzOoqn#UlZ+kliL#f5-Mm=Xi9P`ej6BvZZ8oz97LF(aos(y-icY z)Y`w*CbsqoI|iL9G=ih4o)_k^j7%+sgxONufJA~Vzw!Ht00(<^DiGjT!E+}vBP2co z^w>g>xDw^Odms~t+~gX0@*#4B$VgK~Bhq)N@_lt@20)kY;!q|^TLsEMT1hN@s_`ul z;gEqL3CfuqCdo`*31ri}5SEX0s!VLPaQQfR!cP*!qdRzsK+uAlfn6xtmE9@xu&r8stz2(NmgYg`W*d&sXt?CM%6z^ zLM@Pj>BTfhAw39pPLH+sO)Gu)PNC0iimDy2G4D-SST0ayj1uBuGF{zMytt-{uB!E$ zI)<;>>8i1QELKlUwPKHj6-7Lct3YPD9m;Sp_RnSY@kNqdaI#m*7XTABYlH?q#nFiaxxuHuNM6G&QGm8N&Zw_a>n8DSx9>KoQXWMAan zcfT4*H~lMqYr%_n#^?am>hVzi_7=%4(afs~cEg>?Z9`!N&+V`2ly^%o{Id8Nlc&EX zwMh;n+eK(~U&EMX@o6;fZZR|iUm_do2hAr>29h?<0r!bJZojGTXLs+r*mp90tRN9Tis2lLP+X z6iW16K*FChOSX;P-vUh-1!#gyVY*8T5bqYu?D-GVJEc=peXZiKOvC5MSWv*hwK+(Zl zDRiWUDq{Dc8i}QoTqPAjMi=%y_`SbXDDx%liwN> zszsUf(ylqa1<~T@5F@zauD(i#Cj4%D+Y13%C~F&}BVM-1Ey{(?4eeifVGnLp4PPY{ zbvI-UqL3+I312>CFJ7fXqM0D#&9UQ)E=;sfv||@FQmKs}Zl;3-I*n9kt9nuseMz$o zLTE@8pZ?fkGI;&!y_&RQh`?;QrC7Y4^sEC2QI;Q2Us^nYVKFnqfr}O1425{?Yw*N< z=JbeK*AA&VKkX?k8uz;)(j_92MUrg2vu{mcG~5%#XbfH&%B3tegQcz^H^D%sggUPG zM4~hk{uba)e)*S`OvKAD3f{;FFle-o#cEfPzRs=f0dr3a*AlzXP=x*IJlj4R_+E5} z4_o+XUy-{p@r+ww!OO0V4rjK^E8?5|D7tfDK3k%^Vm-up`wak+8q@vjy$PNUcfR=L z4z*L6i|pp*AZ?i*!R9MqmVS823Dz1?b!|kvf@Zt=RBkgG{A?4-e)i_xT(h=CIbK5R z6WoQrMAozQIUgiTtR7r+Jv@Sqyc-lbUQO#cvAU6((zNNtr=JH2ioMn0wmmMxgcstc z%9uu$Xh--?&<@#UuQjccL4N*O`%Gz?H)14!Q#gW4{5hL%5Lko0Izq91joQ4xA>h#< zmZrSqrPQLH6rFwJ`W@HSSv;k&#~D*)2w|^yoWaX7(sqq|18zD` zT$@~bVXUvI`pqU+HLEsz3IeA^@?V4nj?;cTrwLR$IbAfhqNj4Ft}~jF7tzh=dsy1= zNEnG%2-v9**&IK(n2K_H9kVMg@ZLfe&s&T;qv<(e`ul*)Mz!?bPC>;8dzXyY3h|!g zm5m`W(=A_a++CAqIhm`~iMn5{oZ39x!qfR0Fp>V1y-@O1gfDOoRN}OlX9CNskT4#; zyc5;BHn`^*ROI@p$L_uvig>Jyv|5L#CrA2JC_lha|MlwHpx1dn_+#wVfly27Lj|~s z9KaYzQ0R1Fa?EI*2IpYA!f30$vX{vTFNcGIOVc&0rBOre&R2M56porSTUp#?XC6D` zR`<9J#>i<`jpD$zs*aR}EkRkRfrcvW=mW0P69p#l*Kk_-fxIKAaPK6*<5vrD_UxbO z^aq*yGJi}NzYhi`j{}0&otg<)?BCjuq)=MtAu)-&|NqV%lK^F1wy}!rRk1r}?a99ZRob7)`VVZOFz|9V9CM z69`f>cSEx|atcWdsV8d$)B??)Y+;0^F*6DCA8rGoh%#=sQf$tRu#n?f3&j&oscrcl zgaYpv{JjZ=uI+NdBbRntuJ%8#%9#Rv;snof7a86}KGS64xm?pgGPG_O>2d;O!o)U? zdfe$|fR5v8{*{%PG9tFmkH3c#vVu4$I*vRVr(KI-A&{h{U(08A%+$U&$ZzSVT}3S_;_x#6 ziqYd10F6M?KJG}|e>71zs~Xhrz5A1unQ?aPma}GZ$a831&Ac1tD2zC?VWf7!zW`P* zaPq>zA>BNW{fW*u92Og4krWrp1f9U=vg7NEFn19pC&hlSF`JePS*o$?AhHyfmy|#5 zHCUwY&X+NXDWyItYt4IhJIG%4(tt3DZkRC6R$=O&Fd^GGUYgVR*M-{4r%Vm{vqvkE zO;NQM)&E-kO?iZ@qQ%9ih}~1;;mQ;4)R?ktDJ&Etr#FW?6mj%4Vv=U zi#QkRyEKVcY+v&~ctfZ?wUzPeKVE8() zU${EUIA=$F3I*`5leM%K@$hDG`V6@`p`OLQ{Iky!zN~DCqiBhuxuDD7@J$hc*)v*Ir2=?77lD2_O26(u5v12S!*T;WMRI%l?hWXhhRj;dE7`ZL-0jPeQfGC}os&Pltsi?@S#v{Ah%?_rxq-d+F)qkYlS05P(M1XhC#dV&pdQ}j2EjbHM z-O-X>?xWClL)u)LF+$b*qEEohIbfj|f`-obh6e5cUpf~}LvY$~Zt`scQ>f#OWCgZyW*Tyja+u=XRl*vxC!eD_)R zj&Y3SAu;jeJ)4}3-eZ0;Eu_R-jj+&2-5_C%RITmZ8{o2*uMJ;p(2oW1u!Vsmhzw-b zMhk%Opda-m7Bt7e5rJ7waCa|T|GbCE356V^n-&S!LuoCLU3*U?8@+s!uC;$qY31s} z9*n%b)13xM>f3v96-n{QEksUlTyX1MZ0<33qZq7)hV%R-)VW!lgcQOZCou9WMy?Y> zG#9MbOHvqW;tKQ6Z1ks-IaTiDV@mB9#g>2Gf~6!Qx#&WFIYI*-eZh<`+}~Pr5y6u+ z?d|~QVUjnh4C%BN)UJxkuHe3M@8dRJ_$O^$^)lHX9W~pZ@a{IvwE@MM>#uVZNLLHa zNxmAznn?}M@z7L?PpQ97x{#tdeOG-Lc8_hOfM*koXQuKc|DQWJ<3HG8N~@h5Ac}L@ zSR1AFh)eGx*Ck-IW=@nGE$K43)Z{@i8-D5qsG=-%)~xQ~%(e!q)O-7LHi_h5m$AEA z33KeL2$ZufZ()8Y=NB&xV&w|GgzFfnf^-!GED{`G}%KumP1NaT-ey zk*V1MjSO@g(Heg2*{NHA7Q_}{sp_;FtCIbAM-|kvURi&$`MLYCn*Jx-tMyM@FxabC zccPVO@o;yAi8wf(6WrNJIX{o=+o573Wa1;BrKBY0Go-vjRT4i&A0L$%wPbvzpIx?Q zAM*VT8$rFHz>3{+xO^UIYr&_cyiXqt&#(6$e|38CYxc|J_3_`ACq>w`JllDr)TtMA z`mEZJhXwuxZ?Z#ZxLN-00_K=Uwpgnosg&?X3@oTp?_vw_knW4=NJGq<_w^Q3%LpldUJA=haOB%d|CC_6Yef7)4RoVA zz-BC#Zkk9kb?mDNI?$qYek-425AF_$)c|e3D-&749_bClga_(TBsIq!p7EG~Zo;$J z_F1#mx&&GNMj3@M`oa>=H>guz65GoZJEJKV|8TKDGxXzL#-9*sujx8^oB;_{y1qn) z3Q&4h5Vu-iR#4o!IdL`Rr8`mb%#h;>o-2dD3N!7<1o~O;=FR*V7SWHWMWT~5O8JlI%-m&u zRQw$SdT;dI?}9SY+a&~@m5c zGPb``@pkNqQ|VrXZwF?hs=OO{QSsI|if5eUrLxlJf79?fqO~4)RX{r87+Aa$tN9vi z3jCrB_wCZ30|07Qhh143vhnv!;#SXUJVOZnXrsOmu@~-v$602`TM6C~%TT<}9MT!$F*OJqp^^$b+1 zkr9Q+(omlWBjYRcR<_XJxzBrEWb^GAh&q*W_aLn-*+Kb}rz=q^s`=H+H>}OL0me=B zD!#X`ELAw59Zjc{Ntqs$W+9e*4n~U;|L6 z!Z>Th5KVLxZ`+r@WyGkj#U(UYsBzztF_oDFFo~8zKb3Eyz)N`)Tyr^uxDM64E^c$n9n2WiCXl%i%-z#pz%^;?O`hF zRQn9Qs89PetDL%UI|b%*9|{@9M8#Z6e1tkkc^InY-xpEREY_e_9Jgxf47E7=zAe4d zEldc+(#gdF51c1kErS+j7CfwLRVsYcc+Vt)gbqcN{tQKg751$Jly7lhNq});KPV!0 z)Y^n92{`Rr^Qw};YR)l{8d}@aAVrv+_y@gP z%<;_sjU7u<{8J)cMpLMDL@krsco?pT=$ruw1dy(W;_#?R;J4UYRo;F5?VEOW&zlCAfQc#C*wHT zNui5kyNVH_>mK>FVq$x6MTTj<&V}E1?TEjQtXDZ7|FC7_84Eo~lz^sHzxGSU<|a~A zb7Sb|KWw~|os)esOvTYLJgFKf91gm>zV=>67hG8pmzdFJf~IJU1{l zY|m?^(Gf={YywNW>FTxVX7+vse^@XlX`a*a$f$zFA;5>U3N*_-QhB-Y%zD^lcjxm8 z)~wW`W~E{Ek?1b*M7gm25xGj6@@0ukcq?dANOz3tyUa9p+v&rCT}Bfcl(@sK=5Wj- zxHgh|mS!Y9q!;3t0+UnT3lRq9LbX4b0XrooC#9|1Q-6R~5yGL33jHS<#Pw~m)^o8% z;J1*gIa5S_5o+w2svsh$*!c8HqpUEgX}abuRU+bI5^jP~Tmrt_WDODG*8nL$ztXK)N!vcf%#!`96op2yO3MwHAH3w%?>yj-9etMXvFs4VjOd5jj<{zG=Op&4v-ttv7C~skciKZZ%n3AO$6yHLE4ZyQ| z=p}T}XSdJoeQfQr2)<8)xx6O%vTK9;g6lu0Wa|65vHgkVC?_Te%lD+khAe%0^IrlEH)nwAR0^=;BgHN~87k z+2c3}d77=5!9y{WV5Td6@k@Fv4=yoiTMZ}?#w4v$4}`vupcgfG==gmIw@pl=vZ-5F z#(+{Z$37+6Uemc%!A*tKsvkapMDjJlQU z*nzFtwt#bL+A3rz73CmWyrx^d*il4O^$?#krea|KoUQa_*|?|ebEs&+{u!6OR9Ru@ z!w>;!Q?%6bDNbh1)M9?(x~_lrb5>E*6N#{bkH~;HzpQ@kU31hivtS&@z92>kE`C|iJ3&6~}br`>p+O)H1pjjAA29e<|b)oF+^;{iA3+gq|}*<7nT1v_s}9nMtle8l>_ zr-FrC(x>(-zk2CqT1{s=f?ZV6s^-ZwT5Q%K4bhy_j>JFmj(sL3FUYU!)QXxaqJUL? zY_`^S{eyGkuVJ7)aW{V+=!>sfQDY0qy;H$Y!|9wN3lQCk@aOSAjAKwQhu(S?3b*j_LcMD}gsLmqtC}cmE)g1it92_%L{0u&m_4 zJ|)*of#qo9fPABjG2xE84eJ?L(r9wrmJnr5-LeKnhU8^AQ+gElZE{RS96}9gzy0u3 z=2k5@?W?X8QkD4?qyDiJ>+`8~2*{vR+33IIy5pW}M+GEh9ouNBI=x!ylM!&v94*Z|klLKpuT5pw%Vdq38Of3cI<<2Cex zPKHgei5fq!pQedWg4L3d2RokO-ArK}RR7ifpmH_S3Pmx+7 zi|18fP@>a<8+-h|QQCiG7n01}5Eoo~e<@&*S#h2&4vGc%Ikt%e4^s_mqq2C(JYU7| zLL1+{b?|`p%^2+jB4=}*`w(5q@-hC8_HFL@I?^pAVq_Wb&cqC=qAlI^^|2io1c2+( z^ra1{Rs#!A*-+U%xix1IU443QP>)dC`MWLl4Oh~$KM>+} z!c$^YuO&QR+Y%%Sbaeq=)Y)4;fbP$>b#4 zviCYGIk75A(rC!U$N&HUO;$!i4FG^S1^}Ry5Md!bN!bUV001OfTXAs}TXS;&z-K)p z!&)UxmtgGjR^TL31Y0axMf@uhT}V2n-lv6{Dv{%S6-kGfPH5)17%oXnRgpnW#%3*v zrp8a7%tU#|sf%h!w6XBg3GVXeeSfcEycYg=d^;4j{ww&Hhd}@cFp51pF> z#0C4?`g-}yKAB4D-@jRF-QT@``~a&h080Np|J@9L$6tWR%eA+%PCcf z1kECRt`Pb;WTkK=7jgrrl|e@r0@QE@5k&d{W=iPGK>=7%ofy=4N+KB~wP+7Yniw=) zar6|DKWK2G#VTCsu$Ce}=Dey9nIfx;_^Xg!;P?>?L!HFJ=V)wDbD}^Q3lH6!_xPDSoZ z{uYm_P%jd25wRpMi|QBo9*cNz@uL`quuAimY|O9B4ILxh`J=)Q4K#wR2(1+`>Cs!T z)Du3(*bW(tqMD7ex99-1;A_I$zcCWE@_>gh2PH$vyut5csq9$0ih-5J;tZEW zkerV^Ew*ONp#+;5(3QC<%qPw#oKNaarX;mh)<6xBF}yX`Bf;a_UCdpk0=<2T-XcN+Jxx!ZO@4 zKDDoE-DP^^QDui^2W5`sH03De8)ebu!V@4%Qj0yyhe?k~fegtByD7g3s|oVdUivRI z(pfF(`%`$6`I-Jej4Asm|0(BmVd~#(!Zk%zJ7p;)D&Ji+O{KmT+td(N>Qwlsy6VMN zSk&RxXjFK}p3teMPMFezn6rBozBczXx41>Q<==$d^dQTRDAOsID;|7j63wV1F4wDA zFJ)3wS98~%(zI9guT9dnt{JPMP`Oku{AFSbYjeJMyqIk!+u~D8s)b^&kydM4`mI{G z!Pgk2bYwYhg}=&En`D`1K54#wxvv!FEc`}(f(kzfU~s}=!{NgjqBO(_h6IM3hWZm*6Q87(q#m_XwfXBe zo15(qNX*IhW%k8KF%)g+|I&X^^ivSZ&H09`ps!dtvp6j_V>d0e>e0^7ogFwt>gZ(M zH}cl=ERCWb?-BnCKUnuvZ&aU0U#ZTlF3w=7(QZ?2glW2ZR?cRo6}?T!fu&Wo9jWDe zhp$tO9f|3N&6kP!yLp* zN!ISlzVbE3wew9ON+ZT6G)(wY1SjMkGFlQ`l101(vUo@U237M;E;bzV4f178UF%P zGnX63BvUn)9n(6KpYfeXf}(=&v;vT~o#{a_&)vXr)1XKCt?6kbA|#?+!obXC?+2}& zT7a5!vzeRMjY*u6oM;?qiP|%`T4smIMj?D*xx%yjSC-Jo2kJ}$8Ik$7|Z{L1o^vVrSz>mlS~>lyi3|8~rq@4|)=lNl2?;kC$C5)T_IX<{gbb&_u}7B>|d$k{viL<2Z2@lmPeoO61GYwPePA@WR}y- z;AZdFmCJrzCj%q@5Esh*kVbG_NsU^aoAQB}roxg-o1v$EV!%v&&W~^`glP0Na=SXs zDwgVZ559-1A^ys)B)`O$8=7pIZ_-9wPrP?zmK2V5>5f3Vw*cTt_EqQO^)`J=MTOP# zVJdznU8&`Z#CU8s!-cX}+iCl98~b{kQm8snrO^lW%T)NU`bz)V#-FVPn!@_Ol+RrI{sBZo;BT09@VhP7=8L7)0rLYdaX8FzBa{}WnC{} zOmwOH`}U9B&eChIQ7_DjLBm$(U!Qk7ipt9cv>K8lXT41U@A$x)+xC--q@c8qhu;c8 z_7otp<4$w0%Cq|Ct-phs;RMkRQT3ZG{oe0Fmme3qOGDupZ{z}`NJLmd2|j%HpLXYS z$G#;W6*`bfCgTg?1?zn%eCWPk>h*UZDMk{Eo{zm0z6u0$%u)p3ORrO);5@U9vrRH& z(C1bpRLm-WQTiSD~un<~Ean_o}gn&uNKJf3y-ixINyQ}N9Fl$Llj~nA+ z1_U-yn#-su0swyW06<6t0Pq6o3W0zsPY?ibY61Z8X9EBPE_q$50+2tT&E%ye0RN(s zr~4r-Bo`T7cK`qi_)?PPCA<3JnekC-mks5@cu&nuRsiXL=xltWWk{$hGL zYE`auP?@-@#uyG^!ebK@f_k7Oua+sYk%+p6gpfpB6tW*D6~k+nkRPWVaL|bK>-!F3 zP?>Q+MAjUBn+h}%D5e6Newx=xg1mJgcQuCd31#I9rjM$uf2c5FA7mK9y&9?B8C}Sy zK)`OWBGF^h%4Ii?`uk_<&c&GFTS803)%_DJ&IzNl8Hf0b)%hUZ+l26M6DIy5L@|j{ zxN;)IgE~;u0L%TOB`KH(IKt%z=2HL%NF`pnrmF61%Y`Y=Cl3@*5-VndoY5yh=#%x? zQ;h*|yp7P}bEw=ZsJ`Ea#ntQMB&~48;1(sV6?QTnKP&Wu&#J`pt*{fbtw00d=i8i!yIC0=oI?s1>J5LH0L9r0;pK`=pWd}A0A+I)Oq5Ro-u4g<$0h97xKys3zXV*XL@ zrJW*Z9k_{+Vkpq@dr!g1s{7coTVftZPs#3|5pa?cs$y3f^NWHaRn0-Rg+<=r2wN-D zKeOuJCzMU_`Kd658giiMuP>_!BicGgcAtToeT_S9wBQ>nrrMcBZBML*1$9&nI~I1y zf)eA1^|G&E=p}`!hz?gY26h}}cDrni7co*M^_hkt$MXSB+E{P|((P)(pE2|C2IoC8 z^f{Mg@pt7XY{#m+VKN8yH9(sLxhIsNm#v$Q{8hpr*IyGL5QUS zWxU%?%1zDvwirN|6rMm_`h6`D38!K~Y!1<%u@(X3^Ob1Dl=3Gi*KL_8hnSNqNn9Fu-rh1Sj>$I!3T zS(+_&CblikZ@0?a4KtDs?o-<#;#3SHn+g3j?ZQaPBKiz`#9S;S`1KvimdYlU!Zl|Y zIDPgzLnbl^g+xV^tDBXDO=yIB`bKmSQB>SluODMiq6G!#aMR6%5$32yXuZ)&f+#@L z=(o5+4?+<)RraO0A%$%@;T;&xK~i@9s;dR~lvnCQxbS-XDrd&>cTd-~Of?&1jUWB3 zGnqR(G72fbs%6f(01hM&U{el;vlfpM0~LnEuA!ZF996$5O5-Pqx-DLLYV~uh zhEw$Pn6WA70QBt*#*W6%qn(}P68pB3;s&j0=9clSC!49e^G?YN(QWuK-ci8H0O{4_#a=`gx zT07Da^z^GK@8}}lzot+eF;1BD(+kKuBzY2s{ei)-+rx^e1P6Q`&h#E5bOC=_&{W#B z5{7R<)iL!~-3LQjc~XjyVO&O)m_8#2mB0ujlqyO=xRt9`nifHOgS}qZfK$34C`~IWim^#Bul@!d+hUlNJl_5^dI{!#=V_LO;jku3Kx1!FhDeeuvRU5%-nXn&0b z)rs3jO!=rw>#k#e$4-ttT@7latsS8HvoKF~KZy2$MGu@oIEmNz?APqD8qyXdZ~&a{ zi!_4|@9e|AYaheI7GYmHwXcc%LReH2CKvmZ=_&C)BS=Ohx19ymc_(ZZd5suEJf6Z-ifysbQeLM_1 zn0$@)B~HuzGrWY&A5TM>kFJ>6>+czZXi{i((`ECu%JAny474QRh;rSt=+_*@{DUzB zAF3ACn8Dq{GeuNl52{fUx*QC$D#T*)coVtTABPl zanXfX;oAwsXUAyLgxoy#u*Z>21Qe8V9$y<3Oa=Ry}Lg<0(ok4>M(o!izT z*Yv2xFY%K*L@mXw7o~+>Hv4m+x-=B-p`~JFy$jbk)1i_fYwlJ_8&^dr_~?s^V3ckP z*LTnOfg_%W#R%asY};oT@sGG+J#dT;=Wy{F?#+A~aoo9UY&0d+MSjL9_VB8f{?z6n z=9QUgZN4Uk<_F<=k9Sx8uaJ>MfAuU)Zh&#O|Uv^vnEQa>{{ zKtu|Atzzn$V9+9tzUqoPQf`I2t6i1+N)0g7A#RoHEHY(Mu7eUpI%_0FD#`UQ+0Bj; z{8X(k;vB_n!|>l@iTgdtQ7PY9ilR-Jc@RYiGV$x+S&Ivkpx#mXIO3cZLM3-#0vb#Y zg`5F?2=j_UO{Z>B!562s5c>?^2UONDxj+Djh%(fjC-j^r^s#%BKA;OkG{**+ie3TG z1-KJ|_b8r=MEb8eCVpEoyE3QkA5b+Lan8!K97&b?cXI4>2F#v@+#6F5wRKCn?aEq1 zTy`Wckr;nmsxQK8%G`$)!V0k)l))%-*MG`It&taaa~DBLQO3tpzH?maomY61(;I`? z)0bF^I)+#lZ>~78pA%RN4b)MbDV2#IBa!(+O>@c#7l`LLRSVfLbN3?3CF6%|dn)xs z*h1t9Pj}}WWGrljA5fu-EnNrIi~1qLi-GWXWMfgj zx{pYIt1^E&skR!TMUBeWbozwi=z)A}njJwizB_L%5H2~M^U{F0y*s7h$J_`@qY73? z9yLe*Ejtxy!r`J(w*su`Uk>>oRN94OH~4QElkxS0O@6q$!_GZbx=xwuTkmNuZCJZB z$~*AN)0&h$@f?mmmw+`{fEFqPyF^QytRs{lnGh}2t;MSaQc^g+Rlx$Ba|ygKJ5=2X z!Ps@#TAKEN*P`-JfyprNoPm9rp~!m}jtg^0Q%A2AGht9P+1|h(VJ?wS0`dFdAj2Zq zDV_sO6?Jw?71nv*d$H*UKa{-$k`hBEK{wa*MkPy;^`KP1>7axUqS1(43!3Xv6T;7O zF`qz#GKNgv+uP@e)>eZJM^vY-)vP^X5sHKj;(}33dSJ+ONTsVHOq*#$tSCD#tGi9# zc>lMj8;z+*GajfPRS1tzreflkv?t|9fWPO(H8^<qD@@qD7~(d;c-^*KQ4#Z z!|Qs}BKRf3tFXdOdOB$TGqNIcI0^B&j$=r%4~+daL-Zjd`uE*{wp*7pUBB}&Yzz+- zuYjNaVaOs4GGxoToe@JMkJ#Hx#1o0{^%X=>*;uy*llAOzXE# zcOypjlw^S-!Y!)TJeOW2k(H#kF5c26`kw7sm6hfSRWm<*;BH+r>ij9<*^z1HmWMtU z2|U3U+I99pK$D0rw&poMt=|)4BGI|DelNd2;xU>F*1O=-dlcW_qRmPgk)M%@*%iBg zw@g|N&%ctBSD)yp^{=qJ{qcmq=O7QXB4qqSj)B_}>U|ZCqlOjw^Eyisntnok8{&HG zWXGq4AxQ+BQ}YDPX&;z;;4D#9M^|U0k(qlk;kFcKdlZ|@8dvv!396I0tYH&9;P zvY}eW3t#*$`Fz4e=aGrc7x=sDPByo(FHQBGF_j+P+BmM*2LjM{fv_I0nGuYzvG_c< z*v|W2IZDvEG4D?j-bh}PyZBLYrc6MV+|aJG*1t+77~qDgB0frKDtz|ETX?8rBl_S< zc4_Ohzq&}B#ua~MybsPy@6vQ$;$^WQo4{jQ()PtN=?et`g0Hn!cV4wfeEGq4uTiA08-fC3oBb=3h=Xx zK<*wIyqI=y%j2F5O5c@>uvd}3(~oLhE3z$BeFIAj6r9Y%ArFkGlS)r_;aJp61YE@< zO)%=Bd_E@Hh{3sJeR}ZH5IchI87Y(>xkE8M&e(FEF1=d6IC-Jeidx}sD@^ZvHG1su ztLn8pWm^MU6XCmmSjrXgGJ^Vj%tzBW*m{dY_*+=X~9JuO>HBUJMK5;ay8*8>aJ%Q;+0CK2h^wSl0R00wF5_14H-TNYtup93=bzZnc(2%DB{2f zRuQf*ULdDGxQ5ga8Dw=LDZVSbIlsH=&(Bwh!CJ_#W=%$K7Onf);1N}1XxmT4G$5jf z?RK}XcPgCX9zMRN_&GF$$!gIQG=;t!J>gJPDCOjW2#uMd!ad3&(?%8&HnGpvU_O4@ zIg1!?ih0jdfg=Q44?8D82hJkQA{n){u;WucgJx1xd3w9vz@|@G{6v?`z+0Q)TMe_Y zUFIgx^eE%v&1>Kt)%{t6OfO3bHE##?)2sulbaU9M$+fe!7EG?HY-gy0qAMB>cg^5Y z{lS=N%QLZ^b`mRAX}(2f2Paf#{Q{2wMVt&(SF@w4e(dg39t}xE)c!ym^d}%jtyyWM5@)A&NYf0oWswsH74mzmJjq$AG5~KXEE8ZI~|FSL;Nv3Ea zb$KXj2jTq4*-1<>S41C;6OXovG3s$nl7XZbI{XdI(!c*?EL>lA^^#yt0jn`7OLhxj zcct8zRNxk|=v+JFdmw{4c*c6<4rY%jWT^HPY<4S~|5EGq>1mn3UmaHA_7xZkGUexl z(c2Tydb)71rO7+&I8yU)!m_FVc0)mq50lOu$EttC@Bmx$q~VWuR_Qm^%f#uO`D(XPn14nzwHdUzjM&LC6o z$;FsER_I{F2Fz1~x&u>xW6Ic@_do80wwsO$8pq|D>`GD2Gz;_U9E}|)*Z`x(-1bl4 zgL4%RVr2&N;J3RWWuFx`#&47Rh!1}06UNz%luX^8*3|)xi4X3*Vnw`nAyV@jbrY+JXVN%}0?6F)no|XhpyoN^$ zPr3;&63>V%R@JLrzBdBln2D#|mY6%!1-9eHHrHy{VAE_7Q(7?+$=yuy8f~_u7mTb` zpwFr>M)9O^ot}@SY+5v<9G_BiiFcMO#7*PJUdAdZO98ipxi}T$gSyTHoF+if5*D>IH-_3oHpy(0A8o--O1%uQE{qerHT!C3H-@xMXNSD%?2nu*y4>wF3PkX@ z#U(F9czoxJv(GTvQrerB36K$?NV~a(#g$g?8F{6k;a@njG7EW!Utyn)hvH#7+#?rC z#p#VI<#l3IJJ}_)WoS~tGdS3yS00Y0M9>W2eR;kNQcA`q&5XG2jBkrWKJ2t!5SZ~L z9mR?B-bBQqM_ur+Glu@_Bv#5BrR0=Qv9~_m_?7}nr!6b2tZ=(`6bEe_=IC_}{jMu0 znbO0)@!unQV*zY2ScwDyEh!6Q&5Ty@EhV@EWHp88xi93a47%KNH7C^d<%gwm&tX-w zB~KrNfPmhYtqrM`g ztE=elzO-}5k72&xQTY@s?G~#=c-XRR{kba;0&CS67_K#9_q$f{`uG3P<#b zr4w~p2jQg>F(j7UO~IR-IC3i9Tf^)L}8Fk*`uFfb1e#>=K}57&pRADCA*d~2Um(h8!W(pw}HO*1R-<7Eg-e!-WE}r zaQG6w?rzCk!Ji$>9KEf4fJa@a6nnrpdk``WcPz1*SmC-(5_3Ai&u5F8dXTB8Jr=1# zp_@;^K>Ya0{1vL?{bFdrhUhpOop{%N?Bf_avSCwFFfvFdeGugd-hX~-wwM>{xQ_>h zqeNKqg{)QrC)urz~V&jRt>WpD_t1xy=6q6!5*9sPnz>oQq*Yar;`6Xr{EqKX})?mr@cE^lCFgdJV! zD7sW)juV;n)CjphN+l65eJR|;pq!c%r1sgGd_ye%y~_jjjFM2X9cwD$IntAeDD7oe z_jtv^y3b@)43F?AaO!TYrMFFP?Yt*QGkS|dE1z7lXcdWdd8H0p^g5-WF}UxF&)Y~4 zk2vv+S!`m(5TRF#jrZZU5SshO3D9hutUm2+lf+zb=Fj$VmSaoI5awkNtmYb|THJj{ z7J1C1D<)}A&C4H<>Ivg#Wo8zLBhCjQ{GL+X7xxpR4d$28RHK53`U7z>wklzTNJQB+ z`vNQ>kc5r8qKj0M9QD0bsQ~J;N{s2dE%307;Q5HhO08RR0vVV;Rq8TZN1UPb9T^5fTw_%n2ixK#TfQ z^&V1}52-B-ilw7Z2&LftR#E#ypva_QkPJyp@wkH{Ns@-AW<2F|Fg8=jW~|z zDR1bJE2z@%CFE2>* zX+vw+QE1cz$|*zxg!+b^3@RH)_x&46@uB>(mRLQsC;NDVe-khK+E)z91bDnZi2+Rm zDKkNKZ{VtH8lGMA2UWMl<8V`-EY*GeykUyYP%@unRT|;f<au8wp$+j=V=o9$L zaNA*n9;DBA@T3QzcY=Rco@D-wNic4F(H7!=GNO$MeZ8zQ^v&hWncECWH~|!a_!f<@Vdz^+%YP1FAw|K4l=UrG>q=lLI zOZ?qRrn)M6z?OGr(ta1*t3By%0H^7@_Gi1dv5&Oz?bmb|!+8K4slxQwzWPFdDywET zr~&Q_guak4J}9cA6LcV{1%F_J=F{r=(8;HuS-b^XbT*?9BLU4pr5sm@n_9W^3nxWT za2?l)^LiU#ju#B6W54wYrQNY(jYQXQ;y`v5qSR&vv;EuymH|60*dPcwrEak>SVo(r zEsJw`q&C$)402%pDXeJ>@JrF5h3T)++gKQWP1KO#En*VycPqJ01>A*DMPBX@>%~Sv zn0w_+lEUIbv5cTmvpvI!A`D5cf{}lqWPZv;gp7d*U(N_`FcaL`;E+0cQ--P}v-mLu z5qo|JD_Jxup5}t5bEHdl6OAla1jzKI2{pTV2nFS-6A4?tzD9_OqyEI_*&!WX^SeRvP${*kmI^y*r&cH(pTyQApHbO=YMKHU)!f%NH_guxyUGBt6$ocaq#&Uc^sD zA601Nd%D|1Un6b8kUJ})6>h=sRL(Ln&@@E^ZeiH?YvrZ~tnH{8F3v)^|Ly!u$j)&hoIqU`hnfm}Cu(fcy3h1hCgQ2WB>p!k$Yj4g&l&>lw*2MLEaj zQiBM=;iI-RtZU1DT_DARu3VfM7XZ6!wkKFMBf{4kebgHezyfRDI9Nit_(`D1Ou0QL zonQ>OyqtFRxuQlUm<~eT=p)MMFuJwDG^ZQ1m)C{d74d%86A6o~B-D7x>HSZgk>*|I z^UAP?3OZF+{li>fw5v^C_1L9ZrRMy1QN9u%Tbb-eKnHB?zy^7cl-pY7a&_|<5{iI* z#D&jhsj>{~#!X_j4~Ck3bgs{@8vEtsUD|a%AGVyY=WKT!apH+Cac<(-ja;V1$5D3V z!Ex&l`$NyWl~8DATjLj`3My6InQ)yvt+Q*~@A0AzQhl+FrumvI9EgT+#lN86s}1hk!e{>$#b$vVJ>46Th<1!8!ZN8Vi9EjL*@dG+yekcur9|WuW zn0cJ)rNPOwJXqsvmxwr-@IVAF^Rm;n#y_!-T4LpujAyYp)hz?D=dOeHBS?kD{&g?w z@aLY;vysn#br&0oc7x~oU#G0Q9de>s6Fv$h7E*vPoHyP~!u7cw?Kh|h5B z)JeG*PB?|7y0_uyXr@aNkqURAMmGR27}V5A^78m`o5UB2c$WHMTP0uB(|*eSXJwTW zQR{ElczyR(SB{7|ra&ok*wJ0}9@C0PVM@MSwyQsX@XV)~)PPh)KbxLvJrZPUBm}TC zGiy29OG2ayHKk_BSL9HOi&|ZJl23>)(tP-?S(g{WXL9!FP5Ho%ldD-KMnvo!7tG0I z+3EZUT%-u9i|6Z6PZ>fQzyssYjby>|HPdwTX<*X@r(QrS-E_z;D@!5W57sAjo7i^vgA&U*VtH_XP zed>APOF}P^k0@vPl{pv(2}kvG-KzimQX?y39Hzq?)Ph_=-2oRFkm&c%l;c}1-#~D# zK9)ct0SI>J$-m~B{zfm*NSJh4r4|tfztKueJz)>iZEUj4A{i&8fCq>pSe~!nOBULP zy1Iv{@1jdMnmyR)7Ef=`(WG`xvCBgQe>1=kR7w=CRexL^sFXq@&> znfAwN)ZaIa9TMh(Ol=nz*j2inAtusmmcY-hyf{ zYg^L%bx}qch;9$8*Neqa**wib^#PaO|8BLWNACwATuSE<`|36#51Gy0m~8wU$Cy; zk7DTJ`29#09w=;|kk6em3+pmfL%&W-T&q<7Tg0P;J~OxMd%Sd^ij+c6CDvI8+W67n zC4+S`4$kGE85LpT6tZ_YfjMc1))t;CEa&iB4Zf8LXOw>LId|=arm5GL<%bs3IH9Sc zoffdeotUA32}8;&GGa#g`6&DUhu3;SIRj!7vOO*EwlCK+2aS-bx=+UtJ(}~i=<6ag_t`1cBC9e z((yH_Q;W1=qCd_{aqf&V^A2C6NUM$1<2iBxZb(6eB7e_eoftgCVJ_b$>~C2hcy>h3 z52RyNOAqX>?#m3(R$V)+Oms!Ct_28+Sp=!u3GdrN9ow!?n#2$!`=#SUa@Qz$4u7i` zUvFr5*dJ3@-C!7(z@68ZeWnCt*NkRHYMk3ew-V#=DH#K#Q(KK9LQpZBW0D(ZPJddL z4v9+iCb+&4GY+fuwbkkjSxf!;_}IsyMw{soxuZLV{kfJ?;g5#?VgHQ_yyyHrM_OQxC4|EyoIzALa&Vk)SoM#6RC7ZBy#4& z7M&QM=t~lIta!(u2jB6neS|Gp>awf@Ai~aItch#;oJ#YU% zht)``=-Z|Z3jc7354juYFj!3_Lr-qN8>H@uRQ=u(elia;)f`1tyG3cgMcFn3|sGMEAH zeW4JlC;^6%?_t*52g{O(`)QUe4+R}iV{>penxJ}MaYtd<}qEapY#c227CXMveS zt`tA~*_|*Hj&Jtt!Ia!rR~K*OVWC;pGhtM}H3N%i6|63sS9@lXF+$v`f+w_+27IF4 z+8a7|g;X#V#r4ibFv4#f`pI_K&`3_Z{1zJgYSlDrjVB@q>tLrgzvQJ8YThYxAxNN% zy^fP_2ZC8pbrcHK)ws$cBwyaMwZNv@j`SQ=iqBh%%^t=l4Z%41+kPY%ZJM9I?v?b~ zh>Ofm%7JB5i*=EvV3CaCVWu11cQo!+!eYk#LJ!&NgtfHNuVy64CvjA9G$9b41^qH} zHRQ``ye;a&+QfLea{!98mO#?PYGf|zjbUB{lBpWUNE5!2BdtlLG-~k%c~RCVhSv>k zx3y#wkvS>8o~CoTg$x9S4%!4Zl4Nkba;dh{U9rHj?UGA((`k}OZK~KoG_&|>6O!x_ zK6jlOzi{hPz0%^g8Z;H!olq?(##LizACtzD5uO$u9|$=lNAhjri6>I6k}jw_K!StJ zro%#TYS%@@sR4=fo&(E&j?$@X%FQ@M8HF;bfWTIO$EDt<@EiZmka)uAJ#u>%n44l@ zrCntFqKYUzkPa~6^i99JYyzu@1Qe(DJ;td}Mxh5q-Ae6&kNui_^#NCQ&4g1HGct^+ zOkY!~lN}nb$JW&cDvL118hg5JeE~o0jTXTg@zhzT@v~{sp>AxX*UB&%R98CVGgr>> z(>J-P6jlgqbyu{OeCQNOHnw-gJfm%J%F1^_}&?cx458p zsf;0tXLnZ!T1gCNKT(-cx+pNQy-v$^(4OIkzvJkPwblrfms-3!dA?U;#JPlCfSD-+ zZuCX0%%y8^LRw42sj0m+&67W{+6eFI&5^hF>^c5%;WUZ878}H<1R*%nbgvAYDT>W! zRr7*1==m1W7PNjw{=RO8LH>g{=YHiK_5CH2el=-S>DB0LS0hSP50bG2ICleq9$mRx zW!GktL(MGZlKTi{l4kIXx`y+ZFU^=-109`FqDG2HIEhYt;)?4EOZY!bW)BKbg1exO zgLm*Wf2Shkr_4;ea)XG8xPqD&sQnE@7GB_OPGOsAuBiR&-tu?<>(bXH9dS!!5=V5m zxzCGoIip&Ft8^K+yisL=9yNbL&jN{z;JOq+`_abjx!#Ge35-{Ey9=(@~F}5#PaO%qw_>69|U<25uRg35$8VNb~B1^5>zi~ zcwsveBNALMboWBiBPS#ms^|ud_zo<7hj5mGH4q#rGZmS?I`|LywuF&wc7gP$aj+7h z_{NOLsU#fy95MiN*ORS8nHw!9!;nVHm|+i7JA~C^!_A$6UZ{Rcy9#$#j1K6dabs8GWy(WT!uau($4edUjM-qJ>#VU^E&%d zZNM|(kw_~!ae07?l)Tmarv|~%533PLC}ySmLF*~+(L#CLHdTLrbq@JhVmh4%i?Bua@+BY(^>tIPD(I-S zXHd@pdI^{Jghp2#SSG`gT`?}zGlZK}dXfyiyg#D%6}x{r4%h@-7R`Pouj6XpcYcc# ze)=ulpzOHAo%wN|1p(65euMUV+BsOLaJp zJ`c@x`x5VmIP~Vg;a}mse3?t~`)3_w{4}qg-y?;08NxGuj|8Z#Kbo7@@Fuk175GgY zXP(sMgI~hU$MhsL2A9$c{O@us)d43+22D4!!R*UcNlpAow?~KCf&&OVu0@}u-}-O1 z0?MglTl!ew3$NEAk6y{pIAKt_K5vix?ZQD@G6D-i$cr(Q%O?%~sFCwvcP--@#O8O`3R)7r}q z*S=qc??DAFrQV#KgqQGk`oW9x2__^)W5%@7$pYp5`RcQ}Guz5Ry*3Pjib5ZYH`SqD znRqR!$f(VJ+>PIECz7|dwm)ZMO4Uj^Rd~L3HvaJIukk2JKCngOBwb80C%7V3H?fcdOI^_ z+p?DOaLm+C&M_f~zAS;^ad*X`HMYXT-lDL_UvZf_My|Poq5b%x_E<+>S*H95pU(t) zF4Rz9v5R;IEVnN#qIWsa&z?RW@u6y1`ZNV1od#-jEVbXeoi40pw!rzb%hM(G_eoJ~ z`BIbZ#}sqr7uL={#<^7!O5Nx)>}zp^jT68|amaxS5)k$+VA!=#D5jta72UL48Ak_6 zq@xk?L1LuQT1)lf9(!VVM{j&h++G@B;?V(&3%)0-RKBb3LEiXfX47Bk(_Bp(ozRi) zBnAH>WVBI{#sgW8Y!1yvk#fShIJRbAG678alHqH1IGvqzL^`|04Y|yASnjVtVyRCn z@{hF&uoa{2BHkjG0@i@`gT~)Y|Baw1bUvm%zIT^{+1xjv;-z+9jPUfexIQG`H`zt^ z7uS%WQOkgs<h+zumGZmil`jij6SjxpK$;-)3LT3qfqFY(C2; zuXUd-q+WU#5<{7G$Y0=Ob5{oN!tOg@M?b^X%Pra+HdsYC+V<`8H+;6?KGBWvt4c$W zNw&-;InJ7q)2qJQVckeY>HVtN;Y|=lq~pLtKud<_-&qa{Blk}X(j8TBRUE?Z$n+NI z*!fA$;8=Q2Y#~`*&QjyeZh$LsAEoHRf1gEeoF;$pYcLQ(MgNWr6P-U)-Z2ilhyQS7 z`S&k*Nq+r=<-)Xoynm}>x5>9E)hs{APb&)YRg81-f~ax3FCWrv_@NSa$@!8ccL#68u&zw4R&TqUDImLqbk0sGZ|wCk&DcoX?TF zo3G*ayZ&6>i;{KDi z%|Eo@Syc{{GztiNj$S>do$5#W#+5`(Mf;E(Ao*X#Mj7*n8?h>(3b2Mp-~4i1QHoSp z0sEult*_wnhvtB6)Ucrpc;5?KYqaF^KYaru@!w8q1H;-cKHua;E+gM_W+`y#xOBq8 zI;Pqsnh;Wri5yc~D-5T?dwsSh6m;Ng!Oq8d*aTu0ko#==ReM*wB}h-|T%;XekHaci zv@XhIs)jp^P$fsrE8SmN0(=dIse}a#KG2&l2m7fYt zggsMN@@8utQtmkn6n1n%QE#01j&9`Ps-&CWwgYHz6bJUrH#)?BE#^ZipHFqUV%qRx z>>KDxUoo2=Q1PG}VPYxFl<9u1kl)2Ga231#^7Zg1H%$o=?739urG#T-5nI8Wi@CO6 z?SK{YZxm@^w5fK&W5(j~JrYygzbFuPryV z3}hv;$F#`2PugGHmX#Kd$-;^prFVtj!u~4N6D9{EojBG8F+rtbvk-|Lo?YC3$4p%5 zpc84Zw5~U)35c2D%pgya(4dWR{^LzrdMX@^LW^u%34Ye|9r+Ll_R7(_#auQ)3}p$- z*^JhYl~}kYWR5n>wpDlg0sa1?MLn#ld}QDKA^%=bCVI83nWcctj5DRcLfU_!d+RQJ z{|<42EvT&1_YX4yQRM7`y3*dKhdr321&0{C#=lV(o8zuo+FTKA3QSYJgA-gi!9a#f z+pcg>Zc+e0m55#kwD>Sgz_CleA9}#lW0pQ`51KT&z=X^C_=vUiRo7osEm%Z$w)aaGamRmi4%|9iwQK}7J6 zl6j-i8WQBzFm;aw!<07Mhmv*SR&k(+a)FPxuzy}?p?(gHHM-KZdQcHIMe@-aw&rK# z(is7|uylSD8gu=gapp`j3c)ijAu-<6{5#Bw(e(+E{1H|n3LRkdH1SrQi^M(-y#DKk zb9E~33P$$BMP#AtQU&pfIN1kv5RIp;&BJEkHGlE3JN)dSl7Ah7lsTs7aK9+b@dVR* z>uIbv&5vM&o@g@E&Z8#Sa8-3z@Pq;_6b;cr!w!7A3HBum;qr?DEicO&It~c^UB<3? zRWk$cx&uapEuQi19rTUfvh_GI?x_&NdX^Nb%ftBHWd<#SeCGIn0G2>$zwt7``A7VM z?=TZxQB2_yK^U)m3UBkbexsgW%GRweN{=YE42NJx@lyvDZqBvLYVj(ZIP(Sv(};(^krI&aJKFq?3Rne zCVN{bDbFCB#2UhxCDqB!mY!;*PfY~6vAi-Daud38Qq7v@`7&V`ZsBp4caa5kG$BRK z09{?#mI#!<43d%4n8ZGb^N_%XlB88<+Z`j3e3$*J#WuiL%*Li5p2`m)iMmAZ6sD2= zY*7H@5o=w8Z{0XMYD5t{hY<{@`Q;2pB?v*o&`wirvzR&~AqW6nDvj8l8hr=ByR^(v z<53Nxv7b*^-)?9zQc?L1(8Dp0!O2x9$;sY$!v}z#4C$v_mTieAXssjoZlY?`G7M&- zCf$MiR9`JM2-LnU&Jv2J7&MR2yR4~CSKK7^sck`dqA-*6C8LGkHN!p}BuH+PUt9TU z?JZ#OQ$lDZx)Y*~V~&Q$uZA#qln)9( zmqKbz2HSV=0hZwte2n)o1y4AvZ0B1*m+mc_%SrAqG}It$DFJlJE5E@xCll|H1j?mU z=0~W}a%jHmSXz@G#xQ-2y;a3S0ProK*T+Tt!m(+v(_-WCk4;MDE;x&lX8%r)?fm_p z`RC#5j)iw+CfvWS;GknRjb=EK0X@4@<=u}_!r39V92kf_e2(R89qkh($1?gY!aW?| zw|JJbKlsY0TAPW8aTm{uoRHoG^kz7N9;!R08^)o49O|kO#P?$bD$%t+#=p3tAp>iP z3l^EC0~yehfg*zzMv{cJ$VoV+e|3 zGD*c1yy;P(_9dWakZb!bcQD^plH>FNHM#kWP<{gVFtY$_BK+kbfSSL;EC|4Elu}3% zwXk%UhtFKpUQEs&x7F^%dl(w=otq>DExdT#EQZwl3(|`38L`|yLK^&lE|n_UL@&%G zz}S0$-W``!PmWch>pd*vQVu_o`42~ODTlKJdhND7RK-z#vLR>yT@CaHGoWW?54t{f zXuoWW5!LzgYnXx(UeDuYLQTviSbU}s#QY8Dz406Va+ts)1n<(PF7S@bOat?=^` zv6BAgOMMlJ3XB2~F0blKf@iyyo`Iw2GAYP28tsR0K9}$uTk;wP*~thg0R545#&u$Z zIKJjJKp)0{rS8DLfgt;6+N1^p*0q!guk0Lr>8!$UK8$iZD|-PB#%Xo}hye7!26UxX z)~0Mr7&_uGJ+7nA%1ow1e`>FtB)#tGJKq6%CVWMoIpO5ny5c^sc*~;g67eBNs4{Bw zG*;*|Ifyjze#2_wJqxDeE|#FU&l15D;yhSj#q5v73NlyA-1`K7Ojk# zs-MK@vux-QDHHDxx5pL1LW1iw7t{4xTNb>_Z(YG}SMQ-|1JI?@R?^;-7zpzMpr^-T zhJZMgpY+ICBQcdBVv?OHltl9W*BJ^Y^ZjaW-}5r;vlB*(()G&(bzk`d(53q8O7vH0 z402P0xMQVdl`idg&xVPF^JN-s%v0y@)u?{2W2D1PjCug{&iI8svxGGG3p_{qVgBlZ z*9ganq$Lk<(Pjam3P*5l7Z6m2o>n_$uEap{@PqW5**iCn_}@L z-t(arOD@~81w-k{$I#ACdEAU>O&M|u-Br$H#bH630CZ`4<{_-}!M=tdx4U+BvlqlJ z%=ZA$%aA6VG0TBwwBqBQ0{TR1ilS+-uS^)ocC#c(`AMD*5Oys?*f;`uRZYG#7UdKv z&~&^L-{yNNOA7HDuA;xgjQGB=ESQWNRKM!#&K01p&+U`@8<+~{`#9EbTD)%HSA38H z=>Jk*dpcv0A0-s*VlWc)bNX}xR5*$7W&Doq925R4p<+N4dhAX1NT{lN??ewz8=2Jl z;tqO=A~&Ads|?t-fc~8afNsQdgp*~dTq~T=omBw3hassRwZ+re%y#<}9nmZ`RZnG{ z$Di!2I9sEPLIjoq^L>cHR06tr!U2ODvLPwVgM)KLt$HwlbtCf*Gk1HK7d(pZ$r z0EJ;GeW87=1*9*sI3=ktz18oURvl>bQ(A9&+lNgR+7>bwqXE>fuo!Sf|xc9<4 zDF?oy*$c0vUN?-d+(FtRv3QR`S|8~sqVPKI;Wb?rA4YEdgCkc#6b0+{Ixzc||$urU$7j z^RWaN>#*xNpdZmFe|WGk+ZR=DVbr6JQVz~x^s4(9qZM(JJvg|ZLb?B33WS>W?po0lAqh$ zOz4VR9Qqk_)CYO+B~JOU;+S%q&arj_jUB!}7=Q8gjLpxpb1W-?O=*{fJLAwqPjPR# zBpgl9QsK6`M44)J*3rtWk)!o8y*CNMY^?&WU~Uk|6J1#p_4zJUhdV;ilfSVLBMIlv zAR}JFPQvahcmw_IocZ(=(AQ9%ZNmn9glTw{>a-IcM=g{^E)L(cx22*GMthm>8~7a+ z6;XzCyq9O){1(@_+#gzfoWvI1lfJAn4q!Km>&`!_%jeABasaxSNkpVm=y@$5CkK0D zBPP29>O>OjiPXQj%wk7X2%gz-C#K?(M;7=lJ#ezFKm!fHi|C>=xXi*C*q zC*+4!5$UMu0@OEa+*y#E}H&_vPnr~&Co=G>zf$^bnMOW3QebxF=l z^s#%GqPs&z33wO3W3inANu{uh3ibtyv(XXALkKK|e_Q~17_uWPKl1~Ac1|;}?Pzvj z)p-<1bklQ{0(w2hfHf))6#B}tV->DwQcO1ZOv)S3M>K<$)}D;Mxz|2D6eB$V^!jo_ z5!--XnJQf>F%iRnQkL-0f#G!omHb@7{3h(Bs=J7v@Hb)pAeHG6eFEw*Esu!SnUsAvf7tbq)g-T;P32E81ZPe6Z) ze~WbE*imO(wM#Y}<#IPtq2wfBmn9!=jxHETAYVX0-%bGe8NbRC_CFHvw_q(kkyqvW zp%ZCCIflV-d9pr)+DoK6&;y|7Vz2E|xOL7yR+b>L%B4on%%}D3L~wdMNf6wM{`Bj3 zes?X5!5%C_BL^o1+y`{;n=(LePn|c+?^z0**ob#B6hIL) zk2XrY@-Yq<< zYjS14YrMyfF0QJDL-Z!!nvoFL9&g}7j=L3jA0yGw$x*dH2lR|2=zFaS&gjiD<9kNI zoG#`WW?^HRn>$R0MU3*I`kEVd6W#2FrS}+ewBJW8DfDQ0n_2`_Otc#cJqO);iQQzM z?pIqg$n~E>3H0IoY*x1 zv!ybmk@SqpEE0KC6CT%qUK9rjMtaX{otr?i(M3HkU)Dpn^z_h_5g5V#aYl@M2k2Q; z*FJL%=tlIS`h8C4^J)g(;T`mLdY4jhmhS>8M}Rg~m4a%qsJ^D&?AJpFIuXFS=lUjxRU|h*=DzV*h%f1MfbjvnUQ3#(^<;2Qf`rE}e|Mj7w}aX?OimYWn?rEoZo!Kp^Uj z#?+VDk%UC~AYG^~QkJT-$|Nz5DZX}+!oALqtTA>tEhtkQ7xAISn}`hT%PV;8TnbNt44fNl>Iq{(_|2_cquRvz^U z@z3FPD*09Tl1kwR9LGsq;lTYFhp}A-`PZo8TA~pFtQ-n59HtL|3Hy8)<=`x{y*3F` zJui`f(oWzy9B-4#)zkQyDq*CH>Ed)4Lei#oSA7Qp%0MR?HP{t;TM}=jX?a6bZ(K8R z%oKG(#0t|>mbp=--uZL(Mkg0OU7g;fcGW%+pHcvn5`b>Uy5lzKo-j=S-9T8nOUTie zmB&pE8t4kpomn^scrnyO1BUqCWa3jWAM5Z94sa0vj6bRAPhuA~VJT)~EM8(?wBfbo zsBWW$Ygz@%(}WIfbGKK3; zbc6h|ROmx7RrMTFBV5Eg4*e@F19}GexUs0(p$VW%1?Nv=g56AS{eqvsNZU?KD3`Y@6Mn$VD%i>Gbp4Ao?oUEe<2B1%|0`wSqZIbQ*JuAo3 z3XKVIYb-ZQuN;D+=!ZF^;qwXf`OSPN0rU71bu$i8Sb{wc$zNIqba2$&)*S`~ETE^S zD;=Uf(T`=Ow*AK8s!ADbb-D(tN0WBfhjU2B$!CMJ6XG97A1e8`v4BtWErI?}|SVP+D?X+Gq@lh}p>XlDlL6-mX_E)4bH_--u#-R}I)EL;`U*R%n2sfyQS>J|NL z-+Gat*4@eb!K7OavODLaI&8!c^)!|I1ZslCg!J7w%#igf{>B-(&ht9{dS&CrLkTCxOM#}qrr8W8AsGg)FbSJ3e zcVHt{GptCp?t0)c!c=B?vOYqCA~oSECcxqu2xn+OE=(9qDpy_8ww!>k?cUia{Lk*r zk!MK&)a7O9gll$lJV=%s{dAk}E|J8r9lfgs34J@XNA1)Nn;B4_UiAtMu? zsBbZ&43^`qIlUeT}ywxeFw(;~u;A4UrJgOa+E8 z7^GtePC`x+p89nBmpK5W?DhMo-j5RAr8W8UxX3?S@HyVYMERtAMTVRLgq6(X{*fvs z?8ERXHJMVq5W#?7U4t2(bbOxm$f{w>Wu(e_$1bsP1n6bhmR(hSM^3%5v|9MM@5(z4~mVG5L7BHSxgKL)1(d^(|^t`6?A7*1mu-gKyWggp!nMmYq8 zP+1fuA!~`w@($hi@G;g>%kLw=U%{_b^rx|(YGx^Wcr*h_Cp1MZYWX4ztBwg=DEeTm ziomN4Xcd-;oR&el297vbYH|eVlJa{`6}63~cH6G$HN6_FGtlb%gk1_=&G8I7u$Ni)?r~KEfmn z^~oh_Omfmt?@%>p2r3%pF$vJAh3pb^5d4*D#t8&fm9My^SZ}BS_nSFcN!mzdI@(OOyW5L zbnw})shkup!C)UuOGJ6;A$rKJEiL7AvwP;D4DMls#x!#sq1KUhPEWBTrTMj_7ZY$v zbuGQ&xP@{eC^@helpB-9VyiY*5L+42{dpj)2#3^RLXM?XOCaF7 zH$7#Lr|P8=H4%jCGN^~Hcm~4=RB?d^76Z$^@|7 zygzpp{1Z5Yns$C(hze+y#;rJ-&yYnWppV4wDmStvVkvfdwD((IX4FZA!Fai3QZ_sO z+Z$&TrzciACU!8+*ta;mf_>;|5$FW zs&jK|Wmy>(Z(5x7Otxr3diFHd7fA%1{w@GL6E#YE%~zbF2!KUU1$EJ!I;}s(VFp$E zM(klA`U5}V0+sweY{p6~z%&NBzUWApFNXrubS0>#vcuI9iKF5y%^9Sh*7#|B1L$B+ z+}C*tPkmVw$N6I}eb-U7H4};7E{&&V9RqrLjKLy;j4jD=2hcO&The0z=#H!`&f=3a zdmdkNNbiap_`ok(BN`KNhbqw3bc=~#modmEWzw@PhTE*pnUKM1F`_W$6VknzKfoxb z!^uRlm51L}7B#5SU&K@f)U^z$S8EJK;f>1dSZ5ghmit-uwEU_de zA!c{k96#Cx^d20_bu_;Jp}6M&XdMIkXwpixtFuqyx-Pbq`cu`b$@7%~pJJ}d1VWAg zJ(NFPr|}*S1HL4no9v9m(Re>)%VUC7Vx93E0U1?)&j!2SBkW<68zsv+VH!<&jH1?f z!{;k#;dqIm_iY8+Me5-Ien7P#?gQz_*nBHe6^`5ljc;v^9zKrM7CUpbwY*fGHEaTs zk#`tIPmvDN+5rmh}@Nes|ysoZz7e@+nEudzRGVL!G~-OS(4DZ8V!H4%Yp4SBSbWHPR;v)2;hZju5c^IFG{6v5;8s+@xd2Ci9!*NPK=WsK z7vI}_S9*H(kkobZ7K~Envkdd-DeAK?%whb>3}KEeC%(h>G&d*fHA}>MWJu5YltUWP zhJp8UMV(lSprQXUt*Y=~Ag*Y06vf3`8tn-@?QImcn4#s^`9cN*OS-eqo{*UYnt>`vf4Q6Am^Y2 z==KtvWW{>SR$UXXGM{jSor%;0)Jzk5noa17k2F8J=LpaXuvcH#{22z}uvK!cY;xM* z7I=(wr2z@)T>7i|yX#5*)K^a&Nna^rrv;1i+r@!4i5&JI0`&{P!qYyr1jS)L4@2;I z>J49Qj0r(gc?;GWg-Hck1~s6^GHh6$ZjGSEtcm=1#SWl@!Dhe4+k?!5Og<0cNXlNH zg-X8|%JLbSkea;0F!&2q`~fQX>$pTUf09qIhk^S%zS6w7Y-V!(DHcF$>?4i4MEkYHp-@n_!5sCn!}MJKyN_m*GKawsK%b}XrUAr z;ZOSLHU5!aw{XE?S*0|N;5j!|!+Z1YZ4U*;;BBlD2ij!Ih}Db>qWYRsJB?0?uPs3p ze21FQ7i;NprrOLWtABw8} zmTd3{SCHP4>chDy7%8{box zKJk>DIQTJ1VS?y%*&e6Bdn*km!c|~DtJ*3_p&%hU(kM5s1kNtt=Jn= zUWU~FKeBZ6#W&sBa=D2879#*%wM94?^^O3&KLK6)c@L?Qzy`Bf!sG-Ru7hFaw{y%S;dF4}aZBBF} z8GY8_`-RY+Em+j5RdbOr9&t+>hoKB!!>3rqG1h>@vxyA_>x$KivQozI6JBw1J}Cir zFhu~m3k$^vwo?ajVqZHzmj*y{?8P;_!BD5|uJ;0jr*j<4Puf{EmA>AQeYlkX{TVlgZxw97F5Y2!0{iQD zTRt>rT_>y#-cv9|n~T5wyxSQL#^E<=ilY{E}nRejdE9AE}+yTrX7#Jg)j% zPPql>p^P>^5H_n2%IlDHF5p<3XccFo2-B~*{A?3r=}foRy9J;tvwYa5yT!x+2Xx8G z(a~;lAiRX^8nLBJ44dEL29{7u8SN^#H5_h{ssTL`;|Y3^0o_Zv@F!kY3FtZS2g8u} z)cF*A=k^4rw*kE>z9)#(P5He{*v>ZEYG;zRHb%NQ6d8xXRQm4M*B;MNGLHaZ{u)mo z{|TS){}a>1>s?&OPE7Ffw@ko#Hvrv8IKRZc$e7~QT}ie6$4F!yf#NX`?Opg`1&s0_ zpQZqGrS>ex)DWT3wFPv^)tX`xoA!GKJWm6AJUU`CKWisC(|HXJpsO4TIqAmY_{>2v zl^D&>F>7f?wq#BeK`}mEHU~2a?gIL7FWz?n6!t-8zB;(5ddj^78T@Z%EAL^L#WtE~ zXV%9^kdJhs-?DnN$9{rbiz}3$@#tklBb-MKD!TAA@rsg@G>3WlTTC1YM^umWmbgsn z_h_D`82#-xyZakrT&8`A_h>h|0CeRo^(A|{yl4n*0bSy=>Bw)t!98;0b{q=stW<{) z##&Ob+{G^RbqMClfH6$LF|8=nL>}F+I|CX0)0mDqm`@!y53>mXt?ekutW*(is08#P z3=n}|yrvQXae%7hcTsqUEwbG#S62+S;4eQ_44i=jcJg}H!v$0k!AE0z2`5#azsW79 zqncp$lls)>d+dxr?^{+1nm6nK`p1+^;@Fy{H6RUp$AfvZAhw^-)5A~5j$RxB_pz6t z)C;8*>zNQjPItUVAivL`JqQJT0<$G?6uouQ_HpP&I<%FoR#YZKv1FY?@dG|bU8{{X z>B&hyvYSrQF`zfbIWL^b_1r@EG|H8IQS8Rss@CdD;R^o4K(kfQQn*1z@1Nq7tLWdh zo1_Y1jMtBT27|@&r93J;jWeW5YV27Oz1wEL6M|73O*8xg6%`3m{cL_3LCG{Y$Z~3U zZV{M9iSw9f2wR(?LH=_CgHvnF;&8fx<5)`vEQ5@Q=diG>mMx_ZiIQt@mp~sZCA40` zS$v32D4=p@XnKBwd(-IY(A=v>?vz^s#xak+E9Pl$PDz9jf7aGmI>?FM#^_U7^&0#Aw@Jl<=q{BVvS!)3rVZ@pW2yU zF!6~*3QJd(#F#Q(#ezpGj+-Y{MUf>OJG;&Dutn21|L3Rd`)zplt?m3gjFCXB7h78y z9K<4#LC@C0HQJ|c;3s7vSWd+bI_A$f$)PbHqpAO!P%9?Cy5m)RfDP2+KjXZd6tfMo z$!m>vPjU1Gn$gUYX?o!icPRp_k064FB~hWjb2Rij8bH+pw!{0ErL zVAjB5V$R6cU*q#)I!dfE-dB-HD};n^zl!GwCHy~No8&a>?+^Hsadtyx884T^D1yEG zW&z#q#-?F>DWAQi^{0qOL)A6HO)6(& zCgVzKT`MIZ@FP9#BQx%v1K;8&`5bu&ReDHj>y^P!0zfOTwoh%GV7~}`l{{wasZRD3 zqKXV^r*P50Y#tvc#q?a2e@AO&PUzc)5zjBof!W!cA28(>82X zSm#5S#}>+vnukNCQc6uC=~bEk&SMr-{cQ#+{SBz#hi@)Ps`G%_)6ud)c7o6YtgxuR zJph|jWJv0T?LIiGS&Bodw?=b3dCgfNoSrY3jDPWq z#hO}ntY%TO=531*SPRSSLY}RH>5sPp?(Av{yTw_gY3tLf66CbU z-K=)~I8SP{fUO#b_pMsb+khUzUbtj;)OtC%j%00fhz!wigPu$G2%v`3S_ z5g3DYc6X9%Z50Vo((c-(otNv(o|&jMO-DTvq7{AxKRLfJ0G5 zkl!MJIRf-Je1|nEHZP{bOp>KeBs7&6u;0OpZ0+?_V|_8rYKgGRPxfNpQ^MpN8HHx-{;7#pz(r8&yl;}d$wMBE@5E{XY8`^~)%=uZ-w+K8@JX;Gxi z*TwO*V6spQ#|U|{v;FjdBU-1{t7_swy^`i07~rpONZyK?ZtALwrmKm}s+s z#@m2i8}~iV@*qswiLlpVZpAU6XU8$jQgw1AAL;XQddnD6=m>uDNUXxAq=Vr;1@v(G z>N&rpvk7#o$f&Ve7Ieab#7rr=+)*xfJ#WN!FPc z`M2L~YM@JJ`3)|f!W00#7Kx5%ZV@7_0o}y#TnD|e0N=}p_|%wDKD`^3(ozOF^{Q<+ z_Aa1@kZPWGkf1UaB}ASp#g><}D6b+wk0zY&SD8;eIRS5ondgMtj4*EldO`a5JiAlJ zCget8-E1S)WAq zuNBeQ1(ehz;$^^w|MuKl&-hwRZr$gJz$W8H)+8-q~(Z16O#jJ2*`HBZp1ViY)T^ z@qD<-YYw=m1*QiJ$7n3kV3NN%j-fT%<`sO2GlcRpSizR4ChszS8;4OOzyQ4xZeWOm z_oQ6zm37^#CbY%7r2DRd>1(`Bc`mmCB&&TqCV$QVy#y8dTbdUQ@-CoaGqe|!9d;bIme**q!EqCY_2teNgHa1eQGJ5zpw`2*_F z5_EHeoo|+Q+Bd>oUZa0*E)CVk2wWLGYU?Db!HHDk7jTE6Z8N5#6T#w9v7J`*(-r{+ z=);_3{;Eg9qHjR2jYSsA1=6fZ3#!PLC~XnC3t$dum{OIV0sZJLo*vF}2Iz5ENb;9a ziLvK8XR~S0CW159> zZ-I?IE_@SDKiT9kLt$TBB^?eVK(EGFFvy|$)jOa!#}|x_4=s#s-=EOk7CrDjKD0=f z8^yRc*DKHR7%ox&he2470s3=Zg0ZsLs=-vD`5?H)yPfPXM5L3q%YAFcXA`JW-@!8K zrU`t~NEd`5AI9@L^b6_X49cac)|TNIZsHcc!s}>5{g=z33YbgC*E;XI1n4ci^n?{~ z)NcOxKmc?DDb^Y@0vpD@X_rE?G7vED62c#?Sw>(1W_wgKUg=Cw4c|AFD8~TU^MTzR)7L}I;^tD5>XQS=?}?$QyCYq*@AfG!%kJ@bCg;brjo`r z6mTAFfZohYpPiM8S>hd|e-)?M?ej4A)s|55eUTGy0Mv}5M z2v9&TgCFR7kJ=>>2l$f`srvY1w%Z6Zcx!|oeGp7z2^33Hpu(B2NEOreYMd3l5Ds#* zdT047JHE$yhs%3<2lOs%>*5ws_*WcHnVHHW*RHc%xEW2U;*C^GC2+(~6%_@b2Oywp zZ@D;#A7GZrzI-!$+yx&a&c54w@J2>V*(ArtYkcUi|&1bq46!@i>NJ zF_r6m2FFh^jQ>tT4%Amv1Th=Ie}_g}1jEq^uTwuCU@L7SIT~p;WvGpnW_Vfddd*B0V@^iRLP@c?yTg;70#yxR|?XJZ$h0s@8;t2+pM*Q;x znroaNP+BXz?sOej&ww6>53$-}U$u!qTG4EoN1}_1%>X?NbMTdls(WEkb0Nv+S*yR~oPljO$jZ)5p5b~yDDW+l+2f#>7!*aZd(l$_Ruo&(gsL)sI zOra-WF50EsYbI1fZ_Fe7{=@;l0FebEM!11h>|@KGxs4`@iR=@00=+ht9#3Hty>2bX$CUu6!&R2VZw)E@eXQr5 zXR#Y=ULd`S(dqqn!!0|l9L{HXm4a#srB8wl*pJ6)6|*^NECY$+MF+VV(~N!OrGs8+ z$1?Nf$pm5)3b7A5qYD{kb*kD>m)C#Bkk#EOT>E3nUDDpU3F_}+D~{t1e!y&WMP&{% zCHG-c(1vmHhQJa!_lL#|D&vrm6vpIaHYr}Wi7+bRUndEg@?taL+?p&`;O}%&{0-qA zW_U0;@Qx>VXV#vdH> z_ALU9%bPF^qF&tq)Q4+CIk#)}s3g99hQY|@6cFPy4nZOwolxXD1^d^y3l zfF6bHsK~*+hI->1&R_#xAvMWNt*Z16;?NJh6lm|q`1vz*?XmIHC8w>@XBbFA@&`<5 z%*swOF6JjlzH4V|Vg>$AXCK{PevGim8kinUv5sJV1bumTCM2IDxh$7L)vq<=9lk4j zeF$=4073l*wxCr2B$Ik*FX1nTfDTfTS$uzh6;&UIzrD879g3+kMG_Xo7KNH#1l&-D zl7U{z`EC!+>tZLyBgw^ez5?__0(nOUrSEZ{K)w;v8P*FjJQ-Dg&P;xaYoLzAdmOO! zb?j}OsI&%JX~+zuItz5MRFIKy-Imnp8LFo;4s^0(g`N)+(MO*CHSu>1RtmkNkDlQ% zLU#iTFmHur_!)cfDwW?O&nr%k{KSpTm%gKZ3vtTqFsuPNF$CY@HanSDg0=l%KpP58PN?-5Ie2V0Sg3@@(V%uCR z(wN3RdX5N`L>tnQSR_yDevX^?5ig^#6^$}sDDUb;o#qbQC9bCKmqp7Aza52 z>P-KwoEOAM(x#ahK~H!YZ*iQzi>h`OiJoHHS2X)~G+x6Zv+NoYpdYsIu@FokjmhS< zJ2%Pg+9P1*!-T1}>>MIReDqzRbfu=wHZWKo!}uAoZ1;4$|6YWmFtZ>!7zZ3CNpfW2ZbNN6 z{qGADqPHx>MVuhy6tvr-nPsroW5z@STJX--*v+e8;*-6KGq{QsXy6B>9*%aTr8^lz zvdBGTA{DHQRrH=AHoMas5S-guwD>9fo4WWCjrSObrdg5RlGuO7q8flWB5L9r-d zx;5X0&m7b}?|EgrQ#gTQWa`f7QdGwe6QPFLQS90SdO8Am3kLel43X!t3m-G6mn3{! zR%dUHH{6C=>w4&pEE;2RA1~=ndBtNY+oq4psr6iV$4L%3@4$IuYS>F?X*Ej_!4Ulu zzOve87>jvWZ?#9GGB)BHYOlpqj!XFeqv&ekoAa?&f{BVpktJ!YiS z&4;D%9gb65>dh*Wyng4Tkd%o^eGEy`eYSODpKk4oqQbq6?Kbo*Gd{#`1ZT^|z5;xT zv1VQsL52P;g-1xr?8zBM3QIAShh*VRFOS`}xX$k|L0EvB(eGT`h@w)cJbqZH7= zpz<+pPzM-w6>^x5;#XJP;y2nOoQ1Ii|07VE(~D4igcTNjke=iCMZ)?-Ovf^g zhmuyKv}7brPDSw!TJaN|A3{q{ zICqyBOMqUV{i6h?3ld_EIV?`;O1%hvq_4c~fId8pUl@H_S^TU6ey~#W;fx!VIg)FU z0$BTbC<(zTAM{0KnFd8dSOA;rT7=D^tupoEHz=w?LljHV@)^*?i(7<}XKQ|pEjs z4X;M8P`1*4xa*LdWnnaUz_^mh!jnIz9#AyKmaJ=9;iR49nc7*rtk2Inxx1$ccMtHoML*}@Z@sAS z8`_fkd7D_7Pz96dljks*yDEdl40w-l*jER;E==e_nmk)YD%Ti3@lrl< zb-cq~yuv4`>$Rn(LO4ZF*y3WK`aC9qKl+tFd;V{;w#p-KY zb)I}dOF)+ttZ%1bEQ?ThOX1c+9}k|(#ITry!15NA|8d;nK$wrGP|m~rckTfCk9dsF zp|q7kF^G4&RD~|~j+MoF+*DbH^-*z_>G${Kq~u01^xIW zpT$?Z84M((Kj8&k?X&TT{bE&8Be((GzjGn2T_%Ka$6^RG~I4+(Z?kTFc)wc3sF1OFOva1 zn~LwKj01$ydzk8#THMMk3)}iS)~Kv8VOec0f_*kq&c`@`pQE)nnTUVr2?I$NK1KyA zUnz$-(Fry1C$IR*YWX6XG2}%T2kcCYe$%{IU&9^&*?>b%^4JBbrQLeyVLm?C&J81@s)4#Bk+HOQQbNzHC4!S+7#vZ{XF5XpFH~i-WjLUA~CS zx;9y?mJ@h|vD0crR+(i-6U9$rWOz7(ZKNe8)Tc(jguy;fHIs>&yd`Aeyi2Iqb8${%S;iyu$ac5zgw{^lTXKwT@yETN!(B zg@7Yf1bm4=xXBM$`>Nn;g3Bm37FX=oLr+hNvzXp@l&ZRfW^+2LWMAn>K>y9gQ~ojo z^os$KZ9a;`=Y$Tk5C}l`0-%?rE^X__bL&wIFTM*a;S41u(Ubb*D52y$z9*e|oQyf0 z7w#dFker`h*I2UX0qAZ6dMMSP|H|wc&>!!so_=%3B2bL2G8SKQ=wHEi zSb#n#&!3ufob5ORgV;=mlZhb=Hj+9wS9TdO8TYV)PZsWzHf_l7zlkAk!>=Piw^XUs zP|M@PR?T^z5AeC1@WZxkGNS=<5NxE3+l6(|^C2jTmvIQUs1`dCHeCB?4gBDw&RY>| zr`LBigF7RCV>5O7OFlXuk%i>sD!rwao4@Y}(37J`IGSQ1pKvb*ppeJY@2}x+dV&&uc0pqm=oR+c$5AgEZe@*7@$`o_pTi@;khumYkYsg;zFgs%zOK^rN@lqp!A8JUN{cqa1GC z%ZHV?U?+u3F=|n%`gkX=?s_*M79Fq__p!`_lNinbJ=x+pBG$9jc9CG_@yPev@?IZc zmctnj1N!2B_zxp|c9hj~D}vqF>ebxw0?@r=k#?rHZc!OGjuZ$Ug}Rye5n))YAZO z;Aiw8BwZ%Vwom<0#VSFL0fs@EMOXqs8H4 zeD8wR8K|i{U<g5IG6aU7OKoV0$V{coX9X+SrHv+&k?6 zdhi@ub3d5WAmsTokCe2rtBl8h8^I7(A43UhSNJ-BRb=dS845y!sFYwGoS-&-%wbPP zp)tewRce~WfjMyAG%&@qTKd9c5-@&~$I2^Krt;1H9${ zbdwX$>@_RU5=LL_gSYT00qJvwLT6Lc(R_**2wFKk8h<&^lRb8aN~$9OsX$i0sf0G( zS^#TEW4bz|8b)Npa01wE0%moMlWRqitj)(QQp=IN56_+_ie5KP0bClXLZ8H!{MP;G z<)-h4U>N?wAM_aeRuE_CD<50Xi%?`I1^XK9Ts)_Nzg3w;c)8ETQwD6NhZaE^v2_l+ zFRfT8Rn-QctYQ*?%09G1r z;u5c%%)e;^G$E*fi8zh(Z1ple2d^YP^E!h1dQv2J(iP=o^mstfjkY_cN8uk5>gs0H zuNB773qGQMb#nT-Rq#4qVO+Y#5$yZf(B|~w*8^g)Q3K22(?SvYw0z`_{#+FbWe_N% z`nM!Knhi}EbT{KTmE(CVBJ7mo&-}l_6^enR7uufqEsyVIICrghObkqY7<#T@3sqQk zf}wk7QKd~sNoarx3_~}ti~2FE-&!;Yv)rCI%zw4Kf9LIq@}dp?Vg3F23A z6dTBsALGD^($VC4QMB+lq-8~;)P3X?WjJr3q80N|6Ks`JhVG^gYf9)*lYAxy1^EPT z%X#3A;Y)&P7L}nW6uC4^YGI(#c0YMeUINWeR7e>uKCu9n;vU;3-t4DweBxitX6>Gl zcQr>lX{Qg|0`yF1LsfnS+tCXxJw8iqB!E^;`HcKn%RcX^0+^+Rnh)^F>9o+K1Tw2o20sn$|I!G0^}Y(M|X?82_^#aUU|;L zo=5j`3Fr^K@Q_~sUD~R85{m=ou${1=vTT@dRsP_Sg`*UQ&ICgEbq?39n86`dAxP#} zvJ*xuw-2>q0BD#pAa|;Q^M@ww^zTo7dW3NHJ*HA$R3nU~cM{GLQJBH2CsmuIR1P!H z_d;d2c33oEFE#K|TgA&~g4LPnm8b+`UmtdN}lU-av@=9%EIWx{;r&y6CYWftTphy5_o5?FwjVQb1&mF z>WDfF9uYy*_K#CjSY|8B$e&4*+~o+y*Ek&A4V4L0fKTFMxdi1=`54P*n8I+^k#L_} z-@6W;!Vvy!Eg^0X+5BxB$1H~D5+3XWD2eyHHqBQRXV5|A?}VT%hVq^kP^~Y*JO=FN zND7>{X*l)!1HxRGMu2W0eds`faFg_G2*KCAjiBl92|+Zg1sqqTvW(!^T}3#5)oqF^ z&3)D8?|;cVynq9wksJ7YuTy_Fk<;8tmEfE5UvH3fe~BF&jps>BzQ%C=RxaJ0BQfxv zo~1wEV5_uJbgKVRuhu0!nT1bDlopZPzT>nGh5i9u+R%4^lq-jTxU^-J=yI?4`5ufM zPT{EmM#}K^BxX`$USbgco?*B>!)IJT9YRxPj*7ELsbsIChlkVGQmbae6EdWIPW^G1 z(0&@n_+RODO#b^Jw(l~$g_lqtSv*djVf12=n;1e%Za01}lz^I@fi*9mFIIsM6=tg( zc3K=&4WP%fk2ex353(2Xda%Qj=fCT>{OARFt&|gC* ze3Z+6wY4O?OS15aW@jr5vags3YbDT-3ipw(JWi4=ozOSR*XZ92D1uSg$2jsC+IS(I zRbT*mMv}ArPRXe-U0E4y3HU_(28M|!RKWmz!q9gOx2XqiV>k->^_;x>>L81X!!z~( zJr|ba5_$&we1tbif&onlaM}l|SnBBYB#|Z;a|NydT{f24RdHs=;jBY(lAWVe>MKY|!Zh{AzyNfh842a2pjxI3YSVi?bmwMbn94_; zIGJi(DxY#lE{0H)YNnYVYdCvm*|7)xJOK3E3_cQ^hXy#HN8%~!fAbI;!9LZh;Hv@E z@D_?`uFeNh@g^s~32_qsT>*L=>R>Uc=^4CDZw_(z4BhdqS#le-fS!oyxJ5XR@=Ml7 z?^3}8ReSE8gL)y1#4%ivlj&$jeF6p0)6rM21bg+h3|?j|Mh>=&@+-m1D@|Ghdb}H_ zI0^S`F#rI707*naRNb*K0#`ls$0A(7T^t~Yy-G!sV7GiqNI<1WkThO>#cQS3fSy-Y z=RNo-?MZC{IZWrnI*hR(B^9w&F?=b3^bn0bH384yxs?6yInc<7*Es|9NP_vt@+{L^ zE;AvPz;MN<{H*~!iR%0o^=Ay}@ADeAs~#){Z{R}>4_p}u>Z5TSHz^pjO8pclfG%w& zJ&I3)yZYKv&5zbdd$Mz(CfYD0yootjg*EbPCFWrw`k);hDIY_G)?leEpi2cp7JIcI zr?iq=mVh+_TX7Zlv6-#Yfq^gDiHdK}7R?f*o@fc^x$zm>t#ESdg+Y7t!W_`E(uaQH(?-kfm6O3cxOS&{ z575If3hO-bkt}$Jt^W!Y^DBHw>*)Pub!}wOK1$$>v;v$D3Fvt(eingp1X*dMPen;D z?EWwZ^aM<244a!mVZu>R^Mu3x2lQ{fP%SK)VqylP&n13-H4m46`ZDr%wHTq%7{k%r z#%k0SAR6rQa~{jQ*oO@ioIz{aR9lk{M^vNwUWMxnRlCUA2jMAHA)}9G0C@O{Mn=?N zSm=wHWNK$|n@u~6K%7mJHBzks-K4qenfRnt*xvKxt!`5Ov2mmg5|A4e55u^iJ$TWQ zaFJXSECb%gUAz`#q1jgoJu`}W5TGOEidyEc|5DN%g%IBVB?WyL3}g8e?J$tN_CM;q zc4#g4S5%5Jzla5l2;SNIkRB_sMLxEcNb>P3W(V!8mG=NWS*e#NsGp%$pGiyh! z4oi?PDChK_VnqmC^5M<&ry+z2sPKa&j#l1NZgoloZA$fQW_c6z-3uD0y=*gg5 zoqcwd@?t#U*`zW8HNgn>{IC=c7>3d*QQSaU_cG?EPP&()cMMPQtKob#^W(&O5{br- z!CQUJGeDP8W%kAQWL{e_7*$mk1__~>D9hhpPf$NVP4C&ns`mh0I(QS}X6Q*|kQ+=z zahOnkgFJQ!YB4ZIY2uhGsD<PM`69?56bYdWOcY00A;nf;n;T9eDNe>dQdJoXE5@cGae5MQ> z8m%!CM+r}-uoJV;g`qG;!%4^pwtB+=*!}$^=}bO_*Cw*1Z&97c+HKSLfIp9JLOUwp zQ2MHG06i81&|5>ToD==+j8GHx&QP4>Gkr`jcb}|A^Y=$7B!AKgihES&SsaXwV42_X z1)wLx?_*eu%Q%M#D5XhMsYuV$=Xi~l>+97MfNrU~nqVP=?{2)HN%r&fypON(6Fx@= zH`SR`UbBW*+NdBlqOU^dlxkQ#j#sc8XBlvQ;BXv3*GWX$wI>)N3Mhp0DY#FSU_TgF z!*n-_%<9v8H|4ISg`z83Sp|C|!Tc2*Agy15#vYzUkfzXkDoVKBE5b3+JrT5WHT*42CA zN0NkD$m~`)DCDI)Q6b3Xvhzdu-4)15KgM1L>szD%W6_+!&R0{%*{EwD)1_XIRG1Y# z7H`oT7dY(uI`|S*f(Fnp_~BXNIo3V#k-T`(VnyDBJXF;CNy3)X*VAhd0U{OFFi)Or zcXVz&0weIQlVT!)1?V4Rmk-HFIy4~EU1t;vX5Fg-R-=T^lTa2WB^v2L8-|(9ofwfDeQ}($eht0fm#I2p>Cg@UFz3Rw8cIGSa+`$3kg9pxzg~HIxI<220a;63ZN@y;v1Z% zR@i~bbpEm)9zxUBl2A;?6JFL9$)IryAEg;MPqzAm#0Gx+{xDKN^=sZz#)$#gPEg&z zSm0})mnPfq;0qLnFz;I;dw8XM%=QJ%^2zJRGU0O^)4T>kKv@(!_9_Q+J+DuF8c`V= zaRZ}tv|H66SJa+O*18wxNHzoUgT=!A zTtlxawvmXcnN2cL7x%>vxXBpMjUnFPrLiCF06apds_qfa3kt0DnI)hF)-&qwV%uj6 zGEi^H=b9R<$JdnTs3G!Xm#>cG=fQmZgt0nM=>~#!74#sOA0l5pO{(!OI#N%D>ej)F z5hV4bcax~B+S+X`X|nwu7V&NqNRHAg>Wgd;riG78K~WXgXTj6hL+Z5&J-xc&tSTni zy{}M?xl34sLiD2&D5GF@A)MF7i;ni#(xEf9;tsy02Lw~n)F?*u^JthhJJo;=xPrw# zUAxM_2ET=8{RW!`29bhPyW^+|PT@D~#$4V_HI=!y^w4+y-XN46^U&W;KPFGMf62fL zG-A+jz4JR9?_pYy97zfsABo44gwmU&vOT;`6q{io%Gpup9dQop`a`}i7t-8zG$Pb)=vwlHl*ld3p~?LJ?-%8j+Sz(MJ2K$0@Nl_dm8 zt1ME9ne`Zj+9Wfv0l9a!DW4?TuXkWXCOhieh<3O}kVw{Jw)N0qSEuzsFF!wx)@DLJ zzmvq8q*j^i_FQ^W`LA&UhpEi7`d|}LBmpDLriD5%4y>1n-^1c8u8BoqYW-3IjWzSq z?36RRNb7b|vBw9+^m_<~;U~0Dd!1PX-{6E_R%Od#KMs&vP#mo>m1_KF zDuQj8jcyDKQFeCRhoA)V1OUKG6_vlx;i=pZw2_1K!|7FJfbOqdzuu*-8}N#spQ;Dd zY)PA+W?`_~hz?ai+z8*?APo8Xt8KApfcrnN&V1;R^)U%*Bh23>Vl$Jqp(mxNj zU`JZpzmpM5afPhRKOv_fPSSl`PxTkWBErA>u9^*vF#^kQ2>1EtBMj!ho#nvGhp#X? zAiyPwpsBa5A0cRqGx*YMm#I=f4?atWXHdt_&=ZR?Rz4EL9$HH<-z%q&@~5YC#ChJy zqrE#y0bQ7POxhZ`7k9CoL@PevpXO=YVysU?7K4c#*26qZ>*&52(Vb2Hq020A?&We1 zWhg7mfVzM#dIop!J)gEYf8zQ~cPzDgxd7zYS#_{xWJGJW_C|}%PiYCzL#(p;8+E26 zv$HoA;i{Zkq<~-ZK}eJB7x9h7R@}4%=u-B)DBaC7gplG5qtLpJb!fv#7|7G_>9LxT zr$VqeOb(Yo*#_BB;TTIw(NAMQk7KB+k1=wZoU_=ErRalF{Arj9w+_4sy$tvi zZ~6I*dI;hCGPYQqmq<&1UIw4&wt!8zi=-@vvH_4tNZN=S(s#bTHb^tvZ zL-CF-YY&DX4_?DTilFsq642EVA0xuOqr=0;ZrM6K?)3ePSiwMBz|VJ?6+6h%b7=zT z(mGI0JWox&A3u|2uEHp4^4!6fGspprc@`c05~hu0!M#W*OlXU93b(^3A z^bqvKn|`Xz7tTIe$k2R&cTnC!uY~#>+SB7R0$DvAvYQ}D=`Qz&SI_0A1?mPaUshXl zSE(1nF#7WaN~F30s&mWX7?uY|&I0Gv)-nu#IZq2OO{i=hFG(eJajTWI-2A%J%9D z(8DkWANt|BBB){C#TAZ?w>ZWktbl$v{oB{8q{9Ut2&oa3EAfSGw9B z{6sL{gtr+c3V1=4)}^Y+5rDm49$V1MhZ?;Kd*T3F%bw*YY^X_E637RV98bB&`8;h$ zILYo?xJ)pgh%$DxczVnu*!%jFL=A%ZUYp7Ghj-izZB$I~8Uol?0t3*Km3l=?#VLaN z2dEuDl_Zj_09$!?Fyz5=2I$2&sJ_t6L_{3sGYpni0O(RJt1Nf|mk@hwZBKv}TS0-M1D>Wj>uj_y(qtY&n`(&+hX;SCe3V zKxfqm1fVPNCn<67C5orF7^wqmR-^}RV?^NREpQCzAsC5Ux=Nkc2p2Kap_@p6-VW)g zGWuc}gVb3D&21Qi`V2>LL0AA#dy7Pp7q?_pAw4|mK%EOf_q~O4q)f*JYV+Bsq_|>2 zC(v)a{=lSv6U4?I9m773;4S7+$qQ&7sUTRhcSI;^1Al@4A&&x4&04OEubk?rTLll4^z=a*Gh_e$G7aXTHAB@NRcnB>P6VN3g7bj`xh3eR4Jo((T!Q=YalQzyZ2sk*JUNaf2~=GRg+T^m_y*@_qw+Nzl=; zwNNtnV?Nvgt<19EBxcD$D3q?AkHKXY1Hfs5#U8xHFi;SQe%62qSjm#a~|B<5fj6?lD&!dl$MWy1L~ynqUXcYPFMFj7;bLoiqchI}pZ z0~X*Axj;A%Nr99)gfp$es)^b^PXJEio9M|#1y^ZlAt*(vd6t0r8JcNC-O6C9OJbtj zigIjUAe=vZ?i{>N?X+n+>hr)0)dr53h=5+GibM@8z(t(Ea1_^l`mQ0ksk?b;RhG+v zlh@#by`;nY?TUK@@tYj@YcK|_8PG!@%p1hyHEh;^&=tT64(6@_cZ?<2EDr`!C*8mz z68Lz{KD7Z>YPQ;4m?Qc;ItJ)+l`!X^{y1smEgZxM6!SSfk&@KrvwCH+xeFt)FdwSp z5T$I@l;6l^hjwQ}eyh*QY(rB*kk#g@tTsp`6_vKWDu>OE76YTO^;OwzMv1iaEWP8< zhLTaaGgL#7DA&GzsK+w!i?mGMUkpFudjdpRHlzNh&jNREy%Bj)$>aN%Cfl#2OtuSi z-@-khtZLa#jCd)<~CXnJ- zUbW1kU{&%Md&%mv4v?1Tu(|uOy!(BQnji{alBcMj?#hGb`M{rHIsc!YT;>J-YZY&@ znPyWh>F^PDYq(X$o0bnfeV!)7TbAU8uFKCLeV<^WOr0m9T#zhQXy5je(8eutC25m> z3>vqv1uYnyysM3}qk@}@G=;F9>b!%(C=tS-S0aE8LgmvmG2t4H6CZN=Z2CO` zZ)29#>uH;BkHDJ*aOu6h_?!MXi~ky6v(H4zDL2RBlV+o@4eY1K5Sy!BvPnN2jb1ia zy=Ie_RoeJ#ebuWrpA~@~_yWH=YJw_k@+qntt}uURpuG8^JBQ~)Ov5V#^#QnxqZ&f+ z0Nm3>QV!SFm5eDk%JN0gxyPyup;@qmJvBn{y5$o%>_N4)@F3Q9IWZ5t-Ox1oNT_#_ zQhmw6?oKZA0#1_6BwHD?6ALDc#%!82hdiQKCWGiiT6hc9T|i$6yv{&vN(noaR3&76 zq|TjBwr94PUi74VY7F{gq+g3c2P2&Kz)%+vK9n(gLaO@AfcDr%y1$J|JxO=;Dgy7~ zrm9lh`YKq2iNXq$15t}7=9wWOVeX*8QQCB*lAU%_g}U1c}8}G$Oq>=Cs%XG zDH9d_9rlu=@ZJsIQ2l8K=;g4%D`&O?(WI?59SL|>87`lc%hkGLCGja5S*V1}C{4&N zg{&6PTM={3a=IBT!n_hPTM%C`us`YWF4JKN-nQ~1PXIlXUiqn5+R@OY3W4uh^hN?n zT49pCd=`fqBhU}CQx9TFr-7cqcLdJ8=tat@udU4`h+nG%?)1MCK!1hdIH$^P?QJ%& zn^K(}PpKMZuqcLNLNRngAHshvH&uHc?819?pgX@@DN2|xz`dE%!%CSki~cjhiCQaz zK@8>E0eToiv>PENCjQ_HosB9oo~x|F*>=yNTtCOx8xS$r>t=h*YlbNtW47>j+^ z>FHGyELuMkQDZZ`^;>$ap7uo|VkHEVMI48;y2s zs%O~cW3iRoyM`NKIGTg`3pYR2S{gJ@6E;o_B{t;uH3MsM(CmCQMHuXpL}%G2R@g%Tkj! zxB7%!cpBSrjkK_Xjx@2fGk$x3#cUbSg z5qN^#y&o0b`1~dK!OjG*o&h}zR^gqXQ3kOjV)-4y`7Hc`sV+i!S_kw>_zET6_`PsK z>1sl&t;L}gLGA_)5sdSAIDuJ+ifN$P=uJ=Zy)IR2W#S$DO+xqR{q`KkRqfnSIu~Q& zLmAH1kBYPe=rN>4pSUrad}U1;i_I6$>f;X_Psv}AmA&+bMRkZUyp6>+Qc*fs`3w%@ zI=)03zN?S9w)XNKpg`JcTc1LU0iwPg=KKv7c#zaFAG`D?J7qp187MBKCUXqOWJ2&X zHxf`zX6P>*P=FqWj%XO9duv0?($B<@w)}$k+?wo7OMqUF4e)m1OXKVT+L;M+u+{?fa$pjMq{Q?*^ozSz`Sa`0x9nA1H1g_Ku^0ES2JPHBli^5U zG;>pDOA7?&beH_xIYn-5zc@=lhKBhb0D2SrgY9MmEHH_kUt zBoiqbP=FrHR*j*#bPAlmOpQ3x&9nDf0D7F?bNMR;bgjy#Mib0G<)}J9WnNH|XOG4# zDkXDD7RnLb&TO1M&5^duY|C3X>BJhRK{yL`;0?3DpOrvx+l|R~b3o7T;d5pUh?DI4 zuC|t&{W{SBg*2coe#auKd(VsAB!3|eexnE@h?F&960zY&579Pl$!r_wTGaEhKbkcE{r``p&NZoL5X0Jr8?El;{dF+ktM`-<7M ziQ(LQ)6^3<d_qA4=~(p)!c~w48vueD)jnhGj>@B=XdEX%8$5(5f(zt`q`6n=*d=zq@|%^PmQqf zl}I1%$<{ZZ*QMU>WM^z;B;9Jo`(9;pm^6V9zud`UOb7}Q)Q{l`7LwjaYcSF-p{JW8 zJB;Jt0?Dj$Gtf(;%{(QVpW)*L1Z@D_fCl8~@5nzu!+4njBq|n#pGZHOvhVh?p~b4FP}$u5{~D17qL#fG!D7=J(cOL zeK3Z)a$)Lg9!7KEH$X*_&s<*59^g5kNAq4krOG{wu^g{j`cqNfTYsleco93T*74ip zI`7AMgfOJS`3Jbeeo_-(>S7(+?4d>CDfII2=vgra>*`LuIx`B8q|~C$dJ%(h5c^3dm@tlGo6HK1$`pg1|;9Y5oC4xsUcMUBe9>P??V#7 zSPw^<`+zPX;VG;%+W>0cB6+_>I4&BXE2GMMGf(*h;~A40ajX~Pi1Eoz2yFm89pU@| z2fCCbpeGyQ0S2TF|Mwkm_nOoeo9u4z31&bykhyNute}Nn?BQg4Ci+e_g_Bg_7=h<~ z#$RJm1urr$a) zzQbwU$1gaJ9n_j1rTEI{q%$Y+D}R1g)}UkLRa$TPvAzL)Abxik!4rrq-(rZ(C>n_0 z6hwUkJ$oEm{u-%v0}qyeJp*(TW5ykHcli6^Bz4bH#%#epMwCBzw+HbJiFUH5e1Z-9 z`6Wi1tBfw+uqU7A$ni3)+XM6@vXZ5$!kJW;`Zr7^V||*B*Onc*gZwuq|Ms4P@~k<@ z;5NIp#~pIw`wRiA(5qsyTM07tYf*&r`wVST)uA`>h0O_b$27qE*_=ZeSZd-`lBi?2 ziQODjqtK1KzXA%;2h-DYL?5L1j0+lc-b{LW zD12(5(#j_1&E7-8aTV)Gng*jiYVdjUlB&kZuUNK0K9Y-?q$C3w-M%CZJkPK_o9ZkN zKSAqd8~*`%2*+n4JtZUW!4XA&34ht-9)D!<97*@_q*a>?B%#ZvaO{@B8wA9Q{G3{D zuBm$l=n_tSO^Tn-rfp&=Q-_fB9lOw{_2g;%L=xFm!+Hej0bNS&GM!+4mjA8c2D?vSd+fv) z=uXWL!2nbqgXDj=uo*`sIre+mRo5>P=#$A>K|Em*xF08_bEUas8O(mdyEd(ugUTk+ zj~*PtFgu+j=`P#j9dw~5s}HiFq_ge$Dch;RE)aTZYUcM6pnvCMK+h}F;E&LpeG|&K zS_c!cpCYf4%~SQn9Y$jF`Jqg@+kP2`{KTp)(}y2y1?9K7UDO+(+bWz5}MXKNCX>6mOs!3lclypuq!qZ zmNrp!m33p#Sq{LAgx=?<({FMpx6x>Jr2=U}aTTpxj3MDJn@KcEx75c^>MHF*ac{zr6kzN{^LhI689-hnsy;e=5}SPVXQFugG^`dj_H_ z^;ado&6edS%{Yn6gz_egMxITBMi9yx@)<9a0#0K8YIBHiH0Js=u}pc6n@f1XV%&yO zEFHuVw6cmbS~2$Vf%K0=IDhLkP*9mXt|{QY0GR;67Wsi1+=3a4^a^$Zq zsiZTqNfP)dZ>kRX_31S4qpewBD}l}EW;V5-jsPDB8GgbDcTWc}q)Y1j9JOl!hnnnT zLPMB~kQ%FL3&f!jf%hgA#`DyaT5VM_AU6T&M+TII)Cdt8^n6Bz9vXon7|$?v0kcRf zA{_+%W=?C(Wn>Wji+64tHVRYy{mLgZKariDSFW(qgazdcbrT3v(rW^>thwq56yWQ8@`>Z@byr(S+7{ zBpVkVl(wq?W{e?^y^!6Q5HI&`4N;C7{HRuhD5AR;XRS=KQSQE zTR4JqX|lbb(;*n=(j#U$Bn0Xe(qou|dmJLekxlb`3PwKZo3fgl!n^i`M}?67zRrLo zK~5bf-TYRz(UKoMlBq=M{vU~7sYJIUlunbtn-u=SP zmSgFeCQ^Oxx1f#@Sc=6KeUg>!+8e#(1EkCNZapjbtHhYm%A=O8!!drI)M7MBD)5G! zyqA(5j=~ah?Z~sFvZXYSDw0$fid`Io^NDJnd152VD~DLWhj1INxtp(KD6o7zp<3Ha zWp_G1_RtpN%=lY6^5sqzO&Fq^O=(#?oDlXWoOdKw{#M1raTHIQGkdW2JNyocL3%0cMebPHH2T<9K<1$qrOeCamYX zn=H1+RU+x`WT82qWSBO8b+_orn!LV&6F7f`a6V0u3YQMOE^q++;Z$~$H0jw8G-GtT zM{&``i#5J7vkf=$TfRc$0GWj|u%G|HUmV%?tt??w@+5O@{491`5%O46Ksy3@4?=H} zP1JaazLv|w`;6fy&*oS^L{Kl{R* zVe_!&hpUVXwWY|H9=%Gbo^a2DZPY8VEBY2 zCTY0A?`h~EEZ387I??fGqye;Oy+h-XFucn z7cBCMWW8=A3yWqPU&RrB6l0LzYfzgPbL9iM^}N0lD16Sj@P-!Hs;8rqj%T&bQOFw z<_#!^l>~)}0dNARDPyZtb|=9u{fM9k4Z;8LFMZ!+_I#ZjoN=*7*G7}BrPr)wqli+U zllGpXmzB_b5zIhwu#ulW%4e0@!|^Q6Gp;swbI*iRK+lHLWZrs9Odp1EIAL*6!kuQz zXvXf7$csjpHDD<=YIZ+7S#ExB&H#b)ngod-_+NvE1IE(aEzT0fmOD$xYVOmSmJoF1 z{r-sd8h)!(>tGPRW%&Psp~}5YGVxXunvF@!A7G7KQ6YwYZvK)^nLI;%bDCHDU@>uO zz!QY{!V11G3*JQ!2W=3GSNJR|-QFW%z+==#COgmQZnd@C_?U1$N3&fU$}9(F;x;}} z)Smvdq4<-Y@G3o`w>%GG=_`-3FPh*lUa`<(`6d=)`8!HxARZ^RE2Hr}C!iIU;Vub% ze@zd7g`y1(;S9R@wCJ@|25ApR>~n6-2sj1wNI9WFL7ll=0>0;9&gekfM7yDvObm62 zW+6m6pj6EaESjLIPc}ex#Ib-#i<1oJ2dT+CgYz}YBHT_Ae|e?&$~sv+sW;XR3VtkaBHqzpT$26!3#)*cVRbu+x)eiEk2h7_YkkR zXO*=vj8N}-MNe8`bTpl8!t+$;Yf=&pxno%vsz0`~4C5Z48&CyX*uJm$A@5pxyi6kT z4evnDbAb!w4UgRz^)JvjEPZ7gf7X?hbVI!Q zUFb)z(BecuBuDjCj>h_ah$lkpclrcWao4IRvWu4 zmg5dV)YF~JSqPu|IgF)~^9de=Boq2jXPJBGKsiXyWzQY7+NqxWn#Xtc^Z)|ImQF7Utkip28)hv-{qPe>1-hNSrnbsa;| zI{x4D)jEUKe9}WeH&SISrQS7vEnxf2aR}(1SO|&91+4Tyo!f6IBMOnQlwz<`2k1ru z&N+OKhQ2OlX>kwrse3O|%jy-<9|C%QQtJg)zVac7d{>8nt`Ez?Uf#&j_zj--U?+VN z=HohMX`R7MrMw%4YxqK?K$QVK+M#>JU^Y2rNgZ`qZtP-*rS~DATU$0ct^T91wSXP} zD1e5O+XX^G8+Wa`TvMon<^d@^1N5g1bca;|dNwR0oOkx=8khZX^0Is^OHDSf(hQJ= zWo6R^oB0&qqLZ7Oyj)pl{3@?{Mq?~8rxcBN_=-U}3}Wjak%M$8P2v2aN0aULNB;u3 z!0jOd%W{=~{x~jCzm@Xygtvj>U=7ZyDohiF!K92aKDobl@Sj}xIxk+4Gf0@fBI!v@ zP+r#VTm3%f99s^?k)5Q+-_lpoyV2i~9LaYv((m={qB(}H;d50&p#jAfhekt(7u3Ni zihsTENduetj>9vO{;0NQq^dN}oK%isqp8J2R1P;3fe}SCN*k%I6=x8=;srRD2GQG8 z=Ytrkl>>S#2i`sEPd#{N48}7EysRoACjC*HngWS?D9(K?Tjj2w_B z2Ve9;PP>QWWdJ=g5npm#9C4Cqy* zoq3i56#oE*;`JM~8~j!NWyjD&6gICs*jL9(p+1QMEnVqg#YQ{|SrX5#nIj z)aP}Px*8tE@RbZ$-ds>{?HL`dTbrmKZ<6XOBcr|q^aw_%2e{^NE<;N3`vBitkP)dYXe@m?T+v*l$%l!q zrNTQek~T|O7&<6w!5WM}yENEXt(|4UGTdO?RWZ-&9MD5CnSs2q4j!!>;rup(PeQ-| zda|<{%oNiMG%{=1o)~5JG}2}!W9r}aHQ`>Ia4xN#dv||8c`EKAGB14^t(^wonjCoF z>uPt0WOZ;{-ItT0-6(f{eFERTTRzTAnxB#F4Sq!Ng-(9Ok>z%_bScQsa!)*_v-SUd3JBm6GF* zzO9E|4QKEl-gGe2)QO7sC$rjR(iX+Oc#rgI73QL&i}OE`$i?26?c;5UZHXGvXxl^@ zo!-Sv&So65s8OH?D}Wu0b~UsDbSao0!%Dx_D^7NX`3#ry=?;kj1nAa`F~rQ7!x@yO znrY0e=#P4S+=J`P1Ee}bUA?}W{~?XZj1LLzQBJh*R-AMz1&z0@9WG*t!>Ql|hLq13 z$PX}__r*Dt_0T=Bx@@oC2(|`0nruA&WgshHMnd~x4O=&yz#hlga0z1^EOW&Z%6nr7 zsnyT&)*S=d5YBh2SReMpSE3kt<6RQ!?$nzf`#pNu)4Cs$BKK54k$ns3q3r$p1a*50 zG}*A8zB1kHUaDXYJvqNz5pW{=eu2X|v!dw1Po9FC)cC%QaZ)|>;q=mPN$eI99~`Yn zXW_fo(M5+5xCV}3JBn!q=tc}CE9>d!2W?4JGm(KMgOmHvJD}Sts01^REP>SwKSnbZ z+FdT2m?h;Je`)rj_>vsAzYmTtWYKY5>vorII?Ukx z)wCjRRjFOBFr2(bB@>nsW_$_gM*3Dq>|!|WP0AFO62kK14FcXut7M#!n9Y882;rHq z2md%dp&o+|2=o-6*$j?z6Z{jqi;paBh z$E)zFPjp-PGMq%|n!{Z%ssSBj@P`Sg{>qz^mxSW9O{mX}HFP|qh3i-H`{_X~^?PAH zT{(u=vT|Vk7B8B;n~yH(eUQyUMt+@e?i=2k9?k4bj+Uhgcr;m@1sfSO^6I$XDp02` zNu?lh1oyclnkPs?3Y*Qx_!iLf;7gA3Y#73k^dWV~ljwm_ScX-kN9pW@kI2+FUSvu1!*&)}&S=b)9N;7;d^Ofg=I>cRoJzVnQiQ zA*8>{n9~{0VLaB;Z>+0zhtr=XnWbN;!&u=w<&1v;J$X*5IG^T6+~ycoX_s^JoOjX!edWTGocyHrDM9`Oxw!eFnGW=N@#70%(3d=RLj zyhhmT4M6=l%B5QNTw-t)EY3V1F!DJT4 z%_S-mDNT2PQ+qAWM&INAv9&28HxdRTuP=hwagTHB9_x3A6j9|W9HPsN)=#s%-O+rGD+RVutQo z0c!L$XoUHMxy$T}3U)S?Me{0O5+#$$EsZ5fqdveks`v^nMp-&4NU2tve#(wWoAcTe zilm(%`X>BRDX4pLWi!WSBnitC0O_R@@fm(X2d6FW4?wSr3+Q2USK;*VH*p5%F`Gnm zIY(@1owsi$Y{2f+9Sim?7lkiby0Xw8N2YjBVVOMbSYl7|s5uHI(i7N0aR_dUM0I>( zXFW3q%8&5|G8o_K)go)k!V+nD&*v%X9zLf?n!jSe=>fYrfykl_^H`1jx%uG1{3DbO( zL0YL5!f`Am%xFuJ8oCJkF=(I~7_wsz;khsPT>+`}cO9mH0MU`6Gz`MLkI0@_mPZ6ZqM=-|a+?hWB-MN|21}Cx4=`IoV7K0`( z5-G=^mg=Y?o$op0^!S>KYHPNZA1iQ|EFqH*nmRr8*kx>SlCsj=iW2G)5X=^V4;Wg_ zcQI7KY_?Hv{LOb_Y=CM8f0_*3vFL-IX2;HIQ|H&UAWoL7Pf9rWGvVCVr*}hnr=j$% zybgxmR9vyhw5J7}_r(AgszNGzIZwjK{VcJOQJ3!TB|FZ<_)efj#Z5-qn zJ&a#`4Cqp^Oex=ZJ_q}fbK*y=(l|;Lq5ru`?@8DXN~ z>Ts?80NsdQq<-4&%89{HjB-J4!q5qCs9rp5%+WT($*ierK$o<~G&aC8ub=JAjXAhS zNGhnfsY8N%gIq2u@nIGa5yQZhz(Ml69YB}%obFF8a~ftbXBTXl;!$|@s+YG8u`gXh(m3o2HNgX_7!5V6o z?7H)!IDE(!&gpb^rX8x9t(&(dpkJ};4dob|FOVR7C?8w%rAg^r7gO8rMRU7BdKB-t zji%q2lfKv042nWI?kb}u$5D0*Z+#3aRcA14&byr)u(LVggv8JJ+$NcH*LJ!{r$0c? zhCSGz={SwX2uw1IDn?{QX}(HPbf&Wq6R(gWsymexhW9Ay>S_t-QaXu2bikbi3-9TV z@^UhhH{3jgX5fR>34-ZPOM3z*?ao%@bO7j)SkLY^+HD`B8Tkoi_#2t}`%!oezcP6F zBezxyLSSu%={9!vX-MnmH8lOc##n2$OcPCw^&*LobHU-( zTJH6Uz?*p2Y|$z!L2LxZ;~jj4Rp@6nd1^#|e4>*4MPMmmB~L&`r3gID{x6d%_hzJm zRw#SPqGsQ7OB^yWsv9#|rKjfr`7p@pl84b9cA7cLBS>}x=mw1A;K{3? z)zYO7!f3+g9df|h7DVDji?;OMJctD7wH)fkH3SeXcW=aDIf;zX49xrBZF=1j{AnkN zQbp{tC|}~*^56hI4!~I>>3Gb_)Fp=8Z1tNddzTFiM_=GsdDNHW&(9OiP4v8Zegbqy zDRv(x(deV;_tn65vt&Vu^qYRj!Dlycd`Z=_XPJS0Hf*F9sk0so#H|A`D#eoieTUac z!n^X-nGt77%5qKw`eL0;9=v=6^j$gvbR&Itx2DS-g*Yy{nEks0eQ{{Y6H7G}j#@;x zR;0?sRDFJW%CvPB>3uW+bP3X{VH-8{0tPxQQ-Vg2aep9}cc|+IS;$AuES)m&)x1rJiDT1nAPa(Br75;yYp(sHEVO-(uSA4Tkp!GZ^fqsK%AnfL@(? z_hn7zggQ_am9g;YoG2jAQ2fshphsY)%1ly5%-8)nX!}9>dA31Ylt*c_q=xtb-BZS5 z2t)S+9HjS^VA#4y|0*h9^F98iE-k~qNBC?sI0N)Ian-JJcRwn~@SojW?x8`jx}KTfJRy~&RKp2|SyzBw zjoPY*;%|s1oZrI=n=}^*9DI++QE>*+r_B1S7+YPdN>+{m-5{5YsH$OmhBDYJwM+U& z*#&g)XD6JdK($91E;>A97e<}u?>VH51nmgBbiFV&<`ja~TX>q|{81~FR8jO^4^FIdc3{f3=pUO&w$OxM9Fl{LF! zv7FD7(}C~DQkUsbp2Xm7d_+OQP(^S z7jHROBP)e@E()!B-?}rHs3%Ep;uy}7sQ5FflQTfC!Jww?F|d{d^v5iSkhE>^5g<)s z+)a;&C(4CuqrXMcxC6gAltogE-m3ixAno`qp5N2rz)?oDvoNqMjW^oyfb z6$e`3q{{juS+I_j)qaAvMwG+U!=AuhI&#sqxWQW;ME)MHdYGFK$Kd)Lwv!lq!=V%J z!M)fA^cvWKwgC_5x$vhMpj$${V?h4{uPB@uFX(Fa6DeofXDa8dDslV` zv)ih1_!!>@4`fI__uG1vp6PX z>gLs?o$a^rg5MVl%mIBgmYR8gg1l)+%c*|@KE!uUPJML6E#6I{#dw;@z^?9uP9{Rj zX1j96_tn<4u_#jesyeujI#kWw?D~0q#(=&W$^;_`{7yR)=#h+Fldu?T(A}mVGh&a~ z8oSbYfHTBRN8YNaIE!n`iiUWVgXuaO=_{(Kb|{A|b^?as|Lt7|m=k5!Jt^D!!qR*1 zy-4qZfFK|$y-5*iB8Z9zA|fE5f)oJ-1W`mlQ7nKWf`VY7C?HjOFShUd^|SnEW|!Sb zGAWbHB$M6u%tP7DWa@qIx#unS%Enurj(;+5@C>fgjHmF13+ph>?MprM$c$nq<}v$@ zq~q5yi#p&*%*0B(iq0z0eSRv+sj5e)PVKHv=ym972Kr!zeMm0a)wyqPq_@IJ<)gwK zrBLiKPHR>>;`Pp-12*m;z@Hu0a$r!^Xm%crXCD_8>AK>Q~_`gS~!wT!xE#nKJ58xv; zPr8qin1{o73AHn5FPRSF1^(t`lyTZK1s{>N6I6_7Ht%|gDxr7tVSL6;g>e?|8$#!< zuIUl9b0F{!9PYCLLzYq*YFHU|mBK+rvHFH#PvJK|2>m}AX9(oN8thP2cjh8=3!k{R zR#*VbN#~)n?2tBV!uGt--=O#~W)HR!+jm);$;~w`>60C4YWo5-KN?NUf!+bJmCF2SG)@{Yp z#QV`PE@W)G3;S>k$1^r*72+pY#?J=vg5q=@VewArRz{60Ow%~3@%7(yNyHhAVYtpG zSJUCQQFxASMJ)koM-q_Qf+`E$%5E=9%p$1H&r@Sm3(_4&IK1(ebcgvBp~Wi<@GJ^D zx}^j=&~gUqd?l0cs~?2^o8~EhkFk9fH9eu{r*+-oMHMW^MT|5}u^uV+p+&{_ET)Ii zH;bi(?e25caIzlOVYJ-xY)*rE&#+xGw~NG-EmC&Zv5!fwO4_3@dQ?L-;+Gflj!8&R-*7RUiCQJSE_PCp>oW+3?6!A1gI4qW_VceA`bd7jqM`_4pu?vK_c`j4C(vodL}E@ zW1B;I*I07voXm_N(j24nF3!^iQqZ5Oe4*XwNx|j%um;Rl{@Wz5xID|cDXp#WO zrpQ<)p*XQ)FcnuJwu%h`CsBAzEr5PFaZy(2@^ z4myW^llcbAJNWD`DG$af80sbtJ0$QfOD{c9^O*|an)`2MA41PX63{Xxk|yWr303fM zij+Ou&C~`vo|Q{tv~>9GNNVo99wWrUnbYYasCQR*a4J@k)*+f-ebc_pXp&4i!OtW4 z>0Pq7DjU)xs-etOHo=anDt4zI>uMWNt39D|9%;hD zWZjS68$UXPcy`K$FG<-iW^D7Z-9e$3=BG3L=*@Tv2UHe4Nz2xDW%Ejs!6$TSdE-Id zz2AMbKV`;(c+BE&(sMRgkq;|z3Bw$GemmM$XU*qHVc@#J-L$yuL+DzOMwfn9NX{II z7f9Gw6$vAqaThLgkNFO6v=G*L%o1G{AEJAP>9)hh%zEf*blyguv{>K7ZzqnXKb-0( zj>>qO?o+X1@h*wV;t)WzqY8bTME?(;-B_O8QI$1gSfRb+zchAZj!H*r9R`zC!k~>v zo$c4CKh0ekp&XyFv_7IK-QxqgAH5`wIvlkDPOxn%x1StVzSrme?fp2U#Se7pMN}gB2>!Mr_HmD0PT9noVU^1gnJh?!BAREopk;ik zHn(@(iqWZgI@{HeNJloE?yML-V^h$7GS)Ds(lt?hb_4j-q#_f&+3Wzl*1f;5*%-d#d6n%*Gn0RV|V9 z?Nh>uMqRGK|kp8-X++8diix8sk}*a*tCLVI;4*?rvBw6jr~SjGJkh(1g}wg#-m8+ zwG23Z2kh{9#d0d%aagV4JIdp{V!TyAul|*BPAi7esrMVaX@H=qgD>68%~20FcKOvy zYQtmn;niGz-;#P?AOrXC5w#A|xjNu4(zUc^@qPTAS*z&Q_P6}Wd)(t6mri*rDZZJP zc)b~4ta}2ikNtFe9mA$zO(UGZAOo(}!l?OOA1B+zFr;|N&)L&6a6tDdeMW{+?a*0P z=<%3_8>I83Flxh(unp%jB+OZYDL(cRb;Aa~^tm(#=o)4TN36R=t5qwB#zBYt`+6Y~ z;~6NV`Lu5WeaaNSrkYyukkc?vIs&S;mfcW-3M@~M&ecU8dD|ot`oAQ1$L(KvW#W7C zKHdF1gVoJoLM41EPs1={^`-<8U#vzBV z(7UiZy*bCdBb<&Eg~BMB`5k-a-jCo1Ki91!P***{`yGMeJXb*%tEk4{&zC-}vRLbP z-&ZOL{du{+L2O2E3E0Q??O%Y94?Wqcr{hlAVXT}F)v@RAB|PjypPZFq?NvX<&jq3T z1)HG?_AY8~Nuf(?TpvY0^jB>CFqTfiB2)dpxX(|c>qSkOszT?V;V9|coFj5A@d4`S zM(AmH8ed>GTC?FT;!}MUAG+iS%)xzJk{>R(vGlW8QOMgkBXZv6WS~6{cT;Ta^mbSu~Te@Z@Y2R$HG;Ph@kKO467)~TGF?S#9VB1nS5LrFR+cr zdhsev*sd%1E!PC0YeZ*09OEV})#K|(A4Bgd)2_u~OTxX#MYEA+&o=Vw_z`qYYh387 z3LT+TW6Z3b?NV`;raBRN0TTFmjF#QIg${csL#TZ!@o*Xjc&Rv+M7k{-z+Fwl6%tel zhi3PHf}#tOyqYVBvLQpftm;s4r0f9-qAZHX6gD9ZzzkIcZVBACgMy+P@K{++BL=-m zR#{!>#W04tH0#MW<&~6?iT`O_BC!pp9cBePrKme9D6aE%3{mL!-2C(o1(nsNyDY5; zJbLoXi3$}nmJTuNI_vZ27zO?JcUa0(mO+g&``g|8`F#dSg);7HVrISt{|LP%b}(e9 zEniPGulpDLMfGNN36dN0syy3aE!wdE^CePo8G9J|Oc$Hs+bntq?SvkMVK~cBGM{V* zWf-*nA1Tx|*w4?lQQnJJxhDXxA_!e0>~v=z7&v-ZLZ0$=$iqaN%Gl36KKFa{HHlPZ zaXR8BID$?l9y?d7hhBop?i$sgwyVyA1@d&R*vy9bnw;@IAq00d9S8l6#6y8Nxjf?w zNM^7w&+mZ-W1&_LJsKUckzuku+4)_~*?LNAO_I+OrSe_$mHb;1^E3~3#@`#S9%sgeH0ivf;xTWM_R z>aHTT@_cHf<;YPmxw$ zkX3&xyb(~}L~sc`N**RSrm@UWB3_|oyr$6AweT~J>s;HB~&KPR|0D2T>k2Kd@g z9^W$58>X;0DVxZ%A@HdZp`TF6Gm^~+y(u4eJ45I{PjW z8@)=f7Z8MpwF>*J#cFP>s-~-%e($YOLu|x-Z39{6Rj< z3W!?OU&)jBi%Q@&H%CF35ueCi=!G>nZ=y0n66WAl75IMA>P2+kf>8V2wj@_a@=E)8E3>{ z9$Uy^#Vm>#zO8>TJS2D36(?14M@C}+9#>4F6wm{9>hrB$X3sdHxSR~^4aHoKnhXX{ zg=9%;EMCVJ6@MlZ`jaZl?ggPMQI0zILEVp<7b{5Guc~N)1T5qyZ~Bp!EXysmLTi%7 zcs`NwID_kW$n=%6+!1;tpVJ-<4$Y3Gyz6}q)2OENHw&FqPNbZ;CW#KyNEIrT*_ozt z1}T?&J(Ib(k+?}ZFA)YU-5sIVWgz^hhT{~%SG0`R6`^ik9K%(IeB4rq7)?7#p}j;J zs+31Dv~cZTkaD?yC33m@jU@7$>vCiprs6xFlLbk*oucRuJgl&afwY}>RLkZ>87!U> z$w+FwNF}5Jf$LOrg3vv?x->&(ycfnY{DSA5%q=%&@VBq~nViDWXvgu19HSwQ3X5E2 z>Vyu=##wiHi&Y!bcf9MhisTL{*o^=Mr0n9ORg1Iy zWUAsUk<@|b-Kz6=bW|**GcTd%!}pk};W!oW8$;(u6oVga*!I4ZgF$=7I`>%G3Z@82?QIg$ zQz|Q_JEN1_MHG*Q{C{`etvAmhz>2UTmcw%-vSqqwb-sm;IH_8@&0K^YK_76MbnY&QEK4hWz(kgk zA`^Ncm9XR+e&RbS;{WhJ2cPjYZRZu)MjFbKj-p5gQ&697I*QcrHqNk38P(VI7Iv$w z!w`fX7+O#csI8J|<*_)HD+bHUh_m{ya?#KHM=sZ$hkqx_blQvxc{G+VNHlh}LTO(6 zICmckLf3}-utLWf@HW&UsW0L7DmUrhiKye0H%kg49zr*)!W(>*eQAcRF$Q0FowHsD zoA^YY3KKe)@*u0HTIfm2eOLoIZRA}mYaR{7AJ{H;+P9S(S`t1W9Td%Un2Yg`N+J<` zFcjArv74LFZRk&;^3>TLPi0cbM3xdq1vE*e8`@4f|6aooVo97Jp;uRg&7a^;IZaIp zkKY2)BDQZZIg`SxQte$eXh~ZnKE-<~Em{zIpoFeo54{|{f|ellZv2iTik{kb_znBz zw%r6z$nQtWA<={Kp*{DUZSXyvaz9r@5V}@EU!v047nnXuBT-l5R+=tFE&jigai262 z{5M{pPLSqI7sfVx<&mn>s5_-JvdZavMd<9z+xZ^JIM=T7`)0U+%|6dNmMR@*DRe0T zilo?A@W>I=U($Nxe2m$DRdnv(ga2ZOUpbY%zuD(;PIb|mc?dm{bbgjZSUikcx`j$M zQHA`hRMY>%NS}|BN>%)~tg3YY0c0UyGT^-$vKJSbp=22iL_AYmkD$Y#lr5rrZRN-SVO{);`jpJ${nU@ zjF?}?8&t_}@vSw_m}nS-F?dSR$=(*%7<(HrkGLp47 zN@FKg`K_}xr6XG9HnflyAYHe056l!^Q-Q?l(zD?A#Y+fTXYdY=s_cNpf7Hy&e?H?L@ML= zNaVBdJVUQ!29De5gBPKzQ(uwMgkA+d;3fATXCFdOM4ccfgh;^K4y7}U?SHsRf{x5I z#{am@pB68x^V!s=k2nx|dTGlwd3TVKPNUcLZKRzVw8qu>8 zfr&WormTxJ3KnWYk3c`Fj9r=v&m=HRdO0L1bbUh{9qhN7vc*|Yh;O1kO3H&YQl+)p z+|&uQ0mFrThGfqx&XDtU)m|cL+1f6#Y|Q{duZzPJK6XtlrZjD!c1Ex#{Zt?2U5;Qh zq4&aRc~~gh6MFCwi{6@MN(Q1*M^PKxm3iK|B%!J_(?l0@N}`coVHBCd?>y>4=;4Wc zj7gUmq70)*y4NwukPi1mY^M5CuZ>(EJ2b6=H9`~i!Uc_VE)Cm^$8=MtIq64_*2W+! zT*ENzUPFT7JE#_Wy9v){W1Z=%(pyo{iRt~S#RbfQ1jgw{Q8_c7mlnGvqX>FttkAY1uiVj?p6zQfa>>ruJ)v8vL=wX0?&Ekz zd%YH~^yj$!aS-DS>es1>OAHs(k%D?5ac^0=^iJB-EDET=c0z#0k^>s(s{jX*b3vZ z5(ju^7MbXag2O+T2*`$=+G44TaF_Sv9^u@&eS z-H~=P9CN>(+oXhk2X4}5siP^r5;UwITH-tOFzDE|@f*qdmMbZWFED|xc1-5%sBc3n+=DH00hrcksjHh07+q5Mn=cH1{C?JkE?Qk9-gR5OK+o~ z_hRUUC%DbRBHS2(q=uxE&`?#FyBldrzg2gdR;xJf7K8>q_=#1P$wl z+~}h73iT`$CjDeBj*dA3`o?*V}aWTl} zwmUZwuj6MOr;){B1Qujg`!0d`x{nK2$3eVcN_F0jSGG$BIxoYJF(pLzkQ-@kQvub* z3B0dkzhizX%Yhln(!!u}qV5X!2?khA!_@0VVjj1wbp=K62A-4a!`W~j&QVY#If$N} zCc0BAp27DTXOV=K(9;-*zvgyEMK-IpW;Vwe%<`Ca^ut-K4@vDGz0e3NQO)hAgK=3= z<}xs((uID7r})eUaO;QX@vQE{50CPCTba-*+u%o?I@|kTPlyUT#bYYwxS4J!1%@AD zw?lEBKu{V>NKr#FY-JGE=wADxC~a|b*mk%#!q*N1OD*vq9LUh+1+k4`cy)(&^D1?_ zc@{pl!VNsGb5CUx0|~tgt~+GG6oei$$JvQ4AT~&6i>9NwhQofk=?IfdkGqS?(S7t@ z5?^AgE5PZ~pl+b9-3lMqL@-V1w!ACfm@KTJT$)dO8ZAR*2@ir!aK=)Wb~Q z?sR)&bvaWhe1d;yDYtCpFI?0;OdHA2Z$Q|3x)&LY#5nZZtfeZC&j?j^liVCTh^77^ z^UU2y!fJ*e)pR;q3AU`pn2G;k3j>=vx(@qD$cG)+=^<-`Aany==W}#A#eziVLvRUa z7`ge=CtyK)yr3atl97b2UTy6bdeQL>)1?v5!pjcZe4WRWBjrp0%}p0%w!HqTQ971o3KiQPc2n*s28d10MC7!}|+~#&f(HDiE+Z0peyb-!ojPz$r zGQFFQ#9|!7hgjudD8oWm9^7YMl}hjk?lgqXt#mWN9JcXH=oUPKE%=D-qMGS_R&^Z3 zn_kAxZJM%~1sC^H-!^smZ4Ab;4eY=N{4CnV+swtchLtPUVzb3C68mW-@8Tz{G<{7< zsp!i zX9+gX!a*gDZPe%O4GJR4@#w+KH|b5G7a>LVpz?jwPE*NCm3Jjz0 zyGq$z3u!wJCGi+FdUuxqd<=dGacw^<)$T~_#T9I1n~0-#J`?0BAlgxp*Sp5c&`eut z+1m7MlU~BSgq{a$F-&)7YUK+&NOi6!orhAXdna@&9>h(&5Y+VpT9Ha+e$+)9)^MWl z;O26#hR;an9SnQBCGad7gp|8N4%;1ys zHZ)UIT7mJa#7)BtJY5-?4>mMi<2( zrIaN5hN)Aa*Q714@NK!DsD~bGL{Y5;>RfHO1IMt3%1=*}#U?i5P!f7mH=h;2YB~am zCU2weTCe+p5WP@=pq0Zr4<4ac$LFN;_F-CQPaUqy*6L%7i%mq}DO@BK znR5i%h5;m&r@i(zg@Vv?^QmpeM;J{1l80WQ8^h>t=ow15SkVyNbf^Yy$L+kYEUi13 zKKYPSAH)P)(0QeRC$yxpy%BCe?ahH+?pp zdC%{9s$v$xo}A}!!}q0rg3yCcT+;)j&FWNv$FrI0lCrB8^03e=HnYoGs>ywodfjXl zsG|8^Z(y9)iCFpZEbkx~gkG8I{0e#m(N65>kKTrBVkz}&Q%v)r?;ZDa5{75LK*DhciK99qX0g} z!XPFjYRM3L9mCoy*v+7%nA;waXnK@um}RyxYD3+nUi zM(1j-tgsu>F2h**BJMNQ6NtcYh8c5xa8s6@hf(c77KXMxUme#ui+t6EsM3#N-ko(mLUp3 z=%FR|vM8;Im}(fh04WPa*(75^YRbLviE5&t;&d#-8FTM9(d0O3AmtdHTLGW;%|kmi zn$Sz&!=Tf-gh~vzf)Qv%qP*8W8XM_+4j!SKUScBUl|s_Iz&GPt7iw?`y#s#6|1j9i z8*I$${s$8rdSJ$oEFBjR=AtGagBf_5Ex4qM?GItN5S-*tspx{YafA1>*vCwmX;_2H z{FZry!fn{cph(j~-Rwi?X}H^C9vw3xj?vd*4M}07G0~$zQRl-MHq;8~vuTT&stG8{ zVlCRxxtzjQ{@)yEgda6cQOp`cPeeTfGRhUeDr&%CrW=+B1U3?Zwy{?W24Dr%%~PcG zM@{l9qNrf6lJ0!1^B@uW&LGXzkHdQuMMvBcZX7<~=RZ(|XQ3EA*N}-mg-3YY@LYu! zKHV<#te0?rq1;9E^Vwfk#CG0aBa>KsaR%i_wWg5HK7<~Qu;U)w<@37gs*Kf-Q{4q4 zf-Hx=A+7)wL87y$I`$;GMJswxFRU;@&ME0xZJ|DIt>GJuu{R@JYDX7xyUy2B2yfs# z9yERSD{ZLCV0NrVGKfL49O^Hl^6GDb&eRCDs%u!OVa;;_=HnyzE{sQWTp?kZlDTg^o}Xyd0N zBtGTUXbJgiqeYP3SBq}rP7hNz2<_=9^ab?8&d&5&b+PyHYDN&UvA`iZB7 ztiyHe<6V@KZAF?CcfSU!k%Yo&hETOa-0@xvi|E~+&}6Y`($j5jaKt3wJCdl^-HrAX z#RkUqLrhliLtm7jvV2%W*JvsxQB%B!dLe6kRw{tqI8KKarPJ~30p3eNtfC7GeP_EB zedrde1bh^|x@T))lUy(-C1g(|4v+H+J|jV!71E@)e=(3$D0Nl8;;=2Io%iPZlqi3X z)1uK*cpe?RD#@x?NdIPBmd7Y^*Lhfe8Z4Cbd+8V@6)qA zqj9LE1-=s`Y9_SA_lytKklu;)D)V^f`xeIs|>a(z`S@z zCiHF$tp6+j&w1;C;`k5$J>@dRuq4KLvD*ZUq<=Fi%#1@LEX7&2#>srYQ4S$tq~;(Z zf-U-c-eqWdbfVA(-?9}C*6ejfJ#>>H0k^A`>?kU`=^-I<(>w91+RZ?tJ4QCSS~ z8_gK1UBofGggQEf))rKyot(pzpwH1sWcxjh-6Uu2HYy0+*Ys*R%y04E%y= zrp%$|FN&)^j|9xXeB|*tESQj4fGQgOaUA<;J;Ccvwc;-9#Ze40{UpVgGrHVMVJ7l3 zXi{!@FbthYbCP!7Wf~icKw~Uo_;DJusnPZIQ6*_(SFj>Ti|lUM>LgsnMn5ZR2tqeC znK!}1e8JKJq{|o@QfClh*x98yvRgAWsi$1-uEaNqBwkF>hp~{_^i5O>%9OzfDy~gz z>`xgQLP*o?YWjRXd1xoUlIW66Y0c3->J1ChP}XY?gKI8#&q2X%MXkdKw8I{pp$_dAKS2e$dQ8HaW&44MN>Qhff7yN;LNOWchO(Ic|fyW8H%a>5w=VgFe zkc^4+Djzdc2*&-|Y56PZ>tFSI&`l7!i4lRv@di!lb-L-N3^7-8pb7PVzDz=I;1`btC2R49-#K^)tB7#E!)bT709e6e{x@{9{f!FT^Wr>C>K3 zn1an-^D=m=hwgmLf(~!WN+Q@m9rO_`&e-RbLKpiXuH$`F334aDf2fN~^0KuQw_$Yp zvbDY;PrVYsVD}le_oEChY8gnkF&Kyg49KP#EETLMgNNw9y2PzP!Wb%-%y*sg2q9}Sl-;nDS}Cu z%E*3t2xoA6Ms?D!ujxLUa8GYjk+c!IdVj_kzQ?OnLoE%OaS+8|T$%>A4-fm8r!4e{ zkrT_D@Q_$$lbl$ljDq4TqX+%&1AJ?~=*qe}By6^m%%8=NxFEMeqv!V6dCg1s9`|Fc z#+;tMBR}rPSGdNfAK2vHY)0sfNq%=^qx(swi@uH-GM!tfG0c$ZsyUViTx8HnCy>to zLYI(>j^#5pjV% zoNHna1|dynuM&?=^e9*PT)NRK26pUhM(E*~%iWVcpM@K2CdnB;EkHjLP2`QwThPzSPw_{U&rfpX{UZ z1h`f76LCScQE4tjH_C)7*g*o$qswY~E05U*>lvJUgHb$Y;9jL2Z5a=mwyb+jCiL7? zT-Pxzv$H(~uVAo&Nf~^1fyDzhyj--omMYC!A3{$@3A&F%R2y$&7#amcc4=sZv5e1e z;42LEd1kdYw4lq^R-7f3gg(;csU@4dv)vbTVvwk9R~6s>pPC0R;y3DF=Q2aFcpNv`4wOkzYcj+=oUvzaY{Wlk?3NI1 za;x0$C!t&TX2xM3$$S~xV~i$SsjXY9l|0wyB;faXEiF_R82f&t29zDEah^W!DTmzn zfuJ0o1b)RJLFgt!3TCkJ%y1YxPxQSaZkR$lp(mrG+s0r=Et>Z(+V_vx#L%cY_qJrx_l!*Ri%+unAqF^cf`TReVzs z8E?u?@|uRT438aioX4?MHOS~UEXsCviqFAwnC%at+xWdF`DSk5J-#Qc%Dg_dGtAPf zo7}={86mH5IYDZl!8e^Z^C|guFR2VjCSWt=#trPo)AUk0PnQ(sQ_Y4{y69i2$8vd4 z6-7*t0@muYAzM%gRlIgTcEUlQm#y6*hb43lgc0Fd2;DI1+GPak?rQ7PGRFIxZZX}>M?!$Zrl|Rv1Hq&j_L@{1zvT8yUX+}dbpL{XuzlZRSJQjb5 z@1hHjqVF2*;1jx}#--_{pHn+_LS3}R7%KD4=;y&B#Zt5WhUs4DRy(0bpfnz%U$}^m z_-s@CAitIjMDEvh+*=~$ni$C|I?lKLBj({Aw#7p99C50HqE^K4$rVINv|$MFt!yjX z@dU+7J|iY%3PLv*V%Us+Wwh_f;dN#cuNUI$jHdf*;bQ}{;SucdI%ZstBwAVHv+||m zOHxp`VJzOHJNbnQYC9e9eE!@U?dYu1x7!)}_r-WDpxghN`s8Q+y^>D7vO)Q+0wwfn zbaDr99dCrVG>vwJ)0R)V5sso;07r?Z#+jxm>zdSM+raBcwA3-2kHj&J`u`NJ@fm-L z*Xe`@Q{&yPu$3?6qH3se8tWgW0=OvkMmC5|xfcl_}BJ?beU5UZmD0-E( z_>7wUKfLBFOF4)C^3M)zU|{qZ@1%zDZ&DDtc@TwRB%0T~c1LPo^rSze^c=oVkh7X5 zv4)+xK8;Vf3~Hh?Re2wI>x+)4LXs(nRDN#!BB8(tJ(|w$f`ZN?dDS*kTegMjI9lY(CvJ(gSg*i zs@`769iXikP3X5QTIyEM&-<^e@G5;s;k8hjUPbDT4^pN;LFndD=fiM`&9|V&rc@5q zO;V1-Q4iM(dSL^98se=jxCn&MWAPxaICQqRrj9Z9T9p*cLVu^A!yab&4?|-q;X&xq zX!m6L-`O5Lk#|D3Fi;x6`@Ml}7_Q4wuHX>5IlM|XBlIG8IH1y#p{DZ(sk&bC*x9az z1T4o}0hXyW0+rcxN1I$Xh7SG{dbHe&vsy7D!GdO3U~)pwgJl@yFp*OlO`jIf(x03G ziO_eNl+fcG)+h9mv&ba|K*K4HPd-|`OrH< zoN^`=4P2%uC8IN{2BrK(9$god1qY3>54HTXlgkX?iaBZBM8y*@V~4gCX-;{)Ea-*} zL9JvZb)lCHyAUD)3$e+R3lrn;GQLLZ%%2C4&<`sJ-J*ferCAZ3@jgS?}HQAm^tK`8*Ai3td8Ve7e`6jj(vHl=!&%rQ}t_x=pXB?*B0zS?h3T%a?cmtov3q?0@{|98M zkHww*=_38#V*$f$LjpPlV$Dy~)tOUTwo=K!>FH1%Ah zFbOyGct5UTs~^2MsR1wi@f{I7n?L7DL~Bifpj6f(mzZ#A3cE~10Te?Kz7a>-jALLq zBlC9&D9XKxq9DCfQEn;J^-W0fm#`m`xTk3Mg3z-8(mUHf3Alcl`*0!HqwCTXwE}*A zw;mSj7T9Drx9RVojI>;AhR(@I-M{;LFrUs@I~w7jriv0$rnu=I5|Ij+0eLaejW&)! zODw`={D3D>J||6B6NH|<)p-Z1^8=`D*cn=4D)Jk857B7ju)rh%ui^zi%g9K@S(*y7 zPzn3)lm}(1`|;g)Jd9yM>iD+cUWR1;5PBLz0WAtW1?x2Cau*0bx}dX)pope2Uq<3N zgK7E~CQ(HsVx6`amEN5QpZ2o3>=mmrVbQK~EW1y~ico3&F+QBp#=RoxLC*-Y3mw|v z7b6$Y!Pgk2Ft7;H$8bNJX&~iOBk11avZa++(H_VB>TJK|K!Z17 zFapUzanXU4Pn8x(6%^g|hNB{$a1j%+sE5~Z9w#x=hhj~7K^o0JrPxkmH|o3W^#HHS zajygD=(1M_oORgi6g~Jr7Ypkt7x+Fq)E88#_s0tqtvPiq(A)h%=H%Hzk}1$lo&tLg;0v*!pL~&N~~` z`B9x#KuG!bd!m7^l$#&7hajm@V1zypI}8qU1tkAg-6`0sPZ~digP28Y4(2kvK6o9= z729ig5fxnaYUi@o0+j+-w_%0DUdyqBWa?~T&9TgBuf=HLa;%#CuH#-yRr)kaV;--? zale)>o~{;N;$F*mglvRxO8r`!PUR3yA(&&_(I#Kq6$qgh!9=tQE8S)FX`efB7~A~n zY*#}CYLmxxeM&9ytx5)hK#<_W!pA@eT~ad>!>Z)0CF}!LJL=#C9HWMOj?|M==9~-U z7($om{6}h=VA6RSUd99+R*73tiEcdFr#%xj-C-bvZZ)XPsZl77kzU7utyB#s@P$t5 zJUyhV>GzaHb)>M>CF^>;xtQ!VElyyB9vN171tZZB15A)8$X~?Je&>3o90gdSc<#4?8eDPei-5%hJlyb*d$?7>k(>0HWeKHHBPZTav@$Xi(o*5{aIYvD-fb`-}X?8gNv z^Jac7VigdCZhAs5g$=mG=N5>GksR_uHF^+wP3+?P zX=89Nj)fte)sJt*hI|Y<0kiOOfD_x2!lW8|xDk3JmHFd1f{S<`?ZSBMUl6(=bgy*2 z9_KL76lo4CVLY$LSKP*Ed$8eD8Hd6F4GP%M8`E^2^c4z1uZ`_Eh&zHjC{qIi+{}!K z;kDEY!80m>_HGElioD1l&}{vDn2Vlau__|G2)!cx%066YXnwCLOTG$17lf`Gov))h zA84AXAvO(!kxcbmG$1Y51|1FWm#|?F=7-4?PxpjgLtX*VCg@i*9D6fsWjP`jKEl$V zhoM%Cz~>|gV^9za==Z`QgLt?Qx`iRuQ0&1CY(%H9S{5h>-K1!O|Dvsl)%it}x)2L0 zqrRbZn}UUS6RC#ZNfg~*c&tTtN9Z-MD+KCXLK3REu}&MWv_uH5s1RBj)?TcL50hEf z;Xvp%6lO5}70%%Ul6g{?40{PeH#rJXWtcMqltkxO@t{dlD#YSNeCm{@F#^qTmyRy4 zbP&ei!wKqyUW@Adhmg>@GfFVX6Gbxwq5C2Sied=1;U+#oUnGbZCI~&dqXgE{+@CP* z(hWPQrM1&&Wdx>^4zIL3dFS77*R+W*< z2icm%;7m3|vWFzHR@}ixsor#A(Iwj?pLM147Z|}#43pFf1u>GrU1>(#qYZR((hB%{ z47`g%7=xB!W+z4Q2F{0g1w<7LaZ`X+s!!G}qy%3c^E4$9_BHTpfpMavSTmB?e&5Aa ze1kzKA|6NfL?V`wy7oAg(!53IqZ!Nnpqel;4oh$opXpeD!c27jJg!ikhfAiUy7(Hs zNh+0*W@y;Z&&>omJFOw`PW~eJ9Am@EPKw|yna)G2&L6;jH`(QLV;$y)Sji?kScU~L z6asR{6+kNDPh#vo=E5BJZ>6gK!R9zj<_afpj^O5w=$>-65#N=02fRo5wFl!Ego@{ut&xoPNz41G?pzUxC-8qH z{GO_`_d37#BWhc11%Yr1Z$2(PAbllMd#_A?V%|v=}%@p8>)r8&ndk) zOCbmZ3o&Sq<+y;|7>m+k%sl(ULg&yFmE6Q_xzT{}zq(c}LML7^tSS_HM>J#Dn^CoI}nd^dfkZPI6F)I@_D!Q?$_htuoja!Xb?)+=Es~ z#o8QGZ7uYO=M!Izb2x%W7~G3)c7Y%v1^rBdUYavWGRE^JH`v`I#j0!R~D-^WZ;3HsAZA4AuN&|}a^Lm}Z%&}vh*jHsZWwKnGCC!8Re z*T}I+eZmsG8S@H4*Ne_a<0@8~TAdfhX;1^dIMgJWpCOq)$6zfSD$)rka1#Rr zq3cNJo7@zkGz%JF8@l+Z(T&Wj6^YI|5_)+wGVOxFG|a~TaFJISY(%1x&eRY|YY%=> zV~NnWptNe%3+*=Dl!14YY#gL>&F;v>`@BM3d(urB7yZMByg?gQ%S%NUjB}-s&_Bhq z{JVU%x0m2mTeG4LUcxbYvBhX6>ZS=o&&h;t!`*BOTTs!IPsVP*vcN{zjb6IB@2c2< z>HJeWo3}P88Sr&Hh0Y}O+k!&p%djv=UHevyWuQ_u2xm&f94tk5Jc(36=(->RWib&) zaE@nd5O#&61O%b$Oy^y3lyqLfl+Ps^J@A0;9ndB4xQ<^DNYL!-7Jw7FvpAD>Tw*aBYsK=YkRvzW!*x6(Q(g-L3Eg56muwM9NK8-YR+Psid`r808|}j= zO|?J{AoOPVi$)o2SV`w6@R@1pJY5+UG1$4*LQCD|!&-G3Ac){QG0*ZrDH-suSel_= zjU#j$ZpUyFbVWyDDD`@L(9RZ^eJ7!TNh<&tN9b0$oBan|!bS?A+z=3iZYq?-)Syq2 zkviK?-~j5G?r8+G``U`}jPeWXbgY)>>!y&WHk8K>JZ_S@-YKN>-xTSFj3e|&Jc3QS z%>NDyF_?q7LFyMOjwb`0eenQ^&72eLj3IOjiZa|fgo}6wosb~9*#)5sr1uIO!+x|f zU4tlxSwWeely$zQI;~KTWLUONmzDfU=uFZy!#HaU9>Wd1swgMY!oW#!c~ROFo!z;0 z3h}(7Id-FaKy9!r?m?~`L+FJt99wY}Z}F~^g%i)cmy*B$07AV4j*Fq!L>0P^u?|Z%Dtn=W$fz@g{!;RSjG| z7fW@WU1w(7Q2{k|Tcu*96+VEkNaownQFOCsM?7fymD6UW^Twp}AE>p=NIubQtWhC4 zcQRc@D={G|^G%GxB`h;Ad!Up7;ad|9`Y4ePpJJ*=AsSLxQ3QkVH7=9Pdm&A9vkM4h zp%I(L0kkwxv#^*SSi=%#E3&Nt&PtcwW0dL}vZ4%% z>-2o15r@2}jqZGlGqF0uR^G?kcpk%XAL=1L_lP$Av$rAzz40-X`KRbK!VrD zY3*u3V;VN$ML*X_M4*TqK1PxB>R1(0N3~1&>!om zONQc2I_JyS$$#fDNa#N!1m;E$BTyfB%tQZLN@M?@&*4^>er|AV*}4N;Qs z^OmJVp%}xFt{8%8+~Z>$!7tRl)A`MkCL3tV$EWcT?`0>(qPQS)0RdN(!u!;By-d+` zEn$$Tu{AdMIPFr;@~OAf`R%0CUm1S=j<4_x3A?Nh=|iONRi;9Jky`8*smL0jo*lO&BoPefVBM z)WdLo<0pRe3le-E6g7cwu+ReU!w0y=(DWgc5p~l9!Vj@@*G4a1DNQ;*#kkiTk$4sA z%~~dZD^W=E(Vgf^=&9%~cdwtsR!pGN)!r!@OPAgh&*E!3YpEN)11Z!uvan$Q>3plM zx&7_bh555(yDdlstZfOOp7qev7lzHiVcN<;tUzD>l&rD$&B||-M1QQpAzI2|%x6Ft zx`aj+K20f*J&*73Fs(*RPZbDDG{t|>&d@WI!Fz1>Jxmkt*26n!8&+Lu1(DC~^?D}s z6e=HIpL-JS=9{`nr$3efPgFqf%Z3CJ&QqlIYj_JSd{CAabjAtYEAQpThYU=zBYNP7 z#@g_{5xT_(QngZc6SMUhQ zTy(Pwge{CN&T^}>-8|h_QOFfm@plrQ$184EBYPrrJ4R!pPnpMT4C+?m3JG|mj+x3V zC{I#9Lj5%lw|RW#R?@jtdCzladm;2eUQJgZ)y%7(4ZBV)D2yv;>Xe zP3Tf*`_CkaP!ni$7^mlm!C-3UNWT<%M?B#*O=SdX;$@trK7JPEbXO_rd23{I;U20ZCtT zlUhH)Wgfj7{~w4YCSnPXlH$X2YbkfLpTKllUkn6tC@!L}Aat)NL>KZi9uN6E@!*0>6R3}uaE3wR4BDO;Gtbcw_0WBZx98&m6=LY)-b75olrScAM@>=Rq1!pINpY31 znjzP6Ql-%p7>D-Mepjj1OE}R)C#v(!KFw_Rh0yJo%`F)@2{8#+b@#NL)l>J<4wlj0=G~YYtb*$ zou~5cT*gP#LBZCtc3RsWoWekc6dg(D`_anhYj8*C6Yw?NzrZaez6vXKm;~A!N70+_ zrUusIDyADYZtlsCOu;2=@FQ!48ll@z8I$lM1ImR#>uC@WgdX;Uo=Q6Z6*EKJ$=wjI z`_vU3-l&7_KBgD3Qf(z?{J%hk;wlr8YqpXiHscEBk=PHSr3TIDj?k;)ZUg3Ahby9~ ztn2Bp{HibpkOJ?(PMl}>l^BwHNx)#7!MA9m@qU~M-Hy@>4)#%Iyo{!zn_VFL5_)+o zM>QRfmy9|1oy{gsi0>@9Otl(;bXio2!ZTO z=u#0${aj-l#^F-P=sZ^#XX^G3h0sXjOo4oKb>}cNPBriu-~8>G2z>>(iH!(mw z1Q$ffb72>2%;u#ZMa;yc96iy+duSGisZ{4rm|_Gm8S{88BQyjg`EfVWVYorXmTHnK&X0GgygK_qH&Mu!gWt3^ zB>A=4qoABYt)poMHrnGf*89AQ-p=bEhVLjZ)>7Fg2_q2jW-wOq5S+AMC_CG4y_KB2 zc&P+d;W>|X*&aX9DViy1aRuzaH$JQ_m-Kw2Y?E#|bjXb^4vQY$Apr|;T~qIg(TKo< zxPn)F3Pwxw%D>~@A2Yy>6E9srKr5oD&adLFpqHw&BX15@YRXF1g*`t1x^!~;Og8dt zL0cThHk9|eXH9&CF`}Ubh}JlO?q2t@;UUubOp|p}Ct^B%%s4NDYQ<ti!*z8c8B_4%TXs-_TQsbI4cq)f&IEjWXzqjzddf+qC{U!!}xx|u20Rey2c`quz z4^bf`XSd~eH}9@EOCu~*%uw#ikn35~F55|FxN*YeE^=c6MhY6&@hLl3TkB38Ud1Jd zT8*P_Y#LP01AyFiA6S53FLG%W@PK{$Z8~d;#`o`c^Z}H3{h6WE1@gVpHBKAQ+Gq! zF$@Y#30x^`(Z7y@bbFnq=Rh^Sz9+V<^e5fA_OMhc5AHC{8v5)&=t@{UW&UN1!e80=8jjhc|E@yD-|NmqGGPwb4v?2?1ZxGuzC#^_S4C=#De^CLb=l;P}4;mG|WbSq}yjPCXBo8w6@UHAzYLu!cEXjS*)I{yel z4-KK0z_-|-b263`YUq2sbm7;>RO)Q48vT7|LswY}tfl9$$=VZu5@H|Fp>{ls-kFXy_1)&>6=&SjB-FLZ< z#|3oL^^9?tfQb%aogGn#rd23sqeo)|Ue>JAyW%_p0YT^jg3tpZbPMTYKh=4oAYP+b zZ4M8vtBi+y)lcAx&JJ%2kH)fH_z0rMELYYYD3sL{W28~h1E7Z8N*6P-6D zogXs1v)zJXC?N7Z1&BO&2itV5H5G*yuu!47qR^NGJc!i&yUOCn9{5~i?)YNZOIK_a zgdTLk-Rg3+`1|%6)j2-Xjl#h7Q<-qZp{5^eWhnb{daA1gA3BqYFY85QMIo z(50m<-{Lg78h%x2Sd7_TCSD16LmfKl3A(NcxDC5;hvMgGbVPqt#8mvLLgjLJu}3rhXR%B1i{IL3EbKl9UAhKWlxhMr|{j&^4i zgf1WmUD+(=`~4vB0oOBW?j?xq%!oItoZpJ{7qZ9bp|_@;~zY!_`C}aX)Lppi1lvg z1PDSG$f1O8MU;;OT@IUYg3dNLH=&>>zPuTr6Bjo?qizj#UUxs+Jw0ZoH!Hav{W zZUWXMtYAPPmaPfoI70UoeB!h%z{bnI7`4X-88WbTehm9ibPX)hyOD zbP|U(*y<*^NpVs_A@O2$hXo_)(dz4Z%!jehgW`_FD*WkC-(IqmM{&@Otl{` z3Y{28iUiRDK4OGRm7?rU4j1nQ*w)7^E}^_V@WkQ-_u^aL!! zHcefh77W5QG#4*0h)9w9a`X+A=HM$2Yu+2;81|x^;y1BW@SkZMMbC!~*oZ{&0tEtv zEl173E{DxHi*5#Yw%5R;I;XYB*%rEtF14ht$9xnwP*@Y815e?y#khk5Z9&e5MZ`p{`Ok2H@Dg5S!oZS=pllYIu!Z3NTj#^EOe+CN{^u-yc+ya3ga|a1s9l7x=zQEls zgF(;W7tJY(+feBb7q3u2z<2lhI&NaDK}*QWyIrCr;2X+esOpGwdz`?7I-e^zgf5-u zrkkDs0sj$=d(lUwgW85A_)6zuQ|<{pFJ8b>)Rg-JECCaGaqPxCAp`^je5LaxxI{WP zW_n2xY{2tk>PkT9fPJbneS1;6=sgns2(G)y&E=lZr{DteX*^FKey6s0wK^jiZ{cH= z;3@(i;R6rZ2K^)SjU;r}37Pru9A;$%g?XJO%}vJ{s&{R$VY7#>eE|Uh1qxsh>3ob~ z30`8+6L*T$<^jQ7ahAt%8s&99S2vt;QwYW#p-an$wrEZ$dKb^rUA$V|30*4A;yU#$ zh8DC+_p{BWb}sBf=TBg0MjwF%_h6jjvp6iHrD&hvwiMq`b_fUv$cRT3H_a#yUdCmr z^EmO4!jRDC;-t<+S)|pGl7iH=l52;Ehom&9Sr(EV&9 zX)BHk;Ywg0mZJymMptg#@jAo#EEJ}tyy8c1-FWO5)8YgKZlN9>e+!l0r(p@M;!)i@ z#B-y%2oVe?^jN%sPj&BE$&Ia;<3O}F5=1%F!n^nz(@+&dQx&efMB+>h@`00PDmdSPs)0*coCY|}^yN}GtoFsz{NdJ}JB75`o0^lk@Zmmkxu zk{FD7nS@tPg@ES*N`!S z0Yx*7_1gq;Fxu#vQqydNo`B~_=PzlV%;XCyp^sQ?ZaAS=#kY9YfY}LENziv`aO&@4 zf?rdX-oke(eM2p9O5}3aozREj80zSLHY<<2#pgT-ad;JT{pt-Yi?evx<+q6pGk1yL zPrz3k%{G&ETnRlMlW-054Vr3V5o4o4AoNB!fuRO;T1Q|Cmid_ZP0IPU0mc0~&uo0J zLI$EZixGtW2o4+4){El<^!IV!y4dPxN#;~sRha=Gin9o4LiR16nnXIkL3N&{+Zm$K zSm#x)0^SI{InK~R{R^FvPz&uzo>Dz}n~T0KhE)t^eK~SXyz5YERSTvwWNzs&WRObI zX_ZOnktpoot`kv2v9}d@kza9*QT#O7f!gvbdM|9q=b+^hc~vY6W0oLv0YT_$gr0pq@K@r|o!b(1sEb6)sZz|>uBry~jp%}ZZjunbyS@=Yh zZL2VYqd|&ibSEjdX68?JzJnJtX;+#hz8ZZL*LgSJQ-Xr-XJM@3dEJH`4r}=z!)7eQ z>lwpn38dQL0TOyHzLRxWL|b_gqxlSG@cJDsE{Zh$tk-!s5xkO_ey_+7gf1Wm-3_6~ zlg@8ofzBOpv1m)DCXzoGgA`Isf=+}Ufx$RIf~vxA#-JOW{xuv^>H4mX30~%qB#~S? z2QVpb8trf;i5Lpv98WEHi_nXbusbP;vNh?xw1R|3lfbe<$daU-b_zo8!0S&_TMfIN~ltv1Yccoot=2*EQ-!YBD+UH z=*>v?6%{=Pqwu(b4h!?T?owQ58=g5%@$SYs6soPpV48N@d35y+Ih={QWyXLY!`2*nt>l~)(( z5Q@Yp$i%`>LfPGH<)@Jj$BI!r8)H3V_fhI={(qqtS*sKWsE8_yLIP|Cl3we3ose;f21fi#+64p`+Nfnn)V?9dgbku=#$TfwT zgbbDO4RuR|hHvD;yQJ^c3T2xM`>B4~hUEI!^ZFwNp$7#+aNHrqi+9wbrvKAnu~=99 zgH1Y4q}6gQXE8#R(02+#7sz>pZbvemcpo;4^*UBQt3VgCF_Wnt24UdghNg@Z-~G|hJI%i30EUAm%n*RQvj(K z?&8(ot3v3n(uM?~3;2j%-Q=_mM?{j&&*|3LE?|y#x&mKn7@M?F&;Nr{4!OF<;x9w8 z&3Q+81`^My5PDIn$pYf#>Wqf?QAOi=3Kln!zCTj*!6>w6 zkPar%j+ZvZVT=(|DT9PUI7Dml9c6Hl!QT|cq{rI0h69R~0TL3>27?(WOhzw5 zGEQcB;{72RyBEk-h|VUts(0V6RURjHq=(Vc(ouslm&+|3ZPlX!(eLKNTh8V&nb#Q)(h(sWk9 zHIhHCk;BKL+#vru7I!hgFOO#YWDDvUcJ-^UOZNg&0s>)*yBTfo(q&vS3e7_@-YSsw z1}dXerkj;YZrr6op?^t2AF23FSNx3cb|ykvI5#?Dz5fXOLhYQ6yKn^?4IDEaXzoq8>U?rJ(IprClYIwJ8t&F{xDF$Z*1k&mJYn8O2zM~ZG6*EbLPT^T- zPs$yI@6k;DDFSyYbZtKD!#WMqf*Q~*zb8*Qi$EDVP!#H`sB@UhN zI?nO?(hx~ss`B(Z&xJafXX-_AUuV!@Tvys*ci|QU1X|D`?+S>{t&GFJ5#8)TrHcC$ z%1Bb-?~u^9p&P+ck_}Z?+!lG;IG+sS8YuSp^nm8A~hUoD!#-}biq?tf<~m(AFzNn zvs}gAs^Bw{ZW}}HC;~4sm?$nBgMd)y`>|8*Y>%b}i}hPeHS_zs0=^(GYAe!mCSjvX zeR1__YZ5x(qQ>>bbubo_N$6GNj{9O5LWkYWVewle?xsFlfiEz?APsHfHT)D%pczUe zVG723?Ou-H(|bzS0!V=odIDZ!FsCI8MI3{Y37AMKPm$kQYdlWPUezI_EQ~&QlxO^y zpBgiLvN(fsG=6%fc4>ihtXXN;ZK!fwXcS{$wzu`&)8IcIqmdSjDfIgkxyQN(Eq zkb6Qef@64DXLo1EZFJ>B@d}xQRRClkp~rD~m+p_%6p}4ouX+A)LeQ ziv6F&$3dOT?}^Y;@HX}sq@&ZY8NV~M(Hkk)j@53iIT6dSLrmBe@D<;nYgk@)B|4Fl zq;tE%NopbVC_1LnqLV8i#ggFAq1+7z6spcf0*KS}d_56*RjR_74n;KsK`yGEEV~&* zyVl&CZGwwgk>)GN>t}3sR(Tjs>eH_3jz-Wc2c-iL5m+c zlzYsLY5^@`@hf6&31hK|?M*=}aAPoQgjoGn9FocRo+|!1!@qaSK7{ z0{Reo_*GkzI@^y@ojXpd@!-nz|ke+r&O%QKX^pv1jtq%@x0p(cXJbZ9&8{zCpan9h|FNvipSW}7AS_R?3hB* z310n!BwpV-x6=)iNcKBWSeG;P!T<10=BRl!?8imj7p|pYJN;R*AansU6S{>B-%2+b zgYwkV>02s)mVO(UPOeNnaDmROL3CN)qA$Z2wY*f3PI=s zW+ZeA8(KlS=7E@mm+6A{;!x(cAKS19lQ9G>89~SS)#S=zGj6aExK3yD-sPT;jZzdM z^n^GDU0F{yFW$n_imudnKEbGvUE3Hsz9G6CDUw=iI5p;4yiFVJp}V_`AR%7&n19~P zgkFO_!TrQ9JI0YNpKxkNP4GK9o8}JE@E&&Qv=}jkihKfAU>(-r1->`E>Aal0$|AQQ zbOG}bdIBoqUd+KkQtolm_YQna^)n66W^AuwBY(FKM{tdQmeOrhql(c&>xHq3Zhe$0 zEo++;C!iLL^`-{TDsU4+M_tu4)%fyL8Sd1{O-o^CBHd&%?@|AP7*%nGZa5`O3H>&< zqx;$3 z=u#)x10?UgxQXvb+=Cg{)*}7Jx@e=qQ~=E}0Q2aaf58tV=!a0>$2GY{Xxx{%f2^BW zcZo}7tK4)xqGXFFMSefpE8J8gJeE;5(v0XXr)f3&n%rpGwzm|ap&@iDN|NeEGqipN zL($sJK!bZim+1TrbWu^MW+U_@%7vf8pw3-+3ZK_K(zQhBI|ZQ&1dq_8(2&jiFfQVI zy0VTa?Nchv7!*fa%w)WOk!pP%ZYND!yr}aPRQ3v<$ zits5n-o;dfMzxyyS*2kOjs0gk*uW7wT*#C(v9WH(eKwv z9j0^#y|GVGhQ`X^D?W_w=1!c&3{$)5cr3#yucc(lFw6{QPe>F4?cLae?z9D42ALGV zShm{@sN*!~PzHzasLMb^90Qd>naNLDW4xjzS}*`79g6LQ9x+(R_t4tZ*4&7p->Y8Q zUo?7Rl&CWy;43EjT?^WR3RHJL;tXDJaSB>douqz*>T4FNsUE2a)%gv&nHcfHG!x9L zbO>2}A0^Q(jN^T&EA>ZHr|j*B3)Efa8WxCP7<+@ zgMpYsh2Df)Qxee&cvx|dcHZ$$lr!0zs7dv^)WpkFVTlKpX$XYI#(p07BGV`R>1};=8b5jYXlt2cy&EV{c}dwSvp;+ z=X3)zeI#ic1C1SSvq)t}L{fDZRy?nJ@S&p1*Ftw2m5uIJS`u~*Q%%_knHx(;e7#JT zk1!X53@Njl`qHSX3_zspXORxQ3@02?{G_n8f5Yut`ETjpU8tb=yac{Se-plsqWB1B z(cF}F+#HATnW%s+UcC_Jj-G&lIF5bjn$f+UM1^^ov9|A;yC8~X`xLKH zigDzEbhir>gAr-eTj99czBukf0U!2DBK`b~2TV7To`e~=j)|tLYCQzM;}5q}U+q+h z|59@+X)hn%$7}~>Yj@d{Eo@YfsVNF=(7~tYT$i3?w?pt@4phV!*e|-<1wxN#^u{q9 z#NCE<<66*+=6)7qNm5C88dpf?-X^wLvpI!Z6!&ML^PQuZ>z#l*(a5A7i(1f$R@Ky} zJ&WNzQcycnUA-NHXsNI0ly6=?GNnKmSbWgP*j*_l7qcADm zwNE1zHTW!l;vSzk%v_0P%X`VE^$!tv6pMnqlEibhHRtOagP$?qL=!<1Fca4)SHxmk zfe<4<7UBk84a%gSBAAP-)I1A)=xi^K4H(S*s$`qeD|t~{G4dUUO_-+m)P~4x7`|vB zbg7ifSw0oBWah7e1NhEoO&d&f$FHR8)odLfU?6%pY~ArBsV+ATa*xwaX;|`-(1&`R zePKgq2He3O3D!dB(i|LVa-3Nb64@|{0mkgGS}ZD%Es+ZgxT&v|>5pGec<{&X49ErG|J3KYAd8ODcTxtcaYm*xbl!YPjlR)dEQwAwWqu3bRD z5JckLJ%x8UKrz#}9^?1|In2Ve5xUfGF_{78 z+>ocLEr)k_9m6y!z-YeR;4D}gok{55;syg`$L)8#l0oQyyR1@|tg?`o{1W*T<#f$U z=s*SRV#w7k#EZnD&=rUA1uAI@^m8Gv0rdt1vMFk*B!5&htDd-sl|i5KlR}3rjW;>Z z+O{#$o$NGn7hZ&33@sIX52<*80aL8vdE2u6O#MI!UFuAoN>X|kRYLfz8sk%3VECmi z(hB5C(uO*JDyZ$g){&2PsUJRZVHiwSrb z=Xn*4G=A%4Y&K*)kwCV@_qf-Gy_(@iYzaxij3U^;hIqG=%eGT_tZ@oO%ueWeGZSY@ z7>NCfna4IH<@gj6+6i4!>BDfEnx|Drt~ip4>mW5(Pt6$&gIAoTEyIm}8T8~r1Jy}! zwNL^_xW{)o)v+@xp-VGumdSH+iiPBwi()o@##^YU@q3~;i-0EhQkzQQ4uF1g^K zGQOmSsOjR03OaQ}nT^mLr>^D05jd=ja(Ld+`Q6e70MFtZM z{g`eQJVGyruh}kkc^K(#B~$(z4&i1v5W4o{QE8Y#QeCf^R0Bsvd01wq5A%W42wjv< z70{8;^HU37ppFk+w`OxX>}_noaUPwv*$BM>o>eRbipOwt7h_=_&>nmI3L0$;_CCX9 zOblvwYJSYYO|15_*D9FhQ|GZ=T=G!P^rBW3Ehsz@F%ZVeU*H7dVnjW|Y=RDW5%2PU>OoQ*I-w84 zg(m2TCHMd>!>0eKCO+gnujQQ?J4_SB5Pt=(;$yyRe|rQ3p$q6p=ytlvOKkL^MWiCUMx&?(Xl=|)h*7IEl(rFt^ zLYL;7%*B7O3VB^Vse+vhlt(IvEsoTDEOSkId7R=NB~_1FkNd66(8)D%9D7`|u|p*l6(5 zn?&?LTZJQUfvG{A8*D=zFDYLm=%NefU~A5U2e6$X=voF_vAQ3-Hv_nfw6bmi7hnl4 zp-U?)W|O#=I#{cnl>8~qVT8jR{R9&8&zXsa^N`N}antHr;0C_S2(b&{GyD-&;j9If z@e<#{aT0D-ok!Fy4D+Yr1Ww|`0JOOvbOD_S-HsR7;LTD5qdsHm*F3oC2&C!Ug=V3n zs-tL3Mer6IYP2E>4`wH$6311Bp+MlI+`7g$FT;N(Z{5Y6_t;BLMPSJ#^2G%+iJ?{jgE%QEMP zNGj2%aEcn~ErzS*_>8Q6+gvV&P{Xi+0m6?MLuajzmaB|;LC@-7Wq8_+0qHWlgY|eB zlSt;C``+R)nJWAVuO1)~)A2i>csR}&Nn~*KHZI`+W}+3_jsN{Racqfg_65KJ7Q-<`WPTU$6|XRkbZ1I0;wMwp?5&9(=vs|5?i9R)@rs|zp zC}(A;5Q@Oi!t=(k1;vwm?H;b609v9u=3qO9dQ^w8w7{;IkNtSW6a#bqw)&n}gYWS( z|IFq6RMAN5u_%vw_!Pcj`13v1p@*&&2JE6Pn}8lD$7cF+z@vrwx}%vm?4h!=Kd3=h zl;yIb=)@i{rH*(FGaQssORAy?{Br~Ex$IpVJ3^E@&0MgeIPPR{vxQITCk8~5sGCai zDO#OM;bhsDlyWx$715bb`%@D66}(SUzk@+t&Pv2v6rC`L*0lnCJSLopM+XeVvv>;+ z`n`nD9FU4T^~Vw%#IN{{LGn=ChGbfURqjT2wUl&Q$%VSya|L$e7kbMj7|f$2iiRg( zMs%f-b}`vCHKSe{5zrBAD2Oyg6TJ@yP+9SLE>m_Kw!_y>Nmq)XK1$PlNL9FeA$cpxr`ZSNsn0&(lRk(OI8R+a zobEbLj?1Z^g=nH}e@dwgc@F?AC(Cn22ltM?mghM!kAMq`=^X{k6kS(u$z7T&+6cuL70l`zpWhM0Zp(%q*@n1{gR)U$TN~7)B~zhpn`t z!z68~+Sq^bAO88Bf#OO2ZWnd=8&szKP!6#ouOBUM68^z7uaiwyy^`khA>$H>q$hLBmKOJFUxSgLagb7KZ~IbCI0sk4=RJNMvUwm7wM^c08RN_E%24AKNze{;EOhn-KO z3R>|g49~EX2^fX0^dL2mH^kX91q3vpJzRq1 zQt&$d!Nef7GePJA0-BH;JMghaLdc8Zn1fkZg!gbSX>}-O^QWzN!%boe{}6+PIPA2} z`YwEi3OviF@(lPWx|zz^YD{Y`&bgU8>yFTYmvAP`=GzKFHv=lL_0C0knVR$BL57lV zW+aTU<8hMqx(v0Rz_z}IA-`Rw^P$}Dji6;e5QHuupb1TJl<~H<5MVsUp)4IiDpunF zmf}SeMMLbzzi!5V{ly^M#5)e<9;;#k1Bj+3E1#+#7UF`N*$kct{Zg3CbI(bHo``BD z9j&*JzPn%w7GN1xVI_uT5~meCN!!OWyV;Y`7Gr2<%emibD*NE&Ysg82ZbM17aytYB zd_pl*s_23fnwG5D+3=srNXKBu4E)7_KuS{D1DELpI_rAHEpZa3>2k7++$v9UYaW(_ z9*ZIjNa~^vn{7Tf4R-;~`$6az1)-Z3jqtUJS0O~v5=${SFNs_Z78ykiK1ETgC6Zx$ z3GP=)_oT~$&~G7uEqSBHbv*((7&}$z_5o6emO>{b@OtKI?g*OTznCv~*yl!H#_{?# z_FB~cvsC7(haaJ*q621QF%|ecKCgvXgvZfPWgYy}3}A|CB6KTW!QL>Nv7M6$J=n!r z^g;y2nIL0(P9k(ErPNN3$$bO_6i_eDG6~l;jfj;%pUhRevDk+H@n@q@ga*DuWsPun z5xN!iumay>8tTi-e{6i-cVH#FYS|bz10? zf+umA6zw>TumKLbsfkyG+WiBS34j&&{+?U z+OINtpfBd*H--hH`2X5YgmEnFvbh&VHyQlUG(l{l5KIoai%xb`nt zRcyd@#)`$sGSiP`Q3*Dj_eyfHPAk9ZdMvBU854MA#jsisx^d?#GfXiO1`DC4OAKr4>Yn@6S!q!;jbX`kT zax}EX2B*DVC-FF=4uAhP+gEsYxtj&$*?QJHJnan_>atfs%yru9U6r*vdH9|jEnqF% zlg%acd)et&>oTVSE2(-q-f`M%7IHi7l^aueCCYu?VHls+B_w@>du_mJwtYe90s#h-vt4wT1-;}?l>5zBnMTzC z3!L^^q>@#z35j8m!*$JaDCl#`{$6o9(j2FPIufe#+tRU~b_rDkd`B6!p~VhQ`&IN- z@kNuJ-tH?5f8j!}bDZ{i83SDiJ%+aEY$*@B6e+giF)VS~Yl6#^wiHse<6cWJ#)bA{ zF+{eg`FJRRD(wP-(ET9vBB+$nMc)eNs6Hwy$Z2S1XVhRkM@7_(27MRR*b|IQAMZ22Z>+PBHY@;vr9dH5}(2A1dB}g=F`ELpQv8STUSxG#uvu+vR+J%1y24 zg}-}6`M8&B_q|Q!jK1s@rP9f7^>73MUt#6*bAHx#mC)FAuLzaBqI}p3J{?OM4)AWB z7L~msRID??!+8V*3?uY%q~=4oPi|;Wl8W|aezz1O%xW3`?~K0GTbuAH9?w|H)(gM+ zwMJc?&||21%pb{G&<}r5p-*Cfqt=m@Dz5^5pHK0mL#J#KreLa1GmNX_O%-J*ARr(h zkj?R{L(a8ZH2ejYX&}e@d6d8KApchn8*l|jFDG=3WjU=J>%YeqEM zhP3sNA4+8=eqaz0p0Hst>HHsbMP4&Tg!XZQ@gC5tJ^ zr*o%Je*yvm0yz(x&|XC)uF*8hy(zvXQTIY`>hbpccRxw%4pR9n1`D^QcID%z`A`+V zU`a-2vmKAh#HJl9@m-kZDbGR#wv(*?Mgufs7<3Njowi@(wb&E5&%c=N@?M6jOtVrV z3LVi>lywvk5D>_Tu&R#TEOlLZIGb4)7q!H`OKh?4vDY435c^hpr7g8|C=z7aSen`? zYM+m)mJB*tRTM>wBHGxVs9L%V6ND)pTOOquHS)dDKHu|vf6V#gegAmxz31L@&OPsQ z?>)bBM?nHc+B(g}K6t@!Mq7?kY(D)sIs&zs`*@&Hnnccnlh~1LSUzj`>=|JS6k^$qlSktY z)2!3_NdI`s=G@2kzZ=Un2@a|s{WCMOh#5kMZ4Mxqa=B$S#cw6m-`K>~J?3nntMlAIY=*Q}*&SVo zf2>HXn}u!wVSfPi)`J9T(Mu&q3c3-Lhdt$8&lGAJ4>Dc3^roHqU<;E^V}PK`!UL^` zS{Nd`{k@wV0?~vzQn7Qg*es33KGCe)MLoo-(V8x_Q><_xd-vv@35XON zQ9);>V&!D~w6a*-!4Z}!FJ{L2I)qw00@u~K_~-%?c>r4b47YLu7XUAEX(Es9^AFm6 zV?({nTP06hgjw;8=zLdby|g@!^RzuU;wkQO#D&{;KfBgo;X&S|GX2Y8+!r zD3o7o?5py8$dkgp{+CUVaP(#h)AXQPSwYlAs%Ej^H#)Z(pE3}uErx)qcGpx;c~ zN6m4@;Bagug>vbe0Dw`E(`n9HSN2vz|~ktt1jKKUjh9LT*nvVkFZ>^shYn!Os&o z6m~d*hGu>t#$hGAQr*igJNlV;B-P|&+O0ZWm%!GyM2>rKf8OoXU+n8%K)d$uTk%F6 zSLU|u2~ml_P}5nkd=Sh=&;52!-pxEoO~zOp^3GNXmswWioz8h`<9R(hcKO>rQZF~N z51@4&u$61IB$G7?V@((R`kjU{fPn+F_AOlEe9DIgNW8ZUIeSk!4(jG_p+z2SAgF9U zCRA#^cR{{{%o_bt_7y)0H>_#kCDp~hcTdD<7M-@Dt}t=6dA6}-+;DWvn>pEU#h+=xjyL-J_{qL$@|;FDeeYJDBu04^%FXwY-GYiCZ{CUT%d@6A zhkNE_22?#EHJ?I|5%jJI5N{g}e>3~mV_f>w_CcI6p?Zh-+VFVsiOVv@_1$<*n4(1L zLoHYqOBCtXyM}%G3zh7wuUf;&$zOyw-3FGgA+%y1oz6Q(rZXbH1uv1Dg{R=%NdkzS z2SY7GI(}qvg9-pRWotVWs8V_nQ~oxq>Fun37S3A8#d-&0j~-Lo$&t+QM%;Ze#8SGj zKF4_DmlnLKM)+pr9@n(7mwkz?e_HzURn=2AV7wCoHtMtWdONrH{rMSaNCGJQtd9TW zVBg}YE9K}{LMaYJ%<(?9rukzd73%8wkj$jNYfAwSfwuXo8rgv5zb?TF8mV^ey7FAKH7 zqHLJ(!@yxbAdivgH(q{noYXIU13t+D{6t-5O<=pwbVJw>-^%}56%zK*$T-B8&83L| z_a*sa^*$@epL5yixD$dXFXJ{&FjWf^6HKI@sV>pgn4D&JvPTOBJDQz#JtNj`V>90& zzDp$-Ln<-5)!B<2A#hI`_FQkKwXGmLmo=XG&iB{@dE5qg+Z^_`%2sn&j)f%_zVV-I zmu}eHA4T@(=(YR)aV=C%GE6DA-l(QL?YovZa3r-Z)4dG?XGhJ-vYzre+RSRkcd0@% z(3ufGN}ZbRzdxq9_+p>8Mt>KKFj!=Q=I6U9-3B<_s)3qS zFkuo=@ZA(LWDA(wZn{el8RqQ(Ha0d@oMR9!A`BO45uO+cyx0u&4NP+qP}nnrLEA?DzhkcinY9+;i5cuG3YuYxnMs zQc{pafW?Ic0RcgfmJ(9|0Re9Z0Rhv3h5+6{gWj|S0f8a678O;pHZ=tS@!U#Fvs6ma z#u~qU;5!c!LKTTn5>29|2uwxRp$nSjlJQ1|K;eW|N!U75A(n9TNp`t8>>&d;!2ofHY zy9*h5wWh&WROGx%@D_wGIQDdee0?Dm6DzwmW72HY1J95o2UEJ&{b0X>kk0qP1$y#SLf zka7W5AwjLnsR`S80>bC4?%nCj${5xD=5LzzyyaB8R^m5oP z1H5~v?@oscS0T)G-`A59INUJRKH@8^FCJld*d3iGCMYzDG4WI+oPHpqBxlj~;`+ky8O);({IB7G24)LvOF3jp#AX!LSnf#c zVZAYUlQEWNEqaY#)gi4z-bTX>=Nn*l6weUPsP53bL0^GnhpA2yT#|asj4GM=*J zsOpg?VoWCV&UB5zp3$BmToRvBMaeDFdMeN~AuZW}SU~1u)HaHa^RVz~_TM04l}Df_g0 zbUt%lBVTJE)SWSDbN0R7;($eYf0oz^`%b zgX0UE&-lFYdn5gm1%$AqRVd;pz9^b0swtSHU~!;DLk3OBnPsrcagea{OVCTWRFYJ> zOLR)ZOHN9TOYBR@O5sYkOCm}ICz;Lh%?{0CLG} z(->2^|M}1(P1{cUOgp9ulI}4HRu@$4mn0S`RXV8~OC%LqRb!WHm3b;V>qM2A)uLCc zl>wyBDO8gujVYPwGJ55bntGa=UBX>*{{{Z*ft4Lqq);rCKdz(|POHT&)hXL5rd3f@ zan+nww^jD3iPyBO9e0zHnN7Wx>`9~$uN;__N>9zfU{Lgsj)83tkSOcGK4E0 zU5j4lsc_T8TjN-aU#wf}D+a&JxEQ&>U%}A}GBEBVwHE)1M$u0O=96l>xQARq;b~cV z`FiDxj-kAuRzSUf{x=plS_nkQuMnzmHBqc#zF~*q{cYPJQjRlts+MY#>8xw75Mq1pz| zc-xA1a`AA)S;5I*8)pONYU}!>19L}yXZks^H^r~;D-e8jaK3QrAhS5yw8b>0cw%zI zx_H^#vZcBD!Qd1n4=iEc_Ap9sMvtTOu`5~6Pp?`pzuUSSW~Xb{*aPdu@20qVRgK-E7{QK3oG5H3IUl3n&NJ9s+Vabi5UeScGRJ2lzbwqXvtgtSID^#Nb3ITW#Cs^*?%4 z-HgV&VNa<~#+UP<6R*=>dU1v_l+4^d>w@v`uU-zo%%c z*lcLGXuS;|0kQIOUNds^oNctv@;R=0_B(n#lAn#QqoIMJZDM*RR)?MBHY&aX7CWdV4JrCp z6lUUoUz?8*Q1|NP?6Gnagu0w8>ci}l{LHsu+x+5LDQ2y3{wna|M_@kFG}Pqrv3}dH z?VxAi6X-;I6xc9STU4!5>!NrpqAs`U)T-~M8|OP)m(>}90u_O{NoZ56UcpfH1>kzV z8|EqRiuaCt|3{WVmMLk#_R9H4U`}LjlWI?I^XW@}o^jXla{q_2xvb3M?IanqgQD2{ zU2Gz%o9bH8z4fAPt(9dfS|Lakr`+Hh^?f>Ixvt!2u3^3c|LizE_zm-JGULx2zL0#JSbpd-!X! zzxvT@&px$sI$Z85#v|=&~|xOT&f**eXy84o|$l(Z$}`W zfGL0xpz|&Ft^IYY)87swABHt{HU6Ie!58p*jws+sa*GHK?Tu-IX^JY1GP^9cY)+9^ zVb8Dg2dn(`0yANp_oPmPo7Mvt*uZwr3Q{9Z+0 zK|#$|;gjL}gsTL!|G_v( zX}f}efYSfpaus;QtyyvLr;!kx9kUYs#G&qaFU49Isq7p;V^>%~%s9yVfKJ51edHTT5< zjq|(qbDByNR7I|H>+eb~ z-A*z2YQQq%!yAVc8beNuED$Ni-xF8d;Zo0h()I!FizuwSfHmn^tv2P+ji{gt?DDmb$!vPr@sU}H+>Jqf=`^zEevo4KN5 ztjM1KBDlqO9sNQq21jN0S4G!3LcTFdtcn8%1q~|jT;FwyL+guH*u#n_?1;OjCduO1 zp9nGcjJB3qJO79_r6XJnj9G;(&MAg@{pEPx2ATo|cYZa88Z!k3Rv76SI{@Aj65LgF zyv7xws4NSi0Ete~fY-jDsOgph_rNW1a<2&5n-s5Zw=La8*c(0Wxijvqf7%=v7>Fn} zcIg?Lj-d5k8=K%vFds>Yh<&k7K380M!>GU(egM-JiOiL&j8Bwk=W~`Nk>o+Go%zqxsn81>%l}wuig35uWu0#z9G5Bh-x&{2K*PP zwy{E7M&sO*J33HMQ2m8uv~Tth1S^W15r^cUz@*4wl^tPG(SYILMe?1#qDD7o!1z9k zHxB;h!eo~`c~L4PL~uMTSHv|a@lY9g@Tdp|P9${fDB2?nA3X!2>_+;mc!;fpB@g2= zJQK6gV9aaykqEGADkft1U*Si=?qn?0E!iKgt54)mu>PWk>N6D`3BVf~7}4Td?Q77ysACSJ+YM~RE$ z3LgS}Z{^!aKoXn60S($Ogl04`21)5n8=%0oPSTr$?g@kfU1cJ3#%mR8{)ofui1-8g z*~{^YI3I0+g$#{IpAk<7DvQGo_<-MyMY4h+D_#e)E1lk7i^Wm4+?`LIuN~k-m zqdPbJ5sRTJA|yLv6trSydt;2fM${# zlME|w&>$nLZ45QBF!1kgzkBF7@rTQ3myY;K(4W;EHLKgGFQI-7Ana{d(QaPw9$_8C zPQXwSBYUb9M-ifg?#T~=+6kqefe^5y#H-#De>(8;!E{JW6K*{VD>c=q4PcfuUc3hr8rwjaIUk7gi63dzV6xNTkWaCe^=-l@8W7&P1Fztc?D`PI1VZ z((r}QBr{^rL&KKjkP-QiMXEr?K7!RgfWU^KzmL|{Fl%Fz<#X>p-%HvN23iCMEas?F zCxYXzZveWtX-N2SLsUmB+agRCF$z?p$S{w%0sR0MLjHF&tmXh#Pt+GK?eWkRDeoi0Nn1duzT?$f5^6_q#<&*eJPU^PjGXiLWdsXb#3pkF z`57fe=R&6X%46hJY1!-cl4_hHyMm zmm8eVI^#geS5<{M3o_<9(lnVt$Nh54h-`foN84>1HEqN@1IIn0xp;e;1l<_WWjCBT9z1?3G&~q0TB4o z5Bxo~=Xfnk_MkbiQ*YN!*Y)YnYO3_@8eNdjreSB$z({&+aI(v5T?4jL-gT~sttDv% z%0Q7QcV(<)F{9&^qM+>tDCINDT9>b7uHZc-=s<(;uZ#mqtZ6iPch?3za7l|Ho4gNg z<1D#am+T?d_Vt}>WGRZcA1rL&e_aE3)82XV&tO4=got4smxXLdWUm3bh%XB=fG`WS zaf~=?^j4s^Smk2M;%Sk?2(hrgcb`YS8tl ziiwx6?Q$>x)maX=Rx>&^xemNeGiu2CB*e(rUAwrbfNgz17$cy%wlBG0J4d3O0CE?I zi*9uLyt{ueFEkcvmD+*m97SCN_x{J;i|_8?uOm(sw+D{t!vk-ztD2$4sCf(A@7=k< zQ~yPKK7{`6EHxCXM1~ivBPaGVpY|`O!TJ$upm+X8Jn=RYTUAiI93vjor{kwnCIVF* ze(W&K3wyVZ*9Vb@Tww>orQ6gs$8NeaVzV>qM8lT?UpRA8jFS`DOndfp^jkE$L{2qx50wiyur2 z``q0W!Qx_=Ly%?z4hnY}6V%fEy=Cc8>`=u_n@>8x2RrWV1=YV*M|0=t?WOuCn4Y5z zwr>=5d(ZWLyRXR+K)!F)Mi*{?^zs!;F+bg@2~Ng+7?99cF@^a!eoz}jS5y)jC`8f&k?jmJe$U-+jJ8%(NVKI${6(wtP5Jy*(`qm>K4Jf(i7vCvi3xk>Akf#};9{rkV6@jBmxYK9)?bWdr((iRX->=S{5$qC~Yb`4x{j zG%!#3e&t*1&?1S`kFxZyh0Z9rG7Tko-f^Km>3-G(1_})*L30MT$)(38H0)Sr#SdwR z@#M+?vct!l`2SobICuO_pIZd4btZ80Eqg=DD1Vi)_7z{HL@K46fVl&Cq~IPu~w4Vr#Nz*xo;}57RG=#GJF=rEY zB${ku2x0Whx{e+dH$iy*b^OU7+>3R_XtKxUs4A!H$# z(wnuOW$pROz=kLVwyQP}&nmh2-G#Q!mPhiMsp}{yy@a%rIYVQ3UZ61W1xl<9=dE4wKR>(BAf zw0FI2VW;OCr$R*-jbZa{W{&Oy5Pzg=^r8C4G@A^6mFU?;y@20Hh#lJd(!fpwdn0(M z6HGmX)*j{%B>i*7LLcO}3v1KAIw`5!azZTtNXxRG(=H{dbPqNpp={kt~}{{aXik z*?2fyEk$Mi3K{%BLNgHR+!0>|`YFz8aLAqT=8D1v7*kD>mk}b)@XV9w5(QFD%xR}Ta2SX}M7SG8Y6Hg=-rfhA z8`RToYUtYw8%L){jSzmWW{M|+!oJ82usp5Oc}zaa{V{KbU>}XYKWfQ+ZW?QTJMtNf z!x>bx@O<w!saoQ9~Iy!f8epbksXzGB0DQZ)Y^G zN5uQ)prI})UR4Y{;?xwas$v;;^5^T84D2e9s2Q%k^W7kXE_m|o+7hW0IzU#+}r7j<754h z+H4R8sSZ`yRpZarIFkABahwmaj$huJOB%ML(!U{!&z;k#1utYzzD zv4z_)wRfk1UWgE-p<~3R>-q+EbYIxZBZqm=r72cs*S%c6)-cE7>q-pUY}J#0|Bn%l zpuDNAU;5DyI-f38oXzKq$#npU1Co%kD+1{ppauUG2kIHU$Xy}vU!agwF%;Ebdhm3T zn8gi3m84k5Sk>Hu@Yj^Gt{!fr%8f`_fJ3Zk0O~t+{a81|33tUNm)-dI<{d<>hM4Og zezr#`CD)xXm4x!*|E)eFrM&x*SSIU}eg7!`g1Xafd4BIBpJ|~fl3N*`FG6oipq3jy z;kv*rLMXn+pM2)Wn9i@YyF|~79Oc+~Y}(FdO^QVzA8`+-)?@uR`0f6SK2SkONC?tI z+E%eqsw3h2?!wQ82R6hRYx_J92DofQFRIY1Gwo05TY1mz zJ@32~fn*yJ_ukA~m4}1(@U{T`woWi_BaV~sZ91dIpbm6n+cyR1i_izRb|ffYg>`m} zH<~<4&8V79(vqhRq4}B{8YqaM&7g_TnZtTu5@b?ztqI7C$N~xsJ)-=O|F_s&8K=n+ zcFhHgKdcPzD>a$ZnzE6K>rN5dCrrsznZX$G+G(Wtu$|Q`S0TDa%Pm<7R2+ZNs>3T) zACg?VT1}>m8>S=IQ-p2j`s1QAfFJ#{VY5@VfZ!SQ{?QZxuFs8x$(InZQM=8(Gqf>t zi^rg_1q&U@IHeRLFd$bC`LBm0yreg7k8Q4x$gYWIC)lC)o*(<%D6s5k{&m9W9EWre*VNIaFB4D33=fjbHJG(k1$)muzkD#l`k z97cQWUIru2q;U`D@H&7Q%4@dm7@>3Xq1*}P8X?XT6B&6S);B|hz!eeAiur5XFhcU9bc2tU{F8H?bt1`lFLGn*34qQFX2+5&_xzvm$rajV_)D@p0hs$(^RSn>W+Uc zhV&m$2LfSrn=siKOh3DIU4mw9od)9@vG?Z?KX?jXlai(o-HwuRXT&T7!sjiXGgxsB zKs&iWHyK)L^uk?e$CQ<%uO~rF-|- z3iyh-nCqwGC{UZB%NH##I-heW&Gw06)ig^4@)$g^1);j~a=#qfG760P7tw$B)Y23! znLH=>Yxl0^J3aL*vq6{1E)bL|AryyRGnB`S#M`(8hmfMbnf6QX2aH9Xlfp&3*-7qm&Ov-(w(@stVR+RU7-6CSt_zS-X<6clM_~H zKt?kIu%k1ke{SH6FJ!H94rf5NW`KYgf=ODTtUo~GD{M4S=v9dhAK+e3*tE&9T}-?^ zH2XoAQ%S)TG2lBQAyuKVqRkA~E;2&%d*tHekz1(kXI?bMjg9Mwh1!Uj1bF>x+?!Fj zWof>SQAX&Gp1))87hkXBHmOju^;(#d5mwE$Lpi~WPuJo!BRN}RP2PyMy=Qm3p#li$ z7BQcO9__GdyVjRBCm0l&K0=(H6TY<0b~UbaJc*G3GZ<@TVmOL74)+w7F;Px%fHvzA z6nkRaXl8Vq4eC@nAIo~i#}xdeI?_f1Hmhpn_8;a3$(aUTkrL|e-LH>J*q@Ia01pwF zogX*mbcLCs_QyYnlSQY1vMD2~jsH?-o7|#VXkkHNyVREr!=zeboRj@r@_zOPHGCGg z48fUEV;a)F+=BeP!sk7Tic^nE$_`X}=zdGXK!;KlDd$SKk*?k-WF671NNYM}k$)mu zyO4JkM6T{*YUXlQB&7^pS0*ZJF4QW^v{Qs1nD>N2<&6GIMRi2KNi*O(yTz+LG%Efs5N{S+#I_1WV8&#E2 zbtE{S(V#9vVzXo8zjODP6(v<;)gM+lXjef%K!_lh zDlc1P6eq4LB1yE&I+%QxOvvz$DSOIGE~O&#knm2-dGWrcgny@NxNO+CK5pT_odgw5` z-%0LIVgkrh!!pWn&$3VRZkc ziejOhP5)6dJv2mtUxce&j=;$2oh~lU7t5jP~9~J3YfXd zgtNYNf=5}_GQ_Wul0N7uwIUTE&{?nqS`8qYJDBkINC-{_8i_0jOs=U?)M4Y~hc(K{ zNQMQ)K>tC>7K!jaqh(X$Az{MsWF}%fK6Q}g8W?Ec!ti`k$F%96x(^#s%Z%z(o#kLy zGJ=TiYOXS=?S@bf05H(lQ4syh~7Vhd_#19C%g_m?Rm2jPg}hoHC@T$FzXZOT`x z53yr8@7eP_3f#~v4#`4*Y6}F!P62jRwF(c;cyQKy-z7InZN_zhj^TND$)t z5Ei`r>7h;JkD3jHX#{z-t`xt9DC$M)HCEcou&q{150XaIq`WA{O2q&y}vGcLuV zx~QjwsUE8A6iG04i<=JVBjll$l2rkvgK1GhzI01j9kqOL+#xns5GF^&r5}A#X@^#V z$2HYu`Vm&d)T*hI3`vCykPm4BMlthUsJdzOfPma@HBms8Ib{(TK5q#j|AY$5SrJ*X z?TT>h`x*-4C)Jke$^{$IIM_zg0^NPZJJ?y_=C}=TORSALN0ZYLA;?2EL&$>c6_wM@Y5*t)klvzgSs(q~kQ-Wv%DMj$M}69T>qt zLqs|G<@?HyG#1z`rND?B{34j&$9oRM zPNM-zc7^EWb~z`G)@BrXEY2ZO)PP5&T{Q+^wl<)|v2zuYf-J^*t+Yel{nFUC#~-qf zO-!l{{coi%@5Iav)eT{Be-p`BN>pHT*sGCz^4!f5Ov=rZJz@FAg!~^*Pu_(Yy$QZS zTCj{=UZp<=Pq43v z^A>&IIK85hdkv5RNq!%e8J9w*)@R8f%~d0$27?VJ4F7$P+LJM^!ezAbFk+&nMHpSEKW1#xu%h5jv8Tt>>-v#W5s zaZr{gTq(eQv6|G1mbzg9I^n+Q^b`)5I(Nu1Zm&z%V>9UGU_RzfP*}v@RGgOPybtj1PYu&pF&`X2Tq?mZU@x;UYoUL@s*dgt`$Rg zD+3nLf=>T}i;NJ2JS3d>9lHiyPOg2-B6UouCqZ)qD)0So%dXAJd5B%uuBQ+MmqM;A zW8|_$(Y?{aR`6*S&|c;2GCrD!>_9E=j*y*X6Z-eY+!aiG=JPz;YM45egJ@IX!3FVm zQq_ZKJG-E<2TwaD-b5HU1M&lzUX`%=Rh1n|WI*;XGtBKrr(tRkbm~a+<2Bwn-jj9Dowu4OpP#vr$Xi^imDC9cU~5HtHeD`!~%_;yI0v#2rB zbe93+GMbyBZai9a2dBhHB0)_cCiw&`Ij6TW}M549j|kIY8TPbLKdN( z^xrl~y)k0Jsba>i1B@I}jQkP2GpV5o>uyt7x4vTGHcWiuAXu>0VQ?8X0En| z{#0uI&GKO1I@p(FE=+WzE`qqsXjUeX<>V${&qB;PKz!%nQ-yu#{jUHEKvy8sm^S=7 zdCc5ym|3l;lGBTgVbUu4oGbKWrJF2?4ysj+kHa|nYA=^16mde)bIv@?I3)zkef@?d zI-CvER{cM4*Lo-M1vMj-gE4H*VGH?fULblqc|S0~Mgt-;1(d?vkO6f2>ZZM7N4~hl zN<;P_iKyx&MLg2)hytRH7%R#AN>G-$OC3QsQFOcijdIt!G3}E5`ce`v24B_sU$Zmk zF}u&|BN=Qfp+|QhR*w4b+I+LWyE-H3kT@|=^6wY~>ae=p(=v0m64LEHXoNOiy)45f zC|bpNirRub7@~K0Gs62sqE^&A+z)nq!b6?fJoCDgE+t4P`*T zLs@Oi7ud0-uBW-8L1buzdTG>BP1N8b2FtEIB~x3dg{(J~Or**!abkiSnxzb-3oZkT z1LKNnS0lQx72|#X<$lCpGlDuA2_J+H52tfP8n2Rjk>t;aC|cp%UYIfUf;Fmzj@Zo+ zQ~1KOc&ts)1$ld$Q-#*jd538C>uCFgkDhf3onu(UBWS zP($uB9<|ik9aG~)azcZudJ{JY*t)EZxGz1CO0;` z5jBB@1IAw=oOa%Z{qbApsC`^Fq|6&O43D|QL=f>+T}GK$l2}ltQmLAT4KCp|zb~er zGWGPXN2d7b3s!{PvI)n_3#(Nbd=vvr@6dDg;`}*}wu`+x4qS2E0k9x`5M59?Ksm}9fJmZN(n0?Dpn1SZeDI7O zibpJF1UZMD7%f4pJK%#lE+yB*D2>Bztl9v}*+Uo%!`~GrW{LV&W2Mzb1#Z$BS-}Kc zh6{P$yXX9{ObW2QeY~yl(2GLi;t1q&?uGn1#c|h*OVYPv1p-@JhV~(43NcobR+K)i z40{BpEppsqzVRiPcXmB-Z&2%7GDB13J2kuVVKJ3b{sS!aCyXbVWtp$1#oJ>5O7yTf zvp%oFfaPveU4K=dcfu*}&OD^-sr_tyevmOnhP8Ib+ibvp@V7y|`TJcIAMWkUBjo^5 zm=E)a=#^pn$X3_z%Dt#g;&rHy$%6X|PtvGL)G%idBw{f=HVx759z%yKE;Iy@>_D`< z*qOmPq{%=~5o$H5=9e>k-grWb`aw`-i+UPlEA*>EI|3I#!$$A#V|)`E1TR0MO$6@l z+Nh~bxQxQQ4m0G>h{YzOgLzguPm{;vn99Wlfm)NS6tgyM0Z*J7#cF?EcE9TAJ};Yg z3>N;0`Z1~b@qr^xSri-D=)3O;Svs1%*oHv*o0PN5X3<;Rzjd@6fBwOPRX&C3zba+F z->N%v5tYUNt-BhN3&6m1#r@@SYG>LDjTgTGq24K1>+rI-&%0Q`QfBlsc6sk9?_*99 zAow8NI+Buddv`xgO1uI*HGcZy@IcguN6F77Fmd<0zE?#D&I5F#!B2&Rp6_(_2{k+? z%FuM49MCGR{0BuKXAR*wE6KYi;WuGz;2dRTDSLv=1>_b!+4ygwr?84#)@(QBVY9Yy z$4;H{k$^405&g4wm{E2_LSAbXD|nD#ReTo>>6jAvGS#93dF3n{msv6RqV`MweQyLA1BTaKdSZEm|n~L(21h;x8#O(0Y?=h z{{;%Tf<5q}r$!PO{cPymg7A$TJ`_p}WCCo*LTqpvX`;q>aFq^`&9BIotmsyR+9=GI z|Leqh-2#s&{e!4=s7!J)jNh`n=)AaGkTvwKr9>59X@u9S;yK@kkR0*I9p<3JTQeXH z-xe`eddCw%$K&YzY%Z~&<|#o_Zh|%zw)n&`Y}%y`28M_oh2TK@IHK%K0GNESCAT?< zS3D3I42I#Asx(w}CK^;xu|7F+vm3T+8Tz^N;5#y6GD>GjG**+MC%N!0yZovC9oFUshPY`zCLjIKyuBm})Seij%xsV5svT+3rGz9%` z0pDBKK_0j@gozBpa3-_Vs?`w7(lt!gQu*idJqwZB{m-kVV>$2ik-H@as@GQuglgbS zS&5T4qxnx_IFnhk75lfDW*5O7(x!tM>GRSPJ0Z>}oLCvnkuvByvusOqAnxC>@eMOi zu_jhpWyx7+@UE{BnRdtuDT7hE=W#x}f$55bpMR@);fCUbZEC9R^%8}VWx)?Pt!~Y+ z;;MS3?pUFhbUFtuc2vE5m7J_1oe1CI>(^V)7(HPG(H||8U8Xt@vf`v`gyd;PsvV?? z^^1xBFjkOfiT4S5@0qEg94!uEr$T)%Ye)+Xgjm?h`)0f|67%iX2!0~=CjWzp6A6~= zs*Rra<OFop>bW_ITLn$ub`4ERg5=wP$c=; zk}E8xRCg1>(9N7d?YbvbnfK1afVoPQyPkkg!C z=Aoj_)=kof1j;k(L*swZI?Q&Iq(<}o_v;MngVZ?uCqH(MFx^<*x3#_MA4HHCOqRlF zvBEc`ym%2*()s;-ne1v>Eh&GOF<0yQ_J*X}3&Qv=Pn&IJqO@fthVFge zP_sIh%zr##)EWZ`C3>dJ|6Sj3fqn5}niavVqq;gnC`#4kJJZvTqd$sJ=^8$diqRi6 zkDme0qkGIALr+bX;6>ze(WCbVT0Rc97KpDt6-zVS{Ig>xQY^!TgQHAzKC$h-|88s6BuH)huSr!vki38z+$cPK-zdzUxu+PV?UboXZlQKk<}QlU0* zv9=y|J$A@Sk(Pga^NqrQ>>N`P_k5(}ZjS5kQMG+z;%!g(GC*MaVVRrNsshEqsDT(A z^d)kT_i-vXEwqMo_L?}|67R?z+B_{e(v0={B9&JI)^ICgZ|VY1d|w;&PU~}QcBom* z27Dpa=9bfcu{QN)h?=!btQ|FLDbzu=(8+W$tK==C_l>gEM|yP~C+eSF3IdzzO9Ki5 zySX~;l(XsILx6v*r7nF@8J^<5t>|;c?)rM;`elrj0)IzSiq0ayXwyQDf;MD=-*vx? zT9K|{JS0X*IKTZYltAuRy+JKS^H=$iX?!qiM$K7#g*ZAvZ?v(MELp`*DK!!(Xtm<* z$S5&JQ6(Pk2xymKA&0_Q8nqPF!5>jW?MsXkH^CyF1gFKzemB{69PC@F-7zD|E+5Zc z@__BV<>;F;4V4bf9(=gylBzv1vJU|_dH;TB)-1|CsQ3etKSCJ&`q6&?0kKn(c13hf z=tN1BXtivpiXKi#eFZ5b<@JTHYHQ7uYz1Vz_-U^dk;;h5u%`E+@!=namlJ>P((6*s zHS`zM3=EFfJ0?9e#FB~dc$O?=FlLHV-2Zb(?YFjbIRdc=D-B~vxU}O{CXoV}(k|_C zbx~LULI`6)t~X_w6=s`C=K60rpP}wNYiz$KMh1G+yS1B= zb$kpzsr;%En^k>(oLt_^NlrfgIO{o}wK(_-Za0z2*LV15YwAzuoaym7^vt4C`ZU3= zH!o&tXq}z#o+1GOP;f_}yeCeFV;t(|CivS5QOww)o@bD(=)0 z8@QiTJbz`RD#I!J0dU;uhA=p<`UWgBMGutdtRbE6Jl% zcm2=Sz*hUCAFVO}#%k@UW?Wax)~}{GChJ)3glg0MsVVv3hx?)tkh@bW(E*qB`@!H( zv1&tDU5S7>D(NCJ-dmgxx2i8e+JS7l${yi3r8BXVP^Lq>YjmYLQH-6xE>GOdi$+Kz z>d!vJT2rxB>fS0V{h3DX*zb6UI8jm_rP|K&!Lp9OF7y?&1g&@(Lb!{r_cJ2pHy9T~ z_6j<`Jpr~&7PA5+i5aYzx^GjcncXyyLll+RWV)YDR4YZKJl;~;#prApAtZoo#KO3_ zN(Ym-xDT%Mh>tVAP}W_r`9l~VA>bwgkej$BGbp{CBW9S8trb1$DC)91YXedkqBGyF zdwum5rpIlwu0-0~A$P;EOH75ef%x!Whn%?Ha^l|aLdgCvSt6|C*rM&Bj_9AG4b36s zPq+kgw-%KOv)*HDI(ZofjEyW`G%Vl;7BP#YLvWue{<8kt#T!-Qw>M-c^ z;6L8VMrgK&aMqc>5k;LNrs^_`Ypp~e@dq#fFUG|~)Lqwsf(N%&)5y7Ky+`rS_IVj||H?+FqjJ97M zUgJ4dG&|wDIBC-VY1nkWd5SGf*gMH$j_7{o!c<{##Z`Im=50Mo{%HkNxffqG5)dsN zysqg~iNsf7U$;S#dZx{9=|%qD_?r}b*eG|9m}3x{UFc-HOseM`UB59xbXjyD}|CKYhi)oq7 zMfiqY9^}A)9jHJUXNvL2$!w`^nsXfKCA7y+3t~@W9{n9&CaZ5e@t?0{6G`(4)+cD# zIXaJK=zH|zcSb;+v&xCI1AFJA&WRRNur%TGbZOs>X!|m?)OaxA61Tv_B5tIdQkpX~ z=apA6KN(K_q{!S5O6i$FPnLaCDa>owGuso4!ZcyKZ`roY3cjQrFF)q{>3!DuGoYm&dsr}L^TrzcJ7$$58mWf) z+dTMArRAaj8fEBP$@A}KDMh>sZ*g9Q{1`P}Z<=JBHW>bwa?XKD=E(%t80udOFrpnc zN;QM)weIeB$r#hbyeFt%&{~Hd=FJgiUuPdMb?2h7S3*{WdK}%m$6689Pw(A+2k-~% z+hOB`7q^lt7!fUjy=Ox<5*ga?l@l>e#LYKon`+Ai*@bs?1dUbw(FR|?W2j^!)V+7q zrFW)Zbz!2)pY!O-ji_&Oi(iF^Mbt@_YmF2#z$h!kigL6YNS`P=@8c_}#-dj{$oS^` zMcua+CHDD|D8ofda4~i2CU88akn@lsv4pMGaI&m0iPF|ecSD!6ia9Y@5eauzc#$iA z&mUjRQFiFoquAd8KV?cv$%SLRcfJ;^-XXSi6VkTg^JYzdXk|p!tZbh2epdFdE9SM! z%@9Q?pzO=@M}&as);dsE3llwnpIz#2Vx>v@5mt@r$~xTJl<}r}bPMP9u&G+F+JZv? zzxSS8`s!6_eRe^j;`(;X`UQ6^!>^b-Vkty9*B#^P<4`taX8?VC6u2;$Hg({a{15qUr(BupPz^d09g zJCZe{jjrG2fy^X+xzA!oNW*G*AkDgWdtKLG_-6>udu4yW{DXq=0aCI>=sg+@KE^P- zmA3f}>rT*02VDP4jv1;T`<-;g>HMpFny5H~ogCkdP)olqol~HRBTMX?Lc>IhRG8t- ztYR0j*#aJX_F{-hXtSgqHpJ|nC4sprHa({y;MQ8N#yGV-z z*ttVl-&iCmVmPS>(Z#IrdgOnkVWFrP|JZUWe4IsDbt{Y0KNQ5B^L55l=l;T%Tk)Q^ z`62_)oH{Iz!p#|IK}aN$uJdv;vuMTkyR=Abx>>Q>v`f4;XNOr@(*q8%Zz+qneM?S~ z4Nmk}h>mJ^Pvz!>c=-nD!q*i3S-2Wl7`BN$OOhK5o9A<`Lo~5)7)8XVQY_kA6S+<6 z1Dw3;KpB_lN6C;PZ2SP_oB|lr((Odaq4Ulld!zMl@rsRDwhf7Yd;^vg(UP4|E+TT2 z{%n6JO$rmS4GK(x&O4J@29x zOc6=YK_3O4B7Zm{*MQu$BG)nfwZoL8DaHi;0#UpWjF_*cRL_$3OxzQ*OD?b3N^k+- zO;nI=E=b_4{NqT}UO!gU9z+!n9+NG!}4%~M~hd^>qp9N%s}UhmFZ-c z?m({Rh(-+N&bBpfwuyd}Yd@;6w+$WmYB|yJo4c-_S7pJ$%Rr6jI+KKQ2Z2swGt-M=&-}sVWJXFlC0YUj$KC zLKRQMPt=osC)NP&xA|uj{EO!UW=NZ+Rq9NnVKi zSmZ(i@FH?5@sp1^B2@J)I-GO#xKi>K!4WS-IeIF+3&rAkxEYYRS9~dux|r(2*l?U|?$ zB z9cWT3(bJC#`(Uhs)>F~iV4+!k+3r+Xkb)Yd*Ub*^sfukXvqqV)5+5qo2ntQQElzrB z@1Ws=MYjVvO0}Mx?!7pa2J z;4}`?m03u_>c=*&NmE>upGgd824xd}F`wU`Zi>g6*BL6~Beqi3H_pRQoWjRW@0yL* zRkll4j@F6_&l^?mR=rzR9`!K^|74#xw3JWF(x@LUCJ&pt1-(udn3^n_er^#nl~K>R3@>A$4oLR2g*&4Oz9kW5ACJ#u-7AfR8IY`_DWGE%%D9{=Q@p| zYg$Ob9`#mPI3;|Li_YM7znvw4Fho7{aHAR<;V#WWAQ4Ny_5n%0RJLw$v$YDV6pmG# z3a=IV&=fDE`Tc}<{sm2qlq2gV|2vGWSV<#10PWBK)lh~8I>qZw@DP5J_sHW)DCZ~L z#*=L4YHWcNY8~eSbqO@vM_iQC7kFOPH%4J2c7;*tZYfK!w`|XOX^Nj!(I1T!m(kUr z6CP?T@({yooG1HtUu-}TI}!gsS;Tm2oK~sbYv4wXIVAH8p8A;mS|Hof!U`&{f&m?T z_b`YwpHuz47*epb5Z#8FYy{?D4R+K2z04_j+nOi(I4O9ibvJl4ef{Pn;C%Fulc?Xa zjwMwkfg5>JxIV6;y~gjT!h30CQ3lWae_G`><<6*-n}=W976<69iv#LpDYVF=_vRG^1ha@U=p1l5l=q z2se)3<+^A*i7G{F@KH`Ui`={z`t zmoz(H?sAKj!%ggv&E`ZpixX9T>vSE)Sh%1D$L)9#FeM-v{OO!dfk^=$P0jWY4IRAu z1vCfQBbB!WdEHWABprh`gt8sXidOeRSx}C^7ic&d#_F!F@WB`jpi2xhe z5jgCU=At>SpsB|1ZHpfi*S~UM1KxAk6f)s+YF2eV zQ8fUAZYWLgFb8rqp_0l#nNUXrI@92}+hI!}Wwz4fR%B#}j;E@viq_P)LrKBXv7`_2 z6;<$U{GR`v#;4ec)zpj9$>5IGV@X3v#qP62D-sAb(B^od7ZJ`%&U4Li`U&+lM*iZ~ok$wv~@^VDS=O`Wt9 zolH|$%&LRiV*qAjF`cKQB;GSPPbcake#CbqxedI!aU{{Ed|yTOcYZns7AxI;LGpG) z1*(}kny;@T9=I53WxAb43RSCEyHOLRWwY65W;-RQcwc2Idr!HcTuT&~un_w-2bVR+ zH!cBCX&8^^t;@)TWUob1-Of?@t?~FkwGz$_7)I;YKv0cyU0{-P2oV2ejj zy9`y@_c|E*V4xy)$P#oU@m_lKejU#=*T5bflV*0I@l_@s>0nX}wNO%{X&Ys3+q-@wx7$OUf zN~iNSQ1$n|ja@DyHztgVh4_YC*7%DA2xNQ2Q3H9Kbkc!=d4`=|EQQ1Pjfb488NP8} z+z(n3M=glL3btL=z4gW<8qmKuEy@ zP4NMIji1=&mvDpsKZ}FdgxB#dPU;Y=UIZsd^^TAVtetSW>J%KpRMp>Ffi78Rr{`K= zL0B&^N20Z2`VL>=O1HUi3^O%b#I7V-mCHGhy*j$^Xm?}bP?9# z3a(Lay(WuUF2O6PulidH<4c#yK*7!`6)JG0+x%?rUOIfUl&~agNqQQ-<>Nc+<5wi! z+_Ikd#E0|2LtIYjN=Y2&XWRaX!3NsFbTLq~JCy3(x*`JIXbca_67T8byFW|qbdb6v z$!p+$Rz;xE^q#|K;bjC3zB557(QOjnHzp`onBZp5Tnd$HEprp1_`aQZTbE=KUGS02 zxWtnR3Xm4_TK~*)y9V+1)N9i?D)I$R&xJF8GValV#k zU#44EC(N=QewnJ%+qi8($ElD{cXG=qWn*@yTPd;X6`kdbKp4}lluBS1?qICu;{y_D zmZkxCgc(lJ#%2d~qpWV_>bQM~m#~V)35DH9CAyUoNSxGhe>~b+eMsF3Lp3*jF*Ykua@r1UusD>&HdQP(YXMN?2m;wh{ts37RsIr$H#n! zyK?tffbIAOZz2@$%R==Z8ZSa8sdqKX?Z4tarx~oJ(oJ1=4lha{-6WU>lhkf7% zq-S4`_3XeO@ddt=J?`R1oOXC7{2nLqYkaHfonPR%>TkV(hpOq;#94NYWGC&!*1{3| zhoozEn6>jg&}kB9Ko=j^#Bw6tN;}r~vt1bm0S$C3Eqc_$7CgWnH1)$1Ga(mgS==Qb`bbDV%x=mwC>YsaBJ>BM` z#|2Q^EurS(@A$gkpYs-zC8T06cIVhsErM>{AfBdt zFCO7-bfSh)8zme|6FQXs_gyUG-+Y~bkyJtv9+zUe2cgtjZqnvb>th-Jn?rhWyv7)u zQpgmmOt)ikHmJqo)Zl%rQTfhEG|Efup)$|n- z#z*+GJq=4Lj?yhOI^%N-s_8m8j&7v`LHBiu7Z(UoOvgdL3{nz@#bMmRX}m+~DDHtM z%$%Y%FaZZ}ky>vp8mOY$2psy&axU2G;1 zM<~#3Z+U1i!fny5U94#}Pax5v{e-vRYN!887)XsiToA zz^8Fr(s?+>`;-%KU;G9e9il_W^X`)!G*}dU*uT^Lh~qV9rN2nTAwCx@6u@?LQ1QMA zIH4+%yes~K%XSl;gmWAt`CP`2zO|+*;5>SY2~9_Cw~CT(xoOrXs+#31@C#Pi|1GUk zysY4Q>YKZ3GBtGW9NBwSaRXCCg&+ZUNI-c!PmTLIF5nU$Qa;`bd|af#JETYaS zy#wq8Y8xTp|ZG1hE^1Qq69V!@Q_~482vqQ>`+H3)NNJ?LtuI)HOmAHxyMShvv za|*R|zQ#nlJ?iwbl*L(1@LLy^)k~(+M89iymuk@o*-FpdY##&BD2f>vr0d<*!_BbF zJEpFG(p2wdC()_(?s&#y7m3un!xMqy_#cMYX>~bW#n#qYX10&Ax_C?HTElDbK@O>S z>kJF6g8E%`fgB1mCuSa0M_X#xzI;4Sr6CnSPvihH`DI}Ioo;cMhY<$fZ8XX97rd$9 zLR7#b{3t72Cl!#M;Xuf7B%VlqL!6a>vi$kCbzh>ZOZ8pS?@uRDqZW30t_psTCFXOF z*=(JxyB>vqSp&u@SPiuW9qGSM?sbszR{$=RRH`4tobMrg>r|{zV%)a}YiDI~gPAWdzAOE(O zP|Js-_yd|j$_LiQ>PQtr3AV^>Qiz^-k;IUaZO3$VP5SXgeD1QqJOSrb#IBpMnPi%I zCZIE2$q)FcB6!)_*0Cr{^6k#KpeNm?(M_C+oD1ndP)i611RT+5XD$C{@@s#n1XW`( z1FmWUDfKS3UNIM6N#~|L~JTrPvt0GT5!oj3w3f;d?@%t(VITuoB&Z6nR|L zdES=Tk2zFTi>;M(k7EV@)9zo_;RP{W?C64*WQ03bfo_Z7f~ppa!FbZ_ zSWLw0Xh2na95b-cVcA}9x*d+|hLl4IAGF0cUXz>(2+@;`EqL!}I_6r{n3lC{lB*TXR+_L=LMIpfRoFhHfK~hMF|FhpFo8 zt7@adXvIfi{>_9k{HE#-cd0kscB58v4K<5rALYzluN)=R2wgS=_kKNpP@aVQV zm3M80=R>33trRL3Z&zs@Xh>hB>z9@A)5I2Dts<>Mc|QEx5RvNLy5=g1!%l1nF}jV! z+Y|s1AxgKoum&Av|7uG&YAlAy)(9$MqfR7Q2&edKIV~repxY2pw@)xhr@@z>#;t}% zANMK#rdW+Al4|l7th3X(8Kr5Cq%+8#77XL*P6R(+as*1!m@L2vQlXTHV-u+%my78u zfpb)A+UZu$$mF>=rbt(zK)03Il9_1>3bS=bq8cAB;|gZj6>l8gFeH~y0jg%{Tidg( zQx$3Wj1D`5deUtXYTJQW5j(9P=&UQ`be0YV#n3eEm5NE$WbGZ*)`cPRV z6Ubq7drP;RLAhz{s%iR$D9p$IuuWlF)y1#ytv#413Qag^y3&B`#9=(6u$Uc-GNj^V zB)H(EXo#dSt3}hhheUcC7w`kMZBe(&meJUPgPOxuis3G)M;{c%*Br;Dkfd7+?{cxd z-)G@6`#Yn}7voR%#Q#!GtRuST1U6#=)_RP2ufkb1K=bc(#b5mhV^l^zJW^DLp+L7q z@v-bAdKdfy)2x51#u>lP{(N!vWNTf1F9`?uNP>W%+aS`dNwW?x+tp{3pW#ylIraW5 zGnbhv<)QJ)?@Gi{)LSkJK8C?5Kdr~;^+$nx_y>cm$gPv z67$f&<|_TpAq&=8>Rx>y&9uRSqy*gt8pUXgirRF+7**-?)q3X3{XFwpo~HaVslz1m zMrY%DOqXfisq}y|mz;ax-+0N*ca1ZYZsVvIQk-bEAg}x-x&W7OgIaYun$py%4a12h zF@NTF2$GpC*AgxGi_Q3FW6jaxrAW5#x~UW#`~rL(=*pCpk#BYTXnTfqE7$ikNL$`h z8x*8E)-ztUJ)SC5WLAqry1^|;3QgIcEp>=jcoE;AqoRWle7cp=UanWz&PpQHK61#? z{vwY0QLS0o9bU!pBMt;*8_dJ;u%KJmCt)PXsjF_^+8D$AHuy!cg#PXf>XkewLNl?2 z#@#VtMFsl&h3&ueAH3#PpBYKF6>!*^L=o0PfmJaK8*rM2?F;JKj4&u)R|{(4t_CBm z_Xz%hPD2yL*Pg@vAk*zse5APWE)`t-wL=N@9yqTeK6yMxS&~lksQ?{U>3G)}U5*3k z;Zk41eYV16mt5V_2GAiov%y3x-O?FO&sC)L*vNVGjDri*5?6F9*-#00+&bw3VTa*Z z8xkiIeL;ku$00n^xD++&>j~s2s+G}r1uL1O%cjuzhUB@N{d^g~VDqBd{jMopy9B?@kui?w)P@%fHaL^B=6TXnh( z)x3URI$K?jJ1R_f=?vR$7IoQmUP?RY6qQ1Bo=m;xKiFXNfN#pvM>U%y7y_y1TC1~(cJiK1kN^`+Rq;;`PZkP+Aa)8Hk6pd~nK5{Fr zl5AC^+om{54Hxe;LVi>{%%t65_mCZ4kw&YeYQLtATuO?!@ZZyLEd&gDWzzms>ny5- z1*EnU7!qKDH6xj`urS9{g2HT0!4o&9luNVycFIIcar|D#5}?w7p!Fe<k^}b$Hiw=;~hp%A?|3BI# zPCNw<9q2Z}PJw3j@!w@ffr{g|4%-A;(ThYc4g?7V8I5oRRSZ&1d30QaOvgNuUA%Qt z8&9`UR4+}aSPtMK&FaUb#pX1qzAhV^QHmOu(!$@a-DH#P5MY;OZCO4 zxM5Ybj@u>!@sw^$@D`NKc%Dw-^G@Tq9^NA5o*?BKz1@`$b8(jcRkqI3WYooK_Us^s z^@n(p|2X@<^5cE1u&rlUI12xtEjmI%UEI-l(9jV{r1O2ELXbdk5l!GEBM-BVRisrg2FNl)d>el&{9-(Gt4B-WnmPK zs$4uRh&n!M(Xn*B#^V@O(nhK{ivl4pCD}I(+DvZ6k@UJkxr8X*>05m50J`gNV9XuT zu$42WpMx!lp_}>}ERg+b6gFd}{XNB~bx+u?xIAvLZL=KDzBs9K+0TY-g8>i_2oNkZ z34sfGDTuB*#ebH=6dKloG`Z2u6ygZoKR9`XoB;XV~xO!fyN>!(E>5iJx#p=GauidD&^} z=kRO%j6dLyeEf)C$xh^&sEb#q+;#53JM%^FCDAGR8IQ0Djodm%d9jOET0SUqyBtno zhuf`|Xtv)*IyN71PNo>}>+x*&e`1!)C{AE|{f#rzB6Em7vD2@a4!{hwrMuOM@7wR- z_ASB|o%dQJ={%nm2Z96wHzilt^6@Ak+0D62eGIGrOIc;{DV|bUT;}7FeFvr~{)`*8 zy`e~ce>%P9Kk>EPs>-3sU62H7m9g~A&+)rIr7zxvUbV8`k3a<<9SDhTpJBV2JreE= z-d~3xjE8~v)}h3?lG-m~-~!wr{6Bo9u&g;#3h2ew;X+1iEU%0*Gmw-@PdKI0HAkb=DiDADq`hS?zyKQ53X;HloNnWk%w zLGh>-EaWivcgeadjqf4)R zRXOMLI1=$ynG)%M_f@0>8HF`oa(VfVBrDZE!n;(5=d7c|Go;LIs|<8pm5{(ue^bS= znFx|ye{9Enx&&=}bW1%U4u{#3Z@8IdlIyfemVxdK6`8+U@CpkU&{C5)*K0x`tWlk& zD;$E%J>^U`(F3h-(C?bi(2zqCE$usHnF%FL4%KFr5rsT-JZ54a74u!Hf>~%w3OB~l zkmz)bWAxyiKUXyWgrReZ{lbZB-ui@u9A}X)W+O{7i?ZxKqfHg{{^c zf5hLY!m{+`5-&Pj%DTHv=b*oMx^5qkYWJceX=4mdk!)+LXs>$?S<#F}JYL2Vjxq0J zCl{U7skBrr=sY~YF0|HZFSi!H#eb;$qg~?glQ^>HkZ#YTh^(J>ds%Q#BqjGSq^;68 zAJ>ZtLE(*AAyE-j8{Gy9F(|E5f%+tj_HnN^hNS;IR&(+{z!&^;0Lsu<8F|9g``&FP zdf^A^>}CNX+b$dl-=VvzcW2hSjbw}K=?=U=1^Z|A$VyDXa1vSOV;tUQzkEj{J#c_6~$|+*EQ5YDvYsHo>O2zfz^R3g9FB0m}lkq?{Ma@eQv{&Dv2`62~~+ z)dAk!F1ni9*8}?FU-&y6xPsW}(38Wkm`+Mh_T(RBM|@0tX08VZGy+5E6hs@;UeDpN zPStb;f`sf<5y->=Z=A|1O;xD}UIn<9=aFu#x9FT5W4yY(xPjh=``!uE+xM{%>lBN$xk9N#K`&}Jt;_DSX@>v6p4rPk9Uotj zL>}|cH=SIUA#T-p1kGr3pB<-sB=AVZ@zMaBI9K+egKV#MG(J;tWGgq;@{{xU-}{Ew zYc`=QmEtYlySg#sm@_#QT}inQ_zlf9Qtm|d)n7P<3*dJyeL02W{}=op+RNS_Nq4W6 z+ixpr=%J-V?7@)$o+=j*bn6lMX)LN5INV$65*wLBBjIiL$;@}u##oxpi!|S#Vkv2& zxF6Y#3Gen0&}c% zTLfFEAm5cec9VefS?P9-i;HD;OFU72^lBFzav|_2>acgH7eArn`0O+t8rfbSy)KfLu?0lAkf=D4vtQGnP;%UBd>xg%3_K^;%t3IjrK8|_}3X{$vmvFOg@R~K%MT8&9(^o{G4{lSb z`J$keD*~lhi{jnmsH^K|1WGUb9sgk4rLr$$WIY*e&4&CO$@bR@Wix{XDfiY{ozL_N z2)cDaLtK@Ge&bM+vlP^eeO^Q{U3t&6-{_48ut^j z&=F~0^(M!Y{=s(%G>d2Hd^B@0KPett$aB5hJao=#`E@-FXoUaiW~HDN{zNKn9l-vH zM0Knr)k^iKQoJbGZB+M4F5WymB-v&;bs77ri|G34I|9upNmueIzuh;hk{V)V62rR~3iaq~%^{O;xGtZiP+T!%=XgYou=~(KQsIwqd|8<9eM32~ z(?Ty;P~T5SAO`8wLNDVZT;>$|0OP4{)5D}bQ$Fm#H8fVxJ_)3kW4MhssC%{cKon_c z6YgOj+9@jLlIZSnPqGCTcs$5tvR{9ckFm?o;wS11*M->vB)*^RYN-%jBEj^+2)vK? z6c6G=@gAh3UEeqaePCNgc5a>0B%9m#g7>4nYH%tB;3RJF z8%y}*@-6a`JR%K)*!DO0z6w4S(rkv`&|Rsh@Jd_!$UZJmC zh=t>55`0C?-;x)bam8)b6B9?&5S*f+euawE;`f!-V9VUYCu|*m&sav-b4Gio&$T}N zN*oqjQ~#M=#@)ZL&Nibgy#6h=zgNHoe5r8wD>v230Mgl?eLf0Q1`F{7XE92X`i!?J zTeDkdvJ%#ijz6Ij<$t1(WPbV+Jj6;m2>y)+DI<84*Y^~}WNPO-Y?(@`-PR~fW1p>c z(c9^qnLl!7XO5qWn1Igg&l_&(wh0~P*7)A=>cQRFlIDIY0Ta!^V!)zR+p}Rzl*h95$OQb&2Z^tY}CGkqh zN{-`Aw4$oYkEW!RFECYRw9V}0XYHD7BL0Kkn(0<5j5r53*`_a{JknGe_DBb(IyaVD zQ#ZtsY=59rq=p2e(TKnMF-PxNtVSO?Q_&vIxJU5S;&>i!S+jW`#>>3JK<2J1!qIk# zq&rQe(;bbjyvps=jU}uZsRwcl?&dXHT<&XS2+*xGULMFYaSI594DtkUpQ96YIA!li zv=(`n>Ul_7Z9OM)S(@{3*q<$gtqy@uT{*#HXsS2TfOhlYd*W#FI+Hx5#pRRy^ea@? ztx=m~QO5eHfV$L7BdJEDeX(1ltfgo}0*mqKTKB3>9O7L&tWudoLn6Oo=!cnDhUKJ` z!Bm|V4~pcG+cV+n=vH!HX3^YV<}a4;$yw`1b(&YE=3cfg>b^i~nCwG4n~};pn8dce z#L;}1WI7c+dF@qfJy`~o>4x>@v#YV6J$Z>5Y#cw48ie&TGe_Mtx`mf{y~S1hzKQMA zl~*qH){0wfp+dJ7ypD^8mX{O|@QZBUrospm5@~WWv_ce>M+;881Dx{rX?&*e zUj@Qy*}eq6a!KNtgcT%>UViMqnW+Ds!E`zt`=~meP@i4opBMPwMgILUPUAzG?@3gO z{wyAwkgl70isoHc^YPa$e0c8L?)VkWzr}C5mG&ja(rLSj8Ge}AaddPFI1$G%j?2k@ zxuQ{|)d5(Hoj8WO{Fckso|O9X5>?k7d`g|TnA)~dkh8IyIU8q__Aih|)nyjX=t=kQ z3>CV~I1n^9Ou{M!!VXc$=hvb87<37+7nq1z7(!aP!HM@dr{{C@t`ov=Vz}l^PQq(= zNIm2Ky_jg;6KIkOqY?Vj;1A`0z1d#rR6y~5Wmhs5(KOiFQ$3hapPGG+hy81BbXyo> zNVRvcfMdy@P@}Ob@N+@R?+%ZHQpPf>M}A zYPvuzuf0xB=+Lc+3jA)sD{%?r5LCl^^p-;z@hC#W^E!R|%bb$$(ZJ59!VN{5wV;8D ziRw(Z64~A(*@pHJ`&b{V`g%q!?9id)dUNbSKT@~ZFLj$vs+B^nmMBK`=0PVFB}N?S zHdEQgam=v6B<=0gjMlJEEX9M^vazg=m`Y2|m(oBFR=-MlM9P5Xwv9L+S8jwR=Tgv6gaj zsT_A&d$AeTQ_GvJE@O2c={6Ppagx-y6jj{p)mFt;RQ8E(C1v}FWShXxC4`NgibZd? z2hY?|ZVkM_mOPD-8V*i{65UGC6pzqZP*^yj1r3xQw2*>gRG*FT9R0|pH0Mh&kwc*l z{mR0+l+D&&fUhQ|>3qUC5oN7mP-k$J|4G@PDkHZ7sTZWt%o9?*o>#@uB{|(DU=hBz z9(tL}-VNo2@!IGjBPP#TrF=tSlDDtQ-hx)7!%lQkig12RwN+Tk#b+uynB+zZbeji# z@i~pVM78c?ha*X&-uGX#=vGp;-?KNPI9uO0tV*>0$b-+^W|dO!X4WKK-l57J=;!e= z*MmS+*q4b;bUQOZZIZ~bbvVQ5tsSfES8n}P$l^InZBF>zrtm@V^?vLGbCeSx*Pt=S(0L#Ke;(}hT-oR z!z)d+tJ;3}6pyi%4yzu{O=hT61ctCDS6bc9Skw)pvzzX7Ci_a566M~-5ekE3pHyfx zuc0Jo`x8{R7N*GPy@U8C`q3=?+VYMmym?^;tM(k<*KAGy0__ zZPFtz)svi2h3a}Gc3=nM^g?63f}MA5e3ypj{0_fMx_vZ;`Hd3k)-b8Fnap6c&(jowIG(pu>*(pQL2*)Ei4xo@yoA`}{B5$TknUl2-Jj+bqOW^`~nlz(RHnoJHa(93A^POWtx*JlIr7-E%*~m-f(huMX zow)`+IyZUnoQf*L9XNwl=o+^j&U7mwnsZ<)Rqh99ry-!Om!F9=^};B+!}TGME$KFi z-r!OC-%C;1FO?RLXK;w0Uys^88Sz^D)#|$3aWdY)R4~uxh&8#WNwEHsVdGU%PNwnYdU9m2XQy;Vn@o^o&QEf6v-I_^mTH>8!Fu-Z0CW-WY z01vT?x;fG3?<+x}JC;)6xi6S!;lyr%Y4{K~ zt%cua(*Wi*gcwut5+`f$km#ibk(rw5J1kaM`j56IVho2R@qRQ#c@6!AvZPL5-LMp@ z5sSt8ho?I5&w*}AYzgtU98ukLR9$DZ3g9b#eUkg-9D>a6P@tl zL2sLGROnp?n630O~S60Yyx}tQ$K5N3j`D`sZ-R1E=8aRuHcZ4 z$3QITg&Q~!MBh4+%15eQl1_uP(7MEZkJD`|CtRL@ggQjpm(wjF7VKa~carVmFiL~q z4pCTzNd_+4n@LwD``>*TH8Iwm!^b$vnU!c@3$!Jjzpr9%S0Irp_W;Meo-yHpK|MND zFNzKfeVA4Gwy_w8Z)ms*==$3x4wJ8_B%1~4-s_TLXHlJ8r=I=P76uiZJ&?B4`k|v2 zO(ffUSdTW46_6T}YR~hNr)xkw-=X40DLozA%C>~** z&jD+}L0^mGhUHJfVCalJvR?Wtp$i6s8E>n>t# zoF>^8;><1Nas4C;xy4};J91m|dELbZI^^L(xkYgfi^K2)fq;wGJ_=9qf?-{mn}m1S zZ6#2Bi8ddaViMlRecZx9%t32E>kR3?#$fSry+I!g#>*}NXiex^y^B1Yz#pT9htI}i zEk7?H*Q^n;UNkAHkXm?y&df;+)cHtG8p*-=KuRr~wJF;dNba681=q(1B3Xh1GV*#o z#8Sn=5TS^XcwkGuArQuBO>&yAQ&g}!&+JotV&LwQq{AxUIjo}xcm-#$27OS@VG++1 zGT|agSQxCBrKWl)$|W=2FStqwlv16VZ%n+EsUSBgKUV;U;1%6?m}F zfW5ud7USrRZo|)Q+^(S(jBhB+F;~)o3`^q`+{M?_nSqHQtx09O$4={Gz0j?IJ4odZ z&ronIb6b-sbkG5hX~_h_76nOE$EiMzM|<4HOb-jY^{7mJDW;r@6h0K2ag#*;IhLXm z=_A3d`W-S9)>mz0b*(ZfDZ9~abb#W`Gy5*neM_LKosAn*wNioez+6FX zT)<~C!WVR_W!<0E3+;2m1)yrRoO7g9NHvs-Pr1h)dTA7G{z`NYG? zx<;g9?>UoAB&b5x{LIHlv^Pn&Bls!rs@M{ei$(RZCV+?N>*F$x$d>f81Kl>j6hjZ$ zcpq0~*oRMW1(O1J6sI~})2|$=;D$flCSqCuH(8X{D_+ED&XAWmFG6=Ow=Q+~ctL8R ziy>HLt5c$+DDUz0z)h&#IPCUXyp<@B!k`*s0^TPr-^53F6>Y7RKuuxXHJ^xfj+bzqkC_3f_T%3*zRK$>Cul8H;Xa9DG_~Q;fEF)q zfrl9ABi%}2P-U%QP*Rcib6AV#QB_6pbY;Z(wL=^T#2a?#rY9DoHjUXar)jE=Zqu-X ztskmT%9)&kcU(%j>kTuCVlvL+JSNf^G1)m=rH*62t z+(bquarC8M%TV85r^=nh9uCE9T*c|$Ee^wSpE;gxTi^kD1@u}X@fJ;d9+h-!rfF!8 z+1AwVH>ql;(KpYfaiOOY9gLPC*h^;i(~AZzVwq8m2KtzTvXxMnMA}G&KV2Y%Pv0uh zZ7hbMrlAU>2&wim$Ll3vU6+K35NLme7)o6)}| zt$XojF*+m{=!fAR8VF(wFS<>|UhD~Yt&5r@&KJGVt%*~wItF1AE>X{ZiKXa*QabI> z#h`pp_xjvV@n<}qfz{?>d`>5$oPzUHFznM<7*i3*6N*sJUZDP2K+EjlhdtX&B(pEWJB>x?(5-|B_Tyak@@b5uixOHJRw?)hJ44cn3Am-(&UmV#9;*II zYZ1Ptu5v{~(rr_ElijccN9e!Z#Jd< zR;u-;5>x2l=(}1`iuZa_k!-UALW^!CNav`R<38w3VhERN!mPef(g+U>(ooq#-5P1rx{37JpR?}h-o|;Xr}?ZJAU)d;OGC8CTyAvH zX)2}Dr8;Ll=v4>PG`TP7SVzMXdgzP89_V%&Ht4YEW=38N!54VQaavn7ednXgq+fh= zaePcyv@tSrCu`ewc!n-R=#Bh5ID&a0IUg;kNtJtxj$QANq1ZZeg(7l}7{dreinG+LUc``sj(8 zu486M9zQ6L?jF*Qrcje=)p1FjD_@an*Rm!3Q_3b(K}Aj1kq=vO#TM2UO9xupLSj=) z4Z)S2SUelT0YH%?xb@azihcb)6`?0g)+0;h1-*qDigL0?x-5~bBgF-);$wAO!XXmD zRh+>pl3rPn2h=TwbCUaK%j=ThUpsG zFAbY;QC6NHPGfYjIjqmB2M;lH2R2Y1978XIDL0aRUO@K9<1~6==zuk(U|P*to}aI$ zI*o_~hfh17EHG1}%U{j!!~_w@>+pI$Cs`8hbal>|6cYJd-W+K!+a1JN< z&czNZS0?n6efkT0$&u{nM6Q&*{w3W9#{-zfv0e81SJ>l}=B5tkMb_)5u*m7^NAQYw z1u(~2$fG0f`Vc--15>erDr+2aqZ#J#ZyPiwew@TkDi|Vdk$~}Gaf(e!g0FVxD3vDq zK00}EBa*1y3g?LNUL5cERNE*4U1?IJk{7LXUUp4HJD;dGjXin6rSP6Bs?wy2+QflU zx%IJy^J_ots4;OS>9k2RF~jzlg`rLgvOK0+pFf9hv4HRF>9qFJK=x_r;TU)skG>AC zPjx7^Avt(2@Vhf#ok?Nlc%r)mCdfYjvdh*+Q@Z-MTu%AtV9fO)n^b)^ePe3cMpR3i z@CM3~EdPaVnj$`HFMD;y3!%pg#oot&}A4X9}I-|;nM0=F7xA_4d99>D-URNYr=f(YTKIcr%Pa`XG z6Dgr48hUWt+E`~%JUUSINh-Hf5Kq9iA?b(WfuLt`IcSkVA&9Mfs6#QVv>n_}$2I)Q zI`!w{J5F!2ed7CGF1;9TgiIkR6FtLl*k_2O&#Fd?CewYmsYtff>4~OlqT8y}d^N&y z#H-sbh(Sv_l8>#b)|aKiB)Xv89ZJtT?vK{N>$bFu5hP``0eWfFP*TA)lfvB$L1%|& zd@WI6qNdp(VkQ(&mwK_7teqVDG8M0&k6k6UC*?lI2XxSa69*HGcS5o>MGrx@a{v8+ z%X+&zbh4K)D1{&Jsdd3BAI)yO-6TBA0k{eaebNGH_yQAL7ElI?5@ITmipp+Q7m~3Q zx82lTYJ^uEGUocDZfgcS4_TlPN29reYT*#N_^9A57>}3i@eD=KkL|pIGpv)0&e~C@ zIy*}Z(AR^RPR4qwryh!qf<%@*HPNjULRnRWv$&uT39N~|l?&6^8HQ}wMXNWzX++S|j)?|3?}_u0?x z){P>ZzAO9-@L3dMTm!!bGL!9|IZMiuMBA|^QZNZOWJND}Vw;208HesTil^9wrU9?F zWZ@NG3ArPBJ$X$zly39Vk99P&m2uHS-C1{7h<`dQU;$Hb(iVaejkoY4+N&Pc%SgCp zC+&4hMZH@i(S?3$c!Un+Q^?mVErl+?_ZXpi%4Y|p;Fi_uUSYI zrEU6YA|Clbwp!>mbPi7Sqpry7!~4@5meZrydTZHgU*LJa173>btTo$H243YXsb>3o zYy6%1HLIt#VzyhYIu5O5%65S@1jd($2>S*3Us4B5KM2E#Rpqd#<8i@Ir_ z%_K#krtO$_BGq7~FV`Rc_TemVDAH{>A{KAa)SBqsPNa!eL$(&Xp(sHU?GN1+#S0;m zuhst&1rex2s(pat7{t5rpLDvj6|)XfBvWlf*wxYBF-P{!$vEKVD3?UA-JF!Ice0hA z7gtyBR%vyhYY5S80I5J$zi@LVM_@G{t}`gVHK&(+WnwsOYC**w$;Az+PZRKvM!sx@>t06_64a{Yq|BAIH+jqV(<=iv)o8`#bu`xj&dg`(nhxP*^|9gw2~P^ zsqHgKxeaFdmFZ|2#<(H&D5SD&%JQ3sQ*S?{Cc(9*Q~B#J;RBrKn7M^>I7&0Mo{zWjp0xzv zU0&m9J~xRyt=~yS-|5z5br&DwCtgWj9j;&l?@#Gh23VK&|uO$%pyZ|c0y*pE**uTS9+HnJzzVKZHelcbu*?9C&1ldWG? zw?)I?(`_>D(1CHL;Cyt==3J z(17Fo1DwG(?6b4vg5B&#sV{f4z0dKEzv0~c5HHiA$O{1j=(Z9rsyy{t8&~l$I^i`M z^Ve~her+3m-*Zkro0;#}hGsqtD>GKQgi1B0KUhB`S}c-YV8gKK-w2Gvuc%pLs5(DZ zk;_GIKQ@}vye&O>sd(Z^EX6RiLQNW(eD?5-SftY|*XFxM(nO!7x&DG?NUCkD-BkNV zw~?qozy1ad%wmpcwSiGd)biCyl%*8)<5s+{(8kY_j-Gc4V5xu~Jr>Z5qS5=FuE5JG zmxc9CQek3?RA3*yM~c0MeVELjxU|=rxF(Lba_G-@U*V_rvsJZK_cc0HDu!cq2}j%< zIto&zfCU_T7AJLkU$!J`Vozr|WV`Th8NrsouT^ESHj&<@uzhZD^psRN;{2mq6UX)~ zRJFNnt?>rFrt@%wciD>b!~3jE;dq@%LG^&Mc`YryNPwan-Nxad>NFSL{lym4f*E^P zZRriGLmIx~wC*9B3i0gn7?D)YXJz|5C&;S`X&IW)m>AodF=&q6q_2adiK?U}lTXGW z54HFtQsq5s{%!wNZZ{H}_e|1e>XFGbBxm@WMSRfr)u`P*rSZvQ%`7B23LoJR>O0)) z92{_He+$R;a$5|46^EMA9jX6IyH&QM*cRg*l!cjB`$|COM1H!_7pZUFKxfi!w2$MU zC_3Rys;F~x7W^;8kPAE5M@FFp-o{yKynHgO>7fk+Ht=MJDZ--rKgLI;(fD~>yOR~Ee9k7mVWr;y~3 zpiYbMz~QY2dwCStMMFbye=Sz8N7pgQ~g5k5paO-oM+95tU&Q!J-W^6!fB z@RJcCu@?RFFTo4>G0HThlRx6G|RX1r2LDQpnyye#;5oagv{7 zs+?g}WJ=%@D)6=r_h(^G{RZ#I2saYzNm!ZfS%}WjCpMK=n*{cr%&i;5J}>N3>lDW{ z67Ct!%Yt4;dJNUDe~}{t=<;l&1N@a;0QrYFw8zKP#%nnP{Hq9FgmxhjITFd#lFt78 z%Q&XX#&}=+kzU{5@ee+J#;;XpH)(($9G2A@@|!ZJLL=atQJyui==+dd9%wjjqu({sF6cS86~sjf2LwIxvb1Br}cV8 z)_#LIs*~*FyfM{!AGYuaYQ6Oi%5*93)7Mrv(~``ja=pNBE#h%r_wwVsfQi>PhZgv} z^^l&{tuSd9Uvk3kV!mINqAQhlX`ys8(UR)2wk~wk1Kn+pXYq_`YMjQdEa28acC~v( zMX7=7+lOnK!9|^wrby`SVe0n5$N&I<07*naRCLEv8iCwi-q-!8o8ivr*zeR&u(XFB|u{D(a@bUPCRFq3Wk?-a! z^XykD9r(#w1g+yVBeF(pIeuFMMUomxw`ro6J?!GxAxngjb@g2_(0V0iKj^YB$Il~v zZ&MwEW2DWc_vwtirEw=$PYlJsIJT6=YelyFZ)NRTiFQezNH#B>|L$z#S`Ky~A03Jw zeqBifs$el)%d?n3JEz|oUWAq4q#ELdb&NVGK^fwJ?3zokJ9F|*Z%bUq+bYObGSr)#a?Y4+Eti|^>D#18p$GkxeOE;H zP%<-3-xfR}^~C8k!iSM+?^B1D^NYgsQ-%DWErp*mMo_=rlZEv)#a^$=pk}%_ixm`+ z6d?60w`&w~9oj~5`7*N_R}*R`-xd&SlKwAIN$J0O6i0P?9iQ3)cY=*1oS=KO*o||r zhp)Y3cU3G{z!C0kY}8yB4m{XY>_OsBAZCCK{K8_64gnR4_Oq*M#z#cDD4snif=;>r@_q zkwSc;?SGfwgRfboB;vkH8Z&BnKN&Om{mV7$=KL7UJG(=-z?aNEu?|b)ZShC^gX*-Z z)7?tD){XE7{2jezBXbtVqi0fY#I`G`V0s7Am@V;fQ9ifAcpvXmR;dVd;v76+7$KV2 zN+0tVI)y+gzlQjM?ooF-0nT@uhqL-6((P4Q&y>P;FZGD?Vy))-*pXJ1dy|epf6cKW zx#_Gu!3@LpO5-q^ZtF&$_SFU5I-w_SbFc*mBXCV2g3;_#(uLye&P?j)g#GrEYPrzC zfZ(PmtRTHbg-GAEVEeu8muK9NS}ImXx4z^|u8dD`gEVAh{+UQThlhBNz3Z=;PsZ~& zPG5f|4Zd&7tAnvxrVq#9fA|v>_Xez?Va$50#4fhmx7Oukxe1<)b{O=|H0ol8VXU(%X@Mmc3>j9 zvL}CXSp8{5h3nqoi=ksPLYFyUCatf>H`XMgx%~c?()a-P(AQAgWI=nnB%dhO(h_v5 z3Z-xX!-Mk6ao8zazR5xbyy<5EPa=xgz37s7-yUcn?P!$J$y+a>`rMrH%JwGS^)pX! zPb{^2!4aIQYU$QOop%{WP}lG_u+ZFnO{G@PkA<;Z=tYxy8*k7s_-=k$V5IC*b7+SD zfWp|zKOG-mkz611&ovI8PNUk*v+?K#cW(QQYX%}oI-PFNlX=u$LL z_1?U;QiQ1-Q%5+m-sL!o(BT?hw$iOsN_-XOQ}1LxmQvm3CtdwQ=g`^sc`}Ty+9pHU zCTpC z6vJt}q>^rH;Tlb5AS;gKr|~(d>L@`^>_Jgd*HMn%cDu@^H8 z`2DUV+n?!#C9y9}vYs^2eXPxX{srH9$z&Y}x1>IH(utEOH;FE!8W~iYGvousxvxFmi3&!3&D77+sbH^jLIvHH!e^xTKu?~sq>tSys`U)ws5wl7 zzJ*k)&mvzuM@Jr1$9MRbn+&?okcj`Np~9$?QTY*;>u_q>%+Z^1eqP$U&F}TyeXT_r z1G};#IlAAmpS)4LQ8|;#^Pc}l_geYdmXmHzXs!yS2NKX0@AFy@kw$xZeRn?2j;{lz zY%@_5M{rDqyC0<@oohCQYZAvyw8R7S39z<(8)w{j;eo6OWagD*PXBVYjL#DCvbCDa zCZlUeL=p{0@u2i$Ws>b79e>+QBK^V|V`<`jn%sJ{TX8ukM>?95l9qY&^JCDSCiRrRgEG6pv= z#LF&eTej$ufMsEpYjEk{i?@{iM$xT>Hs=>?S6q`yC1w2=6K(&JazFLrzh0zebU*GQ zP}kvXuD+6>J>KJp{@lx1=s3=dTe75*fwV&B=-Q@0z-PLR!do2TflN}^65rsVnISu!P%Xw91&JXEI7dsycTS1A~1&6U%L=CFVpLVFdrH6MHM*B$6X zcko3wQJ{&`Z2MkqdCl+YuBU2KrycUx5*4iF4}+7EG!J(0*DC~tZly4vM|i5Z2-*{W;k-(> z&G*)rf_A8np;U11Dz;@&_TCWO!At{}Et)WSrf<&B*E;xZz#~r|4By z(fwXytz=f6`d;}c!eIQ0<|SBeMkJ==F*+(dU!TV4sWn;P3pip>KuSC`>oytO4O11+X41Y}ArPGFgOC12;H6f?54C$y&!n zt}~*oah&(8R4Xm#`d(gMJ#t|-P2Ox-|0ZDqo{(O%c3q3nEN3X)vV7%zx8K#+O1E`z zfn=NCfNSlH)v_hN4o>MX&9nk{f;_t#@(N~naNUfocN;@daSxkh?uHpvaoCz}$70vO zf5Kb#6^Y|?^a{8c6;CnCV7h(L>ZWxkV!I9~M*YT!(VqO1Wy7lpA0 zUmG&GQ!vPBfzM2rXt>P)Mbm(vGK3m@L0R0gYl#>V#@jTTUr>c)jvMv$Zv9cWV`=jC zkszO=ajwJ>{5CaWU&WYqDH-GMJw!q@#*bJ?*I|o6VL5f#5{dS?Hi8;lPPf%?4da3w zykerOa)VdmiEfRncN;-BZ42Gj5p1c_B(O;&+m#&sS#6SlHulh?XdI#LO%E#FX3WrM zd7XE$hPpc1)`~OOm*s*yD+_QAt_^{VVIfJk$2~4ymBmR?hS3VG99CHp(3pzWq|#TYyv9(U=20-T1!)xL@ydpK zSP5uE?er5i8x{lWcpfy$;YuR00;fYD`nC|=x0P;+lIg^KL8I`9JHWfc-_#F zS!Jl8KT=4OV96%kQ#tL$%Vpd zLlJ8G4J5nkbQ@hW%qEaV%!amvcjTfo*&R!GjqcMlJddBTD+rXANJn8Z^-=$jm?uL? z8x7sMH)$af@tTB9xa4-$8BMn_bV`Ogjl%+b<}2LBYHX$BlpX?Yl!}Ac;?}0sz|4?1 zTon|35aHFV^yd(oVpz0UIt|SkRP^wUcuY`rd^!|iq0js#y=8fOrqaAtM+v(p-8OzI$0STAmDKg%Tp3HZW{wsm`ykc0`jRtY zfaYI_@W2S_^VWC4BZV-=42UF-9ubA9_>SIrvH{;+83%AhcA8ar2(PpS?SvoFa1?v& z`)2WIglDO1f9DX|6pP_lZ`<>eYWUW*5B%P4-HhD)#BH=UaK}xm<{Lpp5wBnt_hEZ+t+=|eB|3%hY)-+;SZE!!F>dbHXu9zuZ_uvVF$jD_=zIyv)8^n}vS3=OInI zIwWH*9S^fZAIo!?6~QXiE|!$?uuaf7*1#jDz%~n&v_HuboIedmAROmk% z+MAuQn60$ZC7L!FhcxF#H}kGul?Ba7M~>2Ed4o(;ISWi zmv+}O{$3Cx>1awut1M^K5#D7(+qqk#AmvPMMmH(d#YErGydBY!{Z!O$C2Fx}U*%YS zm(-NkKGR>qOqC<1HR-B;NY3Ouq|w=^jjFUk?Ks{t?yfoeGLIA8&J4oUnXwl8H99I$ zn1RXmc~qD##b^x2Bsxpo>~pmUd$y%YiS`b!C{oa^zo<;JcA4Id_DsqqQqTfCpf8n2 z^-#!bov?#B&=bR^#Y}ja4n@38>%@AX+oAZ}%i4j-HgxllmcFI-OR+s)49jIZ-*LJ* zBktB%dkxo_v7>G$}>KPtBNr>f^Jo!5PhgeoM25fmFP-h z2YyLkf4C1CsX9KS*^+cnLKwAIBzDlHFxyP;8@9a+CAyXJ38^X2oQ%~}OnqdbMCq7d zKcJsNWzp46&+(di$sOJHW6xu>v&bteg(NU(`s(7F=zFacV3uONuL8mx#1E4>3U)D+4 zwm4;9a`udlG}5lb5sj8XDTU!3rRjhM`=FwUq<>7~tSpT)vXE6X$7U(peLYWmC0EWX zNWN->QUvy3lfsFX99-|VwVediBN>A@eecj8uSWx~Ha0c_dFg}grVe=*4Sd#Jt~rwn z(mb~g@z#x_lQ7EVStYv7k00Cy&Sx3)nKY0CR8DRasiv8|cY5GWdz@e_4WIX&&Mdl3 zlr7&EqcI$;u~jN@Vz*L3w{aXP%T(U&Twbkf9Asa*c6kES*HV0W1C{Tsg}ZFW!0l0H z(rpBLGRx^2Lj|KP_^~)!y|;rlwb)1BZ2VOgx>F7(y^ik;q~Q{;*BN=Jd0z>^87>`@ ztQ)}JlW5R&MCYXvouhf3;tMB5ZsH6~MN_u?T8Ax%etf68^{v6Usc>wm3~g90yNmxz=-2$&-zsmcSf__|!xEYxK;4Ot{X(MwcYe6kKS%F;oj$u0va(T8Po~qm% zcaIsIe+f=@`x)Atoz$|G9G-7XXHnfsLq&?RP(IidaCpv{?3r@&(;UyWrV#sz+UW(7 zP9;8<%l62FLY$6$Fd6UBU%k(XJ`%P49-5vj0u>>B1U~1hlvQ{WmeTR)Po=ON8>yz^ zod)btm%tBcAM0lqx~;&0*~kmoKEgmJ9@l&wYj9BE{!G-h zW7(H&931iAswDR$T9>t=I*=Z8o9T-tkwm9s4^^^6st^c0J?@h=y;?TE7|@AkK( zqZGfP<6_bMF3dE$dF*65TXu+{5_P%r$Vj8&ou>IWd*EA_cvyFIdsQX5Tj=iWb#dl` zL$^iQyYAeg{MZ(7vXv;ll8f8YAJ=Rp?fpkPj>>cevYpP}DC9Ipk1Ou3E1{f%BM_?U zHqcO_+ekW7%QQRU>*z=;BR3`0MOnS168MA1jL33Kp~c82x=k;-%^C)UXt?WB;l7A* ze2m9%w6+Gsr)gZUQbV^z?A!W*LIpY$w_P&4wxql9xdY)2rkTklTM8=AHhBa8CUsVG zFm}`F2PV3uk|B6Z4>s1|dor^Rv$RS-`lXo%ISQhaHTb_I6}I-Yky1s@{Ho}7DqC4? z^m>0>cOmiM(Csj+chgq|NVexfRu-Hn2)is&}I>DFj8#1&O} zlOst9#%EnkrJDZ-9ST?CpMZbjU76CZ>`<{MH$O9rZN30=@G^&D)+E|a2gM!P4kXFF z6!7F8aWt2iYFeryE5#Dlqj{~Y`J3xey*Q^!iC3Uo3r)aQ)r!6iU6NuULATO2ijwn} zW>vNgLSjBeVGYNr*42_K>`6!WD<8*k2aZ)~8M2=&R4PACs1C8Sa5iiZbgPa5%TMi$nUg+>2 zBk>=cRtzyJh^zQnmToZ$%k9~qoRLWC%5V*8;-H(V!WIm|U4BDsP+LEShE>}8>rL~j z{XC%*&+2?~F9jcSBsw}u$=L5hhMw9~x6TvWxO%s~Ls~|@t2v-W527t(jZof;MVeQH z(&!?+;Bb#`(`YZXK9*6V*0R4+i}R(S>hE1b=gZ1i zn`S*)6i4cPOp%b~?oV`^4cQgxxQ%B;w`F2Zn9!|SBva)WZD5nwX1}=EiLziVUppvs z4XR?dn|ep}Nd^_H25IF4>x1i5iU!@e9!gENYw%Jgm}nf$c4FGjp6nI^VIz`5T8=vAOI_;6F2p+7 z66AFJk&hqoCu{xQtFoEcn{=6~`di20xYIe|c+z@12q@8QA3mquhUevo=p~z@wJ;Pj zI5U@FBdt)J%qDHY%c{RMp0jeCi&cvaLSSo1pd}kMA)DS?vO(z{>*IU;j|L>prIJxT zzBYn%`$(2)*u+8niefg?M7}$LuRn`d-CXGad`ER0{Qfahl}XXbt4JDp=c$pd52Q($Uz3rB2a1jq#RKAe}%qz+`GDBNk!%;6L~msWKN%;X`VL%!d@6 zJrB+BU;NYIv{@v&dpJ{D7^4*rQ<%^e53nYr4ul`TN?pDu7iqhj*ENLovU*5rT!Ig< zHl)U1L283aRySbP5SZLuE`VjmYNk`M!MemVwvr1)WwD6KR!e0!he*Gu)YYLw7Z;p@o z)HDB&fA)47r0!{7s)-t{kbtc%ZsAQI7U1;vqbu6aXlCMbA9L)cq7Bu4ZxrBNI^IbW zdeWXV)AaY*S=#N8SRu*!s~Lzwy1j+X$R~4QoF9sU^)%bfAK$`!UIegish>EH!$V+uKISudPSCWus3GdHAMq#uxJ0xg>|we+3~Vn_Qo_bg{{hV8NS7N z8MRH8Md&u;tC{^?6#MN)$c$C8+(CV0=Cn8!NNGFSza~pR&=)V+$9OZmV?Sz@&OX>l zb(zmf)>AOm`YwrX)yJ4i2`Ud^5=Z4MjKe|RseF;X0(;ke7*srl@eX`D3|J43a0bW4 zL&f6+$JZLw?Hk2WeTcKTGso97yvo0)Ik^4NOwSHN>5F!{_+ECf938J!f3+If@&mIlbz(U-jz%$ z&1*M2)n#6MF;ublPa5wm!LElJ$Tk8h%HEZquf$oE?E{X8fwJ*XNfv`%0CnudpMaKj zZEoWGOUrtqf&F?D`K~1UyK2dPy##;VWdHR>vbHlg<3~%GOWT$92_o8;RNY zhAxM6rG;^f<9mja^IDvanY#t$yu24*kLK0GT{>fJ&`vzOKAyq*s_E8@A$Uqjkgdvim zMWAx*+aF}%e4d@b=kX&}+Elm&@8U0LVes|V!wnyf4dwKeyG7Wfa_{yT_WJvFr>+5h z?-U%RKP0-{?X*=U=r-h0hsvdfF5hI)AzF1VDfOu0QfMkp;(scWvBO~*r!ZcyD!SUZ zihU}Jl?9S+O;kolI6c*s-g<+2HY?rZQ2g7an5F8|tY`+(twm4G!RHx^1Fx~dS0>v|-p+~p3bfH@dP4WO8^le*wL-X!DXsU7`-S;_Z zSp+{(6{9)$r{mXDw#7oC#g*u`KhCRi1^VHiG?gz4~wi)deN;ui^*khGb&p3Q_jk)JnxP17wakdXj@IQNThM5 z?o+6ytIY|%rbAJaY=dygnXDh($_Zth2JK^_I-ASkIUC(cL*3}O?8glHjB>KAkC(8R z-hUy!XB1w?iwfs!Gw}i^!*PddLcv8LY;{SeUk2aHj>ovibl%GZ`@d$=k$B!Z!Mj5W zn_7>`BwaHV?kBkJ)9Fu7=tVu5Cj{s=L)nf{+~cl*DM2~h)eqZTM*1v{wiFd~dmKO8 z_fhlFcwXcG6EGA7IlhN-R3}@>djx)s1v-V@BvaeY7j)}}Ze5c&7Q-o*^rcGn>LWT% zSvFJ(eC%m;Q+rtd-IdP_!k=`gEhI+=Tr_+eNziRr&}}6ep^_T?@ZwatBT3ss(H2FW zlv+V*xY8uyPw7)ur1#hw_xUbml%z8LlkC+(B%|PFA(GM~I4^w`w1#nczpgISKvV3k zd;>pN&$CXq_TWPNWcPQw;U78~Q8SJG5tn`1z|(Cs-HeAcSr)e=CKyO&UpimWF#PB> zvzK(e%kejx!Hl3v{wFr^9xGT=*2m&3&fDAvX>t0o4%MP06vt`KCqcJr={6RhscM@! zbeu9zpI70m{EgMdOrfTQRozCg<^P~F-HxIwP*`+ZxY2E6okFGLu+T^tnNznlO`4Pn z{=99GvoQyFA2(#X4}YO@tYjyT$=GQ>Ul}@x!4|p?-UDS)c|V7&blnO|NqOIJn%ASc zmv(HPu@&=^Pz!&g%cBS4slw*FI0AvDTZwFcMRgkvF|>6#qx!0NUme`Brtip0L%an~ zv6*9flC`v61l`G3?CUkF=`QM1i>s|e&T&Dv-sl!sjKeCDy;kOD-=IsHfOdF|?fIB) zQ&rB-Ec;(nXS$8y?A{*Kyyb#!{X%VCr*VrCCN$Tb%q4}IMzit6o}7I$)oo2hZ~h>T zSyTO0ku4Ba56P75Lvcyff_F(yAd5jB-nTPch@M$?)bag@`S#Qk2?w#V**RJ zQ6$^%NebQrz$|DG^yu?A9K}La>jo{c0W0XtjG_b84SPwf<6PDeQfTn+qMR=46pPtw zDS~c&pxbtM=yY&O*~&?|&fdTRI)r6Owd=77i#T&&7~Ph_RSXoJ7JhUaN$)MvK-04b zGYt9We$;OnRX_7n=k8XBOf7+rtl5wT;ny;{4OLX+1X6b(Bbs-d-xgmQ$G@exETrb< zouAjCey)TG_*$XRLm=r^N(b?SOzn9>UXs@Mp!ek*e4%pgCnBBg7-1#DRQ9FozI11f z-f6llm8Y;LU0tv|bVx&kZVP(|7EI&(FxE*{rrSceD2tWwyb4r+eI8}go>FFRlYw;m zEFOhWG)f3SI!T#VGy|uz5tVl=^d&Fb+V^>?*H$#f^=$zq5!QiTjLPbo-cfkI3_3U+C@~6V^u}$HZM@2HQ9kHd!=$W2 zPjo7GUyfE}u}(=xo6(_brZDb0I_R)qp*Uuvy4zO^(rs^I=TwyWE9a zHshj9w^H%8&?>7vn(jd}&EJxQnWSyK4!c*ty`UyRkjVBv)mL0tjr9EZoTE#-`Y(%h z7@}J;z&SV-gu`2EN9}TJG;ij=n(<#l(M#q!)uP*Hq@I%s9x5HI=}Wi1qULYcmu}N| zO%oNKZ-WngD#s|0jnRxAS$W-@nTNK$3o}+?87In2TP$=PYkKg*xP<0>tv=df2mVG= z(}tgkaPS02=~9%TxzUlPt&r_s2^c{=bla*E zBj_WK|_QYv4(Ut>$DQ9S3FUB)ZT& zo@~43@37kbd}$mtctKft4(!4<&8sUC-Hy<0UM#_jbvauwc@uh5;yF9NoV_CNje#_aMwPx@( z76jqydf_n|YZ}Q?4yZq2nk}kCD=Olq{Y-|STLG_##RiA`uzHg1di)jZd@{6U(J!Ex zMwN0VXP^*YS>^W%z;HaIVR&MFe1jXBOoW6)?8bp0<^49JC+}sWhS+{nK#qHjbIF;U ziGJ*j27Z2P6gII3GyC#;yrcPqrF6P}K!{oc3l{SZqZO>gLf*T4jbJ=J4uZ>&i`sja zhNzP+SdJaIPxomhW@=7NVd1x&c9W1+&~3;gorWRM*=9|sY)IHcESBMS)B?UOy>;be zPY(&Yl}_J2@Vk~sJW`Qjdq@eAo`PgEw%JPM6%#XoE|-oIv&kQpWZV@Egts z|J~L!j^tEIfqeW=>vmcr+;hncCg?V7&=_~Di2#Fz7!=egJ4!s}a3~I>M)Zwnq76B! zaiKk>N`4}T92jkWt>8HN4L31wd?RmRUT~P z(T+;Fo7;7STtOKgg{Tm zU@MNewO2WqZu6mdh}7it<}KX{=n!^B8~TogbeS4+ai2bM=qEPwM7L5&>p!ZfLSj4y z(hX}&&0(@Dt_X)-TWT1IHNjPE(rwYO4BduChP9G2-J0#KmB2f=fX_mp2xlrj!h3Eh zH5tp@s-?gn1y9^W2vovNY>=t);`qJKML5;N;^079NcbChWykQm^a-+3G<{-A#O3tzFPDiH_*oH64uIFvq&M2G1@*e(A z7R6tSqq4d|*O{4BDiT$&g1>VPgB|2jRqESWL0zvj;RU*HEg_&tx1S5T_0e}*5@wvmW>JjHTOZI7o-1E9bV!I)?I) zd@pjI7jaOtTR9^l?9S*@(r>(N9q1}Qouw&z;cLUPCP{QV7UkHV5BMu%*sG2XuZ6FE zqjCLA8(QKaEkh1fuYzv%Ml>~(@7Y_UFcOb3C5#egnyI5B73n^6DyQIG8p&XlRgg$; zsfYGVz#{Cz5#8yw5smA|hV4B`=5oC5gd2&vSnu(0M=RW6dj%&6Wegp-dv4Bn2ZC;^ z(b>4_lHIH`z9k9E33nV0+ZX&TRKfGmm};^K*3yQ`_uXH`cEegS0XI13F7dxnZu&Ex zv*M2C<8}U`3fppvPT8{s-3ARt)VuXxU%FC{H*+`2O1AnYceCi0+gZ&tYUe_}`OpvN zaVRKzMHO%k`#c^Ei@{(lAu;Mpw^jMO9~-#3V8(C{#p(S=DZJ$76lBJ)mZu_lN|!M3 zswe`Z@dN|B{IYR$n-?G9uN=v)vuif~h1Ie-TMwsY>0QkzL&y6iKKeM+qLRvG3^&N` zl*SzVnU-*j$B~~0@8Qd!RN^Uw12_@HbgF`GbwX)Qwh|$CRZa1liop9!Wvh24RjFcS zpi+H5kGEXNy#?M!H+tHu1AbOAA9d>q>khKFtIk+Vjz*d;6jqgH?6AR6l~Fn_#3k8P zmS@K>4vR4nvuMcM27C^6!~$Y ztbf|_@|=Kyno@}h1}TYG5P>e#CQ}1iP%9oQRW6r3N7Ee1#)nRKGJ0 zD-=|lvbrrzha?G`Y0v{(5Tlwk!rQyMmK%pShxA8ooWU=&g36B1cD}Yl<_grqZZA%M zESBn?7t4eKoMBgSgY&&IZYdPtbA^x6qK7v>^t;U_1*#`4@oN)L{H5Myei4|Z~)H> zCXkA>xoA=7Cdf38|X8UYiNlrR)Hwve5k>6XAGcrc8-mTK-dgCz`2JDb$JRO1uv;=D0 z?t*OfP)Lyz1cXbPi_ljRV-?JliQe9Al5J90-ctg0sVeFfj|q5$Hyw7cj6!Lujk`2z z{>OJ0u$@u#RoQ-tqX9jfUk7_sESD?wMs5u&K^3td*U=*Ys}+%S2Cidoz|$Q%VmSVb zzo81p?isu%dq|rVlS#wB@YUwB_eZ0Thtt6&FlHt z7hJ_hIuy9}jCxdF;<{EmNfd`v-0>z~g!jrBMW>k0Z5&&)@vJ!^H=D>{r<^<&@6 z>%Ty^p{~IJa20Tv*V#pNbcCQ=0nLbU8g7}&*7)>zW*UuYx=pDFUa|CDDd?vn#xMm< zY)hVX@CD67bHn!7Bha0ceoz)0>Yr;;+2`U4<*97Xs?-$0M;WwpS%j{G0bZByq)6NH zwpERZc!-q-#s%ajrGFE^4G8xbM>_p0wPQgl+7VQanUCRg%Eq7#U;R%I!pHK_Y5I)T zV=-MWZEKGeu@~3S%dm5>X0)awdYmInz5Nk%E1)B)aX`hR6E(uR0Hsxr)p5V52{u@1 zwgl<3wbyso#}WJazmnL6`xs(~5lyAm_#UftO)e2l3ia*`6~ca;Gb~GxI+Nzjg^}V` zJ>AJzIt&H8{>oB&omMjq^ljdERRf$S6Di~nZlG&OY+`l5pYStUaQ;+xQTgRDlyv(z zz$eRdVIV%|uP#L;U83pJ@Fu>c17*a9mUP(e9(MS6W<=1ffR2z3&2+U6!vbM=^`&TJ za=}}Pf-IshEL%WJ#e5oyZD^+BqMEeu*a3%0Z@77UsrpXArK8^luOr;a0ALW{Or87yjM?&TdeM#KJ|B;N8*HhMzZa)cN zD5-Rk{WvYh+iZRPcF&VB9d~dP9d(^QF=&ntC@B{D+&+SC!+-?lh2XhccRHaR&SPf~ z$TkY){M6H~=Q7pNtt&ZnpelMoU0+)lgAqgO-iD{xipIK!??g~Pc#hmGNE$m6;G;3F zEjrn2?WJh8PMT)Ab#+H3;}%EqXevGJlxwo?MxH0x&Im|Qo!YBfN=p4uF*{irF5%x8 zW`Ac_S>XYtu}tNmh{PI@fqpsZ8X$<={E{Zu$|w%o8u%(mzh%=8|W4s zpr!NOu@-b2@(6alTVGHY=WNP0np3Z60DrkOPN-M_R&o$}<2fh7^^a~dyy>1)Mi1!s zme*varBJQ)RLh4rsr?JwNmU(pUy_s->7r~upt7wQ^zjs_xTt8N$*Qcfef^_bXsDdmh_$GyX_4B*S^XNv#Am$Q6u-Wq z2d?B)x-Eq|VUbQcbaEzpLp?j$O3QQaQ|$!~acJe2QIdkKoKpw-Pq!I&{sJ!2kS(I4 zl+Wi~x+u0^E4)D$>m<#z|7Qm~W0Ojn=!IQQyPt*FcjrPlKq`VNafM35=`Y=8^hGV2 z=!ZCrp)`_-K98(KergyE{R8T@ntmJlRBXX`gY<28{D4nf!UAjKri0CS1%I^#P4&c2 zifJ0la?Do3x0vY@-6l~F@2B$IgQhCZS(}hoL(F(CQskF(dY02EFW~cPQ3QXx5$2OD z&trs!==X+L74#y3LBdRY9FXd%IfZWP;4=Nxbi1+17bXX~UF*=Or`xVEQ}9v*RZOk{-FS>J6vN?k3|Rk zquc6=Med`~5*uk|AG1})p{~lnyadjM3H-!;esU9{^h6~py3gD!loUX<0LEfQs_=o6>EpWZ zdw2D2T~U?Fu!fsynvceL5=rkWTjp&VsoHFvLbjtuS=XA1A}GiH9g3|q&DU@Uqxp@w zHBU-^>fJ`58%@h@+@lE$EsVx{97A3FSk{%-yY-AISmI_mGlnCg3)WHbUnTX;BOz6$ zOO}r`AurhxOLJZVRXB2H(J)`d1*{>NmDF4b%h&>Z(jh!uRahHcyDd=M-GjTkQ{3I% zT~a9S?(XjH9%yiPid%qUZE@E^+mr9VICGVYJUcUcPhMT`TD9YzXl7FOM)^S6C%9at zcukTJIyW@)9x>{gV&Ku~oNF0NdrZDz(5hSGOrusYlYoHzhKw-Lh7gO7<%iw!FO`dU zh;MkqA%w>+O|t&q=Yso^X=t|*F3fp8LS>`Ks{|=idc_EZCv3kiD|n8OwL}_c%T?7u z^tEpaXSMRD_iwOFk zTA)Mo9~*}-dm_B4eudR!xR5U5--?lxB6uZ&>85x&l%MHA_J~hg_LW&Nyd&~k4J?Yw zM=!Y(*$_FSJ_-Ey+{#X(Z>h(RjGQTqRZj`qaRE&^;;!A-uezK>r0&Fn2Nxo7LB27rq6@!sRVSSWy$)Uxg@<~%;yX#< zU?jV#!k1|w>SDB(3N)@%Du!3xydF}k$7zceVu zUopfsz9iNd^VM@g2g!M8t8#V$!MAGNZ4PqvK~rg4kQ5p@sJ7Zq0fI`9YfRd4xa&*o zAI8TYRPhn7p5nsg)aL3_bqRw)Il#}6o{lxkFS&pac-`xy(rYq`P8L<_(;u1BMo!5FGQrU+<#x4WD-Z zrv+e%rkyt^K*T895o|=arBow?S!TP~?1dC`UZ|BK9aO7BztvoBys-ylZ%7YRM*PEW z)w)V0N{{(7a_F{lXyx*q^6vn0op)DpIHYp!9ZC}XvCdoQYCrZ-BWn<&r4+(h197YK zAq6u^{qCzLS~>;J@ZS5yt%PX*Y1BT^Q{?3=-BU&pj?uUaSMeP4r+`h+YLrje79rXa z?6pipdkOoB^rlNI#5(u03{-Eqf1OxygELtX~gK7`9DB^GGmErePKMLW?6PA!E_~ zPk~{}ObYi?O&W5=Ex4?VW4Y}`L2DY;ldqGUmG;Rk*+gaR3v>1`U?jkQ#RP%7E*Mb- z(}A*}kL?bnU_Vk2t>$fofQ|D5V%xTN!Li~^WU-JyLuM!e-Vnc9H9ZNvdXSptk*YCkU3uKM4FXbFuGTO~Ub7Kg zwA=P6VEaE}XRO0KABT+ShY8~I^SJa zC=M+Dd#m7_u@DCy!u~SLcMvC*S+Ic_obna{zBajJDJRUQqHVHUSJwnDzuDv zYDkz2wbyu%=h|&Pin~8l+)aPdP76rCEYuaKNPQ3x7moMfoxf9-;&7JoCZ6UxVI*lc zI7yR&alp}r^1YEEkV8`=jD(f|c5e~s5BWMFiZv|z4ON|y^@Z-|opiA)i#q8~vNt)` z!hP0-qcym#2+tQSyWUJ3hUk;8MR_gX$K};tyNb)K23GYqsD;OS$)SgPPZTX%F}?8i2yrU?ZChxs=bzo-?W!q=7XMlg+4~mVEVA zr-!2D;xG8rSEjjM-i0YDbF&haYyN=>D4YTLR z)dbz*#{8vRe__RGpt|n#R$PBTK!m>|AN-^K7ALXIBU|1{ojWD=UPE~nNpXyZb*mN^ zr29PapkgLEa7Gxpcnk+ls0G~jq}vXakh@$C~_p<`4VXm{|=4gfF~`td`5Rs@0y=?5iw?m9xrZ0 z<~@E!YtS=aHmI}{TGd?QtBdXy1CtUW*6Ln^Hk<9)5_nj3#-BH2X{WJqIP zDdEX1D~MMbE%PKrBL4`A?PiT!hcVG5VK`a;a9mL@mW*hS0;bA&(2`hm&4sofbw|Yd zh!){1?h5Dd`v)2*y(^*?2FYT62Oqb@jdSWCyMvQT^8y< zM!W#AcShl2ivB=_{T7UAgCsR7)oz0HOPZprCZ3sn>!_uCLWiBXxT?^8^#UqP(nkGI8FTc&dg z$W))dX8~yxLF$~}EY=7Ta8QD1s)!VLd=oRDM=!sG5Pp@i`^2qt!cSb}j`iFMr#d1m z-xFGDjHw{iM5)KbrOES-a33K&%*rd!L0)bMxrx`}3$osGDaQXwku1a-t32~0(ui`R zP@f_W!{(YQmPS}&DVf?rML_QU;k$*15pq5LO$rc726k-&fqQPlijy2j#$(8L2+fhD zH%W1b7i#C{DPu_bksk^&q&1sNE7f_LHj~#%=lr%G<@+s`X8dZ5{O^XSf>-{>b{MdQ z|Dq#pr=^^aT8AvcM%5#_pWx}E35F`F!Phs7a&(}D*ARK8r%wCz03y&4#ASCXgL>$z zENWzh2so0~YF2PzDuuz0y$g`a)0ACOVW`MIyfYM@i8?qABJinmk&beqSpsxvkd~Bp zHlw%-paYvi3s~U0*TF=*c z`xxVZm`+KF#f!Gj`Mx;bNNYtiFiuN&Z%W4Crag%w92PpR1Zs&%{hKm`l1TlUv%*C= z4ITZF;hM}wMJV0v z%>zhv>P=834cn&%i2Mr)_zuG$n-vr!tg1GLh6X3SAoQ!yBeT$BK}b21kr4?tJ~Xzx z)Jj5j4jGPq&dTJd`CM-I;qvbvwKbg$9bNsJ)3f5MJfGj)=ZmJMf6jKFufG0@db=SF zmV_I9`*ADwJ!IMX+fO93H&W2#Di6j`j%FwEh?sZj_dpFEl?GFmeVa1AdX^aiL`9nb zPS~0CYVi=qj7wvFEsOAIESi|Mo(`;l+IwYUed?GDa))t(`!!u^TU46h=6HigZ&JTpD4l+J<D#B#ERpi z(};#_$Jqo>&%M#Y$?}MXSDUde4vkdg&vFGi8O)u45XDE}0^8kaFpRlG_6hb1_2t7q zu3>F}FwtYlV9JSQNU9x^tRsS-I$1SKM{+wv_7?RlaaKk1p)Yvn2X1GSEfI}gkhzH z9_Qv3I8qGLCi8=9ecWbjTpexFh>jaI?RTP>sZ#WZaKK(xyv+%)wr}(cQCThpJQB#4 zHU@|UmU6j80S=zVQFM(aW7#V7@XzwY2AeFslU3O&nW9#efRP6uIVN za{P&<4&xz1Hn-s=y3-$b_TNT5qyoHPFAFYmo27EDqF*&IWH(qSMjihme->X7rC3^G z_(@kloHp(K+P_((B_&uYA38{z8r{P6h5bOAkF3W>BDJDx&^bN<0UUqA*2|CcJhMD- zTGwH%%t71WeOT$m3ap18(^MTMTTUuR(}rji=eKOSEhu{|R3kE~(B=6VhNO@g87>Y#6j*v!4<5u@R1C7}geLX{#a!+&~g zUdw{hbU+-3WO`g~?Zv>3RzlMeturUVB#>p#HLGY?mI2wQ{CHFZ(6v?~J&61o>N=n% z3Cokz5Zojm@3%S?{unV~0 z??%W&^SB%N@?8mS*y`0pui;crt1H1R3ha&h)=MNo0EL8ydG5IuaQ>4sWrm>Y5Xr`= zc!xM=W%MJdbF>jEf)gfu;W^60`^Y)W1uJEI75FmfpiQkGjLXXgirwDP=?S+aV)30A z<{C{<`wN%9FX<)k;H!c9ZU2$8F53dj{&T_}#6)=lN>!+Y zVAgc7#B|U?2xK2T{Z7b19dh|rvPhoB(UxilnBoPB;G{MRM3a%fOPZdkGi$%=J z%7G-zMe#s=@}N{QWmtsBR<}89%Rd@vHgD-lpyk%P<5awIRNeCZ9RrawV?j96c-~^Y zSiNKB<>6x+70Hy;D-8sm8*1_KVBVDW#64I#gvX^Wq+d_vQ7-BkF2)3PJat$wgsG8V zHGMdXyJnt(liIsr=iM>S@LoNt4%k)jo0&h_SP~Ui*Z1cUBoVGrQEFt)JatiPf__jJ z4$>nVO9_5hvP)a&SUI4hfqOLgwLIP5m9~&R9wpkNA7}GcUS-3AZK|H#S$kk57DdC8 z&1TboCPS^I379t+`ROo2P&Bi@i!ZC(=hAtA1f?z)90JknG=)lFm$N?3)|}{lga#4) z2Dk^rl`oWxJjCRlD`@kE+anq&0i2L1qmzWZ&G-yooa_6?;`iSl^lt^PhUA!g%xaAk zatx3$_q~)cKKp2V%TC#TGD5jT<(f4|Cl{M&B_kpoLzcVJn69oJ*CUGivH8ttFfj#R z*=#(fb2z9csw8nAzpA_x6n(&@b;;z3Q?Dmc>X0^(`>g%Ik#39Y&D{1|wi@otvam$) zqczSXfq^L_qA(ijB36eRq1h-O_z2MrX_hnp`HFhbzk{~H4G;5xZTk>^C;ImNa-Z8z zePNgFYXpSb z{y<}l(juP&wctCZmY!Hrh5N1O`#c(f>=nY4Lk}(2jaD{kJgC{ub@^O5aYnK9JyR__ zE}Ac`U(u~9yc{xuM$fP!Rx(cL>EEI~s8%*JLm~Lom?dadpk^wB_`L5LIQFk(){T}^ zR*U3W%kr^xPU^Az<)P4Km2u1n^}cX=IMHjf_N7LnKUju3h)iUYdxkoS&OJ8~gO<~V zX`TQCr+#xbdtocBAynQZj@<7i02yOycKs zef$`YcX`rdZ0P$*aVuD%J?X&$=*WulnkwpyEpOBa__(`WM?~`WwFZt{G0R-b>xt!f zx(wqu&68r>elx{R{3=zo{m-Ja!9JxSqTPXFPfD_IHkSMuglJ!m<-2FWgvIDvP&+4K zOY3u!y!Kzan?K_dAL_9O|6s$lI7aO)+Mp^VFtpMYPUxedM#~Mip}@i-*tC*PNCEMk zJ?Lw!1O|qCsPlx9KsqN??r75Cr4U}`Z(qf)>}x!BrBMRIhgFPX`Lg1WePQ$!S@=}W zn|PCNw6AAC6tg6ofgVO^fc|WPn`OT5o+3mHhAVaolWwAl<$c(X(v9SVXLsxr2hD0k z-YxX1LY45+h_R~%H8+Xj-vs_tQ0LbscQc!Mwt94{p4{wBQVYAWWR=5ZwZfF_16Nmt z_Gvs@`va2+UKa9LFMF;GSpD5)FP{BEW42~&Li%kmx=tcoVAk3BlxX8ha^B3{o*#>O zw#FGg#X9$l?K5i&dWM};L(;uIn8WJr^UNjQwC4)aj>|ab#%tFzv&~|a)qQI?N~_Rh z!T|qdsq7}OBxdhkQ5}@&-!=LgK%9O_NOT&rK7YF2oZaJ+$d+=KY_o>roncQRVT>Rp zd!-%1t>9|DB2XDq)tJ|J&*y^b1lTA9nmP8wPT;BWL!5vWev{)E-qA$!E@!(0CE{XSf|bSfj_?-&(-oE+4_U1b!} z1m}QVK!d29Rv`=<@$8V&*A(4xvC38^%N;4)l(>r+hHwYAVozs#E@~DpQg*XVM<#MJ$}$)5U|s?A)A4D-!4!Mwb{~{ z2v=g!rW#0S5!|NsbEC+cv5+}S&+l2v*gtY(k!}ukvhcl1|3!Hojtq5arK!@%=RnM4 z0&P|;5C;qD)tL)usOS@XIL-c%oYR0Vca!tEKwUBkqN4HQFlNRW47W_q0yrH9P+pA| zg|8W~V1Kex5bpz%@L~KbQ_VJRsfi>40rJT=iJz9M$qI_+N3hN1<`R*{65Y$M3cWX6 zX14p83}n!p3*sg-dP?Pp!z6vdU_kgJv?`dH0&WtIlBCvEv&f5Bam!Wf2pChClQn&# z6e{;#_( zfl!9g5qfY@2FZv@L)360(@#)AqZ}>`^o^XZFkR*5-SOr*`py|lZyPO zYoN!HOtG-TTx+{Y+&RQO_rRkd6MOAObV0tS_>0@8;scI1%T7tl|iRqkXa8qUbet%_`m=YpzV3dVVmc z^+U>{Y2DHC0%I8RdPq6yl)qEQ`1_JSzZ5;TMBDl*tNCg*86*Obk?@o^6_Cv>KO1B< zbr^6AI7W+`6}O0y?>AE`!j^<-`=X-oWY5IDRZw6Ta9mUEG;R_RYG+dNnLu@@j% z&bD0(vE`Ck-cZF1#2My$D^6Xm54I6(F%Z7{j8OLkcTrLAg+haZB!i;WT)1z24fHLT z;Wx2y=6P*+8Dh2ng21PR{^NSub7?oBC$Zw@YgwYTn*?p`bEvreozhON@rEf%%Hb9D zUT1b3538)?z!7(Q{hv%7hzS}cDv}HVUn^heV?y!F(|T)~t1vymIez+2dA!Z6Me3Xd zH~lo{WW2(O2;uVD6c`wQlKB@Xn~?Ac>{y#lwrN6NBDuS&BC0kD&5fY=*!&Fm3k*zH ztkeuMz6s7G(6Wrs*x$1lNV)qtv8r6o2?LZdhUM zDCLtZSuCtk!f0@IJ52MaHSJzOom1CvVdi(EL?fgz!8;8BdVa-^1w3D|_r|4b@g{J# z(li^bKbw0R!+o~0)+YQodL54{Q_1j zG2Y}okTjJMfT0bnQS9m6tZGBb29oYu3*TrgVX*|!>X9Y-iBB1{eD*nL&q0^8hTokr z*pC9bb`Bd;wXmy0OLQYFyV=7yyqGs?T{k4_xzQcrK=^q0U4m}77m_skkqQ^OOxazW z^aegsR8{RYh&zoLl8{g!{)ND12k)8l->mqgT%3J3FSx#=sK4;LKPzxu9lez_`1+K& z(R8<($6UN{(;|*{;rf?kcnbE25WPT;QB|F`x{}?n;Xvy!;CTj0F{)qbN-fOtn3F!f zpN`V3bf3Jaw^lzmO)B7VB1o{Ix0+jR=`3vPmmPw^X*e)qLdOL8wvdgJQMeMguQ>K$ zZj6?7qF=Bs4;!F9GLLiun7 zsXloT(Q@Jt2lXIcv>dl#w>4@q49-WpknFmFQV8XNRj)Yip;Dw$rwzlSc}1J@6Foog z2m~!)SNc6qP#zU=eM9Xace?gJpsHjywzLpV@gU7={k~)$*^Q{?e(dOCDspwtkX+5P z%@h;Yvqs8U%yCAYIt7o(T49!u4^BUH>G+0Im>aW0E-l}QX*XEZoJu1I_ zIN=Axyr8&PZu|BDxl!|?QK;vmHY~nSz^x{xUTG%K3NJq35@PJjdoD7b{^F!A4WQqL z1qB%FN-D=YLd_vGRq3gSr-d{)IG&1~uaN6vp^t_B=pnlkzchQ9vM$Ib-i38`=Nh7A z<+};9JJA~Y)PCEpmPddl-P_qEC$j>E&&Ff-F6NfKV7mY?TRMDj`0;k%ABVxEuk#O zKA)_?#0nB5>IT(QuQTVWosV$ zyP&$=E4s&Q`E_^QCc!&*1{_(Z7`l6aO(T?H>>mKJ&f_*qC65NNglL@(qv*bj$GAnp zhde37_xT24?A%N1OBa1v2pMqmeua^5t=dGY5~a2K)NTI4d#pQBe^yqseiNW_-&tml zwF!tzu%XIfnLQgY+k&teF%aDa_sPsIZ_BFAmlJSBJ?I$@KEA2dzAiZ(asNKwa~yH& z;u!^;b{TXe*5ep!?;laexTkRDhe~LciC;;Wjs{enBo9)= z$>geAfs^&LHHrqGxM%J;YUm%n#tOlF?}BOeHKb$NSM1i>ZAN(=ST^~~ZA$rwB3@2s zzJE^FS7#`<7FNQG_A+oz>>n2gwdK^|(8>mB1YkRYgKIB5YYpF>AV>xuQKFmlHkIzp z;PVJH=RS+wMJoi1!=E*Ykvy8DeB2S-56~Ox$PX%hosz7`6*S|%^DIc{=G+Mv;TSQ^ zpC&x@Db_aQ*ze5W!Oo3(i^#3a8~J?RQQW(UQ;#H#GRD7cC8IK@O9I^uE4Jn|mnK1W zN(@ug4Sf_a-|}UVpw;w5o0<*>{KASFYLBlu;=fO7)=PfxT|@dY3|fw^e0>7hctI-q6tL=mtgHK$kNer!uL|T-fHUOdZO>DSKc^RT`LA50&m;pqd!eTvwnb!B`olv_o)+B4Z&9?jMUz3CjuzDV1rzY zc%x_!!-sYTuyvfoc92n~ci=bK;>3OX15gygi;387+9kOrcHw}6-SFVX4&x*g4IXw#4KocDuq%9i zt6j+qiR0l70ZIk`q}sOx7rjb^jO_>33;J zgYonGcOqIf#Fo0?pK52vl`M1U`)54Oe(cfh#6N#ov7+~Ova7Ur);j@>%6S2WQh4=D z>6V-F8=`OCuGY=s^uNX&K&J;6NZQRymt946YM;)?E-XHuQs#V*63Qjz-Q9jQDY-vA zJQnuH8NBuBI+Dt3TsrRy7Ab&HEuds$f(~UYy5cRmlJ!0bcz%!i6tZsj(ju{sR0wQ1 zfbUZ@%}7ap!S^A>OHDFjA8$ySc_lA>7$ZJ|grC9_BHQ(G=ejTi39kh(I2oyveQK+F zs2ZH9`pPWXKQk>c24(YVgnq8F`PM*|-*CuhtFoMG6#uiHR+@Oeg*$ucVx!9bnbn%F zkNn2s&f;AmsIYW(3HkkyYdUoTYv?DR3k#vAdBzDS;(yLhHUgA5QB^pVL1f>;>ghi& zqteOxPe*Z#m<(;oYrBp7->CoNcifxn){fVtjbk* zpDnk}4*Ae{`Zh3FB8p+yiKlGb+IdUe<40eTEVD^*Z$GmxB{3ZvbI&hN=h@Qg2jynQ zuL0Kav0}N?N%2#_)FTd1R;MO+9Td4gw{Jq9O2C;W)mL{(Zs>oH<$ZgjrW@@ zzpM#dzry39a6zunyZ6OMMfi=hXj!qbVn19E#k8~yrq&UV?uS<)e#^h2H%lDI}u5@$mv8QIe7P9GX{t|l52QV;QMcZ0vy zo~P$AVV(@wQA5qvgl+pQ`o$lg;I^lrEEMYD(n=}Bhr^^qe$wi6d2Y7b49VWjm}5f# z(pg(z=9j6|^gXhT1AVWlHsQS?%yw!c=Fe9O!}mHWj_oXiN#G5rv{Q$>;YGz$INF)U z5$%jrpWOBXB5B0VAkW+krhm-=VWAAHlT}fl_iy)Y{tzZ3)4+s#f-Jq6x_*`ad>~_{ z>nFKY#PAse+{m*_4~-3@i8rO39+(}e-8 z!~%7{cAYxDH&1rJu!+~F(5%WDyNm65v4KxTS`mwQsdR*ytr(gYPmOuH^J9Ft=$y{^ z@%#G#m;2PZx+wS892N%FCWm@3E!K7tWjT1hu9Nhv_NBZqDQ)IW%PQxzH`Dot;$)Z( z*rpaoc-PPf3nr{w14OapZm-p?gL%gog|KR8m6!OLwlq$-G*>Q0NC#a{YjKL!zTNZi zQY8B0$305&dVT4#pDKT|8mKO{Dkn^Jh7wpw|B}m{0dcCj3d3J@BK8P>chcmoAv+_B zrZA>DJYYmiPQwI3lkO~x%SQDPZB zj4<@bFFbAIr7-d+3}90%x53jzSSdH$`>x&e7&Y)OS9lK%)HChc9kkQkJMm|i!2qhG z7g}jqA>RV%^8P9<#UysLsgc`H)7_e-?7o|0&Tr02kaek$A}Dn)CvQKqDjB3Ht-V#I zCkg4Sj_D=}=x%v0`N3O}FExBH-sjtCIIejVyc7P7>vSIy$#Lh`YQaCnp@unBuv%uu7!~z z^R@~iIvpznIv@TiO&-5*+W*GI+x&UBh<+bkHQG@ieM`+hE}0bza*{HxnU7Q|WLDko z#SkG->~r3<(t_mhDzAuCj>Cr4%7U%IXB)AL z)zw+1Mhs)7xojoH+!%dngX%Td?}ym7l{9H(wEXPy@QkILm3$3&f>63@vF+n^S@9_Y^rjjV z6dkL(0+7t7?M=RNMOrHKsBJ?*8YkSBUES?9Su77h4V<;ciReAp44fO`igjOnqv@2e z{&R5aWEeUVoWctpzG=XhAmJo|Rx6b?qo+s7AopTEctrh<;kU+zs4#|I^{(kY+Hn;xS!Mdu&X=+KH977by?Di zj|T37PorN3kU-pgBf7h3aKnh|wvN-xtCxBgNV)1MmIMDJ7MmoHYali{HPRw+`Zw6S z+d%K^FbDZ=&6qY%Q*bgnQ53#lVosfSWyEyA^6+nnx_*|^z9VkaGS0WN_Q&noVCPIq z5nWm9HKFGb_cc3=`TV1)GP==vAx%vVewVv46dK9y>8T9kK=>8BKMd|IlL6ij_Ft=s z!;`=-#B9`NAs9QM`lG?Yt`@ZmLyieKp_>2QQ8k42p#s=1M=ho}2}yODJ&+FYo=dM3qbJ{8H5vzJVAz-=yLB4OT>mdWqCm%o9es!JGDD;lwMEmA zP>dw)rJsV95C~Qsb=wIS+f>TmOo|}7ZnHSgje+*1k*=hCj25d%@9Sc|6HeFvCh;Y7 zt|(`4wb|F%owfh38Un+wrHr85tpy&me)))LLCa@n;pgP)DKp=Slyi%*-m0B9-m0qr z;`rD%T}h%V>t12ZFjL245$Ac3zrGo{KAJXgKVAnYX$4+; zX6jxf$8@id_r~#(PjYDl4Fd5nb0BT;4;q89%1c?2-+e#X;IQ*jE}8S4EN%Nn9aQp@ z&k~7NY&jj3?*+r6Ivx!Nx{eCYXWei8O|VOG^An#|l`Z67it2CdZI`uDgbAyaL7+Ln zyd^7AutP#=7Us_|Fqff7GMlY78#wd%4yB6KW?eSepz`*}-!zE_v;jbr2Wx9w`m(Q zL45mL(sifhB(j=(uL?Lv+wi;m*n@nHG6dbvlbmN86XI*mu#lrQ&c6en9)=iXH`70U zEXSB9`ZkypoQ?jo+JYR}htO1yVETz1m3vu60KpmzCg>8{_43cm>E;Hk)pGD`a^({g z>eG76AaBN}oK`0w*xtme)c=%urwA-Hlv^)C*)flGn6$b;K61NK5&g+fIXmWfc2k~5 zR+}^{s4G)}2dxGpBL3D05?7k(`ZB}>fa<>VzPeW4vWs8sU@8ZZnG^IYj4AM$mU+tT z?Bojn-7#LU>9;aZ{>I68Xxm{)609FNS|WCX8!Q{L%2zqzSq|VkRDY4p5EFzc;G9%f zSdJ&@(IcAe9pbfb2k<#u-^+3?q|cfM2{Y?`g_d>Un@1TEKQ(>&2#E$Jx`dQd-$a#p zo@Jfxv|E=}rz?ne>4HtG6w~Ze+GNeb7MnWpe=;`91r9o>gCiSI|8PR!ko4@X9jUING!7F;He_fH z3rqJg=vWBc$a$Ix_6@&nYI(IFtgB~hKGE8f#nmzZ+pGnV>8};5s#y{@ASD9td48Fd z10e_tEn{^`TJjMid|3lfqHF^(eg0BL|U&hBX|^DO-q5&d9^gekZy4xRbhDOZU z1N?Jaa8o42o%G4cEXIxF%S{yGuGC)MxmYNY0BjXRaBf6@bvun%i#;N!u^|seEQF-F z`@+QxT0a?q-T9&2{qqpESSpJ%#|o==mxNr^_JC9F?BwYWbq&O&90 zHi11jYx%lpB8CX}NrDC$wT}EVvS3{>lnAycHUvt#l)SgPsV46A7Ye>x%Nd^Re&Kl2 z<)zX9XKmjp^v$|e12<=N3I^}Q%|KSxUpfeX89!KtUqikdc!v z%7w0_DtdgO-EAUW!b~dyP~AV~b9-l5_fp6&xN2iZkriOH$~mhb{)9+-EyX8$1A-ni zbbTE8)5?ty%gj^z{u}#urkVAv01;^THs3wT;+yu5VqghHRjxkT6-O<;itd&X01;Xe&-|lsn5D z<2GHce{E90tz)Vexu6MA45k}>Z3OnmT@*YIa8r~(E0q-qJ0{^4GDoRY+G3M*)h6qO z=CcR*1jRUKG5bJ9EfuxDGH^)$gdiZdI0+X;DXrCvE)KpoSRhay?_pfsC9Sx?hq<*d zMBAQN*^-XFf@|%@U(^a5+=~j7{KPA*ZRRKLa-`tMNO}zRb?iLUeu~^CXsPKgLjZBd z4suOZ<^1Qa_;$D5;fm~kAZ6P!29J?&{BDEGN?L=!yO7j>Z*ERf8yle(L~80O6;eA= z-kHCdVivfR`YcNOZ4;qHQaI3)^jr3CmVnsVMf>cdlFh1S?awKnGEDBIH`Lv0CKu}> zm|vY`f9P8G@8Zf%YK-w{q+;M10xioIL|G5WzmHXxc9SB5@fp`WA(2KNK$+R}#J3l2 zeYr<>8IMFTer-zKnTm_<#Ri(Ip_qNvL;$4!45T#9`s$B@Z~!}P`-vo4^Z}5vF1Qd- zB-t(HT1P@S0YyNxA)BWqqS&QpaAsHzi_e$3@fD5{y|(1PA2%uvbtA=O;^_UvC#-P# z3@WnSj&1Ob6Qg?wyCU2B!F>%P&_!7~gd*4Rtih^dlA_j<-pBik3C&)$=4?j3d=P-C zj@WWWJU>nx&ll)q`;VpvTdtC-cES$5Ea(&^@pXrnE}IQKn`4QsnAX!|&lrK`=J4s# z>i9v2J9piK=1w%#YBS$r$?rF06&}+mTbi|ZY}`QcYr*&ZU!E1^k~9cd6bD>JR2``Y z85!R*F&N&%!Gn@i5Pt$^|A_y2@T%1eJB&JVn&+vK#k5e7&9){J?n5b_`QlBX#MIqU z19#f+oAVhwtp%B)0woz^)3bl|o5pAzX9_H{Is3ZHKX!AICnVE=C`MKQfW^rpt6i%X z!Jg6@(aBiMBh#$K2mCX1wB78~)S0|gMfTs8bP>_7W-IbKw7MMQG`TocikgR;;#K!e z9M%jaAT5nZ!?16lqOuLXrwctQ7rX>}#yy!H=devV!1R>up&SM`$vkuTUFVqn#d4XJ z3!Rs=5)RE7-5En(psY8PwH2t>l~=@E%L6(jmu7zX+rx5rgp?+!%M6CR_I*xM$zIyc zrYiGo2oYiW$|`I@&UYx%BV{YXYo{KvT+Zt%o{i$3v{5rHOSrx=Z(vY4N&Fi%(%1@~ z?HUsbrmsX5ih5SLt=0|?Q z`}4U8!wd{ju<+#qaFrb5vMfZfh@i5C0I2{!RYf@f)axC^QI)~p5JatMEtgR(h zBeT=_ZGwh^{XaAi(?9G7tYztYJRFELyiEJmA3VErNXJ$yuzP3F!NL-hbL_FTTkjCA zaKZod#Nqwj%MZ{?(P&+XvX_+=TNslDc=+*%o)E0Ue2b)e({u<^Zwc)Xc#X-Zgk+&y za{|U~2lj@}by}Ctz5WK}$piop>p~&aHAF)8F(k0tb;u!HLY#|LTMj;Of1@ldndHeI zKsUVgI(wf*Bg%VkU`OxtZBflM&C=OQMinoH99Hq-^(2M{GdAOtvBiliKaeXt1_e4) zg_m6edKA}Ci9H$XH1$#xd$hL@4pV^VJYy#WwpA@NSVO<>ZCqVU9c$@Wwl(jZIk&Y5 z>E7m;$r}DR0G{eBSLa_;bFy`$_(9sJ;DCJ3o8gPrOdD|~&W$h1+r-S775G`{|dH&dg^^l^XZPWVX) zYtJf@fF-EZaTTEqhqoUGv+5#}>8SOu;P4J!lCZn?mL@J4PRAIU)oQC$w zvDb4-ZbQN(NI*p~rUo$+Zsq9fH`mBiCByB+DbCS)8C-?2^i2aD z(=%ogfki!ph|oT$$iqbN*$at-#E;(y6U_Oa8UIGx|3J;S#Oa zfQ}$bWLm)&Nm{VjiddkUD%s*3C+HMGmSE*?dGH+^P7*16IiB-qk!c^e98#Wb&f=>q z>n9o$qG6WU+z77-Je`HoQ%x&*hP~Gh4YV!^=GF_5OyCRLQkF*xYf}{atXK$Azl`dx zZ`K%#u;n4ZgyqU%kcYe9|JE!-sXY>?&Y1Ec*}cKFz6UFeDMQJd(R5pD!<~ELlV=89 zz8IDtd=OVxkiTA&=lR=Gs0circ(ESx3_z)Y-!)1e=o$azv|m2@5DWYh9|WEsD&w4Y zhQ@Yi&Thl4^y^U`o8&_RV1Iy&^B&}Q=}csI!r;aqK)>2XCHjm?Po;h)*=uQ&9`IQ`CWC(hB9$P zhXJ-AakF2Qrn$+zyd@O!9B@@lKYo2Xnyw{NN#;#&lh-z`+5G#!@R&WSX=-}SxoX5Q zU$gv6+bi;HOs0rUt$grcLw~>XYNO#qyk#DwX>ktirg5VO{qrsyzW%SzRSM<4BgHZ9 zExqC*8|1v3^NEhDt;MnpVjcQ&Oob@TnP6I_jD`K@(RWLt`#|s-)LI)aaQj(2i{bY^ z1z390L!;W4Z0=ssT-m4+bi*-Z|L(85w_zA4S}BG`rM1Vkgw{%t`3FJyZg@3gV07VC_Uk z3Z#BT)7ra~@?t>e%d)Gfm-li<)iog(UN-dohP8qq->th9$0Dy-#5VNrCOMy5E5W2M z`d@`LqsF~7am(9^zI7d2yNoszeF_D9IY%$Oz@%gtIj36%>wzvatK#SNiThvu==VlC zYU%$4V6`~n%G8-9Z{s~O2_}4ZGg6ywmd9Tm;tGC>l_MRq>Y7 zh~JiZ6he~^rjhj?hIbkFe(b`>tVk(*e$w96FlDy0DBY+@Ls%w>vty)$7PoiOuH07* z>H0$RU;;bP;;bkf?J02<6Ky&$S!&J6g_-|J2;m4vF+X30-jgyMvG3q@ZB^Xe&@g$4 zZ6AcZxBOirSAO{yqJ`H_ip+SK1=!IK2 zLY}?2tbEqIl6ALSZfD?ke@I?9b5x^7YB*-V+S9Y9>Y(K4n23ieFG8} zsDJ$LdbdVevyDi-PLKI|mjBBoaX2#c+g)LlfGB87A!2Qbdvc2+#8$#0Teg8-I?+6Q zZko=u&M9n|Xi~VImZaprQ=66qh;vRqk}?UpV*>AqJe#A60HmMeQ5<`4|HVAgm#~ih zb1RVtF@0AU55#eGU}e;CCV%^q zm-yE{BCsBb%otr*TsDTa`4|Pbi4(H-c)+q!HEAs8vqZ z@S{YI#A~#kX#&_)NAQ77WR9uH_b;MDGC9zA2NsqqimPY1!AWK0(s$Yh)5Vt)Z_wH? z9@puR#IE7-UG&r&AUyleDen4)yZy)D+mW2-k^OwFhxxdJJK6u)c(eA-2?{0glxroL3YhbA{xf5t zr0k88d}vR3p`3XC$J$#4we@{rqb(G-;#O#Bkz&O)Sc|*6yL%u&kOIZEXmNLU2v*#R zJ0WP1V8Nx><@bN*ezJ}@GXC{QHgp5njP-M-yZ1^hlVM}#B&pOiyP>1UCAK37oXf{!pEF8?9X z<~r9TeJbFDZ6;mwf;+s7K(f%A%#q#UK1_mj%3m>=-yXA*c)Zv|=tl7H?C4*5jQkh2 z7)HLnZF38%=a#s?vqn5u+l=dx{po9?UW-h6L%D6-6+LG|^4*|E z>0gG!Br03Ct_`p&inFFW;qm6e<-SqDWi*tFWJ{6Lbj)SIIaliA8 zIz5k6YfIHPLfe&STeU8}p^NpDHXYp^+-b(wctxUvNwPKIMa)H0uL_ZZ=UgzhbK9YKQ(VeytpQDc#d6 z67H@3H!FIQL*oFtyk-H;nM}N~YrY%G|1!z{_gj!S1qGT{QqX^g=j8y=Ors)llS@(m z_pdsdFT?L^C{wYJ3nJ&`2lm4z)#J}0|Z(of$-lH7uVQ-W^4 zOCJ>;de1<4QZ4%Dcc>bq-I~%L)&pA2u?$IiqxRpG@c-w?ebW<*YZPZ^^Ft{VnYK5M ziOfXi4_pcfHQxXoR2|Y~G~-!p_Et{%lF`v7s5l6-7r?1v~!;enR zaG38g8FZ*?jD!o9dL$`Mv&4EurA=5Gb5E^|FCF4|1|?Nt!4GpV~ONr)^Ibg zk9VD%;J>grtcvsd-ADSLjx2n=*G|FBMn_pgo@una)S%t8lzr;WWavok$?C)aH7sOF2zq!Zg%N57Ks)qwb95O=aRu39& zkefX3>!rd@h1+Ki+D#25Fj}zWx1TyAY42sR>6n-%v-$%RG1R|X?m3UYXe$6qE%&GM z@{aJbUvbm;IJI^rpX7hWDO_3{Qcf7bHAYvEnK2bxHJ1t~m;1*%dm{ea6fhPJCIES-s~+v{|pfhSOm(lRm1<#SNKdL@S}EAdt1ENX^Dcj()yH)dbI1RYS| zYm7sx{yna587iSbWz_K7m@G{HGBbpM$mFXXZ$y84CAdYsE0wj!&Z4#jThs8t^7=L7 zl1*d{`6vXs{_5Q|zXz)UnFPhCv;JA(kfqyqxCP8N&fgA8*p|PRhdp{*y;c7d$@jye z{l}aqza}2b1}b38u=>iaM8*7C2c_~TLzi`3w{XD%&~T+4@*y`NWH8#DnXGif5+cOv z=0ffGNiAJMa2Nbf3K*Psp$PA%HHZ~&S;p&`te$%CiX2)e~BG4WmLD?4usL0&$ibN*sts1 zvJi6jz!SE5D5`y*A~CX8+V#;K0VUIc1Y8kNt0S32Jl&LPE1I>E9+ip{L^PRjmsWAQ z>|mPI;3^(rpejk@-@~07B7S)Bw-$OAdZ!Nn=#wWH zd<|!hR;o>U4?!vZ$ysTrV!B=9pdL{45#}clvJyA@I#v7djJ~{1Ciiu=N|;XPtRv-0 zyITCUlcKhfq{sQACNUIG)HK#dQybEqS-aext0C^%ZHFMz>n>Zle=1bU`Yr)%$rBEZ z#i4Z#lkOZh`>b!MzGfJDR_T&QeP!s!lX(=IEvN6$XX4yoWw3{#!PNvR_f=|3>&&Q& znVV|5d{E6`;4ud!kb1Ec7Nx8mWm(mN0%jbWrEMWo4cChufXF=O^xWJ8WCo`J!8j?$ zLVXi_ssLIm;n2E*HjH9=L)F(X5pj=$SS;pRLh=`5&%v|9TB`efBd30!Mo!>JnTCT> zH&8#Z+x)7-5>=|f04!rVrtz(vI!w6wq7dqd&1t7o`GtC_?LFVYw)oK;%XoSW_+!1B z+pFwzvgYeTsG9@vqfmCCFmW_=jk1*Pa)CslDrJFZVuC&SQElE=_kvg zQ;I_f#YWY@aWU)mR}o#^t94degkVa_fMl2ml-++Wk^(`H+^x6>n2@yimy36=9g1P- z*e^}{Cuq8Hh`rxM@f~Z2UenE0W0!yO0QyXoKU~$Lxf<;4QM}t3>3i-(BC5{RxqwsO zsa=uyddx*lyZa0GAio}{s#=?;$K42oj!q;_Tid6M@!ctGmQ^AjFk#jL^3H=IA%$Bn zQdHd=;R3cAG+5`CShwNzB-^&0rjEXC>Ho%eQ=QbkQ@c_`RB_8pNMO}5&wvQz(W9BK zb_&lxef%14Y=N*)i-qkEai9yb(RZpT$~)#C4%t2-U1vv!2`w0dXR4y+1Y~cNY#s6{ z(v?#wl%p1Vk!E(aV1z82TmnKtWAIAzpp?Ob09z@|qs+Wj)*mA1fTo81XhWn}dU%rlOkCh+l)_`cUGoT0Ljx-CLE^ zDbRv@$szWf@SoY%HPy1<_S`TX?E0qREW*#ttJ?N6+J`7Ee@ z7qSh!e`i)&n7JC-$qf#JLy8?h%%>z6e5$irMzI?oc>+J@LWeZuE+kvT;l-agjyUkF z=atlnjSo>1<4R9v2b8$JUR2e$Vj(!!=5g09dwBdm>2sBOO1}bTD1d}MzZ##S`%Saw zHP}Wt|H@3r{PrP+QCgPt3EnKU*65|!dg+UdjYuA1r44x8jq>-JHm?P|`$hd0CMeS~ z>yhO74w2U|u?9QiU^NhHWnQ8`3T;;yggMahDgtCo+Nn=kk}Rhgf0K)nlBhC5G_Pb* z7)1>rDD6VSp7`rkw&>$)Vt}ao8?NF*XoJj=v)z6fRnlpC~E*WE};>>lL zTz|JGHQxIc0o0FDhW(!Tr)ZIzUy>>ad`-9$5hRlS){OR0gkW>thOlW{wq=B6{Bz9M zYEbvjIia$9>rk8%#yA0BH!e(g*Q{OWla3~rZ>DVW+>kRPcw6DSd=sSJfiZpIp($Sr zq-qYIUojK3W6ZU!loeAYX44f)$Db4{`fgNip2+D1-ynP}OnXoD#}hx|RF2|YaVFWB z<=%_9E$n8dapof3Wo1O=4iQS@ia{uA*gm)LNs**&?t?k%eY0ZTZ{spin9R_?t6q3D z_CI9(^7)^v)wwy*d7XgIes?6}zXqguxHH27>{C#+EL5PFFRFV_-e?%A_Lgi5FYhlu z{N|nL0gswJ+5tPRgqWjq^+OCz#yQ1{X{xueNN%_OY zKqxnJJX)=&LCKFA?bBMTi%GSEA(_f?o47sh$QM%RyIf)WI{HC-spaxnCKTpv{VmYZ zNHzvjp$eRV2YArOt0t!zqrB-auvA}1_nbSOc;&UX`?7|_IVzdMIP=>XRrSUDGOdf$ zOU2o@p6V$9A#RT}2D6PVPM7AIC>Y7KGS#%2+vpH>sr!Vvxt#IdJi&@t)0H4+2^3gL z!OYUvQOEJ!?znE}+140$CdI+JzNcbt>w+#==<}z|odSB8{3pdln@L9Me0ow0s%mz-UNNTl&; zmcilrHqQ7~X-Mnxxg%4eYkN6^{MaFSp@Dpu4q%+85tQLnE0XzgJHyn;-;Bs1W0Kdp zLp8Rg7l71jCaDFdP}(4>ib494;P)zatptcwJ!1U6r3=&dp&g*Uhc9^IK)j_UOrXzKsjC673zwoR$9xV*?tof59vPRfcbtTRJH zagZvQd!6nEvp-*mOi3g^QEA+Hr(j#eB z@uCZ?oZ`x_q=jcAp)+eWpVu4A*?5ZD>7`ButeGYS-@^TaihOP;RIV zqU@kWjqDG$imY>{+Fk>DSQS7O#{+?Fn`XobUHrPnp%GiQxXIL@lZh|sEdvZ>X>YtX%(vHRQ+vHqi6BWFmI@%1Q~+P6aXR(RZV z!j>GfqjiZ@Lw?L8_peET6m47Kp^5Lj+%M$ePfI@aOXbQN?E2S|B4P5xpND|6hKfts zB^O!c>8AozL&#)HB;m6CKl8i#a+ZK>>?itRJa&9Jfvh487lPi$?`oJT$g{$37Imb) zTMe6FP!D-|_LK96uyIQ)CDE$S$A$72x8;-g7facQqqz}E)$8weOEnNynua~U7tx}U zMf1d32cPJ1jpA8o8<_wpm6>d%aloIN(*Axoo*M7N9bomhk{&wG2$?KrVuZXuvwj%; zcN9fM%Ti)C?t$%oB!c!K^}?=Qdq8AjuOd5@qCNY>2Ak295jlp9Cr=7FrKWh2!M10G zdC5aR#AhFGUna&=%o44XcU{i6OlwKHD3mXLY zAU~$-b{hmu`sQk)|345RjF@=8$=_;eIfSNSVJ%9=1!sS}OHI><%O`PT@Yyr zWWFjq!M^vLS_9SdbXDpvEX6%SZ;WDl{Dr@Z{mCc!bayzFqKb%#CXKVvqO+>qyuLmg zr;f(xtkHWnLhlQ(9fek8FcKfp<9KSDt={j`f^7w#$vo*0-0G3Eyebz62#|gKrw*Fx z^1d-(3I922QnO^wq7g7A&6mJSh*C_CTmW?t40odddA*0p^!&E`NVWC({Y!2*CW`EJ z=m~FUgZpDsJu~~(1IN97^X6c2L#6~RJNsiu;gyB~ieo>*vQ5!jJ;VOp-xB34~DYo6b*Pxzl3h=s&8?>t_>v#twZfzWfEgcGapY9TAN@cBc&8tB(ws_1W zvM)4tL+gavk3)xEk|{g)Yz?Pxo+`g6+kF*ws|egBP+5*jRLC^~lG*LjJcvRjxWxqs zbyL-C5JNym#*vCn!^W1e!_xzaX37>1gtgZxj-!Fevpe={A&!yS0(ZtI3zg(FBWau& zmU<8;@rg?!tFWblmRtLn#-JHE)$IAU0+Q2+(KSdFnw{Ja;cJl-IzHxpV_}Cd3f0L>=J9Hp&9-YaxgUDPJF`QRY|{_06mm*{-Y1bdL_`zV%fQjX% z8=UU2?xNbwH|=rbcl))(vp23Dh%U@3!o%kUZpj}7D|w_OmI6zDXavzU-p~*(+V+_~ zWkgp>kcVRUv8+v*3WT zg_THer@qBo`6Ug0&*fMC*my%BpIu)*u{L&wMC=sU*`5)OkG4QbaOhy>HUAC?Y4p{g z7f{8l8+(kPA?~*$|JIeql0_@}aL+843adMq_V@H0UXs&P(& zEmP9zi@%9|&FbIO@UHufofBUYAf>glDuegnmt&IUTYu13+Brv>i_Dx42S20Ec&@Sf z&snfGaaZ_%V+U9R?7sJBu9VOj0qJkS5+S54fk`#`Old&K`7-3z1B_SBVInK zravVpvU;>%e~I~w4g06hG>>WR(Fa|ew#0skEMsa7hd4pLPjJkwf%nSXS-EBD{j(O2 zjBcnD+mu=phv*w(UZV9a`o1?3n7A9DVhpTL;w_5se0L!CRol>X(58g=N_(9dLZhl>2my|#da81KCC_TvEjz@lrf1|&WAFGtQHN0k(-T?MJjyD?c$bDNt2eA#L1Sjer4fF>^$ z--c*wjG(o}t2F!0z8-6zoG+aw3mk+mrC;;jB<>GyAyiS?+~PxuOW#tYX_eJQ$~Tdq zPz<$`SJArxi16V+d`siw+R_N;o zARx$8!d0Eyb-E7dm)qNbLce z$}Emm9~)Z;xlUQAtoWLH4_$HhWR3N|33<%LDq+(*ed=kp{LGcT*-u3+eJYvYl;v9w z*KoPA0N?adA5;&cXzMx{W7#5zZ$(`t4K$ry|*x$T&?W-uoVM~|d z((kf%+yuiXfU=exC}S+TX7Li3nG%t@J3xfzzYd7lakIAl2VhdjHJ%=j8tHu9l zat5{CLiOSKkv>u*lGbg}6J=C}uGChhb#%aZnMJ_Y<{JyWPnn~=0TX`>?tZl#)OUhs z4Xvf;)-0EL4cvrp3Ok2%yB7FwUsbRkcj_21s>L=o_9svkW4M_#rDOVIBHmBT{(9U~ z_#zIr&SN@eb(B3E2#E3+L_#uEZ|NFBgCrP8@Xl=obs6D;n8naoa59=n!nq&Vk`o9L z1|uQ~-iH6sJA_MfOiULt5`}yGRqeYqLSa`-q|yGcpo$B7Tmt96JY2m{F^C8lb+ii` ztdV|75-j}qMJV?nC0@*t*>mZ|4hF@IojD)ifD%cv+z2Wz4J8OxYXmjF;BkRA-wi9( zh^|TAzP$dQ<8$_B`veQo_qq=fM~uu)!)NL8f{8ikU{b!Mg`J!EkHIgW|6`bG)*66( z6ocqRZ3S3}Do!KGnWopAG6dm~%pde&k~$<8QQUjKzF!UZaq_UrzeBcx^NZXZnUnvy z@V@PM!3INydzFCdPt7#=F)k_~2SchO9)SSK4_d02e7ULRj@5l~M=5yLHRT=Jg!diP zQeWPJW%@`wNWBE5%;<~F39oa@^6e_>1NaE$X+OO6Um}A!sWim#S}a0;IM*71#=VZv z?Ps_HWz6V#ne`STM#vP$1owS%`o!(@?p1+iiDI_Tbtk09y@I`mjf8VokVb!oU))U=7Zvk1lQ z-osor-zUG=cYz^Cm3h5}5^D=l2WaD2vV^!Fc!kx1Osm7GlLk8N)|*UUQ~v~^L;r3c zmY4p!F}nOxckM~S31Er;$(lhZBIe$ri;V-}=-D@f6p+o1V#nhAOa&^q7k1bjJ~QQlS&8h#9+AQgAkH{) zaW29Xyl4f!0u_qON5>v#HDB4Tp^mOc937}H&r6qG>c^ZI{-Ksc@;u6=d*{DT;^2fw zDWiK3O^L+My&`o;9VyrAsGMLB;w^F^s@ZRJc|i%KHz8>z*^H>~`O%h9r|j;MX6VgJ zIrbbv4}`>?@Q5Ch=`t$A)~EL!Tj|*V$W%pY1obQr6$kF!B}; zp5PPd^5=e8kg>36%8oP4N^a23QrsV5=6pjLN_ECB9)j5ogc7q+;8r##+BxG4OL?lT zu&UaOE6usAZ`b3osz=6Jd=*2MWu&b;G~bAROM24(kudTolyCVtGhOAc<+$nE-Qu4f z$JbPPP6Z-D20w-}z~FPE#;F^xDYU@Cx~wlaHZF~vO8L&%m(FOhKRKJiKQ(>n_w!1p zNtQ2I7rO5OuHtV@$0ROu%1JLL0?4nchFV%TK4mIdf9B-MjTjSpr(L3FhD%s$9K&(H zm0wTKNqnQWwD&23m}bHNU6i2Ij2>02<@gk0I$Xp`tv$r>5T;$CIi?rF9gXEJH4q~2 zH9qupufbLMcW^&XDPE{VXXmy{HZCglLT6l+7$r+%KXLHAqb!&Y=Tw_h=HPh56M7;23fz%>~2xAJeR^M*~HCUtv_WY~WWh2;gv`Hwb(7yP&mI28^#tE=OmExv zN}&JHhlz+WZ09%uwurMn$ytdTlJ+B_{|ejd=$(hoExcI#du5vb;Dc0!rtWVc4{-_w z*Q?ezA&TTeXk1o?o|kp5g|0dmyfmfhBU-64f?Z0*OH(SdrVm3|Nmz8em(XBZy;vH) zfghtzKwq&-q3X1~K`(*O%{$%V+0VsT9ib6>_-|_YZ2vxNe-D*MmX}|{;L~CE1uy*f z%Zsm<2(`i!%ewt7efGi1YR_%yQr}gbkehj%g4fxRaK_uE?}TV|JsVQv`=0Dg8J=Hi zc-CH?rKO_WqO+~_^v*f>%>(bRBwO56i3PeO=|EVie6)reJeC$J-uno8FC`!@> z4*I6PQr__O=^yy)im9O1z^|RcV(+m3yl6MN_B|V5t!TK`Q7!)_nK@$^2cMG_XDw7n{ zfu9TSn_Zl^5<%eApnIH%vTt5%<;e2()C_m5>UlhmIK)jK9@k&4W;YeF<`wD zOMb)b7si$TbWHk77c;hQQ`o)+T}OBy$?6aQMt`1o{1sM#(S>f3rl@Mpf1-}O!`b*K z`1fpG(Uls{c33Jsb@2Ls$5AR=zA`ZTOSUn+<5-YWO+l`k1E8XyGGH&4^^jJ%8T7J>+)k{c_^3SWk2jlAe-?hE zonaFW9ex`RbEz2WY*OilP?w zKiZI$nW#+IC)yTDdz!0OXU!W1%-2^YdOyj$dZcSm%Sw-jFo_dD%i3O5|KEm`jp-L1PNsj<~+hbs3o z;|p%b-s&#Q-gw+X{i@xXaesj^mm96d8-s->NmR9p+Z7pb-27^R@S$_OE%TpCTZBU# z`5mTC&-nwX^VqdfNfJv2iM|w=t%xVKlv35s6wUT20GqgE?7AyP>$t1{D$Nm@*QeGz z#ZWekNiP$+A&#o%(+T+5%@KAZDmfoyHr2=D*N+@2vyh1?5vp=!S;BydM5@kki1eZVKqlacA^; z=dgcvp8pKqd-BjRLUvqxi>v^?V6>4nh9#qNyWa0$7vm$kt6vjxpQrE-_s{EzK%VVZ zaXO5iNk&1RSc4NMPW^cEB+`DY4dl#Q>4r5KjScZNkYU|Sbw-vH~9R{I$>d z{eFqV;3%QH{wI`M+jpbx^B9%C@QAZFSa^%0$i$qXCb;G{P2GRzd654hqndtwr%R$l zPs`&Apfvi#GL3GfI-1!_k5Eu(a3)(^ec7?H*O*)0QmYoQ3-|ZHCK+LE!uKDthJV8I z@~a-Bhf(F2nItU%0*n0O<~}mUD`5-xYZz+ath8sxIj7_&&Z0>j+dBL0L&Hx>Ne*d) zap4TtoBS;OY(Oo~abkow%joE$c9_dZMH5>B`zUw`Duwl!Sgm1?z`rGhS$B>3#jZ2g ztbn=T*Z$2*5^3dZv#&{i;O?DKbt=oZWy;$irVkjfZljZdkCseuUQPdh0q0*>y;4hT z?oiX2an%qKW4kq8sG|xBjowAhvaR>< zgAHf#G$Z`e)aI>L$pZoTv8RT?72R4}dS&>(eXINOsmE%*#}G`Q=~ZV3MQwrgFW(YW zxRxjgnh^K|M`a4}Us4Y~LdPXtG;ekv5B6Om?f7i8)Mw z6wY7D?kgDPdbHr^mY1oTAyjXL521OVgX3heZPTe+ZB0eTV_Xe17;S-jsU3siU-5eA)EE7onqiuNh{S=p|VIGq@Z#%PCH>BaN zeeuG^D7KY8h(C{oOW_KhMyy65Ql{L3=aoseyB#P`82Cr(Nm;f!!mhJ(A7C-ScKM=9 zMeGuFk4XP^PS*KI{|$7o5>h}zR;-b>imddV)dz+bATc}}u}C&ckM}3WoVzKjnn{U^ z)TL$8S2Qnqpr_l6S6+rDez^5%@_^lr4l>-%J-#{^ULBI^td&<~5PCCME6Xn!7B zQ%eJhSn4%+7ecF2gyR@sa$JKiTD3=62ws8&n%(|&cRI>5-qhp5Vkz{+H;U@FQ?sfE zd)RVk)1+Z~HBI;Z&5&rv5mS}o6&HZ%C~N%lv%aQxOMd9$E^Y&d&N=VCVMG<}L|^iA zAvBm=`Eakj{2aUbgo|$2pu_UO9}7(xl6;gkJXIpvhiq#FY7KRIu1NFf4l|Yhs_z&7 zY*(5vx;{Ukszh+vF1VOpfU7cD*g0O(v@r9i6@mFu*L-Ej?mr!!enM|}=-4aP^UfRF zAo|B*4rX&_tW(D49z9%?quROFII2I=;qCv~|A7#FIa3gPhP{{+y6;Lj%CvyeZmqP30P7 zl@ukl%x;`R)6;JZ9#Wbj@G~96n3vFR@?XHeFIN-(QZjYfMgWyY6Kh{h#bx&J1GXgL zU?~Xe?^m9QcSaBoFZhCFm>ZEb+(DX?_c15X3G7n@t(o&SS_kTXXFY0m%+GYX-(;hu zX#u1S5a40S3OxR$+xg1YOnZUzp-rP@vrwNQIK0nyaQ>15&DL2MhC4NN9482Q)S{BP zQG7A6^hfKu=3M?b?YL7~3sRmL?K`*~AX))Cpo6$(9A87&ZH(<9*?gZ<`{pp zrj4iCV`B=$dk6T5>1+pRk+oF1xVwZh+Gz{M^kqOTa%U(3BLf@J|ru$kx2{#HY=$gMZ z33MSdOqZK?^v&?2(%Kuh6>yQ9LfEosMwm;B)6plx&NpNMTK5TSYdf+ne7}4@MS#vN z5l_@@ZCAjIY9U!t-{^L-YZ;PXG0zOMRl=_zkJCv`7ve?OiN-0MZ-nyD2@5*46Y~pz zB_6mZMIxm&z*~SVy<^8*#7SjP9Kz}BE86^0>w=eGRS|};H8Mp!`nk2PRD ze;!|ZLT_G|1x~1;WoOeSYhZ6WQ7vDNhc4F3NNOhmtksbj;FnkT2P~1)?)wDFV81Nx zm29iQ@^?e#~YoUZ%h&GW$~l`3Za5-ybWHf z${=0wCQXr->5tX;Az1@1;|>LS&JQ7t>2bUezveG9D-EigbWPclLUK57*DTt;39uKC zzjVyQcKf7wV#$;AbF2<>S}3wMT{!+(jF&E+4g8){kxEspWqv1jd;siQt#scC_blyr zSM34>q~+Bu|B}>3jR$DZOevPsILGD}xuVK;CB%4_QEUqJEY&qu?+Y*e=2Ga+h<1&3 ztui!OmyK8`9G41U3}ns*pOwL|B0}rGQe&0*A0|{c1s5li3ysIy-!Wt+%PvgRS~Y+9 zcRWrqH7&1Scki2qW2m_W%TCGg2Y3rxpjJ=6W?)ReAPLn#-qFBP1Ff3mLY+N;_eG=- zszI6Ntm0^K7crwE{v6Pl^CBbmiQu6e53aNH$axnAkPDdzhcj`qNuaQO-eRLerR3Ig zxFQyMu6?c?S#Qq23ul>6-qdXQwgla^bUBLyPVg?HdIQ4+Az;0^h4jQN|jmo^uT^f=8+##9i1f-(A`{6-T`4fMe@JCk6C!OY&8olqigfFP44H98N=WVLfKvAa&v6H zsWk%F+UM?uC9xJ!6!u>%y3gXUl;0x!!!Dyzc&Ew(>M8mAvsM%G1Aa*{ssfKXDY1J1 z9*VL8)i)?oGB*U|f;K7@??;Osv_8T&5=$o??1j}_*eK<{WK6k8bv<7%Ns=GIzHrPi z|EA^r%L*KoUQ*1l)RtvfcH+sz;L2gmkG7m7oUFd4Ygb^(awc8wni-v;9~OOe!q0Q4 zm(WAfT!@Ly>i_9#?>wC-fDUQXDW<=a=+lmcE$N0Rzno)s^?q4JdLx?a z+>CLeNa5WkTWLe#s=hp#Su1w>c>-L;M)k70M3!_0^*I7N<_Ul6y3oR4Y6nQsx8ca3 zIYDDE7*#pIZ8t`Vy^uBWeHfzI4lf+Xlg%J645Y4)TT&2orh&F|u|A*>+b}N#pf=4^ zHQs!C@_aXDNKCqOY-njy#*%U?umb)tc4&t6OCFqKvXSCk=i`u*$nCZv1l4xF+zVK@ z2FO_)u1SzOFQQN(Bt{fE8>jX#n*XTHC2W&XJTe!i`HaYm42!%`+`qFX(BwhQtU1+; z>vSp=)YEyp;b*Z~4%5gi%yCkZXHAq{jrHgV&|hAoBKzw*!Cs02HJ}#{e8Iuop7@kR z^iJ_nRSRqo{Qg>5k7sNw75&`H4nLoZ)2l0O&h;uwf(+ky{u^57=sy@|2#9k8M6APp z|CSsRZ}U zum-~U{9vzeOFIc+pQNNy{7>6ZIJVCzrS`ta`=81sS-rP+k(CJ~AH&l38J`{r0DsY! z%jnhaP8O0{MRPXj50-uA99t4cc^fDXQ}ry)m8KItit#<`k}}9{g=Du%DYjq>30>|y z1>|50<~aJmDu&Kui(9R=x42Z6tZgj5*%a8dO0_XDn%76xr+j=O&q@(y$Gvd z@uoe@jW_D8!PPBT(0`N~hH*0-+Ga0e7>7q`*$i)o*UD!QZJBN1Bmz;1q2sxwdtS9a zR-rCgcR%izs_)4jq|lmErBuzG;cw1@>pR&tD0A-jk$X6WYL=O_0&hfU5%0?eQ(Tyz z)6H|WNTDlPBFY4~B=bx6O6Q;<=1!Ivpm(Pb6rgAn=byb`*R%Hd*zYO4NW7 zYb8@_#ZBzf(xOR^lbVc>fx)4hWgWx!V@?#cK5^%b^y8S`$6Hq`$)d zw;7bb>bZIyt9^A#NkLFIa@^;Lz`i^2aiB>nkB^W#35fZh1+|0;6`umEmNF<;eQd2jFD> z=5rC>|U*YhhRl@Sv-g#J7*9|v@sH`M~da($)n^?NcS*5Xdm zL=jy5lyFmiC@}fEog=dG8OKUD@`XZ-t6HM40H&!lt3g;GcUP9`SB59UHgx&KF`Iiq zf|wY&7PMres9z4$A(Bih7irSwZ;87+tm6l{zAqnuhS_lmUHyjLWhFyc9Qrl79qAIa z$D{K}=%~c`g6i&HHG3V(?eub^Dhc@4P(+P$@VRbCF%q08bjvd`bLQ@oNfu2M1|}ln(-Q{*b{!TZ1ntY(CfGQqrlx3d9%XGbt+(nRW8kwX;;$Rl3CdT9GdDh+P~-;2A!h0jZQ}w3&K)rdNIA3Nn=g z2BA2MB2ux*FQ4a!5=FH>cwJ>g!dnvz3073Im~_;>iNWO;qJICQ+C_3bvh)`oP=JHh zWKCT|Lv;UR`T!YxiA?Q@0sz?l*3{Q_o7wI$f>U^p$GUrc5_L7IcSf5qZgteJ`c49E zVDL=my8u3xz)|6>WMuHT$y5tUy9?mD{H{$+cR`hgMWZg!E`{kvxyM5%hN>0kep(7+ zv+zFd^X_#Q?qSl#Xhij|F&B57W0+zc=wk}UaHI5}wNH0o*-I0NI#EkaXzOxcE_^y7;8W9%XeGQ%j#9H|_B-fU^|Ae>*ybf?#)lHhjz zF`EQ$T$q!j$d%?*V=6^QKL1{7#dpGke_QlkQq68i$gz0y6cc@}YC(m_KeQa~j zWT*w1dl}zHuD`s>sb*@UhJt^@T5ugS<7O5h7hYBmQ>H&7~hUMh4{Q4_&qTi&aR6UN!h03ts@%`RQ-ySJe$CI#%wa@UG%K++~%NAL{PK8rS9o>+R zO^c;RxzI294(j!UH8{v`5(h6ll-+&DjXlj7iM#GaWFL;_%q$UY<();_SjH*|OA~|Z z+%)sR6%o$sweY5cb!6GF7z-@tUeJM8dQysYL)pqik+s{uD=X++^9=qZ^JMFrfSGq} z>^anvemQRzqy^u+`543k`LKQFFfO#;ERa2w`IbP0c8hvvbpi>ScdCkrID-y0ndf=N zccg>6heNrreVP*JRMY@?uN79aP5z37Q3{tI8C1b@^xN&7n$=nPCh|fjWsD2QM_b$T z)7*4SZgK#*%nqSAmT!eXLlYV`r)-ki&)BB0ocq1nqDwW_PFz05zEKaC7>dytEiVn2 z{b4W5f}9UW{SCQdSA*ArUWWmx^iqMm{h%+k_8?hrl)*~D2Vxt7QsSH>6}0htf$i4c-GBGS1B8zlvE8LgLwW%y!*9e-VgG8kaH zTR-1UD&Szplr~e`7eQA#M)_}(Lk;I-pNPElrEYd!v*hz^eD2X?0h|9R8Em#)Wf0+stds-!zt z;gg>^07^8DftpUrGuta!mTh?ZZsMQA!;WPX?CBr38FzA_-^G@ugQ-5uvcUw)B1j~1 zxjWAqrEP`ayveZX(m?B4`8#DQ{-jvI02^$OODeng4x}js9k3KoWEf{j)4E!ZBNW^M z1X|*M9w%FH2*QvQ8h=~z`!zk+5@l6;Z{VS;{HvrTyvbh&ThgT`m_(IPm@d^P7hysC zSWJ-V*f)ja36|#QoT;NvoW=GBld(|lM3&7ykGVM?Gy9R5%zk%`4W$?+;kXD$MIlD^ zr`ORO9wmIU2WEi2^Sh4cG3;sr?zN+&7wcGWyOWV1%s0Jpfer_7e>e$kLlZtccGCN( z{i0Bx6j0R#Sm>eaMvfwoQYB@$FVf$rG`*W65+eTD(|lS$3g;aQcEC&QxGdlHlzP}4 z0up4nPSnyTFOnE$0OONN4y)nAo&>|H>*6vkw$v72B7K~QdnHQTDoW{j!v>wDcCHAX zAu+?5w%<|9Lrs4BZ#|`Qxwp@LR09&=X5m&h;Qt6=Uclfsx{QE))y#9}C)gD!TRIH+C6(wTEsJ&{(UKKl5jF_RVR;w!Zs$C=0 zu04ZNyMDDBO6;Npp=ODHp3DEmbN8H^b8%ju*SR`3=lglR-_14jPRPkA9|rF}tLF4u z40-c9Ef)tBQeH4kAYd%i8g0vo3{rPh!Q6QM6_dT=+h0nZ<|ef*qbp|MBV{^kgBVzxI*Wz1p!RR951b++7@)Y-dccCW&Q%wxE3tXg84;2)fvK1dv;a%`>X7`pX z`>8*Wlg#em_4L%LPkhm$LOq3CmL;+7>~P)?5fZuDG@ zn}xF}n<^0N+d&exk+R&IujD*22U|u+uNZ3ERmQh=x&qTO*(VnHs;2ksvzAuPqdte>n~(CS>=J>%X)wrM1Cx^hwn(?EKC z`6cQheg(a}nHYKDTlmcEfuTp2iKEHObpf_A1%rKfEKkq?(GR$Eib(~ zHX%S)+nZ=xN)qXfKOtTbr(%EMyvo9Ue*5dQIUut%!G#-K5DtBq7?-DJ%QH+kp5Df4 zr1b1hL@y2$`WGc`t3}tG&AU9vi#OUaEpk8Q&&ozD7)V(P6fr9oc^Rx+(alQ9ZkW#~ z>0HOKFXRCRFJ?B!g^kcy^P>`@mB@jM!SilyASAN8eK@7b4{K|4=cft-tbLiGYtL8@ zlH^??jW1M!g>d;;%uVC`-?RF>$5b8?#b&bM2I^I%u@^z2^4P{vKRg z)v#}c-a<4IOO*m!venh6z_)RDeGI#`YoB`JQS`hys`=BmF3a1eN2em5YQ1soslnRI zEUAzPG#}w6Qh^nI@}V6w-2Xh%)KJ%kZjjyW$82ar98Y8$Cy}WRGk8;w48}fyB?@_$ z1Z)+9Aqt%6U|t{oS~=Ag1edLJLwcXz$YB$5xa62SAZ*^$f8G7O4me_0x@}xsmk2zV zk{datGvyXt?wBw9>KeMZ#x;A(v$+i07BiBjQEb!h>a*`8v4%kR73f; zZ%S^iWIo$&RcON^2R!2q(fbOCrDIF3q00|`2*YiSRjjFxZ6&-^(HVlOzj!qQjE%o` zxEwKD7OFBtR8!bY3=ixS<)rXycg*{rAnmhq)G{%Ni$5-#ZhJ9s!fD&*WxyAFi25Lg=D~S+a-e`<>4qceQ950n0kofC`L6YH z=ea=uU&PTvxN9c|q(Om1n#^2JW5ATdiG^8l8N1I^s}=B-j`~n>no&;JW71fP0nBal z((F;?UEQ}Z`ag!t?lyd?0BN}zth(t#3Rhw3GRbm-@U7jef0lrcKW9fL!uD$q#76yC zNRX?92rdZKo3R3!Jj>9%&2RSw;jw&3cS2i%+m4~Dz0x-#M&qhPaBrH684kHfGtfp+ zVNUk5OT3<)oMh~Q;+K%IR|Yt`@4>I#lvel_C{YjnX83d(hg4AU^_+HD06Ni!nfA2qS!y|_L_LU93LO6nz zbl$hWK}Dn0D%#<%*lMeU_l5d8s|Z90!)eI%2#Xv5bYkfAjsWoDy^i%2Ts)b=BGCmz zrT3T#+h2{eA2z0NefpUaZJ!=>TkiS{246xJXL5!<22~~2W3gR-I`XFoZ>jDGIo%*H z=c3fS0*L0#qWb!eh%6Df7dLBU=hQO3@NS@ZX>W)~&F zG;<2^{oQ{h_vv;N4W0}*0nPPNH(CZ+8z=DIr)QU8p>dfa>Mf(G) z1vLHg9Q(ngDo8mwj@4r=oe>Ppg9<-mrDU#D(gCT~g|O&@wssW3%WMwwsd@P4ZLpU~ zuc%-It1m%kA~ZkH(LC;iuA0FNsLI3_uSCzm`9`p_9aRb*){i65A9qjcGptK=?vq3m zUf*%$;s%r4;&_pMcDt$n4b!7Jn`KBmtHx*fII^fs>fx|%LJArVbH4{CzZdG zRch{Y0dW|fs;MZ^kI5qhmfs2C#s(Tf4O#%gaU6pEqq2WP<+MTVLC+QwlN&cLCMzO@ zjzmq$OA5Wk*U0PCTL1#s?uuc$o#m$s&eWxn)*y7JT#0W6m8HMj%NLbis!vz=#Y(F; z0=9MpT{RWMIZw!QrmFw`R-V?%KdBTIzXYjEdX+b35~8q$Kc$#=mu8ygrTyZ?%$M$s z)bU`BKk>Zvo2EtH``SI7j+YOmO57QU8=1uY5>d5ljPXAlM)@vwPo>&4pH_%Fg z1WtJeX`a4rG7#1MmdE!%;l;w}4u3+9 z2io(DleHR&Uom^MXnYb1_D@JI2L^xt6541XWiKps`}}hDFqB4i;2p+x`9%QYWGh?I?f=j0e! zmG?Zvs@%V%N~|#IOuw=P%adw>_wV~_`uNZh;(lRY_A(KldIt`a z*XV~Gw?SwcZK5MwB4BpCCaSDA3yXz`pLl9A-jp3sq#MDi8eEu$V{K5*7z~FAER1n& zV+9iIR3`Z@P`2yGm;eAJod4sSoBamQ`V{!#xe^os)YvDe$_ zZX-~rJ_zNv+biJ8E+6~lXLeFwr6Of?C51V4bb_~C&;9z>kK)G8vZ8ZTBRhDbZ(zom z5^cA>jSPWZfW+RzG{)`cAU}gl;d1(f6<1|~X7ETn>aTd10Fauent-l91YIP@#=r_XZm4~mI5Ta$XT~EIHrw4_a%NE#pELiQIi_FFZ&+?UqugD(x@Asn6=i_}wm5;Md$@vM-aYHax6`*JYZ>J7-_aj1 z=H<5Yb`_ZJM;S9Bb%{N-Lq`Ygi9qf9SE!Dq&G=bou zaXig#APR&wbZi^;<2ezd68kCS%67l+1;5`T4hyBzo%Mt;wPz7BR zCHsl~QN1{?IS)EO6q5wK;1|BlLtx)+gQ#!7j zE5N2V!hGoso4AiE%$}a=G+I#wpu3)gxERSQVjfR9sj*tWFPgV*=eEP{aLhOtg84Ws z{a{W()8sgBVl0IhJAB~yV(6%w1cjsS&^w+y{97v~_uHGzd7)Dxqm`A_={~eI37@Az zaS=H**W!b9Ows5)`QLG16I`A6F{(v~hWa5cId z7>zgwDtli9J~SL0S9EABl*LDqjDnIvtI{^OY`}r4oL9i3B)e5T#<;hQ zA?_sG+A3X++jFXnpdsi7_wyuU@avnvN|yMOgh3BfQ^b%gMI~bM37tk9W=-NIi|GE6 zu9a#%>s-mLTd$&D+sv_%pZ@dtQIB5Tf=n_~O4`UIC4e$wKuIy6l$nGaSQ-SD0*Xig!4eWoj{yq*FW>`rfw_hK z_W(4oFoqQP=RY_2xwwHXTmu4Oa9=WG4J|R?V`*LrJ34vNIhn4ep+=3G##4AW-Gyq%2b#)ROh_M=x)Mk3+?5)oGs`UEj?!er{ei_0XWI)4DJuW5@ zs|<8D4iVvZraXXkzeb>v711C8oXaRR97 z;LqT-^YOR?=w^^qf>m6}j3Af$om}xzg6YK&==zu_pf3A`VZ`+!P-ZCz!7M3PX`^-p*sh9t_=8zR6@UR`-1pB%?;9Tqdg({5|f36UNM32AQ3RlC?+CU2V~kJ z;IU$)D4{I5G$K-{@8y{0V(%y)F(^5MeWlFQxN)#cq8p?HieA-xwHWQWDhaeh1>;V{ z?h7vpM%1Vl@VNhk9W>V>KWHzEnm5;r^F zH4g*mb0VjpxPrzbVQ-S|2>&EeF?@Lq+F05*+D6(cS~fW(LIla+ehV6Q1%fg{bb`EM zoML{BM2*g3gOae~gW~;SrxNNC{cX}yH*bqzzN}0>2do>?{VvKvZQW0 zA!^y5jVXJRxDz>PKFsKo4wF8UE-7EBw%EQ_<(F?4ClsnxxN4ipBo^3K5tQkbg4Ep% zB1r-J7^_W+ZAP0 z>eqUiAQufUMJ)@KyXz7!@y^E0f|q)Vpik3JhE7Np2#o@b&3dTpq~D@20ZE_!q}eL% zsT5yuSo*VUx#H2lMER@Uk6Qn{cYJ8 z@J2&}!#=SE>7Lx4i7ESEGAqCq`p$H}K@ult zo1Wp$UPF}{^O`85#X9>9g<-~DmD38gQ%z{iqK+(0>Me+k z6|G**RrbVY>$XDUv%5oXDz3)sge!<=Yv%`TcpJ(alMfNy$$kZI0nm&6zY8XIGK!)s znk=G=#>R*2isr3sni{KajSn$%q2hl#>_!^>GU9E&>qs*4GpaJm>$K}c-00Xe^TdDj zyC|w!)TOVvxPu@Qj`t%|717VF$nEtu>k{s+>^24wdmnl~KF|0ry>P#DJvQI6T>I^o z9sk@}-c!9szjnFFL#{*rf{Fom0`H8}MM^`AL%e_+gZhB(jFJo3tF!*djKoMz2ugr= z(06ED{$oVn$!fM4dY^J{cKSP{P!d`qOA>!Tc;IBvdeCc!XNOAk=Z}C7#sS_!W^=(g z#s=2ETBMB3ZFk#g z>@|EfTpG;3dEA&rsVIm?u`g1&|EQGPX0%lbo?9w)FPZ--I{c0@6+=pBk+GDqm_gp~ z+Bj{gXi0DN=rZ%C&SB6p&SH8twmkMVR-}ERef`@guN&{8Qy6c!%f)J82kno^A)T_C z(N@fsVV4({-xRgnmzxg(=bO(+&xW_7p8V&w3>ZupI5B5U8~QKUCuJ*na2_=q+U=)` zW>PyfRKbNeg`wvD*EM;lKfq63Zk`JlfmriNl0NJ{Ne{v+4vmkX3Mo64<0sKaKT@k- z4Fe6HFUyy``p!niJ^`*2djWL=HHB3gHQ!YCCA5_mU7G>!hOxd=;LP@5O!#oLRWkb; z?Q)jNHz5DR)u3QmN1S);zZ>dw>I_+9?kB!GQY&&N`xGZ;`&VD)Ce%1*)0n-~4s!T8~hVc?C%Ue7nt%lGr0#lc|oS2AG|L_$o_7!d#cmz~+H z(Tw=RJV#RLcsx{8%6gA;ScjW;8o|~yxw!< z(%V|ZCa+u7_v=^PC-H;9>-e*HzdR^W!udIa$UEdfM zQa@!Ag@v4kG6aM-9Rx%`2n58x&szaU5D@O{5D+J(5DixVzbd}Tp4gmql{J-z_h~rN^1_2M0SC)p~MnQw;VGQ=>z5jd~guIlv7HI9P z8$KIH*F(ftP-z;P3mQe>F#Ed-l}*A}L^hY46lDlP5=K-2h8zMU7M6hAUzCZesm?$5 zV9(_TK_90NrynhkLfV=D%|*Z_KpU_*&vmQvp(6w=zxq?x9R+|);G^VpR_$?oA3;l&Lih>%(hqSlrU5;71}6e*Yo8nv3S3NH2c8_`KsAx|Y=zu#mVJ z3V!9QZXKzl9L<1J6wL8aOe)DNx+@7WJE`AH0yV(?)Zi$9gJj=j_xs$FBF(w|fH)Qg zMg)GUdVI&ZDC@4kofNG`D+j0i4zlf^i^L`$jYwqva3x`Bs-Dnb5Y~Ngha@6RGA6K6 zbX2=T3s<^vRRSq&m&SR|Pq09_qAqqvnliVK>|w$Q%iDd{5ef>5HkMIOx$+(3Ez#-Z zWt`h>yb_{>r+^|)mK>_@PC2sQ zJ_tNlgq{nZVPIes;=a)B5mlIn3?Dn88))o_jG!@M1j=noIFR&9R!gEr_f|)EwT<_j z5(9aq`p8kQ;AGE{ZEdeTS3y|1#}uftNw!j-5U&(Lbe30@QI0OvV$a}`?~trThc%(1 z%j{wr%TQ-A&GOVCnrJ-IMwfE$5V(&zb%pct>K5MCr#p2+5*9MR!oZkEdp}{|&oCBR zXeBIng-5B87|Qi)*mrwjCf0;UU6T1w>T=u2(U>!mnTyO(3o5v53}uXwm$w8#{jdj6643UTMSv`28sz^%$ZWw{r)YoxsGjX>hbUXdVPx zQRw#Hn2J-6ZLSlC!}!kB%Q|zNyHV#pw(Q_60ZTZA=rSOBc*kN^qP{+7VJr)V( z|AvGkf+AYf1-|j3?Kvgpax)_xv(`i^1QFtwCe#^5(k;b|$6tL*8L|B88!K8E`QM0O zh2kh!bs=x;4ya%$>hONSY>tet(}GF${6{FNW3bLy_jsYeHhAR=PW8bJc8)Cg0L0!VyBW8!} zGf8auRvw0OEKyr%q`IgqtuLAO8!H8c8ml_$vW4jgvKL-Gv=Bk=s1S#q{-20Jb4mPz zJtY)8YwO)0z4!l~i6`mGGNBnPP4w<{h8^n^fy5v0#=);@b21^g-&KR{iW6<&n%mKK zYKw#i`T6Mz+2oMN5hTbfh_ZE-BSeZbmx zH;Ir3#Qz3gv{_WZNWlUJnT-ZaionBMUUm5E(!uZ)sAU{e1CPlwP!{#jKf-^q4MMan#-~^<$f4RSxxpfC@!C_ ztQFQp1q1|8j}5~b?wC9r31aij8ghFFsQ;Lffu;8WqE`1A?zh#@?}fx}xOp6VGsZ=C zFMpEXbiOEfeQn7+9*lj(Q5qrhILM^uvZw2D{Es0!dc39kX-I*j{+g*1xcRe}2?N^b z6C6bD5tgP%LV%AO%6I9a7xjMeB)PLAZz^z#MTarAX2*quO`95u+keYHT2o1N5MK@g z!vc^yK9>_gNHmi_qynJdrdDdbi_WHS_<=j2c7DKD&l(04iCnM<1#7B}U%de*$7OaQ z=URqWX5HC3WKu&C|MNX4*fv`Sa&pi^jiynR^S-6#(6?80><>WYKpItTYPGOCr(7L8^j3NPXsOhyzpi?}!YOfNOB~OOx zwCJ4)@toUzP@_CK>}R5AxsKb$GW`$lo>0MG-F2!NH!36iDArl6MZ8~2iaV}NS(-hMB@~SsvxS#M0hc2> zW~QGLl;;Ca|l_-hs_NKS5zXLWSOWFo<&&nnivYmF1%n z@;y?-23NlgoKcSui_-fu1rng}eWQ4i=mvV7K!d?NW;FPxkZ zW&tuFAoy?J*hAoie-AuXnKQI(%RZs|256@{_eZo}LmBhDo$K%yRXy)h3LF=Ck0#A% zPKu%bor}z{-FX=&_?`B3g6xSbs~$y}<+TMF0Nr@fKsepl>c`!h+{;3B{aGSum5`%n zFV|{z#~S^GguL}=O40j)`u#`8BMf1DNn|4FFf>T>iAJT}gfiahl?zq+6| zwW{f`6X)rFS$w9Er{tjlv<~faa+3DsXl?VnIk8=K(XaPp&0*`9$Ll75yGnhw{jeIo z673!8fdx(3)}rj$F&?!>-s#EpmLac5HjGKQ^#+Y>C$C=qc@PQNL-9b5Jo;uc!4*t+~Nu zA9sud+Lqn0sxZ>9OJiNMkns#m{0!g3;n;v(wEN%B^AScVpKzS21Fjki472I6UusWW za#7bKQV6tT5?M!m?|t=b1?L z!r$h+39ig(uZ){6xX~|oz30Hqi)W@Y<$2h)VoaMokvi+(EHPQzt1oeq(3yqsWTzUl zv7wp_!R~Zw>eYSloQhI z(E8$NbuO14|B@0y5!1aJhVClR&>=&tcA9w(&`;M_sGuSs+D#1O&5<_o#cWE6&hp#B zS)7eG=pe25mv{nKVph};=M?e}L}|+{(N&aCb}qvGL-4Y>yq3{zA;N$>)aRn@i%ib^bKH#f-!A`m`>GnBJZpY8%eVlA={d%D51 zWaa59Wt76*GVK=gQ2ce*KQ#{4^WvJRRZ1Jg-^2g;czP(ms zw8%E&yc2-XWslBV(Df(oHP%Iui9kliXNX5Yx6Pm~yHO0Jj$1P4tC)y={~923c1#g+ zUYg_re)e>ERX3J(*Tm%=-~tj)&@(1;U)JwaalJXY5?&@ZAiD*9kjK;snI;{WWVFR{ zar%`N!ucGAa;g_{<8bm%_l$sOmE!>mWzp^}F~vi;7#Lrq%T=L&U;>=7>I7GU;R(P> z-_dEze)GmCPWOo_d&kiTB7RMvx8{<^QQgJvEiT$etk8=a)id`o5G2KR!)GfDdabqR zCrqh3JmzdiA0=nkey<|W9WZRe*grG54v_lQC+S$%4Urg8pmp@(zPS1yshEdAISx{H z#iga;8bhWf<;JV8<5Clt@eSD6r)xqn{3}b(xA#RiW(nP=&JM<>UJ=CSSh^XI!umJA z*dA?1WMveKwxSL#A#Y0VqVv)w(0uP7nqP9fb1(eEK)}|44=~SFyrCcEV^Q)`aE~=pymGAB$EG6VlAv#)n4)Q42Z*}qvyWG5V%d)!fbx0Wr=3~jI60{8lMy;n=}8#q-wGlUh_m{=5a2doeQY@5m^W{k{q} zPnfA7ML~U@zaBi2EAw)ENty{mCa@h)`?27X7I6RdYgiZLwUttSv{tl5hi#Ltr6FIx zsm8x>n)~_JkLhoAnT{=Qjpph9C8*&e$qn9Y^nS*r-knj6G-$`}kubib^!23Bc1w73 z3!ySUyinI=rÁQ)@O9axf9Ipx1pRHlz(qSM7BbPnSs)av{K84 zn5w`la|w_d`|;rD1Tk~6K#?as=gmn4Lq*n8>Xs+*U$R^+iuFER374%Hl3Jfk=bxYu ztDfrZh!bf6HBy9rqPAuA#bMn#Xs&6!L#AS%5EhU{pTw*sVPP*^0Z(WCC9;U~9+0%F z6T0=)NV~D7N)Ru61)FX5KJ=UXvh>xQ{FJQZUGlm&luRM2A=@a0vJ2H_No%1|&8JQm zqd>YEOO6;JD97?ROc>`C2?A3~paM~_sPvj@6zyL!JD&Usz~@D{J!;6kpYR~0P@%SE z3knjz?LZ=~V`~g6cKW+q`(R5h++ZPuih^{E^-)z;QYGJeXh(KP{D*Q+*mxO2Ly@yw z87(^ipQsWK3fekFKH0|FnF_vj!qGjM-0DbS)mGY${Xyj3 z&5^f#grSI|4EF5Ce+f^4KrR{~3loCS+E^dd0;1wds zuMY1HEKd31s-bgK_J6(ufy&NdTc^ok_8TvRl!wNG@gz)rg&xLCC`{^Xa2<}gySk9^ zWr%O*4acAIV-w?R$#+8-^a`H_Tjx(;#%Az>nPCP|P}Gez`^Xr# zDa@umYLwWgFGX&0esq~?Hiy?A#Cy6xC%>a`3-jpz@)gUYIJ-1+-4Z820}H)B>-!w`d4UB&+`IFXR}=YVGhDaow3 zdgo{5{q|pZBHnDp@|(R5m1BL)q!-Sv`vO-*-Ea#leI4B4fQ*yYcI!=QZ}&>rWlAxx z_H`iLlr51@EnWQnY}??v{O%_lP;u0$VdIWRu`5fssGvlAPRi=s|2=@DxGJ6aKnTDA z+pe{s`P^IbL|Iy;Iu5Kx!JOJc7E(@|`=87Y#))Zhx`Ia@@PHwmojPC}7Imbja5}2Q zz9F8UMXR~u{WDbdB!l0Y7};zeiT-0@kd7N~ib?H#1_3am@6|k8bD^!Vbs3{#|Lu*6 z(Z2S%I!%U;F2DUC87~vj6yM%n^jPfx`_9HJN5gZK)hya?CD9y(Zspwx(=3|jOzx9? zHptA)=y4})t%RFUViV&DK`MM7lt{KnpDr?hwlU)V><&%OE&tvZzMuAQ{IEl~Z_zF7 z64%cIJDMk1N8m2Sr6TW4w-q3_&VFDQ=NYIHgg$;(xtqB1CjoD~8Wncw&&=HWsd zH|x{n5JO@iAK82}dYGVI`S{Z^jLDN9-->0MA$PUdvy`-!rinK2m~);dPiwz7e|9D` z^LK+gx<=qZGE|P}uO(lNa(U#8NL6`DEAsXgj8efAGIPV9w?Gl~pZH89QYoNfxxPt$ z9B!)KRxlsYHvRqp8Uljef*10x-0w8}j3nQ2KN@5|y1w&RN6h~?v zUJ>@YP9rF>2pa(kY99~Rl`=?MM11)m_AMPDHf|-Hv?7?Bd%#^q-I$BBtq$stC)#{i z?vQ>BA9$|Ff?p8urUgX`6ME?sUr1-K`E_f5JgiCgo zKtC9VR#X$CMHvK*M`3SPBz==wI23>MAcLUSFExk?cym+ELHSMZz9r6e-{|YhaAY7x z@qQ#o3cu&O%d`?zMvCMVu9EhH8ev`juX(x5Vg~J5y!?uU*}D6fs<~_*7dQ58J@(s7 zX3G(~Q-BA3bG`#4Br0Itr1Rm%%svQAAkj$Q{jUHQH~NjofG^fe$0+M@w%mRN4H{U$ zIU6FEtucoYsYxY{KIbC4DYU8=Ow#nX+&D(yRf$}L^>Z#_;%MEg1ug!|m`q0uCL``f zgVLF`gZ%xy;N9;=eWEc`PV_1DEeiXj=yOWt2M$UeR+-s&X8v0Uek>!w@YH87pG>3d z#J9n|FfM48hZCvkD6uxrmmK^#D_cZJzhvj4)>Fo~i)I z?uI{0-x4SsU-SZ_D;-WpNVqY8ET5%?F5BQ%dG&R*EgI#vgvi8&{AGEIlCNw}n*8~l zmr@;6$nIMNN)oLGo_vJvN@??V;s5a;wY3W{$_e119>8?cxF_Qy3fr%aXkw9M%Lxg2 zTOOcXe4;zM)KEA%jAAtCb#gOTT`vNHRdm0EnR6F0nsF416r~x!Q{SaU{A5Aak=>Ta z%)QiO8kfG`*P_;=cjH(XUxv$L(OnTmnCVi#=&Xj)ys$kTg%v)@hYxm(i7H?)U4&6=h09jD)M+7Tf8ic5xKhRezTn41bOb%zw;tlBNF6LZQBbmfFqN2+W&G{t)f&$qejxpUY!;WF}QQH)bze^D|cER zZNNGSg`c$IY&Kh;{8NtR-nxF!NUBuV=TW?FX6}^NOx9T4Kv5P^b8?Y(lU}7iO+CiJ1Aru^4Mr@k* zT_Y>|>shkw^=oEEj`iU>$}jJ1HiaUQcNyo$Hv%4>QR3;_Y)zB3=6@Zp2VVPc$a=Mu zhe~8`!Z{fY#5+tiW*-5MAer_T8}7Tj7*u-)r5)M zKN9k>+&_PJ%ysTOP@RFuya37aIR|;4%_$bz@ZwUV)sqo3_2+3VzPxBjoqKXcD71$e zo5D1GGLL$Ah?IVpd4~7xAz>*b2CxD~sEr9R z+UW094~t{hm=X3Id2kG-@9#%@aA#5vL6QHQp(HzN(}FLjUMr4Ho&7G@m)eqnkF(q5CS&H$^{JTE4r7IyJ0;McXGcFv0N*uue6Q)4OIdUy>J)###%X|d{P0YK}prr@_bGlV}{%K9_j;#0!3D#>Ha%f*h|{;>4iTEv!oHA3B* zYZ~ihk{cXzaM&UANrBgqTuaPR%ykcXr{Y4cU8h{X`dN$vy`~sN+|fVgSS^amUA$7M z^J-ik{n%YdF1g9Fa#hbc`HZ42y!jRM(T{pkPAwaA))BZ>A>;7Oc9qC2Sznh^BJBCT zLYfC_b=DIYB^#F(armyF@Ag!y(;y}!1wDg7QIgh>O^o$jRwsKK!3jVJB_0Msyd?_P zU8`==NKr=mw){p*B9oATo@9rAJn-$u>&Nc0-Cf_uZdv9`zSf=YT_zdgQHkL&ZV2k2 zPLx$_OD=!$FOP-(c-&Oi%jFcjr6=gM1&P7 zkqzotS!}{5ni0*Sg1VHyz9@dz!gOX0H<_VRN3tF7OETT1u48+Nv8Y-GQp8cdAuJDO z!QF?347DMADX1RK*?j;3l9^x?y;y2ErgcP;tVH$9m2f9icUz~CNNWs?y2DH7LHIb? zkQWOGvI6<+jcc`6A@J-k>l1^5fRoeT{A3(~aD}Wb1k(V}HOhUbJI%F%-;M)oMjbW7 zdt#h@c}*AN=(X|j%%iJOBg=2uUffkqmx&WW%;-8Kd=#kKf2PSb!q7QKG_;i=Z|YJZ zIb-#Qr-3J9jJFP*if-C%d{9sxYN3BFw#)NqVar~ltW!uTcYR)IiQu|Eu-?&cxj&|n z>en*t`IX5~`p25Q5|oV#62l(l=Z61suY7A}#jmKw#xobPJHR#?(a%0O6=qEWp(XT{ z7U_osy4FjRX#=w$_<#(6p@U4J9;Z5c1H>Aq**z41NXsW5E`9luN_{0?J!q(Pi2t1A zz0Lfxi;{DQUq{e=B%C^>pB&XSxj%4)grGNyVH7DZHUX7=H}CA6q%EHiL|k>92Pq`x zupRy+A&M7X*nB`!IU`bh)%m(52$Xgoy z^1N_@H{oDC*Q^(YzB+PPhwi|E3O%E75f}#iB4aMvvV-Bg`~7T~fJ~tN*J^emNo{QC zF)l_O9KQ0ypL7gW#mcNw|B*)#fOWlIWqtA!5i0j3jVYIZmClYrANyT#zmdz8A%l?% zg>exc3&YcVb4Wkkr#Vyp+84pk%2N^$HF%CrG@K@O1V~4k)Y&z8DDUloKt1e=-sESg z5q(im#1pU8nmo~-dC&+YXfWk&DU!=756BqvdrY71JjUed;BBp$9IW!iD+AG9&igqH zl3l}jF(!kGDZ9d%+CqcV^T)+)$c%eK8m@!2NUTlh{;P9@w3i>Z8n!{PW+^=Gz>H^? zCe9OYCruI>$FALAHzh~PDFioQp;wG<2%`GK{)Tybql*RtzRFp%FbLREN6RcmfCp2T zm848asFj6PX@9yjM0s(_PV#pRr>!cV+iP2?-kzS1sU^d`!>mmv!XlOj14vo{i>i&T zI@quj45v0~W0%?kM(#3Y96bvqZwsQhsLW;6h{dO_>m5er(m$_6bMh<7WpzhlqR$R) zS5b-OR?CiQ47x`SK+xKI3s~-d%TE|k8Un;z|IU0Yj|M0bHDn@Yy2y2NrbYdV)=8I2 zcCo?o$uU`*PO2G8Rc?G{)S11S9z+wC-8*>TN-a3@Zj|o0kPh!lr|G=jSmJFVn0HrC zc>+QYJgAL!i{G~8aGUwr3niZXV~_6=|CuZ(oUN3s(U*7=S_%`*?eS;u@x;3szt*(= z#uF=T@31Xm&lfNta~}u)Oe%iL-aVjBDgX#yThi`3?Ua2JnUP`7i&i}n#Cm%uM(E6!_JWQx@bP&r>MBOuLm%L@JFI-Iflhin<+UpahS z;$ZpC2}hF>I^=Xd0yF$CTZYNy;zWl9Fl!lDn4SI#_AkpnYo9GuBYKOFy^k8>7PS?g&ZtBs1J7xS$JaL~@=&j{uw3GQS8#R;)TyMabhHPz zDvve@$u7HJX}+Q~zy49C;&{(e81>?hSfY$m&&lHh)}bSTxGf&bBI=mza@+Cc8o!gs zl~7G3kyw)7@g4se<^w49m*ouumUtio+e%Jp>`!6MVux^OPg+plzx)tFR!(K7!vDC4 zf2M1e$2D3QKCs?x%6ACgnWIs;Hplt+Lzc2uQzUwSqMwXCIz4+&^UAk5L|0x;+#Xxe z{t+W`V)=;O!I}2H(8C!YDUN?}fYASi9GmyD=7ybl_)I{hpWb*{m;I z``}`&n#C}VDe~Fnaon6GDbo=8JKv7N`+Ei@m}H%DCmPE|^$j$%oB0D2E0Xs1(iK_U zf8FH)2r&cFXZ;uX2mps=FtXcXe1PO^pSbV?7ghzgzoGoIb?aHzW$Qr>#wcMn)(USH zH}`#m^ZY8WQ9~D=uu!=}O3Y$0@*&QH>Bb1*+)2V0$63YUZ@z(LgDSPZ2Yth*pOEal z=#T%IT(v$G-TbrZio^8%2$Zp*D`?-5QxZoWwzG?i6(7ukyNb#oj@9s*ngoR$l4P%c zx!6Jj0?mQ%1O$uklvLZ=O-$=vJ5tGwVDML ziIcA#1R-YE42?{{Ejh%cd7OKqYzDFl0e=SAkr4=<_s0c`EW^N>atcW|r@=ooJmwC} z3Q93#^ot$%kkpa2<>#6c*oZ;+jOwKHu~jQ%p(u~_Epmo#g<7;-xENn3wMJ6w#*uRS zw#?8Gz3|_~jUQF|xl0=Av^zX@pflN3jZ_2SWwq@mj_h$;$M<|@=`6Fa5qvTCksRin z&)k9cL__8KKLUCY^g@*>LqDpftq@A$H%o!wXj%5d0PQj%oUT?RFQ;046$f)%(kqNc zg>KZ!&{H=OS4Ij9zOeyWvqw>nLY0+BZElpwI`ZVYh+erC>E#S=^R4Uk@N29kb2z&a z_(<6ai1U);@5Anj?HqHE-xMSsF__{uIYx2J%62H=;NF^e$V`n<47ieuc2ZakguIa) zDc@Q0zeuURil8y1{@v)xlv%MpDsFqqStIFWO8LQuhPi4iHtfv$*M;*BvcWJbv`d4P zx%zj7Z@=JDyqUQ33JZ`vn_2@$O|64V<4NBb-Nm`Q_L~tq5{>Uu%yU2ATKWEq_MD}U zt}6;%{tw@C2V+^n6NHZ)d34ax&<4|e{UWX%;?huiCo2U8{EEyz31Lh6pRq+4zLY3k z>9JCU>}b4&6-hhiykVx|0_5Vm-?kBKd%~h4qK>5vM1w9(RH3>>$1LaS#VR2wu!<6l z0=U2Tu>X#pIUDR@hK>GJ5&)s$bHu46|J*Bumz{XYJa)6g5=vdZX)5SEwyNrl^VG&) zjHHd-25!Q}lUBdtqA_UQz$@6L-k75-rU-tvBGr_1lk(~_3Dpn&WF7@1KOw!z4etaS z!|i0UmJfZc%1|`+`?afXI8T9ICT|ohQhXQhM!alA^npWe_O-9z zbcdM@HcV#p9=9mVe47d9ow%I_`p4Ix$WE2?D1B}uO^#nu zz(eP*>hE~JXed)9LXvC=s`3fFZkj9jEM_!`r zgcD{OIR3=^*6&DVz~16CQ&>E^h6ejPooZuu)ldXjvR@eBBZpRC>qvGGCbF)iVVMaz z`y)oVWh6a%Z`A>`e{2@73-8IXlmK=~A?kQAWm3s-O@@J)zy#!>N5K3@GvL9CsusF9 z(gEkNT<`3P6jQ>(mIuahhSuiq`X>wCac_pa_~wkdbxl1ksS%>eqI2(fHYO-2M4h*A zR!Hbvflgqsn}1?+Oy?U(BVD?O*Z5qUCX^a9;qk~D?U?s6&A}QOR33dMDiUDUWp;H? zAq(AcR6m{>O60sT=W1HIlbp`Dukm1~siNyFg%p^3w)rn`W5Cj^5Ee#a*4?wRNUxaD zC_32x^kBAjj24zcJO8>y`a3^_W_^s-Gq2sbh0%a^=A*-cT(~8!Xf)0rb=Yk z>*iLjm&LklPdKQDjkFhL@J0Spcq1x}^brGh!8*OmZmi=G_E;QOIq9JoahtQ_d^VtB zsGA$H5l4?lAIG!=3 zN`#Q{W36$CTGNhHCNkrdfwXanZESNH3~Pk`D7EI)2O6P@LW9II?lvI6#*#&Q1LUk)8_!t-)?4O$W{l6(CO6Of0wpdby?ae zsp3+0Ct9ArXCM-1I`&`C{bNGL%SahK0kjV=ILAn);hm;Lbg?jD*qo=N*k<1-Rw}Y< zrk5|{DJnP8ReL$th*dq7o}Io@YSCuGx?|5=U0jKUeu_A$0ogo3W^Ulp^oxpnhCL2f zCN$-md!e6L&w)v;=o8&u5`ZjD#K^LeUT0hVZcDm6?1CYRDU<$H*bQYh(>YDUq=tr6 z$Zjf{)}u9dh4?P&Y%f@UPzsl(5x-~OFFfRGe1tTQ{4}${`V4TM;`~~hLjGnSbPL-s zqbT?s!_v9THamlooSoEJ9FdBFGEIDu_~562f1S2APlP0Uy`BjJWlTbYRk!PeE!rW` zr9!K(Dw#eUNQmysgXMgE$PP{-+?+?c|^5kH*mU zr}R7*Ml8Pg9>IF7vWqjErjhop%&LK({b2;Zrm*?_Wf1 z>d_dwb<+1h_2|TtQk}ntV(Y#mes;KsjzQ36%wfwRd?3|1f_s!3J5R@`J^q=fmFkMz z{ryzlg-}TvWFHu|qA+>NP>ta*sV|#=`sNm=(nI{&UKLl5;JTZcClxkV#hO0L z&l8Q@3aM!Ue4DT@@!pr$%Eoq8#TVJaxRgpU8j&s%{*+XapCB3(-{pS(Olj?m%J1Os z=j@dBIFCT-cOO0;&G@W9jaXqF=`9ARHGHSK=9{IY`eHK%%_k6bRx8>l9H zWU81tCfZ+lt@#Q-AA-%o1vi3mBUp&xqzMDz^tEWj@ zzqBCqSg-c@Spe)xyq7L4xqR^mYfWfX?jFAVWYFJZIPZf9Ixj7zHUB*EJ0NOzxffr* zX-_rxFpv}`08}kZR!T-v&nC_3uaQ{Q6-`DCPoBP6&>v** zt9*UeIOPQPd1W!ED-y|rplhR%08snHxC1g6d0Mn zk!67F<^`j(`I>6_T`)P|(Nbt%>P;{SRZeWpfJd(+TexZXJU_W*XEu!yT&U22cr{Uf zG3?%spV%=qL{NQ`m0&`?S8Y8Tr1eg7_5QXDUS2VdgE-l%J0Vhdp^q}@`5m90Ic}%I zr;?@E!>#@IMiyDPaO6|#90Ez5|FvVdXj*v29|`NP$TX0V(UDBbE<1O?U*j^do_jCq zS|Jsm5-l`475dXEqBK;}TQJDC5TstGj{5?}x!-E!uUMxtYw(#QY;XUqIMq#!ALE;L|SKO?_)I-mz@QD4$ZgGkP%YsJJM`{q&*b0I4gp(R2@6iMiR1{oi(UQ z#V~14H&B3dksE|Z5-K-bZTD1gs_=LO7tYc*+_Dl-2M#y~m0 zf5+$RMeHXXhW^f!ut%9f%3g2csanrbB=vYUj^N*QoAFXfu9=4OA+1b55oL?6r4e;2 zCba?u1WGks7iq4!xQ#O;?pzalj9oM=4M_)&@D4f{B-l(c&<IMG&ICEG!?v*B8H2x8^r8zdvk#o6qB^*)8wZ_BIbCPrG&Yy142S{( z7LZG$J=XNMT_n@B^l(4NE(}A}AX%TUbmz*&R*!UN!pi9Y_+>>HkWJHBa!f)?o`Rrckk) zd;D_L@&?f%?cVqj+tu8}ZuFo+-GvPGoLjL)H*-)KUt@zDROCZToR85|T?=ZliXmI| zh+kk_;M~Rs_y;xmehq%(7yIvyxRs^gyya!~xk<*eVN&#tC;f)bblnsGgm;wLqel3x z-!?aw18G5qa731^;H(6^hPTCrE&%~6a3PQ8=2;x1LAZj?aGEOpJg!k+o*>ChMMINH zA&LHe3rlBC!VJHPQBI%{et?U9sUM#rp{-JBYXFX`YlbP9L;C)h`so>(MBl=|WW4Ht ziOoQ_ux*z}XTjswANqg2$m>H${rw|+rR>Q~;hlVjOdd5sChAPIWgkZBcqDU7j47qc zxmnn|cga!U2+;?<*ruT)=x5{q)I>Xz@wakpM2dWzL^{9oL!=Wji<$VS%uO9P!y|)| zzXAdRru2Cgl3f$|C1tdBMg4r^9Zyv1#a{d;MhEEmTU4FCBr=&)Lj5&fege(9v@6-8 z((HaJ^vF?*q;E9>KN&0h_Ng!9)rO|)pWv)=?RD`N@;d8axhP0G%)@H@D&n2?Ik@Au z7ohae^=b^a{HuOgt8=sJ;BJ`mnX~c#DI>;>H|RbUu>GZ-#ku@sCa&W3i0@`h3^KOt?o{78HY{)|oPyV8E!;AUbB);Tgs=S7-j zmnRKJ{no0-kc@Lf&QW}TOY-%mQHTEtPtx63B~P$R2~j%XXA#qNE8K7(xlYL-Ib`i| zW6Z!w-O`V=8XY>VM|b=|>9wA8k50%XKD*20oy^xe5u{o1Ikt!Bwv|0pVatjQT>=6n zh63!P7I9I_n$NRbi@&Mv$l1r^zj2YKatJk1J>}ID6Z!fx&Z|b)g;6vU#({Hfu|T&G zDi#`Wuu6wgRx>?a*P*rz9TU)rcRZf@cLh!QO>D$;O|V%f{5)c+eHx#Hja(@0XoO+v z?23O9QmG!+wlGe?4!ngn7)zJ%ZH}`cRP`0qUmuE?uB&qlbSsnXJ{h-5X);v-fii$Z zD%@10PNX05D z#m&|DN_<#F7tFIfm9E8VnXU)oDrxV1<#iJK(TjBblaQ0j(Loiu1#T04=ho4664l-$ z?8OzT<%6WlW47BQa=Na8y8+dn7hy?^+c5?03}-`9(LPM7kwj8)mI;@snEV3ix-Q$m z?&^KybnU^*c+u~@w)iOKRneLR3Ak$#Q67bUcocwDnHZP&NWx?cRWz8FV=GH_UpyFwxgqlbWMO-lKrw#=(scq|rj;c| z*ZH`nmVGI9YhzvFqaBth<3QT{n9i3^6Sv}MD2SkMU!yx6Z&mvQ1fq)Y6}e(d*B3}Q zkxVN$Fj;;=k7oECzBgD0e};6uRSo<~kV{;;LeQpDNH&>fGL&sb1Astd3w#tU2}d5MjUt${Sse zkDIHJCc~#j@Ow8^=}23?`a%3hz~-GS8oWO!Q@SqHqFb{DyQvle9fAaEnXyADgLuV}+x4vBOUX)}fY{fRo- z3voDPrFZi#<~liZKn|S(cYqssTURN~3SCDQ8Sddo-4}2@v8L+*!mQ8nj zzv9?t@~`d@JnL)dkX95XTtLuu$pmTVhm>BC|fexa3haYx)jH0cCX?UUSS{7cCeO`Dg^hje2zkN<6Zv| zi)q}mY+mOY_G4BF)3uberl@7=<1eXmi+bt;d&xI4mYXbb8Ez(Ic+gc?FCB%KEsx|B zw8voF#pmd4Sbfdhcz%Gs0q@3^u5x;kjE9Bvl%av?$l&)R8 z`kI=5r&H~Yr(U{3z4kt-v=e(Syq4dJ6PD|l)x{``#RUFuq)qM80N)s{**=2}F&jw< zY%5b;lu`A@QG%1+9QwGHhjvKYM!~%YHDFSm`KeoHgpM;Bf7p2M{C!;p%yAG@$n&^)=*t_l2{Ryw<2B7F!=Rmhv|AQrpdHZnMQ3LPEu`M zCjAaW4GZ%IwQ)vmIJu#?j=ff1dr@Qkem`!)-dCj~_E%rduh@SEj zd?wrw5GWT&GhJdM)^KVaxFXe!*`T4|1vHDX5$;%tm}gtx^bwq6D0TD_XKPmE}@oi$VeTL zrh;^xPM0Db)>6qHrOVJ355iVQa~3H$Oj@qPzQ04t9;b1fJp3$nheG)+oo$o=je^cr8L#8fPgJxi02{zsbLaLghy-o-N3bDqVg5szXkc!KxUOn$O!VihU-L%L6? zQ94&L)$wRLlhb+DT7GWv1{^f_#RB|B6$t4h+sI1JCSWg)IFyQ5KtLcO48t=PgU0+( zoP*mN;gO{2ycg)t8`DpubnQkKb;4pQz&p5%*GWMQOd44a8ewG6bgYwkyrwbhuL;!F zEj9n{h|W=)ed$O#*p0zxjvjIp{8-IOa~^K%ik=j39F3>j<3$&B6jbDQIyrPTIVApm zJaQEhbrG$JE(m%#Y|;^)OA2)UAQ~ zj?#4^iFquE=NfL{1Xhqj3S@KZMGKSb?`e2H=!9!34eB{1)GFHOO0u3F#A#~p=&GrU z4$5~}tvWPP;*)Pl$;oPqXw%sivUS%`)3rc<&0gP@xEMB2sXAR9b7N*YX>t|&P*2r9 zr}JxD8w{-@n-qD>FF}n5jqyBt=0o0nl7l@kNDj^{p0B8bc22BS8sidn(5TnZO?xNtJ#*?Wu*8QJRd|NCVvw)9F3D`WiwPz|3lIWxR%eWG_Bx z*v@Xu#r=qNq#4I=D_y>NhF8#t)cSz5+0~&4g4Xy6oy!bAhxP|_4J)eux}@&TXu)wl zl+Vq4j>Y2q2BSD`BiHfq;P?0?euZD- zr*d-79Fo&d!vo^zg1C4R=cAx&8&c{N633-u@wKsY?H_qWm&Q6HkzM zi(WO=QSg$w$3HkyOt?AuSjhJM74Bkm(ECruc3f7kEjn;v1~qi25T7^VJwKKyJ1OEP z^+WuVL7?6;{I|M^FNsfc@s`Idx+??ui$aa+f1YFC2~1$y*MWdQ8Hb0yX?omTjW$h+ z9y8=^P0m27@N6}jv@UhiB>D9u)jVYrmAVe=JI2}8wr9vlw9U)H$S0`meIyK*gI{Lm}?7p=7 z{dN4A`pwtY&xf3V?!oKGj`+SSa$H`<1&-R~xI%ggKDnNQ_o?QiSuSP(zVgcm;E#IP zOvmLFnX)@aRGX_K{*e@!=QrY{c!EFj=)NVK-aJ=&2q*FlhZabrrH}2RLYF{UM>Zea zC*tO6g44Cv!H3aBQ|{Yllo(92ENYMUQ&KjQoeH$(~`O#5yt#3 z#9v@`l(te;z#jZ2prC|5iqfQ{(WFPZ4|ySJ`7rvRuckhEE4obc<@Y@ra;h2R2-Wdi zL`x$@R6SL$el}NLIh~G^s1&kKTi|>4Q;jIO-6N^2SA-b@U2u!7;znDJ!TWSqTH2=U zrEKX#e0rvkbbUQghwf@ud_&dUO?_&Y1a%_W@m1m@I9(T; zB`3E9)hEr^&#KglT05M%OC_O?#%{Lq1AK^;G-MSlnMi3TczAM?)OBdGETp#klqPyh z6t)!A#Zl7M(Xeixe-hFLba(7c(C;Ey?7~y{4^4gY|Dd)V$@gz-CVHFEF)}WoIoZNW zazg`(&E!*anN+AcxE8Fg>^8kKw8>3EH-orlzqC6&z#}L8vE&h z70XDFK?7!2>A7i|3PPBVis(UlK1PFfj)rY4Y1_`;*IK0d$|j6eUqwf{f{^uxIKty} z!smF$QGMrP3tq*3UT1dLmh`9VjwBd+2KyzMt|!t-D6UWb30{=x`kscaUF>0xq0^UP z+U;{=wcn(ACjb30u3?dGI=&$W$j*n$@W^R&l&;djljb4rgvj%52YGlIcQMGsJdr+U zcoMbn0aEsEG_ia=ud$_HWRHKs5$@}O_t+*KWxCc{l;j}eBF#avme82a=tu|%2)d3L zU7rp~*Dh+v=;UB)j{c6U?7B$G&8Xe>(R5uSMb78-=0fWZhc%djZ>Qojq@TC(7}Io7#u*qI zbPsIsid^$G8?elv8~z!$0?Ko^sWShpZs~E!B{MxCh|a3ZlFU)^F*V#XA#(u?C86s- zP0^5bk&`lt1bLKq5oxS`CEo2r_JY|O?^216z`{34=u66f$Y-yi>1Ut^d*HS~fs{7* z8+?r_1}+&4XE~fiCARVsVbTT4GF``0i4RGeCYbtOfx~GPU8?D*V0n5xlWKJi)!q$U zr|Eo(3L_(KS~MH4(RrxrM>~V?5eZ|S?R9%e(@CWN8daU%z~|w)pq0>;VR=wPThU^R zpT<9`0Zqk6`3k>K(sWeBIG$}IULeIL23&n232wHfy}HThgZJqoJYzX+PYPS)v06yd zcLnwEBHw+}ZaO{$!gHO>& z^#~IgY!~@-0PIchN@RW3(12xO5u2oe;~y|rnWcGw4pbJ>cz@pq)B(%FEUNj7bg;}4ZeQN*BRp@I%`V&+ z*-W+B$B?kvldd0-%o|!(*;yQSpHkhuvV>=riYXCnx%(3aL(=F|gcu`d75-7Xymcrrfp*o3PIyNNna9$mD=Bl%D1!d2CuL|(C_7u(r(h(*g*wa#l$E`WUEia zTk@Xqp%GOh4~A4sFv#Y0II&nje84L`#grLRunnja~+*dtYy+a(m2OWVsypm}o?Nk%TmGab0CftU5XcLC?s?g}Zf?K%CyBbe*R1gqL zoxppnOnpC(%H<9&kSzKd=3vvK35hq7mHTwG4C4a1(GBltN_-rnl1^4zY^a*M`W+hZ zbOV>`jj(i`MB~3-*1wI}1L4+LGucYMu~3s5FQ3=H1P{a3{7OY9ti>5pmD6$(i`ld?jcL9k zNp#tmS5e6XsRt{d=|c^CO}cekrfZ3+-=Z>pm2GG)AZijFgH+Y6>rT>LOsY4R2*kxZ zX+`(%D94vnB;)|Lle(q$UySv1r#_JN^yhQ}MsOr1#9%~ald{jS-)GZ-bA@yz+h8oe zHJ#2xeS;;NSktwX9Oo`uNkBj#>PWB@Et*e%zIN2E#m!eH&FE}W)*X`Ho0v%@ml=ok z!Tl?8rO0G$t)zs91XGWsKb1;#9}bbs-X#I;!BUK)j;%&QaanA=$i_jAas*EVDm{hQ z|FPkUc__M;HYDvORqta9ny1F;RL5zW>t9S|-OsYyRfvwHzeObG{c;byOSk1&9(y2~ zphAq(Z02yhe~znoIz)bfaELu!OW|&pBe-G#0RfZdb*aS)#3@lC&qUP1aBQQhxkbfu z69cIA5=yXT>V#a=)mP+_s$V^bsQ!~j-OU_n>v|*J1wDYO(;iJ_Vl8$C32zHV*B&}# zyYYxr-QLel$RJ@RnWSrptiKCVtj4^ zZEPQNdF4KIvK0hWhre^%8cWM~_B8ff8-r+QBf55zs(0ZF96?V5MK9Hiu4sy`rE-}+ zphm84Vmd#zDCEmp+{M@u+w_(hGILll zT_<26wPAnM=ABfFgYnf~6YN%0;={gM*+ni~Y7V*b*_v`>bfm_XXf&U_S3^VB`p9sX zToB|D+p$-Wtxi%}S+@zgc5?(j=D8C1WKE2-r(H^uVvoiuV<~RQDV3~Iwl*?csu15* z^Gt2T*(e2trP1Bq<#={G0f7>Ry%HZ%-0nOaC$U|{MI6Ld(%S->r}8R zeV{B()MHzp!Vl=|w~Y#AOB=en3iB>d_UPJ55>huGwDmZRd-xcOIUAnf19JIjGI7B^tn^!u6M#b!2Vh^fEX&TS&JjYZjNspY3dO#eG zGHIh(635N65go->jm<-yn;6D@8L3n!m+F%@QS|m`ER&BQ?I)1xlaI$Jx}Ei~iB$bj z#5>75V-_8O2_);$aTtu~1YJugBxT>?vp+0s-UDqF_&&1h=s`y;S9+s0-<5h`EXQj! zGAMZQB92+IJpuw{imqLJSXYy%kCPl4huO&F=8^kiGw$L;KCEU_4Ms}W>AD(8!H`U{ zeS(kkSzg^qYQDa7I;<(tig*LfV%$^GbZu^k_I8slzNdkVM`U8Jyu0{WM~+s2mn}?- zYt`WxztK^NF6UjDs?8bpyb${kBv*9;-K8;cOV&=%wRE4gut9ckhFK=s1dI!t+0H4{ zqZ2+>7ZLS=)-)F zKcoJi#H+IxS?)nK$)I(qr(5u8#g{dPWon16 zpF|U4Lzh4~rR%0Rg{znzwAxZAYHLlp{(=urs)_G5u$;qMi!9VIpiilANL}9LOMHCq z;e9M4?NxMWWw##Y#b{dG#k)%i`q^ka2q0@p8(n;EfxkuJv1S~$IlA3RPWrW5*QwN#s4nerBj$}@)vDw*bn>2$3?6V zCSIWIAQvCg)Q9t>2T+ghjbIup2}Af`zZ4M_+cPQo=z~?f#|Jng=Y*=|Fu7Kv$xklf zK9tD%Ato6(DhY8FZq^)~>5e&hMGdgna_i?~7Os)1?QCfZjy@dU3k^aP-6gtPKk(iM zIl5BpK{M>3EB>zG*0++!2tF50gpn60EAXOr7_*f~^Y#_J)JRJ@w8AAEi_vb#hUkSB zn1a`-p|0XEo<>XFWptK4=}e>6l!UVoet|O-(44mEzBYzk7M~Nt~gB9 z5?SBFf^xcX$jfKzB~tdA)XwqN0;zoVUydt>NkAZqNX8~S!gxm>#AOoB^ zh)?i)67_j(L2p!zkr8`6f_N(5bw$USw{LP4Ms`YyBr;-X*QOI`9?*Vs;}{z zktHvw6R;jyMAm84t*&xvB|I`^Ka|t9#usIG!k6eF%(y`LcnlZO6ggLrE(0%8+eD{; zd@efBXugN*bP4uh5}L%gE>DIUx9y3V*{*?CP|J_3?_n`A=~Q(I@*8R6T~?VNskthN z8ih1U1uM?WR2_Nf(Q3cNqdsz6h6_XRe2|IxWIA$P%7M!6jQy4~tw$Sf?7+z=726dM zh%1c2*VL*`A{&SBzN2f{sU)P)q_Io5jpNjr-82f$TLOk7i8?P@6?eUUWgdFSWStOD z;zNr{Y@K-9f7$}QqcnM+z!A`1_fC#X)weO%p(x=By6A`A_=c{MMAJoSQjDG60jOUt z>_vh?**nm&x29v&m(+yh_o{w0S*U*aSFF-mqaqT|pE)wF&F#^D_9VkN3a zLF%{V$AW&*iNWHo(DpAjEaUZh`KgqyHVF}j7 zZ#BX+ye3y+KFEi$EwX|*6`gG7Lw5pcXc@&a8!f1;w<`ouI_SDk-CGcgS&wW?!G~1U z5>-b>$+yB)Y*Dp#X`t&2QfMspF(jieN2EmAjp85#G7smmqTI$62$Uftp*Lz8lHyi; z;&A+IF~;ywHp)vCI;&YC&HX@Z;&t8U_qOow!nmk96$~}8I|@0RvZ)^3Xhy}bU8RR` zbS>2xODXa8SRSwo))gfqnubAi{C>i*QX>j<;bjkG(iQt$Rn}(cI>n%5Osvr!XJWR0 zAyuaAdsxRamNaFL;B|-%T>_;Z6-azWsrs7Y5&A{#tSNXOI}D7MFn7)D%2{!SNB;Cp#I2SM52hXA{F5?Bwigc*8>msM@ISeoHvF2am!;L4S zF#C~=0aVowu#IEbtMr4ju1YRd<4lgk=XCTOeC@gj{W;=GI?udRk*jVD&nHp#aZ=^l z5~l1_9KuUtLzh75r)#6EW?sBXa*U=P>rQu|O<1~4KplF#_!6-J z!%DQ32U1x&l|~{7z1SMNb>U+vRNCD`s_VLOPE*B?`kyQrn=su(MHwK58Lod{19jP{vcF$JU>!0hQ+LWpD{dG zixCl%bwz3vJNJ=KvMR~x*k`c8@cqiz%HFq6)ot-A9$-%xs+Qb>$zk*3hbQav9Jjeh zrTMqMype#8?1hq~>zgr318j_3OraxwlayT&m9pmIY6(C80s;}zbzrF36neqAF*x@G zTt*hM(F$|$4zAJjevJmT8BJkylzj%4Yf31V43ZTi??Rg8yR1dBE}90Phxs@PDjn&G-ZNJ)sLxm&E>21sG)y(wiXZS^2sQg25*ShZ4hrdc5}3s9Hb0) zC0$Z77gKQsm-wW|y5LU*3V}7k;RM#9CrxOyV>i8V zv$~jv9Tum>3+Y&WtgQXz+KP1d+N|#FT}s~az=7{~F_PR{P0tebU7)%+$^ z*FwpfPttYcH$iu%L|rSVX+BBuJ5zc&Ed?VG6;#D-Qn(pqlSkU{$U{1xgV1H;(fSZ~ zF^Og{Ev81q6_EX`Bvf`kOEVaGI7qUt9^#%#Kg{n;_E6nEhdVf6gQ|-RY6CU+&}_@q zp|U;_LJ_(|A`VN>U{x%ZDSNV`(J3QoQ$A2$@9L5PH>6|t5q^iS`N=WN(okA6xJqhp%o<>7F`9~P$Q1qqrPEh74l?LQzL}qGnNEo)=qN1$l6U$KTBgE-Zziar1~qB^-VGbUq#1h@4j zeY$1Ge>o}al!KHV+Ev=h(Nl68x{~-LPZJ~~;1u?nSh=2xA@ct>#P6{iQugHSG_^%E zQd9O~8=6|7sf(*aY?lJSD3j<5Ng;mMebW~H>H zYG4&^;TRQ*Ia(~lvr6hoY3j8nf7epg7CkiStZII8iVWsHA{3um!N9_2a!s{ zKRwKMywuZ0%5Dh$P8aR#pewfEcZ=;EDsC=BmV9mcXa0DY`cCX1)NAY7eU6@aW z7N`Sv~s;LPue(q2?{XVMDT(W@##E2);Cw`0&`+j}Qqu;8kU*A%$amB-&sswXJWY zwq$SQt36zs?Jwn8=pS{;o{bwNwxKJDmQm2PfK7P$m}uAT^85%iG@ipRb-J%EPAjQT z2H>}tX=3mm*Et8FOMEzuW;7QSZw;wh7Ei{7AB!V*&T zS&Xxko30JpBwwNb2TE>%diWupS12}_y+2InyydBXdHl%QjBzgwblrq5O6-U#foGef z&W!vFi)Gj8U3{jj@h8v~oucdcTG)(7_<#<-oehU()9vKY#;q@*_<=<1!cajw0``!L zk9Dads#43D-Qto)D*05IUMvcqse^0EV9dZ**l*&IcpocEjIN~$U-398nL;I4O>W;8 zOp&#fwQJvAP6EYf+&E-c4=Q(KGPj{~}{j{$M^FecDktic!Z-t6Gh zd$sVovVla3Ca_XGp&on8?WbyT&>2r-3k}&xj)8CS9baEjmwt#>NwiPW5JtK?-U?ky zxv%chv`@FWTv5?*9FN0~&__eHH$&tQ&%kc{CLpW5zgb_QhAq|N`OJ@^H1rIJ?MPw2 zjKgZY#HZpCzLb05JKW|ov7fH*eDvmBMK(@jOV{)1?r5*K5qtA3j<5m^!QM2e%U3j_ zo8c8c0TN}KP4;S@uBCPJ`?q`+KV6FLIDpe^`J$)b3--oQ_R4DZP94WwCjo(o z>AHYJGhChP(fB7khi-hFu3;kwcsEi@4V@9|kHe<2j(c&83Q9}Yr&Uc9J9Op)niyBT zk|3|vc0&`q970(pkfI~MZV$EeU~D5X-(+v>rK2^TCbA)&tp+r(eQ09W)5v}-NA9j* zTV>cbS7zxt7f;~=J|k&`FRv+OkjnPUUnQY3O>L8aem+BI(4$e{4-8DUkE~y0d+ZO0 zCJ4ON?1+0n%5~M6WAH;#$Z5Ju8!;0D=@d7RU+po5&hbua_iKFZ!U*a;yVI%Bplj*s zv*j58e>{tW2JQM5j;L*xj>jPizb5hCUzaJ{Ttzi2bnU_>j_FK|C8|lgwukL=mE&$F z7V}?ilpbh?L9|kvN#SSs6ugHyB>PlB+5#m{*XcAG;kNPTU=}veywu@q1=dnuRMkBQ z-Kdyr$yu>oVb6YA7w(fnvgjQ1HgLt+YLZ0OcjeqiX*Al=ytY&tqP?W0YgEu<*=NC5 z3o}W6b7;tJk=8enM(tdcnYHU2>iA1M%Muc9LYTlIFZJvi9(5fZif1uYw{N!+zV=)7 z??KbwU7i?ssds-rNd7*FtS|G9lN6drbbyqDjlCwk{8$| zI&%9l%2qBgr`N9CXn_T6{WY`#>u5LhS@+hH;EJE@40VR%Pju&f?ffuIdZk2C_8aV{ z7fG7oDBB8MOUre)l#s?;I&la2#9by$_eWvSNpct4yge=6$LxVmX{qW9$`*({T~E*r z$v2es=x}Bx@GqYUeL{XT>(C7d7pGa1zVjz)tZLPmBuWTHlL>LqBMCIykI~ET-A*J{ zm&51jfe&a1cc3qOz})tpL~64!a;eJQRNhvvCtP8YG%CjnGF4YIaqMi8|9Kk!0*<+C z-phNut~wgpzpP94*p=$2p6rf3rRu;MbW>UxlJ!oRtc%eeFGnS{Mp4q2V{~{Mn_Q)J z$+KBo*h-(+*rnVWM;*-PmqEAu3TE)R_0rL6h>h&MVH#4MNgbW2(E1j-BSkLHB>X=$ zEV4R#pt*^W+MSN#Blb%3kd$qWuBG6>Yi##X?Ca}vH@c&u$q}8(u`!GHa}TTIC_AD+ zIY2tSMg1DzMw%wO@Y3*{#x@$EO*o9F!+yU7iOIK<)=lE@dD_)Xr_^*3ld-tO{bdhH z?FSeca2*4vI$egUx2BDqw9@|gH>qrP_@xRl`|EBr#1E*Rs#|moD}*rp!*EKbYX3Ow z+I%m=VBGG-PjoXeg*3ZY)xf1B-rv*e^^T-=+Ru@_39pjmeI~y<&QOI19(gxgM!%w3 zkt5X`bj;VVRdA(%y7Uf}+5lTw&#P0>KA^kR%aV(k!Y9iqmo$Z==Vz);_RR|YTC-WN zC)>9`omsiU9&({Fj`N;<Vf?&^RMV`Y-#=gq9#GbxSoor`w zTPmH7Gq{PlmJ&O8N%S2dAYgk!OF#T4;Zxg5_p4Lye1os$*H6&HM~f}_bRoP{T5B4 z+CN3QS>V8oNTy8H4@jg&HOlH>nSrvMi9b=>=+PH{Pm=c0(bL$Yv||;H=x;e5rBV5< zW~c8$>a{=;dXX+<@Nv+UXVD{zzpy%PQZNCZlPtzt-kzq_*$qgTkMTyB*!5^(3jPV} z{6=a9KEkh5S4Ya>&|3YZFNtauo@1{SJ7lvsdd)k?$>>ct@ixavUBh2_N#*9}8=B*7 zw%)d|(FviDMd#!i`*DnEmrJBc5pWcBsYKe_{H=$^J57Cg!Wx_dK@y%8PfItZ*-ci| z$Vx@cNoz5Znn`q&{j*tR*@oIy~#S)Q(RKQUr(*UfB z$(gFrGwlTl^ZoRKwY7wi0EpH5KDvWZ@RD#TGf{@=L+B*KyF) z(vYBQ0f#ZybZw!?Fa%fq)_q*2a{frwj(xwIj@jyzXMfdXMWQv_^p<14nao9{`aSQ) zy!pxHw=1Z0Z6>Q(GUn4ESm>}}FQ7@j&9=8@IFm`$@5*bD%}pwtCoo4n$1|km*D((J zu$o3&daWT%KZ_}R|BOoO>GED>mtkx7rjE|_Go;ITA6-pee;W4qDMNEv&D!B}ycf{~ ztdS!#mh`hJrgf&au%%yP3%^0vd9CtVP0H#{cksV7u47*;4zgTQE6C!9S;`)Ygr!}tWs8x zvZ$)^)yKp7bXUa^D6ltx)HTPF3CW|Ps;CfmJrg;@r94^>`7P%+hDqUyUtmVq>2;qn zO^^fK9+B``Sh$+TnrwTokSuoMDgO6=)z_c#HZ|X$Nf$|)(a}3d0nI*sj$)!*#?gGu zcDE+LOv(gToxK;1u3dCc?_;~|$dFJ+?nyV`oq!Ubf!}i~9nc$W=@)t5U+MbbU(ucv z`e)5v6E}O!n3P*b98Q`^xB5I?tfi=GnzF0WvAx3a=R7KMJm1E^FjpezS|CE-++T~P zQeCf$`gv>7bUhL90NT%L=2Gb*okW(W+*>jI7Z^kV#|s9qE#}xJ(goOtqhaVenVRCN z%}HxB^>UXEcHp}eNhY>(&rS8c4yC(z;e zPALj&6_v4wl(dIx{dgFBj*o*6Adq9+HA@lg32MQ~ls}CX8kRjZV{;^ufT0$Ql@f*YHuuI%;mrr?PGp z)&86ub}ztsDx1Aj)o;+K+rQfalEh^E5AV2=ZuQYay}U{$5x3=0vVdeg(&i?<9E>Fm zRL0X`=(;J@`>LoWy{Sosy)ER(b}miIRQ7;0n^4j3`E7`w;15xA3xiSilT_KCu@~2d zbjg$HWLyY40}%-luo1UHwy+zGG)Y(m1T3Kf2k?Y|cT;Fsw?%aia#Jdefd zHpe*{a*3)V+4-ADWj&Zm^4IubfZgt8Xkdp@R}U{YZ|I;=+R&)I=j99_`af z7#)Msv9y_NU)1ZMb>f}O4&kmimxQzd{sKQT2(IdfKT+kUDScI+TC+n?3Qcve-h2f* zytjGo6+u)P^RcwpM=zhUU;nTnT&>Me+j=b$Z-{$5+82W zsOC^{S5vNNv8oL-`MwK?Ny?P=cz|akj!{h@g-KI23ovb8v^uQ*b+2433@p=a0D3!i* zWG$_&Z{t-Z2WgqN@JUP-V@C3B2E>4_J=lPM3+RCax+MRk%=2Vn6362xD&CJUI>3df z!KZBpjyUSTG{j%xdwDl|w!x>P*)p-H313LJba$EDXeto5be%xc`&QI8hjhb3JZ(@7 zDfSh)-0J^#R}I;dn5+DiEypdVMr~JXJDSgD9C)4 zB0$x)M^BEFvyRer0luM&HVfA{3dj0Uc3X~?c`@3Z-kK_YiO44|5IedC&C3JQRx}29 zEnK1L_NYp`uDaDD9S1SI#M`7$O=a1FesX0Rpe9J9Dau#L(V13hOXK;hBYt=?30b?e zkcdWVYS(Qfw%F|>Z%s#Rq}ookd4CT`)qUl=v|8^v^c{~RU7V!ZPnMm_I#ll0G+{o? zF-0cNF8H0{i1OfdyeF@>k8sGa4$?S9b97E;2e}k#tdL5#(yYlxwxv#C$z>NN#23jz+XE{*F`zQt7A3pa&(MUuO)-d*=}3OUhQER zpMvHP5QqX@PYCkaD13>bj-N3LhjCQ1=QSI9)iq)luO~H*S|@>;NlJZ~$E#j0Pn)NZ z3ZGPIAyF~VZX2ecEq(Ck9hx+AQ`c&fcI0B8qUKsq+4hNPo2{Y|&X!ZkuBW2;kW`(j zezMxJvsA}hXhTxm!(+~)mfp$#=~q%+?6bOf6Ym=4boSs?{1wgnbjMVXlrqHU#>hN)MMvYJQ|avNVn0j8TQ+kvch)R+q^h;rd*N>kW5uII*V6M) z3v1+z>;vU9NXda>S%n}GZ{w9XtMeyN29Ql({E46>u!uvxg`?+7!WL@lI=Zt|ilN_Y zAJW6un66DK`m3JvL@ba^Qo5YD--=1DN1gL}1R0}4L#kn&C|~nyB&^uBu9T~8IjQ+R zKBbw|IuSJ^NQ)78hZW@>$>32Nla_M>Xg7g+_Zcc^hWYnAyD|gY2 z278#n`%mBxI2LuyD`j~988+Hf@SY$U*}`9SZQk{SxOi%$OnM&#NxI}TT_;h;XZp2O zJ<5Y0;D*iZTfy4e6ShY^w48?xT%#nm##4fJ1fqj{4!R2tWdTaXdXn|9phLYG)qMQw z?AoNh$;#h(vTFKPlWZ}Cin6GjK}Bp+%2K*8NezASXlTxPvX(;4a_BCk_?gQ0u*)V@ zv<)(aUK3-&n%IiC?BKL_xL)aDXi`&@?P5vz99R9?MI!6__$3ZHdL>yXL?yq(rc!;o zdp4(^tI@3I7~a`%HMSx+mhq`A`Rzohn1{7;Me^hr(6uot<2Gj6r2oM|=0!Tv4GiZr zHO2#jr9@GYOCYMKh#h!D6A|f3OeMU@2dA$o`bcxEDz9^Bg_CMQgM4&BXZ%o?nxsBX zDDx05l@=zdo8g9$&V6$T7x0F|$~px*NenOhC1~hJ2g6=6*%nlU#l;)EJg(1;O2iyG zE#dlb9D6!8Q+}P0#QaX2j`bq9MP&*D=NxU zXlUxYUaW|EQV;8xhnM`+&-XgI_Tq4m82cg>STsXXon-xmLhH$B<4|^Tsl>-{)X*&@ zxUm~A+B#Y$@3gCG_Pem>?`rCvW%JW;^_{bEHf%~#r{)!m+{j#9#Pj^bg3bR+li9-IJA|$@mg`# z0$!@IIr3jMXg-q+=vvySv@^_6s^Az&qn$!A6-g;Y5yT$Nw42AqifWociI0l7Zjd+5 z42EN$YE+x^7&AzD+A^i%X|}?RgDo^?v5bcH*ZXyNmGiM$E(DUM=2a!XdhHIAJOrEiZIWG&F64V|odCHTaQ z#}Dxn`Sml7#5(dQJ&LQ!LQ!A#%^6nvSVQOZ}0e(x}0N4e;SDvm}_>DSW zHIvS8LYUcw!*o^zT?>=|8qnB1#;c|a9u^^o=JG1N=y4$e+O)dvw61t%Dq6-#exMZI zLlHSQA`PS%()Ck(6g?ry`U8BZnZ|VU{))bzfGO(cu)dh8(7CjY%x%)R1k!b1w!57G z8#f&*{aRl?np`bi*TVU*yLbDM4*e%=8=9P5v2)F10=6zClhg`GZ!YyamGKHGd!3x= zx)T2<{nt5l7f9EsI2(}n%be@6OU?M_!fT}b1cm&6rMCNel6d%M$$y5U0v&<$7(Fpk zD_2ln*~&Oh#YklgWU}q^|057U;;gm0##fX_ow!rCSHwHj<%7Z<}m z1q%X75hqdY3%VAtO+#aX=6Uu<0@`Cg9^pB3r0*YY{W6I|d?G%@O{!9}X*&F~n$@JS zsu9!nNTPA6#Q*t6sHf9a>7f|VBGVH{*CTNwgz2eFvOW=X&9OM*x(&}$^mhRBKn%Y# z>`+3N5~;#7Owe^QT>@XfY{UUuVP;acD*YCe{(f|wNvC5>n4{#gE&Pj)tfrcc7F~}t zQK@J_oZkZrh3-DBx4jQ`6d6DvAFSNzsnNBQr z9E#SipODS5FI#a2&t@;3YeV*Kt&nu>!oIMP-_pvt|I&byS1gcXyLB~pvoCC!;dE;BS%PE)oTKaWAp)d~k<7eLyST5biVSaRdqeSUCFRD8}inE&eFp<{H-pcp~0jtiE z-Fun>q3TxkT#c7{tRUn!(y>LJ_H`Ch@!x#-Tme_}0saFcRAX>Nv)L+DF7}bk|JGC<190b$R#ldb(h~<)!g>&qR#(Q#h@2ZoBw70%e=7 zrP%mUHjg!(j*c(xU>UxUkDG!;_)c{}vz2}P;q2?}ph=en1S}#KCu|Stl7Lh{+39_n z$vBGtl~X=e(4DC|mg3KNL!E#eOTr1vX+8<_N%U!SBl;K|c?<5@40f@LX*4fcRQgkF zA7M8ZtABSSO&p*Z+=Yee#+LdxVsr{yku-(w zirt)DTQ#b1BYuV-%lnsq!8`G}l$){2#BuuIqE3TX$1GbJzDg%u=i#pHDC}k&H&s>I zAAs3d!qNN!x~o0Vgw8;r3EOf`SHRW9{>X%YfK9{Jx|FW16zIzJMS^_%0RM>&=#698 zjvdPDWxj^s|8QS@yi!Qaf%TnINe0rs-)R9MCCSu7H)2fI(nhQTn&hhyP-9>0SC;_N zdAxicuYj)v)gjnwDtu-o-qiiu6|**ILH8m{b}Y`b7h^pQo+iicuk*WmD`<;%)iAv* zb@y@w%^K?arjmcO;5cZA@`4Pk)e&f8n>po*=7wI@B$Rd21{APIw9yZX*~8(pA|&7) z-GqE14%^(ZAs|qS(T3ET;mDB+@jLtnReOK@7irt~`d@s49{lgmG-Vqy(bX_uDUGf} zN&s1}#Z8;RMt0mTt?8(YuMI=40^uedUk2B zGq^O@>J9t3NAtOl^b^%XNB;4o5SCXi_ z@4J$d709E)3SKQ6Yll_xB}y?w7;e_{nX}zT3f0z_$a079^*_>z@PE1sT$mFl2cF3zZT*<6M-mB z!IvhbcoOu-Cg{2X4)9f-EjS#%z&)L5Ye*U~B8#e|6|<4~Q|JbDRdwDdrFGLueKnL8 z?x}uW$MEwW>RM!7^jGw41yXCS(#k{BDdCnFr1?CX=evaCB{#QXRcT@*Oqg{J9iWkRn2KM$JX#Xh8b%_W1X_y`|zBuz1~;mj%MbB6c9 z&#*P@Z@S@EY6Smo{6@`J=M?JTIvthrinh2AHW;iEeu-_0`_-3pJ=NiB5Ogh2W|4_c zBG^{uMJ1cTXO(diKMI)sZAN2iJ}Z)kp8Qn$>RFhL`y@|S4BO4W#79$ujNSeignw2E zr5%2+)EjdWn=~mUBxJ=X=&LGq?gz5lml?w-Ts>W9Vi)#@?X^!x7WI@lh4UmAr^|1& z!)Ll+t0X#R-g0A2>hL)X?Es~cJb$Y$K`hYJ+j0sCd@|?idO)mQ3)n^?I-1yy5Ieg5 zG=jLv>eyqu@MbR>&Np-`Rk=8dADa#pOQe#Uf=AeaBls@HWF1J?Qt7^VVa&+e_>-E} zWg&hSwtBC1L$%+pyu#CTWMVZsGO-1(w8HII-76Q@4HFk>we{bVK9dw8J%-O6cPLYF4Fhyf#cK2xv?E{- zxg^N3WrVI1(9m|GNf#fYOV~^AS~@~9T9D4pS|~{1qB4?-Y(6B#Kjrwea(KGduU)(F zVwkDeEPRdcl>(cIB>TIlpp*>BLLXB7Dz#{!U8LZQ-;VxRq)Cy;`UAgwUtSE1K^>|Y zestY~qoFVi!T*n%7i%>BMxGDx$h1=*lljS#h_@=vq|2Zki)A}aN-m#*y1J+01fRuF zn1laS_pevQ59w?d2d*Zg9mYkRL9q}w(Av*Ri5%hrHsMSX()gh3VlJ2f(Qi4Td?g`Gz-wW0`z@uzx$IX7Y*qsF$VJ;sdP|WI)~_SnEKv>@OO%n)r4(* zntd`Pw0%X1c$b7!e(74Ouznz9&p&}bD*HLIId*;}Clp>K?+d8N zcV5It5!3Yux{o;!5D;`76khc)^EzUv>rpc|z)$!nd*z4xM*(Z(E)2&P_!o7xHjl*J ztOQ%KA-)WgTYV&MqpMs#Vkdr#g%~Wac2}VyYo=(@E2MP$+HN*J@e7@bE?sBSxi}wY zsyCL46kck(-C?fy7~8&pB>Fr)BSp6)y-U;QquCQhPTwplzLvJHpepr!w{lI_12~2Y zL(Vas;B#7uZM=-G&9`X77B4P}`$EKY?KV|pQ$V0p(sdFht7SBtKne|DTSt^rI{oBt zWHOM}g+C35;T=kSv;^1G$u}3ZRzeB3q?8AJVHi5;PXb-e|4KQLw_=W82B^ApPu54! zlZX5Q&7!+@orAq}F6xCb=W}A3F?%AFRd&d4RAC>j!F0BDO|0eEY46uVZ_%a7vwi;2 zxa9ZiF1Qu*wQF|}C&}Y@IA$PS7vQEY(96iBS;Ur~C08PtiA{83lO3e%3b?M82oex* zgsvx)*}F@mW~}ANkzCk@Gcp0!#Uo7OW2{}L?1qO_-pSNR>*D6#7vf~tz&n>}GF^Vg zGX*b^Z0zqDsEvC8>VACGMp_P)^|`P_luyMUOS-OwJ0>#5yA1yFX~PE?5&=!_remo` zW9*1=%zP4t1?iU_=;|NGpIu|m!t{TV%VfA4*67=;xrwB=QGw)xu(EXJ;gBE!ei zxycRc95_wZ`@&9xmyEOcJ~rFltI!Uwqi+P$_jy!y14B?#EFh(sou$k&dHDo3=cvqA zXBM{l#Y{&&4h{u`b&bIl+b&w9__FvqL7dJ_(s_;xsIBp z4|STfN4pLF8W*Xdmh-W0#LvISQFNloC^oXyFfV|%VuLgqsuQ-%O*-ad4u9`OU7K_v zt=qm3qx;O}x$c-OXyUuNlo(yxbo`Yqm&t`zSSAPRRkghnxF3~WNoQ1OC6^MFkcGuqBlsCl#%M)+ecoTm~vc1jMce+ZwRXB?>QCcGf z&)|kyBD197pMchqN9*p!YwigCv~oDGV<6;cQmou z?QtRMNl`1~I(4#D_pBe5U=yE(rI=(h?|gsShE@h7F6dgIj36DaM-U5Z4sO+3jx2db zV_c#V?Qe3rEDxQds3VNkwWK5OVRVf9(2M6t*RL4_*m)eCoR!G>W<+G2=cof^MAsP{ z&o^*5W^3g>bio&fE4FTq!Po_x&BeRA9&du#d}otpy;>@*(>jV*kjc^iF*WiRj&2V% zXUUH7Iq(?JwJ7l+5CM5rh`BKd^>}?6_0=pN3aDW0r;KQXt9T`<6WmVFHL#C#Q6Z++ z(i)F382O5+a%o(mF&O74S)17=6&xO{#*5 z%cmYqJc|PX@8#kko!ktS)EJXdQP4NWbe&EU)qvV!Mhtr}5pUBV6)$Lv z(oE+%mnJ2dRPc>omUKJ4=;R*cV!C#53_qdKQ`^GU=5iJTNrFv+sBY&=eB_}62B07H ztN&cZGa9;1R7Jr={END(F41*2$F3xcEnQ7Tjv@@P3L^YVWYKcFSf{Laa!0?6Ha0x z4X}24v%Qj&S;BgUl8}0^oMb&P&Yq+h92LIQIsJ80(KT@ci((d~ExD4bgSdoFCn2qZ zm2~&#VF*T&8sEeuUGkt=IIL(|H`eiqDRNmR;J=it^irh6bqA-Zr8Ftc=*kUZPuwJ3 z*3hW#t)%ZtG3tQ?j`M3JP{LK9T+nsd%NcGBBeBs!fLk@Hs6#f%TGEBlDE#3?#{l!- zMk|`bqODG!#%Kp_Cp=cS?)Xz|TkNCWa^ha+;C`6YlGcoCV@DP>YEjX(4nmWI*)GFl z(gRr>n@58#e>h9mEpQ1(cs!TVFWvAN-q1W5eMphMq$pcS%#~z&^FA)9-|38V4vx$M z{D36=0UlyAdqdw7mGFsX5J ztr)Dc*P%(?5@d}qnFjkp1Ubly$$GYEsaPo?9>Gh zCSomLSNXq$D37EM@NUqAt1kBKMtL&aL&w3ciT2`YhsnAq*fNrqagmH&3SndfQP(}O zi^Oy>f?}BFu4EdWg03OHA+23IL)TJ@lRpKNuW*r$|6L_3H#T5_rth-({Ak-c8T&BU zk*i6jvOhqY{Cl|oY49iGanx;HJw9ohOSHI;KpCg&_*uJ-{=Vzb+GLi&PDyQB?Z;V% zip@uluG3K2k2D(c%6sAwo{Zuqo)jv}^I;sBq0yq)`81I zBmVC_9Exg`em~Mt=x4b-oz2>goU0jrkFO1)%)8^CaZTN++yJkKXq%qc=D?g!5*-wY zs$W81d>7K)c2UiLp^2q%9tAjt!zENBK%g8T3%kWSi|&zztN;UbQU$#27+E_H4-I9N zkoWZzP1Uq0IYW7P0k^|$tICzLr>CH!t@V2kX5xndIhdV8RSdVar7?>Rgt@rydiV?n zqZCEp#!%d&L*xzPR8@6I`OU`v;VAFB7YR2_d8MEoI0n?9pPKjqfia#{L z%YNImB(gr|XjE+xvK`v>o=oG{K8$G_hX>dig)K#Os3|VkNO#c~BTbWsv^nYrm>R{k z$ClV^p>4eAW5ac;kK-Ig&L;**#$tSlc@br}wuU|UGadaDT*r^tFGa8K@H2GAEq*de zLr*<}v{QR3^vE34R=kS)GFAI(el-mHG^Jq~TWVGmY+id@Azg>SXn^V!jARY5?7)=q(z%4bosm+Da z)KF8S8YtwlM0QD79`bj*j;vF;c?A#aeBUt}v>#W$qC zqSqIs?hbrT{v7q?HHoTUqE3DnT`g~m^zey$h;5G6$@6f0J}`Amk%Ux0AZn<~S2|w6 z&8Va?bfI~KfomOQ5=*7|>=)Agctx2Rs7rl!o<`Lfx=5s9evB;qn0haUjUFZxLov(-kS-?h!)DPI<7vQ*OMGZmd{cG3xFWXG*gd1Li%&RO z{cTK7w&)Q)?dFyQ+#GZ3IOdLFpks>&MQ-9^+`&oo4Z34KIPEs1!*!nyS1U`;PZICp zDF_JILI$1MNGu&xQ#PG6jNxd3!Bv}od&+P&ZvKhWhJx|KS87P>tL26be--; z%t;(wAJXW*N%E>s$2lBjc;p@Q&*ChpdOfOJUe4%@YmV)1NaWM;Gq#IY;{xu%kJNEk zk=M9J{%a4u3Q({WsJ%DioC)%EqXyl>+cH(Bg`G9ZvHaxK#uhxH=3PfSm>qVm$i;Ec zh^(rXI1CB*#|WQ?FiU|DDe^8TrZ$M-`l__&;otr@`oiu z*2yHJuB0~ePRUHFw6rh;x6NRwCxhpCmgD|DiF*+`B9G_RSEcswm+3U}Pq6K;;X2;I zAJk< z3=c-u_YE_T4Zw3z+o_(5g(1U+p2BiNMU{m4VPk`{(KyJYtDDBQA6~#k8mwFR2>YmJ zrjin#q7mDO{WPj~Xy!k`Y8vB6V!*A?byJ$o?@ElUB@^D826?ZAlomZ{%9FylVvU2k zdYSCMMWljjZ0ifuZqH#Z+kY}&EATRvLNk)iWYX&E zIE_nuoy1F|i?Qg8h7P2Qv_jW?XnL2+WbH1o*a}G>CdKrONhG!oq~s;oO=6IG;5^-> z4VcFEXc>@PHXi8O*HXq;RuS!a?XL%^H64ns3rLdJEl_pjbnVm8mDtjK`5bP+LAJis z2OrXvUBX^z&)!LbfPkQD8R>jPhL`wNxG@{wlcd6Zt5eiAtmu(SW1Su2HgG8~Ct;qh zyUSb6id5uKn#x%2xb{-l_R;*SatZDCjz$kei>^asIiIGc7U;T?Ox0I0(_)5oC+Ir* zeIOtZ5nad6+O-?CBTl&y`8ABkLwPrIxbLmPps1<)T#b<^zz&BTgVZRbAhkl*8%%w# zE54wf@u~Udbcw=`s}rP20LrJCx7SC`7`adHB*8t<)oiSp znhOneasL}}Ru^wCQT2K1>X|n40h9*1cJm4=LqNc$w_meF6<2)0MWTLWlB|nSi@MR- zIe~PvB1sH&T)kI|`)WYV@ENunu9JH(D`Yj}NHGR0V&KZ8p-nl7DDH>1sIP0FJ5FPp zOv{;a>~+yj@d_mFckqy{Q7CKhY*O_(+{W?1q7Th+23QX z<;lt_80$bFRv?}rVViX`lH)9StKC_JD~8It2#HG1NE6CVB~Fp@t-BOMni^8MH4HN) zpI~C&bop|9YhVNxU>^D?J1G(|8GFz~{<{~JP+dQVrIJ>J2l9x7!tY!iN zj-W5T#Nvpy4pp$2Wy;vhC8|cN03A&^56M_dB~#kbgk-(LgyWNky^c+KHo$IE0Zl_l zE}VQ zyBD^bnmP?v;zNs6hbnA4Pu4f^mZ@2aM5=J7W;1fp%@oOoPmVJqY?_o}9iCoJb$C5Y z)XV~t3huYou$vWzNm*&}-uKsEr#%ktm5-?Kp z$wJ*kdmF4)kGEDA^^lMG>aW(zYxX{*U@|t~2bdy^tw32oA_m1Qa@C)#A32blx)NWJ zB8S(KuC|9cS~8zA+(QjGC=PqR9i+cRn7v1;uIHHR;zB=c!6x~&nUq;yH&WIspGcn#(3~?JbJSmL!6c2tob~;~g9EzzyhP*`ezUn$)JY?x8apMNHQfES80E^7(3B zqH`-Q4OKtFHj=1V?H3R*jbscfAw3&EblnaQ=tVne#-ze2jV%4bjin*(yeB4vG;G!@ za+L(6DMcgHz)2jm8Pn@hDX@|W)1R+SX}fHmZ9bJ*q;y?!=!DOMBm|8Wq@pHA@EAMk zICvl+AYcI%a2DgrHC?yCHEeQxbB$La1h47vqbec7)Y@TC$kjb7Yu6++p5yfv;yfvk(s znG_Xjoic~YIr4SP6y8G@3raq_M9ifTU026PRMvSBA3Iw;hSz|meH2^Ov3uNZKPaMti>xV=T(%*5D+LMbe%!-9lH$X_2sQYxiLChO`WoHsq~Uz!N{+2#KHAg?|k-yUCK=+)psqERJ|5=af&iPP_=+S2_p%I@MrARy_bd? zd~dNIDSm_h)~wgY3krDsCn8p-_D~7EG_|XfY)=#V*WXIQbc?axIdmOLrXWQg-obS= zjv8I`)g_;lP>A+1*gVu3vn)}!2W`q&7@<|rQV@%dAnq?zm9)pDuhAeqhcj>5K>&Gk7@EUG9R!^%K4M~3C z(SxKK4M-d8N<*5IXpZqhEW$N>j1hvW1q9*;DWo5NWtKtZ=pS~IMI~!Z)woe3iqX81 zvO7ehT0O??m4@AhsVnQFRfHt5Oo{U?9Z5)~>)eLVqd?ZcI7~N@)$A#ZipqV>#?z%D z32C&bx(ccK1}_Y>D0c%qjvNPc$Z`m`wZ!B)C?Kc<|TpISw~L6lgd1S zJ-YVBIIcMz&$0bmICw-a+tpV#BGJ_My~?aaB}bP6s*=! zxJjy>>Oie`0Re%K4{+_M>RGFLF?w0eGVltn+pNQ650%l@lyS_$i>9V>L#b9fbUn;( zNh7+*z^i!RC|OG>WbNgo%fd_O;PCy~q3dec71N#cEpWimg`iwa#znpaRSO8j0692} zq2++CGqH!tu4zo~rYF^;ne-4Y_Ch2&*Ngi2&<0&skIJ-kFlD_J|HA({i)=Ku)pAmc zIlZ}SIzB>si?bxD=p408W=3!_O-cn!!4=%X0zuUR0%WC?V^UIF5tpAJvm)r(4GJEVX>Ii~BfUg9H*%KDze)3Cvjf=Q@l^S6!gw2d{@L^>j^*^}{#1k&^u z=*j;+>&WpcVufQ<$kj00A$?mJ&4TOzC|h)$iIMmO*XZU5sumC^*K~cFWaliBun7;) zDQ5SOO3JmL_uQqnL~Npr)1scuIRQ&>hh!bB-nIFbsip?(ITuEY;c1DCpQNdNBx`!b{ZM%dB>8LukSXf)HOlLAy^w$!HY-JrtK_49ElT`Mo+QoZw z8#>>~C3Z~-L1w&?9JDV2{zydu1&@8lImz(1E@!t+reT4@dNzI_DeEs|mY2B^xXDg=?S%0aLwRA6b@?G`8lo+HC)wbf?2s5%vk7#@r*i58BvTE{^*&6TR z0k)%I8C2CxG0u>fGdb!SmdF()VH8>$e$s}*s{H27i?;Qif+g67-Dq#?+0CaIsbgph z`tT)YqfD6Hh4?|#H>tU)j-r`tq&f#sRm*hYj_8gOXw<9AuWHD$J++^}_WvP9N8AE! zFeIkK-9-nlX^Dz)lFjRGQ|q@u@N7EK(Ebf(bE42$}C^6*MjW6oVjH({(jyoTZ`UtRc6Tba};ny$&F zX`X>i*pKtLhBG+L*LhsWDeS`yxqLm+| zbv8XO;Fa4pk$P@4R^nxxWDi`Dd*CcS!)3ff!kmpBG2P)TQT5xhs%~6H)j={|P&4iK zA#t~%s@;ygYM+m!5l?g6E`@VWUsrlL4Xa4qO)v-_sZMVuUW!_60CyB@m#dVFgnsy) zQpc|`eru3CD%_ncz%r%%T96M0pcx7J7{)5UYK%8gsA*?cz|jR+$AqjUqt+lsi7xtt z$cnAcYSst?Eoh;N*g=|pfwXWNCuk0q(>QdazHGu*3!Zfno*`kM<)^2yg6bpNRQpe0 z`;U!aAU4FSj_s|si(Iyh`3ceKIPPcMJ7K)Zewc!1F^|8$MQVPV#4&{iq>bDIO?i~z zSWK_~7;fS!`)4Tq_Gl~JM474|<27DIS)%GBj^1K*+8YPeJ@>ERzC5z~;P>kCO&Z=J zSvpBy-RJ;@wkA92<`$tQelFKIbmI{F-RFLH=fAR}&@$4bZ7WBKBabeAX-S}y#qnOW zcm;l;%-0;CtDB~@?G`LlzulH@w^#S94J)B#7Y7DS zjsu#?jj8xDin+&&9;U`IZkyI2@|M{x@sWzbG)X_gT@vzG4mod-2Uc2*ZH`%ZpQL>r zn>pk>VaWOck7viwC#zY#vr63Sbg9$O32JWgP;_ml#D|BE>MByjcl`Atv}2D1>j4k- z`!MRgYozV{7~@cK7bB(Lf;9b@Bcfdy3vFsnL;Mc4YLOG>!t*q)J~So~N_YDd{!&wT zXC_<0IoGHso#Mif->Ai>tFHPa^pQy*6_;>SeU{RB{k@}P(Oz^giYb>4=rElH@N)c? z?0E8^3R|~P$R}q3t)af~QURV*ly@-9rnGRWJ=j-futc1qyzzw$_T|&#h@jR18 zDS;35MEZ^Qr~-lo9z{adnH8aWTQrd1_(W|8DvbIK=j~OJ(rZm2HWWvkFN!>H!MK!*E3TreANnLT) zv1Bl{`P_u7z&C_rC|jrc>SHM>yuGIXckv3NgRXenp}Y0s8M;Cqje;zsy}aZ|DyK}_ znIf|2uHB(}4!(7@E!%pc&T=JTBj$v3)e|Uq=IP$aMm@~M#~SCSE-q-|Vd~(Z-va6& zykTx8!bR3kiknBuiL7RW@sK(&+S7$eCAPAfNrT$c6kX52%Ak)^8@wrp5Y@9mt4Z`W z-<5aZRtp%&5?OyshskJw_X?{Eyy!vKA^uQ-1~XhVKrp)YP(2&X^b}w|b@E5-H|wP9 zqEcB$SL=QDgq0|T8dL%mg0_8gQo&;!=IAPm;Y@YuVy4Lbktth;sx;kAbu&!^NilC? zfaZy)&Ngo5kh0rKvIsXrvzY2%`<*(N#6H=g3pQQE9*Pd!bRM4xX%7-OYHRUTHOwBA zzH}z5sCPb`cIIXL9Dm^mT|Z?zR!G`8vkw0jboIYErArULb?Ux27RDlF;Hsa*tS|T4 zdd*Bq20qgziJro7rsa=B?4es`%H!A_W<8~J(e+@`$gHSMx>SgR+Cy$W#95~3x{9)j z;*V-n7+=sQY!`u3lgdH=DQ;n=-!`*x_#O*_nEPO9Qlwby(z2Pbb5P$r7+t$)0vZSC z?eVz6*Mtb_L%Vs@op^+OG!JIcg*{f!@L2V*na4UphbjeS6M0n1gLPE+ok7llzI-x@ zzmobI2fUYzy*Q~Mx@lB^(L!rn3%bbX<=CG`;$4n~@-o7(pkp_M zZsdI3IBm}B{|LW!fUdo~g4PlIeg^&}2wk_JD_d8#j_ov7?htiyXk;6XkyKviX;fCP z`UXa7KCR5r(BIFlTs7PX7C=B{sl>-1JcuG$1C`<`{bC`NK$1e&@0(t`Zi|b2{Chi) z1|pkY;w{pC@dVmHe9ebBnBEJXgmfy#loF#qLJb8nOV>s&@-}=)m6Y#*@oGq5uT$~uC4y77RPFBl~VGRd(V=i2z>e~m*m~fk#ldx0Tc5e z&uHj6h1XPc9b@tD8Ygi&X&_oi#c`}M{3IQ7NYoA3B5wI#)ur;$^if!6IGf+;qG2B)Po6?20_$wS#_i@I4UqYQ3IHLCBQubAK#hLwgI_5sCBe6s}hV>b^v|EdokqAIf4W54`@&yujiN~riN@nM&)JF@|vjfy^yg4ZU*r2$GXc;Niuq1QG_@z)pN8_aXK zjVjZ8+@?7hfQKQ;I*_jWArCQhgG{XL#S?#IFf-6dqB(g^v~2 z({&+@^F5lEVda3T-BdtZa20=2r)i~$&ZpFtIFGqD%i7&cNqv^M|)3Gz| zvcsa4=eL7HQ)1Cld@~e6HilRB0<*D;g!)7jbZiQhz_)Y+7KfSH@Tcnvr8on%n~z_n z()#9fvX^8%mOZc|3R|#TG{M*LPT2f+Qi+ecis@Uzzt7M}q@(P^gUL9?yKhL7_*f;x z#Tr_vj?o;&&td~DiAOVHjVrX*r=bq^YHi?x4#O|}w(2xu+wWvAWYcB(HQrO6gIs*9 zTABpX!3@&*W>QNf4auK2m}s^($FP(%vJJPCo}Yq0Y9h~D;4cF9=A`o~@`AMMyns-= zJbdRDDeV+pC-V1;sIL1WpCTbyx!%t(ouA~;`FWr?T3P7EzyFHg?Mg>98~f;_R#xfy zU$LDup3mPujh}?9CsCPC>q0+QWD}pWPw3=s62l;wOZbSl1HM*N7+Fk6^6NlE#6B#aj9h>NIABeRrLEj{;H zC?6PvujO3{ZmP0BsVj|jaac3Y;gP3QwG*e+slSc)!_K1WK56*+7+VeIDi%?*YC}}3 z@mV~jWKZjkf6zn)&mjr8RBI?r*(T}S!711hQEW~kR*+!5y#AZALiFNId`UZ3Jeq$( z8q=eVh9TT+%Q+g_?Go_RHznZ@i3(jyn9A1DMuv~Zzq3z^W=k&cu6(q4fZrRa&JFy% zI=3+c|Bp^sQ7_lRuY$N^MX1NN80Y7TJjEx>&Gwo?_3TSlnuYzEo!NoCmWnq50#sAz zLhRD@Y+a6#urtfqcv}}QSsKxqzSOoTn8CW#`jtynOC(UQrWn%ce6~@CD4yBH2kCLZ zgrC1AX&?{zIVGO2%t=(>qid!PT65f`afoK3h}yVJV;*V^I~Su!4WG+YosIH>3cTYt zm6n&xdmqiL)PkT6c>bAshSCuj}Y;CD)@&1{nO5zSp@;fFku|FMfVV0Pdy|BTnwU(^ox zc4vO0mj$}^U>Mzaqbpx)V6pt^x&p?sRZ{6@)S>Eqs3wp-$oud)Nd56o>Wsk*s`D8;bT^=5RL$UNyof`7bp2yGk7XQZfy*S2TR($&;ml zSMaUIMe0F?e?T$SIdWney~EHr$S#jYBoLP)BlR{uQbgKJ{2e;##>tNY5_a_E$Sx+= z(Rfy~gwP6${Jz~5zcI{A>Fi{!(9p8hgPkkiUky>LFxMMRJsngcAbN3y1guJd2`)3-i4cVyNtwbKM=VVzVi$5?n&pNb?JJr zk~oZ8n*44JHr)pf#u!)SP)IGM1}QKJsV^v^6^C%Im|n{ox(7KL)6}J$kV0`*GZ$OE zsb)+c!rqw1Kr|;k^_NG*XqvElSWUB9o@?sn;wX)K7N78!s1r*f8l}2iPPW*gI)cNz zszS^q+5DPBK0c;SZ2@lKMPyL#zlMMJivypG+Xjm^)%pF}29Du+gK2L!NBajlBFp3v z8{#_thDyA0gma-a<*ksZ=plyzrqk|yB`*;q&?!Dh=c5x{KDsy<3 zvuKkN`R@(*R}ANSQYqD*_ygWzYXlF@e4YJNJg?A;(q{;E(dCnZ+CGeES*a7g_G7xa zd{VPZ*Mns~t63EsV^=x34%e6-Ze}SpNWltddim%ajBzMoRoui<(sZC%Z0b=>{kv_q8J(ZMKsjwFsg*g8F~18?$l6NA+KdK zR$vf`Wd&X!p~Tiux8v1pp*}oD3T>&o&V76tp*7pDmu}vmKGtG{q4P5mcQuKL-E8$e z*pJU?7Y^g)2-6KqYt}n>Ewh#Rl6=zK5{~Nbyuw1Zq_im5i2r|y?!nubhq~1NC-@v3 z=aWzyEAcVik@xwYR5R-^-IlX-M1mKu98YSltlHS|@;NKudECHuzno-Nv4oCvitd>` zs2d?cr_QF?u5eOvbX|p}=skzF1G&{kD!mFM7+rV87Y5Ol(Z($NhJI<_THHE3Q_ko* zg^%@*X&hobvTD;s_>$-K4}R&4YvD5|l}WhS7bRJFa3rqimZYTXNmTwyjzJixmXa%R zoO*cH3@XI)I*C$9BI+O1yqTZla#-c<-e2VUxsS^LOL0PRd(>GeU}j7 z6P>_b{=~dnrCMn0qoR@gWckw=^r5yc z)V;G9Z<#qy>7(mPBow8EF4Bh2vrNZI z6Jb+haoZpvX4$6ezI0LiAGmCs!4g|X%i`|_E3NM3n6HUEwGVpAE3u(bg$ieypzAn7 ze;g?B;=2;&;U6%8cCQ^NW2sK-R;LJZCekDiN1~qRAvUOlcO8%Y$-okwkBX>N?@f_v}JbKS(BysAV2{Lx-L0**{4h5 zAnj6ZtR`hkHLHi{qFPe07Bd{1mT!w!%E(CTh?g|h&k2DzolgJ{LGZqEs*cm1H#_qZ zUv!;;lObayvq(T^9Vuzom1I`7_W@VHb(g4*OVd(IhG? zA9QVmb@a{cEJn1zVRf-*5nqY&dyny|qTj3I{SXCHeFpPxz>^~Ax@5)3{2&{mVtpMA zI12p3Y6oJbqZ?Q|(QagyiGJ&gISz6~8#-+jb*{OzFTi9jfcTz5nV)Q&D3 z!zo3RZNbk~t-eiJe+*@mPiwMK6``}B>k>t3+~$;%Qq(3oe8hsNm9vR0+;p9tTfffr zqkbv$&-9#21rp%+QqgEx*oQls{jB!ffhKXWeiRFAphmVc6JcZE)LG>_9Htx47+UkzkAZaT9)~()GlUK|wy!-|sgIQk4XrBUn>F zpmZVuZA(SfsZ>0V`w>^2PQ{Cw>M~^+nYb9XprtYD1r+M=r)v-12*@k!4-Z~e3fq-m z%*RPvUU>s*;06Kj7SdVWt(na$4wMVcoLtM(ZwGD0f7>R|GsOlT&JYJ?W3)VFp|8q(sdd>v`v*# zAX#yho@RK8|Nb2|kf43*sWoukAQUR_IIsBS2+t|gQOW*vJsHPrE=RcWGG=S$N&b%Q z|2zC1f5f|Lgu)tZF>$1RxTM=Ul#D86+;J5MhC~V>CubOw$$&t>4{SL0{}wN~E|@k1b#HYNJk(=i-Q|O>xa}O}CY-H9oMJ!Cas;!%esQ z6`VsI2aov-uHzt%Qy44|bR8??(#VX8OS+cG`fFQcofKhB)zV1U`nBuI_{wA^^el8_ z8`qMn-1v}-R|xWHXQ`6c$Pm97 z$zz+D7@=;lJw%qgT#QA1~rD-a-dQ7e-d$Pk4X<$SK#g)MJcz%^B{Z`TLG6i^eB|gWYJDr0B z#Z_6Ztnhj`hJ2|ydtijxHuDwNBoV9C&qu0Rd+TA1q86mjeUtt})&2VQFiRO-`8-ph z;#xjQbNHG(|Ii6f%b%|`mBTHQ=XitXewxSnK;xX&!Y04+^~I>iBb(F6fpjghnw2NG zP>s*r13L4)9nUZ}5~uMIJ_(x)SD?((wTqPd2$O7XzN*F{RK7euH_dmZWx8&MyI3ky zODp^iS2df5Tr}*);eFLPS~5&t)f8TZk8%pp3(v`Pol4VDSvgA^_4BIyJXvu)w4c{i z`?RB?J+shPnLTmyD(k8g)>-p;ruum$RbjML=MH)*#O@(IR#M#oAFbt6F?bac9-xWD zZm53VRXI}z&y=kksUy!{LmscS>0-D|(zWDfU6-dQQ}7P{UDxJy=zwG!{3e->hgpRz z=(;?k0E^lGpJI4asv~s3e$=FkdLyDOwgRP^u1}MsC4KyWdc_)9Cy}61MTaU1^fC2n zXjJB-d_^I?D)qLws>5inbe#)}4&c~}J z;+4w>vT?z0A9f&S<3BN9`FjBV8lxS*ip_p5K-pfq_Q!G@3}eI!IL^OR^nEVw;RDAv zT}i1*>+0xQtX-FVWY7gX!=9g`6kLrC`cbt@NWoHygYk})-V_K)*YQ^3V>rIUA{(9W zMxNNDq97IT@nH>x6e{1pRVRoy;#Zm+SxKb(3P_L8WA@@LwXReVp0t_8ymVqBP6iYy z)MEhtMU5VBiQi+f`bh#cQ7)BBq?z~zJlp|qg^?x^JE4t?7-HL-^jsFsqKoq?{vCs=a5E{ zmqM_rU827T9lJ8qA5QJU6&<%I7%;GM-(U>kK zVpN*WRMwW4W_y&1Yzfxh+-MB8(b^)J;?GatWM!YN@igE!DTH+Nt;IE=tiC9B7 zCU67`!Y+4YooIQWly|+5LKW9f-r7@0Rb8|;IgVr;D##=O`|+6^npXiY;ZK-|T&$5J zk!RusS!F*#y%)*6MN8Z$SDQQVSfD;z^IU8Iiu_Z)1K z=OI!_+b1Hpq9h!_3Sm~tfs@{lZrvk3(d|lb1FIVYXulT;!Y(gl{UtV;ChG#M^D8@1 z-jJhiGHQ#xID^45aW_@ASvBON(=z1mo8TnoQO&I*NqmAAu~^*$?UG6SAPGN`0+=&! zs>CDp-E?4#MpPolj?)^%KdV^+-UzcG;U$?KqLG`0)%@lKOr^7$srG@J^#4#++jdc% zW1yQbEM=UkYw!tvNN2BS9At;@%@Mas?9VCtXo>q&h8d)wbdzK?nUqrgP?ajU2&1r4 z`74uz{h?nZcrrfFgf1DQkYw=Kb6V>*bfA;eUS8Gj&ff4jU>WO=JP7ro<;HE}RDRHvC ziWlWcTz!cTBP`?~Eg#506D5*5mxi~Q@~-jhgArY~!7W{R2lFGM2sQ9Cx=?m8k;>A4 z_G6f`Q!_S5$E)=9C8S^liMkf)b2GI_N9FV8c*oJ@lt8*p#8E7>rJ8({x)#5*z5bua zr)sd@d-bp`jtcq+*tZR%aE|>uD=ueGTH!tkJ4JL;G<>wfG@~Vn7Pvt=Dq3+3PuGn# z`-96O3P~eHgxLtsE2h=WUJAV~cs%c`PL)TI&np2j|Rtgqil5&kR@ZXBdVIBQ&Ex;WS zX;Ml*k}(h;a~v;?`p#tqw2Vg0S0s(yCkG;yug<9 zjq&x$#Jro7dPi-OC-9-kNC`8TLM`o2*Ufphc9x&WTR1Myt0dzf?%FiUZoG&$0>+O> zLRz}vWe@)U?Y#w@TvfI;zN)I-E!~}tySux)3vnav?hYY@BoGo3Ab1jj1`m>;3BhfU zQRdAIFv{4InfKW+HX@eWcgyFs))Up0k-`Rhe|1O$9Q}=iM@V zhNH^SwZ^3=rmby2`}d~D6k7L*kVowMQ8`V*6qeUHbPe-v+R~}}Zayn?oyh*86Hej- z+=g}uv2=A9J|STzNyWtjT{}^i>f~nXlh=7%#xo?|7x?N8Tx3+goCIF6Zt*7T@-05R zkxa6#9;r~WsDks1NO>=M81JUWr0>9qgRGxWCw;hBFTK$h&BAVK%^6wS?bckGbX|=1 zEt^}ot>^~YXA|{z9<^_*7drJKZT1ZLR|UNH{-o-HFt3`-AmIUV#DoK_=xaZ~ zz4REagt_Nw_&kig9|TdQ>m)kz=`@@-c^t%`E5PA%62|(uJMQ zE+bh#W9(~e4F;U1t1b7l>vCeCx7t{)6IQBHs9fXS!mz2RQm@#RD!`ruS7KFEuT&eG za3@yNDJ;fO9AdCoZjU9r3v&w9G%RJfP|R;MQTil@_Srw?<EK>R>b8#bYGu;C5?DLVavyT=*yk zd3E*{;XV?11HVCmOX<%;^3wy4x(4$M*`((#ead=W#ec9nLuX>6RGE8#kg z@HXDEYzCQ%-CI;v(s|fc7Bx}tT zF9jGpJm}Bm1gDaa@qeu)e{yzg8xx_Z0F)G z^a*f|77QDsIgUFA5BZ&i@6>ZUca3?uq+l;wS95V$39Lo?;XFQ|w`^FAdPoXzmOiLd zsyFuNN+68;cM(R*=x1E@$CQP)((70PnVVBj+N^e)` z0Af38SwuH;E~=x`{;>f6m-?d%>NAW=HjZ3$$7cMKfr+Poqd$WOf1Tag*d4IMLWf;e zGjl+78(xhT624uR>~6VAlaVGU>NnhrrC zLffw^r~}bs4hdLlAFhguQG(XE892 zhXW%=7hJ;@S(y+Cve?9X`S~mt57GtIit-h&!zY&f)`M|axw*=w>wLAqrWf`ZVM!)> zCtM5|3|%K-3QK-}4CdT7rf$4cAz4Q=tJzM{@?Gdp`mc>T#?ca!FrV)~Q$-G;V!GBg z8+n|R-6`tV&cJGXhE)|h``(h(EbgE!k9~)>GpYvcVKsyyR7=+vi?+7VMjvO{*sW6rxxoSlWS(+1YO%yn{L6_(RC8ajOaCu zI@*(%vo5KtI>dS@m=|Qa)+Ts_`mS4)=pu!+^#Q}W;F5qukFK?xWxqjNuXnTQ`u=S6 z6}hOk$Kg8OUqhRKu`Q-xGA*!k6hpLLB%NemaYk;=Xi&m<_p3ZCh{p!-XNuHyq47>x^f8=Fi$ zi!}w=xC>9&>>ntIfUXy^Vb_h}bywpxn`vCxcucLE4Ij19*m$LFyqRgxSy>dOaU|O= zuyD}rCQ_qI$5=eg`dwyBsSAgiT2NDez!0cQ2un_)N!MxEgP+jpm7^u2_Q#b?t;P=+ zmT4PFev1WOzdg!t=IVU|FXE*tNo%9c13rR}=(swDef?~zvsc)PW`?k$Ug)~&k%ECZ zN4c`QTCJ=O1!Z`SmY*r65FTC6upzv+s7qprT68o^Z4_IhFlVl64zR9LS?i2W&J;#* z(Obb-2eWLW!c<4$Cb6|RWD%`nvuBb zVhYvDt)?ww@<~hDl(WhB#%GhvVp^F~xAKp1W0lo_mh106-oXvL(@-fpix&4ZuJY+a z3%GjwNl_%I9JtVxMD-B^#+EgDpQ^Tar@~bX0vigG{JRrH}B#i zZ6+&>MjG9q#)0Noj4ccTwvoDfdUY*po%J*D3|89A6nCI8hT%BfX4R(aOv6w-iT80o z=AczjUE_rqKs$UH*K~CjdXPLUA+qsTM>x?2w~(q&M|H+TqGB*hVulz+s7OK!A7U=V zo0YJfDxXegVOYP+#Xy5Ba!55j6-lSYw6U$nG8H8BqH24K0Y^Fd;#5LT8L5luyz{rH zx=!+$T9U$(ZFFoMbifjv#}$(M0gQ;Nv40ouILRj1aPgie;AX6~nRV-?>uuN<2fIIK zp+9yqJboKbFzD!tdL&ebPb;lORXiF;aG62w{aAoTvK%IX;9!02$A>t_fM3=fyGvv~ zK4$1Ch(hG^MvRgUdhq>U%3pLb#-HtENHJcy@pi6rr?zCu4Y!ECt^ox)B(Hj=_R zdo^l_aMBsXgioOv=z=wPjHG=T&*3b?P6)%rW;E^M2da5w^F)mdgEG!)zwQaChLwZhNE(jnkrjctif$wn&?vt zT?137KC7xZrnAoaM1k_#leXt#J5G==&ha?Iz-R;Y_aHPUp(Ku;)0S%0GeVJ<@rkA5 z-icP!)b3}QiT??(HA-k0hl9orVBsSLO{h4g(%KH;A-x99;co1rnjVQxD5!Rsq^m!Q zunbr5VpxMm)gAftG7m|Xy~vP*XS|3gRw$q=onq^>rm9uM6L>fb7o1XMWs-{faeW1J z-G)z7ReK=?mnJ26B$0TuBQ-&lTq$eksBSm;c#qC9O%G{W>Mk>%`t=DTZ{22mk8V-A zW^idzg75K2HR?b*PZQUZ&cG$SPCrp7g<*?k3}tr9NPZ;fj(01hofLE>ea)jbPD4K| zCZ&d#mFEynDiSWFu4}|7v=trH5|tR$6&Hk&$3{1x0=m{l{QFlKU7w5c{!)pJblik( z)Yo;flGZ#}e{UFmiFMFA;Wp!TI*Jm$|0-Wciw=WHLMo^^7N{+jyoR-=)d~V%48%va zl1&gKmeTbH&Y7Le0$zqLG{qON6AQ2!-_b3GgQ55_HX2tezzVdcvY(}Ei}*qjK11gU z=sJ~+bF|QP0Mx6L84;cm>C2#R6Ro+G(L2)ww_?9hQ(YJuZs0L2iaj=oK-bx58*zud zpdzGT5ZmLs*hM)b69NOnK_+?6%eM*wM1fQ3(9F0Qhb#EaXe`n-Nk{w+57GHukDsYU zRH302eu&+sNm5m}BbSCGG-UuWg~Zp%%kdWClOX8&ZOhgrLf76{PlBvU6fhKwT_BhU zblr{Zs}TgTg9|-z4?dt5Z7Eb8Bm>=w7sF22RKwt%CM6m7QZ)xcD&`wW4+r6|I=SXh zxrC=u>fw^51Gy^cx+$C3U8LY4n1lnkkN+l_?&~G5DM=b#&$YZ$2d^8uV^;-TKb!z` z9nGv};l%MHVp>1Z9lMSV`rwMBNr@SpXouVI5l%7Om)ZNlqZXdWahWwAEM1$Ekmlj3 z3etc&k!={`Hhddl;)@(SjcIW~*V-)g+f|I0Mk>}eBurL8%pH~>#=&oXiRJvaJc90y z7f9Jv6`>yV$=wxy*jc4?U5L>!bqN!3B{wyb^@O;;*Y;#L@jmCBvR4p7fmF6nT{Ew-o(!9~Kc(Jc~|0sXo z$I@G~*HoJGO#N4>SY*1=dQ&+&FhTw1C_}iGmU=sY$7tt5*U?8^Y$V}az{o0Gy^`3N zh>zJ81R>IOJ;vX?g8F4se2trQg3`9nNYORka4OCgbTp%}kY~*ZimuK3er4lHi`uRn zB$H_W3zNOxt&bm4Vb@d6^D(tap%b~JrYr^*c}lNk>)q#7hxVj_L&kB~vZHK1HmOf; zVXZh#B)XK}^?bJ3Le~RKpB%7k&)AxOA5zCi(t3d^JZNcoW!Pz|x7nr{>?v5F&UXveSm=7Jx`#u!!Lq`mHTLtf z^)+g{#>zkmThSZ1NdF-#t0VEj2k=TIPDQOTbe+fVcYu}_U@IeArG_gDqdqSl_!M}F%vzB+hyHCU=-k4%UHEGVJdKbtl6aLeKgP0 z_#WeQlU=2EpSv)Jly@Iq)<=K~@o7*=IUi=cU)7k8|H~kwH#$>^7V1X<%V9WH;Ga0F zR80!0dy1cNsSbRKQZXihpvE8*WAHph$qMRg34)@5F8Htt6FDaYQZdxBv_qrsz{}SA z;WBQI7je)jj^<(r6+a-g0R56o;-9w5Y6hnLfs{?++NmA~F z#`;c3&8SH0m<+ZXzA&aG?I5Y=Ql|zs<~n%AGR|5xI7C`L$spx(1{+t5;{y`-XukiM zWU3Mf1PU&6$Gv!8pU5Xv9c}hGENies!x3udaIuVpm#gd0OVr-=F~5RE4K48|T2%QH zuOTg;LsxV_Ht*hjlwug>@crjwx-F+bAV?fI&<=OtBiv43A=|CQ0;RY}{*n3hL1QiT zb+{CD6328iPQ!Up^;}Y5U<|<9aWF}vKmHBZP~`Lejil>6AvIPM}3Wn~_VMCot^wPOilhw?H>+usTF_CjuypPjCEBze2 zfW7*w8}TFA-But-U^uW%^|cjH>s`hr%+crM2r36na0P2*Xwer1codVo-Wy2+EvtlU zui>>*;)1TVuw^1HP)+wlU9`bszTRf)*3Q9jjHC9i&wpp2gG~a80zDcm#4Gw9Wdea9 zQQ^cX428C`dLlLT6|9oE%9V~u_$cUs$QlIi9l11=QuR)V`IWQS6ju4D)T-P-vlwHs z9GkJ0_t3&L^V5OxY`)K7A4Z`eCgXM6WO-%$*4=oRk)c2!NLiPtxED{xeC%L6-uGF=Rkd{OzXxJ5oA5Qx?7GcZ1R&-eJk`-jSj$u3}rYDg2%oE=D2{2m~=hZ+wJNQVhXh2tLJnq(|v&9dQ|VA}7E% zk`ie7gcE(MU_%mtKp?0&(2~Ml4zPGuV4|eaco(-tVNsU@!+54U0!}f@z(HAQC#XS= z$l>Sxs=dB5s@DkR$^ttH(-On!7aN9MW>sxxk)i<4W1pl<(JCyX!p`oFxQHiwGLVIa zbS%Or)aileTIS$6%#unG)Cjofg6%g7?0|li;GB{eK)1C0q&NCRiLy&E&USW3HYNr& zfyiM{jibgAd>Z;wGL6Jmynw}F4NMkbf^F9GG@i9Vf|SA_e9Zr9JaVXK2Uhs4I=B~a z(P+Zk8q$HrxD_9=fjTR^n`dQfazPCVl*eOf;regZ!irjaDaC@jjy*d zn6GIXYapJX|J3Yd6}}0Bva+z5VVT>Ok_|iaOdoE}5^ai2h=wf@D6>uUhC532TPdka8^CdL3$2t z*2++Pi^0ZwxwsDljMwSt?KN$4Iz}2^H@k8b#@KJ*0>!?Dy zcAHLbHn9)zAe&8FR<*;gV<=%HeUQ!nEvyWo3q$ByP(6`C^|}W~sE+#Tq}c>7sBXyH z@Vuco$KkK4yR(dHqGQyqpGtz-%j>U4FWvdK;PpM*z}DisZFJ}Srirc_@UEKsko5r{ zhnY~t(Nwofd>7o-{Yw|Yb+ z!&M%3c?~tBR5^J&X#v>`VEn7cG~7k+SmZ_4dsV<=kLA?To*~H1xN3}HPr{#+oz0_1 zPga53O_n-$ksH>9IRqMgB-4H$iFzK8YE0MehSURFaDh7D0vqHw{?&k{mdYcIXKPEh zG?$I=3Y-2(OhcWJIkC#u!ImDdKSPTpmsNJxj~udm>Lt4Yx}RXYevPkQ!Be=I zq+2J9WGD{C*Xa-lsv9=ynfV=5wC){-w&R44qs?b)de}swH{jN&U4JV&>l&`UF&}#` zj#@tNOcnJA)|%+hfm^7x%(#xu->hwld4JDg6z|(Xf6#-0z3jT_z2cZ_v;5)%>Exu7B>J{~1WbjC>fHM2waTOvYVLg3JvIzHh?F(9#DQ(+svtlDd4!-Yh&Z4 z^z0qtrX6V^WwV;=Mslfyheptalh25!6Z%sAd&v#J`TLWb$$@4MnHgyZ{z=Ni56fg{*V4;FD_|no{Uz?%- zRrLgQ@wwOHPlrxBubK9P&%%f3XZpqh-a)pP7Jh_^s^am}rquQac=tQ_oC|nYF29t1 z4_2A}8c*M~0RM~%UFR^oiDY5a8vMbQiqffh2kG_F!xYZc#mjs@FpBY+F-^@J7_4XQ zm+u9UhIcJJnjKg}Z7jdohhuS*yebRl$XF>g)s1Ld#mS}=0zqui6<_Jox%|;}4z^HD zmy%MGVnWxwc>VEy=-Q>+-zI!-Qc_mBo`P45(PTH)<3FkRtQd^HP=Tk|&~>We@bgF@ zk0|HwP1gVXs%2z3V4GK-ILQkBv!) z0)apf1Ek?BwP?BPw04GPV>PbVyC-{_mQUU2)nOe8GU)0*GdW#zXZUK8cdkJg|D`&s zt)1aXxSw}ij)tWFpIiC@-1K{ygzY9^b7y!NpMHk%q@VCR9;&Es=?vGX;*3`q(;L65 zU~Ww^mSdr5JltK{;~8ue*nE38p7YUW(V^>XhG3sZw0D#}UH8B>)|__yfTh(~g+EVt zk*XcMJHxX`bp7+rTk zGp@vU6^xt?!4})j(K$Aymrk-i;PY-Y=(-i_@OvIdsq;4*r0rn&%)kad(@-^1+?;>i zg!L@9p;(2TyvG6yUAJWTvV?kiog(IBl5D1NWT<|LCJcKf_>l7w9A|lGVPH4C4?&x1 zRz6)Z7rStbwYZpeb}#SPjc!!w);@tg_@QOifdeOL3-Pn!xfGXJ#)3G2Q*sFlsu}XI zpKe@Bi}K%?rrd4$Laq(?2EQbY{Sx2Obrvf{`n=Z|qK6dgkpAqCdbU%K3P=#QP}!fR zcAjLsXI{uvgsG&^)uh>*OzN&7UNkN0X~+9BcbOg_#T_Fhp1~oW+kM{Pr4bHzx0SBNJPFMv_bL zmCbDXXwY>b>*_)Lit4o!YdX`=#pn2UDT9({ShAT$y{}+Ne#UZ|%o6T_w{S$wX;_0l zlEUYcvYRqgd(k#=s0aOdmTq3pdl+AkXg}tedozS7HcI%UqWC%Zxw5mDRiHJG^=75w zCMD|EMZ$3>eYm1(#QPwIG5@#L^kQ8~-qR62{=S zYFe0!_4g+djyp`*$>(jX==vYnYfRJ~LZv=7z_sS$rwq@`Xv46t0qtxcZongI*rPe? zzL`?r^^~0z8`sy;q>S+iFF&NdxAs*0)MwzMDv?6_ySHYpA!ZIam0X3Pq%k&5-?kKhJ zVhqMm{TPBNSWX)GCtfnh)trRX7Y=IXZ9d)DUGQB<6N#pnrmBsjy8Rv#P2{}M>)V6y z8%sBDMRc9aUrZpi`W~ZfMo(`cshR1zD-NO+eOoGe@xGQRx_%U2D&@QqzgNQ_Yw#EJ zRpszkpA2SZY^DOv_X^A0bzh35^rPjayo}n|e@FIcno}89?eIaA z*2*WCo?Xw%xoRBO*!;??sWF~rr0o9WT^zDRH;4FL_a|@Tc?*?KRp)yfmn@mWJL64t zrMI!#(vfpkKi@SP@>uckf@*^#DxFsihnPkpyI^vpQz5USiz=sJT+^*-EVbDXxUAGfD#O}dQdQ*OpF{2ePy z>iS(Ja5TDZqv*PPs#!&Jz14@V-Du4-TIYgi@w>zP*iv)Wv+oukE_(1&mZe)G80K_~ zvzE2lC&yb2fQxZ-2h&k%q4L)1{f?Gub)cc?H*GA9wut89`J}C7DoU2=lMWV&cQKOp zoGVv+yr9~k4g=5wsvqlp?6+9G{|z(;`0f7HR!I9lyxnpGy7fKA>wK#Fot97{_zg7Y zQC&B*IQn1WE1yy0G(3a$T9wGWuYqF@I0ZofE{f_`C8TQeG%Kk+rb&2U^cM!DnmW*7z4S z*)A4z?H;>MCTXU#6rRT?2K~0x>Dr}Bl<3g)bbRf#=*va&U1RiDz3h@J<)GpDZ>l^TMeZU}- zWT)+5{%0IlfzrQY8S7>h++){fy8fLXy8eq-#&#=uGJNW939#nkVg5=Bw9%R4(sjG1xQwlW!>9u6bbwLl;c*kU!F&^1pFl3Cv>xc&w_qSKa^E4yddXDPxP zrsSP&)WrjMnxvtP%%`C}?#4yaB&YDO9hX9!@!JUpypp6qSGenZ)+K9`XCL*-!=A$T zW{|Eo@Cni)bp0dotxj{@v5>m87Os&%)AXy(=O??-k^gEl=b4+{p|!{)Aq9 z<9IV?PsaSz-X?e_u~ZC;~_lA(s-KxFOJ|j26-iyb>KeMtuqeW zRxf;1!H#4Cfj|&6a;TtgBpvLp60+8&JFTYf+kkzhT-~9=K{|NQht9Gv35T$QM6s3s zE{cdGpp*Uu>!;e{ND=K>B_Kzrou$hJz9ArksuyETc`- zwhfIy;ug$CZ&GPz{(F%cwK2Nkb}Iaz;WVb|fyP_-4v+C(>(NGDC#gTi+G@^oJdI!D zGWPh4PkZ3vm2OiMS_{kdSw~%Yj$hy&ubsO>#d?-VrX^In7S=XUu}2cE?y;J^rKUh2 zh$dX5u?D1VN0nW_gx8PMsf{GH)U_q4QZzyxl3?V|*BbBJ%-pV+u=|kMW>b;Y<-PRA zb)@_Wezt*Vk9RD~oQg@U^?3L7SV9dVP6gs5wVBV7#=i?#@($KPsh+F z;|Wa}XvxxFfj}TIAsdfGWrQ~nHd1wlx8YC$DSJJ(P?v7S2vU~AZ|HJ+$of4#Q9xRq z7K8H+#EX`&%!T7|U1H1enq@tcKp+s*cnrqbm~O4mgaj1(WE^eqcr}?%JRT26edTdB z?(s@((+f|;t+v)s3zvNs>=!qIwxKp?1Q$i?OuWgT>3GL}R*>KZK4uoQFSXosmt zwD4L?h+>G-AKNX{1yflkv*Ny_vhldhK5GJjKv1KRgSIhIz^P~v=BRaegxx->sA@C8XuEcnKfk4N~-Bti))vK|VisNihioI!bXF^Q9OB0zu`#Nea$KD~!Pk z(()Nx!h3ib=WvLBk3kC*AwzVuKwyhyY%fJp3<7~5b`+gLif)HdSWa4g1Xpm46#WQ} z^6z12iegfV8Au?_cM|+%cC5uHs_6RCy(SPO z2)f`y^p;`}2&xlY`fkzva6JyI87FW|2B`#sL`N!0 z&;o<742Mb47x5;p^54T)f)S+XT5ROf(Jc@pHhSZIwq}7q5Lc*6`V9;RGEt0X7>cDh zg7bJ0ZwwQ>wP)~|MAc!Ay#c>RjQi6kCQ5{~w-t43z$Dxx(E z#1J;POPCne8QPNS?bcq_W*rntGZYA_IVRx>ilrDLK?YW1q)Fctp^kc82m8iu?}M?)%~ zb}go24W7g*r0MS^^LdvB(90u9PfhsCT>j=wJ*{Rg>3U_2vy+8*6b1UL(fA7ktk95+ zTdB?6sD++9+f`HA1Q%<5wRDLK1l1gS81$z}F$50>si(YKxE9VR{hEbQr02`H(enLW zbfmGneksnPgQ4<0fkJK4;yI)n-`klbeEt{#B*sNFS8#o$I6hm-ul5l#FYHq?0u~YAS+)HwH1f=USzSAd4*LPtiNvbOj;YZl4 zU-y8bXa_@yOykv^_*l_#JzVsf{@)k(qk-j}T3Ez$Zl%ND!G9-O^l?MHsE8qj>N&|! zc>ltX#e;>oPf>I_iKBcuf3iB)D*PHP)psJN)s}eBLi))JB+f@A@^tW7!lkx>RJotB z#?$dsaZ#vlzH#swbFF!cMbT;VIU;Kp;qLETAvQmtqJ8 zDY%8|NTba%U9mbD>n!s6jyGMW;fbhaqe;VIT{XMtz;pC}pTHcSZ*{?!Sg8mn1J5W` z>sDG1du68X#Bbb1qD$2^`T#u5zv`GYtTy889X9Nt&Te5Msn<S{2w%GHiMLFOIu{RNn&tDcwACVM!U91;qcN_jSuBDIbk|*$k!TlQ^O>pV zP1m5C+!!@=eIJ%u6y+5)f?TeKA0~B~_1gt1+j7k1-`S?WTjL`33ZE|-eXtX|sq=SG9gfvQ5_=5BCDT0V zJbt$|Zo+>@g|3_7U6Vwp5yfgqugjJxUS1VLdMzA`P%a^ck===wZ1MD6->sGPf)s_soMx^70T zHiz0X-9(ocO!Kg_@H|$SzMoDf{zsqA`la|!Y%$dB5HGscMyKx}K|4+Fwk1KC>AFAZ z#ky3fH-2Z+4`4+dhC<7zBy;rXbS*KRwB5n>o7!0JVITFq75@_zx}L%s3qRSPKf11m z2k-=L#W9?~(`aJ6>%^T54k|)$bo~PhUDv{8%&>f8K7*_RX~F_QLSs7HvGkJ#g<_J| zWu=B3IAc7$WmFtZ7cCqh5Fki^;1=B7-Q8UWcelYMK!6~FySqDsWPsp9aCe6Q0|a*h z;}~Fm?&;QqAqKE1uPm~WF|?z2cf3E4^X7zj`{{E2gZ zingdVcD_S;!0_ZZ@_Sit7hz7={lnCa+Mg0^-kK3%aN+A;G1)|o47l&M)rLg&_oyz@ z4eszQ3v9aEtU8n~@ByFhvu?V1Jzh+D$Bk6e|9r{0&r#pE{o5skBzE8_Q&68r@ZGa^ ztDxB!L-WLz*k=p0{}VSy-g`urC1K}~jw8KQD95KG1Ix8MqW;8;WXz6lth4RSWcPJ7 zD0S*1xs1yC=m~4~^>GC-N8#Ymuu^+8`_%SP74x~D32y4P{7Wxr=wX_3H*Z+nDvI0U z?M2)v_UX}yDWU}TBIrvw1Q3R(zZWJ*U~*sbb1wHC4w>m5tqg47GSePP$;MTM9mM~X|}%5*bZOS&iVj+ zd#(Pd<4k%eB)_DVuv$>y72*9WDA^R+wl#V9!dRYB*%g$KA>YU11Q9o(l(Ez9{I+Cj z(PbpAvM{C|`8eN@Po-rKk;=56eVs}UB&A*Wi(&7_sd^druRcBmW-s|qLD0>T+q8`M z7$OfS61N|0o1ffFDNEPjNhhR`;6SO8XUhrfY3Ux$vJoo3j1gJj%X#yt=dvy^16V=7 z)^F@TFy`~!;_?%02PSMjolKy8&t@`w5jpBC(il^_(p!O^EM3wqXf+~jB_F?-p76f1 zPQ+SO%vGZjB9ray5LyuQPxo>Kv4_(bjJw+HXIFoIB$V0M-`QZ(ueTx5@L~9bjEzgv zp@}fZA644frlkfEGBcVD+A0(!lyS~JyZ1qGU!KAvFq8yQiphmyN(fZxiE%^O)^^#n ztM{dSq~5*orVi#<7TJ38DRN4E4bkjjwb;Msjz7zc;DA8x#>K`5C*YupvwpTIPTZFb zPLLXes`0C)6_E!a`=(gPp|j}xGd=6Fa7zeek`8gQP2j++3p2=Xu2na(=Jp+Z#{Nx% zLtwY)tN7FPHku>dR^bWXW!o{Sf%x$qxg_--NjNXlY#ikLTUj~Ca@JtX@;RRlSBN?G zcD+&x=nSB2Lnx5fW_^3)xi`W-@*EFx3?omv`;{S*s0pZ(xaXWR&28 zt~}h$Nrd@#D-?(g20Zb}s4AePb{#!&2;*V{mikyAy0;=OccZa3a!U$m=H6U? zR%2Qoa*A4bfG@;a!9`pTy~tzW$qQTUihuCW9Pa=X+g+G|&MA)EqR`fqE{cZ5{ySy` zaE}fzg(YeANtub)OV;V8``ZaUsStf!LFq0w*lSV?v~*f&NUMJ{?PfHw+yCjKfqzK$ z@xA=z5jR=fR`rkRyrW3DEYYz-Ue-3?o>X_bmi-CX^;&Za%^BX~-8;EO1!)QG5Gnz` z&Zo!+hG3hbwQ>Tp93TWkcGXMC(d)&tVcb5nY2B;B*$tDovVQB06+}29hF=W9VDY$} z20~O5{Fs{xEW{i+^S}=c5;M0g60<-~vO$>wi0Y7XdX#H{G8I}g`k10Ux_3bFLPZ{P zV^<3?`3O=VyaZ2Tf@>1a`(XC?$sZ}j#cGnplmTeHDca`V!!7d}o7`fEJ-Q!@@OB1J zaU35$Vv*5EWTtuHkwFW(Y)Bn{KNgf0%hS@-Q3XXb{z86f!}XE-4tMsJYPF@(lj1)^O^@4oY9A$ub>1Nqjh1_VCB`TgHFUg^$k0WQjv27^? zZ`nL$U&P!p)zCKP>4lUft(PFfIh209fu(rweD4r;##OvZD8`wtWvyv&h9OjOi`8Xw z1Y0=hG`0M0wrEUxL5L9f3)^8mEJHGTUOO(YP0!1sPEYU?ddnN|cgc7kch zJ+URt!XKjtw$_b(%AaSG+cw4MfF5#L+m3YS7cP-HX90t)IH4Kk_69+I5{{Kg|J3oyyhdzvXt+9FhSu1 zbC=>*{s?HiYIT;B-J?{MUbfDTp_5-OGJjv+esoN#Sa(F6ebcYTJYtgjB;80g-?u04 zYk=i~_k+l^gm}s?PxSAV?sLUVS#H$C1J@R5lth=L+;iwuW|?bTmJ;PNJjjl8m6raT zotkmK)6nGteSS}>3!a+msZn%vAn7wRR7F3&!X3kB4^=8N6*=D$0pY{7;k}`+-fSZ3 z`vv$qdTK!>jt41*MRW2tbEVIM{R0w&8x7ts6Ih5JCoV%L1P_Fjhe6AIwrdeDrN8Ep z&)<5EKC&mQkTFmXMVJ`W4`0}y&Ymt%Qkb|tb$%7R|6HGJ!?sI+Aw3^aJ3+OjhzrRI zHE7%X*qpR8ChbKd!PiR>$$R~<37fLzh~l9<51jED4qm0CKNIZWW1*Pw6%=SmJz;XkMKDcZrWX~U*b95 zvHfK>iD8|+EVL$0Qdj?m@_b5EOR2+$#x7MzV^XwPhhaBB7aj5Dx7X^raruPEgT(gs zbs!ZXOyo85is`fEMh}TWI zdL!qGQ?Ra4S7K{(%?~J~oeS~Wp6j5fB}Eyr|1g}FgL7%AElD6T=)h`Wp)hdGjd3rC zdBewy*F$qG8N1%QhuSQk(Mjo+{(_Dwj@cN6O_+3Q(lBOQxPBeqEuzfQ?(QuvB{s)j z{l4mfFA6;bX; zzo2RwD&1Kh?;Do#-`Fm3j>2-XfboCR!aAV7U1lq^djI`^msl^N*_6Zi-#o%rHwEw2 zH~jNIfF&uuMW5;o&-rg!prx3qJjH+4#XoIjCeS7Q2lV_mAY8&`A_Mq;_upQU87lq{ zuAv{)x%nSllb;kp#{qc5n*IyHSC;W?K=6Mz5%cXNeh&M;YXIHyQ$_smFM0E&Bmdvx zl6(FGT$TS{kiXujuFON~LEB+eFrShDfbD#}5zo}Nc=Bmy{d+Kc#VJ6@`Gnr2;pE)7 zsqJ?uqk}|KBdoe9%&x7p+97S`#&$*u%S0}K;>U5=QwK&CZOI+?GzE;nk}JFapYU1z z`p&IXK_YtB=efkgYqZrL{)0D!{uYT7-3M1Aia6t_vm6*K+RoH96%L^s@}MK&@YG5415Q-O}xTGcU!CMCUL5Re#kqZ?u$SClij+ z*37{ga;oV?hmbdf4N6f^gO9W}RImW-Jh56%SNA3sIY*X*=DVw=MV!X3ornZ{FxZlahuHEAL=p zV}KcY!?riaV`;_^ZB*0H1GUEb4chqphBYJU9pj%Nm&JIkir%A494_bmUZ-)Hm>t6t zb0$LuIiYYotn3_OIU&V`0nny?AKh~7>l0U*xqvLR_RsN!Vjbw+ji6{B9J5U5

    5Y zJPlH$Su`2-54*LG`sYUSfoFmQszz!FD?p>BiHzgB>2zQ#4xdFbR&A?|BL)kd9$W2V zINgVVUPN%i1c3z8;&fDlr^U^ChT2;VL79q1#EBxd<#Ahgmt5aQUV9prqV`u+UKb3G zKvc2~{W+J9W4*$H2d0e96^LH#-?$GJk%!gGdx*XVm5vH8_R@JR5FKB&AaVG?q%^zSGNdCZ(qxzn^AEhMKaBj%QrjiTCltASDNFd~r1L8vK2q~CRbLV6E zlEd@BDw5KvqBivOseeebP0{C<9yuG=vV5__zZmlzA$mYn7XZxhl|nZA)#3AG@wdfB za#tdg+RVkJ>QRSQa#p46)VIQ2huTm*gI5;Sn-p7pibBwUrN@S02l>RU9*u80NJ|Q# z%fTyFuqxIja$5XcXU38p>3cEe=CG$JP|ii_nc$p4 zE+)~rvzb1@M=)Jq$6pTzuHLNrp6oc&qHqampCZS8{XUOYE)Omw5<>@2{eu8f&GfMg zw*6aX^$lxYd7wg8F(Kz7AM4jbu?*6d90yK-cEhlONUlqK0RdcETjkMf=KFI6CkiTU z%pn&4sa4@;`H1f=jU}TFK>8y{ygC5b`+42w$c@D5jR6mrqryz9h-NwG<5LG59G2Cy zK-xTf>EMVCm26&eOT(#=SPemg-LT2tGb` zB6W#5%K7o;K@QtD3=S3iNxOP|L{i-f>?38Vf5}O0>NFR3oI-23lYvH3nEo&#v|V26 z@3>Yeqfb@aBO;ZJsm@GlBKJQCKttz!oMq>S1mW_0bHu&}2e~T)Ck0PvtrEk-R+sW%=;-hbJOC_ z4wWq6{+F((z`W@*N`U~QQL2tN5_c7vG7f?v$|BdxMmqHqHf{CxvJ8C8&^tBkfv-g- z=RAW()m+BJtU^wY;LP*&U;g@I=^;4byH{pi@1_jPby^FzeUp3uWUHr#4U}?@`PL%m z+g~|a-QT^r-~M9&Nu0xVg|U`@I=>`P^S@0naFQ{Q1TMh&_yGk2=76@mJL3e#K74H} zv#k{a&2jO?p$d9zP;2Oh%#&oE|MRI5?Y@7D-me{%C6&ih@uWH~sx~eAn%bp^X+?Ig>6itc z)GE)yr>d&SMKMR5&<{Hxq%vfKQU)pt(PN%14R1rLN>fbIeH5#b+OwXgsgGZ;Aok&O z?s3w!3wo>r6^DdS+ZxlKRwD^{Q?{9twwdM*Wqi7ygtfaO3lXF)+rUWp&KF&0xX{M# z4rOo6oIBrlt~Cl>th0|7jMYmMP9MS?-ehmXLSc}Pq<+jW|EOb0r)Wp$x8lIA3TVjj zPVubbTa(6;SLy+6E3s)cZLm1V;En$2nO{TS+YK(%t+BK6CZh7Hz|uB8xNpU3jWr=1 z-1O>hgCG7R1{*Y-QOu0`zYy;<>$8>YX3ZI#mIQDQeD7rXWQOTh7O{hwSN*q4=q|aqx1j7uQ=11@+Q@F z;nbtCqk?@}>JSM{UiS9+IHQBie)proq!ZU|D_>Kg>j78P%!0J<` zNXpuY#FFTzQcS5b*5@vkdOnh%kHID+(8R4GcWhQ4{xxJr!;Qo_}z+{=~0R6MvY8MV~id{~<5P%kRC;AZL5s>#qf`bj6CZdj}c*2Tkc z5ti^3_I+zsGx_G6OxtQTI@p?fZJ)JmS$A}HO1qKYtxoh87QNkCwX_V5=5-)dVaPH) zF@E?BpzD}^J$hg?xpSIWd*Z>JVKeP>X>_z~N0v>=P!YPFYPKK#9{6~f0qQF_P8jDL zKYD^{ZPO&A%esf2VK-^I%365yhUrSk|8t_Vg-_zqwglZJ4zB zZ%iHb!)qR}KxgUqZ8q@lwPMqJM|nQYa^Tmd(dlLJ zRoBMYxr7KujaJ5vhYxiB`)EYJIyHXr=$V|rPJ@1h`PQ8JvJ?GK4CFFv&wp$Hh+M5$jx<)`hUtyY$68hFe-_GTnd&b7N$WEgd{9EtKRN1CEtq4M zP+I(|=~<Cc1TrKdyY}v&ZG?%hna@_&{M&946{CZ4Re2Qh+@+6udSqk|nW# zCAMh>nF7~&Vc#OQl|h`+wyxsx^V2}V;SBgnfsiLhy4R6eG8LTwL%;A0zn^1ZjQb7i ztJ;_6T&6rAe@B={)%SWj&iCWC>`jppE0%%YQL``Y4|x=GF=ZM$3ekt`mA`PVl!Uoy zWe%EF(2H%zYQ~xK+_yd%`OGDk+7-Y`1b`hc9KYzMJbeO3eCMl%7aDepV**o_k%w0& z`<=$W6a{{6W)&T7kY5tB2!Gz>f6cSvM-HjjytQla3!Yp+K4BV%%`G@?@CHIwd8@zD z61!$W+m2gic$Z8Ba~-A9?=H3 z1Vx=Y!qXOCvR*EM@aCZbRT%@uEQAOxh_4*dwFoLU3o#+EX#0a*RW0n~bm|(;9M=l< zYt_q^P#IUl&OBUYGvECi&6^s6FE^aWFKo0#th;olPT^yrr6*S-^_^b-i5U%%qcKgt zo+=SPq!@ZHC+eE%r6_23c``bsIaX#OAagf5;%VyNSu&T{ua4fywh=)rKWG2-hRjLG=B*EKDz_WAmpKJ=6K{)F>kJXv0^x83cj%+I-Y8AW5NoJiloEtnlkHE%c-xw5y@vypwxE77E5RMK zR7=q@y3{3{1NO4bq?_`&)b@{LbWLN9&o*CP^=Jszqu45KW1Mh-U%2}+e8+2|7YFF# z!b-T(nA~iASvGxscsN8A_}6Kx34flM=;&lx<3OS#{K@=dKj?!I^=e*ZuC}EDe7@f$xuX*8-rH1X85V(V_xmq$fJm^T@&aTsEK^*h%1gS zs_At)dc-$crI{iR$e1&t;wv1J!UsQhOD#O!JO_QbZhS|loU)CLh1h|c(0F5FIsZab zQ0sArrc}Ntm=Jip{R7;6udaxW0dO*aU_8)%atzIbt-6H6l`|!SPJO#uz(G&Xh)f z<2mKPB<$4j)A#z1ZbID#KhKg3cL->tJ&c!HczL**21bccozJ{%v+qCg&hUX)U`!vJ z*z>38lV+}`7;q`*qNyJ;kDrcC^@d6vHETV}&v^|%2y(Z1Ag zTk+~+1iEp`jDIi{mckjG4;o`*p4fxlB!H}6NQ=l(U8N?O7YFh3ZHfOGP4%*6-;;l@ zU%Q;E@4yHrv>690N5sk5T?dfWe}PN=qFTec^1ug@+gJUgCQjKlY9yKZ`q)N4spw+ z5j4!>le>(*f4L~Gh^$ol9+!TM0aje$tp%lPQr^-_st0~ob{aGFARaiFKm5S^x)7O` z@ZTK``@Cq-NU1NCy7cDYKMA4`LIotm1yXx2=ht%9#es5USs%pcZ}GuV_9XL*(etf= zTx3`^xbxKG$c{%@h5kiq{S8QOG+o1GyOcEwlNm#BYoSeF^rlX_u=*!4J1QLS_x{zH zgM`RGR%|b8{tpZu)*%@Zs4Mf=@&BOOUyxCO7uEUSWYy7kqyagEYZyUQQH2M+qFctn z+V~SFyQEodS!c8IaHSv|OvvsbW=lj_~E)*A`0stwih8<(n4NcAIfN}QN$)%2- z$hoh29DiJ|DPj$Y$nK^f^LAqm@@Tq$8i-p0vZD)K7BTD@ps3RN&Z9CuZWqgoP88uOnyMQBD zhc;8e#xXx`CD;*yUdR6lkYUa?rQVX**Cslu87Xsv*-Q4f0>as-S6EQ&D>_Kdn=l%k*ai~m-SSKelW@!0Xf~!dSu3IS zX-JXc?H&-Z>w4DcA>5RoxOn|O=sDSyj?hwtXr;+mDtX!JKb2?RKG2w4?NR&B(ddAO zuZ1CHPV>~@;TDs}Y)u6{OeVS0L58u&4A!=EXWSc6o<4=@E7(ocw|H)(Y_{D7wBgg% zf9{dip)=9xvmLSq5*+zWsd`G-8wkGrV4p|Y$Yz^3iY$EHY1fvB(7c+M+Fl7$;Jc8< zKN`-Wd#Hb^zs9w=eeY*^{cAw9O|V(CUb`qFIj0YB;ev%%#69Z}yQP?$XxZg1bW8o= zws}jHRek%oh1L~VesX-5ZDwGsd6oU^)r}bY*KH)-?fT*q6sd^w3|dUIUn!JQ-@;%y9_mU~5$9h`m?9SBJnE(3I10jgv>*14wjpO4LiuQ{32X6~bpxA7$f zP{o(Kavv~8;e1=3yXDUPSUrPz_>!@p56lavDgEUY^m|eZ->3PHuzWv2A8*h=$(;k0 zbho?GwZG)V`k{mc&|ZSehq-$Xx-bMCe_EOcI_?4W{%|j@HS{+ubmlaz-MpaRkoC=v z%dV5VUzkLuqzmx&QQ;S?&9=t&{mw4@{DjVr+wM4-vMgKh#bB!H^(AydVdgfDQJ`Ob z43zXx#NnMa3UfDG-wg8CZeC=jV8{kS=d=VGOnNe#LS4+AQk6Ff`OIy&bXYtLF-=>CzK|+ zT9fc^PN|t>`DPVPkk6f&P0+Ofe@jku!Mof3=SbVmL92i+ih|u^jK#SL4MP98fSW(l*&RIaJ$5ZgU&ND7Nq+Ob@##LLdN#Es z*Ol{`?`DW}UtU5AJRRNi-Ij$%pbytqG;G7sSa{9;85C15kme83AV%!cW!fxL5{T1% z7S8CCK=@hh41vfl{pc#teJ<@1YN6Sbp&J7>``yU~qS6ht9i;yikyuJYHpqRl^wYmT z3cj*Rua?4Wh-Z}RMl(Gg)_c%Cg_YEi(_@CDYsOX>I@IuvwMlPHbrC8F56$OXRv*iw zlVapw`#-BL1=i_6TeVk>9p`kK4aQg=s$$_xm=;UMV(VK293++w)VF&6;Kr0)II-O5 zs{cA$`scTxr-ju(M?<&l>H*rWcG)g(vh(7s zqhl9{>aMLz&tV_DG5GyE)eWw6BHi_AtD(ohSq68VE&H1_qYLa!3fJ3uh7sAnnp&mw zhW?U6?&l2no(WYS**DqI6C&4j3c?rS67|dx7S%0(AKCPfTc*<1%Y?I*rZBT-yOQQ| z%eas#_>i)&hKNqJgkx<2mk0J3lA}IIt@IK-c5GSX*ZrKB`RaAvnCr)Ldm6GA{HF6% zTf$e)5!m|mz8+})gLv@EGl69*|nN1dZ#SOBDb1gcmwM+%s>5s6F z=3Y0FD!CJ$Svea1@&=M%W=?vsxm^D6PbX)pOn{h($W9n^irFlCbA?Cw2})#4duLoZ zL@oR05T`=03T8BAHR+knjYMl~!Vh;pJm1NtPw5&Czj<*5_kUicF@Jv^!h(=ocEjO# zWYo?`tOgbEAE}NC-v`8;IoaA0iVMrS>h}mvA>7M;s6LUDnVlkT(9_B(BeJb&?RlU1)KW6~+z2sEzb=hbaG z8#s6S^`xR&>Yi2b_yw|=Icjru6rryK&=I|@%49XndECm|@=XjOwaU~b%T~4uuQVC~ zadhno3dm&T}k+)<((JT!UN`4gbvs|^}J;K4tM9F>00XS`_4xnoLtA7m#6y79gi5gX|> zH|Bbb2`?2pZ@C+g3jVY0GWLzHE|0DyA{ZK=!a2#A;w_{}cjS3v=O?Q|cHsGEx`lS0 z%AK5dRhso@KV9vdRq!5b+cD+d8rxO;7)P9hY}>1L$S&7>k(yB5+46`FdF^k7VT|r! zstBI!vM3c1g-JsOlYuofdY?kAOeqAEICx%Pwf+QQXn2YNH;BO0e?ErSVu|&@N2A}y zjXrMg%f>Dnj3nIDsSSIJXkO=I!R&hxm{k8*J4a@)m-Rtbx2M9AO!;4v^3EtjC-@5B zu)~=+V_6BYbIDokGs%kRgt_1mr1Oa>?=y!1re^a|rU{?yT(Vu)IdR@{%OyS!-<8Yr zq8rP`^0N)$`KGc|)KQfj@xNCIpJ^H|c~z~cF*Rk?Zca!$o_gpv7eu~mz4I9i8zfTO zr4kF_G9kkc&M>aB(Bs5SqLsiNth#|NjPAsq0_S6SlUgk&?4t|RI{Iiht9%CWXYI6~ zj|MLW5}{LCrAhTunNB6d3r2+JqIo;Z4ch0kAE{TcrQlwfkeGlk=cN{WWJP7a3A!~4 zGO>5;m}0rSOfPr=&3OIX+`t?Bq<%V`>J&2Ea$J(Zxd#yjMt!<`6`=PJOopW2G+z7E zDe^QhPkHeN5bvQRT{L|L3LYeM@_UI})HZP>hE;U6hA^^>6yQ=nrj8+iOFc~I(?eyc zRuzeW&*$^c--wqN1Bk7jY1jOlC6>gj?GEphjV_3(KK~jJD)(bnK+_z(+1ikTQy&aD zF%sTo?b580vQ$A=<)3i-?I$`W=NmrdDdgPBcg|cvOMT(q_z618%;Rvu{j07#X@&D= zege%rfod6}s*E{>BB_aIuBhZHXtE?WfgyeOosKJP7;E#5Nu1QDy2ZBZW6A?*@ZT1i ztL);H&2-T+Y3(Y$eJnkZOo{H4<64_@p1gYmavb>wO7Gj0Ir{9z=6TI_UPgFy69G)w z6}7eY0JwmEy~xbmkbGz1DXie7KVLQDz8oC#;wbp<*`}?cXUnd3@-Q>;D?(l)(FOD& zCQ6dT=Bd3kUg7({TJoF|_ikNSuwl$8X&rfT9L{@<=nR2)=1-cg5N{1Vr$sq!)1nfW z$~U}pAWY5(_LSfdGe_k$C4f{EXhC#yq3_PrRu;hv_mV+d2Ot!6KpTL$b@iD;uElnx zr&}sMXco9|nYcm|R6-52oppP($2uC`9I+cPw3fV^v9LqzuKxm^Dn_usXs6;fX%xPRNaWDb@GW(&|r9C`O<%#C6lH^RRh5jNgo-e21hSAa!8}NnE zqi~L2LJB>-;6;6ldU&EN<GfxDw~_e&SRUke4gM+_7p(WMZh@WbTv5vA?mT zzJz7<{w+nv&BhH9LLB>pef8Az$c;G?o@&8UaJb20#xn2pKfke5Veq9TVqM^>r2qi` z1iP3t=wahCso%|Uh^|PX4J3F@a)~YwCK#1Jz}M};XBfJ{d?n(m(S}(kOr1o(#Rt`F zrR9hM>cB`Jbhd7wlS}I^*dH$ zmA5>%HQ!b2p8NaQVv~mc5Z2q1l=Koqhqfi|27frC{80uQy+lbjF(+6Ojuz5h3c&eE zrcfL}cn;%U`c`IWHoJblRvYO3*czr?z?&MTccc$^_CYuY3cQLLX8k4cnHB}>u4+}B zDDirA&!^WLUFQ2|Nk(Zs<=(Ina+V*v_=6O7FfCDdl#!i-rnzgV32M1z|E4IIZ~e`) zB0wG^XtSbG?|*M8x#W15~72r6pOGpJ)*gpA^yy-o%{ z3mG26A-ikkRG zp`;B1t8nkcC_eRF-Nya1Fl-{I`z{C;QZ5$QQsUtWU43GcDBZo0!65Eq2DTZ=NAJOM z$xCa_)cAf(a4H2+k;Sv~1hepV{9S=99aYy+HFRUW*&agn$QZ*X0^_0cQDPPGWPP+N z5mR?!%i*fjpcypWw+;=KJ<`*Dv1R5D$JG#lO|6oh2;W#A{ur0v*1YSg`oGRAvYd9c zjhQzp392YEJTOHswIh>+mT6TZffEs4^ZCIQMGshu$-8IN=BkA?o7Ng7o|l1xLYxy7 zKlA04jFfX6Cl~+nFKDx1pYfXbF)4K6L+8@|k!TT^@D102!=%t~JoM)dFHO-#SFdm7 zAv>nC-o&ue15Uh3|DQ>Hoo(ntFJ1p6z@?{n{w70-v?6e|Uq+fs842chQk)An*laGY zWb}U!2kcPk=$1L<-Op63&T@JebA^W=*4?B|@?|iw?bZPYU&AX*(hI z-4D`Nt2qhRBWPqRLH|5!5)AdvlMk862EKdyZ#pc`X@@e_hCN4R>#VWj_vhRqhJDyg zo^C|T6X%K@-rNPob_E5nBx4UrwpDdu+jhp?$I36xf{M^K`izS}jV<~i_@r5ZMLR2s zsAc^_qe1#C3tPXHsEUu~qb}LC{BHKx#w0CYq>2|!9=PoQ!gKC|VCvj|`?O&n{_aHQ z%YuYyxh~X_*YvhYUz*Sal?g?KvbWFUhsl)TU7mfhHNBnG#EQbgjePnhyP<^b;sUo4 zpAGiFZ)Xi;d8E0Yv_z-vsp-7&JX?|lQq5tl%imlAnHpN+csHVebq0OPtG}!UC?n_U z*k(_yS~-MUK4Q`XbaJ);g8@_2I&7A`=J`2Eve>3N&fOM(wkMM_l}--pX?T3=Sy zd+>=o6UM>FT2f-Rwi1&Y$Flq1fx8FVKZ#ZdXQ;)l!xB9mOsoOaE_ymJs>gIVf2bRxFiOa)&iEwBgQ z*Ij(!O|JB|WHBig-29XZjag^;Gt8ww@XxhqWb#0#LU$!H5aGsnd&&I6q`C3?SZs%# z_q00OgV025kG*;9)om-p7G%vv6sDS^W{~9ZhOHf9EG*1hI?-xD!f{ipPrHk?qb~Wn zKSC2@n7t03i7ZqKB`K1Z#0eSz4i!LKK8vxt2Ep;0NRS@x7AorCgk;JV5cs;t5Ee9w zy-(W|4=7>+4Ubed>wRybr_%7uo5=%hmQ7)~YDZ9SOXA#^Umt&N`skp{d4|Kzy^6IY zGSm{nkJ}1RjRdMoY3GR_!w$$803lcSfpU+3O%7QaAmOoj0AUyWX*C zD1o$^^zErBl9Kpprn%Ai$G%>7NhX+ATTg@YX}wz z5ZrJ}M{AH1)`D0$x?BWph;pKJt!8GDYGHaLl+}u7Gzq2Sh5&JbDH2 z;rUk0>apmpi+M5C;L~5h3GsfJR$_5svAygM(RJ30b{8S zc+|9DKwSlqLn-ox+bVe8{!`nalj#EdA70K0nj+TdU6lP?(#+z+MpPYK<%*I^?uYng z$KUWv)9`TUEl!pXBE(>Ks2bcPxw;c#VaaDyA zz8llm&bJj4kPUaH)d58k=qa?c9X|g@i?$ac#f^)ljiO_1k*U745X|P&A!m+?adAYS zeoX)oU1ZZFtp%|QH|;k(OErQu0{jcTvr_(6_5|KHEm95>%-!6M_)VE7gZC)WE*%s4 zfI2Afxv@(>*^2R@v=FWVlrYU6Px1LtQKKCO$ z+UgSc?S!4EbtIp4as-0ad$W~qSxxk3iY@(>y!#C-+@hcPmQsu!Z zR8=tBV}976tl@)&6YhR`tZA)w8Q;4C!cOR^E$kqF-!vgrPfS)~4deFM+0yQ}ZkMB% z8U9XiffqCSqsl+7zjD*KbcFZM`AO8C!aq6k=@BXvR>)#AjTlz&u~9(FHo~zaa+aUh zjIove4J12swFlg&RvszXQ(Mw^UPK=6d2l*P2HO;S;`srVMU552L4SjYXw@uIGrG7 zXRq#@Z`Z!F>OU1aCYUm7K?5;v=5zm=)lRqb#;VRVN;_Q7oDN1^b~0pqEpmJLVAkXcSl@@1miZMOL| zUN&Mjhj6-l%0WCC)%eu#hPwuAhHswkjP^iZw0fZr!z>%Qn_hsAQ$|D@p2wZyRQfcc zk9l=obv%#gv=QDRl7B3X4Jy@`>|nQ>>c&Itw@V-g7-jY^C>Qh@u|@Q!g(6%h(FbN1 zpNx#XHcF79Tjo;0g!@V{cZ5J!et!>wH5Ktdo9P(w6|!luvKIh%mh@PJ zI-&2s_?tJon#kEBDWH)DX=!38Hk|^iknO~}uqNBh+bz1lXq0Xn67p_sK{J^q1gzvV~_8Uw2?J*!9Sc0W#^} zus}BO>B9&P`5&%`QNTsixX0aly zd8r6B)pL*5Uz-ob8pigU^s}yrJ(^$|gugL4xlx#^Q5o|dM^pgj<-53Wc>L7#P50WK zZFJw}M$mgL$NJ;&(_)aWOZfd2Yhy=?qJmnv(dA?wImkRmv5+2&j>-YncLQBr2 z`PL5fE);_0d_P4{UOn6p|Ff2DZEvjgE)`cjulx>EEUeOhp=K!u!mzE7oZsmnS%pf^ zek&!XIaNdx<7mPuym0d+gK7`C!tnx>YUTZk2pOrJ>d@(ejrvL6fzQO9=Uo2i_4?~^ zgX!_A)G@+CUt{Zt-3%vc8r)e;mCB#$5tXE&I1h| z`$s^hPtEsDu#Z^XJUc;nj;-C=E z{-nck?H1a&4QkWSj&$%EU0y*}H0+#T1ptwWd+9iiWegbOqS!q=I6U>VB+G-{1ZX1) z+%7Wp%9p^^OXu+<9oy2`bHf@Y?k&NWj=5HhXjO`5=lP1ZYND-o?3GQ%nVOlq)5#vU zws->$CZp(U{!gs@qNzo%`GAd2UG5`>55Djm`X<4ff)_9e(qrWH>Qio-;=_rTA1q1L z;!XTsSVY_XRT0#R7Ascumm+Kt`ZP&oJI#jk($n6K4I zxSxTo5hAPLFZV2)or^i{?A_B*d5#}spFWT@src1@1!@+Rl;WM~)2RGr?aA#%qUtaY zxfmU2QnPGSfx5&t;HKA)LdY7~^=#{4(f!!K>XIFLp({fgOUN%%t76!PSJ!D!gZ^>U~@n9gb3*_9ec(WtS928r0o> zz=V_ANqFX#@tZ8wLcInSsBcR&nZF%cu;_`}cvs92{KPN&t(TA=^v$Qy%WlU$SAI~w zH2Aud6G_fKj3aML?w^22!L;ih6Hk7P^gxt;9F>Sjtwa97DrN*dxGsy!U4y3~K4jwj z{F@jeTdV6eFPW{WCisuH%W>0GwZCR_I%2jwInH3u!t;89bcCwZq-G_2#E1N(NeT)D zyDp+Uu9<`*o0a2R=cGj(7Kent`N8H~E!ODRnd-H`D`vxp?Ms_H;l%^~Ly~oX!{b)K zj9fcE;8|9YMt85zK1t$*-la<8J6*dOpx^3eTRH#>CrX@2vDj_gg|_Mhk;}8uqrg}j zWE0YXXXcunNJx+en{!ADZpq;uHhkz2I9^lWwn4k<@f4usW=FhZcUdAft48QyiVz_l z3+?SqUQ}inJjEaiAQYUbn`7ckRu#>r1y~f}8U*nn?4xFtx^Y%pgrrgqUWe#UVxE0y>jo&1g!u(n)>rFGW8tJvj@8xY_+x1%qAa%Fm4S zYAY`5Tk;UGOwerK;_6%ZukKJ0YjpbNrJ3c!b2m`RPj{XBpt+An2PhZ)3E*L4RzTBm zXj7au-?h>y5j8jeH7Uc3jFiYihKpm-DB$fhe8JKm-Z*{l`b?U z+F^~KXA%^7`4@z$3%&sM;VVUbfk7SvugTU?ssM; z(75*^xzA)FBs8t}f}^z$c)Gnue7yUev@(n3(W!ukX;qM%ymmu)CJp%E8%D2qjJlNQ z@EcJ<;;UXN_W+T{l1>Yh(M|H)+gF-8h@b3IhDT0Gr@SfX0?!{QbHhw^nF130;F zec3B~Ka8>VBAFp!Td2wt^7#^>o1rl-zxR^el1lBHWVsX8K0 zJ7^k6p56PD>uqP716sTq`>Vlf?8tk#t(#cM?R~+#|7CDt%EsbLD=X{N6G##IC!!N} z?JK-Rf9G9YvMRSBx$DrycO!?ug{W$grPJRJCgPV}DFe~*q=BlRS`O0^_N@mB*Fta~ z&ve)WxHh+)yC0iJ9IM+KFE+Vqo^mJ+wDh6K6wAR4IY;im>js=VVfa9JZ|O*8cHwh< zKA*CeeuW=uv}bmMgXr3G&MEfS|*uHUUs zlS%YBRB$&~w7d+R!))t{Kb+HjmFVpDMRH2KeTMF(VtK~n?OFCapWCgVm3d?F2*DEj zesj?oKnFPh{@s~h)@a!BvN=VdcJTbJ1!^y$Y=OqZb#qJ&WTOHS#@xjHCftpEAr~sW zI>-4n(Nj2tv#G0<5`UMxL_j+}IylD;5#cL-7gj=0|6>2kQD2|3{WbYguohs75_Di=W4nsiwZXf(;N4*8 z0Jqb?237z;fgmstq-3d}0)r^Rl)yI?KrjV`OC4v3|4)GPb@g%&`_BT?+y?PefzbbU o@N;#CS-AxSdinaWnd;~PLGln84ts9Z(>$A@E>fpT%Q@zM0QYNl`~Uy| diff --git a/w5/perceptron.png b/w5/perceptron.png deleted file mode 100644 index 287b387e0302a266dc61b44e598ce85bdd702bca..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 121613 zcmc$_gncXxNkAQF;FcXvy7mo(Bav@k=*07LVQ59sgx z{(<*B*Tn^M&g`|<+WTJjihcO1ASa21PJ#{x2Z#0XgSa9b9O^h69OB&*B-owHIhg`D zIJB1*VqyvwMn-UO?hA2oW(qMHg#CvQf$cz%XQIIhV&55Q0kKatU;Qd66al9xNLYt7 zATWi7a7sM=B+{wEP^BvVqw>`&!*|>R)S0EEYPk5Zgr{i}9xL-W*BOn_n=N6p13_pi z4k6rU9`$D}HS~0O7%gdgiT>|8WsU;6E-VS37RC~u(1mY+%aY7n06}qOM4q7<+LAzXH)H%uaY-*M|3>#(c#D# zu28Y>{qMaFtCV>@pUxEySm(<-DtoFXzKBk$1ENtR44vY=ltyw>92oDbkc zu8!U0ZHg*lz2W!{jyRB#Rs^O_f>4k|;GJI};`uX9Kp4{cv6b! z{S@(;Kb*0@b|n@bfVvWO4^<_TfD=GBjxHAnFY<)0gXsmrVW$An zJM|FEi5J8l&=iB6U(keLX^3HeBmIqq{4Ps@GZx82q;cG}@CjpJaVB3O+7&V%s*b;{ zXuvp)Ic9RuU64@c6PeH3l?bKqyWQ4_h|OJXN18k&a)C~(-tOG6>ALAxu`kfQNhyK? zkC@yE;Gf_cyci5&?Rwu3g8D36oC?91LopV)^TMjc zd2?V>-hYV@sjv5fJjzGKAfI_s!pO*vsBFb!`@qD z`A-G*uXbPY#ySoX50Vdt^XO`er7}^_wQ00y-lSfHT$Ccob}4j;QGd!-&(>Ja@4>^D zp3dY`peekZqM0h0av%{^%5$*rUU1b!+$XX59GO)O7Vso%4e^Z@5+VGkNE<(H!i~~QOn%z8QCfh|dF%0#E|z zgOtSxy9K&!yW1mbA}-!fzlW+ttMQcstE#LvNsY)iK5U5f;mDfP9nkU1dddi;BqyQE zXvr3gObv^USPs9RbFQOrPW0&}v#~X6>%D2Yl*CX9a}Jv%@YC4Q?9<}Xk}EST3)P;k zv;<1^G7cAyN|}$;VAl#+v($X5L#r;T_pmLoBsEwx=l?me-s2!=ue(S*hqkw{ztunh zlm!l*hqT7{WZeP~r#r{82G^2uLXB#S!g2MbVLA3$FW634o86E<#yPe-$-t<@d4=^9We3$3y@mWGDIVz* zemK@SjxA=o&PJu_ee&0*G2cFaL$%Vds-9ierf+67SPDFgJu}!H`;sk&D4HTh*d@@l z({0-AvG#V2S}4H}aL?GqmCbC(_lvQL)A7w9V=<>C;{v0n-l=oAtc=I73^R8f4 z?B{aenzjkz3bs3#&u*gi8|qOlDC@7st?RYBW*K`?!FjlJ4%lD1M8DL6^tl{OGxE29p`KFJO=^gS-i!161<@NjUOI`Drs87=1Z z+AI28V9u%<>Ru#nA-8=Y1oa^|8LsN8a=V^AY}c^W*7X9|zt{j&c9mt9D3&?OZ;GnO zOxxG$xM)RqkCZ1j2H>IwW6x7qmZ=o76yG}YoF8@b6*NV9MqHiHB+?{F>T+IipOTwU z+E~WgFk9YuGjAszH9(J->8kVdO)s~i2^wf~Os>QSzBbeE%e&U@)XmhgFNDhZD-jpy z-aWe-3YaV}@EWZgt4UW8)|!;FV%r1oaXE+Z8Sw?`yweE)X^);cYq{3n7ejY{Kn6i2 zY#(%AHGXJF^m8~?9L<{_Vn{G67uO>`)L4Q1wp^XQZq;o?oYk&aYB+GewWKUK{DoCQ z3bNA#3b=*<AjX_al8{?#@?ae61*7lY<+KTnl!~FP9EFRRRcut%J&e)$MM#LWg(z zYt!8UI5!jmWN5^=LgDT_XRp>KQu>pkKpEEL5>W&~_Ho&LkHoF`i$t4X_Q;$I+$ahv$#V^UJOHG;VG7l*Fn*IFS9MZZsg8khA%A z>-!x-rWE+-`!J#^Tl$AhT z#l%K^ONCc>=mV1m_fhCGi~H&b&Wdo(jB9z=NGKzxIgT<$D#heaV@?S zCrL6^N=LU%kVPr_bZh)g#n5SeSh|i|m|;QSL4zuvFA(J&2h3Zd&J3A)TZHb0-t?oa(vWoNKTN#)CU<=7w#R^WtD7R;{JCrEQ%8NUPHo=*JW=;)5v2J56!JLC!cxHScYqfZ;&-SOo&eQL}_ylVU>sxHr=5*Z?E zt&iYin5-108ugBuArRo3j?nbDBsTj*2Pg-<+A$TXea**3fA4>oDDG@6{Q+){tSG`) zVb}haqMi?6ebg`36VmJ@>`g%Ud-tv}hhC2%GweYcp2?993%}PIKDM4v6f9yYb zxV*`Fz-!QuJKxGN&;h=Lxcr|uJjI5TI9rj7zDs11lMi&q@&5*WDjc(i!b4?mdJd3D z9PQdR_W_5ZxzTb#i+M5eQQV74r4=J$x%1;$WhkdDlOIN)i;zc%qJdxex@=t13FSHZ z2U&MPS~jj_`S=}>?T#>>6ZfY8Wx1<1B1_%`+fyED-9NYSMRDR~G1N4Q!Umu51QHS% ziQRNAYD=17oIlF@xby7p7~u*P*%NW;>zb^^CMnRaUj6R5o8v35g?rl#$v&rqvt8jk zPB|02=R|#trFv1d95;VW)d1D*&NRv z;$Afg4B%lLagRqb>grdR88!Yyfa;vHwF8!WKA(1{_Klt=uAuwYx~Eed zTZBsN-dpoUO;F3PQ0+i?!ZbwmiX|h87!!^$62!gRcrz>3UWbADK^`yK2@vP?ac^8m zH%#BMoVcy3x1ExF_loziu-aIno@^72DLTIuJ*c&F8-$cSpymS_$=Z@|`WX45K)I!W zN?l{6!@??;Z@3n$%hY_=32ic3DBPgj zRUh6-Rv*z5lXYQYOe^uc*xElm!TizD`jh%D{ z>E8BT&3unTZ__VH2xRNR6!j=&F?MlnP2N)TUhaus zUx5yU(RRwM>A4ZY6(5QMlWB;lt;mZ0t@sLkg}9zu+g6pl%*YV~rx|7|Lk0O?wP)|u z^F|zjBCcSdKf;-IhqZzL8i%=%f1K-e*2%Vkv~nocvLOf3 zJv`jOw5Pd1@w|xK7tyT(dsDd>B3v=Lo)A;>Wb&7lw(E=8tTz{W{!WwHS>C8ZsJs8m z3Ye@|^#OOj@Qd%I(<3>gYBeWW|}z$T*KWVME`GP>4r+Mcr~=r4~2MGBnx$shYcM1GA3N^!4gTj$}z z`ijiVX`J(>qxsRRiumJy*otTLULrp!C4{JoSDS1DI|SUA6Sl0tngUh^^IxZ~VIqPp zy}`QAE!Ke-6+Wih)h{q)E}c)>u{Wi2qy{KaR^ zoIGfSb)*Z;8C`j%rT#rWi){h^Cy`*QB$HcaSF32@xzC<%Z!75@4Emb)+^)&M18p`Y zxq@ocNL`%9DiXb=$FW}UY!tp*dGkH%@f~?KRnF27!eNgGMk|ijr}6;=PpdY!gcFIB z?p=35`IN`#NR9R)P4@=e7A%z1eS$l&c!Ca9pxK$ExY-tZiikg-dt&qfDRQMfRLk`CRw#|_oaKWy#GW92pHJA0agSu!%;QlK6Ng;B_u z&k0_+L0!a#AjZ)TOO9^^bL`Ztv!;cMa|u&KBt|Ij4|dZUtMQYXHzURebWoNyFBMGx92*K#e1O z`ICQ};9>RWS}x^{#LAWLRAgihcCF76JmGy%GZ^X}5U<{|Mv{(~yoo)VS)mTQd-Pv4 z#+2@hxvpJ0ItP|CL&k9FEO^u-&I||9i;*Mqk;astH{ChTS@~Y{LgFs2Yv^I?W}k%e z?*-kzYjBN7&PDJoZ|vb)SWI}s(Kjcc{jwGqDP0T$Eyd5wI{Nn>=W{xPsA3k*bx2vA zSIkxhoSfaR%ZZQhI(mmI?|f@EpFW~no#9|(cSB<*XpWQ_ufFDm_H5JDUdNrlfcmmg z#*x>W@1O%2<(mlk#!xYqt;3Od%uTGw)32aNl+#VpyG?1^4SPP#O5q^i@Jt+h;9-dq zE1MQH@0zD&as*@(c6MuFx5Bk4bq#$2wK965k{SNk+E z*VkRf0_->t@)K}IWd@bL7Are7OP#Bkwsm2A9*J? zQM*&&eAe=D#TjH>+~fFL2SE?|i02}4{$^a>@FkHDNc2lZJ{8h@`-l%(5K(^hS7L2k z-wlC4H87<@^CK&S;Ds>(T_+NbUs^2FOCHln2Bp|Nf7s9O&+Mu1qq}+J&JQx{w^Yh= z<5j~SspR8=KcV`d$j*HGP&GHAd#X;2=A#NyswAjKWVa2m)q8&OC$G~6#w{PD;WBuP zG{(7Ie#uIemMz16y!rp&*LUv^d1P^2Is{oAcZ}~(6Y4Q27->cowgXB2{K7{Fmcr7$ zE9IG#nml++ylC@;3LJ!Qfd{tOSuJ*Y44j)+_I@7CUOYh2a=*frn3RSww?eP^2$_{E zQRj^yfW=u(n1tnh7N3(&hXQmSh{~I~h_H3!t7!p!*tqY}Rit)RUAqL37jJ#8rHt6_ z(4h(ST7x-LXXK1&OqcZfg(j&KM7wMTjvWe2JW+%2@VDM{DA=`6-#1| zd4`nPvRTY**@lB9D$*&%FeXgUV#kXe*oWOj!q-#pN3#?~MB1b0;bCEVy#wI;ah1&0 zu%ctrFR|BOjJ)uloWTQJcpslEgsZ*=cpu*m1zrb)D-~Lj@q|~8$@~Xc+DaCG%+LKv z@CB#a*7H90nS$%I#X|h2yJKrZ9a&dMZHK;m8K{_N^z7BrDbxVcDi4(cnC%EJnpb z*j2TA$`gF8NNazoH7;mhXt^NxV0kXAu3-#9?y>%huTFqaD!L{)d{vRW;O>s%SG>O{ z`y|3fZsQRvS?UF#c~vm|xU1;kyd3$4kBz}+rjNA`Uht^*>ie;`EkytdusK_1#rnHq zOP5E;PwaLu4cFV!jiGXS(fuo@_IAdDNgLBk_S=ay$^YHu6V26lJ@!Jd(#PSG$V2$V z{r3m%-!kyuAK#-@6C%mFHGsW7r%uh+4KYl-{uDI~o9d;1OCl3ZBkV1N1Jl>t#J$|% zCeI)mLh#OJLnEJu&ZNGW?rY5#2YL%3JdDL-!^Y>sIv`4>=R%bci zbiRV1LDqu~FNe|Gsx@#6#@^m^DA;D>><=){cpUaMw-_yvrhY=lnfqJ*eQ(<9PxBr# z%t&mFPm(caUO8f@IC;kHL_X`aR7(KXtJc5ClQ{l*)BS8EQz*cIAa(JZrZq&*pWNI; zN80jR_6WlRfBh^(PishX5bE?qQ-YN|KD=p0VC&;qJ(Gnh!U6|0oMU#sql&;Qumj7w zADM*GuiCE1Xil8>O#*p$aM4dpLg+lSX5FwY3VmuZD@w8_wu&2JpbEq82Z$mz!gnWSj&F|Qu_PK#j1u8bQF9W%V zgvZPqNoGI1hc29~_i(D|RZd?#;^}3AT#FH|XIU?BHnj4pn$yyOj7Foc&)!{kjJj>h zaUojbimRP1-EeXslY;&jmImOL;|lfXb0jTVNVu{K;J$b;UQxysQ6H3^d6d0Wsj6DEDCu{!xybYa6WxEx*X}N z-~0iIAQ)xKr`-&-ApTYO-b~lPL40V3G;suD>Q~Oe!)#SPD5vj%!^UC#TFV&sDJ65? zrFy-&`6I5#OsIU`^~5F|qmhUHIDY%+%Sc#Yeh8iuHT8-6fgxLQ+<2AoWO(&O_*-0? z(x@%H0z(B4%+YWZOk9!&FdmuO?Y=i z+rQQwNULGWlUgXYr_PXUi4qE2v?!KkdC<{BI8*I6voB`5M|!t-dDeRdRux{)6Gd_H zjPB<(YH5#_DApl*np~a8_js+WsB5$74G!TOnxXu7Euh9k^d2fYyR92x>s(vTf%S1x zj^;t|SEBJr-i*t&7cHq!9)Wix+$BG6Z^#`eeR%dUc=H7>Lq5&4c56sXX|_DF!grKY zOwTtgWd0z?o26&w+l)>^enFJ2dYvL9c$NY_E$pQmSdvu_TM7m+7oW zUK>R=JeB+Z*9_3`x>mFwo&k>Gu!wlW~( zUq=Y75Pi0CIIPraf8}koahnn^U}CL)s~;~@_Fqr!qsUS>yBk)8<}eoRNUGYZyYJbS z53<_t>(TbV-J_SOJHUe_VZDC&J>8Cl6=^LMTm2kt#zr=3lNw1HJY=Uf&Td z|G1hz{n>eo-tLZDL%kxt!rFzQ($czkG)^aZ|^gwSih9&|)_ z{VhGp;QY5(y;rbPVP=}h!`4f!{J1$-l1(3p``CoZa>3_~;{$gFVHcNh&5dv=D@rns zI(^Inlav#(N+FhZ_b)6c&&!ABnNJqPGln~j&AUVYoA`r;bajK~P*d{xN|{O`!MbR^ zr(1e~z3MYI7xEwvLJ}_aM1lpZhgoxL-mYt-oDd=M1P_;;YNg>W`+!_pVmQk(u79pS zA@Cfk3V9AWqj==259~X}pS;Rkq&;j(rZdtA+x+h6>0f@@1^HSY(OI<=uj^(;xFS6` zDuYflq>WTbjl-J>Ua)798LIizk8XSSjeHJAb?Xq8-h>$c=ZAHA`Cde?HV#0MjlJT9 z6UYx8i_w$NH4JPPVB%H#_Z`VUm219-TdH1x2eJAICaYn3y}10Odh=f)Vj}XJ?+82` z&fA`uCzdAnf_CQ`i3+}n?jG@Mp1&Kofq>XEJp?#$sz8=I?8 zFNiTw8nCh6*BhNFf8^D#l;cXX+@w{1M z*8eKkvfz%hDmZ&&sxMN}BetxyR@UM^bW(l&f_c!?w ziCzMHi?u@Zb_3@qOqesf6}TFdu9@T@4*v%aX^0DdLu5v;$0)rkCGhj4a{Y3qGJ|ln zzkGcLX;Asg6jIV5oWGV>8$xS5nNJXQQfgS7;BQ6qo0POH*R=kA>6t1cxyBaq6g($0 z>?vMFazg~B+GB?Gy(g|0R~O$Qr6EGogf)}0Cu;dut9;Nu?=K$I?zUvhq>%JX!T|4I z0=1ed%!~dS^tG4|r?L;DuvN-DnU)wP@vJO=qRr;%y_%vXw1#pMaobVHH=gpIuK{_r;SrLUL zAoF(r+2i{2!QW2q3uPYmnhVt*h_Pm7yP`cH0G7F?0d&9W%*{8E7s(d?|8D;_pk)>L^k*IR1FFTP zBkkQOK5@WkxrcVMz3vobZpqCVG(%C@|ugg zi$Vuo_!7BK%zWId(Ee6n{ z5?4F<77)uU zGi%hOp55U|4+#ZxR{ZKi%r@qqOu}gaUz(-@(tFdGPegZ?&ebLs13^TFOHSTKkgA`% zs>c{?jTt!WZwB#?ImMjO>;3N-y!y5w;G>&=mE8|;M+tM~fnIunx4xdmX_b(p*be`m zDkfwiAW0X>R!!aH*D6o1<;=DdJfzgv=jH52Bd_r9)JaO-By2HQ{YEGxlAt@lgd?7e zJ6CS?!Z0z4ld*T7QIU0&e?2g!^L2&mRiieU+ur}EL6jhZ1ITK_1n>Dm8u+a#G9^@i zF(C*q`8dICVoeJ>e6ix6_sXOS#%=4$koRGm=zo2~6T`dw3@f|s-{XL%SeMgbMZ!+T z#Om4Bx+ZzB@X~0^G=}rf#;y;WSQWl!n*yfCT#b1@NR{TntYaBuO>u4bj|tFAf9(-w zw!*s)V=wjM(FL|up4NZOs!{#x$iF8-aaz4br9GMkNClZbCY>7R*E2(Sy-HY0|1p7R z;~OB!mH5@mW5=mglNm4RH>qj$3;)YNVpYSBNa(bBNtNY)qxU&!ZFaV7-bvfN3g%|=U5J_hcu*~zD&7(+I&*ZeZSif#kY|8KtIt> zeiezb>{==^WVm&c9yPe(_y`KWToODDO&ybRJ8(*r3x4U1@R-L8=FR|ngToDxxTDi5 zs6_Y1)RqOoc|hsfm*|ZadqefhEfofEZ)*`BA#Mon;V(5Rlh~g<(Ye)-usvURI%WW$ z@KQDm%;3CcqqP9Mnk$%8Jl5+vwsnNw)SX0VH+CeVuO|XlF&Z0VgTHkydq2l+o@_|9L~9IRa!=V@*1qc()9#^M1GIhpd8+31*w2n0hA02U z8=9eUD6u5m7=DFT=WSs-X_>NXtJm`)IeO%$H-&G2klQ@Y$K<|8t;OM&BpJ=vS-c5- z`06L#_{X!x(6~pvT?Ur@R^jt>T1r!E;hu16rsQQC?F}T^vk`MP!%3!n=X3S|fGTp7 z({ETVe&SO)11}cnK7^F@v4`Wd)3&F}gK>{-bW#q{)|&4}wNBk8>GVgTW@LWqP#U$8 zv&ZA?k3E0`@l#C!J6u8fn~n=FXSOr0J|&A`6IgAK)_CPF#BP_IF;HKM39U}XnOo!r zK(V36FI4`~;KZ(V7ALo7o5ld(;8p+9&2!%pFB&5j%!DoerR}|*j*zAWwb#+N%r*VG z+TgC&1i{z90rAmnQ<-nVd}NTn-kYoLyo$f2#T^5B)sD4MWZrpR5E3F3EM0i;{A-wA zhzuWxz|D~-Hj~Y~D|%uAo~0AvWVcg#H}ye5n}qk@nug(>1wmO!qfVfWrRDI~UeuG1 z;>@}OBAPKOU08{EifPX;qiffsk)0Z2=p0z_zr5ED`XhA z_c{cbu~C=E2#(&WO%{sh`+f<86ye6Tm4PHZ71%SJmcO*!kg|iSJ-%%Hn=)0ga7f~Y zaH8wt{q?R-{Z8$A4Nert48m#rcKL5wKD@%t`W>>q!Vq@m--y>e9;B`H|F|=wm~5zj zt$*0*&_sR$P`L^Iv$Mc6gPann^Knc4gZGbaAGti zoES9NoC3cIMZP2W#cwU8#}wNXkyy>TX8!x|eab6`f`6k+ zoX>x=wuLsu2t`8O!!hQDx?I*w#`~x*SO|LhD__dUN0# z-KmeJn{yfT#H6++-cH;J@2x~2%E*?oLrZVg{dCEkFRSioaZ zB>$t~AAG4j7&4J)%_-_5Q39hLWP`c{&2Ckdx@j^Q-}HiKYK$n)H+im(g(e{ad>M-@ z>-=H+WnuPhTK0s`=ZWyguL&o;P9J=Snl_UUbOP@u(aO}e>3hW%zNJD@7vh7`%JV9l zKNN%cRr|n`JN?wd@si8g&vyaN^f@6QzLe^V&nCE&n%z%#ES(;!x;G`VlvfaZC6;d$ zXAuj?yN=9!V>RaYj6U;eQ-;aAOP7?8u1R2ryIhVgJmnCKS3a^b)MP$STe5YlSPTsH zzfGt=l=O=25BMJTEmRIsQ&;Y}dSp2%S?SC|NDV6W#0 zI9nS+klvOgt#^U>^7kr+6e`zz9pj~wBVv0J`e=gj`^aH4cB>O*jOK6#V7>~h8>jfx zLOHW|QRUTnVG2`kev*V%`6?FO;%WLq@R6#{B&u}`a*Ro_1q}2~sABFJhs>V*pL}YOj|Xfc ze71T{ki*yUDQeVLz8A+zvgoz8||0$1NMuT2ADY#pS2OnOLQ z0N)l$&@4ESf!G0(-Afz5QDQQ2pB)Y1=|bx)p)%zeB}S~qWZpH+CGOW5{sfEo6R;Vr zNjnN$-|KEJOJ+#eg)Mcy+1KWsy|OJW7={HDbR)NA=#D6*E;_s*UwJ}xgKj|bT6uin z3A&JMMO@I+Y2H{$8j3zW%iRN!eNospe-pBh%Wd0f#a_h7Afoe-MgYfYEI)@kvh zh+Z5Vyx=kK;ixe2#L&5)&I{reqyi45Kc49AdaC{>h*|iOAzw>~+5|4W_wz z-?s6_lD4NMZ#<^oJubLm0$n8oLLpewDK2iD0;?LZL6jApwIxNxf2y-=Ksryd6NeGa zf<=ayA788@IYcYh5i>*M(~fBJoZcwn*J_Uhu3{Tliw!od7_F^Ipx5Yinl8Lb!+(A5 zSD6W+#i@PfGhb+~Jas{Z%dgX|}2NR_pp1 zN%MbcBW!4prE^xbOPYBqh{6Ni>*U$J1W@umlA};h$|=dT^Ty3|Jb3TOthOOALRH-| z|4#_7ihy6T0NoJf&wKPTaBEBB|HoL!r_uG4en%xPE0YOQpH_Hr-HWx zF76lYb=5P2rVlhIve8f{o-8xTIIa6_*!SlVMO?uts zZIE43r!s3tQIv^adgb=*kT6$&b8inwc}Ig1dP34ZM|Nw{jlKDv-)km>FGEzie4Tgq z(95^-Ze~tB4Fj&0=X0}1jGm1J-J-{Zgy+1#b|b7wJ)aL~(}Wj{%xML;4svJmOMKPw zNI_n^29sW&3C)FL3xjr2cknIV4W#)8~8VJSJ7PZ=KCTq4w z)>Cir1E_v7XbVHWA?7-d<2oQqIT6{>3~!I4N;ReuUWy05CUuOEy~Wo0_05$W7nh+S z64U61OEqyZKo<-+0Dda8F1RCh-B}@<0I`Rd(khpDq1#-hO}B{cCnCJ#hNj<9dK|ol zZ8;uSCVxU6YW46aD{uH(VPV)rC%j`<4z^K*klJrV}csT81K2LX>4%yxLxqv_aqNpdouJKnNjsPd{&sVIK+tXWiP_ouY zF`BFLo*y%_-nP|+X=^MWLvKs40F-_g>CwKe%NFYdEXO4X|0Rr_$nnGt>PtM`dZmT^5SuK1l9 z0y#$;HfBIHWVI{!HAsC$a%X&)sA=-c29tEj#BZ?AM@0Fu2z|Dht@U;fa?uW3=vaLb zxANWk4Zj1OK%gzlMq>jKV>o}ved*jWMy(-hRjyMkKfQEIs3VMw>jX0koY0hjkRff` zK{Z%o)S=$7QOk%T)a~=hVrhMYk4Ad6I&VtfO(LL8BR*~A4*dyuZvMjR+Vt7VaVhuV zXwHG(2^)0c71agE`wzWGK;Yu^HY6F~dG5g5|J2>C|xueixjt z0}IHx&WN72o4jhT*>jE==W2!)Nk~e&`KvQdy&HdHZ3%83Q>w#xW}16-Ptitnoo-I zP%GhqKrMuEl8Yz#25_JA^!nLBEC1LahC!Sk$b1>c^_vd8?|m3DRu z4Sd~)1#aG?$&3m`n@ySCfUl2gFTztmje^YFFmi|JiQ{Jg+TwS;hmdMp0ltBMmi>bv zlCz{Vlj#iw>_`e7XQGX0i={rR1sS;Eg_;?lCGN29+hL=3_?w*7{7^S{mu|IyO=<;^6aB~a`Y{j!w ze@pr&aD7L@1k2@d)1Q27SbJ**=H^Y6k`S;f;OH-VQV@LTb#UF>`y~$ZlM@?kaeCm% z`5@n+iP!v7PGe%e@T~|@KY;s(E(e(4{Kge1+dAOReN~aX-x*3<)9HZVDXZmJKyfK- zqv;EOE1rRV_}__8sE!?*VTFN+zg)eAv)L;Q>Vur9HPIFB8T1kooW`h1zfIB(4wg1h z8?s-CW+Nf)cWNB4M(TDT*hG6vwQh@Woawmuy7GeV{i4Q1yI0V=8FJMg_}jIPyr%Kd z?NM!|spP&I1 zG)93(>H*8$1^mHwEjwOKeGGsHjY_jv*dsmtv0^nOj+L{3IP6g9g5> z3z0;($r{;oge{Yw5H<=GH^=uAfqa{%?&9)fVdpBn&&GdL&l??F+RzBAt4Fm4=th#N zucv=6XX^+v>?IwKGX6Xp%s^l4B zq5l1PqRvq&om$?DY1DfZ^KQ*7eT%G^aP_;`pIkRe^*e|9n&4J?_c8m5+NvOw)BoUtmi#F$2kl{~Me1tMK0bkEz}~>5whjQ`i&b4ml^HxYv~R`= zY8>fabE0SsthLrh8p#>0`h!_TYcApS+T=BKFl{blu=>m8UtCv)LiuVU$1mEfmbhlj z?DNLlnvWy-&$m<4>Af??l-ugNl-@!oWs)@~Ov^_)Z5LisQ?GAOVZflhpvFkvosba) z`Pv=l5tMhnq=2!0H@bm!C4Q48N|WEP!9QPcc+vuz-c@V>9JCPorAHV<#0A_?I@%46 z5sVQ!IS)f0lyZf_UO`4aeHQ!CEd4Y&^{3B^BOHu*7j%JiN#LN>-Ih$oppxl$~OuO!mRi4ph-pDjOapXSc=+w_In19@$`M4%K`^Pi$B z`7P~ZB#vr<=4KP%f~f^h7^STMbfy1zDBgICEILbLs2_~WciEmZLwit`tlEOpEEDLA(CMqts#Bi9N0xyB&Cn-hy9I}4hB=>WgtwuyD^ z%b3uIv`C>!;t|XBDI?#p5&25CMf$qX?&^q0-UFwj-PCN#-0OAU?LiR$I>eoU@8(E3 zOljwoTK{IcSi7&CpoX%>B-97lnvE?}kH~4QW8zn{j009&E#lWdMZig6*N?jMSy-J$ zy`1ajPvPRXKz=}zA&JBPX7Ki)L?El3d}Yy$O}te)aq!*2(m8)!{G??+q=g(NhdAo5ds=hHB;Ic9ViDE z_TMra^NLvy#sSBw%6>Z{8z{ISpi8+i#n)=y9?>vUUkw_!dR!djKtaV-acI!LpX~d6A4P&-qOIk8$-A!OR1)3 z`NHo~Ej$=SP+#97UYCq^z8^)U#wD^oO}Ds511VTa3)$JVOPVJwFA-~oK$SQRYTLnm z-nvouKRWv^<&;$f+?w3*uCDNUQtON%(8w$pA^Q-g+I)hdQGnPhynuI}gX_mL$;LK= z)9g68l2#oC+O`{HhW=0rIfH@*man;!-<9?;x#srUDSZleecKXzT$_7OF&aWR_AqCj zfbOo454sN#yCH((+1E;S%%H0lvo;A?Pe%$INVv-_PmEwTs|m>RCq7p>eYX{@Tbh7L z1|QCR{kkc1(I0n3$U?_%U+%v?fJ_x{n7jssL+$-rrdP3J{omA@54T#0AeY24j*G5> z{5wtsSm(0Z1e1Ot8T$|o56dz9hvq->=@+H2+a+5)O$ikmCFLf~;dIhSFt5z242gBE z%c;|nTYnCs=i8tkon;BFu2bAOOF#4|IMVTa9SS_lxoTlS7n8eOXP7AsA5tFPjLofqrN79h zJdx+35Jn2-K2=%R|EUO9Qm+eL*`HUIJ@ck)4bqCbZuU5c<*piU^Z!A%J$aAwx4rwd z`1xUFWG(aNTjWzkY_ME47e9n-s9UAaM*kT|k)slS_GyCV%8Ew#%8i=|g$ev~@Wx_l z_+z8>Lzm@yj_U5Z-A^h0Y6Sq9r?HZ+iJw z^9~!+Q`EcPF`y#Von3XSGJb7Vc(fkIf%OAbmAA${i{O&W7^|YaMLS-ML$+gnBjWDY ztobgfT$ULI8mXo;`SXqs4bhNSnV^X;Z8A8LrxC;J7OrRe95GwYIjCOaL5vRl9vDv6 z+E7IX#&mA8RG+)Fh{xAq#o+~|usk6q=|Qva9p|_rj*aQ&-BA>|#|jvnx9qNO&Hxy2 zFlzmCEy4|Xk}5dbkt8m|eitoBktld%8W%J=aVn@V$efDkV7X(a&= zECgt4Od08Rep2|x)=JSm)r8$9x8TjUO_|IBu9^p&yvjr^>0|I7T(B3{8?wj#s)VmC z;B|z&Yt2A?*mc;$#=J>qX(je}-etJEFR}3!^Hm_MYQJ0#16^{%0O6J@79bk2i+N{E zrZzd;ilLW2Dlnvdy@I_k{GfU?7~2RftSn_jN2`dw^A~AALwJoX?8hz0xmK-nqn%;a8Sgt@#{WY_W0roSJD=Ar7%1 z?&FdumI}Rnp`*W5j_7I)iGq-Q;fX^~G3>3~O+--TyVTn}sZ~B}B2ZrVphM6gHd%3# z&#tg?8qZ|0YGGC}3bsl>IKbf7`mn)~LXpE(rRi$2JXUIV5Leq&M=R`;XN4)`kga=5 z$h>gJU(5vcKptyDATAc)tkBY54Eerkr?=<{2fuymY_%Y#J2oj2whHYi8P^ja#t%B=5CB(hm_4&~wzuOo#de}7~U#!<<7 z3X0)_=`OXZ;Ic7nut_bL!6RnU%WKJr33S5{Qf`5K4DunYS++vLj-xOuOg^`HH%5=O zp*){TY{phf%%gl%QDP5@@pKq1C-xVcj&gF9jq(ygLnfOZ?BzXB#Ux{Fek#_>pD|V4 z`r5ou$|3TY`tsX*{vZxE7+fk+4VvYpo(+4^mal$HkK9IqAQ2){v@jiqoE_K5Ly;0t z2uy|``W*`L3);%)JhFQOfDVf@v_w_LvTaJ9vJHg%I8o^XEV5#&4hxRJTaOp|h3}kk z)Pt!!?fqbb7Tw-3`6FxJ09mXB5*-R}d0;qc^S5dvDL}=1+Y|Zp9sMGC z1EW4E&Kj^IThb}zIx~y4>T_Z{HjunBB4e|r`If8OMq$7(D zskF0Gz`FhZ1wU$OSm(Jk4-9jv{_WAe=R+7xfJ*s}3iry}E-$214 zk!sR&cSij}U)NJ9v?omcR}>p*SyzjyAF+5ep>;IYK z_DUkKbsNvKd1M|EV8GxKxOI(CccOGIT~4BY)5@I@h_b>%8CZqtfe*NqUmW{IZH>Y$(taL0lHAD>!&cGx;7&6iF_h<4Gf%L%9~* z={-9fH~7Tvt62!RsrK?Jhj;hv_ipFGb*(tp6KZM!Ct0VC>05=w+2PnI(a3%h>dAN^ z0HV+6joozW7zoYQ&aQ5AE9|7Wai4_xozmiLeGP|L1jDKSulLbJ4STDgqD!&gp#Tow z*q=f=XP(ngzDd%pt)UA2V)Uf}DfMJp28Fx41IxpLE?Gys@dGyw(kyMx+E+?1ONzL> z-*`XV^-px@7|6{(QetOtdvZ4nwcW^8Cr*8{abPJ^o0L?`sW8~V*5gh*zO1)PyrPs* z?rzXiFUgh=mZhmN4?_!?m(iVg_o#djt~Q-Y9!0)z!=E}=oFX7{wv%t+roeAKTd&TS zr4S)U5_U>zD=mQ6urp!GlPg)zB}!CyWT@EdSG+wu5&U(^(4_cZH=pmq*CdqnBg<-| zy}@wjpxJ*%P3a81TRu4ebDl|-(;{&3B^h995*|d6n;eo886n*lUF{)Cm%?sE?)twe z_B|J0a*c}Zemm1&e3?VsSM{cqPI7{2o6FlcNXV^-XQ)%+P5^-(&>UT)rTe~3~W zWNaLraKR`!AsVuEc?-$+M5&EkQjaE(hWSk#V|pk>%@f^pyWX{1WB?DNlU#t-`}tbrDy(zxHUF;mqR7=s zC#y|O8nbr{7eqBO_h8_2=T}k^4gOv$%zL22z(r1UZf|DfcBdKr<-0=1CIA~CHG3+X z(Log1%)3jsTpUBg&Ug9>IUG_DK_%XI%RrRht>}O#l9fSnNI8z0-BEGzWs(%&*;+oH z`tL&)eQH8D#6lxj>AfB5vU|Vhetkxqtu2kjDcBe3gfOkk%>21R5V_vornigdqHSDg z*;fa;ySGV0_TH}lqg!r8*brS~o3mRFfLS9sK__#+ki;y}47_;of<)`4tT6)97Yu&2 zDk-$sxFs+RAxJ$c>6OYEstu6fS=^qBw{7nhX!vDZ{GvX*%*IruhDaj+j=r+6YvgXu z_MMy+mBUH@L4uoHV@|V{9;V7-P;m1ks6Ojz_A(vy;u*yqC zg&AtbC*!`74|8#@U#0AgiHItGf1kU3oda~8hp&ZVM_*{!^-DG>;fJ~AE-D{12~Y(g z1ee_3$*39GN4e^V>_%U9?VWJSoDowon&kS*xTRHZGf7Us0b}dE9ik*hFF6qzLeQ3+ z)fyIYKJ;U7|l1LX?IVmxD#!8S%i+ zuNxmd%*}C9CAr8!8IVSYp_Y@*|LzGbL%%j@1X>5-tL_#_Sz=Y~l8OyRO96&w zt>^dXA&~g9JF+MN{G_80yXh@LqVwVqyNK{(b!zhUe%01rY;7h`V&cP1${Ui#GIsk) zz!xq-TbB_=wgvUC#uq-i)|O>hMegmZb-dt)Q{Szud3;fXH|Fm%vyt)PHn-AIH2DAg z#RFMoMrHLUy(a?_4&RI|m&s+)T&1Y4ogydJZeED{x+$7>g8?2@VsOr!@j^8HD26Oz zEtfEvew2w=Ybychb}tK&?I_^g7g#wNxN|W*H`fh_&7OYX8nq*)p5$@kr@7IZODCL* zb|Txzqg-E6dz=g9?+WHL$z?SLYPf~~U#kVU!MCR*haDdu=OQr2Pl*r1!^zj9DHuoX z`fjeL5>tz{yd(%P1BM^)iF<_Sot;0BnZWn2f&S77QE4Xue%}&O9q0gjmLpn zDgKg4HrF+Vel$$@)I~r~5v})|;4<$K>u6=YT+1RsfZO83B;XE(y*JlSh^dd>WgfiP zB|&r1-N}t7XWv|rB)CKYw^)?BY6C7$fXkfd$GO6SdWz;QnBR-R?YDQg0bA3ikTn+m zNI$B5BW6y0h4^ssVBkk1LBQ)ys-9Pr>j1zUnrzWX=$lylCUPIKZ*p`#;ngujoQ3q9 zn<;K9)t;WE{!t8A#6CwKOUb*%+jnA7gb|xo9toT;cZ=vG_3UIU3rHwm&r%mZ8Fyrr zELZcq!Oqv1edg<)QtAanYCv?#|Bi6lGOJT+o3-%Xc3%jx)G1T?IU9+P!E|RHOt;r) z^dV$rq8atbt;oxLQwG8*sh80it#0JL=GNc&F3px!!oDbrFqJ?KMTB&x;7nxii{h_+<3>v@z?JL`3XEs7|kLrn=WRj)c;;ZK7IWxnwgBNX`UmgF%sy9py#8%kFLV?f}2yH{R+$)$c+r~0(MQ=j7 z>*95Typkl9CO>$13CGss{^GZ<7rGZFZMbNG=pib8UKb-LmsCx!&qOI3D=} ze7K zNFb*SS{1x8okttnZOXH$lT>1p`c?qT(SBdMQ8-G^2j$gM1F25V;~0sHNnF zaf7|9S;i4aUlDE<{%HaK1C|#dsE470-87^eZ{LwG_iv|7+wOEybYJ zqbb3aBRa};UeGYyXi@$X(r5U`Z%=*07?WY+EpcVfEhD>}vTB@u)#sa_1+JB+6bFny zxyy-(?B0@iI-|Dxt_???xwcOm$;zj)7QD1Ik>lK3vuysqvV<(8F%@z8K4Jc;*G&y! znaI1;Y$6H5Rj* zjjdG=@yLY`{Y7d3dtN(+ACBjTRb%XcP5#C8wovpb?|f{vArmg{ z{3-s*E_>y%)yBURcstTO#PbOgL_xlAg7kC1Lm|;A0QhkqF+v=ikZ=0wWorydd$z zw1JiFZ~tQ`&{;C67mSx@{4BNg5kb1~n^!-)r;pif3CFTYC88j&>%K`Rub9A#5F=C5 zftiE<$lFF~Yj7bBK;QUzbNh=1bz))~>#9FN*L9y#Rr2OCg==^fNED8zI_*p!3fR5U zq>q z6Qp!*Qzoj#C(K;X<(WM8>MrzG+XtkY_Ej*opulg<7(?Cb{eO2Fkil0Tw@dF|e0C{# z*uW?`e|%JU8dZ-qk<}?QZSN{8*FQdl|^@-p>5^ZCN_c|AB6^b|y(w3ZOUfLp`X#|)N$LHrM z0qT%!{$G(n9|302+uZV-b^)!fv~An!Uui3=hfuJ#eRs=Bc^aSoPy>f%s&TmwmGjlI z=HFEL{tOGSw{&wjR^Un_uG!;?zHl1aKo+k&_Ny;(Ihqa+eV1Df3{K#5PRe6sED9%d49y`yOdY;@5ARk3A0ELJUO z3gfeWp-sWy$K-)WP6}xFj|9=ix42qRk}>HNxJQB)%^guD*ab&g`7yC2>U%0>g?B;f zUcAc&gs>un_0rr5eQjdnO50gRZE`>XqwrjN>!)$GqtGAPy_}<^2WpbJ=sFI)XQ{n+ zm*!Z`bv^i18?v!0I}|=2jggNhOP0{R+*pCHZNe9?J4MyQ@dY_U#3?mBafW^jU9@U{yeh+}^=Hg;ewVfP)@Xl0%(h0HUhqM}UcuHRbo*LGL~;$@@l>U$zNe;d-&X zUa9Th2&FRzC|w@(k|nBh=gOQ!#V}|<%xvUb^5xgcwcc866 z&Ijr5mwf5^m$n4hx2k866)lcQJc8@tb$oOgP^tdWi(rU;Z_47rFLwW8;q+j;DDt`W zlrB+)wf?E?d-fFLJN$7+3^f6r8+1oPmQM(Mt>u?y=^U~v9urA_GkT7AK1#vYOFt&+ z9JRt#`b#R7MPvCRH$GNU7nMC#^QSsW=-VD@d~dZ3zVIE|qcpK9e?`^bc62cisP~}2 zPssuFm@5i^6jJ4{TdG*1iU(U(`8}RDE(zVwtF-!7UU<0UEXQ~!w{VwT8>}I`MPO>R zGkpJ|@8-?(ygxqV!{>zHg%R%l$6NPyZNBpFk&nd~7}B--wf_oT00hl=P5g@|R=6|r z1!*tsM&_vbTKS4Jj1N9TDg~(~VhbxtCUrr)-0JZ@@ zA)2X4iw-)GoR>ePP|0W_2$B z>a$>1o?4cn3i5RVt!g*_T*7m&BJy{Ph(BgJSf`cZFru`ZD1w zb)~Z2pmMXsM z>;JLMc%2+Q7^dCC4BY(pNe}tv5zB6M`0(iB)R+8CL}A_WZk3qYoxG)@PZ)plF(oaz#SR!BEVPp)Z{Xg-x&tk~rK0*ogJur4pX@cz z`R8So=v$1l<5LGb*nRoo)kA^9ed(>8dtl5+8t00C^K7#~f4C>Px9xXAJhCCa z-aO}Cvk)xUR~Zy=gt#D~s(g0pNo^(ecnZ z$+s;sO~@OCAM$s3M{t~95&;v{ogOrcG&VEg6PcP)Te*k-ksZozTX*LI&MZb1(hl0G{!4K ztqdje5DkO@cOl;9yr7TSOXv^yb+pm*@{TOh!#>$w8j(w`UKvo*{fA*2pxS98n;2*B z(gv0DoG;EDksAUH)i5~y0%G+Ag>h0FZ~G5wP(wv^)pU2XZ){UEy~3T+%zc06lXaTS!Bsqdc`(dJ=%I65 zu7Tlv+jNBMGAVozk=gMx0 zDGOF$v?-AN$P~4MsWDCvA_xFXOn=b`D3490I=el%+bt1kG%#c1)X6=|$I_$2t06EiC_h+R*S<;>1=wx3DUjaa@8a z-VVG}?ebI@Bk#{zK?*5hyd1CFAbR}!4FzF>J1&qyhsD;*N1GhiJ?6f3E3ozhGbAXw zzxy=P$Lyi3G$L$-Y**UVcpDCxvQsd|D?dc|?5|Z`G?H28I7Di%SsWB_3O1F7_*O23P_}4*>?qVlR zX@1t64cgW2K|LyF7xMzqa8$5ND2n{FN9AYU`jf+@XIE~8jiCrh#E&2+Hf{BcsR3A7 z6I0AR_Y9TsktN%ijMB5twwQ<0-~Hsse9;p%SKpC#Q02*pu}{;6aAK{fw39wiXyh!d zTMdNQjx~O@i8PVlRtNZ7PHDEtI>!lVWNbe~O|UJRCl;7A zi)<&nA2lx^2@2A=cC(4pg{~8K5qe;@5#a-EwNEM9k? zk%WwMTVWV{i$1UwC5BH`@;I)c?eTqGw#UU`Nk5pl=f>x^(v3Rh-ZO2F1JXE-z2of! za!~WFK|hz@$VH@usdc4suY@4%D5m)^VMOP`4lP*qDIFb*ZA269>t(Ej9n2%35$kVs z+~h=^TgO&PG*zQ>5dA~e9zq9vlraEv&T;oEl}8N8?1U_O!uGSDtasJur>9>4Q~V)SKXX^M|9Ga~p02hP#p1MbCjFfQ&zk8}EiIlqU02@G zXNQ;8ri!V{H(QWdr`oVPXi6l@g9UpK6tFPO=(pWP6r>%uax#yCcPSN+oXl-P{47J&xemb|8I<7;U$CF759r8!y9 z6>M(fGy`j$(Ayc_;P-y;y!xSTj_+~D+)Y+qE%FX`g_zVP=Y4|XA@b#eK%^vo`@FD(|H>Y0 zl_hA)EWf-vbz+#_$8KPZysGPqld{gkmYq;huFIWul?&&0Xx_%nNp|)vx5l}L2|fHT z|8V7PK3+cAMNKMfWZwB&U();0cB$nmo@p`bEWg|k=UM7~tK^fZ*X!zkceRzb)+u~G zbC6%ex!cBBKGYWZ$!%pNf3HI-*R|@UH1GVSwT?R^GZ;%exEO4fog|nD5zM{rUXVw> z*-gdo0J6zJc#=a; z(BVLxv9|n^;cA_ese{ty-W7Ietg3>32Te|kc3UQws0Mv@J=*hkc)}B`@WpM`Gp!YY z?{f`Y{U*xKm!{K#vmxNACU8I*;#f1Ez82yPCiFFscMsx$o?bkqKFJnKSB;g;F{fi5 zjjxe=2&LIzt`|o>8VaCY?0s5c`zP&qkr>?G{0~7}0;7!wT4%W0YV+#F_@VZPDcK#; z`*tH)gJ1U9SmKYL&hv53yAb;RTsCzLgxQYlP0bj~*951S=2lPCR@HUwe7|QusSoCh zDuwv%uT_vR9o*fD7R&9h8IzXGJwd1{(#%e+JBJ*|&7GRup_pY3^x&!w8oYuKG`ZSC95NUhOYCI=e1DXcTv$DTBX_)uh9TzxVYjbM7&o#IAhDx~S{jU|D z&tcqF9%Lt1fz)=S>`Bryk7QE$wcx6Xh~p?K zEfM)9%li4;lM@^XFo+?z6i0&)2V4LqKFkjNC>Yf4E*N&%Ms{@h{j;UWF%5V#60&|l z>S;G%X2H24CA@Z)L~f?o5t|-9PnX5A;Q^Jjd2;M@c0J*1skt*Lb<`VE{iDUjhcg|WR<`OY&WH|RoN^9~wwGKB&y|5hE41{!H!!$4x5;jc+7;r+(^e%6Z$F3G{Xg| z(CkP5{%Wg$>~zNxyge8 zX}e!76W@U00eBefoNh$d#%l-p@u?Z z>JRieWU8TDcMOaHPrX&*{Ewr~3x8CsV!g$>D&uI*Tp_z{9;fz0;&#S?#_8o*s`CKj zXv6o95RC8-=vdZE={fEfS7tQN*MhSLjbeEFf&+WSi4Ubgj9jqA#*i1DR5zUJ1v}T; zFI!y+N*O4q*Aq%+y@l%oBldY$oGYdw)`~Pn|8Qc&y`fKf=yniEu?_3Y zF|SmgOu6 zh(}pa#GsLxaZ4&#*grn9ZLKLw6kMa0c4qI0j*+yfK`!+oQw{Z(vG^NjDPE)FJ|WP2!7k;*!Z~@c?$mC#>Yy8$C4^c zbrfJMnSGPFeJ=Kcd<^5qTmFdGS0+f{T_P`|QQ->FSE^>Z&dEf&dy5itCyh{Z%I=gP&J|Bo5YG!jbkrx@WOAH zm_KJSy8{Zqze_W}oH>+CFOUV50sVyyJWdBW(qx0(%SNPfiS7NqjdNOim)t-XkWkC@frvQb0!F$3}hg#6{t;xf1W zid30ouNh?LF@JASn$c1bfjU4MYA7U9?3`S;pQK$_3Egn*D4o|%c~k_HBdA7Jo%E5+ zWHqkYB?7Ns{E=#XzPIta-VK&AHXzb{``m{n!Nn@Zm2G4o?-A5*%$DA~ss*TG2t&3V zZrivkKfg|oUY-iinJ19T{zbWt^QN6}klZ!JC5el~H%Kc^varSaW;h**JM?pO4N~C8>E+$L1H2olK^C zxrHyYO!KBPbVbaW&YLSilF&`0cMhgKtUZEOg>JOe=n#4wLNc#Bo)#_iA6~E*@c0L> z&~`urI8LW1L@Aok_fzh~KbC$p&=T36;*>vkUtcl4Fse5Ky)U~NC@jODt4eZ653GC& zE?e(BKFj|sXN7P;`|1?T#<(q91hJ`1ZnGCezRls|11|Xa%K)K4WwOJ$ZNm@c3B!9> zSwulbd6aSMu)EoMxmDLplR650esi_~SED^qmFzRo*3uTD6n!h#&d@FJ*U8UMZ;%%T zQ($P7ffJtKVv+jVDJ1UW6M{<%D8KMZkUU=1S<$rx#g*_Ub%Y^<1JxU^juGWW+4F-& zpA2aOY1;A$eF?sKgznThaXY>XiV7fFJ~?I?<@ZSN!!@5ey1V}CF0#m)g0vHLe!;i4 zA(QL{(;HDj$NzfZCiSR@v(^@9i5MG#^(0ZlAZPD$yf4|M#W|y+-}WE^E4<@^dxG)dUpINw%R1SkR7-WBd41aH8aNV%hw9zqKS=SQ0Rzs>Ywn=Ii5f+Y02yX z_y@-eLq9*ygx1?ZjqikAtz;uz3vdf&AHeW`NIWH+Jy&cir?B(b`&uUfK~Oy9dcDs~ zz)bTUAnJX9m%&c7+vXIhmhmGcM#4k6mQ7x6{VW#IRy-v;By|Z`lM)}%m-o<*3_2h_ zJUDHAiOi1!bIkj;*IjP7pGV{{2B);HaR&J6z^SwD_q^Zzq=FN1X$%++efOy(laW5) zlIVPF2=f@-CLVszCE1**Nrrt=8972g6H+-UHl@$RcB;}-?4O<-7@W+ODz=EW1slY=J%zWG3m?E%6*OmRQ>Kt66%6&s<>j@kW4cM@}-ZIW*txzA~T?#gk&<@*Lm0T6k1-rFc-|No3VH^Qdr0K+R=UoMsIEI)uVm$gkg@lVLO!$r>=w zm&QteP-&HYWGcK|TVi6<-}mm~MSq%)dILhf%E1ovWn3NQpq1yBz4I#i36_E)$lZTJ z_aByHndZK=ejlveBbm9Ex53l6+Ei-gKRd@r@E_cA)?)Z<4(z<|c&fmVxX7MlT}{7E zn}#V>NuRjfBIh;i8X*w!Aai7E;S#;7zf0v1FYx{`MF~^{<(CnZ6kgaXYoqf}%nA(X zJzDi1P$G%4Dp;q(!S~i3{LHY0U(V8y8q`)PD#d%-7S`%}DPrTxXKk{>MlL-=OFDR1 zC`s*O=(SdZyFryAY$$8FyUwjJMaJ`IR^eOmi^nI(E)Zpw>o^McYukKQyuuv|6*e+& zQgT@!U-cQ`*dlFTzJYgwLwV~~RMwF43pssDQkwPhtZr;v<8X|n+jVfZW!Hr;csaIJ z%@4=4Ib`&jt^eQSC5@}M`*V`EFB#$nFfUuSY-39JCBn)$#qSl z>-MPG$dvlet&UKYbxb3Vzp5-$-2jTNhnCFC%%RMT7HT4#F9WuwXs-);&&zg=M_}Gp zW#Q*Stqx#|5JA(|GWur20pid<z$BLPKoYrn(t z6Z7Z(kBLJ&|b z2oHm~1`WR6c6@?#INfmrFI0=K9g93s=uPofkgqwCjf#Y*iIv4SPhE?`G%Kqfw%KlI z)$SbRLAQNJPReQpxle@-$UwpUr(hM@xE za^^r9(@&lQ0m!#);zLuP^o}w-ioCEZ+1vKufqI+Fw}1ewBBQd3Pz~XhHG9{{VU2}s zN}$VFo%|&v+~heJEMf=#?Av_7)gYaB?>rVno~6xX^iZ1H9Ix#|(R{KiA7pHkZjUMiInY#F=yw5pH;O@pnZP5t z>)OSg$G;nRgl8I4-}6twt8c7n;5-`AEA>G;pgHsw_tdi0mYF9HDqyHyembH9ym~D2 zBP;%`iR<_rbM+k{oz>>S%0~)t!s^je6yg%P5c%u6)u5Ph2ilkUp+SlWs(7mP?j+Ey zev#q6L%Fb>lleY2?RUsc9_KHSbNkcii1MW27efu7Ohwi*SShWfvtZ}%l}KcoGp)x? zJ!IN7>U=l`=*3-Si1kP}xJKg_`6>FuoHx$r^iNYdAR5+Z?^T^gSjkL+2fxv(?tg;7 zqp<=t%5!D$F?Q9!Y=yen?{)__ zeimwea2wj9{R&uZ0rUX*I-sm8cI!Ar+ud8;9oh<=#^K6a%iF{zo92FWRX_H?&D&NL zGCs}f7t3(VVBBeGg7!HYc6q?U3$~)$cE7kBB(kNx0gD)u3x`e3TZ}oVKhJb=_=E(Gif17rn{_2 zKs%wybIM(m&F+DlZ#BS9fAp;$DpEr#*tWW3W$oCSY)4e%?AKrkZMcpTw;3*i-&~#H zMZktoW~O=A9lK_yrnVNlcQ8R$Vz z`jv0C=BROBlFH8?^EYAqu2JjJ-qA#LR*5e!g3XRk|3lo&E=;T%!XqWzvrhONevlsS zgTAEte%+daG)qi{pEOEuW(~AJ%A#4|7C4bv&%oVul!0Es5CF`4cyEzSB*Cpu0G^FwKi4{r`k0L}=9AhLlaR_1wusy+>`q z3y4C&;~D@Rd;&53D;9p|E09XI@0V1ZTV*^wFpF8NDMIiayq8&v@7B4c%v6DSgTIcU zGa@2ti>4WGG;C2yDC(N^$4;tbgG=#S>_rW>^!jqX9%B6}@5euCxHrtd3+aFVTR$so z1HM5UTfa(r*wV0v^7&KxOrX25UN6wPHYIrhf>6j6XpGbcbD`egT>LFoOdUj;>P+AQ zl^okG^)d_zdend<8bIVEZEukL7O_nSq;FfBx{afFnQ)Hz&8rkQ4Hna7vkQB;L?p76 zlymFhlpJYx>3_ntfNX7~ecvNt`%720%~c^p_58mF8#i6Xyd5Rkf2*1ve|?uw9#Z?| zcX>!*oeaZQj;5Rr9%EH=3wQfzD_5i$IrgS2Kh?q2$f6`g<%q5z2Yj6ly||O4(1f?< zi`Ri;_r*k-Ia-pb~#G`J+CaLHg!s?2l$@bU3CQRt&snUBuYajV*{ z8w*talrphuE(Qr2awS==uccC5xl3Y@_Ox!=4L))&%7WXcAohDCI2^g`8!&`6wRyNB zS;e5Kvc9a|I){E#v}rQ#>DKo8cfP->d3S(fr;nCp0aNw4@j9Q{7g<~!v`0U*V_ayz z0)&lQ5tsMCVbDf42UQYiU-c6m3rK*bRJ=!-%=nbScdvARbzAd=`T!@7WOu0xH7>_> zdEci}aXApU#wsCj4h}vm7GS~=YYuMH;Si~1OZVg6#y^3ag-`n1c0m3P<9nL*Ndd~r zW5TJgDzZnWf($ZLT?#eHS2d8ql`lWoK%@AU_-{<6imttp3%>%mPM_n(0DK;!_)*E6 z19>i;9Wn*X)gGPQ{m7-z_U7w<9-JkNs9X#)u_LG-uUJr2iV9{+Jm^Mz{Jdf!kI|n) z?qmDmLonL~rPSCziS->8z+gF#9DgrZgrDTS%fpkN6KkOya~wW52q8mJEE)p80O<^V zGw%!0UBaF*Gp%G<0MhZZ&lwKSOT38wG?q6YOF*E!VZ?zPu8=zo=x`>~E3BLJ=yrT*5??@Um<3yE ztyFSTt$WAM${ZQyWc>z2X!7*GhsSF?qWc|aA;)(D7-}{^O>#bAtbfh|VcmViY<@ zMNZdLB*cf>-2`p+r8nCA5CCvb?z%^A8cAkq*oY>H>O$8JI6(%95Mp z@XO;B$&BuIORA{U-6sjtj{hl7zlvZqS5!#Z6Q2r_raD8+e#E&P zIZZNmvV$w83gpd!!>K$6b+YArLJF2Xv`26?=`r^GNiaV=C%l6mZ;JP8;@O?VJmMV1 zy+bNqNAcvzSN4$2D+`hw`a4avD0ch=pC5}VqW}|g1qIzkr#cB7e%)-((>m;r?#-^jw zF@s?=Uu?yJVx{u8gL*ro>)b`VRz5MsdR%j6m;F?P(z)8gqT6KNe`@^&_7d=~O^CC= z?4Pwp@eQpf5!c_;zxLM%<7(#nMAD}gTCn#GZ+Z1e$7CHGHr1-Y4~jvO-}7kJ5#dDV zJ};O@x8BmLpUQ2<9_-65$!EE_731W9m9EKTJc%idY3y+BB(s!s`;Sp8e`6pz_cPnX z3nbXpg2Gx`vJN(M)~n}#i`9!oq_`-$T2fqpWUKFZ(;>Te;lSD8%3BQ>xw_f&%+Bf; zOrvmj=_JD*j&G^~9y!Cf$3kj=9_36z%e-I{@5Lp@_BZ^00-brmoMo&hHGLF1stmpY zsm34XJ8@X>m_yyF<+B;`#u%2NWl~(gLEkp~pM`HpM>=l_+Jtc4>L)y=NkX|$D+ac+ zPK+QHkMjM6Q=b834t~1{nIol9`|{_}?9Wv=SpK#IQ1moc5h9N)61BpPuT57_TCpoh zMTBh!(SRQ;j9YoXroaU4b4YkRP<_jzG-Sx6i9QkjJ4tvIG{m%XTE@qb_Vek#GU0r+Mshc1g0t6 ze!t%<|BVRx+iq@)2JW-3V$cM*MbsZihD!bDvGu#{x7o++W~E)ef1m!pCJH~TxB9}A zO-iz0J%Ubq3S!R^V%T+fz-7(58622?a_^8dg5-GoBU|HCbLmWU+56c?$=-cye!S2# ze}nMbH)%(=W>V63ycAvu<>ruQb_ti==|{q+4#ZJAx__Gmz!M+5Gg?=+|unvDnlog9PIR)k{B3Y$&c4$Hb4%#@sRs{8E&>tyqn+x#5utj4in&wV^4JKUJ!0S@%65sed)myU(v}j`j z*msT!F>(~9f&g{@k84OIIfTi=^#B;$H`lvnacZ*Lujw1&)YaO~EApt;IapRmeu%KA z>9rt|hdjC5PI9(NzgVM%eq+BGe<$DWx&~xVDjotFRgJQ{sQ=i{36B^@Wkd&~pSqI3 z6tf1FmKsKLP8{4@Y_gU~4`n{uJ7Yv9!8H=a*~&87-*;rU<{j}DTa!UQ+UVt?YLm8A z6SVkUYR(pZ?ap~}7JQ8Z-7IB=%qAbR53#@+vU38%r zssBWw+)dIxv))AJDGM5a^7z8*(4~;0H-KKmV_~5H&G=WQ4wL1L3e#)WhP0*+n0wwr zoAloX(d|gzZWbAVq_$PM&J-hVK#Kzlp>$UdH{Hl{BDXxzJ=_Zgg{)@k|FG2M$pko8 zwhRPHb(j0Wsjbj6I!kPUE3UxNU{bI)(Aoy*VQ>4FA;Wek{vxIUWeH%egYqF;*`U2r z`_(^-!*kwJN8T;_t+=X3u20E4f5H@72X|a=V^RnG^;aAsj8CX*=g-_0w7sqZM?-xr zasA;%!v+g%>nl=HQC?XL(a*1&JOYYvCwLzkY>;h>;Uhl8l`MSu4;ISZp|h6oRc4Jt zr;FDo>E7eUNS}}dnD%8~#}L&tW0fGvpAF$1y~DM~r)_AWkYPQOdhf-Nz+YDR^C+@I zN+HW^gQCDh>4Jwj$&FuR%3H#~jbqIjO{hz}8vh6rOr(N=+D`41;6(pL-Q?5O5kOx! zNN{FewWA1YwqP65qSu`yzWJ?+r$OX4_mF1oUDOMO8M;qu6vu1CLNN54b*sJV2Xklj zA^uQB&JOUKjz08hXe#rN=`mbBENn(>MCZkyNp2%Uwa&Z!!?Tk4k_4af<<@>0G}WtK z^P-BHAZRwQYrjDQ~r3x#nzU4y2k91vSAB9+4FdHd^V91O#8+ zarx~dUoYpNbNlJB)m81KaC3(42a$3cQnW~npHw8#&Z({v+nl;LNci#I}@2#pjGkrD|61sS2F97U}CqI_N zY$c1z7pag$M=oyx*$DV?uuvw#qP?bmgDcWtR$e@HL&FnI5fpwkb$t`im-ma)mAF^} zow}|WQCutdSO&<$3G>gnT1Ti3>x#_L$A3?WOV|<0wMGYSpwQ_(O)t=i?jJV&v2t|^ zId^HH8*BTI`m2e=1b(is5QXcp!`i;y9^=7;i4u*Oa`uU&CpqP%<4P#D@Y?968mf$f%2y_q`uj==W^Qf0=Mw?cP`u(jOemr~AEi}JDk8@AOoq2a8OAK$q&3_Vq!e3f(J{LCn3 zuE$P3wy3~OUKCZ}on^{n<)?zQf=Hz!nO)%$5#4I`W=?J*`GVAeeQ+B{xA!aiA8oML zQ;`k7tVl;kQPPPy6nAG~80^TAzq8-TdD_pGvE!mu&~V`ar-Vl^$(bj(!9mL0G2VXvQnsXI1W&0~z0?P>wBnhMI+6 zf|(7~mrH_I^>W?;dJoO}9l=TC+b2N)mpS!YjR5=oL21qU9dI_Q=Mp#RUg_mMgIaOE zBAJfKf{Ovj_6yrBh1YCLCoBZN^Rz5is0`( zkLD?UArZZ-&5&Q)0=}>`kKIO}_iuWhe_gUKyM- zU8N9P?9y@F(>9av#!s6O87AW%tjA?wS0k zmF-S4$&6S16u$#rg)v=O(UE!D-2}f?YCI0W$e%lN7A6P&l;3L=?-vbLfKZjk%oTd1 zA=u`-XzQv+!FLHZU;nJs<9jt8XN-3X=cvEeBYW7MLZY#1D`aEWcJ()X8Mq(D3Nm0D z8@*~d^3zHda4Fx#8U!e9-Dy*Qos=Qyhyks4*j9cB^^YizjLRGz-NkSCv>f?EzTT^y zAUdanx@djyNt1{^LD{j(+njWMy-u9~>Q=0|p#D9T9({L5G}=I6RTlrm0BcpJGN~e8 z{xN6-0&7o4`VMK#-PI^4xzvZQ_?sbg!+O?yudY|^NXL^@x(NJApM~aW^Z}FdG3=w2s4)*)*gzDDrY+lzhYPQb4>k01{`3PPSli= zARk*JXeaCHE}~hl`#1cOpTO8)7roR&3-2N{QZeEnzursqM&f(MM^bU?Ce82q;;b>@n*eY~i2S)0jH6K5 zImrQ5F71qo{JhCNtb4&a_U2*@E0O)%-*@K8{Q^oMD5Lb8>k+5?n|DKZ>m6DL!s|xQ zp8aw0usjZ7QFJql0snpafBp&n=Y{eUJ^fG(Zq%8qf8^%CH$Q}Ec)+RX#j`UOa5;0O zJlR_*u2WfTdt3*k8};M%W4c3v1CNo(>+t_a(lv+G{l5R)!s4=)mbL7b-NMqz_Q@w}%UZRxY}>Y%ZFl0y*6)12 zzyIIY^<3}!(S6^~3wGy_xleb>wI=?i)owDJ9Q4|FRcD8Ty29JOCD&_QZh zH#gFPHKqNO9qxT}YR9@Ad_;;Y0=jT!$ZaZPR*s)7 zzQT#h%&GqdX!XdrBOKNyDri&18zx$rOQk|?_F!W69=<-|D7~3ar(n1?+)gJ*@Xb%C z5UoIyE2w0*II(4j#4%FH5()!jwh|pe&k?zZGP>z+MFd@;s=_kp|oVpExPIX*_N_(D_(T0 z1wC4xK}U+s_R9;7|0UI>#@=_N<#Q7q4GFs}Cl0bEFG_`cuDNPc7volVYaPbv=18(_ z(HhQCgf|mbg~Nsnmqz;rO8Ib;?axRn$|8eP?e*prl-l5 zQq_Ac6rP8QmFFEwVdX#7VXMCicbT9`pSrCcxF(5)I8;+7wZGHmO=QB>xo;WMU zI^*jh0gU+t^8Lr9PKyPP;vKz^I+gLd0D~+AGj=AJAuEr2z$EWUHZtvU*bdaTsd>Ma zL>%{LZm@yh*5pN`me$gv4yw07mF2+R1lMiHn!!)~Bk>a-QDg?HS~92+Nl9&0Z!8`g zm^o{36zA-F7aA~hch#UshcR}MM|}#PpXF>MJKuUL{{@O zbs20YQ-HHAbAIr)k87h}t#x&vjHpi93y68>&^Y2o(0VLuw1h7;S|K1pa1!6q0pP;K zs{^XQldPp0{A;qiJRX%5*|5nkH0vGO^It26S(@LthsYf0gC7*+Mo5;4#H zySN}c&WK%NP?Z7{=4%pVtX&qTpg~17d8RI46~1BHr2j8##I+YfhRlEZiBH^ z|Ivi)JOAvlovn94la>H5@7)-22-UoBC6^13?9m{`tMqmLp1NxrYiKG zCyh#*qzk9GdzgwU&N}=wptx)k^FO$5{Rfv9OnOzbT*s>$iWi+EecuH1!en*O4=1ce z3a~&M;&VIrk*H~==Z*rjR+PMnktuspe?R(&hnl2Jx<)ED@P+jJt9Gm5AkB6@i81Ik z6I{N@EetN6!HA?KnNkqx`=NqqAifAt<0BL1h9ZpQ%Zo&@Lrahtsx<%r02sab$ zwqq^RejSEiUJ_JSai-EPnTn3B#xGy&0p59u#gK>=(%Ar&4&UwI{9<@H=<$hG3|CRH zv^id3mzS-TuWmJ*?Z|D-#FE~qJlyvp^@4}N?XMli+S#OB#}d@Et+x?wbH{k^w4&pq zBnnt9cs6id#yFg~tF&JAh`P71fG|N>i-|YExA<$5{b9%t8SWFIE9Z?Ny`Hf5vGVTe ztw|%E$5APLwx?PL2BE*tD6<8hZzkNM(sT~sy}k$&_F9qG_NwQKUe>a}cEFqRONqiT zWn}hz5ZRL_etr?S+h-8jHWoxao+%Cc(-Y9iqynh%&&5L|XX=M{X5a$vU+CWqXbztx z88Nls5CDWWvHY~&c5vwXHFAlbwGke;sAwGg_PlZ`PCzYD&~EcUaeGF+;l(lDM8*1x zC9Bd7>MkPydw#GnRkSaLCVkk=g< zMEoEp|3THzY&ji}G^Z3484r#5^93f|3G!A_!CzgXx>6v*WUdH{o#F7D4NhDw;gsNY z&VASuAUL9u(jENlh^0S4FQ`g4daGE3KP8ib69b-Y{z7r~iy-<_XfzKd?JWy5MBf?y;E^ zuX+u#9;f4(AK@7|+xA_xyW8bIkeNfcfG1F6kUQuU>NwNlr&Ccv%5s9OxS7z$F74Sy z|G0>s4k+1O)RXY7AeMuYUXzQOp{IqomKfXL0P@=1w(Gfdl>Z{PS_jp*j*;+4DA=Zg zz>zaG@SPU_WAMRM-Fr(bv(^~3ZG|J_pF~wP1bbd{H>Hga-GC+CBdp9j=nHCo;$1=N z9T3LW7~TeVA)CHqK2A1tOpVH6+KaO-iy{gyVXIMP544j8SDcu&u@PMZ+0m~U(lt~j z`jbu6OXRv7@zt;$zH=@%4b53HXa9-*D)qT3Gm}$;KvWR8c#AYGiMh6f%}F50|NbB1hwwq?X|M7^k5w7ARPq=k!P!?152;d)v6pn{0Bu zmPlSGa7!gyKM<{B*hkrc^9!fkka0h<#CQe2W4gl67r#({tm( zFZvE;<=)vEl?x^NuJ4*G}<|+rVEdik%|0MoW)w-To||T*j=J#!4k9T@4otgicwRgW@$!>Ug828YTo z^yzLm4JP+S;3|N0gJTjza6v`=*i*=03;-@MsMzdi(=?OmOnC=!%XByoAD; zcxzyqK+UV6U z8?rL^4YyoKRxy2mrrt@M_RaRMh>J~DepTc9GCUg`K7AiDcW3~M42bB5iFP0N^eOb$ z$H*BLv;g;T+XpkV8F%YR4wz^S6IT#1(6eopkm;dvbl79Dt!dPYA4StnxBhz0mEXq1 zg1pq~%=GRmr;nzc-E8y=tFydyqj1dbHv=%!s>6hUXJp__?uOGI>4@?XWj0E-ZfMW%T))Op>Q6G#*Sb~JrB^&fDRfm$g9}R=4F#oNW^IhT1>L@E~ zC>oBe>RA<4J_*3$g-4|Ks9kpqcZc1rF6wHxE6pb+7Ne5(SydH= ztU)Bu$nY9WXpEtpt=#KRk^R%&4u+9=eUB?2SD1(_!2K*UN0Z;twv`>pCW!^_q>xqt z%*@eEoY3o+TvR8j(xU5Ua?2oGI&L#S_tY&j=6NtkR~{DbX&zezj-RcQWd|1x07%Mf z4W6k=8KPHq%CeGgnsO^-=_5pIj5}ZA-O)^YZt5@x*n!77OoNPupN_|dglw*Ngzn?b zUxm8)l5}0y{7E2rMN1yQCR+cc9ZT~j=%&Kt7>U8|J3ZAG$(G!rm;#x~Wujeaf6b|D|68%Hd%ZOSf8eQjjwVwvS7? zJ1XPZz{Ad}YH)i?O0;s{b|HB#4dd4}QP3PGS^VLdc?p=TzxboJmRv2p;&rrrrysr1 zZuAUAW%udBv+d;T>~&2fnIlb3&$7&Gn6XvX`%Zdh6pQzFt^|H-?2u`}_RCdzv8TK_KWp_ylzbq!~slId|Gu*vX+bnR9KeAmO+9&fdhP5rs zNabzb?8J9VS8fn~F^d$MxbdrBnh&L0>goMHEGUrJ#NId<@{-=#Iivt(?ad#U)I5{u zTF;V?*r#K6T4kD;woU{c+CA4RKP=+aRuWt4wCpv8xtvYl8y4wQr=4d|7Cj=|Fgnbg zm}Z4iO;pHSbiBs<@1}?+A&K($M*BHBRm z?Jq187zjE!9lTvw@1{2RLHc#v1aj-}Dmb*lms!hiaPAN}&~ELYWd=UbZ4|C-q8FO=HaMh%>|b519}71J zSFNo$^RS0vvQz^z)u>4h+yvUL>pe5_XOsQc$2QuY$(hvcnL2G;ZaIrq1R~d@mFz0o zachFV@`u&%+`q4+A3(-{(g@H8q#D|nAwSrYwR4gDXbgO4y_ebbeIX1v)ud>TCD1d2 z>^p@^6|W_p&c~GrhMe>alb8mHx6v>(xRW!kx6BN_NXXfJo*fjCMRZS~P_|FW^uc^) zN;$PJ)qJd$RYleiNH>9^Da$t;@p*aRg+^SpYy#1zmtLe6*NaMWoa@*n8BbSe;5C61YAf_L^Owk-qRDC&f|~|WGtKCJ_|q2POabe5{aPHg z5<8f)_Z+qV>CnthR5h?Tj^9uj)Cp}0?plrS8q_6JJ*EeLJ!MW<9UL-mx4YyA{#(fc zu510Qyofe@gL>IOeC%WzmfOV$n2gPSQFmR-uSDOq>5k5FfO2L}6+x9!^}BuM!Jh=Z z|I~d3AsIH$hJQSyjH$2v_oLDM$}h9W4KmQk!SmWnKN(%umd# z^D;uy(O?O*4FLzY7?ImDy4{m)%B9OiWfkW=T(`?@x_~2#4zeF?QT%1*E0=eOOm%MI zDbD<9Lyc=@055e7u_2cG`RbInru$zB(A)(o$K4hHn8x_~ngZ5;|HradS=;x5n?8ww z9s1OZqzj%?O~}-AeH>N(MM6bBt=qGhZdx>y%dB{hp~Zi1RD*CcZp)G|+PLAcr4NX3 z^W0F}G@3QA3XVECG@~o3&-di)Act>{BuT){FYWx)WOYkz+ab(3v~X*As#ChnG~f8d z$&B`{$+NW58W9o!E*SKjtVt#VXa+Zp*mTxo#aI5IrX`;et%GrETU;NbgLt~BD~fHl zLtUR=7ud4FF?DIt<4|xiHJ;noL94p< zT$(WVTy#N`UXJsMj&9O~h4W&1tN-m4hj@#gRp&wc%sEB|`PJ+_NCZJce%I0IsiK*h z=!Nhxtx8c;=zi@N-u1=3=Gy3l1jlw&n)PEGtn!nf%b zh<|cpf@G3qp)uTG)KN7uWO9f?3ms;eMB)Q(cJ%GLM<~YpHkiB%7(a`pQ`UdlKQsyM zqQwU8DOLA=v*s>Iv_bqcN%ePqY}*v0Kpv-l-k{OEj`L^kUA*lNieG;`#0&>=9h;VX zr+n0*0;VA(c!X0q+~-iiN|0w_8^%4qF0W(kzH(i`(IfgHrI&Wgj=8|Iknnu;y*>Yd zbCJrLXk-Dz=>n9+kb#Reb)r)|+0pC>oEumW5IUZ?Ukny7^lmdqh9UqXC}~@rt_u7 z&m=Yml9%cx5b*;+qt_#qkh)L&n&SN2rJH1r6D&n*M4U65dSV@B@jY{MlbdL!TE0nsW(8?NLAz3vh0jYU_{vtG{aQdxKMF4 z9IScaxFM!XtbYFp(zBB~-myYyq=EOUbOo?g@W<1o603Wz*&HmDToMTeFUmi>GI7AS z*7>D5;i^-KUn(L=uTwJ+{ou?>rFM!)xg|_?zDYKyHyWSfssK4Ot**pGy z{2m|1ONvAc5ZX>W{$spnxa;pmowI?mQN!EH@Y`BE^{ z{5St}v>sQE^W^W6ejmq6h&vnh zT)r_zP|=l*1-VWF#X`v)WDTqV{7)#qk{UBIKX?e2Rwm}9$1k3%CN@G2=atyU7ECrM z@4+=G$O}yDQ+HkS=nZFtETFc|Ov|<+-DLAf){2160x@^O zrfX|ST;sI1;1@I7Bb!#*L-^@%s0BrkG-ikgV#(UWEp9T{dZWnWM?DKK_YUZy6VIjW z#4*mO_Rwx%k$?NFKApffFIM&v;bzHw>UoLide{W*P_*tDN>_IUF=AfAYpK#1VZ?$} zn%+S^lK{LUBk)?L``w3q!EC|US_(4>w_9tROE|XdbJeiA{Mn6rV^T;XF?ok?4AhV= z#0TN#uin38AzKd4`oxlb-t5J~Ebqa;pVTd%YVa++kz=}=yurTMLwh=z>Yjr^&FZt` zC#uQCz(zvSXEPm=$Tb=57Me!$R8V`shR~$OdF@piXA{Bm#1EFcn#bcE@3Q|60(t5- zQcKGXlIB7C4=#fA2aPoe_XFs)gq{7oHU#CXMn#3#_<&f`rfw6l=qHxI#EJemlpST(FgmtrUx7oaVJs+bieh+vG0&bHcoFKr>d z-gxsxqjN-!u!eE^A2l(|=_xqK^Z@>pe{F!?LqO*7!bQ#S#FZ9;$Uom`k|oV0owDp8 zc(0A&rXr~+w3fs`{K&4&kbq1r_%sL#6qiwZiO~@MF9b^RWIAhK{I_uO3GKSd;WoJQ z1^MRFdF73oV5DScx^}Rj2gii#3REiv!JA{}?DlGHT;g<0J95f@n#P2MyN1PeRr4Sp zMVLQ)%$`(bwKeky3di>7^JOr_7$We9X3CC~9kCr!a2H9lm09L(EE;eyp$m#UyWtt7 z0&M3#s`)jjud}#UZ;pd)JawS1Drj;Y%#7{kMKd2cPWIVC06p7AOzlunOGzbVOV#J%A^S6ln&Mf-Z(HCMqiL16i&Rbb1H zaFLk|K3HKbKnz$_kmU_rm+4one$0RRBM8%m&Kv4Sd2v4Z-hLOztHtNxS7UH!1q4`+ ziHHURmcPmL{}Q#xIOSGt7-1qLPwjrL|Fa)}!B%4khvZrmF&2kEr`%*Xs*4s2g(TSk z(4C(Rj4mtbp}cCS?dn@M&Y-qldy2%;vM^?5S2S!#E6aL2|sStG&ohqO)u7atd){SOBG^mBI?AN97 zG8NOrjIl;_B26s5QRM?I$Jh+bkjr4iysihq+~??NAG@3v28S&i!GcpQ#`D83x?&)+ zW$OnU!P{6T3jBYoEH&Jop&95Pca>Ds!^i0$KgBRBqAkN`?;?{_wc*A!TZd_zYl&N} zXPzYL@GsGs1|+jB>zMA6rRDQf1z1z}v88l^98kLU&T^lFFMCll8^)_G*uKkfSgcB} zKDYhnMoQVka%WnITnX*(#Z~Iz-jh=ZSnrogx}Y02QPEU{`twu|-0r!NWO$bL ze%hW)OrG`**v+srd`NclnN(7B+wB6AOwoBvKK!Rj0q2E-S`(Qeu5y4LdD^m`N@_t_ zXI(O>LxprR9{h`3)9zsj6)V!zA_pe-!oK~tNjzs7j-)wrHed|hv~@XKqO z?0~d&cz0n!l^&{qyL$hm2X!AQpT_Tdk#D%r{3X_Mx(Zb0Jgy0*LTk!+3wPH*g9J`2 zc<|I-&^xk`Q}tB0YGmAD-WKf;;_F>GZa-PUtd57aeqyKeYI}WF-bXI9J3ni%SmEJ- z=-Z)%oFM?byCaeSM2_3qFUzdd=O*`yX8Uh<&aiV%*g|<^&_b6LabcB-zQR~62=PX5 zqOU3TswiV+aj^e}NT}!19kooK5$`vxIcZxjKhYj^%M)Tr#9>d!z_79Q+Tg}Ft1@=L z1ME*zY0E`^Y!z;G-REl`&(Hk;(^MzjKIv5}%PW&Lzx~3!ood)X9ucP-6=(ZD>4M?(cO*MwaIEzyVMua+&Ul^i|nym0ZWZN5s4gwxhG6MG+8Nn@h`KW>Sj0ZKTGpWuMJ+^ZS!b6^h$Fr zMt~tL9@>c`@AVoax%&$U$DT#Anrird8`SS&rxcSfyzB(I{dKx}T4C@syz?Ov%)ed4 z(P<{iU6z!O-I0TbLEw?B>wLPnFd4B;SwSfG5a9R0RGt}X5!?Zqd>Ab@X1uC?CY?5P zB93Glnh^Q6Aew#eW^3{|2~sN1hKWW$w0^Pf5%jmLT3z40Rr7j47(-1b$D29_mo!83 ze0i+*WkM~^sRfJT4{%=ip>1sD6<{C6hbHIZJ>=~sMNjN znw^Vprv16Hi1+@9!^hXI=LJaSai?_`ZT9&;8h{EV@nxQOz0d4Keoyj8_nHRicA`Q( zR126&g1B4DId*Z*=bD%^eG#^b^JvJhaiKDK@)As)Y)Duyaew+(Tfp!p8)p(6Sn8m~ z9}cHjh_`QG;pwqnVP0BMXA=nMA|`O0*3`w9Eo#EE=lwPG(28d;r>J!$eKWc?Vh6+= zF($`6)OVHp9UwBZ&IT2*(81SGV9XZmxsnq+u&=&}k>x-O%@^x#&H>5VHUF zRoD>r6&n;zw>&dYx;=gmUCkT!<2GIV9wTJVaVn0kJI`YGRDDSSZvo>@?NH@(a=*@u zM3>XGnW6h2x4%*kYXO<}8*VOdP)Aux;#DtKNKTi7?VB*`$Rh0~*2nb_U6ObI#DNmXjy-*5{}eL_;w2o#-X2qb?w!_PFtlR)ZSw>pM4^;L6#q?paa=bI^c0QBdV93}UWa4zHT(qelU(i1!ThPTYdeKOVRso))qwn8Rk_Yk=nR5l6t~~Lld|;LM|3dgUY5FK2%t` zKCFco`_{io^YZhF^;roW(o;o$Wagv~|0D}#Sc!Fo2QEmFh{d{-OqCh^MY^G4&8!GZ zw9#C`72}eQ(;^CXTgmaKrfaY&mF3MgB3|A04SM*V-hrb~c7`HLzwlgDb*Bac% z+c!D$-7ygpgVCqK35KSVgX^x8li76d6x8=L`DWkXB6bCYq>{a7DBaRILb{S+2ibKj zGD4`nW04VdFOeJY#=`y{C`n=}?Xy-R6ff`{JX1mk;f&Y8NN2}yd44E{X+3$A&6Ba0 z(ISH2Ji<&pdp}HcE+q_-S^{!sDS2T!Vid&udCA1OhG?@%K5yt(>=eGc5{7vZxfE;~*>u`I{J_K)Q7f&SklnvOZL3`qU)V+F=R z1pTHdk{?vQmP(bV1qGt8@(8J?9B{Hci{!fQy>iP^1o3 zK&b2y+4pDN;cw#HlgvYjVKS_bS~M+N^U%pqt3jq{{k0<-)x+TCvzEu2JHm?s34J_; zYv2=!03GrAuH#D+`UHyZ3;x3e=6nM9)DT`@_TlXgl-w3V#D)dpLo)aBE3WtURH`c@XTM(!_*ycUfY@Zl@+GBL%z6?oMn8dazMx{x0vho z*>Y6I9<1-OSf%}drdf*kRK>Sv9V==6@ddL@NM$|f-~q5cSw$A&G`h z2>U$N9$9nnUCFzA%LVX294R3TGEwlDVMsK33LsaBP0K~fwF$4m3YIPRBLleDv`FWo zbiq9dWw0E}yz5KCGfzc2SRU1}N#!t@vc4LJh?9`ww-*(YRx=US3t_|1O(6fJBC@)j zjl`%hCpf8Y)K7V=%}gLp8N||(2>GgY=@SxlANnVv+V^xC#2aVqMmNIzc~s5Y3k$Ov z&yDsaW9G~T&8Z>MtDc&JeK%*0ek~$vPSHavw+t`j7<+sukMkQasZp|wgY2hM7hEyY zVRu)@=$)-T6IW!jnGb*gkBW!VLqyzTvoh=TSLPnf-p~@gbk@e9&sukwj*AOS<<&Lek7?wA+5{^c0wWxrmGDb6 ze9z5QX(Jl*f*8KS=f#cW&l!0P?}ac0h}YN}&ej>$|Hs#pIw({fr@RDH=PwR+nlZH~ zNYvKsL+1{VVN}4nfAbyTWWj6ih`9aNv$o-)b#Zy9CCZkZS4U5iN9L{GCPu)uF&4%( z-X>OXG>eteTv3s)yBGTTuQ;l6m*l#C)(kOLenH#|qbP9BCSNA%$WQVwCrHc3vp(Eg zvZtN(5_9VH-EkywYlJksF=AXTZ-$*v>!3BZAV+x%#w@lbcNIrFP!2e;iS%*#sZl0x z9-tp$-(;U@4*_kve13!8oEqmz5G^IYQBi{=SsJ&CtieciUH<<>cq7e4{J6(ZU!q!$ zr$;3{FBskizUW?{ytRcr37i~ww)UqxtBC8V(vLZoVs=(b zOw27q+gZpGMD3pvB5Ku*kuXJ<_WDIf9JiIz1bkJYnOX9A<-ZF`?kN!op)O@cu6~Vp zW%s7kG9x^PxOw_q#WHOBYxlQhpk+qY#pbFG&(}XL$gHMeZhbX>zHPwy$a%l>8y_jv zOTn(>Nuk;_nqv0Fj!4?>`a~?&Xa-)*1J}lEm&61unH4A`K5v*~eATt=Yr>X|rd??= z#t=OT8y5tXodC;sBTL+~{s#H_R2GaU;`a)pixL>2RM`qt-I%tk+#H`eKY~^Q9G13A zJy3CL;*HNx;Wi0g27o!dHf6ANKEIAz+7CoO{EYSfv?ZMf%kr#sy6AtwSX4JCeVu@O z2;~L-I=3z#;zqB|`T_3HqG|>5hMua;$%ojtZ}=VGN?jshEX@ybEDWV#Z0ZDcy)%^$ z#oEAZDHRX+%J`ZjW`xenOH832V)5`cATD_BdYin zDXKHwSE>(pmn>WJs2v6ytkLblYfFWiGc!wR9o(Fff?-;RLsJZ*w?|1_SUQWoP^Tnnb_hY`D9#c_JJ*6E;hnd}# z;jsztY8*V5ls_jB#O_K14# zjP3TrwJG*p2F*l#q;g;J-yHLa4Q#qEIdAk`XzrX~tZEJ%Xw+IYH0*M-Xh0`#^fWvM zYdSU0h&N-$Ubzh>-bs>ZDATQ*=mt0hPslSOkmrjW$%RyDab^w8+-(eP8i?Zhaz>>1 z7yUi^YEz5mKq+qM3(;MZ;B&~qu4C`&dxPkluT>l`uQiWVij+@o>|c=x=CXBFiHcU4 zg}hmFRVZ^~`u`w3H)1026A1!U5Oj&Yx+lRe=5V)~e5i8zERYkZ)PbMhb=v=|J-=Tq z{_F3T!@>>zU(J310SVYj7~zPDJI|tpr>}rI^r#3prIuwCh>7GY&lh8CzrL<0GO9ZqHq2}rjM*vJ3F%Ss#6Lu!g`6_tn0x`k8R`sWNr8ZAGzr7XX|Bmx;1_b zop4oZDV@N!7dVs2{0-RXI}-N13{1^riyM42C>g~1VXjy|@}oLzyMj+4ZunUqbE;2$ z(C

    aQBL^aZAffZbvd#?1!>+6o|doFVy~CC4+qiwEsED2o7oM+gg7n6_XsoloVx7 z5Em722VmzKC+2{uG{$Kah>C;Cus@{!Fk->Ci_>XxMw1dC(rp}WEOMjf4PW5`>B{}7 zVf>+t_)A$|MfpCi2A(8AIKq@~CE?RWgB4cpoivR8Cp{yFe6vo>S9U~OJESxHWCgwu z>ZK4R=64f34(}3uo!-d@E#bC=D#6MbfkLgfK1{+;@HBb!cU{dtAF?CGzYSb|mfqz( zbq_o`xnK~;!HAF*%a4gjEp%FIC2-*;FJx$hFp}CQBrGlwEJYt&*|50BTj1}MMl4$t z21)wJnkAD{<2)iwrOBPoe64NnN``!Of_04>UW|~|F>&I(8x++qm+xp5zGA;KVS4Lz z_K`{PgO`{NR^99K_|(K1QtY5rn!`=uPl%aA7gAz=b$yBaHt0@DvqD$+$U;{Qcg}fG z9-3=Hhd3pblf7~noVxUjTG`ty{=<3Il#hlYXQIMGG0sM=XS+!qffZGB!DUkkS8>T` zxXheqb%`zZ6ICo%HI^27j&Z^ASDZ^&vPM~&(Q>Nr3^zyNh~EJtaC0#{f{$gb?mdzle-4xR9@u{m#yZwgAq3&BlLt%+X zz(x?**o4lZ*XFvDqW9W)Qz}=HNz|av*v-I$gY%Q0L6zPp$xh~yo1;ON$P(X1c}_I% zaV#z6SAPREb)s-$aDEZS@LsQvTS$*1EV`;#uBTs+J6aSCy&#*Y%AgLZDRT#k=@eR1 zZvG-c2Kd{LwVzsYKtOeD(##K@2N!L5l4+QMIDl6ij2C?=zVtSHRQJ1M^7xXQ6=RSz z4Vy#H5Em2O5^MaK#Y`2u(Gy&3HiDpc6bYpo0?zjUX=Z;}M2+cY*jYmQWlUpIX{}p3 zn#uuG+}Vj8oslpK=`cTP_ai*|k)`k=+N?I&KXO01dF~3#o^noZsS6InqjPptjrsk_ z1Doap-NO%UMbuJcb!;@5BW1}PO~C^RT% zWX39R#V}dc`;dTt5?p_8R}ZiDvQor~AL}i{+mUG5{ZskMiY)-z@?D$I>Nm%t#}gx9 z?gpiVqEIFRzT%j(|B=l!<287~I2jMJW#1rG>KOK7BnWX4-Y)YH3h!vur`gu3Pg1pw zqgO92zjrpUNH>{R(iRtN!)OXFP>SxRPsDt}$(;6UB{Udl;!)`R30P0uR2=+5#-vRc zXh-*=c>C~yKW;er(g{7Vne1SPUiBqHAKilpT>YcR(RWW8jzfeot&$<4;|rbq*B!zD zou#u+O@;^1=%D<)YNhc_hw=JQlHssNaABZ*)~mc#RS~`MfKrq`_+fH}ucDizxahNR z1xyZ~?I{k&El#v%F>_Sx)_JrvP--U`jQo*1cij)kx! zU*a*!6@*Eqen;^cBLDNNKtM{Ht8Zg>De}#@m32Tot1i*_9)0e|`)Kf;c8~=nu0vD* zW_?-_yDr(eO%7Ye=+ZXk8jBbuYKjQqNb#NOzah#{#Qnji8Q;^i`y8R&15!VmI{cNv z^x;_D!$AJ_LCMgT8<(ZYls$*RyRS}I2sYWUuR$(Q3^oRYrIm zs~ji;D5q3Ochd7*u)e?i&LCK@H|foY?|mkA7TF&Ej5nuwgaS3WW=cFnkmnI6`@Xka zG^SErFiV#@s?*?jelca5Hbnoq`MvD7b1vPbE9O(MQ|V0l16)@gK}4~c>iM>y5RP~n zBr0e8{ZKUP^IyPsIEv}MO35@Voo+T%L?O07%O!YBfo{*QF}ox}A;k3fpDVcIRb^4u zhMRqBW-D*5qXxUApMP&wlE5(rE!a8wPQimlHV|NMT%mGZ8WMt0J;X&2KkVnnLz*=( z)vS#bte0{K#wIS*Cdr9>-~2D+Tv2E<3_r-ixb!N;x-xI++X*91xR4e)#|^h)p1%Ho zsOUECj&4qMWt?-=VrMUE(1}oc%mHOm$X7OpA=!U}h7Y)1P&cF3kH(qtnxFU>qruD9 z7<}o@t}z_jkyc_^6dvm7(rX5(QTOD}>hbXTK+~uzEYvakk9HTM-}e5E#Y?!4qGnqX zvL;HH-t@YrQTJE6Kls-m067Cjv7y)}l0K`s84>TV!CRfUmN%QRxlGP-izw%3SX%(*)4axyvXZwjXr-PIt(!!L4CQgDYkd8EZL-W(s$ zoJLVpV@*F=Z0WQv5t8WzV`OgzHSly@WBNpbtm*}4FLcH@AIOWwlddR#q7hx88V=;4 zHU4d3>a=8MsrW{N6E2x+q-K26>qE!4Il9!yJ&H7574}VOEp#&7Z^&Iy+RFMX@D$lK>7 zze3q3w(n_7KZfKqN|w8q#!9ui`^Al7iD4=yerd$$R(v_B?i<@*RU^&5uq;y~{O zr9{bmpBbogW7k^zM)fwRKf@(iJh1$cSD$ zHgFP#Qq7P`%A>gc^j4D0iuhWK3++Ea=PDqvCh(e?v#_o*QZH7;Q9<_c+(Rg=s(O`G z`JKd9RbR~sH5)BEG?!``_2&g=V=5%Jv@Q1Pb!BRz>pn-jI8AkUGZCyK(ffKrBgwWt17LR6=IK3RNIpbiMU_&rRByAoqnBThP(qvz`EaE&+gMFEx zQ$gIonc$C--Ihmnx`jKh_k>uKdXw=$O7=Y*=`&YSARx?0^w4EGp#}qU5xwo(H2-?iAKYmFlG=;_FFQ&rZ(H<%va#smij!kyD#Eh1L=MRbG*YZ)#+Zb*F=Id@;BS7{|Nm9^Nn0bh-Dxx2$)+u$ zKPY*4aoDnAEK%L6E{tcW?;?M;$TL+dU|Q+zKK*>5kL7tl_qI!#&d+4_`~=`Yx<}N9 zt4Kc#H(kl6=*Oi@dQsj}x;Ol2>pI4(sjHF1i2dJA8a|g7^L`1d<00W7*uvQR*cNyr z`>EG7N~2O5Ovj#4OdJzNjul`KHeOBVm5ru5vSS|?ix-Mh94?X~m+q!W4kB*5B-xPU z+{1`BH2sEH&K*iJcx6bXxPAiI8<$UoM1xg}$r_)lT(&L# z)hfi_3zCarz`FVu;gvw3Ja~fHJM+TIn$O%D6*^BSi0kF=oXqY9$Po zp2R&sM1>CZW!j%$8V2p=alG!g!c!@In%OtX#*R>SQvYSz*t$&o4vH=#bn=2DbiIL` zf>d%=Y+u^8E_!&WTq5@q9zW8mk#K0Q6S@W;m7*{BW0vijUU2S*RYx^cgtjL@XV{;g#| zJp0e~m8fA)Gvcd;ko0a;%Rz2~M%e$39zRu=f3?e=ofPM}jWj_E5q)I&y-XHoq}|@e ziGp-&#JL~y>IJ7|p#|1NY4qLc3z{81aY54916fuM@<;29fYu!$54fS*_+nEJZOyE( zweJX(L-J==tR_OEa*54k%xgi(9I_Fg7}R=O>j^+xwA?*HF0;#c<54F8oqlMd|Ng|E#;7WS?F zw4?zBrj3STo?=-2p^}RDCFnTBr*MJdyS+d9yitX*stVg zg;zWNH>x=43UO4l?PH5O7`5dHI}cqJ(FXmK&037KN|OE!e3CQOisKg*X&LE}`( z7!%5lT2_smoUt~`99?nBfKNt}#Lc-KD-C+fXZbXZpgwR~A@ zu}OR>EdEuKx)!Pvu7hd1$eAQWl_gSoA0p9Ri_|~=1*b0eJCU%J!25t|nj{{>)4xDb z4nif>zkzMEt5xNwBD@6BuYqcQ&2XyhOvKdV{5ML?>Wux=VqHPFe9ThN88FsR{;T>M z#%ni zNfLN|y-I>d)EG&Y<0SmXi50s*7~^lH%(hYx(Hf+%6g=s~CSQ9iZ5f$kFUFZDa3`RO zPapYpzOb!!T^BIzAjFK^<^gkfGL;ei|`O(d&m`4DHP@aKO@QiVMy#pAcKl+z!BYC!%V&RD5;S_Q;71L z;?y}s7~$)%W#Y8)#1t?)0xiO%@b^#0Mj<->$%N5b2~W6U_gyPTUp!&YQL?@BcL?Q9Ca<8BKJRO zY$K>Jt4V=rg>Gt;>}Og0!4R~wi}vQNf}t=!;e%8rtO-+M8~K6{f2E^XxL+h!IhI^U^w<+Pvkp89u`^*A2et zY?*>^E;CXFutLv6xI+;&7aw3DzhEdw{06UjgtR`DS8mJr_5acIm0@u;O_YNNcNm=D z?(PKl;1Jy1-5~_G;1XnTcXx*b9YSz-clVw5+ui5>pSfMP`gGShB_t_n@>e<0SRzJ4 z$liDlXdpxiWL;tpA%tdl^+LGQr3D3>J~X&t@Q+K`#DbBnU!@s_ zwWB4KcdhIi_1BZSBqYi_Zvhs;ajBBw=@&=`uh8V3gX&eP9)lC!!cqsaIZ1hjm z7i&ZVVAu_*#-b~>k=yf{&($coBg+@xwq^7e}`uO%JjQ-#B^!3EZw!CRWHK*XMIEG0*z zq^>G4>43O!M32Hg7((Gd5FW5L&Jdp9JRwAWiopM{id;VqvuMoXz7c2jg)LNvJt}-eSy$z|NASuXt5w-p0`t^Rc6g?IH?_zk=t_2d)p>R#_t-fUF8G`TDUTrxgN9zvWXW3e@{cU$leQLBL5OKity4z0pHjTZB{J(#? zY9o`mBYs9(rE`P4=YQu`@HzKd6m!Qui&?v3wYO3tFcxM%(Qbo(c%r|i<5g+i`vakU z>Ayv-tJ4epP}K>~QTAC^uY=CphWaNFh<`C2=5fp&w1r0N?G#~P`F`KxY9?i<3OB)~ zw{J{v|NlQu?eFhdkBN^NgzduQn%h#ieJgwgC-;0Ji1j&;pZ@O=(FnNhOV_c>`dPV$ z)44j{hN?*%j~8p6-c^+3*&PepY2|86ykS8S_Qr?3v?WEMEiWdMt$D^k!04Pqb&T`> zonX^PRgufBmCRftU5{b7k|FAkKp=b4urQh0= z+=)+Ixi(&im3u+Et|!EoTtYKx0})8mRv50c7&fgq$!yUhpeP|6(j^@VFQgF(#MbE4=_I4Ocv&x^8hC!EzHkl3vC9(qaSHJf?skU&LQ2=bhr!P@m%RJ+z)gpCNh}~ao6Egt5-gH>)F34%KNrw4h#4>`AFdY{B zW|Lg8NlS7>ZAN*%M@eBsN67jM+o<%4eP`lyDU zNWx4BWaqyaRrMk2bKv9Ysf>2@jcRSeq0D5iF6@X4<7E&zWxV{LEzDZgNYqaK#mq6+ zKZ(|^Uj_+@Yd&dM>Ua{S>)vmg>|&GA{|BDj^NgV?le^BeGYVQg&tENUKGY+=#MjqI zn3eWIG>u9cdMwonN%*h9I3d||Me^@}_6k`;RTHiewpS%OmA?ugwS+CcKdy$8R)+np zC_<>X{R|F)@jHRd7=|f__M6e3I}Nb>-tOdFtzjUL|6Gki%2Nl|1DeX3j!W~7 z3HK8ow|AE^DKFqkfvMeT@^reuc7-@Zf58~A_H>6mHl_Oj@*cioeRE_TElG8NW{Ypb zqtS!i`!+Y}hnUgGAU_#67ov_$8=Y0#-b<+SkxB35aDS!>+2Xc*@02ev z?t_ZNUIXrCXaUscRKF9r(&dF2N8O9)DQDksZu>(Y5fLuq$8tY7KUQP#n%I8T;nx;4 zX(TI1<+Gz5@wCA5%7=XdAw*ReQz%!g5_8o3cg7)nm*;$Mvz|Iw578;d%45Xu_~mlV z-sHtsq5}|4?!eorgITG^%#-ykAlD4=k8v2vV_-m)hM*`5iWFiwuvJMxv+0Xy!Hf-p zWN$EkTUfwghh6}!V_KM+4MSS~Ge*Y#gU9v}CcB`rORC~eG1KqS z=Z>-*J?(M`eMUa>f;6qphHp{K@!zr0%ZT(~*4l1UFM6$zY92FY_ML$L0|?#jer%dM zrSwq6+(a8D z``W^e3}@UbcHsHvkSd)f>I|Y7eFYP=6I%qkn`4SnS(JWE!n2p+g1^L@ZKR#ZUJ9ex{T30$Rrt;0&=SjeS--^olMpc9>B7J(u5>4 zA&CyN&TzL$Z6U2!nD93+>`2LVD80slo}3!ZX={sOVp*Xx!1#kJD#jBY4ec09sqisV zsws9*?^?bI^FB$=s2`&%>p!NLQuYN!I4ek1b@-7tjFU+M^sPBzwt$+Z4MSG-nRM80 z>lXU_JYOeCIp$+h{;TCG18!=`HoF4lA$=ExNf^L4m=SC3GS6^oQKLcvav?zntbN~b z7tR?q|3i>6ndmMh9Te5^KAQhsL(Uo6muU?2x&IZ0sc(btltMhc(iL8?4oe+OdrGyx@o2(qtMH+G~3{W{PlC}K8v5rX#Op5?v z^crz&AvvmNRa&Vr#ighvpqOH92$o5<-@8_UITGFue5utw1Nf9?Qcz-e%hKN}{wc>i z4sFE2zF13BU4mr3KR@2oe)TI?56I_z&QVDQCAaUhzO<3S*-iHYHv8apkf_A5!xE4zMpZ01^7%0n!Z!HxrBR6<;kwBeh zsU0Q}HN}I6w7A<5bR}#(9Df|42o+LckwFJkSsOocGk%;MfxI}TwwsjNe@@w{7?TdR z_^@NbB*MFC_OH=KF0oDFfKHjJEjfg&W#NZKpXHIm`xsL8XAPcYB8zvT>rw{@#9-7-POfp5GQ1B_pN|&aJQMXW|rIrASHR z^m+wZuf{s~(mum=(Ju{thXT8CI0xa}xJ>NX%$7brnw*ZH*%#?%$GTWPp=@lj+K-T) z?%Bn+58W|xFo8nXRAM$+5B8j zSS=gRu!8#*{+on8)^U*`_&gOVL52YLHBN6Le|PHj0iA_{8R}L{jmnUmUgyL*nX2gS zm+2)`{K?BD@3KM|EDvZjA2zp-BTyn~Q2z-o+x+ldP}&5;_wOXp(MEv{&Y1$2csc)? zbr8ykJ>i%cpB;;w@>`K4u?0XoS($fCMyV#4;fWvvcBD*SoN4=_=ZCgFiULkCC#IN} z3c9hV-4z{8VdQLJ@rlQVY<_#Yt|iynU$*(ZKp|`V^RDl+eBUiA4pxH`W)v#uQB$ci zXdy!qROCG%u2*$km#*iqQz*{OMk+3t+c&R)7H~;RnbiA*Mm+}ZYS{=8WF>Xwjnawe z{jfZgbO-D;G=)8$K1+cR~ zI{hhti0=}Q76>nKcaoSu!=C2I$)P0UqzWP(PZE2yk9i;{%K5x*#E#y_LHU5v^&O3dp0+fLQdih+R ztep+?Q7U{PAwJu>O<uTUEV@{!Oa|;4li|45VW9;C- zFpx$jPBgl2N>edcl@xNG<#q(~buv-V7+_Sc6R}7BA}{IUDUZBS>DYqguJCh?{vGmv zUjWl_Ur??Qu(DLJ{$e}yeK5Tb#k`t39XNJHM4F@|dkd1^Ye<@;$q%uu@40Sip_s-! zdkX?;n&`r}gBgP0cQY)h^a29YLlG<%<*Uz*x#0gG9y;Dl%A!6G-Di|3v z%WUFJhzIG${ET1TcDmtmC-{vahA;MzHf9P7^Z53ocJNkeFv^4;5}+WU&!?#F;ZA4| z{%KJiFrPmmYtsV=8(-)nR)LwENiXDLx2$kYMH`g!a)$*?nxFU}2WeV~BbVp0g{{gE zUbwDTz7Ue7j|g|xXFWvy1ky+7Q3r_DyGf_Dt;=fWF8FqYzj*hCewf%spf_hMgP$H# zll#@?aSA~aZ+shAe&VR|li8zP&IyO@I)vxvk|M8p6+fHjt*Fxi19AiDbRoLl7X_xi z2v;7<4hGAT_NCBuHIo0L8AD_OvO%lIAM5p)4qwGd9v~SDH5E7`;IUINuTuKls4e18%_UG^(0fb6P>yPr-m&U{`q(o4tE`ABi`N%;PE4wjVj* z`ICWHXDAAoY(U&&4KhvmT3+O9YxXY8V#LPGzw;UE)nJ>&SdWa*z%qK;+m zL=Gbd>HW+z8OHU<&{RsVeKZvA9IHic_)Y>gW0Pgg5D15AFdkFFmEv4Z)K`9M=e}m$|`wo`K>TM_;@B8^*G|YMn;k|z=&*=t5ErvL<V{D3PjD4ZUARAD)a3_>XL%5ZWlc>^C*eRfshu3r>_qX!;< z&6biF8Z^ZId~K&L2BV)iVEB-+A7F}P8Hh_@qx9SUB00i;d{gQU)((L^Alo>@><<=(rmHC&Gf=JVdbxv;IH@q1*D-T{@awuQY*P`p~yg^C$ z%Xka6eMWy?G~IE^;9Q$Ka3u~4m;{L`szH5iPBGrZp(m+@79x^CWHQTO(gdwX*b`?= zJD{k$*pfYvf~?Bev|QmtjcnW;UO3oc#>*0|0&|InglZ7Xb|<1AZd?H!kgI(y6{wxPVT4 z;DiPXM++LwY|Mx-$5T(4Y%u6n)zNbL^q;c!`M-)neU%S__+Uo|69>ejAdaNfXm)R) zW_On1qUvznj}UJp>5f>O3$4)znr%v`+hBDZzdx#Of(~}&KLKi7hJPRSk+fh9D)u@a zmDM-U`vWPr!B`tB#O0oVyn9o3PLE%^qW=LVI%Gm_jBQ)ym6VL34EFct zxrG!dqT7*^M~qOH(3raUFaEuF%#XS8))D(Up3p4Oy}B5dMh3 zU{8iN)6Abxw|rT<+&oXSAJjA>Pfu9|1S6A!x;GW^f0yPaZa*n+0(=co=Jv~KW2jFP z4-32k{EvT)rQG>If7F+C$bsV=ki zO-N$noxvrj1{*|+A^d>NTAP9S4eR5M*W~GVq*_FBx-!aR+L-9t@70d!_WZ%P@`=8b zpj6)=*9cafjcax$-Q(-F_=F{j3-rp9oX6wRy5RG_?;KUCC!{ygEQJ+t$4jDb9l_rK zYpDfb#T_4{3pJ(kpTV;M%j#5rJ8)4e{?z;g+*)^Jde}b1bAw(H9iT1c>ZB&6&Nyq& z=?u+4=>*N3jRP-4;24v74q3q^|LhXc26vnp zq24%Zs~V#7DGmePcX}(9CH3MWKOaQe<~(`DJn5=RChK}92Ml6@3kf>Ae$!cJ8Y+2b znq0HF%g_^5{>30;b7U)sj%ng0%Xgxo(TTOmsvf!yz0LGcU-tH@`kcpo2R=)W>(8O^Jeq`!hIUR+LQiL z^AB=w9orHDGb@t7xh5k6G)cVMz*SLQ4L zDM`NQ5Vf`T@Zyow=WYn*p5hBJ34?<^g5p)Xw*;|$U2)o-zWI^E5STq zWF`2GIF>EKgwm{jwrd&fb-j&=)+KIdE>}yTDDSKGh0e2adc^`k;Mx{b@VPuUu&}s9 zszRJ60pc*e|~0}blE(Ek^>2@R0z6I%x{J$y6@<` ztJ(cII(VwOuINeDxtNlBbj2D{shrqhRw~tmmN?8hdr+0h=YBUgcYP^GJD6^Ma`1aAS_Se|8y1ki^|MbNMV*!$w(%Io~j0=^xl-X-e;He_vr^fgLVgV2lpLQ+ku==tC2yL9r_~y2oNc*q*NP;Bgs4c zqxpmRNtI9u7}s@p2b0G1I}FPkmJ_%@GAQ6bVPy4Z*9$o6ex`kQ&swsB9qUP_e%sEs z@)+=*0_bQQyM8Y^EN{&XG+bejSHNYTT7_O?{^be@2pa|67s_L++~S!1eU&Y=BCz1i z^4b$#i9An@*A{HxZYAAaR}Lln zHy#qP=@8yI@iseylJv6(Rv@m0mg>-60ZTY)biSyBs}bttfuzj{@5c_Sz~FOs^e89p z>*x(qLZvTJjBnTWwr4Rc>FiC=jY}wm$STiQR>+t*>}g?gM*liocUGdDpo~}`1O)|k zSZp)DKBDK1itY=$SZ`g9uR&lzeU5TzKUjQ8Fm+TZ9405;Y2Vc4+7QL16u(~vNt?z} znp4!M^J$86G_5@{a47ec7w(Y;tVyA=&YtbEt}@R-QNj#v+cQ!+Xa)UftU3Q88lea6 zeW(sFfIMsJdn4j^XN|;wHR}T{u@9^{lFMhgoc(GCfzI|>QG{;c`SL@nlv&PZAW8S} zoeoGugyQv?hdkl4B<~2|HEI_2$myzSEb=1C)i`ol>*s)7oG1I?j5hU81(RxAckgp) zlp%d-WQE9k167C&`3pB;)E)j|Jc9*s8(IgoP7A$=Sh5gg5)X-YPS{~aopD}(7{1We zsPzLA@$X~;2vC>vecJoM1MD4ztKv)l6e?YAC274dLQd*_O%o40c=~nQRZxDJ&(93K zIm$oYLWgpv_2{Enliz>grdQl7OJ8#GH}c$}FL#C$oBqWZ2#=s?iworrd2V9?Yrbq} zyf)C!8WAC5Uor~9_f?7n6Ml(+(zQYZ|LDj)w({vb+Sp_Ra(%c5XuWkwU=RFo$(bGo z)QJ0en1yvrlv z8bC+kSYuf6^Y52kzP|u1`dBXXPPE+WPj|9_`K`RXH~toOqYIDMaOqJ4O^ySvSV&_Q zt`=a1t>aW2&Ftnne#(v7@RCjq2AD*}pGlTBQBjO+tImuY3Uwx~X7s&ve^k%b(J`6{ z+4b+NfOp4tm2U5OTeiwVf>^zmDe10gQm&><#vPz_)u@2I7vkZ;Rl5dXEL3Z!$MdAZ z>1^1400@CVc(5DBAxnkup~op{D~JxQ@`UiXuD%$Sr%c0wh?KUN%O#>eAquw_$=grmYX}y#NF#dbDn&qsM66zlahb3yytH@@)(3S!=uk z4ms&Y`nm7w5gI(b2SpwC!~kKzBp%pWN4sWvh$pTeOz|^SML&W+Yuz>aO^_ zOUjogg#T)r+;Qjo9_=Eez(?)r=eDhl%>$xRTjb@JKz9nlBJ0<0hd)<@_%wj(N6N%j zU^8b%&ud=h(Pqaul8s1e+XN3Qc01+cQuUGSKI3wfVprJf03M8P-0B9f;~4hiNCv#*29&z`dtvu`G=pT!W{}UJpwwJH3BF z!t%$SvxT=RODL%o0NGacPEu(=cP|*8iYff^ONn8>!mP@_xSmUa08^pBaWx`7o6>v+ zTpL4jS5hk63(4H~-7L4HhO9;|7uh|6%izEqPgv>8Hel*^YrGbaPl*MRGW_s>zs%kj zr)&uCM|%7BQIUDDW1$*z6}BsQhi|a2H$?}HR_Pyk9j=PJg|+5Tx+i4R$Sf+hu&Sm| z@aQFt)*+`qs={rt2A@YYp(JOx*oTWOkQ$P8Ack%!mQeIzD8nQqeqt3g@eMt7EudZ< zLr<&u-TXC?T5LKDf39Y&yKPRtjzlS&Ljh0`QBk43%=Mvp=J+mCH#sMj&x3Zoe9`C< z+#bm%Q-@yL;lrA>WflG=$``vHQ}wN2@|`S+Vv2@1NR}Gd@eMvdSi3hLPGqQ7Aa2L= zA1-!0QU<6MC%YgAlKk^ubcQR&%cV1!8f4w7(8)9-gxLw6p~qvav_x(c2t`{h+0RhH zW_8Oj=1<4WX)S1@I1DB5rdqiaf=>m*JDI@L7<1C>h$mIj$01(X$5wbO-sAZ%}N@= z-u{a8EO!HcxFtStfaes+CXL%VSx8Si(X+vag8D;W-HdFB&j+0Nf=wLb*V0TkgTgPo zWeIzc_bfl9_&S4v`!x5A{rD|m4p+dFm#iDU4q2L;CJ?g8PcI9&MMOrtA z3NMCEE!GMmO~V-GEnxNYExO*}zT#lP;LP)=H*TdWOr!FUUG~t0zWoc#H*5^uuxzG( zyF@G$yC@^B4G^NNI<*buz5)b{h-YsHyy84qF{tVsqdbRt{_#Mi2DK96Ek)^_imhgB z^T(}_Tt5S2R^#Ga0s^@BJ_nxzM?VS*A4%vKer-eRv$yHKT;M2*Q@}s)S(LANPAwU$n~Cn8kneK zhbwAvatsb9wK{95`pZhH@L&cAl6oQ8G*k?Dqx}LpE19rPW{*$yV>Hp6sWGRZUt2h} z&&*Av&v465Xa5(Ydb_%WQF?XXjimws@6xfEGv!V>;Jr z){Hq+F$s34QHk$pjGWZ!f)O#%^ofl$-0I3!~*3h@;u35_?_gF~VPdu3J6RWJMOC%* zOQ2rGpg5v8hK$2LxOLlxjOn0p(-+>*h)v_Js#J>8J!`=ESQuX83Z*7+1YQX5pTZtd zM$3I;oyx%>tC&jP8Zbmz_cevCD;oV1Yks4;8bFvaT9V{cqp=6CB~E9#(pwsj{k4;N z63?B)ZndtPwUmE@q&!Id8S?Hbbe*n*BvEg9o7^dP&@6Lm5tymYm0OzE`TcD zyoShXBzsk7@~z}XozuQb>C|d7)5hj^Y>?hp!bZe%t3wG_ex1G9BY-bQi(kM=I^>?s z!1<+ae#CITvkD#+K7qZjs0KfDpXrty<`!YXZ0sHjCDa3F=)0>#YZxGAuG!X38XQt2LVd zoPZ%dzP0h!jNg}3OW8|r_y+#QaM#{{=vx3Iq9j}25uJz_ox&@t`N=y*b3 zmFjG?N!rgRBC<)lRv@cNdnf#ojYDxQ02{PWADhpQDVYOlpI3loGUXJ$V+w+2v?Tz(I~#jDa~&Ybr7Sh z1(Qbf>nI6LU!>-$M~mGOk$y^?Q-Ekn2)CGYXCWTZV$}8^X1)+KmJN%~0}d`Q;5aU; zi?Y?-Qi5S651qao0?lDlCe0HG3ZGQ%^j~_9wFSUGM$gu1_^NsR`wUVuMD#DgaPVr@?`^Nu z&m;ZC@)e=JYUBJ9w2)?Z&N}%U)tR%moxMw_!SXp21PFZ9NRUzeQ*1RAMtb{oq{@VZR_FsYx%pvPE`~TgL_7D7lgbGE z7x(%7HTl2NZxI()T#kd?UEd8}?}O^T_nPz1gL(BSUbUv(QxYS(orT^<j#uKiY#@cE*;Scan9HL)NH};TiKJ0yq7&(cLOCee5=8#MGdV4)8@obd!{LFYD%2% z8PqBkid&QBqJjS+4u*F(n{)p*-(~!mIj0vzRn|-6K_U8!4i#sg9`%ee$s+#I$^0sO zqv48Swg4XdjB?2DEIJ6-VM~VsMv7OU3}GndANhy_)}#~5rY{G4n~gHgzwMSm152-0 zzKv7Ena%K%ax0Bi-^!-vO6pT+$LpE!t{ys!>SVejvt3O#o429_p>vtCXxjDOd za`}t>2ZoZqr1{ef;l>s2&1K4ZOfGUO_EGvQjZwmruhJ%3`0~bfAs1x_?E8F7?7qmv zwxoiP-8t{P5%b;(bJ=$ldmb@@o-M}je*69sfh|>;i?W}-O_x=ojy;{O15fBht(?dT z=I!T7ikH6gTj#=Gu4X`i$RMI|dqo3Ul}9~V>Z-Mo#gevd-2oH$LLfwCsk7q7ZTr+$ z%11;E`^>tq`sU^(G6nTf$A{KF&g55l0s`XG2;;*Jzi+W^Q?zbEDI@#6P;r@g5>fZf z=Q)O?D_*FTq%cxrs=4lh7Eh7w#!kF(JE4k;zMtf448(QOebtKvTUu20%Cq{vo($d13Eov%5wN)TG?6oI^&J z>J2=dwI8@`6VCsZGP|qNHWQGSzs2u6byl4`GIut5!+`@(4@X+NFG4*`H3^={B&R{5 z`y7t|VfXe> zPIMy{y}W4V3}fPtLYxIU<U7s6kuwDIM( zB9irfF*^LkLlx{Oh;yA>6Vodc$v`<1N0(C&{G9JD?ixGwwV6<9_HBr+$wX8j($G+U zX=XLsLL`KNplf~+lsy65LRif#_U2CN%O3k;7LaBl9KGQ8HE7&Q{O3Inywq2yJsZYQ z^84r^LEnidq>nTV=o}#|)WhFZlNPG*F{=>sJF(rI3#Q*W#)*WZgGM)fh-b84s=j)6 zR7jLMH&Yw*nTzg~@}z|r85_Tp#T*#^B>;zNFJv&{(s;YDHUWI4LnM*EOyR+=uD8Y~ z9!5(@)^)GEI4h}uJrNV>pg6pEh&325X3gZfsZVQj*-WmC zhPt9clZ?OZeTTPiSzhXY;JxnK3;ryp(7Pu8F7IXN<=du-i2O;aG&{V=3~Y${N#*vs zf(XjpsyLU%Bhz7#v+hH;HZy=e$D2C5%}??`$u_5-c7Es}<7h4ppVzq4C)VK^Lk~W0 zlM1UI*lKwtNC|u*o#%e8Nm#D+K(?t^$cQ_E=}Ap3b;yagX_^g%?o}8v%QSRsM_2hF z%d67oHv2S7PM`+5!7-S!2MFN!L-j1)^SsB3&Rdcm2jVe)g#U;OSn?gcZD9bB7 z#=+NOz5itOD?25T0xt)a23*QQ@7*!b8(mVlCY@m!{+s?Br$blXE`j71qkl{Y$!lo<5d9ORxvMLz5bw%_~ z@vN6%fAo(&$e#>zH!B!+Q%u`Ys2aYA%q!9=nlqfse}=@7mKRrSx(fbC((%J2IHIMs zb4u{esH0jGKJQ2$$td4bAP+xev~K9ctv}2~^f`(DFBxH5PVObuh&SY$651~at1gr> ze%@i18;$)n!?LNTYv5m6eh~pNiH?vR%ljK!jNo^QMQ+l5nT+YYZs?dRfn)k)yqIv5 z0n3{ii%0mpZPL6#XIOS75B@(@?hk&SKoJO_>3EAbC}X2wK_!mrAX#vpaZK;{s=^oRWB_fH|Jr869{pkv?RCOq;b~Qf*(1QZ{5@oS+Z2 z+5NhFR^6=7H~bjiBDhnH7Tik!W|t+T(2u+ZKbd|T-Zqm>Y1f08^j1Wkf7*(B9Bf~P z7#8{xt3VRYp$(=iU9OyPDs}>1Bk?uTPSw2O1lbcbF-M();77{M99%a)!>`*#4P%Np z?uT8*7=Gy>MTe}KA9T>C;@jhjNjP5ZCc$f(i3*~c~^nE$V>#| z*Xp#s2(Vob$b@38Y^Ta3tVWr|BA`o~oNx7>(Apwz||BN=29 zR%H1))rnKi2}=*r&QU3H?96c3NWP8`ZcH*+-7YVGJ6cUH53CPLJRICmO-*Pq2a}!#lS-V@|K@R!LjWJ_z~^PmsiD~8ZxW+zVr$eXRA?auuunM2 zq*{n*(8p`vQJmuBBvsq+?76jKINz63pVrLA2^FHD@$YY8&FE-Iu?p-dEs8&g;(1`y zev=m>xq3nIh=YkODI^kS5rkJq+FYxHc1Nzy#|ZL>RX?-D2Wj^q-A}W3!Ec0TxF!DX zNn(_}P#5vfe{g+|4d31sQj^;rhTGQ9L}8MJ%`HIf2;S0tZt-r}n`Ll4vi8lF*7@;b z{w}02NXmVQ+WjcGI{ae28}yOea|lDW?b8NP@A;1quRDp)dxtH{#+{R`igsgr6CHH@ z3A{nsM_{2R2Jq!_w0e1l$4_#8wu+&osWMeM8 zLJ~}K;6I`s1(k%H7vz;y@piM< zqmA?NeG?Lf|HS>Ku-zRQ{1L0PINm@=R**_MhAZ|EPYaAh)sYQ4)h{iNsG>HLrV&}< zlN!wW^TvszSQrs6<+K_pI(LF~mtd2v)DoH|{t~WfP_}YU$@2F9PEh^y_1eg9q8?_dQLe@yf)Ry?T zz)OBi%PB$XQ73t^(2yI+25r%><>%B-i0h5!PJow6`9+6${*81~S1*=^0#E&fk?F_P z7T+*N72f$?x1EADXA9kGsKsk@gmq57@_4?dWVxE2ZDZ4t4c(3Vs_;D(dYw*Qy&LlpdVXF$usEi7&a;w(739&;{ z^j!<~Y~0)T`-V;b_FpjpGwMGW%Na1&%=lWgq+(?cuOithE92atqh70t?GNR7Qz{J@VJFm?ff< zw3qIy(CC3by7twfF|@B}L{)!&S-~P`Do^;kC)yyUF3hcMSFL(obbmjSP}-F3!T zS{JF*YK!L65*p1ViRhMY1i_5yVXW0({|(e8ZYy>gI{bG05n6%FeKJE)Q#v7kQv!-- z7kiUDPhmtCPRnheo-aDDXN47x8h)Sut76yq=!L_O;6txqKqZx*ojgRr(hj^;*1G9Ss;1pa;ZplX!YnbpI(~B_L*{T;6`V+sqPVvN!#FzyZ5bQ-M99STo6b-{1T3t9Q(TTDDVy!d-Ys4W|vXR*;3Tj9%aL+ot^?bp~Dj?3L?zI5Allkjjx zknB8y+kP9S-^kQ^R!T-1oQ)fN*%w(pVyqLv=jbhutuE*i$q`X>WQAN;PeD5J_N`>M zWrOqXiPgLbzw!*QYK?z2&_^z=tR?syRq{>ijLJ`BT`btYNo#jvi@5@eKn%Pc0d9jgiGP zc#GlvG4)=!`E^8R)|0%3gslDfv=%tZ$f1Ga#nEyyes~iQTlDbw$0psA%WOU~wt0Op zIkqnAa+=cr%sox%Hl}7DY-h%$`mQ~%YsY1Ad(A~-jQjDA(+G3C?LjW^WaYK!>UFBA z;ct2YnL$kNCC!_)df+lf)ewA__{sL4A-$q+!sh>u^Ijos1bDy1Mj(#X{{7*lNNJp4 zuC6G2_E^Ydf0`gojo+xNQcmUYYgIt089-|0eMdsFg741N>TRPsW43&0U=o2H)=>b) zAi`D59i(cp*CV#Gf%YYfK@Bi>l=tv?vkNf)$&>}wn zTDjGEQKyOgr>g9S?rSx^ZEki*Id_kC>$2S-_7x?6H<*;=t&as=avva^WN1n_*iL;Y z`H2HML*F_c(^eu1bC=oqH@6Gp$|Zrw1?fP_2%B)a8S~3i`IF+oJ7Tx(^3BekkHMcN zUd>R)aShCM#FOiLmnGja(=vK|+j`A+bagfuxB3*-Nz?ZS#^+E(?_B2kCj3@#N=bxG zA@s@L25NDD@F$!}k-C-Jt$PR0VE9{-*dH8)T|dC)&A;DN;zn93zI&Vo!0Qc}H4w(D zP~Zrn$BRn-v)|dCHBx8PieFUHo@i)H@iJ~EV5DYGBPuViV81wpYHm2Dig5|M=RY<( z>P)-N62yvDkND|!?b}%~2Y-@%DkXGo)zpx1UrfM1eGCztz6tezIh_@EP0GHXco*JaYG4w?_=PhcG_L;(PJ%P$GeQVK?)eg z^iVE)2|yv^6zj2_%H^15@SZr?_?AgCrMb9)^oB^Ci^`p9(dI#vBdaCP*+J}75CX^S zUj1zxDm>Q$qKJE$RX*oZ9|kWgThtliHsYPFp{3)S{)B-ZEi8Rj(sTI9hVN)z=AJHq z!Qtn8SX47JE%eO-vulwLdKB-;Sh549RFakmohjEIWOidJE90Fhtzj;#p^Ogl-qWyBL(>I3O*87;>&gN zRv#c?5n;U~;|gt@8xL-~pkKAO-Ji1_ZEb6^@SJtWq3e^5=;kub24B2tqqCw=9?mty zTq1!*Q3}sg20W#Kyjb-+%_?m%q-DG`M^KTBJTjDo6~77jW393ahF`r&@pAyeA%Iu( z?hWG7!o%3|GXC8jhO7%m39GKY4Qm6UM^XIVa;&!{o2t^B==zv}+#$oB6Kr&fWZ648 zdfTL(a)49F9h;Gr=JV43+Rglv`adk4b97wY`}Sj_F&Z^)Y-3_IYHX{qZM#Wh+je6$ z#-y?JB$-$f>z#hz-^tJhDyGZp)ewt zFhWd}1MP*tQxM$nJ)^>stWbdPWExV+Eb1svjGjb z^BiNU+4=QKrl&qL#RecL(8JcW%WqNCY?=wvrYvEj$t_6w_zy(zd9zSiTb?>b)P7&X zDidp@IP>+t?_hS#NAkUfu^uD@voL;uZ@CEYykQ=HBl$6;jgNy=L0I1mw8@fRuduNh zO{ZVCP!r#Ha&iWd*1(<;w%ugsmLvQC?(@Ms_b{NoiL$im;8}seyzkAEKe4ArJxZWK z5tqV)E06Bw%)IbktSn}tK3&4rxexjp63O4tKbs^I0AN@Nb)8lxlbOtElo|I0W0FU4Fc=c$M1D8KAJayaOt``bmz_< zY(bs0YC#TS8f~KcE$ityueyfdIcOEst}QJ&8YbcYxT^Pb4cHdH98@NSRb$q>k_ISK zF*TpR8LXhhtJMjwh8sq6yXrGbPxxZYj(HPj>X)tsvKoF-RcLu7fJJ0rI1TfK@t`FL6wKL!r8JsXkz{98g>m}{tg z#BVU|@;)!G!yU(-GdR$1pccA(2QiR2N(}CuUa%u)yjmpq!C*K&7ca(WkSp>_ zXsQjA4`M62cj*uUpxRJH1}E_NzHt}}{PSh;A;*cR3qCncQ5F)zUcc{1KI<$50L~66$W9)sPAe-DXtVPO|+0y2iCo8%FDry%H$mb4H zr+)qdU2nCI=7S9G5BoIeTD>-ZuFr+_mNI$peM^O!wrU`SnZ>|OLKpRvQeSJfSJ^X= z*wLaRj^F*mvnX39asR47yw1jx#~ zeV_%Kwu!Gy{#;OA2ydyHFDy`DN05}M_U2hO#CgUEMYPYdvz{U726rxsNZOV3x@+&EQ<9 z2rT$=v0&F_<7{tL4evlBOyqYQs=OJ$w5PW_q~!@y`n>AfPk(M_1$)zr%%ss=j7*&w z!^nnzYNh{$D_~S&*0pW5jTL_9W8`5#;B;R~d<_{q*Lh9|2|JH``1 z#xE2jE)fDC%uS|sMDO|gA!k!frRwKY%BMCCj(eV|Vc3MCBV_*O9)dv+gdz=&heXvn~ z#KqOS?Gl3fR!I^4Vqm2O>F;l z{W8(|+^$xx1MRP>0`<(uP=ED9X!4ULghPh|9O^n#uXbog0XcWb$f8V*?0@cGL!e$m^pOMgh zh3l{Bjq8?GNM3YyXMu^4sfY?JX4g!GONUIR(Uf3zXJF3F9x%rJ$QCPom_FQi;a9 zEXfBDyBncl{b$M+7_?-brR@2w9Ok)N>7|G2_!Tnxw=JS0AUz|?;bGVsv;NwN1qu13 zUdmH_q=n4@v(f1q#%^);UuL9G&#PWX@FQP)bfDc(U*^rwG<3b$v`M}Ny_f1@JSS~- z^85=m^4{`xVhEr%$Br76?2F__ZrAn*4!3)qV~8(+u^X5L<%W`EQq`O5@$tWvu6&E9`P0V+*A{5u{VGP7*xpr(+%4c+ z(!gRS6ph(T!u5^oq2p{oD*XVvE3{Q#ZXfSEOPP)*gd~CMw47S;Es-03T*__~&2_ws z6>1X%?P>Z2p%W@dHj$!%s_YX&@9g)?1OySNSueE0#@-;-C~_>37F|{C>WfV^rBF0v zx4iVlL9l?%GXj-r?A&R4QPaGC+{_5tk{0wER4`{wjdU_mGR?f8z2#;14sF4*=CMRP zo)&MH_KqP&K11L`xLVuW6pRmCOaZ~0m3yL(Iveye=gOe%W}GKbXp+cCl2R3N#b2lP zWPFvcO1E%wH2||FGctjd%kYbXFD?5CSW-0Z4JEtmy{aW9V(3i$=MIXFDFb}rf3wH9 z@Hv-GrKi0^=oN^=|+GF${NvLV0$8p%a3x5h~c0bPYTlvO5V6l3-WZb4}S5dZ0CON z{OoE_^Ac;?om%q>)O4qmh5Paj%iG6~|3JUc8^khJOI{s3JI1S;3FBrJ@ps2Y`&w`4&ky}sBi}ip*Cx(OF%irJ9bd_F7NN*v z7ONIVRm39_Y1DEnPDBu%w}oS2-009SLV;1yGI|2j1$#?|^0guLoWgxNCxqzM2mQRk z7DMhhYTDC!j8c2c42H$$jP+fDG`}ns<;X|q9<0F0IJ0xjT{ndG4PrePY|O??!XHd7 z;$L_X9T|2)B01n8bmA`1h5r99H7enf2@z0?xRaoiBr?bT*g-~ZgUi9G5n>iTSxxn@iydj6T! zTzjVU_EQ-UY9njJb}g$iX3Jfd@T)vIn>46%{nvp$^p+Zz;th*1%QJ7h{uc{;e@_g^ zXzwrwSk7$wy9`s4;4l>-p48EA#a*?oZ+T5;nVFaM9$BKhY?44F;Z7uUk_e=ts72Ik z=voD>nqgM!)LmY#@AkVeWS)=Q;h>SgGT&~Ly=gYA%R+txtk*LBGx%HDf?1SoID0X#83~2-NzvOY z5xuj{o~F_a-}3oGF307cGVWoaqLtHRzeWxv*`E8q-zPnED%h4l$(w`OCqR(}oU^ixiGesJ1QrxUC=jMu020dr1dWvDlu9+tAMSYOqIpdaY1IgzN<9E9vj z-S%g+0n&}7{^O?%M|-~~i0lw2!$i-7{YIY_EC^!vZkoLD6cpH@ux>Jb#HTq*TG5mRf+PQO~u}>TZocXeN-kk(Vu3xx?trb^ud(_uC&vOkQ zId+~SS4D7{9GJ-6pU-eP!f%>ZtHBhzd<>3R(XNnT*RAauk37OF&;q--bQf7>=UmKp zKL!`kyAAX7+?lhy$o#kj!vSATT6jD=ItcC-gTU-)F3=fEZh%OqF1_(BY+(39N&U2Q zK^v_28#~vg=aEH5T39paWX|W8P{(J?-Cd?MX&W@W&f?@pN%W&jbMgtu*XiGU|DQd0 z@tkX4WwWZyLd$tKVe>osWu%aMOW{wVaI845sAbm^n&7h~9FX9i-g80`nV*7ToEA=w zV9GYJ{C#E4R{(3+GNB2ctDMY;P|xmfhq=5{UG8!RyV&aF!}j5;i9HTDNV4?JmefCE zrk+J&`#6vCnx&^c6)`VG=^S0ExRJm4QM9}#H!o}fosgt^_%9B#U6!;Q0;%v5s97?7 z!og3;J8sa(i*EXjDDOnX-@ygtu;hst8ms~dF3~sbdMwPC$=dnL81YG?te0&4*J8I< z(E8@Pl?RQ{D4^`hlHSO0bQq;6Yb=KAL;bp)RJQlUe`s>RJMxqI94hn#QPqqKl&PIY z7_5XEvZN&v`M$m|#NvppJ0k=Zl#*g^Rb0OC=u$}hVT-HxHew#~S+Fc?CD}YZ@*v^_ z2!dOhkQR|`(;NFw*ZC&0%6ogurFSIs@R!~&eP(wVw&Ja`*+%^Vf$E#Hf!^gg&~Jv^ zR!y@Od0~5A66o_nhtki(BzBImL`%Ofe%ERUjDgShx`sE@tWTCDUO6}kJ#wU^(4iKWK{M^n`VVaYNS^ zINqqiVpP&WtQH+3Gu#CP!_{$xm+r_Q{D4Sk&~z(r^g#9+VwrH5Dm>=ud5I@P6Sx$@^_R@GcoIEw0vJFsDLQkGIVrF;l|%$J5)$;*kphF{@g;sar=4y+M+Fx`V4tMXG@N+>?bDYI9}jAzk3`E|V() z-@zo-Z`>Y0UR+MHRA?5|KG5{~=a=@#-a&saa1c%87dSauAfP8%KPjF&%IMjm@2k7#^Iic5Kyb z0jh=LQfRJ0qRLP`ak_Jjs1JfIW653$_Jkc#t2Ql**^8>CIN$1MLnXwsBTeoD_Cf^%e6qv6>LAv7N%Pfz9L@kZ|;>q zoIIe*5PbHJv3xXT&__(}HdMQl4lXN0xh-qUc#l21@=ChT_Vm-^aAO^Q=sXa;FXx68 z*+4%Vb31LW8~|^A`Hi;oT#-p^x9C|I1r8s0st*B#93EtAxuAtZ*iQpm;U5JE^3{=s z*k{h++LAJ=mYJB8IcYo#D)K~>MWUC9cf`C-nufNWij8)wIPr0i>h`?31ZOUF^fd*< z6G3N^%Fy7Sh+v_NQfbZy!FY4&IWQ?lI*u=5HkI|vrHggGGu(L6BX;pM(~z5j%J!x> z1fNNGxO6wkS{ad!H0R15F;k|GP~UpB7{N()Zo2HmrHegaWlUzd$Blqk$sqM`Pb3%T3x$QYoKT&mC8o;+ z)@U|!L=u62=b=_iJNAa=>z@Qib zZAKEze;y5yO3ioCRT+Set%T}pJ>8A^d&q93;TViVv-UPBdFL$1fbnkL%Y0HickGd% ztvQFPCPJ!Af7uZfj%+hKP2$<+i?dlwc1?mZ_eUK=pO(-cptZSrJW2BBJ|%}`DeAQ2 zS7pW~CtB_M3YOmag$D^^BWsbpFz&>cFK$;j-?gJOG1KY)+3tV#O!mC7c?zvQF)hTGgbK=|dO$+& zt@W4B!K25$9w#MqScX&kd4Pp)iojJ7G+p(8Z?qj3Rt@Tus6h_qsE_1B?dR5IP<%1M zUF=)^xZnQhrcTuR6Q8$|^ob(-8n6T@w_-nCBa405i|0A#I}V87Vw8fsa}zl>knkmp zEK90RNlG|@;oz*!)(&pH_EvMLYcx;2hKIf=Ou`h$MG3S(?_)ose{BQbsu?41INz%# zRD}(la%REt6^>KlvL(ejMY?BR^%Un~_H+mlw)hARS5cn-{2qT74E4s<_EU`b%BQG> z?rX?rw&Z)e3N=3i1lUIC@+;I@H=Q>-G=Dw+wSKX~98WmWLbUwL()Q;WN#^(Jk|72T zs*f3-_h-zxpIX?ZLM9@HMy&2t@h?MDjnChna9_i+AvtSt4#?_4Jdj2YM{G5s>YNB) zIA+3*p|Vtn^a9SKp(YH8ndnLX4v z={-!SESqU+AoO7fg11I@&mF9?wWfN$$X0!~K@&^RJGx@>rifrwBDss9UxN6|q;?%x zB46u`q5S&~gN=nVc^DO8WFB>@w-roSmT?e|MG9XCtzfpKQ=a&#mNA zTu}zYBkbsvR~be!_tM9E2#rJ2FIxaBpqqSr`*SoUNaCd{jm%1L$(SMUOO;H?)3i5H zez(HHMwOvxdWO-mLk0yVRr<7fwSnd8coVj=fPWdhRP=r^A*o}z)?4i5Y4S*;qs_1X zm=6K{guEX6kh!%=AvBj{u&U&0-vUQ6bSoAN9cM=qE5z7mTAYGBI@70eU4-Yh#htZp zlfL{q0m=sm>$4W&TrLs}sVz_~j*8#+O=f_8nH9Nw3K6;f@x4V~yCykQLxXUMbpH6T zr!*Z&@AINajqF0%ey2#R4Wj|{Gv1yQ-=r&`{mNmOBZott=`sr59XEwk{)mrshuA0U z)^5>;4kkt|-{M1&UGg06J=)#2VWMazmaqScRzUVrn&e^>8G`!*n~L7J_mhvm;7)(& zUgkmU6QG0%HIQ%J6l*9YEjC%Yqlg^-(`4;meoNrU%t?qE;^^%I;6rVSuj5tQrQbOs zcMezXj>MfA<~*GcMr!HViJbn3_B_sJ0{b^kEbH|AXo+Mbj9YN8^v*Lxe_S*Zg9BZo z;VK_z9zw4gHqu;)^u2XYHeoDVKKn4CEvvcm)%DvSci%{F6-hB|7gi&p3P>UpV3rrM zPuvF~g1tIL7~z=iZ8?VfwQ!$}3G4^NH+Fuhbn;=@bZbEiv))q@g{ov+R1uY#77*-$ z>;rC0*S_p`8WopLowh2oL}3vFKjf@n6QDYMe-x*2J1X&(Dh9O0p{|6wh)lI6BeGH; z_Z370No>QJ))mLq1U%%TnTjG#P&XTb6>iyL~( zY5ah-p{qBq5osp`Bsl)8o@HQ2q>BaMmAHXfsS^A{yn#bGO@m@|tjPiLcPM5#q%_1~2E0W+~C>q3o zeE`I5FAT!s9WJEF{AT>0K`!VZaq9%Nl$w;h~KbUXfB>3 zd~v2$_^tR?&3)>>a!lm4x1)ci5Kx_>cTsh*s2TW9%bK4rO?mR#RzdiYM>e;NrQ=`X zuaFO~xht*Wjx52hL~<)9i|zrz(4cHLmS*x03QswRej0frF&LCcFvqirl_%@Qn;xo+ z60KHLJU64?_TfF|4xe-s1F2WGgam&lWyzKE_fK|fcWVzb*Gy&8|Go8QD6_ev&MX|5 z7ouABf)7ys44gEjPiq1@hn#jl5|$@Lv2OC=Ghx03I~&S4=X>SmNv>ZSkdZ^Yy&z{S zWHU6ZFF4ne2oLiGlPAVD08)7_JYnunD*bEi@FW8xFumU2IT5Tefg?@hE zM*pz%6Q)_`l}G$quspy;V!9gdd`x@Y)ZnswI`PK68TMnKNIP!H7KUY)CVvVcCPYEC zV_gXO4R(C#axisaNdF!mcJ|iyZN7fUIN%xC9s6i7Xjbc|F#d@H1933}_Wb#LyJZ*ph%420@9zRBF&l2MVx?fZU2(gEoe zYd%4SRB&>8m)#qehC+M&>Yq+J?;DhL@n*^HN$ccp8K|b!Hr43DC(PKBolr0l{d6s6 zapMntY{gNwB<6zpwtSuq4M%1n038JFf-mlx2wft@SMf9SesB_@e!+Qj%nWA2*o&8| zvIKP4QUwfcHn2B%5_n0%EIcLgZ20=3m#wb7^`?`q8O8IFgfr(D6&VOy`xv)wT-y$YDU4twqcG z+-*V2R}2vqrmxkQKPVyEamS&@j=M}PB8wi$Nox&}Zqr+`{oh^2CG#W`SMTH`{UXv9 zU;RAAo@=eHF$|BYw+874HyEadVk<7#R#JX#|4zQ#jD0)VDXv$+F9n7>z0+<#(V7Gj z=YIs}&ub$nK(^o;&GqlP*uXjZ{-rg4*%qbY2Onfl>OwaW`)~RJsz)S$Gz5|VTMFd; zqZ%+s;zO<=yV>d`RI5oqc<`Gd%BqU(P&;}%`iT4=uK%>L;`Z#GC_e3;H}_`NjdNg2 z8zCFO#*CDv7u6)euSoYul_lrC@|Ao@q}Vd8ASzv?Q3yiyCqB<>5leUL`TR1`n>wM% zkdWkq#7=XjSL_S%^eA5pvZc$`)FbytrW9lguASa2=nwguAqDa#K{k9vSM^H12w4aE&a=K#YK-HoY#xyV16-<5V?o+yOgwU@ov`$pa z{_CJ5SCv+YFD5ZaO}qO)4G<>E(m z=r*U<%qeF`(T+NVvHN3Vhl*(Uid#Q1>@&yNvL^Q0+S+X)|sHfk5t3z7(?- z=BAGg6`d(y@WWgI`KM_zfTJwhc8ru4nKBk5nTg5^8nh)*uSvi9%#fp9a6XdrbWcWV zACc&_!U9V4%NNMF9j01D8W=jFO2(a4-0UuB6tabe$(VKDPIc`Y zKX^QCchFJykWJF^@g}0H2yq;2m5q$ZJMBBA`x?nze}ouaT-v98?7pk_!4+X zMw!HZznW)k9_PnGcTqF;T_+(|NyS0W1E-GZ`+++5o3V>dD5}NZ{-rJ5RLW_ZnTi!yJt-C<+UL%DZanPS^2o>cj0smyVh|M;Y+Y30#omQzwdf` zq%b!1Z!Wmo#cBfbBOpoy9U(+v&hvMjn&E6iBuMS0T8)iry$%BC1VRgAD>GDVO?}#G zTvYr%Zi~oo(g7ddKz7+_oyZ@3K2o2VHRAL)-flF4hA1&vX_i_2Qa>Wwptrfx@J}<- zRH8S8?9IfzbiTCG#Z1==7rJM2JOlFO5u%=fMg;&6^EeY}*QXkU`K&r8IJD)t9`d!) zq$&Q!05Dw%cAVtY%QWC|nvrMKv|nZw!cU!EX$|P2ANi<97hp+&=-MaocwXF-sD8y! zdJ;m0=BzI@B}52D*^|hYi9kjR@HY+AvUNHymr)E!pp*3P2|n$~ZwqHdiun-Qq`fx$LmJYKY~38has) z3v%#^#h3i$+a2^g_odYtg7G`;wak)#X&Zz7O|^KlX`W;Lk?3SC0ejsxX_6NQ-P1a8 zpA^TMYnX%rvOy>3Rw;+3Gh=2LTl&XVj$ZINm21NxBo2z*kV;?(CU*}ghXq$sl0*Bz z<&Choww)GIY-Flq{Q}?IOU8NLQsmM{OfF$lDNRU7vHjPOX3X}oIHmTrj|T@F)@7Q+ zx-RdKSw1%*!=wxk_Ant2c|--GGs*uH+pt4$L$y~*U`mU7ZTXlL3nbL@hDV&6zR)#e zgPC-WVV~%t2L$`HO_0E53jeuKTBVRE?@4u<=Txu4VdY)&Gj#%nM`x>7rVkA`culVqv_ zJ*_>fI7dPMNtl?ih3IMMYYJ9$lQJILmQYls;B@$^6l|Voz!v zWJo-z9ubXcUsQo~|B@=Xo5~QpQR|ThR$`JuPfw#T10*ic$$UhC0X45I+uOJ&X@Egv=k`G0H|U_PvI?U%4|=f5aTu z^VZ-T?8{=>LBh9}6l2WhQPo5#YYE*q7h&ErZ8Jfs>QT*LY0KEPZV_Ms?WS4*Z24B=RvB1%mT=1IQB)%07-s2gfPF@$F!=%puO;XY?yo^H0S zMU7m^`AzmHfzehszoWasu>v2E*zwl8%3+b5YH*JHTDtYK=NO^X70gj6MBU5KBok}AX&=S+nwZ|TlCL5T8H7gq1U#wr=?CLvsj zq5RVwP4JzzW&o-EXpq@Dda=`$df#yYGZ~(?^eREohfi4r;%m^%;E>>Yfq@OUte#Ej ziE2N%kA5wq<*PY@p(}{`$2ca0_VJ+q1l2>|`~4UE{GD#EtU6tUmJD1~Wokh6oOB;Y z9-Co)8H%15+ySQy^O z2MuK3sOI>bOmhJP3N9A#@pa(9C~joR#xOpR_H>=TQ^|A~BfFAE&xn)%pq^Iaf|XK5 zqvpw2e!+COx0ZznzWkuxXkFdMT)2LIroV}m-yxkp6e4n~Y_s=d}E#Q3Pa zRYO_sh@8{a0(fMYT@nF!uTh`>ZX_RJ6eOyYf65<{O@!`g7LeHF)6`PpgxIH$;0-b! zhOJXXPr_~_HehY*3c$Ih#`0>h*KA;i2Eow8}Q5AKuI+CwOSkVG64Vg)dIB6Ji^A4-4!j0b0N zdVF-Co-A99IT8KRNReyO83!$l*sET@5_|!9J(-@XwMd5aI267HkpW@=wz;hISbgSR zKSIX>A1Y~TBkx3Nr4I^zU&wpmOg5s$<|1&1imO&cl7oY7zpjL{K*!ZB?+WVw)#@aN z6~=(@Lm;aQRwaf{;G~8;?S*>NYKB^ZIT1|%Ql%g=h9C@~=_u;(o;Q;v8_aK#4!4;m ze4(g>L$cM>BE!wc)cezfz|*SCXWZ8@?J-V(vham7o&EPPF28?4o+8tty9<8%I6@qh zh8VWiiF_n)h;^5ta4ukT%=uGFj1;3CJC;8>8IlSdqjI~aywSl|zvSrOkfBy57;yQN z0jT-l5hIBlH+=LC1MG@6O(Ov@Z-DZF92y3#ueWg0MNDPI#psqTBMc(VXp2t50TkLY zmPnxb68?;b9Qg|Ote&wwY+!kbH`8X1b~%U16rK@%5Sj5rV(($wB9;Sr7Sn{`;&N!{ zI9~$37+2hPE!HVf<30--yfFe1U#Tsp)~Qs6Y1Ryy7eVk-$5Nfv&InXh6wE@TG^voocO~l zS%mYF-MDHSHvj6aB*L4%EQDrJB8XJ*B4=@($}jdbK~VzmdVJ_0x+i3eZbYF; zu@SytmtS=*r~Q(m5G6gOuCaPqiO9eHGSu5`B8nZ5uB-XuEI^k`o#lTA8Xs=yFShq{ zQ%k-s4ftQJk!L%f_%{dN9ZNKImAY&pj55}JGj+G1D{Zbp1ZmOH>zK)>>Tm)7dA|kM z$9sBpGiI7O0wtG5sCTm0@uOrXwBr9=(=>)Vce6r#I!+s`%JjHFrJXis1?^{X7-0OT zF8ba=Eaj#4UHWNn=02)U_}_E*T~k80S`9dx96cYqh5`+YOjd-nC$9>Vu7aBTF!#GpT=>O$(EhATCiqywnt^I?ADZN@k2A$^S2rwY&aAD~n^#Gb zrT=!3d8R(>ElaqqAezYqvqQTqmJIMaN=htEkxmjKE2XAkBcoH46pbXGTd9|E(MF1Z zJ=RU0TD{Gmo1qo0D(^&|^!gRh4+H*5#Ec1P<}USO1)QN#0{Z5rFgg=9)#C!HikuO7 z*a`iB3J)BZ*RRylY$b6P%zBU8S%lLvWnp(SBiN7H?Y$CS;xlBB4h7&L#MD{XEJUp8 z+lU7#5AC(*)KK=xT!8g%`EEmY1I#Gf6mlrl72AyQ=Zo2X;xd@$&uEc-W)vH-9$Z<8 zJf`)lQe*FA%tUV;WZ)KX$it)8aM5{*Z#KNG--C!kf{5ZqayL@LT zMBlCcDIcWK6b)jY^A4(n89CPUMPo(K;mQ38?FJhayF=6Zi-9}$UBK<$the_^MuGBH zbK2z`m%@wMo+@#vwmgSQO0l#M>VFqQUU7e{yac0ec=6Sby}vK?_Be1vI?T_y76{du zfR51pW~6@k!&TcL)h{{WhAz7EWn2`B7uL~g7wK(7c%!(q|BmE}iFi6^{d8BJ#^B%# zy2WC|HxDEgWVBJujkCcjp6@uYM7e^l+_Ank>bsXDi55S2{68P=!)}DS9EXim>TEC; zqY3O$F^x#~deQ|96AHyu+2r*)m;<-O=ym&TaUoS91!uc$E4OLCQ@5ysvAz?4ZL-g& z2X3(ur7v)x2$WCb%Na_nnHc3pv>05IopCz7zYiOKjEG55Irrowf#{?-T3AZu8!57I z;`@z-8GK=iVJM5m=?4S62bZKm(tA?bW?p;ZLi(saRC%9uhzp5htk@had@+15 z-X8?G4h26K)7F3WKUMqG3jDcEW9tWT9wm}Vp|zzxW;QW+>vYjFuQz?vu2&ZbWevID z%K8K`u(a8(p7uXE+t&x17v$zvMLslQ5KP(fg$0Q5x=^8z$aaPpSzyf5O^pBCXHtE& ziL9l2x&%TQVwOy|)k;VR7kx(#|C>xXiR+XZdvvi%jI zN*>wbFAHBldmspo{00;o&15z=iAqIsZ9Oq7U;=wAcnyCsn>PFdpKC#gJ|bE7zIa^bsyWogYY(CWD^d2Ym%MNNFl*A6yJ#4qb!B*^Qr5D_Q&^YEY?tw1P+&{{3tih%d9Vb*<)XV_?M2r=Mh98@0c7qSE^FvIq;qF{2mY*%-Cw!sA}0;o+`teN z=O;=gsz|{6xpwvCsHPBEN*@Kj6j81wMMe76w$vj65dDCnWcF}cu0`xfK|9>pi+EZk z^^2BfRULJmjG#ctD&G#&5#tq4V5)2i_u{bIW?4e9z4mP3(ca|;i82R0>tJU`nC9V> zgDQ9!M)#BFq~Da}=eI55362tYP=pl2=LmNLR0a3y^QK*JD4kCovLlOWx}Cl6=OfQo8NkV zt7JjH`lBtU3FcV-Fc;n`NKnU#ZmP@i5^G;~B|QIWBh>ANL)+9&taL?8V&*UOchn{!g;ffJ4&!s$iC-?HablDo{8tmDhsQS$c?U;h*c ztDY+>Hcny(W(^E7^>U{FCxq{(pl_m!3hyKu`mb^m>9NO{0`XZ-$}($p za1Pv6Iu3%Q_0=0Ig>O#0M7R&d_5nW|=LlV?cD-MRWslAF~h$6cPB?F_lJ1SJteZGltF&4FGRkfkS7iqtBx5`6S(>v zCTG%RJrQEfU5y=|y-Ge?T%DfwqNRoU_b&oi%_RNgPsq{T_eE;meVD({km9>0az;V2 z5b;s-2E*bmT`G+!xhek$;1O=pnMC#D9VL~M#F!||!0$lyHdkg*@B=W!rX0l(MAq%o zKXnj*He|sZm0y(6{iuqWLcOcEkjjAU2WU^IroLKA9oZxdkC!}UWWlfM(u&i0nBfgCw+?D-c* z#74iXG(hU6QNkeE+)M_dQ|DMT?k6#RppgYbQ`xDn`k7nncwRS+{F!w}$_;t2P8WeZ>j+b5w1F;1LkGRu z-;V58ng-sedaJ`BMr1dRv$ZmyFACX&C(_PDvE;Du4W4<}4dN>4X3HFG|D3W;_MH^c z^z(rNN#Ek)nsFM65FO4~N);h2Wy%f6JlzIyK!a=OQQ%dvc=vT8UYi?oMvlIBY6qZH zvmqK8^9eK{r$}Ddo%@`B`}UdaFypW?#*`3amtyhT zwMq6hgmCL6-Wcr@D$eVRuWQNM80(1Q4S^Z{ckqnevr1uN0~JA8tw4z#Q4lC6ZKM zWvERmyir*LPhV016Q4TiePX3hj}x7x(U*uwIVopYDr;Rx2^gXui_$Pyjp%poWZM_V-}G*#}c2q!spm zpk0~*f{|0px-c<%+%ivglv*c3I(E2gHvD&16DNnMk|SvGF1oxyxth^w6U%s0HnD*O=bbq=_mggjYy+raL^ro#Q5TE# z&(i)~9jm*LcZ$|T&_P2Dx#;X_PI&6z{AG@ve%~L`kcRU4`4$p>GVHK_;fXXatcdI- z9=_Yy9qGBtNNjX@hB+Jk{<^Sz)uBZD9bvNpCHu*K*S*aJPM-6%2?N%Cq{oy84j3xQ zx-aUk6)<@Bo#=nhdj+%^kF5cXY1;BkE>>x|EZ3+2r`1XqJvO+Hp029!>twu%Ap1Xu zLb9ug(B6)Uz#%=8u9Rl{LsL{klgy|(!>RhbNZH<~d|?>YJ({?|hm6D-llC+^{D=QX z)mO(w)jbc3ASqo60tzY(qAb!K0@B^h(%ncYozjZL5=$&CDXAbJAl=>UvP(!K`Mb;W zJm1gz{smm_nKM0e=A3)xGu~?9w8LFs8y2TtVO8mo>O;Z8HxHQ5UC@Kc{*VxD%{B!~ zkkx=cu)TWuRs?L%gbe+@coY2~oM9i6X>`TSADvHNYN!?WlZ*pRb;y)DjzneG^jpGb z?sw+=IkzRQ8=+0c+j8f@SWsiSZ~vO1ZTQR=BjCfIT1VY>^VPV$5s2=b=B%#*aPj9`~OCDLIa~5<88O zi)sWp%C%GzXaV@~$vFyXlka{OeOef-83~-d*wv94ExNYgYP=5dk|#1e%yL`had_np z529u4ahmM%&NvVJXn-y=(HAR-Q$Lz&U)8Do_=W8N7HyhGe@CIahlLyHIY#dhDT-?_ zekBk`ttLM@5RJBKEw0JwC+<`M!mvJN4+d5;&T7LccQQV52dU0$g4_0*I3XPO#cxKz zn#|^qNAph(^734mh*09I{JW_yB=3l@I9hVP?^IjNkNNcQF5Y{zUN387+@E01FIXnS ze%!7ZrJ{*p@(G-?*ERMed0FS5)S87NBJjRwdAr3!r^Gq719Res zCjxY&Ki0FC_w(|`bE4{Bx01hg zU(E}f2SOXwg1uIi4bS`_=w=~ftY&t9{17hxDIQ<_3Hn$E8tr>sYp$u^NAW+JKwz3t z)K(JgmxXKT6qj+~Pe6A7LV5ds41W_=6rlLX!=I26EQ<)Q;2_5KMB)dweKovK^#cP$)d1^TPYegI)(TP?RTGs=T~V)PmNQEWfME59a3@X zD73)ERS7PwvZLAWZzwff4dEfr>@txKuX$XaE_N^i5JdcS7?Wo0roZq=IUx7|}*1h@Dwj4{s0aprwjQ`Q!064|wEtUTT5=V8KD|>l0-Dg!&(L{RmyR zMops+A!lh;&%^NmYJNZrY(AES+cMLC1bC-EHF9KNFzR}gv;!>h{!tO8)DC;B{_#xi z7=)Z9cN4rXESukSFx$EF>Pa-b+r!XR)4b$Y8WSL?d-qu06%(iNC(N)sJsgg*AG!xr`0b<_~ih8su9nYx;Iu*O3xycD+hH6GpM6aUcyI6ESc z#K>|}BZU>zMchQ0^}RXiYd5C2NenI8fvM?knPGTv7h^yF+&hpo!O@hNwThR0TJ__Q z>F434I=V@;+Hx_LXgB2qxWbf@t$)6Vg}hNfea)IItxhjh ztx^=O*exH+nB9*J9I(H$HJ;e?<^^Y8n1mmZ$is+XaVnM=VRg0NGI>PAX}PhQk#fP= zznhu?z!a=znq&hl=)T?>6n1mJ^O((O>6!8f9145Htp2bLeyu2@Kf~H@sT%(Tcx+xHoQ6^v$GfCe(o$bc_&cPc`AIKw{X!xJ|*H{eOC|(3dBoBAOMp^gJuNIQTg2X>nkcRbcwLRWqj0j0>beJ5jwBd$l zgDdSUgzGJ6C)e^n-UU`p-&I{>hdmpFe$MKM3P%u}H|%^jicI{%*>`8C-?T)4Mg()B zKml+hZ=RxetsXi62{l=ug!6i;of<6ITRyzkdWWNDfo#LN0e|_qhcpf&f-vd&EfAO% z9QAN@#ZWD2tY?p=ehpATOCPk@>~73P^^mY?F#@iVF)=3vC&8k8fapf#i~$)IfM2US zAGO6NG&E%KWcH65V1Yp0h$RIx%f&F^1--0}JSDS&oLX^0(9!<8sBKCs=)ZX7ukJq% ztk(M#fKf9dSoZpos+(Nb?3Ilx*4oI^?LWdeZ26>$QsW<$ZySZa>-)g{w(~ls;F1iQ zFZlpmpPK67jV6yQ>az6Bd~^xF&4+@ZJRyaM4Pielm^p6!+;|sXi;O0rm{F&nZfMx2 zm>YR&z}CcxMP>3u>p%6+NA&Au<^m{baMSay;Kni=$Ns(e7YcoCY1jNit^E`1PFpFib{ryBCP35i+KI1 zMbjhrEwj|Vv)~AtKO4+&@q0+{_l>-CMDL!8I7k?rtz;=e7f3`C?&$ROpN`F=0=Kmi zH7W|=#%8c9e%gwcd>xCMDi+%^(<@qJVC~0$@q^@jgMG4g=W9wdu(_WRD&dv;hC)(^ zYnUBB!91e7Qaa;Q!7K+u)3Wj%!f{gy*y){NzEuyh zdsKPU-%F>5-f+oOdMo~XE*y~*Nw8v)MNs#G4CnVihHU0nJQXI#H>)p&cl=(k(nD2~pjclje#iUeJ+gT(iWmSy_SKB9 ztHvgxgDX2qiu-W;*Wp=GB`G;`wAGwgfkBr*tdyE9<*lCHYg|<&TKH4+?P!igu8OKM zUv`+=YbfI6Q}h5ICP_C|2k(3sBUwH!B&I`#>L*hr+Yd3esXOjf)L&lEpF%#3)!f@J z98f-bZTVO(wEoPXA(CA;3O4%uR*3lc8&>15KRy0po<4Ks-R&Lsp3l)xVm^WUPo+|~ zSN`Su-QxETzHNluLsU!0MRQC+8bcEp)tVaXv=Vr)QtTZAmu zrG)M@zQ)psjuam8{A5M{y#bTX(o!EVHtD>_>Snc_9)?w&GfcW6#1C)o8OXvI5us7j z!7*O#)e+n^+vxrfX`QEFX7A$KvTqtLDecaQhL0(ce;BK*bheaaY{(|5<@^IsSBvBj(Y zUj@X-Ujv>c=eh-`E$Sd+;6!H1vb{jN-qSvDknQmEHE)MH#Y$IC?@`?QJf|m_oiQ&F zl!Z;SC=d2GKgoKL+-P^Hrds+0+oJm0%UwIay1zbj#LG>=2G5OgU+29N?N%^!d!Tzp zowGLb`193iLSG(r_t$r!aI9gOJX1A^`S(SCh&E00Kg<}!38~&Y^jI9S+?M$QQF_MM z*TQB|;_K7f?(>#S`c^Iw9g+K8ceh=1*|Oi0pHXoyd&vfeh^yaoq01lAsh&483&iI# ze^p367}HyR{~bCp`>aNRG-Xttq3hszXl44O&G~C@+>E*xLqsY^BX+XO?0mp=^!f?O ztxuHJBs1El^Afa_eBI~tR)(5a(u(3V20qkjUm8;AgQrNBwnn@0w0@agI8@S&0LaAh zhBdJc@(I)U zf6VdhV~&^ZL3ZrZr>hicrdYF(NBB<|+#XMsM(D{s2{Fyiu`#AoS=Qj_yccMnv;b3P zA`*xa`4my47VcX76Szc^QSBES_VJ65P5xfqportZHK+~D#Nv0pG7ns>(o~StNLhy1 zQ%_ZQ#rLZy_1f!sE^qY8MLO@J=2NDQme|X1vuE+_;`Kd8(y|foeTKHqH%A>t#lLmn z&+WUI;u{~W>^I09X6?TVGQJyxDcl!n!J)mv(f;>kdw<}haN^Rt$mvDmiH}mtzyU%J zsXbhyf~W{@p*P@p9KdY{CWt+us;7#!U{X+Kq3RcW;0;?DRTq&SD?NGb08sv+oQ zeLlH4RQ(_KVJ1T!Opu4U*rRNyUYxmo2bum$x5)LbTs5Yc1sQfOvpxy1ARf2C`zsqI zo1zglIn;IF>8natel|Gug3#XePR|492R6H(Dh35PT(E-<>OAod@Ls9`9}&*xo+>pa zZeTO&rf5d==-PAss7&&qG;r{Gl=XupV;a7nb3WC~J5vArLcile<}mc=R82EO5|Up}x02Pn@atMRFrv8g=yS*&HnVoq;N>`dfiW6(K!~OeM;jW<*_=4xRpR>gf^!hZLP@_ zD?Z=E3x)4-h&Xygl-!3vhLbqnabt1i6t?qPZys<>8av~)ao2|OJ>1%8XI;V5#At@Pqx{`>o(EQQX? z%M?q84vPC7S&dXysw6ya>{!E{Qac0jN1_MvK+4Pb;Jpa!l4`ssu4|2yBR}^oC>+j% zGmuCtn-{MszPEBzfm_>!eJCRLCyfJyueJ~tw;3QBbM0l%dMiS*u!L1rvWXF_ghZM) zCSm5L5aef8>S`hrvpcgNH`yRnzduJL(U|7S4$b^}Hjx-Uo1uFGqzH0sA&E`9Cya8# z*U?{n2vLsrx1VIp>z{us4PG4U5{eT+1%26@3o|wsl~NsWh@TeZ7Kn1I1`Fz*LPrmPG)d6q?kGC|QZw9te;G+I#ZGkf_tWbF5E@`4n&W(*Iw7MVI>26Z9ki)M?~%hj>N8qm!ih;3knfbQCK^DH~+El34N^5W(lHw zpYE&vGhR)CHP_L3f6?TBJtCm;+8Z(f^Ks2CI5Y}YxIlh{lSbx3E?RHkRvX@E{Cmrj zYQ5)fs)f6b)+AhsNL!_oR8A zW;i-Ad|dKa&@^!%(T=&AqMRhXyL68!?mkt+r1T)PPShBP9 z*o&3?Y9jC^HCXnn*Lv@-+dO;fKZ}Sr6i30=S%qy31uxNj!j#(I{m=ya#)ALX#~5@~chf(X z!3T%-OvaAd=QV8_xTMD+fn&>oQDM(Rbu%+x zb6tyLPWX>&0Tfv#52A)e_R%D@1*0ieh~~998PTWZ)b}7nG@0nlBG!C_*zc~<^nG^V z@DI(~?=br3%LOyCL}qv9A|2lTr#IrKU(MC9C{^hysh0I z8TA57w^J^C0o$5%+qHxyxhdXN6&S&A|DAuDR86Te;)I`#E{p+e0?H{yl(_fCcnFh6 zrtBl+qojZ2Dm;kvZRf*RH%19ml)IM$Nh zBE;`O)YazIx8Mx~W7NvOoRL&Nu2!x5blH_dz28dz?2JZWBRjG~8fa=nMH*3Qy?#wk z_tkUv5(cwq>=c(!NlEoRx}$15A2(AQr(@77TzjCw{-5;!>Ua0`a_e^Iw*yL@V)PXv zY}{c@-kelLy%yPftzp{|t;81@h`X0t;UKW@&dwU+qzf+Gf8}fh zj3l6EH8jd7{SUG6AEEoq5YE5`fru;o&1L2F)VU4juDs{rUu;)mDFWwSV0A&w|0M=( z3yI#A5*W2VxcL<4hL&;WX&+B%lWMqN^={UcOA%8f-b;ZXzCLEaw#fO+E&MQIpT|z2`;UXxQv>dQY8G=Dgl;TiO>eR=Z^?a%*2fd`3bJy^r$wJb?ck4!@13a0)b zabR|WuKx9H38TSi_LzU4=Yt{S`1LnKR|0}VaUr0r@KdNrqow=iU;g@}2mg;a{7ivQ z7k*-=wc{#(g9-|((${vqX-Ob{F|AT;@gwf+QG^2#k3mF)8pn6A3;_g`Hf?xFx&0lB zv0ypRS(CKVJXMM6ieg)eJ0+R&)xWk45cyrh-@O-g@rxT>(^}!o{OOwcT`W*fH5(^k z6(^Ign*HI@>SVCt>~1mt_>VV_>Lj{r&ImBoWNA{T?9ZR*|B&MQd&q6ZvnwrHLh~>G zfrIoIRLF--|D^|t`Af-Fz}_UYr9R4u*v;~yL8rTP+SFP`<%es_2R{j3c73Xa{Tjl& zB2%%pALJ~Ig#C)qKk3eZ%hk7Tb{6hsYHBfb?}O{jwsx`AG*hq%BuGfeUl=zx(>Bv$ z7`(us9t?2GB(INy zBQP$EufP%jWKR z1=%qBmSx;nc-36z(gcs|xwNZH7UZ;6m_xQ=Las?uX{Oc7j#xmO+tzGad!e|}^Fv0p zEdb}vT|tc2Kij#eWB=(_U5Ce(hD)`NhDDpSmh?j}xs|y_-0Mvy&8gXgUka*vBYGT8 zpZy-KLCOm~0){qMyUi}O`z&O{Nr*E;sN>a<5OA&Fb`xT#Np`|3#L+j@csRC-8Tn!E z$e8Z!o1ydrJ7^3qj{(0)0kLNYtjZOD;brfSvQ?UL&d7t$Jizj}dp<~@`%6%Etut?m zEylRj>vQ>Mn8tCnc4)atxHWKvi;j{YR{sb5Sw(7n{-u;nxTpp8OUD8FJx~wJU6kyR^I>CT1-H46j%yFuIwE=xl``@Pw5-ybzdlmUYqBqp z=~pr%4Jh5Tk8C0xWqMP)=kVv@bx!S*GNbq9`X$aDpLbr*`vX{^`I{ANY(u6g8vx=d z>nsZb8Pjo=?Pjd7%WF-jFxWXx(}1Vj(@{orj{Y|IxvwY&`-`DFAKW=Joe2owH+C6L zsumSlm;hqI%4jY-30IcR@v>8Bzv5^Vt&pX%@HWDL!V2T7#oKyUtX5qlm{C+Y$n0sv{ah<#W!S54=+qGzt) zeynrb_@qVP3w_Yxh;1@g9<5M~)v5 z>m3X_mUkF2mz}lz9HCd1YPCO{T4ZRDEF#t;y#8;N3TDp7jm3-xVwNf7w~H$lo22$o zI_169_q0)tStVEBPVWIAsu_kgGzTP=Fee&r4m6*y%J^pG;h7B?S5Ca4%YE5=%KUCnJ zc_E$77B__D`WRA(tTgE~pB5$@zjku(*FQ8huz^j&qpR7s!EhO)vTQr( zx$D7#iZ*ARDmW`I}Dy8ZgkUwqM;ZRMffpIlvgmEiWk93kz zO7W<4aYTk{IcgIC8fk##@iW4sZfdy7`g^@ic!h=l-&^{f+*ilZ)^;U)a=48@;A6~N zu100bc9yREe1Qa`nli`Z>dZ*dR)!UU!?M!NQczFYl^2~P@4tFuhe5Dl%%4ipDGfnI|C0E7$9-&-9#9I6BSIEE=ypv- zu^kM0E~s#d6yZEdV`rK=aGIpy92xR6j3_DNGz%tv2%wGS0kL^jQs^}4;7Dln%BZYp zr|v1AQrk0KEUrqvCW$?pL~Z+4zA%xI_SVF@fmxfq-y`XM#@;AKg6{*IyySPO@NfVw-eMR*;`?k?A%6^F93JNS zh$P`r1y9D6NRioYXkXIAB zAWeDbU#?rf*w$=U*6$g`HE|F5-F>L*Ib^m;s;2Y(9GM8DP{C}B!cUc$ue(0M52YP5 z@amC-z{SLI5NAc@@xr5gI<+pCo1g+QDo~`D_TXVz@`OB7Eei+is^Cy7MoB+3 zNo&B|#o*$1#dr)&xibenIPH7Y;QMR-R;Z9i647Y(NlDS+3IH=WIG!Wma=A(#QxjMv z6N5Z+v~9i-ij{hZ_Gt}oo&SD684xh00|TvHTPw&Q}v{|3nVb#ccFl9X((&!Np4l{`OC9vA|fe1l&(*+?cDtL zZzKM!W`mub?mL6x3r;SwNd?&?qz(546j9OEq}pHukwuYTl?h~&f74Iid(oyvP`2(c zFb>XufIZW>rdW|yxh+td(Haqe055QyM_jo5r|gCg>%4q87_GyY=Z}Nt1_msE7Mx(h zUaxYmuUu+cd{(hM@`U0+Joi6e?$hI*(I! z_q$tV!MeT4p6`h!e%O7Fk^rVLZKlxDkfNn2ZX%n0gmpwlgqZM%799;&rY-#QbCejIK1jINB_ z0Z}Ri>o7$XnQ8NpmJ%=JJY~kFlOcwUJGJZgT3xZ>S*Di5b%Q@b6s!ljU zk6*Qh0StKzVG_mkd*8R^A_A-AHF)K4D){ZEGwG6=I5CUT#g(vqZG8ofTLj>YiU+Z2cFm89@CsHhu+UJa>8VLC#{Ceb^{MY%3 zv#*IQn34Kd1(f>cxy=&v-Ic`=AVokC)2a2O_sEf{{^GINN5L63DUNk=4qqJG4^4?% z9TYF$0#C6#M_uOFUrOo>6(K3K*jL!E(ZF#L&9(4L`vQ9quL{PMy;v>hn3nH@_IjDa zvf$Sy5!53zyc3|N+34RH`k0gVCF(DD%1JhaSqJ*_+%BwzE1tKAkIOQ{7*-xRj>ShT--4 zr!dN?K{R}l;TUbDxKoR1L6O$ZYVvVjis73PE8ob$2pfCEbEH%AM!cqek9|BJf>LYH z^?dpM99#df>RXwmV4?{{eF}W|9Ip%kS}P7wE7uiT+@9L{XZD% zLTH(0^8Af;v{_I6me`)kDFnMzq#eC*x?}zrlCb{; z`=)lCDzCNMm!Mj2ub3l8{t*%;fAV)gZO>38gBf{uujXn1`BU2+qvKR{Rj8S(P(sY?z@z^Rw&pF0PjSDC3TZlB>-kv6*1j}lnGN-wQ3o>;9C9n!InHXfzq8Ky<&jc6BaXd-6kG@1{4z|^m)XVGG% zZ@Yi05s+r_$%a$_=y>a7Q_ZENm*wPs^O|CC$~KJ8ri61Kfo&lER;8Tico&_`E{w8C zyac(9o*pytkPj1&5MNUsxR0x4eI=yx1Ue}!UTJ`-*IrJHlxNW3!+*e+B9L@9ONXh0 z|H4r6$X~27YphVC`N9-`_q-%yg>$SFM!&M)bl&HGDzszrwm-S-#P4l?$LimPrnhuQ zA8)1%?+T*vmrjP!P>s@-CSIk>wyd&3Ov?Wn!>x$r-kq{tIqp?VDRxoB^lv?ArA4Z9 zYLp(e#n-l$W?+*Jqt)?Fvzs`B%@ckNMGxE1)6t`rhL#{irnz3)dDC$FO5nxLwu%k$ zUY0(V2l{1K$opB84Xs}(IqiqwY?IEG!s);&I+ljk_m*IZAXQmvpfo`6M9KiTwb|QpCi|YWx%rn9H~-`1(B(?#HY(WS`%9n(9ZfMfMby#5K8>OFz_Lo0zSp zDO>Oe=&$b-LJ*ZrV_1)f~_|JR&z|9?R5b)&ylz>aDjjLMKW9+gL6b(yO>rS zRN-SRWnxo0iHv64o)R^hvPla&*dgpJA1A4c8um1#jR9?4^dM2 zzHNtesAO!+oIv#~x)+Mz>U+eq^jQ>ijl;-qp*j8*I?VnACb@+xa zPN~6`AGK#V4LhG}X&fgiR5PI^{}^HcFDQ;?n^R@gVX}Evl;2j91AUUE(Z*IQ7yCiB{P7lvJ8G_FBa zVwWd1F%wQSqwjqi8vy2#S{;S&2oIHb=?aUf*VMiBmW`aX^^+uqB`Wwr3sIc36*a^3 z+tn>!jmNRCiZSyBxgqg>>h4l2!ee>Y8+PAu(5M0dQJ1GOjHr4={DNDDf2|*?Up6$} zd&BBT9obJ3T)G0CA&W+WTuh&3Ixl`$ny8S!Z?1rvS& z$p)BjdIbS6?@ZsjdrnVXFIVG&hDeft5fGd1#iuXH#j^t% zY-c==?>qSX^D~j3j0uW9D-Xr{+bh4HZlDedEA{i$`Q5zbZ-tNn;rqXy>9}a8I&PNc z_);)QvwU2Z4RRPsXacR?melS<>RcFb>E~|f+srin{5Rm3O=*&HXP~U(MyUN1r;26h zyW0&99nyuwwo`-cY@2p4oMkyo)I>l}%6bm#PIMUf(4H>X=&ex}G~x)dI|Aq!Ma0v% zVZH!pXQ#2^#Fl;`XOps)Tbzkvx{Vi0rt_FOp$0o2(=A=Y)$T~7;zgNBzgKxnS-4Hs zW^wDOjwGV@fC4o6xE%1saTz5BngZ5MpZ`g}1Xm|{GAbOKUX2I(zxcS9`|M;^wX(DJ z>BN4MBZ01i*jp2Osp6qS!gF1b)VIR_>B^#!eqqq(an~=bQ1U^M28-(p0JwJ0+z_*{n(hLFs%41|Ny`a3@D% zFW5=(34GG)-?7o1AjP2R7g|$2I}_{DS-Do{@)6elASJn3`WG?`sAqGS&wAfkgQHuAo;~CuS@0J?#&xX5E@zU zU$z^}QKRJR*i%@iMjr=dxZ@$vgGiJ#7R*O3jao}+HKPZr4X}^u{S5mhSKfUIoQN|n z-TlWQvB;KCf*H3^h*Sn)4t8z3#@Eb`E6*J^k`nU+8j}YvpH$mYb zf(BKoahNJxLL4n)65>AFAkT)}(%C8=TtpXVmsfj;J_A1d3rOQN%fSGrTR6fDWKIOP%vnYl<=>zdYA^MH|Hm zQZpz09dipQIGE^e6H|7>xN6M$+@8A@hpTS`|3R?;PmGT&4jXW$JSsvB>oC|G0k$>DZ}25gY(`b-3MAET z+w{DcLWm4420%ldL7vHlp&4QQqsW!!rT>#PXRh zrOfY&d-;?{=@T$ zyfXrQQXpXK)p(>T9IoHmJiz#O3MCECZSxt1Ue!vNAaSA9X6P}1Ggu{4ZK{~encX%K z8XCqIsoYesLho##OSN6k)clbk&dK`W8u*w;2#hsE=~hz#4AMuD`P_9}6oapLWm~nf z3IBP1WYlZiq~bl}^2M)2^FEgerBUUU+0>wp9Yp_sn0SL)>kRuHK2-{7J?T#4gq+ai z`R2N0m-GS_ZEm^6hNNiSCQLZsxV1_kE!SocJ9iqr6O&n8@LqXX*AW*;k^EG8*hH+; zD(kcVq&v92UA!&v-{HysAbNs1e!B2v_BzuEQ{DhA<_KXX}2Mj?|1=gBmZi8oU z`?1}DVEpHGpMa*0tz56PR^*GoNmZrZLG_LN6b085g-CT+Q;lXGOq!LFWn3K(R+d59 zKduR7f!gtJYK|4At42caD#WS7GTn_?>j%U1U}*tKQSs_qY6_`dPMxD_3Q+3elndpg zgF#1Kp*~FZjl2}M9EwuQy{0zi-DhPFpeg=%?EH#a-dtvR?s)cd#)xZWZ4T8E{6Tff z%nOZZr4cQdd5Ze(F>L*EN7;Q>r7nMdEY&(kffG*FR3OW$#oE_mnBz(~C$(_smhRR7 zNg~^z9@omj+NSd^Il7wyTj9{EI)D13UPB37q6sefI;ajR(|nwBEMKK5*=C=+yyuzc zPOI%UX|$`)Lb5?!tB~TW6{F5pqKZmhXE}`4hQZu(DwhpAM%6a8y1x-BQo5Dc9LvwJ z)T!EnOJ1VsvkM?AGqQ(Y=rA=J|K+AE7cE)6e9kPG{zAWGxl;BTm2Bx>nO2kSkq$#} zY+QR$mWj$osl&e3X#SboFz&dVVg@Om$8UuU23t5a zltksTl@=&wL7iN)C0QzCvY@*zfjIq$yK|?EslK{kA;r{*fOr9svct>?McaiPmgC4P zg%r>2xPdGv{UlF(AD_g4LzdAYa_y7Odm5CsTnUEY;(l@lM9MQge>@+#J{^uhw{6%F za*~a5S-xY?ArXI7RdP7z7Q5@Yd+0BqcswaGsD2@!n6;zZ7Sg2V&##z;P&3KmJ&wbh)ySg&e)VY(V>(45iWZE zeX>Kd&f=N0ro#mBYg+s^l(Twy?d>+njOobjF|oe0b2@Qs;NEzs;bZ{{E*-xf+*@B6 zJP-OfE1>A7-zB|r*ynQyLg_P9tPJvl?9*Bc?^vBd-@+s%*!f-EV2nyh)R~jteJ`-Bul4iGF z_Hegh2n*}zU8yCG$eNT$HrOufYJwTNVLk{$`_`ilnG4}BzA*^?RxYIIE-Bks!w#z9uJ9H+LRp% zTgsGsaIIkVutF$~N7>*l^xm2jy~skVL0^%zvtE_j;?`k3cN5FLwl!NNj0u@uw z5NsEk0Bs)EG={MDENGKpJ11t{q#p7Oxa6X4Ru725Z-r-c&fi~FtqLC<)3eK>cTW@isb^PRBU)mLF`$KHFhWJP zZ+NuTj4Ke>^u{lp<*KDsmFA0Gqe-(KF@zr>}f&>_kh&vrHR|PD<2`TiW^Te%4z}FlVHC&ba&d zeH^>`nsFB)M8czCA?d$ftt-MHKeR|?!AgPIbcc-!3oG}X!L!caO2?xB{n>HyP5|PW zYNoujgr-_N&7fCW(~lDeof5$4vt!(1y<2L=O~EDi1P1_{0GG69?SBoqdfu#XwOq!G zvWu)4=N`+}OkW|1}5np`OR_qzXEsF;wV zl2@AGw4U{cjVOhA17-1{96_(DeL3Ab`eo@3Q?W8a_=v+YBp&}@^S7Y&z#2O)w~})z zY{Lllnlc3?m&;!wYr>(Qz-Eto_g`Ipt{LBE!ML(;bWPDm#LjB%4ErRnF|Y5iU@U0a zI@O+O^!h%i|EXqI(=9MqQCJ-D>X%b(03@1;mtiw@_RDd>+A`+|(Xdg3nL&9{>Ds5M zx)TxCto6q4)r908GAYRz=|Yw3h7=pa#W9C-2X9g|aOL&72`-U3woiHHVUpt((T|g7=E>vTS(p{gyLX@O4hD-pE+fpyWTuaInOEJb02~jSQ00Cr zxP7xicaI3+Jd>DQD(Z@J#3M z4!YJpx$=(K44{Jw%FV3F2{rilI1uk`mfdU^cJ!(#KUr@Voq@=EVfhG?ehSXkDLG*h zW!bjdkc}yAknv5+FTgxsF2)FGI}8SVR;m8j4hq%u{#r7{{vD10=6TJau9%pDcn+c^ z`vo)bb6MEuLP$ZJ0Tp>n%lWGj^PCNQNk{$+!tF^<6R>_CA(F-8TC;<>8{GEmVO@?J z_R-+r*_YhhL3YHH%r`1}PRNZ>aByJt;h&d&;@&1CUD!qzOHung#uX*F zL@?CWpW&9z%lQfG3a@*#BbzfM~jvCF6MOJ(;Wwp+6abg)nJxwCl&lPbQU0?l zVWs1yaId{Q`9XE5OeoRtPZmYQXuqCyxKotd%kNr9;){uo?zEfjqO3(Vna91AP2cxv zO}dE|jN13xx76iqDsm$-+xNw0PsK*|X@hdEkTP7L2_pAox+0CeTEXvi8^rEdM}1V- z)cgupyTYCZ#+} zaK#NLi}$|n3tHxw5Ve#2OluYR7!sj{2lDu)_0d2QoTM{jHrd8AVduY#U-OO5@Wh2E zf`2G1eRMJYrN|CR4`uA=xMYM-ADzRD$wq~pwHE5a zqySn&=!tt8%v5oYZK7{xUc+-vJ+Z-*8+<77gWLm0;50UEP(5|$v@XIOZ^IC1Og#cp z$p4^~mohu12QvqJ_fvnk3w+N>q{sPPl8l5-i4^A_O6!0m^QD{JL0>Je6ovY|px1IG zT=fCu2YNYJir?(RCkNFdWNfqif_liBP|0Pe*$NYs*WlO^-k`{}OKG{H5GwftfohIs z0*;D+KnD0}dpy8_;@rbS7~RIj(zG6|FyO|2vsu)3wd}@UP^Ab6at`qCCN3K5kQ8bCpWzl`5o(sPQErLx~T5C z2Wnn>puW*~;USiV)b}**XMGHV%)^Y>NH&CwKl)OZX{uwiCEw#r)rIV}`y0#O zJ6C>AiO|Xa1K0Yfj;D5d_I^7Icv%P<-v2VqAr1>&>F9 zx||dNc=;1XA(G``6rM|j6m|jXnNa+jiyYlwAY=3DG`0%;Vu+_s?Rf#e;yv>`FU~gL zZ)hGkMYjzr`V%e!>Jj@qtZqLu_jE$WDqmCcwk`qe$m`J^Pch60YSBW{;%S3#_hY85 zjtNALMT)Uz6`i5EGx|x{Py$V{aN6+O$^;~Gd<1WCSmlE9&=aNkf2_TGJd^ML2aeuS zNz#Gdj+LaabQ&RtNZx49$6*Tzn~|8qr1Mj_TMy`om3oaF=` zwyk5(%zGJz+olBLixd4yZZUl&!opzBCJx(}cwh`aW+u4h`M#@D*lHyVG0V%B5!Qyi z>Z;c9GO7l{^M(?D;!9bp*nM(4|2uqSMPr7UY~pDp$9GQqnM%pq>ql~ z6}~%xu0KPCcI^`63*D{ZlA^;Gw=Nab8iUPkEt4kU0=sIa*moSAMY6UV-NihmD4aA+ zx_Cv-nAWS!R7X0xR^)7VkRaJ3)2GhS>eXNTx|Ntr zaBLY4Hc`+Dml}0jVxQOAAt+QzjYxq@RJ8u3W@Bvr8NBWwruPbbAZ&OcwZbM^OG_xv zXn<;rL&gPC_qIS>3*@Md2n}LsVzP5T#J|u4(UiOq(J~y7jSIL?{Nwd4(^+&YGAmhX z?{o`WBn!fE_s&1-NO>WfpN2{T2@5b}SBF$XcdW)46ZuWAR_W>E@_VM`fOH7@eaTLt znW9V-1Me2|3`HlDG|zMLX@EpC`%aPdJs_(2xe=bPI?svfar`x{UzliQ&5F`f>!xJQ zbO}}JvGbnsOF9|$u38UUgE#VfTTn$dBB&i6XeB`|d9zq`CN)oxhcxnh=h980`=so% zEeI(eAUeaF=G)79_LU5SpsWwCpH2^~$YP{}`H_xQh4FBpO&?1+8v8eRI$BMTtR4mc z>(xBpN%V2<1iGrH$K{kP%9f`IvUB;lvlq&Guk92%^wI>_kM-Q>2iX#5t~*Hrc=y+X z^Zxqd zUZGPLdE8gd9p$vLQ^4y+Y24I$ls7|)ca9J`RvxS-lgh~~6T_VxQ?4+?@6n|u{)9~^ zg{)r{=OLa_qwTcmWjInPrWbFRcb`GF5<% z=jEh@Y)%{qB~rCMd?isn!oQoLyZi)0G6KhAmn>1}=WzPG*FRJGbFSF|$wMJ~g#{B- z1jRUkZh#PW6ba_1frkv;;lN0_z?6{ZC9BCVAWT1@iYF(rNoVGRLN-CFIwhe`MY)Au zcNBKiyN{1nKRYRSF-AsxNp`wU&^7(cTWt$f?8AkCZz4ir3OyIUV8gZ8K90#Qh5{C_ z0~DlDBGxflG%9aTbksz9Ua#;5kjf;sN*ueGk@mJUc*%GI=(Y>`3XBy{A?T!!cGqN< zRTF(NRu7icS&GA_!8F}(Puv%ocn=Hx&=o&`4D8kbpY|KgJ&Bd@nB()BMVHGx zpYo$gFiiH&(UxluA+h6($P=Nmlgj}<*G8crV~$;adekcgad-S6g5z-`WYwyL?Ss_( z6y~!_P?(xAiq2+9lwuHyZV=5NF^x$+{D7asgZ<(v$wIoBceXpC6Gm2}@#4>*jE`>Ss0+Y*!xNUQiM7ku49a zrSB6ub?pZ-U&e~S>ZpXjcg1k_k%~eMjanuQpYkf$Q%CR^2o)jysK#~&V>rqmEZ3GtfOTX>wbR_1Rvacs~xe8EvfY3Mz z1t3FR-!_`s8KrV5w7P15q@z{Sf&z2*X$=xbjF%tley+cYQS(!B%N*q9JEPJn29D9S zxk6xsdPq$S&&u^F`OPAPxY@f~w%9UcEctek^Q1M+b!$?2S;s5vyIdmbIlmsIcN5){ zC@gd+B${Gn+4QK{+-!Q+NHPGHBTrNtX?v-v3pQ0!F}7@cbE+2l^h`*Udkl)wZua%bm##{_B%J3 zpWUC~RhTY4y;agl}a_e?Y6bX)^5Uf_*~UDw!uZfjjyr4@Y!G06xd&Gv#U7_w!eE z0rTw}E@D#=(HiThq0tLVh3VGcQH@vc14xky-yrz zX{Az+&e2zs@~6iLSQu~Rvpk+R6wdfE#R?FuCJjQoXL&%>%WX?%`Kpy#Fo%3#P<51r zt+)i`$re@?8tRradRO4)Dpfc)aKD4@%>5mvP0K+!W!!AEiYASFj`ZoCn4u1ZJ$_jLREPJaY{gzt!z-X!bo2m#?ee!4Jyj=F|^|mbf_d8HAaTCIB5~g2DT~7gj2{ zE`8nX09jlk?+LrYd;|I9Yo(JC=akl7p}eb9ayUet^@cbU6r_Kou#pWHpZGSva5nl| za^3s(wLTz3~mx)oXUr2~f2b>jMC&~yEa0ZC+76~73n*w{0 zcql^zb$ATs=9v{!GcV$a3^z-z^XVe%wzM{ES_Qn#>qBhZlUF^NG8hqE$f-`2qr8`7 zPHs6$5mcw84ann`7|=}+qXTFmu+G$Jp|}H1kZ?F@+<0v<>x(+mPCRpDG#g#wOH!Zx zpju9VHd+mg67`LDz+63nor!VIV(HZl4t9=mH5DnmHHT-?`NvRq#(yC+yL7j1`xK#5By4$*D}l_&NjXdS zD+pHuTXIONsjKk%0mG&;jtQLHE@suSVR5!SSdQ(Btl6MAI{6&z6Bbedm}c{{Xc>ut z|1!*;v8LqbFXX9{&J4tB=go0QGB)DTXl3P3l+CW9;TIvR6ZDfr`9k^$H# z)?DK4;Pu+dwR@&hUk}c^0WJkmP;S4ik;#i))aP!D9jMCucQ2d_g9bzL8NK)UE#pCh zh=RYhN=;#k^(A6%q?nf>xKsx)HT2cbp#|xJShBl1DMv6^kLG1G#W@a;c*)RnzNm)> zy(w)Fi7mF-xx6Q)p8*UYOK!b{Oyqd1L3>f`Q=s`QZPLdmUHuR7OEpqi@KMELEZZTe zeW7-E>g+!>mP=Aohu@-=DEF)XTsq1w*7Yret?i!Sxd|zpLk2!*4_J^Tce@^v9HQ1x zbpw(g`dhmtsn&H)-L@^ufA`ngQe(oh4Q|?8ZvV#-(Nm7j$9Gv})S(iM2k+eX&4 z!!7R{JNY6l*{i>$N1#sCIF6@NR8S3WkgOCgIaWBT9HyUj(+p&C5vmTP*7ra#`4$$0 zb8^4;{xNfLFa#_=gr?`}S|eE?MWOvBc1TRym-3xoS5fl|fn!phO&7(>|7P&mhP9=p z{ovJWW6HI~iVhaxY;8pSIlMz^W#PlW6kK)*>sy*qoi1Sg*T9E*VGn>NsUg6YOj?}c zj78uB1Jq&SYH$(7kDDM9HxhU3d1%+VQXoUID@asOmAjf@CBq>28 zYGkCz+L2?=t#V5ExT2M8M{wtti3r(LA8_d490Dxw9|AZVnMg{p5q(&opEo4NyL5PScULIWH`$yspEx1-ST>A8eag-K0-bS_&5C7?Sg`4 z>X*@g&YW&1dVrl>B~7>lJ97zs6x3W;5wSyNA{$m20o$UdU5LPg}jM z-iltfIF7Ad=LdtzZsj407sH0DPYI9}?_5kiH!j9{05WTsy+Woll9oil@L(aAu@;MLz*>I&asb{ zsH$%Hen~-5CvQ`>s+8xTKL=Rx6Q7vH85nAFtwi0bLEy=;;TR%r{EC!C?sWE17j)F| zCYq6QwJ3K$*8AR{NiFkYa{X-c2h8jOw_@p#+fb#`oQos)3Ft4ON4CP^Nrr1k!O}&# zamEAKZFn-m$zGn6mQl0ZNEI(c+#zL@6>^>H;}|A`zXhxHz>@TDWpi?|lnBbHHEa&+ zTF=YI1WH*u$j@e%xs)k~=I886BBP0n#>5yrU?du4b6ELROjp#tn8eBHX3ce7GQkB^WFAMCc|FRZYda`-Q2X%eg>}}Lg`bsC< zPqXwOuZE`bWl=D)b)@R|38u<(F%UBK8vPfh!V$dtj9DeUyjZ_3Lzf*_nV(D=`lL4c z5)m`|uCo2>c@u@^b&Q-sp8x>AUr$8(_4G=3y#4{7CJeC$KdHsOiSJ4K(&c(YBJs;( zST2X8D~mHkD83;MB>fOp$e+6-%9U{(|C{^})faC@)NgwFv+}fL&paE+Q1%^1JG%`3 zESK`Ur|%xWGeV*bFz`@^e&4!QWxS{^vuN!j%0hCfD17NlfX9(#U^a5szsW>b(0Fev`h9dM z6DUidy+m>P4Wn^`@>0dH0okv8M47D@uNY#& zQ)qhdg0$CotTDcb{@Y`Y*`j}Aa`Pv&Ehy7_RVIqi5;RbkQuy>>lYnVFJm3qhw_EHr z(#M}>JdP(d4GM{Ic1$mhR;BW?2v6r;F%u37y$@6w!4Otq-qdgEPIbL~hhvo`Ipwez z=n~TpD+Iq9KrHb)!Fmi_bB53)&&3-)9fh zmV(reOscv>yN?tg&Mv3h9~7UQbGxYTo*H14ip0obGIqL2Wagd61oFaEH_ey(kZ(nq zU)3G&eEC>%JN4WMzdgWQ2cd_h-p83ot!De2j5>r#)*exc|YW&BAg$#fB zq9Y>baPobH#(+Twee^-91GRj>T4Tb;iWTU2HT?x7T++2v*Dz*y-FtTr%)F>yD5()&>M|QqVmekQU1~O}E=doy zaC@%grxG)t>DtW=JQQncJ*-Zcew6(|ooP7}OBj7MPH}}Hf(iGCBh}9a3B*$qb+Z^^ zYy5&&a&_4kmuy~rT7|Tagl5(3FVj!H6f+kILyAbXC2&;DUgL5fbx_w`0x^<8iC!H} zuW7;|#YlyYU`!RtT6vcA;OaHPxb}2vv>dfpss4dJFFU$i!b#!TkPqGLaQScRQw7CmiWOz&fLBt1 z0RzrqWzVey_}x!wtr}XI{UdtiOGGeei2%N)&(FSL+fY|QxU`Zy16~ z$zVBVZbF8=@GB>Wrn%j>XVOsn>%3>it(QR6YPau`2%U0pcnXL0VW)?* zTU@g}h`*=$tV$WikyO(y&TD{b?-RB{ZmLAJJIT4^<&IexcSF%48eQESBQ|<8=9u6=zB8 zai!B+Y5t=O`SK5|KxcuB13}|f_#i{NVIj6L!W8HrmtEn@^+*vSfy9AeUx6;UX1L>+ zPd7=2W}c8NEBK`A*5#ivNXUmL{gL(9FR`$)GY*nb_;o8QeNZyhmLEzu`2d{IgR;0= zlE|Sv>S_57GMeSRq$P0{J)eMrOJWG$e8=7mT5fZQjH=M3SYZ2HN61>Gk!Be_bL!g) zVZE$mM`&@oZ`7ISnwY^Fwo~4|VY|>KgMs!+_*5ZM0D<|3SD#-DiZ3I#2Dt7^UFc{5lNhQI6~jL)0As5^6Qg(q8T zu+l8DP5m+wMv^01M7c{2VWm5MC#(X?8|ue_0!|tCM8pTj{x`CPKAx((bDTRAE-xwC zM0=Fyws!qHC{E9S+}JJd!CX_2S*1~X`??4VTctJd4xp5Pk&w0 z!^#Xc#L0|ZLw@}?xYV5OVXP{>_1s%ruRY98cEGXln%EvxRysSv-yCp+IQylOvVcQQZofTY;Q0T$UPO$0RiP-?SfU0om`iLgaTw?e5_^Ri zl7(~9q==Z!IM_`+9N8Vu%B_spXgpJ|Qfj}Ai#C!MP(p!=6*)mIrt4WQ|660F=3b#2sWzrrTXNsw zarXA8wppfgOg33Fwkxn`{bAFQMKaMs8*}GhJS#u*2<+d$`|19*DH3(8X623*l})NL z=Cjpy3GdWh9I5$zhJQ2Uvze+lFf`~?PSB7&MoET)dRdZid^N!1`E-QUpV@z?fvD@T z#0(rOIk@mkBP{(;c0r5DY(Z?%&fw|_7SU#b|ASFRb5QOB5dJU+gwB<{f$SA(cR@d_$_~<6y#0BsZ>p1%B2R@H)N16)^$o-6%)Y=4?;2Z3^8Y@{9plcldE%FygF8-0(m`F(h>G}x-ymGA-*2B(M+#Y-!{m?PAvMnDFuge z_9=XtfvKW@Pj0v_Gj{;4XcGxq)N{+KI5={6`%D$|A6JDw-&=KnVpFq@?SZm>WoLS0 zU~uc%LXv|uOFFgY1R9e`$3~65RU2J@Vp5fM1 zu;T}u9kum~bGfCrhUKjtfSONB%MyN4rZW+(QPSyIryGt8>0c>jYsTUrw)$az{Cv3> zcK~GtC(UcICPbj)Ru1<11#`&MMMqJEvTvEbRZYZ~p>d+$ovD^Ts5UYzZ4xf}iRai3 z47RiD*APccp}TkcVIIxKDekR~UAeL-hg82U&v3JbJxEwMFHJ4JiKGy~rQH;BP4;Q3 z!xK_-24oP7p!{tCNUXE2)WI(d!Eryme79Tq6lP>itpfiX-?M>fn~6u`8i8O5((N1- z)451M*|XYBEndzw{Ed5&3E_fItg0REUWJx4Fi<|jnQ6Y^e_FU>q*>@z+b+qZoyNt5 z=#EZN)H~ooqlajIn2KLPS@?WYhI>8pofoVY5gX0HkI>j3fBt!bA8`;{y#IaeA$JAG z_bW4{`Laa=IszOx2zj?m=J(gP^{zKttm~5e`GZZVe|`Aooc;d)z0h>rFG;C*RQk5T zw9660^Br&`@Iw~c+hPf7KEPm?76NiqrAMVBC@p$7nk#PopQ-o?(U^n5L0F%AQ+8JO zdDWu)nUn#%R!=dp=qlm8W9Bq&bkEqdd};B{$W~?DlQfTQON9l;L4b`=vNm&lnsUO_ zgKt2-fP4l!G|}|Xp9EUKi4er0mr@4%Ht5M=i@##t8n(Bft{xuwL-zJSBxW`U_%3U2i@B#JBc3)XaCQ?U|^_gS?dv~hj{Z*>4?l{zTL83>+N8WX;ya9cViCd~)s=Z7Z`aI7Cp*#ViT&#y6`rh#FE(-pS087&V1O zFwmm}&$|z?(^OZLn+(v$ppT&w-Nm_t3VTo#&~X-7mBK|9eU=s3$^?bQaZIZ?*qHjXOgp< z+W11zEc}=%rl(^&&Uxf`TKC^Z(&bBEI39DoEjxAFj8{*Qic3S|LBWkF(mfAHIDH(i zx~F!{>B%)$QmcDNwY|29>1?$YRzp0y6uMp)^-OX*ps}&*!ln^NZ@(7({u!4qMsb0! z?^=7CnfCtt&e~_vZbnMq^;?@g?A=XZmml|T+Y9cM@WMEdsSf^FbZ_OK?chiQL%>muv&7|{C=SW(gI_t2< z8$k2)*pdrPj92fCcXvIE3KahOX_kNlfRw3K&C=`QbtJ|0vi*dIWwW zx(a7KX*6C~2S(Ms*Y4c*1~wW3#TKLK|N_puOt#MOWCLlhyqHPr-hN-Wh zNb1@a@43W#u`$TAq~>OC`_lcR!XDDGxl2KJ#`CaG^z#e@L!#9>c(ZJx3)G*;4=S^= zPY}`nTgfIGw205O9y&L(_fP*w3aXQCmg}e1;$@{d2h#1tc@C-Wgi2>SRbIa>-LUJ9 zSw`L_3s08#$s7KA>k^?VMe;$4(V%fMnm24Zq;IRayd+vai1YM#_anXHBrL#0*-`Cl z&7Z~Skg<{EHLf<|?bp}c$RB5_ralafm-=N9tOk+Bl;F`(dW&c4?Q9GCJKM&*+{=7S zbV^!>Gfl*Yi(LcE?VNj-XnsYD$-04tu}uhBzp8Bsk2qr*#GAxy5RfhdUd@ZJ%f|Vy zSJC?zqC=NWC1Gg<12^Q_zKSHJY5dCnXU!S9{is;#C&1R zN%dB7OcJuuZZZONfa1~u#}dwDg+9dmVZsW{AA&0l>S~tVV!9z8O#;znS?gM?3qaTG z!~cbs6P=!`^p?ctF9onBgNHd~TB~DoHxNk`b_ojU|DEDx@nm%^8;2M?R5$i5ZF<K2Uh2m)YOzF887Z3cmV3Y)32=Hre$7hPGo?qiuDqnCsGDiz)u-*D5 zu^2P?Yg}FFYQjpma1(wik|-`<0dJq81K>KHs%Wm*6C9QmRgm&KXrPY*R>0O?PCNc* z#qhGK?xo~z0J$y53cCpyD~kg%3<#o%VKO@GqWR~ucx7r;e?XRACMFUR313dL177Gu zE|Twqf8@Hmlq>&^;JfQyg~AFXCXxAF)!QRp$jc-?g%)5~5HxsXRz}sjzTCNF1IH01DccJ?+sjt*ZRmzvxT~2aEW4#homV@s@^yPYRu%t=rr-3%osrwT2$)w!C7xtf9*M>@zEu>cm_M18 zj%++xWfpTmLWolhnNAwWq`+O;|rgTEK&$=PAhxy?V#Pz<( zY(o&mnJr^K_FM&%z7tkezmnVyaCE*KvXYH` zIS}T>?o`9e!tyV0s}tsNp5NA?05Vp$_Bri;5$xpG+=6zZ>tLOMMp4k zZT5d@gGPsc@Oe8f8r1;OeQ&})16qxFdjJ$k+2T@UVFmdEomPPI8n&_bK*p28vDcU( zS?%Y=7qeKF;UGr0g56hgxqs!!=NvRYC^# zEzIf4Z`wWmccbQ%aNURht?Al8=j)n+lFAbPNb3mQkV!34gO&6W-Gg9G56ZH~J?}U7 z-)9$UVW55rpZ+Helq?X&eaOBnL0zId7kSejfGzJEiy#&`~D4Pz-2s zkXI-@d-N54NFy5a4Cqd9ac4l&o*@0#RxPVcpGhyg-JWZwq#dbU@u;Bee0XS9&Oo;` zt!0k{l&P;@dXIQThWQtA=nCDw*z(3{J&s&Zqye=}t^48j-g%fRP}ox_$zgw!(5LoH zL@A`H&;P(wKo|#*&V$EU?b~y2%j*evmA?<9RqWAvMcCXqEWiEBtEVtF&Jyv?hV(A- zPcG}_fR)m+!lPt|zqPi!JB) zXsCcnhR-g(Wx7qHn=;$Ybd&edg5P`S(i z`xLNir6?>~f*{BcQ;tjzey`&e#00;R#a}c-6Ei1HU1*CBJ8gz$uQD2dB}{OdcjGq%}-%}J)(;#u34x%1Po25(?R1++ z;XmoL4tb9(B7A0b%uEBV3egz7cALvv+S{cwaCOi4~NA=!f| zqHC_q!{t=<6=bAPRTl9v*z$YzJLk)5d&&4kSNGh>^u;dX0EBN^I=Y=NjJrg! zooxC_vRiW58*Xl=YWP{R{vRa|!=(2LUZDs$dw2Aaj$Ef|#0a$3RMQuJ`luyBq9#1X zcI}iZc)Q2XVKWuE@k`f|sD}%lI$t|jHzF4jr)KsyK0a{BWpju#T=Nh@6$@VXr;=~1 z{pG|W@9JAD9mZOw<(E39j>&GdG131R{8M!92TbP2?kPLjSps?E#lENK>$Ifz&pjGJ z>N|{&pgv)5x^0-!%Y)=g|54-EBdV7fY4AVtJJ0AY-+S58xR$Ow@g97whhlM-x) z%s=UuP#@`S@NMsJwDj+B=Y}I5gLcHu^o_B1{G!FWzN7YVWR3S)MqT(2N@8WUHE`SS z%$Ge&SSW`xaj%X9KOI21(_pWhA}6C~nmVI{B%XYe`y$ExdH9h4T4f{H{VAF4Gls4F>yyud^=c=R?jB(^wUrrKVr_y{LMX@cpYzm&mOGZ`T7eq(kC`{#s7{YtVvC7>1t~xM|rF zjJWh1(e+^|b$vdyCONIZo|{DAw*5`sQGdvv@lq@U(6gZyvH7bmGGRe<3g+#re%x4h^|N-IzX+=kqIvGF&q*0VBUc{6j!_0j-;I!qEMy;I+S6$z>4(YPdL5_d#JDe{tn;>ph>#b=gY;E&7$N&o z-5|X_Z>5kO>6|PFYuc<`&D&+);M|w^F(l%$lII8h?JP5=(Mf+yQ1GTIu6jB8sfCZ6 z_LVebUP@(gCp(Mprci1ExDoE)=vaMQ&b_@&3#TClD+i4H4U>IR-l@fCCfZwGw3dm$ zpKx6<;}Rv5d8OJt2`H1Ggv1y0KEsBy7D{W{k9?DP_jZ;wsIkw>`4-TkU57GbZ+ZV@ z_2IJ4Qjh{l`~fYe9=yb6Dodxt&YC%7V|p5n{+ABeJnrpGnbaU~BrNsKVP(Okh-W zAw+W^ZbSV~xHaLZ;}JN2;mFUJ&ak@1YSFQbRuuJ2q3Zh7kU?J<@?ANDg48iaoK1ux z?w!B1_(}f7xhrN-gw##%E29bmB>$D^1JJ-ZO)^l59-kr0QuA<%i&NBCDXjNTQgluZ zz?U*F%}p(hz%sp4w#cjKuzF`Xrs?Lz_DLOZohAbQiWeF!@n3R=aH4MDKug9#GXy%} znhAe>=JODJ)fCJe|ISd?cojy`(>+ad*ukFF2Q{0UAS_14{qf^XEO&tpL?7kvUKIlq zbp#QLwSLe%s_ybupJ*gZdh(NUOMJp``kh=}d2jVQg{H;m>P^aO7%w!c;t0fbY527O zHYM|e?SyNIl`S&)WH0_FY9F3;9QbSVOFX@#oZ zSNT;*el7yxKFy3YoXI_*7lyASBi@~}U)7@c5A ztJ0Qd-x9a}U;;6ZXJVXaTUinL*;u-SMEf{uV zD8_TpnmUqsBwuCac5y(aMD0T`eE>Odp>03e|HSqZHsSJ;?y|g>@x9qXbyX@J95b;sZmh)Tsq4IcyGZ zzoA_&OS|XS8n`dk$ndKDZ+UVl^G2B8wvU7Q@ET%M*Tx`{3}Ix=*)bjG=QAbd43}<= zqpDGp*`=zKuD^RN(N&^fG`Y_bx-|jikRlU+d-xDHTY#P%j(xx&*buL6(qH;U_|*Fs zHV>d1Dqz#VJXK6_c)@WK--og!c=3n&l+*S9s?YGk1)tgbi^NStU43iy1U5WCx-kfb zeOUMLC{?b*1E>Jey-Waaao-M3d428Rv6 zm`jz|T6l0vhK3i{ugRdRx`x53QI?_h!aG(C>iN|oD3y*QyJ26)xtq7jLbmfmM)DR; zN-YVCv7tmhDdQ)#N2=X&AX3`?{$!86oVuem6dRRtsmUW!qS`;O-UyW_+D)nSBMB7M z_Y-*rofAQ(jYHx$ZXY~^`4`+WzIZNQ>RHJAz$pY1otGZen>_jXJ5afW=7n_A z$0Qy9mw&v6r+Dz4`b0IaPntX!u(9@iesBZ|b?dAn0?QAt-1b3c5lAgVF#?9S;MhMd zfWE^5pGv`{|VFjgR%7U)RuAtjb+fZL0s} z%bwXamsW*N5aZfu)oDephq7ULOPzb|+aAq1*IH{Vuk#Bp-`nQ@P8!CSoo4Fh!p*olQ+=y2AeQa;K0$bgH@tSo{YOC>`%Mq zX7RQR@aBxRXGV$Pf;`!hbp%Is;w#SIi@y<<>p53ZR}~?$on8(T_I16vcjv!6)TJ($ zAIM^Dr;_@z+=Vwx%_exKy~f>Xipw1MDAaduaVhhTrA>IWl5}_nYEUshu~+5YCk8aH zI|TSqnsQYW{fCw^wXgzfY$`(4blbJFWRt0uJX5z`iPpIS9h_NrIi ztJmt<8PGC#2r0G59`IW%t1_!ZutEzvR_eIj~t22#B z`}a`HW#^z#%*}j| zYz0{AEF9;)MVj2>DLP@(WgJ^WS8BhF0Tb6wAn%$h* zrUPi;v2-wjZ~)rdZeV$k+W=B7?IQN4-@=NHkVskM-Iy$#$i2Ti z)a|Du@r!LmQ^l`F*C=-YA7@V=`Wm5M-b}X)hZiTz1hdO4Py!!sXJC+BEl>*Q;(Pmo zy9%2~0uV#Mo32Xnt#ZlxiV5SM`UssHV$NRbEVZQ19E}^-k{%#6ree@5tETrg^1_C` z5kD0y!|CHmZD#)E>GUrK1EX3HOxu(b>PiqSg(equ+r_(hywW+*FIV2VOS3LwquFZU zHmLq?Whe0S`=){lnz zb_o(%bnb|sUu@6dUJn-Y*!CpYpP>tTDSgdv^m6GwFk-UqGcqaCDj8YdHYLf;k{D+N zXBRxlx1o2%bCQVT1<1^J?Y8hCnsk0?qQqd6XTiSD!NqG=No>>a1B^6QAL8GyTrv`S7OE|L{xtg)6Yo`FtJtaB7m_PC9sT$|XI69Rq+7QOCdpkcseZaAr}q)0br9FZ z7FBbn@co_AFFo^mr3yE*=*&=y+H+1yXtU|-XQ#>UzPhE@g!y(NsGDN=-n-29Zxv`X9> y{%G#p4%8q5vY{X)%_=Ols5mn}k0HRtP1jJ*RDm^y8+cM81B0ilpUXO@geCxFz1<`L diff --git a/w5/reglin.png b/w5/reglin.png deleted file mode 100644 index c005a3d4f37e2345fc31345d9338ddce651502ed..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 165242 zcmd3N1y@|b(k+DG79_X?cXuZ^!6CTo;OrdIaS@&)w`;8H9zEK#S!6f;K0DZ5G5r<6v4ot$H2fK5n$dwf77AZ9tj2pOKK)8 zEN^CL2nOc55EloK|EZ4Idko^;3lKyV3X&I&rY7@^{h&cPQB)wfn<_7A8C?I4CM1|u z^n-$6yE0X!ibzE{C8fb|^T>DU4OjO&0)QjFs}y8Ruy34d zsLj_(zQ+675$_<4U@9lPIqThY-n$PZT=nBcK-+mhDUV^jr8RA z(8rXZ~755{W%MjR4eFTejT6=BmIxd9-@0$ALK>feGH8y2x1- zmc@F4aUY$qyiZ!?ojMDIdM^m>_z42tk9zEV;~$tra49`_JYV<|u+~p7#Soq!AW;3l zjQq695z&2#%b^dTl`}9{eaXk*Wc_7r3ADgx+pTOd5&S6xVaWf`e0q1>&inqeS}?-+ zCu|8=#URH|B*BR4!bnlLTZoXKGv!%h-x~`yj5!y;PzU_Z;4Xl@h2)0T_Oll9A0shE z_!amV$lnel{cW%OT`~CIPRm4yrjFJV4Ne@{0EabCSB__OofK83#Oi~gQNu)t-Wjnd2FH?INYG4#pA%huAY%6S6w#MwMMujGtrX$PzL)p> zN^Q>a8%sHWJ7Qn(BI_u#N1k{JlNFmTa^|yUhTE>7BP%z&wlBRnN7mx_>{#b6?70U5 zROg>^MiVT6^apaJDiozKu3)oHtsVq}9;PZaS{0}w|C$bWz0UHzxp$Uim+vo8ond(V z9(+kQVr|7Z#kCmeVH1LAdf7JVHv(;c*1I)x>fqb>UHuVX<5-hALAvzr$b|J{jINNZ>FRoIgsLH`RA`Aw!b~F{=Tti&_ImPZJvSO+wwG?5f{Hv24 z!yJ>&gU{oo$t|L+`rEf0&#djyZm4gtZ~U=jq~*dWFod#YU=QFAgmLO<38&BykhiKgYuu+?2VWPzm+6r25GGd0Qp-}`$m>G?C^enIEl*N# zGet60G-Zb)q?BuC=DFak0da_9^(`W^YM0j?uO-+!hF=gVwLDh^JB=TCMkVM)U-KL#_sEoD`t`{fX%btcqbr*$tLy{qQ_pNmb<`76?cYxJYu|brZpSlZ{mK}KHe0zmYl-LyRL6$KkKO*OmahK*#{*?qLttpc~JT)XV zY(6A5=U7Y8l<3uoXJrj&?Y?im5r=46h!_e%${w}lZNn=2DRS`%Bh?4d$a@1nuht`l5d&7BSjFy*H zkyd(>SrhD1s|9z4T$d4Ya@RzVSRQ}?iBgd<}4k)9GMdF1JpjWHC!`3DK0wh)WKG@sQ-<}=u(l3&tWhf>>Zb4NG&sf_h_`O^1r`3CMr6V&U%d1y-Yf#w5x*g^G@ z`W@PS{#-hgbIFo&!(Sw*5i{AnYyK-QeB+_Yj!Kui+2b~KYb_lQU)xWczU3VySw)H^_Hx@o%F@%eHQG*^ z;hw{#zZ(2epo5U+3Cv5B3+R47IC5T|baLl6M!1LHo{=PyB#G;=UUQt|8xvZY$6C>v z-+R*TC7#q@ovx5q<>i^&?8IQylVuy}F@r1vOP8wJTpsw39}m~3JN=RG z33%~fu~GQLTsbc&*T<84lOloXmiVHP82lf7G#;fN)gO*E+Uj6s0x)|HdT-P3czu{h z2z@TZ7YO0eZW#I)1}Ngllk>vzM&x*8SG^i`w!4aARY5F}K40$DK^mZo`8La^eN4y@ z@)ejB+DGksm7T*1m!4yH6FxwCi=3x`fa>+m^(QbnD2Kmu-oUae0RaXoEX8t_VvKPxD&y^ zFl|#B6?mU-yfcsz7Xf<;iX3Wt{tMPtLfruj44n4AKMuir&-oY_w4%86Q`yK0#9A;COnQs-JwxLQNGHfcr<0a!#L1B!1us>FRGyM z^&o`un_hcJR#q0VsQb?q9@?w)1ID3)5z;2h)dz34W>ptvfUGQY{|$LRZ1DdF*H$GK zYN3$f!gzq;-nQ&A*LSh6CT-85ER2PVh%$71}g_5}g%ws>sS#G)eqxpLM* zs$g`Y*|qv6J^NVWDffIQBhWGudT5?t%7kX*NLEY;fXWfdi8(1s)asS@^O13v*QCwZ#5){zfh4Pg+ zsXoeM_zLpI_4i~ltn{|dFMCX>L;M@E4B?Nr%-Z1E|Fxe8TwX{@2j`4h@pAX^(r1T| z{Lr1dZgp3IXv~|Rbyi1w)_5Zf;4Q4ZpsIh0L_Tt+GFg_(Hw_D2(Xsab@d(k(N$=Vh zw4wd3G6SrC^v0r;?WbKaH0m*04<4jXfKm{=NW_-yUE}O>A z=0jsx|3X>Iz*WuA-lY6D2{BGiv__-I-w!zUggnVtlDmkS%l_R{-sTEbKQi8LQXh%K zXfR~HczkaSP;bTQ{@>&>Mw)k!km?d-n%mc*<-f7q-qAxkqWt%YhWIFqhgmTfKI@^b zZ&!N{9;=w%G*|j2-9BT(bQC7EqEO!%=MbqN)^$X$Am# ze7Ete{aiWx(O+jJf+Qj-R?hTc3}DBjj8vY&-rQ+&q$G&>qPf5M{Vyh}52IIS5EM$c zU{dBC@-wz=Z;~Z;l-KYcVW7_C=t?OF^d#9DBFK2xKxX)yKWQ4mn=BiDtvFU)86Th- zQb~!+ZWtVGStncPATOJl9!K=+3CiUW^fLJ-A1=Gtm$bCOJ5lC^3%;!MnGQaIu>xa8 zn+4IeVBCg8kF9d7>L#VQ#Vu1}{>WF>Uq`KS+K>=L!iJXA1Chhp{>3@@YIy z8}MlElfe_Vit&VSPl>ZF2)H9s=_M@w?vrRt7PjNQkRQ6+Z7K+HoN6u0oZBvjr*-0ni~`y74WHG*%?&1%+2VxfyDD_7%9R5F!D z#Ia+RJB5ClUuDSPK2?y4$furVP9nn?3bN;xIaqe$oZEPW@vbX>02_WDi#j~83*JSHdcFo2`VrLNOMZ^0T&e`vnDh+ty~h653x+W<+k(k(zpu#aKaSS>0=p zoxNXRv{F;8r-8n=i*2cu^d{oSV5T$ri)RWI@lDQeiw&ZO z{&Bh0GWY(pQP3WKNws)Az2U}X(5XY$%Qs{%a7P?EZq}`4dt{E{=`Xq+$rX*dw?iol z(5XFnqP*xB(FlS%r{N6L$0$k8akBxe*!PyD4iEGKR2W}v`u%)$R*3&1t32Y+ zw0JkFqM5c!csNm@aq?*w%WUZBRG&1367CV6wjQ~LK6zb-?;(_z6H;XySD5le-C4C( z@7ra2xIJNzPqGdpLoiv(6aJC&o4N6|MmchH=~`GVGhx!a@&9|s7qauB+FlUcOGZMl zjcXCY-L6rMceRteb*&txtXHk8b!6j^-uVO}u9IINa32AXG;P&1UF_axc>eWkO7P|JAl>2%`urHEAhZ|z z-(!y@pMCd;cSk{1Vi@3Uxt?lSyi~CclJs|^Dujg+d;LPKwAQt)cPFv^5CtgVL?oaQYg05V`MM7Qf|1)_Lwk9O&sVv) z_DPmBG=oEf4M?c%*jyVI)7E)fcYzg9Hc=l<)IaJ;doMV~W=i@%( z&BvN-ok#6XgIX4~MW1FYW_c}Qucfx58uwI8eXxeF3FQMVFkTb_W1qeV`UK7>@O$_O zw($;-o#)mw%7^Zq2VZ|^aOFOsC6pJ%{rM8H@ak)&5w(cZIt-5bcYIe;>)u6v!j(!Y z0Fl`@-WAlPdJ>@iTs(6;*|=a=NT)gC{bm*C)nkK@W6n*5j2?GHG9gb|#kRa!1D zmNUu&e|P;ag(XQdE9uw8U;A~M>4ANt<3d@hKYx3FgmtxYz;^_5)JeiiY}H0WOU%QT zC^o#dD!Z<9wQ<(siOI&xW7y@gLv5XjEYlI_2amY>klo5d0^R~Ed^76Ral_yke&X)5 z0#xR9Lm;Af(XvrQM50Cjv+Lo;BE`fKZ?6wg*lo`Pzs%E>0BVHXA>m}+nCd6KY#r>o zS_Sg?3M^F}FW&5e9UUPd?gCAyGE~$+Hgfq?S!Y z=FimTUOO`#i$8qLUDyjzFY8KbF<^_@1_g2ZTn#3AWel7laeRk7Pk6UoT5ak9MPX|Y zTZq}a=!lmp#Q$*m$0LDpZu9YC31&B!_WP)PP;&C1lbO!nq1j7wDJzNBz0GDfwfR#| zF#XFh1gB;ybsENfd#675L!4j($SrCkiPpxJF$1}O(>JY4!E+ZWyY45j5QRBPN1fh? z+>19Y>NVKMeD25aRfX(0(IUuL0FPHnW4Zq6(edtf(9a(8L_QDVR_SI3q0zzSLHNM- zIPWQtMR?;HWyU#u{4;L!tF5$&G0(g{A(R2L%kzH##1QFCXdybj9Wq|69JbJItxH3n z2hDAZZREOnLoJUdQyrl#W3t2!w6`Ix(UrntyXm}ozHj$L6vaFLhFr#<*&PI`@pj?$ z2`DLeDrbDOF2a}OI;WmP8l({FTRnGl&B^)M_4(Y1fD&?9GbPh?q#R7Z=LfT%Ng{Zc z!_b#uec$U06BNl3VCFvMM;>F^Vz^89Z%wd^9W-(Ss-v%Lw_f4?-f1b6j1Pwhf8u4_W4?NLKpx@tYC zlw8DXP64Zwa)jaU(umn$v!N1Nm*j=x?hsnkHbyqATVyM>MtgmnvgJYHW?0ny$TLmj z5RMysr4iivhYxU=`+l0z0!0A$&YkYaAswqNR5Zo#a58GtEd{Do0RP1V!A3$KORGMl za(`XIJn!G~+O^Z_faZ-k+PKDYSGQa>F&?R!(;dwIu10MS$skX)WwU(U-g4}b`_K{~ zhp1soG)x)q58m=#yO@7uiHG*L%NA|x#uv>qEGynu7xdaF95$r24{}@_x~m@P%3b_X zy(P+@KAb{VL^xJ#TyxD1Gsx*z>IOh8M@Y^A>`?!gOUxF@T$8&u} zsx|(R0J9-sM}KAWcR5##>EL?~RGV#n98o@1e8UQFu+gB@%+VjdX?6rkQNHJOR#_2P2yjc#8&w$d9>BO;BKoU;TC0 zL&t8wgl2%2VYnlKv|I6~&Ar_5J4-#7&3eb7{BmaW>lC$B5h#vfAF6071g!rsZW2Ny)S{JLvx+L*AW<~f-U09`Jg*cQ1 zxB=Vkim<$VBeP#(Axgh5DfbDbPlX@43aBDr0|UeBCvn&L##A0WGUJa5$8g&#w*qdh zE+ZP72+?!H!?rId$MK1RZu<`0qZ)kzGy{+)7Y#!lH*hl`KEOnu`Okw^ju~_L027QZ zXoninLoAN5gh~lrfAd=OE2xeug0u`iw!<=Ix-}jLG7Zl%YbCVMqroLNb`UC`6%v5j zrY7Vuy9?IyFOvIJ(Dd&t_P3OpiU~u`;zWSIinArOqG^>R6ntTqOFfk?AgYybh z1UXG{FpbKe+oKpEivVCRN;E&_nK5vY3>^%oix(Ia(WzniJ9Bc;n~X?XA+ zKM@c~2h8U+a6qiYQ3hc}l@?B~xEb7Y-qnd%y&>gK13Frl9rG3A%z*QYp$&NWsw)lo zV_}MPFy($*ao{&lNRU?j_*EaxOjm-76X z{G9IfDz~8(t|XfzgX8o+Sn&6ewsd@j_|2BB@c}0{v~^~wJafyfW;BCp19D43mBZ7~ z?HCsc^SmCydBer!ZYqr5W(dZc-cv9pKNlHy+23FGyF~5x^WTm@cAY9g-k`YR%5whH z&?e4Z~Fe+0rUTw|jzS7zNJ za1TM9z0PG_lDwmXDrcdWPj~q!mk9|6sre25V{9A59#;~{zyL>3bH~Ri5Z-+Wb{hyb z-}OG@(<>?rqb?1$+f;D!tQhR!nJk{C23+1@3H~KsAV0hbzbj1kD}s929wL>J2&b_* z@095ZX7e+7rgORDC~+?`0RftPrQ4X1&~-mv=S9EUGuYg*ZVvMb4b2-`a<(YC_TX$& zSg$zEMHg=no6r1lg7=9pK9IM^rF!ZC_;#<1wU^~vnOgt}CHC3X`w?SO|H9wos4v3$ z-JIxtmFY1Ix_yr)@?mHXZ5Ef~dn>a^IjW6HyFo3M+YS+kk2Rb@Owj(g(~5UT3hR5YK-< zfTNR*)*YOQj*s0Z#VY~N7V-M3^^a^QIcC2*u1@0H_VY^9M|QdKo{d+wA$aST>u-Bz zlEeWmlT*Y|yS#u)(q*4FCtai-`=P{@z@H)_{=4AwtDXP<`;`MDnMHhID(K~6E=V_k z3S{y@`0*8PgwV`f5P#t3+D&11;fBIDB{A(U9y1UzB?K3|7K-WiT^{k#5|BkDR}--p zX6+)sHLO|&3vv);Ugp<4y}^34tw7+M-&-G@O^YLrX)%5qwss$#C*I(n_Vp6sMrLnN zn0G^=XW20;7BKu*jqeCl&`-iE;WFS6uaJaRKM62vysg$VzO{?&t>hg-OR*lLeet1< zOg=g0P-9x>{B6(Ci?5(Wft8MnpY1m!GJ`jr#6E_jzTUKDl~H5_#`iKlzg=hUKR~hc zW|K=Ljmltbwy>H+O*^|yF~`qYs9smEeQq|Y(cT{?E~4F`d2^-wkuU=m5C2Keqx^V) zpiL(Y5lH-(3R7%+8u)`_PgQSKn3I+$;^;3IV^&SR!MSdK)^pnIkDY3VRjhT_)p{&F zl`HvSC~&*4!#!jST}&3r+Tw*$m}JSQ8xa&F6oP*qB=x2z#BCfu_=AKFAXHA!=MP0j z-4=F{)yzA0r5-h_kFQJ!sV2m2+tOd$G4TaYk1Saa^>)2oM8)TnB;7hq^BfsIdNmi;(U@<%3TZYtUw{=Y0CiS=nk9o{ zoyY_vH)X~yU`r9s3*qh(TI|EZVvg;QIMBdRg+4P4sqNw^>XsG8dJP_F4zmsWC!oS4{MI!XNT& z!^N>@9k8t^_tZhZ@J8bZo~fCly#r8GbqJnuP0L6XIrLq%o}0T}ApjeKOAPnd%O*5p z&9K>o4*i9VvdQx?g}IO8;={|{g*?|26!?tziY-~bI;^qz;1|n<5f2{Ua9(#B`WUEV zd}*|W9dUy^BERzge*NhR#g=ETlR53u^Hb`JD#{G02)9qyQ#Z;8xw&u8X0T*`1Am~9 z{p!DEFX$uohDdn$t}*kp0Bi^BBB0Zo_eiW1bnh+o8nW~CDYGj1Q@%QtgpNcO>V=u9 z5`?*;5MtIFNA~Xn@teE+@58@)F-#StN)gP!fQm9P--kQhm z4^{Ye_B9WO&D4PD9-$PdkhZPVs&C)N>Q{%=fv?q3=(zI5ayt z(i^a6#k3hij6BaLDTHWlPRvNZ%XMNs%kJ%Ga?*@Im#0dm)Clm{nnpv zZsH?r7@>2UH~sIfzSLGyU|Fy*TLI{vn0``)ZA;SULd#I*z0GukA%b}ds28!xoVMu@ zZ%iE{p6<-#??Q`ll}{s6_!-s!Bq^vn%&1}3{Q~F`j~|5JbyHcbHzx$lj;eRC*J>88 zY+^UMlky?$~)1n9R6Kq4Sm>{e& zhbI+>XlyvgpM?jUudtF)%_cM;)D)O0(fwX*qcA0T@!aTUbc^+7rl(Cd4AF)}uVm2! z$ou|YjOMZp=3BMIW5L`4vL3a$Qep8%b-lL0Cf9!A2LW0mM4qhoPlR;)E_TOXBFEw0 zBJf8;1-I2$O(wRPa9}=j3>U^vm;44pPvoY#5%WBauGVSAaQn!4pX;W#IUlZTmG0Yvr ztwwf4y^Ta0?}o3+{q{Wnbh7uZSLcxTt6!&Zeo+dV!5f|C9p&7~Cs?lEV}*9=mNN}!SX0q%@T^ptdM82do6O%&o!L8X zplf!lOK&AOBHJ$ZSc*B2K`SW&$6q*aQU<&p8cVqEQ-qvE;sS#W#SeO=+bk;ixYdUO zc}(9~%tQ<#W-@7)vHwtFRM0Pfu!na|(wUmX-+NusS@0Ish#pXg)(ELeIoUynGm!U| zaA}a}Yc?q?7hZ%Rgq)T@018ImB)_It_Jh@XKC1{dE1cJtUBLN(BN-Hv5kWWe#I~-K zD}P*g+tpbIrhCJ?>>j3Y9cx9b%Ulb{=B4fOWk8nz*h6hGDx%|?e;rvd3z({R(T<&+Y!~A8Edivk%|uE%YoTG?O;V#&Fn8k zEDBX3IA70(8}7M~n>aG6kGn3R6P9ZbDD4x{V~TEiI#MrP6i zn4*=5AUY4%bfMIFV6dO+-ZZJiBtmA zF%A#`g#z&?VPU-8kEwO)R#@CgFKmVhM$PzjYiG4&n@SAbKbx$xVw5l5Gfy~X$Qh$x zi2z#*k3GT^%b<6ND(p0(FVq*4!bhHoB$^NtqKdCgErZm*tgz`QQ3R=mo^)w?wl&&ut81L!x;fFF6g^oF{b8`!O%2YB%1)9~lZz;#s9PFv^qKE89^Wm+D81O)$uWu$J9R3ggR7AO}X%Pv!+ z18ajTaNG}iBKHx7=|?v5$*J9&En^@I_S$EO#+}H@CcEBQ=|9s&_jvXR5B6!mPj8{L zp8>~KPJ(xJP_vq(L7v{s80tjImdk}@lK9S#ck^FU&Hm5R^+d;hD|}nqhE^z$DZpNG zv#`D79;F%0i^SjTUw`g~sB*>##sVVR2@}-tOC!M5&Ctv++8tn9P_M3KZWT43PVz6W zOO9LT^+xC!o^JjeD%9Flac+_(3i2AfM-6B3YV$G`B>dM?R98)oocj=#>;n>@M!z+- z9{!*Lo#4jJVeC$Ob$96HVYx5}M^hBQPV!om{envwZfh@SjIJvXx6IVt-*7b6IN?7( z^b`w{MhbDklRHb4k+VgnP*TQ?dCk{`Gn)r)^#q^dLGXLKhi1wqoKpUSExx#gsfAan zIZWY}=F$+<(FKUFd_IyELT*D!w_j6*(pN&{->00ew(pT_> zw8I)($Uh9r{B@)#3bgB`PHxzSFKK9uU zF9;*D1%}^4)9(8SL1A>Q?Nh^BXnrD_ad=tzYxZ2k;dLa-zB&=D#jt5S z1ct}dzg%<^woD!oYCCPJr*>Y=)_^_spBBQ99bBY52XeX(fiNCy7qB1H^^=RssGwO? zON7lz{?)=B;4PSFR!1#+$Sjlv7ZAu$4du83eL`YFoVn7GEFFpX(y z(;1^8%;!3K)XgunA??DAV9by!KKFTfvZn{0q8;K)aT1ZTm?i(k2M~A*oG$ceI>Vae z-SLuQM0P`{$F7BwwFK4OU}o_U$QQ|qHr@ta=j=%y>Ya;R;7P2Ee?#QY!ryP0&x|`Z zI2OA1tbqknfqm8-N6zfGlK&YxNqfuWU6d!v*kAP}9aPJoE+v89z%iQ|oF~Afxygwy z!7%yD^plWx*|7VX^{^g-+1=dzoF8F!xA!`a+u3i@(vIf67?9rsb^eoWlf1_1-Jzmq zWh5=0JJyzd_HLiFj!Y=KLDfe$BpDQAVGQ4*?`%r*?E@ihsnarZ*@a#_&rh~lkI4>t zk#5Jk`;_0I&QMEl=!|b@Yk}80N9|dod<;hkpCZYX<5morvV;K6 z?T{B`n_8?KpAY|!su3iz7J(DZM*_ z)l2<)3zQj6sKwgk(85=qt9JAMN^Ys&_H>%h?)G_=rCXFNqjxg2qJ69-HsYU-pT9ti zi|@wmp=afFz?VPv>W9Gv9zD^PV*U$iDU$)Jbcy+5gNG@L5RwKtLToBb;wK;`R6~3m#&t)eU>e%Rp)k^suUEpMb#zOfkZh`YLymNP2m>fyfQ1mylQhV{QEZ;Ot zaK4D|Yv|%(?6fcLz;)uwFPU9WX!~|dLo)xplWA`|drdyJF(0tS*UYcC*vf=Ch$cfE zcDHQDzX<+CM~-iyxNh1yna-BFb#@J~x#foZ!Z95QDZmf65{jcGUcKbP{QBJ=?Bla>2pv#ftluxAi{$0704|GZQ3o0oq@9Y@Nx>@5{U`N&`d{E+le+F zH#Dfts$Q*`g1GBc|1+SS@ir6kvg;X!(uX_6la;qTpW{tGx@>0kD9^xT6cjsKPFlc? zh}HKOQ^m|b2Ph@sj$OI)d})H27NzHA=x8U)u9Mq0(ROxhVMGJ3mGNX`*WSD$VYyOi)7g+{5LeqgY;J)@t1e5{pt1_HmYOvZ z*2%X-I|*@DJ_N;2tvLZPEYq5PriRzb)Ite&!HyIYq@pKslZxR;m;;@9aBQ_So2*Eb zu#euUFocMJlF&h@C6jXOK>+jERS}X|J@qEg48omZ^(NE~QUDrahZl*0e|Fy;X7r4= z(=7r;8m6ImDQV`E#^&r>%WdyVyEg}U_Yp9L z#ubR{4-OJ29q!KePB->*=CiQU=rwT;fIR231PHIyD0}ucGW6{VIJ|-Dr_MP^}bT zoIzK6@=^RBxTqNHv{I1^A9F^J(*4R`acYSGg<1}FE2L(&m$&?C$3|HECz@_Svv>(T zII+p?n;140Rte*mEQ-x<`W`4ilaow`|2;-+4{qU41R`-aUK=+EP>?*@O4sAL|FVei zD4+SpAkF8nz<(nG5nAWEMq37GG~+hM=hg!0+gHcP9~W>}kiG8nc1jbl7y}{oX zZ4B7+!_VVm4SJ&q7m7Cjd#YB1z(k$Vv~&{(zCg5Jp}BozP2y5uj05dh`K^GmL=%_e z|3vnIwGQ-=0<&QRT02ZDg>N-I9(8>9SW{SJ;6}@Brs9Iy-x;a!uy2bPruW zr!lC5dfC+yNCgtdQ5lVa33QDZ-mrKbW$hrK$4&f9l4qY5?P)tzJl4M>49d`_;D5g< zT)4m=e1v~s=GftXgr^7TE{UmI!Mtwcx&b??NuiOg-q6jjd6jhKT~y6N$8 zuU*6+8Kh2h2DNpCbm3G#`&}p|z9-C~<561^c@=kc&;;i34#cl*PGi`|i8^cNy!J`d zXHxt;`vB5wBxxCjd8>rtHvDx3jmLHt$9C^d18Qr&*wRgYi&S0gu)r&nk$8z1m7PQg z0PN)Xt}otK}~bm&08LPWfMtTLh~xyoRR&O$T|~kDf~&TJFiqAY1Rlv0Y`(K z1FpctU$8I1>#li~Y*?C@Okq#~CqH(LIU`Pqgf~iz&}C}CU-A2r^ED!HW-#wFMsc;T z?Tefb9@+#*;b~)Gn-)%);Uvhb<3_!LXu2;_jce+3`)*^X8$yO95e_e1ggbA~%-ZCr zl3J$=LKeSiFz0L1E&$H=L)eXH>)_0~HOGdi5v_&w>eQxhqC}sr=q5RO#()g{jqGZB z@7SA!F;E97e1Nf%4c`qfimRN*FzGK9-{Jh|uxN?=7fVHX#T)!UxJ>0;?VcWRa33~cCG%R=_b^#nlfi|=9Oy&N7$8*)D)tBziNo`prG;b z8iPA<+!BF)n%(5=Bd!oVaJ64iY)m=%wZ7X*@J$m@f?^RMZG0R&guIQm=sz#NR3AxO zi$q$rC&@n}9~2_KC5UGX94t_PA*6pjBm~KrAcVvvy}vJ_%Yu6uuszb2882{iv#~K`W|X(H{~?ek`Pn0Q6n5^ULF5wFDv4C*+Jc zJ1yNu-aXAvjlBf~E|js<-WctHV|_VM-4UMiOi%D1yRfWVJLQDfigT7yW6K5}rojxI zrwHo|&H=Q4-CMV17c{ZQ6D~|tDyH&2Uaml!{!93usi56VJdE0XsHfwJ+=1y6#P>hUzMe98;n(9pw57NqaxKl$qoU`NYlWM{{En+iHjJo-qh;xn`##eKX@ zNRXS_4Km#*6ybnhkm?k3S{-6N%By)pIU{N9$6kNlel*@8<#|s5N682itg6ltF@`NN z*~*i&)vkJ%G~K?ga+KXVP-ypob1UEh%`&a&n*E@q={l4MPki1HIQ}m;pRK7|6Ntno zYIj20YzWT#+9!^TC6&b;q~7(&Rh)-=9Y|A<-p)K=$B#yvbqq_RkD9N|aKi5?eUN|IqNV0eAmQdrUg+ zi+d9>tdH{CBP=d&;}?XE6i+g)`;zi!@V?s}etf+~z1I}}D6Z0V-HVxyc1sSq3D*lc z)GgeQvgdy!m{bMpmWVY_DRgTcGtOpPmwydIHVbjv;iUB3_4imnsA~vAF;dgSltJ|L zIuz3A#yrSNKzu4+z;GgLzcr-dd>iqfjXk!x!cn9R)%*I63W14F+h}P!aIzWrPL#qz zwO%IgKAH~crwm*)4;&ZEp$*qDCH&y+I*lEu9SzIm@Ikdz|XhpqN zx6n0+R!_W7bZz8ewdsICR*j(3Dn)|ii)Nq9(3Zr0=7wY*sj*qlJa0F;ikjexS$Yzx z^WKe0o&$rG)yTDF3-St8Q3PE-p+4rsF&tO^zXR`X18yd+XtyA4PzSO5e)Z1_S|cdk z({~9I(e}`IQOUMYbu1w^iQV?_8y*v0GwiK9^bvXNl3bNJuu~g&{MDn9l2`Np+!VP> zA&I0ukV6ffh%=u*-1DQrDS4zlz8BX|v|S-hoVmLYQO+U)aoFDzVZwVR758`}Kv^Aw z7|4eU6z})8c^CIRFz%W^V7cm3m{eBNcn9wtubO$ly%_1Lsa}(V6`IfD1VE3ShJ^Iv zaL&UDO1|YC>`@Ee?nAAPJv>Q@(2cu%S&YHa4SRw$(a`f%rf{E$rA-2ydycA1b zYEmxDcxJ!nn9fj(w+t`KDhFe^H6J-YaT#M=^|py6N=E8BanoQ&}R(o+^-%dzI~`3j00Ui#|ZUt zf56Rm*s!`irMtSwWwUSiO~@4)hlf7W2p+2Y=RY2-@J8)Ya8yM^NS~;rEO_p9dww?C z=)0pNR}mHP5V^AJYOuB?KRRY=ltP0ZzKo@LSoL>|W{(Y%&OVcS_9ICc1yAd` zJikW(+I@Z0p>$cZS8m6-L(iw}rC9cdkW^R(iErosGZPeX)Q<&{R_60hDw%5hh02of z`C7{GrA22KB5xrd#6!;hzMRsxhKX zb`XF5B29xsdrNR|pP#9uK86U9n#3yZeS=$cz?EX!@nIh#f)VFx`4C^)v3?PL zHU-n%<4UB;%P2_bH_606P$Uh>>^C_o6{Ly_?=1Kl=lt%diq8+4QS}$D z29O^0hzZp=*1Sh*jznar<%yHi?b70m9iVz}V|Em;WTb&aI1BdAS;v-~q_ZWx6xUsT zF}`N+!l{Mu8W)x3bsv!V!pK9Hi&|Z7Q)8!IK*nd33(v@h3Xn@)X!mSAJbdhdcQfS+ z?>6%tM*%gV6%g+D8e?hMoWIcaMst_?CwXn~{eF02Fmw6cbA_I9jLqhu?S26)Ow1wO z-zeA>EtW{bHjUX(IJhOHHBLSM0}q_9$O?d+;Z%1mXorngs09JR9Y>Buto)n07Jx|i zIoa%R+)-wS6hluJD)ZD`Rr@`c*#bdf#|{XP2544Wi7O3!jB<{wu^#FUdrn4J7M|Nd zKn2z8#?WAiR^(m7L}|hm6Sp<2OSA+9W{6{2VS&f;EA~lc!)ISJdt-RfeQ|o{&@Gg- ze)ZpIO8YeiHN6)p{rL#Sn81wJe-38B?cOlt%;pOameX7I)w6kafq9U9MttUuZ#Xjut?ioF%^8n$lM`6DkqDYct*nB&Yi?wnLtK;+y|8`_nR{XVKSvL`A!)jzs1+_pXYxB6j0L z>86#pA^6i7zVKca(ed*lSqTbsY_LxOWv>c%M=C5>Tw7fJuK{gs*#rH-ghJ)GhM24K(nV72(GTl0J(_m-GAfcu%woVvWUfDkY1cSfKr ze37A39=GWl$U;Gyb!<$d)R2l4OAU5mGYWCvp=MoC@;kAKmjc8hg(YbbK21Zc7!1*f z);MaSxYk!Q(9t++dh}n=hTDY{dS_K1DPR@;U1$H1(4Q-$^5(YP;s@)xf zmU2lsFDoTgAGXvIH@X)JSq(5-4VL`C47 z1cPvvdJg^^s#n$X44}}kJQIo&teLm~J6P2@N2dHa0DC2~{aI}pob!;mI3~{yffVvc z9x^@zGGh4pr@u7XdNq3%Ppg5b3WLEF-0V9NvWSIlm_=^(Q@;|jO5^5cGmXH?db=CnB zqKsbo6sVLw{ALr-r~y4Fu@l&=KmJ5%o{Q_v8f_n2C#V@`&OV)ibTPS%hhdSvKcw8B znvcU)2uN38*IqT{WKcu&S>tKdFO-Q~h~b)rsa|vE->|tGwD+ze(P|3DJmX<2GjwVW zkCwKzc>b^O1DHqDy0N$g1#cbG4pD?nx0O1%hX~yRw3!8;8kfbItN@VaVO#441C2%I zv>r1F?fvWp%>93M4gEaU*k*yA1>ie=hLX@ow#_E;kz*6=jc|;U?1}+0ZZT+rdIL{Z zaJ66Vd?o}Fg=!0Y8Fux7mOGE2Vg>|TLekY62I&YyIR6n=>w3p0TrxGnTD3U@i?AVu z!7>>^AC&7RE?l}Tc2pI`Gm+;)xAka7_MPT4ZmGd1WQ}9sN1YuA_>L;H)>S||Do>z;#3w!$ z+S{vOtntW7oCiR9)A+;G;nATLLp^v)Al(Jcl3{LbhF?twRhU6*OXD2>Q@N)*==r<@ zUIvLPA7jp-Gmk`S4pct}_%c@)#dv&jF>VzVZPwE;=se4)^?JBD%L!|zJT!feU|Ydl zcuD_gM-%fo`oMVzM&>p`&M9N)q>{{_mgXOUL!P^OtPXn`qMQTZJMkfABf9H><)fQ2 z@a3V{?M(XOX-CeUDKk14(jOcL!A>e8~b4Y`HT^xTT6MkcH07C_T>+={HfP}gic*U&vD-gd^q@mIYwhkY_q7~6w`hFz!5FVFBDhZ_k>}w zM2M4C?$ef#&e_>Q(M&!G(YwjFl$y6ALpR4zP4<*BNts?c6p~_=-V)GonG{Zvb{CNu zj<3W4_3qa8u8XC9IG*Kj`DpoO!fHDSk*Ff?U7bBS%wvF-`a|Vz0_v~V{ zGeRCAdgoRBpsi$6f{Xvh(|5jwGsP&#ob}xY)J5P#P34X@uT~-;$BNdw^6na&bjs`|4=_ zy@zHaXv?2ce%EoG6}V-9P4Wpr1K$1A$XS?G4qj9~)CEDHnVLM)2#_83_avh@?)n>Z zq7R(!WL=T?LruJzAIiMTVcVWJ+;ApJdIo2V4^i91>XEXSButpz2cc?mkcYa-4v(u9 zN|>u8<({g|garL?n?wB21F)pky^9DKByG-bIs=)}Cn!I()`SXYVyt1C26TwLg3C;c z7JR$Z6;|iWGlJzfH^vUw*flxCN!C=_z&k;D^G|eR{TY)Cs}4x!+6pg{v);bdBGFTZ zfzWOJX?^>r(%dWwOq01*k#fxrAL=&_<{{3K(zmPMw|J*NzUt56^qq;C#N#_kDlo?5 zlw*1@EsIdMmYQD1MG5p&%Wl&uX>+>d9JP)wsDRtz#`oxAs7cBm^GaX%j)mCiAw9)# zzunTRRsHnkbB|vXd0{x0vE3U;-x)Zo#W5$AsbTm^n zrX*8mbp`BnEaVk=0~%?*A_2rnHGlUTDm`l7=4YgR)V{$fMbe9IFWRy0sP;eHes2~z zS{Md87~g0sL`zu$zWn=Jdha_bmMs#mIMGH@!W;aqo1vDdf`i`o)9&Mv0$&BFmTu6$ z2leC?dRa@awogEh=qa{bZj$2?8R@_tkSe-h7~MSmgZzd&D|KLUfmcd*RMGCiS^hbI;K{XAU0(UX0_0UJ@yYZ-6xa;pQ55zl-VO^oHg1iAj9BpW?hz zs}}Y8{Z?A!zGUA0cKdr7dOg-^e!aW#+iBGMde)r3Zx3UdkCtpYqzzuD3^&YEKzUrZMKBqPw3@)*7eRrKX3c zaQYNWnRni=qN~);ss_w8Gn8}=mnHhfohjvF+Dm=8TQuNKTe$Paq;+#$ttOXv`>j|0 zhaTeRC`4r~L+oB&U)w8u|7rJ6@SFu5-LP0`mfuJoz*VTqsSCCG6ITiF0^X`nT}XGa z=KiDKu!_FE-U>9cA<2BrGMsZ#x7$HwTR!)BbFChE5`KZYsRyq= z%2qSq2IRp8luPRr+vX$8&Fm!cM{j+#XD{rV1A{0s=dqU`MovJ$xSG+*lN(ayL6n*^ zkH}^-*h#37KHZ@dBlx{cXJ86em!qdV|er@VOUrRu-u{HuLAJ2!{a`c!?!+f1xV*fzOH zP1I*XK!OIV0sntWpy4GA%Fr0v?;QUN<|LPEY(xgGI z(440XN7hrUFGNot?iphSWW3kIH%UN2bpAI@tlq%w?TFImj9~xhk$fvHon)5H8 z$;S!dNwF$NOfVwcS@X+}p)g}wzbkID?=EBwzk91S$FkxHstvjDhGYSX!d5I8Q9^_7 ze~va$oB8*=^Qo%KAW>0vBpb9;6#ZGI%xGGl$;KX7>q4&c5~S>Zm@i-VtMN(Mt7hqg zbUr)!t~Hc?>@pQUoPHU%#{6f=-{?=Jc_d+LG`ms}M%Y*xZL{@X44n@5^gSnX32-Pp zl&iA+W`9=9cMl;A2Dc?BCLGL-WNs~bq%WJSDuSz3VL2DfH1?A3m_2wg_x@*cViM`@ zX1-rWh$d%|z`sARkdH;bg1%9D)MjBvb4b2R({QVVLHw;%cPGO>n=deH=r5bG7tv{D z_jiiy;3}1lq~m^Y7~8+5c_~@`hX?%v1mv54Bs@L$Ov$w!x^Sm$2xT0mO2f2pr7zq4 z>#Fj)fpS}gT8x$LnWbKV7GR#|y`j?!`!_v;CVq~Zce8-(ZqZX7Pqtq2Yuq&t4wcii zzn|f^jCN&O(UflHPPJE3H9g)N!Z}yBo@64pEdH!af%{{C5|@E&!gqhnd4*1kGK{zq znX7v$8cVfUYwShtxYDh^eL4EU^9ksHnhM|llonrEbX&4F-a6e+(vX(sL_++V!JEU| zP#!y3Vd6~aXO$8PWz0F zH{Qs^7<$S)SLb(Nj4%#RbwLmZ!x8S#!|1&DA}`mRllY%AriKYv$shd7P`UG#xrU*P z)+?hFBV6wnkgwb!^D_AcxSVJ}eR*h>C|XIWD%Ae_K%6R1LW@6j1~(EuT;Q%2PO&8i z{dy7nQYx!D{PTu8Kfl2~ZEe=IxbtZqjrhyuyuh&fKVT;rP_U)TwTGx1E;iLfAi|YO zY1ade3*B(vS*g>1_KN4z$f(i)!`5S3-Dr;>BOu=?)S_r2pY9YHD%dmkDAp+K>OQj} zop||Jo$R7=t@O)Y22cT-AVr>^>`8xxChKX`sNO^UsOQOR4zw&MX*~Nn%3}9-x+!>O zHXzOV!Y%(~&%LTvZxG-@pP#3^tlbW{`Auo)NS`(^zzrI~S$u}Mm1xC%!;?2LSK)Vj z&Yh;i^OSd!S1(kLv-M|kEKJdmaFEVv&B^na7|tn2?t|bzgqx528}}?P$0XJQ{5ylN ztF&#a&5oy+Ii=j>X2xlbGhC~O8wB)f2^aS6MRI&HTlnnMu7!dy z^juubj>=+6EsEZaJ0aR5ioO_SzSW|+xDpAqO}B{B{zBsH|Gd(Xym7N_emBfFX6tYq z!%z3cy8Y9Zo&LpGrW8&f2_f_Fd~tUgz=!Bgav-~v*=>DHgY)z%k^Z4=@<`&Q`LhND zL^GPMFs-P1yuR`M@3(x-%y_xF#M;fKG31@-qHg#X`i(*jfS?Agn0_QV88OX>~V$D#l3A9qq0OX+-%L23LKW`DV`y<^o98<$6-Q+uRmG;>*m} zpzS$TM8`$${?xiIiSkflk6e^AxZAzuuH{mUx3SX*^RZTaH2hn=G>ZAz@53*db2 ztc>*)@!_LWCe(itlpU3|%y=bM^e54CH-kNJdw5BC{nYiMQgq{|i#VseT4zXPYO zT?|QZMK*R!&W^tuHaVfIa#)qxDaUa?1xrYNYR&3dP*!nBJSt5}2Ld&hhW!XJqiFI_ z>Ycc%*lCu%iBZaM7aMEmsIwOx+Qc6D)+ouJ_8HTND3gQ_Z}svuAVpYo*|wJZ35aa{ zOYiN%O{K5MuB?jKEz(Q3c?l|XKCv+Uvn*}}A?eKlYgFav76!bP@I-uB^pw(g zT5zhnn%}qM)MM8WQZJtDn5ODljSIqM60xIXhr%vB~{zgn$_7?xagboGf+M0s;6fj5?UJ+!SR?26*8pQ<|O3p5Q$K6xqWS1ij8ym@N@dmWmH z<(4BCax2SXHqfjMg~%cr4vyAg9~@X{e|tT892W4i{~^WcxW_ly zF3M-#Id}EmZkZd3d{AZ5E^^x_!$Vsl=^JzHE@-$`fJ@MS|2O@ z7M=gWgfd8~gIIr*>h$Xq=4$>c4ZU*Amu_mp+slb_37GyyJxQ_Kp41ka@GNS>cgiAL zO{kytM#a9e%sVRy8=hJ17+^bRQ@r zj(@xs_cl$_-o z>fsL!&D<%_Pd?sH-!y!6OwFE|>YEhQf7&!$H0N&4=JWg}D{H5SCb@#XmxY+__b7)t z`PWGqeMiibZ-Rbf+c)i0f88EzdD=MDLc0EY`{S-DsqD<{>#MRCw#2tSZ@Aq_RsP3O zI=p5UybB@sJwk5WZ4>gn%GLI0(kXk!roA|NBX8tq(Z~Qs-Oe>hOXV3lc{lH zlk)LZ=Ju8RHc#`;ETb;@QO^FXOBs(ghh+pcw>=ygxN=9`vdD9t*YuC6lON}#*bgrJCoL8y8 zZSV(zX!OGNoOL8QiM#6|Pr`nlyql&$N^JfMhXaXEz>`!kyq@!y!A5{1MCFEU{z^v+ z_hyqe;mnoN-aO#W*9TBHHC3f4m)(Fb8haB>=Fs#j#ta#m!CgI-xv6nJJxjeTMRT{hukcP&Z23Z)SoQLcrhk&5p&X0_Q`1bhRm%- zj`Ub#hgWQrbg zhILqPQ9F9YyYeD60|t$H9|kg6VYz%V5Y{aqZuc?_5X*`X836bgccq< zLk*yFqhF}`z4p1~w!ljrfF9*oh}y|V;tMPjYvpXNlMiBpUwjvB-?_qAl+x}*;wX%U zZ1tI_@&0=f1OOaKJzCVKih9R1vWK(yIdhc^Dz%o** zTzB3EPXu@q`1i+tUR^ly#|-}!%r{dl7Xi=GqU+gM@!45iph=bH%FbD_@M2H|H|FIuK*axv5!Km z{k;&gdo#R)quXNCe%a(cXuCnO=A@UVmr1QO*^{d+nN+}H*u8M-_df#GpRAH$<&s;l zz4llhN&C9(K+Pxml?@L*k;0zNl*HnCfAQrzRPv$Ie-%R?zj60xDiTbCrmuVPAmixw zq9{40n3NHfm{Aib-wEr}?*Z8YapN<_k}cE1wK&rZJ<1!?+4ul;Wl_-k(TM=sZek|y7$X)(AFIA!0cQ@D@Y zq$%IMBYwM34U$|Aq6CA~dDlK!FA0vFrMH@(Ow~6v>0$p}|A~`itHcSL=nCS&qR@j1 znNsXK94;+sv5l{`Qyy@CDu3a{b*&~os%KHmZSiF-5Ne#6?aicn(zKNy(}n&=b%>x4 z7^Aq{-hzuwEOx~Q}5tc|7=`3Pq~VbiZ*jfYol4P6`QYG476O3LzQ=&COMo1 zr=EyO>MaDMAcJ2Mu5Ow&nWSI2vSDZ&WI8Q$Yao}Wj3ZCe2*_#$)OTt1JV)#&vL?Th zx}w~z)d74+VEx<{DDX0aM{?ZY@#{_0+S%pz*lnpR(qlZq_WL1r^FgCUAspM|TfOhe z7Sa%jTLXR#`x4r==XvZn5?@K#mYY0&7}3@7zM*`^GH->LVCQ9D!eynl*Tr#wvqzS2 zeHKA1?bB8m$9DgeMXBy}Z9`OAUXEHO@uQ9VI;zAibB_h2od-VxN}^h3YtNNuaMBS5 zMy;ItVKAGlTCCl<_KzuTgP-#?lxpGSNHHQsVX*m^#KwahO8G`-%hiqEZh|iM18dG9vp&0 z4n1i{z`P6W+7_|fcbkP4yw?uQM+bgk%Hd%Ag6og{Li_|q6shduC4M=mEAJ&f&^->M z5Xpw@z6lMDozYTHr5cvxu)eVCVZF4JqWU!ICA9` zEY!j7h-Rr;AQcZU8VwDB6Tdeh;n4?N4@^DYwO92)BrJ-+^_4s0DuMX4!g4*1-9nHh z(KA*|n>)S1i|v$P_?R94Ip9e-c-%>4W|AbUS4arVcbGBXZ19p3_Aj1Nzk%NgbhiT& z;q}z6-NNE&#L`eu38uge<{Jy;fF5v(mF+1uqhlH|q!Zn+7Z_Mxm0onkj!+gYG_W`k zPOR&ngqE16SgHWm5fMqVY^k+}8wrSkVR(Z)V(AtVQ#RzP`p+P_&T7JWt;$$sY%ggV zQ4RvWKJEKvoAfBL3fVMcS<}G%s2=xBNa=hk3612k>AtdF1KpgjGbYWmX|cf|eOu!q zyqiODv1N_T`6}y6S~H#*6NjXPx}#t?XW(8(A6jN+=+J!n$6+BJ?%MFea3#J)2=&#x zD^m0#;LC+J$8xN4`@sdrT#YtTRvJl-4zyt~O=1z}XII@4DYsn?zl_&J71gq@>LPYh zR$Dhy!7O*Pi8oJf&jiG8%RF*5PFoolgkjM^yp=H}g~yu2zrHR8go59*@^tScB%JX_ z`kzntk0$7uzQ2PQUa(N&ir;n}G4xN60C(-E1Z~FVC z3PCWIER;pF8BmNb@o&W}$*12_Na0n+b&u|G7$2P*JV)9VT`+SYPsi_?SG}*sFO!8A zz~Xzy3c?Yl=By^9jv=|2h4YMpmJ{$qtQ=L^#c(s-lvB zUO#wWGb!gb*{u0zxJ8vm$lxF$H`rmZX0oDv%oc})01kJ$&f~J|;!^Ygcq=%pX{$?# za$0VXrq`<5(X$dCr6>X{ZZ-RxPfYv4M#5&+XDElg{MRaQQ_bgqiEp;A34sb@YikY0 z!5w>2QE8qFO!#j9&4lzStPts7YSTvZ(PqOAo@)thtTK#gl~AU3*%2=+6cvn&93>xx zb3drBtbjSzYjS)px*g0C0_$M_%wzN*T`xWV8~5dgy}ZvvrGRiO);3Cc7H!Pql$jGl zsD;_iXajdu!leILKA0+Ll}W?5%k2@HV#9)hWx=C+bykRY$>xcQa;zR%Za)a#R4!Yz zG@kyWSlyE64YUc5aRBZDRv|QLPi!xM)1}hL%JYhCHn{x7?RAlOMhVm0sPop9qA9}&xnw~f*Q z-`olAc%n=tbCAuY)v5?lo9|B1$fY=n&_ZFU@4FYj*S)tzGtV2B^`T>?e19s8kV6fc znVZQ$sAUAc^ESeFA#m%n9tWE%!`g_&-R{a`lHu>ol-Y3$t?wn=&+5BPY{~v-mWUcy zSsl3BWOGQv@8PK)W(ko{7D+~St-MU_)Zr1_DBs&!zl6ao?f%fX1a~!yrC#(jMB=?m z^{9#iwb9e|J&V5B=j%+G2eEn_-TsqkPIecI(%jZywP&iZQnh*H7m`hPc`G^wh7t7v zcdz_p#9RxI=zYG9`4xD&zw;J5G38>x>t5-~i|)#ekyIf-o^A_7BfIu{2{E3ca#DDB zZ($i}`GJZyyh=|@*6gqK4a46xDl;eC$F7+p+B%GEoZ#*;du}`%a(+}nbO-X)eRcET zGt?=TV4N693^PqShVRWunDv<{)tgk{nQyB*V3gcEeWq zRJB5TQx*(=&tWdZ_8?#DfYFez1FDN-L^-RSb{v3;ys9$3^P+6)&4{j zQKf(tmFEMpjZ=t(h=cgDzP-e0W4e(_BuO^?bXZ3P3SlWjo}EvZAy;revIU0(A}3=X zO>2`eFq){e?j2A8vdh1n03DKI+6F5=+dXLJpFTVf2dujQ201QP2>6)`N*1-`oj3eV zucApL;${@vsBgYdS^aWhonS_<{dbim25VOfTy_P!nCrrQDjnWTy>AT5uJ6(hU;F4- zb?8fftzVkGzx!@RF5?OSW|MDbH06b+-JwCEXajR-59Kbc06eRk86g>=#i3~gnv?c# zJpC-Tp~xqe=v57%Lh_g4J2!QAYgWfXB*()h1Cb&Tk5@hn*ZLV9)S5~|&r!%%`=z=2 z-8=8loM2opti%arh-4tV=~b~2p(>R>&ruf2`7&mHdec*AIr`b{wE?|XPTIrP@xS}i zvA`wy<`-AoL0>{ojZk!lzg;h_++in%23K=;$uZnmfZ{FQse>L}To11QrD~(pBL+$> z&Q0LHdZ~4U{WP&U#6{^%;d#n{%7fC|#z!08d-u|Yz-IOQ4N05m`-atH(&mZtCNrU@ z9Gd&)^CTvz7509_!8yt)4z??9mmhAr**f?S2t<7;nUU@=g#+&N=wJ{nQXQ>|?A~Ho zAy?n(ra>n8l$PJw;I4M|D_059xi-h%-?Z>BJ#>0VE+Z}rt*6!$)fCjVpRj6oY_oKL2R?bZC^#KV^=b3KcNkXc7;SB=gje}=bsO_#+OV|37$%T3x z>j49MNtSEl+pQ8AGxO5*c6Thd50-OGl4WZ?Z6Akn*UMSF#eGh1Xa@Jn%pArNbB2hPnLHR=L`?sMjAdb`AK z@Dy{T5Z}j_91?irGIJ1b1B%z&NvTOtKi3{4H@!Qxn&Q~(pQOnFzdldyw*80EQCiu# zd{|MX#54mqU@ggaHeyATQ4aY&?-9U0_Ow4d4zjBM`_go2m_a$zZ-<|8+p?(kQxq3* zd`WB8+l4B~GZcckrP>Pp`J>VIr^yQBHxna}C9mB3;v&Z0pu-OF8!%IPEG@DIDvzhf zSwauv2YOJWE>q&mX2n|vDn=E>+rn7l0+h77dg=DP$=B8tDU?|iRTvAGiK-}Sy2Ibj(glmmaV)Q5Cw;pGnHc-t}0^ zgMTIv#Z%?xEd&+(Sg!YOJyL97?cfz*udJmZZ1`yW;#5&@J+3F@*r|CGe-T4k4k(_Y z$C37rEA}w$mI{@(M-So$-pvHlGhA@f6Q@6f@dsx-usY5>lU zLP-W!?b>5XxL{(N)S(G}>?YBC-JN?q*}CDViwx6N5pG%iErr7tJDKU~9G$%b;1_v; zvGd4SBn%U-PMN~k9lSej%-UWKNpONGjjtFo;`I}^gtC~#kX?C8O0vEhUlF+P**?zN zM;mXt2Y*4GZcIE-#F76t>ssCx&Z-<~MSS@wZ-xpB>XPqJX%~6+`+4m7H0{B!IkIt7 zj)hA&8^=}1WBAPW)u(0%|B@*qmALnwk8O(G@u8!&;Et-8mu8lmKKL=r()IM20Zzc` zhF_=ob;Om4n{r}heb!hvArB=*vMRB)MayirKNsdqyJXi8Q{Nq>NER;~^%iZwgR{OM zpTg6PissGsdtKQ@#lZ;svs6_*;mH9vvkHOaZ=-xUYCafQ*Jglw9ntJYa1+&bFuHuc0 z+2-y)@+>Au=a3mfq&^a^^=Fs9ttw(?^Xz|z?Hb;GUdGt-JS_;_^^Z_m^-dzZ0= zE6ev{?2wP$ul);E=&Kp4CAu!gFd#V6$yQ?@Jl6vvhw>i2CTac;zo7@{u$|mx0z*+Y zqJLmR#t={5T_kVjt$%O+zkBDLgH?y;+pyPeE?VI+v01ObYW`buc(ot!>AB42EgG^G zJps7W@C8ev{~F%ly`4`-9tko26G6%5DLcSSOA6?}>UvS0FC|#v`R)%$a2IgYP<7EL z0mFA*p!^>OVAmfG+dt|X3``CN(U(>N2!E$l zUMhxicYjff3)0V(f2yC1<7&58Zq|He&+IbB;cJO=pKzlIzHPM~(KaWo5T7%AQ=bN$ z_|RSNF=XSig&ku5W3p>12V`Q0ukI}NyehfPA?4~IWMi=#YuwF@KT|3&m3}Orq}L=z31MK zZ*e%aqY2q&_VW<$CHq&9S^&u>ty1C|)3n{Aj=-@tuOngehZ^($DfbAl(;Y7G(VW0# z-d0VdbjT?GHam9YbBlCeoNm1YGNs#02bpG2Rl6He96_z?lkErIWf?$NiJqhSr`frU z=?R*_F3&tc9KHUp$VrQIw~vTY2bp=9x9HVpo{zenRO{_6w&;qxgJ1j=ImnZ&>uLC8)(OSAj0g zHe|fh7b67}_z&{$0|huy_p|QXZ=?ziJm4)Ae*oA%)%>0oNd6g& z*P{UDRqC69;DS3ty`u3GOx}n2e4yJG4WFWO2wDve-YY0#;xeQ zS5}U*?58^{bq(lyh33X|_;nk_ps&LaZ^nLT2CF0S$${jaqg4SngYTAbbGSE*V^Sj26 zL$1D?IZIAzdZq5GVaHwOD&OLWt-tgT_(WZM=FRa_jB5@qKnBn2>Rr{#ef%&P7`36> ztQqKDY;f(RN5C8Y_3_s#6ZB~f2dSEIIj z1M)Lb+plKywoWPR{sN&t+OvlK=qeSOn_lxtc-*9<`%9m!AGhvej54Al2k=x{Dy;5v zb*c-H7pxdTex5Iied_>mvLq&(r(=Sn`Gmn-^8NOu6?p94N%JMnBc4{EJZN86t3y=5`QxP~1HP zh}eF9ttw1%xVcpEh&oy4yFi>p?WYr+x?gUkwkf>!B#m$<9}Lb16uBPd-^ZH{9nz+2Eu0K4V>^?H4((B$JgKMY0VYU|2CPR!+@ zvaiRTf)&R)0M1SV*N@TcW7}?(@cd`9zxm~L%Z5n3)lnfWZa!n3ww4)Y;_i&$LK*B( zbB`yFp(~SiOxde_b+Tu-8PzYX40z8U%)&U<74+)7(>MLN(=ND0p<$cpW#rl2>NNVj zSTPV5;jq@X8^ayW!!(I+9Bte-)_?TB+5B-SrH2#L_^|chMs%*8nLu7T;TC_p>51aK zP<@;X6U%Co(Y*hzSZ;A?3?1`vUOsX8~9TFOqE*>8lnYwa^EEl zqj2SOt`h71@9ji?t>)J#+?uZK@w?i0VD(Qr7bn;kwGjVUU+;#rFpeKCk}G`Pp*Q`#UY(`=k#6Af*mr)J zdg|1CbZXG9mHumdxJ=w2_(h9iB+HhbmikPqv&!7DYZI@*-ji?Q&}|OR7I7b|UVj%K z@C6}1T1D@QqEnk2!Wr6Wd0k5w`qS2%rpp~V8h@USUQ0}O8AMtZcSCD=KgT2_KZ8cR zxy)3RoKU~6;&taNE$k_VdEO_8ZRhiAIOs&AI47S3>EV;aXi#jgheTfHuTCqeN$?eL ztlu!du%ffyg8MlK1on4skeL>05<#^TbKtFhm(CjFsy?Cu%9c4D|HRz#ey@0p%MaO4ixc_-kNAOoG>5h(Bd|Q3cohZ#zAq7<{?$i^287B*3F^YJPKW*?ST?b__n@BP*>pQ%;e4Wbf_Z))v ziH)klfg>_S?Txhx+?UxI<6y(e<5&B&;aA@CpQ9-Gr)rb8d++=&%=~n%GX>in)MIi) zuqTN;rD;&0q7^rINZ6V;hxBgOFlE;JjAoC59rnY?dEa1441)b>4}#qB&sMTYAv;&6 zgbL~g(0m!Ai!!=TsH0LTJvw`Feg7(hY0bU()GW$K5lYR^~s9a;*=%`KtUyrJ&0OYNq3~=!cly1MXDi0h~kS?BM-MAIQ{%gpk>U zNM-ign4*?gon$5Pf=SufanH)$wGJDbo@7fzi{Rzv zGiD7&OK)5o_5ahAfL<{}_4hZmbg#1PX#OkxpI6;2R!+8q*dDE@t`M~wh5go2%2ZDWbPhW{WAYzppWy!$quQ?9QJEy*IXEIyahuNuFq?3aH>dJ?mmMSPpF z?hjb^)qck3Y7$td7?yx6y=c^x+*7rxiUS&Gfo%C$ARezL%w3dz*VT+Yt?p=q=$R>7S`Tc( zqA4=W_cHF7B)OY*1S`nDU;GDO0Ct4uEGb*eTjDiOI!q!aq%7TJYTn@kQuIL#dbtm4 z_ndp4V3Y}CDWl`wb@VOl@72gvk$!D^68n*LFH8rvE}w8}zUs#7XC}geIp|V%%_ncb+s98S z58TR8wZEp}Y*dJjWfgJ$0bZ(cY3%OI-gV}(n`bmL+nKNsIn##X(lhRt_zlN`b;0{g z$#v&?6_N}KE$T5F{S8=sEmb4d9OMX}cH$um+%se~&isVl0L< z_|;l{%z0{dI^5c%G6z?dcFimEs0r6lP(r?|Ac}Iv*_^$}{-X_Db=MEorflIDXid|= zEN9}{C~8}=0sH9oNh58w2SY^i;SbtdjB4(aEnHa-;K2?Nz0%!XPs=tR?PtKZz0qHG zGmGj}O*r#=ZQvx4~+B(K`^l+Dub(4^)&Oj)|CebqC};6M^_(aDe5&y|%ozD0erTk%Lc0{!6fF2M*23ubP_sJt@)^IxbeaIpL46U-XV<@MIGZRDMgMo3AKa#Zk68J`a_uSSQsOR zo7g1K;!wtF@brXViC?D*HEqw@p!o*Ss}>A|6sFq)O#I3UmPzI3DMlC`-U=+Q-N)Ks zk0-WyHuk{|m4^umufz}zZ^RJk<(Ly@j3C#8rk_5veFjxkd8a%Dt~ILYC8zJnuz!~- zIRt2j_k4ZUjagylfN|8s_{Tj*M-g~%$EV&3w>+McgrO8|{kV$1OO;(;P+_>;Cc(dh z1<*7n&l%^|Mcp(m1siV_5zA5KzbE|TIHw#u-nAuo_?b}5T-RSV(2oq)oa)F42NfcH zKOw0{5q+Cj`pZTk`%1U{`ixPQPtRN z`EgtsXvcW_yT(rShi*b@7(NqZT~#*ml$f%tneYm88)Swka)?G28}2*@B^k|~4_S5x-=|FR)5gYwH zFs5yJ9pbh*W!rrCLGb`@iVmLy_)Aid7u{=JU; zsv8Q>_yUucI!tEehvpsXE=LxiK8egqVk_0+oh8b0uPW7O2X2I?K%=#X;yR6XoX^8O zOw3-OiCJJxIGfeEVwbm9`|Gwciwg8Xn+vy!qhftU-*NSe^v}#6$QFz<-oL=4e0_Sb z4|Wl|bs0JiDs_jrRGaPnoZY`WKpV()S!_=aL#*?9b5cjX)mK1Lag_Bl>7}q`0#PPy zpbGQKQgyHG@F{~`(JakZ_HWG3Bz2b;J}^EsyzY`(?GGa;hDomzR-w{?+TtzOq%yp*=ANiAId3u|C%qCUdUO4B&<)Za!ZKLbHxJho6d{BPV*(fCq33zkcq5+8@6q^yx8h!<=$V4kQLd zr%=9{)-R$Rfuc^_l)7Ka$3_r&$esEGBYIXlDj4Ku27f~I`rqE>q9)PndCYnx9Vhj* zFWlKjkzjuaiS$Ht{NQt_XR;u zfz#0-!!$az^Lg!!$K^^HzUmIqU0CT$pc%#Ew#7!r-=TpMY z;=s7acCVq9LlM89@X&y9{HqJE)?IFUdA(UzT7#p3PNUJopPfF6t=F+qO}}{4?%!e6 zF8nD?QlRLVb1$J%U{qO74jV|A&24>oWj=R-QC@ROq$0Jo)8w_~7>~$evDdH!W z8@CP>SfW^Wkm@M)UP*iSQX~PwL~< zjiZ{OiNG)&v%+MmNiA9VlZtw~LA&B^$T^bplw97(m1tt5iJz(nE4aCKd`f-*bIi68 z!pZ(M6kxBfbbWBDgt_CVsyEpCGmUTl_6Ir@fvlx?`l}>I_O1+Yv0d+XjcxC@7yxL& z&l|NTdHHm|d&P@oHntTDx+NdCH0yUYb??2-_c;;jRr5TGpO?mlP7lv-HFBSpUO+?) zru=&S^Lb>XL-(OLtXml?=1JeKS)H19m3=3xZqnV;`_~m=Gp*C17LWZZBGc{Kfg@?% zz5UJ~(pi&vhXo0&PDPa$xc(YCPcb<{fr*V?4A;IDmZ{@KVwbA!(=9b_EivN^((;||5oy`}7tnxX% z1G$i&8t&EYQP?)obTF0E1k)B5r8&_yE6x%<%+b|^#MgcFqx0+oio-tu{e$0k)9JZ( zXsKECk)3#u*VgjX)XoyogW#1Oi45LfY3}YAEj(QwjwJ~_GX0U_~|F7O5S0xW; z7 zjyXs9N7-&lxAOutqsS6;XF2lyT4OhV7px+>KcVl-yJLyJ%~DsJAF}liF<(iv9=Nia zpY_*Yp?^J5fAC`dE+cy2d{noqT1i@dsLBwn?+BobB%O7B6rj!r?2oWcx|aofp|4p% zq^OJAAgwn@B3W`vxE{ID^vx>OAQnEE zSKBs`?RJ|sFs5ihX%b`EbvKqp#a66{5vDpWyvWo@ei3>`s~Sp)4a{!i3z~P+S>OM; zhXd4(JAqPm_y^mfHS?CVQ$m=qQOR&KExY~D`%6GL0mvjhz7wr1GUhzw+^7XFvwQr| zP>6(yHF-Kq!i^~ZA5(AP5M}qg57UU0fPhE|s30lL(nu*O9ZRQlEZs;c-QC?Oosv?^ z(%rG-F5U62&+~k~zxN-w?=$Dj%$b=pb6tcvKvlQiiHyeY#?$aM0kE(ib~!NwUlm2( zEqxUwPXpdLzxLru`3m($tN44x@7x!VEAK^VpkUkES=3v*bSiFTN=?zII&N1kI%b7s zo7HT-C?QqxMfw80)iWk~>Gq_ZM0aiiZrZCgrHR02jS=O*D zXc<5GWtsq0)R+pw6G+7O&!#g5GT+T@1#b3_4DI+)*^Rq6Wt(Q^D{IQW)job$@#b%- z$(T zd*#Z~k2zx`SYMv`Po)Y08ejU$nH+!fSsGrRb0Ivuyx+c2pb;*&Q$Ig-GBSo|81D%; z-9N8K?->!E)A@q49?ux-oXQe?CgGQqJ)){AU|+M4IgsW%3fjbuFH(~q8N%`_g?{by+fj|Y3(_c zE)jSeW~1!L>gq+8Xn`4qg}g54ocf6wL&rkI(zmMrkg{xila$CirKbB#CY7QekhTHkI8 z^>ZHYP(vndg`BND4{U&|6@uMXUVkJW?XCX7s#bo1dK(Ap`VIaS$c7F5^d87-<#BAZ zsXJ3|1?sv&A*I;nPpclnJ@3HmyaN_%TV?}m{JItim2@j^j|9}o3_-v~Ul3EhHVhhY=5#)FSO5+XS$sfH z+?&?RPGk4gPe;Ml_`CMC6&JcN_rtsHg{HhCpluOZg-vJMczbA$&D}o;U2XI6$dmP# z%i<=Cb2Xd~P2UCM{FP^Y$&oDUwu4nbO#_}j)JE7eyrQSXKkMB;&)m=T^lzlXwmHk~ zuA?5FhJ!#fz*B~@0Npa*rk?LAN?(`x7s z0uneMd^V1C^7sRi;yxP4)7I@pSdtBU!t3lunw!vUCW`T4=Ol zMB@Wkqk*0=Yv>9SuxRQMuGn9nZD-o?7|G^_$4+e=yk~A>cPUqE+Jx=Cg%HxagU57 zP@R0EW@oYMdidvuZmB7s75;q(Nu%w=9ooX+baCG_p69#GtTVLw^j4jcG?aHjGt*Dw z9gYc{f=>EM*t=>?S+?kW*;Pz91ETN*baJt*z7TRyJ*!s9nLD zmxtamG!xvnEZcAZ{Vd7`cK82tjnJPSrg?L(BfL4Sa4<~kgggBCyrNoT`_(s~h{X~9 z?j&tnDwz-Ra*6x9R81kO+ElNx+OC4llE!jt!pOLr2->YYa!c>L#A-~c2shrn>*0iEBW-40W>^H}Ezt7|sG+pO^ z2Qk$DrVBxIlDQLpSp>C8o(dr*mCGcXXejm^)awzX6()--jHGLR9sYJKnF6Hs^b;9Z zM*_)4tGPMqA%Q>OVVk!)t-b9+QS%K=IFTvwHbGag%b-i$VsgHF z3R}+<0{=I_1bl1!_TdHBCu1()=?{77LZ-4r^s_0U+bRGRL}gY{Ep?voJRhI;_^lns zqW4VmBsdPhz6Ei&c+&;ldIxi8pwu<3Xr5>{G%FsRp1Y*WIcO>Ur>g$hC&6U7WbZd$ zb!L$TFhB9h={-gj)!d-K`B%{~qM8}4&fb~6((34r6s2^r3a+@}a+hT0LmHvMKiX*?|1a?J2^jaPQMEb)Ezl#C*DBRVRNU;ECY`wo3XN) z8ntjqTCAMWtF&d|le0Fu=Fv?K0ItvJoKklY_ZxaYIhPlHIR_G`{bR9jvqJND>@ZRH zSr6W4MHkempeyPge71eA7u}pHMv&!I?w5IH#C%I>3*3zDN@<+pt{vcCKxG-aS$4|t z)2l|gHHmC^(cXHX+_!0(?nPw%uc-AZQY7!(^%R5$FfNw{jA*Po?-dcY*Y=(ICi3_I4Y-aN7tjaHQ`5>1s zqS>Fi8=Pxb$9GOa>CF#*zKcl$DRa=G5;n8Ra>KSaUJjwEgv#SZG}&;~?6%P#b6v*O z+Be2%h_V^K^My(c$uEgrFf8ii`>g~&x&M-rnr`6koNRC3^Z}B8`L#nFjCLhmV|(ZV z#(wHcfa&9zzF-SZ&%o1-Ekhw~7FZ1qWbOqclI0oUD?Q;z`%53+C7V8MnDI*u;KAYD z{I-DfoN+tqXb-G^71WO?3TkEqI7Q0Q_P&{}r5eO=#Vw?!}m)UA7=b`!A zyZMOGVP+>D1<-6G-A~zy`S8KyYZe+G{#rk9Ah^Yu;O<#wp0ud`xD;XM&1yZ4{N>G zZAUDb>=u1U-ylm>NTyk>>EkES&Tu6%kIKJXfuAES2BQ3ne)H!gYua5Uk~bHp>ijOsPya+ zUe&KM`$^x%Q#CX$?D#C|75yBmoo%q$WxiV-K|i1IFEX~<65^L;X>InTcXJc%9Mo=B zNSyWJDB>Ixk`|t9xYQ;YgEx8vK59B}!CPnVyyQIZG6hF~mrpU^n|@6#{P|RQ2Vb|N z1JGtHCyAx2?T;pC7!@S#G`*tckt%?=f8ok8e^FTjBhOJV2dyN%t1J6g&5^*^u(4bVi>lZtUp-9VB4hjX>d1sj}(=Deq3?fDL|x@GDY zotq!WJj*tl=e4)@e(>TU$|>e^zvaNE41k}|?o z4TvFI95bv=!6dWihQL@_u)^*8cFOZzAxD$wCT~mo6!iDdqU3oUs&)D*<@A9om@|`t zbr{cvOK#Aw#v>xUNH_mF4N*Je9PrH--{n|Zx zeyDWl5v*rw=UAr&G%%NGmU~p;dPW`BoCMC)AmpmQIM4xA$79msy-O;66>^*?zfAjh zju^@aX*$?oUvxCeEB{&O5~Z7$#9+K#^k{JUky^TG{tZ`l(ZgN| ziy|hQ1DvAfP_uNt){CgA!=%QBzU1H|`0{?$^csWyZ!aAMgx5ZJbkAgTYl?OekA23F z;$^r$`Ayg6qspK>_@PvBuAv!lXnX#|Z0l6}ndCZQhHukX=6d!1(3_Wen2zL_ z%?Bh=inCy7bFG*joER^{Xdgblke0Nq(_jmQRMKOhdfb*}3{6B8z#feN_ysqHZ|YZw z0ZD1@(R;A5$tQPF!fFiE7x))SR2-3Y zCg!>t-^BEL5$nug{c;R2vOc~DXR=-0vtuc>Zj5%yzazU78FlygZA#(@uY1$V`Vq3; zPSX7BCO)|fnz+-_<+^DXCac!HGp_-n=fA>28%F2RxNv$0FlQK^H_vCC#lNIvB1)$J zrS7~W+B{ov;pWjg&cai^6H(4H$xLBqKUR^5qgDB;@nYfFFX*n7d8W^lKRYR(oM@T) znafE|UsoWPL*u(EU>N1_J6O-0%barhw$##!;2_I9*P|;6Jvx;aFZae*w*r9w2UyYA z+BuFjDkYgEjT2`lkfDOCL4w_O(RE!*c(bkeHv*~@zF`G+S*7j>N+=XqookhzbLA6W zzFhf3dyC@}T?x#J;edS2K8X2d?s({8{UsW6f49QVP!$;d$wwc9?EoAu zabSSAMs|SL-V;WGhKJqyqodN9je5)Z;91lLo&uH*bE-z9vGtlGi zy(Ie&oJWT9gI$hKj@A%Qy2Wb9B=fPZX^n}NJ%E%ml^lQ=qFF8^`j%GWPciIJd6!&P zaj7dJaQ&(R?XD5ToY~RU=Tz^jyt#&F26XZUYuEd}DW2VWcDKaY6gTMKpl_vQn+=>) z0rW;lfyq{lZ7L_r6E{(=9&NWkwsm6&h{^ICzOZH8qt!8^XmXaT7AVVV<163L1RtX{ zB_Ml4CVu1bgL(E#sKPOvcF&J%8<$OmC+b7L>9#$R8)T|^pFIrk0U%3KzneDQiqJmm=8}c`sh8LjT zR5jem$?}Vzn3$a7rq}yKvEvFOr){t@(uDM$>!cq&^eD0~npJKSG1*nN=TTRD*kpD7 zu()|uyX_W`#F8mZtuT5=b*@Vi)M+ZHe^Ojg6o3LOI;&e?C;2X7%C9*7!D#sHe1iiO zd?B$q=4S&{R9=Ip?58&GAp(+k{W@;<6dT>UzlV!`H8GGn_8BtId4BoPx{9zgcko#@FNUX9VgHvR}^!Axnt2L|F z(;eoDnqONXv4(4G&HBrpU&JF<+?3Z{@71H3TZ={^% zk^0*CEwi*On{r{i3P(FlJuyeExQ2MEb2|D>ibRSHKhDD+W;K{`(|;=J`iji!8PG11u+CAeL1?ZwDTYdIj)58_${Br3^8h>}xhDqCc zJJa~+sl`Tr3<%WSvo$0IHQGqp0q>Tn*I92LY;?aHSKwvM^WFi&Hu2}!bF!w7lm%?t zdcQ4lkOz(G_6%j1Sb5p5^_Ne1UogAMrkT78YJd&~hD);vb{o>Ch&-`9frh6epvrpY*~@cOo1B}0OtJj@1zieP^#nWPO9x+{{T@y!~_ zmV1g$G;!D>4A#njoa{I`)9Ml-DXPRvpDi~!0kyPq{LURpBQe#hHUQ;#J_7tF-3K1d zC26>|UltGQVE0S6*6h(@^PWvkd9LbU1I8jIq1rh56gBw;mwS}U9{r%&pxPkA;Y|Kn zU-i~fg6~cOtj5KX_ct)*2gAkgNs=Dz+xrnHCFE*!a!~tQaZp3&(HV3x(<=Qa!vpBF zLfvCEZ;lHUvZ`S!Z;!2Y05W{hDBC1&fXao|x(fBpOrrrOlI0F#n1CgyESWww2fmps zlTmGb0qJI|OmJmH8YM;Irr*%+nqJYGdb$5XxF%8Cz;tX!AZ%`Sa@n}|ySL1uquvmx zf%w4+uG@uUH924%R+6+MmGJ6r*hc*__Xlvn3oOU!N{Cyb5VgP~*jF)4A<*Au26T;z zE@MwG!>+6|b(wJ4rHJ5brSkc4s{!B9PIy|i$bsOhAVZ<=pF-zp0JY>s| zh`L+fpEKygjDLIHi@=WVOUd&7lZFH~e8emlXQyN9!1X4&B(C=4P=>ZtvNn2QAqfHJ zQ;!k~F|z`d1U6Gny*x{aokK+vf)ntl-V8xgSt)-}Y!lP|ojk&bK|0_Ex6A`@S@gQ} z+bT3sX~%LKj|8goX656jFBMC-T=?PdUWjXzY2=&QQMNgyR{JF%vT7K+rf4rtaQ}K@ zv=i7*X2x`ab{~hTYkM=**SDIz)xiT&-UsDNC+6S<d2Hy5|;UkqSYLgH4{)l|Impb&>~@vQQ#oE5>YG7cqHH31?8VU`Oi?MdfA@s8xP@J2 z$Zqp=^A&Y5vct$`&U@kM1VgBYRg~oKWE^7JFQ$7g4MDRMU(Lxs9VHrB_A~T{G$Ciw@l8(zQ@7RFyA} zYfG#S9CkH~CdI`s7x$lbI2J33$0d>frE`A{vV*acpl7*pl~kjhtGAK!VWt>`IeYTx zQR&2BzZwXzfSqIG@2-L@|D>F%To3KHMJV#IL}iHq{qX~0?A|v@dHspmYS$ccWN_7b zyP9bB>umk}t3(nG#<}#je80?}em*t-0BRx1G^(N^y`N5JM0qcOuKC-C6VXa-Lu3Th z`dkcI)m%5HJ^24Z$J?S75iTTKg1K_ z5pp{=2<6HfZpKV+W-P>ig6*m#vb?$p=>2}DclC2vaeETEJ+>)e-anx|@rsr?Xp0(L z05ktf2gvH|D&_p-k8M3lta8q{QR>J!Id8l;@O1&>>9w@@`&Qu4t@VRp?MH@z`g?2X z!09$?0`DyG!!GErSqeOLqQ9vCiiZOFIn|7iyl%0sS9}C=JC6Cs(Z?@rF`(;-_WVcu zO8#ulZFU$D{BdkWt4mAmm&5gZVJkTrve+k4$q!03NT>oeAG^B1W8Ea|)kMU|HIhoI zpZd_yEW`-*U}m#$U+{|1QmZGNgq(Nf>Hcez0}Q|kA88xw6$onf1EiE~XFo#8rLJS& zn>`s;xG8@dd$UT0MAka)+VXj(1F459l~xIpeK6v(Q~J`r^2$=H-dp8-pQj_Q)l}JU z|HFVwb3nsE)6A7NH>-XY2J`F{9qrVIkan5zbRVz2e!t0ajpLfG z+(c7FoP!suBUN#??o~5e9KGFYujlTEI&C%c|-@^mEd^=%Vd`pQ?H21A{e>KQ6q~e}rVcb9ikmMCwd- zfN&DQ8L} z?h|2s6tNuls!=~-E-^y)gYP3Q&?@&N1|AMeK2TxqNcEdo#l*FmlVHBRlDb3*t8} z&z?z`GHSoWqRv#8l)p%mRwS+!k&zuD2JMQeoD@gO`1%W|p3&%fvB;R_+zKK?O>XZp z=nRLx<-tuWEg_CnIrYFYOM3yPX^s2e7d%K7|J$i!q;@*Cy2-1r0_aIWRTH09^_M8S z4<5|w9EWagyHDPY#0ETYiC_Q8@Mn_~Ra`UBJ4dpMIBvCU$m&$f(klEVbH(?=OdS}i zv<(O)V7>?v9?_(%l~TKW8MaRqCsSCm(0ozrFGlg{`Onf(jgva<7+h|ayldO$-G`^0` zS#?d3!+?~?^nNDT;876Pu7m1jbenS4s#(@5=pSNEv(TX>RJpNggIAyVJkkv|5mD+==h0XX&D*EG(~{vff*Be@Z2V_>)<&VgcA20 zVoMjW9F*CNe10#IRAQi-QgK2_V-a=5V`ZYBt5Co#RZ?Og`hX2&0wq#s z!&Ucg#tN#|i6RS8e$M3fC2xFw^V4L$J}%Z2xgn9Zh(h+~e@b1#yKM=RXbs@e^7SNR~;-Sf~Eb^{!iSF2*@3x)<=mD(#j0#T&TB z3m)B1=BVdJs$cMkIv!~~n*tiXU%Z{~`>4(txk6Bb$^8OC{Wel+DgSxv`!|($+ER{= zcr`cj|9CsZA5@x3U%H-^LA*W;U(2twBYOx>We^-fsvdd_{8iPtHykoYXinRZJq#JO zz6xt^pAlpf@3NqZhR0;NrzYa?beP27AQrSfWuOBSN5NJ0MTrOI3L8SZ)urKh#rbx ze5}$*veGImBB$9@4E-z`@>1JTNWX^FpyZB!Wk=`r0&~lMf()84+Uj<5!ISGxD6~X1 zoLyK%z!WYgRgn5%yBsHu5RRb`$*l1p!j$Zemr45%pMyG*KFR#!n*(KaMloclh zCp`-QT2)U2is@oE&(P1$uN1buNrpMDXgnC>nj>#lL}UN&UmV0?x5p8!TlXR^$4t7| zyQQXq5GH3`^8xrk_o>rMwy|Y7!#aTg;S_8H{U@s!{*`@GfMa?N3!bR25QZ7V%8{sU zZt%)uro7tY2RV%c9&d=ZLH!|;ke>RiOw}mfkG+mG^x6^<7oPv0cnTT4^unTwM9NvJ zq8co0hl-s$>X~_|ttRa#^c+7M(WQqkz&N(gl7F(W2~tGPnRS>%F-+LHGcZ;P?NmIY}%>68GfEQE47_n(2L z$Q3fE@rpV0JFaG=>lsw@hO-;&FTt zr}5d8JzDPq9V1n&K5^zuh_^vAWpv+ZXs|sORfKqVZecEagEZ$T=l!Upb7l7J)^E5f zpAoRKP(obK@`jjC5wO$TCokq7tsCwr+b^lZF0=*ai-W@d&&1^$dk528b2&YrlYV>ouZfhv?={ zPlG8%W)GC^FYJAig1;y8b=IYJ^4lAY=~5oM(1`Cdr$@byBSFa42W!C`3>&HwM% zJrcH+?bvKx+!9^Yrs_Q$-|;%2qVi=VB8SbEji;P72d6b>)&XMq-RJIrFa0v#{<&M| zX(#~f3>VyYp%uWdH5C^>c9&<x$}pQyuKK}XK`#R3TyH^ zLvJ#-|2#)6K~fw`0gi%+c@pit+~70?j0%~t5F#NEN{$I8uY>e2R?9%wP8Ka61Iau* zo(f=LukvS^fM*8(h71UI6skN>`y2C}XHZ)^F2vij^&N_(Z6 zbDMy%TPbrKid~^_8$#dxcnH5QqabY#o4q=f=Q%)IU>f6XZf1`&Q%b={5PQ?fVe`4! zVAi>%SH?F+JN&FU!p2ixNYe9!c!v_hyeOULO)8`j3J zES41oLgLE-mx-s$#Ns}sOnJ-5VK&{@sJT3BsT|R8tzo@R_w%E+p24XP*{IL{-vtxC z_YwKfv7tIe&1=*F;B|{cMU-xeG}t;t$G(Hyj#9)iJsek}lZ@LU)dD7ng^jB`it5XR z+)rtZI6@O=|9r}IZT1yZQ`46!xx9u;t&VcpGX4GjxFJ234A_^b{SVOx8s*xnpAuI< zESOTdD=6)+e`dNSkaH%2YUYb0E=?~j~HBj}9 zj}|Uoe8_e_s>O>AUJo=o55Gq``t9RAwA7P;5L(dIx8SRFF}v zvg2eK^l(e4@_Sy)eSe5#!2w4IkTQ(Es4xObZkD&)W-WsrtW%MAkM3Igy}+U?zXziVx`jLlr}bN?L|>Ud+ZXgw ztoQ@SSDPWj^h&cwWIYpR5v*U0x43gJRkh1WZZV}!^Rpi~A`7_Xi=|mg%OsiTWMylc zUH-MsLhElkSa6EMcV0w7etI(C^$tl`-8Z7dlqVipEe4&(5N?mk_U?j=+eHx%8v@WS zTTx54s{fhR!I3Cc&xf}XEWvn=_;HJUjVQ`X8RRK(MB|S-?OB=BM11^~vqWec+JFUY z@Xk%-8#%?+X{0t$b1UpT2?yIySJxm7LJI0Z$)!=cwjsXyA5Yck)8)o=i&Gni=V7v6 z?Jc4z+X6<*HGmBhHtRmdTw{MuZ8s$NA;~6iyiJ^$|Ln*J6{5n2Kt)Y*AR`Sn962@d zaO8f7XN4-?4#jkQeri{J+8-dkeWHnHsb010+g!2MVvHL65~)7W#82Iv7|Y0&+_l(7 z^tOG}{(aq05;a_fF1?5CB|}?6cC)orIj?4%ExxQ<)EPEpL9VZ$wsdcxgt$2>d) zi>!Ob@g%zU^Ue9aG!cEa>nOdVCNdSTvF4Nn4%j=biB4woIM>5Do_Q&2 znop+S4P6qW@J(gRLn`eT;V(MMaZ3ZR}# z>Aa!IVcj(t^YUX1w3+F1OTfVO1nEb%1by_v6LvG)pA?m$onJ3#N7+o47^w;ZQUl%O z)~oo|tt}Y8>V8{{BX^Jd$*l1K=G-`xzx@mX{&a3*sgjY$#OwC4LwQ!SaBJ=Cn-mA* zx7RtB=lZMk8Sl>aR&~b^(@8=0);o8P+mDObLUQA+5WL%JUBP*4Tfl4E7QrAju^Hv zqkX|VkD(w6xHFJ_cECz7Ve?$`M_Vwv&RZ+?piUWwXHfRf-vknZnAPTO&eVgp-m@5? zP#-5QOeZ-dSnUlY+)l=cTU1O1lW+~ar`+`^t%v2*!8RBxA&qvMUsfO&D+$C8BnDc5 zoLg3&QsKuQo#n}4oGmy1|HTo=9#hD-F}GlKwwE(cXjV03(F`e(;im#mh|u;X6uKQr zExyT+_QeiN)X~13hMt}C^~^w+h%g_2S&(7rhh*#L{P#s?{J!W0%NSyJ5#4MmZl!I^ zZJ1CH_SiAiYMtntbWnCf57( zYJOq|Q01byUOSa8@K9)1+!y%{_4`xQwK~h?r1x+St8twc&^8>L)JUs!A3w z-hUGcKPnbKJ^kXE-=GI6d)4q@I>u4%4)1v|^PYNQa}P=D*0at5O2-M{P%|q5nzHOO z%n231gAfOaa3ir}0JAc}a7yk4DilGB5vYz5EpICyFml8(3y_LT^g% zy!_QL8RwL*J~Eb^T8?Uut7$&G$h(=xwtr>$bnU_GbF2UTboDxt9fv4!wKoU_N>{8R zftk^#lo-Gl32I8ea}%o=oxSgckC@h2LM`i|CG)~PUfz$y%g%Oq1tkj%0!qvO8Y8kt zAY%UWg-sCj7%_6h&QGe6GTTxSDf;5&5UC!UN{0TcTlQggYa;paAx}1<9w&?k((~l}R`f++nt!2^XaOx}{ zJ>zP%;;LbfQzh_9qfA(1XhQ10M35|7`bD<5EOli8Tc%fkkXGevJJhY00Ms)W>34 zq;5Y*(0Gw6YzhlqX$w7MOfg(SWeChN_NWG+6g{&YNLA_i+T&rf%Sgs|8OeH<=pf+w`Dh8JOs6tV1TOupasuiS)xJifNPKhzk>& zJsEwfb#b#gz#=j7qMFLn7VkVRw@c$};LdwYP!ehHN97}Dhd_owg2HY{&Z6m`0 zzVV)m0T`AGL-6n|AMlzz;1W!+7~rG%3G8j?Le3^|l`yu=c9Y6i|338Dy z{dnXs+Rhc{=jO`>@?A@Rq!P0l5e)!h{sM9zFu|sy)HSD?$SOGUQXh9%b6+@){=DS~ zi4`xJCC|f?If+x%UUo+saU19c_!(u{fl>>1FdV%5%pnuHKUP2H)-*JKL>wxL}scQ_kV}1j-JJk{y zo{)_X|Cli5E|%32F?~CgWr(~Bp5ONM+&=kA^TrSrgX3oea#(~0d#G`-LTr7!q`LmF z5)k6S@kCV3isir4s_Lmx{dre7Mgx7vTUB3H+NoHa-o((AHPO^J`?gV3k&2)3focZ} zT9r+NTk@KHoc-UbQc5lkMBucg)ow0j@4=r4^w9p?ar=@bOGm2nqh_T}JikP8`zUZk zSYu904>4|=4Z^Wn2K|`i7|n;P;#C=9C_dkzBZc@Dxk9E1vARcdI*L+hetpQoQjx_9 zvifsWgjNpVHY^CCKvBQcEZCn=5QJ1wNs>mUGNNR%!ix@5lJ+^&F z1oasBf5>+LlG~ZLF@&6~M;hKvrt@z17v3z*H>Z<+G^UU?R)Dhl?_YiI6q-k~SoniE z^iWHHw!1pX{LQ}nRB%MU^4$nDl_GLEj9b(-p7yvkrb?6Yqg8V_!TI1X$}ZK9AGKpK zx`$=Sx=BZ{Jk+oCW}Zt7oR*88^Z8pfCj(eHQnV>P47ZBgOqo2M%%GqbPT%*o-pWzq zDG7by%KJAJc)9K;JQtSR5Pz}`8!^jo+jH|d#t!ER1+&){HH1POE3cM@)uu2pZd7xT za(JVT^T_EvJR!}c%invTy9J8sSY^c!E$3i1%crInJy^KcOF`Kc-5KddIRgmBHF0fI zKtv4e)aYq`F{?S8Kfb!47rjt|yR&|;doF7P%`padG<od(-RJ;E)8-! zM$+@9jE^e5jz*D+1ZjSm9Yme&G9DePwoaISB-noZUnjIjQIu__n`V=LTQ;EKhBN>H zkE{=S5~yP4gUP`P^lp02ylyK2_iIvgSPfg=0j)TPws`fpWdDXxwCW$yY4p6c_J|*z z`oB5D7O(^xJ^iaXh)NTGB40f*0GY{S)X>7(K_1X zm-A_qxPyf(MG3@c=RgXbP`coo-wE(`RCndlAa^DXAlr2HEA(CH_7dJvh*bA9&%ymS zxR=ZwP)Sn%Mf$s8_9;#3z*v1-*mZ}?So+A|wY2xROA>Y~T<1WMk2Q&=fY9_=((&7@ z5PQETWBM?sBTs;Q7f@s*n4kZ&guGtlRd&+GC*&9qUKc&bH6g|>fD2dcA`QN;;fhYt z!|QMLjj%4P;z~qgxK(M0+K7Yv`yr41Z;JOP?;il4ZtVQXEd4f-6xPM2H$U9>6~4i& zVKI7%8Xr;*QX2bTI^VYjagOI~w4-t(8IZU*>sJZ@YC_W<{## zVEm?2>UljbBfP=W@|2*1d-3O112bXCCLgY!RmtIbk&4s%{_nH%1#&#j)&}T=5xezwdjKDq+EOHPO9| z-?n{Z@oD1VwBGJotn<~1%5`E%IsWSr%Mk26MSHU4FiO)+K(fBGq6$YJ8AHzpxru|Y z?V-k@?Rp%@BkO4v!`@y_7#Wq ziT>`w+Y)koad)pO7FvXcEwi{STdC9@ET{^g{r}ZwC5x5$q@!!_KNf*hRKaC$$Agp5 zx9`9opT4`?v`h$#>eB@_$^AHaFH!>m@>3@_uqVZ!L{xIAbdczm!x`Ja7(0_=RZbZ! zc<{PVNt{vfY;@FfoP-_wOv7M(IaK;lDAvNjpP$ce)N08+@4bHC#4@k1xs>QV{08cD z`}07QkV-$3!pte2ssXat^$A%QD@t7X>9_&^J+%deX&-Yj-KRICq)P-bcn#e>;3a?} zHCk!2PzfIWgyY3OzkE+Ml+ZTZ>FDNao+|IEV6#Far_Zpps|XZxsO?ZX2iseK4RVKW z0I97{k+VWhgl{UQbVVc|1hb=&J%Tqr=iq5@(imXyMNE4QoeViFu9M4Q)%uzTbZI7j zSiQv9TGCs;@zUE?-L?u9Hec}VE3-{f8U~^2*Qr-1Sr*P%(ABvoZl0$|gk}9#gnWr7 zlOwdb#RyMRBU4l~G~sG4PI&c)wv%q+aYG653Wjuve5<_<`^{RMkdMK#_nRf$KpjGt z>w>+w!~W&if$XSQ6UY6lBb`#dc$7c5^g^XmkX&`15U$+THi4ByLI z|Ewk)$pgL|eM*2DxfVGGi?^hZ?nc9*T!p=~{4PQLq^ z1=C@%ehR%2LwZa3$!81KmMGXMTbTeV4qAp^wKSSv+y%I4_>vE*xeIHvr6aY6vR&(* zAh+Z_ciMI+tPwJxztExDe8mVnBm61?j=gw@`OwfbxpCje>j5Ry4w^>}8c%paK*uhU z{kAI~tfluB$^tQEBs?|D{g>>NByTfMx65=j58K7Suu*DulO@^ci_Y)-yp#0DjYTS5 z(Rl6KCq!=tGe)1!pWOCQEggUfD_;~Aq5nRY?`}>4WX((wtPtx8&%Q)yA7x`apmq-{ zySQ`5e?hF^r{|yPHNZjgfn{^Ys5MIB^$=r+v2GVeh(nai)(fRtOM!^B_Hu6jbK#-~WqQPRcs`Kqaf`@GQYk6~#ya zbl2e*K4;Lnps|9>&Cqv&LEFo!3cmOl`X`RxnZ8ElHA{B3tJ~UZzn4=qO**!T_~^|* zIw7(8gN=~yOE&X#vAFI-Ng@4b@IX~CQ8xX-7Y_$kbEb^61HNhMxIlEK%60mw+6Vrj{RxlmjZM7!)-2UV-e) zI36z-6%uzNg=gr&TW^|2W3ug0oG^J9pZhT}sm)gzCVl@3;6HsciQ2$pZO$_`4)`?G zV81Vht3ZsSU=DhJpxFHomiie*n+<)XZY=K^o77WS=5?Ghl!ORf{uqc z&MjO|wch>ANHz5Ef-$%(Vky?*{R4IIkQx3Iz4dPIe^oGiN4#tP3=lvXtcq_5Z)|mW zZ+ssaF0;w0+pZi4%aPBf3P^@FX1mahL2_PYzE}A0bN}4%8Ie|Zu%B`B1e`_9cjj0~ z(Vh@jt+JqpC$b*dL&3S0l)9G7z}N0|=f|%XoQXzp1B1cjju>!E<~v1wsdhg@itWsH zn`@0FnL@nT5?$@M4^FFkg=g8fNtP}o{{LwmY+6B-H_caT#7j)<>cORC*q&tdn#Fyo z-vmQqYhB>yuS8G4D*Rjh1x}F_JAazOaZ~EAmxcJT0&U!Xf9q*oKLh6w6ySh+B(PMsKH8dF7WTme zw7{-Q!0;N%|1M`*g$y@faS}}KL8c0&$%wMjAd`BA->}k_NL?y6y}32Bjrr}uo~zl7 z^!W>Z;!aMT%$@YE`nD}_Atvy+BO*v{joWs^?e%jf90(o0d+KBs8>)*g-0TBgP$9RG zfs!ja9+aemBpg%w^7Z!MkyB3TZ};R9GXv+HRWzhg_%0OA|La>r!VaPulRQOqq zB0-`QcS)5#ojy8hO`gW-Hu8iTP$F76|Ks;PQMJAk9==0y7YB#g(?&^u2_gjUEV%W& z4hHq?2X4RA1|ci%cbL^N4#!@d|4PRX{O$dXo)d>!ZVc(XmDbTza=Zk?oFlalp1!3Os@A29?T-!1jtNhu%vXPeDoYjVLw6+Zm5EL(W{i`kHw3M#FM z^@a+#C>TBB-)vviI`g83`33p^N7GlwH5qpA(;+R=EhSyj4I7lOOQso z#t`WSiH!!OJ4IR;DWitKsNdf2`~E(k{lDiq_jAsD;<~PLOui?ubMXu9`7>lspQ5J1 zj~xZlcOWK2LHNxrz23UL#M5ZBBGzF{rG2gv6}`{5O}KfP!;`s;#>n^0tRZ+M&=}^Q z)>xO&zIW}NS!DYz_#%$gQoyZK$6%_4`4F&@W#fpue7ty-D}V{(ctPZ(2e+) zs%)AoF5}jbLv|UZ-e?jM$ZvMa%uN(IVEGv~;9oF?4O`*C+O#EFmlR3Y3&==_xoCOA zGpih(S1_q6H+j{g}K2ct^cUx(HE$v^3LSS&j02goqt*je6H))4~9J*QBOXuG@dW+-x zVyHBDXVQdI{v*ctB_)-JEvIjKDRi%tU`nOPf0nWV6ci;hTJlr{A^ z-qLg-7b0@*E1kl}QEcs{cRKb};YT!*_oL75#{%8CmMrqqk_@9|RngcBz@s6;?7o(k zQ|r^%j2deO> zUa}t$%evW@Fz#K^R!n8GeU4TM>wks$R@|oQu++u6$+2EK(}i8oNi-iz-$|?p;QtIK zQ47MqcV4SMxnbIN!2p~~J{KWxQLw0OCFQQhzs`QyQ(U^nzk_S>_9fKm?SK6j8~GK_*U8CQ7P>Kc(Ec#yV860beOH`6pF{j6ec6Dr7-3I_2|9>=s ztUx~obt$u?h`=22vbE_MCe2tNpO&4-mM*7-$QvMaKzw`i#T^k`?R}pMPlOk!>eaz> zI;bCzu2+B#HifzfdqOYTD2)*S{-leTO?oo|L(i>d^nidzO!u=k(Aq? z=?)iCMnQi9nEmBq0c0CQgJLW?t#2xRSCMbq11b17zWOp?OT~|>o!69ByrR^dr_{53 zr~hh$bKi1us`C$6f=Mfmd9QRh{5L)0l$R+^K~i_2^D4#rna1tPp(yR8uG^)auz-k3 z2%dDw@@fv*038zjgkkLGhk6M)#MJcMX}h#=<{dK8PLg z<@Cp5l{aS+&9J}(K3g=68A+QT7?Z}6Hwfr)GwVwq6QG-}3FZ4wMJkNaC<6*{F~=@} zV!5(XKX#2vjKz(|tf#&gvdPD*G(VUBH}k(PKMWIAjgy>ldtW^5tHs5?+N&q0=}B4^ zA>4JE)yhRkM7rsPW_eSMt!o1t)0{i2u1H_($c0Ux7;o-GZbQkIi&8}QoO|o zAwf5SMKVB)grn&)k>7@Le^^L3neP^r%`Vp(q6}C!@&_Z4h6d36c2TFM-WCj}_T9cX z*cEzp)JN0Gg4s^Pl?fIr!C{g;qcTcIy(>}K-rxR>aqoReO46CMV@yz&Pz!mb%{0); z^&58|^Oax!tJyH_-#~xTg+EZD8BsLp6_f9+hW0R>WXffoUCl?Wy8qDCeN)AhIWj>O zES+V6y)eh3OM;rlX?pq&UM}s$_bc;1ypYrc>{n6gW2>H=$Rpta_yl%}}1L0PYtqBoJiyqkq>`&%XC zA!9i;P@|W8f@`_A(8d0L`IH^wv?ZX!<3zpmtdk>AfS0>VLY{7%Ol5waRlhyMhOU;s zGoJY+<)@k5+5W?KE#F{p6tg~xn)HeZt*8I96ZZ|9Tm{yqneT+I?V zWsd_mU18YVvoEXs3DiX)vYK10c*0o=m<<;~?9$xCQ>}Us`ViW>j?4PbuEw&3bBz4@ zZ~s<&w^)tMp%*rWMbWM5$R;TL*Ool3m|azjr9{v~tphF3L#izy?wOo~fWi&)Y{%EK z1Me+|Z;Ah4$;^GCW_*KvXs9;%&XC+mA;K_&3S+*sSYai;)we`Zh=5G|BKHw+;sv8>)0^t=*y0GgZ!QrCW3Kpefd{JsCA$r2{e9QWLbQ7FdUerN-t|Nw6XI|m{D7psx{ABK7Ae!amgU~?gu$6I&Rno0g+(TR|mfk!w%8Gpv3PX;UH-TBLHf?%3b1XF3YX>(s62wl_|*@@(@{%Xs*aaoH-#FTe-EvB zemUz^3P%)5xp<{@Fotc&d)VUv0jZeg+Pv1a*WR5&qKdCJ#y(u)A19o?BKz+p(D-%s z{BkeBn^EO1T_lUGn5`?45$O~2v}nwLNMWuJ(OOICb;p;JH}Q;13|xORC=@dBD%3F# z!!}K!B{|8B(7WYjmsnIA&N=sN!`o9%IZSy~9;_2=={(HN(Sq=(&bvLQ$3K#Pw zRO22qxfgf*Hw(ft6 zj;>?WcWZvRMY4aO=_{#--1c5~0%duH(%newVO*2b%zQ?@XOfgdVXpBs(u1?}jk&NZLsnNAo`2F2TLV<(9ioLaW(#m1N3Qh2FyVF z^Mp6$67!`o{!C^zN{IubP|cHuCoyEM&lziL~@|tT)3+L+`}gcmA}~wx+BY-umj* zfwMoE&mCs~zL=nbpi!hr@Q^>+HUpsUui4<10RDY)X8RT!jyU(?lbsTQ{+3{| z>u?=R({pwj{RL6(ek}>>OF89ZLy+byi_!ZX*DvnR{xdr;de5h<|F-BKa@WH8kNwuq z`f&#}L5dK`$8&r|u`FO<4w1Blu)gI!iy+fm4s_#9b0*clVDd2_MGZ5d;;Phd^s+uM z`N6mB`+tDKX)*<)uKYy5UNpt9v=>VJw3Qq>i{~Fy)ZccfgFuf(ByL6sX_pH7TvYGe z|EYUGDjjuk>>b2(ciifBKeQ+S&!s%8lLS2Jnm4Kj8V{3hy-Ut7{ox1Inx;no38cmj z9+rWmrQA+l(o3fpo~K+aX962yQPA--EuUOosk^+Z1p|3LvrT$I_{-wJZDA`8y3gU@ zIu2>PA#aBI3zD!Vf&JexBzKdR#NV>L8eadJ%6`QHk>yo&0^8=1JK2nU6HOnIYI@Vx z9=ST)X1)ug3A+A_Y232xV?n(f|CT`)9VcNx=_Ew{nLbhd;N{$as2gl9kVr z!+Uu7g<@t{O#)I5lrP=+u&^z~c07c+)$^~kux8Ju?Cc9ej*u12OLabo?7J{d&{-K{ zn=u-_&yd@f^pZEykMpeH@1MXb8#lz%0Z&I`uT9xzJmpu(J<{FVn37d?a=IUw2Djr& z&xYwZR|2z3`kO-BzcC{?tWAW{EE2<+g@|FFgmOlltav}h`(`ePy)^o)2>IPOh9OT( zrAJbi(K7L6;T>JmeHB~vUGxSWUv-UZ?gz9VY+>#Hhu%SP#{rLCUu%ynzZTuu3K+Xd zGguYUR^%W~u}iQZrab25rt6)^)LX{QuXD{xMzb;ZR)K*^q(2N#u6a*@bpdSrj3ol z@s6b~;mZ5$S>zvimN(R7kR@u2kQ0xarsJ|BwaXk^Gfggt2#T= zH+oc6_q}3PO5D(m%>IvkE{>DQc1l32_Q6&Dy$~HV&^0p>o=!AlP{$4o_*BIC*O973 zdSrJ}2kPr_VrbcP!hyxz^wZKs_N#P*?N=}?8x)-=BbJRu5Rsfqly)dx7%Uu{AUy7K zu_8}R>=BnFl<1dX8SMzocmHH4uPLEpoK13PsT9s!j`E{DCV5Kq%AIzX=KS2x1-G#s zwfci=N*$C(y{L-5+KtX+_=aXw52Rq;wm*KzPSx3`aDRSwIGfIP#~vB)^IP2`PSit2?iD`@!pN_b-w_KVtp|7c76P`jS3k68wUttjZdx>7)lx$3%bnv3I zb#+0*U!CGT4{C2UT1882gl&)r7Ko<%oG4d1G0UKVY|Vgb5?+Lbg?vRX@(JiJqSd@ldmm#^F6t|4&ofkI*TD~4#S{8X-f_@ z&7VEML)C8X)i_61yL*wtXeVnrkwNpecDyopSMn%#kQWMF`x+d2qHz)!RsyO!uguuI z;B4z&qZphrDOySR&raTodUZhLk^Gy_FB(gD58a8LOlwt<-9=oHOcT9ITG$r6a=9SC zZ1z^xJQ0-$P~E+1XG{KXNaHXm>pHz9UAF@$#fgUL+x#%=?Da!FyIxMSjH!RBvU7C( z#Fh_fLXt?4+FZ{aYs6eGD3JU@Yx$F{7y59-aooCwX4~l zcv0jyiVhRJrNMdq)(A-@vPyt2oa94ePG#rljDfunF5&*9{!~gLn%O{}xkX_8p^P5^ zG+!rFR;1M93;DnsCKmOc(NWq{H1{r3oAXd#uQHhtD<3XOWrgo2oPA2aA!5VYE=y2$ z;`mwkK2&#}+tp|>3rJN}FmR@ueS4Y0q97~M#7$Vq@X6|wZV%zTx-AHmFN&AGd+iJw zTlfXMXByvnZ(+Hce_r~fU?LVXUrgdOzD69xw0wsl!`K^DW9L;TQS*ZfBHKD2lOI@c z^pQ@Df%D1J>9JX(S~PV>nMaKiP{QxQ>aGG>EJdy_9I|^ZI`O^DLf^|_3tJ8dyVO~E zD`lfGa-#^$_g`S8=P&oHtQ{rtaSwv-sTIoEQM#>9HhMP0kmL`XBhtd!Li|68AeI*| zeAbLIuGmmmpJw?hd|33}F`sSC$azd)(*2RvkZM_|4=x{*u5=pvr+wq0YPiqEv9aT1 zG#Q@=GPwP5gN;N}92j2%ynZ2S1Vhmoulcc!`MpN`SL#YubcJAXt(J)9RjDK-Tre?M zSrmy+m0!!1M2A1~R7l{F^Cd_j0#ox%r2DL`iT*I|)%-#^6Ddf%DG-YEx55<+*cjfp z8xI1ICzoYO6U0sv{Gf4axV6?|TVC3tUA~>>$oXfB zD)o^!_%p+%VmbY)>QC}pQCTGqDne*mvQ=`ugX#}ej zST$hY$=>DxR9X)kyZk=#{aQ?eQ)1@ov-fxE^;kpc?3o1sbAUq$PbLovG|T{hn64wrqRhcG~#>OTd4^$&{1gz=0%6MFo{r6Zl8%c$<@ ztt&KH#&S;wQItG=CUn}F4Ynr$9u;C*4Nw&fji7uzbq()j&}Xy$IORi z61)oy3lyCPvY`(6ilYQNXowCYm9#eNHCtFiq7GtxcidT$=te1Nck3lYl#}G_iE`=3 zDY5Yk?}NFn*O_uB{#t!qNv^pZxbF$j4)74AivA*%Fg34t%&?e0 znq-{RuiSZu1u|zgBkAIGBRhVnL>8u`m;r@NdJT{nMQ;Z*b>_rZF)YNqPx`20sY{W( zG34sP-m~iz`t*o@c;_BRZ^fh|bgn#X7k`}!M)n7Q8Kj<9saDOtUthJs!_YeLwM<_# zP5rF>@0Q7ZU}Qe=v`!gvuo;J{g41b}_jTpj3S9$>Oo%hm!+gi$J&K?>SRJUl#M%YH z*VL?tf<}7Y>+%5`K%7OhD<=eBSJ63f!vmpo-0i4$#A#=mnujD+PFGgOyU<;l4OSBf zFk-djEe^7s_4qwcUFK~-3nmQBrdx=!G)D*G_)Y8Qx(|+Wna;YBDA82>fP8OlCy_Dp zQu-zhFx)>aIo*E`Yl_L!HzoKR($nojNnK;SBR_i6;YEBW*s?tb%&6UTyW+iD`8rNh z?2Tjla!VXE*bW`wZ}`+wL#4{S$XF^d*XX}FYiD){CkO?CLs1S?16^2VI`GH*LyxpAO% zHma&XAEfNY1@!m2db`D)Z``qU3PEOCA^#bgWMrOz2^)F#ibN{Sb)hqa1u!xr2(79I zM7cHBTA4Bw^S{X~2A}bm)cw; zqAGc8BHuwg@?V(4mzsD!Mgt>!aZn=uD?N7%3K+TdQE4C=eT*vOgDtC~`?^n}h& zf@?Z=Dqfy~;7Z}uMoksuGS)@NKZ!4@1ODc~EesId!th??{EsHa-UwXdi!Yaa@CwLX z-B;rzi+OU?&}}GB%sHrq+AqW9NRaQK&BtN`9e0?^%lS)eYRhbZh~lgc%J0UQb&Z-{ z^)_o=FrRyu(FDU7YPJn&muk1(6BF++AxTH*V>sdt^RFB&H@eO*w*x#3U9W3dUCZxY4;g8Xz3)Q_hRjN@ z0-M{Ni1Ob~<*_=~TI)Ujpbqhm?QZ0Y&AonkwRFW>OQF%#@7Ir%sVmILx}>dQK%YbY zb7Ml6A1>1w%z*7~Ta(l>VI7?vkVz#^=Wyxw*1ARviY^!o+V++?btQkEe)YNf4%XnU z^{wd(?|WX{Pwvnyd1CUCopzz*ibUB#{{(o$syT}Pp4urYIm>z zIF^;`Hr1`y-qwcnwXL>{@^F_jb!@4Eh|Zd&UEu_};NcRhuYk`&qDp$j6f|cI2v-=w zRzmSY=4x7NNg&6XO*#1z3VSGbSt&SrmhU8WamI z4;2jce8lYHI7Zfpb;(fagd;WsT~S0^T)Z|;JRy9KTlC2z+lx64nLh*NhTnuP`F$As z6zg5j|Me4z8cjl;ckB71eCT^jE!-cLKG4JvvM@27(ku3ofF#Lzk4{L|_7jw&#y!-s z@X%>euLQ7CM}C(8Z=d!FyWSV?!ouBkrN1oE~3gRnGOBAqY~8Mu?I*=;LLcp znhL!jnWu2#ROzFV9z>Alf7V zQZIJtn>$k_q3+!YfCmfu`M^m-P{C{gDsgNO8I{IjSP}PS0ogu^?C|%=0bx&i^Lol4 zuG~vTJ)gQAs?woL4&VzCK$vF}_*5;^VC^0Q$%}M|GqmkisNRqoeCKBvALYPDc2>zy zBR+uGJ)qP@IB}Fakp6qu$N+?$kPyD8WgD$mW@Mh0G2g51gETA&wrp@xE z)n)Qa2`0y_B$M+gM^q;F<;kA(Ku4%^<|Q^N`H>qu!xwwArbcKnYzkgF(yIV=m^t3i z)}QCv9`S`d81wFp2E~;yNmeA?WRdxik-@01Aeu+gUH{_G>pimQ4;fzs$#prXA5iZR z`@Z9Ua}j%E2pX+Jq}fb5)$MS>Cq}B?OU&iH)5tK<@{8BpbYB>}aT}!=12(+19-qQ$ zkaQ>^^X{@}oRijB+UE^Au9&yJ*GOWml+ckfu60tsKj0FSF%j5xY#Ng_;Zqkiz4XcI z_3#m-?iQNv>aGh?h*jnP-SK}P*!eptxurm6}uOq~p@u2^Vk8!a=wwI$B~m}*~`xlfNuBUAI3Sn$}8H%ByFSK9yFZ( z*_05otdgs8eeN6>;adgr;5&{z?=r?;BsE)A{5~;5ry@nd%C_=G$4AdwM<(PH=A1xh z^c$zxKG7kS3f#NF5$fy_g9!j%y=@GjxDJnWV^j`8kSWB>Om`9=!aWn8?Mvp2sqXG! z*8(op>uov@U~?j~UQ8F*CSubG0>0%+egbF}nhv?|e*xD`!WgdXZB)6M%HZoc40Pf> zSv)|oI|%h5#FeK4pmpb^`iH>|V0<)*rjsNNGFWgoJ` z_9Yz(QL9l|kC8k6UbkASY38zB=Ix zKVW@xtFmNW4iqeVPdXqlS(b-TIfL>$6#y=TB?na*;l4~xw0kt`H0KLXJ_d~*ELms& z4B<(*9jJ|+JS$;2=-|POa;DigDmpY0L(=V`I%uEw3}MLUJT*yS7+dl&6$$2X9rO72 z+uTW7uXY94zYlZ}k@POD`9mJkqlvjwCswgw(jJ=o_txOk2yb^f)wnU!@;(g{=MidZ zp-Nh>nn~J9ygRS9Ls$u2ckS(#eS;N0MTDi-XpkPh;54#8Z1NEMXH&bIZD;49Q458K zsL(IXzt!uKe5gwWf;L!w8f8-MJQKR|DJZa-^h$ro@Ua+}!aU-qaVja&l2;du#XS?F z!u{IzG}#?laADjxe&5vfvEor06NL$oHXB(WDpQC&babIClwuBAwdgdRbe_;Il39wW zYw0g6L>X5Ry&ZByX@6myIq%QDh|ydL(H)P8{E`qDQ-Uj?F?uAm!Cg(*1%y2e5FCEu zkNS&d-5*ZI5~+(Rxyv@gQ3_=?vQnF%g`JO&bys^wT@r^ZqKLj_wt{c1mE0$U(RIWG z8D=`QU&O{6UPGG}*3=K>&N=|UqK;qGmvMuK84$3jR~whx$j4`Wf0f=j#R87Se^dX` zeyfUbOk})oJ?wefCI4`CPJH-enFgvZ+jYzkH!KS=+j*h90jQ5zFE(VHFtRGq%L2r{ zP1*gx{1hqo%`6NV;z3Q;QSb0A7OJQJrA~JhVg~*YDe1LM{3khcVZF}j1=Hp>V~JVV z#Z6Wv!gink z*DT)`+csu)MqB~+pA;Rz+&ep@;yQ8%1zwssACIlzz#S>?{{i4bcJex1Zb3D?DvdUd z-b8+q$M^r9mRnkhFXRJnqFu2UNsYI(m9J3R)K_e=cyD#s;XheMfBJ!1*HDSgQGpGJ z1(aTx^i9E6*sr(n({GwSg`>}p&OSPi_PlEfuLXs5%jKvq;4zjP)_r^G6a4pCV7jh* zvQVn5rdQk3()NcS9^QRmvOZIA+|&-6yZ==+{z@(Qka?+f`6sfwNoKG6Y0dZlB)tQA z#|J~Dh}p7>c{j5LVnXRu17#*uF<^`tE^A{}09{_0d?Ky8J#St#5+M=PQ50vb482!E zk1pt(1xj{I9V+sz4qHMwMc=LIx{rk!rM0{B0Cr-pC$^8%w1UlgiLHIHK+bHV&lX^8 z$~~6vLL#yBTB#g#v);wo|3&?Lo;UlD`7X^&}c34df zOs5pJdxJVRnjRcn2>DWGFY&AHN4-W=FhNe29I7$3egDoSw?mhVEJ`;jY*-zSYd+}Q5*Ed+c+zsZI@F8lNDeg)~#oQ>rT8q)50H9at7yaU5a9JAo zM!;r0cpMYd5@AzyLK2u^#IT`Mq>#K9(&EW}GRAe(AyQ3=rCAbbEe}pvz1hx;yz@}W z1tDMw4k0r4yf!esoT{L(oLyMD1+Qwk|I+krk_r9E%_mH*Q8Sm~CEgpjp5wb7qNvsK z4OR>VJ!w-jYDztj+@~YQOdw8Sx^9|$@aAOeWOi+g1sR39n&2ikQ1Pr9rmLB%mr+bo zf0|iS9a;2qA=ND8nLIAyq-i+2Iv2AmLzX?b27E**8Czf#(2pUnH8!o{DEt;f-15@a zDGtLc=xvQ&XC3t}vCJWZ?wCPq+$Y!V)q~d2CLQjqJM&e6AliC=u6Z|A^F0} z>(-q$j5Q4TJKvasj1f)63+W}txtlyuSYMV4$a9+s{!0;4q~K~|JkJr`!MD*CE zZ(#kl!7a=zA(-BK5==^C_2F9`;L(HTRO*GC)QT%3q!pm^MrrEfmCX59TS-|Zy(==) z+d5={)zndxAhBmj){?VO)=_-YIq^Q-M>)MxX`N(Oy+a&xEDJ-7e=Us2m&%qY5CI+O z-v`cNX)Biwo?Cd#pi|YN}dK<6=^&XRr1d7V8 zjIOjnW!@;650$j1l_D~GQsKBZMXCHn+eEk=?}&>^BiJyv`8=}L*Yu%yXfb*>H}c|+>WIQ8J-{3_r%74YtN6*&#v=zN<1egAh z5BM0RRW*eNcY40}mH80*qmkm|uiODm(E~Q-pqC9u-BxC8#ZXiVf3G!R>V|-1pFm`a zrX8KS$D%Mo@O#dB$Xhx;ubacI_l{BGQR!Yt$+*&L4jqj+eDIoz^)XP+G$`%hUwP($ASUpV5sy$vk{f5$@O zaJbCFw&pi@93*l@{`OW_PJA%%QmYDX#p~~6`0-{RHFpouSY-uPK z?T2m+q0f(Mx=37Us-+<0Aajj9+}dCW_H%75Gs|)0_Jd#EcE-?hGrlwG*V%d^1DtHvs(o4)_N!)6)Ue=!ixU zjm*oba4-bWnRS-98NeI;QQgIdI}BDKBf~)oF16X%?nwB@rf{L%8Xihq5% z2TibCV@q;}t&}{0)J#$RDwRbvA5h?kRS_BP!a6#8#-0ueIVl10I6y=X3foWN0srt% z;Y`!6qPJ$02F9NBx4 z<-cTjw`a*5=8@VduWhz^NGj7q{r!^^_rR3@(cq9TnfFx}-1+a>jd!7H@a`5PX4iLc zFGffanW43#*c);CX3bE~tghW4ljmXqg`wYlXqvJG8%j8dP#Rxw4jdOoWw<#zc`bkc z8N?m=TaPflMJ3!#4y=WoON_h^2Wu1tthiUq(h&Y@`hxb~3og0ORin+@(D>|}Lm!l= z(BL{h%@H>gugweV5`ckhzFxWARTU{{=A6&88V>2~qwRKrF_=j-$S!l4eU)`bZX|^U zD8!StW{(;Z1MK*1Mqc*drV?G-Gz$6fzfiInb}Se@=$=<+_3t?R9lYc`K{%Zc$C~Cl zJiGvq>|0)Qa6}t#$rUv>zn=74$B@t6CEn8d1bC%XQ9CXrz90b4T%~dl@rDVWqasV$ zFz*lCFz*B28^Z)@$=@>3atuvw0yqBro+ERRvOllndYU*6`TL4|%*PQ7(0Spveu_aFFU$v^B9 zpXAgoupJGmN@IaEuzjbV@cDe{b^apPbgaDH{K!#sV$ot+J72}A{>GZKGP(87$Ce*L zH!<2H0KHBa`7SdNIf zKp#X38fF+8(9A0Ki`B^)K1tRsi^%3y5-QpAIlYr_nWO^5ybi?mb)vf|sY}SOk^yQ= zcei{Ay{GBQUb}>ymaPEm;hC&Jia1Y^H8Su_bXO8@XKe(26UeOB||C3 zf*;f#Es$4COX7+I)FzAKb0t#z*;nL;v`ckOtL`3-tNBA*8Ws+aFWLk5wt(8W9xaj{bC-$x5Zeg54FN*iBdCz z4kgSr?@_%EIjak|fPL(gO>vu=21WTWfL1a8Ug~X>jSr^@};WQ@s5^gUHeHZi`5K+9FQcf@a7XA?}r^S)AVU zutKnpiZWjvoT;ozZLNTFbV|3yM$h}Z1$rO&YF8@eJ)xq~BUi!N1;^DZMeb#dS-kzU z@-Kj)!x;@GL&n<+(z*(RXdJ{jDuMjEQ_ z8L_Fm0c422GyVduP{1e1S7B*H`jQUSWRkZtDXFf#wK$ z&SqaL$~O_L7mf5pwB8@Io+Z=v|eD!{Sg%m(l@p)S)Bjz3)( zZk^rKd+hqS)6HMLVg~mJO_kqy`DWU*r+vNaF%7d@KeFyR(%SV;!sN-{0im>!GCX00 zeA@Gf8{askQ^WT+YgO`|r`>CsOr29KyjNB(izx4xH6ZZU(Eh zfWUXw>Q0AhoE3xBp}vMXEL>V+FnJ$wG-=76Xh&GxNVv2@yj}0UZ_ec%qIoV~8;yx) zD>ph3Y+&Tto049A{;THHwCt2?srts1N3Oo_;Erk_9Q*^FMAkCojH(|B*YBeHg7^zJ z9Yjg(1AZBz|E|J@Mp`)spHWZh8X>aX5&3G5d1CCo+%~%52-aU@ax639)HO7`8 zG5z)4H}`)C){PL_^C$O*xS69Q5Ef+twh4UHm7wIm+kuypoTq3LGdUJuemA*dpe<%i zv-kbEC7n@Ik_T$-dB>5@XLT`^>CxG5yL^z_@8#riHlv-e8nnMQq&mnj9ME+5eH*84 zZY}uh`Z4z43#TEXaM9iuv=AG(Y@dU;C$2ok6h=rG75By#xgc6OXQV03gQ(e9w`~-r zsTRnbvFp{6V4sugC>T=j=E;#gC-Z|MtnB`huBzJ4t`e3sm`okgI`el-JWI>cD z^=36c$~v7~7S+0=PZq#B<#Pgy$d?Hy>6tOl*H%Sv-^=3^U6&^X#t5LWTw z0~$Lv!)o)}guJ=4r{8fdXGC=OW!Z*@rtcMX*@s&bC|ICnbtOG{!tV9rHGJ-yIGZ*x zBg?L7e|a6%sPG6dbiESpeqlt+Ii&Y)TsW{|ft|}PHAD@@tJ?N&y2i~!RnQ8ln`zp zlQD|yMLpB%jm575G@j#}XkS;V<-p?vW-YHm)N>?0-IZvX@+JS>=|X_@_20i@VVUfm zX0BqUU_GcPE8urP17UJIa@TM|6lHk^blgnRn9|Y7$KQ_DV%4kl5C3kke1zx0k4tuwd z4m{JXdY&B=Z_`jH4H$7%TQ%At-Y5M2B#=6Q0|R9mik82A50IlFR5Dt-IAR(9&;u{* zW;E~Piy_{>^mVdF%F5^*K=lvL{o|QpJ&*zfBOmL)Lu{rQJ)K zGdli&T2Jar?NC7WF&T|E_YJB>xAVm}9;WlESU$;6LqRvYFX0{ezp);JMikzxDs7~8 z3wR5C|By?PFcP zyYjsYILoD)tkw%K%`-c7f|@nQBZ_%o`TDUX@1|sEwwJ~l>&@fBt<|C8 z>J<(7itX&fsDwxyq*M!}D`1KQ293Wu(15dU=Fuo^jM{%cx0ctM+8iGguvZc!7YkBK z$xeC7n`(pGcTq3+`tPQoyei1u^|>$e=x6A7!ZR5nd zEvN1~=x~J1GR$1u1naYWY4bW{+5+gcr(yH`nm)Kj?>nK$ zicL)RYG8;{D&j9B$`}1FGfq??*9-3Ivkrke#M4AL^64KZn9l1Z@Z6+)lY8$cxkT{&w+HUQZ_dYD=jF#Ovy>eI1qVi*&A9h?a?Ot$_H}mixx&rBx0SP0aT6T{_`%+oLU?-@Bu8P>w z`?!Tp7eRGEzEDa*p?x^jHHu@l4Z91u&z{W5}VE zhpD;aPuOb|;sXoTztKiIDjgKGuL-8BL0y(2Y=o8Y(#eU z1+~}-A9>%o|9i;AIy+?ED`o3qLw@6JeZ6n&Du~aG&HQG!xtqf6MLEfq@5apRKkF7u!MARg{V2AI*tZjOOy)XIs;m z*|loL4fG9dAGMX;w7N?TS#sdzU;8HLLlHJcl{4DK1_b6lF&jBVPVI?9V`Nnk8a4wo za=jWT2S2~n#x|U4{v}+T^}H%Zt?z!gWeu;9+2&izfARW$QQ++>&*v!jr~JW3azOKi z8Wz+#y|GSbl`Rg_k#f$0-SRoxj3CZ6)eh|*bP8ie^-q+HpAG{f97E%kvayFZjhfzO zBDtCW^G>}9tbOiE7De6^xRH@<({$V8zp7M>x4O_XA8MtOx=sZinsCJU(~TdzG&6eu z=hnpxR>lC4A~aqmsC~h#)#yOgQGSNIAY1*YmP<=V@#3ClYxT3-C_5$_bG6rJ+3=>< zCojvAG|!oT$F?sT+--T7ydARy)#?8WuurvL1ix?6TyAVHxdi1gTy35)E=if{3plgb zQK{9S#r4iFgb_|)%jdV7!L@F1Hj9<mo+$S2fQrXQJ zlUvVz!KA(ugW8^h8{(e&OOo-dS2IUp_X zET@)sHD}siG3v~$_le%}@2_#aPre&vf-E5?l1~0ar9utTBf1ypZi)7j0)I(LHBAsj zQ~$m4*qge?@HM8i_8$w#@4cvS!^>$dQWhHd<%Y2~!!r)R9A9Q%Pb$AQrOsK}`m2j| zy4KAanIalJhb32n^ByS$RN8iu*B~35ll`_gKi0NxCmp4VU#o2i~LFom+(ZagrX|Dy#N zP6DPJcmpyG+bouKs4js-Nd^U)Ut496XvJLyc!Ta`md|6h^ZS{i;33OZt~OSG@|K9z zTF%gbhdL{Yqo>+ih{cRe(XxPM(n@XP`{b0=4k23fS__t7pSXJ!L<*wMcjI^QA2b~{ z_An5Oll$=6X7!stcXI({Uk`8$AifmT*dN7%=DEZ)S7taV745F9zKkqUB@Id>H$4%+ zQ1axBd$)y+OmFJDHt_iP{SLiM88(cXi&X%Rf0%(%7CNS$WUreA4&oCRy_|K8Y7POn zq9qK%WVy|IzFL7K99}*A#mig=xVsmEQD)Z0Jq4*FuJrs3TK1Gz)hu8%1)$*X;2<#T zpCY5E{yP@QCps4B1>$Pl-QEHog`u@Bt<+0K)JtZZ=$2@UHojf%U|JhyeRg)0FL%OF4wkHI zVEb*&)HW3iGA=pmvb5ZD(cCKPlzB}@tny%t(z>jSGQ9juZdPWC(It4&E>?a7l_o%x zh5Z3h-?&^oV1cN%E_-fq_Yd%WYP}*Z)!CeGSmQ#o8D<5O^bQIqNXG{PGNy17cPOT- zMHZQ6mnS${PWp@^?Jw7{+B|<96)qi*Ge2r9$z`Jz{&Wadp!`3~*Gms}C*{jF&M;2U z!|5{aoAdF3ZNvtqEH-{j-ve;TUx{A8lAGu$js}OYf`_>>F>t*G{<@V2!0hgE9 zxg$0nQX{zC3)J3CRpmE}N86fJh;jcgPyTWzAL>`Kcn6flx~#(t5Efc-wClN_{J_>G z`K8oeXfCG)+%N!@tyXnf(X{t|MxWzG~M%==&|?J*5zn%r^6TpF=|?n-rtM?8>B__H{Aw>{vu6 z%~QJ=>9 zT`AhB4PpRj%&cSpq9`k-`w{6Ch?!Xc{X?c$^;t&~Wq2uOD~N_RI%hjcHolz?-YEm1$TD#xifd3Ip=du89Vd46SLk{e_%__b$c8C{N2@l z`f8D#+HZNnkE;_yQmbIVv-8vY3Csm8_=u=}0a*C>mt>G|Nc?j4WI1%r{?LZWopbBL zWK~O{V`!q2C@#WPD-{*X#`P=11*bQ6qVgev`q*)%tRJFuj1!;(!qG#DBvmAVjQYIq zEc%ALjpRTHwjLqtvyAzBMlWj~^Qv<0dMGD&s!Q7z{~o-fnXlgN&{Zl*cjKZu9dfl! zW&Ysu?UZS3tUfXeq`cdtQuqKvnio z^cK~GqpV^v4MLjbO{jaszWQ$L2SIdS@)cR3Jn?eM@AxjtDUCUKi*?h^qUIStzcMv1 zysW&@Nb*HT95;5?NBlYsUmUAz!shqY4z<{wz{A~sQQcOl$dt0;hy-=5H8n{eqn&@ zb2U~=MbHE1*S-K@tD))4q;z1LVEpsF@%2|?o<}DEao&OOkMDkO-3TzZMIm*}e#P3* zbeZ%+dim#%MOjCm;Gl=y)f0vgg(1A7(YMd;2KcKPCRhXb?|kF%P!-8T#WHWgXQWsL zyu#I-ykNeS-O#Qgf-OaTg)vH`@8yeE=Mw+;R-M0rBS8P@8QCOFiEF~C@}_|)N6&;u zM82-Nz|c?SGdxjI&_Epw+9boMs&YA&P^~^9bfcdUz1*=)_i)?>LXx0WTckQA4&EZu z9462CyqUc>&tB}lfL=NKdp%{@%X^&HVlmMKCP^RSb)R_)%D0=H44nz@swYz8;(QP5 zO7pa*amr7H+c!Y%LV%X^fyWgY8EmQV=#vlL^S<)WrRBG8pg@TJ9zP$uXVW!%t~;z; zL8+~p+dJjPcu6I6C5%|Ci8oOWIbkHtdDhLI$i?6d7+;&pP8pjd+Xz%`u)~UIo?`3o76f7pJ z*X5PtLOi5>g3frMl zIycV3TtLWO`lg{;m((sGPRyNB)`xqg5%cmPz&jb(GRJVQnky83xf)Z#edNzEk7M%- zLb$MI+?TT5S~YiZh1%YqDK)aQAfaL_5l_}~F}=d>POBs==Uc-*!NiDQUk8}z2%8%2 z8SuYd#C~_n+Zv&Z36e!vq$BTws{MW(R!tdntAX4>d2w>C&u#9sIlwY~fyJC|Grz{$Q%tMk)mm5(6KB34u11+#% zAO^a+%DYBwF4KB>(kuSz3i?_1v@!+_S#Lmx+p#=c!%B1uhiS;TuB}wNiNE6WQ>lhL zt`9hL8NK%xHlJ)od)xDY8P=*d5il8(gaM<9gKs%KxR|@eT6MDJ7!#W>)^>t;O7@Oy z%BTdGXx?4+j<^eH!MSO_Tx{UarDN@}_;Jyg2WqJRuFFhm5)ZS-w6dMj$LMi2F%IN- z4-EZ5yEeWC;XjmeDCduC1?y>Vg2Oro!u2@==#R=M#KTG5stPuKC-^{4CT_hzC2g}; z&}@$M_b~N8bbpl2jQVp03>&%cDf@F`)Nf}GBC>e0} ztxqDV9?R6);*WPM+2+^Q*2Q}CtU9>X#?oW$`@Eh@b?!)a>}*d)qV=n$_;KHdSPLOi z;%6Gg$jWBDQ8#%W0%A-u51OZ~+d9w6JMY@tJ_@PK`{_SDj(V5r-MVzsg9b|d-=2R( zw9OX+Vg)<%gJMh#S@kG-R_vqi4NIb=GUnmsqeS*%6Uw)`sw(jJ`E$Y{d0%a_9CN-s z^N_XL>;Hm!B=v58zO_veWYGap`}=g(nhf*rnZe&=TUjtjJ?+T(`YnjP3sKWx`S$3f z&0tadMy>_e2}O83jHBa{)#a9nc<~u~PMwVtHn3^Z@W>qDdZ5>M5?cbxjI#EnU$~w= z60A%y^bVSInhMBO-Bkk(MWx7j{(Ohn(-krgW~Fb854a(7Ok5@+Nka7e-#`Bkq<*AXVAt774%& z-gho`WZQnjn@^UZKldo$BNQQ9-&k~+*o6b7J>7HmH=~ye4uo`D)pU+i_vgDQ;~sD@ zcX?O3O)WgeJb`DU%;{x97eZvRKWWqzc)xykwo;KXnDAb1qM`6odh{$3Yz70Lv3Z&n z^KEf7n)2Nz`q4Bq;n{7Lgl{-x%9fGCP|j)UBR|@64OmO7e9*^NkoDv=Eo)n2!7^7Z z3E1;nDCSY63KaMDDlf|Fl5=9pP7trZCp}k<%P96P`K_LnH9)cbSmHZ;Rq#jP-nxVh z+UWq$ z*d9faE>=I-aVma07PE`6!D&vz5@|at=N(P+cKcFN>h?^z&8_};mm&Y}E72Y!e(3d0 z$XS-ojU~aZYh4@{+Wcc($`vLU=J^naNyfepA_dM@4FY@}V}$)DrBTw>nmA2Fr5#1@ z3R|ZwCC4;C(?%Cu@iS?@tJTH3kSfCWz`>7)+Ttm@o$etV7pC)WT!;s^l@q$oBkDmc zDB>dhr+w^KtRW1~r>~QSq)6)ul8v>AMV;@*rt8%28r#XsZ26;mS^tkj$(i2wPp4`l zro)sSx$X^TJ|HVz)a$2jD;76~fVPw{Xy1^4CLrg}gE>x>?qT3yMcwRxpc`8qdcPp0>Ggg*{czqQi;;EEC6-d2Z9v!o#0h38hSx z!j2`(rQ&mm4bz%B7x`ZwQAMe^6!x9oFpJ}RSFdPyuPSw=zB;}G2?nJyCHew!j?b3r zwKO{U$$nGrrA{P5BL}4vpV}0syC@E>@C!Px{6N}Cvf;ybUaJPtZj?VoMjdqb0H%!n z4=MBYRDZ+*$VB~UjcJ?F3DaH-wto=060g5AJtVTw;t^q=%wnt1*+jL*P$H^CXiC~(!g7qtd7ifT7xuYy zIHXNN{@I{TnBFmzM+oX-gg@=kEHM0!erLDe_5g^2Asu>*NvFD$v6Zi zGrodTO7Tv(zeZkc+_q_?vT{~rp{}Hu+I}49i-9-zX9ZD@K?S4y8p=cvTp zC)sV7dEe3{gPD7b?@nUZj_bDoK%|exGCdgwv>^|GJl&{#BzHzSo}{Cb%7;co1_i8Z zmxZJLbSd3c0XF~}lEQDwMq(&!I1Mwm1OG~b^ufK9hXY8M3u=o1h`j4;se_rMz z&&zb%Co(({GrcY#`eBZT)G;N?13MGycYQ?y`ndLG8_I-ipt^=+gfY%V_s#n{SnjC1 z@qX&5smDl@+z2tNn^!R??`PH%^?p#G8WBX3N@G3Pq5O|IGsO+4^xNJAW@lu7M1T!Q z&N#eo!LYY07K=qBi?Kj>bL+=0nW`Ce>7t4#x(E6>nhs`_c9qP|svY|ILvlUpy2p)V z=EHq1@1f*3IPL__908KEB=)5ZQC&Pj^pH;BK=Pj-?ZEA_g?GmV^}0UB!gUe}=K()< zwYjF;J@@Pj05}4wcKDB0`HwkQMiY6Z8_x974R89~&6cw zAZc9!jJ`v8pv8~YK#Hp_su99#FD}T3&)&$&Y(MLg`*hAl2{Y_<3yeS0tt!m1ibMW* zOE)x?1~TAN{FGDwW{0F?fS?5+idj%bj;4yr^L^#(Eq;8lc%1g+DCH74PxGw4bT2EB~cD|9BMla z?ZnuLc+S?FDwy8P1dHwzibeZH(5nm1W_P15LwUNA9WU!*(yRy=b&R8i??e>-E{Fr^ zYGO@WbS|xNR`4c~2J8wA9=Ja*sH^U`@i{f_j4o%Ku#sGK0sZ^sHCmYb4>5VW+BdPubR6T1)cd5wNJT5=CHjX4-tUZi!|niK z<2u?=YOXx%`j4lXZxrAJhqD!Y&+USopt_*NG^Htx68V(EH>?7o`ARm1CB}Pug|H>P zJ`J%g9p6@qzZ+VQ3>;(5U(C=Di%!OxT4jO+wNU54?FuhSW#Wog&M!b&zq~4!XK{;N zp3}6tKDRbphxuQ+Aj)-r!|_);iE4swJ`cKxSDN!7&-Qf=W2l7}xTm-0AK=3-^Z1Av zaqL{7oYv*>f}k0P9az1c(~@kIo;=UCS@4cYmo2kq3*(oEgb|dL6lSV^yQ~5aa6(z} z-`PkmI;f;WWfBtex@oBs{{2KOBC@^zg7Oon=7+qujM>puLCv9+;FVe*seF2Y6y5GH zKaexL6oML~G*u3^_vTjc{hq7ng}>J3$770+gBAH-yqxEr=l^q02k+1&*hK9tHpIpH zUh$Spyl>Ow5@qE@_GP7C`<5_}S+L-Ro0E-Bkm;GQ_f-FJyPgM!H`sLPuzB)9_t|g- zH}VBXBD?20V%6Wk+KikwD5JFH-4H^PVdDzM*bRaec?ZV5Gy4TLb!@{9t?q-@A~J47 zrTh5yWM}w|7~@Ewo0cP1p}=BHA2Ba@cnlnI*OY-<46#y30Y~}%>Ttqo3-h}-35b#Q z4T!rnjsBS^E^&nPR({DaS}gUisK}C=p63jSD1X@}sF_2sBHBH^uomx&gz{qP<=x+E znwVUa`Ryp2o7s22H05pywI*FD{5=~KY~I2Oq&wwKD>qqWGDi2%q&^Q4mW9lF66cl_ zTgh>PDP=jcj=oK8U97>dXR{;8E_K!ktIQkJ{8B1^4=VjS7qZXyU?BNM-itv;$N zQ5o6gSS5R#GH>_maBXo&$0ltHb^e{}Tp309z*0VH>mP0tc&8(-vJSpRD^4Z8=q(iw zOTuG~J}tk*)uwh@r;2k&$S0S{@L%MzySgaJdVU;GzOVXa#V+nzi}TqvrHIOuvH5W) zvP>AvqvH9KEEzuaC$z`TNIszA{lN06aWS8B+WbT@c&zQSN%6aX_P=@GNoW3THBZNq z&17zT5k>qvo#K^c!{^5OFTj)EX(3t7+ti2nb?X5H6#AnM9f2gW07a~5(uuZ{*j#OV z{t6!H^dxQczzeTEM>rdL<45fRh0Aw3b=kUm;7fj$zlN$}FZIT^P~ZISNxVy}FXhfY zYDq7-^?Og%62b0c&|>nwYd_Ak{z)zo>da?@O;W>rCO_WJfHnSUQ2a)sLV2>9xV9$z9w?F9dXTDl3n9Js* zS(loCWbx>Oy0Pb9k;AmYYvBW_exKX|Z<=i>eD=-IJbRaFqsRc^k@13p^l(P#Y|@a( zycI$2)Kc9C1rk|iCre`I(^u@=DG2hh58*SW9hH*(k7aBDv6~{&r z70djC*NhUX%`FJafaLR|16v}`+6G0Jm>j3J2!x#y0)Kz0TUW1)FO3_92mg`t3tIZe zYGd;~$)q6;IdGf6`WUD0j}OMbtw%~*TV>mK6-k4r72HMk5R^0-0y$S~o7Pab71Wal zZ#B8Fye|nmPcGStPimJrmgKFY_~=}pF$XwVF)2bK>YA?E?X`ocm&cz2*Zn%Rqy4yL z7i%m~%RVr`AP=9fZ(`LNs&BE;>pehQwoXEg%z?v~mMd&cJM8QFBoY0-AQYiuFjJjXZG2I%EoW6L!A;=SoIS>K6|^3+d! z{|z#`4b2N5Iu^|Wt?}A4I{0^xyC(UA=!nrQ+Q_`6g8Hwqx#|5(2WcrUQnCQ_mA^h= zB)~_g__CA*^F4fVx1K8m^Y1@9}^fAqFok90L`;LO+1t#E*1?vHK6e2Fhvu z56j2@TJREfw^D=wX5M6ti9Un~GAD0Ens>M!sRZ?+C z7urwdc8MrHC1aJDr<)@oD3ED0Tr1}!!p_A5p%pFFaU%T6F8sZN!lTad1 zqbbv@j|kbmbrAM`oxuJwk+YSudpXFiYn+@v36p-MP(4K z_kEW#*}ZTcerN@H)Sj}=P*N|qoXf9W6+5Q_>;H8Ou0q1g;Jt;my?rd_B}5v=B1iTW z3B4MQK2eRRz-ON_royLKh(?(=Qx@NxdplIb*af9I*ja$oLh_0OWN zDn~BqiX_3Tmq2ultzD=8CVT-b!f+bBhH7%)lN(2>#22F-uEJDEmBRp0?1W=B2~C%N zzCj}&(V0sBSB&mzB5+$NUAE1aor#Y3WFH3a@Keh&?^B*!>sU%ZH%*#G&j%nq*z>qe z(MSmo`N3bU#X+A%{j{%9=7KinYr|cgtW@LBl*}?~WRkiimsKHK%yDM?3L60&L$Zyr z{jQZ7_iPiVc+a^|@Rtv3E z9|GP#oZ(ox_Xy3{8yz;Udy9E53F4QO>3Uxguf=4XlV&@rL6Ns8QXg}yPv7d?Vn$^4 z52Q54yzm1Rk!>yPgO<2V620vh*nj-*X{n*hv5;>)O2|aMVB_@Ec452bjHTLTdEGaA zf(n>DF;BH4534F-1g-N;n9g;JZL0`MYgAJu_3Hiev!7zI<+yJLxCW5V3%Pwy(voPG zlUtKUXH>yA^NUJ4#J;>a^Djb_ZHH-T&=x5~p~ySRO`7BUmB)%W!41U7mS2PE=$tT^ zx{43&>T|`%3P4lSkL93#WGuV?RbLgODQQHHAshCiP@rboLYX$->{$ z-}VAed8@gD3hn-oofdTb`C7_ua`CoZ85VD`ko7EK3UhC$!{wBi2!mpm-Hn)Z zTC*|V7nI*llums4aOILDroSYrQ;C*VHy+>|-H8bNpgHCB|#sz5Zg6e!q8U!^POb zC7h}9oevgvXcw~OaGVJ3;L_`PXEG;m973C@cLNpl%P^hX14uHB;Q#8?Um>5D*57b@ zI)YQyrN~OL-?#Oz&yaI{FR9r2M;K``V=L9l^sM$LAcpaIDeuLfysG!w(w^zf97&8U zI=ZdG&&z}hi^*T=b(O~Z`Pxw`Uk@4{H>8?rHU4CI1VV`uzN(Si&q!5! zlvM1iG4KBdXS|6@jW+KQ53PqG)RMwY&E7P_VtZ}Be`91+@X+8{a z(PwE(JB}!`4uQFrF{L#DMp#|_C@muagI%##T z0jYK0$@c82Z1O9TP6HvjIP{EHtpAdKUM!xbct8L8hWWJ;Iz@Mk5APNm2;OORcmySD zust;U8QLN}zUl3zIyfTu$Clh2TKsCSS8eAw6zp%X?X}o#C<}2KZ;jY502kdn@>%K=d6eMK$$R0OhIf00yE+vkZuI&$VYvI=9UAF^^{)(II}PWs)`*6aR6)IxEPUF>_rKrzpT zroH~E#D~{{FMw6gJpXd_B$Wj&oNlV?LCF7`U1ZtbqzGiCFx$`z(#px~m^OxWaK7dT zV<1jr+N-_Ed+L{+f=mdRMV7GAUJohCN+Y}EYbfN+% z02?*n7&Y!V#zR;wnoMTtZWBHX&GUttU?}Xo6}#9UR1jptGAJQVVw#SvXyMJ9Z?a_c z-Xnbmz2YWOR{lHYoP$UhRQ0HJmoAWd!L+8@5t+F%n&&)<2L$byl+>s4{+v1Mat_K7 zFILOd@z}OiA#pq3a-!aJ96SYad7_>@Orw>YVA2c^_$CNLv^gY48b=_3Nh>d9 za=PJ(sT%r_>E^>phM7*seo!!EU{WKkK9Fbm2D-{n)8pthv(@B0*OgkvwmfvxK-Ni9 zWKetbyV1sRyk@v{AjT@gswHl1q0gh$@@DqMVa_hO{gnfz!c+=$VLwN+g9<>F$!#F# zR=~{Sx*)Yw(h0{>~X&81K_EY7t3ct1 z^{mVEl3aU&igs=&3h7&u)V>l>QaN^jKXxwGDF^_&9J*fcmX*adwFhm>9G975L z^2Z8P_I$C=;`Iir^IG4Lkxbp+$9N%-j^M<3VeyCu!S^sE;43Jn*zTjEMf#YwNY6)l zE>#r=N#4VQZ>($k^3Gcxt!gu*9SB2ZAE>CX4__&!@wZI;UE%a`*HnFJ@T-O$eNup5 z^d&e;EN#HMl$@kpb&fcWql8hLiNREN_>Xvs`^rX;tX$@HGYCP7TlxeoY+hh2w(VtO=1(2!=Rnu zO366CD<;D=?=9u-#i)GM9vlm_`;_1_r$6(GY{pqjb4_L3)vlr#poPuAE$j5hdbQB& zdEXP1D$#J9G1XXldEI2fe`1=yj8DAc)`)Iq*IV(O9C-dCL2SADjLY7eIO|lmKx%{) zHU`-ce3UTnsr;#wxyPD4N<#Lee);JfXvKV00jd{aHW-o_k{~KMjN+%+2NQFg@@ON^ zmQ~T-9o@xeKTW=uzGrWV+jVKZSsb+IX(GW7s|xjj#%AT_tm-J&iKc}iiIE(`KZ916 zl8V3VF{A?eMxO14Rm<%A{knDxYGdr@iD7(`Qg-?Pt1uPb4xqF~*3V(Jz`lFBQNfx% zT^>F!dS|LB24$g797T%;$691uLy1+%tWLGprijxvsfl$_#?=j*(lbRr%-biZG%&o- z5ubD33e-Es;>CRamFIb@@>@ye`_F6UQ|>IVC@seuWzS)99OHh`h5`qA0o91>2(3&m z`yP&fAwECiMuSr@v|AAU-Eq;GhJ8Sn*F3M$u9N(C-96lGpm2KIq_(uF)j zlFjC0Wau`w=)iV@-%iWd9kpX?4kXoJCLM|dDk1?S~wB7JVfCSGvejz z2{cRZej+t)Ga>xJC_=>&am-R&KlirjY>9?)Rbhuv1`E*j&0R~tNqy_K8E5Nv->}F92s!JR)ar4~M<$k7EEhW354{4R%$Qs5gklOUUldyHZ|Dvyt=)PMY=Z z%guN3>u8Xezzd`E&bWyS;jxw1^U{SC={>~7Yw(!0H=L3JQ1{Tor57mt85W=L`*8j*aS{laYm%z=F{motD{bB^!z8!dt1QZJsfx5l+<_A=#y)Os-BN~%w7DTUi;CDO+wy&73Uf9~`UhNg94?1H^qNNy_9Z%hjw{z5P_{bT5)sgX%WE6M%GI-t8^ z+m8oXQ#4csPVPd1wQAi$Q15nCvyVA$4O`M(pK>10;=W}}v>7#+`i-55X-$4NO#kS< zOj@(N0?BpWWv66SniqJ5+JUpR3?gL)@McnFR9fvD8j)Qw3sK}nfD~TbHUWBGn&t&x zC=cZQ+D9opu}t`j>6(&?a~r-6XP;|qn>ARxc_m%WJxBBB@&Yv)_t}5*%!zIn!MWh< zx#GvupcMI%&W(`WFT(I>ef~$8%}exMx-xn_$Dgy`g~9~vbrLmif-hFt(gJAtj)vdv zt9L#>5m{kj#)+-gn6ivJ?#vbk#D2ndy|URx^`#`c-Sm4L@tnoIfv9w4xG zRvB~oBzBeKPTj25cUxj^=Uf5)0LF4O&H^kO*hgln@Z55|`q6tXwvL@C ziR{#o=M8<^=lmXcpDJid*ELK`5k&+r9(RZzZE_XID*$?0AxmPaThiTg*wpWEBCwOg z9LGm7PE8g{G7~U>!yBI_2<(Ff0nR&EEQlG(32}y$Xz?buwv9x$E4sU;M7Kvx^vAEL z(wn1(q@E$k3hekG1P{n~(EU+q!o0$hUQ+4@LA%>Kz7xE*kKY zKJi)Bh#Ju9lf-1}ihthx0ja_#57MY3N2${!Q zyUML5rhuI))6aAQ_eG9~*E?c1h@+>zAg{9};(h0~WSptW>!0p-%7(Z#^PmtD7qBdy zswOXV{s^@G-sIJse;(6S&2U{?$_lhDK1{RyppFM zP#&pmHTj_O+J%c&kGkf}pK8LDl9!Q6W=!He2}VvD$1l;sYw;tVVF)hMx8k@&tliLs zO*CJy!jX3g7pq(bH23Efp37*|54i;7993#bkynkQ9X8N8&}-5+?r5%2`o75wOa9mU z{I?=rP9?WwI*N5UR{LLc?ojmSF}aIzi-`MliuCWNGESLXRJhj~<;Ex_K5zToMbG&loD|y}UHt4YZG(zE4e2r6@Mn>r(4o^aL zTObvnDwv4l7~D3JA|DHwu1;-N=FODt zUYqXaqFcndcLQEZ5eU@3G7NKV)?kR)$jkb2Z$;{pE#>?9^h!`?+@R+#ERqGOg(vGg zSvk^z)I79&Q{*mIYzgtxTHMRc=rh*hkRYI)Geavl*whv`|gnx zystdpX~WPVpPVuR`)}}+*5BKc{Z1MhMmtvsIa(8KIFKTTt4As^rblIMnB8OCmTgQp zyc}`!hLzpJ_PdHNvWsed}?G^jHc%iCBY%Ib$v@a2zsJSycn0|OdW~YFo`P-NA-QVE46b& znN4-y|Kiu@bR|ixjGomrl>+X8gLN%zUZ#5M z%_|2chFh&rMWZ~JobYw>kS&?(gsX`2i>a%D+_l~`kMTMWzd+Og+u!KEqB1R59DmGE z5fS%V#+_$jb9bpT=&R*WJ6uG7nV+{=JJG_E1e*<|;liNJdA?CCAKDbb?l@;iGk~^` z0uYM-OYYy$LYQv`zT#OM8xCM^PA^|*$M~i z=e6&|G^3nGPw|G@^Xw0uUn00--ZhlQIMA*J(5b5d(Tzq+oQwJmKU;G=&K>Ib>$p07yyDM-0;WPD%0NZ2364!RHGW|S@%xPr*(Z*4 zwxWi6lq$tk@IDbT{PO{?L5Xx!KH&Ha^TKZY}3(r3A=risfKk)_vg%cQnABHcTq|uNI`ed3cSiuL7c?rb%cHil8B8vS*S+kvkF_u z7Ev~YCH>G1kf|HTiFC{kWH zn`d{q$;RUt5#?)A8)M`hkzmNis(vE=w!dmTi(*qD&7`io$@hV&ScoYk35e!<5M<2k zsXcI2Cw&dfba+>v(Grcg;!+iKU}Di;SM2J;$6A_Fr`O~YlDx2rz`{&32><`tAb1X& z@&Ai~6(fM004Ma9;=uO?9zT z55T+96F;oPa;`T3XE{(;w3%ubvv>xOXcH~k(apNArD)(voFMd3w%Lbwhni{Oz4(7` zXiBgi#p;y-1cY0hZWZ;yW&p0X=8?%wenSMlUO!XrY;d3LH8T=s609GRDRJNK;PV!y%ty`m7m95eVB;fIA9VLz6T7dv&}o zAJh$OZmf+<+H_5vgG_9}GNwBKuRAE3{#?e6oe1)W*^!hmwPfDM| zPMyeaIa1;NDy1yJ7n^o_1%cq>&SdR=DGgd`>qwhMTFd&#R7T7qhWb3WH*K>SRjf4) z^7Ak`yLYGoyv|q)66Vlc1#Ao*U%(x&jbZHn)?^U)_$^Mm&LP&EiXnrg8}Sh5DG|3E zQt-R&XYA=CZWXm#l$8nn=6)VV>oe1w=Zqyj#cet-@FVTsyjeK0z)yBVY7rf>ukUi7k?L|9c%+RS)zIIYM<4_Ycizog5eH6IrO>}p(L`wdxX|L@LN{I zzW{}Q@34aBH8i@RHpZsxi@y13`FnofnMz?F5N+Wxxn_Ua(-vd+?u6*+!h5vI!0jS` zqkJARA6MsWo@B#9x7@F2j^rEsgtfsF+flMz_9r|~;V9>p_!jLfHaMm;tnn|g40c;9 zR=$KZm$z|{#Nlsx=8l!reiLT-gw5l8^rgwvA?oQj-TAI!I$CC|?Xcasx)7*-7Q71E z^6x(CJsAN0{Tq0A{F@5xt!7Ud<5v4d0^@mnV&(r1x4+dwMCJv7wXIls7~aXbw>8UT zhkpFx!&l$MK$~np^}vR2R`<}hDcs$^fN^&+O?_sDI+YZ*2R0aT&&O1A=`Fd44(`YW zwM^sfG_ef3e5UQWVCuM{NYkKG)r~D=(8T0#yV2mYUHN2Ij-I^y5k+MsYmg-M9VU1O z=}+!@a=5g~GP3<^3TSmhC*b%NdC#2YX{r<>-ZB|g*c~ptdamF}9{(Fm^xum|T#k)s zO=jEM!?`hMOl723HHMoyoHfodZ@YfZg&u!vzHooB_L)78fkR^43_Sn6GmlxuSuI#2 ztGajjs(}W3q0pGlwv>MP1(~aPs^ICW)Y)Gaglqn%)#LVB4vV(7yK+-pDt+Da{Xz4! zL-@ZV0W1LxL=@uel}d+jCNp^3>C7dvaN_W-*{H0UiiA+{t`e{{6;T zdPM)jzb|Bu7bp)0wn%DFP58?{ zra=gh4wWbyAxoJM1uIc+nfw!L;Er4S2VA{AlG$@V(cn1yMSj?x?~hafWeQ^t z?`Xmb%Oiq8axV6Tgv#@e7?=8kYW6C0Jg3V3XliqfM?gUDGE{d^y1y$CJjY zQUY57)DmQ8Vh5B)7q%Vy-|%jP=E#Jtszq9W$h$WbP+_TQ%#-sjk!Plw1;!+Sb=`c> zBSUk8A1;e-)tI*ZELRSIq*{#@nk%64TJ#${W(!wg-}L16NOGCY)^s$QXMAh-Yf=!f z#i(%&qOFn%=?p8E0Un5YophCna1>s9^3ZZ26BB_uM*6<$ql!E`GS;=~L62J9*lG97 zk*D_XH#0`%oQ>vAI0}qH+#}4eT*01aV*f3+>V=&Sr;f3UJ-_{>bGW3NGq~msP;G|$ zzBf^G(4%ySq3iFEasAb28v1rZJ?zu3Oc@X(^1q2qYeq~O7Asx zYddYdE)LBDl6Sd=R$2I%wAfd;EpDLR28qaEbHGV$2{ixeW$uZb>)Psm5WY*Ay%k`1 z&tfiQLo9(qDT_Y7Dfn(*WQR*#SB!p;RDymgruu$4IoiC)G+J9C-d%IsXdY#yL0m^a zyRF0GLo@VKjdo1QDEOUeVDf~F&KVQvUmW_R-yVgqi0n>4>wsLlAtI|=yd7b}NY)=KooS$2+*ck?cM0#HvH+FdEhjrl0lRnZ`QzG2m zXR8yVtR&(KsmR=%f(d$4rg^K?0&ODB$@3zTHwCliJ0=S#EDPt5>JNS2Zb@MDGK1PY ziYW3>X%cjifVe-hBHytYRo}kIfV9;$xHQpjR)iXA4bAmEgG}_uYvMH)JA@S{Q4TTyLqRGAJxgvA z(N2JCE2+JatUA-+O?!7#i#dXJCMBd5$E_|slEvo3UkfHJgF4@V7*?FeQM`r( zd!^8A!k>pIG=c-Y3`Ia#>8=VUvp@QIje5x9r7LwFJ6sQE`YSeC4dS%J^!E~N!Oy37 zUkTNn_w;}{e`eZU(oZ`S4BkHAW+hvOiAgqswN9-PaTB{&H164Xyc)!+1#g$+Bkgy# z&a!Oqwo{e2(Ir1aP>!p0V$3eH9?s`5=^In*Wmj~TgC17NLzuyLWQ4C5^dawl;sM;ugP*JD+c`kqB_)DHn2MUmfM66_x< zst?Faw^W^qb*d6eLhmDO$a|AT-nB2JIsV z%3lJsbLoJtqwH}#0?lJ{Mt|Ig0uvR}mN2IugB~4lQGApB!0p4&D97q>%^TKb^uL_2 z)`Lg&)p2&^MYi~#-4ZH~iZfdBt}7lb-vprQjI-2feoht;H+6E5kDCr~+OipkHCXVe z>;kLrD4nMSt-YA(U6^wHmPm9CMwF*8cjb9fqxoWMDNV}Sn3Lxa9Z+JELPsTOS7gga z6_hk2-ZSAY&O9%tFa7Wv_t%Kc$}5*5TOnZw;zNJQc%?Ono+H9OfYv>C_jBc9-q*27 z-ukNcN~q`k`q=5w-5_bPEKa3pS=F0GWynlQ9bgxcmA=z?zq=$SP%D9cI4~kCs&_T3 z?I<^5{+d!eH`jlnF|_=Y5Lqyi5hrLc%j-=20f9IeyxCwkvB_tMAFosg_gTirp8WeA zeo{bS6&54XCPTp`5qo7kTPRYDuE8kSJ8`1LDbo{gBB82Q>A&JvH(*5LnJCbwYPI(l z@mN&aHA_Og@>rSTpIziy#A4M!SyHH{Gm{PgY2sn z0Zba5{S-ylW&ztnfPfiq$711$x~tOkAgqCXFMG*zY+4dnUcVU8jC8rKsY!qz`7+f- z3LhI?wBn=5VG27ZBF3jK``%IZ7cS1+vt?+@y9W+J!s%BYsxTjjUPuG=1lB6ws$(4m z`nh>|&6rh!ETbnp!RWp9`=Qf#-IWqI<=H>&!{XQ%n^j` z3QV_Hd3gOTFZ!g~E!Tn`J=(S$D6lQhoO31|wd*Dv^%0EHQDE?(e`-dZFOyFoH1Hyr z%__qn?4Zoa`b&_>Pw*ffIDkB0h75oL#gJ4se#6vglVCp)NWHq;{gNjiwXyCeF*5?# znK-MTe&DywdYiMYv~W2_-9mYtE9%PmQn3v8l)?XDM(Y;+TZuLebA7 zx9^mY49qvtl9x6}3TR;r`9;Uxq~6fF?ix99Vj zb9^m3I6A73_kRG_Kq$XT$#wn3%ZIsi&E+Up>;QU_+_GDkqE2=Vi?gJE)$s1+Px=?* zIm6Kl=%v(MjPsuC4-U=O+^Q+BUHu`lqQ5-1G6T^slG72c13Bk2QEtEz)x+TK&sE+g ziKLh*#R}Z+0s1EHjj0&+(GTcH@t#WcZMqcE?;WJNvyN{#(@sSGT~^d{3ri0Z8E9m-*a+}=Mbz)thc?=Q~vc{kO$ zzzrsv>W14pAt3zm{;C86{8s4xL#HAi9&f{wUeMcJYOyOs6`()mozt?MNzqlwJF9Ek z<`vwXREg0DrOE2xKkz&E_+~Xj2I&5(z(A&F*?$z6rgBUXo)#TDfL@kM{T8$RVsn5+ zri0Y@ugbK4ZWPCcWh)s^ZHCD?*~I9OPS9082l<7V!i$T&MVVW9sgNB+1N5S_`11UZ z^>WY7EwYt=Np#aQZ{MUUDb@XZgP$I0^@B+oz1x4HAUT=;JlROjaT ze)nfC&$Y)lkQsc#;f0(laq6-6Ex})w%Oj(c_2gsN?4Bk+tiS__mgGh~`@R*BC**2S zqaan2>pjlf&0|q@mPtuH+ZRj|ef+NfKObF{{CsBln$11@8)Zu$^48Ut;|Z?{ZBX~y z-T*y7b@*PEvMZb9?1O4mjB~ru3+UzL1W)sx>|0ylUW97um-88j{#;nP=2ZovGu#pS zz9ARjUhU1d#L^m!^VFiJ`S#xx-CU~ydf~ff7phlU%UeYno8JkmyG(x5z!*D@)&M=c z)QFL?{q!7N#QpgmqB>8Qz1uhccy}(gD3<07FFMNtdB7EN`8(GMfp0JLqe|o4Het8h z-ml@kT>0ej944^a;?ADGCU`CA!Me;8n~nV{mpiJH8KSngTM?|VY`~?AQH%d8FK}!w`ssKoae$MX%^rs3THfaLY)c~BU z=Hp8G(t}2-sBwNsbqJ?%IsH|odeWwtN2L3x%iZPMyRuGql$(kgYf;?8Sd`g?CG7UP(7TZVY2Jf;eR8s(xfF+ev!FA6|^ zg_T~2xLb;41U8n{Q?1j6fOziPnaIguHGg&#!`*q1?>IZeEJXsXcrhjc{V?8 zU4Y)4=UFY!;?5#(4-+_FPVN@I;21Lo1N351f^2W4*B^bP{LTN&@9`e$?-tmW%EdSO z^QRB@mU24{bNqZ+A>l{{7uf-0alVurN@>g2tYxa6qehtAQ(>r$=xd{|&7Q~gF&b+u zqEw1ondw#W>9j21>z5TUy(dTZVNR8K97114>G#Ia*&T5!&j3cN(q2Ia4x&3ZFoE&v z>?;;qepKK>FQR=KpQsbb*#S2|H$X3ZRTF%z_dVAX)tfR_*hQ)m!rxE*PP=g0hiyEq z`W`-rel?3+m+765!K)HEL5^H30{S7m<(~;Lz z+qQ9yK*?NP1N5R-RW9*%p#R5Nms+W8HhA$>+T~!;&S8UtRrAt(%i@RUVp)7; z`C~70K^XQr2lE&!gy? zaj(3e{3BOAeg7X{eRdYhXMd#>+Vi#-`F#%y>6r@}_(tA-i!iJ!&I#osIG>tPj;u}8 zQZD!PfxCFp06pB5KvRD5D)@ZvDZm}zag^qC-sfd{__>SmssxX^A=qvfynn=-9P2eU z*YK;my!;{&2-P}d^xh2p}Dvd19SuQ!dD&s@C#7ZzesCHGS%gT_TXgwX%!^o zN`l&rgE=tD8~ieKW_YFp*PP|#hZgzlT`-lBOs!$@ zs5kQjoWF5ZOsz#RKo1wSW-yz)HtqWTx>f~Q^Y7m5>fJf?4Q15FyvbBH_!hbEVqgwI z8WU*847Ix@!q7`-#pP;Csz<%O)Z%Rz4xXR0Yy-X3Me+z zzlgmnRz$IPQ7qU$6f25~4HYXk6cGdqiioH*MGz1WL3;0y@VztH46|WV$tIiK^V}Z_ z$(ETr_nv#+Th19;qT!s4d{CVW`O|w~-^-mUx|3Xqa%W%UJ9W$K&e@Ibpgw}nna%Ou zX_xcV-M6~ev5>P$Fh+Gf?qQx+CnF`;^KxTNpqoJ7TM{TMky}N*At4_EeGn-UT zI*>u$#H$JP{5<1wvZjtjijP=<-bd|kll+L1ibvdDeSeLt;>)(5$pm^4jkr&8cz364P=qdaMTylBTo7Wt?S{bW^ej31`*=US zU7b855CW?tMQ(YHlK{%9lV9nX=ZW~;0(~XVg&_*Q5$ys!PCf4`MlpZ$xV84?{mIJ@c0N6=uX1GC*Ah`oP=^owW-_O z%o=0O)ir@$#3ZS8-KQS-b}qR>dN4ka9BrFy>}h-XjpgLAFZ1?=otW#SQ%zmjgB+tV zV398>cy1E+AlZw@^APbycyW?LPVvUTFE}J3_Wl_;(u$$12smtO~0rJR|D!>qB)-9sn1BS5&x+nIImPnUAadNUq9}aOLJU=C0>d( zDr?Z1AV=I;yIacbrR1s;I9;N9C+m18$4IO#`NM0K!)02F$01DRV2QDLL2Je<<+dN= z+iTN=>($pUiIELcjp)PAk_EvMy+3tJ^lV)PwVTYnP)l+-4e0EJ7#pznpL0r~t~gcp z?tWfY-#XH@b#c1$E14vR`y0+7P3@(h9KEyDD$3~l>dV^yB=>QS+DB4}wvSp|8W5CD zc__zI`bH)fF;V03CRwCogN`pmia<}M4IjD_{Wp|YqO)@9bWO^GRT@2wlGHX$)lRa;z;Dza%UY#GGVS>~ko_=Sa=BL#esV*ek{f^d9$nVixYIY# zKtAU{-_YNhyBH%!|3*1=CA(ENl~=vMd4KZ=b*!P38p_gE?dT~6sytO zD+aKNoeYyJ`3TQQu4L9lMNZMr76l}6trFc~QJo6{SK^ds^%O0zS8hDOI(J9gJU!7W zVHW64yqemypaX|1Y zEOZlN>9&{On4}S5xOZ4{7!7iKWn)SCk2%}*55{>m^<~+K_#8j`N@j3EzS6f9AIZAn zhP0I3>8f%hU8IQi(>RstCV<{ocbAxp%}UiPo6C9};l8(%M#d(xDMh7S64lch=`#;? zudS>8-%9mfaWBWvN_^`(D0y*+-fTn=o%uarFn2Oi&Q#ISn(s7#w+%7uwPJAK)XED% zE^VR)=}IbTCGI$tk#n-ZGgNQqBg3N+Da5($sC=N5DJ55($Q_d38G(7tLtN<_OchC@ zzl&X%IQyd z*J>+rnlH3wW|>9*65aQ6Fdw){a#k?ZZ5yF#ri`4v2Li1qL+)SmLJal?O0Er8TMRz2 zSBuMCXL7cjw2Acbe%pjkCEPRH_0y6=B`eS`^a=FWH9{qtxy*%oS?NBx9di8-3Smi$ zN}$K7RaBHMxk1n5M@ilJYC%tPJT>(5IQ8T-x8=r%u!#4ly`?j?P#fIi)iy8WHCf$N z`h*JSXTvk@hbxF z8K+)bHitIUR(%LQH4veBArDC|giD~OaEPqT_e_$5dz*UhNqSBX@V2~z`tl=AVTk&3pAho5mR`S> zjj|pEk64o=iSd{$*D|-yY?sY_K_WERWp2yovc!kx@kupxeM{ZU32mdY6~wD=_i+Wx z)<6W3F+SlhnjY#yne%D0m=#$2iA?(8WRzFF)W5&w4fk98 z*5V<(_DkQZzEYdIKQQvf$vZhl_TwU1l84nQAJn&wko{;IQmXdW?|$MH`f`Efcy~_J zRbDMo{2`yp0(~v}@Inrg?rBm^1DVKlse^%13#aM5r*g4A>1B;9z4o}zW}K|6>do!C z`iFRqk2Ffw%k|k`#{2sG5wcQ!I7`ax0=0m5m?kgdO?iTaUkdOG^xsuWCeVwSs&cBk zYgju)ov2Hmi33gvY;bqx$={@F5eoG7+!-<~P#JD;#czh3`|}I1q7qLvj!-kbPL2FF zHTBaa3aW)^MJCymOIh{uOD;2shEX(b&_O)ICRd_wmD#^+kFAweWTtlu^cRci#Pd0F zf(O!akDpiP1P#WI^9d_7jGkS{ei+ZK8YI@Tu1L!!=4()^7v|@67*ES--H}bApHV_* zx)Nm>*9U~~GKuh6%-*BSlF(W!XD`#L%`Zeqp?J9^gXO$53(+2W2DW3a)ZeQ39FuYG zY5kQ9m-Q}LQg!w7Z3R8ww2?!-IdHypnw-u$VG!ua`jqqJggco4UXpvfue(xTUTx)Z zJ)zs>_P(MvyIGFvaeKVCvAc_9nOx$g1#Srk@f34?eK$jWd9Vb|ZsF;~)fg)eC9f@@ zRprqC`;5@}gU)V@}oSJ>k< zHwMJCBhZHwNvOo*86D{Ls~N!lAzxEby?wf@X_7nD)sbOdY?`-o7J zb3(0|4Af&X?-S(=%;7f~thc#H2BcCLM0%2h$?k*`i=%XI+=wiRewv1htca{mgzXAJ zExU$V`+{PRPJafEx*OR;Q-$twuFo#Ck&mMr4`{$0qCZ7fUXidkq8QFr9i;DC9pox( z<5jsWWlLb4xFPohwmPnm6uw6e)D3%->r^j4dK)6&&vR`sl?e>g4-rLT7n)4-)>lg5QoAaRD-%b3(pK?a7X%g89l9%Ztyftqtmd-S!xXZ}rL47df~HzOy9{xksg(Q|+Td z2wP{=K2#&gsDQw9j;A~r*!${g>M8*1%`&DbOo&o<^mA^o^k+ zk;Ktaqv#raLMVY=O+DR72)$5pxnqb4`C1wwpLRp$?)KkK<0D<^Y<=Rkz%_*y=uT#e zgQbwxs`f`pg(PRY_a;2cN;e$qdD*OSekm&z^-thw&E(ENy&1*Ep}ed|xLswfn)?a4 zzP3KMd%@7QbAO0!Y(-BwJ_~HA?@xn#HnC(kt3)%@9##QW&ERotVLlbi5G zU;?kZj`OQ@W%i8N${N`nwCO&hfYXR>0s9I<_ZWK;!eYn-W>Lo3St8^bBk z$8%Akj%CCW&3H5*!87C^d@ey%u1E#?zLMv2-H6e5>Dgp&A1CV>&36|NoJjIr_m~_! z)7=j-M`uO9sD77sn=CIk`g?cE z>)O2tChPQo#3C;Vdu;^|Q9Uf?2kue*H=&U{uj?2sziYWcV}J#9ML@=ts+QdKuZDm-Q?+@f~NWzOsLMlI~=f?tB}gWOoV^VaYGh z7xHADd#p3L^&&XkZzl~b8vS7xh%jJdM?vWGD?EEX9>08d(7VFRmJINYgUkgZd zXE^?xV|_E`t$0E$F;eooC&{6{l?OG5RFC@H=Q&eVj_a&!!Q!TIa}FE%!pZ;SY-A4n zlV#O&8n}CUAwd_)npO%q$TgE}d0y>n&lRzXoWZ9W-b0NNM>0|teV63cy#>2;m$S=OlMBj=v=T9nH}U!Orx(vLuOWic!_|Py0iX_k<=c=hwh$_m(`}r``-vsh@AiMWEN>A$Q7hx$eGp4ikcx>&`P+sp~7u&c$**f&QPKO0;CCN}?-QYD~C| z+qp`9X~c4vhSUxD%#3&x!vgbFjzB-P7_P1w7pZGFo7Sdtd_LdPNLBtkXJ(sCs>pE~ zP&aE}{8oP}+Np(jH<8jV&oQ|vM9?n7C~DH^=1x0h1U4(bDH)YzKo5`uxFSLXdLpg3 zg%>nfRf}PH?l{&hHla)}bl zPWJ1Sa$(~4a1D-=+t4lK`_5#J>(u?KE2&(-Iy_n5=xlPnJM4lvSfKYZfu1KR8l{KH z?M@GDqkUhlPo2O>ymtb(UQmA3Cqc9l?6LI zaWU`lREYf}4b*lYVW_;OHFCnw$mfoZ6bb#$T)FvpDd}AZt@RkBT*0(2S8%HWJL~XsH@8|og->eHf)9*w0^$i%LSLE+NYbPeTVt=`$ zeydys`i~N0WpdRT=LO?zRutADKJ)?EDhRBlkeem-b4b54hU=01xJ8cRbTe>s6q zbnWSC<==!jdQ)F^a#fB3Jw=M_S6Reu{E*ANcah@R=#F4r3bA{*te(VtZ|QNUZy!Wy z_nmL!J6WT@^vuWeT673>$6RjnR_uBd!__s?p#G0L)AnkJ#3rFRQulGSBy-#zrt3!c z^w(yYsb)obl}-``|LLBGi{*5_VZ_O4`N%cDS!dBN*AS854uX*(&@*%1-oPli>K0%m zPSRm?Hi^DYL-b+Ad>z;Grz@hC@mvmaCDBcVl;!3P2!x)=P7*I@+;G-vZlOYmWHC8y z9=keF17C4qfi~X7$*H_8;E)XpdyZVcK>yJMdOkTZ;FM+_O#52Gx{7O&_C}zm(m@s^ zU7xpvJ|S9~LoI#N;y_-DJ@<38R(o0L=JGwNfM>sZN!oV_@t!z0MN?JITyNR32ckc z(CByh9-nxCuK#BB=llrteR<5aDo)7NoR{$Smk4{7j=4?@RpAT?w$K87P+-qXyIlJ9 z8IpN}g9Lgb`nu|6r(|GGAy02+Q(!uCW{C96wYe%6fqsDQeYN|$hjZB#++3sgQg@HR zJ%v~}Oye%^={f>ET2|1VodFBo7U+x@W1>T#pQC2JBVa6l^d-j$A1yU(ta8oC-T6H6 zUW+UEje#0!vS$}e;RHT+=ir^FqD9TMp6Of9OM9JR(lGKz3f-CDZED-BA@TutCN@$8 zy0c>BIFqO4bHI&u%IbNI2}DrOvKOBhd(?{CH8^Fsaar%kLFT4#vbz=6DL-*>4qF2g z<$}!99eh}T)xdZ;E&~FeJgmTiAcc!qq!H^w)nmAWwwXXL3>7(*pS@T$&cV5x-K0i) zBhdGiv|H@y(yKRx9K>u1#wP5)ys!=zGEX2+(lZz$ayB8p?hLd>m zMORRaRSzrdG+!lMQ==j;^<)R}^3y%RKy4suPx5;>?v z&DEai+pNd^fJ{8B20GKGs3*<61W#^Pmu}?xB3>Zma#W$Ra)@saM>t7JRPSe!*vP@=tOD=S z_cjjd4Gnlhp2#uTZ1q0stIGoKcu&9ezhgg%*3b6{Z$~ZybeOAPc1p=~2`QhQ)8+5w zIfd+u%Q*@3zN)XCuIjl?BVO5%wcwm4Ki@aqox+8BSGpT%<+>b&Z4Zg~Ev~|OEW{X^ zvp{zO0^aNHUfacYy56$6Oko_wpRUE3S_sXS!exOdV9~dNzFVMw6&(Wo3T6a4y%TIL z{M$0)bUm3V9Hy#U#D{S8%BfKYuk9SCfq0wS97lyPK=%h8$>U)Z=-cH?OyzegR*I!e zSFilnTd~UA>i!82sb8-wQGp((;iZSn;7cKL62~@G8R{sw&pj~{$ znK^7RugM4QzKnFa4mTC)cPB~0{pf!C4|2F8Ik&i9pf8b=JHxC^KFSPPr0H@^w|aG# zE@}J${Q|4t1sCY884&PM{-AS?MmDrCc9k!s{r;yY2alBFf^DNK1Xsduq#7 z3p`PjxgPhM-1*p`CZ|h8-ACI3_jbQPPiLXpmG!Uu^uTG7WJ|qm?wJv4KH_Gz*P<8b zPG7iBVkdJQ_!qhdg-CA0Bp#3@4HnMTxKdZSE3k5WP0%#$@w~<(1&A=8%5CmvWvJ)h z7;>uYLcUaA%_{|BZUQ~49d6TiJgzbG5DuWJ+V$?J?9OhQniA=|zrTs@dt1P2ou1?J zVnbcsoATElaQFP?U!W&Sf4vo`!B0YFO4;p)?WgwOyl!bBqFy)xeS!&e6X>C+&n@n? zZI(k@CuAkJ~bPlZvS?~q(t<(`+bVx@RWdeEun4ET8baJxJ0sRX9@J7IXKN_Xdl=(xSbF4NWNK6lI6~2 zhMjqfBO-cVgRFz?A~_gg1~ zJY{|q-xZlak5e0NBHv^brxjr5NNfspCvoE0d@2#Oe<6-I`33qe>wSCC10DbVmw*5* zYJr|0X*(+Lee-$H7ahK`elsP+c6BFa`dIIX*WjRIR#&J8Us3=en8dMsJz@skF&+8Z9@0?&K#}9f+#2g_TT}${0v5I!ju z$RI3rxmD8R#BAN{eE!f?PUFUGD^pG=w?_l+!ee0+=sR`2YqJ?gD^`lPtYms%qN-#B zx-&;Um^*20CwD^#^!~0Zu#Fe!SRz-DCD31_X-I+YOpRuW=r!~y;^2NMa$GW8EBt^g zcqGRq@C)?SEb+E+S}9Cf#iYP~xPl1uc=eVC0|zqZ=x*y$h-6x$} za}RHal!cYlDzf(2jMDp)0=>OD56MmxWHQHD3b;+^$7QNSh)RV2&g3Kh7!QavrDAq!_0Ws>`t-#X5lY{RmRdlokp21|{tjHrZyJRw2U^S_ zJSj%fDO+AFh-0vT-8eT>xaPRJHX z{W2y8)Y5kaOeLBhfu5rJn-jQ(KY2n{FQ+n4e;(oim0Lo@<}iUCr2_q{A`|G&hOwHo zq@B!oEw5`k>)kg?>h5%-2wxhagVmOU_d6HnduBF8clU+6v2;`za=81qxc|+3nTr2% zENj)NGs_m4wdJ|I(n|Qt5*AC&W|k$nKDWp$OIg8Y->{L+MmfNrFf3r&i(8vmhN*Endo5|ZH&=+2Xx66o{me5v*>)mV3C z$YUUhoX5Dp6)xiGKMOOOZhD#q=<& zpeN9TYxQ~mXdu4c&DfaPftz|sAwHu^h#A;Zbmfl~AaOu>ZgGPpY~o&hWB3I6R@LKc zJT8+Fx;)MpNy0@c|1wtw?3G+zYbE^UDW2o`KzXLrUHw2^{fBBtTYPD|zT+afk&SH@lYd!yE==C#!B5J?j)XJ_Va7>h!4D=QJEI$E6(Lm)n38VtX0tHxG?ZJ&*kWd zCdzY|8t@fP4*9C05$I`Lu6uh^JtSo>J|z|edKuOD5WeL!$-u%-W%vd94%y5B*1Pgm zo>f0s=mm*OXSLe>xg0BBGh70_EiVO5X>XQ@J)F#ACwEKSHOXNF=^+0;!&4ru1O3Z6 zI&yrDC$@8zTc-swt1po!UeEh^b$LSHO3LPEjLJ)(J7Z8PHEG9{s^3qfR{mp~$_`hC zr|WOuNg?e%R(q|iTsQ^#118W-pa-)%5Bes4kZ3L%(&(qbYP}ls4&I|pz%?t&6@gg4 zyCh;y%Qmbg>2;4YT!tXOPHvK<{3vxICso4HVF=8$TcB^$b)6-%v|q^5T)%ln*RfG$ zi`?W_>7L_jt%SQYqrF_N@8o{ZQkg4L-c(Phv|N32m8Np@CTM8PT0#FugK#$u2(8u1 zieI3o$t`gZC+%sy{_nPLtJZT40x;aI43cXeihy zmvgp;@A4(MN_-P@+!hmBp!W{!l=?VUHVO@Y|kS>?%d51MxSf6x?F9icw)c%1^Tb_)%7+to0+FYI!Ntja=@q9?Cd8}*@`-kjTMG?ilmK^Zs<*jtsD|w!kW^Dpz zMy))rARlWm&vB9@(%x7(zd+w2VbsX_Sf0i4V6JAY#+i&jn9rH&d7ULK+qg$O!z0ie zb9>;7_748wV%KJOVE`}Yuw6Y)Bg+k5?wNn-p*|HyeLhpGsal9Ovp*x5FWDZB#xQcJT| zS_Jw@a*(zMI^nz`OP*9AusO{cgogzj`xFl5L;d^{x6?U^7%Bucn$|Ko!{oB%zu`BO zgXKJsDMh|%Gjl%hX3zAkWnf6xb2kt9l3zR{(_)kyRpchkEAf2ch35cW^RmD|u!C7V zEy0xP4p`3?vp|p2&~$=^!ymXJm!K#~8U{a*9jO;{EiGAt`Y732Ck^AhCEV*TWl|0T zJ&^`-s&=R>lnYQR#M(omtnYn#&TsOOT#w1TDmS`ZzQ4H*Ke<~Wmq~8z6QXrAV>s{V zzez#UKJDcQy~)e^%^$k*TMHd@r|<&(M=rN;hxy_l3G&t6i2gf|YAjE6r)CNx(5pyN zXSgS5f8c@~El*8(3z-)1HnqjLkbcg`dzlBlg`DM=xMh!+HwE<+D!J>JTO}y|SIEyu zQ2*$vcNc9rkt5}P7e&U6x}2_Y=qdS&dmDkoFVHvZ^NjpVl6PP*3%pvJDl6a0wc9Pc z*ds+R(93J=|0}TFdo%sry-wFM#N88{6Fry_2wS&S*VtG+_gHxbcNbF1_H(~~hwl8M zK)Z`~_s!gp&)spk3G_zlaiJy+%1W;s!%b?XnP=1g(ciOT*q_h%z<%Q&_ee9h_X53) zEa-3E(VyyJo9s`MvYBQAz2xYmO3xDL6X~AoYmenUFAn5ZPAf8jKEmzR8zsd1xD7c~ zL;8J8;6@EYV|8`&c|uJ*As_-O>$iQ?_#als%kTEeWKNNx+Q=L^3AKwna&VkF$OFD; zwKwMxjKMF^pDn;9eWU29%GqA9lF}y7ljQUc^rA~|k|FKqwWi`1=qYrTEtxF&)F8*# zq)ObqsXl#Uq34uKD~_z~@1~iWCCSpDgs-NXEV;86YENgV6217@jo$v89KBF9(G&hf z_s~(6^fbM8BOioFew9c?-DOi*!YV#1ox;h1Kwpj<{wx+d^!Kj3hELO)(B@}WDnuTi@{INKPzOUmP@0!(4&PoO7pCZhxQ zJBD_9xu++8Le>O&32>OY#QH!dnUKc{dIz5Og1>AnvJ+IPT+bAJ`;YXNOPAoz#l0*S z@LCD*N;1mh)$RY1Q@FpIF|doeinG=6DmB>rJ8Az@2U;hgf491B(Yto>x|U~r39hcp z7SGWHx(W1fP+dl5PC%Zg%fUKRtvksR=*7FmJx-4Jhx{ZLwq9T=EpCs2F@b|5u>N64 zSbAY36R%$We|jG2l6((nkSpov6oE(i&YPVg2T25`blHcmns_Cam zyy33CUtFmC(|aS(e>8!f4;xTV5@2pXo~QGNo?3mct?#Wse~Tk?c#V_NafT~LzLr~@ zyFj0$PbsLgoJ(O zo@6{*9>`cXFL};mT_bJ|OeJhr|2TtBEAgQX<$yW=G{ zf&Mh#YdkEQOOHHQ_F;=G-vVzMF>8!<#>aCCnW{8rfu5j$4+_-w57KSnif3a2y@aWu zhS!tJxlDuUNg-B3{50o5FBsJ}b*`duk`m+yUCD69F_QPyrQhIn4fB_~Gu`p(Hr;tj zUG7_na_6_NYN))Elhyq5dyc$}JE!=shUQ!3eujfY4f^l;Oy4ni$PW|fCeZhuI_k62 zy+AO(a+3zbc%K{8-E^)6 z2$hko9O)+0=}{~(1N;JgyhceA=($sqi<#<0!btIc}1>r%N)jaN0#0xucdOnKCP>Jq;G?~fR=^!Hx82x z?WJ;g5tiPZON+hiS1q`o*XT>fTypF5RBaxX&q)#!=moRtmAH|)0iR%te1c14#r>0= zxBB*ZKA2;cmBLY8Ha{zB)GUd|i}dX7&2=g|nJ#+euE74;yE$C~`D)*EZb5s+m2Q3z zM@T;7?q|7~(USf7{k+@+`imN``sBLfpsdEO>Fy-qslG9GnLAaoQ1#F#&q=`QvQbs@ zEzq5_@Ym>0oypMO_0;p$VwGeY3%)<5tZZvmkj{ltVl|_ruawhxu*i#mFfKZ7s=AuQ zroc^YXF#C`m_4Z{8QzyS`GU`QPea#nJ_8@8rg@pV+z0yYNBY*Da@O*{0+r&f+WaCn z@#?UhTy)OWe(B3VePAB1H-T;feeXHeJ<*&M5u(3jkl%f*s{v(q*3(DBd@T*QMdo{< z2FNcZp~kAeP1oS~irlrURKKUnoxD@BeU7_Ib7LX0ah7hX=~>KhBbUD>*EKRYL{G{| z^>&hHY2&D)r!|!|lING@uv$<~F5lB!A6Wlt$~&xP3D0F)cXN{4JmyX0{z$Wc1J#Nr zCCxr_W!fUO3BT)TRO5l;T2$7z|El-S;Gkluqh zjl=Y8*99c_Z1wmWLF05`&!CTVCI43X<#?8~IiI>)WtVe%h`0usI6P^v@yl=Kw-0F*z^hyp#mJlXfXybV(|*1eEt7{vOrt6AYB zN6N?lBgbPb`I(+*%izG?fiE>ew9w~$p?)8iZ%dQ2Kp*T*{x!+dKz`~x=%HxG})t_p3ftJq_h`kf1=yyUDj(-JTWzcJ3_4Z`a>BHk$o#_ujC z2j_Xk_j$XN)~H{+u~*)3qU7wRz}?@f`yVRXk^kK?xe4^=-0;#Ja{cbM`aWlQ?tejJ z>|d@uT%4!=I6-3j7oWJ#k3g@_wSnjTd!AF)2dJjMEktVU^1SSY{QO-$XVoa_D=Azk ze|0z?=+6uEixv}byf@#qLvGdy5q`CCYEC!tryj(y`3&JwIFdCuPYu+|I!5N1W!(h2 z3G}@qLGIniz**1bau3_>vH3FizTT9850|`1;Sk>CYYC}la#0gpX;VYa)F**(V7to{ z4VwGLoXqLOEAHCe6s|5nSj+Is&qh2U_u)4#liQpqxB4F0u*G~t_gn_y1U=bm0r`HQ z+@IBKVUS##_-uAJkzSHZ+xbzJv9X?bs@lk-jN?JM8Ra>LvHIN{4U5h7iO$CLE9KmL zq}I_Y#L8MV?;LY$Cb)6IuPv5&{K|6JcJDzMs{1v8o*SpgBJBu_YH!FD%wAiC6X;In z@gLot7?0$z{&S2(T&7ntJw#lC-41knR|?FRqgp@T_tZpQ&Uo&YqnvZUZO>b3>(8if z=O?a)lN)-LJDJcas-AvT`m3hi&`6Z?L6C-$=Q9~036tNc2@~k~$BEbUv$tVZCC(v^%koTVSdoj}C?>lCaY=69%kZg3@uj}w-*uJIBGBV?Cyi8RPH7Z1C+j&}ohY*d?$m=jJ;Fsy4Y`LO ztBZ6Ennx?Aj@F|{zp0D{o~(JmWxSr}`i=>76X<(KA~(rgW(3Z9_6V#n2Fsdr-4&zE z@}3;0D^dPyA!`)NS+huS+vqfy<86R zIJMCyCG0PgO>3jpo8q>3Cm(VrNuGE0ncs0vzFXDvvIm>>nb9=vJAoXXEIGgH?w*oW zxt>$>w3-A$P{wO~YOC?+X<3Zf^eaG~YZK`Cr-3Z)g23Y0=bW5_Oq&^~&$a3|?TY*w zj!|#OO2j-{V@ckga~pSK_^!Q-cD}oh-|9x**(s5|oJVpA>R51rzJ*V7S&}THG3^`m z?0bUt`K0I_@2g)p32<*wFNn{1J?zl<**3p zBzS#J^?YI>QcPBohmiGr{^0hg5$I7$2Mt9V0|I@bjB+H;kknC={mhl;X+fQ#2_t#D zNWUvZ!}l^TBH%N5&d{4cH-Wyl0=;iwFj*%V9LnrgkkQ}0LHAt_4x2!)EtmHi>g_Q& z#M6blG!-|(IV!~@H)ZahOk(&W%*vO4TOi5TrCUv4ddk?Jg5P@PCoY;Io9?6 zBb#oXjlL3vbeVurh;XGq9ULWL9P@v>xh>$z`p^PmT}v^2Ge$N4QF z(C4YO|TosaKzBGTV3!Sk=&(x3Q|U*tefW;jo9BWKBhKSFZxI$o6( z-o_km$oHX(2I>pj-M9_=M9q^=<8;}O|MUcYR$u=~LhCn1t9Rd{K7Xug>UjPCDb?Oa zJ*hzjI{9n@J^wUO|5_YayS^@mJw~VN32hCC&|!tx@SGR>$+yk?{M8bs`H7#Ns+O_U zJ2_r^FTX#9!};BtASjqV$xEO+`x0K@z>t1aqPrh$wro__pmEIEOXlo#Tr0gaTD4y_ z#8{ak1@M}B&A<>ILOngnEP=jX4t?)(^}Thf!*|{Am!UuZN%fTlSb#>fjlwG)g@9j6$5ODN~r zq1aAf9Ht{WNE;II0Ot`*#GY}c==)oJdM#K!dq_p0&zeqlD}#wyQTz@Kf*oqeZ;X*j z)O~X9^(r$mFG_ihhN|bEwMlf9j!M-GJJreZpxaL}2=)ir0ya3yVw{!P)9p}R`az;GhR!R3;EveeE64m_xxYR-vSB2wKBIt(B;uw~3 z0cd^VOF7UVkl?+vQd>N-Q}|KP<<7ckb?s2^a6>Y#ZnF>;2LaKMj@3A2IZ#)qsx)xs z`p~5}1TrE)cVy=#tK@776Eu|vg5+t%iYE1i4(GH>M_*8&oP|1RMK{!GL^g-zw z69l98!tiR54VIqqh2|^H7RTLfj5q7-&r|Bh6y3KniiX+gDkQG}hmmNMJ_-*#Lv9+yU7U$o+%rnhjwU%}sYH!-_=%3rO_Ky1? zqZ%_i2d$8=G&V>eUJ(p?mig-!q#`C6T{LS-`DJmeQN(=D19@IhHr0%tvrJESwjYH0JK;!*oH z+$EV^~r4Gi6csei$ayDRL8{Oiu@B}Vur$it$IXj=7 zV$Po<`4a#*_5hhhode^Z4AH!8O+PI?J^gt*N)y^*Ps5S{6&eg+v!ZbxI=7=Uq9>I5$?W)AQFf#UTOaM%Eb_~gbovW#_&NE`C6s`f0zcg6 zuY#K}fDf{9LZg_+8dHwB8J9Y+v3Z;Go4Zan4Z*E^>x(CCH;9PyArLB*swr3P*4Dkd zU`EHLz4MsqEP%yKIu5+~gM9Ov-j=(;5&`iaw$hUKf+{w|pPYY=0QLQ;Bo|wP(LRp| zJ^kY2&F^k&hQ?ZQ3NA52YkE6uMdtWJQk6D{L`r&q8jV{{l_}>!t|6?gX-T1#JH2Ds zV63kR(d7#Xz)M%Dzz_AupIMDO?QF{@RXv78W6V;iVZ-+VCsFydD zcBsEj_Hc8t*dUmr=qpj%>5=34@L0Q`rEy7L!L(qWKlaPDvp9T?TE0vS%$2mu>N4ZI ze!w4^N^DkE7)3Ee&P`&ZHLVq!+1x0dDrhH3A^C`FL;YSO zU6_R(n%T$a8FZh>?~~*pH$x|=V0)EH0L)a&HG_fJzOkT-od&@BtS^Chs1oUF^9}-uhsbb`KY0KQ(LoqOnEOasCOq3O;TSlEvDn z(!i3Sg4TOzua{C48Tc*Pp9J@;(9cK&C{u)9lfBk6p9)}0p z%ogSa2jL)o{p>_-9`PdK*Y8-1@hvy4UrqDrQ%Mz4qjSF&W==?Uyhm>ZZ=!&h;w7FD?{!^2N=p zk#oS}p^I}#ychX$x+A2IS{AN~hjBCxv1Lb~{cy8rZIWK;jr4NkZOSNAuN1tD!ILax z(5JRxd+dL1#Q}TFZv?Xr=aB;Uq?#ps0p;eFi+kWp|74y^w2=%nE32nsQmag&{dpkj z*Br^3W}`j9VB4ty0j~>pCIp~DY9bqv?-6d>%C(Y9 zDkf_r zLTrsm>QoP8RyQ%(y?+@(Em+Bjy>71^83(F28RA z-B$mhYCnK?h{n<>2V8ctj~rkJppcJxVjgK5SDWB$F<>dP?Q8QaW19K^_k?=j)WUUw zfpeH6xhebDvtE5dl{DJ+@)E7c`O1>3hyeD@pnAKrHcppFeL^SH=dNY-)2}~`LOf3x za*8mhnS@9+J0U zKOJJJJz`gN5;njp&k|a5mF~yK;JnR*zNna&JXkBNvJ3zU2HX$0Uw5G<53>uQ2kr5$ z9PKE~_)zdAiO4hWcrLSW^4$x1BMcFw5O=r(%Y=h32@RGI zoZ0Y5C}K(hz9HyyVv^{gpUUAMX(K4#nDw0s1Ngn>;s&mcpzF?%xU%tVFEl3}VIZGS zQLJIFNvPAVj0HaT$Fb&5uEZxHo3Q2GMG{j_1+yvqXc5uus)+zsT38OaNoTm3WrOc; z?&>aACo8?S2Ps|Qo~km8BKct8Tb;I;Rod56L=PaRFMDF#*bBoL!l#QY zmg9fnPi}&4n~J0l6GIx7$-`3h^iV~qJ@m6RQSa0{mw4uj9SjwQ*yvrv`-j%w9znst zGpgB^UytV&b9w|)rVgcCG0L&R-t#Z0Ry12dHH%{nbx;cdgE+avk+tEM3 z>ZH2L#7tQy?h&wXSwN)Dc!f2Yl(LGyjDIIyb1DbT_>p5*v!EN|EjlZ8fnf_;Vx!nB zo5jAPDk_fl(cYq)@|1-4V3ii^ZNqUIgkEvY>ehOxWJ?qkzfmQRwwVv(^Y{8^#K?zn zLr_sgU-#-SqtA9^ToO%!RI|U9+8>7tz_Kb<-z55PPxU(!Lb~=+|12#NX8fKM zNF7ukX(4Sc#G{m*KM><3RH*mEcdnCy6_;RP(HW5lvJX*{szJPk3%xOF2DLSZHS+$( z4IaTaD4I&oQ!GoqI4SNSv^70fS+AEK5LeMxCe7?#ah)HA^9Yq$Bj4z3E#TJ&%)Jaa z;N)>l+HSeD!kxY2iJfX@nQE7sa9@p-?+k!g?7!4^mPcYv{iqPki{!$}pawC(1h*6U zy_Tnc9iTJSb|B2UP8>Dkmk##oD1t|8g*7sD?n=I^T#k@V8-@3RNN2aOqaBbC#)@dQ zWE*%^IE8ssWRf8kG4cH3UK#mJGb{N9K#eoDE0yYg#!F#-nS@cm!5?v4VsH1?jjrxe zlZFad8)uZakkvSB*ct3dZmpqb>)cmYxeYtA`Rqw%p-Yj|9=8-WgTgX3@=X8rQWF8L zh{MnJwD9vos}dgjpY7@&(f!}B`fn1_S%J7+b4!F)nS1F?!?i@|ki#`K5&rd#w}H-p za3TsW{nxRM!MwhI8T7hecJc_elM@(QK z2LW!)8YIr0!fgEQXg5?D2xK6|;b}H79rXyep8S62#ye6>fe)Xi%KT2Um{w929x(Go z^$(7`G>>gJ2G5u>c24pP+D-<99P@6q*yC)D0H67}%6ak8MJXb|)nch8g5Jeei5NHlN8~>6%EN%J z7NaBrz>$J`_~>n|uD9*C@VRfTKm>*3JG6M=ag4(s6%Yv zilT8nV_M0D4(hqc^usCdCnrn+$_Ei*Nh;awH@YSk-_t%T#=F)>cdp0!6st~`X6-&( zb>ipo{YD=Xv3b^{Ua~50=7V=>ngs!Yi~I+x)AC+QKkKUDU2eus>e5T<^I(gvT8wv@ ztBeoZ>>55O8BwtF=iRj`(B6TyBbQY z12W32G|3?4BFmXqwT>@cTWGe8Ou5jEw+vO_^X6}gxeR4QBZ_{9c0zco!Y5U|m1B3n z45$-%_x({!vzKPBr0$e=?A}VJv2B!41jNK@u^B^XBrSA|J_7N!Gjm)cQxbFEy;qi} zSyO-lTGb|RtNJi}e1L@a$zSI`zOlgN!-bxY3&vr07L>Vohe(FMshG+|dMPp$jWXJ> zPx&U}PO_v@DVQt(^r{D%EtsPF0pmX!M%5p%)|pvk-U9fImI&a{4Di&{Ot z?<&1mY^3=P)6p-Ti$K}oV3hRyTf5+rxwQ1+Z6G~Ep3-gSNlt$c>8V%)GDJW%D<|@7 zu#&vtAsIJ#+IOc_rn<3bzT%@JG_|L#HJs_kT4Ern6;$fTKPcpl zw1@~Ce-Kpp^A_b0v5+>2zxj(^TB&^PQ#5DYodPH_a#8p}t~ZISEHA|Hm=2GF>Ua;T0ExZ$%Nm(FNwpK*3~7<3=#9o8EtP3Hl@dt2eiRgU z&QOy==iAbQNllS$WvrH87MH2b-!h%z#W!aI%ZgYdsDn3}n#r=*&ku%0vGHcE&xJ+eYVoq|YOmC|&Pr z5wgyClgm!7Pj{uFOdVcVrN15sL@&oTd9Z!1cVqWCOe1R!on{MMw+sDsA1Z^#$ z@LzLQWl9qkzX`>L)pcATRk@l?hg+)CE74CAOPVL*LfES1w%Mo z^9`}M|JXM*sksrlY178Z_@tPpmCll|b~ zC=rX~+z01j95=3JeQkN?9n}b6yT2qF@*K5gMiXCW4o~@XsK9&)>9BTeOBrHftH!T} zt!g#Qsdel&Q2h>R{$*KGDI;L1GV-}Qk@bq8x>i|Rd<{Jk(3#`j7LZ{Rz$}9???#zJ zwTiz)QNTZB#W-GjxjFl}+@TYC7@j}Id>4Qs9b^YYU-)AezPXlZK>tUIM9P%?^xRI0 z@ew-t>|klAya_A`-4dO7-m2VSp7pE5@{i+8Ce@LC7%TAW{jL>62^O~fkc(#jLQ^!E z7%_ko8Szo}EE{4`vI64mx!&oPz!=weJfL!X`r{nof?!^pnzZUasjX*H6*WmO4V#?W z)I!k3^eV6SPMGg{`toeUzDU4%v}Yv0w$324=+1N~b;#gOT_Hc5yYh88ekB*&CpT~} z>QPEEsIFH6DR{i6{Qb=Y4kEe!LQH=XkN$C&XVB4vP(lzKFWD|8cGNB&rWT6ucb(^} zg<$tRO@TRzDt)doc!Juc-i$Y^Lr$uZt@lb{a8KV9vla6_$pyE~H}2VgT^IwFB)50R zsZtLxoMgSBFRd^ov~Ms?Yg{ryb2I3^mO7&PdQRr!tVEjNgO-s0^oc2)yfgtCR z+Y6IVNDAUl?rY|m>``^OjAr^ck$Bzw7lKWf9FjQ4^R)=KQW%G3k`2N_A+dgP>qp}| z9-do4u^;5|&c*Rl#{>@A(}cO@vL(??s74^aC-EK{$?}4t&n=1hVA=wFV}h-rUc|i5 zU(Wdb95r|FY(WggW|pfpW}XFUU>WM2@t`Tt6F%d)`2m}qFZ(Z%H6ZTv{>tDxv$H_- zGAwrl|8kar0H2WG7-K}yzx7m|5lgZuqWuP{=En|_#P_I~(FyWOr-bSj5f^U;QnT2; zNNQg%{77kUiQIi_8zo;>vRHJX&ACIqBkJygu3Hv~Z@BAI$={)3<&4fB0{^&kSw?5! zNzBA_D|M3GP@75U*?z!03_`eFE~H_p=?^cs1tJ?8uwR$Cpl(SkPT1_cyAPM~6a3c8 ze?#(SqFXOCALbEJ*WM0n)2#C4j-;TE8QpH*UC+eq@P;eG@h}}0vc*Uo^iMKl&(n^_fjY-I9>6h%1%4nU2-Hb*$k0LtaMMUg zMEnyUY5g6uuHYay1FnS&t$IA&O&Y>-9+kGxYOHxcv#rH6KJSP7|T2K8?FI8h@a3ws{&kY{)|7aKB@q`AG#xhQQJgrEX zG*nuBt=h5~WJ{_7N>ZvIPe&DLp13?hoAU!o#Rf9ZhUWBDH^)bUH|E#Fr~VGt@w=FX zBf-Vj$^GZ?{WJ=tWK=BO@?K_l+v4Jsd^RD?bY6rz;09R-7JB)*IXwdyAk(rmYlg5e zL+*;fTjz}Q+;Kn7_L5xd!vZDKd(pl2)`*%xRYwX1%Dx7F?CYq&=Uetp`{wiOWs02t zhNEMlOy_cFOnW%1Pc_`@1wNB}f?rGROI0VQnMT1pR2pu0#$O)I=)q8E$P{^x&6_0+ z5_Y=g`9DC|GDQ5f^TRio=G@j6=H_EN|$7jW(S_!Y(l z*qdCkORlY1kn-<1D_czlYmoyXuU$mW1cT}FUe#jP&Tq>7=)ZN>J4KgZ- z_iw3Yq}(0_`Cz>r(VH{_``fv_K*?U#$@x#%o*j4=Vnlyre=^@MW)P!)$>1o_D?KNV zGF~65c+NF6Oy(ArQ}(aWfy=V}%XT_6?$_R$NoGq{Zo{M24w2wk&WS4+69R%BzbW#D zW{Td)n~hb1MwN)9Iy(5Bjf~@Z3!b;M{I#6xol^g|XEJ;ezhU^$a*_i3BP>>BqRX#V z`xvfGto=RbW69pJ>drbPYcyUmEGerf7+dg0f@oHrsgS&Kwln71nsAg<21hMd@=OG%u?u{J29E zV8CL2QryYKxa2b=9&*IE?{H6_`$+Y_dBo$D38vtSZyT)FD9uw%C+5@wkGz<2NIG3Y z0N_b6gbaH(&gJ;wM=>(RKsfk^SBoMuT%8|&f8W7XpL%+5s)=5U&sN2sy_vBbDWSnVt=7rgH z{V^D8rFGc`pUM zSg_GDvMdN$9i4SFHfVqUs3czK8_c8U7qVK%`|MZUJOvPwY%3cB6q*eLj5 zVVL$RwQFqJJi>s6gt(y`$njfEh;)S9BT`AT)IreK-Stf;Qmt`&4zAS@M!Q&LrlMFSCxC8&D5-I=i-nF zA6Fw^FGn{!Au-QJxr9o3|36!^?2MteIp65$**3Xd&LqzY4`ef)%V-MPuQnwV*uCzy zCv+R8nT*GYo^lTAyZA{`ug_VGDN33IH`Od3PCq;~-ThC)4ynZ(o&s5F_BiSrWkRJ# zZ*rSL;wPO^>j9yzaeF(u6Wm{O7C*D6cGib9Gc_udpX}oGZgyfhDA06k@TO|hN zwvPc=EJx=Y^`SNrs_5qTz5tG&nSSv@Yx5k6buyt}0ru^7FJ5f^C3cAzNSu4h5|1Je zd~EAQY#~S%xL?yP0Mns__&u}2Z?1A32fL~VtPQ3AMf z{8Cjn&K(*U(L9p+lYuOGe0xGlG6 z35=x6A?Wbx`QBL+9*D`Hrn;s6@Msfb51#W5OOEsgH!h(paHw_^}p@mmRL5j6q@(EbdvQ7IVGM|M__%qF(rF9r!J6knbOUpY%vgtv8VG( zy`<>|&4_wk)|3!PB;Wj#{P~z`qP#Xkk#{Y(j8I7ofAz9qsn<6dq0%-{Ijoq9k9Tvu zAEZLo_h-H3!k~E`Q1*?e7ir^neWp&i??3-D1jhtS#|F7wQkpHlhotNf(EwigyOOlk9L)ZbV<5nl(K#+twwYV^hJWmuzR|M_8$a=X~T76+oXBY9-$kBbkyOK+< z-{$@s;y@|^O5+C!zx@nbY-j~7lrP3q-R3WJ*T2Njum5Dow%0SCV6s89{I$maQTG$9 zBoPL0$XxTc2alXr-w1?TIW4a*cI@d3UmeyngRWTm_IDcd+4rgD`nWwYtE`I2%$iWR zhskUZ(*VQY3CDi>c{0k@qX$ym#O&!Ter~j5%9M#kwsmPvLVt!5n}aIO2#8+zMTXh@ ziHLfme<;4sPh+kn7D3y3nGk=EF8D^-H*rjS^p5_LQc^SV{}$0<{zrjG)u*u#iXB0*Eln`Kb&Ag z3!_m4E;hH<2D0-u2GbEolc#ZxN2x!4nx8UV) zPe-~H2tx1ZR|@58C#eopa`cVp*!J4kLci}>A=6Xr12f||ma=S_xJ=G43?6aAvl!i) zVQD~Ho8SPh{__PI_1e`p(KY_VHEest`K5}?XnX83W=u_Eo{irOXB6}*9||@zCz;sd zelEdzkQ|Wd*Z%qMiT$gim(I8B&t^>CMdR1%N!PH7_FS3s=73?{gm`r6#FGRmk&koR z8NcQ7ku3oGw;qu4MT^=%E} z3epaKH>BRNK-Xm9)UI?PwH~2XO1f6Ved&9sqjwpnYHNikENJx88qZF(Y`@sAgMcC&t&)a!V zfb=Dy#O>VI4)2PkHhon^nR*#|tkBx850~G*i+YN_A5AMynkd07yx{O75d=7uQW-5a zvnHnh*um15M!XejUIg?H$L~H)!+F#wMIvb(hxcE>s8uNErkR4vAQ|Y@qi^=fs;btE zs?c05+7Zs_Cc$A`$B4y1tl3ncMRGBL*$HCTHl@B%HI=*2`F)}fKV#2Tt007yhD|ca z)TYq|_*V2X<{sq8AgMgi--6CDUzqHntS)VmXhkn%}Xt!gVT zLNGKO#YuDQs?zYvhgfz{K-&XK8*#In-!}fBRt3hVf^f}X1fGey@iqybj9YaCZ;S5@ znRg-GIqxO0J0zP@THK%&B)KGSyQV=$h^CgGHn+Iaav2o}8q^rS2SrS)=pLFfeU8wi zP*QdbTB3Z7E3T6|_f+I!c5_PbW$YoTMESw>o7n)yyXZYhUbfLzk>AKRatl3diM7S& zKEQN^CcQhGpFR=g3X0r=r5Apc_UCZAd-#Xg`?1UU8Rg2t!oSgR4#ZJe)g+NK#0}!3 zw$#;{c4iyZn#+22bUIyRvxl~^=fT^ILM=Pnn`S5A76-1oRgj+9oWN()%5eXvMg7$D zFb`o;cXukxDq+z)4eThWvp$rNZvW7i0-KA-(!7SYe zey`C&nRPBm3B$MFhxU6mnuT}ls?^frY0-g8<)gi(31l=K>Y2XEZZ zlu0J0mZ;y`197SpIqDrQS)k}VZSCr27jj5!d-65~$daGYuqm+!79AYlzT6c0wEkLa zbcU$4s=UOVtxL_<94-(3L?P)$!Q?)%j(L@{5A8E6EF}Lzz8=2iQ0+huB&l&2_LkJmZg6uX9=p>m1{}s002jq=}9U4bJm{S$$}m3vtdVl`LD`Nn+$Z zc)=g+9H}f?HDa@_E{(Oi*c~w~7&k&!f{G3-P4*?{RbKrz6q``KN(zVM`(iE}v{>}{ zOdvYg==*=nQ{Pzz`y@IOzjGrh;zt<;SURHM#vZ@s!+$uooBXcf*9ZL8`?xQXNM4Il z^hBc`wePef-@(_PAj2Mf4QktAn?99(Cz;a5nQQEhsXnBW7!W#05bJC9LbBV4%>Ybx zVN5FE3iI#7XPEl#R@_|1R3@Gf+YcPSj$%JG<}`zE$Nd|bAyLs{NasS)6qSpr18|Z_kIutl{5Q58L7ysk-mAc`+ymorOo+>B zJ+Z6Q0{Qh|8a%74l^D2D-BA{9jkT6~dGf6^skhyeFG|$*dEGGYWifVFq~qnEdlD~j z2c$^ma>@NX+Rt<(@nmGn5?GZYNo)%fd(_LZn%jrx4(PElU7CLdg4Dphkn7e+^XvcG zu7ljlt!R;&$*c3f!wBr~XySg+!!RN7z3e2>wJ2Uqn>X`aHD#Ef-eK@qlcmJ}E1zs! zAGMgPd*6lVso6yKw5Xnupqd`DN%ms z5o>{}P;!M-jjgvmWt%P8H8iE}n!SEuXRo61*gWMS0JR)dnMVDp(LB_E`R)tLKB`&I zB{6Y^Ra~C#@K-kY3n_^KUZ_XwTqA9E#J>z~4I9Y7d3bx+GrTm1ukC;OT(fBPcO?^4 zBn5mjaYww7i?lfCs4SdK!z`~9wPs{^VwI|5_`CSz%rCNrjEG+d-zg@a2FYo|LzfG zAS^I3aYL_*0@KDp8_6G2V10$+r7qurH)>aUBfHJ>m7ibr08VgMsL=7lhc*PtvKjea zFF_>EElvjP4_*|(oC^nDRk+WiF0MYCtjMAn{T~rh^!zNIyPD6JS`87KK{NkkL#DXNP~ z$Z=iD<&i&shZDdjDPN z+PinqL6gWY%sF*I+;3vQy0mPqWdbMH>DaCz)pfe-ywnGx%T` zXj+WKFf;Zo2@znj-`S5n$6ctj@iK{+K$%Fj=A|jT1D3ZfgGqmB^MFfy z;Z3nkHtFexctO#Y;2zE?*=2H}Z34iGv3*JY`{YM{!68W7XdDFpfB%qVKLZXWOYIXz z)enB}N45Z8oIJ?3%(7<_1{wag|CNopC3Hd6im7@kw|1b9NIw)BVbt+Jgv*vvsLm8* z`1d^Rp-bXF)sE|k>W;an)*O8Aha0KiLE1F!3MH~m{DBt~8%c>b_+?7n_P`%6@{e9x zXb~pM)2}`oL!M0OhA_7OX(JRl4UfTei24f6e6GT0`%3(DoxF4cx%$tg;_qVA#*R8X zA3q|rX%5eEHd@k)Q+-R9)I4GuJT*p!Xvrw`4eMm1{jCq^2q^AJ)c<^oydYu_{==pp zjtT!r2b)0L(@6vR8<8i3j?`_wP{H&vi|-4{mc`vnawuU`)4`TdVbIg~w8k707shv# zv^4`0iiL$}P2s;dZ>rE}8Eqy?bwC+uV0Jw^z(8I!|+ebYvq|+_B&I)RNc=Mg-|vWwoiE zKTgk2oQmu`ejsYB@;XxFd;3kwd7ozM0OUc@2FsXyRT&feUC0 z-E9V!!vP{Fr0hb@PgRqJQwjRaUuo9J#{)*T%_%&?cDveCi;7Q1#SNXjCY}#H5y#$8-{oni^?8WmVv#DeAfE_n--*7y8{ei%y>k;wz zzOCg-n6;R47K7HFK$%{-A?I0zwhUp#!a(P?8O;^3=%F$84?MO(`r|)3?Oz|nQESPU zLS!=X!#KRsIkTdBM4>8=2TvP?r2xJ6e4=`iBgwB-lkXQOvAi`+WAS|XA~BulsLoXo zIoXb_skA(5?4cQmClOJ@;;nU-dTjwV=Cg<>&gbgW+;6yba4srW3p2!%=q&Ex^&0V* z3OYANgd7z~?8Rh59I$u2J&9e}(m0s%4J`Ip_02@dzE4JHnE#!g1chG8_C&bdE-|5f zWbqyq4jecM`ST63T4<9D8&qD}1>W?~&W05f3}3TvBLJEo#l5^9B5hv4lOhNBeMY>} zXgGqICKg(3r#gEJHZ+~E(4Ol7}`agXX0;3-K^KGlq@Wju00()gk4NB2psWdqlI zP6^eBXVZ0E{G&8c4_YS=17FI(zZGN5O%T2p6sfRANENhuyuxj+fQy(& zThU!I$R!OVJ$cNSEBUUbveWOx-=}qwE|@CEa=fDI z{CV^$;2F&5`#|__cIPoV!Ar}hp~)q+a2D!J5~>ZCLt6O5yKV9C8S?mLI8c>=nafy9 zIS)))A3zk`rYhAQNT4%09Aq82SudJ0bI2N4L8G50y-|M8yz@VSYk#(+8Ngnf;1UAk z{L7UiigREfSN@R3@&mn9O{jG>#0q;4p0M7OIeRad|6%_u-w6R-k^0LGx|P?v=cJKn zE3+~PG_dZYo9K5S^KTb+fI3!}{MGMPV$vtJ%u6N@gIz1S!Y=>jCW6@erF|T6s?fAL zcILL;Tbf$TWzwX54;b_ymUQDwB$lfd31vQ5Ww=e6V_K}ykQ@1a|ID+l=F0u$p*z99 zsXZmhS>pl^l~N>rI0rdNO!2{Fjbs9TzP^;+6r*@h?YWyKi~lVc*W9dR0m^9xp`#FW zbClmAKZ}5>)g&kZhl4x@x@)1gwI7k7+UqHetG_LjC1%j4S(%fnCdU>h1JaC0M&V>?Uv1YyB8Rgh%6n9^QnMs9MztI83etFv?W1uWc>K=@(yW%B zS`6_9_2YyIHxh}!M?jRd)S=AUmd1wG=K224ThpKmg#5ZV+`}J683@jKtn<5{z7#v} zkr6C2CZn^>?~xz42l-HoTG%B1NN~ih#T5eTyft1^)2`(gL(c_z%%~so_eL|r%v}c# zV2ZXn*MKmQjp`E8@_~+~R`1(P6jm7#=Anck540zZ=DrF-_89d{WE>@k^LRES2oPC} zwc8LYBDpd5UwUGMCAqhCHkS|1x>Oe4D`|4ZHVHDn|>gC7l?uD+AVGa$1 zHO)nEra91{ISZABFgym4sPs!FhI97!OtAyCd3GVDRk)|lTVt}R68;hS`dV7Ezpx`B zUYJAhy0PVA$G}5rt#p7+jcOLO)bY99KTx;AaAk1{>Pvb>xh8)Qop@ucUy%k)YjxF( z%yiJ|lbl?&cLNN*HzTXx@S1(wkZ6MWcst|`h3QmnY!<4ywKCKKTU4IV>?f8U$s8C~C|0rVPHev^25FlMHM(!ZqVk&4B!#F`NU){EzrY4L>(x z$6zt*8N zb#&fFc)iM$P&C7I0>&CiHz1DEIwa%}qg@xVShhjCs^k-|s*LP368@9AMiRc2gY6J& zrA4*Ql8qvbO8W}Atey3X4xX^APR(Dr)kkNNbbe1JqYu)*vBl|_6fl)~Zsbb`Y)%%9 zqkfs`imK6_dZk)xHvNa-hiLYJB7H~an2Hxp87PPnaF~)dyqt5tt}j8~7ogxz>6A)2 zSoSeQ-1-4wykdMu+GAR5BOrE8DoI3CAxeVHHcdGnXwza0(lpg0AN|^s)@N%?D3*Fv}jr&sM*FC|7R6{YEv&R%JeP8{F5B2pb z9?)%}mH_;5z!a)or=7`kx%K@WMri)ET}|oJ)oCAB#J=UkR1QO6T zfij@H2DK1`+mEIOP#**Q)B!e{O18Hb(J7=TibZd$Es0ZIf&1F9U{GwpHCFR zEx-9-aQXe&lY6+Rb$T1RVZTafS?b=%O{SxHWs|EV6k)&1pAKrnr|ohxi@61ND}u*! z<|7_E6zEI+@4?-g3!%RIUg^iDo=;^_*4!zE0jaz08E+~;xr1XdODK{jQ{(YZJ^fxc zs*u{PN#$oeDmA*t$)OXKhrdh6yl5}PRB;5Yv;ww%Xqa`Wt#o|?vm#Ssgv1vq`HA8U zw`W(Z;ai)<2Y8a+=P-t{wRrO>JYHd@G0@H$GkW^{(8uqPb%8J`(Ydx%#?mE+d3f(?SO3A2J5%9Tu3swO4L7w9)P+e=2QqNagB8}MO;nT+M1eN#gQ5)f8g3yg%UNjLd z#=jZ{8$SSWE(KT|x`Kx5s2AJbkD_NlJEkbOp%uPel1-GuM1C~yD`M}Bhu~Wqll@uV zi-qEg01QQZ0(%nDnjg_FxANuNwCC{@^i@mZc~a3%MTyb7T7@-n6P+EQZQvWo*nVQB zIOW|2(T!)++(Uod0z^vmrCb@6?Omiwv7=vB1uG(zO(M zQcGy?Ni7owZf^4ObH{G=MYUaS@jPmgX zYxB}BhI2}nMr&9SJZz|1LnkC*wqb14&GeQUUoL`7IY{L}i-O%%L$k(z4>BnViWlPY zIz`3d*6uS4Q_E5Mb=pTc{;+yzO5^Y)u|gXf_sYC;p;G_A9+&#HW}RaUW03tPh=@ED zgacnTl4w2|t2>$(5j&LV?er#ba1H<9#NQyF5uC^~svKx(TOu+r+%etfE>I0<3?${9 z0c9BW6LGa9Jv?S&mz%_2FxuU>ti!kWB6X_Wp0&#oj%vaaP>XRfZ`oz(aQmkhoBXqq zGE&+6XDx|UkCLyFmm*(-o}=FIBz>byNlTS0RnMbjsN_Ye1=oS!X1(;jQ?_k3tqwa5 z%4U!j^7Vgi41NI;_0wk*ISLk)nxqPIBUApEP*X!8(c=<>QW@hLMy75W-6CF7N9?9u zM|N65f0A*X0n)3F-w@%6?U`h8SEShe_$_Kg>5~n$`zqlt>r4T#X?MV1+!+SXK+}W`Fs8Ncd zeOyW>dK`o%lHe8iV`)2(cGWVa3mf!^+k%2U_-XSR|IA;&K@rer6Z`=gzy~%>)V1>$ z;&@&i=BNfyD1w`n(F(owiP%yE60M1x@25}Efp&B|Dl6dZvEwLCQ8Aq5QC19=+(^(a z2S^?_>TtN#FZoCvE1sF+4+fb2Monu>{}(k0BB<_3=^ILiyfg6&5)C%yuHQSqyUUcz zkKRAw3`<;WKTM}_)P`_1#zP6RJXK7|+)aF9V+PcT#D=96ZfRsu}3rG*4ARW>m zB_JT(F*G6|EiE-5-Q6kOGe~z14BegY0loM8{NDM@AH+F(uf6u#tJm6BJz^Ng0qX^Ift|<+BBYs@VYz8+tBLT8@=0IR=KYcOEyuA@dFuH&a;nT>hB9 zypa?FsG)Up=H~YJ&44!mv*+|y)0HV*L;JY|u^x{ZO=yh4n2 zF;645%SI8#eCGAp-?@9&*YzJ80^%h`B}0&hBSeZ|iOHTf9>Vw3VnsoGAI*6vv3$M# z4Y>&C)Atf{eRCO~gY9`r)YDjTOkZevz6!ASFIs=DyFeH!L1tH*wOzM*e$}7&w6;!Z zAfxu)85wND+)q2y< zeYrY~8ba!V5k;A6&X<@wH1gFC9|Bs6qBN+dZ2$3RQ7ZpB_POeMlX}j#-HQ|lV%(*W z$^!k`&LHcRHqcu=)@8}3QXAQM(HPO6Vlv33$IO+EE{J-|n`zG155A!tVCt>e$CV{G z9>jA?30UHRX$2fvrjHZi4?-?%9*#QV88L?@+=DHP^WnEr=HmgH5ZOTzTA8QlhcAWA zpY7wZ*@OMlYresdZYd=sa8yvFj;_JqygU%2#D^~is9Ce}@CBn0%yehm_*TXs6O`>O zz?giM7D2Qzn6O+c59yRNMy2S&(sBA+q0xgBctI)~O+?m%aDNfu!FH{BAfZCQ2tk57=$Jia2bj=+&le`u z@atJj%T-EJAOD@b_#(z=Phe0t6ZzO+=Vm##@Z^l#3w>p6hEB_-7zL~e9WRMKFNb|5 zF)$zV0ks6BqP)b*6_QIMTl}2=*oaLSV`_odM}~#>Cm;~975zkc{me;zX+^3x_wG(a zUM%!LJlM>b|*65yk^xWQ_HSs)-;o_@4s8uzIuDL9>F#fJ5 zkFKjrH}Qu}P23VphBv)-CD`lc*ot7e)z?*$X{^MYO1@hD)}3J5W!ir8y5{Czz`d=j z&+1Q??dPZJ2}?G0ulrYnLesK9^n00Xc9*z(3OrE;mIJ^6LIZ4w*|j#{N{1{Nv%-&p zT3F9UgR?SZVvF_Tn{L@U56H*uBH2=l?tId9fVbh1O2o?)y2Cm(BhJ(IAE5aZbglwR zjG(Ee_sFtjjCJ`d=lE+z>%9^dheq#i6$l!Wdg#(61Jetqmc&z(D}HEAbTM`U(~3*@ zi4DOERk9%sv4=Dx!f>A0KCB)ag&dQ!gFzyro(s5xGsj1+Wzyd3qYR4BoHw-KcY!B1 zvZ=d*$u86jM;7`7^pjCQ&VaJY3i-_mq^phHeqMg$Bnliq*`#6`hV$c>rC9_9Bb04$9!3ju(3CeQVEf&z=DGSJxacDhzLcF8 zBvPxw&FvBi@`)-60UT6u?xkFLdwyFq!P1snjZ>M~Jv->8$!6m`d(f$ik3@~%A#Z$}DI*@oWZpE2YfVmD;7q6BjGP{8%rsCn zz~e(X&~7Ti=k0m5gH;vtvzg5(2d%uT4mimmuO241} zP((RsU|`GjFh1i*X_iFCdUt0=eLb>Yno;SLmm1MfgwT<*XnOcoKxYrUAd4P>+oxyW ztbf1=p17^(NgeFY%s0Z!u@`h3r+!NyY%|2X@`MH$FnnJ3I7JsbU>9shj?jd0|oPbS0_hgx|v6E`R zfyiVsmd&u(G{=*#%Q@0UP?YzrVN9*~9Tq($qnY!?aMU+P(u6K+jPwF`#wzw>kXNF1 ziO(#lH_%2DSs0aLKan}6iKnt1pj>F=Kf1TVBk43np{nk^k*U8JWX^wJiCRf23=ST@ zT~Ot$edntMr5W@#k6*|%@B3IObgF^_+-d9bVJJ>`Vxw~G*2R~ar7{7C4*|Yxx)}4b z?^I`iPecM_^w{7I`?`_sQX>`1+@4sNh^nab264P0I~RqgFm;WMLK^||8Lc0Eg|Fjkd%??U#QwF5wc<85tolo3pP|akdvgC+7+}UJ|E{Vd z^CJ;UJbWtS9)VM}k3&5Dh8a*W+FoHwz34fhNs6@iZSlvU66vbl@mUSc(o(OdE2&@} zPU%+xLbv6L8}zX||2}E-xkaSM^Ook9SkZVkiFga|H+2no6oTwL;c&!on<(`jxC?#CxEd+jDQ>ZqJ3mO3{pnxU`ZxB1D z6UiEu6!U|_VKR412flaiqc~lH+!pr8rC@iZu1Oc6WOTk)7W1x;6eQEEPd%3HcJyzx ztB1(M>1qBZPPp9{-_GIAR^R96VI}Tl#}I4u70C^=!H;USQ)#clZUqA&pPgn846GzfZ}x z!>0sXFiwHb=9m0*c6fzBQf6FBALzuM`fNm_$;v*&UXHy_~vhkZ#EU!=;d%-?NvO~{dsrH){gNCpR?H-~kw8Dkv0gNim z$%k(mK5WZfQ98Ub;1cEQCCCTd40mfO@TAu)_A+yN zzmI@}SR)Y~@ev@Ogrr`C#bH&QNl8Tbc?wOPK1w+o&taVPG02zp2=PqGlE3TE5+Bk# znkooXlS>LJ6}$y*=T624uR>{O0Mh~3 z27?e@sc0I$lb#FfG`@au>=SR7;`W%0OUdPbF4#p6#=U}^NsH~GUBOawTHv}pNDnzbXEx+t~fc^d9G=;J!AtzX|b#|zzqY6|kVJ%)h;(X#xNH{w| z9{BHgFXUT#H&0pqZFoeEW1# z+B8H75;oHnZh_5z^C}F|kzoGoep9H^*4oJ|Y$(!MWP^g9Y5L>Kw9BlLOX_(V)GI)& zjaZBAK7FP5Fd2?G^Ob8V@0>mh+cdTMNnjWTl)Pa3o^{bfoy)WjuI!Y6-1s~EJ@h?| zc*_TduH>fPX2093Ow?%&VOmPR=5=%;)OW{8j#wfgjS zuyW@UC2UYpeCWl;c3i2E1p;x@Or)6(4*wxJ(X0;Idsx%gq&^DQ*)?d@4Yk~<=I;~; ziwr`(4nR{!4;PbwYZ=HR{7bn79Xk@;$Lo{5&fW_b8fncMepQ*;dljWYM#Q#gjb@s| zY%+R(X2pMizLSykurW4o+`<5D3OhX~RMrjXoojw+fo4x0L+$doj1{p*7woQ{+``|q zYTQ#*cA}A<#B26jN6FplJ@jzftm~TVspi-pGHiXv2RSiO z1UQ_jn-BguruGcBA)Pv?pqZkZM?*N=7<+Fif~ObAJ7^T+AR!Miv8sJz+>2Ajsx|<3 z4WJDbAYHTHV4P6}pY`4^_8sWBCZt$1!qWVbI7wkesYDSZPtX`!bbRT(-Ghl=6%@`J zCtWovXtn~D*)cJzQt`gsdtsUTQQ|$R3+W1A%B>h6-j2q2085Gs)<00 zVBjTR>PXKNQJBHAVGqSwik=ht@D0SMMZO!6qJNflzeE9cg35;;V(pHmzl3|oCxIbw zOblHpSU=H_dAy+4;V{8QC|0RtF$AYSXpC>=pEtgC7&{O$QJNi7P0yIkviZj&eh16s zM+7s*vHiY#~=;{HAuP!{>#aM1f=9Az5j zD#*vSKL>SNzd5b)YyOnzI(ZIPlH;ngrCQd&CwgKU7gD3a;9lR(RuhxAIWUlQ&2iU^DRo9HVlqwpK$Dit@J_W9?om+jw!v=xs}3Nb<& zZ-$rDCxj#ypTqQZTAoSarNeEMgylZ*1*^u&iZ9F(J%xgrb5-5*WXZUfkSP2hr*ahdJ8O;+y$b*UkD{D{~O<` zV%c=HG|7m0!9J`Kh+zqKqFhYkGYt-Z9?-d3B}71Zj1%cX zYGJ@UJ{WyKqtO;BvLu=HR0r%|`v#2WRQkrl0^8#=&{zFl)?*wseEy{gYK>wYX zba@Z7Vgl*~;m$$0^396*U%mE9F(T~9kRb6(6$WgPRz6D_TQCvDY&f~=Jn(o@J_ELF zc`*p-9rLFC$Amvu0Pn!E3K8A%R%pp}YNEaP9#njhr`3Cpn>l@jN&5Q!#=_3=GavKC zwp<~!c;roxz3kWq4DEt#a9EcKpXA^U`Etv%nLMOdR6maSJW$gvsfstH_u}d@)xiuZ zAMjY#=vlyYFA(Pj(18DzK*BCl?1E(`?>5EqkGc#Y-XF=}G1MTdsPy1UUt|55Koq6$ z(nor$uOsA>;oyZuotY{3u06hE0cqSsIp5dIbDxekQvW1##AUC`vII{8IWvGA(Edmw z;i{L>Dpw5r7ZWp5>4JD1imk(Jj>eqd(hcXnj-)0+pd%K!^+TEiG`d+lmfNzf?8?E* zwc!f19lqnxVa>JxZ7K6!4cfoj65U|v(91zW8kd{wv65$!U#yHd@CJWZVJySHTDOk6 zr)5{NOq*>#!8oPolY7ya)#1d3rgThGXH)p;Y$!FEQeHFtiNH6j4fT6I3xJ6<`!WV; z79+rkJ$-Ubz@#y%(jBHrup>?fef`c{FkMe0MlM6(d=YWT9XA-#8+kxC+;)sIlp|$w zap((afm$#D%635bXc$w@%{In81>8|qs1m~<;azn$R?rj#iUe_5j@H`wEX?qFK@y`q zWgW-jc-DhrK=Lj9DPj+^x%9`to9CBFWg(}uP`r$w?bCa9)CR=Z$TF2v z=_QYn`my>A@)fo$;1Ua}8IYbty>|zsRe~H1|L?Y2xQ^BG#1CmnV$UVhmU9r4 zhj~67TFoBiT;rFXW3>cCf$sRi%K;=0T3^6sE)h}qi9x(an(vDOlkT*6e7v;?fBT}6 zc1X_{Q|3z+H;4Lg+#Y4z@36W&eJz=Jfuwe?0p3{jAKkI3a@+E9#YU9NHHl%-l?mMU z#9d}V)+AaM{NjlUoQ}$?bB}>RdTowxo4Ys2&UKiKT#=p`tLk! z0rvFO`9~}K7$IhW$B1zd#_-%nH3s?sC}1Cya`3Y^J4sJ=ej@|BK1qSb{VEM1d<|DJn-XPsCiQxSJn#snQ6jNchP`^o zRV?`#(*59x9h+W8H>=~4HYJ>zuG}h|6G3+77gq~OS4nYN{ktD`4q(L>>0A`1#Y3eU zP>(J}NYzZ|Yi@K@9Jl1w%Fl^=^H=~-AFt7zH|Qvk^7cMAxzT=){;py zW?T~i)U{zeKS-lhpXF1kb0&t@#(G%h-R(A@;Z0n??nhjn!Pd74+c6X}KNC>Sbgq6~Sn$(N5A!2#M zep;l^l*mQ0vg8ftlNT0-_|~>haAr9Fs4XPo8j?Th$S6oL4J?St-vR z^Yrk!vPRz1Ic2LX&J^3c(|q9Sj@+l^)0N7!0|GWrPWK-)mvF1^jJ7KNMFg z-Qy{w#Ga(M2emKcnV=8h-2~V)??b7y;=+Sxql57uY>=bnNUECkUFh{C_S=SQecECVEDemgYWqyNO4EzJ zF>=2r=|>kLxd%Rs^_gj#vtlokNqW)7pHH`n)lElnhP-;8qU%oGQqH+1yDJGDv}S&# z?IM|ldHfmn4%?}GAm9U)li1pPD_)1KFHrbNYV%Y#UmcgSPuHL8OJesa1{l#^ZitLzX)yS)=RL_L4r}sUV zEwshmbRT|qGxejd>ng>+(D1W#LSZ71Yzw&NX)~mLgzNJU!%sar9svqFelX2@Uqf(M z^B1u}emYy>fdbc{h#>OrcOaNXJp5gmQ~ldmoGXTNehs@D*|1cu&|I}V_0c}XfK`VD z7uFU0IXL>00Bj^g^fB{yo7->o$7WcXcb+j4@e0K-p93V$YlzqR6rjkrQwEM8+&fFB zoLk5FrUlgOa??~5N(m&sWH@o4+mI?qWmpf|Pc(J)Y+?(hP*^By_7V9@6+qbZcP$R& znX+EHzq8Gj%6K0u9XTmsAL^g>J919TL1B85lnD7b)7wk6(N5{gVRXL04YSI?s^UKc z^pa>Td|%<$t!BGAkV;2=0tcg08Zd79iv7mK$fC{#Qro`Tlx6a)zGpRhHSGIh!z6A) zOOuvbC~^MmdqAy{LZLiEZQC_p^0Z5s^|>$5FpR}UBJ4CCssywslsZJtRp|H;`q}zk z%G`%;@HKZiOsUQ8rcJRiu*ZqI!SG^3#sC51I;e|258Pwb)*GJfQ2-k!lK+?t&kdnP6mDdy-gH56}^)D<(++g7%&$DU04ysdfr$!cGGCj!(KYL+XVZ)P{msG|-6XPi}7>_67Rx8q|>203#?9&wQvp1K#`Z!?E zIIY>Gv?`q-P&;6~=wg=m8i*+aWP9iLZu_RIM4NQMDVR8-1??l3FMHP!_A=>kDmQZU z@nnGVTGxBJ8qMKqsi5qD=#6-j5uVL;t3f99d|CaPIiByEd^%sM*%>a{iF$KrHitQ7 zUSRkTq;wtAxX^Ak_Ao-TGjpP|kp6lMAheghWQbr>}G_B%&;-uFq1&$Q4Ee-l6nc4Jn ztb6jibK&xo<deCwBy*c zpmjP+_@i^4vF}s*q1R&pjgFMaLu!{mx0)Y@G#8d%?tJ=xtl&^V-k5P0%@tJ$yg-S7 zl;4%sF##gtE0SBGo}v<_Hq!%7{johwQ{X?;V_+C39ckLVubu139~2)sb1QXJ6wx@N z_RmjkcO&{l&FoFBpU+Jwg%7!}dBbs4DncIo(cb_~E2(zcF(cVN-HX#Z_AYn?#*Mjh zjnik`wLQ^wSE3CYGwF|WISkG+o#_yI;-5bfDVcy`#r4$Y8NDqN+a8_XD;*9Ofpx2% zhtW&KaLxH7Foo7x92E)F90a8$m*+H7e79X6((~5?2BctM{;$8-i^EwrC50FL3Iew5SNNJ^=X-95o4RCMa zksXanY2#2URq`6!&a_d8bJQ(VuH-17$+V*g6#dIeP4`BzQFnt>&i2H|;tvyLvw_pT#|G{P!s`+VkW`Bdh6qv zLX%tmT^X@vdWLJPU?Z*DQLnhV%hzg>X2pi0-DPxpK`U3pF0lEKs6A()bwQ~E&!ZI; z+_WYX@Y`pOiT0?mFM+ri00Xrd(88}LSf(~|PMdYS_~%`UCs1Ve47QnzaPKGs98q%a zowXw+ziimWK~fpH??%(OLni_{FNVK9A(u2iJ`i1NF)FK2x2bf!ey=;7-oUCqFSDJ? zgQzu~{IHpfKG=UvgDBrvk1|(k8PK`6SAeAPTp%RUrml=@WXb2Hx(!deW3uO24PxWh zvY$lXe=BJ|mQ_$m;lLKgAlT*77SM|Gmo-R|DRJ$Ojs7a++lv@7(hj2YP37a;miy<|@Yi}q z;0BIcp-q*CKtku^Y~>bt$h|xT?_x{1{N&nJ`7m6g0{@5YhloNJB{BPpdk%6~==ov#Y1O?@xLYd5Q6zmB(2mufv>&fu zpHi6pt1``Gx>PFtaO7otXH{wx0t+0-9Zfy=|Gtx*)_$%P635&uA9-pQIK~jN)bLI3 z9jsU+Je@<(C1%oM-_mlvQ_RZbR_PV~f0ISf8|A>BlZ)XHU|!9A+8By(8etTh*%I3r zgy3FS?+51top&8;qHX)(9?+4fuVoG^$N<}x5Oev*{|e)XNEC%1D)m^B!CQiihP$ZW0~5i0{fJB3-Vc|ZPle7Ou^t_*64D1i@)}uxPuKr zn`XN!_a32%)Y{{(hBRBmYmH>_t$vYfs6Wdy&OxV*oa^s&fQx^g!}{!#;pfu2aGS_R zsaO}>#m7Ap!pGV&z{RiBp@c4>UXwdo0`qy?&Vr%G^}L(ye<%*1U3BMC?h;cM>Ul|S z;;-h7I9-YHzid%mcRQGkOhnA&R!0n)Hg`Z>!;CQLM-a8%bT9QKJI{}yH{?_m@q%F< zU=_y(xl;|{FUUEn%QM=*b?2dLZ4YBnfWQ;9OIt*6v+2K?urO2*nW?Hh!-v;%K>Mkh z-Ntq8$lcRUMISeh-PsPD4tK<;sT5ZA>r6Bw>3vQIXhOIlR(Wmc2e*-ffue$IZ$m76 z>eQN-3MRS>oKidC$MaZUJk@`3e#&88#tc zGt?IIoc6tw0!_Pem?4ld45aL?M{d~HMy=w57J>A{KP0C3(o`i30opH*u*NFs5DZhH z+@GtDr@H%D-mbLRdiI7`zC1uN2ce$gS@8W~O8;nvpG${dkw{91PNr3y2zg~~4qJXJFZS;;^ocO!Xy5B0Jm!|=DB-CFHz%&ztt5d*)$6JYUsWq<*CnLH8(~~3 ztP5`DHvH5-x&vlZewjX?j&j-9pYGWJ^e!@JmG}Fw@{5=Kw`^;sTP{j7r)tb2ZhdPWP`BY1 zysa)Y$}uu$azl=xiPxalg2)jE!fafdQ0Ul+3`t+zuNaeL&~5DSF_}5Tzq z72y^Sm`460sg;2a)d*vFFn5T4Xm1ufsfCY}3q0Itevhsa z>DOdcugCuKw2&c2*t9(zajtg3EfsMsu`5Zj8*rVmdofi{4D*r_yEuJ(XU=OM-X;d2F`J6~ELYr}dG zCkzfHN5bm-9Z4@8D#9je2sI+g_vL^T>yxWX*Zk$${)%-BUCUR5dq>3VV<>g_a@w8l zJm03AlafSjnqBz!6X*x2FR@+8E!SYO+!v8~+tC_cVNjK_`@DoZl;9g7T?2(a;uYV2 z34vI^ke}R~(Nla$17X<$RP|q+>8&LyM2bc5boH&?kDP?cE}?x;uKKlz{vVSQ^SSu} zG@y9O&_)_!TkTz(>J^5>?IUy6@_3&K%xy4SKs)>u;@&@$3OM-Lzv!w|N?87-sC(@{ zLKaME07>-Rl3<0tOFcDgnl4(kDHihp3MDl^*rN}R9$YI<$8kh2TNwU{8vG4ni19m; zQhYD79^&d!r#&!BJy%%Zh@`elTNImZd0SPtd8L_;;H(Y1mXVwLW2FL^2HaijGN@rD zdDFU8_INnl>t=dr9&TP_N-GF(_zRshgi#Th6yK>%!N_-_HGY zFaC*@tJr}Qa=@TYk)2EdE}79vs$ca5c04t=1M$(B(%+PPR%c*(KC8FnEH5NaIyW!E z7PuUt$$(@D_H(5}e+SnD|I569rRXm^sg-CLk#f3tUrUcxIvdkX&kj#%9aU3}7@sf` z0AAwwA~@fNxHKjOIJR27 zdQ&Kn@OSim#d#IIENFLd9vc25pG_2fNB@PE$C5i!z5|=NMh??;_;jJ|T^YmO7m(TM zgrb5zLJ>PB@F3OH;ss6Im+#c)L#%jf6nM3&Qq%?gvrt zj-t}%KI#ID?z8TR*4-qKu&-?a&1{^KB~yBhPao3x6kuNd2OU8crQn*3*UmDlRE+Um zW)Gs3y`hi$wAW;iz3aOf1(>ho%MBIceQkR&zoz3%c#4DEdei9PElKz9t*-bcRmZ!i z;2+XOYD8fW<$78gE=|1=X{-P=!evc@YVe57uzIF?h86RN_U!Oqs(Hc}2=E@M$5YdG zn4D*T{WC7aF6>i3cs&NR?El8XUqQN-y1{X|4nFT>Z2yMlj;pJN6jdH!J`X^__!>{0|kC+l-qgW+QX zF<+5pd4n*-3+l2ZpD+8lFwr~7nUd|L% z&n2fRWvJU-SE4`geDhq&c#x+w%c7bKREYw>P?6N^So6^bxS%r3bnfo(?Kam&oe|VQ zT{fg#@UQ^c=9?L^WOq&1atidX_!rNBgFvQK#4Fra3imvSv7v|VG~=|(feqh>Qi1?z z@Pv_3pMR}+;Qm0=v^XCZ_XAMs^cNd<3Ma#pHR}?+?t#t6ypWU`^@3&Bz~jhge$WP} z1vk2-<*i@SYn%uYAYJ3{rruGo5};uJH0U1PN1N$#zxG5<=S@Q?VpCKfjKb5{@h|IR zBs)u*dyNI|_zz!qTqW+U&&~I*#pRY)5#*j;uhKP(=V2>B1d=7O(pW`^fM>Q%zFsaV zlq#@A!T!jea42HuktJbQQ`MTn|3tZsf$E^A&!4o@Lf_i<~+9INn zcG340n17LDkYIoQ6;DNINtHG84MW|5Jx!DISE98rv7Igh3^?kHOkt{uv1Z0lP%zL6 zqV|Vq&T8+f-RsOmvqiO?-_}KNlmz%ADj}0zyJyvVf{E_=h8bGxK>Md<4zdL@%t^Gw*oiGH?%vyBrxr?41wdVa`Zih zJ*G_wAA;#F*wY;d*sFA|%@1Hc`@NhaVsaDy?v2(o&pv&4zJDM5{3gg@xEl5`sCQS} zJaqWK>0%|n+sLZf-X#9$JK5|`=jJI>Byf4fRaO|G9@VegYmBi?ZC{h_QJbJp`_;Fm zKW3PkH)8WlcGsm{hsSzLdPS~3TbSj*;~hg%OIN|blS+>lg1OZa(8KrbQF(5;=>qwM zx3SforvE8K(YW$(DyfB2n)2)XnaY~zdD^1p71_MiJ?P<4(X?q%bET0F&=W$OGc1l~ z94{mCs~!2{T0hdFZee!4@yKq^nLZaaG$T+-+efMEjZCwpfA<$#G($0EEK=5zHY!2t z1*y0dd3QhoLI7j`^{&ZdJ{=`D)OpFQ09;&R3C8Q=OW#>J1PgL@llq}h_S&qb62A}U zS)_x<4J}w#0;I|p`Jf*QNKFW30QLU_8a@6s4zbgZet$azM-r<*7EhF74*FhV!uM4i#DtJAlMDpg9jst{%3P=vUWt5 zD&Tek1d(_iQNJ#km;8T* zZblHFxa&AWm(6Fm?wUS?|G3+SwX>Uzuee9;tTxvMLS7Q$@g=WE|-EeVxoxnAX%R7c=Jc6S_)_$Dm}O2 zf@OX0rM|;OSoHGkSz@x%3*hD}8Gwr}TD)iLv)mveb^m2M`N_j_$Eav(5mtdyOG(v* zk8MCX{UxpHwnN9&!w*Rg|6i)cH%Gd*eS)ge{-P7mM6pd)8c|_+g+@7UulwlQPEE)Y zH9MI`a2_7KW*c{HfM5DG41Bp0B&01dTZxvmbN?O2dJ(S>FObj8olLOd&OKe=tgH;x zj$%pG(v&x>_2i6z>^L2N+OXl3>(+L(Zc)8@3gly;-yS@n-&Fn=Lw6dR_yeg`V^0&Z zVcHR2)4t&XLweDibu0B^1vY=X*qc~sdbCop-QK-B2Ze{LLfJdZ|M(=p*@=>fbU#LY zJ*y{=+~zUiRAt$7F2b?U5dIMdj)bbLA_>_7Hyg2%k@UTLJ(~S5(cYy3h9D72P&oTu z+EJ#0tLAlJ+)jIxvol=#Pmh+!SXW;bDI+wO2@%ur1NljBXtf0XXU@{<=$L;7m`6w6 z6Bw>F)#rusQ7jpl8DGwZZbhGYMj}goKNE_pK2Lyv^2T?LdJb8xdPFO#=>B9T+^JCx z=`VS|05#LK!JB;2F9g+cT1NX-WG;ho-NbZ-6HP7Pq*ID1SR_3tfycX=i+5F8D_T;Q zXzxIo_!1537OMYl!F}Q_gVje?ue^T6(D`@6KWcXqwEHa74(y&qB&3KREy;K;3J5Jd z_Lm7#z^Lf!FN?Z$3EUZBH2_0;J+)i5XY%X>fF>~i>34w7sy+ z{2llcB9bEMd{=iY^S)`fYx{~34A~I?HzmZK-Ja|q%bJGO zFl|Cn41Ws;ORa>sWRNw@U>67VG11nuARLr>hln}1+S?v~TVrQB%~+iYqh>wIT_Y0? z`kr{%NH#vcb&EIr++9c)dM&xL>1=Pr?miE$2Xp21D3>v?-lW$kUK=u{QgQgLb*J~+ z7k%0#tJ1DHf zd!X6i2mwd`78na>EtX?=dvLY`9hXO8Yg zwy+KI7IyB6>f7D`YC`tEg zr>~A!r#!{OzF*MSov=_H@b5pUNA8q^Sc6}(S;DOGxGm?GUt2aOC(w{r%snC+e0PsA zqQOH)k>c)JSvZxGpN?RPm=`^S3iKC00D{iBQ|Tu;^xBR}vbF^@yX}wCw%$O9|7QZy zK|=-+Wy*!{?>0>V16Tcqub=Iw!ovUJ>>HA+5cV27(TZ%=9-e?G(uEV9J#Hooq>KEB zPf3LM9!f=#YM`>`bEI{wfM4fKKe5FpXGxG=D{r0R>Z5_EzXM4MIXxi+xA|Aci+C|2 zqB2=K*+IW{_2s6k_o(q~X;5(|wPO~r|H2h<#R$n*c;xjk!I8>>y($`Yy_3n}VIZPj zvriUHX>3j~IvdCJRq!ZtwLT7y`3liJ7!hsipwXJBVwUd#+?IO%8dF*#VS??4YDwZ1 zX_+{MIjL+i_ZSnyRqt4DPrrJ4^1gD`z3)}n3)NBTdvYpMAfU~WRVB-NFYhB&rb@oD zJ`ikyjfKcR59!N|z^bFL zrsgB=0eP`rxuVI{ti7# z%f23;RI(`=^~czuXw^CoiaH+Xc_5R98@KN$$vfYM8+*X7!%(#G2T#7tetq%X%rXq~ zd#vG1sWLZ@KG)3!NoaOMzndcj&V1{06yD5&S??!6*Lkp0E?bst87p`5sSK$Oj$Rs_ zL1mp0jL3HhILv+1z$kf-R9v4gpmqbE6y{ZGR0qDR$Eob<6Ca4CSY~ve>@f>6Wc{65 z^vNLAC&gE(3aTP;ZCW86hul>|Y*_V&?pR(x8MMQ;_FtNQJh-wTxq>}s?5I(^op=^$ zpCcVfnMZdI66PA_TIAu9=`T51L)E+06^CS!(LRR$IS&tX9_ZNVl6UYWTx$Lb`|i>d zlTs5$P4s{N737ggD-j@i!KWbX!W^q~WblIQZ9>&<)v+lZv6ANg|3P41%?j##NJhEB z>Z&Y+$0o&sc34?|vlWcEJ$T)vEKboDcz=qK>X2NmcqZO%8Iav9(g&|O9>O_LTrGFo zMcrXl!2A)U*p-fqyAD`!Z;^`@-18Sa*n=3V3sm{Ani6-=a3>7W{vK$Q$K z>r%R{K!kZbG!-=VA{E7CPu&J%=lB1-poe_141Sf`rIeT--)4M*689;);}EeX8v$}c zfH5wb5+e4`CuB!L^+;{w*UF!98htX>G$_{>va1W3u+WIzI=8Zy zAhks=4VeJF7e6VWvW-7m=`?Pe@?6-IFz)T{FJ=|!gla9zCW-?=wW=Ls3TF1gr?6{Ahj^Fp4ldWX?8Z)rLGrTv2Zq1pjM zdYEMof%|GkfdZ+cC64sTq)hbjIPV`@LbiiN{`r1>-;21(-e-U z8p*EKG0T<;%hjqyOXaFz<&Lw~`Pu^r9^&OKpowv<6nc#+ZozX@kG`DU!&$ZT?+T=- z7W{KsD^IJqjszgN>*by*C$o&iN7pNA0+L!Qc|!A+a{0>5g?6;C-724JJ0N#HMtR$L zy;_xZrTj7DLcMB{bu$C-f1~+AJH8Z-B}>f)FULxbQq`iQz{0ZmeU(~SiwItbURkhH|u#)MeB8DnX(q%wHOY zxdtIiz)XVLGh>@i-QY#l3^~04mkM9(dEc;vvvah*3X-TDntJ+Mij{?9?bKmD7qu^!U%stn}MfEPBl>5SkfU z3R#`LeEy2+bi#N-%iOB0j_PrxJk_e*v_Dv&)zc^))D$N{BC8CL$bq*+a#$I|jI>({ za*CQ-w(fl2%ge`=Cs$Tcmf7~{qgqEC;#wY#CBA~i6c$`);8=El0lvw@U)&Jt+9~^M zlD_vJ&XR`A+W)z13_Z|@4d5N4*HuSoPkVu{Hz>=`_b#o9D>%f#W0EE*9KALXh0oIk zz1R_FNlnbX1KhFW7q-NL9(XCN`wYuM7gNy<$0wRylx18wX)uf?AqW@$lv#eb3F-S8 zvuk|V?g>6?39=xYpQ)kD)^*>uQGl!NysT;dv738UFY!byGt^#49?qRoc%bT(ld?wY zCSTp?d#ZNMpYoC1#L+bXrUw48o12ktA$NSUf?F+WVr@C&VQ{p2!ar}A&R<0rwtuya z_cK|6G_z2s({-%-amCS4D%yN%HviqdplX$j4*_hH%a9@Z&%q8IN9<*{o?*zk9o20r$CAYGziW>oMfQyp1X5yvhb_#o$EpzwY=YvIbBeGp%{3b!f|33Y^~xl zY=Se{H!PI>ifPIjq0{;Ti)QWtv!Am^uZBLCT8oJ(rb-7^rKsWl-ez z#Qn=ciqJ9pY}Jgex?AvIXo`F98MNw?pP)h$xg~o`eTXoNuKM29wq8FrfPj*J)Mhx_ zlg-=$W+6rer8VmwmBUVU{KheP=1Vx#RTP zB;)yC{hkmhd&on*);Ni8529iFL`_;Fj~Y98 z8QXu^-XoG2dAdJxd2}+vIF7*2=i1E#L&Mkz)7+`?P{TW)OtWW5QsS*KRAG^t3+!4x z7Z}s2YH1$zL}37*)OWj!cv0)29!UU(!?O2HleI`Q6TspSxV))U>D~|%2>no2gsPBf?UG_J{1{^`9FgxWM6HE%;SD@6?2ha@F01{fxs@|D`%~ZJ zqu{dVsi(bM>Vv|33*Nf7sVGONPX?9m)*!DwsMmk2KDcaZ+WhsXTqgw`}E@YmZ8 z+?EF9i`u3K*Y?voF6c*5=X2R1DK*f;n|&gz%H2!<&3X?cS1+xAt6ttd`qa~k9|+>X z;)7a+bCPLHOQB!hb3%mUW>-kAI&&w2M4&zIruJ62586?T)1LOeH}VBKK;*mv?~j_l z2tl)*z0GD;$p-b7T~b6_f;sUAH(fnB9Z47MzfnG1WAQ+`u&n9=l`yS!kXUN)(U0|SDBkfX|&3}3mmHmc>@e0Dnncfncp@P zn(xyU;QqWb{X9>S5_he%O3M`ba{A#mCSS&+zAcV@ zIKI^A9{bG)C6^#WYN@GE5NU43Emd=kF7rvTj9c7x5CDCktPJ5|hRc08kN(}o4L1ih zO&d9V9vRIJN#7bYPVRE9|5Cj5efUyk(A0^fdM;gFU8{z_?XaFjj6Tb)sL*`-l~*d_ z=SPl0a7THFqZ2PU3iyq{WV+?oQ<&qHn=4p1KX8#o7p@n6Y)Ijy)o>tW!8i1_??t%Y z>{Bf_*K^NmYb{c9kU9JVAmgVVj8Q?1EXpiB3SjzuCU;^N@C;lyG{hM=)=k>WoaB%G znE$yTXmP~6Y%TDQ_1gJ#ai1@DbH3o%urPQ6F|HTCsj+d`=P{IR-Z_+HBC~ber_=N5 z^27ktJpJ>@(HOXhN@1}5@O?=|;Tye6ix~PL=%GmS!_&#R7B`B^!EBRFm!d^2n8z%d zR^P^X0hP&QLfy>aw9c0O63rlYulamQXVW>JN4+tqb4;vw_e8I0!5x5G!^7fe#=O~5 zYX=23oJIfP$I%?4LN$x#bJ+ZLM8jgaDr5i$AZH@2apAp5MlTsW*l=}e6}@}MiLtKM zig3*!0`9IA+$aO`s_nDHQyxV`pNVM&kGZ&Wn%B+%jtfKlZ3RHI+oW(v@4q}0L@c9Q z9oK%*^&SVr>!IcD`zaH7%7Yn!g3@#tF))Vh$<9OAlt$k!Xkoa~P}Qm;UB7tO31iv4 z&X~Ckwdx7jIz}%uQK3Gop2g3_I;KmbP6@EucvIslyZ3yy*IJj)RW5y0kJoECtR>4R zjx@2C2w?iph$kONyi373XFn=uZ|pUdQG|)Mw36$iv+CM&ej~JywuL+>$bF|&%)z=s zgoUh2RwR}?n3}G783?Ig=Wy89?1H9c zB4Va^^M@%Rn-|Z5_qg1xJaY}u7mz`5nJJ^D4^p<3(Y4SUnr4GNibhbHrgx4`H4|2a zjEE|IkFY>}H6yF9I}xvTUIY3X!KEDKiv2Hqn3VRaW;SB@ceXq-`b6A?JDZOC2MMBb zWQ$#v4OFK`i0e(ZPnDh#Ft+M+1^a8FjiGTwoLe+(`Ax8f3qK4&JlqpYJ7zDGF!`j_ zEq`Wqtlb6XG5VXE3Q+YSLd~@rA0~<~31CKiT?n5DA8yoaH;WkLd08*m6W#~M?x!`4 z?k~tsW={{#tuD__==9n*+Ah_{N2{IzulEWy&-hdYm@d?+h5@9dp5nMAn}RTCpFXt< zf;s(vWW9A*RNePJ{0Jh_QbU6@k|Ic#gdi~pDBVbRHz-Isgmg22z=(7W-QD1TbjQ#w zL-P)zpYQLw-u?GE`|Pu0#l7ye_73|D%v1bJ!4KP44Tx!y$?}{F81*NXr$it*qdE&~MS%J*H{*x0D6+S&dXYY-J<{nb?O+RYgCtDBVxbR3+oivxC zHZSY3xBD_3ca;&Z*H`iR2s$Ny!cO0{URkM3#^}rMd(*Evjkq%V!l9rwyr27dKP;PQ zVIP`fFOC_8bljeSCkd^Omo#WPeKYbXJz^~16nK}ske}Wgt`C2h8o5wTbaLg3p0V+E z7E!NsswEY}-sPF7(gp7w`DCDnKm42iU^nl~ubR=Pj|G1D4&D;0*MD|p{N=*V{<>-A zrM$%7<)4GruV?3>$!xZ2+>1m!6?=+LE9B2CzvOGOJE zFY#u9)|mNT_aL9NlRkF*Mmts^ZrC~!Hhfo{3Ei*wagPx(P%x;D`R@2=$)Aak>*EeP zWJseuI@Ho^Kiy?tw*~&Ja{ddHqgvOJ( zyboHX?;V57i{W4)t5Wu`o#a&hko`0I)kUlJ&xR7WUt-_Wo=dZb@h;Kc;9|hNZK%%T z@yF<8h#CGMVc8!!(djctRz#S}K2y;?@Fm=L!X@UY+a9_f7CxFwuVX&1*>kYg(*-0P zNpeIa%JS_ViNjZsNDRz+yjv56_6LLIX&01Kn)wGQuNj6iCaZa*|E3)lS!jRMlt;7n z<}J+aeqE5gdLE7~<2D((BA26?RDoGu+v6VLy!)aNcif@?^(vy&ZprO{3Nb14HRtcY zBR`o&qDD6d)VfLs&oM=DB4!Q z4V9ZGQQ!zJ{}?pn50VTH8nOl@4LbDYVNDO0&d%#BhQ}WAD0rp-@U^w77LC@+1a^2n zDYKi2b#E2)z+_p(Rda`C3M4IDt>>9qDoJb=6)X>ip1P+9AEk$r{efe(~j?W=RW;PItE08|XfXs3aY zDGLLuucZyB4b7g9?HkkDKcCE=wyezc_`IFpY57{&uKc>+2P(*~RAfxoUK6UnSv;yR zuacyW{egACnJxYu)m?n$yju@Qcq}?J9^7paX99bZ2}nHDldE>{-dVUkBG+U2QSwT9 z^*Q#YWi@bo(JbLn_4Tl72m`z^i3J?`?XgDbGmqa_j6wm&!0_(4QYU-UunKkwm~RL8v@@ZZG=6i)OuwYwbzBgoZ1Ikd-!J(@n5WcKtn$|-rnK8GGQmzo7VcqnUXB~-?{>I;I~kJ8Om zoj2s-Ax8KN-0VpdY=s;F{KrhkT7$sL8^gRu7?j)A9BpSrwx&jh|0zG z_3T~tw1A!ZC-=yVsa8AC(S-24lujxXq$kHwPh=Q=k*b`-A% zgl61LnpQ8PaX-d8uf67s2Q(35Sn~_`6C;OP}(4%=b7U zTy{%bvP$=vS-Ay0oW~|~B_Av(^THowES-tyDPutQedrhTUPVd&9U(_%w@Ns@=hvXU zJ=cYAPV0_b9PifX=#ba4=G9aSbF8^porR}M&wR~TNPH2q+@!YACakNFE~2N9?*dm_ zXU+T*vP1DYMLSVVLsIwas2XzSJe%UVYCiUDX-P;k7+6`-dKXm4YW7=K9+A~!Ci1|1 z53CH6UU4iyHAoIqgHFbfoypXUCKyK|0|rRB!IEjNAyG1H*kpXC)YihQ+w+_{3fg3( zk8-n5+-Y*^K%FNiWcAMw+$qYMOJX+L8bHYB?lbOpYq(;NSJWlBUm9B7{N71u+y&v# zPEhfXLAvZls&~FLKdmqIL0c6&Ro~>s(vf=deA4l14_Y|gYS`xy=}l+vh+ln}O94xm z^2hx z3=Qu(PPM^lx`=}Ja4eMMfQm{Wh1>y%Y70!n=$LI z^;Wp`+Ya(_RK~674Q`-faI3+I@`t<}3$^f*Fj9H$kpw66Vyq3VeEz$zVYC$ah}tGH zRE)I=u;ZFZ>bIqg-!DNy>H-O)I?WTsZ2=cF_t!XHWod14Gmv+c{_gAU{NHVtt>k6T zrC$tsL>*E`87t%fAdbXQTH*e!!ArV8Wvml4QDaN3$WlSUzz3(b1+~$#?5upwLRlaP zb~jIwqhhIGW3(OqbQtkBD!6k&E4Q~-iN_1P3^Ql{Pj+6a!!b6f^*9~9;N^-EqAQ;Y;5hU8SuF#}5ujQ+>?-VC zMdR3$*M|>FUi1cADppC{;^H|L?;>Kp4cH2Uf@zKf#gEvUHQ&y5`FN>}b=gaZ+f{E| zKXTUUrAzHD2K3y5PSFa-{7!Ek>aW|T{`B@~`2ea`cA$W0wfH7SZS06)iFKW34enOW z*a%&2nLR*^CeEi(zi=tbf292__w5XwGYuPrAMz-qr3T`}kegP!9kX=ZV!*6DIS=`$ z)T~@ba4~6()&?YhxA>vhIotvOrKJNfkCJxnf1VP7e~R|~-hPL*zpwe9 zV!6MD@pJ!r?}T9iVfotlblhcNSj}))m4|yg+OjgohHEwVif!}zR+PhULrPlyJVVB| zOON@DJGD3bK6SF2?ej2lcm3hh+o`+zL#@gH`geI+JGAuH>|C^@qT$Y|thiAwaS`(F^Re)fLYGxMHmgLpORE^QZIj zm(msz`^Nph9}XY!g6kS<3M&QuqT%hqvO5)@Wa9x9%8}L0;#G?`24F7#>2k%=4gHyf zGIYGdl)0 zxi4$ML!K(9+T08(3v|ZQRlBumeJ^K?R0NAWz0eS=uM9~6B3cKfK@*l~_(pyxt!Ij$ z^Q;G=BL}ySv3~DbbQbN2ZZtcgb;G*!FYPT%xnI6z4g(xV<#5b#h?F>V%@0w6&ORMl zYb9f-n{Wtp8D9hf`eEz4q8HO_gDezjQ4A?M7}c5&7c7wRM+yHT-|SkL745D|+j+x~ zoVKjy7Zmkrk|7uI(u+W78D zS<#QOBhIq)H0^pZyS&}xjybcyHrqHrauPP;sf`1wpn1KsB03+ii*;q>U64l<g3 z4i`FcLsqnZo@O@I-xy&nc1>mveuLe$3*ngED;Hg|$HtBn9`383F?LxMHL}bwrm6^h zAUbBbC$-iDXFw2rOuSHZUbiN+cd!X|C(Q5ew^Ld$;uiin`>r(Qa)$0=#sxD~Uu4{) zYin11dgdzcHgcJLL)=0QN4FU)Q54EdclTqsgk?~vH?-ryL^CQsyvt^NLdV0IZK`YO zb3AA5gk8wwZ7=7EhGnD~%8$>+8-Z7NiLy1p`oqR>oYRXY(KnbRJneI^D>Lup@WJJ% zvKkNN4j_<_BW1X<5%!4br?BzYoep%sOVo+Nkhh#$BJQrJ7pl}%9ybOWu5V8F%TA~4 zYm*-hv0(r_Q3sdMWjG3+njcijIFx+MsO>I{FY~F=ejP9pxAVT zI0BBEE2c$-=NgDsDaG6~#KdDC@G+B#dovjbEG$>+ri7_s+-+Y^_4hzHa1SmPJO!*O zW@SkHVJLiz*co9x$+DX91mBDu_&h2?x+d=3$B~yd$5jA3og8oeAVPMc42mOp6b?^X z53b*r_;kJo^HmlUoA@?wX3et14tgULLnlR=$iAiPFW*)n3S`sav2!1rBEUAc8oXy- zi!QEI(~b=B>0-JlR0VU};hsfG!biPZ3_2Nau99#bH2z1Gyf>>0{blTw!(4zUznEU* zb=)U++^0-RwD$}r*rf9?;xvIeZ~3y>Po|mK+$^*<#Y$k+1z|@WgbE^ccy#+~g_)6I z6K>F1Jin9>PxLH(^lM#{kcTspZRfztAtndbwLcsYk?}R)FTu;mqJi>7(&9Xs!HEr` zBl*J4PNP<{!{!ktcC&8H=S>kM7L;Yx@K=h5Fv2c%|*Sg54AC7+mQTOE{DTxe<5;t#VY= z32T(|%h}i^BxToEP4(N&%WaRrwuUe3rvy!p^n22G@75P8UaT-sCKcFK=Y~9CO_)DHrh7#ysia@`<|4z_Be7M^B|%BTbFbG?S!j-c zA`v!tCt{{_K(??}Xb7gFB?XrXf1BSABDhwvcY5Sc?XyQG zebDVH3#2GSyHHd}a%ZmjBX#J8dufND>tQ~JY*+5Kq3rwAG#H-!WQ^I^=WdQ0XxIT& zdV9C}iuX>l`zG}g23LH|FH!x=urGK2an6_tF2w9LJ!~LFmLO~113DYPPVqJsdReGO zkgo4%>pp(FCvzrCYz;hBSZCoN9_gkPk8xW-^E91lZ0Tb^>RS`dxNhH0SO!G16BBd* zm)Ut(T)Er&f@b8_NWj%6VGre(P-FR(oin+Isz(}58Q*74Q{U;SxD`Bs%uKK^|fV+aU!_xodmaC)3ucuRQuyFN@B@ zp?(ATFX{-zmyT}{xD9DU6BX=?z;(TdspctfJ0DL5awA_f2Pn-9Q~emL7f zMyX5)YH+0W9z(%bw%)f#VrnV1{k8o*c!V4*-JgRH%OYmSPO&nxEolp1m-eombce7b zBQ&|n#ulZ$oKeQ<-MBP{tR(Mjao&g+TUCW|{sOEj|f z6ja^*nX_Sox-AE%e&@+18`4Dk?(zOBl5-it0LrJS^Nt-1hZr9Geh|LW6*@RhahMCU z_IR4TpzMnHVgE|#c|=xnl38}pMEMvbM5e#nql@nNa$rdrtNON1nW0xv0^I#fg&YP$Z&adMG2 zU_Xu11yM0gy$I{nVb6~%|L7CI0V73T^C$+@K8uwpbee%ZLoza1GW%ae!r#{n;|0Jl2l(`kH~M4$iVbw z(fPp5yNL3dXU2F(vT4O~Z`H~>mp;9wce7Je7}blCQ7~k}Mq9Y8?j260h)#Qnh$T!Z ze6m!8?Li|`^^BO{2>2q=XrhPhP(>>cMXr>~bJ@=ce(B zZx;=FS+0LrNKwli=XsL*+n#9UahiHe(AX;x>m{FO z{)Z0`GbchLaoTZ=ttcB>myUQ|>nL6lo~Z@Lo^kF;Mrv~ezff$GgAg!!zP@3339b)D zf<lfy=Qe=PjBNo3r(4#Mu)`~ zQtF20PS$Ev5%;UmN-T>etm!eoo5XB8IY>UUW?+fV_eWrA%{9AJZPax~#G9nE)uRap zhs{#25$0D`eNTciPq*?AIqUDXBw}NG?`YRZFgwcXv|LUtZ$83GMvQbWf3Sd4WYth!`^Q1c$g>IeJW&5g7K+A3GpAPH(czqop&n3yluZ&vQ9cFWiwmi z$@zZN1GxLc%NJcQ>2%xV9(js9tpZ$og2wq|noj3(lgh}Sohf=y+*iiUCj2p|A-W!GuJ6A z_(?TbhkeApLfN<9HLmZi{hhqW+;Do!2#aJ+rr8PME3&+-c6%~1f*W&ZC#^~_Jn!)& z)zU6uf=n;qc*citbiI!4`3=Oz!FH|@!^tC6u3Mw0A zHd{}EQ~FHhMJcSY=nk#V)N7|?x1YylQGz(W`xDvhQP%|CzJPC7iB$_78~i#wiWQ{a z3X6ywaGK^XtU9!op=5TFD3OBM)IYfY15t3DFlnpC6mC=WuJ-nHQ(BnmKh;)!IU>vk>x=X|VMp-+lx z6Cv$DLYMMPij7U*Y(j|6(SHcX4{_yN)AhGPh>PJY-#ABBC#BCH{qUu-b=U6Pb0naD zjl01{W{FN5L26guJ|a9^eH=pdV@&NXR?y2AUo-3LFpcZC?vK5q74>@E@}lBb#Kx@? zH`k%yI6be9vRXUJm5}*tGy9qBwo?%{NsTi;`3U+k2XQ&k$o7jbK_``@)JjN8f8H|D z?foP#E_)`pLuZKUqM0WyMqN2d=ZXt(}j7sd@ZM>1kK=O4(lK3qTq&hatP=!Fj1L|)tPuP>b5d2_f`anG}sWzS|c)!L;?Q( zE4!s|7g;wt*qm&FZI!>Tu~AKFH-4vw`|SBxl#sgUo@0QuhXhSqTB&dWf;m&%&KqVl zc1X&W5j{kF@+mHiV5AwM5X^XtyAe;i!@dh-(&30)dy^VC^7?wMwr|S=nSI-khrO(( z{aUoj@dxao`18H?cTq2Zgx*{$&LiN(l~CofyXoz%m_BTnu~f{wjNAM1HIRISpF7YX zZO`R~;*L{2UWv3C%JtCZ9ZDS0B`*|#N4}Ms&adm2xSwo^FBwDnD|&>Ee!#e=_5Jdk z#>#}A_loZI6o0(=9&wq^q2R&|SVoc>gbx=Yl@ zn)Z;S3EuhLU2F~4F-P^Qaa?xgZW=3uf^~8`cjqmAe4Or0$3eZ6m*v79AJx_VmoBNw zBMNR&=Jei5*aju2Ag8Kv+bE_U0C1XAd)Z(z?AUNfIydbP8xFlau>Sc|MmqnAXv zKxo-5--PbI;dcx~+eu=P#WPJ>T@XIVLHc5}-p%_7}M zt~YU&4m#t(tZ~N{eXid-1e8&5u(_duqQRWH14>YOnr=|TlNSv=7T(uPLzRIcd_!6X zzTiIJ!H#`g@2}JIU$-}TY|#w_S3Qf7ns^HG+#Kmx!mkE>sRzdqVbzUW0gHZHc9+sN zV~+h!`QE;M7>R1n-pk91fR6? z3*EiQSb8tEtkz`Gw40Vt*5{Ugi&L=UVAzDilWZk?o@jf84_#^KaqIi-JZBkF-=0#r zPvK|IuE&ylCwc`LqP-fH_FTk?t1_V zm1`n0uMZOf3@R^KVNHWybi2t3(+6vp81eWEL<~`zJz*Y=>#NOP@>nc}cE1?d=JQ+C zpBe4m?nh1}Wn2d;fEo4EscYomm|s~O+PFdbpl?FZ>|as0Cq&= zGT>}>&H-311(ca?zs^DTQ(J!njFmss>=r09jnkPElTRiwPiDL*I))Mh0N$_;eQS$X z^{TlYqq>MW!dj)Ripj9H_SJM*Fz?Np}jK_{>D&DQu`=WQ(( zjDNGZG9$fW-{;DCp}QU1)5Vw6OhQrAGp6+*Q6rpI9^r>#RWreQZb=99%1-gSHmp;2 z^l(%Hn=vNCREm zU`~d4hKaN1lo&H1ekN-}_iYW0j;QC?wIVBg9iGfF_g6&VCM*F0Hqe zE#E|jx&Z@--E((M!C_59|L`(E@(SI<6MQ~<1I=^1!*rR6%N^3}Xy+Myj?^vJhBjT{ z>0|ZSP3ouwBP!ixU!+-ohtNcZ%H0r})MrQP4y!>^uVdGssMFCwn$(_? zeO5E)H*LH#WWOt@5LrTmy5kA<2{TyRO|Zvo9`gzH;l&xC(4JQ#8E~7Dn$Mq-DaGee zP78o5+sKM>j~1%Axa5^U@ra{G;N#d`Pq+@zZJ*?NyRHp4*LcJ@F^5y+Dj^n9C#0IB zukSjZEWQNQTeH{fW6Xq>M}U3jpA@HusED=-t<5w=!2RC!9P{H1ctVZk_TVCTJTb+ ze4*_e*16p4W9Ix~Vf_Q2y|xdvMG1*BFt20s)*Y%LX8x$exgcJD>%U*0QztjZwyl0? z&+W;(N1L#1&mt10DXIRO5XE@~q> z#P+n73|il`;Py$6#r!i@}&FAyo4D#uA zy-B`MTs)D$ps1#KnH_xYq&`eyc5&fMwwV_J#Eq{E<(v1jq z_TQzw_;gcp>)w;^ht_RY*ItNpik;sT^e!cLhcTbXYC6)Dg+{w2(yh}6>$W_!IeFNo z$yjLr#ix*6ho$+iOVn7+!&)u3X56qR!bAP3~u zKVSY@=phpRfTV{Y=`Az*Cs)@sWvpFvE2041{(>!}2aSs?z@jT7_~r6^FyJH-Tca6K z8f$A~TpM%*u_@FcYYF4cr9^wSD6%W!^Vo$`?W;DxqyEJtE@QCH!`s+Fzh{H-0;P&D|8Q^UoW94ckQT4bm5NCr(2i{Z z5Xd2~yEA_Jckhqxn#2%BX6~;`d{tBI6-f=uQv599+>yuM_s_$B7KW8EipIj{AgQl0 zH|Q;M#_uy%DmhWU^wd+Iv8w;69{W%m_-XVi(yYfd(&jVdmgCzR6a zDK7Ns?kzoJRb!bc&PA^aDrjdM08Vhs66hQ$*;E>_VR;H{ebf5GBti;HIqb4`i!ShT1x*6Vg zWO?r{!f+D?{?#7(W_c&8;LAphV+{9^aW>Ky zr8xi9HAnSR+7Cy0Bq(O93hBxG*-Cm6c)VwO1F$RPKCCaht*pVG)s)BXgoGwa2y4(SMS|sC;BD=b&so?I&DC??R8% z9CyuW1l0=zXs#`{uuD<6WAdh_J?mv;xo#W0HKcRbNHCUcu&uNnR{bIjlpn7E-b1?X zw{fGlQui;%fRGfVU5|i4T0Ex9fF>eg_O0*ahy(K;;^XwI?Xf9p=mAy~?BnV+t9_E1 z_@~h3G+E2<@o(>URykW{w_0+D7LCnWW9pQy(xJ%Vth2u(U=(a>E9bwvT?9pmic0OM zjiYxIr#M`o`q_RhM{db@pIDA>(a+QRQ7pDtiyi5Taf`2RojV1qBA#zO=lHbZ@$#(U zSaipbu=#*U^t8azJLls~&A;UNhm@_P38kNY1Ad6FerE4FR!gGz`Oqg`W`Z8KK1C>k zjFxKAc8TXgg;jy^4uZaGa*ux3q-b~~hBb8gRt~6=$?|m4-87BVMnrMAbkVrId>_M; zM6omM%Y{|g^y3cG`18`KTy8+n$s@k8Z{%ndZzai!ja^I65u8k;5hx+1dheIi{ctu} z_sk=Qe|{VPS2=(I-DTYstKd>{Tk+A`v*(+XoQ(`vFnTQ_5wfyq;rwrRRD!z}qR-w* zMjl@1t=Y;kCRCVMO+Q>Q7%?$({)MMvggE2hzkaBYJXw!5oYfshr}Wh1vd2c-=r*te zeG=UglGJu{Qht!?=^>s0LMZM&SUmRF+cwIIn`G{W4nXM9gYSm z69T-;TuymBKaAHqN)1Z8*A2nN|DK!r!MLJHft^}W8xZGHHf!n`J>I%@6VViR=eXW~ ziZR2F-Av=TO=R|k-$Fz>f36dOT3~-;!i44jdI@<=Swuz?4i`>pKkqQhl09x0)Mgz^!3F1v!4ALi8y@Md{S~+Lrj|M=4 zUsEhtAZ60$J?i_K=-+!s`$jnK(Q%u@^P3`4zV+h^s?=Fo>db#eh~N7|726niAar0% zUD1-!+%b~z%;xd0Rt6!{3rB0z^9*~Nv&ekxyuAN=Ub}((XVf_a0K{6a7h>sVyuvRG z6x3BNQ}ipRg}`QlVH-f6FBY!%WaH>UtIpvaw{M$P)ZZM$3IjE*xEUu0ZVfWB!_~3x zMNwBu#=0K_)$1P)2dmY<*l^6Qq z4F%If)C-NYw6M1+t0LXrB^2@o{p)YZrP4a*9}?^~dtACJPI{M}YA-gn)H~K@8~Gae zm4{M)2T@(U#w&Vzzm=UFP`pqEJ^4sSG_*BKVk4XhmC=Tb1xk)_xty!f=2Zb5h-Wh9 zc5u(Ta-7RPDQf{ko5*sHGqe6&sWmZ@=ase1_v5Er{g^S}=|ldLTN`2H-Jy-W#_TPdQ)?m2D z_giQ6Df)>d0Cekwx(O76Sn&UeAfeh>=;dAKYcdU!IZf$M3GereO+;R4 zb*kYxRQX?X$Ff(yl&*hoTHBFf)G2uKs?##}@7kx~Z4f7uBe&znrMTX_bC$uUSc_54 zyu@-4&@yKP|st^TpUV(8Y=)Z z;Vcgde(g;0N~;%Q9yq>ST&k+>S$_o<5dFjn(Cd#EJo*fftX5&lIn9&u#-;DzVzjVq z6Pcxa5!lpf4ck5Yw7Vx_pp=gskZDbvXRA=M*~^sdarygcbK=XKSbdf7sC`3?XfU{- zvy5onttpR$G5g_3W8tEu_Co{F`5T}&=H-5xLyz_IpkF?K!dOAw*Kdl{@ApGY#e+tS zlKN;*eo)Ob9U*Cj9Q5HMx_J7AYOYMKWr99*1KSR)LNk&D2mCdsS5yG_Ad-~dX_XtU z&i3~JPkr>0E|sd(^XU?tdV!AS(PDhNM$~rz#DoYVGLg}K8hj+@%GhO*)oxu81h36f zfPQ#g%S>=up46S6^Z)z@O*;)>5QcIgU1!=)8Mh*uk^3x+Y(9T**T$(X;PR=4?z1SS zFxsoFM<*{EUb%t~3q~UEtmdkS)F1zJ+$n!1xaDGzXJjGEnom*O0UaTW&B)j0P36(L z&bsSp$LQop#q=Un%dXL871ioIT>LXmA=HSf*^%aV6~SMN`3CLe;e~)kC2Bivmyp+8FnH<58Gtg%(MHQ-aN6B<~4=drhh8s5_Kr!cn zfBJxo*Z48bfgqSWUWIZ^(2gRblm!gnsCM*<9MT9FoO0$%7u{KGvhhsQ849cLq#`7! zyHwHsC%aFTRkmOmk$jX2Sm5GGp+kb1zz2=y$Tu+|hh;FGD`nlZ{_W?%%d=$IbJjIs zd-(hMcQTZEE$@1BV{=2a%Y zA{sV%;2ZEy-%=KSyitkNf2Ev5EH0$i!4Yw`QLTx!TlGB|bm2BZjAX>#H9>4tWOn$f za_SJk>@{{hM&$~MS9IaOIm6r#gmBWQ36E$Tzlfl3pxKbL3lBOQE7dSzuOZ3&juW(- z?r|x+TSbJa+Tqz4+6a~|{P%ezf4NIVvC491jfVQ0Td=!Hes4D*kV5+mH(pw2Z-r27 zg|Rs2S=d8rdUu9E(m{qM<41(GiN$g6{%Pk1su8%EGqWQye~-6#%?X(4a4_xxG%w@H zUEt77>_5mq;$v2;ofo4bJhH-6V$Tro6wqJ6ONE8xo8vc$E5DdGK9CaWtMF+zXlU0` z|KGH%YF(d2rUOf7J9wwfq{47&K9x)jXzOFtQtO9!Pwpwg%|ZK{mk!FA-y%fAe{JfQ z^cs3!qsae^BRidvneEX7bVGPLP@HK&$XHG68nQlh-I|32coA0jls7Z#e}lhvWmTJ6 zde~p&BXw!Ra>xqM)bcLu5Co)vgi1O`6Qj;21c?u-(a!piw>jp<2O;k^0%rx*#Ik?E z%TBp25PL|zMnb})u~;oL6kN_;v~{AS*Bx&VR^@KJ4m*g)6xTICbXp>Mon zUl{Lq+a>(Nyd&xbwfdw1`rZTnF(hf%U^v?|bM!L0p+i>JddZ8c-y=zzc7=H~WwfC? zh>X06#O%KcfoaPV{l09kY1f-uM|Lzx^0sQYCv;L6&)mAPV^Vj42z$etTTWy$Hp1 zl5Wz(;vBj-UP;yI=so)+*9U%@>8m_< zs%_gL@rulh^ku>1>c9uS&txs$-yg>4w0EI?Hf|;xxYSved~wN=N}yG9=VY8j2ce>! z_*3^RNg&ERE8{t+&X_wC&j$&lfsgnYYR)zDeZR8wxhK z_i9l3R1HIWBwe5Hr1U@CU*-)uUlL_=QP|w% zjd1K}`(%Ocj}1-Y#wNq!6DDvF-Vu z=GMf(Yo|96*DW2IPr(E`barABYTEx#A0@56>=?nLiQfqhqs>Ep?%Gr^dZrWpY@Gj8 zyHmO7CyJKdY<+}{=V-&H`--bC--o0y)?Sc5m3-*l>_KLBz3XHTAHoS99p2dNnwzDK zJQ@ldgFdHgr(diqpPx_uppf*z|NYtvv!CEGnx0z9t|nJnKDFv8t)_#?>yu2CAx7 zrTW+DN7`O3?S1-gUT+q*MO3a_S>f5H&su7SHUrVpl9n2~L@Y~`*XbhRFZ3&(E^wx1 zpNs-el~T{r9zfXvYE<|bNwLJ!xQ(745eZ9|78j)zd2dFHk2^vJCEyq*-s!V6IpR?E%)j1 zK9gz)Cjc_MCVi>#sWhb2RF9C_EEZ`p*G7>~y(_+7PnOKf&x>2(*hmJXh!y@z@$F7# z8}|}$NtS<}P^dy~jxZ7AV@k(gV^bZ)t7Waww0h>*G_TOw_CS7AzP z*WybX%;$xKs!QG<(_W;|84O>1zY=jWSnW!pz)g(_Wzy`2RSt~7i_OWfY&F{uvu~)1 zKHpD8Ox4HvU)dXZhTRrY&k~jQ>w%Ri9vrKFR|@$_`NMNmR|9wOG+WmFz#q1q-hl~$ z#YjNkwAje@`G+ROZXYii*9XOhZl%2*E2fKr1{L#EnZzOg^g7wtDqY61ss1uq@K2FguvL%jo-3jeuxF4dDduzG z{vdK`+i>hA!YJ*>?tWvGlZ-2SZ{FLgrPss^?(eb z^7fy-gzHwg-$z1wo!Bf@;iHavnARuhR!gQzvGQh%1*&rxok@PAKv3>kSnx3F7M5?cF~t6V7|Hqq!uU4!NSQ0a69_CH(8 z);Pb?9F(YRSyP`HG`8V{M>8 zK!0O6`u8dW@Sk)k0~e@);0_5XkfAmw0kSAyZ} zRSNL@X*N1gfgO|cn2tK@#4jQ9-%L*xKIG@-$|*z8j|uK1o<9`Bw4A&Jq|5!QjTkM( z7X7G!AUsu=y$~@yygu)#fW1}|k-m4dXT~9An zn)eO=9_cW;u)K!WX+xK}HtZph!eZ=h)i51RqMyJ;chI&eUb`F0{ef``Wq8{WVCG5D zrxLTuo)FWQ-(Y{}s$43LnAniKGE!6MtVt^gT=F4d^Y{$tu>Ad3dG4qN{Z&GrgA)b5Fan8kYOUzQ?*{Q zA=@i5tL%yLyB3VLgUL4s?pKN%pM(D$TPmv8qSjKnXAlSNL@Kl6Bhw>`Or^|6h(jF* zEw_p<_1_`r-~NhhJ7jtvgEOldd-g4&r^>#TQF$IjJ&Yf|zW-IWpy&fpk<0JREIFON=b=`QHga@p_&;vH1E18>@EvEap?~O__BW?}~ov@h&aLf4>d@ zqDL3Q-5e z3XBHF3PcLk9(@S9|20bW2cnrzi)sSJ+b>)UIu&343{kDk1N?9zD>)7sM`k?{{Nj!W zu`8PU2VT9pYT@VeF;}a}AphqhGr&>3GGDptfi@~8iGGdwGOF#26XrXFmV9IW84B}k zNp2pAMaJrr#o}l=(epgr9fS%J5>^B;ITZylR1##-a;r4S*;Uca>&%kQI|efb{=QFUl3I7@*Yi7qZ2f5SbHW z%He`5ieKVhPqVpb8Q0bRIWe^*U^sI(Iw#6UfW?oEpaf zwX?5bB5nAB0=bfvRT5VwlkZO|zlw!m=t@he;!Ue2E-~yai{1c92Hh(X-ssw82{O~5 z{hy*Df(Sw!$Qw6%9pm~(Ejvf!*gS&3v(~5HQbHe6I~|7BS$?QJMc&sh7az@= z%hY-Qgi$*|W2PDgE$p)Si&)Y-^E*`2O$1|+cSa7M#k-RIf6aYoR1;g+u7D^ChzNux za8QvN5kfD40|F`n0!ps|q=v2#Iw}Z+fb?D!5T%DMz1IY!_Zph?79a$^oCBV9?~l9g z&wKM@CTp^0vS-hp{g&r_p3PLYWg#g8@>dpnFLxcf`rqtMA6)iy@`ICCvy5H$?c{;P z+QP;A@YN41E$V5KOX*&TkcIhm5i zZ2BSlzkI-dUb3p^6i$E&wQ@3WoQj==Wi@z+r1tw((RN+TYrulck^*bd+#QL5u$#0Q zIvp=tATUwXq6hN=yAej&$FkPj+4G|YRwq|~V+zgq!tmy}LCf7i%zyUQfD@JZma^KJ z7rh5c`eN{V8tU(H|A($k^VVsL8=yf3gZw5@##h=G7z}B38F#}7S>JWtP1_Y ztr%>DiTij^&fol^$P}ne4SlK0!#cJVzohh(*AF} zH295(a^|!)>)ES4;nPm~8nb4a$ro(oxH4|14l~$Szq%0h^5~0s?Ov79-PhJiRPZr+ zCz@u)W^zD{%&h*BAgB4!^u1&A=_PSiONJ3=!aBM({WWqQua~gcXm7(o=)I#*=G2D_PJkxw(YTAKqQ zC_Lubq5WnYB*SaQAZIC99B?uFU2Z$6=DB4Bur~H{@@H2BFYT+>cQK$?z`%-%TG*Fl zo{LKoa1SdK{%;$YwB5zdIkmGEq3f!7IV}d=y$OwPP~=Q^Ab`nQe-8f1 zei8T;f8G$n*UNC||8i_G+wY9j@D=-IZ+;RwlIOTdy{xMtnDy-rX24pW zPQz>IVL%Dk;#C$wdnY(Lqr~#Y5Z9)r;`SnMg1;I`$-Q0s#x|67hIa~Tt10b zj}z$G3!d{o_kkA@R?(S;AvNL{x~ zIpSWTkY8!sQ=kOlvWy?-$>f$7a^zOqlN%H?TI5bV?olzbM;04x z$4AkN_2-0k8MM=+TGTYbz!uRMQ=`MY2nrTZtcGGPaWeSAS#JoYlumvQHMR%j*3qx;hp6oLY5{^I>Emq6a-xc>iX z_rP}k+Y8^+rDtuRu=4=Qh4r!=_jnhs+lL8qlTAo<@Xp6tus=K(!jYq$<}ZRea!rFZ zWuK7^9lXBqN1pls)JRy(#FcehwGIO*C3V~Dz1nMODRD1uJSR$Dhk*48Df z3q4?OE)9D_K|UI>3DVa^-%b4eqr(is{p77)f5L#BSc-jV#;sN;;u1q5D0B$!FRC)L zE`Z=8p6?rBEXV|txl=v35w~d?cZ0%Y>q}M)?{MJ9z5Jd9x4??!wJoufH0i z-Wd3Ne^x={DhXCO`6-YbWx<{J$gx$U%cxLRcw7)HcJ}6>v&c}2TZnG103$);^+m3T z-=C1-XX8C(n-@ZZ>#t#JghVWMDIvHa2zJeVDkIY^}XvCncOVX z*x=3I>RtG;O@|K$PuZlyDp@DyuF@{ME|mnRiHjO89M^F4zh6Cg)$!@~Gl%In0y56z z?Nz2y(?-zVzaAF*@mGd2orqtw{ccd37n|MUnHYiCps7|UU5M;t^p!TVPUu`6gxr&H z)UVFogQ?uGhp+>8$0RhOSzo+iae=PFKh@I6->Y>Gr}S#3i|%e2ztrGTe`P|UJmq%= zmIn22*F2KfT?nlY;C4m1%K9RlTss%AJle}XfPchOx~;uTsJ((|&;v@_3>snqX?BK3 zVZXUD*)E{gr&@H&8a|FBCvFDMO13y}_Vp6znG^3%(#hOXm7G5YRO;tOx7+fb6M!EZ z5NaO#Fm?7D*TSoXTR&o?U*rIDPo7=epSj9SrQHnXK5c#4?jGU3YdvIOd#KoJkkjiL zF-w8)I@sw6j3OV#lSaCqX@J5WN}qQ#(uN7DmJD?-i=dqKnb+1hFVfhNLw&l0`sIzb z4gTD?;2gb?MV8^JH21ho>QvuUBbPvdh+D9_0uKZW*IE4cYRS3y?KRvkJc6n z)RU#cf4z8nOL)S%k2?`7dzF3~b!lReG9RSt&pXN<9Q$PQ(o}vpfq~Pp%hzKUzYs`W z-ZI;U{APSZ(rvsAh@Q6|91L<6|6PYkQf*1)ow$?djr(3~aj&N#Yiy0SoBFU+NZml? z`@+?T;2mdA6-qN{W$RdnVZ=454jx=Ay<@oLIT1GnBo+f=mHFc+h%8zdCj6kvTBkim8WLKKm{d3gck#syoK<~xNv7l zw<%|GvWZPyJL{1BuYEkRb#|@`haReXut7b`Hi3A{<0)^S6Mh3l-S8cnm4>GeUkZkg zXgHnhLBZrJ-a6~0`SG1MXm?M;l6FH8745@mo(Dn~fKWu87#9Z&@D8>E=U`L zW@1a&o|5P*eZ?Lt{zMVF;d~|l=s5Ov+_7I!js+0qN?`8C5(tUb#F5( zS;N=pN!iNELkrZ|PypM0=y&hTn)cU2O#rOE6YN z_f*0;4DLI?+(`Nmh9A z9UhP$|CGqJD$aEJa&f4=vQvqs1E-GkV3~uUaMJT|3`435LAf;q7pngmH(6#{oli-+ zA9XQPb|yZ6m%0$z{V9Kvu}re!LBSg-?UyZQ-uGt4EB(=Si??hDDl^Yevu1%$V4`io z<1AGO`s0W!zVdUQMIgE7@~@7}HwMvSI)O$~9r86jpG3S&(-P7709BHa-^@-iG24U! z-M*&z4M2Z$PQ1B#9Tj$u2Lugm<(t#yT@XN(TW~dUoQB(eV99LNUEw$N_u`tVnp)Yg z5Z{2JLOxNFzVENssdoDn2mxf%*p1)Na%sJPtJBo9!YU98*HLNx$fr=Fvd3V*XssVo zZ^sST18wbbjr2v*TIyZr2^+{W`bB&qsg<3kKY4Q8xs*}qqjB-LbYDjVtNKp)&nYA- zT7OOMLe|JKbE=A%hVGFSG<+F0ny=)-3>P`#gmRQ%73l#zobCjfg;bI85TUc8guDOlPW-I&dHWRfHTlTt=EZh7r`tA?q%Mc@ikCz~X<0cC6 zws#WHxQ}_lBrpVl2|zXqe*q}zt9$2{T}-2$^#waK9ixJ_=*q?Lw1v9qQo(_T+T#Zs zYp%;ggbGVSsp-?-MN3Q85N>5P_+0qtB%jOju>-tJSUh$DxaL+4`(a1z6+@F_IUsq| zDY(CE2A@4gKAn!fW1kn66ODiS@IIe`LkaiHIsq6?k7-3=p{HBGO0=8giwWz4{V%P3 z=YcbJ;p z@!PsjfQ`8-PoWIf2k#1jx-QQpI0YcNO*@l>nGLlDNyg)3({Lo70-x!W){^`BX2|ep?7i1q(14vSHBR$U z(DuiTI|N!^S)`~AAtjuAtAnd8VYy^P@&$lkzOpg4NZ-VmOPOI$Z*m16Hh=mOG| zG=%44j`cz@#_$;&u}4kJuP9|kEA<1LwxVHfrxc*AujfYnoFF;cy4xrQzP^=F)6J6; zj%yf{!4O?@T~Zju zJVU^ZZUu&%hg5>&aywu;n9S%t?(Mij<*;FA(+G>4Y z$-UCE75qhqcYz0M>foyr&DMSl$X}Q&lAeHB#>G7DV>y4?hD@Xq2R@H`*C|xuc1}P; zWb?m{3f&w%*TO)~oY;6r+OpOEvU_?nwUq2M#!k}%9lS?SnjAZHOaCagjF*K4*lilQ z6=up<&ea9g#@^Ndb&6;ilFurqL~&sI`|w_&l87I`!5L-g9L=AOP5^{bQCqAR^Z6I2 z!2+DKVEVc3Z*_5e`h_{Z_2Bc=yb*S)TdMj=<=RwoCq=gE_SPK$&AF@D7{#NIKE662 zLDS2Q!PMp%;Kj@vkg@*a)}3J@J-w$YvvNxkBcEk*D%wGVXg9XQ@*qn-A2+HxqpqcW zW|88S_h;&xwzVnRtYx!IDmUFg0ZEgdeeyAxg`Pu_pxVkfq&q&z<^3F+Dq`E`-pF>8 z=C~$c>3)h&(3cyU$5S?iKBK|m?%#K70?yO;#(Yai#I zp!9D1UOdKV#1LXy>k+u(mPtAZk~?AMm*vmC&Q>NOD2F_%0}MY3Wf;-eI4De3oc+P~ zQ3URIP|XvfB~USju`?Pwdxp{h_Z z;Hcf%?4zI2`1CR70FiV;tk)W9q^!|%N`3(=06>y#`8HLl7r1E8djIe@VjmeEcy8Z& z-G1RXPMm$}Cy|PKi+FKyFn#8v-XA0)vb$`Vk-W(Nb6Ko55EA&Kqt(mKNmQum_41gB z(wl+YX!gKcWsk@1&C~Rf>lmDk;}=H&Ss=yE>`;>r1AmY60<`eN94$Dcn|cUDFF(pDeGSODZ@gU4O%bR&h){8ZEX11_ z6YT+MEh$i~Rlhb+o8(FV$SeNqC9uBox1ChV-+&Mq{;Kul!|s@j-tQ)6-&7s0nkvO7 z7wCEsIKGjc(LrMQ#1tmk%&TvH@yp2;whY-<*trNA^r9L1M7N0$g4BK3ZDvvR2R7|4 zh^o;x$!)(>^S8%eK(&SWEtM1l+^Br}+S=c)Y;i`qD1sQWX!GyfyS=X}rk9*tT4ucx zCqND1cek8e{Qk77fUdcd&)IAN0FRl=Sid*@<~AMZ>LQ~(@+iPS4O7H57L~)my5kS^ zx1VJKy~m*BJK9F;L14GqWECg^H(QWcM?m-QOGCU8>i}YIMFD{c1^=3U{xglQd}}dzfJ7>n7{wH!t2jByYAOm5!Ewu z+$+C&#Gmf=CFoBd8oi3i;B#fJ@@>d%oMm!fA9J5ZIA&FRRp|AOI1^Q+faOR<@p-V$ z?R+cL;T7#agS(KJhA3b%MG%qE#RTp;^3ebh-cuF+*ljMPpYzCdKSg9@4;Cc=SXaxe z>xBy3tfYDb-{0THQ?3wM?&J(qn>^C~sb)EoF+l@wuN zFoU9LNOFB7x7FWLFCDUgO!N!H*y!Lt?M;3CG3vMxQRJUGi6w1$g(~v{^Fdq=Xn=v6 z&de@UH$`$)Gl0lS;rX(ir;u-uzmIQjE~%$3Yt|wCs#}1fAR_Nr@9}!{?)UN+^`t+` zCK@HQN`j1`2{MpqpjjE$2o4G83ordv-MC7&X~BCe6Fj&~$y!OGg7#1K*KVE;IfAY7Z(AxgT|UIy4>%Gj>cgP2 z^HLMR-%|~^N_HPQ#MP zp&rhgKbf`Zz2_<4bRq~we)a(fmu%eh5Pwu&$+Xgm=hO?RF?tVzGV&vjrDOQl@duOi zhj~Y0CjzmJs|D3LG8qwe-OdtjqZRw$0a*7MRO&t~R1(&2SWQ?!fg~QIh{xYp@o%4x z`K9*kUqi4cOIP~2b`qhdDL%Y0otI47pk#f!xXMFiv!WqsnC}dPdS?uUM4bH{wv(VI zIJDAZ=!N2em&j~itI!kMcy4x6zlE)c4V#YcdL>JBb>dF4dAA?}##f$ePZ7N4ZwdG9 zqI(tGcc4c=_3uLY61U3HdFlKd9|}iIXx;RuS|*~6irgy3cCi%420T;~zuOg7jrh~A zl!*s;LhVOJPrWP;L_*KBNGOxfmOah8rB|E)=Q#v#u6`)LRosByYq#dYa+~Xxkk;}~ zeLDbsNcr@YqyN{vMHO|hdWcK>*0sskldDE9GX7M+wc+h#EuLPW&Y2z2+kE_%*J^I}m z(s3*Qifd_C3*}^NGlZs}SNRcGsd5f0=L*$g#4 zw@A7;bfwWGwdmW==HM?A8^%+hs}p&o`*#eMq$s_A24DuJM!NK-ysZ1hpT2 zwQU1^^1CZ)#+Ru_6TTlEj-s&}Z?{tH+jLlWtqP1rr;X=)AWVkbR{ke|>_Dk(phnO7 zn;nM_0Rvf5olew=FD-p#3!e;-q4lXsZ-47i2Y9BL6c5aLQ@ZIIOs5eNre~`9ANDoG zel@wKLmMC3mwVitoSGhoHNoJsoNP|n;t1p&}fdbogW}{Z6{%dGB!~^EU=3 zu-V3xn%x;OOSiQ0#JBDQfpq#kZ!*I+7=Pzy6M8R0DO`tI(aW=%pVy?67{g;}F5jA8jCzJw$Fy50kW4hn)E;0yhw2K+&V z0OEw5x}0W491T2=@48y>8C&8vE!lN;A;o{H@){09XT z{qbi-R?3v5y+oQiQ9T`L9-AOG+6;Oudkqtz%%3xTrpXysGcwS+z<1_5$JdS_$RV1E z{gOMkUmk3=f_JOH;%}ISv)lI2)i*gg~8c}!xm&K;oGlAg|`UBPcD*;j^7C?N4QpXhg)Lk+G7(UDs}d?)kv3Q z-rYGOyowQ8j=(P?TV8CugH!$C5gON3b~>BKUuaP&E_>;}%igae2eWyRusH{AeLza= z1Wxez|MVfR9K@^o zEC9L`8FNZhENn$c_hrNP$WtVzIhCX%?!1hTK&`@olL}D0*Ja92?e*DmTYtkgcu0ET zovdb{WJ(=rAWKbCaH`W|5D}iQt}MNVmzm^*QuSj^LI^8CTGQp2ATD8B?KW?<{A8&1 zRC&4R3X42rfzujS;*u0bXxP|Z0PAL7q1OJD{5-t4CAbj_8h`J4{EcISe5Kyw>OPJ8 zbauIz3O6p55qx-q8aiQPJ`=~d#n-|7CU%M}$HQcI|BO}QvyW|o!pl%%MEm`=OU74u1 z(wk~8`RDX?MQM(gk;s%XjIp8zSWoSun-BHbRp)s{?av!tvr1Qzcw zC!=@xqIk686SSt|89GtZVIm68(?DCI|mnlnXb^s-Ih&v0Gk(ox-p zwwfX9p4vE>b>p{Bi${p%HCmKHvPk!#d>A0SQNb?H9V_7*sv;Bo+@NQqXBicw-K@#C zRA=T=^TBx4VIbTE9A{4LF7+jMO;^dn9TnVTTgBD2&}CmdPR7@HpLW;E^JO$E;6PMT znnX%T=|^xW$CS3ilzUTlUtsrfE2Cw|kPC5H-u|bRn1J@YtQ4b_Uh||S#XxmI`Ht}7 zad1?t7Vpexh2|3(mdl%uZP_@*Tph=KOU|{@4*ZcEi1Kd_7Cw+BdKrz9Y88A}5@v0n zM6>MSNPHmHEVpJ(KA-};6SpA3>q5^9i=!qOq!X?FCM$LF^|;4D0;h}MNhq`Lu9PUK z0agpjx^KW=*J!PH_7J^GlI9YQc->s3$3m8%B8GmBYc;B$jui#ZOVKa7KGeM-c{~bn zBu$e0J1M-lye3C+V;HDn3O}0>!-iFa3$`Wnn2^t$lu8GcVb*$?0f%n7()G5&)6+Lv zpADA6+#6!oiE-M3L$E>XSM{-2=w@nZ`ZOBM7}feVgVr00DjySdvaPn9XdiV>Yqk_w zHrCIN>!-N{|4NMSdh^}df|MzA_p}zs%CDhQuC3xTr}OVJZQSe+v`sMS-;_-H)h&g> z0|d4##i&5>imHo0;?fcAFfS%-@*1&t*UFPAdk|pFqw~f&=r&bZ(bumL? za^`gjyQWw1`1*vCC}Kh{ti zWWidf6fe_*L*4;9@k02??aH3qj^mnUnbWqHVL5j?QNp-icRT40QwocNe1ezvFqaiv z-4N@x^U;XKTc>oft;|`5k<;~3%DqC^OAss;T+54D9>^>u3WZ`DG6UpnG7=Uhv z=E>d;drRy=XUq1lj>>yLKB5VPXpe^HKKKlAswqRrH8`+6#G0UIUfQG?84(i)fd%)e6KrbDh>DJ(+ zyw0N5J*C5#-9s4pECjlbg0&g{X0sWsp#G6|0Yg4T<-YLzuC%@-rDvC?$jb!VmwN=$ z%?rSP7edBQr?847Keb&`mvg&xcrN0S|EJrhtoy!>s)78?*TRFYT)D#Gs-WX)Zt7|w zVdiW>*j*8PEFc0D5CjScy?QJrAqsZIia>!!!hew(kc$(3zw%5$^+|!8$@~8Sj3LPI diff --git a/w5/reglog.png b/w5/reglog.png deleted file mode 100644 index 54c252d57f0786a30217a0d9f1ecf80c32ca1267..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 143531 zcmd3NgK<(;3#ReYhrK% zgfao^SDmE6&LCitg2lor0JvuW>Y8>ceU|nzO37_Mg3P4bF z?BVl+=Rvg!kN@dx;dko-c}Eowwd7Z^DfM7fvZSF?JSxfFH{$mShwUHkk@F=@K`fHC zj)O=d*3L3~ClAj!+1_#>ESnuo?^s1synA>UG1FXbUH5>Qt$}&v+2*;D0OPz5BYb`2 zDsNL%5$^@Vw|~fvkg^PzIu1fY5QcSr1&{ZcehlGT2TC%m^hflUe&~lVZLd&D;k};2 z<9voO{;X4piRVXIiM)%fnuX8d_ht-DE6e!qH*~sgnqSW@(Y#2=f&vd2 z-0)#hunk@fhA?-%YYaigi4doNGiFx`iGO`2#V`?hN^$X=f-S&H+(3Z?4>v!&TAVlc zR>4b!-jcnTP&JS*>bLM&&VF{E0_79|2N6^Bw1{?=J4D!-gAZNTk6DsCXJLG1tQ&%Q z>WP8W-BJ10l+aA(`I~1o*vb*SAr{>_eHey)tTh^pYDgskbzL4GyDPV6;jF385zcX3 zQ20OJ`Mq9^w|~bYsq>Z@H7S^(pL30QHOM}$(Y=L7kJRq-MTg`s?qAY}n3uMS+qoW+pQfuYLZEzB)|=iRMTPHgRa9VHaH zfZ8UW#l7h@G0sgO0`PGtfh825#<#@ z_Ov^+yz!2MM1!P*5j=W2V(AQIZ`w3lv~JTcLoQ1ZWV;l)#3&VWG;%ao3wrQgNdL^@ zQ+Qo?HT8O`WXge9R5{g@+Y5D^w3Fb^+}M=3_BIZrD;C~q@wBhM!Pbv}CjLSAsb(7;=hm&U6m z=Y!6JfCPyF%OQ^e(*d&B);IjGC6j96*M?pUW+ZwtVhvdhc@Ejd3sEk!2$f_N{>uBB zqflh8YVa;5+q{Gjq*36e=%5u^U|fb*qEg`eew$i3cEI4xTZZITnV9O9>Kex&$BbjY z;}$gOUU_QyeA$g6dXa=O;(V=w`CNJ>WhE!|Ayq3y&(bJ$vy%Qoa)kqB;N(XO1oPb~ z$W*f7`x>{>mul!%DsiP2xhch(74G`zxxLe2Gkk@g)Jdkf#-ql|r`vMjcanei{C+t_ zr1M$NppDW(;w}tZHx}wo$_)~(GSS&v1xcWpq6;m3Ss@MI3LoG-0X%L1LI6?#O^}Kh zK{ue=w!1yDHuCb_&vzHnv##ehBqxDs4=@8_2MRHrH1KZPL!M0=CT3utB*Wwv`5v;bO*TlL&X zJhnV8uExBkZ#ZsRF6vI0j=Wbv+es@kYw|}}M|Q_R^hzvR%;!kIk!{ghNU2EhNTyyy zV4h>yVr1&BRhmAehCYw`>i-qlO4F)lW=V&pnb}}5@GSn!U}yA8ju^aXnixSBpzC+H zX}9|d=L)4@lCR$beHT{_qaoh}eKm(8+aP^0hb8?yy@&p(bA+sn`wtmL?t1!j*>ooz z8?a7`_2N2)=BrIqmP%eqcGZTCF2^6k2Zi(#A9<7j|Pyl~&!xQAQ)-T+ zju)|83)Z~B{SBH0BDs`-RhxFC4a8T*0j>>?TzU7zh4z5%CpK&H*#XR47 z#-0Oat!ggZio`ACwl4)Qyh%-dRCiUo-pm}dYuf7QdHUJETJx*yD$6NRDszovF!TsaXE+Z8Sw?`is%Mx>5QB?Yr8Z&6kqIAoeXZ3 zut@3AHc2%m`#KycjpWY_(IuIci|Z2|XfB_uTmJfa)2i1BKciEz*tqX@XGsn^n7}L{ z*|O6D16;$sOHS&y_o95_?$4KHe5}adl0q7dTtGYJSBv|dssRMS)!XS6HhY5ghDTR>}4iD-Pm7rt8eGWVKy2U_h7sIq|seY^eF zz#D)s+X%VundCeWVN`TU)S4L7wvM?|nZ(v~jzQDj-LvQ&(U|>GIg@O6~ z5e9}Y83u;HKK+{_0Qv!(p|qqp%tLVWk9O!gRC_5+Cm0x5#{d4DLbjoN3h`;1V0Sf(3CMiW+2}Hi} zBpSkDsyFO`Snjb5JW)#9eI=bv>8S@p1Y)wxSp*G-gwbpv+}3o+bUERVUsDQG(-}qg z>J^=?%=Aqjs_+`!^6GRWtLM=h_oZnCa95_59D5UmPli@#b}ZL>m1qnwD_u?)HviRx z6!vowfaFA4gJz!~m)6^dh^@v9Jss=rI)D*{8*y$^%A20~%b1s=uDexq$J(s(^Gb3b zaoVdgjKjCkAe8@IO5);*iE&Im6*V2rk?lkx+{IevLOkM%DbiQ*5&&uC@U6PWqzwE> z&llf&5tea}On8BI={Nu9>nb3Yc5M!M1Ezzqs1H46ZpHi)dR8N1KejmKeo^AbsR+Z~ z`B|QtwZeV-D>L2;%tj#fZcSEmh@`o(2!OIDxoQeT&VChkka2|0m6fz9s>YD@q@U;S z1<2Or(VN~gZo(3q^7*KeZL!ec6F3XA^j`g20^VijI#~xLO=gAZE6nP*vUsv?;iLxG zV=M~71lWJBn4ByGGk(`m<=G$nQ^Uv3i^-*a%zxJ(%TH-B;A+bc@f{1gWR%y8SeRXL zb}0DwvDhc~AGx&c23rseyQ$-nm8v(2of z1ODPltEQu_ZT>4Gl}@jwn=S+k!c95>SmjMj+QwULMbi24R&d>^?IWE2956JZM&2gj z{m1g|Ik25kRNeNQISzfc)CNX-eZz77H*tP?8SIUdIak^dW^6*NKs)ysC)zaAVwCxb zI5OuguwQm_>olLNn0riZ%@vT~ZC}&*2f7zz{}~K>K;Q^4;>evz;|WF_l@SkVYN(cK z4N`5fb!etk#2;LE8?roS*x5|7A@+meb6>rVuLdNu;}ZwfbU~@GB$)xyiQAxF=rf`* zBf8M~KnS8ruC9Pb8qE{kSUd9y% z7tu8{(-5Q7;={*Xw*UTPo`i~it*qfT1t<2_i}}$_T=W)SCu+_RCsDgExLM8BV|w}> zXCfemz5)D#22H&78A=yc?g+{Gmmlo$E?9vp=MTSNz5N64eK2Zh^}42+&Tw-JM{lg_ zUE6cRTRnuSyxo>IImanI!kRI;-X?A}@(m*f(`t_llz!sNk*>NFoauUyRZ(8~tDG3H zazv3W&*ErBdP=xcR5s^9RaydmkyT!Ew_eJE=33A82vMel{JOJtLB{#LFbT_D#+B4> zha`y`12S0f-=Om`?XRFhHW+`GS2i)5`t`0wd|><06nx)|czo$MV|9qo zY^|xLu^xrNrYkAf;Ho^^MJfV+jW3vI8dOAC)S+(cC-mmK7p{A6fs6tBr~-EnaoraG z%`QGY+avrX!+AIrR84O3r6{w3g)ZLza@?G~8Di>4I%y~FOsL0e+iF>sxro1l<*w@2 zT@rx~?ub-iRU)7oA856FW7YIl_v~T{W;s0Nd|z*KoVkbiQw?i*br#Dby3oMhN%{%{ zGpt}+sgihI^SodDlt!{y5eVXvd)P@MlKkWgVCf~i5WFlSDlP(j8}IV0#?3!KCm!3H z$S}-=y~}w8E6^plXR>vtt3zJPa!Cvx#=EI_)J&$7^EYB?OvuT0sa(oI>-$dUpamD!)+Cc(uQi5AW#=LcdzF;k`p~EuLr@c?Y__F6GE5G}-?s z{4mjVnvHmBSxr7mOI1>+%mLU@yEo_XGxiLFp&s zG31zcNkUQ8`nz0TOTvnz2l8!m1%G=!{?(B3fD`S3uW1Y1$>N(;v^QDY^@MH1SGQY} zfPON&p%cpxwT&mJm-vD>PqFI)e@2t;fpQYEMRmWL`U=(?d&bO2@P&p(7SuBqH4h>< z6V`4=(`d$0wlPrVHPatW%=~S-)hWa9q5b}O0ZTXa?MLjZteteUeY)HCKx@R)HfxlNMo(`+dg_D zQ?+hNGg-wU&oG=GZw8T^lhptqr7T$h?B8lfmpGOs4Ces{VjCi|L(Ir{wlHW<(LN>- z_#})N`jShr%S|S6JA=6VYIfZ^cX_T-2g5MY3K(6!>cMk4CK|;&s*JFqW;SxXjIFis zc?>e_VgrU<)nt+BL$y;(7SZU!a%$mU?Sx4A(8_V&yXL)HKw39`TzXsvcWyvQQ!uJYQGsY}@@f?O5l)0vG6UBG+b&9L_OE%a0J&9^tR z2Grb*=KdufA?sDex6vDNUv#?zR7U#Zb=`mzM8u!?qsY_iSIivWhkW0S`@Y?>=DP&w zy1)A(VZO}%E7yGgs>sYKG4Lit2MdDDQB8du*%Y2;-n$5USNk+G~*ka~d zNPh3t@pj4BzF_TXOiS^D?~-!8r`|FJR>FwK3Y3h5%f_tdoft>p3q4Lj)8=6tG8#m8 zAx;i`gQ_MW6L>v_&f!u=EkEDSuf@D<8JXO}q~Y}jPbPIl}yOa0RJ|5RF8G=f%j z`ec5ppl1;V?SYf6GTER&t%GMXVUzuRB%*;?YrPX;q4-YRN6er6TgWXs?>Lu0YTx)b zBo7;%Qa*BC%+nyGIZ-dI2XT-B6RPtCo{t%c>G<$GA7dHe$WmXmZNR)P!w~vnyY;k% zX=Cc~-*fYO$2@fGshky>>Mbq-drxXHj(iXt(uWYxZ>*Rcxn&8Qj4b*!!uLTYjccUC z;}}MfOx<4lc^W}iWSs$kE>??8_0Mg#$TrGMdXh*@gbFbg=@;B%EV7;_of!j4G&v8p zC#rx)ZU`3&>9-fEnX~BhV13=xmGi0Zt4_3Di)D-}t&J$SN=~&8?lK(T<)NN-DecWZ z=}~p<<~zLxUY(D?Bvu$24RP|03+ok@%yj@U&(FQrbfcl*j}_n{hY>aj?Onl?NgK$J zxC;-gS4!YT`FRn|Z(Ek_)z1JzZQt2DIO5RA?TNrln*q3A5HP!oxcsH_X;nW zBzi9af0%GwjJ?SksK-ekab+|$2r|H4wy(h*8?BQh)xlj@y}RjBuRCdwk-GBF2&hh+*8LyyQGpJhNv9Y;VC~xPS?g`F4w}RNjU7YQgK2|~$my(&c`)xP-W}5F zJGFQ`1}@kGPHAO3|<25CGz zm(A;M#O87-?SCFOFg4DbI)77RBmk0Y&ukL-6pt4B*K+IP0H(%>wo`|o9o}#)GNYtl z;v^vXkZhK%$=TP%iCf0yn7ntGr+KLomkMD{fYv+d)T0{DNx#Og%Kc*z;bL;$0yBz} zMy;=TKkJcM`M^t-&_1RC_7eOBXDBAO7%%eU z8SfdnmoY1k;QEwmW8{IT&o#jFfbm06`nP1nOP1T66o<=%da@l-3EzbeP6COo4PpPJ zrY1Atq`NmDUKHpn?;rDXV1IT3*>WJb;dxgxWAyvV`3>v(RGoX!1E65(`$jw_@2B@j zhYkHxH;~n;rE$Or{U~RsXUVNY=qfWLlDV&xk`5xCsA#GchY%p5B!cgLRr zfb(Fw**)V@D=eCEC^8dn5AUS_$r*BkJdsW%FK3*F4-^z}{&S@mFe>D|^#+#SCSG(^ zi4#dX8-LH+V29IFH>5i$q$Aw+FUi;3OKalMW@9Ce{K{fJ*A-rSR~Q}+R>^P?fj)_?>KVyjl_iyd&&Y;+g1lYKu{l=bzfN8!wr2j*yqxgz2m!v> z+bXZ@V>! z%>!tk%ppSCM~Ct8t^C`sB}IjpIZycjM2c7(m4Z}ERk{kf&VNaVe=o#gAA#@R3o2`g z=kGbHda&gUQz<(2LaBpjNnVRSJx0YstrWKg8K?tvpaTw`vAm6-X$%=woC1`NIJv12qLwSo`YxE-)=TS4zT;tObsBjJh0E&P|Zh{dJ05JhHQ zV+{u{9}%R@Zee{(!CcTZ`0P!e+XQst&7AM~mr^m-{UWg)HU&zMIN3_>i((8u{?+Z1 zctVCX7P+Yc!l*(#{Bqst*Ot8S;xWfU1s7 zz5!@>Pd#(XQcEGz&G4AB0B8l=CpkalzoRSAW%}z#D=$Zf>`_M#seP-%_V7zu4nfJuZf}Yt@dj*M|08OYc?-o|t>o=Cd|4&u=iT(Pj9<1Z*j0 zjj5YGWJ;$M9q)BUOYo19s<@<_oV2gvhnOaks6OyN#{FH=jF>!uH9T>Xyn?N+Pf9}8YM5a&z18tD_LwOol2UznmUlxHDZW1z`9c;@y^U{276 zdJXcPlSEnd@tmTHh+o4uJ>>RfO^TTsu5nxH5j2APstZ#T(tkeOginqrtan<(l6fF27h6=1@LrRYD+3QXy=*rK7;_W@ccww(u5PU5S%C z%`&_|F!~tYYA&I`{|@I`adPSL^rWkX74VNeU6-!ES#xLeocqDSoXb|_4mR}ih@l$u zzqty{fW6B!oK`HUGW0_^!$~tmi!MogI1;w@rOgPYR;mvFwFQy zzmw}sBw&D8t9UbAN90Te)2M58(OH;cSL|89bEX#I zwU;Aj9Gf*AK|)vldY0smK77obB{>#51HYePXGE{AM7`S}Y_wnVwspprz?;)`y|Ss1 z?B1p_nV+s)^v&N{G*KbZ8dS2F5dFrRDIfPdiPMFYE&cmeFWDq99}k@; z@O?&+`bKFQ&INH$Ijm4DRg#z4G^%~iMSs#hX|@F|3B~g8)x&jK_(Bg)D%q+85~A~8 zoT7snciu$zeQo7=6(<;&WzqOC$}}1A1RmR)G+IgfX>hb~Bf=3f-_pB&Lz@lJX6F7A z)&=-^rvqukr*TkyvExlp9uR96@A){fs&c$|q_Rlc5uBUqlS}?7XHxRupkM1KrpTX01pB*w)_a6*O*InUf|jrD}N zjRnFX^`UD9_eT|5p0(49_J1cIU_gD@{}bFbe7Xi0G_^<_^cuAFwI>x%p!{Y-Y0>TW z;8DK9`efSy29u^3JIx=!+rg5l;V!)VrgUms^Tqz?bj>dfa+DXBKrwj(dYZ!2$C}i7 z#tq74Qg%RGq7A{|%q}3fP;T;(@z|*tzbXOy2~tSI zwi2~}BQ4#lYA4n1X^`h2s2Y!iSh_a~p1}%ywzYORpsm;#r@Xnn66rriL&5T#eepJ0b7R2VNtL#^1mrU`N zXY(dCZ+P=|dNctN4sS-?KC#_8#iH1wQteS71eN|&X1BvF8KW1YM&=`DUIPFm<0`R6 zu;Q{H>)hfypnW`AUlWj>aK}G{8W=5&!qnfd%x9`TO9|{d_tZ^0h zG}|_xy+5DJP%;0jgS;&G>(GdE{@guso`U#G+XZ4RqyW1Yh6bLB>D+)(fN(oMoH@B}cj(S3n;jbxem7j`y zrGZP5)r4cXgsV|a%l_BAh}ETtFUGvd9B+K(4fqKD#W4HyBSjd$P|3Co%JcmDlY0q= zxf)8UqIr&>tD9NaD(Kq}1plMbO$@P0Dxi8y&Z2dWUVOemc?Y8{vZdA8Zssig4w(k( z3su0sXA$!OHH))NX)7;3%_5$%C$A%&mSOx8&mY?;#;cr!-_?eNk7{|T;-WvI#Q`8A~t(3#MTiO`@G)q-}RtkE3wqkqFZ6tjK#BnOeH_XFR) z#ej@WF5_MUJd|br4WZApWKe_4*TDW6DcD5#;5QaTx-kIff4~2mEz`zU_#yo|*j@M` zoc{?c^FG2|o58}~*|!H|{`70>>HD{M9ZU$2KFf?X3-}$`%e=cEFv?37Iq-;Y&;ZFm zm_@?Lj3@Oqt^O<0iO2hJ-{APL@dvRmu<7~!dPI(&-rFZ3sTNkvyXJJHX zr#V^_K;57iL(9$g)hc%-NT1Rl0C2Dxq@|t z+hZm65yONUHJ=oU#+=puov(rBv?=|M|2{Mw0RqXJ{y7C2eOA9y^g@&;8-LShNH=u1 zD!FuDE{X4%!5Kjq5OoD{+p5+?ABAp^1^JYoTfAd|_zfdna;C1=r!P9+}E|&|} z_?6=CswMccB()g5g?=#~&t0{Zo`LxcY@l z*V}64Z%j3H|AxoPvBB?Jc5%X7#!l28>`TH_P0jL;Af}Y`yi#k1y<;FYV{;+tLr`%P zq8J5Mv<20bRvPe<++OTsVQ5=7sq=Jm>m-Au75z)Vpk?LR{xX#x?}XcBpA1l)gD2pg zg5?(7(3E5e#ot8a+Z87=@6e&Oe5-zT42K{P;g2=gZd`yxMShzTP5;KWl1e30?UMJs z7pIvqU)vKGG1lgIVIjj#5|t;14|maPO)-ZG+;QK2YXMWn%s#tTdcs^_AMy0?dLRl3 zWd;RR`;Kc{hToKOzE?QNl6|ac z?kj;L26C!BK`=o5$Lbarw@>+s0X@MLr|kgMMXWeZO%X7V?jJ29f7z`Bind$EotvyV z6n9y{@9!;jm~q9;r2{>=>Pj{9>f0^NoCDGiEUYO+htnu^&Di*eiiT}c$23vDu!}lez=sYI!>+W+)G8zhL zrp12%(H630ijM$R7pw>=H^YlY01G{&%V~!FYjKIS>#Tz{x}|U?8C7HsAFq2Gx}nkL zGQ*nk0xYu4DChn*i)DrRY0d#@Z%s&awvfGEV&*Wj4*elj378W+x>Nh(IDYSPkf?1F zbA(1O@G)3Bma{?9ww8^o&?eMf&lHQ^wOh~@r2Pj+{sgqWY4aZp)=o22p-iP_6uH~)H3J`G zA=C@MXJ+g}%bQnv`1U>&d$_Gg7uWnz(p8*V8@E>6?T)0Fp~_F}{qPwiAJPfjbqd(C z6#IA2%>=Hyd8wmf}t6%Mup@6{t7cshF0tnuW3wF##6 zVC^O!y{Js4gB_iwsfv`J(s``;e(@BJE+Ff^#TE!0Zt1KFgfM$JFmI78z#%94;@|NG zy3Rg7biTv)`Q>AYcdYjNuTJu$ke&6#?K)AWuh(|b^j3^<(0jRP`w{U+8*Z#%ZhKo* zUT4;0m^cWFFZVA4hTq4lR6Vj`drXKR4SV9^z2$1!u6_oZh?7HIW0b{x-%6}T{~CwG zQfL;e>q(7Gim|WMaxdXG#ZIRv6Y~`eCf?Y=V*JNa`4#Dy5u}sx{JMMB7QKx?i7Vo@ zC5CEKk}qQ-=#qt@#ir^y3&+_6jRdYwYK5j8)FMk#yi<2BQ^yG$bd9J!lUJbl3(7IK zn2z{{k9x^tA98EgzwcVXe>A-1I~ z&F^Z9qb5mZSIpXlb0q2JmC0j5?~GQE4PXjCO(9w zHBwpc>p87_gxcS2odtVDImMn>4{qU28UIT{n?3;gENNu+jnN{V45E&7dV=v?u=?gO zTjV4^eEI32p35Bv&rC&C^Cdg|c~0ax3cdDA-)LD_)x`_;3~h^bqA>!8v?s7Nmat$p z!_#Mri6)df(@8PoAax6T0c+smil3@B#Dd+U6z+42H+H%}hJReSz@bCSioYy*2r3)u zl*U4Lk1%>KbHVZLX{?w2QaOxDH$jD8hciv|jmXSCbxbY}+wzPvy(ygyvNbUz!ew!4i{-!TM5Qaqz}8fTphI0)O1fDt6BboP`9uGdIIfB%$DVra3Qy( zk|ODf{KP$rowu#q-)|6G?0{G!Vz(FtegY!p1Ul8inz^*YT zaN@P(3UAmN;YhKcG}imlt@o*pp-*P{l1q!ef(aRN#gBw%Xg)AtXLs`tXPUxq5GIY0 zW)<+4BKa^LrtP*YdR)(OUfu(|4TsZ@db$^qveE zQ_s{JNVCQOpg_B@HA9){aI&-9RJj8q&St&ZCB;D2>WvpOU-k+3nO!ln9l*OUrVJzQgtx) z*XlnWLySla^~nYE@AKU{a=o9xkQ|knEhkD{1vH-^b>WH9zhk{>Ylf z;QF@i$wvaxztBU42zU@&Oe~0TsSOFiQ=%s9hub{l55F3XvOcLgaSJ)Je5%ug9wTgF*?j%>EtpJ9;(Y|aV)53bn9ZJ(AJ>qMBvp0F!MT{y#oIMF zs8>zN!M8yR_)c$BLzp|5JSbUezAnN_Um{13`-`hWaIs@VX{Vz~lbnj~w)>@BT4Wu_ zWflf&R50D?S`hjj5V;R|fJYURT|b_MUsgEc63p>RzPC|>>NR4}9+R9kv^63oy{U~Fzp@pBq1^(399h10F@VpujP@*oENhN~CTzOY`yT^G*q}TKZwy@x z)#DhIWTKY+0o~iYaA{mZJnt*gsrq4E{c*bIePwWw^Wb`ylgYlyAF8h?%;Kg9t&i15 zULdJ_(jWb(g>RmArHT9A|HMtihNM_Ak#J8A8ynG?CQH%@gZzg71*r__e;9&z+Vv`k z7~FB|r?wb3+vhe?bx5|Px+v{LFMr4xZk;@6#4$dC2c5tb?%M&xrRYxJtg(JJ%IQCp zMuP;3B0!8o+&3W?q3>Lv z_E;+ZV4mSzmKTo#RK^Nx2USx+&pV@{R!1D_F1AcyAODX{&5>;XJN}rc+wbjw_oS3{ z>=IDDklMJ9dVkpwTFSEg{`$**m<;EU9GXXQ@isgITD?`?Jvf*cJ{NThU8Cx&iH8O= zSYRx=P9rs?&2buQk2C`882@LG-t7_5b6&~Xc8Dz9qZEfYb~KblV(wx2o`WqsTWl$q zu&ueEL-?6FpAgivt#KpX#L>AQw5doc9nlTc4=Kh=pa_?$Kg%ki$75`8)J zUsMG(-*?oAPeB(MXsZ?rmeG}$o(S?)Y_GBoHpun1zE^I$?V*!p@#EqhnmAs>#yn}qU${g0gyPr*|O!y}a$`i-no$&r7sj_y^?4WHhP zKRPWrlJs)NhaNt3NJGAMDhke3N8%Z|EvVF``p^MTA+T`E5<8 z^pDFh^^Z!2DXKde#P9vlbEvst^khd>UNlyXAgo+bVdMPI?Ovl5{C!M2&J~MBl7q zxmja|IW$8B=TR)hpXByq)%ExIt}-8~l5lihge-4JwA*smu`Q-q$5P5*rG1gQ|Nxv=Lq4ak1)3m0S0uP2kW7dVm({Aeu3*j5@Al3e;V zWf!xom4u6oR9Mw3%GyhjE~d^dU$=he@^p&c(x!EzpkK6A1s`G@%pYcXTUrMll^g+t zj%bE1;6a5zQeWf^-RP9g3qU8CD z$#sQ4X;gIgMWLYS7Hb;hX88R)mde)g2{{1TekC|Y-kLXYjxQb!d#r&yCUt&*k`fI9 zEBA{uHvRRST4ugw(3*xRtU#iNj!Az~d&*#0Z7xTVYg6-r8Pl2&diNfjW!}%q+#RYm zWBil7?^gucvqLG+{=A=}SI9DJ1pFiSokI22c9R?*iwrGHhj>HD8QDPfXf-{Fm6RFo zQ=%>;{76f7CugK5f-^rj{*BqeK>) z8vO;=8NQl32fQ1@7^?lRL$aw^s)ox>T*&vJG%>yMWk255PvbPPH0L3wNbmD!{FIs2 z4`C>7$moj|v#idT4GIk1W)d0@p@f)S$ITmRkUf5PUO5!;v_Z`CKD@@{YAJCA>syeTUux;tRR)N*!6o1x?DGbS6e{eefx=dca_mUt#UsPo~sYV!^%aYQN z=)O7nK_{F?E#fl$OK3X|Iy5(D$aG%uY3X57^g)`dA7_7uoPUzKDr_2dO+5?Pd#~$d zY`{a2)(olX2@#@w#gym9#&{7r3ycPrq>^7%deenSluUa$vd{Py{E zlGfdjY9?9_zIvn{ad-2uE+;kPtj$`|P~q;{VT;J|53(<5wtYgp&ua+@`Jycx{R^S( z)9Y&_Jvjn}R%lQ1j22+YPFWYb*3cDWt9m{vmSG#X30b#lIW=s9_S<8{XWck|V(1J;gM3=_Yn#luxEiTBC~_({blUCTsQ+(7$!xS`*?`;$@5@gt+my3tZ|kBc0MF~m~d#(N$j z20cB(+p&%-WUE50ik=&`{cKuJIbhMr*hf8s_Rm8*%NW987r8HpGk3@i05k_BK0cpP z!?7%0fEdtiN)rI2c}+jzVef>NP&|B|4_C?9-^2^O>y;H3&&z_6fh;e;>s`M#?kv~S zPXLi2FUx^C%v^?Ldmf&4Ni1f6m;&KtL%%pPcJG|Zs?%-YI5_smUPb_Q+~lS zZSlVQgg)y*7L;{%3J~{0NprVA zR#J8nDZ_d5Pw?ocsDNxZ4+$Sv7Kw^YE5WVs=iOUgJ;7YynDUrLFgj#;@{M`^3H zjwYGb&oL=Tr)KG%d+%?>!kABJlH#3ejU(gWf2!+!5F zQ;R$&jiVWtf-r0=h1H_qQVsE#x0SE|9}+4hV%3jlmTU^b6c7NKqYuxF$r)uDn*2$J zwYzAIabWT3H772oqXhxyw?hx&Cb42%;MiyP_{_*M-cQNlLml&iu!N`vOf&wlhK;`a zf(;XLpm_E?>hG@&V?!r6T!V7=jI(kA7sOtO30$+XzsjMhT6zZFQWi`~x}>XbTKqO_ zN4!f}%(MTgw{{nZd@Sm1)Xk+P5 z*S+~2-al)M7R=CgtfD!V8f5K@d?-m78pWTOd?r-mceamXy%q^*41lH=B^aPBHyJC| zj@>5<=~j~E8zOKXnu5;E*aw@d(f8Lk`t6aeJKD7wqkscx!9$M}CS zgM@TM1{;Q%f$#x@&gDC~aqwY}PE#DIn05i5)8eov_&cIbvMmqL^J-e4GsVoP#~c&_ z1rW2}&TaP5T2^ieouwE!W72G2ebXK81;0p-UJ;Fz9DX|~oFPM>F%d|j?~E#FOWbZ? zOGNrJU93Qii+!n#DoL>dGo(`#P0!udC<+l0fbCsE+QC1!!+Ss~kXZuea&DMN`XJK3 z-D7-#V1@%SzWkvvs1SMWVyOz8=L%M$m;A%ATxuIf_PW>usc(BMi4jq22o{c*dbfLO zYzic!8=Y;kjH$C+oq&O(&{o}{Jw~U#+ewQN=GuwdUl9$7$h+YGPL%5Wcv52h6*0kI zq)0EjPV{5RDfjGsp8*k_TN15(^*dyz29H{BA*19Y0PYFq9^8|p8~G}|hPeNs>b>LH zdjI$Fm)(}qp;5J}rKr`SYSW_HQmSgk-YfRrHCr)?+QceKjarGV_7<~7?3EZ1BW8r( z>Ff1*e;g<>yE}lFsv3_{J4tGYaXPcnG73dg^~{*xYSa) zEx4j$8yJ$0byW|HRSv%BkQ%lE#WwokBc%;E!1?ME%nCr>KAPv$vMSgTv(9@y#NWTC6hxcIfo=| z`|;3w^s2d_ES0$XKF?sggVZIIX)I%2VXCP6ncpCDIG9hiKfJlIPfBK`ky#`LsB#q_ zW-E;(Ic9Fo7ajL7QLvyb(L#FyT~?T9Qds9-;__ai?@FSxZ65t?oUeY6J7y82l4OY~ zt1vU^{A!lC{#a7)Y$uDZP(R%BZ@lNYeaE{aw+{FISBPMU6w9Nfhw2W7C7=TT_&z;I-(#@rFV|xG%}} zn)G-|#^={JX)ye$u(hC_pLcB7xGDphTcP!ixt&3Y`6CqC_oBNtiY@c)VS~5WJEn%c3~SuUjJxAKrxvNC6-W%~ zv`tlp9w>++lXRe&vIicbX*{LIBVKt{a>t#RtE$>C$B2?UAjnuurFiDIoPa-%juH{wEcDJbHn1Z*x2PS8 zQwsGh+0(Rf9C!~cMN>7|&7~AhD+}RVD}^sUnSCTxLhWrCuv*rSy`S@g{<*^!++ExK zb|E9rz9a^&U&NAPsAL09x3(&M$H3Y07-s?DS(v7(v*8z+?`8nii#uCcCh|M8!FIKohMeXxzejCL zR`K+X7Z!NJ%BcItiz{`ZMw!RjE*@$B7$p!gG+?dc{ZBN73rAqrJt{R`NGdCQABNUU zc|G&oqiva6h^K* z?xS-Cf+lv(;!W6E@y^oABQ_)F2>;P%po4yKSL^l~c(fy08FA~}kZDCGy&ySS{evPf zAW00`401F3Xx#N8rJrn91xnkMCy9LzlId4f5}K#t>AfO(UAf|R!H5k^He!Ww4Idrg z`t^3iz7zy!zv3O6@Dzah_}=c{g!23CTo+sC0CQYK;O>6iNI=OH3QZ4*HpX7PDYAGi z{2voqWM`mLf?IMX-9B`;_YlM*u@yAMJr@TEr^ zKkcsvR9ep^7k4-_vx%{U7Lbp>LJiznNBtbb&@VF{jIZ%^^}^>JpM+0(56bK*8rHN# zFYyxw#)74M4F|hUQe|}*cWr!ix?U0*wZ%s3I`(cTV*$aLZFm0EEkR>=>6`0!Ui`&_ zt_G@m6bt_jK5U&I@%MEWnX5e9_GE1KEXcU|9Xo5CHhu0Ny*02j;KrqtnY!8N`ewLp z9yeQhl44eq4$O!qQ<^mmnN|OJ>bvs@qtnT{$E!{2a%mF(PTHUA@dTuDc>;L4v^>DIQYF-m&@eo2lm zmRgibN5nA*i)6Zf8jFX#9rkct5benoz3v=_3|9MC`v8VN;{NduZza{ zc)H%h@(Ks_V-2VBV&ye zu{w$I#JqV43pAuT#B`SgMee)-)o~3!R0xr<;dIG5;PCAVGE78GTjI_K5?{1k@b6fK z(PEmFDGW53|Lc_lIO1En!1soxFKWDG{7gACF}(zP+AABrsSfP*CIw?%qn+N@{0jyj zVub_Hy9tWhm$j%|pH~PA_G~WKvdEBszszebva^RJ9%N_9*D!U=!wkAn{4lkwd-CA$ zsweLVbx2od4tpz0MNU;sxWMBTD(a7tv z$L)zxYj%$gctXa=FQSIO!H^M_!X~6O;rZ#qV|A`b@7u=KNnqGdgcat;id$ zzls@jt3#TGyCz>m-p`Rui`dRI@O#7i|2~~TRxikr^_#cExIEA%UblaxdLSP*joN!k zfRvH_NLgx1Yh1)r?@}rii~alP09=q|*q^0bvrv|rRKif%RFch^QXR%pZt?DRcqMZE z^z~Ot%st`J`RM_FTMr=A{e967`>W+8ueioa~M7D4}opK$^m)?DfZRa3j9P^icy=4e3^{lm z-Szo@{~ZTV&E)B$?;5{2GX|1)P?pjdf6v&;wE7pY&X6c9TVF2ml)LyqR5E3d!sOS^ ze;kzDpdE5Ns-5FI2vIAQdZ=3EKo!2BZ^kaU{uRym;`*ySHd&|qL9Ra+EH9XA_~3%Z zjAT5S)N1wrC(dH7+yR9oWC-+tTzEU%Oj955eSW@fqg7b6c_COn8hRoR`{@W1tjzGH z$qu8~cd1@`nzYYwJhkvplm5TE^8J2hU-{6JWHpSU=@g&#-x-M{xigobgH)&or^w*F z|E%76_2kpED0+IJ(w+6yB(oOmKhE*ZUJA{PbsF^O7fOYQk$A-qVX#KzdeGPAh>h8o z?aTu;H2k$e;5t-zx_wjn9j}^;*D)(Js&wMj`ITsVw7BqUwSn~;iddW5Vr^YlrQPj{ zeaHDf=RYb8%V?(N(wJPy3AKJab2q0@rt>JUx_i9F23@h8iLH`H^s$*7$h5i+#^M`w zG}~n)@vM?#ZxfUE;Rccs8D})UlUu$zQCdd^*juJ`lDem=yD1V$2~uytR;tyGpOej` z-l8@{akemx=esA{0!Pw6R-Zzo4y9%4p#C23V&_>+?R!-Zxgji&ot%EelCkaL;2~z#G)W`_mzNzC?kyxaI6=$DaR?RNo z&r+#C|GW|rpTvnjuoj5ZH!EETZko^f!8_?dHq~nEy(M+SO)tOphAFL|*i)3&be|b! z^iS(sg=(cYH~1r%Z^AmWW_N=U(TfVHFvB!KH-v0ECi|U4^u5R?PG-G+SuRndMFg?9RP3EJd zW+D?(@`H;$)vC+PE2`J;rs+ur1NNV-d^(Mns?sCyiK{T#dy`XQIRzK-4BK3scr`7X zp(V3Np&4fo0eC{eaN+M#@BXf9HLGUW?&{j^@i|6Dm(8nwuhe4eL2*YKG9s(vMo+$6 zz^IA@8t=Kx2-*kE#`P}k>B?NMn`<^rLE9)kquf{jT*S3cLg&*p8{cT3b;I_jf7=*H zWmk-|ej%^g9~c>(u7iSy+#5#w-!q>mdS#p$t?%_32?dw2QuW;OxOEoLQ+dIO8|}|) z{I=xs%Jh1pLU&Cfzs->rOhK)XKUr+N-}*Hz@gJHbC)Z@&uK%yqa0K zPEpE@ec%0J;x(_%8mbZnRho)FY_MRxgtn7M`DrOGY2M{It^bkFJtZ`|N<9 zGBcWae)2IEtCe&h-MnP9U*BXju(H}DZ3ZZ6lN-&HLKR};19G}?o8(<%gJxNZ;5PyD zW`kTVndqx0&Qi(Ys*Q4&dKA6SfJ6>cCV#ZjqsoSjK zdfzJd{2$lB@`DtKgS?Xon9?2t7B7oeZ~R7-u<)Q4T-#%jewvWy)vXe<#eOv%cHK5+ivlR7T%Btl#!l5NAAz6E)Z>>Nsjd)IXwa9?~wt2Z`gl6kRo z8dVq-%1cM8Rp*`D0nXAdBp&IxCl=W~b8KFVRzJUntgnT5KcG_DOOR*nRJ`_)(*gb5 zgF*pF?AqsgX@96Ini5U1-9ntJUpoNdQ^tjEY>~#vjO%8-N6KXrw0ehik27J>)luE!o`oARg2Z20zS6Wq>PN0({jP&XD_3H%9@hhXREaUb zok~pIK1exZh;1hqsb*WlvKP+T7RJ{|6$l{NShE@oJ1ApF=Y%_KdAPU@JH7o5NM{ScgG1On6RRRW^$)f})N&@Laem zM<*-fv%rT5`z}prgncM_ysB<=g;rOS;J$wrE?8w$ILgWupRD6eBYpT7dYmt{vn`D| zZKzKNO9k8V`EOfq)vP1ck!B6BND{`x3Md*R-fK(seLvZ`M{ry0Fad(}3Nk_v|9@h+kK zy?Yh9PUBjv?@krWgX2(!YS%@*C(rBd-ZNH^W1-|#(T<`CY`a2eW}lnIOSx{lUJp54 zxt0f`uHGiJnCENU0E=dd5}!psOvj#0H^AXEr>8*XgM7(6EK9QzG++1+*;$Yj4d#-! zgM^s;gcj2c2;z{ya^4YS$R9;^HZMhuS#hNwZqb&b^Py+^mKQWHI~HWfOGkD#yGw_$ z*zWL>lGWKuAGm>xW>@6RO{|6Z$*HQtT)F1*PciGrO z=>|-r_G=i$XW817iLbFfc7;Ux=UOh(Q3}&M8i57VZ{}Ka>w+t^oRshE*VCs`;7>gy zJTN3gCLb>qFkt_K29wkITbJ9nwiAYBdRB@uKEMs+LN3aevO&2Yy#)b@#Bgfw3f|@5^sx>f^;}!8kFXS#qmi;j} z7k<{m44!v7J>r`o0^v{ zbv_?m!z5eW8usoht(_uok9RiBm2&a&*@kS|}J|6D$r(QkRo-FzPigM`2L zL?1Z8MM9@>?u-0HG;hZ@&s1qzG}o)WM!zb7Utyh**2SG-Spe^#C|M`P#RbH#mQuu zb<=h;*=Flz?JcoxRpqWw{UgN2y0hsGo2PEs=rkiUS#*y3YSC8!=pv3xy2i5fwm05! zX^5`6zc~?XcZWLnp}dN8+GOp-ieXuKD$rtPs;q9bY0Zg4=MX`$qoR?msUl(H?Rno@ z?5HmOutprYc*INenZ;hOs0E=b=2^U+t+ECtFX^wU8|76i<|e;X#i9VuR<2MPZ`rxN z{=2dHxQ#lbYIW1C`jVKcqNZxNi9 z>V&7|j=GKhO5NUm?NpYd;5K)dh5KhKjn|sntASBUHol<=(r_>%!QDr4Rg0;;%I(m4 zz4R`mM5>v|Ws^Z{-fVLj6fb{ScGkRNAa$f$ow(X9^=Ec6C3liD6-0BTZoYYR-JhhK zBE-HSOkm^KSHxqzfm!7D16@q%MWdBQ)SB0j+0P~u^~xBux?hlzP5(J}Kx+3mZpO-& zty6Fi&&}%E11y^^ZuD%eZ-Aw(iZLxhY0pkN&`81@cWGhd7t_VJR%u8Af;;i~Z8!(^w;lGN9UMrt( zpj=Zfc{d6(QI|?VG9i#qB61?}`ZFz|c;}|Vtu>msnYe#zig?cEw10kPL^S$^kk*GL zzV36DFdLPER)%HO#y&Qg+tZ`B5Q{Xk7fX5s(>(mI3ZUgSIkmdhvIi9g;Ib*6SK#mh z8$)xTz(;wZ@1CPYBHIENfzBecZe*U*<0$lGkj0xI0T)drH zN=|9{+R{A*y{V?4-9yJ^l!Gy8X`6X_o~Iml>HwASy3cgjV2@rpj(9P*p9<> z0?4s-DKb*6PF)ALWzQnmQU)48Y;1rYIyW&|H%kxj_12j!mjTqb&fpw?yq;JWvM>tJ zw-ePi6vCctu>8-FBJ!hLV9FhkV?4i)KcG3HSy%7S5i9TLo$cfGYg0+8O67;^OHTDV z92GDg>DbTO;OuLhMJom#5U4<_a5{bMJ*(|hE1Mru=c1dUI>(-b{4kdu07lg19Zc^@lEL?{q1qU9y#%KUNB$p% z@j@h8EYVP^L+QM8N5%A5^-m#_P`W9<@ZI(%(3skHpJvKlzy`p-&xJkf*HdG{&N|nb zo||A#;l=+u0{5qT)n-?!ra`%VXCBlcTe_VKd={+2jL80|*TO1QlV}v-va+k|97$@n z`*@G{G+5F`ks=o$Row^ZL|raNr;`HH@bmk6Q}h43YdoR3Ja4$DrnYDM?ezS2JT~1`70i#x8IrGqU>t0MCIDpR?tGA%gZyvBdaR}->E)*heDXYM?kfV zp$LF)IfyjYwRtK%jq8qA=;-I62)aS*Q>d_m@%zL67U#;ccrresjrtjDh1lbn^ zjQ?V0uXVy2j~cC=z4O8v@W=HD({1$OW65yl7w?KST9+YDV|N)WaLEOg(Yon*80)<~ zNC2G=mp@y7YTum5V8mVZkHCqO5^Ka{!b?fO9@N5hlWoo~+#0pQ0X`nJ9Qol!*Sp#F zF{yrKzYcVU-uJg>OB`wQex@xMEbX}oZ~wv?z0dP)y5&`j4Z@9^+f5I>Bqv%%Rd1!M zUwoC#xyCO(X?k*{*+n8&S#le3_n{gdp<~O)ru(j+LDIVDIrA;F9BS)P@mYAU% zjzVE|8!(pzoASorisSw5*&5Yk^|%<+O&a4z4W#fb(O0_GKU0v(x8&W2R;7mWB@5T~ zERr*LEi9z1r0LIJv4PP}Co)+b?NMf=(76x4(x~l;`^wIGqX|$5&ts6WXXH{rJS3JH z(!ea=Yroz5>gZ?V^mIg3(O2FU+6iof7mtC>T@XXU-{2a|3$aSDBci7xQpKS2412Ww zV{^!hSc=9@3(&FY!K$nBXcy^V#L(D|4Q}eP(^&Oa0-@1+v+@TOe*Ci=yHSPA;O)x= zmuH%759GqPM47tTK$U@LHR@_AU-l{MwN=FZcHDr~Ro-nPS@O$uXS2JI1s$ld=QM)1 zh0G_HV#IUW9K2@dGu^`R?C!DgHPloa_l$*iao_A>*TLZtSpN}2QXVsre-mfM82dr~ z=3m2|HnD6YFCeYDvTQS`RAQp`yXnAOvd*yUifT?t=kX6I9|5VhHWkvEZH|irx9g)= zM1E@bKlfI9^FOt-XDdw^+V#Chm45=eiwll%Y~#!sW<_~zZvFtIeyww$W;%O>w%B|d zB-Ksc1}fpc(Qzn+1gyrIrGI)oE`i;SDY!SbFP+WS>%{f(?Cm^qTz$n&b=tNseMs~T zJbvE`#QU>*%5maBp;35rBP3twxxj_U65Wx6g(;)ws&D4KzhjmHukvlp*0PGz0DzA8 zGP2~G{5G0P2qS2=*C3pxA`Th!^1+fV{G7C4mm$-QZjOhC zVK=iyq3Kl!-@A#Jr$b@=6H;&Gd3D8G#^dC)k7N8IiI>+mttbC3hNM0xyK`nu=~-i% z_C^D*ea2>0*Y?msQ;1xK3S6T{4FlV{Sx>E;xy07IKJ$QuE%%3M>mnJP z+k>m#NUvbJci}Cgmwtq3^<(2^quQiK zoS?dV)vkzlXxK^4ko@DHUQ^574hG!TXh)dq^-B%pHDHzjTq&7b)}3SLcWw-Mg3U93 zXEN)`6^`KL7CLT+mY zNxy`RdoPw9HjA9Am@~gEm@FA2mFvO-kj~Il0evsHLKQi)32A}bea7L# zWAJc2XW4AgZ z(GJB=52jaFjkRG&n}2TlULZJ{QdQ$GWqc~JX;#*`AJRff_0k+b6CULDV+I3=gv)#N zP#EB(8?K>|Bd;@;$d?kdLjW;Uv8(P$$$f*+Eogn|ZSyRn&8nPUK6UqgkK`O(*Nsx> zbOi=4K*dV_r4`PU8n<4zdYxvm=gBotzIcSQ{js1)JT^l;qqtDl_1C2GXk-p(oOb8X z|Gd4bdc3PQKZw@z3D>|qMc$Mk0dWl|6_x=fT#tU+Z3|ora4~g1LKP>t?zTEXKRo{+ z-hFT&%}aRVI=y0~yPy$+(2yK>ESa3kB7Y*7{o&}9%#zFFO_)CIk^e)7<#dr)x)NhP zV8NdB$Io8DBnwAxwLSjGlg;p|TPR-rsNYC0{Us1K=!e_+0jo^sKVsB12|OZ0OS2Db zem^XEd)t@GS=yrgNp`1BhF>3+LacL+RCZLB8q20^y~Y<4XzEKezB*+At|=e;lCUb0 z?OCC7XsmO{Um9e1cVgXi=EDc3|2w>3wzhdT(+|%lpB}o1AtY$7)CQ&vJnC|KRfaE5 zXYfPzE%XY)*Qr)kKlospKg4v5rcLUwIxV$NBKPm>{ZK>$Mzp5i`gfab+TXM0#Q#f@ z|2rEk`-`>EIoU7GjA_#nt)yoMA2t7z76WaRn0jXr_d5CPGh(`ujn$qYrJ)~g>Tr3K zKwA6^xlDQQPQ2vEmyDh($8Y==cG(1-qtc%B=PXxSaQBlwIFkVhNByar!nu6+f6Ko) z^FH=o7~h!{XxI^fdw+H`<39(zgLLK(6=Lq!%^1|2?HHWxKfu@EY&Xwivn4&jr-2Cw zuQV{`6$KL6A05Q{=Bl1^D)H8-%pnApO;@Nc%3uqouX6MdWL?ut$1%ZWp3nHO>AvoJ z!-G<8@(R_qhc;SVHbGq>f@|BsR#NBG2iW&l=0{%C@gK@9PNLJy2pA*al)1wDb@XT7GTz^r_sQX!FwFH$zW<^=SqHc2KkR{yXGCZBO z^YvuZhy2)-e4Bn25J6^1gK!{_=N*k^H2sAC*k^TRKN>O@vtn*FH&pSHSg zd?Z9*CA?g_n~sZ6F^?~uP|k4dPfBpo?Mph50H;^md6x3OqejWPZx>$7h~UotoZljZ zNjbIV6gPRer`ZskUj1JCdfb+RT>f-|*BmO2X`m-B&8!rf;m=N_wT&HJE^?HZ$rFk)Y9 z&1KB01+3b_hWSR}!)=t#lyhD|J?z4UTL+?9Cedq_bzhPT~3YNl$zkkJMzm`j=33(48^FVOLWtx2IT zD>|#HkJB8hEi@twQh1yU@~>C$Wh;`3dIKMl5`WHA@tPbq|F93iWv+ zpQS2d7iOO2VcXMmM46WWpZBrB@nif#g+TupPDD*P5`-=)Zp@9nef9nN8bo>CTnU=$ zvHb&QwDa0_CI=$2QZhTZ{2crzKZ9l2Im%Qk_tmbnnrqp+HA05V5rNQ{_$O0zG5`*@ zrTCl0(t_)54l@b$sJ^DlaB!%?j8xum_;LlX(bRbp$ku`?f=fK;JJpJ=l-rAyI(*xyP2G0hwpj+D`-$dNz|EuuixtfHxlAA0OWl6++5lKQK5{k9C^F z;e_^9aWo_(dl5l3}JC}iB-gM2mWRop#LMW@RO!*u4^*Oufc60zG8hBh6!9) zLQ0$GU+SojSiexnR+0Uui^YpCRW-G}M?_bVU87qzUEHV#Ob|wm<99y*EaLfm1$SWO z;N_xBEIiQNA_kjT8uk54@xKjX(z6^&ywI$1VK3DV0|cHhs1=64P_lu(g%WT2GgMiZ zlg3l~sr{O_E}W-&=o3!?IAr(r0j%_^7xN7FS;SRcOUyVTS?2$(UBe$x z(}RNEQY*3m1RJH-&)?E_WzqZK#zhmTgl~46>-E) zP#6;rjSgBv+?%x-*;~w<_r!kJbP?za?xyg&@gCWx&2!=lO$A8&-r++TE3{T4V{N`OO?dYLoHKKPXX8j;31yc<=2OynVZ;|MYlll3a8fUL49I521b)RA8j}1C zLL|~C66qP$%}11>Wpy5J^&4+EMqiQa_2S=%R4U9K5-Ey~;lN11{Q^!cDB*KUm63?pWHyuX33&-;{7N#%aFan|%`V5^XPQRi$Yp1Ar&=d-O!*5WbFm@TJA-v~Et1y1b_YEQEH-T|+4G*7w9YP5eGn z--?4LbM2d@0U6ru`O4Ckxfxisfjz$`Y)hF>T^U|Uw&(|zvO@_I#Ejh$BYAAKyS{c%vv^k&vVZ+i-xv<*q}e# zIPP%p z=K}&Z9XSiVn-}gXDBJl!n~=RH@KH|C%w*5t)d;78ByF@;5>|B12Wr>4aEUU2d%swL zJPo+QI1F{BgwBpWOR8st_gCz&%p1AroA&MfX!wR8KZSY1uWUBlcoLo$qJm06LkJz; zbt}i6&a#N>AFu6wsqvom#u!sFP)%=HQC-LEWtgr#4s*00Gz-3n(XQZ3O?{NzJzdG? zlC;KXOJNYtb-s2S?uMiH6oiq}VZJnCScT!Py5SA0&RQ{+5@3iet=+#RI&(NlQ*CAt zKMiK>OkFZl@Em#lm8(P+Rmnuec>lV=ZpeS8$Aw==^EbM*J#1myEzsulQ~kitoQ2lp zco|UC+j{w{#Um3B21fO-U?6}#D&dsF;MtlnNs~bmna?-u8kk=$HvbF1;x2Kf^Utuh zny~}}rGLw(#7N?h*`o#WrjQ-L2TOb~dXdSy{Q;!w!@*Cm>yikPKjTi5{a`|-(m$$w zyYoCzo_`h{!Kf&K74fpGwNKW3L4LUn{A#q`>c65W4%~-06CTckFP+We_ z_BFq<;Nm9--JaN9C}J=u?|DzfJ|X8ZoyJuWHa|^+L5lI;K54rQW7Jzbo|r!A^Y)al zFWCJz2S^XP`0QI>-L6Vk#V~BA+cUKq9wi-BCHG#0!znHk_J|;V#Q#Fl<%67THNZbh z+R$@fuo_unjFGk{^Ov}WrAFD=b@v5$=MGM92>;h`AbvNY=-^gY~IH?cc+-X;mMdG_@?)HX} zYSVb(!$$;jph%Bve=iRGDqA_ATChHIRb$RxMYm10`obeCX>P^st(IG^wZ)DL46gzi z*k-zCzI9PXT94p{Iz6A!x?Zx`+!j2fs2VsC;VY*$G5=sf4G?uwh5zWvAO;!ECfS7& zbEV8%ICGBI;u;sr2>llh^`l4xENp8Y#AHY5f8NTQO)#CmswL#({Pt_thRbuH=C(v9 zo3g3p+bFkAz9MeDB6h>%f*wNcTC#GSCwV%97jV52S6v4Xc20Eiw? zN@!rKaMQ_fmFG^6N+GIL{o0L?&X5<4xfG|*hB5-G7TVq`#r)A9;$%)=S`P7)i>-$I z`NAur+VttU zsNw2$)Q5!AREhz2guVm0n~~98x#S?6Xp(j7_KgpYR-eO;*WnEQ$xpLXH0D~Ek-|?5 zCUze?P#hCM@6f_r9lPnoR7g8gDrwDXSfi$9P2a3Pp4mx#z*C8M8@kb5;QP4{#@`=+ z7T=wu&8ey?0hVdU{b%+}`aSZEecWBs^QW2Kd>#VV|8vkY*RXpySr4j-sJ+xhjo8pU=meyY_s!xCp+TI{P%i$ScLJ#-eQ!`NX4{rw>Q z=P_d_BFM1dWzXk;MBii)9H~!eV$ME1nsr6{&on5-jD#2o`*W$&Io2DAEqo-+@t`T$~0Ity8Oo>3G8+j_unnl+?T*j^gqk5ofb zLM3#+U=+o(J(pe}X)oG%vvCzap7kfy^6;mwZX-`Y@1YSi80rI&Y(hYegx)#0Ll2t9 zrh8XrKG(?NEx07QXToaOAG~NC;JW@CdV3Z^-|c(^9SIo+tzEjqy9O_;8vDUT{;{+h z>lzcpn(2X*uSkEZF3Iff8NYNVPBj!LwH@R+OOIY|6NDp3$e>D2VZRr+aE&x{KkR0(wW&PtNs{=+<0r5%O z6)-k;=AfHqow7lhOKDHHyrt5Q(%}8et&KN&fK~Y=dN`Z&m3Il(`^VGeQuT98d}N#I z)*$lY?qNb_WQk^@mK<`2BC88@$Ev_)!oNx}q^c;T_Zz2p|1y%48c^QIg*~`4EPNZ# z3*8QxV-qzhG*qi>D=HyIc9t90Hz+5yk-?&SS@eKi9`grG*&0qqF0=&NtLs>XZ}V9W zxo-ye*`xXkixgLxW?Pcoz*bqE6%Ns#k5s;=caBy+p86@7*)W|T1$GALL&xs3+Pv~+ zj?KjJo+Ps$kn2V(Zd;5?MgOka4{=t8@n&X5{bD&oPxT9Xd_cRlBf zvONR*c! zwG3Wuu&A4vAFTb8?>%~TzgcEtYt>dRw&MQ0tbF2G2zce5rR2M3LpcQmJ zhGOM51%7{aQ@?Qe+RihoNxd}DssuhOsh>k*ke72fBFP(5gq;}=S? z{F#pep9YuGbp0jxka4qGx;c>mQP#>8%sPAM^<8m4HsfNj#f@~=nP&OR{Tk^=-S>uz ze3Qi@EN}{jJNSy+zs2p5UpEUYgQSB=v+LEIJi_ajj1C?VKEMMM7-Ly*0cgJhJd(@?L$oS6}syAAL<14fXxo_=fMK zKCmwpPVQ#EDQ+6|=$Wab#~;*PKaj}ga;ZZ(Yri1J3&FYk)t=*OoMw1>+|V<~9Gvf= zG=q1Ug;b4@8|gaBu-cjuI$+oIEF#6K3s7{3gIHW29GavUG^z>5plt~GKW^MG!MVbh zTdLuK1_O5q6MVqzo;0bf(r4mdwDMRudp$#0cXH!#wx_uOGQy9XBc4(Mg%MK}}C zL}Wkadp9>)xN0Drf0@q*(Z})mF`8#cACI?q_T`^k0!QZtC!{N;Nt--|2L^Iti#d z01Wc^k~kv&3ql@0cEfJX+Oj^#ud zb2LFPP3b|^2>*6AzpgdK#_$(A&^3B$3gyg(Y%18Rtp0XpgP!7FXm>f;PnxPXh(VSw zRt&wVUtHcXmW$1Mwjj>#$Es~vOJx|j1NwT5YB2H+D69wH2)zIL@@fv**_|D&OmiH$ zM&E-qQ^3EVwQUTL zgXE{e$~(h>W?@#2O!666=jy;HZV7SC!Q;x`7a**&F_VRzn*xZ;hkCx^@Sy3~_VX#{ zehMnM@!u{CkT&#=fcQKJS-mn{RfX%hIS(c!Gr9A{_*oX>!(<}2MkX20oS!P)=@r22 zYlU_~KY?gS!R|&@IV%d1nz4LBcBw!mO1~fm#@vpfuGCz%w;Oa3bTJ1FC+u?of_uT1 z7}-qYv+EEckx8wQmrJ&2p@kLpt^9G*8?O9@kIWxt8x7E++d5-G9U(=Kn?B7|YoM`- zOn7uyZ=P$dY=aQ$OSj!glB7__*3aqR0g~i?tqJ&FCrppmjf}Sv&HFF?dVDd>dXLHv z1Pm(GJDbQ_W`1VriGQX&^XEm+US@qO=pmS}60uucb=vM56r6x<%cr>72*q0j5`LKA@^cv#v)0|NLB*s)^3#te(bm=j)|) zoQT=Bt@X%}8RBX8Gf-4;!{i*C?i7U^x*JDFjz4+{uUp2u05 zo}F=dSjUQH+QADB3%*;;+p}iUPfkqxhnck$X_ISs`*kjT=5C7wTNd0c+>3YzplFBq zL!EmlsczkILMv9|BIbT#hkq;H`FXai(pYxZO-1VC<#9n!?(N_brDp}=xbl3@ue%Ip z1iMVv*Z?x*DBm1VKCZa?1~OEgA6Js);qUm_ZvDBBQ7juKX}UGpAX_6lEIgOQgXDxW zqxGI-t=T85k5_7^@7-66D3SlF>8!ta{+0vPcuS~bT0&~I88H;4f+{v zxk&Xse%@!_>oh9p%{kxKAq~nuBA1G8ZhJW~9ae4lGKwPq0Am^G^E9gE-0oSw>F^y8 zQ^Pc{bspRtg7v$TP>#T?`g)vbQ7h-q4Wl~NpN%&cN{fX#&cb&ujiuC_Z==PK`pG%@ z{;@-A0bB(IGApuE%NEa>^u$R7hAsjNqW$yznGkh!o>43J!23HHi{v%7pt6Q(!Qa9l z?1v1oXJ4A(RzrCS;MArRiUlZNGtNbJ#b_SkYa>ci;#JV=v2_K#Y1e$V#uJ4G;I5;CZzciuD(SA1$!`WPj%)6Lu1 zt_hk2c<&2#6_>8yHg@=eZ9_|$1%zQD16P&Bpme)mL3IuoI}KEI zr29yRJ&(NY$Rw)4W+p`6bmaZQ@Rv5Mm8BO=iuKYL&PS?F!lD2C6ZFp;g%=;Em;p^a z%x&}8-6Y3o9^`Q}|atVUtMPcrq1m(%HRgXSvSv9ZJ2 zqx78@&=8!HXSnSiu=!5&LV~T9t>KE&h55A=uMShwK!+-R{I|~EE~=}te=ZK8rH3yc z?G-~hm+L-g;mn#!15w#HQM4Uui_U68wW)l)?H^w1F^B`wr5uuw4zZK6Yzb_y>&RL=7HBda^*))c@T&H9Gj%021O^Syt?3HRv>unRd2>0^l0#xvzepAZcsL^s>lzu zf0egi?f;|cE5q9AnyztocUs)t-P_`nQrx|`2Y2^U+yWFR?rz21Def8y1c%^XdOz=% z|2fy5edf&UJ+o#lor?rarg%*Iw-*b2kJ27xy1J3OK4tP2!0+Oi=DXwbHO{|gtmyp? z;{MkiTZiHki|kEl3at9onay6Wwdar7>zPFo|4}!i=|Zo3jOAs2qP&*N{^CM;>bC;7 zoRAZb=I{oDygIuZ@vqQxSaSay+m&8cobq+GcP&jBQJa^hHRW1%r5T_7c%FUNg>po1 zEWbJWsyT(4Q+}0Glb$4^-)KNJQ|=oxPvdcI(0Y^!Wy$#=f1RIeYL#W0hS{whSa-gC zwo+bz>)^7c-LtQhJzgX5Y=e7B^H*rA!is1RiUg0^)w3cb(A>5CkqY``;M0^XCrQKRLFH;Cx_p ziIDGcxr^>uHeg(Ryg33)JGE&`scCKOf?fnlog5O}*#36g^suVHaWF4#^F&<1dCg?C z8XUiWmwe|p7XLmgx$@fy-{zR>;Rm~Mv$aZY_3#}vno53950zXri^mb+dG z*1ryBGVD&h{Nhq^jF}%-6+um~le-TAE}V6(Z+O_Q?O7}Ty6^q0K<&o)CN0PPyd+zx zz?B}fo|WSO@Gm>YynInLt)W)0p$grPE2BspCGa&D$+Deeg8IrL(+*7yz%W;|u01kgW#FG;+rgY{PhmntiJoF;eSO3=Fh(45_FTheg%w|09d zbqw=@a{;9bEP4NCW}zfgvyB+PwqFavkJi;Q$sw87Oeu#1)hXBef9>Mx<}VV!xpNVo zt8GKVu(`5N7`XxmRZNe|TMK>Gp;5e4eV7}n&Qz7x0p$2#(F&{lXI{!u<$9EyR-e?su#A#W4Ymgu6A z&5$d?_(QVRey`Yb9r+ZzHRRHzKb{W@RVImgg)~3ayA~%#DuytfkETcS|*$q=@eurz*R9JmO&j$rA@(%h_ki zZMebUpjR{xE$4ro2C+fCxy}&s)=g40ODWEw;Zsjh10P0NrHM$Qmb`|bO%7R)TbA|1 z8~?81GW3#D7LU~<&AodCoexL8nh&cI0}b`fk1Iv zTK@8H?VFnxFaKpGf%rh5lfZoay*Zf7h+ao{Ncz6#DgvgYjfKfY_ z{G){Pk}#)w=qUy$LNwVT+M|{aIr&I8llP$dc3FhA=7WExGh(!cqz~xrvd|3{%{d?V zR;^hFedD;ymGxxMGx%W5>rfk2sdR#*aGz?GTCrA=mk4kC%bhSj==)ilz)$SNc5&{b z>Ul^XCTO&?ILHWCSf;`$(ctXL1w3#3?1q2a=n|7L1U}b9yJkA+{+brR<_69;PMLlY z4ol?C+4{J3QKpZ4%oO`~lxTMN=rcAsG}qJM4Z(^h?B)7?Ez$PE4g1Qp~ZB#PhzLiS38Y5C2I+b?aA?INIp<$Yq zzteAwz6be{IHfCeTA2EY7TG$j(M7C^nZK?6*2yZLfkulc0%%VrSX6f>0$3%@T5_}* zeKf8rwl&hGOClPP<~QPVxEB4FR_yF%Ax{vtOXTeu`G&Odwly+ME%eB*0tkbZON?M#!y7#r#phMjvnA2^KY(EHvcJKi3UTPT|4XA97M83hzkK(qoY1X!g%{y_igqU`<)92kkMexMV{Mxg*i(lp${`(f5 z8N2;6?UMlrF^fcQycuDI`R&FHKAS_`U1Orpm-=^X?3nnYD) z&SvjX)b_7V2P7co3El!kG&k>iux-Egw;14*s8l0D<&b{aKD|i4nk4pc_gHvxrD;~~ z|2pCS@43u8SByZ$x#436f8O)Y;{6?i>|m@zKExZb*dx^SKF*0+DWhy5U-~)kMpJQW zq_SxoM_7MUtM?z|A zs1C~0*MGA*n?~za2{f@+BpNW@rW)v$z;$L#Zw?0BwtC42(JcWj& z!M*M1#zvXpXvdSPV7k1nr^_*oGXpIRhXhYRnfLPg7>o`mSY`kD9}P|S-6V_pC?#5f zh~IW&H5eU)@3w>0&Z*~b>9#&*6FXlvThoYmdN5_pwrw9%Oe&e>**R>OH>+ROO5HA` zYRMo95H&o%)>t@nEB$b9^aG=#n8WtK0x3|>TX!NI_ENO3+hU0)JpNTYtuLU&HN303 z{C_kZksU&0u9z(|Tcl_Oe>=CKo@Or2xKk ze&sdiM+sWTx%Z=IXYXTBRG!7t87}Ln3)=C2wnsL7&YA8xHBaXykkJCHdyA|KR_(z94;X=)?DQW?!F$DcmOHrlBAmn0AdDyf+lMLfxGYG{u(KXpg#IHTG#;$QfQ zqA*f)E0EkOAs8ZLa?)@M?||sr=I%XE_7b1gs$7XM;;YbAk@V3$#f{~RF`imdb>&*a z#<)-{anB8%Sdw$s!$2#&;481K+oJH!RvLntnr&>#$9YiO3l$~>JkZ$mNgbBj{@Kv>D#EnnDNFgE>KJsik<|6u zMMaPC@vv(Fw0zsOrn9?o6uCF&zDsCZ$F=F*E_9n4#l~T7gye4g=Lt%`Dn3pBZLFUN zh5As#aW|~?R8q{Dn$IGlY6)u-^U=cd$JzZfnzz(F^Dv>`u)x1!;i+jtYC1~{loAs9 zgR;b_F$Z`O2MX4NTO#g2-R4MGda>ozjs&U>v-b;xWf{t6NMtlNKW(eOEm)22!~7na z1q~74e17^Pu3g8Rb%c7&-d_o-%`5k){{JVca1V7*7M+<=3{!i;zTlzPje=7SyofRr z+7nFRL~|6MJ|Oy+OXN|3!!!FRXEc|Jh3}VFPj3TpQ*?WorsfQxl%>!g;*B$oZEpu$ zs>3h2Ouj!8^Gf@K0`0k4{<6bRg~P4WJNW!QibsOvASyM%MIGgh;rY9JDA?u2=TOwH z>qmsVNqmJ1p>e(Nw!|Y5g9|;s_;~k!P7Rgx3zbvdCUa~mpgz)AG@n4oa~IW9s(&+f z&p^BpimgTV+!DNDqJe!u$umo=nw9y7ZxVXjb2_SvI4{$rTWljK<;^-cMMpV)a~1p$ z>F*ZspW&Yepwr=07Nk!rOlsymHI|2H|{ZOrexrobGkGH6ln2&X*6JDzK z=6g28_1oQ0T%pAE(-%$}J4*9|XVZV-e^%0%*4rFpb1wHzUK3%qInaDPf;m<=Q1SEF zD*{$`AhFw4VvCEvrd-9BfA&DlG5)96;CN(2ZU-6cmu>F( zpa#LHI?A73ZO5|Zlo}-AOeJeW)F=pG7Q?gojhZv6wQl+TnSax=@#P_CRN0(m>xwt< zf)TySqQ+V_!nErpg01nMcp0#@3YmwDmE2C6W7OyYdSY3H`wxxt0S@2(=S(5!APKJr z_(>o1{vFqvO9OBNeMkBcWU`I1J(8NuX2X3&6y>vFYIaR`=LY9#`w;}dp!RZh| zX+s^gtiXeI-pPh|cLrilEQ$Y{>s z!Ch`((oURZ;n|Ai^Il_Jl77Eq_7+d}xg7cl=cT0MF3;0M%2~t73J-zy89H=@$ua~p zoGfUtFZSJ6H3Pn1Fk@r#amA)60_t}@bRUUYXP5@QMe8c>x-0HO@OOm=jeGqi)#h8H z2*%cQ|03L!8OYkLT9W9^_lHaoS$72tcGc9Il$>7ubvBDx-)zz$?(x#uJKu8S(0(T#M9Yx^7N_xRTO*wU^82l zeI}XuWE!Vp$G-qc7nk~zwWls3bxPd^-Ur|4DnIA-xA#EApvb^?9J8pF`Td-&KP>%k zkR@ZxN1kja4II-ap3$=1?(9kX+N7)iNTLIg^k+LPKb1NzgGhvg9n%P&Fl!R$k6sXe zY{$kUO#Qb|T=D2Zfu+9##|btWh6&O1$#{3!eD1ezPC^JdAp|d zd*J!XVtvxhQ>ynbIZwG4QmV`Cf#l78_2D@9$g*6|u*!4t;PG#dFYrHTf*ak&B6A96 zklb5)1HZK|nA!E2)?Jrh5sKz|Y>szw*;AaW%V`Wdqz6#=Yv+2^#TjlD;QH(QZdykw^AyDA*mVHvw~VtnL^t8vJ$G3h$H z-Vkmz?j9< z1b@0zl>kCa>rN6p%R@>xCG)Lt3p8+Ts94h6AiW!j)2=M>!aN(!2#Q7b69yHg_`vup($UO#duG2TcT08SjUq{OyJrGrTS#z^F znNn@>By*mo|FxvDPI_sJ+%&N1m;d^@HY)*|ncD0aAuSbzUq4p3D44XS*;>J~pWHn< zH)~?=y^pgdc{!HxH)|CA*RP`U`q$;V%YXMarV-i8Y;A(FKB(q5c(N|Tn3bdxwZxJq zG2vmZJdHDb46VkA@dE=V>P&StS}@WN6{YSCBbaTuFSOE-)>Bk=y{HatUOo~8*|4}^ zl&-vX#qJQry;orq8i{cA#1%lmlcL(=xSh2{@_5saxt?5D+8gHf3CM;Z8S!^ht_ z1{Z(HN4Y%e0n|KM?y#FYqEX1~_R7@ESqNtI4vnPL46{qb`ktXs+8Rqbhf}v33YXWY zS_i{yDh}qAn^tpT>99&IMFBDgdKzG+7a;y ziF-S%6&|)`OI`EveUHe%O!gy`N4N4SbN1|5Jz<=GZv9UiW%Y?RxkjmcRXzaSW7{kC zS6OPWcHQ(A--40;o0E4?b2Daau`OD8R&M)K1el2TZ}@Rn{ch)kk9BT$vn57J#NgG! zix}%i$>U@w6#=KL-R8dd6eqB0Vj~Ewxhb>cWq&Q1m^VQca6psY0`@+vvSEdS4^4b; zbOUNHx)|k(oIc%6d6w$-Q&*j0?nrZ#7R|GI=lG+W+e^%T6}c9HC@fn;B$$UJc&8*f zU`uDl(++Gm%^1iX9-7x&84w-5IM#GE#Gao$dDO9cF_$tcLG8j#mW3j@qL>|1Y)32i z8)=M2yYRdq=f51S3dsLpZ}#g?n=!cM58m*++D`2or>)hF!96#b>fv@H6y-2h3+kxX z5bgF241@I&no07w$pnw!sE)i?p(FA2L3!%aFVLH*;A(=lE`DwLef>npw#H-Kh$d#+ z0L_Wm)8cb_36|`mDZ3_npRqi8sa==ik5W2R#7!BQMt0dx`e};I%1yR|f5e6b^WrBT zz;8A6=hHZhCI4~sQJ6{949!nl(N+lTOM&u1`<0J%U_;JgQL%^nCD4HJ&3+3 zt?-FIpR*rMaXEafX=Hc#roR{}d-Jf7A3n9}P^gx*IKiq%K|T1?+&z5}5*|ljrEkE( z0=vPOcevg^?dTA_(9z6lpF90U{$316O}zb@i~2g-zyG_807M`?k?m&lqu}bYlj=jQ zedC3R0jE<>v4c>0Hi?xTQM+l|%h&qD3t_e8R*z^+mw!Gaysic19qWMg|C|QrLz8>@ zgQ807ngyd)N!zOuJ2{+f4ZyUA+j@|QWUkzX|bTE_?hN*d{*Um9%-1qwqEj}^ag z7kg`+{X6h%K3YFs;?3)jH}*Fge(kney$ADC?W2jzwa$2)W_-j~EfB=!{*F3PFGSVp z`J18pP~Ne2YY|CWuj#)ppkKk;@rXDURG~BRi|uQZa^poaG`K$yRmDI>=J$C5ZfcIs zZ<_FrP(*jYmZfu&^*<(I?{%;@ai5}{;Nc#tOjpzIpf{4=yRt(w_>;4K2Sam_V(nxV zBl%DU5c8)h^r8pBNr~6U4u^5Nzt*&oF`66Ra%Q#i*SFH44=ii>Jy+bJtvM-7+8|oH zpD%OG4aNz>Bu*zy0|73f{PZnTW{-P0YP@R_gI|>Y-EFWwM0>6R$g%Y?I+j$!$E|I% zNT&A5-##4}6UoGy{V_Hk)^~b1&u6@j(eHUT=e^mOH+Wk|q}Ec)YuL2@GsrhMko%qT zTAL)!OkgQtowVZM8JjDI;6%$kE%ta2nDr>0WQ3Zi`1?z-3G(^ed;7IR?6>nT81!s@ zd80+jCUy~4+uv8lJr^&k1{W%9Y_}+li=3boZFV1)eIR71tivt_{rJk(RaGaO?k7E4 z&7)QlEv`%9-w0YRwdVd?K5H`3(3l<SBG~(xtx{WD`^Z+hC4C`L zoc5kl-z*@RyluH_NIdVVYNM>AuxPTI!^8z9ND{FtNIeTXxAaU~PaVp}2pvP7@#jZn zaZ5hy7l+0DmMvd#a;jgn{lkAyIPVD(Q*3YXA&F?!>xx!ZI5FZ&t#MJIHz{3+kbX-H zUm^1J>b;X!(pPp*owCjZgnlYI3E}3e9@&)4)Bx@&011K+5y|^u2E7FIAIP4y8L%h^OAF72t1ktfF;|WE<>B0p>emItO6NJ8{yXraN)lkJ0@W**_YSHiJ(9 z!TB2j+;iGDZ?U!*#o4L$hFEz2;+h(L>ujM$J-Knu!SXx8V)OWc*!`r5XW>k<-qTsUq`Ae@u=II|O`NGpGsZ+01 zz^D1nB?Y6soZ6M_9rlD(_XF-HPkW42vDL)5=CidF2098)=>=`_GG^jSCUXe0N>Lbc z1SZiO@@3%N6ud-CdF-zB{6|=s^N+}|$MP|s5u}f46!Fy&2sL2k_u-jo3O~yu;zGv) zHKY-K7QxL`5HNrKdB3UO=XH2yQJ+1*&@t**-_d3rz+|7DDR{o&`&P5QM1c4_(HA2} zll+kmFM7Q)3);#;3qX^lv|l`^D33FayS(NFkbCDqREfmG6S=nB*$l@c18^E<;G5JZ z&;_Cu6V<*T%lS!R%gItm6I7du^|JgPhwYL@gK3Y@XuIG^!{st3=3O5=2kl!oZN8w% z1}yZO^c~#-8kD9?sK1)Strh^X^5b!0@N5!mY9nqT%AIj{OUtUrg&bE821LI9ElZBZ zDV1OJv%<>-y5+FaP}DM|{RetUAA`)x7+CZBT3q^EvXzFC;4#aFNxk)^;(Gu^-xqiK z?-mxdxjq?G5!#p7HMWMGe<3&$gY276_F{RUnx6td>%In|AlBB8VJqLazdh^=ZmTcs zq=;I>t7#xi+@k=GE#T^-;cye|f5q=COF!XQrYl@Ba9p>=%UYY+;$W{BZ)W-NM5P_d z`vt%0NC-NNv1JAJ#5+LLEgP}ZukfP(+fv2m5UszvUv0{;Bxge*sw&~lU^t10-r^n* zb0v?|DT)Nw3bWYzCKnhGH*HP2OUTR>|7xL4IsFp4j6B=UAA4!;4m%Vn?Hn5Qvk!KR zK+z^xafEQ)RnBei!p(UqYD0|os&_|}TMgc6)?De^9ON~F+K%qMPRo(#E=2xvdlXhz z-l-orER?zWrB~evNOfHabvzqfBvi?|*4V}axg#ypHPIBIFCMyBrp&P@D+oEGi!x=Xy}NsEZ8Y zp5lD3IQlPB^{h94V{ww3NaPbwA~e$$}E7zjP%g@M`(uM-=hvfBDK>f{=uZN1t#OWkm}9eGiKG%;O~c ze~Tp@8?ZTP#I<}-d6yS!3a~dT%0);;p~fa}>Z<9f9bM@{?lM%JB0vZEUUK{`!dJjq zcHf&;WS{4dWwfxbSJjwN&{9I>V&ly9^kSu%u74I+ zK3Sj$PYuWYpL^n=0#AJKpD^WmBL57CZ*Aaaya>hm1&Ek*lI@YvtaKxPW&FvTQO|G;AlK1}2RZMNh zwK?{k16+HFJpi@>LQ!O|z%STvx3Ah%30Jmei5oTnz}wm-=;dB@+_=$tRuXcGt9<^U zJf^C+qL)NDiE{j;lh$%pIb@hKK*0CY7xjBR;s32!Dp5MM#bpR4RVgE!M}mwkV%PSR zXQ&LkP0go>2lzUW{ue?fdy%mbwyAC*Exj6! zYspV8;f-Xye|qg47aK}po1|2Se?s^Sg%n0|p%p`WRp`>Xep7d@lhtdV#+B>f{4beY zKOJ6LEH@}{-#<`epL0Z-AhFHRgtAfK*XO0=5oBB z2IOsO9YNK9(z$;0ztxUf{jE!5aS=JuSPhx|3_!nj=9wZmy@p^q6$)I9Wx2I9{qg%1 zy4m=dcvsm|GTPFwD~#a(f@d;Jd&#>mL!1g$CrlK5q9f;Sty;J#4m=FhLy?~b+^h)` z3T+}_A;D2zix!5Dg!Tu%FEb%9KYEpp=zdyCwXjg1`zNau4m>?SnYo+3sG-y2MHy7~ z@6|C*g~Zc_jl8!>8d}=-m4R(kR5M{ZS=Q(%MwnfWpPoe!p5Mnq|Gz~@!nvc*;l9x% zCx4Lp-hYgNF~78(<`SxZN#?ZT#n6sifTFOS8fQm&zd z<4S2!i@Rhg?jSA+q+$Da<_z%LK?I_{?_@LxYIYcR!Sw4r>!c&$Lj|T>RM#hoOPzJ8iO{^xgofJWeh6~PtvVp5FHhAd?>)UlondEnlAjh?VlO3gwO0ZxZev$gn^p#y?5#Gts zH-q|$Ou<^6d?R+nPqyP2J|@g3S!eUDA6W&0)M%B_{_lm2EWwB)Z!USgb|-|7BDizW zJ$bX)E5OXrWGNDPNhvb(J?j6CN^@L5Mpo=8=JdC&LBn`@72@_i3K*Fik&}laMouTj zq#d!qFRLw?lJJ6C<3@tRgn^2YW?zQN;*$nR?M1>oZ`f=CO3iPaD)+y;`W?@!8q1N= zehCE<7>cldo0GK^Ee<#rR2+N8tBE|{@utxK=7zt2iLA6uclc(+=V(fr1xVGx&uppT z+W)CFnYvFa$m0W5Do1(7&Nsz7tOvg&R8=Mij+vn|{vq4rqH3rOvuwc{CgJ;>T~IrIuWRg2gf*1iIt6`dv6ozYDoHC657$ zcfTvyY9Xg>P_^m`Nm(9!vYk}(4xr!_C)?)ydKma{)cH4Rwtj-TH=wTP%fwKHo)wZGqmB@RKi@B-huKCS7jN}n$~n2 zzTdn6s{HLFN8ZnPGxH54*u5A-o%p!z2C=lBdEY9R%_eWkPBwh+jwqZoZCo~vqEX9JENDeN; zH;<5GnnPrcDqJcbc@y?Dq3Qi(zmxZ^yfYHi~ zH(_}nm?%DFf}3w=E;f)Pwon86BFu^C&iXUGSN++%p{CbAr*8@HW9f_>NDwmz3eNR3 zlwu@-cq-rKV#%Sh5*w+1+OrqEY~JDj@uPO`M5BwZeLicDO&u`VONB%9v((=yOj;+d zsGQtcIPb1pG+K__NLLa5aa>`-C8c>$P*WSJfFX^6d?s{x6@BDyAn^jVb^L=Pb#|vQ z?iSg2=OS(5e`cvjEj`Xq59rYB8;ZV@2&tJ#ni4fcyK_W-2e&dC|9*n7gFsQRme3Fv ze8`GAH=kx3JuV~WnohK-@y^hR65}@y&0oT_3jfzbrfyf<>)F_93FMjq$x<3$L7?4O z#FWn95x(U-oB+4;_F@h&34d3({)OMWyzJJW}KD9RlQ=w-rF2t^_(Ll{B87c!t-6#;2&3 zkFoSNI=);ZQ|~BPIQrAI zGeOHK*PVz}Q66%2A;ROYBF=UIAH^b1gtY=U-{A1_w|WloteV{Zp3ZRzjK%qfoh;^a z#|*psxcC#PJJX;N;Aa z(?~G>RN=S{w%QD-2pgI>u5_iAei&9M^pH4J-58SuM_`qlw`sP`!b+MkRirVlGUT&%myjbvys;h7!YirLV1|@V49`Kb@Zu zW}5CE-}Tf{JD~$B5Sp&*D93Hxlpbuf3w>e4c^6HE&_21j>S1pavYBq^Mo={-T@uDb za#Lm7NcTwjXGTNMeSVZPO$KYX$81NSlUcL(2XsV5lJC1{c)Wq7qLf!avej96hp3i7 z2yANP^?U5h<*!4Tcia|=W&3VBOwrcdFg-YxQ(2WtJ#p-i;De2j{PAr@b6__N=!xANZbwf2NFahvCMuy`)c@R5;jfunPA0yu81Ul!&85svbVHxl(hIiYn=Rk z3yA2!7!LAbf{3#UYNvgKq3;8hA4NkwD+PTlmT?v~K54r5$&@K^(I!+e%p>yy175V) z=|tnG%U3Dm)Av#>?KvN~@Up$DJ3N;GXyX@z?FCe0GfeH~`~Vp4LYRU#=4b3JZmup{ zuWtRY>+pev7^<9SB6QH(ZWTd9*1IpV+J4cPozr%gcgjo62CGqOGpJgm-C<9DXSbA6 zOMQP7AQGwy5uu=Qn2C~0TuSMoVR+C~avM9u_Nb?&@$kF*|$lC?`4QFQdsaes<)OH^%wpWFtF)SfM20Ls#1 zjYY+Pq>10Ccm9@4vY4GrAUe!FA(=gSCxFebU9w@Ct#&re!|Xm$Ee09clwLN$3+Ig-D-D$gHbL=s|M=6VNzw))^7B#-XV2A83Oxald&N+9=ra5Se~fa5(!{7zLf z`Ut#v-f|}tV5!`8D*jpRfYqoxU$q%wI{*;|xri>pyk?T*O}u%;l!bFmh1!v7JxrmC+3!;*2K#4Ei?jkTfmgj66;9h#+B9B~u8pH^GNj zf)TLYdn}14>kCAz!OT;tl+H6cPZLBdZg)TA8X!LzK8|aq{pk@nN z$*|C$?y0-sv`Zb=CtH@IFG^y`h55lj@4%zEKV4n2BFpE`K$Iij;iebwzW_lLs;j_JcFEmV);Fk!I0U5hZf$kDh zVfQ4hxw6`usEO}lVcLfYhc4_;nwKp<2*r-tq{Rr&g{tG?pWf*Sjd?Di>H51D(IjWW z>GbQ(f1_$yBY$!Gk)q*F4S!?Cu*T;(Ou%W-Wzlj9;8a|^X8LC!?@K$SIsG?{u8PIp~ zD-;i7&!6^vh7(*nl49E|<~YiSS%HHd3`)&oDw<2Cp<~fby$@gSP5G#ZgzjY#3z3F) zgEo|->wYl{Z}_9l7%SuhYWVw2#OQ-Kf~IUrabMNh4gPatxlhit!E!-tzaj;>(S4)z z(xaJYN8zr02jY~3;yoZ)(#pbN6+dm6MZMQVVGUW&VcK7jFWAPd7^imiI?s*@A=Z)% zMZ7U(7EmGg>cfg4M??H)lI{b|T9ph4C(_l!Py1B~^n5pTwq`ro$QgL=L8*tTt9cH} zx^ZQ0Y86zC?s~;dvJ{= z{Y5u%9zK}C4zdu|j&J|hF>YoOCKiXXW>=}cnxh62((1_T=JgeRoW2sQvJ z{nvy7hWuW2senBFK9Zj1Ht$P@=C!!Ot=@CAS@~{Qkg-|ws3vCfr)siopxvs#L-{T5 zoe$m%H%z`cOUVwgJ&>QN_$i(O6jF0sfNdiA#y0p-Ox6NT84oy|vv$XI&sV?{yu^hy z?vix0k@!Fop8)u6QRRPXIJmAa)6GizZRSz6*Xk84?bAoiMWFV+C;P?FGwldx!dzc8 zO1v|26citcuk4pi0?ba$Im?Z>AlHl&cJ2S;cyXAI>Flht`-k;fO$QIsO+UM(+KGfv zdy{2G642+k*b=%N^$9}#x4l-_LTGGmO2s5se8d<++{4pnudSm88in`axcuz!e51KF_32CYEQoVHQhOX14Ii1s&v zsP>*+3+c#s3?T2PHrKg_Ns$QAFSu8^Y%aed(o*LG-1y9ybf)Q&fi0{gh@|!$Un&sI z1&#DaeV(Pz45d}w2U+rX@1D^w8*Nc&uQ=_p(*aEjhi%4#Xzr?mY$!C=u;M|BJH#ot z?lW19!)}dKFWece!od=CE;*%nu_NWSo)<3MYqi1^ zi;%Cri^~b1a84a3;@txw%KBrCpW|nKrGZDE~Ff zdLl=eRRywtwDMzJjIA&I*Ux|& z9HZYl&3oty6%xPao-nU(Wm&H^n2G|Jzi;VHEFBJdV=37p+NWmHHzb`8_*qE=w{h0b ze7K3ZfAN0aCs<6t_!T<){NyCCl|9~|W_cFp-KX_%?Cp8ZxpQ5={M*A^;#RkF6I?#! z(bo}&-g3?CKgjdZ&oMuo>5bWL)2BI<%4WR%QmiPq<`Q}O4>Q)j_3od>o$KSlc3u=& zu4wI7g&fAusR5VXoe{y6`bFOKMa80;bXWM6K$R6KCl7VXLWF_?STULPZ=YILLaR?@ zvu<^Dpz1cg;0&e4oQeCVd94;pCiQeIkvUfIZ(^7Y7WT+Mm9#A;k=0NJT^R5#-`Dx% zo`gpxwzfR+cjzbf<`ERgXU#pUL+=U<&~n5jjVzVgEmN{waMui5#nSjRu4zah98HJ+#oyjrVv>XOf9s({+@eJFm5^-&gpGmVb7BwOXD1mD*?X z{L#QMj0VjfKB~ZD20PnZGTXbE$MM3WAP#d3z);dPKdYjb!kg$zc)Vp-6P3aMDF^nE(i^cox z)H<%suIUbSad+!Nw7r&Uu$;u$aJt=1{ZFp>-#mt4@2r=oJ5gN;y|pKib_l{G|00(?Rb4HLER}B70;;(zo z*(U+|@3&EVqdeOxO^hRkJ_)BBa6Ued*){Hf4w-R5^z*vSKV}&g++ZHoJX*BP((u1{ zPFf};<@5S4@=t_Msz$GN9Or?AU0}?O@=RDCm>4rS?k37yaZmdH%s(cFm)y3FY~WZ^f6wNljSVl8#=hlf(0IjnH_EL5<9nZ4hbOd>WqR9|C;&`&aR+iSw4Xcivp&b}Tt6U2g6BgG}7XA9m zjxDomY8aC;2O2+_!wbn|kK6=qrN*U_LjkSYIEn8@5w7Xsq8jr*OcZ4l%{ZbKO!G@E-3V!bs5Gv% z&CER?@t?H1GEv+*Ad{h;={PA*6GQhc=7`f2ChNMu_7-FmYrC5%RbHuS1-2LBF7=uH ztop0l?8aW}S;kCADmwLSilC%puX`3$s z^#SMn$A22PB!-?)Vp@>I!)~4V$9-8v-bMNhmiG-@1kU{67pB{6BA^q|zbCc*Yf}48 z)NbK@fR&(9ui0lW*BxPr;4Sr~L%qg!d^z>=;&z%{`1ZSXIMVSygP*%LP=K*=a3Gre z`FR%d_6WUIckV6H z5>$t|EmMi;?^MG2@0FX!#hqa_HDs(l{QM-x8GcR*9`?kb9Fj9jpp(8rlIl^4JBjap zoQ=FQVP303lG|d0@-{+dVS&SN`$}kL6tL~hhn~@!@?5D=j?EVZ6ept&h%%gQ7$DNw zOke|Y4SvkraD^SwX0H$bC;#$ewl)etCZt*=?oEg)L_f;eXB;{bIyVbQFoMDlH* zp%wYk>vb^_KhGTQ zXn-H^AXb-N`Z$0I`?XM#f@ajUaAK9fHkQkmW{Gf7iNbFujnhI1H!M2k7Z9>;+D@b) z(Q5#|OgnMccU#kG5IRE1aOkEo=+|6`0&cw_;*EL;cu6OO>Sh*|UeS$eMtb5+F}@&w zSP;ug<~YQI#6C-APNs(6aAR^*h#9qNb|5y6rg1A^7$Kegd64r`6m7s8>r5*>`0M@C z_21ociNmt%Dgj|?9V2{{`+J?5e1Wc%h#@ecaaLzG{KgHgtDBTsV#zWm^d^c5jP=tr z9VtzC9+3|PR}@X`VDRJ(c3=cIuc`#c3vlIg|ybjc>N^pluLSIHvq=dr>u$gxS&_!&NAcZatmFeDRZVP@yF z9;>t2#v_qmd8@|BLQ&VmjJU~UoExY;OhyUT#yi|i_32|KXpO^j9COY7B%~#=o z$$B3@+Ocv`uSa-}GDACq@`L~_P(Y(RQxoBYNg-?Qh7X0hIhhOh3)U8Cf6$I8LE7n- zqlQ8R%+~PABN*m&SZdPcA>x8LzK;*7yA97!+#m)JFa`MT6=nJI*&>v@=(7ru-b52Bi|^UduMi{CyR z`Fzl)(}jh_ll!wW9;kohnOnq;&WGB($^Zj8xM;{4@XP($tloLgyC>}L^E_eUQAOM< z!r!sYldt(~yJva3V5{`N7n+0M?y%v{s(j>?ccjI@pbaAqqYLTKDCb=kleb{^lmFtG z<5ePlcVR1U4x9gNeJdbF?WtNX0Vl9i6zAnq*f>#tPOWaprpGH!fH`2}|FLwHQE@cQ zn#J8^ad&rjcXxLP7Tkin2Zum#3+@oy-Ccq%1a}e~?&kgOPtMuHbWc}z*VH35ne_0d z)1PsBoutqEc_5ybh^q4oq+oiwU`z4b}28SnsWW@&RBoADm zcJbxM?mDzBryV}nzHln4eXSh>H}9>E07>}8wwe=_-?T4ImU$ArBn=1T@a06|0(<{?sf7JXHghM(Sy{p}nSU*U?O-h7lZP`B zf{!;y{MiZCt-K!c3Tu(G!X-MTmMpU10)OpS1O1+ZUc`)J9d2rHcZSHtCA^_q26P}V zWmt(Y&#V)1NBy*7TP__eq=^orjAdfb+P3vmY#YFjtP+G)WU2u0g8~0R{Y9RzRM|*% z?046UpSP*!3y@V7j(;c8NV7PtOqk*+uyC+XK4RTVT)$^neQGxD&VR{wvk&^ zQ}~(wwB<~ZvAS84A)m#vFUuDDb_qytej^j!@94zA-{^cEW{bj#pL`Ekv&lxzKw3BbWx5 zDE)j{{&y5*r6d8_X?vvDBiN!k#g^lgovCs9wDtm5P~n2Zq3+jl67brKZ6B$wD!M3bfhs__wzm?kbWsuCfnZ6Y= zMp{q=4r5j?XQuEW9hW{$2fWUZcz8DoE^C8Nc5%P*7pb&1f7;yACrT6fgO{XZ&1XEU z4k*W-P0YnP0LsZ|a~JN`zEHUcaP$FF6PjVqexnos9B0%Y+whnJ6qFCHGKBRpXMA3# z5@rM+W{k07fvqzd&*}uj%28_ITu5F^$jku0ceS5WnQo^?$U2gV2HlnkZG=b{uB44d2Ar+5yYGN zmx@;6MS;E`kNQu-KZ8-52T%_uy%$_I6*iAvv9uHqHl_98Snf8Xo*bc^E(4KaF^wiH zvpYbl@O`ZrHmFX@{m`EzoR_5V-bWl?XJ!K>?eZd7^+FwpApGcXj~mV@^0Xn04@e@| zG%CmJTG=;>iIY^~zr$8q^7UAKj~DJSHzbV*d?_atUCzjN3j19#*Pl9qxF69snGkG-#$uwtV(9CAqmD77? zu`%urB(MhTi5|7NZ7l{@%`Kow#hpt>-qoax=Z#hcv>TK1zJk0rFUyhgWi0pz!@Cx) z^TmGG;ju$%U|b^4m|nQ}#Q?|uD;4P&w?%RsDJ#CFx%vg(ozk8-UyRy{GO^WjlEA~E zCkc`1!_+lH_YRHRoo)WX`~bww-wXRDK<>fSGtl`cXp05VEI(UBGEuK{Xes{<$`7bR5T;xTE=9{b{>0adx?^`{md#Pao7QWC z+jWp>3Th<2I%rTeElQbl&1466HT5FYu|#D)Kpz=Ut)CH9(qoMsaAYrRY*&LY1}_o6 zByNFDc8hsMQ>ytGcMkXBiu}^XL{or=Cu;$a*tuOZ;Dh3Y1JzoOBcarPw#?|GbkL_y z4nGrE-~h097yi{s0>?h*p=y{sc8U|Z`&Bt0JBbE4(E2p*0pdB;?ocu~FxC8%YGl{? zobi=oZjvmq4-^u{EaGvHFBtpFJxl`88Z2#AgEZ#|p8nv>;1Y9zW7)uB8Fy&%PH2+- z%M7Q@@@(N-CD```PnHc9=c$XJLd)SHCd%o1R_1R3@DAnt(h{5~h-r zu6EA3B;{*RFO7;J?NhBm7|^in=$cXT;d42Ja6GCl*lwM5-yw2hA5$u^d$SBHmKEiG*`kR7eg{_rFk`7uKuOIV95zjc-GH;AD8 z3I?w-tbL7j7nh=dNTm}u{N0LIdF{<7=d??}5A*=S_99@lTbbR2tW{6H_YuMPZwAa@ zKYl%{Kj@KnGcGru0xg863E<4Y|7i;Qfe`#6$|>a>kntyYR$=lvH3Y&nn@RCLNBp@e zo9>GiO!RL?SpA&c^9R{*5>Q=maURmqT-rdaRqD@O$` zIfJ`8FE0uni$pb%A9!x+531#vPpU;ilg_Qb)D0rrWGw^YmUKR`k7~aTt8oT_yX#Gn zIs8EEvbcU#%=otZlWy;?5ttu|ZhVJYinWHIp9WSU)psGy%{I{-&NHh3KUua+gx`<` zNaHRBKT+mt7oKC#$~YUtcsPZ%3QvgIH%aVYneCB?&4y>J6}UxJOADsH9?d{Lqf|?A zzmYUEpVH9#bS1jR?3YuD%|;_s9PJ9SkINMMIy-nP0K5O#1d2?>_@j<4ev1FVJ#!}c zqoAA-z&32s=2$rIz1{m04@4 zz_F|{Bfy*PA=K1V<}VF0NCX5{A-f&0yDU?EA>B}{IBg+%*Y;K-V9N* z{De2&CR=#qApmM_m9rfoHtYxoKV>*r2Rm#Qp@IQN`yjj$@mL`yQEP^ z=qI73$fGE>ucd^f_aG=g5(-~6A+g?AUoegXeSKO3I+dMYWZC)#&W94LcgD?Ys>(87 zotxFos;!gq^Ti}Y{de+7-Iv>v8l59rylb8)4v-kEf- zoVU@rmUeEoAMKH4y8*rGsrGM7K=l27*@W;H8)C4@osud#Ac zaM1Va;4Xo`8(mu$3XFN#WoYYz?bgFX6lSdc0BvO8TBwseolKm2y%`UI-_DySPXjSc z3%Cc_9O%#cQlFb2fI@ZQ4Lqv50)aLKRG9p6$4$#aT4$~(#Y&@HQay0T_%}?bCFlkD zR^12jgb0oV_T3X6ua>T0S0g)7mmdx52&k6|cXY0R zH}!aTd)^eYfnILHNyipQLKO%<$uAa`KP@5N2(Ah$jAMFgd6+t9pXV9+hpNB?*o(_v zP0Beu1QLU+jc@P!+~rro!Pfx>)_J6fkaYdzsmzl%PRm<0p6Smtv8P>n&8F?ZR&Sk#8bVJ0=NE zLObLJW#Oa8E;pJ;_W2u&JlHl!$v+eA4Zy1~+gH;1;($a@A!?VxvdAtwDxdF~DLz3& z&`E%N&q3pQ>u4jC840mPAl46UQHeD|82QJ-rchYQV{R~x6ZFg3JXvzR zG*zgw+E#SPv2yXU$tVzZyHRE40U!()^4q5p%)&0yD_D6prm?W*JrVLTt$B?f;f?X2 z{cXdS%WndI20sUN9W65Ap9xQF{~WhICmnU9C+4Eqc{(8zW(^!0-EDZPu8sA>J=PNo zirDkFDhjSGeDi6UJ7Fm+)PwBzUjSbVY7NTiuYp>&{5?_B;n23;W(@`D1E8E&9bc~g zOz3Q69%9b!`nW3++P)G=v=(!tXatd#1=*XVeRep_v$*TpeaL6N{Zua){XdPpg91-# zp}H>+#aoX}gwS(u+5mXl1QxlZzvK=lIB?_JMet*p_{!fcgtro&vc$gzq0G*?9q9N{ zLHZ8a2siTaS%_j(B$90;H8w|nNQxFcTs70me*R|rbE-)?hbA-5g4sxwaXUpfH~T`2 z4V+&CqW#&1W{K=;j@%Bwzbm^*qtd=v?cBhJl>luYGUm4cNI!ok!AaUo~+ zIc{B&k}k^DZqRQDTRbgJfsXF3JAWY&?W7NnF@q9CH=4=`L1t$E}a`v*M1H z3lt1P`U#$UBFqsUb3$Aemxnpm>3o{~>@T)+iCti*hA_F5TOs+_=iHj+9-Q}mZJr%) zl@e#$Eb^x37C>0WOx7Ud&o!SsNh)R=%$+WUeNJP;%As|YbIhu5nRa~e)#*{9zjT{D zb)qGT$lkJ*x4)ltGK3$2Hh{ak6iT3wU!mlQz7T*chgeLb2;zhdYg4{8Fe&6T88jAnVDU)iF#+R?V;=AD8fXDxtbL}vH3A3q&HO42xy z5a+hpjfJ$L>#mfb=NM@bkNM#X5TN|rqk>VjhOZcmM220CqM;l%_->LA)81ux;U@E$ z?55XBTM&Np!`=%Zhu3KS>dfBu^a^y3LA7&7zQ2l|W}zlyPO7^v=hfQzJY|CN=<%Ub zygR9`+uM1mXUW+~AN}B>jQNnGoYKDL_MtEx*gi6=<-yjt3cQPk+dgBdcM->IC{^a?6f`6ay{`pV8Pl#vv4|^0jiMHK7WHt(4bE^qfOLTklM{5}JvR-`^SWt7)t zEY`mm+{Bz1K@fH*Vx-|1+i__U*zoH3YY<=PP&d*?byJ(rjC5>JznnL7=$IQIFv~8r zfb7FPrERIE1A1rO*7)HoRa7De)$t~y+!?!$jAf;rOA9rbE;CUODgPWHpjX;)RECZR zVqo0B2(mqMsQD1LPt`XOZ(f|d*XK`M2{|HX&}#VOiE;9qDlRBwQg#sAbp&q&`@HFYFeaiNU4z0PGqNmh0t)MBD~$m>vBp zqmM~UC1M`wuD(r{GyIX<34*UJb{PwMNFUsMru9cML-s}2o!WBG^PXXj963DqqcKW9 zUiP_o9;#El`p(shq=;}+Lyv_}80-(h`QgiD_O2WX1d{-&?Zul1Q4jZ@+roXA%^NW% zbXZsGT1Qp$3@b#tW~X1!5kb1ko*wvE`){Ec^gXnemF81*r)PrTPT=uog0!tazwz`>DIqvD>7a4iQ(j@1&=yf# z4Ss_XiPp`-n#G)ez3cF+VqcJKE{yQib-F>ATxePPX8m+#yF_d_tnpL7k`d69cu0@cR4G*_OD_Y%KT+|S6Ac2YDrZ~HN5t9SpAc6lIp8m8n=}y z<{Ton(xrVmG5e!~)H%(>FGHL6b?n*jTZ^t@Q(Fk%_wOxt%<%`lPJ;Lwm~Je$SxHgJ z({zMq?zPgnLEmR#SRguD>zPtii{PJ6TfAr)Zseslmh6+g<>I~~7BGS)<8C5@otysT z59|PC&om9J<8I5+w^p#-`>W??cO6U)@l7ta_)gNf{hzT6is{Zw1o}Nb;O@!!%1B;u z2%0c8$iR$z>_i(Ybp3?>Ig3boZxGejCYmw6utT4uLM6W_8Lk>Y2QE#T+1ESf!A=lU z{^N;?GdpzEFd3-%=Gp!W2Ce#6xr2^awk1)A=2^{Z%f`KLFW9kB*EHM1AJGw-2yzYC zcS-ZCNmObNpw0`h2|89Awy(V*8vWNt^d$Byq+R~oLi)V}#mFG($5Z-%z-btZSBp>+ z$%u~x_Gn%9EZpB6A{ZXD%yOoAZ_M2Dg1Kf3aBue6w)n<8=6oH+9qivqOMx|gXKOQKR%ms*_ybOC zXGY={zx9}gs!;FZXrYhApXTQJ*F+=c+6gHMx0jK2_TBn|7)7#T!&Z8CN#bAIfT8Beah^6Q1D?o z;80I6kn9_mhMW-!qaKfUJ>jB$+dEmiZFAMz$y2Uu{kBm*YP`66x&m9c+9E90<0fl8 zHFP`lala2{x87}WgKFL4YCQpI!;JTyI|??`Z*Ghf9@PWp>Y;JIhGcG(U$`P4EK+yp zEFNBEUCr@#`u37sN;^2L-Hoj|6Z{+L@6{lVt*u#{na@3NTPK|!Bu)v)a}N!*ScdVa^*}(V<^4jkQ`3^S%TP)X}7vI-otjbzt=ev9q3eQa+ zbAsN&4a!CY6QD!25x64hMl%`*9#B2Ao-mHVM0vcyt^sn%12j-u# zK2g+-saa1b4Xr+y8SZv$k6a=Lb?0U$b$j}OgV_69jLjp-4A8T2nQW=6^{}b>1f_q( z{GpTI(@q-`iSGnwJJ-eenrp*Y%U4`CS&=%!C0{QzTti>wmW~!*<7T}HL#%NFMj691 zhZ?9tP5y9A{=T7FKFIa?zWRc%xUO{QLww|Wgdi)e{|LQdNfB87uoK_%h!ux$l#dZb zIxj9H?6C29dl@zGH|NUTV~;2?;w^tr^i#EH#@RTjv&xwcb~vvg10)`a}BcbY3#Ndf*a{X-N4a_>rJI= z?UC*5W3&r2b-Vkf3m6k?OG~<>Kx3?pj{$%Dc7@)MeYa7CWvBw?No9*2nMB%AUPFEw z(dW(Zg4ik=D0}h(gsx)@?>-?lHmW`v_rJdpX(Ms_p+22{fn%;<63=#USWkDt&< z!oYPNr^J3Kt&2Yo%gsuwY&YUuGI)XBKy_=nZ5d7rMFHZ^+eOnCa#qf=z)ztQ&wQ@# zff|B_=iJB|M?v{MX^MM>+&zDLI#f0tmUs(@t*f^RCHEQ#c24k9m;*K2B6Q8}d?9ryqE4P$(L6fh zZ*lvPiCl*nIv{m$G@tqKi~)PizeH&@Y6A94v|%)HFwP;mnbtb#wbkU=SR|e3tgEA? zo~*KAUCa1I7HCOE&Yd~VohF845#yD4g|2(Y&%doh2A-O#UUN+gSaxTvEluk`H^ zXA~qg`tUd*u`&qT<^Ln>A1h7IG1fIko9`TOuTc13@iK*LU?j%n>n9qm77uL7Z3v;6Nuokqgrs zk!2q*KIsID@V`;Pq0~eGv;ob7*cQL>1ttVtWfqFHH;U`7g<>&;BoUD9{}BKHL1*1% zc&_MiS}7%wbP-HaC1Rd>U$Kl6lm(ixr7f?&YB44gYUAdwpZ9!*CN`dMVFt4#{5vPi zxiZS;jYXm70+?-(#aXyUl#F8AR9=L13TR^=r;#O`3QCb-&6rj0F3-KMe#Vo|M^j@k zXiHFGiaq2)V)PgE0!=8(uGD`B7lF>e#+Tg_|pWiLk?oAZa-81I8{b)8$2RK zaCL$e__EbJiGn_TY)g_S>uPn~WZl`{Rb1o)#pyc4;+e}scP~{LIRbN;4-h<1h%!Ta#uJ;R+1#m z*}~Q7&tTPgwgfA?y`5MwactLP55xui;Y+Omh=6^^PD;$5vi$R^PP^79Q7UF+Bw+b$ zX>9XFv!4Y-SXJoAm^!Y91{gkBgq|a2fJfVhxtA4ewcXUHl;rxJMYGZ*v#)+{gU~Ey z0(Q&o*!aH7Bcq6O<5uu#`fmW0%0lx+bth|KuNAs4T{COw)#v#Nry!7a`1p{3Izt6?kA{D!i-d0R83$U!S=Yo@HoY=N8uXOE zqasq4lzA=Vp(MfNk9inM2FGg^;U|@0LDU<-I-CK2hJm#x5)J7ton#;AFd)iy{ifqJ z^!tG(V@g>EJ;@MbmL(^f<<__@3Ty$7rFlc(j6#m5=LVhlKU$SEG|XUh#$&L|BNxj& zk?d&pZD5l4I;#&c_t!XBA*X(O0ig*t$`vtI2}^uIOkXxOyF_aq!=Bd}9on3y7!8vo ze8Iq1$F(mg8!h$|lP58yn`6n17Gc}jg6n!jWu_ot*BI)ad~mlw0=JhB0RfcxSiwy)9L*P z0UiJk_1k!LzWGkNJ@7B~{kra5zh(DC2V_N<&_$?0mn2_Lg-T>OIo9GP^xhN!ZIYt~ zOLQG=9F1s54)K7PrR@a3kY^Xz0$p0a?ceONyY!w5$&K?-2E6v)tiYzju|~W9z39%}xHQLUL&-SDxIzxE_{9#E6YqKe zCWAZ`9XN8Kk6-3wA-1Lw#bB{zP&|f?q~-;0$~ql>KSQioP_Va1d}CAPzlKe4ojQJk zS^4=(Ls^PM#{{;a!ElpkpbB##R>MfU!Q{fQ0WIJUzvM<_TBbc*X5o)rU&vUh1{rvPUfFru$m8T#Y&5tS4a!}XI!fEru8_!XHPEXhc) zY_#Msa2`QMHk(rq&HrNx!=9yQ8&7FG2)+Jdlt#f2RTr-v%-cYaG}efyj>rgSGSWMA z^Wt6d@H`^6>iu|kp^86w(R{wJ<;L~LqjEw->xp?3*>XSkp>q6L$J8L>6fSneVy4N z;_YFpcq_X63|MT$Iq%vbs;=-1AK2~&pg%hy@xn35^)_<;i8>7FzGzMt?ZapIrn%$` zQ;KuF!y)%ajFgJc2TqC6=9TMKTT3x<+}Xs`A$vAh*r%JGixOx_b8Z+w7J6A-q6Api%{q-zEOu53BP{&bttW*Liyw^y}fYRXi30=U*lL-y@g#W z!HjGfoDSvddtjcRq&kGjc$_N{Q}I*Z`6q%nhCLf3vKSu+r(69BaSbx`Y&Tf+kJfqK zh+^C)MB$GLP|<{G#N{1v{KaWu#vE|#+?DWUz^4cHxR5T+_69O<)ZH#v&R2tiR7Zf| z&W%fjvO(^!Io{uBRNZle)dz_iKkG5j>>KK!>r8v6=)9Cs2Awoc`0vNbiV)jtaf0a* z#($bS?|yO zvubL2X=6t?p>Q{ReioQIdnwbErE38L4`w9f?=Th}tVi!kQITDPS)Brj0I*YOvlKl& zGxs!lF4w0$x24RJ;eXyq3S}L4@5!NCNCsNijJmT!F+?5a{3+tDX{|;1zmclhbe~$TucelahZq z4C2@B=c9NgE=GD|36zyRNV8K1OZF53U?_5@>wqS-We$SBx8qU|-&kt*nBMzsePY>2 zhh|?QPZ**^Mo zgxBk+AUlwSb8H$v4a{-9CX<>F;su{^V}?^&D%i46_amy+R}cHjK1nuruTjiqe0eu9 z^ja`CEG(zSC>xhY+}027>Xr1+Ee*!12UrPrK5%Gqh5xKk#;kFyJ(_lGdO*Z7PRw78 zcZK8^c(5FUNgW~XN&fB%TO}7Y0Pb7Cuv@Z!X$_}K)nBsX_;QSl<0B~j9a3>!i^nfS zJo=e|aI_7GriE~)SRvis1O8+NSQD0ILBzviqGR%`x7LRRgQDi`9|?B!Z+HKe&JBY$ z&WsJP;HBAu??Z%NYL`+-rZwn8)Fgf%aKBb+ttYF?S82i2GmP!|kC^VPM)l2{`L6}u z^t6SQ_pKqW6=iU5Tt56y*#!Ij)=~A>Nb=VUx3QCS{vV_RQc$yXmZ%@hkveJL5X}v< zU7Ab%fwYP&|9oH$LKg~!`sZAe8PFTsa=5pg{7Toy0DSxayqAosC^coVA;rtm^g2U%J_ub2O2?jRrb&5wib?dmAKZ?Xw6dGlbq z6>eA$V&3p144;-Y)sg+Vfy>`gyQhSJz#qGO4H?gDP=AhslEq+Zh z-K2#6bIsPJTs%x|DnrH; zmxvS-zWE~NlS{-({qtgqImJ-2;li^<7JiMpjGrn=UG0v}gLAQnQvTwPyJ*GS0pYj7 zu=srHle?B_`ux#FG*{C|COlDq^9;Uv!Jl`YC$tTyq6KK*N-G!PC7oU^@7YL4t5V`L z54a~{NqDM$wXz?i7(0L!&~j;Pd^$tWIYJxW4XHkP#)u;qjTP$mC_GKlvz8PL@I^=k z8M`?V*p@c=uI5 zLtNB!7(&M4v@mw?J6H1tfd{D+|Jkca!W5#9>{npe8qgZ|4 zM=`i$+O;5)@#rC$KO4EQdpF=Mm&pAWhhl*E;&7(MUJUTmbr9i_!`H8c$_0Yv8EwFYz?uGFcE03y3LjaMLILD^Zrj z3Fvk)d5diYH6imxK6&*A1Py_&PhCU6LHhru_5-nqRE6MXSy*P87@eyA*xY&ur00bE z_t&U6vQ&v~i8$^$9c^TTs~#ZW$GP#Dmslo-hbg$#N-4-CL)Jb*_ zuy8c3%4huaEV7m^Di}M%V!KrKJYG8!q(qU_75^6_Gzv*9e2!Aw-u0OuGvvejuKLl( ztY*d2T@k`QX!>BblOp~cWbqA3*)CGo31A3A3=eEqEtb@OpHh)Tk`=z(PGrl-11_}) zc2 ztY-Co#yXqR$O{I0&mDmIv5SS;@Wkvmo34nupI4!mc+HUo3g8>br%rH$_k6zfmM0|4 zO1Un&=tm1*?X|mRocO4%AjNcPgwQ4A$A9y~e#2lYtj$Ryytt2d2De*@=l+kvKMUxHB;AXqlIay!+DW4O z_3y4it=;2VvEU-05Da~M8rq{0>;QE<|25KL^HlGz2&Eq3|9b;I#M>AkgkAe8YVOoy zF2oK{(+7@_tz70t#>k_H@&ugCu}qSg-GommCl)!4*l`g}`r&1?Lyzd|BpwHB;GPA) zFesP)BiT}zLVHw&eoehRaJ?T<%55Hxz|T2+!}gk63W%otuE&^%CHz@4;12D*41cO* z6rG48@WVkXEsFKlLc3q9^R+%@W=_~I+UX;5yo>nX+`o^qbdd*NisOua9&u(5BWwfG zr{fB#;=q8!&k8%IU&X%Kr1$bB=+glbu5nI-r8jea)rvvQRFUeE8L4BvvoA6Kv6C!mX zkKM-hZa}16EG8?K6XOfQX2_04!;V@h)c!xp#I*XLbJ=GaSZ4k`bQW}`(07l-&!4rNR3VEy>X-s5n0aQTJ}_ zj0t65(ZI!xJpnY1ksL9tJWuH})t-c(G=#=!L&%mbEB4LlLOB$5x;7qcHf=@&9@wcA zu8ajc7U+M3%XSI>EeP`{RW-PH(jKY?Bf3ttwnfGX*)0a}!3@GTJ~b$p|HH*KZM>;U z=0)7|Z#zWMu*4r5L#ys-o{w-tw!P(@JlOqZX;7K!Ljqra)28Qke&k9tD-QV^(^s3T z*=j;Hz2*2bhjc8`%(sB_qQTxDtDEk2G~!u?fH$GCJ-|lJlp8oA4HMNoz(=C`T8N{pL87J&tuX0b$bq4;Ms%A9IulAYcglu;s(MbVj9AREzPezsFw4% z)(IjLQ{jJ$Pv5YBp+sK2dL&qX{v2(TX6#sDQ6$LTBn!@q)It&6 zvn6S|rk_p*J~db0S47kzSL&LJ{<|{+(T;9tMWhUc;^Elk!A*=|>c~28kcQc|A75SL z+2qM-F@4Ji*hY?%dy^XIn4~HGlUJ3?!xYf~uFI0sZSf4qBw~l-u)}}red4@wNBC3{ z^QH^N?u)pp-ic7l9%u7 zE6-UQodh+da{ozBjtV?<)C+G{gJm>BKg7 zbrYu8|2=;MJDj#*&BiomM@{8RNan~7ZT4Zk=+A^XYLi#_X{+FNoQTCd1h*AQ6OANP z%8c=1A|$>0ipWwyN)(k-vhMP3M_v&{RECCVuxk#Vhph%Wy^N>@bgb6B`%ytHdvsJ0 zN3byH<1ZE*A~wVyNrx{yu|)_DZ(Q*s5G!x9^)PUH?=2WC5$TRN{lJ_OPF6Wo81S^^ zAcPadO?8y|^ou=K3%VU^ez(MmLA{o~WWTg0V)&>*2zz43cp*#USpaPI0uE9;vTf4w zXU*un%n?t2kUf*f50g{)c_M(z#U6Ast-QFs7#OoTX3y;L`?NHtlo#{u(JCBeXJx1< zmszpSV4$Tb)w&Zvy6eAk-(P)(!31&y&ZzARjZoHM>onqo*S1%$UTHoW6=?kPO%YSI z99t#YjQ0(toy+NCxwRqifq_dP)_a$h6;;JKY6;E@(+iZiqSZfmc%!0_jU8HCi%kW_ zQj9oo-ypG=BeSa?(8Cn5^}oOov3m*hx?oXw(1^*LVI>3}-J$=K)Neq)BJXvR461T$ z9AzW?`>;yM3s~hi}0VZ448^qY>{PuK=CtzRZS;$sLGlg ze}-dZ?h0i1@8A(jGF67ux}{+b(3H!i%&LQ}e6X%ma!W_Oh+#Oo#!%SkGRX1-!J-x< zV}FG!ElsKlY2dSN5@EC{zbAcEst)QMu_e#Z`YBoH1MDphYh;00f(-4{i}M>ZyUWgi zzJKA9B*Fyu3%)7bJ4GvIY?Mp>pW4@6N?*U$HvVP}6i*jcs@5gK;uNtgN%LbTr{9h15LORKGg;_wCOTUWR<%d?Kid_L zVIj&WBlmLqeTheS1oT=64<2?`GyEN8aqM%O8h8MX`X4Jt2N7r^q*Lf(Gzci(penXQ zQCw^zh+(Bq-oRxWU0_7icmJ_^6Di}-jpJtlvA)WMpCvd+^}-g$+CV6vEfK?2XODEgh&k*vV;*cLEL*RcPTJ%P+tM3m zxTndZD#Nn@vbf0rd>~94?`tgxa!h}9=Q~uE*JG;sGwe zll|;;x{BavNk|l7tB#WG>%raH!58UWdNvLfGRS2_Q}mFyNYQBCVPMAgbw&LE^>B!+ znDt%Ytc42x-*ulTp@yrd}-#(HBqrn zQ1>E1R&+kQBr)VM&onQx{#R1%IRIrn_Nq~zTN4PCaY^V)Fb&;IJsXyBT(z32T=orQ zV&ktBOjl5+DPsYt7;jzo^HIF^#!K?1t-{uT!48qTUdQ}%`##QVoa#EP#bS!~u=hxF z{e_RluWy^$0RNLOIzuOch=mt=gB&|CBaJ>I$_ld_TTUKjD$>&QnE#!*UvKoeTi1n; z58L*BLUbJMzhFL&(=F1CaPfmspklgo(JY!9gf3t$OBFPzz_1uI!yiNErNK?9^ssg% zzTQJKT{|a-$O^uwV%2R>ozXCLHRZL3tglq1m0RdZB4m%~`t{{r6JOP5C%_xUGgw8Z z-Cq$WEkm3*fbk{ld2A+_j0aB4pJ@4o#by79FAhy=Tvvcg)7QG3^R-!LOB=gNC_V-MtowD{!V+c?qY}zf1FtJYW{|^ ztWCtcm$c9u_;()I*xFsD2W859prgN9pThe&v?r*Tu^}MtZe23HPhI6A_$DIGf3@Vi(34_EUTcq9>ohG2_dg zCtHABTsHHV+t6>W4N5dC00S-55d|EDLN?JCh_K^D?4(pfZOcT4XS+wZTp1KML1ME> zE5PZpGx$cAJ<;lZh1b{{;4tDXfj|)q`^aCPkh;I4&`LvJ0^P7?1RiV7kdg5)qd&>> zVW}!NsHAUvhC8XxTMFxEhdg%HhJ79I`+?t8{0LlDD$~#%M3X@=8Bn8FW2nl}#$U9z zWhv0i1-CD1Jrc1gE@HR~wVPzq=82H64OK%60&@EiRQ`APb*bUZr>d_~O_^)8hAdmacT2VJh5ATb>jJ?nEY696o`&=? zY0j`ME+`b&K__vJ==SKaM;D1{7i=4SMrr~3K46l|`~5W#Mzjbi?Dm|VjUeNDq@3Vs z0mH37yTPGNwlo%IQgJ#|{1+3KEbz|Lh8F1;8Q4=nmNZ#Z?TR#(sXO$sN@q7}t3vRq z_o}1e+o&XKIHEXP>U`Gf(m~dal3Q7~Vhq-~aiH9qQtA3H54%<9kbH5nlHL~C_wQezp9h_AZ*5a-QfLHI>-zrk$^JAe2d=o2GtPuhH`o! zRFHsX5&O?Cb zu+z$044vh}C*Rjevwbu!-C1&|NQ}8NnmK7YHxpskxr$}1uPOrH!P%cld67?K;EAU} zch@I#ZI*K^@T|mt;wPB4;*&A5NbjdM)^7#bd(`gq(Wdxqet^m5vh??(GDh`-cXaP( zuuyIIkEGuy1SR*`A_p_5bV|?%yk!msn;zjAeaZ}9|Ip>QZ}pphk!4%vkoT*NZ8`95 zrX=XJE28LXT@Q$kV@j_Y`h2JU3lms4>kecNzO;d%6s92dz=>evGcaG;FnwfA?o7ub zrOSCht%<0qtl+u9nGnx8n!`|JlUmqlmrt^+Rj$%5M)5o1p(?rH)fCe z6QPS){Xe%}BH@P73dyj2Dt4@&lH6>Pf6jOlQv>U`R+?s#B;_;wXsZWkQEf7#jdY!t z=`pe1duaCRz`12&%TXX$d)n}zJ!K=sQe4|pWdU?(j{g{gYCLg4q^A`bpbt15 zxI$JGUPQR&C^M(c`Ee0`x49P1ZkNzFc2LM(iGCn$?J-0(kn`4Yuc#Mh?lUD>yx9;8 z=H%XLh@n{qzb5&e1{KtY%`S~{q)S`^L)0OJsf{s@JS5T%Gvvt9xaGgC3y(solR>EqOv?XhRJi zryBcxA9U-|U~h!%i_nw!Oz7w)KoU2T6lA5l=C=QNcHeTF_etzH9SqscLzl-tHe1x&U_ zowZWWAHju}e~5GM;2j0e=1|@UIz48-E=}`MYP>vl8_{8@+!tdEAH=(Op~Q#f3=`c3 zAn`TCfCkr}lnC@Zl4W*m!_Sj6PQQ#J`6=y{e&yWuy#Rz6P39lUf5md3(o|s&`+(t) zfnqQ*vnM6hajp6zul)&Ocj*Q)fQN||2TcU zojI>;)A!Wcc!NbGe2~qLvi-`90(h2OE1`MW83ZWx9RcyK9*N>U8}-JmcCGY*^a0oRdNq zNJC3#y)6wk1{1&zmj?rQ3QOz>M-DNqjmZm;hoNX*dqop4664|_`DiT~s4$HcfL(U% zg+3w}znxABCw+rG+1XNR+26>t7lWe3if#XHF4*An+W04dv%2KZP&RlsUatSllz2$L zZi83yzmr%ZlwNvht%rZ&o))GMP~>(TWhjmOf+O{QI2HUAom&;(eST-8;Y;?j;0i)N z*I-8|uFbY()+r8{bTRN%r}zQkLPi9~1Xm&8RKOYRY;yDCVG5n?uWwA;Z|&?oW|R>l z|7?4nN-syp7*TiebBoO(96y_+#I+}IEsO9@>0@t;Ge#TZC9#3y9B5Z8dVV_WE&pGu z0s`Dlu&e51$9%=(`O3jAqV`43EOkbFF~4SOT^A1P6l!s?`SjXcDxW8HuRXC9NN9aS zA_tn+?K~BL22)9NhkmcQQ4tU0mmi0ptZ$+nm)v9sNBIzdv5fenM+lU7EhBjT5}i*f zY)beFU&NnfxxPP(eYsktG@tk1dXNVusaF9< zipaQ}=k5p(0Qu-Q*^9a<8_J&i(7bc!JVeJ>#r?~FXGO?^d!f;SJXz_E(&)8HuDC&j zfEZ|=e@(`NHaJhNqO~z443hEvU*Yp22NT)~huc2PzS@v|>5f7KNLat~yqe;O`D1ID z!Q^!U%sk7vb27Pk`w@jnMgtgbdBf&*b7uu5(RbbX%^8!(RlL zx%;zQv>?UQj2Q(U9&5xnveBdfi)IHeWH?V%k*1wiJ&bM9Mr>SVnlUXrQgT$4?PBkH zQEI|{W*6{(WiId!VgFe5%_dp$Ts8yxIKqdR=w8b1sUGj;o#OP#7d(6X3oMv2F+v*w#)^75*BsDUQ^n@`Fa;Z&PILSLc=@T*- zFZ6{8YL7$h>SEge@2N=`4@QYaHy?9G_W@@_C9?%lV=5&iN9=v9;RkPoAkIAk2QG0I zX6|)lVe2twy4XHGo9Y6QTAm2x`*Aot=wk`R*51F7M}RlmgKN&Q)%4}+!MnNTIOoXY z$9P7Z3k|L3Ikd&5nCt~wX~xyKv|>KVfXb!1rQ^s~ooI>wJ12Wck|azVW6r{aUlX4z zxy515z7eV5f^CHd<-&93zgJiOX@S@ef!+>D8ZC^8@u zLLUTn^=F`@pBJU$Rjk7s( zzk#=`aOaco!$hiMsnM)NZ?F#E8H4)bAsy|QEb2lo+_x$QH$3V&=|XP5Q-FXv?RG>H z<)?-Nf&g&K-3FPA7#dfYILw+Hm+Hq!t4ElcG8zR?3O1Ol?MDl}IPJ;|yK0rjKcf z8xK0PqS1|@Mik_`A@6=XF72QI_>e&lYF*P~r)trjgjVWj4_T5uQ&$|PIS%U2w$a6J z+9axI5bt<+`I$mc_&8A?(kG5(aVZ8p{}**^X(BL~7u8QZ(9Zv)xG}dJ=I~c}WU0sp zJChti_|qvJtK;JBh~f8;L<Gs*SycPNQUS?Bq#vl0 z;13vH)nm?(p}y}o)|uKv2dcycO74B{ykt`CKMlHT57~;k{O?`b{Js_y5tVZMRndyPsB097kHM+w-f_66ci@? zs~fyYj{hp{qM>cW<~f&ERKz|bYCn7&NpXlV zA^zBp;KQ{>>8f30R>N@IZ#)ifWhePubwkK5X2#*KUDc_q)$Z(1iv9nBz3N-@?(XFW zG>`lwoJeEFpSd=_XS7OR-|nVDJ;2O2-1`3Ix(_Dk`OX0K_ezuKdaQS@ZWH>KWC{>r znz!})c~Tc_AsrqDCb~%^vbqv;c~nN_ukd^ohV&=}x+o5zvBJ=Vvdpp2W}mo@zAv4z z&k$+$57+m2wDvOjBU4L6Vnu{i!Os}9C*km4s^;=Bd#B?EqzrnM>9QGA{xLnyksFwxuAet{ z!0V(aP8!v<49>8W+2cU&NZxNQyn`-WYt!5zMn*Q>lbFO1rX2SI zpS2th4i^7+B)2qteEMC7e`>LkB@9VU9S05z?P0%l)OzxTvLTHIPn=#Oiw0up$EhAl zc=b&OS7SX-l>RfVGwc*2BROHnUDrsNa= zIGOe+mr)~1kZg)6`1^*KCeqRWT^~6fX)Rq7l*q5x?sK*39caq8_Wu3JmM(3yUk&Rs zo(|^2C48l00(YeT(-WxTnq0J*fka708Is`U39B5wUx)sE6LW^T7kb+y0is_iPVkOi zT&&4OtV&n5(WR>B!+m}fVf-3VD2#0hF~x|pm4f=WwcMY-lJcJ2IGf{WPLC>6q2cqI zag&_~&ID5rFyEC}3Q~~yAtYNEf&;1(!PJAU1evt*(Ccgx_6XBaA&svzh1N2LEq&8$ zh~^*?&9~(P%Y3P>N|B<^lck7fV7+JG$@9HMYBX17Mi{De2g=JQow|~W*)PWL(j)ZQI__>BMc_v23_kbO9ZScaZmK~~G7Wj^_JJvZIq@@jUii2N-$Nwz8U zBKfXN)hl z73viN9LGQdW9-|ffk6QrpR94mmgdP9fip6CF|A-Pt9Am!nx^h#j{rTM0)UkRrDxub zt0ry8Rc3ls{L6FFPRoC$UCNrf+vcf!63Ni zsF3!I*WdmttI@>`VE%2(uxkUw_x>O>4d5!<8k+{;gZ5Slk2up7R`B<#%o00j^?8zQ zc|=!jin|!Etuj9AISaDm^Wugmc;p(ndj$Khl}T6F6F+e+xGSMra$UAr%7VE-hB5F9 z1-6KaW-k^sU&fphbGeaOb?w_X@^0Dw_-R6#-Te~gQHW4N1kqo!#UD7+{wMWwY%4>(874op4C!f0Yo;DuVgh=JvF~eUS7US7Tp}r>1^6RM;YwS4s)DnV_&S?5yNe>J5rKN3Vobz zrZCN+;b9lsmNL1&x*4!k`zzN=7+HO0okiUmLvCB<9^4r!WZ*!Fo~3;YpeSX@K(g?j zY9*5BiI%cCH_ac7lny;zWf@R1H##GjkS6HRWqLt4_q0thzMFHY@_ROL?wEN_cw)IF z5uFwl`h@1x-P*|VrQvNig)Pm`jV&z8q*%tw;;6J2@0f>!uGiUe+(84L+qg+1KNw+a z+{$-=JsokH``{?)&on{>7ktP{-(Qii*&+8F<5{n%jsL;1F8lL@POwMk@&3Ele)~ke z3Fm@R#psIcdCbe})i&C*?lN6ThsE^*;=5o6CNcVfGlu1_sBKxwTsd5@o{VLy?|O{e zU~7*gCBGtwtZAwD0)xKKH@~JU)i(!)&6Su-r5z8Z{Lh%yHxw|pOHz79Wie(>6I0G4 z@9PsyP%hU(A2+3?mT}&N>I2O~Ke?b}Pn0sSyF~=$!eG5mIC6*q!hE8}&9~ zRKhB*>V@8l2_3M{jfDcMx8=Xg8a)O8%?9j`W+z`pAvbE7LZ>XTjv~sJ5w}{>@d*lt zCY){P1&>}4^5KgJ11P#XQ)5Yxi5U^3*a))NW0@sphf2bc%-B5G8yZR1u3KFk)MX~l z@^($Zf2&#j;ot@muZ7X8U!v%wSKBfJ$m=7_{g2wmAx17gHOIZ@Q>KeV0yuZOY*zbf zEK-+b*%F3`W)Va^xQcKyM!Zf_H^qA3d(7wvZyGPN^NQj^10&`v3VT4KCxqDX!^?%g z&j@?87f_clzmf?g^mv46-_;SRd(u?jw&jZ?VEYO1m(aKA>)F+Qwb;d!{iU!@9p12N z%++ueaNbHEYoqqdZ*^;JVD{Xkq8!4z^fjV2ymng5AM&1xo^}&- zmd>MD4msIM_fi=%Gz`OZ7JyAOvrYF;reTM`~bZFv% zu;(u2N(}XbX8Pnwczu6+Jz1$}OqKYv=yYw3qKMOhr1`C~=#tvNq}5(RzdI1o=-dUh zby-2Cs13p=Nh8S;ztQsv?j*u3xnCtBGGG#I#=0;VKW-wWPpGA|=-9H|XB_FcY-U3_ zPnq=1kx2xQyW1iG0koZVU{m5)t~nGFLLNq5mKL?6@csdg!HigtYd|nX^8rfzW+k+B zMq3j8(78$$B(4JYy)6D8mt^H0ft(<`KVC*}ICw^h+N(PgH)5RZd0(%H)|fV7<(Va-<=^A+ck7 zv20V~d@TYG4>U&ZK4J6ulzFWJ0wM3C(;X}Z3|RJ#oE$oo8&FplXE*^@+y_~x8#=y4 z*CaVy#85sO(Pc&o^p=B!=5~A9bc_oN@DPR)M-qeS3Zy`JOt?DjV`r+o4)Da^8e|t6 zP)DIcu^{Zb=0Q~3;!B7xh%vE5N$+(D_SJ6@TgkEyVW7$)_34EPIKTkQ23kh-!zFbq z+~a^Z>K6_;A}lRR%^JRg{s}K1JLI=jth4&(?O9y8$RF80XB}2yU#xjZ*I#_hTR{$b z?epZb3?K^+e)pPh>hppdyIylXlV<*wK8sg=n=I} z{>V~F_#J?Dyz?x%CAQDP^J>c=6bN;H4+t%4YBW^Kr)>Fhu?<^Yz={hNMs%$VbpJi3 zE}i$GIl(_Y4G?8~7_=^b929$>o6G)Mn~HnKwpz62Wz~-jm~eFy&6N~nVfOmz@s9^> zkCImzq4ioIbI06hgtPPLml|4Dm(K5P%)FW*$a^PP6-i~^i$D%V#nHxD3;G1-f)Bkbw5;Fs?FYj_utM%zJ*=t;0{FzN_hl< zj^w^xu&i(=t37tg-$8-yH5rd&x5kr;eu#d&ncBwg`I}(tZb|;;9XDjFv6uj#oNH}S z^di?SXRym!MWqqyF(itC)@|ojqm@qpa+6zmMT-;RG=|EfB)HMw%bM@GaF-~v$7Bkm zXNVSYukrv~U>geGaiyM3+c2-v$l)Ex;sSx0AW$$yC}l7Yqe}-sE-(-)0%6u$$cu#D zntiUQLa}lw&EF$r8)2Sijipz}{keLTAPV8qoPsgLmqA=Wc%O`oEM$h58{st19J-*Y zg^+Q2i}a7mujzl5gCb$`fF|WxdG2Y9%e*7ytHGAUJ?)pEimcoc=cpvWrS<7cXR^o!+e*!HtG$V|bn`=|q|;=rRVW zkE<}FImF;UF}0t121wdizLrGzm9AmWcMngi&DLEn)diyuaj|jm{A|i-+T?;E~y4X%Mj@K8S{*k*-nbe?7XvBT>y5u((?XC10 z#o)yPD95j~wNaM+H(a@2-NJ*M>4EZmdd44u<9z{K;On`|mZxD4s*dPr8KO^6b;xv4 z=MyRn{wad6-?Ik^jQt(-@M<)ZrHiWOk>dnGq;=kvAYU9c1obN1$sEK|h&(#*tucLo zgw-6PnWQ3G~G-bh%km=4?_0CNj2eC7%FvX!6%sdlF9#f)$^swVFtk=_~`||i7Zly%^5f6@d z;q29NaXHYl1u--KSb|8;tX=bQm{Sf2}?-R~8lms82 zHKbx{hOpVcmUanD4q1$-qMt&DS=G9@V^_H|BcKS(ev%QE3wAupmk|NVO9WwsUe6K< z24P5IA$BKKHbjoREA0-E&f^1KRhGCudQ z<25#i--`+Hs9dy7H|oijyOA7y#}jvI4_`y0!@TLse%wy&p`O;Iz6p(@zFk4lw-<>NxjjDup-g z`+|uDw;0%XgmRG0Mff{-HR5yAwr(z!V>$=kx+Q*qCK@dl1N;HYfnf%fsz** z8JPlufWUvqHP|rs6XnJ6V<=^69?hM91s{UPTzxXQ+oEm9Ppvs`+8ZM5J*5iQV6*D? z=|1eU6?X@G(nbAzd#}FJ!hgYsBkW+;*?EF#FYdo@t%f;NXTW(GHPtqU^s6x5dn(_# zC9pH)6YkslTPuwZ73p(jg3e;faMi*t&FMfNiNO7O!<4#9lMqk=N(6*f@(3P3rhe0@ zKyw^&Y#F2W8jFE=*9<7ICd|X_s(@KQRX&|7Y&EIm{e2TY*xZG4FLN zc(0XLsr}APH3Af_rMsjk&e4%x-eIl@DOhxY0m8@9{C(FS<*s*_v%6fHuOjy^ zzwisn&6~n0gb$|Q7^hK5?NoN5Wg>LmbtnD|S{ z?5JBaYmdb_OW|;G*QbmE=cP-x0YKS2VDwf-cm<%}x3;2vF}Z9a7R_id!mn`aCOvY~ zMu{k|DV^2BsyX$vxeMI=rU#}HjzW|+s8N&QanvXJCy3t+r#B<^dCud^ZyLFM*3_%^ zd}4bUgU2U=+s!&Q@5{1^XXwIR!fn$dkG|e$nTiAp5BCLJ z+bXUiyps5rE+*f6uW5q^&DHxas35|0?C=W(GetE$)3O=ISuDBDT)|$ajdODOV>;SC zaSZwL;s@4C2KQXYp90d48(03zdb(@i@0sPA73VVt@1zJoQ{b6q8avuEg<68UwQkp+ z4lMYaCDVS{f#c%S-je>0Smu?%Xu|K9T9ma>lStCc()_G*AMOQ?(fnNY%RlR!>u*#n z37&c^{0fmjKZHyLb3PbLj>oHZ*aND_^{(;r#4o*Ewcv!~AJyLU+S>5Xk6btbiUM$>wu=6Ef{CyFF# zzv0ciSx@X-1&kQyM*MmEXZ>b0O2t&GFmlu~XTxm>1KOw()%qJuH&(<(<|_Vfth=IO z?lVTyP9CQ5W%`-EO3n``_Z6hjPuL&QXle^n8Qqt3C#G%vZvP*B{E#<}1N(iT1#@)oRol61JlDYeOCf!b&= zKano_6khBD4MYNr?2Uq z2nY6|+fz4s@a+G#R?}wH;|79Wn+l##sN!*?`9Gqz$me0#7LW$8SaRv{SNDjT?QdY= zGL?r3#^t8BNYWw`u41v95XSv^1i>nYjnU&z54VYthz`IVM zEijk!T@rCZGO&4qCe-C)%ZK(~4-Z(&xe(OyJ^RFO?Y^o0U*zMGL+Y#4+;5{YO~1c1 zA4nrr%VyZjk~7+*#my7dGU}AN6g|7Fdc$!|-&?(<5{4=`@%D>S)+PiAr4(2z5g30K zFNA(L;Zpui9_(+qX=h=6OHsR@T6?)v>l70qs0Nf_k^5j7=SWINchxf4R16{=Yy!Rc~O4+^be8WVgrkygil$?Q|abA=uc!USvGG9)) zHa3#DGVaAPAB}DIk2(%?ViQhsg;E%0ooy!A;}q(3#yEc}tZE80k*LPA9|A94kAl4#*O{ z+-xcqh3o5Z*LMkbFDNI1+$d~O@k{%7p!3&}>Gz@vyisH-Qe=o7t41x;q1~fJdHY## zt~ufE@>|yE-lEM*dqbY{L@09DK}fe%oYR zmcoJ$4}$-L3UZwxTwjXl73OI+a<^61JGCK{wYQwy4+!HUv%P&;VuK}75PY30z=Z>~ zO!cz+ckoK#`wwT{;9cv z019@!iv|4VpXD4w;(Bvo``l1O_0DC7yk`?qm<|j9ePYUs7<}f2O^dJX715j5T-}7m zK;Lo30=y$tWe2hi1vlY7P0&6e83UuE*Km?vFz z!Vq+6WT_pM>~vd@V;bg}4MmfkV45(aVEkmW8>amr%?VZlz4}pW?PZ|AofaS|4#qr( z)9kU87Def^w{y@C1qn|>Q{GbqYSG8elwofTp}Do{b8D_0^LHmq1J50h8-}u;61Dbm zTg+qR<+2bjl3T z!bqQ)mp%x1}Qjum54t z-eYEAOCCWvLEocPyEFnK&&|?xGsR?o+M#<#QO~hQ8Qph6C8zC$4i(tJCv#S({I)>! zf^eo6N^rF1tq=NPr=Z9<@x>3zj(T>=o)Zvfw!EVIC=O1z%c8|+WD?$+fyU>qgzZU<=iWX6fy~IpHoozE?9!Ga{?esN?IpW>q4hQC->z$Io zS?(iKHx+QdfEK0Up8-sb3z5%hM^pRUyxfJs;0gqZA{hm)ken|++0uONApE_wPTy8Q z3=dCt(@QL`qBKZC6*}f6=7=qK3pv{J;zU*m+2);*a09{H>*C><+vAMCejHHW$@bK%mTXUKXPM?zyu!%E;is@g^`VR_C8r6b0)4e~h9=Ub@q zeuA8gM7Ij>UTa;(1GmS9DyKluFGx3;vB)yESY{#T${%`i3@BHXwypIe^nRiv;3kJO zph3yxGt+4vMY+K=JQv~!MK41%9d?KSC$`W2W^+7F`zCFaPa5O3(&P|}xr7mW^sWfG zXJ#m*>K>eJ5v={7qq)v1yh0)#%CD+be4&L0aTZah-mUqv1@!>dW}7u6DeFiCHM-U# z(OiTaR8#bBVDuHy@GlEU1{RR-`>u9yNkg8AtO?8~Wc))Lg|!ATm`qjDbppboJLMfU z%9R<;TfTrhy|y2vU!+f6+ncCOuhx29wN{gge5@)bN2e4X=qSn0&KulgzwUaBrkKax zM$H%!^dAS*2=CX^Z;IE6zW%*p*CV6$@U!-Qp?4JCuzgjR!4$>JeL@P@;ipgtq$KLP zcYzQ3z`Htv`LUX9K{$Js6AgcSKtOJAQ2QP&qwrfeiB34!vYW_xxr<2DCu;`-#2o9> zKGQEVSKGwd+)kjgRa?j8xw>EOf(Bw_Z-}$yCVR1|)Mkade|p$_J!3kA$9`Uicz0ce z`6Wl%S$JyKyl;5^-A>+e&*h{Ssr<=7&&p46wHpL2qi*bM5N`#4gF?;Evf>xviNuayX+NH6v3Ll43jJYj90b^R>}IY zFIujQti#+=xwEJ(Ha>}HR%^_ab4)9Zj=aoW=cssz$$NnEoUCAAT3>a>+Bf9087f!^ z|B7j+ncXNty@(%s)Lj-Wb5Fx=2(%=ixgvhN8{6Cgc$yf*RkIY~)pzymFv~s^%1$ zpA~-R`4`NhDjD8kf|t3-I2>>zzf}{}Pr|QpxaV`$HDw07^PK61Mb<%s;ZF zMxktG#LujUKHr-9(SDSh#$e>YHb$Ng zUzmAn)fK*iMt{Zb_JQWOl>j$d@|0fON@<4MlzLYA!QK|0sy|972x#_KGDCWi=x8 ze59Hhn4!J1q_BX?J-{XLotistqkY5hl22YdQq*Ki9WxzF!lgsTki6#3{p%KY4x?`HuJ#PeLLR z>c-ub=^ZpkAe4lQPQAYMtGg>OvL0;Ok1k#OTkF9?>+ zX_W2>_gs~$n4=<_{v|ta*ij#^kGgt2SD3qArr{gR>X@KAkO`}FD_0wQGf$HL2;I|} z+Z?yrekY0T78iU+_T!)eIw-|RWvK~!dPrZ<2~~4*-*dtB8>_hNUD_9SLKlnA`NkR_Tb|ql9a} zyUEgzAL^vlT}{=3@W-!lz^ey;@@PqBhgsTunK|Q+pmxx3ymdP!s2T0=yU(vK{N@Xe zx-{yy$vE?y)sy7)JZ8(6@W}dnIA6&j&PE?q86+?gqf5&;UuDHK_tBwK9ZbdyVR3eT zZwB8gs$8oT19QVgG%}d`{`8_JEyJR!TZ`_EQ6DlxWZKuWyDHrKw7Lv23zh8c?~#>< zBkSp4P8n$01QI&e1%+$>YnM4O%`UA&FCM9Wy|iQH&W83I|Hg_|_L8sY)ecjAG3un5 zU5yxPu+ej(5`{0}dde4=$ynPd=c*ahI32Sk zLon|7KH;-+$d;2>q18{4nQ6{Sp35ELIB@PvP^3$c_cp`nTX9JVNi-=76VSd?fL^P} z63b3oVBd0I?U%j=YXz~axuKsOwm&HdIx(ZUm4cysfEMzd7aDZr>i`49fYpSJ8x~GRyo7Y9 zvpm<*!7E*<%Zz}%3H}@4W9hy%II1Js)Bo)VhutuK9ynF6G_0WBJrbDn_{u0OOV?w{ z*{ru__$*Vc3@h52kB9oY>9`b5)p@B z&vQ4OybUCB-J7ID9Eo_#P4%R9ZOHQw&={Z#e>gB$c5KZhY+k!Gv9?J3%NZ1q_;}l- zL!PzAbuq(DLECq;$990sSLn0q*Cc2W4=}elF>I++L4a5I1_? zvv2YR1xW1(wt8prZ#mC`wqV$?!E>-`*f29E_5`Jx*2SI+nffeozHd!7{Jl3l z#PJD2AJKd>6MM!s>DcxIY6lL_3P_VX&h?oqcRX+@Bq)Gn#BJb91o0^Fv3#cH7wkQT zMjxBsXdUl`ld%Sdy5_ff=-Sflu~~p<;8GK-pa|TtIZh8o$~tE)xyXl_{##9n`cn&T zQ+-f?Rv5;2D!=SrLjTqOD3`d-CmE@{1)(8IdBS!b1z7-0=c;E^^&nF*0FUY}vabO1djugMvTTXm9!hAmarxzHMi-ukmi%$Is37Nn^X6rK3k{W*COPgK4zzRWG+3!J=DmmP>iULE$-K7M5^HE}uw z@9O|gE#WEu<}^m-y1Sy~eX;A^&$+WyjzOqb0!TMnu%5QmP#dDFc-25LYx|?iwt)gU z_*kswU!z-O>mo<6(UU?0G92Bh=!DC229qifo=~2kG7UPAvIRK>0UR=seeNW ziQIGfw^-S@@(_z{26O$7V1BCdv9fS+-kU*ootxOod*l1Jb=5PaLJhcmK{OHS2*LP{ zVYeF_Lc6P;%{3nFYQsB{Y%^cIoZuj*0%UI}UmV$Fa9epy>YVN|Z$H+=RPCL2^q#1Iye$n7&Q?Wq;|YSqz+sJK?tlQ%yN#Q7`F+8{B(Gle{HV8KBMtQ>(j zZm|c&v=UWru;L4psph&uzaG^rWw0K1P!2Xd4@oX`Kmb130GSsj_hgexl_x=`rAnB1esuF^!Dd+0qP zXmwY?8TyLrXXAxOHt1T2CRehXnrOT-L773xGdb0+Sd{k1Y&n`PJP@ekOxuw@1lEdl za@VYX7q)L~C+!D$*62O)jacZF3qk;qp|{CqP+^lmi+&^^34+FnK^|@%Y8g9XeH+W{ z4d`v}tUnAfH#N)Tg1$|$`S@#=&%COyh^w*kPO$f1xcZU0B))SJp5+*E9&9#f|lAM+mNyZRm=ke<{Ql=iKb`)Co}^mhK>w z`;55Z(XW7GXShMh&ztcdE{18Gq16QUWzde%O)6*9AALLB?S5CW#T|+*P_|;BpQ)?g z?gG2YtjPq15rrG(+*rir%di$;>iQJ=xp~&NY&h0=y}7|5p}(#DEQSUfzgz+B0K-Mw zRNXFRyY=1lXySSiv0YKmCFy0=5Q=5zTQuWr=p|=6juIP$O{4;S+oT@E+P}|hAY5T( z$im;18x~>LKa=~rKsRZ8UJ}-sjDx%F;yVnpDd#5i);hFiH9ynckVcL zRA~xC9cY3|g@LTHZ6MtY*JWn%%yZaSeG5|V z@XX?#M7Ao5h*_Dq;BLti#i3k&bi=?D3SD^3E`+|XA<#Vf=iv60jet-=pmK{sz#iwG z^V4Z2f+M$gD^^B4J2DUp?CQty)0?3{SZ@b4c91Da=~w&6CxG9Q6XIQ)1oZiJcEVUD z$jD$?tnelFE4oe_*fygA_1GK0l{@1)ddV{>a-La9$cUzWX6}uNGOo?}_9mm~LT17{ z1QcYvc>+j>dP-w@CE8Sn;W(~mHn+t=9)H%Y2yDXqPEj@dw4@^;Pnj?ulMLl6OM3`N zd-PI5g`E?c=Jnta{tBqA7?#bGBNs(CVGKYHG~+^T8S10W?GvI9%_m#R__F!#u>0az zU6%7Vd-up$K_i|6@?Nw#rQ|SM8>@152w9)v25J~H%i0WElUDS7@adX+|O zpz4kJU*mz*mq%uj7f%$WMNZM^dmCHu^Ml2O8De!rPTLr-H&UgfTfL6d-t?uRh-Bri|462Mvn*j1kbImdd=bEh>mmi zN3PVCPwH}SWu%p#7>O=%4IU#rUbv&;4Tc6}C)%X*@c`Q_sBTM1#u zJK|%V=mcC?-7(*7=Nw%nhV&^v?T;ZR1zM zvR1_QMeS(=?jmkuKg&XFxCVXv$Q3^pz@vpY=4aRW%w80#qWagF@-5x;)DaFnM8gX( zDr!bio6o^`Np3(DukYFgS1*n$E<+f4qEwoODD53yxAZ*z4hU*@cDIy~rC^Os)J=k)wphMy$vg+2h$)kNc6Wvn2q1jB8Md(NGA~iTXTY$t*J6UF z6uKm)UV3s9@N9-z^LwWDAQh~Fi*}3Dtk$_U-RufgiZ&qA6teFRO9KbjYZl~0y4MEX z$uiW~Yy)0PJ^xA6wpJB4>C4``oqw|eRg58tSA2^HQ}k?nye7frxEB|ZC{sSG`(6N1 zx3PTlhLd^!&K@9Q_Er5G2}u9Ovv3~Z<{9B(n({hCQf|VbhtrqoA^sw?)L|FAyt-*R z>B~akUhcy2DAr0-%XHa7*<(0NoEQlGdIohIE{8Q;%c%Svy$nFDG3#&bqyRSdYr_Vu znZ$kIq++Js&Ef?_N09jOU^(9830L-HJl12>x;bHm4^gm7xN~QhG*6ZoRm4kqjaHP; zV&)%-`TDrt?VuqOn58nzjo)9ed-UXGO5n%I%gQ-jcx5%ayk4IkQh`yiEjK9-Q7>Ae ztQ2uWIb&1bz;KGLakqX>?5`iGu&me>V8CU)MMs6-Gr|Z$oy1CULmh=k1i#+|_Xz~q zw!O72jP$j!t_s9OBo6XT_uPr4oH<8N4|*5YWY=*fX|FF_ey!CW>VFQDo?;~@JS=DS zRgZHO7Myn0$Zxq&LAmkdm%{C#Bg-rlx{L!lAtCqnAhj^5eB!ljm&My}BEQ)QbB(vL zmm~3k+2K?5)EA{bjU8*Sm_H=XCK;Xy9Q8h4>H$R>%DynUYQ7~Ogwr=7q2z;gch93V zf`N)qZSI@X9XC*+C~t2DaH93(QVoJ?!C)oH9nS4FLH43{ zu5oV!iU4$+^*KYn=luASGJGUaw2Y2@Q~tH5It;oL`ojm_qS(@#ErOg0c&=lvl-w?8 z@}nm{C93A&_v(-Q04#8?NkWVHx6XE|Iih*eY=s5)e<}fLVVTR|$bn9ohwROVb8Fap;R9M@r%d@E6Og4&a(FymiGhi%Tm!j@^m)$WH zaywRAl>oQS4gyGiR{Arkx0$O{dr7UoyTCIEo(=C!J>q;ZDto2>2|61rr4Skj6iEE_ z^*%n>puy!aNH|kjVt?@?!N39H!26ff4osz*50|wUS@LS7YXhwu3}%-v`>%D;qn@14 zoT%K+V78PEAgkf4M)i==`K}-*8-_bLBd2E!dp^N_M$TDJC!VStgZTuA=8fFeA%G1b z1euwqUtqgFh%IaC49|44md|ZP(Jiv{hE$%g&h|Z8YAU#PnU{B~FZg(Kzrae|STS1RGZ@tMo6z3VPdy*3e(_TKp+o~GA3=cT zj|uO~Va8^k-Xhb>thWeYTnizOci%Th2^{K{b{oXGZ_cvBnaF%0u#Y}`8)t6%<4dJ{1{JMiK~DlR@mEn`?MJK}he@Zfupf#4HEIA=DLm~C z%iWoJGwbcB_0T}|>mK_!~l=)5iMT)+~1G(r7em#`I(ZY9i4<{Z)liy7V8bXz%3fy&Z#R`wT(2)o{5( zj9wYNTYrBaQ3t2&(|1NXdHpbzqAw$FMF_7;oDjQ{WGpzFWn+K?S<@~*v4SVuNtYs< z2S~Z=bA{HU^*g{-gop>%_bYPvo8*P)nSXyh^Z*y|!<53~2UDo!MtT$)m zp5L{T^$HIUfv1vITGJH(l21#$$-`>sH%O|FWLRpOo>E1LvRV3&-z5`KI ziqiua$|`UxKDXUfJ#*iu<6X`8e7Yy_5Fe5()}lg^IW**;K=X=cab^FL z^}~YlKBUVs6wC&?a#NrxHE!wr%8h2uz!k(_sUEya<_5_}?#B|j@ya4OLxEOa{={13 z&X6a`#zKt=j9)(odBXP$27l-(q)wx8^MbLmjFhl5Kpq`ci^KDX=&DkQ`MT z(Dxw+&N9+up7iR+=RC88JW?0-;oeEFUT&AKzWK?=r{n#Je)Wwz+FNqB{>Q z*pd)VpIXQVfz>-ml-R=?@aUGBJ0u>Vq6l_CokeUbB`3~!ZAoG zjFFzW8i%))z8rZ<)~s80wR}P%wCY{Zw(fQLv(VG30>WNMWlsrQF4;!4FRO!jKk9cH zW)ZpZthn%gSz`Iu2(6Zi+eb9_prZr!qUStPWD| zw%dABv*IW6$BO8()(C|N^rzW#Iw53Ap-tu-IYVu>2_xGGTs8%MK)y_|81?>8BOlun zSvNCw=QC?HM`k<(sY;9q!}W24!JuQ8`jiCBFQvW#lp52lAA$6m6!aA6sy`;z4)i)H z-*NLUHkCicPqc+0Z3VF8jO-P$HkhzAe0uV=>ijo@EFzjK|FuXEJ>_VgJN+i#!DXV=hCzKj~cWUnYFi7laz;blqx((;@BE>bY^5XxEIa~JQ`CKmd; zBV;c+@AI!+9It-)?j5E*>Z-duoxZy3wSLn8CceGSef{##b6(PT(*#C zV!w0jtKaQ~lBwjyBk~`d2fLwVVx8D@L`_!sqQUp8IOJmdoJGi5`o>q2s-rH?50U8L zCG4k?C9aUMhy=?jT14+#9TyjU5*SWvM}p5!%50`H(+8INZn0=1Z=8htw+}q7%5)DY z{yk|Q5{AfD-a|Nv)|hiF(d13B0yl~dT^nRvzQIqUNDC3-jM5Rd85TpVH7&s`m`u$T z_k12)R~~NkUDtmS_gcfM?8^TkyriD67rx@-+T>{aH+B#U!cE7R}K91R1z&AtBU5nDV6! zd0$}v1!=(~t;S&M{FrpP0-Of?>jH&9Nk73px<8c@Q1BnxdwaC9*EglEwg(0h9k;&$ z(qq`BC+}xD!WXdNC`>Ux*a1saeCVEYN8;nmIllRE7Cdc5VJYIPcjg)M2O7AkgbGBz z>-Z1p8L~{tj-*+s&(OHDJFL0Y6SdB6ebN=W#~Q{=n(jX$=84&yDTXe8_An)`+{Ydi zj|HnO^of1+ZtuJr)yr(c0k%B4e!@FFTof-Q>xio&sApV=4f_c(8D#}TUpNc@bvc@?CIEVK~@d$WcS_HDjMT$c)#uw#s*F!Nh z>N*4ev)igAyX5GfPfn|v4#2$O^F7YnpHAbhpcWpU8k$_E-hqd3EcvM4Nkc`fR4F!H zsH2x&`|^I-@NzYn*EQ`7Gak2>W*QLIZQ+6wiA-BJRrHU-DXeFl1tpW zSw<|+Pb~J}`@4xdQ6nq$?MNC&lFR2D-e!mC^L=H*=+7yld5v8^ zV1!(wA*VaWn2w|t8DxtXKnnVHZwhc3H^S+HdtAD9xRBad4Pb_uok?3)RqE)nGZ@rj zP1G4Y7VC|(UvPL(bXM0LV!}B%B|`)$a7N$DxD3xURlTA34rsv|ZS$;~^X1$7jVCe^ zNgjOvC0DG16n@i|L^lZ!`YcoL33WNYXm(_K)x2pkjtnW0Ey6^AafX^*UfVqp3#)i?Q|V!X+f7V%gZ%vJc(4Nq`k)}D;M^H>n&@;oSRC_ zaU#qAR0W1Q+F=zlbptH}SuoRo$#0aZ^1l7WhI{EfDVzOG>wnO%OhAm*wfGxxqq`hY zilb)Ux=l?zKJXIl zB|Ue3#hVSMxtNE$QGKYOM^WHVga^8PyWB?ryqW>k0YJzK;uJ)iPmH{3|ZEtF5pFtMaW}vl4Do|15R*|~*cP>^~>L)A350FtD7Swhj zE1Rk~5tup|-aPK=AtrI{>cNu<%I={O>ZCG>^Uz2`QzI>{NIb79XuLZO^?2Q4(@vA* zh--$Q=baS05+G0+gMPU z*-mxFStpdf21&Fgw?UZS*3X2p>W{mrua9<9E8eqO*S#6qPwhbFV*Dr z2^`xk7P!*BmpIiR4DjxJ`^dYGH0OJS?$9lG1udnFlC8skzui|48qD5_3>j#GF{^t^TCI|%)S1~`mcJ}GLyyY>f{=&04RZ4b*9z8ZSW24nuie&zZB3FYl%-qqC<>d+@-+gL;^!F+dM{T0<7PH zkUZFp?)nNpMj*6WgSRP`w<>8{$w^S``7v9Rm_z>E5 zSD_XuAzf?`p`C*38uH&@K$_nwCoZTW9jL;05UCsKJx2B8(lDBkkex zh$Te}Lry>VvP_xMCy^FYK4vPN4o8dg{G!Ev}NO;WvGI5S$Gz){SmpF8oJR9+!GA z=r0ibEwm|~-~I{~woec134OmK9Nh^xv8PT7Yw_weuF_WOb$F`sVkap$?=S?vtjro~ zIznd+9{QYdTmO8m9~19{KIqVem|g;5=4qWooKVVIgl#enbIM*cCqnU?Ul?pT9(jXdJ& zsxnPvqlD%GDBjhgdHqJIg~x>WUP^$e#M?<&a8Q$8jzr~(G0XRS>W8Z?atW)HuI_%F zC5&1XHxuA?$s4<5R*?Ki(PP~yBJmmgVIlt87hOJ7@~iS=g2(i~7CWP3?9MPeR|fEb zuf{4v)G-9HlJF@H>^>79YR|lC#C&Bl=$qJR7u#xM0B;Bev0Z-G9rlO5Q zR~L5-2z2Y2pZrJ_X}&4Klq}(@t1rQ0Q^33Y*4L+PTKX3DL}!IYhktZ#;=1_`)C~fh zZY*zfTs>z^c2eF0*HXD04>E2tmB{OGEfWwtL}47Nv2NvVV3YT`+VBC;C`*;YZ4tgV zZi|@I5|=QhSq~NS&~j7`&B7!O{3`e91xAIn#8M4d?D*pQus)997reCOhhbol%f*}1 zwaBLQ75-bC?{SM#l+E_JS5*YP&}3K6ko-iGZL*<8)_R#6+U%LD>J8`Zjr|_f-60N( z+e}#ldG_duL%hy*GXb%JE92jI_h4VT@#eOE0qHF)-%dutgq&c?&No9t$Y4L~Bz3~i z{2(U3RABfvu^IN|qXO@+v%Ax5)hMMba(klf3qt(k@z?MShK=1k8#e=tu}Ss^u^itx zdIoaPfUxuIq=1Iu0Qi&cq!@W=I~McTbq1tnk-ySTTZZqnp@`-3P4ZaUm^`-?>PyGK zvnhrAsc=D2S`z`&dgErp@s1Tv4qBaS|`%GwOsatpXT$I38C58{359@pP#ubD|K-O%KG0hW4N zDlQR)4?<1{xW2bdd(JiAlkIJmqR4$S$B%Taf zhttt5MfrD~HRFs0Y^`fY2d`fbMb{Iio>|7a-liIg$oW~iF(;Qrp^7px$=<60SW_p=j|&ydW-3OXKd#af>DAGg zOAr-DV+~zAg}duLjPp;2Awg54Pa1Xdbc{>jFDZ=s>4tm0szmvoN-TL2fsZLdI#sh% zwX-kQDE|Jeh^k3Cl=L#wVm&t?v~~C$u->75tU-XBgCq08cyo7i52SS`Z2zP8$n+_Z z6?j~uQ~A=K(&OYh>rgRp8XK6xDDJ0=Yx6r^V8JU6|Ea*CoE6HZW1ku6B|EX6)pu~T zpdEj!EcN!(&dWTHZ-QTwbwjd7hvIc2uj;WX-xnKC?_%fcsYF5!4j^aKMj@RXl)Wc4 z^;N?``%t#RS2iH}r|p>Go5YnDR%Wb!d)Th zX32ft^8%Z{3!hq6vMPMJ+C_?kWg0XGh$+OyM1{sD89+$!2NVz9g$eL zL^GYr7*%eZ69`(AUL^+=_AFy-0X*lU5W|&c{UubZv-OV#IHGu$f4th=q}|+1e{bPk z)I@HHzu=lrEon^KR}G)Y>Wr${=6oD0jRxO;7&ZDk@N>VWBMufFY@xj`ThWzy55k_7 zuq#;|jW>_p>Ot!uwdCAMhoSC)+wKUnqIAvjFN|2A0t;`aUtSBBub67)GRG~b;?e8T z<$hA3E2tGvyQHbsx@w;%GcSJL0pj?W*4POCh0S<(R>7To$1n5S80-pI*VJ{Om1PG0 z@ON$rF~57P*0#Z#^=o|mafr6+C=3V0MI94r?;)@W30q7kqy#N$j-b0kR;O!em^d#^ z$Y!+%&bOPjxuI2GaxCKHUHv-)vi3NdV_VBLATex9>>GOGlpKy4^iKc6yh*$)Nbl3G zS-;ZDyVYyr6uX<+m)sVf82vnm_-WdIbt?{HiVCL#n3)N9@Gy;i93qqo z>fLN+ryK{=U_0pr$80CjpZk34idd>5v|q!Y@_FMAmYn=~UVCgU+L!DFRBOjv@TX5( zdaS--RJ)Q1WkkXbRo*6@y|I?<%6g=$u~^wLfD2cTt*qp|XHtyMz>4v%__lUnyXzel z6c%HE4JNxgWEjKgGT^ z`k8a~{813Op+Px@V2IvnH7TCx*9}#s*OhqD^Wpc^@pOH@Z`4_71j3AfZE0eD(H;A-rL4o#PqJ|UedSq!87WOO}`yM3mFGGC! zMi37It~}z5MbU#b=YMNuk?Nr9CrfzwuKRtOiF$lnb0$YQzWr5;&{oaXh9%~R)_h$s z+shd>)EbMx<@ZaJrn=m&No5?8yVvUJSTh{ZW+7G5#6j^HNiee=C&)zYNVj^KcW9AV zTB3t{QTvXpt`86D=?l$^ia=Z1_f?ErQ6XRXF`E3&cfCwnG?rZnzW%k1vAAR!Tcddx zb5b>cuvkq@ut2SwUEWRTk#udG1)r9UK`l5j>A7dA?U%Syq{u-w6p*=6yB8pkE#Dcnx5sWq~FFIOYb_NK=Y+d|HM9#*q1SfnRVko zFk<_-7;qlu3L{l}0?l%x62O-n()WyE2PwGnv+9OE%>ze!_2Q1Y9Ma;}6YO#07}n$} zSRA3~#_KnBC9tWPe8jHIb6SQThOwOD9-K$Sh<#Y1UT5oE`O>>;gYUldceSNuOuB3x zThj{_gm7kWfn*NcU-_g35^x^dOW9X%UetZp&>c3BFmubY1#*yWRjI*i|qJFx53Hcn3FKTsv9V;BZ!zZEN70TcRs;Z)?Y%4RB z+5e>ly`MHBrocK2-5<$g$?oYh&VyB2sefl+erk*q)9 z3Q{Hjs%O#4yTz`8PHV$t9c}hhU^F9}sHh>9juYQ87_hZKfUIa~foVse*Csc1LuM9K zHH8i?YC6PLquu~6qC;;BBfh2{Mb%~7zS9hsq{&i%JDIYcITbY$q4@Nut7-vBAd~Zj ziUra<^O4u{n1D^0apjiaF7`0l+(2aL8!e%Xt}@~BBoA&B8q0+2MNTA65)#3NjSTD|#`?K<+l z&q48J*}M$8_% zxUbW?PKWnskwCCgLOAGPL5cGoGamznU9R9NAd44s!AvOg-BCPwlapCS;NlD463p;3UgO8@sRUIbw=1XioHMqb(n0++IR=M@kk{3cAK_){;Ia zN&4|Lqv)p__G8P@7uXO%L+;6$X=JR@o;38-`>N30B(8uVPZX90mzE9^mf791XE4_3avx|g2 z8ne$)4SkSuJ343c?&o3_#L2o~px!E+J^pl<)P%(7E@Qd9LKqmm?p96KgVFx2ecVrHvSQo7%v z?#;;n&x_=)pNIK8>La!CRBZB3obulK2#Y6e8Qh()$YA zdV$PrkSN0lLBF1jZKxWTyaM_t_|Q{r+I1=4o!4C7oiMUxIV^3Rp2rf;Hc(DK2BIDW zS%TZoMe7eCK5ZSO!dzjYHj=)PZTkFll70+%DpTcl0M^`d_BXM5?Sjho`CN$ViOh|i zuZUbZO;-f6hM%cOpk4e-#-x6*}*%VyQEGfJu+{l1FXx#Otd|s z;+8Yi;|^*_n}eocxW006*3_(%<3|eqLT8fAM@fjv0(TYesnZ6R|6^p6aJ<(48H@0r zvee-{Dhh`-Gx0nR96M-@n2RhzUD!(Jc3`ti%lLNL!XC-BzZcm>y;?wewvYPxUV2#G z40tJ5rV)5FATiNp|McYX8({ZB$Ae0eG{O5JyUX9RjZ3K+HU*!zx3n*j&H)f)yFFjy z$!Un!8-2cKhnMu>8LN#c{-1b;u*Mw@g$PSmX-N|RYwl8S`v#)HkPAta%1LVyNBxtPazF*dXL^)Yv3GFx(maaI@O?V)v*}UiIFsJn zV)7Uu7xBqnKL1EaGPK9ypz_bUJ|2GCsF|zDa?a9EpSN<^Z=L66zY>61RZ1gnyZpkF z(eRL{Vw=4sad@FneyeTKH9a<3Z0>zhX3rm+ipfIdoN$V;6Z_-Zvqf!0)M+>l&y& z^-iVBl?b$dWh$gKd=k1k?`aQ3hsTWIJf=&Atj`6fHMD=0 z<&o{+p2`k`PPT~fe3U|!NcE;L&PaWc)E%tLLocXRC6L!Ec(Q`l`U%RZOxhfq1$2g6 zA*o;t9J?f!DMFfMl85|hkwXigr3N(?icp@MA zH7tpU4$gBxq>uZ<#exrVf z$;MT~o(64`OB;ttI2IdZ37_a+KYnRH2Ka7$>AT_~LTT7|64KmXShVbKjkqtt<>4I< zA+;7qDlem(yutUt9ac~s42#du zugqoQQ-MEag6e?8!DB5mZ}g<0XcbP$d7YcbYOz;qVv#w|ZA@9Cp64>-9@0ZIV`US$ zB79?E0uGztN6qI$)*#@(HGc`*Ah!b!;%}6PST!ZutbueIT|aFf%rYH@^oy1JbPB%((@}Fu<^-K zvh)V4KOQ#wr>YJ&%wkZDw!87n=oybSP=Y>UxS(-2Y#A@yAQbOE9FV>lu*qo_s<^2g z6T9ebROK}GDIMyPGEr$Qh8sz@bqcd@nGkL}1O$4^4%l8O>lZ=*lMjQ>D zrQe=2oPN_S>$9WRVy0_`yCp!Ji_iQ(b;CuysvPdbaP#dgtkJF(%?WX z3I}tf^D;$HdVj2PWQ>NmXv=IuvigNwI)Zs2EF2!bW4RLVy6L@{t!662V-jI&7ek9NY7}DJdIL-*_aW43Z|6g!7PCeC@Iej;h)tov-}v z7e-P0-o~iQU#teDqcsfgflqk@WqS?7=-^$e%CK8H$t7)K*lh-`e6fDAFEU;*ei-_{DAEdgy%`<|!}Dyfx)^>X-H39792_VVo(|Q)DSqJMO5jnHn3jn} zjwblsGl-*QA}v{L?s6;!3!Jt#z~YY}uKM z7B+Y(^#v#AptD(!)jcH2<5~nZb~M)JORdaWh3a5TE{a~w*!ieNs}Ijws^zYs$}e8C zUU63gU@CZij1t1zdbNLYKyJ=+S)ZY}ciJ;d0S~ z(?DE9G0R>-qJ3u|3S{z+3^Y&(;()5y1LLdAP4JDIo9<7XUmZ$KWRRAFqcnx?r(;&7 zxfYD#!H7H?uG*$p$M6Z?JE7WAhT_D_ROV3XJ{g1(^3-7Y@`P9X#xrUb4Ux|$t$rxC z21vt2D+cU^~&hmIRZ?Hd&vpZvl4>9-HPe^&iFw|!s6Gf9GX621gcPH6Hs-_Wrt zlyOezFvB}6_>kTu5Q?uYgzbp-;(%eIWmLd;M>30Tnf}7-@L7t+C6^jcNNxv}zxn3< zFHync&~2_G;2bq%kHY z1}V2Gts0a}C3yN@k8IN5BnY4!Aq7*52u&?15fS z24oayp#{*m1iL)$Uh0KwsVtL$rbQ#>1ETivea{_G;wuzWR5&C!MBgKxW%9jSfmq;1 z`aYp4@5;T`$3Kl;L+(H9%g#cbYL3s5+6@{3Vz`2R=;vR*389FV*>`+R{_3U_sjn}? zI+i}OUK)N8)e=Wp2F(|~q6%6YRddM@l-V>H7<8hz2~e>^DYjvbkdn(q`rI0L% zQu|QnqmnLr)A5cKw#KyL6jS&%aK-}(0m$&&4M+q5@0;^p_QA=xQ&OuTN$1lM_)6d%5GF*UN6c%9F z=Sh|o8u-}jm0TJ|K&cD&A?Vkk1o6fW{uqZ>Cc`t&*jyxhN6IPF4wZjf91_T`1br`l|>tBU5qVikLA2^ zWqsG>ZPC8yNF$u-G?z+BWu#wUJ(uXf#SJyQs>E)7DbBz-Q3tUuMjv( zXG^pbK!pXaAT47!)HL=u&?TH?eI@KzxWqE7tn;LLo=r;nQGlE%K4IMNZyVsQ^4y75 zxfK1mGR%jt`tn|v{vh?Ow%sztWI#`@V<4Q0#xY1mx&HjhN^Fue5RJ}(wf~u}P|Bp8 zD}B;zM;SKVK6&3boxYyl2I88j_r|n(Iw#J^TqE;D{1_x- zz7adDbP~UF_6Y#l;n}zqRH52J_bT%SrM8J{%^FrJk=-M!b#3lv2F2cO({cT#?Sp)4 z!{4HqpsQ^T@o|y&#DVr3++72UFUF+xeRtB6xi4C0%?FpCIx^V5hRPbjJsqLZfc`2~ zNavZtjY|+o%>AJ69PBb%)b}!e95q6QJVT*gCFK>jP(Kk$O+%u|f9b0@L-IwfabSn$Arj?;=8?rguZt1vn;WHWe}DNsG%;K_!P6JlkF9hvU-2XMJ-YP; zpq65p&7dC{7#Wpeda&ZqnQ~uoyb;f>`omn36VBs-H`x{1$)Ss^_h6jP=e1lM>u_HS zKDmC~A!=1B2R9aySdmq2F>;7T)7??mkb#8%B@(%bC$2jj&A+tbEKgpt@;A=6HABS{x(|*}fAd+Rus1o9?8MnL|UL_RYDQEoq%c~IkW!-_` z1ZAe%h{37AQ$qI-isG7Ylg?A7Gin?pIAxb@z6Y^R2dv_d02QZj6xHXqpM@|wSh0}Q zwSFpcR<6O!Dh18(4P3eE)7dD3&o3el|75e1dCM|+C~K+_Wh}JPd-HYSibL;;m&1Yd zS*cN4b3%(LV*AcD5-W^w{ti-7#SFfz;+fuNbRw5%<{{3ooqVU@&vA!)anT#o@cMon zbU^wpv36P^!5qub2FE4dG{-xUoz#4jv?C5VIjK#EP291nvN1Wy6!uArUBpvXcd+yG z@oW(g-|ASl?(x=EXf}Q%#rW} z_%L7{Q11zlHeM@pV6ATUPjF@ih^rhnJfmbtM}uFXse4(0fsek2RviSw`n(u3v!md!PCCWKd@zd%)A7nVM;sHT_M z*4(Tn&{xz?dK>VEk3{Se+3fJH#9D;XR7Di~t$qiwRuc%N$zvQ9A=8;qlMw_*`crrmdPcyBL#gbSq_&z5LOtiaTvY zkkf8L_m?!x-2?Y8(#n+l7y_X9@XaRUZS=Y;y?)U)_6EUy;cQG>cb;-J&)GmRrUqpv z)aIC?SuPu-sgznO4xx)+ls{$l2S)5sdyaqZQ^_!ZpY3fbu~pPtzY|A@J>UBmtlCfc zU7d61Nr6gx(A{IkVGlGT_%3X3`GXcKLawMi3~d^4wGXAKHEL@9Sgvo%ZK;bz4LZt4 z84_D#p=AFcEE^R=MhA^KxWdki;SW#<;RyQ?k@rt!Z)%I`85rAJi%R0IH5%F2;XF_5 zeYwHsLn)M1soJu{81X$r^PnNqIx>)Mx11Ul;qxpp%nm-tDEN;jdH?b?QAu{Dh_<$E zqW+mb60!ppB}y^M+a8?-owJ%+Sxp3!BN@tDOfl>qhs-STI|K1DGIv3JsY4!0_b_c} zTqU-y2K54jj5`j_@$oqbBtp^n7FtzZJvugLjJLV)pLdSNia*wW;WcBUY0OUMrY0Ev z7G%fZe->0gE&R{Kppt|#oX=^lJ_J-jI3RPZQ7L12{NtUWvKzgvaZY`3WuwA5t6^(E zcl!yxoHH#g&360CQ+(OiSbrN;ND;W0=d|Pqnf#x1$PZ!n+MaConhn^%LHBkJbX|X< zZnnuB@dPU-z{0h~`XBMp6F%sjweGm(c_!f>PU|H2We=TGlHj(rFRaS9 zC0-XeekpeO!7;T5>#jg*(or#a+6F!g7+40DoC=J|5yPsT+c91M)bcDtG09G&*EQ_Z zHV^fwmP--lP@zGtm=FqC7BXEZxxm__SYdWFG(s@;_v1-2j=;XTtZURECc=ON z{)^bTlTwmGR2Apm?{ME12qB8VoK$#<94o<_+*1GB^b#+U%|R+aLVt4{{$ZWk73q+6 z|Nk1K$Ks3IDR6fR-ciNvXBYJGki4^I9&4XOajo^N5)@Fy{&%Sijvc;8tzoZBtO+BDN`}bKTO>QKdDbWLn4^-bF$hIV z3S|#4!L?D5CUOmBDmh{h&&n&1_WmjIvcRgTZ~~;UN;<7{LOOF3@AUpN%-bTL=-o#~ z{nxKvzWi*g6BCaa6a;)-T~|A16q}}XhV#Ij&K{tv?b`Pm6Gh`@(M+ItW**R^hu|KG zQOktJP$n8`>|Jbirj9fyBw&{3*d9>Y>}ysj$;(qE*|FJ5PDy3BJza(JsASkK>2{Ui z9ulmO&4k}C9aMSq&mX5w&$dtrMU$>LBx9WGbMhtJhL9>j4ADSYlRB2So@glSW3uF= z26J|z368ycKvk{0i(gevj=TdTUUKNS_vv2wVd<9nsv^g5bNyuB1gMrVar~%~4>~3X zDTp9m*-YiB=Yh!7KeDf9yPvYGbLlFO3TFt>*)J--&i5;>Do6Z9$XzscVPuqOv9t zHe~AG66RH~$4Kj?6)!8&i;YN=!k~icBGxy+H+{ z?w+Zr1LbMU0rVo$MNNrXvFTz~0hRhm&W6jeAxyTmH2b2_o#T6&jLhFX(`j46b%G6LvC>DUq7roi1V2(g4zq)08X zXK&I*c=t+5kTVm(&D#&(oIT{M@bpU;mPBOZ$D!;(t3yM4DOjx_fs>kGkjyo%Q~JQZ zc|Ej+DiR68!+>msF>7OqrK0?z5!*FuvfC5$&}LAlzW}I|-3d*RY&Kco)pp;Nc~;RZ zgH#kkGe%R!a`3^lcNG4@feeeSKL?81mi#8Y!kMSpb_Z=m#NJDJ54Wf`VgM5FAt=ys zPX*Do{5`?z2~0W?;g@kA^j>Wb4gOJ?4@-Twui%PT!^SJ|^WP7{qKMi85h@&@y?L_j zNfQe|C>2KeS1+>Km=O_Km* zgTlau3ek|M9D<(}KO|h$(D^fzMZ+MZdEc)BZjG?bcS=es^V1ABHU6FNKm}my3Qee zZQT}I5E7dshC)4e8;q}Np2#aP6|NSbh&xgD0S!MVv_&K}zFV-jK#R7;zoe4pEy5lbVEL^J?|P95G_b7L75w zAkl#xJ#_F)5nOW{hWF_f&YhA0s&I@B zGdh)^K#I^;cZT2IiPCSoKKPQ8kkZPUV(MY{e+6*o6!m za)q$uk#MxGuQp$^>Ckz@Ll}i7-;mzpF6XQIO}w?ju^dJ@kR4KOd# zkKGnztJ+pm0+WyL7^l(v7b@1|z$DiWTmO8IH2eVpfW<(k8+z{3>2vvrW9iNYp&CdA zNne2AKZ(=L*WWqny0D>Wzg3Q37PVD#d%dFh7(iKLF>edGKRFP(vZQHoDq+$7tBy*C z6jBodSRG8RsjL&eiQr8|QGQOcc8~sLaR@o;3Q#n5^j*+&fCH_sdkSqz3JURz2IG8f zm){&e8`yneZHeIy%djg04L$mosr-wmALOGDQizx~d&u#X$RsnNsvL@g#~R@0Q57+% zAp#AfO2OeC^E*4r=!lHwinS;^+LIud=gN?qU*@b5h$@WP8WeA^KlarMDQ29WBDHx&IxOppOw06f|LP}Q z8>=nrauQY5pB4Yg^pGY)Apw3DrBxatH4BVFNqo8b6`8*m8qSiiBmq>&qqDK;8ZnjW zcf47})yLdIp@m=MH0jRZaoyig@5OG=c&&GtO?o?sKHQG!BXNW1?;*JXuICEvXs-vN5X+01pPm9E2 zVCv~bu3$TA{EIGYK}Tp_gVisPrlOD;YGj_v3IOR71;ug~TRMOW2^}b=UlEZ6{gd|F&V^85tz~zE9Z%}0`>>U;i$JRylX~s_=0K6wSdIIrT1&Y?M!9Pg%lZk6 z>=CP9(>?#A>Z_xw`kuExDk!B$hj5XQ?rx-{LFq>F(nvQb-AGGakd*E&X~|1>*QM){ zQttuv`&;i{u-3WfoPB0y&z^banZ5f(?Oy_E#mj85$AO20p@~o~%B{c+UJEmx2u{bD z3d-LWnhBcNe9w+^8oq|w*j5>`2T1@i0ZokTlLEL=8v9^Pba)AlD?e-|%Kj${T@108omTA_qNfgCqnQ}VkDg9V>l6BEbQcdjC-V!gG-wEihK{7lMx;Zif zdp$)kKSIj2^U^Wm;L3nkl_zo3s)V1|cIHA_G2f|g0d^@8E4aSd7T0)CXh8g+9sb@*4?;U;Sbj5!YMiE1jz?7uWc(WAxxz2z}vr5uT z1`zACV$7;*B2OXuj~k;?ZteaZv>e3oq8B(`o_?#;3LIz4Vh~$5WFw=U{+2IwjpmDH zW3C-2zxQqjNt27(sv`GeUy|l;=21$n79q`S{BV62!Ih_>arSt2!+XD_<`7qo-9a2X z(Ip8E;rq=Wb5J;vNyB{qjT~iJ??W^3JJIFa#XqK+vK1t@sxzkNRT#U(YO>&BnssP2 zc97&mzN$Dy|Mf9&{1lQ^qvOaE*FOAuGYy#jNctnDa!l51h|M2$i$j`IZFrIjG;o;Z zFNE{yw#6{=I@{^(>7LOM6dPXydh`n$i3c{k#qY}Hd1rQDgm`yMfNslcC5hsT_hLYn z@W7b$Zf&#v;FbMt!T3%DtD(#=;2Ka#MSQvGe0Vh`JmQ0Y&(imw6;CDD3W+Gq9LLTM z)1~rM7nvly6sMyKU|y87&~i<2dho@hIo0DlZH*=)x>()D{^PRiZ;DsBD^iDu(p4f< zPb%0vqHHvhLzhYRD%1rx`gzS zWeQr&uKCmwxy-Z5{4~O|(X62IOj__^6W`?$Zu8pfa93c7!SK1**xhP>qH4~7@{QeD z;r#G4XAAukp};iMJi?6hQuznTd&l}zk$Z^3kv{SWp~hc~Q%jSHl2+@84dTdCet3CXB}B*eYfYe?;cIh+rI0Z4 zJ8U1Zr&^9C3Yxz|V=^{1?uX(9Fc|qR*IF1a}*jVwPCMn7m$I}JmiaX zeAQr0Y(uNYX}M~wwjaMywd3_@dt;j$8}-Fp9CfPh?YH zhyF5A;*<846S{Y$@!=I2GrqjUxD=_Au`F?i7ezksvw(@v? zNse!&MO9`tWk=)E+)D458*KYJTvD~q^@LOyZ<&5GS0XW8P5<@k{B&hSj{lXfGXweg z&ADt}FWpnid4Jg6mB8MP&4@|}BT71K-le-}#7O_?-3o;MvTAY!2I3M+vlGDKFC40yMl@Fk4pcm| zf}XMqT(zk=oX7ZASOtFM$HMf)E+cYQ&B2Zf8Mztv+2FT{3_|;-=$cJiT(^c+5gH@s zFG4TANHtn%3iwpWCR~k%`fiGWd6S%Keqm@P_14tbcz$Pk!rc|&XLpLI; zeYS-x*Whtd&kB5F1gn8Fe+TcWRuQiix?3>j4O--pOT-}&$zhe}osjB9_t#v$%tbc- zh|>1n$#MD>Jlzd9`O_^2h!7&N>nwt7Q;6 za>vpUfO(r1r0aBeD5Lv|;@lgy8ksEF%ND38i4u?~U1cZyuSM&{A2PJqD&DhIq($rsl{OUF|_EkNz~Ccq6*R(x^n) z4YT6%ByB3q4+^6{gPZbtsN;Vl-Y6lvv7r8zExu>ihN^owtTW#JQZ?;2w)~l4=89Zz z!xBkKdEtI`mw?J~6oe#=!>BL+*6lK>LQ-j67_c2bMc+t;>})ndbO~NFpl5M)_}2T(5iJ>?(fuwKY;vdJcl0sD)^o zPF22UVU<2c=wEc^e4qc2TqSdFW1Cz2X6-NP_~vyKDhE$;%iN{$C_@oiPc`RfAO^+A z>rf1TK{W8Xpmnj&z7dK?x#P_|iHxdl!ojFF1<4%!Z8E{LSZE+;LtRlQM|4S;+Xg9xos{lw}a@-!e+b&jL23~Z6K?Zv&XyvwxB?bJ-X?eCj3)z ztV;zyshqDk49d(JlSEDTsh#Q9w_2c5dT;R0tLZoV;uebMZt^>JsB||vlTBF-c~&)K z>2JJHx@nPviRvcR9+_Fwkeg;n-dki2{0SE>~{fEGDy#gv+gU4dzuD7rjijZJ@c^U!3h1 zle>BIn7Z3c)=5neYV@LJNQ`_9aBM(2hoB=?lHNTW-Iv(b^*IWrmH1PG9j#o#bHRCn z_ihrQuVB`#@#c8cI?TBI3loP<%At~f=q2yRqR%*C*@+7`sQ1AjFp^&->1i0YKDrSv z!Z^nV(Kf>b)9|)H4v)DPWe=#}yo+p>~bHhrlqgqx$m%yo&#ABqlyNr2h-Qm1Z+cGSualVK65~UB{@Oghq;0(Pw~gE)_y} zFH14@IQ$N~nx_;%5d`6V;+HV6*=I_tWvb$A735$=GUB>4jYr*DzdUpHl12sUsU@gD z{W-8ZJ1%0$_hW!MUy`jL-e4oUogn|F50DuW2T=^gl6rtj8&xO^F8nHF)DzB^{i&#@e@p0Fdw`3?rY(D)?e((4mhBRcLLnNeKS^w*c9?QJIio z${`ZhkWM{0zvQy%f^n79B}h*5=X#D*_HYk(yjx0N%Oi=!L9Lw4?Iog1iX@1_rvw#v z6YlSriXWMI%lE?pbQblFR_^+{AWpl-HtUDzu~n32L&LX|XO14f{xe^%OL7GYqH^-9 zFiSA=bXJp(wY*qN7osfkw;rJw5`3}eTXpwO0VEn^O5tBT*GV#MVwKjX?iQbva-a${ z$t~}Et{xlk=q8}FAXCii)Sz6`n&WHsW!j5jZ<56ZZUr3tZZPSzd~t|>uksM9j7V$< z_N38&Or>PANK1_@!NL6k~H-j7aSmvGzu8ED>-wOl@ z*$wHdET8<6>{EN%CKV~HjE>;k7kGy{Z<8H)cVrXgGo%TcS-Cr~Jw1PVET9sI!bTrS8$Z{LvT3xj zRZ>>T8gmCfNyJazY)*KZW>-#=8kAzNsVrD?RS)j`d&ad5YRt65;*@JCNTT$>Sz&C5LFz{U2~3kD|>kbIs8p9|c%Af25% zws47w`B6Ya(H`rvt#Jfrw0N?=rP>Ux4PZwGzJ@Fx(eo>UPSDDm05MvnapX9WS_b9_ z+LMiO%aF?Ot+{unFZp*uh;fMeVZkgz@4)FN0oX~$ z|DitCrP?jmHlR;s*X8M#%%D>!V}A=}`_?VMUhQ6Zc?l$WNEq{!Wi5$^?fh#Gc>3pq zrb&``FTCKm-QltWoEBGZx*G`QG-iE9tkWg zB;bcA@FfRr*`5=TdW6=!cQ8l$TZat_v8zv_C3>yTC4a|v!WN>HEL;4@L%nJq^xJh7 z-mitf?%gk791?i8l$;u*!7kzw0B0;rs@6uiZ_YBtzG&$UR_-UVE@c~hA+SZ@d>c4L ztm$R4r|vFg+;21k>FUG_E;zZ`dtsf~d$9p?co;voDP<_RSXE_WMR}NdlLl=m73gTt z`xr7tzgr*J%{_T6IQt~0cGkqT%jJswLxE`^ei?-=y-g|mM}VVp>yIW^8!|}h5*W=T&`Epk znb8j`=97Q&RmEy;;g?$w-Or)>sf}#!qs0Lk;K;`Za*f}l+3{G2`MF`oI4prVVuG?bij7B&-)t93+;6LCdfu{rV`ojk(Psu;j)4wIT|6PAW&zeRkp%t?8`QFCh|6WG2bmP97`Pq!z? zZYad~1B;KMD}65;-$n+tz{h!_axYV#Ph;CMFxgY?<>jnt7$~p)H)wLL+m}}ay#!H4C%h!^*0uYogMGDwPYnnLJN?B zvq=+<-}EtfjXu#0vaCqiaMQH7Zn>XmV$H$1l=EAnHV<*l(`eJqPP7{J<^X%SP?;F+ z`oouZCRn4V{HBqv+0+fF!DAVC(DF|uDz!Dtfst|x=<(dRz7VR>aIFi!I?H)F$la=$ zn|X-By*`2-fB4dV8Qt>jPcW9nz>#O=qn^B-J!7sD{1ER@TP=f&Z8cdkqbOb&{pkEP zXGvV*xq1XUdPL4c>oeiQV$I`4$tO}`No9(A?=ON~Dkwz#v0ev= z8T4fy%MrAJEz#a*t9Z2W#D;FWNPS1;I?9t;t!`rXd=j%OwJ9a=2J#qF)boWQcT7b# zryc;wP_p{SQ_v+nC=P{mGZ*j@3PWHPSs##on{vci7(4R(`og+S;nEv78oOVF4xa=T zHNq?hNn;mn8LmFG`zaDHz+*-{nncfFPjfb0mdmD5Vr*&y;>{l%G++v$jocA?@{%xx zV*2%{;S8f}8vonIfu#Qg7F)fY5|S}XHf;^4A;*s`JxZ@;lp^GfvCo#j}Ny0oMRpGdixXN zqVbMpBP3F8+CmCifgz#7%k1Z@o@6D$wrKZJ=G!1!O3xQJR-dnu5`!xmChEJ!B=!*N zvU5t<(87t1{pw$5Dc&r}sb8=ztF0PtXTBQp(u2IvlOaj#iJuwBaEoTRA7_zpEASJf z=VH-a%8iolVtVbyL_R${;4{MeFP=QXS}qBC>UC-<*>F4sTgGQfA6)Ni!}l3TkZJrt z643yhGJfk3In>*bVh@MMwUj9V&g)(NCh$}7supNfU*L@{o%P<$2PL8YNE)Bf?2Cn)y?4E~(&@tR#x@EDD<%G#QY z(2iYMh2&HYk=0f+!GgCD8r5*XwsKHC5%pkk-BT+D27xvxkBRwtIM3oHy|OcDRUF@g z0K|OLset1vPO3iP6SIF$e8~g($~gy)uB3aL9DiKsnZJyBsdl2g%^Xyt(aH%B5G_&a zeFq9*ulARXwqp!N2(fT%F~O5FKMmFen=5t}Q><9I^%{4}Yc;!)Q;h6%<=q(XO%8+D zN7rBG(x>GzCe0-mR}$!z7`*Na5oS+sLBXdaw(z$n;4gcA1-1BC1hoXK5s% zGRoKlHvi|37?NibehZ`6cdHO!XJ;YhX??NV$4Mz(5qDj;i ztleI59qC`^aH#+e&#sdokhV!Odo1!WuT8NYC>t&5-fe=wxVf{2zI?bQPM7EV289#l zyLN{PkG`_!KR;v?y3|8A*{{N%wQFAHu&%a*GtUfvw$u0O%yW9ax2yTo7PSPoJMpbW1!Px;_sd%qg!jq-(J{XX5%pT>@+=Q^ip z{9Uh=;K$W!DbWuxjTp_>E-8A4ob^+HBm{6PcwVrZxd%PNZ%3lVjbV4H*1MhrjfQ=8 znhV^tHlUV%H%j**ErN1U;jpID-K1DQfo31mgl$0VMt%_X^{dWWaZ+|1YF%H4M^fqm zCa1C1qt|R&C1FCYDQuf!5_c1mv|d(>)QdnmO|nsYA#3B9JH(FZUkQ z_4luG`*1QF} zEi>?c^b_Q4XpFEW&xl`FAtc#>(u`kGHTFV6?6clyOY+RH1SPvhNnN*jOl+`@UP8)d z3oa9AWSOU%d<(c^$hY3%#VkCHuZSBn@><`kc{RmSKUEe1pv(KzkP743rG>DBF;%;py|JHfUAs)`!gfn0)LSH0j zV6%#oQ}%Pe)U&iS0ix70zfLHjv|MfwWhKG#mK~?m*aDUpI$@P>aj%n=-@8siZ z&k3)pT`t0*UtT3R-BUJ^ABjk&%Qj%H?+Bb0cGOKK4;!*`w791SrAL20m>m#0(&UT# z2z6L!o2etYq0s=%Hxme(moIKtX_ICIu#H9edvbo^Fhp)c9UD!38ltS6^qkxrycdmm z8wV0qt$odoFugd!As-E{Kd;-9*ZI=%M0lO7f0~&VU`nu%)c3w>F0pb>$^Oh|*)r?; zRc+Tj>oJ?_ssgRZu97%W3tuNE2uq#gyMYhoAF{Pn)_n^eGV@ZMVSIc z#ARGFn)$&CI`#pH5;MXYEOlllXGcF_S2>)Ee8#7pN;U0$lrx}qOr3U|7MO7$@a&pW zX|0OBMtcws_YmFtDEH>3t46rp=GN-AYOmr<%etkk)ypDKBJgUL2?duqSb|>XG_xty zy$EyX6Vt=mOR?D&BY3^&g2%PeRi6;2-Znv1#0gY#rx`+dgiG+vWo@ zeC)^$E#prYcfxC7iGG4zM=HmED);%BZE@ZqeuMA9;TxeND!7I|kH$NiO_!(1yXx@W zZ@?*Li`DinzaVG!-2R}kQS*%lOUfwq@p>k6<0A-kA@~2;MuL=X^Jr|{quE5_XYF#8 zhs}(d%7<4b%9*da*w8ATl)3Ovcpv@D^mvWs&O=DN39kM7pFF_SIDmRyc4?+ z_$G?9jk*Q=XzLOGyu=0J26v+(X0Nb1#7YJLz6GQa1fnM9fLtmwG2xiVO7cU^T4_5M zi(&M9oigoLllp}ui1x?x^G6HoN|daLB=p&qw(RbxTB%FPpBQUO2kvh6i_}=h&(cg= z;4jW+Z6M&5`H+046cndMY(8rrO5X?c<7KBPiVl8ToOWv`nlj(lhqs1jx+Zr{s}@1J z9NC8}KVb+ru3M_)DLm0klC5FYw~+zYYg$jvL!jT|7j?RxH+B>>Ml&?_hHBd^>gdlB z*~~hXdGby-7p3Z%>9?padU1*CO#ShOJuhWw$Mej-2W&;GiTQvoeLxl&jyy_JFNd~V zpJ8#wybBo#q6#p|=h?}aguRV9Xlnm*R%bI0H?K~0Q+%-5d%)-o^=41b$IJ`5^mUJC za90QfSdspBF`FDHf@k9~Rq)QPsC$2Eh;PUIdlA6!7=$AoO|0&|$XQRGp*bD<-@MDG zy!>;WEdNlBEoBq^fh9tl5@jPCnazfNZ1dAji@2F-)*iYZ4)Vhyg5F**Qf zW+1=H)*w#UGQsGK%qC_uT$O4#+J0}BaYIq*)DEO|?`-LNCaP}m0)}V2{)BKy7&^-7 zBznxgX7T_$^OZ8{$!>pl;z)DvE7^@#qbKtE1?9->>->U-qMsopD_Dac4xZjmRwUAl zXlXQqI*Vr?6duRrSwtz88qXU@W^-}~Xi3{o4$wMPRw`J9*=%0Tnm=L z7ThDUqBgrMC)&Nb@abK<1L=B!5T;Ry$nOsU+RG1g_ffDjmW)imF*Xdxbbbq;)(#t; zIYbndJxnNqQ+qHb#Wr-yB5VabGuG%`hX}zg@b6!4ea97IQ5I>_m=xm9$In(?lIA@n5`vH-<_g!x` z1wkJ}XWLTl2;jVI-HR{kAvMQEGiCe(s&^^#-gfWuwDsIUj&17JoY~JyqGmmT!+vC| z;PS{9m6U3w18vOt0RwSa>LGQ3Lf6hhbp18%c0Y3bvHlDmsFOi4H+UOgrOTqj>|2bU zCcfTZupk(KSE&&_zocI>tx4$Rh|f*LN*euK$xK*7EP>ip7L2GZ9%s2oVV6N(4;^Kp zFQy0pLSOr{U)j&X`0v7_9Nz0vJZSR1O&9`T$cdQg{m#JSd9~Y}oJ*$J2PSo;PClA{ z&Io@mee!i?J8VVBiTTSr9$Xc^j;+%}f+uZD(kpp=uGf*NkDR@pFWS8U?TNc(d=Wa|aE^fIXzj#+%jqKWO>9al>4PsHII3@LvMk!%dHDJ1U_cHM*KwT3+UZ6r7hq}_i> zBsK7OH%?ONsXcP8-PX#wz@rz4VLwPK2-<0;c9+`}FP@)51H8O{ z=?b$x)6~3W`{Pz3+Q)4ES~3R6N7r{&V+HR-0l*ui3AvI6b1F!IUhKS-{WMV_c0_^r z{F9Y8V5E-y(m0`7Urj>iKa0|RMtJz0i9{1+s*BH|_w-6rdkeS$8@RzOr5oMSuAv%S z8pFinJI1WJCjZZe0dcUkQvi=;`JGMd&iO!H3^6I~W|_l^ut_<`TPPQ6fc4qX->(w0 z_7Mb%x*}2B;9Dm>6!mu`nD+BIz_Exv%`s7=j{7~8>y&~YKU5d*wXlY9*3sio{V~9o zf{NUqhxxnOfe!u3da>1Fhd6Kg4OSFXTTSs8Ln+iv5rD zS=v80BT3T(&3?BrI6xPwk>o0kDz8O~kbLUv*_001kyM;cC`uw+KD#M0txA5yA zt8Px3b>3e!^8vS77WR*Kw^tblxp^${5^D&z!L7OX2+e?U1j-F3RjzJ>C3XOwj#=z0_ z?W7YB-~aO+KA(K(!YlA`D|L9;xjR~ZFTUU`<(({@Xn72r>vr_T*sU0d9r&9Kz&~r@ zR{Ps90MPyC7Z7kx619m(d>~!ZPK%!4`mZ&0fqZoqC7-wySi7eUUd3!`2EdZU==j=s z9$CS*=wZ&)G61XW;muKGn*h|0cOr#(0(AU&)bMn3#pOURwL+%Phsx}SBVf8dJb~nEXJQAf-4RET5yC$g>=0Hp?3J|DdH2PzVW4j9Yinzt#g0w!ocwHY9951 z^yHpEPp^3AI#6o|)3lv) zt8e|dS6+hTGOk`e*uRhHQ7as+?toVL=RJ?KRP;-M7LW%ee|Wo+XV_(nCcy_VUPYyW z4hp6On;805M#q^Fp&UNjY$sKgv(l7ag!?qXTyR;NcE8G)2Ot@*y381PIpjIF{vEO( zRo=;xT+U%4(AOl8g>X}^jrV@GN%}XfHCgl6AWdfkU&{0&I!JCsv>H#N?8eu>w~2w` zxc%3QZGp^0@>A3u|1;R{z2)mj9iv0ud6_K_1IcQ`rk|R3Qx}EeYlGbiDz)*f@FAP2iiKB5&F;5ae3^;ym`C_5Gn|4u1W|oB`hwgncqi zS@)fOvzvL|tYA=X=<4{pXGLPSnGP)sQ{t61jEWO+^YSqygT!om?*E)-+b5(n?qwy& za;;@WL?B_)WgEdxQw@NV`#)13;B1BsX_ur^Hr0L&<^JL{IA+z%(RU915B3Qe&py9X zIQ6laBhGK;2~gAtQ1)iSmwVRpP$UEf1#D9zV?5gXB((+D>}-9!9rYbwjKL!NC-A{( zoz3kT$sXKWwvBFmiY@>pr9mp?FGC{+m1CjFR@)Z|Ig5fC( z%}32zG|od`;syw2%>Sl8iUQiv?Mu87w|$v-aK$v{T4@vS%H$HqMA^tmlL({x8{62e zONL#;JE6rhuejB^1iihA7*jDEUe+&Gl;;WSyj<4{wm1@2)}=*khE;+vf(6Iu0O#XbxDYY2519zo~`evW3R1wr@Y6(Id5R=*ZmZXSqwOGHHNZF zOa_EniIVgDk!c;@8(Y11k?>sweKDNYjQ-S4fw~&NHi*JKF?`+4`qQiedsv*jt2`ck zbKOfZoDDd&0>r#L816E2Bmm}v=TF)r2*kA1b=~ z6zJ{cqx&asvTcN>=&h+&9zEECE7pXY^5O*R++j=?34C%PhEiE9cp94D2EM&^+qV!B zf=qH_>+Lvm<%V7vfHJJBk2b*Y7*D}&F9vR8%HQM{48XFCC*$h>NO{=m0pY2dC zA1_8TWWmBkQoEUaIF1zdFBX~OUUB=8*Fl1>`-|9-W&(7=4SD7rK>7A8ee~;%qA*LH zWkcCUywY%}kNojQvPm&{WI4rKXw4yB^IejF zqX}1Hw*MD|0Ho^-<@85aBajm+Y=e+r##>!ul={?1{th#$3cgB>wZEND4&1}iqjPhHfEgOJ1r`U%WZbWC z%`|I!Q#KrAk8ZYQ&3AJC4(?byOzQXk!^m6cC1#k?6-xuZ~0 zdayYGD#&6lIvQ)L0`&-w@`i)zrMGSMKi`b80MHursiBfGY_Dql1EvKJ^wW%wiJr}P zQw@hB&-Hx|V>MpHPKTkogfwR%>R9Lijbab8{%bm&NXVDooZRN2C{G42a(m;08`qwZ zenR;ygK8*x^;qnn06XRMtveCP(QEWF`gFiH*zm2&u$1Uo82+t6z`Nh`9+hKt*)!dc zIanW&CmNY;D9r4iy4phwntQGYh-}pEo|Uk@nXUZv>RYe)7+p>U;FJF-2S8MOSEmMF zT=gw66^9L-HldsFv(>S5_ir7sS7D#NqT8EUWEV&Smz8QkNB2h0dHjw$N8EsZ(?6yK zyc?9VM7u>FkQnifERQ`SE*p}<2I^889r=J4a4gU_g~5D$t?=$!GZkJkUF7K49-HxoyLcQ||vo7zj~aW{tnPJvy}J zR4omC-)s)kZ6a41BD6fMOgS(hU}F26-{}Qxr})R4lKBMX;#zI}e6*`zAB{tbc|!J5 z6p{CcIux)~RPQ6CD|Kl)uYUnU5K>G&w|9_=ktDE%JJC3I)WP(oJX%8Qi{=e_MHy30E(HiC!T;7}GQpUOFth7zfW{PwWFVRI3R)hav(I4z#>kwi zQO+R>BZb&y@sehDysQ7KbFxtBlzvRGlqt}6auSqI1ZMRQf20HSR+0PuknoBA@>hgL z0Bb0|0hgR&Q(u9oh@ex!5@iT}=aM8CKQ$iD@Xvrlzha(DYrp#LqdP6;LEi@)ngV9_ z9VSwz{ac-XSUit~6`Jka&>LIxvc%?2I~7BPJ)*5NYoE&+Q=dA*|N0vMcjfK)Fi4_E zW=&shqgg$p-L3bCcy?5y=b1xhV}14iELJ4;g%stAP3c$SM?SZBTqCjnTabWtT5Rh* zuzO#x+sJ%YW8bYOV>rd%%pZ{H2Y^|#w|H6ZBXQAU37;Z&31n&HqE6_=99*um^qT%w_wc z0@!1cl(vYDqt)M$`IV)o(E==IF_faZq(mT|1FK_tg=Yq#CfbMP@}~0m`REvwJIARqtk08?31a8s2@SXa$SIHv(6sGVB^Xt#VlX^Fc2! zSs~nt)L?I#?^RQ^Kr;-5e=ESRsuGAPy6(suBPY!otY8J#5+8z?fjCYg6-`f*P#I3=xZardt&|{O#+XKwf5NdgStXuL@av0q<6fu z@o{JHe(GSU07fJkNj)ZYpZMou0CdHLd1%Eh^k#1foso)zevl_v)FsCMQE0yLF*?_< z-`dw#|2Nx#?`Y<3RhiR3LtQ?D35*#c#b`*>yKgk?F2Y8bJNP#L_dOV5a{ESkINK}cosyyh-MO_VgC5=jF|ICnJ@g?ks|yvza?Wv8?|<8z=x9@!Kl z0By+8(Fg+SY(IX1Xv)yu`lpwEaOZgeQ}!$)(eEogWgz4s9x!uEOCg`n|7F4%RG+ zl^FcC=GslS7RBav9zvHOp()o#u2;0~I*%h@--Q6(DK5j;Cl1dR5V#1UDgiu zjQxIcU~@T`*2Sox*=k~we@1%AifZvvK9N2?)o9x)7olC@e0G74-?9^zg)4vk_*UP# z@HxpK5Bu4#<6e6tylH}s=JRpwwq}rqC*}>n3f)&5o`Wv{hY5q+^$Zu?hm$IN_T8&) z?9`x5S}rN4<4!6!`~^efmZ3{!P6XW=y-2$JoYf7i{F@62v&2OkAAXLnbfmjqwUxzZ zG%8x^MK%T6=66~gu2eBT;g8@?5v~?Lq;#=H@ds}tR&my^7l2AAIHMqGdJ=V9=-SzrEV}jnUHbSH=_%ZshjF8*Hf<@%y5TxMLtq4! zuvdd`IAj$?($lX71!_t|ndsSG$m=bjmgh1Vu?EY7{NY~w?N6N$rulq@ig@Fq`+kU8yo@JvKr<^wh2C0U?-;zk;t*? zKH3mn?Vc9lG}gtq#e=$Y9FVhRuFkkA)X8@tUUVO+{@hOYdE4wNp5}KaFhBkVQr)QSSgjQy4bl}E0wyM-_G$^KV3Ty%F+HooG9soMF z%-&uDETK1sEAODp`8gk4Hj?W4L!YQm=mu&09fE?D7Q?~z{s+RUW#h;u&+H2+5O{$q zQt?^|s@Ryiez_wcebiFekE9zisjm#mzTg36yNJ_a#Jglw@2RS~#jTJR7M@BM)Bsj^ zZxKAI5{I;%&z{at)|@LAq-D7_6CE;kE;5PGG`H?=dO@-;vH+uMh76!8APkIFNFTL= zcnrC8&*?i`dNQ%S{lB!|-1Pg_y}3)4gks^T`(-nd9FZ=cA@U?l$W@4F#>CXNGLV~e4Jb02db(?Q)^}CWCbX0$iF2E0^B;?@SqttA5>j*FL@w& zR^L?U8qYwhb>}LOE5>DOXhxGwbspRK3k!k+jY_U^ms4pgC4Rtg*1No2cAG{c=BGu6 z(3gDqkE;y@1{-P6-S=<4+;|;U&U6l1<#sQ4PgP~RG!o$(vb^#*h)dZRZdPrN*sD5! z0ZlMPj;CWfYCJCBSDN)#&3D_oX@o7n-1ZyhAmmKK2P>C;HXnV!Og)6xJC}Y!%PdH& zJ;#tdkbADyg5wVfv$6QekoO_yeVN#41}v*8AwpmUgTp4UR^o?+Ozf6fHk;X>uCB2w z3y$Bg_+^fgD^9)p3Elx~7Td*WCbpibBSMMdwF{KIq?%3!?lAxX&PNy#9f~ZkS2=8| znO53R330A&gzn4b*p`DZ7~o%TUfD9NCXfC zN-_j05j|Zo5P<)h=n-$mfnV8dB;16&-YmiWFce9{B7C4tA#BqxDvo)g7D}<{99Wtz zq(~v`%@v7z(um-hMuzm8FWwuGDg2BfBi%bTFx~lV_gO+sdT#u;^hi2UfX5rD*huZu zoFC+~uM(20+0?5wltw2kY?GLqo~GjCBUmlz>O{Ub{A#0LL&Wk_XJ>s9}}o zEt^x?BA<$QOq@04wJiZH=QU`@7vbcI>VD1#d#)_#!UqRYkGF00K)|Cb)m9KEu!V=3 z{OOp4g+jggL(asjotF_k!&MAWnKqLz$5!XvU7xOzZZb{jJlCysUPp!6-}#aA4>rcB zXf~eRPK$B43@^l-1EK?g#N90*gQ7zUhtx9`%)LrljlhP?Ds-y2!b2tc!okSDS=~{9 zhwiv!N-}KfxmKs2>(}R|x9orT9+LTl#7*}S590eVNyD+<;sE_&{VR5|*7XsbFCHjB zyuk?707f{kG_-g)$Hyex0v!=sM!YfDi2ascQVIK^{TlkFWMemU>L`Wjiy7&Xw`PHV^p-miCzdBO(x zuFgLa(9y^iL3Pv3cDdt6xDkgc@|R5RVioCbs)V?=nA~+j3`)E{VcmZ>q+~j+w*p%M z{_=zmuynv|j`*c*ZG=e%uQ9PsjOX+ag!Q1wW3lzpLwykJf**S8VViSo#~wT-w#w?V zs0pbd@p9e+X{ytxpxa7=wgNf$$36$2gBx_{&;+@Ord@;7c-U+Ay8#IY_>X{zQdyX{ zF!WBL8O9w+R_sGOyR&_FNMuIPE-w4RZDW+dAMG^k>XB;yHHOh5!C4=k8}6Q`@BU81 zeo2wR`voQ9W@NW{wu|9?Q_;wi#rgf-Md9e6^eQG!HRkv3|oP?&81?()jd%Wyp1 z3JF@An>}0J|%40K1sK1i79Pf!hT6D=S z&v6oIeQGzBpl@E-(KqEGJR1@qz!Flw9p>I_4vs%>T#1^=(O7Uy2i#l#{`4ZSPAx;A zn})#OTC(_+dB8g8_>VdD3P}z=ge25pwl-iN>}Z7OeUqT^Dg&GEqyc}Uz%&a~P{lb5 z>9!oul;#dc8e6|I6ZcPqN45ko>GtB}iu+FN?wiRHvumG!V zqXdoMSOxaoaHdc~34c9=NdTU^dh9}c5)7vCY66yYmo@Ze#cNvNrv>Z3ThDI??b2u! z)sWpZYEpAQ1sTh^tMZ@ARg`_@V`vX~-u^A3X8RpF9i^MQpJ4p__+eq}F09O1ufWMA zyobpqZmgaEOfV=Pbf6eh_;nj}a((rQ+L3<&rE8QjvfzBba&!!(P7nlJ=&(PSak6S% zZPWs}Po6Xy3LLA8r#E&xp0jM39t`(lgPqr2NA3UtvZ-q%)sKwqpk@%bB@O&eZ_ukL zvOCVX5}TO6N~Ih&MpxuSF|f+R2v&)QfQ}}@w?Ss(TsGERQ1$a|_{(lVh*?!+wgVHP zX7jq^Is<&Fp`<&iVRWv7P%};!Ar zzbm1$IT$X7@xgH+m+f9>SAh8{%(`@F=`|Ghg3LIk_j|sB@`?i2Umtz@T@fj|53|Lb!nV#YQtranAjKP@J|?2~ORK{;LA};MMnRm+Y4e zorZAw&Yk#=Gz+f*7w-?I(ao03t_7IqkEK#tVU{SHW0i4fJmdM;$od4MEb%zTMZ!xs z(Z}jn94wJdh63mEfcu+H=HbI33$wz~GR{NFsBjq67XYyDJENMWQWf%hA%5BMOl-N4q43r8KSG6gK+vIR%39a@%Aidr6^l9iBX)m3=yeza@>i))Ij z?xlss$}5?emD8cnexf4R(2 z#(J2Dk8az=OzFGi2%BC`8QADaPIPq6U-Sk5WwzcY3WhmOq|Rl+*kq^pHjcbh|Kh!V zLH_~U+#SArd7^I478Ln-V{G8#lSO-5fUf)()es3PHTkbk-CDm&>QLOcvAEWzL)xl% z8TvUM4iLOW-TcNw{vk@FVqa(!P`yppc$BQnzIL=W_Ow}A{CC?oz}{ns^5PG`3Op72 zl_O6=4*(-vYC@@I!Oz?6KHTp$^Z>n(p#^6WlV7|^U*}IV=-{~=3AD(0V1?WbEgRgXXnz==pd1?PI{tCQjnCg5_7k~XxG z(7(tDSuEnsi+EnbnnbA_C$dJVbo759)G{Tn>Ho$LoM+XN`o>H64q#;Ca%a6!I{8&brYy<8r`O!|Tlj{s+F*QxgLnWu~J?_wXg&5qr~*ER8=s zL4X8-TLXJf^b6-(bso71w)-`aAN~Jtjh{hV5p}9JhqOLzUd1G&1$vvvwu3UsJ-4jB z;{_u6>7GfExGAy#E%;k&9x|~QDVi$M9@Rhf;kQW4}Hc1I5zqy z_3VTdeyciU=~c|R!0i4<(5lr=@@Bl@4`oERsWTyyS%4S>M|!q3{z)=g7A*4|eN^fL zpd`!_(+yKqt+>v~fFrhqSjp^cM%bao&kXa#Grcrh#^+T(l7NC5Ls`yJk(sz!vB8%X zhp8ShI^we$h5tv}SN}EHfB)a2pp*(o35b$PN;e1+0s};(OLBCLZcsu}>D-W3V!-H{ zzs3)cpm++2l=>>R)bTwm!_fBcSJ$I`dUUt6`&{3(H=7 zZ+=j4Q9q1I{=^jXTX>SE^@kKT)~Ef8R6#>U9h+iqm2G;oqw{r}{YkZR?8h{ru-!zs z)F{K0C^Kpf`aSjB0e;CMpDgy1hpmFw9zfFfH^GqY+c!@?m!0T+iw0P2ps0X{W+@w|9U9Hfe>unH(0F z%p)m17qvj1_Dn`bXJDxi`J&lE<9qSe)Ycr@dh-f1?jKTYCgQ?y8lL9}7M+6#U|d#! z?ACj$@4(L!9q(I~4?*CZMnen-;4vN^h{c=c2n&vRLixSWtE^P(XW?%HpYkalYUuao zeyGfhqJM3D+9w7HeYBxrKtL z+Wj4Mn`1n6PK&g!URpG##9n|)!9M?;@G^Zd^T%^jnpo7vL%pz;RqvmQ87xKEvTu95U1==j7`5H9 z7`qJ(n+tZ|%kfNPu$hg3b93fb*w7%GGrQEAHq3?|#Yv5Sn!B_=jFj71>NXxHoNZvd zS)wn-m#JwDz;5H!sH2*DSH&*7Xu+#zg< z*7|a4!oQ$#OMAjUXVR#=EH)9sm${+Wv-_3 zZ8ERHsI*>4$ChW;S8oYOTvY}1o^-LX>Fr)gn6y>PJ&fu$h}vo|gJy=h7o>_0%7w@K zuoycTlumV~zEKtWjA{~(5bBr8pz(SS+49`C?|mlTyTV_Pv6V{Wrouq~u941zz!;V? zC)_)DC~wfUfgLzzxu2BjHDrWPgz@fb8I}8Cs+Ks)h7SE4VC-K}k1_m)b1H0!YwhpP z(L1r#t^OYL>=qmKU-EN)H?tQ}{aOdVo{Av{BA{s-9*Hw2+e@$u8?8c;=QPcZLu2_F zR@!IznF}~#IjO!~WEpBcVlG%b*el0DB!+bcKUK@QwmwiV6F^xs$+5@n4%6Rv{8FxY z@7hAhN*CJ8)V9LK(XY<59Wrda{eyD86W5}Qw~Lqa4QfhSQ+=)T47T@XV-$`f3WVR^ zWyy&ai3n4vNPeCesgeoGAtu{Ai?*|5pDLa{PluHh+u8#8gKR}&23by<6DQQ}ydJ-$ zw@(F6`(cdY*|g=In`SyE0`n_E?3h<6Vh$Xsd*2xetQ&76eQl=z1MRhOKBFILd$ChNd;mjJ0|OX5 zCn-2Aik@1!gjC)2I+wceIxHvCiKwYKg48%m0=2+bq?Fs>0!E^>ylkj)x3EYjAMU7n z4Yw8}XY^BAB}JNJ%Xw`$c2Y=ziM;6Y7Pvzf;g3GKhcv0bq#Q&uXqvo2(JEzPuV;++ zH2K}Iu7v-4#a+M6o?D z-Z4xoPgdY2wz2ZUts!)QrCSnTs+IiUOQWgwQBcSVCh>K%fZ@eBar|aREMo^2C`$p; zl^bC4eVSYO7%WswRB8$LgZUi^Y~YN(J!wOpDjhNV`c1i%cI<8M2<<^TemMB4ncau( zVlx^M-&8l-$D6DzDlpH|?cuxbCEeHQErx{fDka37A_MbVT_*%Zp|r3uD^cvRXMi&+ zGY+XgM2^ zWzxm0jK$)3!~L$ks1N zO5Bd2)>zFrz+)1159Ky@R~+H)zglSr9i?%)8Ob3jrY?YZw1S;HbFnJuL{@ce0el_D zdeu7!;%v0+-o91%$@?VcA#HDsgL2SL|Ak=l(zy)u%T-N@`LpBu@ixZY74OH^GhWUq zxX_2yU6$HcfHf)X(HFF&(;pUmU%?Dw_dg^WH0X3?@}r!iT3BYARp)kYQ-9nR+ZKq) zy0q4BwnlUh?ed>a?fNe~(U>Z(zI0(Z5d#2YiTA|Zs5%Lz*lV-UO?`T5v(Bew7YQ5c zT$bSBML(@ljqQ%~2iyW3sM5*IO-etgM6;kXN*9Gi%|uTYcos`u6;6gfW#}g;LU<-> zQvq=u?d4uk55%RX_G{IEd_py2jq+p3F@L-h_3)fXe7(`KuO}j-+|YL}o*LDovs@f| z$@0T%wPTy>VZVfP-v4-Dbl`De)E-C+9O#202(3xp4upxt)ej$>;@1$*j(vDNmD`-= z^Qa22>@jhYNn_q#?bvs*NDF-ZTpDU-;Sx$_JciC5Zc3TYK*LqXL|D?**Jabt9Q&x zHSgXX$hN^+<_JJkB8yr*D8(33G9wi72(Z#EFGa@ut=BX?KkLdaaV`M&k{OP;jimCx|L}aynEOr;I zh(%d69o@}eO-1_dv#wU4Tc+DCL`(~Xq|Ou$0{|Pe!A8j@cJABAm)Gb2^?R}6?|T;W z>8T05M9^%eA{7CVczg`A6Ys@HvLaDl(6xi}fK0mq8f4rxx~<>V?BxR`nG#T0OctIh z{f-Gj`VB$8t906LAyrKv$3H6L-v# z5&QOtJN9&D3tM-$VJa+{YjAyM2hER`X+_gJnF7K#f71egHl*)UBR(}z5D;>VEdt&z z(TPO!sHo;;e+8<<&v;YJ_SR%cJvg|d%WwW5GLvVKI=_3^D^;vEeD=^wpds!SdhLPw z0NI)Yv&-n711FB?G-5nayxW%6Y&WHQhk`NaIJ8*8krYf*t~%W=f~K$?G6pMAh>dL3 zZqv!icL#Vvk(NG=S=Q1u6dw$&&u-`@1;&SnkzaSlR>z(*wu&6Ozt5Rjc)*%(*9^ z=27+wbYi;{I}){lVpP4oz6dFbG4_ii`D?E(*a)wEFhfiQA%rc^GdAtmGkL4Efi2n% zC(UA=JH|b>jjt*e{3$ryO2&^Yw`X8Y(E_@;Tu#Do=@&mcU}q^%^h(h9da$T9yLww= zsyhmOWB7n@>!=x7lQox!#zJmAo@-abXrU!c=wP0ZNEf;lqu0{Vz7eEygj=KKWfQCA zwh8~%rX9pQak#nJ_{Etw^K8XX(`N)!aNbIOGW8tkI(6hcbxI*Nx4*?@cm0xsjlK~l zuD9t>z}U0i@U#(}$JmHr)rz`Ir74kq1}U&P@lNa?`?-sb*B*CX@ZR2kLWyVH5}Wf7vG>oVSyVAY}{VV#DvYt3oFfaduI%-g3}L&z+J{z!zHpKo?nRjEqI-4*2D! zl0tgiqE>D;14A#oLt#1-II6wn1G>_x8JqsZ_p#}BXgbfkBU^XUn64^~ZZ%>1BnH_Yw;eOit6Xv=>C1i9 z{{BGx>P=8_0140i=4em_MQKTBYsRP}GpVnXo+NXq!{1|EmA6wxkn=4_0hM!^g zV?qpM5@mk8R<4z_omwu@iJ=1qSYrp!#IMw;YVW$T>-wPe2YM&UK{VR*C^-O3Lhu&> z=gjGlq3bUDQ5%xXW}8i zkcw<`o)it5084^a3_+3$}Zr!e5?9l`6FtBd*6OIKb49E@F@8`pF^}ds{6d4{* z5H*)TckPT zj;KHZ9!ncE)gRr7i}d`Rc^-SC&c?$bcs35x@tiOEN;_k#T^DZE=<%i7mMjj1lAP0) z?n7!Cg1m!Gef@sQ{^tjr_!N=^FZWnM>sr50O+MYI0dAzY;{| zF=CE;v+{A~>Jh~O8_W3x77@g)?&Aq9)j^|eTEgk7b^w@S!o2o*@LeG9jP=WanbNW^ ziD9F{OX!=k|6OURpyZoL9#?}yutC!Y z@mZ*4OYi;1`xX5>Vwqtu&VDR-v`hm3NXoLYv^mYuzW*b(>BO3go^wXEz2vVRE06WH zgh=|nDV&>Dg=bjk6RmjKa!W&7;D?d8ln0{IT`tIOw`WzwW?Kk`vqZ{GKm^ws9iY^Y zd*sq2s{>)1@p-G`^dCvk;@+Fcp!gI!eJ1pAi09PL0F3CUvxqzdsE+y(ux}LX&odm1 zyoW8CmI)81JP~69(17%&aG|eL7v5fVU(GJE^hcMlfaai$BtxX@zMA#` zY_i#wLT|va?2Q`_0*_PS$n7Wp7`iqMp|Z)R+nxA>;J7gY{~+w`J@3Zm^DV&kX{_S* zI4yx>I5CpRg`0OWCM6A&(!V4Dj z*tUejHH6>y*1n&Dg?u5ZX7D!FqkQ>9>rL<@DtF%4^b(nbZ?adU|M)1-?LWgAA9_3U zv4hYVPaAg(VR3s2scQqjYBi_tlnVNjLA}@5JZG~@Cmf2l0S4FT=%r zIhFmt&)Bs1bR6IkPEgcRZL61JSxlJq!(U!L^5Z1zxDrO}!+R=7!b9V_rwW&WFOTE4 zC=`0H=Imzv;EXBt-82}}Dnk6|vxuZH=sKg|Yt}x2>iDsAdL_Ex8o&NBe(S>QuJ+!Q z)${y0{GO~NyeUZED}1-HR|rrQ>^5j*@=!|W#vuVW2tr<_?ey@Xq_BiEJGePXQL9$y z_0*Mp=Vj>Z>D^L=)Lj;5^b^kY%-Uv>ZmQMaqL#{J{-WZAvbHyFVHB~{fdb!Paue4a zML=bZFT{Mg=hUi(niRfk5!ZEauO0a$#p`0r_bi+uM<@=w&(bq6As?5VIo#|_} zIXZ{>N`Xv3-ieQJ?#*+oie+TvWa%Z}bx2;a3?N=^5D(?U8mRkq6u%O!Re>=unIk&? zMf%I|;`0!qQNEdo>Vn!Kem^Pp>iFJYO2~d^|K4I#Cs%6lRh!Ta%Dv=7MKRAQcy$dW zc1ja9swq;@t5`J74(GUhn4s~K^2C_+Sv1c`v8`zU4^+3VF;;P3No*Uy#iuDbtF)m^ z_feHM$k8&}CnNE^;k=~jrqxSALY2)zp1M1ycgZf8eI178x-pq++B5uTP5$DYcHnZo z7Y^TilSasR$L-Dpsz8zDW**DVgqjko6-QNHE**f?;4{z(*ND<#p6c!6UJ3s%>}I-l z@XswY)qaeZN^9L(8Y1DgfGt!u9$G|#h+-mXW~*5Kd8ipdW1n7erkYt~4Ho6kCD8hk z6(ib3de+3HS}a%t?|eH*3dJhqMuG%$Hud=GjLsb2etGuR3K`2A?;Rnoz~X5!8> zF+FMMT;KL5)aiD_af z9lb2yVnM7oL4_bgvV$t$78UV+sC)Ytce#G+cL9h=A^KE+l%)dFu(rtMZomXJrgw&= zUuCUNqwyW$7guJ{lo!Vmt19aE6pODJ@LX>If4;)1P2${A8y>M!7Y*je4ua`aPsb5x~{e_w07uZ@S9nxT2lOt&_N7Cmf7!MPT1 z3ae_nnuL#3cD4E=zR`H~67*}@z0-fqgX&^lZnh9jFF7`H=s1YXaO^Ps#+Pca{;BIR zOT$Q1vGt|8LZ&rTW6(z}RhQ_w|WF7BEE zdoG`Nb_4)(=(>yW!lP<#ph z#bZe1Hx^KNVvb`91sW|-1C4ZJoCG~pNPBuzb2%5QcOxS6mErJ@n<{R$b#U#LgcB!V z_9WxxrQgCGLWN0Ig+W_rRUZsl_~iC+p6Eydobf_#$;`G;cBd*otOR&uOjC=7*|g6?J|?D*9kPruhAr8PO3hWj#H z9S*Nn6QwTR9qHTo*5AVU)7)e`t>mISdzO+5PMs3VqFR|1l#)2Ij(d4E1*^MB zn)p{9utWE>c{@@$z}BXeMOIfR2n>nB4_%&)?YouQudZ_}ap(WyZxiWdY7Wz6X7hPV z9B1`{{S*|serh$l1hg#Y9YgNWq;!dF>NCvLn-;b`7CVihRmkkte7Mex^>waPCBu(b zS=snUoabP(;u9`GSlT6^jGiajVJk}QDEf75Hw@$%MYC8a%UwE8jd}NMW8x=(no>Bz zk9o(1t?JdY&e1?BQWX@`on@%IPi`QLyrKvz?NV{acpc7fx;oD9a(EtThmfN`xp9tqGVfReq@s>Xh+HFo!<4szkM$s?%CZ#?d9)(7*C@?m`QzV2lSw*j++?p&O;pC@jNC7OJb1WP7xeiX4%Ea3ns*y>SoD_}YPXDJ@0CKb*q8#1*z|aX7yP@j=Se zc+RsOm%YRsRvq1OU70V_l$9-%YR@xGZa;eG@O{y0YV#aVV;BU*<}jH9EYi0fsG%T0 zIp@89;TN!VFLv0pn^*mA@z)J-^?vmEcl9TNL3(DPyK3JXx7QD$3qKfnx`g*!X#19m zL3xsGvVJ#?V35wte>ZkVP8#|`D!=SWmYX-R<3M%$s348K{{&Y9@M1F&Qr?B@V=D&gslHlM+%8rsmI@Z3dQZ54hFOPqkiKHm#-XGv? zPP$!@>CAlk>sBOA=P+=OHD^6VS@|0K_ex|*aDpGTVZ`aMU8;O@phs>pl6Z$pTo@N) z_Dx`ZIl{a9qM ztg~OHMy~CdU#W)0qpRW`jwQy^H>%z8|30=t0&gz|%lx8>DX+|!+|X_+`?=Fq%3Y7| zQQPq%{m4r<3T)HS0Qz}cr!?B@-*fS#$6%nyiE9|g{P5*z*a+2@j*T-h-}L@m*IOfV zi|^wHuFYk(cK73kXa2VKVnYC8xz0p$b%aSL`JrMnl7!r*R_(7aphRDqUY(tQl}|{v z;ooM3VAR}X@}O#MWYKzl_g|oP?7Lu07GfwKe_Pf@EVcXfC6n!fyx1eloT9Y`9fve< zH$^^Q=pnAo?)j~n89%|XH%1=;|L(5kmY?aDTTSG#xKYDKU4_p_K=ilwzBWYoh^CJ_ zT&DGe;AU((#A07SZT@XflnFn_){s-2Aq)cmy*S%+W0j0@NgfW_JxcNLIGD5 zT@x5G!jhUr={ou!AVxS&JU~BY)m(K^xSqU>-9x+tuvdh94cM&yuVd_f zUKh!Ek19NzYu=Yl;m62Uo0;7&;~6|~K6d=Tznp&h2BL1q*f!^ndDI^sS-7G6MF=## z`UBrt_eis!r*`locef(Fhel3ih)sQ_2(he zA>$KzAG&TFR*qG6uB?o>sB8MM{$pI$6Yh#pXfaJ)syvBb)os36DeWd`+o{FdE`(%B z?I6AoUqUIap7g(r`OqbFwkyel^QUMLvo$KMW2k3z$D5nX*LeF^D|e_} zH|;^Ln)bXL0tk8)J*tg+LAmmBv;x5T%QT^VlC1=*f34{QDS=vS8QjVF2W*LoXvo5L zwpjp(yt~5*kB8}Xw0vb2v&vVMx6Jw%@c@|d>QJhv9WnCEwQo2$diM&*?*A< z?x>Fj`#8yA zw`=@ckSjYbF8W`lRgfQO9FLM8IKO?I--U2&)dVbBbLC0htd05Ti}>xX)od)8!Ri^g zKx=X7CU|dOpk|dQIK8Rz^pdTb4N*Ft00M#lVQqG!^>7+J#YIp(v>E;Q1Z=8$c9`Xa=1Uy_pb>S_G^KC^Rw}gNZe?NR^*(bso#Wjb0 z6hEXz?TNR@f`vC|kG8Nw*r)_ndRq5IjdgTbv59D9*_eGHK<#9TbmQaqG{ej_5C zc%}IG2D+d^ac-3PsNs+2y)$7%8ZLCy4Fi}QC$H!?Xre%-iDxm#P}l^kYO zGgjctGEXmz&{6VOoI$0h_850tAKLq-cKl$*I2@*)cU%0Ycr2LLR!$OJfxTOe-*3o? z+7S5xKx)~GMi5q>@45qaVj9+@raW#0@Z+fgO8pEkd~ZKh_ts~$ioLwPd4Ew>?lUmp zHt|ZG>3^!(Sz7`AB*yw%Y?c1Xs#`Yr4;ZxpG`rv*5iC3*VZV0ukrkWf5!-^y85n zVu{xS(4_wdqK4npRE*KSLRZF5~WYv)9muceQ#l zE@$l+`N6ZzC7x=7|25)gf6pCyuUr?jp~9?|Z8NZCj zBB)FGX2VmdKM;^h|EGrHS|#PF(QN}mjKz`%n`L7L!xePQ;8K~&O1UA;g+zNO(;cz4 zmW1o@?e$@N>X-IBh!{h%1{uo6UY_>xa3j@M@$!>F#-@(;0FW;VJ45#ssmi(GND>iuu&qZC5on*U?nx z>ZF$Uq@>5w+&e4FnDKuXlcWaECWwtYz~SNSE+^HvK$p9T{~{k;MZ}re*TQ~riDgm` z-Co(-dSSHc^3D8=yvEZWZ>N+g zYw*2*H5GY!>)7lrs$9Whd(|g?d(&`k%86$9B-YsL`+;Oj>*Z9#j_}uS4Y5lQ&VyN! z*Tv&y3^tohUpnQVyE8_ljq67>z4O`>NYN>4x3U{2FK0L`eHtFY96=}j>G|Ik>1XN^ch`As+iYt4CTE>L?2@<#EPIOPLhWhF;T%7V z5D&?fk}DowE-Pt4`3)|t@Dzj{Rh1vT8nwJsqg}weYpI#`TK4AQiV6!N)tmcMAZE-4 z_kf3FnRxAr;9R{QA-%_3_?g4hil~Ql8}!}S*@n!EwhhM(!ZH51Y6V4EQr|~cdIY1s z`;pWPKxM?av&m~foS92Cq}wVnLXt)k41N?6W-qs+>M>o1Rik(p6*n$!;=TQe;&#-R z=MnXnTy(yh`_=f7BKCG~w$|Hqqm-A{+aDe(8PiC6Xx;kBIxdW{`5s5x@*Eis2b=IZ zI=%WZ2cUHX=#Q@QgVFCM-wMmz9Q`Ql?@PL!JpZ|H_^pxUzRNDHpv9{Uw6^=VJPNB8 zNWA7G-&BzuWmPW_H%75~X&fQ|;-F@|y62FuZLf)M67gF4*qV-?R}#cCBXgZf-8VWM ztXF7WLS>pPk3iK0=v zfK}_l1(a4G!v+Yu&;yihN#LL*Q|?^`|IB~ti>}QE_kfSjDlOvx&!`*W%*wJa^T>-xPK&1q$!*fwLT@C+)e*{Gnwn4C-g9wEZ>e zIRWi%=M<@t)`$zm%air)c4xUt^VEl^eE)ywbA_JDI~U(DyxL6VJkDtj?oDqE47l`z z$?ad8J!70_F&?puXPz^ZH!b>U&3br>V3js`1dzvh`^}?)4Ha zs{j3+cs!A^;>qtJy>z-J7I$-*A1lU*c+(!LrzqohsAU!z1>`*V>0lxD&oO)wsZEFJ zx*gmxS1hnL!96fdT148t^2?AUY}(EgPO?@{-q*>0^CEy-m)g%y$-4KSZFHPcWLbX^ zDJIPj*Po?;gEZ&%)t?nFb8bj1y~!`&aU)XTJgA3uyQxFgH;qj`R`uOKYKcNWsW$bx zYa%?>={92b%KPOu0P+Gtz7U`W7rYjN5SoE|t21`=r*n+eT+^)O+L3D)eD?+#hBky$1b5&Rdcn8&rr(iBs>A`qSCX5cFSY(*GzZ1d73|+NxT+YrbYbTQKibn>=dE4 z!M5`N#_Qukt5Ct$J5Uyiwnol2LX3X9s^&);)BIsJ@mi)xx~}zGzx4OE{JVM=gFzcZ zxT}^Ommc7a+93H#wHiTw_hyf)i{EVBc3q<+akG4bp()K@zm%on?A=%=ThpLMPJ%e$ zM7LR|{=vLJg^2gOxTYxu@1Wn4EmcGU)&xku45F~<%C{!$Uu7*dudCZGCnP%&@n_km zP#EgtPQBva*Tb8qJq9fan}F@9i+k;;(u}U-g9yZ6tQKg-EOrxgY97t%Ib^e$+&*x6LNJRzLlAYKCMG<}SPTQtI9u&S@Ae@Q-wBD(J_|Puz*i z@q8apVONE-p|GxzN5Ho8&p#|&in7vg*HT~2fp{DtZ`{#v?4FkDGTleU5rJG+8&3nO z=p?@vPRkL_Fk~!6%?y!f1Ss8HA{2yuQ#R`S(9uy z0R`;>5G$31qnt#4uTte-HSaWkx%S*2K5m4z_RVNQDva0b?N0w8@f#y^aVI<_Ep%Yl zK(^OLe(W@tWMki4lx~)zd5KByElBO}I!M|snh7e=3`u^S&C;@)$+_(9sF)Q0+ca-| z{&z|7ck&6UQ$mkHZ=Qx`)6wP3%1d8tRp+qyE&G30d9Zt1K5yeaDrU|ddic+;Qq_0)wsu{&3asI}NR-uJ&?vsIzszZ`etcp|$m&r^1=`uuNo! zm(x%FO!;)!q`a;=v5rHm@dEfLYeRhNLjMJQ8~$IW29Kt~PDG=#hdtBiDC55_>N(Sz zr6w9pOwqoAd0{cPnpLXly*{?BIvZa-vba^he`4XC6js?=;i(AZ$elAF38L;Z@{rU|QT8KZj3piZgpCHOZiO;!O z$xzm_=qsdghO)Q+@iRo2i@T&wp3wlM(5CfcOX0KOv*KOt2R4?wBnsT_gk9ImQYd!t z=h4xb+Nu?uM2zZ#97Qz^ENObxe|uKcf(cE;-%JkrG2{ zJ35mz{L&N5zU)cge5*DlyVGfWA|fU-?df1*0e^h8$K3kCpyA{2XMk1x&;hgNn86r7 z>fR{+an%KNL1-A~U==aMweQVVYcQ_$q?lre&veP)2Jn17BF zG}c$OUtV4Lmj0%9XEo8Yn&4x#^RQ@&6O+X}R}=bBJ^?Y0vm=AGWv4&u(GHk+%yQN& zPcnfcwbL{j?;!RcWwaE!xPiaF(>k(!a<#2*SmFeH64OzB6!Bi^@$2>B@&|au-Ne4S zrDFjEjN`drqP}Y*M?FAjr4TU7F~%qnKWOkkx^|GkV})}fRP01je|RElNvk?9)tKOF z$u}4G)>5el?=AB9Kc)1ATi#C}F#TM=joj>RT3NM+bm){?z63g4FUrYvL&8i9(_cg4 zjc%X&I^A+usV7@nm%uC>rQI{)_z=STNz-QQxIeB$M8$eu8*sI+%3nC%JQ5-hdUo0Q zWMOgSsOJ-@SR>kUFY?kALQBgtWC3s7OIv4?D(1C#JF$vq%40br^UPO-MH;?90lrt$ zD)8n{zc_m4+jBuHKNcb!)%djZmz~i9VpG;Vb!GmMxwhzt>8Dw)(zBfLPTr{Z6el68 z*CG(<_JS41aV&fZwWnP7Nix-=HqlSV<%xkc{)P*!$G&2n?i6sJa|}k!Y5P0B<+%d0MAtcNAq zhY#7{e(N}t@SGqW#-uNIpI&=iu!Xy^SA+xh57O$7*64>>+O-(h1@4PPN)4La$oLYz zozbTcF!vT@K$*&)UvMBQ9;#T&cH?+*HHE)Y(jB?7YOMTA~F%07T#l z%1Hj5DRm#csTzsPpVRo)>$#&JCz(MLO}v_VG8yoWX-xjuQTO)PU+#|F zOzoaZT6pnjnI>O81FZQhTP;?bl@C1T8Ju1h2wLl|IzmogRU)c z6oTZq;1@d|8=a$NqhMmW0RpdFZ5=1|0rIbXDo|oHJ$gsawP@{M_~0x0)^Fp~b~Rrb z9)Auqs_yhgO%ob&XaLDhK<|g}RX!J5Mluw9L0#2MEGbt#^8@Iw*#SSxR{3zCG7%dz zjkEi>4{w;n_YUOYVI@1m4Izq z$%*r$U zjmjk3a?-75hl~l=H@MO>x!zyGL-}*ODg?@Fw6A{%$$26%o|b7g74$pP+2HR_bcj7( z$nG;n>OL32Yg?p9_>vWAW>8^y!~}k4K_mO;x-X3AUz!gG=q;H4{KE8yC5m{i|NC%7 zUL4WdAIZjkxcbUOJ@DtSF>xy0@T1xo46YWbrbwU=mVef76%T?}lrYQT9&&xmp`2`R zOXz}HaiJZQ-v^J)1-s)O+RL>C`v`HCIl{(k5=`Ny*OYh>uJN6u-t!9cD6-2rxh+B1 zzN{%6E9A+I0HYV)1}xX={^sybk?@ z4x3`P2&-oYo!#nCXB5CP&Z5EY@INkJO`wq#O^-M3>A={6@wwi+on&jHEWDyUrg*~5 z3r=>5@do=0AK#!RUt2ca3wQ`UrOpfbZhG4X0|=+!Kga$p9i4FEJ;ujsPs>y+?$}b^S+jMao7)9}n*vsz zrI8o5L`);bypF)_h~n4pc1DR7`TVpxbn%zkC+dij(Y<;M^+qbx*NMm zaG}>PaJg@>zKoCa^9w?|o8vKuxGZ9}2o_qMcRO>G8H!EBQ=k{K4{7@(E7{6C7zNGd zaDGdLZ(|>x=~SUH#?J#-7hE#d@O}0|Kv)7V! zz1+1-{r~tnV!+eC_Q}ImVVEE<(nq`d{yV;=~r+>EC>EJgms9ICl@}yR9XpFA~Rb&#z{gS$~$QKKgKLu?>fu@m? ziHnEK;=LM;-IWA+ta9S?os66E=}HK03!l;j!+c(LeQy@}eFE0;qT6^%xICQ{yB= zxqCaQ-0O8k^ip!-bCE30O>*WA$`1wu9SnNV zzU{iMuZ$9}C>%+h+XXxvoHKza?bm2Wmp1Gfym6OrKPf44KIk;)r`uGA>gC?p*ds{h z?u49Flb~2-iFTBG*&t3HrDhEDAVKBh*lTC>=MaIx!ypc_dMR`UTTn?hL(+0m?j}d4 zcG`wSji7jo#qZ73)zI@8ZOW-YBY;q;De0WE|9O%!{Uab=&V&f{>9yAQ##pk3I9e~> zj2-YQT~V`;5oN+eh~L-|ik=A67A^%#pr$`actUz9hEWYSZtq(9dhfs-61y*YDp#2D zJKbqEj!}Q9>4^fcMw~^>t>D|kMIyMdQ5h<+zC1ghm=z;`W7K30ZUJwMGG#BSK3sM8 zqxs^|`^p}D8wGiu%#XB-Z=J6={We*Y_o?B%3o+HF$IH&@AI5AedMlz=Q|bUr)eqi_ zB#&(9`c$s!u{iCTp6Cii{<@I%b%!{42c6)Jq9y&K-)O_KFU7B=V7qd8z*XP?QkR)X zkicQWhsmT{luVyu_(dMERwN&eMO^c{7z$c&wx{Gwg1E7A&2QA!tJA)WZ_FEAOfp~m z4jk_fcyvvY$HTIR+<72a0CE*qDaqxI_WnP{^4)+F^myU-Psdv4L1Q_x7em2w`_=|i zm)OOAR}h)KF_^hi&HbyJvtusqjq#rLrPtMa$s0qPPP*<-s}q1F?#f>M(kElQ&t*XI&W*<{f4R9)beRv^Bz(^C{L zbJOp#=Qq7U?hAI0!rf0k4L07__QUbpoBdhXthuzGo?$Rk0(w@bIysCHys%!Dx__nX zzx9S=YWU+UD8_z*VST*fAdS* zApPBC^HOxxo%bHhFBgmMe&zZoe97IsP*k`SyUWMu4-Z80M~_QBjTwRTdJ1KueP}hm z2yS$WfYGYRrLsFq0Z}CZ?dQr2U@(okujj433Ut|2h1{*h+b2(>p{ZMKcg|n-*dLYq zzo}Nq*!^<6@n{?AaMU@cU2ZKq5luzgaysj>GedSZ+cr62JC{zA?Rw(3V{%m3Lfbzc z)ms;>oRfc%bI{_P_tG;{o58?QcRncir;Y^D(Ea9OQeA=p--Te*a=2bC&*Liwq}}!# zPMrqs3yUp#!g=)N{+VT72RU@AHbN3ITltEU_B|1D&oO>6vtxJ%;ay(bl;w;?Ebsf2 ztq?33q)!fjv&((qJ9(N67jZ=4cYJL#s*2H=jXN{S3Y^HrSKbOUF-!605e>Q-e>be)R_Np?IUyzMB<10Kv-&ZX0RzKpl3iH2#rJm9u;3`tPwJ(B)m zhKxVW8?+R1_AwZtP%jGYe$)$N*G8zb{CaveREG!I^`3@Q8@t^+rBdZ8qrG;Ut#9Z= z+YVtN49Hv>;ry&T{9E|QTdU}yz!S6flW%JNLaRH|FKcL<7BU(4B)SJRSz_52)JO(_ z3eUw^clve=bM6{51L+VUB$byGK~)^4a~bk0&o)yZl_)d{a{Vlmi2)W)A!e5tVo>;N zbmJUI|JSl7@OC2$RF+ha|E}IiiJgJ8#;JTaocF_Sx48@KIHgE9VTR#VvMl=rj}n-! zM8iD+S}VqI0?B4xtpq^FeO})>UGJ{ncXamKoZ=&H=_u}y@_K6OzhbnpA`GE7jZI$E z;aoklKH&5eX)1p`6Nq7^M3Dcn@~<`Uau@6=YF5`yw)>@o*~N~VoMju0Tw#A-;ia&< z3UpOiQi;K{bfj5XC+_yr%=_U$qX!CH(VY7nn2*-%1_?i^&$SX}#9-RokCgG+)jqP@ zlR^`jb|{(Q0`HPtxsIRM(FPk4DH}Qor#oiI`re7pbs;J?4h;S3{B5{qk+6M~B(wL_526MxD7Cr`j(||C8xu49 zzuL|#sHrX7;~)qqmJ>xHMNkk>LPxq3F%YVNQlv%+B!cvy5L!5ZbPO0Ff=G}eC^!46*;ZMrDQ_Yr$TJ0MiU$-vzQt)5x?LAf?nX6-2i%$OV*QgQVGlY0Q`II{yU zK7ju@OleqF`i!yavl>xxo1c!*2udH9MwKC19eHX>tV;0!n~MocEi{AIGh#$}Xp5^( zT8%s0g7@DR)Us-#l!*tng6jcRUKZsvOD!{R)6P}we>n32I2iv!UG2@~m3gDS8l@z; zT|r|UclFZxgD-Mpz-7k;gCxRpZd=XoYSuJno^T*P=F<~(J^LO0Q+Kjbhzw8Kp!(@~ z#qC#NBN82oq_nNXzy{a;PZs>M(8Rm9MXPD{Usf;<-@^IX8RrILpGw-hd-X})?j7^f z*|^G#$$W*pv@RwpiT@s-YUfFDNk)tFLK_uQHy<@t_Q<3Q9Frw&jc)wmt`9(kA{Sgs zDSkVEfNJT8_>~SQMsqjo0pdzb@V5A_g$v{m`H8@c25RPhaB*z3D?PU1d`g2~Tt3Ah z-JbnCpXyNf!L6*eg*oLOERVk5z zPEVArj!d&+b_=xBlza-#A7e8ej#t4V&B!T|RVoUkeT>26ev}iPpiKBfFN@FgJ&5SO zANx-ELgU)v*mSE*nPo05W8^qXJjLSRxl>aZV7$!Rl9|{Ifmg}D#>K2 zGAxxY+a^EWqHd+TZ`b4HitLA8khc0ozaG5RU_np&lQ+9e=@#UIf&&yBA~OXF6USJl zXL^8snz1osxz-vMItizo%Q6wy9#+KCh3S$I+N-46+ZAlgYA)uRlMaSR4)Ln9@79DQ zKI^k@TCdyX`t?;PL5hjWGYUn|L)h1klP9m&^HUf0;yFenuayP6qb&dv-BxSTfeuaeT`}IX0+75oOsTn z<3n-ZtAalq&uDmiJ@iG~4+Tw9lPxH;B5DeGzF_WJ15jH$A+BrA>q{Q?t&$695>eo; zDds46D^%dj+*RU3xh+U`D28v~QhReRyT#Fv}6|LNp2ls)+V5A;f+Y}biXaf)50aB_{K+SSHG>Rv(& zO3L;`9h^1PY3SDB^IQMPAh^XpsnE8Pm$?Nf?Ff1$;KMtlcLW<{9@D|sYs68&GfCG7 ztqw%X#=E|Ixs>YLs24TWnh|u<@gMgV*5`P;A!QQ|kuaMx(|>c#^_9ujc?1!>QEA5H zpfCNpI#AIZBwT#AWP~uj1cDUSKO=e&bKABfD3Z@{WICwGl50M)2xtqU5}|Q%tRtAEGAr{shwf*5g)hkm{M4-J z5_#eDRc;bvz6dE}rv5vAq5q616F=6vh$y%irK&oGqy2MmAC2ki9ljd3T%_NuDT!FPBbdcOfTBbk-vlF~^~b&5Y@Is2@C_;& zM2uxok2r6eLY{S7>txwEGZ4m67sRUB_kAKcU!*%rAcb+Fb;Gegz>mLwYA)7@-b)JB ziFtET=x;Rd*|H~_6@93e`Pg;N82XdU70#zW1`8Bz^!JFGU+Y!v{7Y1OOH5`XuT@>} z%-vV?#1c}>>4s$Mgs0N>3kQ|8OHH@|7`OP48FavPsqAN ze+dqUW{4rUj;v%r-&?*Fk&6K^ zzDg?iXWZ8#3zbHIhvoG!-jnlsR?IQQ!Pzgfgq;$RL|m#J_VErxeHy*=sLR%b*6D9i zeRPK%NbO3fQ^Uskn4eJYD}GO(fR{@SULRE5#j<5PzWO&eQP$h2c(H70w2^fnz6GW#%_mdRq@7R>c|tqFKmZN zupP;|>Iz`DK(7S(kyU!jz~CH54}}T0oJ zgqqz2i%);5NaZY-S_|C34M`REMfpxn%A1W;0v>4_x8F%Dte4uaen#<&>QDnPwqxn( zUxPFs&z*|4Vhh3*-fp|e$w=D+IS1CCGo{qwa(NrTJWd}*S@!`lBvkq7K(X|omAJxt z@}~(Rn=2_v(;9SBg}8Bi8v`FOt0j|XN>ul3D$GM14scBq#NkE!-LJcAzBaL2rGDa@ zdZ$UT*Egjv@E4m8_GwkOlY{}FSxn%AGdirX-I$5szoY6e&xW8zVw&sDWqLj#}Xll-Qnwlgk(jx)~BsbyEWR9#(0 zSVux5_C+6TNpJmpktuX5K>7BFvIuj*cihxZ$o1Z&@#s3+^R~XQuE3+6574;J9$IF2 zPlOEhb>9941{q#KkVdgjqnJCSTfY;?`>x*PfpzcDJ{!q5gm|He_UOm;keBS=(`$v_ zZbu!vol{}}^x0KenhQaT$r$2Tccrrr#YA@Y*cn^faoCeD@23h-RD}n0&#L>=p1G8$ z%#*TJmlmm$AlJ}(6Y&%cP$Ltzcb&$v)#-ww)?|3769qEYxgT(SygMCo-czn}&$iQNL*S*Amr$CU>77SL>iSk6m-<~s>%0TQ1va!4>s^;ML>KzB`WVGd=TO&$o@Xn+JV?h3%=oi!U!0?{jiowU9f{ zAzLuuV1)At>z&d9<@|!4Oj~Y(84^wi+P^=nxppv_lt6f{@xpaj2>#3E=ccR3_@u)} z56;OuyT1Ztfn)UJjP%+c%4$KQ2^3X?-Vb43K-EUnQ;^TSesARx@F^MX;JuN|wjh-E zUH=CLcT0{A<+-A&S^@PP90ll&+G!1-^-NQoYO%x zqXVSwe-wq#QRn7jdU0tt44Cl=qK%cXA}+E`_v^^*%Y2OoHedAFC$ybi4)av%+}JlZ zJ=$Xo>so!!fLcM)u*WGv1@1bBsU@g*X>v&`z^}uL{bg%P+Vle_%9Ar)@>3z)PmP?{ z%m6SA@Iub)_|g&S@?NxrcB0xYZ^@3xK!TN~D`(Sx_8fmV_PABKCoH|CON;tXEYb7@ zKd_~~i)?h(^)CU)65NZ;WM<@1%)9limdqCtF2G7f3}h^%O~z``P8aAE`z4Hc*wcmP z_&r?ZYfq?~d1v=e1m*QqCjSx*hcm;xGmOz*7E$$)BGGrA2X5;(cUNG;hf^-8;w01* z$&VwsX4ph?i1Bzd#6_5Q)jxiCI8GbvqKyYEFvk_Q({@F9@ITrFI~J`t9^;NPXw}KM zKn>l4=Tg8S3qhKFT&T!$Sf}}B4vP3~)>ADp#n8O|mC~b^49mlqK2X<|(@r}R?1-Q% zbj&8Me&4t<{4ufunk}0gtGGv_wx5%j|&fxKA99lA zNOjAaDUKy$AR2p$i|A`hJyJV@qh-eZhbw_wPIuaNd3MGtU=ly)AWjs2<=6%z@?u&N z^Yq+UA_f5A)h-_Zql==3WQ_IT$G%>xr0iP4*PtD zo+OM=>eqUqoPK5=L%yEn6xTh?oWt|$NCSuB-)eLNSn%BP zy<9+jgRCvJQcYD{@M;<;BL!-np}I$}pCb9GASBq91cqqL;hHe_zMS_> zvXibGc%##rzX7<*XY{-M|L5sFj6LLxlFg@NoqEN=!onivuXo?y<)Oc;I?T`Y=*6NS zC$B6muOKad!%|LFT}e@0Q3WI?uP!Ht(h$4&zXCkHUEJWP|2u#S{wD7zfamuYd|cq_ k)~E^uyVRa6ZC2iW@% zTPX?=TiE*$TXlE~009K(0{{R7=mP)%?7U@IRsY-Viy|s1A>G|2-5`sS4naDk6ci*B zkWds^2#6p`Nh6)oEg~f#T?zt9cX#Z2`rprUo>%8wXTLfx&b%&vv0Tjgjr$(sGv=C$ z5FITQd>kqq3=9l>HC2=z2F68M`19!MMR=v#g8wG`3)@xI*c}4{mjwB90VDn+1-y90 zLrqiZ%JhXxIHXr&#KhiWU@%~)p%e_fey&VBk=GwNm)&?WO096|3fF6AEOI_VC9Hk< zSK_V)EosAjl8>fe-S5-e&rN$^J~b?H@ZB|>wI|M3z- z4g5!Z99}L)yt#*m$7F+_?zNj*=H~Uq#e};U3!WD+Fj7Xa((>Kse!!?AYA2^w|b%3J+a*>(XF<{?}f8%rT1BqW;fz{cj!^78R=QKSFj`}N7jWbsFTnqFLC z-B|wh^{dVHT(_2%77f9bHar+f`~Xb1^$o4m!|^JmP_j>1S;;a_ACDB8Tl#Dc=ICc> zC7L{~)Cdcw7W?t_>!11LfL3eFG+cH(1sWPj4-R&AhlSo$l*itRv25~W{nP!PhW^RP za~Pdbk;VI&rLDcawZWW$nT~f?2x!nRuJkTnbfjyGpl46BsP`f2i)2=TEARElo%#TSLbe+Zo0C0qrZ%l6!q;3PzrM)g-J3` zhtEDQj})n^sR=4dJVU?2r#8HO+w=6u(*O%i6DDve^4t9ONRef7LV`N#8l5ylTI1Q# z@?^mI`^dPLTHH8eET)cCBL{%CI>t#)^Kh#YI9C3gdk7TGyDb5>SX zM4X0;$DH|Mr0lz5CEVwP_XuE3)_zs;v$3(s$u+{ZB#5~T_xJzV^pbkARu^#I5FKq0 zOh7B@@;g5__h^FN+S;0to12=Lc&quE+!XpEid#p@iQ0oZbeU{`6PiPVzk4_E{XMs$qGFb2 z!iV?oJ?FaO*3YhcdwXMIzJPwBQD=y1w73v&WMFXJUHIW>@wDmW)1#exOjHtXwyXS4 zPme^1PPaPw%j?+q`FqC3sy~0$+vtL>iE|HAQ&aPmm6MQ&Q&4 zGB<9t$`5$i zt*opZ9q(+hVhUyhFLuNMTKlq>RjIsrhXT&<@AzT@>L( z%0{q1ME4vWeHXEuMWuLoyT5(Qn0xo=(IXT~m0M*h<;lU0xYI!t!Xx`l>@+S%FNHZWM)GS&#PwX??opt0KbY870OIuZ^i9vcJ${P{aJZy!9T7dNTV9F_!*^95!*Cx)l`_<#l;=b>p3# z%d?#^uV250CBA+8Hn&lshr9dTk~`&f>bkm-=v%jLxiVZx!%YdXwY8m@pXcV_5MbZA zudA!8fGY1g&nPTB>zis`SXhAZ!!{GpO8PFE`^rxK{%rw=rR8~7oRB5$Wj%7t%XkM1 z%xe?1DyVY2<@xQyflN(k=?@VR*S33L;eNylGD}MO^d!lY`+oTNk%kBcGkxb`U*K_# z{7YDCG`g$1+s?LOi#cr3!gt^neN$7DgxdbO+(`y^U4ao+RLPaMfS+w!Wd2OU*WT1?UD(|+v z5lNl|9f2Kqw`%3-xjRw&L@vA#jYfk~VxLLeZ4FCHV|wyrKfcKOXor)?*u-S`^J#uQ z4-^iz87~!BQ8zO`KR+|GqJl!|hfw*8CjXAE3G-x4bexbwd~B?Mu__Au2xaT+Y_@F| z6chwKzB*C6|0McD&%Db-%}{f5`rd)G=aK;kivRJdm;!2cW`-~_GE%oYhF09wswohw z+?kz^kB@^R+o2~ZT_vJ$)(#4+wY4?e<2?b??8YIVQRTylrK*P+;o{+`|a(*o} zH6jguu)t0YPs>skl{Yjc#l?=lDpq4ezs|am^OZtR~&d+Ck`edDIi|khcaA$jaU}Qv0RP^CcE>hMRpFWkBm;3qp#^Tyf zW~oHbL3@C}z?wrn)0^KUsq$EiiiqfmVpYFRN@{Ly9%oh^aDGS=zn+fH+xU1YA9IE%fpBK@!cHydBGkXJv9V`BXky|7C=`{G ztPW)y5wo)It{qtP_nsb?j2kQC)dOQ=#sY~CA3xp;!X=kIzQq@lmzP)TvDjbZOg69{ zSlooINT>$L60p1UzP{dXdAMNtj1Nk;_Q`r?W~S)f4p46BUFy4?0VkVn&}>@Cvb^98 z(j=s$?_*;2$H;?UzO=Qs|B)bet&JGXgd#_W$(^5+!o<3881~mEL1y$bH4Za*#U&+8 zOihmu4@LUNLP6VqT7HO+&rMGspm^`T(8~xeySMsleYB*x4LKZ6k9I-5=ruWbrk0nb zytif|F7sVP{4MDH7YsP=$8R+7X+8X<$4L!rg&OSoX844vXsQ%C&WnywP@a`RytK8W^dQp+f zYF^9*fTJaKC8ZW%IygBLba-g!@$q_NFdpTWUxEo}?6(k-YqXL(eLEzRS!*vk>1BM% zV7{%{AAi?B9XVBA++7~oU;VWoOz;0i0by$8`4!|agQI8B#+YZg;~l%XnVIC{l{?4s z+po%D8umra&B50iy|-H@C+UMp(872F7(@dM10VCUvtfBQODow!1^Hr3jg1dM;e|Rq zE&#wY*v!n#NJ~qzECn8ao3D2M34c0X}c!muXiW zYzBinzOwY?7~R~Gk~JWL*;g2|3JWdn+(G+bSU)3q1$b}c`js#~8SJ#SwpM&q_vX!u z$vsAZZ@sB6MpvRiir?HOBo?>6+PeXEU2RraUw_)2Af`)=flt7Wcj12w^8a+)|4+f= zf1Lf_OaFHl{Qt-B|A{g5Qv9dvbhOR*#CUmEf#RG+Yg1CD0EW%@Dm|Bn0Znpqb07RH zTkQX&4!WtUi@?WRbX*)IF)=X!DGklZ(e5(5=ci>+e*Sp5laZ;ZDK#}jTPJAxK}NV( z3g^u1Y@)2+5d=0tLBYv-B8ZxhgsQ8n!zqQ7EiCBDabR$c*CXiV_V)G~yf*)+(DG<% zY69Ww>+3T!r$e0k-q{I_DiFZM!;_z#tqQoP`tP`P>yN9r$Yfq>s-VM3P8Sja_HW)4LvF3 z@MC9Z$9b|r<~}v7kq$q+t22gwe}A9+L>m?%G&r~o=JBiSo_;c~+|#`-5HXPImX?+- zAucX1P;)?q50Q}y-I%cQ4Z)3#=df~ez6W1U2FAyIXTQG(TEVB_#lpgRy1%x&z1`W_ zc{d42LL9UTpj7u9Szs3(Gc)OcvlH-O!E@(<%x(}?(6&1~hIf6vQ=KihkL2l8Yh3F#0fGyc7l_TiK}M0#U9cSeagsyVx)a=Wx+Fb1dDj7H&qd;nwg24JFmD{ zfHB#VlbN|0u&}D?j)KB8ShjhMhXQWkx2V0Xt(&~hE7kvfj9HBZl9S>}>Y) z;NT#*+QW&OmRUC_Oo2y#P{K^AJP;$XJ$DxR0O6V9rJfW*d#Xlz_oXRmI4tih4s=a? zM|4IFitcc^sF64_KY!&lDL3lV=;zO$Azc?l^!eR52U3W`Z4q@bik(EXaHs_NCB z*FkJ-_(VlNc=t921oTbdl7$WxL5bc{SLf#8L6u&Fmi#E#DM}oflar&mj)v5jLLXv} zj0c5^ftG;RQcmDiM?+*?O2fkNnDh({hx_`77HJp9tKGY0E+T(X@aK;Wlb(?g`7Z6f zzBH`ula6ENx!@gw`K=(^cx5N zazY&A;_4q6IbX3f=J`-kvWdiYeGF1kQWQC;6-yxOJ(7oq+@*Yce1Oys`wQBD?tvh8 z_V&*De~E~QEE_+Ail2K9(K((J=Kd#4;`W{Mq}NeVQSaUj#GK`R`m_ry2gye4_nWJa z6!#!b6dh!An>N)JT^5WmjIV3~WKt&MvTw(J0>=_WhBWyAGFTI=up z&=;_?|CU#Lc_1qyI{JFZ!7U>tB_-tE8I!uYx_y-#awg|{_wPSm|DA{iT#ozoPD$6x zOFX8NHH}g6Rf^_?J}ic_%lK3%)cg1Er>Cc(vS57SK3T;no$V{Q|3(r{BN64j0VOTc zud=f=)HylX7%BSW@8*w>5{f8Zld|H93gs8b?w{b(N|r(4qOKDX_Nwl)adU9s(aY9F zeh&ac{U=tQp0{;$PR5=(924e^lW~z}X@D_Omfu4D4@5{U@myHavoY zec!&l?3o9}X=`Z_yi1^TQ%^4{CxmNxn z+&5V#YdpCl+L+S-{r&rQuo}>O z6L9I(t00=HZ^6g~6!9(Vyr$>p*@^8es$3aMHAZr8=e;$3W zVO-&vj7>SYc2Ru+V5x z1ZF(ln(26U0aKjj4d_!iwb&~HS}tc+u=Mc;KPjTP_;_U%6>e_s^dV&GA;ak^*DNh9 znSfv1TwT2mHd1v+*TF3`9)gf0$~+~j#)1lCVA|T)aCLWQPW$uc4}c4{;UnkAkcq%_ z8If_q-p0knrIsM%buQtv!y#lS%g^t!G1XL3Qqpaa0g6;xRV5(C0KxC>(qN7w8}Qqg zb9Qd-r)%R9_Dp;E`S}VjE(Zk#iQM(}KiwUn_dj@U9PPBbG}L&qh5Pd=;+}$bcC(O7 z-_Xg#qoHY5S5}Zar#meioSbp6C6EpeePu&iwl+6`4yaA8q_BkvTsokKZZ37`k@enU z+19>tC74;|jpP0MqTN|?en*hsL<9vR5lA4Qmz8#((-6kNfSM_feE(kN(VuTFji+qf z-0CQpslbgJl5R7qo}QlR{(K4D7N2cHK7C?+X9{45je~RZA(E9g@R^vH*pM{1q>B3R z;REFRlFCY#jcd8t+2TGs3z?b;NRK->KX`C{I8RSYOIvmkx!mNJ@87vZMTeW46-`Xy z(Ka?VuddPmZVWijGb*}~ezsIpRdo;{cec>~sWT7@H+H#|Xe5X}VAD>L_B-;x#SL8_Wr%32_1>Pd3^?`N{L}LJ^Nl&Rd-oQh$4?Ia zMv$;;p%VXL+T=i%_S4-ZR%T`)2;p!**Te^`_NF$cz{cQH4VF4+`}z5S!ty_0hXbku zV2_1`g@-4s+aC9f1>pJ5pDiF^U;=&pfzi=BnaNiWja#>NaCkERgO*9s|KuQyQs`@Q zvv#7SC+uBdV4$|;cJeHhm5u-O0Z{5~YBvP=nAfDiL&QYNt;gRHdaMALCrOa6v&q z0i1lY#`x~tyHZlMV9ERIla?DZ03bC_)@-jIoDJKU93oC26 z%Ou@{3!qtFMo7uYwLglNl$9AME6;rm!Zk55(cJ5UkOA`F)YJr7C?mrb7T=NJnYOhk z{g3Nx-EGGxzlH6?%4#&pM zUg=XnKoJ9!_sJt&coH!+WyQv>p`no^ z7r@8T`39w;vcEhM(KG*KX^@kVQ9(P?JTXH+hL8TX67~H@ z+FsjVgw>dmGb%K*CQh?#^anoTAyfDI{vkGY6tX2>OkP33DO4-SS{XS^m0{6KIw>oQ zeS7rRFVk$dP&DiZ2#qodYTn=9-;p0l1`FRpNFdj-Fg<;G4A;T2#ugG1!pFmdObOtv zucv2H;T&R!i51_m2m(odg0 z6{b-Y2V@SZaG7iv95i5Zd-MoW9N|y5LW_D6bMr*>-r7XMhYzn_VeZtxa$~pHmnJ4A zc7Fd3>cVGM)mt~<>coS=3QbQidpBf`wvHb#wb17iWC? z_WO#8$G2|1h9f)r1X6X}4Lcknd>U~9Vd3kV*vJrHdoB;dE)eyB%qVeGqT7dt${l)= zP}j-G9{+8{7iL9npApf?_}JdN*D=2h2uVXv&+q2`^9<+^Y=|Wd5{Qi7(e=<&q-6iN zfZKKPivptRehlr@e7F5y&jR>;LlY^!!edOE?@3OU^`pYaL9$yloN#n(j7WEXZGv9L zhb7G%N+hyC&B(k*3()3JVKSwhtcAl99d2yaH1}4aJK% z!FY)ZOe?j*+(Xf3W@bLSOG+q!ad1GT0ZgbFCQc@%uRnjrqyM++@bdEhK7M+<_W;`S zs|^Q2qYEbG_er;{ATrw|o1$$0-2oC{LOvt`BnZMpgpg1WPDm^Dn1^V0eNyhm4ZWLt zN6_njM?2HohwwU_{M&y{);_iA71*Nr%_?)EW_hBvGCiG{=u>7UowOIB3UXtZ;l|17 zX`Jy;@HP6g^~UpCgAMGgte&8nxw%LhWMx(Qm`QMf@C!K$i~kv=e1!)L(Jgs`jzlo_u1*OzP^44wAs-3xYpjI>*{r%q&$*l6{%fGjd z05(iE256()=YI@=z>oUefwd~7`2HO83b>1_71EYBxum2Jq=wpu>V!&#QxKby;^5$* zJb-HGB8+r&rlzKzHDe+xsSF*)$;-={_DMaa;{MRBuTFQtd4bf}|2?z-#Val?|Ix}- z8XW>_4lr(b`}X3(LY>dnBg1Fj2|)2(yVIg7or7jVE$*5#2s8KvLau zFda+}+ksyAS?&ZKrx^5ah%}-9b#w@Y?)pT~$4vD-lBsG+XkoyemmS8rZS5#zVFazj#<#4JXNo3{X-&9tL zC3Lf;1>urIY9u4oQ{gtucO3i7N<=H^aTRnv4L4;m4Gw zD%j=S<&pH8$Rjx@(TC&h)2^|yFKr87n9+lYt@Ng15}j`M$VJf0DF;2{_&Vi9DEMDu zQsj5Mr>3UX75{oe6Cgqol!u8*(B>P&KOIJBT=~BywU2p`&IXykq{WoAtt?#eopVnfAz$B1@GZVf5(e zD54BTM!=DLpq*-J*q;B+76vX26C;X*O^S%P#+8v8n~+djQ$wt4Z_h@icmYK&uPEs{ zC4c`u7m;R?bTuGg_S?&4cAaDZ@=QM~9+)a9T;RHdx|lhMWet1-fbt*xp{JlgFA7ls z!zhDUX=vaDH%ET>Kqu+Jv4pHxcG0B&@hV_8YG!S%Fe@t<=bkIIsIyh(?@2&4W#!BN z)-^k3Wo3m^KNC)wo0Efe>5@RFrb4rxp&=hPH!eQ@tXnk=fy2&1-@o>pI({%wQ=XCW z677F>I1l!ldXuW-H7R#ld3ne}dn9v5M@Kdxk|eTVu8<^%Bj3FF!QXfih;vUG3MjBe zC${P1zt~mce|nUg%f)0;Y9IdkH4ayXF7KV<6#XnM7-IAaiAKs<1}8$uYSO5M zt!Sxq(5I5~mo8=c2{eLv@#23OX3m|M15}=6@79U2r6v|NXg!C8Rl`qfB?#wsdpfBx7|QpSDx^5p}sX_{7i5UehwaGSe#LqkIW zCh`jkblDMxpFiDfqlfu0rx};pQ&Lf--Hh*p#5y}W8`A#k*D*{4wh6XV=syA?PV*)z zO3%uQK`2H-I0o|C%!BFv)|fRK3+9} zSj=>Ex<6U+pBb0z?0ATYi9rs?$?*nc!@|NER4dgtG%U={zKV@K?N$wB1u;x15!sIO z$<}ac2^s>T0<&u3Wd_^`yUq{bH-vrQ7=Qo%gmphGYc}X+U0n<3J4-{$>T%a8DLXXc9sXN!mPkd} zwUa)|`biSuQwej3iyx@-=l!DxbyZb#L`1;$oF?>rLN^~DpFIIKC?_c?DKj%OfEF`z zI*6{#<6H6`3hCUOoYlZxs;a6GlW*PnE>>@(pwI;SJv{svaJt@SH}{Yo5@T_(022-# zo`0=M)3Zr}zzu8a1)l8?QCMhR z`y*bYv%9I`RyX}+6oZCh(gzeg@w_dKTV8{p)RQ? zDLof@r%N6DVF}+wMS;db_XGw8!nvx<3a5%-N!HfZpo+RM!XZ)M(Mn$T&$njnt%TO4LCpD zM?L_P?z(>cI<#1Ha&iPtun9xW)ZMtaIN)oMo_R_$n1Dk`oi_p;6)+^F2L0 zV3wPHAy+litE#+OUXubr1sVzo3y;@7MIJag6+7FS?Su^(`S_q3TIk9(x|vO{Y;Spw zrjf(rV<87G3gB0$lzU;71?CR1G2;1mR5bHKgN=ad8>Sc6raPVlm(8t=>KQJKWvA{r~#v$G40Fr^VoCGMG z_9{e4%v>6kH_8z|8)6X+D7laG4(t}>h})$Z&1#g*1zk#yDH_uEWks8 zieEy8fHm);34zUU{LJP$(@r#(?KqTs+s*BBG3h$&c2|lw7FLjQ%>*H#IYS-DY@4s* zz5Dke+Z#G|cJR2VqF{Hpxw#daMRJiFt)|Spyc0a>8p~gQ{YsEv!NbEFbrv#_&2hPrr9tsN|`uf(v zX*XiLVFR}3d)WW$E}qR@k8k++_z(}v$~-hQ!mOxpQ$7Eaj_jkFq2BJ6+hMZ=alPem z8Y#5%&tLgjuFm2XiUtpMxOYzt1w#U1m1h>Mf+i{*b7nFrwtBuXPe#-oC)D=+`)f2< zlB=pJ+fEIOs;w={HogDUm*?<9Oa@y|_t!wzUlzx@FiGywk^2aAP)x54JK~h$;&$)>hxA2LfXcCJ%+jJDci%-0 zMHCScQQEE)9-;XLKFB0UwlYfQ=^l-s&CB-p0kElEFW`SuM5u3p5&}YpsOst>;+uB+ z0POe1H3B+mbSBEnK7x8WKRb3QyZ3@{ zaHj0u0IK9fKU0H|i6EGSknq_sT(v6X_3Q6lT`XzP9k^_PP8_w!y;6G(4-b#K>n#~- z?_zUOeJK>e-h0PjRrJ^+UR zuFb3$G`Kth6wYb&W{IYa^ws?0UC}Hqgo0#xy2TIGqgg1nu=FsSw$_mVPrb zGD0GA)CYYbwKqsAE8CfBdO`iT6W#+btWhZ3^yc3!GCMog%kPIKp%mh-R8&-?)slCa zld!U~YWA*QL6Hm7LT8*5t^KZt%;3}funt@q%C*jG(`Mk~x4RE#t^MuN?Up%j+=xPM zeWe&uzbGl$1SpT6diw=GfLQ7BZH7I_$l}0R_%!0hf)y@~$T2E>e8cJs2B-^N#Qx5r zewnjOOG^t8vM9*s8D7az5ZV(HC%k^GgSB)|0Ab7friFTc!Q&&p2VLRgYKF;LQ{(1fYwHi{KcJKlk3vOXs3s~Z3eYUJBbpi~v}Fk#o`{v5J>8h~iWbGK zZ!y=mpB>U$Jn@y4!1i%Uy4-1oqyQ7BaL*b1;20gd>^F<+hF)28|D$p$~}%ct#gOyVIUC3o9i zo$&IoegdRD*qAOZE*{9zHobGF?BPUwNZ~tnZK$f`=IJmhkzDJ21a3=8N+7+1rGZa7 zn!)s6eEoWJPNDMy@A6q8j7KwG_#X80K&Ixv$jJPr7bv&eqes>7H=v=h3zA+N$P+-5 z^-tS;{RYDd7YDNB0?t0h?b)o2S7TnryHjefX>2@}t($IOV6eA7DQEXR8gN8AUU<>; ziHf@Va{6iDx{jGym$Z()zSEcP?;RajSFRu*D2|LE-_po4Ea)E|M!uNg;ZgVKZ|iuq zdknAXFkJi91bGwRb#n560R;jkJoOJDGWI*gA3u(Z)p!2<>2rFtOD_|blvJ3O_Gf+F za$Aj_o}R5n)<-a=Gg0QLD2X|oIJeqfI=C4^cjUWwPm#yF)_#D^$13halvn!eFV-YY z#jf?yF(bn3ScO* zy32M|1U5}8R$w}vy;0az*Tf|LZ~!I_5ya`u7eHBhK^v5v-RygAqXy3>vA^2U0Do7* zk0&k};ZXZNCVk%DuP2%SjL!?$pO(hN&HYQ2o@EqkJeyB~(ELwPO-(#HmNR4s zPu9#L=wu+(h&|nN1|S7}R#j8;Tp4||GFl=iD40gk{A?jGv(-cY(unBNSFlH8V{haU z@GR}~g~yce6Oqg+{`wa*G&QlzSuX(iGUaAx9}G_rc~nsCF@@XGkxu$p`QEm(`&3X+ z01KF(zXAd0V`Ad=))q8nU46ZFvMennJ1fZ+S%GUL@R*6~COFaxRrT{>+?@ zE@FOhk&=k0XKianSc+q4~1IQ=WX~d1a~sR7}oqu`*mhO*A_* zV^-~E2k2y8`*@=2(O)roTT5A^L)uB3z~?~=oqgm^@Yk1PT~^Q;_TP~ zaBXf1guJpc2`_?kzPDPj%+gAn>xy%Sy#oQWw6r7(Ex$LAX+KVD&u>!sFuYW8myw;l z?IbhjSa;J;^2u6$UfwUSUp?*ZR+q_`kSEOyFTEQa@{6hj+?6{&*-mGN_#4A#zO=TM z1S=d9Gs1KHb=J+Y(O)xMZaay^s$p43NQk;zgkH|S%S`M6OJGQB%iSa)Ao&0Qo!ASr z`|FcM$F;~4kz*weqN1WOsm-;%!=-%&q0yJdR)kA0s+ZsN%nNl^hj1uNQ+qCwLEhAd z12P#q5kTzlX_6*Eu=~zJpLQ}5R{^O_%N!ZKUQyoP9IMTbmGgVd)4Go@M8dP*r9pIY zmod8;kRxQxLIBquTnpj}`GeOB7fZgLFcjqHhrNECdtB=e*=A~LD!wNpGjnaMbiQ)Z z|L&PF^k;H%&v^C6n3(;AzI1SRw&qc1$SZr0JkcC{d~4vhP~jS8q-13FwzdMDG;QC$ zv9Pcp-)wucPcFo*aZ622aQpD4-_;Lv^`6UQ$vxyP=BnD-4r@{?lZ^qqm8~xhtV0$U zaVKY><+?m3Ldp3-Iroh$>1k-{+-AQ+WXw0MT!VmMZ;yFD$VaYB2oP1MSHZ(Zs( z34ltnV-v!|$A6IVUX}WNL_|;S?L4$2tR^lQkNgX!8u@(44doAh?VTR)!&U>JTbfg( z)gi~n>i1O{87vYK)ipIW&=9a34_oU;8w2D@2M55242vwn?F$+~5`X>rMbdXo?qp+Z zyZPpi_IAkbY8Do<+}z8i>(N&tUy-~bRxmUi9vXU&mi0Z@7>mP}OUusYh`p$&r1VK8 zf)0A){_k<7G%zXR$mr<7!5sa*O#H8){`ZD~XG6!CZdhAeccqLGF)K4vLcJzk3cW`w z?WJ?Qlb)LTc&Z7L3BY-&Hx-krOrgEKy$iYJ2I~O6iptwCt#G!c6L4C7hHAoAR0G$n zeX>qRP2Fizf;?Xd*|d-Ae5T_a$b%*dI_YLn-UYDY<;BJK(b3s?d5wO@6?3Dy)?{>a zKg>RsmX(FQd7~_qHiBhy#2nOOW4|)DeF$qnUhtKjojqCV$s2Ty$Kn<(F1I4DNriLA zj>)KV#Z}L`OZqkWcSp>r{?E4%ay~PLv~-n- zGaxv}@2}p+#oe>Dg?NET>z|fTh%mU`&mkVHudHaG03skNA7+*>U;sRqw|PNl=Y(>*~#zzp`q^1PDSQhJg68J6TtE9^U2=c;_Pfy z$4<`JdJBDhA!cSw{1F{4E-q2$(Uk1$c7r0Ymsj}Iz<2(qyGC=AGBWimE6NKwbN zuz;8;-n`lS2F>@D2S_(i0wXao(OWu+kZh~t9XtF~7i&0xcKQ(2Ef0^f>gwv0QoDQi zI2U}4jEn$bKYBMnjXH~(dcCG4Cm;E2r=IC-VPWB@f+ANuRYAzYMeJRu=}c2a6to;^QlOo!Ed>RI02cD4PnF4n4ZnvIHA6Z2>9A3qT(HP85Wlb^e`P2Hb$eeVhSES+Hy=&zBazg^)-}N{R#% z4L>?*Nf2`h3lEQbl9Q8@DC<`fqW)vnZKS}IU0fV&ot?#jADr#x^vYOi*B4%-pF!-L zKG@JmxS@d0b;3?ge1$drK)P>)mI*?*aRr-p`FYdd-yaCb>9@|1EvA^Bp5FaJHn1%? zbzdeR%=x4B-!e^gc_t==*=DT&^(=siQK8wr@5on;<3%6DPd&X4%_pvXr|0Z-Wo6~m zlV=ctzQ5;gEb7#=u=tT5*@}EU&q!NzSYJu0Ww^i;3v-|J`gO3FU{Nd-x$owaLa4AQ z_3te$pYA>UBHumbd`8EvQ-cVP!1kw{(Xp8To?A%<~^YYCfNS?D==uHh= z&p`$d9Gp(tKpos{T;~cM=+E)F7xGgx1Sr{?^vhK!&>R zl%iNzK>#Z5;xxkC3^gfQd}dWT+v+Gq#k;`HQ2zMkrw~2i=Lo1pH8zNN$U3{bdD+>o zyg#3Sc*k9p{%nx~a-T?R)?nSGmX8)^i&@DJ0e)!by}<4Q0RPqAv0-anyOAXZavHCOKL>RRQosORTzm-Xq>gWq-4b7DM10C@QCjs{EX z$0sJRP8mf+%HjQ@OKKxiQ&#rG^AVZJ^pYOgSy}TTB2kk}dpbIhSn?e6$_F0f zei(QJn_o<1WSrn#Wj(#9`g)n|F5uPP1{i_l=GK-?gSh|EViwpsZs8torWJ*R+sqqU zDLPr-I~EpaLj}l(d7zuqUxV1#*y#Pn;t~>)CES(8vr>sk=X;XL$Dg%?xdING5BTl? z*n>o}#J-y?1tS#^MvnV?d9u*5W!~F!5M*wcz6lMzn|adP*GH7wkuC3Km7{h*4^03k zpPiirkcCeB`ST|%Jb>3_ zL5s-w#H6LAy?D_K;=8)K>SQ7H+yyG_@Na~iMZM4aLkFluBz-+z8D-C-IzIkrEL|0{X#2n8>sOo6Vrv{~_{;GIzygOpq+1VMQs-^XCcWH>*s4)NZM$`fqKfjoupqi$pUCABTOA!~z zO9(fEyU+jma}x!p1lFm-VKuO^v4IsP0a7^`=?IWWNyO{dI3y(R#9V$C-^qt5`kx-9YP|&A?1&d}0-b1^bqi5dQnG_=58Ow{Q_K3> z;o{NmGC3`+ChGa~=L7@<;&jiRJ6)4U&CJj5&vjEH527hN#Et+1g7QB;JQS?9b8sN1 zrmh7^Qfuc$o;QHax0f`9bLM4de__0^;Mo)aUV(>)_c}Bb1oF?{zq>m-I_%wRV8ehV za!=N1wzYYA3;d4vhRhzTyNOFkU|qUI7+F-b-v3Gcku!#mxjYK#8ss|)CUstdZt4^V z$HxhAaoBDkL95WPQE{fIo#mp&8zi;Pzw0FAU?;7JYvSD*YB}5?u|UwW}u@}?7eMI!vd+(q{IeG2=gl}2=ZtG zV|P&7-@}80*w|RJM*qY!m&k&HgM;`^rCa&nZ1?ZoBSL=ZK~z+f4&yT?bK=#x?gVD# zFou5*qIqwjOiZXe`_23&0g7&j4G~4g#f?D^IPukDfmK0kv!!8^u$fi4ULXxzxapzB z!58CXZN0fQtIkyO=(%ci$)DJo2kdThn011X1A$v!2y7z-H8sdGx}yM88Q@~jjE{_+Lt|jUx&UL_ zn%K6jiEZ1qZQHhOJDJ$FZS&?W-tI2$`3ZeC-ThTnxAnVx|206LfIq~>$7O7~$DJAe z-CVo6x~j+P+V($K(7%Vo$!%b-AEl?89b$T!wQKAMvAMgyU8|QUF|sq`v;_yn>G~u} zL)3|sRaZ+RRD}ulobn_|jwkzf+q(hrKzF}yr;%0+mvpqW%vmy7$8*1SkjeG_5^7)Y z8BtYLkC}0pVQFb;({Lwe>F?lRQhXZ*gRzZu^@wtiT!eTupYD}aRg+_5Zbw+z4?56= z3AD`g_g_RPV$6LytooypmX!Nnx`4Vl+OIDcia^tF8zCWLJRgnfxWZ^g=Nf9H{=jn`=T4jx5uf9BJc5hhObN~_k%5G%p zc1#FKFL$`MW|Go@`r{m#R)j83G~A(&zo6e_{A?v5&~7$EPEU4L&8MFbCr^T3R~3 zr+Y$SD`&vu@!RPlp}tFzouUAD1(+7 zd%owu5A?HGySux;ria<0H?1XTTVCAD4u6IZbq`HC{6`Q`r2^%7MT$*t}$3d!KbIO(eeAZec}D4_bxcvVdj)#bMaQAhZfsBM*F)a zXnnWS_bXsnWJ)Hw=YmF)eIFaW7A!;mXa(`yWHqr^V2zv&+m>CZ9?*Aifsl3q%dRU;FUOk;yagxnM6`_{l9iyy>t+MbABU9nOjrmHhj)>z0f$JKg-g8i~Cz5bS z!?bP>P`Bpk6In3&__>)@f$g$#pl`X~S;51sGw`1Vn+l#%FKg9Djk|l?0wRu;PBL~BH4DCnBzO*#j z+Un(Q>~~wR|AY_*IoNAdd(dQffW&Bz!#4m{ilzJ%TshD*_U>FX4%9Hy%~ zmzSpb(9bv^W1#;6$7noL$w zl6cyxr`1h);>+(-x^=@9i9$v}LJGj5Zb%9QwmptJ?`Go7W(KW1o1e&eE9K=K^4`q` zh_}r#Rh);wnC)c7nLau-&F8?ttRCgvkZ(#I2uCgMX3a}7_I6Q1($1D zN1BLKlgp!atT*1VUcyjB{!M3>RxT$og^iACSpXQEr?(LXa1yKM6OG~PWM^+>om>AL zP86l-Mu2IK*df_ZW@@+o~|22`dYW z0{#xei?qJM2fNYkKWLklpRQi>s3! z5lQCQ^r)(u3R-l|g*febnN7R0fRvQiiGBr*je_t4vxNGaU;+fp<w2NRt0lC%G8W-G`Nrym}dK4vBHAF-Nba6Kp z78VzSYSX$N5JWfbh|9({CxeZTJaJ=@KCO0ifTz-aQFR9+)14+-Jt}?59O0h=<(ikY z!~E=f>`G`~AtyGB%I2_haa~wRNeq*nTEuCL=HjvKq|x9VBp@C(bICGDk;k@21 zdMhIO0n0CK^ocO0$>APp3S~@&1R5CZKIG)VHfwm9P9orsR6o3K%`gj@bFYqhZ3y}U z>*v-b))W>Np2p@D=Kz~}^E~4?y~+a-#t0Ig?Oh(NaMGQswZc87bV&UqyP4?g14hj5 zkAlZ*iYPCgR*ax2Uc|>eCb<8DDJ(tJq0wP5TdCFk!|SQ-P81DJ5b3g9<>O)_GYwIH zzcOv2Z&ejscpyhyyGX%HPQA02$5O9?_4O9+MMhWcg+49uoU~$RC})hcSV8%;yQ@bF zkg5P~c`+!7d~A;;d;!9juVNxFkY_Ldo(>X#vpHa=vesG%FF**;HL?^F6D|h^h)VSjyuyez;Pl}C&`4pFH zh^A`D-=z`g)kTD{r>crt6yW1S6>cYy+zkAWhU?BrD5aL#HLqVP*HCnv_7(Run)V`}Z~jZ8j@qbA2s?+FDC1+fvBl zMyE`r*KCF$Ma1!rjT|Nl7a2@;*v!hT1t<{J=-^5rfnKK?;**hZW zb8^vGiKVNSw(+w9i!GZL_ZgL$U4nsv<0Av)hsdMG9rT#+?hIiV{Nvv101q?kUwM|| zg$Nc#Ml4f3eWQ?_&Iiy3^ar!1(&ffQyIywCX zNPl>=q@=86pJDp)ATIuF)bH|x1c8Dlc2L_<^2M|DD_3bsypGtpd5Lgh9$#8=+t~4L zIL}AZSSe3y>#G#uu6A?GFgn80c@ZiqpJ;dy0Bn_SBxQ*f9UVu?LI3wQ-HRwa*5%oR zD^Ge5Rj2m0zq+VuF=`CaiZf6H&p}+9Y3Ji4O(c?X&=;=n*w{~Bcv%rIdh+Ao<=^&` z>m#CSza^bqU-ym^Hu4RrPH^lU*|xNe1oIzDesr_qc4w0-_ywU+m#gvQg3blj1oz-zODd|VID*#G zu$>qLs;fx4?&;~0E|1~^rnh3f4Ls3j5j1wxF$|>82S7hSITx^jYli@={wUoVVx3Yc z{-qXxzB|bS`BDLNvt1Nbj}KNNqQYA6fzJ%hrc;~i%uslB4h}g2Z?5YglSq@8V;uQ3GR2!DymMN)5&YE4R-DTR1~BFuIrP%eFt~cp^(B& zaK{>n&(J{Ey_^zQ%N0%;#_KtvFBv2i2?>h}0tXH>;(}hjS`r94KcQh$v^~!O#qrW# zB(OI+_MxCM5i&Qi#i^+gIl`>S_xrP@%BqH04P%}#B|G_P z@5|Fdey&kWPKsnp67S`HBvufKIzd%6U)9lbM5svtwZIZY7yZ5KM68mG0F{1Bv48 zA3QwXzWNJXW7^hCA|up*<18c*K_alh8b2|&y9`7R&R%ijb_*0XVRU@aiF^x zfn-SiDzp~dP&4Xkm~A~`tml9*WK`@N8tN=d#eR%n*3Aen0PPrdu_lz+{Q2aos$S-{ zvDjqj=sW(lJH53sK{)n7XUd|zi?>v#I|?^gH0J=D+3DHM+w3uedqyD|u8*6Wn+71L z=K!T_-Wv%^c@0;2QD~xSi26JX7E%}Ni@w_pZxkXTY#wY*=mnJ?B!AJqh^D|~&ql{4 zYH4XR(lR*VA0V<_{A&gMncMLp)WVaBiiqiDwzs#9xY?s;XXWJh-gT%UUNMCpn}Qf) zhawqi2fu)U$zt&Sx^m};3Yulz)w7Fp$x-s5k6d;I1qBP})mT^4c@GfkQE1E-&thb* zFy7y@g)A*Cnh^Bl=7@Lg3L;dL%gv6wT*k`AB4qIs5t_TuD|mj7-`Vbrp-2qjQx#k| zDg^T5uO<-_lK=wy*$B+b0EJHkVvmiF0}WUu2mq8g4idB}9Q_RUtDEP$yStxKl?yW+ z$G-d;?}U^(+ET|X)>a@p9B4zOK(C{Xz07QS*3-WMKQ^|P&34CKRZ)4RV(sgi=S~um z0|CNNKMTRVJ0W#k7bp-9v>oZvfqSG z#LW;3_Thw%o^GA;$jC@uY*886&sarSMF1(WR8w(NYil4JUYqjF)W2{#`}`TWB&zWP z4+DTORNB;z8Y$-q5*H_@RW9}{4)6E=BJb##(=lSj_WFl_b(k*Y4bDKH9A1|XPL{!x(V$Cfq z#wR9z<2bS1rZrkZt$s{`uN1${Kkcn8UCYnz%tH8?I54AisbLYo%9TWEDZCyZ3s&OFzmAJRLF)jOog|iYA_ZiQTn3(;pO+wQj zEF38pKZv|gzu}0Aq@P#AA@pK*cN2Q;$(Awt^bGOp$8@TR&VIDLQ&YvH zWD}4>pX(Y1QLLi$2}|3bA3Ii((o%sP9h`bPZC}yYJM1UEY)q^rq1S7_)dFw><*Reg zmi`m5^>^ORB>3KLz&LhVbEC)jx+!Ri=eKP{%zuD6b8HpAO@tN~Y(k8tTUVyX0LL7= zEA1mREO&Y)1yS|(&UST;-xUzZM;K6%>pLI|ZYxO?Bc@EYxIkIlT4ps}DLm$K{MUzH zW%ZOA!x~59QFUK0G(Q@n4f)f!DSf6E0C|usqi<4j|CI6y`7xv0Ya?`F{yLT1UF*P+6xZLv|&MpIhLaj()3dadi=n|PpASfekjjRTL zqn_)Ax_QwTUDO>6@B_0smsV^3>yLX@Apb!|KH{85z~b3jS_q`A20fWlg9kVh)5>Yu zY_-k({nDL9!9>+Dx9V_t@~_y~%8uE{#v^kUnATx|Oe`%gS`a12*0kaNstWxTR6IYs zsGWK|J78pDDlA=FUCsN$_<0@1qk{Vo~~92sr=w?wOB&>OP!f_UxsRpvW~5C z`U!vf&wT68Wk^4Y+s~)HvZQ3C`vW}Mp@XBLp{TSpeo@EwicH^i`f3uJZ5JMQ*#ggd zabqG~38n;EhM<;KRy_eD3r}@%`M=>|&?zdMqN$}EOi&X(DO;skireW=IcpJ-;r73t zFO57wv~aOuew&#lE}IpaGXbb6yAdw*z77Z$X(eZQP3#H+D^Y)(s0dX3( zr&gz!eyfnp?$amL2YNYBmT1y2u!H``JtEQyswJK}Jznm@7d^?`pyS`})j`ky5_dc! zvwso9!NI}quC5&Rj5?wkHP^=sR+P(|i-n9^moVI}&u0@srKI{wOSp9EK4|Tx)a9=O>t-95qdZd-c4}JR8>brzj3O5xnuRl;`Rh{KNo*-+V5055^ z!9I`ae-)I?UD46exsww$P+0HalekD#GVd&0y1;qN&GWdGQ1KWM37!Xgxy z@@+`fbaN-y`~G-z$`@i;6JWgNW(WSQnuy3B=KPFYKN-NY=t_!#bZ5CE4EcYJ>3aTz zmU5JUzGoST2!bRk*%SjUWx)JE;y5)?;_@KN%ia)t?nuaENSe+` zIdF!&)^Tvf`X`THc+U4Xsh0}x*szC15eJ0M@~q=y{RCOj{lw$tq~Pm4V!ZvpF*-k^ zE6mK$Yj77N0R0e-fT6VkbyLCrz{^R3L-f59h8wE^0Q_H{Snj`;i*F`xH<>Qh*4n#n{Be3d5XSC7Fttgzp{}ygYDI2`j6I0K@{p1NkG2{p(Q(<+sZb#9wuB zt?Tc7eU@hO$8+5oKW`Vre;rEWQ;R!X{JV>1zjc^YWRG6=-A`nEpz7TX;m;j1*6oph z#?s6K{XjCSe!ltliGjDhwl4>n?)EzoFV&;aqq)Vi#AJ0aAw$J>ZngHUWyz3{8jeI` z3kwePfF^^k)mMJ=XBqQH^LupwkC(^;{XN!^#484xcOjE>zawKk_*&A#q#DD>16+#l zjVB59(+y@gfWM%!&sQAI@aO04xwX@eG^K(XGLo~q&8_3bHXf_=tzC;`T$=hg{0VUq zoIN&A&0jw{I@;Y`>h!ekn>k)%HGhc|4I_+$UrDO!$w1ZU0a88O$Jy+e1_?{3-uJs# zeHZUwczBotPs!2Uor9Ho1H>oz`wkHO947z7PuLpwMv98qt^~5Zrf0DKXz2g}-B$h| z0-J@M;ap{%n<^SGFVxP5KNlNYsswQSQmE3Uj2BaF%O7Z1_*T3rJRsZMQs{nO5<#1b z3Q9`g<+D01o2k00s^Y-poL$dD+LcuLBk;8H$7^KdSd_CQL};)-r?J9o;2(GM<>~HjZer5H zp<-l>$wsltkX2aM*iCcUZb`mTp{8)@-37bVJ>-v%3%1))3(wmw2%E`hk%}eb!<5QE zpXOtpmqL0;d)dRmxpGNl6fM3L75?iR*Vq)q*=c)w|8_BxJ0y>m`SWW49+;uCxhNZlIg{$P->V0hJ$Lh$* zH+-V4eA?2NL6u^-Z97;%ZPnA89@)pcrDZ;G*Rg@>xMO|dni<|;Z8(WR(faR*Fv{%e zJ}g1|)!v>z1Yr@c>J&tDLP<^oNX+3li(8>JW@`q&K|jW4^{*CG9P$KC zAwy%zch{~U!u`=c$R>J^0wt~S6+7DV14SU3f8GA^{(qRj!_8F4`MM@0+ZZh}u zn-^>x@lh~o=yu@WG|f4<&kMC|w!*y}RL1*2i_YZ@T5)!4(lanHs92xY$U66E;x8;I z8EGKv!3=L@(NQp3JOvcJN)%I>yoxcz9*Z+mmO);ooR87e(KK97Ynnct7zPAI+A^+( zq^}PrU!?31C6eyL073EEY`O_n8}5i!Z-&}R;UrYJxY^@jbti&Da!kbptV^;piKJ$6 zaCW&ahy?&?MI*7-K3P}3=?LM+kNTRShA-4wc`qOC+5&J?vJwlxSXqVfcJ3spth(&o zky$3o&ze*PFzB;oyT;zgQftpBjFaZvEHyJBk1HT+;Tk}*I zdt*e%z5M!k30^08Cwc!2g}1X0^mZ_SAP4<^JIO5>^g-mY?_#y-(=abDKZmR}GNPTH z!D}$LML#TlaPY3I>QX~yK?UpsXaB_*)X!oh0T)y?D&(ieGu49CW_DbEB)vR>E0Sm^7asMq}~pPv9+ZO3oODF%Ni|xIFEfG5)_7RKFO1kq;+Ly{;-_1aw+bd)*nP$@a|?9cZdSK~p5ef*77|Bf^ZKB6+ao&ndAQ&JKd%-Pxp zuvk&3ls7kH0J!`LZk~!-=3!qc|D;SFmKhlx?*fQ<1M9hYdvA>jgynoM0T&c)__b^g zsOp{~6I8%NM@>#mWgllu^QC{j_Su}hMLS~OnaHkQP7|&8tE)2$v2T$kZ;Ft^JTuyTp1$rO9YUNV({_}0t zD{J>{W*8Knnb{eQ!Yp&Qz=zjImf&>$SvxHt?KIlZreP?e5LxxR12q08{B}ui=Xj&< z2Fz0uSYE>TGF(iO%)D0*B^mrfsAlT-!{__$M-%bQy9K(6xbq{@Wl^0{3J3umoAd-h z4{K&kLqpT_T?&nF7)5!8-yHdBl!X@<@L4-M=KdP3E0+{<(`#?Vd50Fuxz7RP2Fqm3 zx8N@Wv#O64)WD~FYR58M&L@I^I}fB;%WBVJAvb3vF7JKkxtjP#yo2&wjaE&(cAYJ8T| zShwm(gI6QC-s`pwzgVdHjleHkI;~j)K@A)A)WpPSaT!sFY25g$&F)$3EL#mh6-eC*JRIN2wDLe)_!nC8pw{Zr((<#Tr%oJ!Dj2 z6m$AP%*4AbiMA6)M@RJ_k!*j&TnI4amg4pGd7P&u2XUSchCTAg-A`l%Hoaq7XGUPN zW;MtBNh6oGi(2plOo1!5rK~r<{X{KJy4DP!l7NCTJ1gaj^``t zXUW1&PrHZdYaSjPed{dGGpFO@h4A;rBuV&v!G_rBEF9qruA{zH8BvHH{U8RLpz$O6 zxFjVdeP$a1OSjQct-U*bls?~`!UYI)7O_Xl($wHQ$mLA`^!lvHDx>;si-?J>qDch- zVO9F$`Lyqx)iV{V67`j3d8~^=rzXEB(ZkQnZRAv33lQ>b2#G5eGX#%v>68tVlB+@Y zpyFU)2+-^UwgKerm=X@4N7XYad)K3o%Iy&m_ zG2L~g`}qwW<)9eCq=ITK)^hS7f;&ZhIUl06fFoO}a!n3W4o1wipnGi5GsImlG20uc>hIDcV7k(1i_ za|y!_Z2Xe}abi;=1tG@#1U0z(xviGdMW6zSRT3;fUGe~i338$*cv=C+80)&p80k{z zA^qf@gDbb-u2!i*^kFT<}GU+Mf&>xHTTBq0h6e5SfKmEs~&rjkvbVT73d zTt|q_qUj}mpgYwc2MomSRh1@EGjBmO#gq%-05(T3@SZFGZ5i<`>;BPewf*C6`?IrQ z2QtHud*LcNrIr{qY{m#dtOH0XU;@+#j zRiEMDKua*JK;W*XStS6{fikpl$!=RO#u$<1=25&@JuA%5^F9DrT0xaYpPoQ1+}HMR z$!^IpM8T&b=)~=n00tTO&T{zphF^DwpX++wQrFkl`HvC;)BT)F?5}?_8=$9Y{|Iwp zGBWDvId(T!JQA75qlTf%0lCD!*#WDw{m$REEp(v@+KND&`cG84V?jVc?_AGT*RK3o z8Sb`HeV)#Vcu0&Rv|xx%Vea@~zAM)Eb$fj{=$s!(?who0qL};Pg0)oNF3H*yxw&hn z=Y-T5wM1bHrK6Y6=qsc5aP*X!azA0o@NS{?4w~zZL}x*&m_9+YQhXJwHKkbEHny~M zlQCHs(Z)vWfy`A6eT8D)#vOiLoi~jRS-xWsz*W#Z6|%}aBBcfNypKS>=4;J$hdg!Z z)JzHg@_gd7(`}Evqa)C~-IJ5iK3gseU;{`m-5nr0vzeeIpl6Ixm=3w>gUdG$G^mSu z%hztrIWFDC2EWm!h(+K(b|u5`QvYawmz$y4yGv3Eo^Y>)p$o`CQv^egF8hvNZ{vRM zg7Ls4PbvouK+TF^!f)eGTJZz0k0_BWhYZtSUbw@`ni?B9LL=!EzJeKogLJuA_MRy_@gZkDR&nSD3|fqLvhkR3c2#)igY@2 zHK(N|MAL!xHA*B^o9=LKFL(yAHW2Iy(C4SEPFDa>z0eEfoyi6D6M$R5g6(UmyFe5m zV*qY*D57a>(( zN|>{Ad1ZdzfH7I&5fSHo5@R4ONU4Cm%h;myJM zcgs9=$ukV|`ip~Z9mt#80`9{o71${S08m-xU#aQ;HvCockGHs7$15uxZS>Ff z{Q(*q7v^XJWC=w52h0kpi_npfBJz+F@WAE^Rg0fkAyk}_1aJ|7WE>+1S7Y<}eCBzIoi8+7 z(yS%0!VZn%fhQZbyL<88!`DiN&Jnk_Y7jb#U_7w5iSvdGG?EbqIiM(-da3$%X?_AI zJqC$rdpJt?C(~-Bx|uK?d7wEROpVNn8v5<5)m<-VIo_>M1xI+tR7@JFp&z!n|KjCC zm`hroB-6R69aUOGFJeYv9Xy0}#0QWVvcyQRb%Im1EUc%e%LV6oT8MYO@0^z0S#ryd zIDEPsTmsC|po?xkP-By$(7;Of;vYZ$9_eN@z0XMOt<0F`huz8F!%ZC}EbJlf#^L_L zL=Fyc;cR=tF@+-q*?y2mWk4USzV6YCZU{|i=S=Zt)>nQR=H?2bZu{Ely8S#^CTCA) zsqq%$=X&aMqa&Fs6wS!;BVOQ$=o0U@;*^ z>r_Gc+#Hwd19UP{FC(nh^)vTE6l zRQ=}td~}o*KM%A}iiNYN%Hq&y$D(S5F^k2`AN+=`-{(tcB^;BRN1*hT4V|2biPtg> zvFJuS479l8%>ztRkXuftfPnjRD7{C%ofx=&f|r)uG+q^->X>gv^H_RuO3~go7uZg*}4SHQ1C zNJxk?W>li>WJ6K&$RqMfNTDC7uM)N%R-2jx|72%VlmW5IG#joFXOU)wl<1L|d_$ zno`d=ePBfE zO7www{ZEVLhjTTQ_b@N7Lt-jUQynz+(gmcyvZ+3Pl5%68N{M6pV63YRei3JbcMc?;)kpGFJni)K@ zi?_D5s*##+)3C6ud=2O4T}_u&dx6@vH4r5^ zu4e)5Vd!OxQ9g8}cdcN3jD;ooC6nB@^M3O{uv|(yO)F61H>So|)aAST*Ctym9L0Iz zoN(V8Nx;`V-{(%Hll^imm)EB~H(Tc>G{mxzH zLJp|lbsRiG+816oJXn*yC&z`40tmzYi!k>N0K3}|v6H<|WKmJ6TqVoC`!0soCShMf zTyc4^AL#v;RwSk&_!g>vXOf$f$Y-^*+B2R&Py5IZ-E%f(n%4G#18TZEg`?ItIz3LB z-$NB!AII*BT3J5HR+f@VN(lZyR?ici6I6>zvZ^ovTL(jo4IY$9k6zN}aBwXf9*-8j z&DWt?@RAITQT+haS=vrs8X8!3*VSyQd?U@uL;7RDvkuTK zX}m*QeYd5qromfAme~<{p?{mfQ*c)jFCaSgZVMzsElaEQx>L9x`z0V@;mrW5Y9 zaUHfMKOWA`47t>0NY8cr&rH`SoKxIgK+Q6_j`FPg7cN2~V>jxY;D#OV?KY0i2+!Z% z$(sF7sOP6l!07_vQ?oon1;R?Q@Ef6^nWoDvp1v_=d$kxgAev-zc1JNV8iSE!%Qz2Ma)RxOR^794I4!`F^zPpiKImf*rA(Iq`a79kC6ic*+xa- zR30;*!ZA~s>|>sldeg0|>PsOj4##X^m?ojT)qlKw9R>_$H`lo>D?F+y_*Wf2zi9Hk zhfy~3D}b09wV`sbzyq&Kse#R*z+%H1r{U&KG;@4LFD&xTaBl1{OkzpJwX}6`sq=Mg zVy>g}TRQ12{7lGy=`vl%awfXWsi7j_8wzw)98doTBuMpvz<2zBcwK_~fOTg&UgquN zFvBT*rTs<~A2pX1sNY^J9m7MpRC2ct8)1y}#l`57Pj%~&N_T_D1sBQT% z^K>9$O5AjSJ67W{J$I(S$hV>VQEMF8_#kL}{;ymM&gIXMMrpO8sSmke=@h)0hWtxU$ru{%;-2F^+r^ZwAQTpSw z)8mlHoiLS(qHwe{*ZVbd*S}Xc2U~wQx7V_k!6 zDCiq$-M7eme7N|r5RY!TL_(6gc5@AAXhNEcI!l?nwWmv)?Vyx-K0h(Dm&_r{8GSsW z<%+|-n42;`zl*p!56hm1@*J*iZ|i7jba3oYdLrd!wTeLCAZ?&FqHTsN%*NL)k(#K2 zqVGS==x)$pozqX5{(0kMY^jfrv$zFnUXmGsckD;9SoM_TpQ0oW+olbBY0m$=@dSiw zuK2>z4Xw0^&b2*M-s9C~5#J56vDogg?kxT@n$@0?pGf*STe$=KYG+iR)85`rMUO^% zxQ}3hx=~&ceNhQbBqW6I+j7TgcGpLmj+dN)53hpt8SQWg?bLRDAzo=Gydx3eW+QV4 z4T-)^fNjn^Kfcb@3P&9r984%7VdmAc1cL1kiT^teW9Z^hr$GKbWm4Und3#gQ zb4PUC)+BkV3-)o2!v3tbFf$8l2O=V2;o`y;q1rRU{A+|NG;R1?>9U<$UD@bZjZgP= z;k}Cwm#=noVWgE99#X}kyX7CuY~RU%^l(r zlsKr7O4~ZF0ZQ!hBBeJ$he8j=!8v4H%=J%P>G3M}Mz?qnPHVBIrl#s60Taqk9QlFw zy#aX6yG;qS9s(N&r)anJ>(@%7?%bwV^R5*hvB0`6%p=$hV;~*K8`(~Z2fmjBdzJQV z{=N7i54Y5I*4_#qA-8`~9ql->-G)@pcQsW+vgJX;1o{18IsSlUw^w|8yj7IAKmb*! z)Ft5qlz#qrSXdVDB&hy>)BxD|-G7))Thapum%<{16-E+I`l2EW$XNXpfmxIPs;T+1 zD~~-T;+p&g$Ncx{@^cU0a@I^nF2BFWnNP3tii1A=Yjcm2 z)aN=8H6=_iy8-P~jJ8r`uc0d|JsopIUP3EZqWp#A!Si~Wm;x3>-%E?1l7Z&RtN01P z1G*dlhzVx1gr6msaLUQc-E_Ocp);^n>hXW7;Mt+wQaZ1r9&cgUV52wiLeY zY}0;jmRyp%YG2%h+onY@+XNG)B!79L?1YFXUd$x@MA(eOrYXSW>b_xfD{}V zwA$l2Q5*g z+Z(R`3xDT$(MSR@{Ojq7w6^%zH1sd3a%Z@HP|RirJRC${RFul795JjAceSCa>hjos zG{(Lhj`Gr|N2+-jFasa|V>z|e8COEzs1GUNx??@`dQSp?vf*ed_5~RkS=m^MAA+Wo9WW}cW$V;W~DbpwtN#=XedC#1Rw9Ng%WA5G8Ri4iGAkxp~X=ryBz)z zxfdZQXF;Ut_Vtb==nMtua_k>cvV34>F649{^!m9u@H+~MJW!*Xt1EwTfa*$sRvLH* z4phijVDH&M=Z0Y6VEW>}4{O4FhYHW-&de1qhjQ|WNCx_+jc&;UpjqX16c9e73R z4uTmo{)k25MZ(LvC8s(^tLN3+ZD#dGH!`KECK2~)0~_o&QNirHVg`2LR2D1w);VSg7N+`u#8CD6xu zpvl)KN(K%dF>v^|FA8wrHSL5LH)@HouK9uSd(+WeCudgn`#zea5h7|nsuV;Lf4odQ zjQk8MQ)871f!e<{^PUL_t6e`gM30Gt)=I?^I^&>y+x*doG(2eyqKfSrtxE5a?{+- z_LK4e<7&4lx988DR9%dMH%7GxcHiw4Ux*Iq1+x&#^BuwbywVUs9sX}>m+;x zE8xWN0$pD?z11Ay;Qv4?t|D`@#Yz1loUF3Jz#pHr#7fsvH-0AI<#bY!2YU?#A)4&7 zSvEop7?X@p+n_w9X&xXHMd$PZd^@=00SJ2X%yLQv_A4chY;M%Ztr@90v?EDu>~5xL_6-u)HX9lZemvT`FaFVDx`Ys8F1 zwTyNPjhKx)srcurdx_81jbCZJv6^XQdag@cSq2j&;ENJQ*p&|*b&hALg0`!xp(%x7 zlr~fkZBz3gZ^t4^EHu)zsd2*IA?K$*9ytVCQcEI0c5~2+aEux6xPxiRNROXJzJmko zk{KX0FHhc(wwB}{kqIfO_xz1IfDmBH@CbT59;*i`%_euCq4@9&S4$A%9M%nJ9c~toN?o)xhu2Uu^?ak({b2aC_@fO!xUoO>+ zqbn&*jbkxT%apmxO;0TlTZK;0d~@9iJ!BSPddfz=6L}2Y^X6?%6LGJYgP^d zuB@@&V7F>xRn-ybJ`;)>W!}mXzVJ~kBm^!`3b2MNKhQf`L1?=|727-C_*baeXzK4M zgF33#zxLf**S0s21pgKN-i7~8xDg^S`6K2V`{DIcPQhn~(<6?10v8(|LLP*_U|UYe zSurt~BrqJ3U)>1>uhYPs0=GvLhl+fC#>s0Rus=ahvY({{FC*g=T1undobt@STzR5k z=heNEPQ(Oq^n!!bZKkus3Y^5a0Lu6#R~zNuXm{w(@t(c?l3X+^GqHP8?<#E&JfbmJ zJGwN9u_M=bDOuj432S8O=x}tNQG)0Fp;w|bCbVEsdjkJskYf6d%>$C?xbnMpLr)Ab z?q3mB&R_yO@DY~@ zg{t;lji7H^V&*>poIqp0Rxddzn|2-HJojjJ2q8^uNy+8q@@6+V)}L#@GJ9XF`ZeE{ z(?`&ntb$c^O6slR;BsI=$?*?VI`joISA$g(1R{@I2c+cCF;YUOml6X2 z5FFgmFIa200xrI&;D5(S5>Tpjlp9{|3KX=$v>?V9L=3;bC=>X77Wn-YK)5zXduNf_ z)17&)m;zN~2R@h07^~b=jgrH(iwETQJ%Ep0r(yc`PKDtrXrP#t-1#!`fAF#Br1kga z-sL@04iiqfo#`SCrcJ4_BD=xIa#OV`cH^qF5Z*R`kCUP5qVbZLu57=H(K;UV6FHsI z-+f9$Lx4m&qw?IGvA#=S*!S6V4Rlsm&ifi>rk#vOdekq1SVooQC=?JuPF{f!`|#f5 zcPjO}u&^sy>eOl$)*@=DFZmoSH1FOukJ?B zaLB!Qaei#Di6hy8q496OUX7Jm4cI8DC-7j#8lZmL3hXIg{y?>%qh|EtzX(fe=v(=_^$ zL!*H3m}=BvB-X+XC<=yLTc7O4CXQ9J@vyO_d%bjOdLnmmvQ;~uPXu`Y!m19$Di@cY zUKdiweN&ZI&v_{bv_j2Tkb)56if@_n0Y4+bVh~mTRp}CD+T(E?MW3HCY#c#3^k4Zw zz)k`H(cLBh zPF(GM=+8*VR?GUN7jNoR7DCLxB5IfcSN4MhQuyghW17trpl4vWsfkesu`Hvws$QTJNR0n) z^S}TpY-QZ|1-{fTe!|OW#ZW@ACdtY|rD@0E{&B=Rd4C%-H}Dcm>}j#|m>! zz4&djuP$J+CLSA8T3h2?7Ko^*WI-^*%V01>bTXgZ{yu`wfr5vPQYqsv9y-D^dH-Im zU-+Mu{S-9+tOS$zY-*7z*fTU1iLjyAKX_TA3i=nv1$@09>ZtKy- zr}$*dil-5{cxevPRgP)&VmG2ZY)qOZg_%+e8^7;g9pHm8{`0iL|K80D5UKxCvFqqa zOLz4tF)6>zV^aMD1TzU|k&fNGxEuxFr^Gnd?%1IVl!Cfsz(e*gU@ITNR{oV!)ZCc@ z&ElIG-km}7C^ZJ5PEo0C^p^KF&#iyBpGv6eVuqnpi2prrf_NQCZ?(cF(-|8=Q))a0 zzm@_?1kF&=^gcBQP!jcDhjV}iu(mFw&uj1OnKiN==$_OAl;`_4dd8)=1q=|HRX0?m9?{8AE4u! zn=h}l>Up)WN!|)*VnuU-v`N2y{rVN=^{cZ}x zL-gvqy5%);^9=;sJ2sc1>WS_%pMseV^4HgGXlXNy8a>j^Gk{Trmufe8?I-iwjTdV5 z%+6i`C+|2@_bo!{y!8vGkve)aG$JlIIFjmfHGg$V&s5FWJiKR0A2dwul6%^p!o!dD z_k~~w*%=x0z>Yi3)ZHf|BLmhgHPznIQtRuhyOfkEOc}lv9y?RJySwgN;|>$$nfyC= zm?sHzWMzMIwO&@ZtaQ&ddUmGJVqI~krltZzc`~fP<&K(bwi)`m8YmUK8B9yRfw5Rj z?x`0ZyRmtB^ytl;d4C0iT@6x6d)x-2%ww%SlFJ_GITfx-h% z9}pAI`}^#Kk~+P9^-oGdEQi5yPJ;2~d@DSLQK_Q*2MBt#9g@?a#=b3xpa7Y+g)Eb> z?oWNlp|83iS;_-h4yvoGixNL)=2xDaoNV6jpaj4D_J`90H8)#rrxVj}(bBGkWy(AV4dJZuw(z z@wr8j25nr!sgIWi98d zXqP#*vZe?3?|(LL6!+Yn(NGbyoU6{tS_&edw24e5At6~_STHTUIauj&nr+~>K2AwY zd=9F3)OjC_t*ES=D+DN7724?N{6i`&9HVA z>s8LdZ?2Y?Ees5%0hhRK30pm%3|CMztD>-S$}6Ei7;&7Xng zBF;}xnEOW<10XJ-0)F2GQN!F^PSD1z_Vrgs1Z9eVLvrJaUW@Np02U4cfe0mK!#v~y zN?_#mBmnj@2GfU!F??Qoe?VodESkG=8a0e&N(GPPsVI1#%zCz7pW9K~c?`umo6A*7 zY4F%dPE1_?^QYW->9xwCtFFuR$vpgKHN{CDl-OvC--V%(5tJoNK~~o5d?T-qIHmb$ zSfMALqX+GnjZel|Wk1Qw%q%;cVB&uUzd3>P5l5G-3*W9l0tnx}_b56s(Z<}o(yTpH z^g$&(0kyDOcPtCyrIeJ3?|yq--E)ebMX)LBNWC;+_wJ`UTbR3e!9orbOL)vXwx?^O ztgrzh{o_(oF=y+b5){rcCwiW!^t@0(|I5<^V{f@(z!-pyq|z1LIgUR!{erFt?(mtjsieI)SLgAP}3#GWehG?+mHR zjH1IS_&0mFT4VVfrmDV~cdq_;z(`NeXE(kLibz{q+vj+@YpU%b)(n{r(YtM40JQRQ zZaI+1fl3|)^-8P0IqxkFxt5j|P_UT`G_!ygtuR*|v`h41#}&mTB|Bh$c9xbPe3$(q zs6ksv0bs`KuY;?PQ95A{g&IbT8b<*Jcj+EK{ysY^#==q{9rh3qU+)Jb0g8l%#yIPB z1f`&3EZE8A*&+DdO0O>o&h2};4Q>V5fct6yPjQi)vK&qqmTG;w*PC=Rtup zB$P!hex$@PBNt+x$~Wf;73i{Xus}uz2DxM*S1Xz*Jp^C?9_PhZazB3jxHk!Vb$xx^ zlfacQ3V1^l*i)rszAjPCd0%YEV`%0d?t5rd*;fx=w)g&m!-X}hwN@1;4ajaV2D{(sXJJYoT z)6*%dAZNdCW%w8F&blAv2MUT_$+@Cb{j0vU^Nm(67Ed!xNkE{NL-WEPhhh1O7baapb0Rc_$4el|} z*Vr`k|D~m!FVZQS_rHjUk-*n3*4;no;ZjHzbV`TeUHfJ#r3i?4Y%^;YPk@r6qNaw* ze1E?_^3zZBIFSZ!h@cRxdGm0n+|(P@JQJ>m*c?@xuBkX(Cjpx0aBV;V6Abo8mG|17 zgG4BL5ZbaCHMr#|r_qD#_WL5~Y2xdpdiwi!K{XA?vn$3B2f@hsn6Ev2qV0rZJBVok_R)U$NIsp3M1_0oBu&%>OJ3 ztDA9^x3j$+z&<4A#*~4P(Q&@TNd4k?$H>s|K&|WIXu~{R#sPHpsFvz%dSF7zT86K$ z$eSoB3cq}5jJKcss#h5sRa*AymCdeUUs4u68L!vLqV%lLR*R|4zS-5e9cSzaca?W_ z%jrvU!tY_>iYC`ajYlg9p;2o(N!fu^I>m{iqU`lQoLaSzrL4xHCqyOE`1K7yS+UnE z9o}eRp8X&=wA8_$tar`JUh0er4i2_933S^W?YgvY;V`IqyDCw9b#WpiEuB=v1CMJ0 z3?D(kUm-gj8ilkg16p%usz8bI>ZEn!2IVwo=&76tUkYmQ7;8jzKOpB~GHfYE8f)xK zu^Jn?Z!$mrQ|ifO7@d+5M5JPHu$Do=Cwq0y5=`q2d|K_Cx>udBr#5OXSrC=cx_z*x z>f+KJ_3hi{j9%7j=oqVioSgpeHK4;A+&71wmc`~-t8nN(RuD55qNo3bMCu^golqG< zuB({m^7;hlWBdE|Z36ZAmO>pB50CTJ6gN{%EUZFfF$cMj2QHoo*&}%zu8%`P@bG)O zTXB!zH+itb<&A;{cT&9AdI&oS2a&UyEMYTE)Y=l1rEp-psVUs}=e&dAFJ__Zst z@!dP%fX511(3xw}q4_Ux6a@YOg~?AT*v$=kmobaV#WCL9q21Z|$tlpv5HT?f)sC}M z6)TwMiZBR$4gSEr%eF<@-qBwcLgfz05i_QNc4zF zb2RcSuGyB>)dGX_S{YAI=2v5c97594{LiGdwd2XFVZeius1>N|ot;dWpUk&JMNtT7 z*1N2};b2+9IXY4_SlmoTxVX6J+P-{W2g@#SWgHSsTq{&%(s{N*su ziHm!66w}mf`KZBHk6L)Wq*k+7_qNDv`HMKVJYOwKVB4NqF|*1?P;Px78oplUy*N~v zoMb^SDyk#qU@|{`=(iZw)aVs_WK^=??dnl@xDoW+eKYnp$ z6Q<9fKavW{zFgn3>rJ-w@_K|A%2k@O{qdv2bDkUrmjdyGd|{#E)BTPhg4Zq;rjLSZ zYt^dqhbnSDM@RqgpPdPJoZZ!9m5^9kNr?D#=c(vSbhuMX{nl)e4gn=)mRw8~1F$f$ zrqeaWI_*nQltvA@x!Qex%Am&&4Goeko^=90RBZ@Qi0ta>!d#fnSIc6rF8lTC7oBvdECrv9YP{g$isi3g*-fQd zJ={s*mDZ@4K(((QO`S4olnW!NM_NA7J&h>Pi1=n65hWoIbdTpY0k3jKKU+x?%(Xkr z4tdYcF3V*lmP@R%EtsHd??~~c;Nw48fI0C8()rWjbBX+0PmXEGtm_){ZUp)VTl`+@ z>UP_ys7Uc1qgw3(3$+Mhy6T*tUg7$nd0)O%H}349AZC1&CPK;8^ri}G-gNCvWBchc zP`sqq_ww882=!`P1POHs=AM_6Ww~4b?1^I<(Czb#-NosckI{J9#PmXOcqlKoOjqft<^EWJ=$>tuK1x@LSZlR{W?x^`<( z+V8sF7;Z#BnQI(0csO9Upi%MbH~)(I(zH`v zbE9M017Z|~@^p4cx}Wye_=Z|gh)zl2jWw!esj%<{H?lPmn-0%W>OMhxbNdXNjGVu# zL5NA&tjDQKfqHA+Zx=yecOF&oZ#-=dQX(`I|=&A@$GKXQll(Cp9->|2Jvq)L_5CW@_~VYj5*oq z!e-;_eZASNq;0_?-=4}usXrM0mDES$u`QYTW_^&VR?j_drgC!MptfRHU!LLW!rV4A z~FCuTf4nFuy%oh z?eJ4?OPbMbAvMaOYT@Bthf2nxkjyeJR#GT*$^`jDYNC#(6G3)w8wxGh7)~X(vJA43 zxc)s>H1&CWXPP-~pzmvjm_m_uGOAv z0Zt(xnJb^luLB76&L~_Y*$=sl4KrT`Hn?xy#>H*DI-c(D?@v!pKP&7l)UPhg%rt%d z`n8+YFOCBbnlTC8^->)NfD#&U-}R*>U|mx|UhC`YF*n@JxA@WepPGKSO>n$BDbS23(33JDilHXO?x%yM>K2*_iO@j?##nm{<^j`H5r8d8kt>$BR6l zX@P)+wnMi7nJBB~;>|5PZ@syO_Wrc9X`8kn-#si5kG-?C<$W#3X@OYzAcCIz_r;wg zXeIg!g)a|P!oz>3y3PzE+_!9oKi(zw3Jmgn01Zj?ze#%{#V1h|{BnpQgd6GY=;tTw z?!B9M2Ma4Zd)fVts;leq4%;uBs`AHA-tm~99vf6Ji6`?75z?ASUhVkRz#7l>Vh~@O z4QB_=U@BiT;8s&r39~I9qjl1dos~GBlJz$YmL*j#&AX z-lS)1{b_b3G`0^}wTtU)hQ4~EHs!W2wVzqF4ytC4+#;!1{&?XD2rN4zhWFm~r~a4{mhm^rS^RZ3JffNsinZ3i zuwDFtI6JR1O5$KCs?3|t#m@_?^|~8=oppA01Z}yYp-d_MmPX0{)!(nwaAD}_wI7oB z0kk<83+H!}spC8$w@dbMyX~9ktf-J=^&}q`ewL6-DRMFWgbyXHp=w#WEvd7OXIorz zzA>CeUP}a1wR!3}z5~*_WyZVrCn}|w=;X;mhdk> z;>t>#Ul*lQlUj*>H7F#Bl=quMS)Cvg0**7Mz=K!^>3wfRwKRe>P>Xmhvkj|DIGdZB z;}=93=*7jxW?%p4?NwZ(bu=?GgF>Ni-bAOTJDOr%YL6;K3r<82CGptl-W$~B>%{~S zRO1l(T^W8Qhr?HUyTaLp+?YFWt`CWVf}RVlKu3sZxSfp0AE}+G=itGpq<4GCHCgAp zp2~b(ALpQZx-s}dWcuioCyrH(J;o&``_Ec%VBoRT+O{5=GVS=hGxD?02Tf#Ym1Ek| z<-T;)e;+_Mg5u&$@V}WrKrZ~II*teP+GsttJGRWPZ(%aHl zG9)76;^;`F(a{261DIegZ0MGN#(VY6Y@&$SXu$cf`4R=y!4X%vTjkn9?~3LeE8lWC z`5udf_>0>2nnu#w>va=>9K%B`&uf3H)QeOVj_a`GH-tee3$_usO zBiW&w$zc)XJZVOQHCFYJ1iE@z^D8SC7CTeJ4X0>$1@qt7n4&8f_Vx9bD za|_ok*$DVs^T`U=?~WJ`*q;s~rPZbis#RTv;aN?7e^dKzrlqAtA`-#vdFOo5_Y-tc zBJC8fi;3+v`yC#yb4R0{xr#}*pX>dAaZi+LU0Gwu*H5A^rj1eXdMb2F zv<4Fy$#yl0tv1xUZIAWnMA8z2GPLQYvx)n$U%!ct%EXuBaru&&d9hoQ|BimhgI@dj zQ786^WnTNdyFhx5Us5w%}9#5Z~inHK-}&?RP59FC0tN z&bEH~Bme3&Z8@RB(suvZ=CijbV`8GTVtntq;7Xm)!qwH4Ji^=2{+jVihNs@H(#|*~ z<>t*Gdu7d98;n#dx5I_#eCOeKA)bf1(SXjwo!+br2F8L*AdlNKwBbIT`$Mn0O}@Ju z>XsJO>0g?lpR5RV;1Tc*C9^ua#(&%9AswaS8XY^n%op&-tEMhk9DbYdN*SAu!Kv(` zUA5ZUY1nDLHl5(+hJNSrGV9dr>SU)?+l!2tSVW_seE3%|MV$KyVoM8V*SN(F-J;rQ zzgfL&To_6+OYaB<17&aud!f4Wtrj|#ex6biScn3 z4h{|)8cF4hX`m@Ir;Rd0gMyq-*2IK`12Qu+TUs7AGrY<=?v*JpcU+vS*w3je22)%v zHSzG1I50kbthF+3f2vlab7c*JRc}|Q5_NxDS?MD7$wpm$vNT(ht1E1I>F0{+{#gl? z;-BxKmy4ULkvOa&`7+bBsPyy%JbJ&L1w3ExKogTPoTB4>P-%>=3@X)>Fd#i_>S%IF zOsaHa_k|zHM>91|et}0r%j&C4uX-|vR__1~WxTJ(dn4Mi_0kmUODrZP(r1hBt2sf> z!oq4qsNcJ>C4}`)mfG(Id}qD3XwvXetBTC_RQ%(wvsr7O|Fu7a#EwQD~e>UF|eKk zmu>BPzrk{$obPIPy{$jBa!`og#pl7@146H*&F;=nZr5KqVl#z)djcPE*uqNHqYz0z z8UO0}CXBkWDpy#gl~1R+vi$MvOjK%c$0$po%8{0rcP8@aW8lg7eW}XbMM@r)!4NK8 zULMCxbg>{1lBzIK$CqM)H7?V`b&l?P&=8MR2fR zz{*xZ3b7(zE)x?Iur(8;ZXfSAe>m>XfR?DKsW}n36HlvN`+54LdYBjbZA#l#E zrVtgU{iiQS04`);P)u^|=M!;-BP)|c)>SETj2P_j0S%3DeOYtUF=6K1Gvv8?-xv(_ zT7%A(u{=g6I)C(?gzYH?$}b7YoN?Wetonn6+V$~t>&4}=g;(48CEog7C|!}mBc;N* zdP8_~^AZP{z@IEWZoD3O*#5LJp!?uHSga!dGLq07{srpujTzQKepVznM#fa0{{7kH zscdjeF|Kp!?I;omHofgCyc(E?Z|JKnjbiQ;cc!M&!ne@DDtkc9(a;4v&bS%c)TUCF|ktev(c-n85rvRHY?4roSmC|8ir4qX=0~&-v~(a%e&z zoIo7`?^^ZnpITb#0dcAI8CJyV6T(=D7fs`-914Z)XWRDs;<@5}eia6YgUPzOKbu_e zxP-&s2nwH!h|DMk?oKj(ehpm9IE6Z)lM_6e(Td<8%9xzoTvPAWu_}*;Qu$<G8->*MOtGM?Rdi3-fpzErwMAvONE6-#DjLsFW+W>(hLRHQd# z5W=5y!dv#ery-*liEZ2EI$IX~#Rp;Fl#OT=sOsGkkg#l%w8%-GsH+2p>W)5a0o`)u zd$xl)xeVO~Nl4`Ijs-Tp)MuK!yoMwTUbN+B_*_+v`w~hLQe?!i7%_O|vXqqE&fdA} z{kKS4+l-cYiyoKJ6Pyn1Lv&spbge35c~ZV#z9h3-9ULBJBrp^MZt%D{y9VvNDzg3j z>R8{+?KWE^vi633yIj7oq@+YoU%#WheP^@eIE~$EVKi5Q?{<&b%IYw+JO^!eyzo<{ zUT3~c#)eH$`LADs)YQc_H8s#L0`mt_OM6mcV=*Np`eS2bf%rDE>eV_SBPCTRRb!>4 z-EY2Jn5{CDI6fHgd2)57V=C4Wkjg9N{2uw$*Se|rQQb3>tnBIlO-X5TGB|qrWOn)w zT=lw7fLyO~Z-eB?BpkZ(_L9yDZLA1k6}+O0jg~D{&#$UcAS1&%P~vB`oRgS5zEt+v z870%SbUIn<^#+^;u1l-o#2*FEZmuf~2Lm1bYdmyw+!-$%O5-ZmZq;g*R#8a= zGHl7qO_}Tc`yW4k%(Z%H=gPY{J4>c4DK^?PgReSkRe^;(PB^fV(8 z3E*tlKL3HqunoH7T!VvovzMD%a!N{_`BWKj^M|dEo*RTkBBWLe zO)mF0=Z!|Ym^lP|)j*~0@b$JlQ9SvLwgU=4DKPl{_A&waI|RBgnlAzxIXU^kT)o}g z51U-Wx`~c8a7eVVWTNt`#AGwqUPQSWv3*^+ps=+*tc%0$u^6r9L{?;6+>_t*r8Kjx z8NnF!HXqruRSY+GB_vT`VB8-#E-q-aBkDP%QZ|_OmhW#_Ec&LaIT~VH8^Xd+%*}TJ z&^9Y!E7yV|Bg++wmE`5+fdWP|mEwJOvavmu51rhgY51CeK&#dBJ}fLuE?d}QzClqs z3%!BN11(fQ{$*z7pXo|V{A^*HOG_9LPkIT^28@RVwiB{>7X9N=v5CBjB2MY^Zrco~+BHec|-#Ed%7*1E_G9%81jEw9c6VwrirY(Dk zN_nhQrjZmC1rtVTTD|a0j$Bk)0yAaJ;O1hzpI)2ghxGFGv54d0MuIkyq1KH=0$m{& zQM}(pr%R3k6(B5}*RNITZP&S+4tgNRaL^TJUeT&i#Pva!#*5^8pjdXhUHa(@Tz+0o zPL280LAyV)E13bNBT*lEuW7KJz8M(WkA|0T)W%bI9m8nV|5WA5w$psGn60&HK7UmK z{%vb(legh?JeVt7m?->|FP?Z#mCR;Q#Cv;tv447cO1A?(2SYw*ArwQSLQq zK3T|g%sV`e_M>H?hLOWo<2BKN0VEp?kw}95iDGO9AR57OBi&mdT`H|PE(*#1T-R(&aJ9Pk_cVw#B73!mbTPpwadrH z2cFDYOe}P7V$j&~+XTaz8d;VZ@1_Z|7&^<>tZ^E0snwNCXKGbI=kY z^@D;@tFuf4?%m4DYrQW{AX#vI0*I?}u^95;;9!TH@p{jD*W3XZi_ZS5o0FdicU&GX zjEu(1Wd@U9zy6&iw2~*~ps%L~UA=R;-T&o#gQooa&4DClA9?nnBJ|u)AJ>CtM1Dhx z&81=hAfxKZgyStdRdiCm+ zEt@|Dsk|G7AW<@(m!~g0syB4mzyV8>{&-q0>m>+-^->!EMlWUm*VET;0kh5XJ(OFs+bvPZ|p&d<-Gs|HPJxk(LWqx*}Pq4`s2 zVAE^ufv#g_R+O8&9*prWnblm$_5!+a5`c>$1!j5kMRG=l_W2%$WC(YoTS9Nlbe+s; zaV8NCjz*Jcqa!I98OQtgPoF-8FdGk@9UW0zG=~QVZ!a`Ax+Z{jRcFxqlEYU3ld9Jg zQSQe~oz>y?cA;lGD&BhrZtf<(y+29J#=?;VrLq*DT>~XYrK+a0%l-f!1H#$4)ik^==6{(!~PJbzzkjwPLtnn9THg$deBXIi2VfB1Y+Sn zGH9ygeYydF1q*Qe`yYyD9q zH6}kpuyXRV%ZJAcpFUmMD!5*}y@dJvx#kf%{R?z~Qq^km3Wr@KV71R7MnbENhb?y2 z*3XcUpDci=gHjMP{zw!OA^uEGVRUqq>D@6a8{5U%nF3XuQ0@8n`1mmItz@$U4-XF- z8X5=5^-Ju0TSq03YJNB>H@AskjG5i{oJIWSgY5NQ0-~a#p|5Di^S=SYTv%Ax-rn|a z7+zjpCJ_$nXN!+9!o+ZJbR6Sr%{|Il7r5t?2f=6 z(+xX6pVC%WS2y=fod^{bm3deibbZiE33*%be`@bFA#FyoL&NM>rHs%Zr?V?Y$MzNSl?QEhB+JGV_&bg4U#7NM-0dkp`6)P(%L6)Z;9nNaN!NEazj`s(&I-e&9#KgoWPSjIlV2^2_ANa18o&Xg; zuztQ{b4cJF^-9_lw`&j-!eA3sibNK0sHeg?_sf z8A<=A)@-tb!=UGDrG7W(`}d-~o0$T}}-6 z`T1pKe*>~5;Bn3Q9uXBK2SjEHFbg?iF_We0ms=ytqh(oQ1on2U% zN_{jAGlbKAsU0p)rhDvE2w29%*Kgk3Tph3e_`3l$iiAa_0Q95ndLM{H?f37cZ-e{oF$)dNw$xl%t#^*<3a_kQ9U-Bi zMSMP~K#4>Y5-t0VGKtsRuaS{07bgc4X+j3lxSHnIxy(Y_-N*Gys>^9b#nLatmV2d;{NI`lg54268o>B;JD#EZ z>Mbl$oS!U@Ou)XqFm0!4YlB!>d7s&9Xs!#OXKexD9h7xC%y)K(b~MDbHy!i+t_>!h zzPrQMYt#ExLqc+2yTAK&u8|6*xw*T$wLOitKZEsKuSZntqqiP6J%B`@F(*QTvzWC# zrxF&vx*hvbi77V1;hq?bfrtq6d&;;E^A&xb?Ygb<^A8_tK8p#%Tg+G=6W_=e6A3QI z944U)t=%57l0?d+)95OV1V?oB2Df;y>c%(obVpR0DY~Fkdy`AO<|Akuj?D0kF8&yl z^%khokoK|sKhrN>e3&SDihw<`N2fPMmnS_j;A-%BU~l?IgPxvzSwAV$OD?XJ73Y26 zW54MM)l2$OXhe^_%%X61HW9{1WEN>J$+CXrjfg-YEJLj3bX;2znw#r$ON3J>FEf2X zNHCP3-4{m;x>9O9y8pot{@%Wr*w3K|Z%9~pt|(HJeDBT#jfSWOo_9S5wK9`uQ;k?( zbhJPW`CLnQJqNp$d}A$UFuK3!0gnJ?L%p4t7>u=30z}}_Zf>q_MjO6kieb1Uk|9ByU-Lk?mEjAF{U%*yP05haJva*_lH@(53-sZ`tPn0jy zR9gv@mG$%>l9JYT`Zx9{sJS{w#JmJtTm*bweIZLaB_%nce!m%^L8W*_PtHrAGeV45 zZND*u5C7a?MNlenqLKaK;l~frL`Ca3DpPpZpop${&AyM%=AoHyz((iaout65u^O(o zV@iy9{x4v~#326w7RA+7o{f`YR;d)g?N4GGzm}I~h~P8L=y%@e4Vx=p1Ynl7DRtwY zgJfhr0jOm#|HAANyA0a&ne- z#Pg-Eu3=QvtDWe%oaBq+W5em1@7eBeVD{#Edt*SsY(eeZ2V; zgj^<`p?E1P+s1Zfko|vA7zgU1z)+$q{0S(eQuSPJzu!0@nwiWtHY{d>f=?BTU*gep z#A5#*N|Q|M%NBujbq%D47gLjy%QN`X5yNtErSo>qB;&FhSThmXe*{_F8VJD>6od?< zywg?sFxMEEO+q4U(q0mQU+?^aogJ|{L^S-(Kq?|YXR(r)%d<>e=or~87xTn0Kn;xt zc|(%^kb1?6E0r593#_a_1_o8@qmNf}H;v>Zq`MZ<8=VRjf>YRYH+|4K-_|h_+3OGC z$;(5yxk(55GQPcSa5A1@0eNrbdw6)yC6TCzA}Mvf_y}29wXusiK^H&()#>*-lp~tv)cGo;4;!LVx`c=4DKwo$*k*kamVdg2{w< z2&v3adgnBbm)BtV(9n-YiQC$j%L6zK_8)Syyu2PB)BymMiKktNv?e0(Q+bdX983IE zU0xCn{|dI>&O)sI{P}8^ezG)%p*Y8R6?MS_Tj$Xe$XjPc5R?^AA-{7F>#ROi5`&hL zAA#8`ad&~6;o0Yl0D*@eNc{N)j_DhJFvc74vAmqT(HunO@;N# z(LHBgo;+#&r@}uKF#ip~-q=`^%F3n(PB}S+a%t-dl;8A%Fk*mfz5q(Sat4%2I^bHC z!oEEb8jQiJt8};kJktuXu9BE?F4F1d6G7oBJ%50BI8x{xh@Qm^HVavbt=~R&n+C!Q z8h-(3@}jr*UjT;1Di%hiOP_AcH3bJFe)uq6PA^0(*aAHtY%(jdKP(SVQ!|-;PiJRn zja6iEG5Nq7wy-w-)YP03aSRd?Zf=OYJYWL=c&KTh@_H=YzJEAqv_GI(kNT)boZ-=h zYh``S~?)YqJvzhIvi?Jy2jxT^OEL{UxTLKaxhHurItk zsp@kAgHck;dDwqhFurR%cXqwM#yn77EMGd6msVAb=tKmBbZs^O^(h>T`%R&rs%lo2 zwQZI*ALzSQ!TV=|X#y1*(JVVw$Hv?He`2ZbaN2xlCg}BHQkxP&JsW!V| zpnHdg`l-UUjYf0WL5PW2EP&4$hL)PvuYUpfC#u@GzjLku2d6}%H%o~0-4hkn<@L@) zMyB$L9wOTCjX}icUE{I4Q-#VhAoFuj1Y#$#q5gxwexU-JW8(eU)tw^5>Ht&{2K0CD z5Uc&z^!4NE5k#ep7PvvN{T(CsREtN`eJ%OYpZe-B!q0ldb{k87ZPRyFUf%bdeTr|j za@?GxQ~6~g?KZc5fA|NvJdohH=zWx6Y7~d1aX5oCu z<2{yteXb0KX-fp+V*3I&G!0)SUAFYi&z}l~@@!~!z+?=r9P2~$^^JzRCa^FtI39@! z+dE9hgK|jUuq@56QYm~TenE@?avv3H*zbJuv~95TbAYPTA(II@)Kt(QAkb<38kB0M ziLxqh?%K?F;uo;8O0rJm#|C9wT2eowK~afpRpv4cO7ocT|7eko4Um(os!_Pqr8Em6iVsgJfF4^&FwEV1E6o zFbD>y;DFW|o^j^pePZY|Bl37s*>E3B<1qgfq1=}1F z^#TTl#f%hiU_etZQj}2PTJY82y|W(QnHbP7t6~kD(HBU;cs#uf;_MN0S2$o|ARq}iL45ZR_Xruocyr{ z)|Qsh2bpJIfx1g-xr;ushF~Yi6B_vku5R`G&P-+~wos?jXq(q;r;+=yx1YoSvvgv} zW)**e4hz)ooPIrZnmSfe8Phzkw_2kWI7CGqLJ*46N&2s5_H!#4py9 z0m18Zp~Q-xogJOg#AWvSBinDaWeNSa{=`HB;G=^B;9C};M3Y+pfQ@x(eH`LCgoM5R zd9k1Sc@yJhA{RCxArlj%r1bds=ZM@;5rwB_qwNmn%}pwwOrs+hB{3~gUoL2FHA`Kn zl9E3hQPpQhYfc~UIsp9qVg3WZR7E-BRIYAZt8eln)$c?iL|uYTB+Sr+>MsV_=YGI2 zIGC9tRi|_7{(5$EIpwE%ae>FxRiyaRDEQ^CpFU9}FcAcXhgx8qp3re>kBk6;!N@pX z)CmGyq`>Lu2DSL4#IXMoAZ_P8nGlZSEt^#G*Jy#&uB%&p15llPB)z7=C+5>kK(4%^ zp}^Oj{9i}^AMnWuOq7==iJo<#wp{CSLe-L!%|k=R@#oj|dd*WJC1V?2XIENmQAr49_gBuan07zm4~ty&g0r)Mew4~ty?qF2J)y`+@k zvH+;oGkfoy3DxR=<&O2IA)|ts-yF1H_``&fB<4@njGx<*L76wg$N54bctI`rbKHm01u#m<2?fvbOy@kPG40(bq_o$hVaxJ9fqdypzmlete z22;ih%|7!&y!ZC&X5e&QY$V zL_^H^y?3#BFmm<5V)satZpVMKUlxtYOl%}C?9u7!W=1ZzAO|rAty~1RGyiHADXDBL z?}ra$Ca`?5+3<$P7EA?+O!_Qse*_JE7BnvTwM^+jUE8|;^V zA)cLucqNREs?>&IQHzSfR8+P1hcfDm|7t;$do3?tQMWmSKQLJD5;OBXS5$EN9T=|G zK%$R)a5@3Ca(s~N#+?hNJushAiL9Sr`}n-)5KAQMW5U3ILQquaF9hkJ!$fwwILdg0 zguUsUEbVM!Mnsg%80reAh=WW{UR^D1Q5cKGB2!@j5Zp_TwKUPGl#t>sBRm1 zH;TTN@8)1notc^yl=q{m^Wm%8g1g(-mWq6$smM> z7iw_$zYw@V^aA!R+bdu>xieiIzWC<8(Tr8K?Z-Au3Ps-DhAb=y;Tvf-2nIg?dyDMh z{`j(cTD6^qh^0tD_b04(k7zu7!U?)z{927*lEcwks}@8CYn`at1}U+hgW+-1y*-eB z?}=+j2cgd}F`3LKxABLC*E@y>pn|01kRDEDeU_(6;=pM8{WXp{)Uq)UZLEodTFIoH z#@N_$?kj^t&>YSivno|n(}6VV^}jbs&wzICPkI|g{p#1~C7bO1; zKY=yHVx=&AWa|UG**XcApekVihmv}y$gXfP>5cO#R$2?>;Q!nN3r4iGl+1|8%uIbs zbh7#L$s1N;#;BWfM5O4E4Z$QRbSDQgWNew*MsxjN8^OViWFw5_nL_WPB0g*D6apzg z%96(CeZ*V3uxPoJ24zVJny#TZKcrMWTlRM)iSh6&ao@-qmUvqIP9$LFOG=JT^afs= zY7h$^Kp%5rG?<)F79XWsW7wagR66wi^LBB0IfV~`e4%`9{pd$|(Hydnt}@L=%fiM# zaST*gFfbQh_Y-z!TRaZCyzbjK_c!O}V|h{we2;S+!m^p*~5PAupMYWoojDA;DMP-d~G$hiv z3x&;6u<&U`ZC5vfh)De_zu!dum_8J4Icf0}G4l4eHeQcX{qX=d^1&^hoSf{Az^4v(Bf!Js)@k!@D#5|&&CdXya6{S6jqUR{ zb7hWefoITy@*n8wDfr+EpKCK5GtrEpEt;#>0k5GM91O$2W_0mcLo@fW9$f$`nw?pH z{*+AQH)4S=EG9rK^{ESHOL6i%~TUiQ~$}dW#pbOM<>`vO;)PS0JMuY^t3ukbA zZg}TBI6lt*_~3qudcG_1^BIvJ#apPt`I^{coH0@uLq1TXm4?rCb!!FW9=br&OYr8; zpT3gGf*Z0W(EA|zrj&3b;2j_zv_9x%1;=3U-TS$gJ;lXsxejOwe|!tx14;W8IfdV*$zmFV7KqF|f+mxOv(*%Ez_h##?`eG@UmzUM+ zEceF?$FfBt#joT@-!Z!|Av~{eW4D+wS**;?a^7dnlO9yFy`ULP9?ATuMQBF0hPb}o znaVNO+`lnszr_z-hE6iIXQA0Ikl6$sP*-_zo#bFwwGD}KnQS@16NHn^j2g4JRj=-d z_2rKb*CMCpdc>t_Hk;2A=timx3pu*R@>MHg5fJ3%|FooKc;#twv3*_|z~QuS>kp+; zRB3Lo$Lr6NN`Zb^3IM6q;(k4p#s!97S5uS9<5nx4YxbvNc_4{dB$D8MIgqfASvbh{ z0DMFuo@V-oO?GfFB6K?cPhW(TMi;D{oEVs)82S-P`UWAkDP01ty zAl4cK^55-FGP*fVK0cfvqY>yN?pKz`ep7gf(_5;}Vy?s~J-N~ev@tMSO_u~|T+F(# z4!cY?#1^wBV=}26K)*|7(1DDd-5zo~e?w&A=1F3YT=W{gS#-O++Rg{I$c$=agaR{_ zQ_+mLH0IrOrEeM+BirQDP+x@AuTM8#;19mb_?;sr#`ns~>M#V0`e5d} z#C@@^FVM*`pDir#@$ua*_Ues?(?142*KDvCgO+1TN=jW_U2p4Y+w7k|6mfmQ81ELE z-IQfy=ouN0AMS5AHa6xP9H@ImY*yj1r~x~+T6>(U&>`b3uV^MACAhdVb*b>u~z4e;?2E*mp zpO~rQ|~#GUC#@Y%X2cyaoH{X0t3B{JF$}__V)H_ zE$4UE*2b%iWtQ%)Pm%nyBogRO!d_&hayjfMbOfN5mXt6h`1$+8@VK58fCej@D<1dt zE4seE{&_jsDW;d7y$HB_>BlNoc)KRyxoz=bX?s;O_9 zeqZmuzL>?6uv`?*)f=Z6EJwy>a%H)=cxf6ZfPgldjUX%x@w)R77s{9BP=I!XO}R$O>i7mhI@4OvciI5QEdK1%QgJF{1OJ_A8y!7^G>YDx0jn|rf*oY^g5$G zTjFU{SN8YQJbLFFo#MpTd!k4tTA`~NEw%aJbJ~CH4ntp`TkVeQ4#!RK=!H&rY4Nx< zqAOIdE1T3NBPWMK10;l*jm>hrV5CB~1NtEDCItD`mb?d2-gLgl9NTrg`ivzV0`6}@ z$VH0%$I1>nzw^TL2%hxx=uFW)++oBaL1({)vM==PK36CdsAZzYoNrin&LVrax*3>+ zlg4Ep{~Bjq9@X`MJB1zN#fSL@fB|5C^XmoG$oltZn;u&>j2%2Fn7<5#)tsHxkkIn* zykYsK$+a)jXdisKnZ!a#$faY}_dCHH-#b9I?ox!Yrd=lu=1{D;HG2bpw!fmno( z0VpGCws%)H-;~R>hHqnnf`Tp=+zzXUd1q^&-y)4Rxtu~L-|p{27YKW`>LZzwcda{2 z5FKr8+b5T8d-tAyIDN*;;gR?G^Q1cQ05szx9d~yImbKmT?S(WM-k-C$Jk2j{svd3^ z@mkY)B-GyUxEctB4BI+wj*u7)eWJhHmqU{d40*@R^s_-I!_UOt3vqeOeQv^^Ihf9NER|7L$e|#R>j;LZl|>V1Vvun zqF@Zg$w?|%GV-0zyU+(@>X@4s$H;*4#ssmr#4b6#T=a5tb87|HiAAmSd8%xl+LH0@ zTYiuG+pDVrKXm`?xq7>u@>w*#yQ7_qSC0J7!Vn0OHgqlkHny>eiHV_MZjWceu<72P zN+Ken>4dYL2?=fO$98{YxY;dGK;CNK&9-y+Z!VR6%obblkom6o;fl1qCbX`*2^A60 z%sjPfM8A7^MLec43BeT&rbuiRX0Xe^6=6}QH-0HEH`^JlbXm*hZ$k{<@v#qmpMEq(T)kqdx3Y%QEFy;GEyG>E)Jo72+@661MnT{5( zX!VYkUV6}oMBu^PoNb?eaTpjJ1ihdMR6qbKZl8J!`ub!NvoRABQ-kAv(PJuRvq0vb zX1BWRY<*W(*Nyg(Y!T|XK3er!%-e_VU)EO)ibdZXI=F0Ld3e&L)-yQcCTw>v7jc*a z+%9_@H6VQVvH4QeaonzgCMGS9^Yx$FbjinqIZJ19_8#tHtXha}O}EDa-?09v4!pXm zvKx65UrE1wFz@Xsv=EE|8NLvoZq4}MTjlBDN!36qPdJWTrt{54Kcvx6fFN@H>F?9& zCKt9*POWD!cs#BOX|TgB47|L&R8&Raa&|)Afch>dpzs&aJ+pEnbnv}NOia{Ue5^JW zlgW3x#KSVXJha<!V_E(i#>~v4qrW+6d6gE=CeGaK zS=q=Z!^8B8DH2laXQpA{BRi>=*PF2oQ4{nUKfZqb`Wq;Uy}Hhtnwr9C5%E_7u@aYu zi-*(In?Wx~9-6KAnw*b`e^bojnwgpHT%T@M8`lqjtty;9E;;#T-f2;>RP8)_K<-sY zWP_D+Eh9C=a^Y!3MNg${rq1C4UQ~S4i#X~{72|!iurQVmzgLart$BtL4-e|6#hmZQ zij=RH5xODugB2w+B*H*u zijRl8PDuEGtxUY%9|;1#WM; z8o^|y#`MC$aqmy2!o4y%7 zRBg839tFJ=P?EYS-22WHED^YDqB>I@hS}dvAWk@wzRhen2 z3HwB@&{j~PwwBwOUr%qc{dAL&g+}MQW@RErOt#2$D==3#=W8WqBxL@>y!s-F98)`dDN?MQ5Pb6P5g-6}II zx63L=P7I?*XldQQlJWNP^mKS;^-sLDqvKpd=gE3bezi5x zVY7%Y{Mmkg6v^36XRZW|M$g`K?B0uL7!*`g3k!>4#bP#_m0y4U{OOH(2S_7>*TZ$W z-5)4_R`bcZI;+K-^Idk!xdP>Q+irm%SR7t=XP}or7!r8gF2V?S)aE~4ul2^5PnCg^ zDJd;2ZESS&g-1=l+=M=6o7s2>I!!q)NA<}&8KX8xt!3wQQjua3bKsPAzK7dP-R5RS z5|jTMR%_c)N$r?o^QqU2U+}rAx<1h$J|{4k=j6Q!BA2>)aHFAhdGy%ZyV{{19owEy z(QHiTA~m&T@?QiY!W{dgo@Z=)1;aBl#v-{P?`mUhTU*9!2)V77yzA;N{SYyV z6pJ?w4lMQc$4XSIq0e2<;Kg@d4QB^X(anodZSh0TUG#=|0$m)>Be=f)8n}$pqa{A* zVge*05#wc=xS|pg>dmg_XVHw+m8G9mvMnL#aee(F66?pFZ{WP<(O-dTF{&OiL@` z6kKH^$S*8B{XU+hUeF(XI3_xpNvF*ll$-vJ976TT&Z@=^3Vsnz&3)1;RjJ6@^3Taq zh}!Bqv+$=xQA*Rt`*o>&GNR93ya3=bcs5bY>}(yeJt={$tvy-3x&7(l0B&n6u-2kb zyH#*}YjdjBVm1Pg!}f5Yd3UOOcYB+IlXDV8$ZD~rBM>b?Lit%#@2_8^#Kc*W1T)js zhWkMpnl=u!w^KQSYO2EFD@h!yb|@-}J2fUgja=T5GPR$yIESyf4x7eWy&jFN3T@|+ zi2S~a7TXu796!!B>f^%ezV*%$$CQ(mmHkos>&@OuMB3{}#6(CcCnd2wzn-%dtozg* zyxSOA7F=ObLjL!V3&(9{2%{;<;Bl&8R)IPYEkE=1w=tcE@ zhpg}oMMoA!k>77Q_7pg3hHv@~u7JV&N=WErY@EN8tUa>Qa2qKE14aTI)JG0#?}ULP z-1F_Vdrs_s{^oz_;{VS(A$Y<2l#UiRutecBz${)yY7Gd z=KtmMXcag(IQO%)PwR7u&`1QrA|mHWAKpIjbP^I0(rIzK_Qn40=NE*4`_0r;o%3dP zV#4n3Y@L{xnD`-=4%$$nJ0nzWG?`PDE7HYNfeBDv=&GVB=uAxVN|W z%TM;{q}_>JDGuwEr}I8SxYd&=e4d+&?LlCCUew^=%BW!2hHSB@-ku&di#g=>060uw zedg0exlE(Kxa{%p@f{st*Xz>D%1->>qXKVT$&ugufo?Zjt_!VaZCySf7#J9c!?ILw zySdWh-r{~sUqW_vT(`Q?VBgo(yJoY?IbiUIzejU(Gq=+bj2>VJpWBr<&(Fj}RXMpaXghsz@jsmbaM#z@x~(4S zi@J|ls z(-pqu`IFT)r1qH^_GML4QqsOi{3c*98k*v*t*wO`^PfpcORb)o=#K}p<=$s&9bV55 z+j_b`#>U3pqml#h?d|L&p`z-anNd+yot>PtA5LLAKR-vnVdb>l5N0<>H`7b`$zjcW zgAxs;vqhFABs3kh4iWDfMZm|*#6+c0ZPHjyuifa-6N;{)q5`_Qx++pB<+k1Ewr+c_ zbvfVY=;#vn%(6ox_f zyHd^G-abHReRH!*@p~|9MJR=pIEO$>| zU*FVJwddmvs7SS(03AKP%DD{&24-w_mI0V_flWhAtr|#a!BlR?tgNixv)97FYKMks z85w`%ze6$AvjnmYDkLOCM@Q%SVEVD0cYJ)jCk#{eHW%>X`DR}}KLP@R=hNMJqOMnA zKE*RTaL9O;d_YC5vRteMD)FoP&%SW%*oV96VpT6MFW}^tQaM&8rt#_NFR2~F!^hsQ zkE?&8Nt+z@na!ps1q9lVXy=!fc$t}Fj3NJP01_d;w6ye7JGu_&{rmUW({u53n(W7u zK(W0iR#Nudr#A*H0L=0ReqHX4R@HT&Q!9H8nkEehy-{S}MrSj*W|B z{rcwzkWftx4MtNkeiSkfBm`zL^xr5qO-G8`pXwrmA@71 znO9jZ9P%MEGZPpuo<^0HmUdz$myCh}j@ZunQCmxEAdw-x7M78WjO_Y+Fp+3)&ZK{9z3pbpGx|Ie!)T(7qzOKME9|#Cu#*5Q|;eo`r9M1|6 z$`nuKH0%w(ySvj`xXZ}MppZ>7xmt8|aFAY}>Iy<~cX7#KzYdFxM123g-^3$fZf?%s z{~azaZW{VO9EeaT1X8v{v(9QEwC0}Li|B=+gGrk5DAzj+H^aTz8el2D&{cz9%GXA3N)LkI%-57+}h zkz$!vL-iyfzel~r{BHnTY2qbw6+3nEizOr^Ci7)g5f*;A0)f%2wU`HB zPZwwgF9l2l1O(LSMg0di73Wu1@5UuPs%G>?sNmlzG0R`#zo)mg84wPlL}_;P%F z+~j=vGAi(j$KzxHv?m~-pMwxfwVP@c3VA&ruAc5MCy!%+ZaJPWn+{-JI4%c$wsKQ_ zJ&>M}+T8y-3bC?xlix5G$>AGG!SZ=?N*TvG}RDup-H13C}jpu?F`MaVoLxD5>r z$tfu(3pF&j9J_n-RmK(;M?iW`;0ufbKsY=+JUy*ksAM%)(b3)gt{ni@<>lq!p&=+l zyrdHxQWBDfo8u;%_0BTwCUBSA6YWBU+?DiWz)BY5k*)uvDojID6Nl-9u;IsM2Lx>9 zuf5^eX=!OV5IlfGSgluhkI@VbH^Y062YIcnPkSS9^B-f%%B+CUP0BDaG2OT07#bL~ zzP>yH<(;q7qFtfa0W5>T15o#JQWcGma24=(k#aH6E{%a1i(m&G%-_wHY4dnJ z-I0idp1~7m-B!NAY#K12F9b9>IXO2s_ru*C7A~&$>+@~0$7wh=%fVFP=JByMKn*Oc z+kwRc%?1gd`|9R+QNJrtU0t1vlhY)8ILs2#e+05D=}Z z)P8cAUzGkyEXFbiZ+@(1>F(_<)2usr{+hst%VDJjbkJU5<*;_8{{DV}=c`G;Ma+$0 z_$bjNs(q;xBm)G1(}A=FbGbQE&y|c{NnZ!RkH`5WJR;&4Xs5>uHC2sI+D%S;9(OkV zF=P$Z&p-nJ#sZ=-TJ^!+!2y7XlOM#N`MG!hQA5Zz04{MjNXbch`AJAh!#vZiPFGq0 zI5wFsQYNM>3&Uh+b-Okj%lMR>oLm{TSJe~NEPRzb@Ku}|d7;*F5JFOzuqUng|4-H% z@R#+@1CAaV9#%)>qU7XE3J`qzG{@2F_1PH%{4f1P*8s?e&=wpf8WDhM20u9bJtFSr_Y@&9J}@+&U)A8t=cnWD)){To6_5>_;#vqZh#5zg~r zZT&Nb#7J;Q^hW~nj2c=YUvD-gjj`k#IYg2P0{3x`4g>1~Qy zEEUk<&eYOvY)p6;YV*))Z-OFlXqX$cXpj6Xvl%Qt6qvP%Xu$7E2BJ_JHT?)r8)5o`)v!w6Vp?~p( zy+;MDCF8^5L>)e1a%Z_v80uG(+3i+)lhX>gbOR4vk6c?IodvDJz3P z*w+6@ZS$6jl<6)mAi?Jcbr&f;q7;tA&uZTQKaHa(=6~b-EDcY<*O|lwTH6n)=j`su zG?Cw*etq%t1xsO%Pt(vaSmuVue~`e;E7$(~`htCfCX?t3Hd7|D+RAJG*E6u+jwWZt zju(Kz=YOAF4PAtWhx1<@boc@50f|d?_Q#scA(KgpGmueiF0ip$m0(;v-1dzMcq<&4 z&%o>GsCy+AQpsY!;X~H<{So}Rg@J3c-PzTjt&@j;m4c%HZmut z3BTvZOt}nQf%{y5znS#5KHhHAD71e3 z=YZ}m2w2F2>A{7jl2Y3%O8-9#O_B*ucf3)A5I=D43;hF0Xr-(A`Y(4YYG*u71zy)~ zEU~cKJ3f{EW+X+x?VRTtB>QI6Qx*7DIR$#Xt<=hT-x6w^snC)Kl;<ZH9$~UFk`{`S~@b zDv$&pZx~s-uMaQc_}s?|P^^}I8EmY+JNXZg>(rW5A-g+KAnA@Df_ew zMVvEqa6D`uA%4t(37{@zxvT3Z7@&;C$>Zt5x`LPtp<-g>iZSSQy3f{=Sl>TCZa$ul zXF?G03I@Pp@o5}u=jEAo?N1l_sg~R9e`tN-_P#OrgUsvZ9}MH~pCSDIXwDavLeDJp z;kwe1W|Zfz4|($sMl+chC0h>{(6t-e`=Fzv_ht~t$tUt2?ubahwHr-pQQ+TqwEJT5 zsGOK)9xR?8ska_?o-Fe={44d4CLU^4(am0sI(=BkB9-Z1CWf&uLz$WNUibjf{Q@S} z!X3pJ?PRd{Hks`K+QW5M7$(T(nHvh;M@YWn_D?UAA2hI#ZK{!x0#zh@o(mIHQ;L8; z2ZA7B;hgnx(y5a7ATTgWUH)fRYUS^30$SSoU;R}|&#tIw>ENCs1zdct51CAmLoxei zO6zSQf{^lAI^q6;r>AJ8bvtOPG%VdqXtfoKOW~Nn1X4o@O(s=H_}$UbmizU;WZcDl z+}NnFCIp8V&j;GDK{5clZ=@)TSKlNUg;Wh*I4cFZ|D_pKq@5z&@TCOX0 zdjjC;`}efe{~-2HoTPu?M!NS{HI>telDp|LcePo7Vm>kkRBnuj$X{57Oisoo;O}nr z1XB2HeeSnNN~;4^Z^Y;G4Nf<-v@}N6ukt9-H*zq^IPk_W!flsw6avX1jeIT zq6i5He*=I{UuTu+Xx`le=97$FrW=%sFBK46jm&WI0mT!?-Q8lDns22lC^;&)I^m6G z?4brY?Pu|rAj2bw6sz>8;|b@Kx@eiw+R|XMXQ;lQTdFH@CK~00l$a0tmiPKPUt{8=C_4D)O-Cf4Qq< zV6XwuZ(-lkJ$r5yl^t~T|Tx5Zfle3#2= zseW(I1O$jTjb@ihz*mv9_kbJ&^qqkF4XqF05X&YcoVIBykV!jME7S@>!vOK*$aEs?jOl<7q&G8{{Pj+?{FmUsb z2dFm^zsYt}G(gC9y))nw(8%&RQML(|?=N?&(1Q2u*@5`r^EiRjfc5{0CcX56z+ty2 z$j^5Mt_BRn#>TEO8UGF)5NrnlMR5}|Gdluc)7-W_U8J!R53sD=g*&+nfm-z(qF%R?FvNj^zZ;=faC56K0ulY zh)4$1Ef&Ru)5`(H@c8h6gN4P(#kFm{1EKfrTdnu2m$tSx14H?AvFhdC-<=Zqk+aLo z$LHHsFivjnnF9IGxa|EaD_%nYVZoqPJA1e`Cm{W21(;MK{TFfZirU&VKKI%ii|Nh) zIH@>F6ny*^K-d50ss|-sUtd7ayj$DbOFB(-o}^YOnY%mR1hZJEruz8NUo7-*8S(c6 zVhr`e2gwB5`?l9-*~MDRr@M1N?g472ND~6}?>1`d{bBj{mS-WDX+h7=f$-yHYDe-qGCm7PvaA<%{cU$hEb#ABuy`fd0%Di?TB_Ekd}wy7G9s zW0K{1GcW5YQ%R_hcCP8{wCxqVKp_`kKoNFk$AKnv4pVgBpP|cX zVVFH$+#3TsIa#R3)Yn(50L7B)_kS>1`no%WjmJ+bz-J4N&$DrFPq*Nrt2>nBTWMJ7 z-L@m;{qmlJ<9@$Ld2bT>{G6)|K|(^}=mAHElf>~;z>1)-jJG-INsEspz*+kN+KPz;P_5%!LXv+{sdH0Tp3{pqO z?uf@8N~pl{sW;;8pjd1EjzTsK#K_24pi~&co?ZzkVMR(bpM38TEm|0P%-V0(T1UWkwVjlO$f~KfR z8FZmCYB8saGL2Kk|76E3nGnaWBL;2iu2^3$C?-aC<9HgG!e(!@`TX<*dfRzx zY;0Wc=*7Xs)l^r9goG?)PkQUUlvRz6ey#inb`wXi+KNCy!G&0+^L##( zh#MX;UPA+V_ik;04IV#~L}V-2=@Mc~kYZl@3PD*J zVUdizQ((3s_hf*e5IFMzWRqc#MuZ`?rsjUfd=(7b=Qghksg)HNScRW4jcup1eWf}P z_PfZqk5v0yP(C3c5;rRZ=;+rs$BPb=U&pgV(sMC`N=r(@!^3}9(km(|PUHM1U1@pT zG1k}3ls(ti>z$ESJs<*vEM)?~F)$`J6>@DJ*`J=|YH1Hr7Wu>kImYWQFV2@TJ8thrLq)u1%mU&Y5ZEY1cJCAJbzDGtb zoxXeZcGWQ4gaAK#Npf>O?d;oClw#oLClCY-th&7cdJ+^QWQzdb$B)9YvevJU+Ht;6 z2sn7WE{wQ`3YK4giPqWwbG#f|$l;_|n%yZ< zx%i?;M-L=yz)mkAR~9z+=4PcU3%PWAAVPXISW#%*+>r{FPKz7c@_uAwq|rcJGOw#0 zV!||qiu4Bnx`FPt{uzxX55xIn6&e(g$$N8}SbkPi&^Y|?m@R{^RQ9XTQC&0J>$${I zhuk~^5F^(I7w9^I2T3KBm|{@|=LR)`$?P#e9@e1^v6Sl&^WxQ*7k_DXMnb2_Qlc96 z{KYA6IY8*GccAoyo+)`D4Cs}^^7U1qmW)pd_5rzC zpn#Z|umlLc{LHd58cG5)H!sn+KId-0Yk}_WyX|ZTkxBkhTxs@A#%9%syMO4MMmHX5 zZwDpP6F1FrRWSerWT6+%w_R{1%SHDCL|$jIJ~Y;I*ofJY7-y{mu_6Q=R2#A>jG3 z(%sqXM5OAQ%Z0Gl!y4GrbMz0NDRN^Wz5Wm3xcT>@hK5STfj7tJN7w+QudF_2N}|Wn zm)4$pzapTbzI*pawQF;u!kq&OK_RRm2uTXxSKw`n6m<9a*yknL_hSk3!-uR;&*_Pm zcf^1DR*tS$2d1vxk=otkW(S0HYG^FQcpXEYY@Z)A3`~0rSw-bI9$t>SGZwB?R2YUx zEcxAL)YDQ}jX4TNpzGz?0s7KXg$F8TTmhJ_`#Badxu>eVCd8ZEj`Qls%3f;A6*%vH+s(ZP-0@Ivm|tWSNWwA%A|I#v{Y1g z?+lO4_DvUadg4GMbxxrv=9@+OVxszW3*S@QJU;*zTx=(CU2dut+t1AEcC8Xp$ms3L z%+0R@e5rj9t}n`Plt4{$GfH5pj9<4o7?UAqrPW6%`+n8ii3GO=pIWH^pk5f* z*sg~&r3*O2@HHVnf8v77%@1R6`eOd}fmjE}@m#n@hvCU+(TLaq$=;V^DpU zO1!Wd986R_bS-U^vd$JYtD7C9Rz7NS*pE>toEq;>uBCT#b9+d~3Yrv`mTq=BPBBxw z$Nrf0tFzWqn2_l!jF#5g4isp79EhwetOx z8a!xc-E^1x4=5-m%Q&Bd zNOr07FN7>;%XC$LPUL;Lan6*8CFihO!eY0Wi^S)twlM~zf&1OrI?z#y>90ThRjo#o z3pM6_QH0heCVRWP#-^r)%8NUvr@EyYH90vs043mMl`<_Z5)y;6wT`CC+g2LWtE2hJ`S}JwBm&BkMFyYj zS1={T+Y@Yl#hslUI86F?6@UT_!(=e)BIn|HJ0R|WL`c35rtEur0>iIMMMV{X%h77T zD+8!RUS8gz;o(bLLqN|SOc&qo4F8-d)zoctkcjT9lO@g?1(`nv?_K5=7XzwQ$Ix)o z$Hyo0b5LGR&XyqvpVegSCx^9U9Oe0}t~b-=-}T8OR@KxjSLj3dpi;=ZJy+AM{RDFk zRFY1!i+rY>#cFE{AUApGh2v=2903+Ssz8)Ast(BPuCA`-H*DDv(Ac*m33&EO;kh#0iXK{Q2U_P=bOdlCTIH$ zev$#@H<|SgBoc54TJ&w|Te8XNwjMahOizcs}0zci9Bv zlaq^p*}shj-yX0oH_c{z@*|T<_()E^bEL7cu>rVtw%&FV;Hp?ySQbn5wmqTf+}uy> z!oq?59SZp8H|^gy=geHD6{6I zxVWu@1Gn9g)F326ey=A^Kxoj@%Qzy;j=dcfS`Bu!wY5%8PJrWq_*JH*rR`j3)^^vJ zo6I3|SbyJS`M2^`^(KtXzR$8qIywb9e7lL>*VGy{;681yqHSKZ*8em&Qgn1hWyfM2 z7C+u%-R_J=qjO)OVu1!a5`hl{8>)QT8i-z4_&}wkeX)*_xs#!7YeOS});AKdxdp&9 zTDyOP*mrcOwc>$#BSq$aH`He>)U2<8KyVmD>jtM zp`c)3J5$(bUH%R5xwUn!`aLL5CcvyBUQ4->L^J~2CszvPL+1v?-yPv*W^00&7`ZY$ za_K+WY$M4KEG+&(hWiQ_0{_Ag!sA@w-G1{5SOjBs2rrw<$o z3Mj)|^%s{P4x7y@zk}nYRm=D|pj2%bMI*asN_i25oiLOlK<2qEDH z{~Ax>t9c$bG!AQUfaTm*fr*6by?B5)?cSA@@e&EgNxjXKUbpoXX!HAu4kxtQyTh20 zWH{{p`4k#;z1xGlv~QaOR}HWTJp=J_ls|rjkI97-M7Uk6QF9p{s)XY};^VuxWXPmG zEybWxoL$d?YJURhU=T!HIC~>LFE`Sn|J{~I_!TanU15PeGz_+O ztm$wXNhUQ`hCjHY*wdS3rrhin;0sY{t@~mvyI5QA@ZRyDy$gcd!avsBzdcI8V1ZSs z3?6j4vVK_3Sd2nPp{yYcMkn9kq#O6Id0(==FEYjvyD z2JT+Z=%AD3E?)><&W61qY=DMVFz%ZcDkQN$lZp~ig&2JX(j%_i!jj4Lw-Q~ZLK}Z` z%ldx*@B5FLnF@rFgkFNVk{Xo~bQ5pGS3R71bkTWG9`yigR^HZBHc2*yZ9VARGIx67{`h%@?EV9Rw&OQ7t^s(P|XCB{Jct z!bc$S2TZ}hD(b{0^X6(1J_i{raXK7RPs=D5z0=jzY6=tyL&l@M6`yOubUqQs2Uk$A zxu#xe1_L=eFExi$FusFaKT>yb_nv`#9ApTN3d$wRlbLR`)T{tOLAhK)6{}vN{ ztE^RNArbM^1rtVAhyht3kG!lbW?mWx2e~Za1kAYx76SvD?a+l2O$|U?XJ)E3VR$}d zXmP1&7;H<1V}XHM+=$5_`=X>+>MTOMUjw31c1HWYLxM8o){4t3tO=#1tBbElNLh~Z zv+{!sdhXJ9?X&wxh%9Y4x`RXumm8||!i_7wq9WPYx9maW=W7k>BQ z1LId12ZtQ9Oaxp#gYWd(IT}H@9B0eU7f&^2{UVrX{&Q+-nq6aZxKh@W4M?oqoE>HqjJzr&SXZrdACur{h z&^N#_-mefZZLX`U-r1@Q`{yn0!BJvi7!yO8nFVU{bZ+Eirq(_>jjRkacF)|A1du-W zm$|iC8U;#JoZLWJTFm*pNByln$z}IZG?Ml#z0md2?rwMcF`Wt%^CP*z5EhjrIHwH= zpGWe#1c`u%6>a#Z6iZ)ErV>>R;m3u0Qc0t2$rtO)YJif7hmip+hHH3GZ7>m#Xg4<# zio|Q{!~)k>{vq#+lw;Fgt}!2O6IXe>`EO2oYAu1TM@*bH7MX|H<+;S0Zi4!8FkQ z6!X5$wfh0>90rt?je>l3t{)T|lhazfKt&7h>w9OyGC!x*>=s``c6$(zgjJKrWj;g1 z{K0&7KoJcVjf$jh{QS(Pp+PAf6DQPoRL_vKWor$folG8_fJDiaGMxBWO4;Ik%G_M> zQ$;C`SMNF>P?V}=p!V`MGxsVmL&L%gmsxsVmml-a?};PCFUIGEKG!&}#>S$cUY^e@ zDDY1aacTp4kxYax9iIx&G?z+%PFwBH{+9iv15MtkF6T59ZRz-`}G$ z8o`1rO(|01;tD};FNy)Mm`?i{PgTwg1bpAi=w*KSgu#VJY$v+i2NE?=AxGlJ;=%)QF;#>oj7;~6$(t&Lv$no_=v?52d+ls{L~LwK z;>V|=x;tdxb@MOPWJ_Gz@{gxsG6qP7zDY2hCZi2ek!s)l<=wq;96jALVT(86^`VqC zmko$ijD&fjD=@%xj6>D8BmqJQDDeRG8fpWBv!{jy*O&;lnc|?w z+wodDdM!#&dUVdmsRA%v-K(R*nNkW;Oa_BfourhF8Moag3z(WQ*NxgwfJ^Z;5yJ0evX? zhYtj_&BaHjGHhVt$8$ zGB!OtIt2(&#o7^Hbkd@%K%R8;Q|vZ>_dj?2Y6e*XD=jL(pXL<5+0Rv~0k z{>U5KQeeUOJX?uryeK|c0y=5T9`&H^M#uDO(Od=pz;Ejev`3qRyf%V(yp;aPnDj7$ zT216_4o~$v>~$7YAln-YrvbBR>PoZtdQYA%S0SP9T&ay7IAVWs2^1tkSZC+xxR0YY z>)#pK&_hBdCh0VV17OwX0=KqG;&oi^`Vt$QO6xt;sYM0v?*1@XuF``FEdr1wB(lDJ z0fUhpmF0$ZI>qpjqx5fb_r1?KTBZSk1sAIdFz;UO0?dNgKR9fX_jaWf-Oa7D<5L>5 zTQ#WLy3KU?MW>Bkr5r;j*!}h$(aW={SO2m$$l%4pRr2u$9NGIdb-Sj%J~&qjphz1R zM$s`bFTDEtz+dazWU0Oc1fA2$A3y$K0agkRFRb;;BS$h}$i~#QYhE3&z#n;c#MDbi zX;mDT{m*JpjX9j)1N?-spEfsTy2UcJc44!ZcB5KsZ7;asPxgyAHglVUIFDg6_k-zJ z(XYeJJHxq9YuL&?&yVE}mXs{+mDYqsO8p~9hk*#=73*R5mfBq=gW+Y^XFaXJuE_&hxn&^hLt!ev$6>gH}-9t1(Z>bzTQYgRM3ra5QUaS3c`%`)3xegFcw#=wZ@b*7$Mu~rAhW*13!{$| z#mYx?x{-?c{EpSpwU)N~3NtGcjn_fkM-X$Z+BkHly$HiCcc%iT?+cxdh2p6dD8gw? zrzQEDm=&7qo9X%Zri$~q{8I5nBVrmA-upg3GT9n@D;^CH+#Wc)9qnX4+|wH)I$F5S zG$P;$JYL+MkaEw|Qg$m`{QwJzh$mR8F;B%u{RiujQlQxrPEpZxtls;@x2#M9)f5wx z63tBaq_@{(7O}Q=pLSprske8+aR{l&og?VBa~L54Mks89hKEHm8G%`I;{?$j1k7B~3AZtfA_v zZD1a|w$`q{Kyq{jBO$@8utgLhjt&kaNtTs06^J(|y>Gb!@9n*}FX4xYfd&id^@y3(eR$b}Wvriv zhg@E`L-f_2Jiv4Z8K!SK+XasmRr26d*kW%Q^&@bAg)=DZ+U^4a&QnzS%lYN# z1V>mEOY74I6%{i!)Ecuwgy@Wigc3zDdoEksy%_}ioh{kKp%k`U26bIsfcA}NZ;wZj zlCH1&>a?&1b(N~g!_u6eQ!2yW+*H&AL?Wi~iTG*!t~TdINb`BJ$Ogpr=cu ztgM`GkJKwGF!0?Rt0t{IV~nYql213d1OlR7j#84PmJ3aoLIuY?@iYJ-TdXy^6cfpm z#@??)uBZicfy)aXo7q|r;S`kG3trBOtHCG%2#Zs$3Q;2a>gjoViQ(NqT*qdg%ME;u znf?On)!}XQbg7!J^Qqofe_b!CA3ZfLOeyRDvdq=VHX4>gK|t&uHQGV?`c8~e$5${e zH3fM+v%YRqkV}fKpJ>x+25$D{YS{DfadKuTQB_-~&o(9FTp$vP8e}cZeI_6X4p%CE zQZ!mJ=-GN^W)BR4*3yzI#Q`+$TxH5&RA`K~c53m(c4SN8Cq*`Y$AyU|H*_khl-&ID zh_7a_s;b>R9V3W_y!u|LYef0Ao70QAjFOd z1p;EO>=qkG<)#Ea7sdqI`!NHS$(-^GMQYnEn4_bqvNN5QqL~VY8gcilAL%klM9OeR zy@#_C5%j&0@vo!kv=O)ffyCnr<+2|uPoGMo)s~Uje;QP!o-R8Bhe1jd;J-at??upR zrOh?g)TE5BwSeST3I3YhCP`nKS;##g- zTqC3yuQOd_Hv0@#-;n8aY+?0k-A2rfv$K=LRt)l1!(a$ZBY1kQG#U*026$Z8BU44C zh>#cuq6UwPgag&VrhWM5-lUk@!7+m1v9Yvhqf&y$Y+0TM=!*&2Tpnf!BK0KJr z&~~*@+6cIqO%G^{$5WFn|J?2B>;fzuNzKg9S8*egDq>@UIy-G!;PgP+W}dl`e+dZ{ zlKZja7_>X8Z&fx!E6T>H(qLy+_55I-a60Dp>Q#0WP{-jvR^sgOf;U}UT+^Z8SSaP5 zssUrV)mg#lu;;VVB2b+Whjz3WltI+&28oIqjvbp{qvGZU13wf`Cg2GxSbF9Ewu8T* zY+0K@bf0B&;5~f2xPBNG40Cmm>*NiI(Auhinp>!7UpFajRjh*#0HnZccV_?=H|z7_ zK6U)r`S_FW$u2Y>-!OrEomIc;xr5_2cg2_-ttOOMpETt6&p|(ul4@H13@x95gCk?+ z&wm&nMT)2HckWb9r6wj$>AUKL)M^ecpk%d98*x0Y_V6noaArRbT9%{y>(JdDW zhHG6a-=4SOU{Vw*p>SABM)5dfpi+35(4mq8d^NYv`82fA5nzu2>v%S{C_X@=PTSZf z1C6(}Em*L83!ViM_T?o@2LJpl6In=DG_*IOXQKzZ44_J&EDu*#kDBj?+fw>pbGV#R zp-@rJhdIm?&8Cohd(9NBmXLXz&05bV$j&EaI|n4Cf0D-yJS`2k3xWj$ijS(Yva?$l zX!-1mt)3}{*fS+mzfuDfs5Ul)S6esw2!Sx0PWp$1UEQtljTc0pol(N4Qz0RN1;^8D zQ(3RT;Ny=sRP7WbM-dLnc69}$rq;X2KSKwi|UD^GP8EQmb8>??c*mFp3KW~GO-Ld2j-BPrthKb+jKf=NjQ+iTULk!VH(!FMkE zg|V@B>(F3-3_XK_!a`65SVhk{R)bYag>7uSPQLwQ&r)Z(-=D}e_=7B8UEp#lnzFH* zC_^vtnC$kX22zN0O)oB{)Yjm2A(EYM)14}e9d+dp%gG5&VG|imyNH{w5_x^eQldh^ zrRiHjr-|t`TQVKrXv4|@-FktlL271g-cA$kEFB+~1(yD)lfF3Kw z_4i4}&XbNV7l!d2&pz)Xyg;W90C&I98_RfF3d+4+(fkyN;9-ixaFrJ=M zWfA$ZOs>op7L5Af9v)+rq@7)FY!+(o{5l{4L8Uz5L?Cbc?q~>ms=)X0_VPYKor{bX zUb%>f79N%Sk2Av*XCk>w_vP;00S&(McIS2QAB%y=> z;Ffv&GpSTiVAfX&TCIW^vR|-}z5El1>+6inF>T%PlET96V{$mVWbsWrc=+;FdAy6Y zmH+a2xCxyo*SvC4d1k&~J zEmS;zJTq#)BJfeJqsAmU&V_(4Ca7c*nJ{X$T>l%Cy?q0(ZmWN#E%#2kt>1m&^A@6yyI=Rgg4#%F=tf{cGz-ecJ%C<0fTN)%he8ok3(;^ z%rj=|Hw3HY7>#Y!0wPGQX=`={22QT^X&PExdb-PF%@W-x*UJpKwRCTr2Ud2gCpqnG z_Oa<{+F}xsiSj`d@K2x2Uh5|4_=p+p$w92|xN&T4Q(E>Xp;BW!3l#tR zT>w6JVB(SzJw1@Qc_C)B0@ZWLLL)i~N)n$Y&LAT-?BR^W^n_}e-m6!MPU?twmPXHz zbk*wUqoRTUt&Waas>@0X#1H*_dEef{B_*H2l+&XHWg<*&lhc4~~bYf$ir&=4WuqYUh;IiccURF$!ZhVuyo|hy-!zD~)8JO1)2D zG_jCy{^jLQ4vXyi`o!PAPb9PO>o}a!2O`93qNj6_1|p#PaJni8i-nD6i+D5xoowhA z)o_Jj5F=~cNTsefy3bU$IL!G&4FKF)ZDp=d7_^glg`RmBbRXiWL;i@r#Og2dla!tx z*9C`nPv%pqA|@oLRf}tiT90g@=c-r9)le5HclCtT+d?eXN;tbtj8##rw8V-ssz^xq zMx$I^qu_)JytMm(Rn&?WD$M;BY4rZQJHp7))!{cWeADr{;celOO z=8j)n6?J0szd3Ee8Fch6ztx~v#>DCy2j$C-=fcUP)B96+D||RQT04#?Z|ywaOmD3I zfjpENHV`l0#JlW}l< z{v;M?Xv7?r3J+go6klNNP3#sHHs>TGX#uf{pB_ZXW^Pc>K{`4cOI)_6I)Ts7qp4E) z+(0ty?TPz26coYV9-%-%DeTVVeAG7}0kCwJkW1nC7?VD@!%t+h7qV$DPI7&ncqBEJ zMtfr6w@4AZ6#jMInXO$+5ev&fNs98yO6R;f9zQKOIIK-&eM3mwD+WD1wv)2Tw2|3W ziL3-lZ*P{RCb9q7dGx`ngF|;1<^=rqV3_OW#Jw~+1O3fOJi+Z@KG&I?@1t}>eK2sl zl~q8d7>kjQ39|sF;l<`=6I6hNe=BGLihvYR8mlr|~)gEDQ z8<&gPclUtua5$!p*w?V3Lfco}0tH9(Jl%sB^#lWl$>4lno`EJ+?};n$O1r$cgE~Kl z7Pyc~{$(tuKj<5$-8&Gsqr%U<{g5QA{Z{58$=m10@w^CD$tOTNoeQ-(%1MSURRaXB zA!enILh<%`d}lPS_c*$MabtKsxLQpdhL&~;rwBr=4)J)Q(C8Bf$Nl5O2tFDebzdr< z`_@Y9`}cR3qYk26R9|OGI*L^p8O6O>e+hlgY|j#z81<2D8+p8UxkVHSGmG@7{)TWc zqkM>Yx?b04QX-T6jy#+ly6YS|PTZ{H$uK>o5aSiQw%8@+sQtaOpCs zW37Ckp_G6)G%qdYTxFWQ!(z`oE$#KA@Km1Zlm`)!Obhk>%5=g|%tW)vcu7tksh+YA zsD5*5N+rRG4C}jn;N)))gv!>t&U-M`8qp-lK70Vsac89G{<1(rIZZ6HeJFXZ0rk@- zPA|O1Msexx@oYfD{^CmF*G@T}W15>2)Fsr{4-WZc$K2WZawq{Y61=~Z{h%I^jr zjoGOBjw5kS)fx2rr!)`uupl0a>QocR0()>R-k3 z{d%CyT% z&Gmj8=#_w%)tF~uCB;cn5)lQ55@q-l_)p-EHhT}zB8_f-o`py|4H9r6KUw0s9T{ra zO|w5)Zi0c`_{pKu(s{9s#SV|pGee;6`4Y}<`6D?bm51xLRoAya*7lM-g+t7SacgTY zgle3{aT~U|B{~)Y0%9ncl>29D6w=btSQcb&q=*5@(J=~PlzjGBGuJEELIbLkla|W8 zR3f7@JqhV}HC2BSQB4#POy&BW?b9VvbBp<+C!L0W+pB0-APho4%tZM_3L$@nHqX}1 z#-4nM`sbFWgNnMoNPHXn&5O`-jko`C1h6cjHArv`5Zv80*lBV<@A>*iu3Rwe-n(j5 z)mqavHK>p(1OR(#wuk7c((lfifD!$Gz@Q1<6HgHq^Zo4Od}(Rigv=b~@Ujf564VJFv!LR z$f+PkCNym6>;O{O_&C61VHt?Ap-R~odq~j8LG{-xOc7%W4c38^xooD;%!c2q#83w& z|9joo?x@E#G&(x3!-ghKaED-%J&a$4=H|YPejsUBF4<=iF;uRUAB+b_S5gaqqTN zv{)A|`d(nCZ@VPkhuWJj5tk(Cz{;#oZj1^kX7leI(ixr{jY|G!sj+g11w|1ROZNg89!{urW<>XPE%W8-qT|J!JE-xA*4 z9SBGhMMbj2Kl92)#sf)&B3KM%funqEvjA=aix_yex_KI%BLpOikwQsIDluIG5g(&N zRi`To*nl7JTSc|~vU!T+_d!M>3G&k?+ciXx=fyZO6$|CygUE-~=#^l}p-1ZAi{ zlrmN|E*(x^UsBrSNSzr!gfz?$tL_dBQU!z8mzYFYR2ALAf--7`j3qW(0IX*ax~q#4 zCEy|XA0AAUJ^5W+E=~z7CI-6S5(MQH4TupDQE_2SO_{0RS3-YZiR_M0B*uQ7lqR(E zn;fpWn0y3Ab|6GnHsGPl(SJA|$RrWTD-0Zv{Gk`VJtRkLUgB=w;Q=Ng(cuLL2bTaN z_WTbKu$O!9jf3J+P`=M%eYDk-U=I&H3n@Wjs71hS#MBuO13#p0oKLQ!EfEk_Y za9W9?)8j}>;|ddkn!ZTbG5daVV10g;6@OfFO-yxl4i}_@F~K>+ZLWc-IB@^(56PIKm+JY7cP5BHi=CM+ zT@gi62zH+L8)918U_H-|lvn`|Ql#%YOO_HB7uV9#GBYz%RaFK4uc48WkdV;U)|Qcx z5fh^{n!>cZvm=?ccNm@{G@S>wwKY|S5knMM!LZg9TtrE&JQxH=xmf3LPOPU-Mgt=u zad6x}g-S;^HPhE@9~Mr>s7KAfz(7k&D@%At@Ob_d!t={b&Iyc4&R32(F+2lqZGY^*5=TkAvg-@p?ZdCWghZ>-phwdw(+b zE7auQSZE~tgM)(x`*oj-jov_Lr1v2{K;ZyVKJ1nz88!9Z-`isx76Y%_qvR>(1<9iF za(Gf69v&(xDmpqj+4Q*NWFkJNosO^9QPI)6ySw?7(Xk|8qAF+<(s_m=H-`{-c%@}x zA0mtNvGw%ga$=G&Jv{rS(d^fq{)E0q($}wFfj#X{WY^c%kN)~a|7EH3+r2@JQEw8R zS`zJ5$iIygU}K=6IRg80-k&hHw5->~=dv;Tcg^KXzz`8-4@MJwfUSay&(3~1oGpoq zL$$ZJ2R6yVQtiTBjyW|mv)o`k3l9S$hl7)rVKPll%a9nyKx}XS{77TBHm2Wj(2|qW z+WOdRzkcQ3WVgCJJUl!#^-)>5TD#uj*RNkkM@KU=GvVRkm;Ww*fB$O3ZZ~&#-`k^4 zXTEeGEKE#nX1x~2?ZNMgnF)Sy|0Opp5ufKpz%a!hQniAW<>ahqisY{M#*hCrS4&zi zyvl$0P~X_t>983P8Hw;2%628Mw~9yrn^BjVPR`ge8LFSP>FKUg#Eo%l2*nNIa{~dl zZJI{7VmTchT~$>T;F2*O3}A1}hFvRjb4iT8kYwMLg~d=Mty^6VRl9f$X1^=O5(@#i z)tO-L@9Rrp)Fx+PnZ*7B*q6tCEv}Ry@OQN#0UlnhQ%Z8Oev5gveT zH5rFuNm7%O&8gle$pAKtpy%V_nxC8FG<3}6uvF5~!H3Ht9e~N$p@J>I3xoBj4{9ooRLY=YT=-?F=%ES4zef~Rp>Cp0!T0`{ZQ zj~v=267+bVCDz*78co2{)ZA?UyNZYl?7t#3-ZMFA55N<^hP=FdQ&ZF6;NT|*72?=t z>se}NXJ?SKv~(PEOACc)``l z>F;UtdMVj|MRFj!rltmP$~{F{Z1t=4=r#lXM-30@mEhBS=c&&dQRgi$lB?q@5&x=>J10s`$e(~qDZ`t5GO zMnHh8-|p9a)!LJ?`a@CHySxc{{2^e<4fY|7jEo%4*My*;g5NuevjtLZkswu~|M8jv zRvsS9+e!w_DurC(PEQ67$E^X~X1n<^wf)`ER7~=Z=z>B*Pj{!8iHRJhgHfZYESjc@ z6WIbo^w|~`7N54YW&a~3NdX%h8!xxj{iez)M3zL)}l8=VxaV z7cOWsPEJmgviUoG-wX^5*GESymQ%;IfV2eUP@n>UgM$MZMFL3@^%F`bCtLt+5*CAo znYlUFm*tzqTGOqMB(AQmpFe*Ft*xzTXlTrdN;w1YxIbV2ASd^7Jt?wPqrNu zN!FsD#8b#%VqsyRqrd(=W;wD5Ha0c}0=%HKw8j10;IeFfXCx5_rtI~0fHecww}I&G zU2K5sels}4v6+En(lPoO0nfYu9By(F1t8|_1By*LIy&8NuL2cIMI|L_mQU$(b8{Fp zN+7K|Gr5<)w?E76{xsXeY@D5)ZEcA&Nxc_3$yO z!&x%Aa1KlQIt2s-1P}x?;=xjV2`={nP>2B2o0ytb8+6L+-&@+Pwk5~Kky21xzki-~ z<%rvMk=1P`9sTm3DOH3ZApwf_!!Y*SJ-sAd@5z$YTF23m?*-}D_~oJ6&m?RtteYC&lj7`m zt0nZ?qkQkDE9~1Xs2pJ_tm6+65nAoo$GFEn)Vwrudfm4f#iDCJS z+M@RYiCa=yS`~&_*2SfvqJqIMox?K15{X7RhmnCHGd})uqZh)4<)7Kh@m*cLp2N=9 z^DFh&3hqw(>&)YlE01*3IAHGXJZ{UuBRroU*!+Nu4N!`t`clAUczAdKE*_um&#}IB z1JR|arnY_Qfr&vskVvEKA!v}z?~8r$X#8}xv4CsXL@E98d8;nM73WzUhhRD zrQmFp6@MD~0zB&}Jw3emgYg%|NkYI0mlaos7$>JHOp)5O45nkaN$dLb3=E^It3*9h z`4Xds4BFb-pyYT>Z4C{#jUIncR(5vTHdc^gyQ!HOkSR4)%-InW6BE_^lixoGSaFxk za#3)oe+v7hiV{F)^<*w1C?bhh}0N zH5#fUl!<8|GErXfCm~G|VZsW{?M1fX;iOJf5)u+_K4(9oE48fZ@s_a{x)1g)&e z$iWcf&s>JKoT`o%q$U7Zk>) z!WbGhd>K7;asUJt{Gb{UUqG$t=r^373F&Y&G|a+`{P-+}@F(66s1Xqdi}6oO-6Dfg zz4ewiWAV!}bNtWG8^@9BJ`$!U zY1w*udIAX+3fs!ah?MI6?RFeoTrKFv$$2bl>MU~byp7JbHm6B(;cR~6n}e$mEw0bd zUms_(RjUnDzRk{{5=4GijBJYxD1S<0J6Nopf%sWvIJ7eYic5r$k$Ju&@YU4778IIp zW+{48Bc!CP@fPUoKdhx_j4jpA5{X^WyE%;{7IL_y4?)^K&k!Q0Hl$#TdTKR=QOfFR zwqNYj?XV+bMUBKZJ~vQE2gk#clr;JYuh$t71X)^6{{CQpp6_)tLn&UXnq6a3*ax% zFfg&WYy}MxEzdHOgV6N!xWam(#tHFa)dt`toc0qWb=1^bD||aUe#Sl9#v=*n(bYl3 zcURZ940~gnYXm&@1rjg~pJ^O$m~>znzVh?4vZ4~lt#^c@fA4a0=s8(BSVTi1#^fg> zr3wZzQ_nP7cz7CnaQE@<2Qv%t;jongD0pVD?JaO!-J+sAA8$YeW?W#C0f{mw8RYd6 z@#Rm?wwO3LH@8kRDUoR=dC3-D{Q<4U5kAYh$r0MG`A?D<;f=lgY>DC4x2mX^guEg~YKNAQJ&ot+&Zxs;Wc zbKA^?%~N)HJPbRnW3Sf zv-9=)U`gA>xKBSwM0^D8*91Wv7GodP)ftr^mzS4;pD{|1HYK1h2Ag*I1XnOvOziyG z^bl-mFZ`?t`-zD^Lru)*xo4)B*Ad)S=IO=VvZ9x*(Dic-N_x9MK|zg2t>~A) zKsNie$u{;y(u!(Bpb(guZ5%~--pZHX>9+pIO`-m~PvUYElt=?*@dr-zDGa}-OfBnhVh9Efj@C-`@Zn6+ihO}6s<05Wg9;^ z`7f$Bz&ao+^*W7bKo%@FeuhE9H?y)TEiJXOwA=^E`0?@R1c#2679p<#DK&M-CnW9m z_|(+jE3M8VUJpI2V}J_To6NPhvs(i+jpywVlU9wWghc<~ptNEUs#Jbi86E+F?xt}c zS87rcCJ2yks#1a|RQ>bw^9u`ZzpL~C!IHyf8j_GOlf~!!K9AVOh97X?k`qitePvcw zmfjw^t!>Y?V`2g$7?`XqDlsHGB0lFvj-iYUQ2ff&_G zGK*qA{}6CkfJD_X2?-ru`0t5xcu2q{W7^t#ffTjL*Nt#lW@)FV!j-_2H?C(X-bY=z^jQfBjk+ttCCV z|FClkkyWng#P&+~{PzG28j*Iex71EQC`7|=El(YMnicV#=>trL;LY;tbf!2G(7w&h zJWtNINArLf;N<3J#0&*m80s00UP}W8DPY4Eznis{wT=;Jl}h4X@+%{rQXgIdM`l6g8ob z+X=+QGv7M-d_9durTG2Xit>VCEhRE|Dl-{tjm!M({Lkk{sP0Q?`OZsDO7F40Rxv6q_ zy$#S-Nh+ruSRTDDA0j4Qc*I*hy}SbQjqA~vM<2I2Iioh)$`DB@s3*#t~*fO>J zq9B9Lsd}2hnBaI7Ipw#<3Q{sKQQlDO%n5ljUIYedH?!*EU}0~_wHkQ%g9Sycs7K*| zyE|C8_l~~{P_A&k)xA4cVaVmW(!8hhIZz$nOz6Tb2rQnUz(=Vo`g@A)fOFaP2Ppz1t zkj9!X&VE&sJT@`G><0|)+u-0!rmx;l zCT~9ea+?nxcBJwEL7x-M5s~rWZL-~*BLW>BUfc}Ckv*3(r_8BuHe-P}>gj*6>);m3 z0M!--x#uSoGO~k%Um2a-DZTYzSznjq*RS9rOH0w@XLElDdV96nQw)vVxK~!ED{z9? ze^60g(733p1B54oM@CMAbNCm%{dX%oymWM*s3q$G0BZVeE_CbQlw@RVUzRz^3a2Oc zsTmnMuLUbBD{iODyT`}h z{@z#v@)@u>AnC_}ga7~((7XVY?f6D58Ag_$e}Vc*$;5bFwnuSjX<-j6FE8T~F`ABj zUm`TCjqGE0%vxIVD1{?LzAb-({b8p*r3ne8VD$(I4G-z1&TU({NW1M74%XM$=7Bbv zdTprogXDwH@#2!0E`dqwcb<0S|*jMn*ma}ac+mHyDS;G7Z4p-5@ z7V^Aku5qWQlok;1nR2w2Q(&xy;CjMi&M$lkM!l-xm7H*w56GGvAT402c&7$ceU!nKmGzb zT&3$dK);<_Fw1%M^CGI{gs2#puyBhbgoVXNjgav0nu*lR$PU3SWvOZdAklrh*T`Ik zG3tZ7Iq?6}Tx$yB;_7&WSyXg!$7E|;V~N7aS>sG2Pq=KrCM(~!fPHq>;)SQJoyHqq z|8{#A7>Z(S87k~;WXJq>#r?d-jwnZXR~P=BSY^mWVuR13BK9*4tFd}+ym}+zk#9h| zZ-N6lf7kaVl7B}J=Q$;i~HuIGgQxRj*s&xmT~BMm^e^VkIKXO}EnO*al9o*D+r;I)?388Z(O&PqY|#$qxwPIcT@X zrb~54C$i}1tnBD_BE}{15neP#L&z(gqm>`G4q)X*BC=G-=tWCt&`_z2uPr2{o%rEF zYHEbMAS5I$9VcBu!HqNKjYe$zh#FS^xcQ^qL8Qf{OW(D&U?AMhd^R^7Tz2l3mwHFw zMn;AwLJ~0mWVg1$A`YDXxwzOEtcxYtK2!q%UQtq_P2-pthV}6YUNGL49vIx3ra0U0 z4P2~+(9!W?`}?qQX*!mrJ^0P69~TCt3e?C#Nm;ZwvHFj?vKX4I3o~kgK79fdFfuWwM>DaoUa|176pC&tQ~yX}ivt*ghNuBC8yhRD zUn0gnGX@%%r6n$|gCm)elGPtjq??m)_w$P*Ea{k?glS&Bd^wD+ zw}*r2G!c@erGkFzr}sgpH4OuWGQ$&tX>7P`;06YZ%_!GsaeMF=8-#JxQ4_zs#;*I7kv|DQvp4W~@x^edtfZBl&k&qZz z4ds~LM_bt0*(urHV`(mC39q)hSI1!nQiXc|1u9QfOcvn}?Lg`1k6WDaTjEN{?@y_a z0p;+9tgBmEUZC52l%*3M-n-GOS6=3ol;m(pE)-vMhsKq7w))7Yq@BSNnw)$Pn3w=4 z-cy~|lsr;Fudo(gg&aKtXLUSYS9s9gBu=(aqoK(3s{<6)lGk?ywBZt#fl`&Y#K1%h zcwO_GeeDElMTfsGKck+i_51h6cbQ~9e5e431Q{8ba*iOK#_8zzcs7sy+UcL>P>hPWFk zTLrzi!v#tuNFS0A53rg{q^A(j9l&?|^$VPMGe~Pu47aup4Wki#9YN?K@pA{JySt0~6UxqOk&`N{R1VcZ667f11IX@18CHuw3Dg#v! z%;VcP0_;;pX;eum6nxl%na97$@kwTTla@}-pWnv6mvHd&M|Jy3rHpK|$;7gQws+JI z*eGP!H8ilCTPy9DS*la&~s!-rjb0aw=DtXm>w{o+?!-TrteoOisXJ z&;U)%&Te0Nm}m(tDAs)W(=?|Fsq*uqER4$G$y&62dyN&EnOTi39uBTbq{>IXV5lbh z>Kbq+#u_s?fI)2itf}oi@7~^1+%(M*?7ct7YH~}Ak5@^gRs=miop(zqV#~_PzNAJ= z%gf6H30J2r;#t~5aP9qzL=-YO<;rVF{ z47Rqm-k(l@sHv%ouF)jtB^HDON*QsXiHZ9@{M6(%>;j?IKC3@!*IPsf2TK9#1_lNm z@0XOKLD<^bepkwd?-?JjjD0W*!4&blJ2^Z&TxxSY2BJuPxD9{TvNr%~e==87L*o^| zP@!~mX*6s>#Cvyw`f{Fp!Hlc0#%2X#HcC$j5^dVStO$Q&R5q_(N=cq|nsVT&S=IFb3@Re@}Cw33%38ooW1>_a|E0+9KpCo9x$L zcSnJEX~i%%Xl_|ZOoid#Xs}z|nabzr4}}1aKybfUY_=z9r3`TRU%%3m~sN!`Dlue*8^$~AjxlTZb~cv_cSvefL9K`E4*J~;%tFbWH|#Y zBR{|AVvTWlcsP*rI-Pdm(<6f%-K2+Nczp<4TdiiHm2>-M(2tI65$e#d@9%S2jm4#< zrLi=>0G3`@SO6_l=?l1@>De#@lu8!?%1KI<6t)1C-}NXdJ^c|7w7;tjX=rE&2nar? zpNeM!aR3n9^Y!l3)YNX@w=STZa>3`4hyZcNZ7b>}SX5NwNKvI97^BoH;o|Db#l>~L z+WxLWN|bYB2zaWLviU!KUInp$IgE)x*65h4xEQidHK(=CpsASb8y zuj?w&*ucOWiNgO$=M@n#R%@yN=W+??fLgd`0Kv?LU3y;|udlCXA1Ak30P^3_A!x() z4^&|pkg-F5>dXs{{@Ahn=HbElVlS0CT__Wpytk4Nmyl3r+z;KfxwE@FnZ+l;B>f+<)LLB*6A}{8 zL2_~<04k^`Db*jSo}ZsRZw`9PsR5f*2jGq1OBj*Pw)2!+%vTKQbqrs46f|m6n!XX)-Y}oi5gz>ged$j_~vIcXf5mnf$LMEi*4K4{%Sd;XM$wI{&(O z)MZCDH#gsBGWq0Hg@?;|dh)|%8RJqjL@u=^#;5MPbS>4V9~@jIxt}gK4!$v6kkimK zn~fv@k~0}7M5U!KPxqg#tZItOXleDbgfj7CNC!}L5>rXT>f#a;on8Aw<}D|wzZZi| z&CTg`dfuKa)n7*o74HHOWI37B>2Yb|=EnW{fsn&tLlm70Im?aAT z)2phQni>j;u-Eg$<->!ATVz+)>r}o(C?eiWv%Mh@qU00fqodcCmyUpoU0hs%dUNRk zDk?7i9gSE2d)<(l9K5URU@<-e*cSYIzZ@-wqodU+0gd<7y|ovhs_O5ovp^N})6m!G^6)#Xo*9hU3xEX>}7@P6iAG z7Ex;a=*bcKs8Tk?P?RO?y}Z24&&kQ@TNo9kaJ*3I>f)l)Xj2T>>BkR5QXm`v=Unek z=I7@FXQEAe*4Eee{(Ex>tZl#4K*#SUX+-+>w!hwT&hLLN%U$;kO~#s=Lq$hVPXGFF zu?gsPY9OJW|DKxzbVFfGObk$a3JMA`GVuKXB?ch5rKP2&rY0^f4)9TNNy&b0K}kuo z)9x=I)<#E16aBydV*PK#4ruB(u(s!YRY%2FPtW)7t6N%noUhRQaa*OO(`3sBsFTh9 zce`Xoqd|iN1OSx@YPR3*CS?9!Z{hgPI03+budXika~Es;S5wl{tt~ArKYxC@Ih+Ny zk%05Px>^KS29LwS<#-`lauf|Gba&Ko8yYk`VtjA+Ll*`wy}b1ymPEwM+k3t98xAh+ z1F+4gsHlbpPEcK4T|`6#K0dzZzpMM@PPam%QWA&F3^pq(uQJ;GJgyoU{eOmv6$`xB zfpc-WI3x1Oh%m>cCM5+lI|D840l;U0{F0uYei8&|uA=ht@`MD{Oztm0(p_%+Yzf4G zg?rC3Tz}6pekM;KSN7cj*yqm;_J;juTeqKG&Jc-FWMWOm@ohf+FBy#VhvM>~gKTYC zzp{@MlEa}4%@lh)i~lX76RyKP<=@9c?-gHuzpas+1RFtxTvAs!rUU0X(x#OgMeHo_Gw z|La1evRD@$_?fRnL?|fRR|?9?p6(JF8;i?~R*m0|3bu!!mR6qkx0P-bP#_EiDX2nILg#O4%ZtccP!wX9 zSH1%Ce=yq`PiF9VL0pXg#B`Yuf^0&nU4H=o%R=Zv&yox!6dH1H< ze!Uck5?8SToKVNVw@*H!6bj+jCH$ju zx&lWoxPJjVks7S$a;e>fxd}9CEs#Y^HJ3A#V*x$S0OoHVmDNzty$;{U1(s|TWnsLb6WYup_Y~>2+~K2ybXL;e0V@((sk0cTkXr>dbkO;3jNE=kRf%pYF(nyJlEiwji5lKJ(Q!NII}mQW+bIRcg`#RdN~YUs8!C=$}At zYAU);4x?5CEDRzP2&rLBkTK7%jGivsJc{Uk8w`XQ9^bu^k(P3VDJpW%l}t#MBByMO zE&Vt*Z)_4!O1sh-`E(zj08Wg;#}^j0gFHM!X9G8yMTl-ZZnP_ZaQI1z^5o`Fs|HkC zyGu_gOf29I-ZPf|aLQvNgl1-8a&2*Q045?LD{FLV(&0Ti9*#j}c5Pv0LoPt@rzxJ5 z9;ks+-6CsUQj<9!ReIlEff@yJz&IX?-JYX!Iq>7LZ`mdy$}bsu>GojD;DL#iQKf9G zPT0IeMeR8cZp<8(MI?zSl$ov}YiOwP7U<~g-4@fv0}%@k_(L45lenKd4f#Gndwbhi zQ+)VPTCsg?c{H#U6AYD<^l<%Ea8sB9yM&{nSS^v=&VqsTK%UU!_K}o*EAu5 znHgSpeA{LW-O$YB&UqDuWu-Vug9R1Vryu2Ltkq2X-{Qfkf z;f4Rb1hh}o9nkAwvq^k!DA5d(bTqS2@ zLZ!s^;G7@$z>w)U{__(HE_7YpVjWZ_x0skeq?$A~^T0@=$2Iiv@BaS66ERj6!>v)A z>Gq-`NWnh?=_ShXX|$fH<@C_VjQZA&j%l25)YRb6-?%m1p6;gRf|9YCY{f)D1%<|D z14J7~zhc)jIN>OyMODxc1A$!m!mraHsz366$YaRsp3+Ptz+{33uv zN=gAiL9w{pHvpNQ?%>=XPq6|vnUk-{!aVzFeaE#_N^0b zT--SIU%^S3F+}}&Vi#9^x5ws_^jD_@JnoMiT(m4kl8`1QlIJs1w64|*3$hBBudGs% zpq?MvAYPdm-?!i#;u3tHmxx%B>28rXil6-D-;2qZkwtv+q!2i*KwrKHexr7?Ss#j( zRmAFy?8qrz0Fy|+^yX-;tT8q< zlVGj8Is{X@yc}@i_wOwZ`EyuZUok*;C;kcOog{n(1vM^o@AKWMs7_WRcSp&X6a&gY z(8vQ9n;ti?x=ltaE$ql~gE3eFOht$_=g;tj)(o^gQy+~AE1A^QYaGaYM_1d^1k<0^ zf8(H|A4~^69qxw;d$$O`T~ai&@#3DZZO+lvCazuW-mr#8FY{O`g(Ew=N*R&9J_L5} zE^#2@l1dlgb0hYLeA2RJW(Ku{(v#586n!_Dr+-b+ZDw^KEqRibBICyw`sUO=GYe$` zZP*DO8;VRc&`|i2@pV%F(Y<1wR$`j6&8Q^g2-lO?GXG>I5A zHO@2%2_S&eXz48IG$$TyT^RH7lM50K#TZ{(B*^^CD*{LtRKj&}@#c=)^CiqaH6*~h z^7G&O%-Y9bWWVmThPbrU z`0*klA}&cXlN+2Mmaw1qOy`%jU=Z2!rkLP-#oRVH7o^ z#EAnVWkHF=DRj60p*tiZt$~e%?_j7E(i@3mgj-YQhn+5nr4={x5~XTZ^S^$Nh5ofzHW9V z#k}Bxf{new7sC?do!!T2I3*<`+?&Hd8s(PO*02aLk4w>3A{3!GRE0 zR~rYk4n6gj8<+5|R1+h;g)%E_BFB+X#@TuwUd%r94Z|WMQwa$(MRPPn5i=QR+}V%` z5C9asdA$X8cB%gIj>(rfs?2AVpNlK1E^mnvCGhk86}<*)3f6TV zC(01S-s^o6_fbARtu{=`rJp2Mf5w91Wh^tWKpLeIY zJjj|=8_!>(h$8P!9d{#o!jx3edF=a^@xR>}t?~oF^t|bbz*?+_aX-6A-Q2r;5MP-8 znM9}6f;!(mC1FF4%_MF^Z?`rO1P7iB2Om&QU!}L{Lrt0Y0q5qF;V+j#t)O>=_fuX~ zOumHUQ&UgX>7V@kUi;nI5;j|0?l0xUhiq6M?3nAl_?%Di>wQILTR9TbN7j?mhD*!Y zeV=>R3yOcr%CqO^BlfeBkwtX~Vqo;MB4S_;xSamtv>9MUyzYKuJ3Lfqbl3oy8ux~O ze){o$y#OmMy}&CZrQlAE7US^*Qr?^wS)q;W)|vGm-=6zjjt2BPh8LIF>n%Axq_E1# z^$i7ua!7=-x4W@raBBEysxG-bYXt)4}fVJ_a@F;Os$>vfI2M1>pg?Bbc5 z`^%ICoh<*fvQEAMWDm5FnORyM=^oC|Y~taRKNzl`^@2jnH`L_&E+||&y1nsClb8;- z=vJTXZ|Y!s>%NceIfBL@K;6BjaDB%0YxStrbB&BL^YW6v+&>=mdNWW+f4XB^TLT=^ z)P&gM@%7R@o39@<7ESQXL?Octx_`XyNMUMF?wX2$(l%9T%JbA*O!{DHjSOfc7rpt`_%+QEtu8)`Q8rNNKd~tcWFss zG6%7T$nYyAHT(6x^PBtG7%lG|Ean=2DD^K^fRid~fotMx9m5>``a&)a}N zh$g$A*Za>k*8tT_qO9Tm+U?WgiA5qJu1mnr-{J(tpdo5VVq@dr)VI>A)d=tX7c-Y+ z^T}OOI>qh+;C>mLbVndd%ee{|42*#RQht0uY>wl<4jdo<#uZHSb$EOAcy5_%-Lo9; zOJlpZ^l#vdA>4e@#Vq>jEa($;<1#!96jrqor-ixzV^q_@JbS|~sgKgofiS7$nAH4j zQ!6mR(?xLj+>A$l*ZV+7gdqBt&}dYL)N`zFE>EM?)`G9*`T9b_P;e%RWb4aOQspa? zSlRSV$48!jo`+Y=F#79qa9k*bFwwBk%mN7eD7+Qz*^)wK5|^{62agFXelDzf3o_oc zbKQ}N9b!RRhgSFV7It5Y_nDXl+8jY4K-Kel>{Cv5df|6+&M)kLQC9mU!i>t4GrkV}?>%B;p5CSoZs;X8uv4Gp$UK~ZO z$vD224p8U_c(ykC3oH^(P8=TDdFUWvJ*w-3XCKccKo%A)j)jczHBi;O&K6}~q=Y;- zc18-Kj&p?_FR>>kRuT;^m?fNW%beWrZZ4cb?DgxR(~V@ z`ZX>^+DouXzdweEN`K~l2xTmbj|!0$T-f65{+^*JGzq5wF*%AV@Py3Z_a-1o0nQD(WWq@eS7fJo#^k zu`oP5%8Lp?C?S2;c2ky?ObnceB>wj zF#BDr36VjgXAxI1lbjS}ZQWNGk46!+UDw|?)mk5B=x3{AUgIV5+N!1 zk>=O0t>>=?$En5cwce!U1s;v(u_AF95uUd--|nj`-2Q3!Gi|Hi$O{Y47jy;iaj8SE zFKKKLvBbS=#1f$q!i=@~p}EKb-T`gyGVN~9OkiNJ$RR1%{H_57 zCYM-=aitIDW!YIRwI&9{cI(pZZs0y^%*<1>7#>vIHbE2F(;a-iqko!Vk%G(V+gur@ z^^-!0h4M;aot;6lN+HGObP2Ev6)-H-@Kuwm?O9NiOh~aLg@z(Nxbkk?f4fM^!z(73#PDBDT>eUEbdtG$*jYU0g1ZLh$z>!NF;;r8BBE60wIu5;5HJ8(KlZp6%qh zjUnojQc*AOM>>%0m+3rz(Vn_Ugrna$amiVPZ7%+Rq-Jp(im{q2O=B1w>>ESu{D#wr zE-enutS37Ay$=s*Z@j-hbVYY;jo8PhAT*YGyi-fiO*UZC>$qJ5Av zK2$Z{E*Soi=zeDO3lk(O=N||Gjl5IwGd(5nl`Alc88xZqAUjwf)u1%y_FW#}s}TqUh^4*hN3xvwdYpChS>h zop&gCtS4b+ez-&WkaFQ39I|z+8AU+jC0}omCAzhJIYffX27dade+b6Yla-_Y=CIHH zRyEi;Ib!N#7GM91@81Sd^xAUcOOvzQZ})L2gPls(^WSe=jG-79B6Bym>EWO5O`knn zjv#4h#xkHjjBYu*jAe!2pI<&W<{y%QWeJVGIN#D^VnPNyN|t-Gu|4}2H}mxM8{5ZT z?_d7qT5hi9vmvRtuDwUa4nZP#(Eh#Tk|DBBH8Y1fM0gMI)lpR{s?BK%M8e@*e{sV(r+dvarW)yAx5rS>U7y|wq`wd^u8+^di~H-b z03Y7#D=vpLFHv`Sd6@f9C`uYHnw#6t3UA%!t@CbUWB*}UE9-FK!BwKAC35r?fIgTr zf$>5(^fvH9$@~Ek3-;vt7JSiF$c?Gc%&$a(fN(hu$q{1n>2R2`vnfB=p&L!PyzP!c z^mk85#bM`wQpg9*%s%Qk=@C9ZZ)`&_FeqdUM0X}jg3!N;DAFoz6vTRMDRcS!eWgQRaH<{HZy}IC~$Imu&94| zGB)YkWx(S`#K%wLLAgDGi#n>nbz3gl(671tBJLh9LNT@m$gZ*R{5%j55s*|C7;ny) zj8qS2iX&9lH0<4!-HyH+$=k%wTwiZz1~uD?Ik7{d?4`_fIm2L3lk)2rWjt8AxLmw? zhbyQ99DRvHA&ZtYy+nDssq&&gMojFPOvZ_wlZ)*O{_ATyyoq^HMJYo)Mxi)bKy7Vb zq(T@$Q`7JmW=s72IT}X4IUh?{L_}C^Svp>qFOG`s?DywO`C`>Hd+lVQMDf+0airGP zzEx5t#h~B#u`p`0Tc5D8@2qVXYf1@SRaCNkv>{KxhoDyVg4XQf<5wm>q#9Yle)#b4 z*gJ`mlCs!>=6-%Po&}<$f-1O{6sE4L1II&Ja!-l#GUyDbWivdDj2UdOu4!U6V6?6I zI;|aizPioqd68EWU9^CK=1=v3SKm+yDipbQpy=c{5DiN_mN-oi@BKTBh}253Z`rzB z5$Nf`j|FRue?t*HY3Z}Rr4jIK>_UC}cDDcg2*l>wvs%Y;YElr1huLg%PkoHPCAVAV33;~DL82ta^?5%_1_@eJY zAi;u5a0%}29^Bm>f(3VnAp{K?+}$05ySux)JA*UW4xjIDcdNE`Yqxg(n3{Ukef#yh z=bn2`&rEj|A%?O|yBE|O^}MW(PR?jCrbKTr#WiJ3eNb@luX3@DBz=9BAAwiRSXf%s zzf=jr&1NYP@q-5+pXGC>kHP)e`ySJItkr#J1U-}I?&|yDL=UaWo5($c zpI54SYnG7YWM;q6^Yt}FScI{z%+I5XZOHH3aY;#<9F-MH@K%O;1i87@M*dw*%e|jc zQ+sw%+}+<0HMMY}2!u7Thy=xw7za`B6J^fn{$!P85hEgghQT-s3iN5OGCZ7I zs|gGyCC$yJi&tYR|EEH`($F6O+kd(vES$_N{B3Kr_tVHok3F@w_x7-iy}gu7;sknn z*3XWkPfHXu;oJw;X4Ac18vZ5-j&1{olj(yZc@oLIUsa2Kym-i^K*7Rxs4DCZh-<@b zbcicNb@7E8Zyo=s)DLPO=>Ra~jS`mKe?^;gJV5*%Kte;~<)EVLdG{q8%hCRDAkq=! zVrzijLOJt~LZhN5%Wvn(I5`=vk7e)X9G{gfC@KBz9%(!k-shT)t()1WY_;?K%R}Ir z-nMeF)T}-(x<%q=PW#hIcM`RN$*iD5*qi#q-Vii2e^`_-)|0`$u8}WJPN88UPOOPc zOfmDNxy71Q)P7CZvQ^oi)OGM;!f zhugXK_Vx}AhH)p2=crwHcWZapJUxxAt(gg_tXRDAkaq;U(H(_TG2z{5@!N5k3}b2H z1lh+j(n?foYMl*=_Mcq*Z{V_qgL(XWgGj$?|xRt`E6}utE0>B`UajwZDIBHKS7%aW@JNRI1U) zB!M%TDa7?gL5SY-^7L|#U!lw9L~b!DadUNZxc#2QjDlo#X|U^GTA>reRwSGl;`8*w z8~)vU-0LRz7sPH^ujD;_-!0$j4C?@px}#%dL{{iMT`y7R3$po{miai?OJqb52_$ol z2Wq@xT}BWLpUm@n4-CbW>*J3@;<6gq+A@ds42Gm}MGitT>EvIoKO16DspN+O<;nvw z=Z9|J%9>o@{rq+@FK!OR6Y) znBwZ{pG28d(RloipQ_xqzN;52MR>y^sbs4ZaVm&ssu2p5ULP*TGGo)^`V9tIIytFi zyYL3^4_rFCsNLU>ENape^z^8`zgf-G7R=IMW1s(O_nzPBXL)<~yiwa|JLwJ(1Eg?R zmyRT;ONFY)wELEMJ!s4p(%|F2CV@+~wDUa*xGgMv(s~&m5ODnv4Kyp1GX6X6(f>s~ zH&F25-_sWaRSMZs7^J$<>(QiAMPd${f5*$=(hp8TE;$6d7+mlL4LIiJU)L%n0(zv?OMw?23d>%?wRe*U=# zT#(YY`|8UvTxgh42)(B4nL>2{Kzh4py}5QI%W(9a2t5~cuP&QJi-53yQAt?sTBg&w z@Yw3v|K;4REyPzjsV$yneyy37ROEgAYSkWQdbP{H)JWL%x#4YQs;$|{VJh+OpD)k! z4C>)nC!O!Nz~w;rQftkCLtal6|Lgmx4)UCwQXB30rW%b{Y$mnM4y!Ap1cBDXO(9Yd z`PBTXGDWy&t2w347xdRk-A3@qL2-Dw%%FVp@lgvw1_L*{ykb6?iPmZ{QzTi`%P9G90Y7D{ddL8zhtnI(F4v^4;g%8>BHk` zdt-kx2ovaLOX7ep<7^g>H;N)6)pdQFS&0mmn+BUdFVDvM!(EQL=1SUp%j!2Yi;ehE z*x50?z0D^gSXh#?h*b+64w0At#jsN3Nf=vz-7hzvHO8{nU6|vN{YG2ePc&Vqq^|F* zrbf?hc$^XD_TgA(OTtkE9$u7AUxJxzS2+Q%2}O#KwCX>W|NTT~fS;|i&*B_(TjdOZ zzs$0Hc5ARRo2O;i-rQ(EU~ih8j284QR+W5j$EY7uA5X2Ru(>!K41ir)ju8?{VpJ|f z^u8w_B&modVsZF(zIrNYl*QA_wK-LYl*UN`0KUB@U3TnV?=uOm_U`St$61|+({XX# z%_@#eD?dL!SwNR+Fzg@woO-qB+cebgD8JZHkBI@72ABm0B4wjGFHwj!z)`KMJe{FS zmC5#xitRPom;zvM5z#{>iEYkTn^pHmzWN>p)z&U7K2;iXNP{kgz_`7av9+C#rGT*| z>Y;zR3V=#r+AJ!UCamy%p8Ev}x-)%!MOuL6@-0%JQL50veV}zYLVX1q7?f(Wfe+z! zrc|a;@&}{7n>+-?x*~ITfCd)!RSF*k<&}1Occ8>-K6dW7&LjkCzOf1*JNJ7?G&ord zIMy1+wH)j#!7m^*HH?p%4SLXI&?z<>otr5r_49LmsD$FMO;wS};41>tgX>9g998|U zudjL>{&1MRu)AgNsI6MqeTakTt#2t;g##H z@zWZoxyht0lxAhU;sidm! z&p0B1I>eY1)|#Ja6*|KOLwX6c;)fG2ci0$|Q#E;l&nr|9kMH({a5t&5R<`3S^>S&! z1r#Z4&d2Cg29EdTjuW51QHKshmKbhsy|_DUjo~^SQra89pnwGlk>K8jz^h8_VDzc; z1QNl}M8?uG8qtJ(=f|^ukO}xCrgP8MEZdU*YD=Xhex<_^%2X>E`s?p}2=>;u$BNoO zegK1ZPY^;Ipu%_Eex)d=A4&IYZg)9^k@?%WvCHYkH?!=tGs2t`IGASz7d*GffC^%zaexE6*ZaG7(^a_$T!!gwTk&<3#D$Oo0 z`EWtQd_0;)~SoQ{uu~@7oHnk0z3#xqH|wl|XvcRKMIPRiUV@YS*k%Q&PI- zcO*ZPB|n^?nVNj^r4ofvFH2OB!5_Vz6dLIf5&FmA2e^B_1O<5Cv3i`nJV}E${;{^E z_6h=~kbQFt$12GY&D-R#OXp0xo5&!4^rzKUL3ngJ)Odav^-OY!Ag=meAceLHXK9?T z&1Pn1mQKAlDWo2T31WwqDN!l71-i`TZ@K$685me?ixkASIEf?SWM?S~m`9AHsM0R^ zq{uNTIxt^cygV~yW_oz-oJF+qk&s9?+>l!7OXcyD9!_kZ%4P}vO0))yVwGx8SSUac z6JKo1GohkmQKp!Wi#}byfan5XsiyRpxwt45qs)^Ux!BAhZZB;AQm(8$JX3KPDU#VFWmQqJ1{!P+Y9JCq{f7g6Nl2PnolmjIB$!R%GBcZ6 zG4N7N=>+-tQ||^3#`APIUe}zqdY}U)P1O+5%oZ5~g5CpZ$_%rR34iG3a&-g-)!3wT z|Ms|yzzgaW!ez4xcP3BCQlyam=Ry+`6HgaXMyFbIk|d5LEn2F!@}xo$B`no=!?%U%ohUOy&2a~~65sGdjRKDEsQVk-WX=l0=XuDH+L*Y_8bzeQ}~U*16BPdD}ELBxK2qv6tV)EW_S zRJcMLTg0^eO^)&O(p3g3t>)*W`PNv(CfBBVdSJI|ZGC^S-vy~rNv=o~V4{$j?`|&< zeQ>P$`?rHDg|j&xm-!?S=%GjoEg%4!-sl~GOz^k#>p;hIl;3-S5=o_j{Fj>PnSzf8 zs1bKPY}T6o>DZJZSEo|=Su3eo$!>tA+qZY7&1guePHQzcg+=&i2no5?EP8)tIxHgg z`Qb8e7FQ7|>crT7E%{^~G8o0;M6E<0{#k5oy`_J<7ec-C$lLz?fz9)V5}ZS{?L5gx zkV;cE=c8heAW*o~-I@&6?JQfH?FPVrLNwLd=oV`+)RoTTa%9vt6ed-g%4Kn=;Iy~3 zz~IXj`Zxpi$#ORMaB?_97Xh-Oe5p;FR-#8RrWmYt_)~gAcwD459qGk>Qul{BJ}}l> zr93nhhr*dpn7(*0B$$jQj%6v{pIswUkr^0Z(n(0cnG7(ymCs2+Il3=OsJ5xrTRG{i z%J&Ewi%g^&KiIvl_XHtne8C!CZu3OM`4t3xaS=~rQdzar1Kr}jh%SFPHk>OCv&kz1 zW?dBGANG?2k=L12W}jeL-5E<%wvVMN^;C#Oq?V`xAN>RcG3i6Ih%@+VoeH!&0=J9? zqRbZPZLhsIJ0ge`SL&t-j<>$o{CK%bYCD%s$s&eE*x40LVl3Apxg!zN8}^|liLI25 zySgEBwW5?~9la*zlNgSbOOx>677yDx8*B5N9`u2P)N3+IM3DHyEuEDaLk6i)HL$LK zA_@op9Eb|B))Ewl(e;;PZ^+m@=;5xwMAB;UV1lr`0+%f~9NR=!@NSMqL^SdyE1bMU zk@(A3Qr1`!(R|jxztxIxkX={Xfk82J*uB9i+QW^ud1CMjmEttCngipJH73$2tPLSe zO@FCSwEsD5LrrE5r)9-!YqQwmb#=b~vxuGxL3JcGc@C5ciy|s;vt@21w}>X1ZsqcO zM>4V=E!TFrd{b`rw4U1<$EVdSG!}KcEHo0nL2wgKpQ{|7&ckFJOQ4G_)crUOsR2?l z8bcx!6k4^dHJ%%-nQvCzQ!FMPuXx#Z`Um5?EA=?hOnS*X{q?Ke-TAVT;aKI`0RBZ0MH&Lfs)N_)CjQTB6;mq1)|w zAa@h`WVg{bjfRc=Yb-^(>90lw9GuZ&B@S^cOWxakvvXh|7(ER*j#@ZqXnJiw(Txp_ zzBSqpHZA^Cw*vx4;SZY^3P!QzEF3b7gNy0O9CsBSKY)KU>E$b2FmJaLnucw~~;L|nG3`-8Hov90i{7f)IZ(>3nj0mB(-pJ28Akx#G?JDjHq zQ=SNTOJ(pjSay#>PS-JO)IA?d(AC7m^?PAKg&yJrW;5IJ(uH|M*@uRjf>}{W}r~pYvy}*XAED{Y%RB zgK^m?0-a*mI_tslG(_CrRZJ8z%+7_Jjbv`Z!fWl;YcE)>Y9-Wq+zoz2I77MO+sBpLR4*mqThNFFt^%hxvJsk zFkjl#8Bmy^ruxx$)xQ;T5d%0Ef6g4`o zKfFYVWT4%8ai#*Fm+%JxecbDt_&})w!)HPNc4Ip;BXWkqxSNq?e@5_7(4D=NtcWrgEG~AvoO4GYv zfkio52Ll)a>=h>ncwLz762LP+*kv^68)8oP z!;gxBc)mv?kgGKZ=`%7?o1wxQJ~s`8+Kah6C&QFzdymC6?68 zrsZ1cI2fZ{2?k1UA$G{!U&qUA1O##yky;IM-j->cF{IGrX{YYu(EFRd*t=y*tx1l% zaPTCuSOd|A&zC^pQ`fA1hg_qbTuLs323Cd7)8j76uOdYrKspT4ZH}%7caef}^FPOQ zOf+GCsFg_NyrpVLVq$Q48VPHZGfzi%jiqR51CP+04~Fi(hb~c*1U9F!N&5e*Rw5#z zRHJowS8phXf~M7Ethbm9AqKlTr#&U;FE}22);yTN(#q(uC_vFhB z@}2u<+R#>GIJ=EoNrrW+Y!gS68#`)o2tla^-L<7_Ks& zA83?&nj)>xL}mAO2R%Idw=ah=1SvaTJA4C!aM|ykKu)i`^JVzNxVRzh{d>wjDJN9Jyml#f)Y^Qw` z0%ss8&i!E~pQLHNV|S%KnIh4-TPi!hpItTGx2-(T>G^q0<9o6lAwPeynzT?f4!1Lm ztn6-5tx3oN4I(CEL}Mc$sh(qDq0QGimpD)^{^Jq0GmSTV9e+rPH(GF}{ zyX-q-$RtUz2NshcKc0zEP~BkO2N#S&Wj4b75>kvfb~$+!X$7R!n%b&9U$vYT@oUuQ zTdChY*G*5~xzZDQADa~Ni}AX;?wN^QYZkhqZLrOAzx+vbu`9aS;c_AO{sz>@Ph#?X zUhs(dVQ=rW#|-ybR1_Y0VG?<{x_j%9P7@Bf&`N#wmHYN`a;9Ldx%U^Od7PJ0Xdp#K zn@DnPjwn3B?r9Y+FMEvaKVLoynQAu%8RceHJG%%%{KjOIp-jSW{Cb`Hb2MGq)*Re8 z?(QQ=Tx%mZ)&SA^3;Vp4WkBWIyM_hNOZKr!ClDd@N^UX%mEF3_1@^)B{K% zWfO5GlL4E3e=w=Ly8H`uZx$BhQa?MKC3A*L!I2nep-T6~kezKHF$4HZR48;`RehB400wEhLo775japBH6GWo5da*0plkp<;@)d)chy@2evtn)bo@GUZ#IOn*W^ z;Iy6Tls6kysViPU{?g_%oG%@LgC^g`ZT4j_ip3KBEA7>yArKeE^>U&+U2FLn$*R0Kg&;!9pjO&Lf1Or3k(V;oO2K=#L?Vfgc6oWa_W%O zNW$(61+4~H&ePMQ7a<~Gf$>^p0Lg9}7B?%2#1Y<~!6%m~Ck1yr6T`#i_af}TygRsi zEPa2rw8ZREypV3bcdk2=Z@fRUv{Hs1k%m88Xlzl$a5h~`8IiBGd7?_S?35kb=8ZEQlpKYI3L3-VRYxDln0{CO5h)N!><7vRCIqKnjbueGr zW;OBg6TINS(~VlmZ%I3o{!biJXBidqpVPGPHc zAgR!yFb_&rTf)|SeyBA=m@PVO^@T+=+TeFPmw6G37>ufMAhBMwI(`LDV31h8U2wJD zWLJXK;^5vkKwUae>OMbC6OIiNwQDE_Vmy^XWDFZ`WT_^eAv_#`moO^oX<-YFeffLuc%-@>#cCLXW&EI^p;>*nXJZQ^;EkuwxkF29O6RHfoN_*NdhbX#6lo)a*9&CkLLp}L<^7%|I6%YGLG9-UgJS;V zL`qguXF7yB5FtHQLM|;GM=2&TQ%kj6Yhv7;$l!9G`e+%Fkxs3L zd-PmM3SSbNg&f^Mt6vtGq*gOJSlC7pY`=Iq`})lmQ5g#UdD@YTCW@#3qk@S0<1Yv} zO~x-!;3alVUICsNGYX1I{uGm78RmScBZwVr^^R413U4BZX9^;4{HvJ0pRdpx*i;7w z|7mgzDASA#C|arCzeOY9mwE+3q;XlxzIb|WZ$Vt0rKm-JxEo`c>%+riRXsgwO=P1% zWLxEb>#dz0=#d}NLs$3Yn~8+^WT7am3$LeQU`mN*wBH+vy+NfRm6?oA9eDdfIpar% z68sM`=!q}a5^l6ptBR^+BO$@03r@mzJ@Hv4$3sIKOCNp&eujZ^IqJGS1}3s=g?@J1 zg(;9hBbvB9b~%%pNZ%Xo9Z%EJky#Hll`_BnV%*c>(mnhKgR03nM8NxlM6X9FZJQnZ zi3FM)AirrcVlm_@lX(&c;?n8FSL$oG#KU92p-}Os-=9+)U<@b99i#RH9=o`l!Bzi& z#-M}%6YlYh;a;W5)tz__F(o0>e@q2tvW!GyT*&Wnt9ndsXuBY|98JMgk5Q@qpbH9MVq#Kwi zh`ka?ZWIY>^3`q4;AD8Zb_A0Cs^@rn)6$kkg8wk1g_1Ngh5ehv1=Kq6t?uwh^KND% zeYF-^J_c#+RZO2?s_h76fb*IW_=5nAKyts?!q)}VV;k4|E7@?GniE-rlZvaELY?S8h4^TTWlM^w~YF`7``G_g>jCezy+ ze%C})3fu9t=yfgJ4Ts}SpMI-bKR_-gJDV#pQL&;zKBsHF#r1T(wXw~S)L+^<3w1h; z%_1r;E{-OiTwhE~!`oX?Q&Ughgr{7+OhdIu;q|IhHOy=jhciO63L=%GclZwh&mJMR z`T2Hl$i>A)4e_p>40I)Nf~3xW%m)ns01ONa%+TL313%Qg$iFF6+;T%mJKL!vDsGW%3`n@Oxx$?p!Lq zzo}J>?2l^cu-f1d5ux9}ll)H|lal}d)Z(e^E9;^mNAuyu7x`blYIVHGR$P$;qV^C- zfmc#`C=wq+JnZV4qC!`-k@4XohL;0OfCmwMJ|b{2W77X^G8_kCY>de?adQY!Z(VB& z|8yI@x8YL=|HXuh`Ak5kfryQbOl%Gof6)Wo z{)5qA*FID5lnnh5o!oV1m`)5Gtz=fYBK7U9$+69&dnl&daI)6Ibc9@;JP>s_z3v`9 z#>H%6ESBQ&S+%W6Eg1E`E(d-mAwRc1O z^#E9uC}JTy3yZ~U;Q+M~70AUZLm~GIy|IG^XZtz*q`d zEGC1Oo&NA*1|lLN=Yz5323uVtqwMr_k>sc#1nf$k`cjnwnU7nrX;!8;Ha_Hvhl5YW zpx$b}M77B6c&0yJ#`|6H6{K8@YP~R3k=9)au32jhh4iTlgJzKm9d^qfx$|#(@B-fG z1Q7wBI$sC&h95!Kr&Xq7p%n~YX}3;j56xfV7COjJ*Ld76@)e1_?)T@pXZrKma1)!;i~$OXjc7mAZhnf&Vf2#na+dV^y%H{zr7d_LWpOYT&~?4 zx7IQHm|vb`bc@UJ&hhc_)>gIqr2!Wg7cp^G764>Fz)Q=7^A8Nr&?_?h@7Fo zWj=$Iwqvji%dFgy;UpR`!_VbzD(Hr zJLP5@F4(f2+ikRgN%ihjOzdj-JmKxl!vmFoAS5JTPI~!Yz5?MYOH2$R;Yhi*&g!0h z=X5nmWhGcRE&rP?MpMjkx*+&UH-bxRob?E2Y|PD5C%q)>?e+BGks^CVZEPOjyj2Rq&T)i<%*TwLoXX1~THMUKAWjy{b|uQo zf6fFRP6Dr4E2=NIx&x{VJBfIl$c^mn4U3g>+|E}xeoh(9`ue$O;pF5j zt;R9ne?MK=8Kx8qVN*_)8)Rc-)2s_fux*B83dAh4SU+tc5f#dyO&;24B$a_xrPD z&2lZ{+rMR+RU1u?WZ09TzXXhnaz`UMro%&*Rx;Mk2{ZW^b{7&y}sPB0aE9+5&$4k>&k6qu>GvJXa zEfi?gn2DyT$i-?P!b5Nz1E*7fpI;`P8f{)N zp4asR_p-6I1Dl?R+acR=cfjf7OUz#@TnToIiF9}bgy)Oa%Ul6&c6OJ(P&8-+tg$4f z&Hixg)p~2LAAOo3wVvG6siFN_?$jAOAkSEnKm!mlNqboz-wPB1&3W2 z$>@K!_*9D5<6M7~w!o+arx^4a><@nce6RVB(mn-$B-2t$ZnF4XDnxSGJ zPknihgx*X6gQL~$d?bkp<>jguMf;!W@mjNUrCzg6gH6hnxPB{^w|A+gU+2}4%K!s7 zlBN7l5)!aHT&dSV*o+oZ$%Bc++dh8s7xsYv#*T@NO{?BB!I;`^zfo<2Tc%;j;3J=^ zR7oK8Hk3dIiuwiw<`>b>ARw6yBGYQjq3ni-McUX#4i0AuDYkp9*y7{MB$@As_4LZ0 z?yq%DwtLT&VC+IRG;ni+{Ty&?U(Drfi6t9cveOsy$1caSMVH{Yw!7Ce1xoQVGBR>< za(<;%3w67^KVS9kSnQuFl*dOv2%j(0r1IgZGT6V+Pi5bJohGGHR4GQ4Sf9|WveJAG z$6l^Spel05CSGaS2bx3?JY78u)mt~U4sL^&tSR!Q!y~5adjRUaZ;?WcExz@_Pj?0e z%UKvjMU0GqpP>ADCK^6BL_@=X!j5X@iS!&R^<83VCW9-xe>%V&2*u34^JX94W-pEj zRbE<+h~7yK3yW_9vY&o7m#nSJA2Dz{?gRz}^*3$;@XrloWk-`qMM%V;5Walj1$V{y zQuT_8icMR7r#-0(o%-BhTW)S{eqWH<`&|lYP(p&bL;69}K%8t+1XHkb+-k(Z_s<^} zgo1*XYgOy0Q`k-)3gzHY(XagvdA;J5^LF%lj%Rn7Pe7Y~k%kIlpC=|({Dv~pM1qEr zStcm3(eEkvh=_g(8y?P=eg3Re5Y}ysLVW$S8;e4G&_3)yY~2kNhWTf;VEYyBWSNaf zAlJteqvCyNNXo+E5ZpcsWs@$}2X+UeHA_?|)Xy-IgHYjnR#)+dV#r{(c6QLw(RZ%w zs0qZx#B7$Tx7Y1!h2CFoUI$xRTSEc^=h*RB;=WyM!XmQbh()5Z;6c<{W6P&mH98-1 zzDfHWATBJlJvilQb_(8|4mv+2?2LR3!z7{Yin4O_=_FS^rpyJmo&N9vipF}5b-K<# zU(#uQ4 ziDZa2lXjm;NJzl#9%gNA?c?4##1DD#IxQ}ia-y$+sPMjh?Wxt)j&B91WWxMcP}n|_C#?+)%@lQvU0Z}@~l_+$AWP8yrrS=TU)Bjq^-Bx?f` zP576~m)AR8WMUW(znIV>MX;Ogn~AXkfc})KFE^{wc{(s_*W!JyhlIprv=M>62LfqS z3+0AmDFS}~{uPPOwX(e2p0#5P*8k^n3`$=~o4sBh9hH=n9xm4X!GioNokqFIU{vLM zCwpHo623v3hq6GhF~w|=VyFA%2ADc*^PG+-$_wR((~|Z_>mA1yD}mP(>n$~&YyiND znO`5=+auY4;T(hROk)+mzyYe&Gp?$$&{*_$04`Tl0BlX&oJQC+aC^}ZmzN!c$p8S< zS@t$L-d->qUQ)#_bmW&iTO5p=T@P_# zSZXSybEBc58CzO5gE{Q^;W8Q&Xv``S%9QQ2KN60`!0UZ)173#Fc$(QxzxS!BDR5(O zJzJWdn5Z-#PX+6zsC$2WE<1jgqbV@!u#u~T$7K*6POw-Y+pfm4kS*7;Sz+=Lg4=yN zA1>Pui@{K|>F5o3qyk%AUUy2CR2q((0~X8J1#})$xc|NY&6m!X7Hx5fAXc16pXR4! z{<~0tD@cH$%b?gJXw1rLaj+wvo_;h3&&NlrmThn7b>BDq$L)M5HYlA(yBY!?AA{k& z#g$&CZzyJIxyA?*m$lj!Uo<3^m7>{+#h$2;^ZNx@sBN@)-o%hedfgr=7s{o8KhYK( zjHS#rJ6nK33(m027*(M32cn}N&{;7maS3{$k^82?s)0^bZxVSvnnbga3NPPqnsO<-h+Ps=e?Od0^g##eWh{E;C6!iAO2M0Yad0AZ z>O9;vi)N9C__ZcPNn(S0Lr~tIFFU~!BueKe6*Kcxe?NtCPlqBZ?r@jC%Xz8dvCm$p zr?)% zZbrkiYO~WlUjdoz2L<}>)ShjOzr8|4MXj}nPiA7$25P&gRq7P%+q%2#Jvv4a7yS@# zapyW_MIqp32EWWk;?Gwb-*=;heh~?H_0>uJLM25T&l1}7K`?CN)@?{O8>UldU5u4o zq8by8qXZj`M2gF`lw@a{lwuy|gCQEKKvYuW|FK~Ij~?yAJd6B~6a8=a!*~AQSiJv- z;s38u`@RLK`GXUaZwxLsTvk(Nph$=Bv&II^f8KqlzhAs)R$2hg7)wO-<5fWPKYNPB z&evK@g0)++vOgFlw3n$;9=rwdbH7pFPcPP6!Liu#pbm#(^1#03dI0|aI3B5XTuR&j zpLzaYPV@g|QU1S1{a?c|eIMW46H_q%eSHSrQ8=5Q%#*2?E+KcgA>rd+A0$|P1eXh` zyZ;jnCbq3^pI46YG!rxN^OdG%aX(YB&yo1x?s&ceTr^a1{)m74cR>({MnH(mmnf3} zfyY6r$%w}Zwz=T-6?A%btJF8SF&~J?k;W)#Ccn6|&J>~&g<&<1A3=q%vm@XeDANoK znazWRMi}te+a0u75xYODvnANP%7K6&()su;K)3=G2bEaQ$5BY$-qLydo1H-n1+sC1 z0(6=Z&Q~42UrGEw0rcs=_ir;Z(* zb_S4U@<|K@TU>hwLqg#KOztlSC!_h?ukOsA-AdKTtTjH?qYwTI<~Lo=5_sY75X-gr zh%eNd$OTIs8I1Z7D1vSg4YtE^A)`qJ2Z2&jGb>breZ2u+z7Az(1R{qTgp7balN;1f;Ny8PPWJ8l>DW9#P-`j|8ihEPhi$z@y1u`AJgwYN zQS7sTH#(8RM7qyif@eHGGpf5gue&+$M_XI5jyfff+&u)j#vF;q$;cw4fI>9n`V4n_ z8}!M?Cz&O{Vlp(sbdeG4%@z%78k15nz;HCi^SUQjrPOKUT>5E?1lIopu!b#S!?7wB zj?BK`rdaJtcRVv)gkrtma7)c$l`OeEnNGqUPspcL^SfNTL^sJ|(!nL(og)QLAocZm zxi#r*8S-M?WQqCr??;gJD+?|wvkgu-b{q@YY$0U6JRJuWxI}u`Jv_J1#5n?Aj%9PuXTZrQ8jQ!d~I#1dG>MZFKVTsMc1!A14{w#nG)68R(g8G zQtKB!m%PQKm<;Aiz_D6Tl2pC27jvCn!AndUE}*}5)9I<;RaYOKi2sC zjLqY+$Kj1nWQc6F4){Hko_mJ}ebZ68AtGid(W|as$@!bJ-TRiy)94v_vmErao z!GB1*eejw5IiAh|3^jea#F)62{EeX5rDbD_hwWZcQf|M@EWZVNM^_3%!KW#5Nm!I? z5Qpmt&fss&%Bd=14Gox8QPJ^(hwVJcIvd>G4TJWhHSG-_@VQEfe8DahN8q%{_HzAo z?HMK8#q#_j99yq_Bwso(*y*MaS8S5W02MvgUeD+1 z*Ue!Hi|EGE-qEpYKpfA=NP^GZ*8o_2VxL`@oSXsJw8C^A9&e2egP1-kC~UN{`7-H* zFf0ZKmwXe+u&=vQBq~Kw2Sef5C0f&uNxn{3XSgN<%nnBE(^r`SD_4cor;D>C7~S0v zp4Sk2LpflULn|m&33`3@d}J0Ly}X=^r$HndyWSsY1!MO}`E@-{(sDM~ViJPYyl+LP zlX7*ZACqZmlBZMyDI-d)1QGC6E^Fd9wCRM6&(;2@mbP+Tv057HA5nN9PfxG9 zL$!)b0$ov|ysR73=Ax$SW#vYjauVam|9@@@0gJU3BO@|*7ZsbaLY+|c?o}H0`y(X` zx@uCPpc_RFhwOh18dU}*ke}2%9*g4h)o5IgRnm#SVimTys%~u1e*5mv>(FJSxlmrJ zK=_*2;`$ZbgzH*gK_$T51Qn}sJoTL4UXMzGNW+>*jHRNm=W_z?3hJf#8Wmx0L;j!C z`@>X>MaZ#^_r7Ko$zn4a^z{enHXcop2xsx~r%&erfq!IA8=yAh#@yUTD487Lh4S!-pR4QomQ&Qrk~zYIk&frX@i>yXq6K}c z>*Shv^*Yio)`v3*nV7&iF40t6-9H(rwSbvrrcylE^sB%A;DTg_SLR zCMLk6eu{&vsPVb8kgrY7BO)mJ&Cs)7X8+-szE!cJl;SgTiQ!DX~%Gajt`Nn zEUlW+qeCKNBv9l%NJ~qpI(tDE1l+0l3kk{Zr%5qRON2fBXC92IO7@RlNfJL%$Td~FZ4L=Oz&;ZFM2~fJZn5_{{;KyNdU*WZjV1P zd$EIC?{0KFon$BAC0wbK{oQ{uqY@2I=KFW{RWeeK8yF#>-E(jmYin*i97FKb(x?tQc#L1B(|37!>pU5vIp?!#1fYqA{ilBVmTY z$Z&*cB3x5iz;&Q*WA5{VFkr+`OY9QQbU_Z_iyN?CWjY~9}9aM?fLSu=PSh2o#6=crMNbpuc`Ic zDMDGgje9kz7=D3zKu-f zAQF}m>J=fANwRvm?6mP+hS(V!r}InikFXpV8CHW?V)(B=nIsO2h=MKrv)DBjW?v9O zV4zaYZvchHYz}5(qNBkwn?d3~kIgboet^vy`qs8^BK^Ru{6u<=wdVQ#?x0+{)J9u6 zKW-z5jA2i`H6}w?eZBCL@Mbca*&s5d;(}ks?Rj{+0GIvFDP2~=9z_jQ>Su>TWIH>T z6Voe4ZpYs}L6H^#o?cdj-HeQD?PWq85=c6Y<~^Ui?&qSR<>)Ui9-jvrFgL0?tu%i< z-R!p|Rx6U*pDyn1_djgz9!e%Ls#Phxzfrnf7ls0cbfCh&csU)gFFiii2!6e3ohlWB zf7SQ)etW^#8u@CssW5geDRF(G&c5GR&k=g(>r-7bZE@1@@5eCuuNo5`7b!tTQepk3 z@9%GpnKLX_@q$9ia=GS~Z9=1WK$DA&0&n+#-kx4~r1@AZ0iU7iytAd8PLV|FZqVIY z6VSif{#4^&?9WYnROj1FFs5HbvAK7i1gN@tFIm$N41^!f2Z-JeR-y~P%*P!ZzL^Xx zp|g|gHao>oAUs?gHxlrOI52N)h>87lrtj%>begg7W2V8vif6D^ded!eat;3l;p02} zS9q1%wN(1^a?c!?hWv!Ub|I<-$1QJoh_Y3C7AizEM_V1 zFDRIm(%h_!{qx9724$A8k?82&UgD4mmudneA|2c&wmvSYYMJ%`;tr|8U9XN_#k|T1zP!%>R z&BlriH<&xlR{GmK$1>%Y|FwDb19$hvEWv#L>}Ea@&&I_Q$KfgN^7a@&r-`T%xi>z# z-U?$YvXgNz-t3ES|M5SC1NroHYNcOgn#1WS@EA)i2`naZyviE;BWs;Y_sfLB{b)7*+2;Y_xxv78KDOEr7L zz4o2c|0qO*uh!iO1Z0L|2Zld?G)aiD^x;H?vCMI<&8^eXzCSBRZ*nORjCw}Ptaw}p zlR`9xnHG~^JJZUI7lcgOO|OL-;=du%7mkFV`_%7ojNaXyFK1cFbP_Few3#KF1czjH zZ)0Oy-+}DzE+T@%+?9>+=zF^02x1?MieaVj_djy^GgZmy!_A;`wFRl)@-qP8;e7YS z^Y?EY0p97~${%jvF4=xtL{Go|8`dYQX%+Cn;>ih%v9IU%kQ5%*z;a61 zSIg<&pu75aRHBLXR&E~Uvc&S2MZ}aO0N4GuC}NlF@Aa%x-&AHUW7qo6jp%61+s!@CzjzBB?%WRS=zn3D)AKUX zcUG<1_4cKy&)iQ7OT0Gh^e-RkE3oj69bnu?qI869)Ae0xY^QPGPGA#`Jd zfrpU9Zbjr2aW~3WE%7upDg8=d1Q<`+$Gk30O?AA=(edL<^YJ`6U^!J@vfRkHsb;K# zS#Pw#UCxh0o^N<40Eb_ug?NDgM=8O+I&w)#8FhmV(BUq0I>=NZ+RixRYL0uu)tLvd zm-u;gf(w56Tfx&T<#eMw%>7|OARZIly&RQOd42ZylVKp z{QauJ(MPMSDAZ?G_oJP94;ENHGe_L(*Ap~lpnzrOYr490B$AwW&rp$D%U(ea&p-~_ zwVu_{<7DcqSvrbj_1|9?ie82HfoyDV*jThbtGg&G!q*oh?vPvSa25)<9%G@!%`kWO z$lta&9#)MckSxiUO`DR6ODT2eUx2NYvI?Gx26<^CZrM$BzGUR?nrZ$u`=WqlbhZ^zePr7LS?{XG-9~yX7hwQHGcq=XPFgoD6RWG69(B@;ln$re`4DNi zfG;)jfy(qrfh4+KNfLMlTs@qRc0f|P)o>!Z#3v*(%@$zwH0rRh7}wS)T=4XVJk>DF zg3`vum-kvTO}XlW)#hduh1U;GHWA#fgEkVF-qjDoTW-yJbC#hatb`Hc)i*4LlrFui zmYkTdYVJ6pg4)<%+}g>uZGhtWEc_PZS!wcINQVgirJqg!O};tRMT5BzD=fXwme$$g zj>+A#d6RXGI9UGBd-(?U-A<;@8FykZ^Ure>ogY-!ss*lrl>K#yVw(O7-(8{piqKqk z$sg0{QkD!&>Y=fjnUO^aJc^j0`flX+&GyD*6v_sty?{5V(+Kw*`7FjTUftc5i19TX z$cBdCXK@AvMzvPQ7r)f{VI0R;V#u>L>D~wWaGvcweGO_M0ZUja*1WO^FBZ{%`_Ac$ z()tDweVGOvifM8Q7%S#Rp#Te)#7FAC)Z_U4K%TWWBfS7(Ah$P$R?d@>nY*w3H#p+`Skj*)QP=AHSYLnZh?J}R zS<2y0oal@TW@EXtyS)9oKvmVUJ^#@n5ghS`StH>Z;I##aqZ75f>gQTcYK0FSuW~B* zB3S;!j)FzD*bZRMWo=Uz6i0+<+_h}bmawK1NMituCH_lnylD|-f9B6j-6IW3N^#S; z#qM6Tsh2HqfdZH)_%FZ^%ZJ)Sm#Iw3%iLi;<72SpP1wJwt)3cmj#n=>&>C1dwDX}g z*4@GLB3+|LM~;4jXvj!xw8$ZU9<_S1XK#qVlC9Lb>IJ z;G@TKMMals`%gswgs9&%9f(EiV{|AA<|7K8~cn7{Oqd#+1W?* z#^#8Y3rne5T|1O%K43#RJ|K^2PJwL~`a8YY% z@hWwE`vjXwR|%eKMSpVw=x&teYl`|*11%>fCDqM3gNVnGkuI*lSn_MPr59^@n`)S& z3+of&zr5_UoMt+`~HfWL2gf( zVXksaeEcvgbH`j;IQjbS3KcZGrz0xxm#zWA`0EDg+o$kz<<0g%l#rYU#nymgZ0s$M zRO7{E0{;20IiG#Yl|d?umuncz#8f%-Wreu&qb&zf7yu^t8)3yvYI=%y?>y#Oqkrp7 zjn<&Ihvip?h4A>pZ5?h!8bAjeJ~Ya6It$H~b3A?W?j81F(c|O4wKPE|nqFp(0@ZM1 zGqd`}@bD_g!P&8-`dJsoGlNJAAUKXO1J$&<{AdltqnKeAJRxP(C6r2My0`nr9Z=xgZ?Vk|I@YPVXQ2~ZK%@pIb?pGYwvSo_W2p1>sC+| z>ge8I~X zN)GaRGP09ZPY;V7!ZoA*b{}ktpqpuixacZx&IJVsK^n>iec&1Q|1!EqNk?~!<2TnK z7&48^{N@Bz-QF3QiPh3P*V_fa7WIOjyqS(p#NpPXONB!Zx@L0N#Jo>2PoJ`~>Kb%S zW~Pg6lf`6G;uyCN2$Pu?#-etu+`zG)V`Q{{zW$f@m)R=}!qTM2A7$Dfe!q%)%)$@z zeKY(Vo{`EdZ6m&-w)tb&=7V>Ms_JzWm2CNj?Gn4Tn)hM_r0#fnPHZq!nDx^d!Y3B~ z!5$OXj=+<}yvbja_O? zOhh+-e<{e(tM6NmHnz28p?Z2B2a+dhB?C&Qrvrb&bJ~B#Ue-4|Q;`)D1v^mulPSHo z=@;a&|C1_f;7=L7?a{qvp^@p?ioU#wiNB_ug$@kSc>HthdsbfJpnAZ*gwIR{DLhjK z;zDPbLzxThP3CDm$bQ|?n>bve96C0#bNrLS(o(@`K2N3eH6TChzeC)&$jxgY1X6*f z&j9mMs<&M;G&(2fgS7!s%+XJZT5AGbnQ2@1;a z8BR)>G)_%6%gD-pX>lHp+?O~wAjEj=u8d-Cpir+TZQlZo%yARUQ2=#Zz>mnI(eS8| zetH!Zp1YDnw@@;nJN^adrHR_kX|%arJxEx1s3e}HNJ2s=hDgjt{##VEw>b#Nk`>aU zb#4+#o8PY2Q#q`O81^ACkr%2P7$}lruBllM)AWAZ;5?)7-#tVV(`15a`Qd@J8%d5s z6{-}Na5tWgNs-0{P#Ucv-d}po&*06Xuv~|2r~cYrTb!=JQgxjaHHj3sVc_q-I{V}_ z3&9Y_RDPE>Exje^g^0dV$jBk~>|`2?>P?pnLG<=c&FpUAtpibcb{!r4fvI|8PWQ&FK|W&Iz>ZHf%zr82J|i=z zD~gJUb{_Wt*9V9_m;^gg`pmHMA$v7D&;1W~;J1SQoxBjq$|dAVF&Z>JaiKBvfwxsh`14_^HyHH}Yq? z#R)wx3>8DP)?NbE`6}411y04vDlX;nW2n#X<9vZyME*(S@(LSwUz$h;XV|YVmdn<^ zG&Rqw$7aM#Ccj{#QkYgq3u{)d*Fl_+Fol4Xv@{L!M$?1iJ;%P6oM*}{Iw^DvOM9OE zOVLbx4hjJ$P0}1JET7a+x1|N6!^jCqRi_;I&X&m8D%T%FBPm@z)A*|Ujq3VFEl57s zf$WiFK0abrk)+lIWJ-~coGX8c%I$g9*;g0mD00b0UsvfX;I`7#T%%J3>fvn1?pxq8 z*d?)nt1aH`h0kO@I1F&Rs2 z*8l(m-v9tmO9KQH00;mG0OC%;OaK4?0000005og>00;me0A+Y^F)na!XH`@U00-Fn z5L;dU5L?*$5Ll%=#dTtH+C?Yq;s$;9q>kkEGezUipV+!`s0mEWe)e?GX)AU) z(@flX26Q0sGQ=aN6>_)Nx9fLiDNcCn!~Bg@Ph15lu9^gkHntq5 z^-i+;kLn+brbj@KTN*iw;+@-nWy1gKo5%#(|9<-)-}(RPSBYCC9$Y7;osM2j*H}}W zeWkp5S`mx*Vh`uD)WBj*V#{8!MdkH0LIGd(#WuSCQB-CA?+1dSW{0jWLbK|WWKNfFKFFoE76jAW% ztLbQu9-!ZlDUpyzx>5;*sYG|s*XcNj!;A5A{v`+Rn6xfkD|Er;)EAHb@+{y0VhRm@@{va1rtn;vaH6}TbUal{h^q`?uH?efc zX)lJ)FdiOs$Pq;}v|cAItLdRB)rIz*CU@bS>vq-F=81^U?ga=v6PQXQi;Lc-vJg}e zzRffy9=Cxw^7mQv6l3k3Xb#F2uF>@n#Zqo)`l`js5_=nStRXJN=#=gZuNvGsURE>Y zu{%xV72+=h3{R$U*WOZQX=*FPtUjrEk@!a#D{NPx<>PJn&Y}KV){2@sEc1HfX``$> znM(M%=!*AStWnk9nensgqX?souI6^w+03~J5q_9+e~Z~U@y!XlX%{hxgoyd7x)bDL8sFrsABDnDI(5{^f7Q`8gz#D^_gQbk47~&KB>w6X@+OV*NZi2)s)_)>|h2Hv_7oW)x~GyvX@Qpou1@- zQCRW*j>N;;v%Usr#Yk9)Zl-oi-15kBzO)?GkaKbV!@O*jcRoGMDA2%q;H>Mmd3gV1 z)-pGGEl~NYC&94e7BYTiZYA{iz6e&{kSd%VRZ!n@(Yo$j>z}SzLnpNBcdz^;w8+^v z`k>N`NHR=V;nljtMgJqxtgr*B+gaNWI``IXMaSv<#cQ|ko>}ADDI1Grx1Fs>=Z?1M z^N^cN)}EXrrOmIaT5H^ew+?6i9d&pVZA(CkJol+msGC#bdPpeYbnGmCNpHn8|4uIL zNnn62L%CU!cG_6PRe|O9GnXyzr*Q}#*$H#|YY(l&@n27EMxC)8Iy zK)LPpU+Z04w`i_(FE|qAAME|FZxD0R|Kshyf9L=Fs>puvH!GjlGBP$(mG6Dj*G#Rf z@(T;Y_>lVsoyEF4IvxwSvRvzaOAHUkj_aN-HbM_>73KVAfH{u|@OOB-$K~l>lRtXQ z=g$f_U1EAp)^vr+w=JJ~6S?se#|m}jQv}BAy*xhO`)5}5 ziCdEu9v&W;cm25F6VIMKJ6s(=}0i z5pq|0X?68WQWBW5o}%JgGqVbh6YJr-{~ngY`*gl5=H>bMxs#KV!*b8w!9mN8#VrUL zJbxfnyRcx0jvgQr#{?Z1&Q(6y9B-MoRUrI_Nl%6HzJJe_OC}*Dm4Tt6KN9dfwJkO6 zz1{uJQA7I9pvbFN^NsIO4_5kVGfK_+wY0Pd@$u6bZW-?3uGbHZ{3ra*R+HtSoyIeD z9u@MbLKW82qMBfTn%!G)dQwL;D4+ zrYM8P`goWcv99o_cqmsnyE~3qTT2V$V>74aXk}H^o~yvWqWK)<=3bTjS3`W!{M_8! ztG#xLzipw^8N0i?^DO~!F)``?OptL~GtqG6ce)b3=w;m`G0Te=50X)kAvf3FB!CU| z7{PQqzhVYGy}q6%-t8B@foa~RT$^D;Fk{UjC+eLW9dYMZ@~Gyap@ZM)VnIPc{V9T_ zB_(_g%UBjj1tvAQ@JTX#Xce1@xFCbV1B!Yt^4X3v8X2d>aEhRZ0^aS)2x)ow&70gZ ztnuqY5-2TYQe5~^`%(la`}?u~mH$13Xz6Go-0;=xcWmZO7YH4bw zvr{4w6wV!$m&jqq2@NQRDViNVjl>1BtaVs<#D{w4wg-%G)P7e7ettD<^RjnHQZO?l zJKIc0Cn<;Bpuzj5=Z0hDpQ{#0v zt&&hA{J!j#Z!y(0EE#2MYfD*4X*6H+V0GZ@bd8Gx&uI`c`Li&Zm2xMdNQKk+)CeIT zVJQ*m;1`PzIG;$@&~`3Y;A(!&$~wN-X_y=zADB%>>F(}U{HNFp(Z$U=o`23E-WnIz z>X<0WkdCI=+uI{2Cx?Ch{Mp#tJh0CfNo0&bXXB{4rlx(+;a4_(3XT5xQ|LTq@yN(s z4AwPV->P4++V{0oMp5|153dVn8ylPVBEPd_6QgP66TW;&qxnbsB@de_xrlY0@6(na zWztS62(RH#Q0y!$G%wjFa=}5n@mu|2x$WV4e6=V~gpOGkzPBU%L|@nme=r)+@hrmC zXBLseC_b}=_0GnIf`H&-0um$RnuCme!*QL^ewLN>c6P?|Ij#GnWB(@G)#c>mtg5O4 z2`SR6qrcHMF?k-{siLZ?s(8Dpsf~hdY;0_J7}oj^E?%cAXUnM<>VO7>3Z?pNj20{| zE;_9AnV6aid0%Q!;&?7Q#KgoL9Ui)$Yzx}XiI9>esugIxbwq*qGBj3i6=9SA912;U zc@`~Fy&YD>I9QOE*EK$VcDnZ$#_{fVT1x=-_ne%LzU>Cjv;Dayf6)0gw)3Lq=4&1& zB^vqV@JTN7L7233uK7@w6;~pHo}M0n5y+Pe*j~S$xtV&)Qth~A2#3RMY=jLOAvAb0 z6Sq^3C^xyBP3%9}-^akhdX`~5U7al8R-#+uJXqH)K)$os8GUiQ#qV{_0YKZsqsDnF zKR+J}Y!4suyKLtd6)`h2->m)c-kGTbJ9>J0gl{g{IXTO+vX-~%07$2@nREf91Zc|I z^Y8N|ggBxxFfdF3K$nv0m^3$cb321lOJF_Wb8PfQnSC5wrDOg2^=o_keE>kECD#^L zEe0&$fLLaIYfH;+0~VISe-HK9(FM)({BUi#HxYobvZm$>jHcMwSSBVWqxLY6u&Zqw zm#vAitBVr~0oNZtekeG~gp&)ZCF1Ffo@F7mv56Hx?GC z?(wTCE0=<3J|yK*QCG){OiD@$4(={7={`I>T)!yTSYLlcE`X#ckCW{{>$UMxkP?1b zSy|RUw{sIA6m;Dc877WsGRW7f(;DPQrFs6ms;0)w%nUCwBV!?in4OSOYq;L);?oq` zdl6eeU`HEc+26iFq0ya5>}GucL8ofn974En(LI8nbo`(>Rw)YT*5)7&%j*GD0$h4ubzM3(4ZzND2)qFcw}aowF03wR{0 zX4Xi`Z5=`(toPXxtoR8&zOkt(%_CAZUEQsnod&zV5=?O*Gt2#{H{Hw)9i5$W_4u{k zBrF#{T&6Y}CgMwZdR4w~e&ZbR@zJvkC-rs>H^(L*`+!7!$Y5yyiif*9+P!;FML>9R z$$a0weR~eoCda|~;kvhwkU+wfcy-V(%&hfOYD(^n=jrZzrQKf`rpy~zStCP3(7h&9 z7Q$K<1ogcBh;Lk`F=hQ6UPF)U8K|gUjkjdCpXljS31$0A&Dcv#>@4fz+u_^+D2^&s zSCNb|Sq@K(h@f0fMsX8JNlcu)zPbp^0kwnvh>V4so2Xy5prAmv+-e+j*ay+K2g|*G z|NezrS!D`XI>^gol98*5Crlsfmn3E$y!Vz|8e_&U`N9fTjystn3$wSkZ@50U6czQW zu68#!&n+l`zj+g)g8i+!cJk%dJcJ4%840iAN=t#b>Kn%60wwB(rDHng;~ zG}FcR4FB!GQiwJz(}?YB+*Etfe#@W}$KcZpbnF|?P<{E^xOLoja5w;JVqWOP(6 zo=tp8^sTgXXWA?O!NI}DSZ$!-;+S;lUzNdU>%HvlO9BG}73g$;6e?=C)@s;k_i%e| zwdN{w6}u1obdv$s2pjoAITP0vXR4HjN~n29j*Z^AR;6<;s2$=el` z;nFabgUg45To7N^mTDmM-U#rcs;R0zB;i;EqRonnpMk+@f3Y)4W3r@#ji0{;lZc5W zz9%OqClHTzRA$iI-Eg3T0MkG$zm@+wpWrHHTBU%uG$SYf6GEzLCx|-0RJde^qDwTPMP)T)CV~PS_C2HkOKqyU9q6bbYb&RU(us!|UQW^f7Bj zZEdX`cWzde>0(DDAOYw{l?R~{u;F~oQqag6Ky=;pd!d~5tG(Ulqync_PH%YDx;?e* z7u%Q0rQy0U0X;Xxx8|Hh9Q-egQ+PM_&zrbp`UpAgpSrqy9dro%;#IAg_Y{~t1a}V{ zbr^GR4T}yR1F16!2*hF6*Vn;B%&~_P_3lSqgM)0ew33>dfViq$c4lUaG)y{6`LX{T z_$@MW>B{O@(gIKMyIKJ#X26&)>FL`-h=I=7 zuhXky61G@NA%X>oIa3^-sSndoId7yV;yPnnWRj0LabhcP=RawXaXIYu{4|l@!sLy# z$_v;IlaQkgpgIBlFWXlE?JsPX&PllE8 zM6-T+y=#K9Kq(FFCNE75?ErtwTj78}^z`-?=~NBwCZohLXoBj+<4Sx&O#A}sRn{vpiYwH4UW-@gNZY4+TH#7&(X2RigFqP|k+QF8hkpBUXC0fyH`UR;AG%f)8XQ%tKE z3L3rS5to{yb;;H{WV*KqD*~&ot|nsAS)Hz_$k9DKTpMx|(5tIA0xaw5$^$LXtD6`c zRHFahWx#U0H93|gOG+NTvb}v>u(4o)Nr8{2DC1Q?vrqx^f6hGiTGFV|^mCFLi&b%mW(=3JUCV zQW6;yy2r@;Jij1k0WY$o8ds)PxO@_e)R9e8KmL>`mL`SnS1$MM3Mex&GaVN@pe`;h zROf%gg@M>e5pYwYu=(kIjJqX<_b7ZR8*BSP$F310y>=wa=A6#=UZVjTNvKw`~3NHq;!Gu^7G4VkVKtWjhBe) z>D5awqH{ktg*qtt@0c-A&`KCjrc00XY?39!gU^RiO0j{mA zyj;lV`qIU7&)3&?f8SnQyj9=(Ok85!+`!<6LDL;7j0X?S&W|VU3miuRb676iWR13@ z;A>4wv|0UcuzDA7Rst%5s>z_Lgd++O&e1Sp%A zpRc2+xVKT%;JqY6_wHoG2xo6QsT-cZX80B^G1dFy_pldt-i@UfBCX_uBh9%7!llfg@V`4fxJ3+9dvVs7HaT&E?QDNM_Pshl3l@~5nRxdXlxVkp*=VBxk ztJ?2ei=J^d--i1UbUMuE{CsFfQQ3LT`U!L`fm^*X{Vq~GKq!vA_)+)IJQe*P0ks3V zR`ca@^G8fxGC4Q5s+^TYvS1)d)ey#v>!e z29w`;!#c$~y0bmvccWUGwL6jvZ|{9*cp~`J*=FPP;g%{+ISS+#*dpCVvxWp#Ph4}v-}Je*%xI0NJhaF<3_-X>ikVX+>;2uHP<`V(dDGYQ1S zomT;mo`5b{`1`jM$iyNK=ymt3`XAm?{R>O$n!p4JcGIQqX6`#w3yz7TPga~gKCH=O zcd$vg+UZyuS9 zRa7q*+|tvW#!#Zw#q~Vg*;@u{~7Q;mSMl-b@*H0hx@(bfn z&VVXS$!|wid3yxS`UZ$1^0ZO*jBfP=q<{D_Hz>c;yiBaL0`yBwML-avSLdGYm{CNw(x19=aF&Ax`KOfw z`B3{3xx*3OH&-qLT~<^MDj?m29~q$iohY+(b8`ct_^&Mw$n#O%a}(Nt zGO~D$6WO8xugMk;`K|M-yato*Sn*&&kkAFUG*6C*DG0Oo3~+8zyHB*2 zUxH+Yv~i)4eO;3y6keZM>gs9BXVt`hCe@)VE-h{SDQ@ZNdabQZT1*Oo%zSj3ghWY- zi5Z>kFU`!%0Dlai0R)&6`ht!wjcw-}oGGrx`^ud#SXF)ph>++L>(2iES+KycC;Xtc zLqkHU0nw(5p##NkS~|P+=l)KP&1%pl&GFRH)#zb z$PniKllLG{L0OslTnt$DFFog4Y;iF$s(|c@JqYmek(XmsRS7^(#KZ{iNkupckTdi0 z#<%~is;UC+H>t@WjpjCzHIV1FKy6D$TxR_Xr-QTviG^7Z+XV0Dq z3SI#K1GxjP?f2-YgzW8whC7*AS=Z+qMUvs2>m@D9w>)TsARkaxI?o!5tR`CYbaUH*aw(k`<&Ixfo482{ri`I<2O zqiDJUo#(D{MVn6HIVgP4G@0;s48Tlsaj7XQmzISrVi@Pv4r=Y1h zo~Qb~V&xL#6MlVpwj-1e+5vXBGt*xpt%A;#2sbwVU?KAL_wV0`urSkNjq&kukP_Id z+iuysfA%Na z)y0X=&K@%UGd>wIGaWpNP&BN^zDgp0wdy^q{QXg(XQ!ug>hiZzn+a45+9R^ZL`0G> zJX*QStCLyKYT_>0|QJJImNU{LHENPz<#%vu=Mq3!ITYC;X4jp?w7=;8!4CiB1cEd}w5HvTihutg-dV8FPmh3Bg|} zT;{g6HXyF3k+)yh4Z5)^sVX7KAH9=aDt<#v?{EVSI3xdMdd?!9v+S1wIWb4 zX8kEo_#9W&YdeN>l>=A73$uRx=Uz6TOj3~s>eE9~8V7!T99i~osMGUsCZ4ok3Q|&1 z00-~hc^@1cygGd6mcc(!t{(!Q#a-Vl_Qm#aBm zj{`wp?Yu>=P5r`*mXSw(I5Z) z5~>W)h$hCyX_U93DLgQn!edtVQ%iYPUG{lv(8b2>MKk}8R}T#t&?Z>$h2|A#Kfri_!3$T0Z?|& zn4=-bQAn+q0psA~<3F?T`e8dSn#*jirZy@sd{guwBI85v% z^(-Vbv=?ZcKsqiiE=o$sKgDfxWSuPx$i-&u@FW$~TP(A_91Q&tS*7Dzlq1n-dwVv> zg08L?sA4vbln(?yt*K0KjwW9p9NKwGXDoHc@$>K?+H7CH#=y9PEN%UrIys*gFJ8xUX@jYD5=SEsi&ieL3qCKGY!D^O6V2LmZ87MQL)Do4| z)vqtF1^&NolQsPZYyjz>l$?C#DP-}_q-lhO8}u8zXX}P$S6JBDCu`lLiqZ3x)=lD##EI9P{Gmhtk2VgO@|^BEcl|fpFAz_(N9Z} z=kI;DEz9;Gb7T8gn<5>tj;?M?OH2G4Q&CaBf&xa2JCw3OU?}LzCGot4!x;fY0A2Sf zd;<2%fTg*mrR?WVP^S{1B+ohH26y-OaSM<)yQ9D5$f`Jg(h&_z7)a5j2%4bG_4D`l zI9z>-b6-bC2h0=jy18E!+}9n7kH5IK*12*3u+sw&ED{PA+7_3WwX^`IoGIz*UJZVe zIX{n@ZZ;grQ_YC=0ZIE)?^S~pO8@FXm2*~yC>0IBZO8I|-wwRq8Io{X85sY@L*J?+ zCl{8RYp$soA0I#d5tE3-s+0KkqP-Rs?tMZg9XbnP!*}mo!Fho|t@m`>oofO- zg@%UK+1Z(pkbtW-6A^*q;^LC7zypGRdg{uh9lPve$(~#D)WquyZ_<4*8qUMjid4B| zPo4lFP*dY!U_c2X_vA;^-8qj1`>GwMbG(2YSs3y{Z*VZM2%4IjgoK3PHA-Wq%yKL! zqx{=9lQ(Zdti<6|Q5$dKMRC2)v%^H)aiQ^dad&n|p=HlM0QDIcM+Cih@1D4XM8-cL zgAGQ$0K`g~28xeV$kWxzD&NmfR8KGE+qb2W@9NKU$~}dA`jU9->+40+e}Dpf@ZbU9 z<;V7vUYA!_1^M}icQdtaN)8$KkPzsJ4tfL7yLzEcdISFz2teSZ1RoDil8~2{xcJgE zGulGY&!59hO>Y4nXXx@cEWar=?PXaMp)Vfa{PRacR<;)iA6nY%{eAo4yT}W9t8JmA z0L8$tKnihi4EOiTTTKdUYip+p`_uyp1F{>KgJfYJZ&}$;p0Q(qF@WF!Nl|7HvzwCf zIRb7$5qp&R<$3*iji}6r^D#!U>S`(a!{u6{vyjk?$ZlXlPm*8Un7n zB3Kp5boij*r@Ol7g@sdlO>L$s?M}9*83-}Ka4G)>oJHvV<6^;-K>O7>t_?;!6?g4FCq@*MuAb_A_WbFO*%NP(Bu;UA*A3;%}qCYy^-_I*37#SRVEhnc}?U>7PF$8k|{aoG3oBZ7l1 zfxH(NZ_N-7c0b;H@#rSkp=v7Tr8*!9fFXDTyYnqJ)72*C=7CSq**-QIeE9frZFP0m zRlv+_rMX#j_^yZ&w%Oq%+G#b6$8CSHB>)>QvaHO>)3a8ijN*(6kfSzm2R02?H24_A zSZ%-*s^@DA6lhm`nvDXLzPq~%{O0n?3SMMZR#rp9O{R1-%eRMYF9ijsr>2s+mmZPv zu&}a1U*>c8Zq2hdr_Cvd!AWmUBQ$^|VmAEM#o1C&*zU12Sn4m!ynsG{TJ zu^KT1mMH%1Epwl4%qp8CqcI!+0!#l=M|3Lyc&c?eH0U1vI_~>F6!|qW!YLpC zKBal~?9ar+ZC~MjJKn5h^k1-uET1n0Wn(m)qsXjRJ7>!S76fAKreF95f4XDdmPR(=r`0$cDk^FS zhp&rWl@2CmFo;yyyMYDJC&2#XJb(Z{a@hseCKbQD5T6E}=J=-=A zpnZLPpg`&A>Fw<7q6WPezoYH}-~n9bvfM*V9!^^w*=Y>wW%3Vl1LEi%z(z%#j=sKn z$2BE;`~9oxe6ClPnva;P>T|GTLOgfd6%*^2l04ilZ zO^7xyHCfsd==6C=9<3M%G)e*pa&vdzKl5Z{ECAZ=wc16bjiQPQJ{}$(0m0FZ$&_pY z$G{MB+W`Cn6osk^as$5o?wwZv^vsd>>fIC-73BaYTU)<+)#Q=N1(t+F0s*%Y;Jl&( z9i$-FE&mHreSb0%(^JTfV$AAK7|OQQj!1l|`GgIlEUZonk(Bt zzt%PKl6#=!s32743Fb`OaFgg(s~ zA=m2xOiDGYan^X+Z+RLUq?EH8c26v3(_NkM!I7<8PmDSgH!-@B(69)HpWd)kD*8kAxZu(n47}u zK!Xhbm0i&Ebk;h~KnudlrIG@Bl9v^#2^$_T(Nb^SX@GKmERsRw#3b)Zddo~>(9px;s{ZFo$wpisfU8Hdt+BXgdOiX0uP!Ng_5 zoZTz#R|-+;owQ18X$&1+I6qevZkV(`Yg#@I;lw&_dnEYP?9%Z>EfC@lTP73s_Uwpw z3bYrfC0hBE&s|v)5Xu3dO1J0cL|`*BGeBF?-S_3O94>vfv47`cwMU+ML|Xdn0^QqS zP4g(V8_UD0E1QY5)S7YR=6a~#X>8f%=IIYVtz5b~`WxE?_1`+XlOOcSRDOIAQR}eE z7KTJH0GA9T%L%~R$ui5h*x0PX!mtDgB3ok1uG@NN)w=VUyBEXh!Upz->vfL{pKe;J z=y)Tib(3%C4ZA3Dh*ecL-Ic!Xlj^B1eI?bE?jpTo0f&kAN7Ej3P*vgC`Nw>JrS4G} ziLXCET77wJY;2)a8!M}%goL1+hY&*5bWzqHnG({Ra?={KmMykbceksW3dE!R6cB)gr>=yS6mZ@evUQmX^VO5JX~Iy%yV7abXv9RjTWodry3nPPPSA z*X9FKpmzBy6Bb-E;^gC6x?GG()ESqv)@BBkQqL8$g%yX7kB&k^LSVyakO#PAWK&-y zvEPf#Ei3?54)6mA*dYI{e`=2e<_KSz_nf)0F03VXKD`&&oL1$p&Al#B;+S0RNR{Dt z$$>?*79ADkC+7o-4xfO)$j~r>(^5@IiS2FkhlB)@+wM>O?B16!m4X;_xrtT2I0+@- zZVn^Feep1vJ=Fqn2NVke;{rK;c@8&S5f_Ump*?0& z^6g#%THG0V3Cb7__qx73D~C^JFhD5p{jqWe@-{2W)WqalbhNUY8!ys3E9P-p65e87pYuDcWMNoj&Zeu#WpQ#K0c?x5nwUFx zmV0Y#NFs%f8GgW9IA;`|%NRCwsUecdS^fR#r(jrjXD2H+we=7!`)OAee#dJ(mT-+)#0`FN#c#_&aoYj{X*sktQSk1xx^AWq=Mor z`tZ7sW!&BvJEiBm`h_jqn=jb;Sy&C8slI+4R9EL^XU7`QG7bRf`}da?cOZkW>F`0~ zp9s2tZkc~ZORKG+kwyavmGa!D{#y0z;!7+{MOPe_tV>JMF?Qi$?|u<>wT4bZFq=B@ zd>C%oSGQ2%Fy$BJG2ZZI>Z)aZ#WRWmy24c8<}{bX zp=i^!NT^zSZOQ5qES=t0Gp)td^j!X#ih)5I@HwgdV}pZyPU|Wa*3$}jkcfM0Yiq!n z=rFm=HNFoF3)SF9oWt4K z8S7&WCu|6tth_uk6_sC;fliHcZ+koXJ(P%npS>RVTT5|r!=p}XBAl7jr}V3b=#br4 zK+A(*!SKOGOdRM3;mDK_l!@y9%g);~q3(ira>;Yj{)gv^;+T}G67Rg9+xy!N++sMnU|voR z-A$qhrNUWaNl8g;Y-~!39zcb0E3P&)DZ2^6`k?Y*+p5ckiX8#rz2?!U>m3ujt*Hh7 zR)Xc+-~euKBJxVSjq@k>xXyu7?X7XVwv&3$q( zmgT^cgv6h%2`5l!plu~2BpyGbgqzoJ*jZrL#e&^p3{2qt$;Ds{Gj zQwk&F6@|5YdKerUDt-Zl_=Zc%$&m}VvZVG?2zy^P`J+E~k+iU|kW1pRJ3m|l9tQhZ z%Y3@JEGjB0FE7u}&o3h*WAz16PcAKiS76pIT&@Rx|9%WqWaE2Ou=3!W*CKp_T#Xg~ zP$FI#MZAEU{kwN`6X6hu=fwHZ2Jr3DFccINa&mIqiYoy6^Yin-rqI23;pSm9lqC!N zKJw?g1_lPk#>Vg70nj^;uayFkP*WSdx;WXHu8E6@ahh-b2$(&D%yrM>8@o0ORZ?Fax~i z^3G0bWaQp)8-@326L2rU5DpI?YO5Jw-t_}^3ZN71vuEHH^X{F2t*yxl{Yu;Ue9h7X z4s*XqRH;cyZ6@97#kn~J9i5(eTj!k_LHGm*pwc<^Iv{mjc4okIti}p;wX_mI+w$1J zot%z9nO|OA9UL5pSG=>dtf{Pglfcp0*f>|yFg=tlk4?sdLqOoP()VP5aeaLql=JrX zHt<0$b10echzG^R#md=o1%-ubii*6Rr@Lvd`~m*>GDoGP0I$-wWDf!gP`tx1&^*}h zZ+kei#*evyuaX%JT3T9#I#u?oztbP?cK3W&FDle;xCV|bBQrBAs~k9EZf@?qOF;|W zfwHTH%M#k_siP@ea;W4;2k)lN2Qf=5r_8M#W@>7&VI}-bRbY^`v`A9>ZAS7&fY<`2 z3^|LUAAm)89hPw-i;9X;Q&TJ9GhZdc1q21dpYYS1Bi$C#(F0A2HWM;gVPo^>$5SSz zuzuj^KYkRqwY5Fjo^H)mY3`bwl+1sd zyhQ(HW|=xq5^3>3&5DI#{BHNFRgCa_=a!CgQ2WI5=XK%s-)o*pG-Wm1=DHg*p1UgxuX9>rQy#+O>9 zb`;+~Pc&Uy<9&>xoGfd#_1;(RAo?`Q z3?z3c_?@kg75>TJ>--Q9i8-)6Uu{&^USvB{hp8xxIaL&0{gEx+>wZR8A5Hqi*}=wj zbW4ef%EHK*acuOkq5O@;o<)(z)Ko`Cb%W_DZ|~>ajF9%54R79q=SGjNGRHnqzegt- zg`+|s9fe6rWXj4zB_$v>r2v?KEaqNl1LYw1h2_=H*OPsHOacNrQ#5LoI)xP#Cw2NnnlRs6JSVRBbH z;WgLR*z>$f`%O`Vfk>DvAgQ#fuGd88C4}x-Qs{P1RWX_WUE_vj3cBnci9F#9tl_~d zqyh7ztT{Y9q@tpFjMY|VIp*oKIUTn~?nHobkllXJTV&|Ifc_$VS?P64M_U)Sj5ODlJu@!lezv!m{Y>)Jrj zR9!N@(8_po0;UZ1wX3Q~uOsT<3c2p&hz@>PAmaI0Q|-m44{k(0!v@f$k7Q@8-_-WQ z*lwR8jyJWjVYXnw0c1l!FhV!^!|lKnq>((_%)lTbA)(r!>5g6fhvqM=M%L5SCf3$W z_!wjPn(PkCJpc+MCJ58h>6*M zd}{v@6RlE;-MgP2E>+k9fw=}%7Cqow;!+! zA8PVyKURyqDVbt+b*0;)fyQevl&YPsDlcjA)Komp$lIvm9g&(u{*XuWe<)rtG)Zji z@U%2aDiU7%MF2Xp=rx;gH=`k<$x%`+Zy@y@6=t!#CIa z2mQh~r+>p?_&7Lo^Ye;DJ4fBj4Gfwk9}r-0LPA2CKFqS4q4kmPV+Gohuu@axm0Wey zdIz@*uZ_3u-?jUz_E|FJ@%HjwyDc=0wv^-v7opDiK!v7j-WnZ#{`YSI)GgbT*^0ef zr{5$pYR-1;b|Rm;qI#*84`7m#%Eo2~=%sUyuK?;zx?`aOfP!7Nr(O&wCL%^bjR9dw zH37^hm=Q}vJ^yv0^4oqyhigzFq4ppb`RyZ)*Ubhj&CSh@j*hMZDW#k{$jcUN0>=h$2W<%zjUh$sZ&JFKLl5)v55%E`(2;zc~m+h(9?>-QYnM!u^HyB{KM zuW-fn#xCE*ef;>#=g%rCDvR^;c8eX*&S|Jzu(*pC5vS51bDg7gPD{ZZCENQhpnY>QOmo0W!Rd@kt7Bcu>#W;K*!{)UvFg}3FX{mr?r>3S}D@;sCNO)Iw0oor} z3Q&AHBh%l*#F(ZDOU|v6s(oHN@CMEhXKpd8|HplQIy4AGiW`{zf&K8t#>SkSoFeaJ zf|qK;K-!rPNjM&n<#GeiOcC_J9f*1^L$Y}%deHA=^;jkG*MSb(p)+r>hFIX!`3wJ_ zS0C5O2M&2vq<;#04p~&h2H|(VzP?sdQ-g7U_6P|HDRTX&U11$4SEke8T^AG-#DE{# zY8be@zcbrFK|v9&csPFgu}Tj$oQ$4IHm=ymYWmq{Ac&Z=Dul!T z=L6(1VIx;klloNu?fyTQHUS9<$-uw>1K~@4eh*L@`iE0BE<5DFF(U|>^?D48jq|Jl z7*J+-oNT{6I$p_P!XPHCqLFRfh9~2XO^UqII>t1=C>=2#T>SWp`us)0n}jrSfGx^a zR#q_hg`uJ09aL1|n?O+8qUj3C$`1RBoh51JBZ*V85tR(V{(%J`ST@*l;$OSBSXX6n|Bx( z7;G9GHa0d?d_LEgKn}8e5RzyVtl_c0e2<~TJ>ld0hs9}4OT_o*m7DdAX!jt(MB+kF z8f6LesphZ$iBa=DLQAUyUrkI*7zn#ZMpU_imseMFva)FKF{r7iz|c|}9u7nA=O=@5 zrP~Wu$Y`7*s%?Y5PkMg(Z%?y=QXc=7mq$WDVPkErr=T#mxta9k%jw#;KN(r?fz_~? zEHAK9dm|@j4PXHTJ}f9mtIUGH|NTMzjIsl_$z>328SIzG(FP)|;O6YEDPBOW=HyL7 z9e?=uygmxy>v|%l;LZCBOxqocpGf(2V6uri7K2J}Xtk}h+ATdp$yiRX5c-id49isM(t z#Xru86qR`<(}vPS4?M-LIfBk0kS~=0{u=h$NU7}S8c~+Wnc|d{lyILsVWa{smTQSv znd=51I}pX2!g0UH#>VLNIY*Yuo#Re}eUcfw*7US<*dAlm_N%{x^Im>Ft!GlxILgM9%ChP!4p{C`lY7o zcRL(!j+ffbi#j+QWMoiDN=goeKJb6r=!*hO{l-|4ew{lfe|Royr_m%Y1)?2?*nX`D zTEeu&-JdV@8SuMCcN@Gx7IeXz3BX@8a!EO38!gSvY;0`HJ@E&-E!Yi*gEDRXijS=1 z+J-xkNo}PSrPHOElOKD2ED$%puLrx3bwk|Fd9Pc6!o+r~T zn*v#%!mL8;RZ=vVK2j+?mp|{&XFB*Ju|xba~l<5bk`R9WM+K3Fihlh(I7@ zD8j?T8*JzO5)&uGg|F$TS^}^uii_8NjpZsOeiw&vs4XYg9?n$S{k3;+kWb=i>NB$7 zDW6VQ7L`_0+Z>b83tQA#Rv+o7Nc8bqG!}|Rhp^n!_dZ+t8ZP9%wm!g@EXP~xwZAA0 zB^GpdG>Z#Unp{>(kSm0n(1SGoam#@tG+d=V&6lh=-&}szoY}*L#{W=E@OER_k)^?g z7+`>P&$@3EfSJBWMc3o_34CSj1UYA3w2f-IQet8t;agSF;ZVd$12wM`(QN6?%0YQABQr0&rfL(m5ZS!^D3NZ7 zUK;v>fuYuJcF7-G$n|tS;P1l1p}QbIZ5fal?g(Im$^LmhwaW(i^o{3R8=KizMQMCz zRlLfd{ycj0|0=ukc&PTUKlgUaEyYEplH3T{MiR2SAz4Dm&L|;78oRNy+4t;wn=Sh` zc1nfpVHkVa_ubfepF`cZclmtY&pUq|bI$yh=l49{$ic-^z;W~O>v;wZLO`D zN`)ip3@%+F@04PlQw$?hy;pU8efE5~${(o6r*+8JvI@^W7?_xh4Gy+Wa&=*x7e1TB zJ6>PkXo%wd=y7Z+D566%@?`PqP@s5!fdJ2DXZkd6Z^nGX!C=>+>+0L{sw>=-=7%=9 zOK|JCiEb?c*h^E{U2XTTG&VMZG8O2vX*;%Y^3kJ5U_LV_v~+X=PxBg26LY|bBIY$O zuk@8nS7~Z;LdA}}plVM$KMFMy79Ve^>tk$e456{JvzzTJEsToNf-<{x>nn1z&6zWy ztl-^>ii>Th%^$GKiqB8fFt{u)^cOXh_*Tc(H0zW&clFsfMG-r5hdM7lvawN9G?_aB zMzknrB+*jplqwSZ@-uXFTwGi|yIa%K(?Iq1t-cm$q4`hkEpBnQ#ZEbhE)n9BO(^na zK84)RNKc1eJ&w_h4iDQrtC0TZpAW^>V`u?0OUqgK^ziUKL&Kr(-#=iVN2ts`adLTd z<0J}|A94N7!u)(u6_++#6OPssGOYGHNPg1mhOMpbn9Jqb{>|0ZCLgb;u<=P-Hio%o z9JV972`A|9Uw3}@7#%+>z}O*|2n~J5kyh*T8_N^cV{!KVk80?}#Ka&t)7A8TNHJL4 zP*M_im^ZMo$;TR!)DsNv+{v+<>1IuER(bO^UnF^{>1d{s+ft@XMF#DHW=OXE_>$_Z zuh7yc!?`13c$avcv0>wSvOo%*WcS)6s7MKci__1aKY#l4DTlaL8lhsfAIEgvPuUeD zMo(&iMasJC_Uq)zHgAXYuHx!3`*59s&0gyX4QU2+h49*%#wrEDrpnwb%7?C8kvzDM zVAT&xx~2tE4zw!>0#Gont`!SGAiXLp-2nZSm4gBUmFkB`BvMwz#-z(?U$V-!Q`f5x z2HE-f56sNKg>}A`_7y5A;GkA_JXjIMHkdP7%EYaRr=rr^iIFK}z z`s>V@$+0m3)7A^-Qwekg&_Zl%vQn0n+ay?p<*ClO*W#*)D*mT<20wYz#97hDS6o>1 zmVRjLgVn|5`Y)zvRrUzXXi^KTejH>nKe^SoyV-f*tdPS^Y9sda^mNN{qc_#|%YPu~ zA|wNrcV~N(hK7dnoJeF;l&Q$QJ9nr~of;n-8=IS(o0{rL)5wzFT>@`7GCFG6U$!2u zV_Do=cnX||Hw~*|oDd;LCy9f&+A_$s&Uo2rB`brA@%5~Az0Phi>*#34x=DZ0_N$i^ z;!kv?t0I#FTZ3TZgh%ahfV07YCw6(>vvj0czjr@a?(MhP{$81E-u1) zhWgTTvp?{^j=0wmwQ16Ed``IU-#zIw39cJo3@)8YXmxp}ML~%Z|7`Low#fv`LH8DW zbf+c)XA;$1LTJOkd1xtVu~(C<7t!bde}DggfC}s#FcyWZ(OF%{)AVm&za9i@Wmpq1 z^Zu~17G;9#k`dWVb)Q(_&_F1l7@R0jAWs49(Gmv+8^l1qHqorW30CaYt5@{O#OkuL zve?*IxDkvdv>cWK!&s`#szV+lC9UaxwLUY4w z!GhTe>7}`gT6E`U+V!fX5qxd{oxGCtgrZa+(F4bdx^5MD{Xs^y`f~fSq@6_w7lZe% z$zt_!SH)C_K}iTWq}tkAj^p@TZH$4z%a|CQh(4eF=VeI597C|)yd&NH6)vUvS@t$I zv7$J;!hy&nYVS4W{sBhJ*8CEa*j5?BQ8r{yr~uz}W-hcR@Lmp1PVDC1HVai1H#9Yg zZA#+h_H+IIbOLt7gVB0E9}JK?D7|_Cqx#l7COxjpuB+h7xP=+tUSB7UF@}FuX{JO& z9Z1lsYiJ}7+X5VDYinCuTc^3x|Mgc3u(hD7vlW|`G|s*uFJ34n zh;cFY;g(EF>vrU*sB(h7G3VZO@3jl*C1_OqUAQ;x$c>E+ScCc#q?T8bCJm8PP}p;G z1IWD;6*=GzI?W2en}LtyYwYeXu}$+T0*F{&w;gJ%O$+`iQ164g@E~(pb@sgWm*&gJ zI5obuv;+kOSru2=+1n=wS|?$140m_7aYVfM{QCpYR-NqSzS65%`oIGaTB%{cp1JpQ zX8ow(&#eQ&4EN0FP>(Y;iQeAcFrk8ig6cPt9!I12%)_xcL)mveI?appx^B+Y6};ds zo4(1aJ-xv4Ymd(C&cqlE3$Z6{bLu+($##g@sGOEC>k; zuNKXug*sX;N|%c)im%g7Szr#=!03w1fStd5`BH~vj5vw+_4QRxyKNb3nd`nC(|t+6 zjnril!Hqe0?%dA6?vDM3rw2t{L%`(pJC4y)Ic_b~;O?3Yv0FWWSlNA@T7gK_g$2mU z$`S~K>NlVPC=MTfm7Qe(<;KIq14YzWTWe)yHU2^8UE4&GVqEl#7nhxu$Mf^AfM<^{ z3On0lxte@435-7JxE&UYy?r}uAtf(w32{-=c1}b70xUP9)s&U9UAH$PFs{X94=2L8 zbW~JSq=pMR^`~B?`lr3mfpl{HXmIK6+qW0Zy)Q5`pP;3s3ltI*WOJMWsxWRiRiNGI zS1>@MB(l)#w$s+zE5gFU^7r2_Wh{p#+LD2PbZ_0_dDveD!(HhW2r=AKHl1oj2$Hn4 zboHBnfPgxBldY{S5fPDwhK9%-b5&JUUdP2@KR>_U4jg)$lvGkuLdrgto|Uz_v?MPp z`^eT7IN*M>j%ZwW#i3Z)-%*z)s?bd6e1<=U}#~z0eL4v*;K&@ z6Y6b?k?^Oqf&XbXOK7Ncc zDiAxed1zsI*?D`VlfilZ10rJkN^C*R&+x?H0Y|uW@Lsj=Zl^tc_RKNs)i(ud)Z@b^ z?5y1dh@k5Q1jeqa$!O-^{|db_GR{?O&K{r?X*qzuC?ewAU*-sj z19}D!=8S(*a;0aiY^(lO-0!IIsNCFKfa*}yoTa5De@`IN(6Xd#;d+=72Rl1yZeaJ@ zGfF@YG^V0V=b@sr^Oi+nUq^fU71yn``FSgv8y3m{Um-S-%eA#Pj+9R2WoHu$%r%si zTObhG*pWKm;pSMuyco-R07lEw89bl|yf@cVm}SDvOaY~9fX&UzTLl2oo!;l_J-P5Q zo%u4N70k_((x$9zZ2Y{u=9iZ0>*`8YI&=yxdhiYlgO-ISU`k74&D`AF_E@Zsmlqhn zvABZ(D&r(@W*~r(Ws04Rm1K7;QV*o|>JV4L}cMWBaDF67UuN z_V75Qq0#xUVja=WWyy$h>btG4udkrs2S_6AZn38#Qqnudrl#cY*fY(}&K^E|7;08g zR@QOQo3$xkbhFz$OG{JJW+B4j(kXqH6#^kmV`|08-hLI3G4KqZk3CJs-J8@XiO$=) zx@YO=(t59Mzpm=Ie?>J}@wVb;(!xScPR^Z@Y@O4RAW*VJ%SKmqvCFn?+qP}nwr$(C zZQHi(sd=~$H)4L`L}s47*NUgyoqZ~*OFuWyS@&FEj!h4wEuukPTWuuITw$W6o{S7V z4dLA$Ojmc*q&@fhX;X9GQ-c!XX+HT6(9<=H@ouprSE(U5G%;hXja6_E(7D z?_Uw|6Y|q&935{TUwTH$NC}1wUAY*K3s0*V9zAZic9R4rssq zj*F>FJ?;vme@k+xvN0LfWfdf_8~yT{J=b|TPqnxlZ^n^zVPa8IiU5Ir5*$9BpBEUz zeRp?Fd^*>XTlz^bP9JNH*YY2~M!o8WE`P-mnw^TNMGDaEp0+cdQeIfI#d^el2zUfk zQ^wa`%8O!DZB`xvpZuy?UR|BZpC#%44*M3vCe(2~biG6*EK9bFio|w+kLD@s7i*ik z2{Tn;{HquQNZ6E_9xlEdTF)};Ts3{?4G5uQKVS>_Cj6@dRt^obrYdH1rS`K>drp(q z>y)Y~X>6qQoU_=UF0C;3J7cilNojX8!AD8X#QIQ50gN#uv0vkF(0lOex?X5DOfm%< z1M2JPH4(#>zrdkj5?xabxekm@n%@3mo@c7Jy&U&={Xs+J7L(vu(TV1y$(=KlMD|P# z7BXyFN&h4~X+cMtKSjRfuz#ngrymOo^8^A4S|22l$v%xrf>@n(m#04!xDJS!sl8j8 z&SiCPv?Om})bS{0P9>}8zAgW%to8@0511SsMf;sW#Ek0(?H}I2ZoX$u)UMXmnt(sAz|3WO?1~3$dc353MOIF4jOA9~~Xd(hb&o zaJlstgKVPrBBtZG#jPtSwGrY8>Aj}2xfCTO{g?~n<{lxV@tT{PH-aGm6|eJk)wZ** zqz%m;b0?)G3=E9AqGGZPJ8g-|->>n@+TFR&{?3>lG2=VBMn*$dUARDsWg7Fj50OzK z3Q7rm01I<-Z#U`z2w?NO!r2#I?zJf&v;Yqh=>+|~&Yqs2uAU(R9y&P_rUHsvCjclS zN^%*#*Vor3hKZN-Vt%s&D)r*>uCbUoTaCuS>{yX^uXlSkJKH|)Q1$c2Zca{5>*)aq zDzucX+5hZxyfYnNW;EUDc|M5_AI}ylN4p3DFm4 zaEy(N3{X}L3XKOKJ(WJs1geHU$UQku2P+4zDeLqhW}xFBBqY4r;^0B&(%SO8irie~ z*^0@FHC4rQcg{{zQ8||H3>kWYK@t$IJoES8O(I3;h zh7IV+&YQMq-64DTlj9STlao_gYRc27#U~*3Ku^ z6}r%74*}JhG&qf`;JW>!of-lsEnH``MgUZX$L3U}68nv^tGzORw2b^Q)^gb`Nlc8` z^=@v?44FQ#&A8c-z@-!q0aC!1gM!NVxj)k6M>a$;GZRy~dtkF$sn_RgDFqe{+e}eW zR7{L_hr6F&Wi^|@G?1fH3Xv5(K0`%C{Uz;ujVP9+`pT=SR-^t!)mGVic!>FaE2)21 zoJ3wg1qJoA0)H_9Vg~MQpYDP6L}zQGp+})6hcVWTv3ds1ugvF{5?C# zv9Yk=@bdT(%+frWQVC+s+wdpxh6A=TG$bsU8SnT1te3La=$l*gdR+Qr-@oVH-a+$Y z$*1$P8TL2qY;yJJt_F9=k07@ff6fE2QB+Lq?*1X577uvI=oQskQc4N~1EY;_?Zu9+ zpsl1Ngcl;?6)Vj#LPRX=kAreDbsg2&v7!b&(d1us4>!x6XC`X=2#`fXi=cXKoB8oQKk2<1&ICFo7Fped9+SpeUTX?I9z0h}D30Pp5!@TfW3Qq#JCds0rR-FuFVRI;^J2{L_lQktWgImP^&fZ zIbT{1_T*!*J%E31q@^!TAi3EZVd@j3S5{>>23kRaKuCIMGlJ9KN8<>*vrW#<`ZT+M z&>c(8;kC85yC8=!=PWQ2a6)&ykX#IUcMRcNeq`#eN1SmZdLzn7y{*lyQCLHo>cf#5 zjn^>Fr&3jR$iZ1%B7i#OwiFh$Mg`yyFc)|hNw65n%wn9;@AOJz-XAouPF-_-Wp&(7 zXLcOijgNc%fc2Dk!b4FYTT@nGFA!#wT0lnzw>>XAZoE3eI!|y;9-p75XJ#rAUKW?e zyy$i;Tu$%pRbp6;zl=k1#;jhFOI+Q)9FPcl>3>^v=pZml()$cG3bX5S%+VBx8=X&A z{4>bOJn{44;nnvK0<|oKK9*Qrk~e=|^FZTpSAVukUP;^$gYakguR%$*sYotbd@5EX zWylR}x7HUyp3=3q%yIUvmmga6OnAfsHgdS~VhC;;byoPj1E`VAIeyk{)Nf`^pJwC)TCN)c z0Ta9Lm|W^MgIN{b+{1hm?um>K3?u$P@*bsgx177@k>Npb9gy zvYecp5EO0e>r&a}&l)!kW0J06cbL`6*Xgb|k-PKvIB(EbGACmY+`ZiGhZN5<1k_za zj$lvbnx~Cxka_yBpDK(6yHI|fr=@w7KeM@~Cnptih4NGt-T#eTf{~{T6``8|muOW1 z7e_-1bDOfo`F`IIE#e<7aSUyhwY7`;d{t3ePM-x8--3?edz*7b78V{hS;*vN|6&Ip zAKweN80I-lV{mL_l=XcHg@OvF2#ZV>XRK4oJk{M(W2Ma$o@Kmdzg9uwva0?-%ehHD zx_>|uk90t1LS9<8$Dct zghM(0eW(%^tRysiGO4sPuYfne8jA#(fG~V9{N*DI3p=wgnr!NfFXZx*k(LH?Bg4a^ zlifoErGf-qLD#ImTagVLyXtL>}2FJapW=cB2yypPJ1*sMjx3;mdsg_&< zU~UoJ0O{%TSmd%0=J1JmJfB#-@?oUiDYVHCRCAbv*Y2dUC?u8m{nSWoVy5qC{6)1d zf86VkwtP9^K%l#hNjw&Sv!^l)t)4lyfUH9tPc8Q!lMTRC6AnRac8%GnmD`+@KPU^; zaF&pHDPFrfyA^b4!J-LgW2#^{a?iB>cF<>7+Yh~>g>pO?0-l#Q5f2(1xs#1MjgAgi=S+2T zC|;7PD(mamBz-$dflz-K#FK(1kkxJqUr~;2v81`m;Nrnjwhr_SoR$`^!ywQ*eK3(8 zQE`dJEfq+WJWJXhGh5ztx?`ZP2H(>2ui!&b@I7Dy0s=%v$G%>Y(ucl2P+u@&Fwz_} zBlPX_>6L5^n$ek8Y^Sc8ovt9L9bZ@TUzpJmjAh4C@hjlr$bRns_Ez!msqrW@`FGW2 zPwAISsMkuGU|wOPB7uMn@*29jtN#{5!19L;RI~VJy`uQJlCe$-rgiSgK4WO|}XC^LY z;yRdMVWEDk{cYv&_++o+NU^Z7o^BsO4*2oodOJq9APxWA+(a4a3ganS-xYOluWWpv ztXESKVH^%VFDsXt!}YJ)+6y0{vP8{HDdo}fnxeX2NpFaF^~0mTAR+>?YOi!PH9Y~K z4+%Ng+&UdlVB8;a{f1ngp3MHKy+hD;4)W}Q`%DNYO9==RAkoCHGv{6Pjg7r=(BkV2 ztPLHB%%EUyZu<3hVJ-SgPaF`4xc8bXt9bYp0&&~i0jO`Uuy>1in|A5z(+&c&g>A1G z*}HhNHvb4+^uaij=MfHKqS8#Ju~bx4Y{0I71;m3G%+GCmhtL1O;Cv_@7NrT}`r%Os zzY|pj28YBM@t6$AF zs8pheQ&VqTNEk$;VRrXml6XFy6ODJ7=Ia&_WC2E{+ zn0D{om?Tj?#a~D=1He#3;DEm7D_fq92iO=}upl!k64JXODeE6^iPZm;zGrQCzQt#e z=+%SNZS8+ZN`aL(nwZT1Q z)s$iyfGlrecE%R|+;6gGCW21L+YisS?U^?|%}RZ3lMe;lK^16>|by57Z}rbU$Oo4a(}ekWC+b(M*LSdS)TOj*6D zLwnFY5Wer9E*Y}FC_RcwD(;nTWQUpPoT-=-EBx&<%5o*T9S|8=m8rF_vkX2MKPjLw zru5D_@f%dn0Azq)-rYLa36_+HR=?Orj%Y<^sEifSthgB5l=Wr}ujDS&$cXY5p)o-D z3Ui0-OPG|@j9c`u*hXj7Snll&YSZFrQD;#$_4+H8IZ3bqH$S{Vpv6j7Mh?h^4fgg` zrnjByO5&bJ;=oQv#Ysl z(GYa>DsMz0Y83mt{4~Ng<|r|Ty`M?erF0N}iJ~v*$hoCym^(woS%el{atLH&35~r2 z)(KJ8Ce8rz$>13xdf6UJk+9NZ8>YH(^$=1OmCuSI*nwuS7)oS88{u{k|6iDRufPfD zBCdl0D)v<+rAt%61gzxZ?bIj+R=+(Y4y-cjJjsM8bDC7o;!|DgPt=(yy#SYXGLlmJ z%6SDaSCxGZ3fqOoc{_tNb>%CX&3+i{8!8Izl9y##DM=N z?4bXD!VaDPE$q1LFj7st*r18@Dxg{B0L1B;8tOp+%o>=1145QvLSypFxTM*4*= zUt6OYKL-t{|1{-%U3y)<417OtkJLpo(Z6WAW%sb&Tzr4aNuKU`<$sWplEUxw9Ha>H zwJ`+x+cVr>OWmfp@J*uc`n*W)kg4Y8<{oH%xd0Q92LpT}Ox<^t0<3RFX|Sfg&S;nC z$J^*$>L%C15n8BIN7>%L9zJb>A zxw%8}erYd@sWM!VLfGUX==sjR`LTKYF)L87(FB9d{K{X=Df&^|{}byx38mI#8w0$0JTVv3WP)}l4Q6>SU=C+YPn*w9P7#t z=K#2%Q1K6Rk^LaP6sqXS+d!U2J7uUJLir1bAZz6uiL9loW&}4?zZFwf&pG#S*Kj>` zZKdvXo6?rY5NyH!z zpOM-~XY`30RQ^Nr5G#t1DZ+v9IC5Rn9R!zl6y#sU6xS0_onquL)q>tkosVx(y7geS@!nk0zfb z^OdACQ_xT2aI|IJf!@38Ibag29fr!2@)14LwYv5~LLI5OQa$29mZP=MT|LY;9#lw> zpkvpA;3r!o$7mVd9CKf)t30s&-=Z)qU9Tm5YU%XEMj(%ph!8QudM~oirL=fFZ1b69 zW9pOk6~Q35^wET(X!S@p35Kwb3_~copnc5ry>h1yhIv01@z4?1y(9Woc6+}NJi1!O zvp*Ogen=t>9TquD+8)-bX+hS^sZ~hs72XHRS*IC5Yvbu+y~$v235Cp$9{N3cHsjEj=DNmQ!L&<`l74p>w82?ukSIJ|KR(1(+j8xE_M2vfp3GWZ2O{6@%iD<=W7bWWcqg+oyBCB-76g(XpfOMPu4tg(9thI4{h*^8*bo0-tX`o5^OzO_B2Ep z%~T3s{V?jnOvvPBioZX5>PTl7(VhoXO5wc4UVIieErZ#oMM7_k@= z569YIxQwc{o+~Gbn<@@_?JjL-JumpIF-oZpAXdZ3gt%|CySf>KztpV7X4IEXB~6aQ zbUBHcZGO_V6SJa-6Kt2&kU8{97frHQb!n5tUSka;l+UXtDuQ?SC_7K|QQKlBB(7GK zzS_T+t5@1zQ5qNbCzNWg<=E(%Z>_19wkll< zi>RpTwGg)^5$cIwP2fU-?y^=-OwOedw#l<@PqEnk>5o{{=l64uhhN*iVClc4j^TMk zOPFqAWC+Bid^VYhY1A0e8Tzcv^T1BxVbIB05G76o&3FO9mK8y7sMSn4` zEia>b98nG*8{&A<)vbmSjdJqOo!rz>EyqC*vk%tSV(jUlo2cC6VNw|>QQ(0GBL?Tw zkn{1&srpK8pBZ&ST=c zlCZw(``D6+du3IBOS8xZxx1OpezNaIcFB~!WoR8kdgS!~~N=z+mkxJG`;{+jJWj^+}gul>9%0?Xb-E z=Y3|S*r&|yRoM5XE5jr8d$%*f?}*ieh*270F=lsjxxv9N1|~%eG%YM-&FwJ-#v@qd z#Xa!PD}mzqR^*?5z3N*vG4!DH98+PKN4I^e<~d<|skg=@8VVZ{&dXY+Ly>!`tj3$3 zd&@bfkCU{^Mk?p%Lit9|G0*{e;HEG+c}+UZs5CnQwqYS=6t1xMq+gNajLoVllf=}X zQI1Lx14Q}!@X^o$x)`P~5wBeibEtivj7b3~I9)$UFd3N9HK2;*k%Q|bERCU5O`jm-C* zD)Wp*hJ?Y1R;ROdse&a7fd^m4=kTE-*&Bznh^IdSaqB89=}^=p}o zMZ|?FJhO%}8blflR@TMVe4OL!#50Hah_5P~*bX<)$cFGqASOe(6K`;rZpg0R`DbrhE^eyi8`^;$RX(0ye?^%0-@@^+rY*qMjupW5DA0v~nG9cIsE!V2 z3vr}}=`h61(Arue-@**(QU zs*|UV8yZbVGa{|cVRZfglseaAyNf1}sI+_ecsc!OrGE0{^Yu$#Qkva!4(OF~q%Z&I zA6rh+ge0Tl5CzF85K1#a5{~o{1H#N z(R=!81`U~aefcsYqrogXxIcL1Xl+&XG8;C?08W{&ry>9h9*zg+abST%%gD(U>F_*H zoz5rj*B@V3EK9Q;(ztEJm^7JvLe}j>Ndp0-$oqkiCP`nk2s(N{`Uz`}Djg$%zrAZy zg+W2Bt7l9nC2})L|MM?g;~C0L1hb8ITT}~#ZPD@BDcKUPwM5WobaOs_!~QA6_HQ%h zJ+-y7uz{wNzEDD!2ie{YKL#hzBNW92*l8lZK8~H%#7vTOw{s z?(-w0-w?wvUr$H~JZi^|l9Ey#Xw)4hZf8=tREJp3#nB12Ke%x{ytrX zU)x_CgepNCbm_KoKTZg@J+C_nX#0+ib6ByWl)V3kO+Q*_K=-x54O6*K$BBYrRmJnH0~w zhSxRhU2x)fAto!5btZ4{-vJZGCPB+dOX&zvjr{kR%;Ejh>43+}3@^w&Ags#A&>jz# zjL^-kz&_7GHa+?t+az`o?bdFF=iJd^qu3(Hv%i(;qB~_LC@i3g_(;$xoIcMPtu@X> zELM*$_f9BO{n^=7XS$&Mc~yKyQ9&&Q`>9Ut8l#%T34uV-%)*q*u?3%_YvRWO6V%10 zv%x|bYI*aTKnLq({lqGJ<_QpAC^(-E8k`co@e=~ADO&LXJ&S3|i6GM$ilZuO1Gt8H zOExHLEvzV8UpgqA{ZH;^vZ%o6@%?8x`YIHe(9KsdvC=GT7Dubt2Uwn-@IDRb;$#Vf zeYQwj#JR(Agx%8$tJ8%_^sYE7(m{P_5%y-3?(M2F=UW}iaKr2)Q*yPyWX*4A;2Z`*vSA@$6Eu=Mw*A236|;;z4$`}iZ_>B>Ik zHWrxRYIJ_yqXp1~YZfQNEiaj#bf_KmG|eR1o0@mF)vy|46T!Z8eIxZYtbAzZw9Fk5 zc54jt(z>K7SS0=q$~xcTIaKxQ6FHcEdEGvgsh6BaU(_BFfKQmSdQ*J~>+a{aV6UM=!_kdrE!~lUI76yTipt!ggkF{m?!DHyzB+f9(OBi9OF&E5bOu7UpFKcqb zjL0smyL)c&U_Ihn(G_TdPj(K-;W@O(l9OiVQQi^0Fa6j3y7-V~S&5J_)6Fb72UCE% z-{$7J3M=wp<*bOFtrOEVl(L@O0sRvBX@55XU1RIQ~ul( znGgZJ$`dc6w5Ge=^)YVQT_;;n;Q8r3855l63h7mYR19|<4bwpsQ2d#I4=R zQn3My2t31cnnWABE}M#k8_lCyY_RL|isgeSVo1DY&h<|H{zLcUK#B`13q_gHP}CFL zU{*DQ=p@M?FbF5FXO-{Wp6?|4+yQ6$=EOj5T26&jc-*RE zIVV3aPp)u_2`6ar4`dW*sQ6o|7@#+p(fgK-=HfAb6uLhmOGz8DD>sxi=vY;wfj0A$ zh%kevfOWxw_TTSc#Y3V|HQojCYGkC4yTvHfaR&=ljK7R$r)oXf77etQVU?GFhs67m z0Su&B3V)pw1uX~N8Cw`$>fIA!4kylgzDVvwCL!+KGx&;MJF%N*B zCf!I34o~lUJa1N#gJB*+oYvLV_D)aC5^LsRxuVmEEoS951r^oO@^W=)Y3*8eBQR%@ zzE3j}x12FO@HHt@x~!riql^F$bIU*9!r5CB!V9cUCj8o$vgH`K^UMo?UAyLt-;iCH z8w?w9WAP?^N&EpNBqL9rEi}$E9YW1%!XPaq{0;83rbNffZXY24z%%+tfOR$2^=(sM zR6#@nR+IWj!$U!opPwJr>-qfroV)V2ZLnhc)3U3kCMI=NWl@=#o0dhiyjrz6ECRaP zXADlU?J9ceP@{mZxO{wZb+vWYLs3D2LEC(k1>&a7+#8>ukAM-KAoIiL*ZBRX4qx)U zr40566!gE4?6}ym5y4%C@ah&suxyaV;Fb1Xf=t2!^V9Rr@-@PO+zhc;y&S*3<`CY-4g-7w{8HRj#(9^UEscw>F&Dc|A&Qg= zPS)vMbuDY!c#H`n15Ra8K8X*%p7vre_hvN7af2Lct*$3D^!*_}+3i!Q9Ipz9c1Y25 zLLMLHs}R_Ol=Y>S5Fb}{0T#k0P2g9amZyXpn~JyH)Kp!q$!;Sm?ilvTq#H@06|=9q zM*-G>qceVAX_Z766I)kL&i#ACVv^{PhyVdTe2{>^2U`=c_e-^d*Vi|+s@B$4^|ZUi zZ~2k2X&3@QB_-q#c}oXeD%?2pdL;CFGHhB(R6V&l%-T19F-(++Zrp!9!VYTH&&L*w zp+j~ivXB|+*VN6RzI~7tjz5zdQyq?;&{se);*Us;X+DLX~6Dz4QvdZ#?F!4h917!5f6ZQ^M(ew%N*=7RO6%!xA)Z{dH&gF3N zPhtbbF6{$t@R$T~!R2qw8#C?rfq`!^=~|}cims;^L4#cCCU!16_ANSNV`G!r0BmmV zZg^qOA$>E{6AU-q(`1YRHrL1SH7KD8vb}Pe40e2dt0$)gL9;px76tkTOG)_og^nPK z%retsWoBF=!IZZY5u!_4`uj3G*6`XTjI)_ z&EzB`XK@%mk&KOZ+zZhAcPc zsi=}epixQTc# zvgm$Ic?MWfyOKPIO_N?5v*E2;=6G#czga~@4(YQTmLtxR)S|CM#g42uI{Fm_VCme4 zf4wIP))qga=C(KEc7qkhZL`nxQVoV1KZ2Rewnr$VW$d(1xK9 zxHTK~HqI*7E=?3uHSw4j(2k9qsh>Zx&V%m*N)6XGd)nER?*Z++{U(Nn0QeVjQOZ*U z2hB`PO--;xactY^zcH{mx8+*MTN%MY7BaIvTdUlm7*%i%&B?v`Eg^AV)7jUDAu?&_ z;|lVd!^R;YQ*rYrUdDlV_#KY%h~%r>5+rT_G1{59e-FmPU2az1^9q0~_y{#Gzh ze4%7VNsxM)_iT+*z8VfZ)ov(#Ev!W?k5Tt>sO?hbWsFs=HgW&cvu_Rmo#Tz}SGA8K zi2&#I?P8vDZg_e*#o|}SKuZhoJ*rSuHh7P7d74|4H|BZajdO~eL~nrH&u*Z{A)|(v zts#fk=(C0C84VHUJ8IoFN6t@y*w(SBR*Ts>-~B70kz$7JI%-LM7_~yKt@>Ihx%xdW zzj5)JNLW}P8$(YaARs&l@Cr!15J8R=`FM&8EWn`&s+eM$BF>pMkDi)J`lB{v#Z8vM z-Bf*d=th zL^7GQ757VUBm&Ry!jwoP?0W7_j;+7{GO@_b&CXiyMDH~-;7}|g=8EB{a`3E$f%iWv z6s&}n3q+3wP~cY9@gSn05bHBU>axd$yX5WWo&>S%@N-H?1yHwjVe(8F@I2D!>`Gat zH75V|;e!Kpl&#`0?9Mk5kad~#{Zv6a0ZuQv``?G8w-Fmao*HbL0eX~B?jNk4+? z4>`FwD_7n#wC#k}(~>qAi;X?lHOek^6!GSfd5()CWU?f_>`OJed5>QP|l9VxO)T`E(J76KW_a;Q)drCMH5YD^sL?O6{6^KtcvEIO(K_ z#iM$8KJNoU&`~m3J__O7nUX9h3cFwbq{T+zkY3}X1v^nh6?$I7bYMV;ih6jIWqVef zolM^4tGl$0@~M0*+yB7V9{|JSyg;Jy*3zZ?(pVW}qfgD8Hf;(FS<<}wE3YuHsZqr` z(~?v;;0RGF`e-4buzba)N}}|L3lkund4_&c)Cugc>z75TX6 zsP6#}t~FqXPwc|t$@&2t*E`yMhyBHVaYCWJ0K&iViFbOHg?Av?Of(#q;GC++!!kPR zK!(dq+MV=2n`bpfdL|Op4zXy&VNfl#ZlB%b;Y?G=BlkN@L)jxgV~u3B?e7F_OrxbG zk>G=r@dO@4N=d{}6dWDF!IdZ)z<&M_f$gjmi|5fcohzBN@h+$J8Jx#Ugwg#w;l|6_ z<<)rwyqP|HB2JiY-gPiOD5q1lkAxupJTFH)cd5#WIXHa>vgb#x>?dWZ3hA`Fo^?vX z$DZmujE+ba3{qURyg(?6Gc^|7VhUx*{YbBN*6ugZ1U> zkISou^NxAB0kKWg!#CyGrcKz=7BNENPbT{1iV=W{cnu8=zfMD5C|2Mj|9={fZB(W0 z?dk=6z=TSt>Rcq?BM7pzoSf29+pX%Lp+E8viRH~@$xNAh*vQcRHq0m&0qo&|sHsgi zd>FrN(Pg^84^L;cY8Q$9+3b?hrxD z^X24ZM-1!y{{D}Uklws0z@8224ToONNVn|r0h*1xS_9GF1+>(zvi|;U>}-9kP&YH~ z+cB$D{&i3G<89igeC)2BRi7})rVNgnB)5DE9baG`mkc)MYK=Y-%eSwqi|D&}$t!Q< ziI*XGfvl4;o3bXIbd?O4^7&$ghWDH};mC{9h1gdHI1&Tg6sj^*`MlSs>ZUD~<%ID<*Q_xklk z4dCkas*!(M{bUBEFZ(s|;-}=FPXB$0g}cu+^Z=qRb6PdrE?0^Bvn5@LrMp+YWeJ>j zBDmxJdmI;sN1A-vZ=f*TU;eS|?=oqbN?VrEzPOoI z9XFxiq<&4vNVf)vh%S52JDL?$RW$)O-2TgIxWBhwU@|<})^T2pzkYss={Y*su!Hwa zwTY(J1N=}tR?(=K? zH^m|M>=DSXXxbq?8vS$rOpfTu!wsP3sKA?#;@zDmTgVlp3IO!)6$#nsNJ>}f`17no z7j#`q?)Mer-6r24XuADWK>g+=S=E*hLE~cJ@YoWXSQcE93=&FLr8E)OG0P{k5@%&3 zr?)57*aJ9Zi^~}S8}?~`=&`$q-V-!a@#!JtQSCAL(~B8tvVP2GWJ}F#&W!;wCUns@ zYgCzDym=HPS`K!TZyvupph}0K>li>UH3Po_6WrjJt7XXhPhvO&7r9WoryJ@M@2j9J zo~Bn$?uv`XF`9#Jx`8?`j=QlicDYWQWH$k5I6C5O&EdfMUBK<)oMj6GAyS} z+2QE@{oViA58Q#Bhmw?n0eu|v{VEzRP}BpK{zMRBdbG>K-CfdGwvJDdiKT?uIxO~kZRR(R0-MOPgWRPS7neowoJul9Wxf8=drw| zJYx8kQ1e2Kj(_l7pzp{wqG@MGEQV+S-V?aFBcb?Xh%cAJdX)%=>b3rH4`<9+ej{BX z%{+HFd%Nvf>6#rCLV3D#JFES!IQ89R*^fI!B20n38~4OGuf)W-xsH6f7rN>xCbtX> zCnu-1VO7a{&2(tSCbzGCeZyHTZ|dfpkA|+9i!c|DFX7Pi@oN{KyKYTO2wYLNV zislQvo0@V^024=a_!@oO-ZRRvUsT=HR8?_tae2A<^;@4>(baZI(zPltt^v>6?7nC$ zz!wB-{E4*-w(>ewp}UYEVs=Hd4yGGDY^aCIXqin`{NkLD^5oK}8(bHsmztZaX;_i0 zUNva(JKkH1Wi#feQpUAMXn}g+bfa27KA$BJ} z?=ABs)Me@KVavVF#AvgLKaPX!BPQH8dpOql`1nI_Z^bAmjp#3a6X_t{e}7!vtQv90 zB6LJgcOm0Py1$S5cV5&qHrzet;R+YR9=6BAqKb-YV&ES{a_Sn9BNeQ}EU8z8XYxRJ zeo&mBDhAne4l(sp&+#dArc+0<6q#9d1c0L&VbRs})Dg8uNS3huMoSK?a zTACHlGqY-^rbk9|0w7ney&HpKihDBT+8G{pbj#6 zPTYwc5lPTZ`7h4T#l@q|ueFoLale|R;e2|(I&xrh`)X@x-HYajzHfiE1wGlNrXw=a|yXcn<&uE6bP9s2kxCYW|Q^_0a;kB&_4w+#z;-mBJanxu_1kZ6vYTT_%ml*v2tAQ12GM13#hvoX(5MY> zMzW>Lf=QG*H7RZulQL0>4(hKh&BTBaA!onj`*6-*l`tWsCQTU9vMcRa0fBM%XisG7 zZY*&cc+_ox`d%*4Yj^NOo(eOQs{me1j5U41&9V2&={iwaHYYjXpf>}xU8Qbl8*2fRw>H7Jql)pBZ{DP*YP0Kz4 zMkLg~KkCJr(Xv6m%5vTN?CxX;JCTtSBL`1Rh@Q?>R(5cCviFoLrM;H$&tEjZy0wNr zoS;+B32W~)MU~X;5+rF~U4TADL#qNGSdIDS0R({IxF!y1*aqv_WPYs_k^?lX9M_O8@32r*9%SSisiFBHLEhz%OJe8%b0x7?1@!;%K_!#5dr~ zW8^RKV0!3PYHeYI8|A1hYT8uk?S^>G3=RqfX~ zP`y`jIc0bb$1D1{j^0!%ZTm$FZA4U7D7Ltp4nr??W}c9#xSE=9Pdairw&dvf<7B}Li57?U! z<|3VG8gb|*fR1E@&*8=9rG9Ka9RLM?e!<-Avc4mZtv6c8eD`BP`3?&$NQp9iSE5tu z{lWO7!)uI=uEse^f6pQMOzdKo7!FAGB$GTP5q2VO@<`JR`io$PenS-9%`=L!bmhi{ z36BXmcjTd?rN!NuN0fNFmoJN9iI;uFexF`9Sn?PbsBAnLx$6CEI{QWZH7>F-{Pe5f znppH97w+lyJ1Rth!JR^%Upb4Mon1@}XEnVe0VHn((~X-GG&2?A3Q(uAY~G$S?MyAp z!D7#%zu$_0S`yNd+vgy(JM;ovWbKxBRQKa_DM`{j`I|Amb)K;*%Hs+Ax;MkSj*Nul zC{%~oBkS|ENPmA00>AV~btOpG@qW7sLKv#&r z5ftHEkpYjU;j5R!$n;AGy$t@j9D_#Zwg0_mw*zAALy;zCd?O{l6${?&4_zltMV6+b zolz`+EO82Bwp2$)N99$q=+hP8s@%%Z!xlEaYO!n#Pyl^olssrr&lknn!u2|g z!L(7%SV9-N%v$}j$ubP1bHzp`R%T6r+G1KwtNwS<#rdD~o zwB_X_;n3(HksfmKc6CK-1$M7pr!u5oat2>NG|c!S!^wqM^|K|NQgXvm9h~FrNyMyK zuBst%#GnjQ1s!^P0B7@ygsbYlLu!t5yqH;bf+7Finc7qf`?U` zV)4F-LjsRf1IGlCCHeghGvs^@a0w#s%LL>!5;FmM^R{#Ux4(k7RNOeWBlUb>vAS@= z@v7>6zyDIfUufEv9;AZ&q#c^{9()bGV<0!zM5cfW6mNJBUr+(Am4wTb;q~z-Q4JLb z3hF$S=7RmF6CnHd0=(*Ok!kC1#ZN4OVo1+KbR@nceFdhvH41f2q+e6PAfo7j38=Z| zr;Hf8_lx;dD(Gr;8 z13YlBcV^a$2&zh^(!Kk_0S`Cpv=-SAF9?ykJ~k|hoi)CYD5wL|`J%UP$vxsHws(2; zH9MT6RH7NfAR$Bc&IBc5fev+i{A9!+}V*lF_J^~z2IR6ciYKZ-$Q_V}pXA-{>-9ik2(WjCC)NBC{<>MuJY&0>?YSoHM0+#pdL@<85PYS>$)o%e@*mHfb908SE66H`Z&PSQK0I@Zo z-;2T+?b_pPY8PPK7+U7lE^%0W`?XqYVv2hAf+IpP&7*s*b^+qIMedqfAS}P$xU!8WW0i}!Ly(% zbH`695aHqPFXBjw2#sub-G-zs@%*M?C*mhCz);e%z6>2IOCh`6kTT=bp_WI$c(Gu9|*D9xulabzVPqvfD72k((;({!Q55Fz#s z4!?u`2KVdVYMN9OU}+NP6Mz6l+3=yv=(EAU$NR(KNnX~_?d(aiRw{+6`S6;N1O7N2 zwPxF5^WS}dXt*_No&=+*;p5}irq04B$+2(*X1#5_Kf!{6mD5v81T%A`&@DIGu~~5>h66L&_KLZAk=Ic&bF?6+&yg zP@rKujc@vUj?O!!2rJ`OYGby1&tA!mgmxr@ittut_OML5E6E|4v*rA0-N(5<6#+M! z^Z-7V&c!rPYlD^r3Mp0H_&O)Zp z?MLREZdB5^W-hY#(vX^V(QSfyvWFIND7?@d1p$fTwnZJb=?SXKkM%8Ox^xT8t zR{JRwI33~<5_Yn#wTaKqUdpqOT6R)SI1&LY~@_wdw=R8OIAY%K}R3^+g@L#dv< zFD^e2wjcREz!tS6SYL{ZcyEi}mV&YbjUGJTiEu6WP4JNTYh9yEaG?ojsE4ckdo0JK z$dYh9aM4R*s*yraC$s?w;F*Hf&h0-OH_@TwH%k%0gYKNFMsCH}eskObQ+ zC}U>c+EPYjst7dipD3s)!n!p6+(X9X+sx+2ju0d(Ou8qy&VFrL%c^t*+m|NO9&N z{@gx#i;GD~N$KGk{`$y?&AtZBYgX14DFRH8DQkZD4*;z|Qojf#!f@xb^(~LplChMh zTtG~bSzlc7FLg>ctG6;4@UTI_(5-m0lmxh9XJAg`{L%Z3WB-6;cl~H%DW^;!($VtO zw~DW)>cTkiD&MJ3{l;+Fn{Rsm{yi9%qyJozS9wK+9|@QB=4gSLnHi8vAWkQ$Y<2?4 zh5VmzNVXCIOzW$(GH`K0lp0MCtzJyMi18=k66ELS7Z3n>JuSWAqy(eVAIr^&%iH#9RwnvQLk1N_l^`Q%F?NQFk?7r``cS}pw|x)FGKZF z9qC)H9waI_&aRI|pUWWOqRbV7h;#xO3TD%_5(Bw81)cv6$|t2iTIeHb~oAX z9r?YyxaGg!YUn+Yd2E0$M;us;-VD94i$d3f99yFX{QD8({edq7Y2v_A3Gk;k-q(e!5NCB*ZAiUl=d+eCqKxteFGSekIZp&BKv z?job7trM%Dw1_5ugC^^~EM$xj^!fM83z`!Dd3hoE1qlIcche(qeA>?687{F6@>5$MA16k{)_YQN*Du=QknCq*@Hz^4^Q^&k!T?gFd` zaaiDme8?EO{~O;x+Jnwl+B>cE%!3}Z_qixgM+hZp^rDWpanUQ921WG7^N%OIQ zLcaPJ;gtFJt`ab(WJ%OJcl24JoGy-;{%)LEbKQ4*%P+5XgYcrc65jRcnUua$`T9T@ zZd}ibFEb;?iT`NGQEy)E2WOWPG8xhNTODdnM>3LfB%>2(YlQaB*=T zKW@CH*_)ldSzPPw^=i&D7CNn!O7l$HEg5;EyirHg-ojXY2I$jj*&}*KE?aLI7!1PA zpvS9cy?7ss_Pb(*SsY;&bd{8wp~HFt{1P)0CMu^8aorOj%;TNU^(xGlco8s*xElna zf9gIYxVR9GPsg6k%G&%<1j-Trxd;U4ns1%nHb1Ib!D zQ@3Rg((J_2670Uk$J}@|%hqvT?m3~7i=aQ7_7G}7cTum*K9%SX+1^o?enLXx}Hs%}Vj`#KE1hHdcd+-5WE{S9r|*D}t+%-i^CwaiB^k zRt1}%`Flw{T!?o%FyHov=#||k{b1a_#2skP`b0*6LGoi#ns~fw;pgws(Gx&S*rKR^ z+jjm_-^uthxnH*lq~Pg2ued2#Hmmzt45z$h3uM13KjSGgqq-G2Dr-xovIfXOzZ1~qEyf;baetnp+jcFU zx!HopX$!-RL0BOJjZAj5O^(`~)R}+1iQv2RuQw66OY3u#%C@I#CR$q3ToCZd%NJsz zQ7i!Ezx(+O>9Sl42d&tG#ej1qhv(lIDiiea@R%}dQ@p6Gb5ezT({nF(gnl0MaOd|+ zWQ;mn=Epu`gnhQ~KAy8L4rdorIQM*INjA6h5pTKf)5UVVbx`#SYYT69V8Lg@7;_kA z!8&hZrJLj-B!CUDBA0e2fq(=aoqU31M)`$CvJ36Mbp79Bf!7`SCE`~W$CB0J!aXw; zM%yKh=nyc80s~g^PyAMwJve+i@vW6RhD}WB%bmk`k%3NCV*VB8GsKXC+(yTKtJl(D z?g*WMiE-Lywh<0OG`3hj(e4503%r0x<}9Vp%|}~A#1>1nChdz_&5nikuchPMT`ty) zazb=y_tWxf&uN&LuKbF#v-9Nn3+?M_>95aJ_BC+3lQ%X_6R-0aX!F>kowO0<4tq&n zUaJEL=1h$ZMwcx1wbeetu6Bge>u91&jo0C*X~mhD&ODs#c}sukz4t6LdUfh4w!~__ zk$Xm>GMK{c-8uSDW<1u6fPE3R*)AJEtObjqu;LZNm75`dPvVrb!*#YA@{2qX8P;fvnemo7DqO`bF9NKw^NyZ#ku6vq2fZP} zduXsbuL~M9xwesi)=_GxV*ZgFG8|fS%fpwD*;!uwp+VEBwqik^)ENZ@YgWOBCeP<8 zD)5rCoo6o&6gfW0WZn{7qJ^pjsmD=VDRrzO%jO!{%x@>_^O0>GUF1DJSU&9 zIZytK@f(w7vu?>aA+z=)-o)%#+#lD-I}DAgHJT{30wNSCQXP+pwA}wxFF%Nj*MV#* zDPcvP#eYpGK%_OlzrW9WI(zF+n7%&sDm=6a7RDtYNbl1HqNoLlyB|Fe#PQTGjC}AJ z{e65k#){J7oa~Nw=4m*))FN z*1n}RI7L6&*VlK=%vz7nlG=#=4KqbwUS>+AiT$Si>rW$89kz%hz4NuScut$`&4mSv z(_IZ-2fxA(X#*7%6)9;|Pdv9;=Z%Dw{ak;I&saULQcDg$U zWF4@k*VGz9U;X5fYr)3#^C4zjUwwI!sYM&@1Bf& zqdLnEAGF3QsydPmJic6PSqM@y{TYI2T{V{Ml6@@jIJA0DdRmRDPRl}c_vZX{B z{Zc!bK6Vew;tzwg1$}4JqSGsROsLt#=E2nYsDa=@onWTGPrKPhJK_z2+r5XlFZ-yp zhz&9r3S}V~mP*DaaQNy4bC@ti#fd!+8GQEOEXIO&#c4Z@^kgfh=SFc~4&#&TpX3cW z9bTNi$_W!UHp4UPsjA-h62tdq>CDYwWlU7ctK-p#06J@zIy# z;KxPbZR0sTM?4H3wI^_RE3A z!a%(hzPBeBV(z=T^_yapA9>Mup0%{M6%`mmdr1%MX1^)#$&A}t)gu+(?T%S`=bx@9#%c+5q+&S@p`ZM*Yh(bL@I$Z; z0{(9O8)%)U)=TPT@qK>uE^o1ozw*gGe%oCPAJpU^a5&L;KO*e;IvW$kU0j=)##A3D zmi>&=rJ%P=ysP(=oBAGHwJ9PZ5)%{C-{1cX`(Dx;WW&kW5iZ%v#{!GDj8qa-+E8Ux zZp^;LZqLka86~{|*PY3qFY@Nz6u(I~r@oKy6gFLAP=7$2B&`4V*YHCW?0yd6!%}Ls zuRv}#eSC!V=gPRfOhy|XjDgZ6LR<5Cy zXDYny%Ej@7!hT{G_s8`_GX>n9rc0aMKw%loIK252!_qa;u{BF2Z4;}%=r6g1U0w!? z*)p<6W)Hv2XdL9HdAz+vFX~EMengP|+0!8KIZBA|)sWWuQ+y&L6~KfwG=9d#k=}ZH zJ=?`shywHb94L2hhpPVd=q(D>;z#MKZl!2-P4tOU(^Zdzo=1T`c{uq7FCWAi3*1gq zb$v2{$bD8sEd(P&(eGsl9EWvc-*<9!OqSF$G^G1y6>rWg5q`DT8ph`;)11JA+0cI# z`dx`qq%v3b_$1!R{c{zQF8U_oX4-w4^hIL=-Uqi(9?}bjOutqBDtg_*Td)sm=Q&Ka z1RiJ_^U~QE0^>Z6WL|s+b7eQh^HPRO`C4!P^|02>Y=2IQ^0SxHt+e_VR<~X6-0`KV zasRK;@&!c8y>BQVWzRZDI^ zh~T_MhBilHVHu5aVY2&y3?-j!iKiKvYkS!geD3aFn!k#*LaV$w%oe!CR9q-32GU;#zmCnvi zK<$e1@~yhpF-^_<&?7$!JeI7pakNn6-`fB)^ z!joJ0?u?G}6>*lyeA{s|6G!iWy0W2tpO$?4v$v&%l7)qZjcs^jq%2M;ykm*oWLo6I z)m3G+F}% zf6c{4)ZuIJ#l62$hBlD==cX#cu$hRi%MOjeEG!v&7 zy<}RBaa$N6nD*u4H(`cC>w0^8TU%St+o0{A3tix6lx%FrqXn8m0i^UjY_dXbcOG6H zv@O!<*`BK6diBbSAL37fT$dV|+xOkSN~BA#$=H_iW#6=bRgc+h@r_+qY3NHQL~HVt$p%4ckaY; zTIrAE#)2y)CB@%g?5tP__1cKQv!h)UV)FA=Uo2r&Ik5GD|aSS)*CL3d<>0g7X{-xk#>P88LNgqAAW`Ke|v>+ zP?m5dYgTV3bA6NxH!X0lePR>z$P8u7b>-zI>`60YZZBPZ_mWrF>tp&D=$8;r*Sl_Y z_2=Rm?bOoztK%gGZ{NOER8-s;&e^Coj}$q+*s05tFPNWi@Lv<6V|gsKwjs`BzBj+QT+Sq?wDQR$Jt{uSoMvnq^A`=*stsEO;+z| zytuhVJ64~HLLQ~z!0@0`V}!8gLSyjmDC?r@qfn)4+r8iJ=p#8wCvBARgBm4Zv5DD@ zVaw4bxhhq6eoaj|fhFCkL)6OCIX7J?XRuQhP8Y{Oa-rlXmYl;5dRqKRlr9aQBZnK< zt^p79k{-&CN{fk&y@bI)=B{UU|2dx-0IjuL3wr(6?#T&a-iJ|HS$Q4Sjf0JSb-Kj` z;q3la!^EV{`O==9ogIVfdiE5{WZ&P(v@MyVqx-;Mu#1zOjkUF!Peuv~3TlpfO{t>M zkMFzZF5m457$74x|8L5Aegzixd(L}AEVl6+l=kT zOD71P2`RieO^Zg$uFLDyoyF@N?-N#vJJ^*T3~j9HT^&67rNOu(_?46Dn%9o_S|2?M zTnE^3>k%QL!Uj=$dpqz$vkMEsp`omL{mC8Sj3YYxSg(NxFgM@#By*04j9lB=x?BoZ zYhN-yA|MekgMEdzOHs|nB%^O=}JOqf*jv0=P_7jI^3j8lJx z1K)|SP(5E4Knkq%+82m-{4|{-BXZBMhd2@P%F5i9tGyH-!UzZn-QC?UcN;J(D=Uv? z&{b5XuBufl-LW1X9zJ;VL`mxt-rf%VI18g;FDZ5|VUP=LuC2u+B^9QAe8?6U zOLlyq9r1F~*`6n_KY&1%ZM&N4qtz>NDwwJ(E8lqgKK0Y*#b(e_%m227f7X$jnhJLZ zG5(2DiN$OKzyYj)wywbhi6EjYfD7*K?tXrLcaYGTSy|QUDW6YWa9Iy6ci7t?u~_!! zj90LgbPz0@5Hk3Z4>)sk#9D*#*={xdV@{X7D7zEgjqBPSOa z9X*;T=yG^?_&Hzl{QMli6iZU#*^JB1cLUByqR^5bi{JHG1&wC)C*x_)d04a<<$K`* ziDHe_tltX{PKlz1WCxMdUp{n{7&Ditj&u3i^f?hBO`}(r;@~SN>#Kgu% z%`SrSPfbfx)u&#ptngMuX0v~R|EM%V!i@15{UQqF1EZQ5>Qe}XI=!*hCq-mwP!_Ew;pfk5804nIVw#yh76koT+Koj2AA z=Jo%Z9qY;Km-^=B+e6vPUZV3M&}(|^>=$G*Vqy!mI}JF;)f|f=Z(}S6KosuF^Eg5PW?6^)1wpRitY5Q2vCe9=!b;|99M9&D z$M?enYrlHx$l|;X3fSeK{M`X(Dj1gAQQ)G~*Vlsn}Oj0hHNkMJ>AGWs6nKIrxzwBuk}Eo zElQ5JPRH>?l_iu_o42VdRrlFbj1XOf)@A$l4@Cb*w2hm4do6%S2n!4AT_X3m-0MKX zAd`!K)ITtwWal!P_p&rOIT^OFIac&~qU>FlolR|=O>=zb{v!AV7dGw=3$soPb`n2q2anf;IEm2J4C-GDmh%ZaC?)Ox-m2z zmw9aw-3NYsKkOjFo#*k$la@_6od#$+tH` z_M4|(n**bxzWMq2AtAj$`QDswupJSW{JN|Xl;#+fN%~2IBB#NkIU<@%LDLDP|ARWyUvBi-DD;zZJ3Tw2p{5p>kZ|AsPPZh5TzCX`cstw6%UP|hvC*kJX4Q}(QdM&bnp_$d;k-gaY=PKp=ssiQ+O!C7M_fl4yivhNmpq-cI) zL{nei?*39YXUyi>N1$>rk?#t+9IIp|Iy*Wd--QP^m5D|}3W@2niO!>RPWgt1LtE)*IZk?Ty`wv)p78Mu2EHU^#Ce(lRRJPXBrh&6S8X(pa>%*diu%{d0>n*AG7_CHY`o6N%sg3? zN?0MMIybtflWxYxh5*5q;K5h5)R?>Mp60JZ`lsKK4f$Mm#nTn?^77R3HI5dOMn*=~ zM?3ZvrmL*d3K;9G7TN(#rYkW(p?|P_eDj0y#WGM>8-ilKq*P_=~XJeD1mgtzws{QZx2W}(i9MgUCr z#SKJ6;GhbB++@z|ARY=rny|R>@=U$U^71mo-`~Hiyj<7Cg+{%hq%!WG;<$j?rz>SA z{=O0tv=dZbJbU(Rev;ZtGzDD6#l=BE@(K#UHSQW9)%Ff!-Trh{ljuGiR(6s%8ZnBO zXtfqAZq7WjMVQpxn0p1w1P89ef@=+^@)f|g9_te zW1!uyE>0XQEuZa_EezJ!ZxI38^7-=+aK}Odx6!lvoke`0=OD*T&t`|MnO61_3O6iG zNX5ijLWIs?k5>yiA3CD0Kx(S1pNfmOwza`>^LOa^EpJR7Dls`ZIRR^`cpa0NSm5r) zyrVLhA-|C$>f&;7v@z=9=vbG48ah2a4F`U8Z|@I3k-~DSoKwF&5V#rW*;}tk{@j{< zh4G0A>#B`U0RaI~QTTtSgbMG$RI(7rfX3G?-kBjo%Gb|xx2BlDXjnb$tRr*J;k#OlEQ2PK%T(*IKC^fBABHx~Ffq{zgY<=6eL4W`*gyckjN76f(IY+}hUu zjTV@O`nb8d3EEph*Le97Q~sH*Q>lbSj)xKxnGEV4 z4~)>_;^*jS2Vh={^*d0!n!z|`$&=%uw1Lcf`YIGD(@pL@pE%*5 zd3*W}Nf;PVL!i(`I>`?oJ^+C$CMKq>tv#Il5tQswf>L`Nlk~SHVXgia*pxha{|$L> zptlEk-m#B7r%;LWOBQRAb6ke8~ZOjc+;8DU+eRA)mgIM%fn}WK<*Y-j1Wm zLr`Ra@L1V!*(%21GBWxS7DkDCZDH-8qmu{B#d-?{t8CtL&XvAUV0gy4%- z1B4Li<%Ipqe#YUWcoh^B0B=`ky@ZlPd#hRbTVa{(M?jz(9mk>XT~Tp7QEq~Yf}&FC zaCUY^Nl6K8FxQ(O&)P3sT(L3@jPQK%WAPG3L|#FYk>|gwjwpHC(7`3^X3DVki6Eg; zV1yXhO>;M?3*VwuJ=t&W^9>9Htk=-c&`WADQMOj}x`phCWAcD91(1Ug5fNP0i&8c= zHimVLn*p6j6E(uM;i!2v@J(LnjFlg-n%|NhlYj7ePDAi{-W~20ymHS3_Z24y$tzH} zzw5o=);z2a=VoVTYuDHUkI9yp0QG1H4*ogtRn}svD#gDZn6rsdU61_COg@KgEt>ka zcw30k8;v!Dnq_u~^#EmVDn49ZZAu|QYpQ>5v{uWv`-CSFn$xhhK-7qch`^ovr!+`E zvo&lFW-5BU1)2}GUH-+3M^?YYRX3+4$=#?UWe8Zc#!{c6f_8qvLyWSN&n$>ZS0PW& zLPu-R9;359C1N+EB^t_Ei|!vC1x_+riW&$B*Ni{f3k8OK=!`CB3pk(+*aMaT%uY7P z(=@avt8G?*3Y{!_$7Q#!vQ#hYMFP1SX~E8NyEZUX;pc+H?vBLVPF1DP5?A28uP&VU z$m&Bc?k(JD|DM1~1kTmZkAsWL#@ae(lZccw0Vwt7^tkRoXEBzcT!0+Fp_Rk*6Ng@( zrh%N86libDCKSRw$t$`dCPdZI6<9ihJ=ZOy_J>itemgsi2@>Z~S8}r+ouJ-aitQ=y74^kT~w8CMC@VKH&Q7cKvfUOfchs+HB=+F<6H!5>_`2TPuEY3lHyAr(nU$>JAU z2^+*b#<+NRhUVrCdTsuAOltIRGo#pa8?2YQ+JlHCB_v{FV{@9=zx>aN0}XeM?mGr| z;(%<)-EF=xej<&+Dchr}>gxBhMYmA8jt)zriPY58XZ3BPie<*b>rLIiR8rW2RxXt7xbYY!;@!zaMB}jRw~<*oO12uFolKoH3@Cr+Z9l zdF)(V0-)4aekQ2CAv_dldWp){5~?xZE~K>Sf7fua84ct{XsBFAZCSfE2vG)~Wl_T~F+tWZvRP;Y_HWTQNjF zUk&lT!YU=hCpwzoroi^o($WG*1*}7}WZ>;Y#V`zO7@2u_)fgiIGmMz~MD5GX*6uVA z6BBRD%~=BF#5Ww)*(rsD?^UR{FXCq9*XFt zacX=oFi~5=jSjt5|Jms#cZ)!6zX`Vg^xmk2(bub**a9VBzhI@N_opUygTgkteWmQ= z<9N4#%>^2o^s%);K2z9tgM*b`w%LF;hpYWJXT2UoJjN;(AI5Z9|Lz6Qu5#F!0ooO? zDFXbr_{TQ*EE>Sqs@Of*e)=t!ob~g!0W>%5*Y~yLo5=S2bD1 zU}0eqNgkdWce-PJS%X2q2@$U3s6nD|}^dTTE;rLQ&{!zncvN|8YjwLW09g zwdK61nwpxMf;Y{r>ytI!z3wQH%=Yn!<@zzao>0Bwzh3#SZ6UsM2OVtLGP2$(V~arN1dmBLK|_bZVZ^N44BN7wqrtPlN*)(8)e90v3~ykqCE}` z1)?7j(HgFfCjm9UPTn~`+5q9S7|iGir;!EWf37Z{o|(y}Q&$C21i*Ne)q=#US9393 zZ`BHQdKS}4tQ;KF>2c{4;$P9<@{LXyO0NgAnOFhub2PIZm@WLHWe*I;{^_JEYNd89%%}K=44<9uuq7SkwN0TmeXTKR@0g z2DT(Lbne$LrIpAesE7OBuQr$CO~65-DMi4U+(AM=+}$;rZE#~TuC-ko(Dk?~2e_r* z5ge&bNJv=q>f484QUPm{$id^SNy$J$4wI3*eS(jFOj3Tf-u3gn(|xwmx0fr?AG5tY zB@P@U1Bu_*n6}pumOB4{c5Q2s46!ml(S2ey*{3Qde{>^%5;-konXcR9cfik^!q6hY z>-LVUh}rO{aO>?<|JwM)oVkO;;7wyg8O3?`?76F*`dF#OKBXj6k2gcm%!aU1%x>3v_eWu90yqFg{G#-yLW=>IqB((fNsI> z0+Rt$e{UF-BqtYFw<2&w!DNE`^z@wr1K}UDet?nfFEQ*kpRT#OI++bbyj8Hd&)P22 zF1OjVHQo1%Mmwz*gb4BGhQuYGVRGeVcc3qvcSECS?efPxQHIaA-yALuk$W&_vTs^ak~eqK6q+*MJdc!Vel&trCyMou z$98v4L|1nfHVHOakxv#Y;IzL8gh>d=W9wh7exOD&71vf*35kfJ*ph$t!Y(#O=Vfio ziHV8dPfFKThJ=JfMBsENsB)W(FbfD=0P_R>^UuvZ&wrOSCx}XnHsQdQRoovJH>ZBN zE35){IH_>t!EuHxJXTlemifK%#_#73?Xk|h9OmSQ0{m7Ua1*^dGn0#68{&v?0r482 zI=u2_d-selZU#wmwOecR8KAT2?GLG_o@cUok=?bSVQt$a!LL>1Bcs;O3U$wXNmE^9#&<=8FEVL<=^8;4;OmR|Te%!f6*M%spKMRpI_&(UeC7gFT2nDOJ&rVyLciKt0Z-5a?+>@Yt2(5A{ruG?|BsixOfLGRU5SDb4%XeeUVVs4_9Ru$ z&o`?(qK{h%noD${CMbrdZD6%yKc3|Q=c#cYV6LPkFbON<^sZRZ~e1xkyANV;*5?1GAA*gSVKWNAFeoS}ob1d3W&cll z55K*}N~I;+8BgK1T7fz#lCnIiJem`m)`@6WT%Se0`9${9(bztHQ{l(^4ff5)tvb3d zspz{WhuB(2j%zEnJT^z(_P*U1uoirR!-}3bCB3mUsmO$DjQ|nBQ%89Uq43~5%Q%OP zgB?wzjJ}@Uj~_p(qPgqM|L)m2Twmw8LGFoihhqu5IY~@!rt3gqyTW(U&Al+;#!qgnVdZrYu5!JVjSY^Uc>LdqEXH*K!Hm&sL5#Gc$(E3*mt*}Jcj#rt%TIzk&768AM4O7b zji70L&Jy3^7Gc=Gj7P2UUCLvZ&QM`XIYA;{v2Bbw@s$k3_u0)R%q!-Rxjh=~+x0y+l_ z;IKCEH9npM2L}i7b_zZVe_gQn?Hv1|wzk$K6{{wC@{1C>P46Zr+rs_(`gc0|XVCoh z#c-_gApV6-6}7y&N{=7#04)azIBXOz0P8q^XUevQ zT&|z@^*MdX_5Sta=U@mfeKlEwGJHpWBK}QW{%D_5V5Z2tuBO5=TuETsMPcew;iM=H z8GP=u1<4h~nR?4wmFMGlv52I3JkO$%!nK!VDR_?Z=zFK@(+X?e~bbW;E@N!;$U~ zbioL=Ug`U_$XrPfO;STt4QUxYkLVY}B@Uun<$o z68Ke>l$!tS>l$t*?u3e#R_{Peru?U>1rJF!y-&bhx!SFh`^6=TeJq0VntxpMMqKHhP-_iWa!%qyQ3eI^=z!eVPyN4~cft;EVKKOjE-)1B{om3Ym^tn-Zy z#Uri-dm6ZuN~pl>{N6|BlahQ6n-Qj9Wo3Qz=*wTxkj)q2@#z}?l~tc@yhZ|}w5w+6 z*J(QX(@#A}O$5eTMAPe1xK0ZFYE}@aS>9>ru7aMQ^JtoDui7kswFa#-?<>#=6>&J&QkP zHvetKZ*DUGu6V@+0f&*nK>_#6M`C}bol)VvM8DBvhV5T$*X{_NEk<~u60mBN`SvF} zkEBV40Q;1yUZ|m|$@OQeB~P;;iLVsT?o!Ah;@;mKvgPftDMruc=H@S72)Vep=;-Jq zKCbIJU2_NtC8qp|0|RVc1mSk>lZ}lnB@|k|ie?D_8^!A{V5^{B(khBGdIl7(^>Fg? znom}2Ep^-AniG-TMn-L9mI7E`^6- z>0iG-=I8fs)06l(gA3By5|!xoTVi1g0-s3L&@g5u!MM z)TlH!d-KMAfARakfYRS}hx5AtFt;{g>mo8T{x!!6%=nc?{U4Gnl+0_h`oPb|%@95zA8yq(ai|gmi_!wkQUa-^xCklJZMOIc8nV>Up8VAY> zj6rN3)JuDdc%ez|=L~<>733{;&P|Rg-t@$-4Q3+Uy}LPG8{JP4Ig%kC2S)adp`q1* ziSvSgKtNDnpq!lC_EdGtA0$%68Rg2!WKhl+o0!<1tla5K5er1jX8lVdor_cqcg)Pp zBqcjw2Q61wef;Mpm&u1CGBTFCBAMXsA|Z7fa3X$E!3E(i0sMRilYpS(+20lpLX2~D z8{LJ3grudViFr+5aZ5doTp_uY$T&b5R@dGBy-q`??3cM-DpKKrgW^rU}{ym%~BO`;7k`h=r z5CQy#%dpQ8wY9ZctWc+Y>c5pl`U9Ht7zZb!+GZu{^XDJ&k0bgihOr+!V8Dg#%_c-q zV*IkPRVJrfgRGBVgnPZA$hyu=?$%gWkVTVn^b1tK!wnZLi4bShLopbbQ8 zc6ss07qpnj6qrqY*lu(So%uu~slpo6Lc||*Kyv9THl$7tG&u?{f&c_Sg z#t(s(j`y4J5Mrypbzq?_RXL+vV5jso9o{(&;S(Ru5)bp?XJI~7AKn0nf1I-7^|E=h!}^AA_{#&d8=*%ut>*@=21g|t24h0VRL!sXuw2x>soi9sTj(o5^Y}xAQjp2d zV3Q|^92DR|WGyMk& zDr%cv@o&eE$k#|qQ>NGEKVJIQ=hG*-7*4Oh=}y!*HW~~cRvPxgJ9+wa>MCaOmA>L9 zpXOvjn`O!q!|Lhg!Bb`u=Y~g@S6tsEAsSJq&KO!=zAplqXl}^ZYCkG2Cl8Taq$bJ; z!S{Vyc}RkS$hxo)MDNzX@IMK=ASuIoJ1Obp#BnComF*0&{dzjxptd;vqLSPw z#HpSM`Sk+CbqXG%#gco4=15D>^M2D?##ps770tBAANb+kJxaRR`F5!7%PMhVxa)4E zj1D)|AnYL+ui?Yg#x_!E@Eu!Oc`!6IbZAH=n391Dmh$lt5fK#?yp_qfYrQ$>%j70Y zdr#xTQ&cH5jMQv3kltT;KKw-2m`>LHZLAhUwnmMgU(XFf@5&kX{JpXZrCI8(z1)#d8`uc&I>M$v4Y`?U$v=_`E^WItAyInYZ&cku@g6Z)Zr0+-B z0IF@zYsg}{nA!%fOpytrs10Tje1dHfzZRlz4iO)fETl?#Z@@xcz9*7N9Ud7SJ?gsw ziL{cama9DDx1Js}Nc1b5+r={6gOGA1EeHh7jxi+nKhKd+XG_U{tA1pv?bTpUSn}Zg z?CTA7qbJo;um?#xvF2EXml)q&H*a4p*91@Ph}XNeOb;I&!7q+oJJ7_)KmK(C zd1hB@GLqLnG^ADZO2pip6)EDg%B>f6$Id-^DMxB!ntVywh?yU^6#Ela>NlcJH3Fy!?_;#6HlQN|aL{yl;tz zpPTT5zg?`?EF!egfBeUh$34yWn2;_;k81tji%=gXW;}~1h0xo24qg-^3rOnQ4${%} zxu7-lHZ4Nu^@1Icno=If>`)59uh`68py4mJY;otw=N8O>V259kvjWFUJX;i*04o`641Q|HROCdLbRD0C~nx9>t6FBeb*Jaz#|IJ`_S`t zwfc?+niFs2OYhRj;!6RNCw{KNjT}?w`U5I=%Q{lvb|-yU9v~ZQ*-d}_`ju3`UQSy2 zvEy!XWhI|v}D^Q?kYbvkMGDvrO$hUU^)ZG-!zT;S;#^3(@&AHNZ%(2xG1;=bA5`0 zV`QQX=<)CqP5p~s6Z$}oRa?_|&dt4wk!yecl`j~uQ91Hmcy;yBy1KgVXtuwCGxGIy zvD%-IlO|(9auAYk{f~|KdV1ZV(Z2(E%R+)KwyreRSk<86uN~&edO4~3 zGJsdh^t};Db?`PRV*|Ay8E4Z7S?q9i{zF&tKo^Y{*CIy*ZiO#PGn6wGfLtcwHT?oi zfOWfofWXE6Qa4EEr%#_MWvj48qk4%73JL-wqm_>x8y}DP@?}>!dmZpf2$`Vqn>R2S zWfYp@8150z{SNzYHBka!eM-?@2KT5A=iua_Y3D%%$&UAY<|I2=Fj>3m=!Zn|778Mh z<+&F27Y*$A`y_eO$lOhi(Z*BC_v}3aAFs@v@_6&*x~p$)Zqmwq*}XcMWqVm-Fr1?* zgFP1*7)T`;e^@2~HwCZs{(-~LBiuIMUZDH@! zqFgbI=(4l`+(0A0w;vf8`1MyYtIl0>m8&}AC2nEnHpL?|?_WB&>%HMVKbsH4gi`B= zA8|e1Zk-pucYgS3CSrK#>sTK-IhlC(Yvc&rcHC!6CD@$r|7uNK;a zfN0a#*Qde{05^b!hQ`CqEh8g?f`VdgV^dmEq6AoMV4$S5w7ZZ1#S0|8>rVZNL=e$% zos*5bifUVCk~B2{+%c~iW0Dv(CNjV6Y9CB(*SjpnyS?5H-75}(VY4lSbf55lWs19=Zq`ZBTV6bJpYfdT51o2? zFM0N^`OGOh;rrvr%~#5vSUp981c=K;8-X)d?8bLDiAHM3{{b97e}8~(*_Eew1Oygi zMX%fZ@hZ)y;roj9J2>>)0|_~rr=~7dbLyQAmSIoTn2rOlf!NgE{stgrix0+V-yAB^ z=g;B~0X+v`O(4Ak-Ut|IS{bA4w~P; zekEH|E@N2|IZooZ~bAOSxkMjSseke8kkctZK^z3X;nmTf@%1WP!Dc5G@Cmufj zzdgK^JXg22w$4;YxQ~VgDg#Jv9c3oi`HVx^%3qb%1a|65-LISh3ZJh{gOUJ@8y^)l zQuMk7zeY`TVrmNo-O{=W-fHmCeg&Z83&ra#@oX}Gz*C~P=41{h|i;~^sQ ztPqGCN*{oTyZy~g|F z`%)(f4h`Dl`gJ~GiOCtNpTFi!VpUx?==9DYIn>t1U3;7jd{|}k*fm5HQeSw@G_H0K)AIA{jrvo+d?A#T?cQm)C{QodIoX+2?+;V@OwBsQZ_u5_8{wUv zc>lD_fh9cT*;Moo9mh;L)5eRCOin)tH`T7PCBNw>`=d=WG4 z5?2>mhx@;eBxUypiAzZMi$4T*UC1*%b)wS3!oUERoSZGX`|oVd3j2*zZ`>27lKgx# zN5|7|ACWfFn-@AlVCUNb(;QC1sv?2dHx)%ef{{KLF9Er>0o7s**MIsXbg@ z>4@e;4NusSGMhmC$_{@e3UCr49dqQczt0{VDM&)_$5skQHPJ~wccA=N=r0dS=A7rM z(A(PC_4M?}D=57AV=)tN23j%uY`A%Nx^=G~xt-g_$Q}EaYuDIjd)!1l(Df@jW4fj-$yOYtKhB(HrVA-R7z|l8iugZ zMhk0h4#=tOA@ECR=f6jKDUE^0!>V*O3DcSw=H}**U%!44qWl{dyw%Cd!ooreFgm@U zJQiluNwOzuVyeGf3u)tq%c&9cpRN29*Njr?YOiV_0e8^(adF0_UOb$vemB3xM?SM!*?~xKj~dUxN6)e zo?C8-ZtzlguJ-Kys_}-(xw3Hbpzxj0B?2a6t@K!J24?2K+r4bIwu@qtj6H2_PsPMO z{&})Gm4E|;tF*KIk zmX5`vuXW)dciin+{1n*GVD)k^*laHmntxDruR!-2*Otbu^OM@XvTS9@r1mp4J027- zEx6YL>`A0| zfINOCK|zh#9&f(<#>e94=LhyveqyYTOYDKLR1e{Y0R0)43QR7b~svck-i z*QLc9ja24KLc-SkJS8iu`+PG3Q4lR|5Ns7g{%dy>3ljqa)?&_n)e$q~+2zL0w<`_* z7JBn11|8I#i1FK+MF*$ZIjfJjS#18X~^-J||yGR6evQKK1T1(&#SJ z4KgD5_fn81N3;0IWh*#OVdEzj)7R8n?x0HVbc7H?!wR=^;% zwzhhEBMuQG{}Y3LWDo-PrgZ5DV7--!_{o$o__?J{%NIP@hyYdf&KHUfu%6?{AxOZ@+NfA8#bM)RYVeG!}LNJAV zcSmVOr+cR;wmTPsL#H6#$oZ-BmA-zo{>fVG+w%AK7V1%8d{Dh z6*}4J!~D2YoaB*VF}dbmxPeOhB7{DN@H-BF{Gw03k&%&aaIl)18ZRH8B$VS*r>Bpn zxMUI5KjBDa_}vW&2?>CfczAd&C);KV9Oyo!4m&yz!&cYU7>2e0T_8amot*9&U3E%u z*+qKV-OPp zK0%J>hYTOTSz20RUT*Yb`5u4V4EfK9kdz%rmIX}LI-INxcFfK~si@M*-;73 z$gdY0?@B^9i0x{N#-E#;Z}lYj>3Z^CVVF6Ic0^njp;fsspj`W6av-7+Q8O_S1O6<6 zBfEhUQTK1;`ns+gv2qL7Yk&uuM7esxrsj}#q)kH|rXZsfK>%N`#&7SwqHm~BkX?paX_T*-l6C;6rOa(qC zip_@hg$(z1Z_S%mElzYvdaTde-()0~7u;1*sjG^^KS7|1eKGCC>Ha~6OH+?7+*MLd zEvliRp}gDOM^?#zip%stOoTK8qRLK1OU@iNL_?vdzm1k&lE3qwv2lZW0I+sW{w^ zT3734F+B8L??OJri|Dez)5m7hyF1XJ`7JxzN^hs_b(2!>Z&Q;^liM7MzbSCNF`PND z(GjRHmEIH&-x2mH#CjMAjBYY!=zpSock#w|l@Nzk&T)56L|E7}E-nr@3Luu4nVBI? z6BFl4-O)g&)YR0Z_78md@&$`ZLN0;-=y+?=XsTAsUk7lO?dmgtJy>ZK6>0$Hn>^uG zk$L|CW8pc93#wFoAVFecWBmgH^a<5;bzvtRSXk_Ib;;1se7(N9c>Cs!znpBfRzY|; zwoeNK8(ZcxdZX1dz|>+%LT&~I1}Lbg{Y#_BVXZ%YFf%Y@XJtvfeEHxA@!wXGd!VWM z>@jjgL2Byi>bklZ5WwB=o|%eC*40zM9{MWDN>hg?BxswNnd#|0ByteiKU`Br{5U^1 z=NTA+{Jd>s1iytHcLw)g1h?$FChvy>R`Si8H)^V?!>7_pN?_1jjyE4b0!bb#wN3~a z579$lRZrwB^x*^ap*WeQrY6KUAV5s}-><>+1Vn&d>~>*~h8C2OG&C}jk(o(HLj&je z^{Zj!X!7zm1IG8sWz-c7bQ1xUs{kOtop*x2K!4NHsMb+FWqp_=N0>*6otT)|-`|go zCE}(>{`S6QUIk=fbad$pW)S^vDFp=upoG>m?eG4|Y+16l^7{UY{h0;DT_106Z}4j% z)k2A|l{|fm~KpRJ6Ec=iuOAVF{A?y1u$<>w<=S7aPlyS%LOY+$AV5 z5R&{(A4?nH2NNIP=){DEhzQ&fqNqy$z`(%JkQ^}4?1Umt~z`PD_H%%E{eljbLD4sIIO)IywU77KHJP z9vA$;&d!dCiV8LpL`7v{VgfQ`$j;ZC25>7SWr`IeDDA?6g5^EOAPgy4*+C<2a5t`u zd>kAPcuimQGJ9f)B273_@YfXv2L-`SZUOCFOPiXSzJ5L5^!|TT%RR)z#Btk9OBO)pb%Ak_ zl9mRl%<54*NCNPa4+9>_PslS+A0SPYl@GS3YcnL#03>t-lbV2XTwV2L7D9G^uA$+) zF_Pc;`vSwfGvWdoRZ>y{HbaZGG9x1+CnqO8Jv}*@f|C>5!&@S4e0)6U0oR-Lp=>bj zSx_ujxR#=^u`$@YU)?VsQBs0j<#vDiRmsrMP*qiRX>k#f+|WR#{^k4cD=1`bZSBwb z&k70(oxeWL5ky8trlh2Vg@uKXLs?;`i$uo9$Ad&JE8~uoS=w_P9v%k6v$V9-|NA=S z!p6o1R$ae6Fy@KVJ_!4BkB3AeC%RPpV6a-^AKPqCRo{VtwAXELjS+G??}_89t)Hu* zD^=YpWHNV;u9z*8eDeb2Tvb(7b8~Zp+r>Uj%hZ$>DQSX^Nl!fc>t+Dof3WUQK-8BV z_%>jk9^0;l`uIpX7|j(G70u1f`T8QWMh6rkfIBw_ne^&a^6wXk)3LJ7JfRF|>jI7u z#Pr9Hz<>ak>q{pmr^gUXzt-nz64f;|3Q0nsc!k%jp1XTPNFJ2^XKea_i z{J1yw?PGFsGSEE5z&zqH{B``jQ1_pJGd%u7t zZEI^gRp;g91!^sx$0Vw*?#cRV@s-Z*?iRc^_V&Ejet-ZI5)!<;5QIWZjEu^vbV1s6 zcEK*^n`<{YxgQ{xt#ZG{$4|i?CSZO66ynDzTFiuxJ#Rqb#tS&G0>*~!voSC{hP~sl z#RrtYLO25r&F~XSpO){vy&ZVVFeLu5v$lF7!#2BahjWw|^Q)EJ)VXOmzmRLx=WjzQzECM(_k# zS4Ji#n`*5?R8e2vd-v`^*zML;uHR^?sloR2 zw(lbF^YaThY`b0@o2|GjKOx%z`WY}n|LAB3*XOXX@j53PfNDe{;yyrY5(J+VBFgm8fO`1mRZ29$=jz?Xsyv|4EAX%LyJbzmdk8U;lnA|gU1 z8Qgj>Iy_wOe#O6T(~1G)sF08lNb)KX*Ym?QfKskg@w9YwE{=}$jEwLQKk-P(cr%A5-i23M^-Tx3^wq~Wdpw+Lt zAswYfMPnex(GB0%zWu?knCKXoYd6R_-s0`*T@3< zYbPlJ;06v34!{N|1h@0U$3SuZY76MERu>N#8Xa|UaymObEgClkk^lzJRaLfwc$Oew zz$`S{te|_p4h{|mOhwH83PJ=g9#H3cX5HqG2V@5x4o)11Ij}8g_wU!N(OK>aYFJFyl*jF_aQM%7BbdhWX zf4=O>JNvTITpQzt`l$f>FMvH^A&}JQA|T)(k6eyT)j5GaP2$i;ygsn9vRXSl%R>i@ zSz|db>PoP+y4oq}z$@a|qpNzn+Nw{$L_V1Bb@)?GdUML9*c|;POU4o25q?woX6ctq z(v;%;23joF=9U&!6%~lEv@`=feb!r)dY6-e;9ztJ5F1I4tWu*NWl;ESh2D%dd!br+ zJ$^Tk4rCq~eHl>XRs@2sr@M&^WwrAW_jlL3cFv&jW*eEzO9*rKTHTC4ejwO%OnP=a zJ&Er{by&(A;6*@+AR0~Sp3_@U??Q%x3L z*o$kV1O*2NhmKjIU?Lv>kpA|G4Ll8aX<9JCQSth%nrqS(?^BS38LxgY2Ll!WCR5NT{?nJX_!Zyc&PofiX`?5VK z(5~eLMqrK3+S(fYu%fh-ioion z={08zF`xP2$q5}MGH8Ch(ZfSuc!11PA#-QC_M|h6N{-eB6v6xV?@u3S_Wys3on=@R zUD&9HMnFQkkyPmrq>)CtOFE>x8>Lf_PD!Pur5hw9q`Ra$q~ompe&;*C&-}pa0=Dc~ z^Td76Ub7a0jE$6xoE+$Jc7V|VF;!F?o$ri$|2)TM)M)m**HKV7{M-L!czC#z(c33J zFs=Kl0he--5zdjkOeXL4LX+CL*hK*)=xHvGxrV-epjF~&m%=2q(Ae+q1#dViJ&z3q= zYd!r8rcFOQ&&;3y%lgj9TYJ;on$Hlx@cEHqmE?XTi|Wbo#L|p%+Y^OGcd91>mU&ry z39omaXxMfeFuYuODYWa#QnDw5m=3`4;dGD{`kI^j3(RLnkyKHgk|xmd8*gejD2QV85rC_j%2F?dBOmL32o2U zA60)C@j4NR={^-^dH*w@>62Uv+vLMf2GZhFW`}b32s_EF*+t@CN zem#V3-2#bB-sef4CIf;i5RV#R07ng=)zR<&oXlM|$ zallCRBN93_HTCCNoIq?(RVqWO6dAPgo z^w6G~=1EFu@xolat?;>i*T;rY5{(hJbJZHGnItCEmb3iZ~w- z@Vg^&XHN%^KH}v%fu9cfn+D*w?V`5p_c_02E^}>YfcqA&$`$!&Mq$Ku~AJqh}{S8 z8xlQF)`IKmxM8|p1*9eU)sR9M@iItw*qyHr($doH(XkL4z-kD#kOEJV=3}oj8>G~i zF=S#w)cfG%7=Zzu>)z+*rsKCZH1I-dYHG)fVy155R9;ws&rkx6kB=`HKy3im7a0N! z0+I>NQd&|H*)OoGI~*4%ZLl?-R#fMJy?KPffv!hS@~8e4OQ#>D66j3#@L zJ32ZV&hYAZ)#ts)#V@s18QERpc0)cKDevF%l!+o0OD^Kckh|5qhn?+n>R+B z=srj}xTg4Sa<9O;D}@YI-DG_E@PVuHW4EB( zt*8Uh;m_W3Y5*D3lIwz*2o0ouL+ZLQPYavo3?!hJ}lZOHM}i>eZ_{n^`9S2OX)uU@NY! zbwA-w7yK}s0R&)d6pZqGo3w7L&vpM7hRKNuP@K$7OlYX^$45s!K$840>M}Mqrk6`m zGB98jfV<#h;bwlD*9&ya&5HLmfLpAkX3ofrt_zBjJB6A3R>)5;4%Fv*Ma z^1ftej~KEw=85-)cA>XazwLaO@t=}{p!k8BfV1*fN{;uJ>P7|4c2+h3a(#VU0t4Yl z+!5i&p8WTD%6tCHKa3isu-#Qb%a@bG@EfUE`C3>A+ehlTSctf|_}#_4y#Pgp=2Nr=D4tCNC) z0{@5Wt+vMpMhiO>kfxYVpB5;+07Ks3yrod_C!$5039fy9{uT^*L`1|$mSA;V9l`fT zFwnuFp^BM&uV25O?C+P+TADqU{eQ7<4=c_P>@#j>=i5U!bD*ZazP=Q($%%=RDBhjOK6Ur95K%8)f=2-=TGPvNAbJv?(OB}NKs*DibzRG$;%)7+nYX^ z^*NlWq+w%I5)*?_&PPwNg68HskY28?t`+(%jlh2NUnkhy^r1n#vqEJDoTzyC>g>=> zpOb#*7gVP%baZqO;~-mkfJ~bW5_FXQ1=EB*K0^etr+R5|NmcLQE-%u-%cb&$c`TmiA|>*VotM>hL@( z5d+W(Sv)*Eq-A6lTfC>cyTu{v7xeUQ8w2?K{7rQtO&)5dWa3uGpgAjk zg55d&T3)V@=eurF4&<)9Jf=+|JSOIl;&~$X{bFCAMC9H5)@hy_(m~pHmMPnV9$i|C zqcCjLAZ#NO6R~gO%izo|Okg{z1E*_Ep8E6W+05n(Mn++;b7@enM@Ei-1GRi0W49y6 z6%oyt+pP*0NqmmrV3n!`M%AXI;r$`#UuoIdZ4RrQVxgE%P9bK4)`h{rlH%fl+1ZBj za!gB#v7{MrJSF7@MbrE85U|aY{TIIm29^LMwgl7#55w! z9MST)n?C{VwHh-skJQPuvAzkA=6>yZQ}KJ@OvN%<}P;?;pa;yk-t_Fw+#XmY&Lp;@6%_XWu} zvc+j*U}9n-ARu72`h%3X_<7y&d5aX2wUt$&A{g0m&<}x0GOW}lCMLExZ^fjh&K@o{ zF*7mID`qXsJjm0+#@o_xFm5Y+-*PU8+yIG>yZc zIAT!`JC@RT3a7LO7oJ%l$2Prx(w5e(R=b6G;*yk5Hn;iPMt{&PD=>XaX0_mvh0ej z#~`BddW>{Yx-xMV=7sZzJAJsnEz_-6DVkVWF?^Ny3Qx=#yvslY6iEpQ*xFB(crqZT zLFM}J;e%o-hZ#_DQFbmsgMG1-eQY+fRc0*{y!D@qr|^v)Ucx>CLg3=!0;MTXgzD<{ z7Kkl19oRHS;~rTlgCE$;UJDE%l{Q66Qi)S?a&pSZ^mFgWepATow12nQ58_3AWm_%$MTE(E7`hzNj7F^|b?-kf0R(&`= z@b&>2xv%wlyveBmRm|zq#BQmXn1sX%wk%g)DycT$2vA(Bs$q9s7w1EwM8;})viRLc zKT2#`*F_6cUQ5ZWbrXNC_TBIKbmVX7vgPycqFJ1f)MU$?X=d0{fWjU$H4NnS?XkSJ zyVJ-Y7}5FpecExG1En-uoF3F=nq?tTVk3Hf?$4iSUP4muaw!}AbH^WSN;R+Gh@ zot;3j|4lWNBN$I189ng+H^Ns}S3VDSvpqdXSm72nHl@YI5&o~;58p$mXlTz;d)I7J zdF-XnvJ0ytlZF*=myd9_564?H7Dwn<$nUif=SFA@NV6A%*egp^%v_Ni%Yudco=P#MYOm&#EJ`mQHV zeF9pxii!%q`{B^wAntt&8f+fLT;sp=J|qaf$T4{Nffjyd2~<>&FbzL{g5r-pEv>Dq z>+Ru@keKM{;el%YlunIXKf`n9Prd(iZ}gs+$g^97;*t^|rxMh0A3uGfqoWI!HO*1v!G?cEAwN$LLRlGbZK5CFwADmK>L z#RZRmuv#)IIvQL=J&>wi|916TG;k#3ufe;Y+mQWnwoPUvfD0=s9beFf5IlG zfwBm=4Zr)QlEd%@LpnLgm;Ey#dSI(VH>F)mz(-V~cL8~-R6hhaAqoMfP^6Bp90ks}{LKW~xIC_0tcQM0g`mR%IbP{mnuqiJTcva$f20Jm;zY!sbldHOUO1or5T zOJEB@YIccSJQsezuxU->Q1|wv4HVCnIJ!#vacYLupq1>6Lx5x+xqycf5eh6nK+<+} zbW|9$5w!2dSx${34`<#UWLL+;AjZ#7I)c&(DsnJ7VOn}RdZyOE;Na0xOM2Jp-St*> zZvHl3aQ@C`e1yRJJ3TpxJ?n}1QauJM!>_e{Z0vy)v%ow7_Nl%|ppl9}&Fg$$Yn2!m zr|jWz1-os2X)K=)f*c+m9(X{ZLZ+3yJ*&&7=g*%zUL6}@bWK$ljI2MgNZGejP0=H) zetc35U68_N_6!1e-`(APxI0q>Cr!}(Ud8F=d=nSJ~xx*VWLPA1nWyqg~ zXki(Hwc!U9BKNH5_%yZe!Sj6qX?CMM?(a8a$}Bg!S_G)#vSH1Lo2Sb@1-nqrTdF6= z^$ZCncdQ`L}n46d<+F=YT8Lb+bk#o;3V7=?I5ehj>b zggSe5?Id-{kASCCvxf z3rq7`C-b3{z`pAS(4M3jffQ?_1ZhLJPiHA{4%R?T2TGu$qm#~KZ+Ad^CziW5d2*uWmLEB zm4@pxxrC1)grDDT`Gdf<@9gajk*4Lo^k1m{fEC&`+w57LkdW}1TmJofpS~D!q7b0@ z;TKf#bSSA|2;Z14Oc*;{h!WX(p@>(Kr$LwuINy^tx3;o@EXc@M9?aDq$g7?iawLi< z={(aN*&1*t{zLiD)bIJdaI7)LlcVwHPYeoyE6@em+1XoE55ls#DfnEz1Em2k1-LKD z_d=Z75g-yo^&{y-Axu7UZ#ydaOBuYBJ)?!iKb$CuEjaA%e&(%D>i&G&dhomE^YniZ zy($0*?d@cPt(IO4RVtKi(x!I>bp6>qU z-(C=v>nR&e1+8f=VjvagnH`dW4V?GIJ{-i#%G%))`1ecaeo%_5ND7kUD{+3Y?pS{m zqB^$&9g5ic4>4Zio=JK}9yRQ|EV`5x>6~lV zsse^xoYUIcYQydQZ+DW5q^!mAzZnDzb6I8UKL&+^Zp+fGifQft{#;X%?o3X@lq8_X zMkVF3Lku9G={-jimo;X5^-3X2KqhZ2NbntO#^2VV)p=`s~A&(3JR^dCfAvMk=SZJ zPU%~2V<12t*>jufY~n;mDDD&;L=98)I4?>NlmdhjhVi0BsL~9rts{+Q0N#=c^ZMR! zMfT`ao6Dn=3cx=J7CkvWUODjqYKgtWu101pC{N(zn`cMJoxc3DmdBmm4{rBdxF)^z zubus~4olik9dEoZN7n)Ck0mO3bJ81^h>Nj-kD{o(j(gD>@%6jpfvGu2 zd<0~SpWc^t_D$33v~(A1J(0DwwLl#@_wK^PsIcqo7SSMpZ-n@jmN|)N_ZkY%KJ8zX zO=4=H>=D00??+d(`TC``?|~kGeh6)@+cC=U$gGZlDZYVKtJ8 zOAeknMrfu z1#ayMCFboco8nv5@6gwaz7hpf*fs{xOs#eD=RGXi%9Ns_mw_U`hKBG0cLIK!mwf-OR5UR# z@a}D?L7&-Ix)YNP`k3TX#N$-&+#m60@(&Wqic)_B-cnzAVAl7fmYh%FzdYWrFZ#@~ zA{K5i!{NF+k(FN5^j4Ak84(dG1Q;Q=1m8PY%a|x+Ig5mpbbhL_M*gkUws=w0W=;qYa}SpMHRdk?IesE+L%Tcf3C3PK}&MGUh;6V+3R0TB^|?&E8% zhT^y-KT0<5+x&GG!)b*RfyqExKMdcdJ1ZS#j{4+1p+S-68BlY6lqwZs4Uh6&Csx<8Q2r7Oizq{Rhoh>5#Tho7$-(_u7 zU`IUgMSx_e7=)>EuoX13vzGw`9{<|;C?RF`)$Am18{KaNf4S)DwzvGJrn?;VRIY-?^1ekS_|=NoEK6|za%v;#xhV~7O)+=( zHjk4v(9(K9pI2tQK&!kv-%$m|32Jb3v^;6-iQZ?DC8VrjIHD@2R-x?Rt!V@Q#Y&St zfN&05j>>8&nb_6C=w~A+uuJ>(>sOI??;<4gd>`%_?u(|%bWtE!MVQp0h~+WrM1@b;TWt3Ncc4pOt=`?$5D7=Ac7!pS$7Y4zPcYSbhxwTuJCj)w)(0@t`xmtuSC*hrQm;5 zzH{nZFMgHwhaBIG#Ow7NqTY?iRjSWrhx2-P}YBxf}!YgorrJqgGhL=UEYK!zp9+ z@Aqvc?DG&NOx+PY;2kUGR-Dn@ztPr~6Io@26a{?9M&eZ$=%5fs{`59)?C;;d+vnxH z-L4jehZKUds1L{|fcdG*@FldF*kK<@AO`>nel+a0SN+Uaeo#WmssvHZBl)f#H%Vw~ zYa_xN!63UFmUNjQ>9GErzJ9XS0|gk^&-qzdS=H3kK(G~zMJHzdn?}0Q@kyI0Nkp@z z=^!==!={uLnNLg2Yzt^GHc^NXQD|5HuU~ImchyuirHF}%pM|Tbt53F=U4Fff>o*1M z9(E_(wow$71Ge=+fO?6>z2W@j^Is-Oi6lFZ1=<}py~PCt#!zuJ&prF>&l48+hPMj- zWd6!a5}w<;tvA40A%~TAIIh;t$bteo$Om*@DJ&=JKcZL_DO}>R$d}h&U+v5f>rftF znRL1Hv+K+6-#kE2{Q8KWaeX7nJ3$+8eTbSFiyTR3kDY2?LEAQ-eeG;f>UjQcdlh+6 zY7b||aZ2nIXX(?4`Nee`S$*q8#lGW|a&8=EzDS>pNK&0F@ zBI}IJav5(btL+#0?EU{HE@p`$e0FKn9$1eoypI8N{R}neFj_lk`{n38XPAbJv^22d zKY#vo9*J8EgMVTBI^g2!HhVaNd{E-z=HPGwZp6XC!DGLauk@nDeWHQxxbKZeXJD5R z+dIsAH0&^z&Q*uf(o(?eApied8Oh849?cOmGc%JYOf@z(2F}C8$cVc*`Y(3`;5-Dy zl1?J4An0M~`JWWDZrf_L7kYNp?kz20pvoD-;py{lQ)Ug2vzfjYRk`*SCrz7~^)i%Sjc?p>-j7QrB6^Okc3#ouoYvC6c^s^bsB>%GxkY#1_y z7O)AiNgZr9ztdg|P}q-T34)v?m$x%As6|Iy@?hHctBL&4UN^GtFzW(*Xp+Z2!`mA0y{&Shp3v@84(M{~c18 zR+j%L_MnE0N%lQA_Zcp3mm%9IHad-Bw$O%CgRoM{(EfP!??SSel0r;3K`++YjGpqB ztQ8w;Tf8PmN7f*&Y#Ay%Ft=G?p1W$>o-KO+E4R|g zXOqA&^%t)h0*bP>wgzB#Yb1NQflNR^pzyzs1_W&9xahyU{J~sSRFwM0aSi-9nMDsc z_A87F3`;0rcPhD7fNvD8yMX`dw(!%V+{_t4VJ1>rxX7-~7%Jl0qjs$ozMtQZmo$=5 z*p=pMffxF%KH-w@iHb@~hlYl@*xBR0?0w$i=RfLfT$B-EcVx>EISlvZIn{=rWC1Z{ zZ9QnnCggJ!AgL`~KMqD%YjH4BK~{7yr(&?-Z}QtcdZL$i?hz7ljw^qeHE|6Nt8q}g z5^e>S&*}fjd?smJUo%GtxbZGYGPrg#7#g_yu-Z%bo=S)8P1|sOfuQ4L3(fOV;%}|X!Kx$6ZtS!^}J^Di$gM(Ep8<(HmbBy1oE$kFbg>3PnC}AlJJ2m zdwcUcj5OimYl)1SAy||T=R4y_=mZW8@8N7-e(BF(H<1M80+7wa^%mtSQI-&(CCW%$ z->pD-8fM?wZ84S(YjITEq_{HT=-E9~+KMj|3m_<6Ll|LE7Z)KhW-e2QLP zd?b!Wh?GBLBIr05AEy&zch>UmyX+V5-J59zohC~W?DvpLEIsl*o1(q6w6wI9rDt4R zJ}^WMIEiWcwuxoY`ibrr#-hi+pihYH^9cIN>hg+4;~{oUSIN&s78mgu%OC8)c;2|j zNeQ4xC!vg#u@l%AywCh+^fvOGF0CT&rH-@WqD~%C0Nvs8St*G%ujk{#eL;Ty@znF6 znC4~y`Y*f=D%_VFOG(qJkB!O7}$pO&X zpA8MKACe{Wii(QDwMZ?w(i$7RG&Bfw$kAv((}WBS4MzjHp4wv#U2|rMk+1u2x|7Qs zEGwWW#C62G4bPCxO8#xiLb1nN5(#2^M;|9WF+Og+ahoMw|v+D;bQIm|1cj!&)Jc=_hr;iY%+ws;f%tAZ% zeA#x0ELc8DdB4q?`2>cuB@6)t^Vi_u`s392_+E{*XXHZq3rUNZpJR0xPyk`uKf2oE z*Bz&FaQ^e(D=J1zIfVTmqC#}He+>+D(p9%S`H}XMyjpM>!L@XGN8SGC0PtF(Y^pH#cq)iyVY$26Ckoz4RjQ(_l=Mlun_<%Y9P2($mz(S{3Yi15Wik z=K5p>t2uKtT$w^tSU)?OZT0oGwLQr8e<;ey=}5*|;t*zn!`#e2o;fBm(9KyyzzJ{txjGqbv?>iQAsVckli!0FQpB+GBL z>xuq`>bu2-8%?G+H#g-5Z9+mq6kTkzI)Z2+KtccQO^Z`2%gUDIb2o3KK4;PzGL~MW$kzq=`=nGGbo((q=>8O)5ETzvTlr-El#pwRw@6@Vz zN{8G;5k7g=dVkDUh@A41`J%3z6jrn!u@c`Q1!z~BpJ-QC5}j|VwVh3%KtBZjRkj9K z?8vcX>(*OMzJkKS!d5gxRKF?oOuy36(fObGa$6@J(h+>2xw+I!slC0u{O*Txii-9( z2m7qN*gjp9v;pjz8{p&ANd(^E0Ac1%Ij!njMQq^6#fFp$#Z#YxlZ>grNbW`jRKYnZtXn$+WgJRMzTM#jfapRBE| zN!xnLgfTHg9Yj(8-?{*01AQ$rYY-%^EwRC^9N#BsQ#yiQn=eWd@0QLzP>`}%X`@k6 zGMikY4kuzf*OkUi+RNC&2M>viFc#EGxg9P%fs$DbHZ?!6=r*(BMD`!b}<8Oih zj|*^(nXk8B&y*=paSYbh(_6f<)zc$~Fo-$wt7jh-KhIert^CaRUgUtqwifild{Y z1%LkG;r8fvI!}d8EzqZd>FN4Vny(vw|CVZ1Qd3ils;F>KQ5mjw26ytQCBQid;`Q=& zv^qKrBhzbt5)c_i|A~VlK>af`Q1{V3>%)hS>kiV$TKCWH9v><6C7(sPhrmNp&ZvU$ zIb~i?+xK4^(vHE5S{%2utSm1tkCcSuDxEowTEUjWJ@kbFJp^I*d{=u_i!#hFEh~%A z4u*hKG0i=$_m@Sskniak>`+x!CKmLnX=!Qs@75C4vv2_lMYV$9wz74Hhsc|(w6xs~ z*fH7W@9*vHje-*DcYou1eToF-=jYGq@mh{A`}*jd-jdWZTBwa*zjGJks9R-l%L@uZ z3>SaJ$he+tpk;FRk|mk+zoQAf8n)qI=Il2`O8CHl@N!`!|DLK!PVnAAX>#5gCggy?ATj8l$v@rHl>S{Fo>Ay%g}PYZ3_~E`AJ479U8gU@xK zrzco453U_H0Xg^8P>mom1Wj#4{1p6iA?ST^eoSIM^TUX`*?#9*_7BoXY^<=KAh2G+ zW^XCueks4(gZe4Sx~on$2+Bhs)^pJ{^2exoJQ6HfDBTM#%Z|3Jc%;$r?TdqlNcNuT zc&{z{KOU@R)zsGF8}-*zRqd`myRJ@O>5}{X;j!=GK8^uyd30=SXZ0C_LdJ~PLu^!j z86RZ$gFm?6U4A|-6~2t^x@TwnTihef8UxTSU?`}F9{~^6heZFVt9v+J?E?K1HkHhA zy%)Cm(Ngm@7_S1Q7mLbdnF_+rn?vB|LcTY&jEvsfqd5S;*S0ExDT)b71u?B->(>)Y zI5Gx9otOPy@Z*?Y$i7>QE2~L1Zwar@Xv;t0@sFsjkxTJsqzp z2PiIjVq#(v5)vSY)jnCm2LRK}$$8%9gpQ7GO~D@VuHb+62m|SpkdUxK^CCX}<;$0# zXVJF))zH9& zp~VT9R?;6q+P-@gpXu&3Mj5*!qN2QppB%!ZO>FG!8>5q~5kb^amG%^RRy9$FUznPj zT3*g#z{mOg`Eyp*qgy1ZIH0e&0B?(n=i2-qDTF*GzQAtL$;w6=GzfYefAtK|L<`OZ zFqo4Qm!18%F-VA`kz&f>d2_zw(;wY$TK5z7=-{9K9`)Q`y%ZCSDlN5fb$#9D#Q5Sx zSah_lywSkmpp=9}Z4TSD?0vfb$X~dWiksS&=VVR!mM7Wim6es@;ZF>9ffU?sUN-xG zW0UX*o;^!Cp+CzT?J64Za50XIR2LpEv)>Wa<%-oOCq6bzD~KiQ$8E=bf#MRPue0$b zQ+0VPYNp}Rc#-TuIq?|r7;)y?!(dOMP(wD6kNh8Q6ihNG!1HYLpVlQP$8UIfSDn5W z6m0D6=_)IC^xZ{9L|~G=`I?*i(Hgdb4L%+o)fN*X{8*WQ_eE*XY?5fs&!(nzb97Bj z&A4;__w{z<&_auMvH>x7uYdRDD~|w*)=-8+Ixazr@p^j$fh=WKPR>j-b z!fWXSxVX4}lSS+gG%i;aV$RJPC<7qc9b~ov9?yc@{TxbRM z+`usG)vRNnq3Y|$beA^a7(Yt6U5BC&j${bolBES1d@B&Fk{bMA+GZehqTxXBxt5E* zX%|b0_BCEo&+-U{Rywi6(0ON9f7^w9wqUj@;Ux~~UY(e*B+KR~z1P#@v7G~$93)VUjVfLrpPG8TJ(jnb zot~1i(C8|wsK`o3hjf|!tbcR;VC`sC_2tVVP;dD8`RC{7&ji^V?epxHTVeOv-P|a+ zZD!oJpkrlRnf`9E)3bZInw*@~3|{Aq%*^YJ$T92Z*r?px+{44eoaRGU!>%`>#xmq= zy=r$_aAzBdnv38@k+Vxyy@`!Jlr>v{SY)Hu)sp6~3!Hri%kVQG;!GA05o;#+=x_p;5u z^K&2-p?LI^_?tDB&SUmKJ-SPp4V!>3tM+yD5%$m!doxvCy(EN zO>m7A0bc?O{WT73YFk;^Vx@`HNE2~-dU|M3P<}x{rhw<^?qo^Me}^f@?9kBA@GxxO zXJlmL#>PgE?Op;)3k#r#?-UhdBO@bYVn7P@t}6mE9ZBaI`Te`hpv`alTZ{-*V=Oo` zbV8Q*ZGM8UU)NsO1Aa!qqUcT}YIQ0uEye5iYhP|TJ7Jmx!}aOo$5ECv*7r?rzo(`& zzG1BKhB5Z273=HFEyBWg?A6B%aW?Q-z?O@&m2c& zBer!yrUw}qv|e%?nx$H>SvA>i1pyY0Yu!&|We2D9y~2NVmKGJQIyC^`xEoM<_ih)& zWmhN`!?SSd@j3GHczY8l z5sSkk5ECxiU1hEKb9X}NL)2ofTkpG(=l9laO6D>|XI}bY$+P^6RtIGw^9G3_?U=t$l?(PV_ zY=dJ5c08pN^7;EKZd(u;K5$zD4GpavHcR#9-_@1J!aQs@qaAG`?sR$DX8@|jL`Bnj zKX)z{Vi2)WftFKPDA{dX?%c2d_`B8jHsWHVEfhVnMw3 z`%P(wolJ3DNPGs^`@l@|%0KYxY+ zrRK4hmlyOoGjs9aH38=xBY77alV9LFEV&CHOy(S^7M3saSBz5=6Y0F(J`4 zFSkv9^J~XcC?Nm-vC@6(gkA5RvR#;S);;{Q7ENWaR#xt-@H*7D!Qw>LxOz3)qPl8> zp?f_ayp%2`1FfR9B1ga6G-;%#1Q9iF^f zq3h?dHU6qaY9MqjE-qpn%pof#5{Ivx`vQ!Hlhu+)s}-&Ei>V?>57!%KkAi_o4{#+? z^%LVM3f4=Gt`iB1%WtN*$7-v7=A-`DF?7mKs42dhNJS%>6`Cwhnl@h;ntbxBH70m&;p2sq5R@9+xU6eKD^&im#hXK~aDnuGX>0_r8Pg zskia{;R6j6L`+{Sr6$&nnOS_u_dz&S^QpaqUtj)Yd}C7bd*yJrts>({s#YWg%981fWSSk6ID02T4eBPtQ`VhL{b4>Fvyji@Iz3QT{e9ZBy__saw zsYwgPqTAjMnf%*hV{cc!;e1JT-TNlGKqkS4wQH=0pnKUsgV>tMuLdY)=2Hk#ZWL2} zHA$#SsU(TCZQ5nj20JV84(b)DS$TcJ-ty(I|T-FApP> z062szb1LfMq{Kv5sr{J-=MS#?9-Bj{bh1ekw-hmAAsBGjxVU*Hf`xt(yP8ruQU(T( zsUNZ$0HcQEGPvxxZftH+@Vk{dZwdMNM?nnB%y7M5)oC&RW;8f|q2o7_~#Z|lio3bH#n$B5xaNipu z7(v54!sdD$q{^9QG`iaJs7w0ipdgHxlSi18yEa-VARc!x+rS6S*4*aGNz0kJk^8Od zS?8Zg-tE&NpUc~58G?aar}l+kTKc!w2?at*>RK!y`fs_p1OTTx<@bK^`DJ#@o!MPkRcn&1I1eUrKxK0k>US3XaZGAl$yV2!wVP-~4P_U)r z6H0YN%>GD|v$JsE=@}1S+bc03vf?h#Fa>B^NCfjui^w`MY%ek*bd{fXzGYCXvYpo^+W@oSe_J85AUji`hdmfzMSZO^O zL#-8+y*_)|`ug;HOwE51m%=Azg2{4oaPOycWTubD>)cydqP~0X*l$_m@7uK{R$BYg zmucxlp?mZF*^afIH_7r*zvy?w0B_&Nggv-`cVQ^{e_Q4Cnmrtij8*~i9kvE@;V6Gm z(b6I!B6{O>ZUN2{IBHLKx6AhETfsSYUfydXN&Y3+;xm(zuQ@r-&UeQ7#siaC4PcA$ zSLnB-y|ymQk!NZNWBu?|)B2a`=YGR6f;@ex{X~@ak?n~d&4L6mQ~niwy-!S*L|k5V zuP>dOd}}4GxM4E*@LiSSpX@kCsTLFJ^KEco0CcHRPP5eP?8n=qHdq$15_R#bQ1SOzHUYybrq}sQ za00jc)uLf7-j_l#iJE#(bn$fq32@DYO%@H?vNhGz$lf@#|M{cx#gD8k?peS04+jpi z$4|IsPt|&LoI*SqpEf?$`px(6`J){Oz1*)QCcR}|aPZml&lZ|5WtR*MD~^gp zLQ=2K&gg%-&#$GkR5F;*zZ@!u_R7u2c`o94FNt9B#!RJ&@Z+8H?Zp8hlUDn7U|3oq z0IbnbC7F0*V`E@vP>tOpYzFGX!$a)9sX)- zT<8ts=jKtSfz) z3vJtPirBp5((O?b}^TM{QQoFX)7%2P^By^0EOq#2DFb@g6SyuiBuD zAtdMxmlCn{2=QiSAIVdd#8&k&jDUvc0Saf&(A8XZO4;n<=~j*pPyR?ve*TDVBA*Po z-|4nJ3<#2d< zj~_oG;wa;)s;S{&W3Oy%m>Hj5GPRWH)TRMW4MadmcxQ&dMa9oQ|LfOx*S#rqb@j%v z0&t#A4R?PEWYcDTo>s5D6olhE*?H?|?f>lvN09`TDBQKkRVz|Oyp0+%I%4!2X*h`6 z8(WhRgA0@BqZlb99Y&$_fmZe^+NPqbqQb%;HqTR2W@{eC3%7!Tg5PPct7~eQSXk`N zGgY1bMr%NFKDp?-ZSmmUz`yak^Y~IK_dE!jhZ|KSYDT~QgJ#5IG)}-aw^#;qV~dPt z_rel9_6Slq^5Yvl*k%Y4kpw%vaA%`AVi1V6-l~b+Dz#UMfD$>`*nSNSO+*izpPaz` z_%K2tZ?mwI-F?ggj~!s~Sfh2CNn}I4LPf!qSS&?sJx^@@+Ct}3F^4GrZ|LiKlT?J7 z>-+7ot=L3~aHDVBcFp$&4pvqN9mY#JKN-%GzII)Z^X$&qDEnNS&C@x|+)Eu8tpz40 zAsDoH=AQ-WZ`f6&p z8s0CJ>GIfm3k&`^ebXWit^KBPy=_f+q4PE+23ym5!0DB057Z#?!LhM9(3@6JP|v_% zxxZhAr&Y1#q?Z)(yWSv7D$qzSz&3ukyM|hC5BbSo3}$4I(a_{+l<8P*V_gVe5*B9m zlw^m~Ob5L~RenLQE#&c_70WTz$~k03k}OO>d8;JYpR{xQ*rcZ27fj*%aP{>AjX(JX zn=X9%@3wrQU%GjJ=X7n8ziwQJ)jnkDwt6pc7;bcaQO9cjCDeMpbdidkh(?5X}7iVV($Lq1eR>tcIJl)v7aDl?%4 zwE{Pp1Tt-A&_=Y zAJ=ba>TPB@AizzNqZb2ekM{*e1F5hFNm2w*M4SKGN-#dz7oooLjTr zCFm4AJww;yyCCEauZ| zb91lFCf|sgYV1?u7rYbJV8a>+TTjHAy1JJX6hgwnCbr7zO>VA$ zFOQCn7B!s2MKNDXNBQzOJ=eVVGM>Y%w&2eE)SkZyEn1hB2_l3%Xs=+u>Grzl!h_PQ zf1~qiBd_SuR9Io^X z^;4)!w0vXuz4W(^P(xH{2Z#NLzTVCYH;VhF(^r}N%2!)Pu;ilttyAxV6>obVFVha= zb5Qo|op8CvxeboQoojJYHuT@A(Axi^>f&}lD6ZI4a1F?*rI%Su!^Oq@5KRYI$xv)O z;S=>m3YD*nZ^n&m>Z!XuVqx%v$u{|n@f)w+WQsk(B>`6jPCXo0G! zX}-eC#jzp{G-TxRl9E^k9iJ%XL`>BHdzdSBGq#3H3MgkId5Y1IkpQSabjc(ME5sT{ zR)4);&ev7zYOHkn`4p#GY2@I#1QII3r^=-@wAZk(v9YnU<94tlQXtWGczDPxe^)g9*oLkPm=93;Zf$?lvFxNgldifU0AxG$PdCqLm#ayW*Fn=tWJauOFWjP?ltt*MaZLjyu7DHta@c}=7 zsfkNyhCBIow^xTp;fy$uOXzdfYKQ#=kYPZLR2U8Uu-`{t53JK^haV|9&hYxR#nIY; zkdV;xk(JeC_eOqSRAOS{hYugBOm4g1oEz}*c_bz#u4Hnt8$tRD9SbC1m$*u$s{MTy zz?1!JxKFNgz93@OCmd$v$_lbE%p5-n-wLDz@r^R0AP)M7E^Jzrdz!QLj+2)Sdhcb$V@IbzyD&^ggOajtu3|g0ynM#XTETdlk zx3`z4ySMx8L>2qRK&oN@{uo8&NBq}P( zbH0QDbYZ4itX_4@4sD$c>cUkij9wM>+oXxi#$aP64BR$8LAk%D7 z#2G=sxI1@A%Od9EwrJD6H{SyI>Fw2_ByB_7d&7-j&DES;-wwm#@G(fFva)6%=gu#Isi9(R6in)!FZ&zIgLSjyl9Vf805a z!7Y+&i1r*#Dk03-ML-b)sY^FXEq_P8ZsVGGycRTz4ron`sYMx zT(r0vrHAUxgkK+8KwD$Gkf`Vvz@lnu&Ox~@Hz}fu6lG;)h45bO-R+WT@059v()jHL zgwAL!K^+vv6Du|fX87aBy8>f}h8*0DAZJn>R-X2Qsgo&Cbp$C@4&x zrHYqM+nkrc501!$Cx#{+UmA)qsTBl- zgy4k{ek=_Tx)m7{V0eS^*v^RBuz=dpWZ4C|$Rix5TQ&W#fuV0-XGS{XADaBS%jlWcRw}yhn zy7AggEcWH-#Us8WRSMDPj`Sd^?mFCFpH?h;;9_8qMt2qD=gY{*C`EB7NB!Pt*jQf& zz(m8$EKl7jlOe->I&BS6ci9)DEwp_T7NMIRv}Bcq}=I_zuPZe>fo0;^|gYHG8h*Biq?%E7_G#dQ_LI{N?_dH4zu z-n}bJGWle0FNW8>F|$gZ0tuqG&BXf<^WKZG7Ejds80SiicX-v?0tp=I+WE~?NOAG- zknY_>#(AwdkSf^6b7|V-cKyahQKQktu`LjnF?K5}+07UThZUCc)4K8WYHK#hE(G_G z9Ie*bzG}-wb)b0Q?z%WypQ8Je2v>;jt|!8%Ixaa(3acHslio08xDH#V30(Oc+za?BM0W z)u%&?nS-92d*-*2*xDG$+d?53bTQ~nP_B02T zFEcl59DWR_9WoEcMHJ*`p06>{aItF4TQ<69dT8adPfI%aAwO2JrEmJRLT*U+j~ zib+U}F4+N_**Q7yIsn36eyP;_rNDE8cpQMh@ZRMisD{g2 zBw}8_&5<)cxIupWcxY&diHV8R?W)>NLARlecQh@q;v88PbnpKAUy|$jay0Mtk?b}P zR#d10W;+8!B&4Q;PHKI9eNYrf*NF9l6k;oaf)QS{!-jfu zE!N3`Z~Vh1i@3@*5p?D*YJ_&v_ZQoX)EhW>dELj0wE$?x)x7NL>;zd8Ovudv;Np05 z?Dtv%5=BBnQft3Uh>s8dk_)ky{!X`Aot-#XT@4LhM#cl)+jB{biyL_L+h7tyEgvv@ zDUkrGhzYE*VRQx~$}i6EaJ3J{F)2+E4is3?$C`uANNVu{>ZceOJ>A_)R_BuyCd|d~ zw%!*P7l2JWpYDt#C8sWWVG3M2rdB4WVyL5gIIQy}jwz9+!T@~j7ygoF*~-N870oyR z%Dlfol@-NBab-H8IL8ygb? zQ7YB-7h>Luhc^1 z@HDkreWEztTr4s&5{LrGWEIqXr5m@$NJ&Vj4MUO(;hX#I&7{>Og~ApoAk4%7^dX?^ zk7jQ^a=$)Sbai#D`FOJ!!n^UycZifGB(d?%lP+WSu!v-=#1}_M0eHDhCTtGbke|L; z#%lBar}tjCq`t|>lgkBq51kK)ZV-_6Jrlk)H8p))hsYi~Gj%3M;%Trd9QRHU8wt*OX-oOoJY`xlhUsGSd(t1^*;L?u7 zPV9*XPTBeHl-{gDFrF7Bd;?6iO0vUx(~I2e*f3OP6abS4qXQ`T5O|k$Sd#`uoDINe zi9`+r92Qe0z~>9`Axb4^D*$JT%gXM)wp{SE3o1WIs81W7k=ovl~q`WuD`!OfN$fEfLGc73eqO2$7i9g z&gpF9Epe;=!c^Z>p=c_zS7;rZ`VkImK?m$mE*Ee_g#NKHjY?DHMO0RJM;4IP5V5#7 zBG`0w`mH=(Ap1Gl*>kcUzlqw*NluRW%@zpjkn4rXgAynDN@-`@iOz7TA_#S@Po4|%~X$zOjO*fHro|r-Gw<= zTYc}|f1yd=R!@dS^VHhF|9j%S7jv&zG-?mebKmW6vmreA)e0eEF!-dzrXhw$uEGb= zUduX-ohskonr%>ZZOyBzbGEXwBK=A1?G3Hp_YtEQ0-mk4$?<{R#OO`D2ErC_89j)P zj}Ooh&82*3wINJxmn9`0&voEsgD4XOFqXfgkzji7qp zFhcz)tovDm%0oWLkDuzu$;5VQ&+IkgQ|pPZCLfP~Au>N-XQRK`y}x@2l~uTAEg*+~ zalS}{7qYUl0-S1CY?LlXHB!`clY7Is3)H(bMqY_F^Y<#4n~AROz2=dTUu0oe3(w6tc$;(#d0C;EeBQi(UmZ!a}{0+1h= z25~ywN&Nb?UvmoHbQNeSJ;qok3Q>YM9>Hl|_j>#Dk;N9p$Gk%k(0^J;84XGuUEMeKJJTR`+g;VGE#}|B4^RdbB`6?Z zk?va^KuOoV??@Z@S;8TN#KgoQ&YA1g)ojOd5UU!OmF`$aN5|>MHdPoeCAffC+EBiu z-xFuMKA6#7TXS`F1ypga@I6j8HUR+v3+#UQMk64jg-ML5vRM*fM)L9@tcjvxVn;_u zaAL_JtXcY zBVe}@;1&$nL4WruQq6mmKYlDOCWb}# zkW>Z`Tg zyg1$M>&=?Xmdhn_zuJd0ww@m5H*er|44X!2Zf)(%uqrG%x(X~?B(>to($YWMGejIV3zqYk?WymTmCsz)j9EfUovtht$fd2rsm+un+)nurL zD1?ABGihJ$<@wp!+2v&()LKa3i0v6BrnireXxK9h3|R#Q#BX4M7TZHkPfvHJs^~9Q zL%Vu=)oZMlfe3i~=n?Rv4+k5hns`jVfFFW<9J*zfXoLD zZRg3VJp-i_?k6CBAcnK`=U|aC#p6%*48-C4(~llKdhmeFdIi}7-dy#x={Awgav|;d zt)Gp&kOKP$@^W3)T`;~>D*l={tyv!^PM=TZa5!uXLG9Zl>>(p3Z~gi6XImQ}AH4MRXna6~z)c@jg;p32e7+V# z+i3oD7aqI81e{b$g< zG%h#it1!1qv*Rl#0kox4pfy0owzRa2tV&BrNbvh0?}Ldj>b{?GzoMq46@UNU4=|6A z5MH~j7@3@i4qY%+m+gu%3bB~xLk1@)Jv}`jVTRCnuPopnQMI+TNpc?#0|4XZ;!1Kk z5IMG4vJH)j%H+`mq>+`B^sYxm#qm-{_-b$B=F-wnH}i!U-lymT*OAfD!U6*K5E0v2 zTO%VPAb^&|vssepvg&}9pAg$ zZOW6Q0x&t<(E;zes#a^WKAaN{KYg*L#;LJBH8mBC`uX!`fcZ(h?mX=5=Rdq31H9dk zuc@vUi)C!>>kA?6TAL@QpvY~X%O2u~2LwQ7c}0Ct`wQ~(yL)_ha+PX67p{vkods5WQoNt?C$ot_!7E%IUR(WI?o^D<;D3qgWa$$s5J0}1RM(F7;qveTk`VoQ;k5J{C<*H zeymUp{$1T%dFm5P=B0gr0Pq9;K`@0mb?azp5kr`m;Bor+aR5+0?40ly?~-n&02&$i zjgoR52!8k`%w2swy$mr5lhORx4EReAa4Arq+R&?qzk&dlk(Gt#D}bHjfzof^ARZt& zz2PrGfG`P(iFLM{`o_kcJE@4_(b4vxa4;G4>gwq&udZTaV&?3!8=0Az0o%>ZXDdt; zL2iH;lZbkE+6?#c4fo~@2re=aPP?sN9UTao07kdB3#49gadSJa-}~LR7=7gKp)g5m zW+8`N;Fm8l8qFqJTJwvGX;QD?4_Baz{Ar1P^cudT%+l}tyu9v-guQ$B4lE90GhmBj zV~QzK$OIe_OqEamwD>0d4(^?81h^wVKR>9{kD7;vZ9w4*B=G;;J$lVj^X9$4FqvF? z@cjHdz;r}SL<8^&F{J^$iUmy~YLqxhdPPiTh|7M3eUXQU2Og`rDXeh@21}m*)0`Zgn+N~)?8zYM>z_yl_a|$#9C(#- zEaqQT5`5}!=j1G&#&EJ#m6Yb1ME+Dt-)18iWS<9R$JaP(DZaQB{Ympx7hX0=>j)vYarvfM<#T$*2HUF0uiR>$atWEXOB8W%-)@bq zF=MX<>{)Or5-=-}=u@`21j=CJbANWzpB5AlADSpLV1>@oh{(vuJcYQrUZax=y?XXV zI!%ZfI-BtCUB!~sr0DN(!dlSDuPU`aU79JDOrZ%1JmHZ1@#9u|5b;g;jJuvPC8WPb zFR?Pe-iH-Cbr4m$?)BhF6cX}ln}>GT3+vFm$-eh7D0g=#QYpyT*&P?#f<{Wx#3-!o z?EzysJwC3esL;Fp6Clz$S~p7cxitB~_df1vggnpeFF$QFK~*CB(!jo#(_)ww5AKy= zey$Ve6=TJ9NXfN}`b^itnJ8^c=h8SK@l%q}w6p*RJvq5viw_D=&X2scL3Ei-Sy3VW z?j}uQ?9xrNnQ`_kSRo~i9^V*W*AQ8Qo<<|Uk7*Crp~?1PdKQ9^MQ)dk=^fz~NVB^` zPxyyUv;Bh?rXfFOZH~5@2?W#gWPUdi-VG*b4h-pru3IN{I?>g_Rh{EVzN&3gd??L1uXVY5v!QwS*d$?b)aNJrz&Y* zz3Pp!Bmes>0AS4OfWB@F8*L2d{Drjlc?|CPt>4GyaP3x!E(_a36?a*ab+~`+A`{)} ze`am`-f2*B$T@u^_<Tnh!PCyip36-PI0X=-m&YMY`gCApQG;k#Nr3 zqWY-Kwo+?_y$O`+9l34||4(r>dgzsCjnQ?T6PxfQ&so;&jnv0e?d1 zefw+o{OFZn$XC0x(U;G%(r^rC=h1D7AupOX)mfd^7Lhu33k{;R+oiufzL)^D7vqw?Iz53n+19~yLot>1 z-$X5u-mqQ74XiKiJdZ!2zV)a6tRwXdPHS zG9oW28KU+FTm?8n&UG4Mj``gAw;l=}$Q&`&ZqCcR=S08=Tz6~2#7#9&jkxlO`LMS8 zv1Jj{=>4xxH=1m*!zs#oN|!8*DEkv#uNNdpjNbr0QfIdfU;}j@Xx; z938!3TiXlQCZi$eDP&g6v^1r zuS%a*5x*aezAkyX$+bVJ&UN`P{j@)o16^T01Uk=v5hMaYlcgW!JM!$&H!`~CnufCzK9tM1^RW28_#Y~|QM9yQD74vP;)kDAQ5b4^{AJVVg#oZuYd*H*lf zN4**MJbTuR9)GI6FvD6_$hT)Oo*bM{%@*rtUE@LcjJnvICGK!gBGu=G*ZcSHzmids zku3p93jzGc#nlz_Q7e!~;$mWdiHm^d%~^3L-Qs26UKh(%EGmTJ#Gwrj+Jw}HTD|z$ zNS;F7;ptoQv-t<=mbE5=@@KA0jpq-YgJ0w!L$;hXhYuZg#cdc1j9LU^CQU!@FRkzu`!4FG+SHnKlf$U2F%LFeWXOk!QpJVD;fdk z`Ew^HC#q+Upin3^b>{8g>vZ7P(F1N2K}HGEftD7<Xzr`9D9nCHa?3Jff$k$HT+>TOFkd7~IK7F2??oc$oVW2nRhMsdu#gd)0s^+)S^f zr6nNP6xxFsV}YRRfx%#7V`HPEQGbbv9JHIrKYLwNL}a2^tA(H>4S1f_{Nq%m*#z%D z^FRwZCq-vw&&kR8^y!m*doa-aX0S%?zolmleb4~=i8O}g^@S~{xgw%sVnB97re|hA zi2|YI>3R3xOMjD64mwg&ovtX_s7szoANgaq(*!8nLi+Zs(JT=;*r^R#pdxhdNvD z{|uE*4A^<-2_+TPBNUWKGD-@H%=~<0J|I@xLx^^FcVSgfjlYW@x&oi5N?LU_8yT5E zSUQkggM%`Vlamt+3Nfiy&wv`Ts!8|@U+G4=?;f1oK{qP>-vH_cr}Dp*chCYj>pj1` zoScBL@Q1K+*UOXodM*g9O1TuQWAcB-#PoBxx%xTz`O_69(PSc_p`k#TLx9MqkVshj z4@`T%`5J^%kd(Z9h4re0NSNK$cxZU|-R8l;!Ko?L6e$NMr{}o1CI3_jzjAb-WQ@f` zGZ?9;M8ndvv$MChOyT>=@GphEdIs1c6AOzzHu^tIjv4r8_<`4xhYufyk$HQ0eXO%X z@c^>0sHg};8i!4`zyHI(81tSLSd!`^OTg*l?X6a0b>AZ=XT92T@oz~+U#9}29gWNX zpEQj??HAy7ZlV8u>a7i=6%-Ww8{Qo7@aA?B5fK65{r&rQY9{Xj}6>2om!BY>YTB^uL9(8qf?^5>m_bn|fH2)@wbP(L~1|ZT+ zCrXz`$4exWd2ViQblL(fZESS^UNz7FxBR)TzP|Znxky-gi!T~=q$vCeYK)f>z&tuS zy1xvCB$pKKjH3K}n&ZTLkW@f$izRWz{!J?M5i}4e@7}(B>)_xZB_-wJQqN(xHJmdv zoFj|-*P#RaAoGT8FtMJ}4y+&&5)y81Zhv{7-dz*VuZxN zEO9|gOUw7~{m4X0N=h;^G9X*q+b_jpzWv^eT(V;S8*zSw?6FTiH}Ivm{CVab$j8Nn z1yNB^$oRxW&aQ6H-z4!PgadSKPHHL%2Zu^n`u0@S>hdyz;XtbQg~VuKVIe30TmLK! zi7^DEsg0mbsord>-Q`SG{=H@1H+KYyjgA__g zz=v;y&CbpOmNPUo^y`=3-;DkZW}#TJRFTrs(qUwRf`WPm26tbxvJ!FH<^L}Q+wVCx zSpRL(|GQfH8{CY701cp_+3Jj>hKPxaw+G?<3le^Bu)t{IiXb(8eKi_ga6M8|QnIqL zK%AYNRF;-%|4sPNHsI0p8dO5AS0XZCU=@|;5TMEDTYRaXeHlm-R#jCk`y2o74?(mI zvKjOyJbdur!GB-$(2dZ61L798Cd%Sjp;2TYX&zSn3{DdYGM=qx|JVC)bV?P9`afkJ zTuP7`fgcunY_Z$bu!G4Pkz#?Fw|7Cmo8c4n8e8BG(7RCQ<>V+19B{{;; z`#1HRPj^7-fl6TUAE_7G3+Tepn%@6S>ivcxZboHgWl$Xy+k@3=ZDP3`8UONb65~?% z-}66z{=B!h_wC!avoi2mq+vs}v@1pvdw_b&2OMD3k;D7fH zgndvDEiLVRO(>LC>&HC+r7J5G(OnaNBTm3R{2}r9V}S}vdioGQzX!<3fdK*3l#~dX z1_oJ;;mrSK!X?~L&o5uTtgRV}gjGUeNzu_r-vk4&z~t*{Yd6-{|1C~_8z4mnn*N(T z$-k4&MFQcJotr!P|Fv}&6d3q#b_g7|T!qHbWys)SVuDfS zwfNxT;g$Vs1mV*|VPmWRyPEe0+{6WKw{Wnq;LYnGnVFd&7XPIk0!L?t(3@ACglD=j4Bylu9VujE1?-xR~#DOm~wY)M%MRvk>Ye z$1qK0K&{U`^RqV=3Sm4Nj#ihSx{qWaK4v$IbJw3YotX%xaJg#*<1#_=b8%fAEO$YW zQBb(KxdDBvs;Y{N#QZN?_Xh^AN@(<2x>v96_CCHoDNOS{*)%kf3UgzzG#K8G=gTs} zOC6K6b=o5S_`T$3N8fgEr&p-XrL^aEqRN`$GUip}*V0uRT$)MuYS+O91M!WBw+fho z-KcxY_OffLwT|{1tA^>F9o)5>TcMl%yW6!oeXsklN`;HxW7zD?y%hkW6D2LA-h=XEA(u#_Y9U^M8V8@$+{z}K7+owoaiuEZQWnf(N|RiMa||q zJ*KC#F2Y4S@SEM(nY~J0Rm5s_DPOPA8(a1iN}QPK8<-=;HWKYkV8?j!Ajan;Hw+f|e8@jm35q*RU>8N*WmCL3o0Lkb(@{k4=IF(> zwm*BoH|r)>G~0Y06Ig%gRYyX-@?IDH;|lMhmbIcvw!u!rk_b|SccDZVI$Gm?V4wO`+PMyFJTpXaD+@ zxet#4O}OpVoZPuuNY0>VQdF02Lt~B9eMo2gOSi6jP7cSF*^W$YW=`dI9t|Gm5yCzU zRLSMXm(#lVnb4YjjgOB*cvX}yH{&cAnf0Sk{`=%4|gdiy_rerk(PvlG&|s4qG+ zQzQ?lZ~1iD`ALqF}Dc;)NV*5G5iEq}Rq-<|9wf?2Y;UYdR1u^eVHhb#iAZ`S0<0oS5_p@dSr1u3N> zvRog7@~NQ5r&`6LKay+&Te(Y@(ca$P`yIodDs^}*_OG;f{@Oi487*d7gRp|vSk zZ&ilD{igeEk=L0p}HS=l)uXTQHVXTRLGK*YP<}#!w-?&Fq57Djw`O{#zDdyw`_c%$dT;}@v zI$+XaWbhC7YAEvy&huV6A+y5kpE-hpbJVY@4KSoulq9=TkrSw?|5g8@Ve7- zln`@_>F(vPmytBVj%53jj+BcOLW1*av6>c1Xxb#V^b~xL^BC>xnOv>S^VYvZPv4kl zW6R6$<&DKv-CUibv9$OQqT1yhU+k$qOnC~?J$1zUk)+of^MCs(8o zU7WRIeWt^TU!s&dZ=t&qY3WqE_fT*1j0_D=#IextF;fMoLeTB?V5ZIQ_>{ZJ(nOv` zhsTJu#dP}*ko9)p2EA;HVeja_BicdrVO&61>fz3#FOQx+VELSyKZ9a3=FopqXd>^>&kg-$9Q+QPUgDk-SWl)lhxTNR+l&3trQBK zx2R1g%Z(0}IsmOYT;>KRcSb~M}?b~JGtEtEGG z=qMdtVvgj1IV-m$_{G8S2g)Soy#^k$AQO(iKrb;{U-DL6O!yw1RDAm_X7=o=&-ocw z>BbUXretlwwwB|rScQ;%AZ`rJtWIgJeeP}KV`_|wzD+4MvqcjEtedMSa?+I~*9Esx zK8mO8{(d&+Zb^}J^Z|YX8ESp1L}$dp=ZRI0hbtoC6d5u(?A9w0QBgtyc?tzSD0mc{ zcYxLSAA-*g>YuNoHdarL8)0A-5{=}FNUS@DQ`~S5>=$?XKBeIFeS2+c}lRqQ9PLF0^lwshjJQE*qw->pJ& zIXOA{K)KOSUQr`QteD--H2ce!?eAw*%<3 zdHAs=uVA(NLFB3!;&_!N3XZT%V(Kx&DJs_4>3UOF}whub@Dw^S!7;TeFK zjMv)7y?-%EkeA7OVwb>~uR5gWUuc&Vs<;A8Qau}7IY0@ZXheT$)3k9ESX4@PX?U`& zi0ta(I>o6kUUQwl;ZJJ&a4MR1!}*3Z8g~A@GO#Ya3Oibu?7-^uGR5j}s-hzxk%;zV zjWvuj!lhKxQNUBkV88~I!#$rJ-`MN;ixR-?TheYWP-&VmL&pJcabcbMQgMlJjO7%JqW86K6rN!$I97YWvX;`bD4pA z^6L7i#=eWR>AP~!$!$$;`L?@uJ0+5NB#rZK?^iL9z#-ZOrxy~0T#Lc%3^ z*j>){go2)?@LLWYF<=zOJwc##Sr2SM(w*A1b z4~IN)Oy;7-^DD;KXzWl}laA6sZ;NN`bVap3jJL-<`&$RP+ZQhB-KE{*!l%33x8cK? zt_APJpbjhEx9YeRPRaIe1x0M~p46O}!@-!ReaRmqX025xR{VLL*NLPnZhL4qC{S;{ zlHL;40eRn7ssqUVaHnxxEF9Iim}xt@kPFfG#Hz?{uxzc-8STcaJ$?Ek(In|ipr9s6d( zTiHIrdMT-HwkP;hW5;HkY+gVe7s%kx1 zHOW0d*hxH5ZoS$Y%Vdx#13&o^I$lgnVmz9!EG6|-jH1qVGb%cI)dUfae$%-zH#n+E zgtJ!%KO|E}5{u}s1?#x)$e;Tz*0SJT4EL_>`8M&o^B;1Lbw$>n44te_H;_rJF>Lrq z95WVWc5&+U(~c!7(>jmsO)iAG8i*+ou=m6rZ`v)ai|0l_C(CW->xMLDv20amn7Gf= z9_Q{T5Ou-Mds?z?4b|SPR~tI^1=qRfmln8Rztu{ zQkWyF=X_|zc6Y+C=!eq-Uwk{DcbW9N-)G3c&*VH?3?WSgL3Vw4DoGKpR%chBQjrVA zhC2;&m}qeb_d5PKX?iX=8g_GBoZaJ7=C=;kn~-gU+zQByDReF*7w zoA=@(kM!F2yA@R#dEJ&N5X?tkAmk?y`+7X~@uKrr1vZ z?Xem6C0(4$Y*GNm5T{~~>;5dPkz+X)E#M0&NtIK(2BjI9-I@+jC*P*8BOJp@1_{HZ}l zM@NB=4)fj}x~1Q~!S^Bl++Yh>p=>f%c)cY)T34#GIa=V0M#N*-|1FAE_0MdBJr=8Y z>6A;CMpdEQ3Pp6hyzU@RGBPsI2kIRUfx$h@V>WC3-wDv*cMi3=I%${Wy|w|Ru6<*~ z77PgP#qWbGLJO0?6fZ;BEn_wI}*4`zDT`6tHp<%o!#6LeoLyaryB6< zAQRfI`0$@!X)j3sAAc?)ymI5cIrL%6Ga`E$`d*+%f8g?x0ebv4iJTyBwcYGGO>d^J zPqs+@sE$&N)v<9WdyeL3 zS8N;6A%dm}ULs*dIJ$JBJ*9bt}4WWUcH45s>58SP0SxkavA5_tHL zzHMKG(9gP2ZLmX+SnNf10AU{w(JzwmG2dIL8~?p4!mjPm(~ zgQki=eDz_cYq#uT-hwmjLb(6_kxvm@UtY-1PCt{~8DW<|KZ=Gl#h~$%cQn*ISNw2a z@p%stF-=_v(ahpzA^TxPo>tTtBd=jdKb3_|?kaaKj5G-f9IOKT2>QB)3F9u&t?IPQ|zsT$frryvUPod$Nd@4=9p~w@F z0 z+r(z+?u+(r(JBFf;len_gIu8zzpx%@w_iFD?fG?!Gk)=II2EWyhH#_UzO0ADW^|E~ zJdM?Oo%qXNK%kZj^&E3yGqb&lD1ZVMJT*zM&=0@T;@RPqZ7ZegOCQu=TUwnPS7}x) zp5H^9DBUW(?Hq0GQPY|2t%e$ZRA_hk{SL9x8-_9g2>}7+6@vs`=L3!`8T_q<)}yvF z#}Efy`RUi(<|daFf1H~Za~u-8JQCxxJRC<$KJ$Eklqd$D_$gmd0RyIkD`a5}riLUn{5&2(ur}5mAo)%#X3dot@ zM}Neux@N0Q#CN9QqtU=7+pLJakEShYA8pNjC_JNOy-cNQra`NQ!hw zcXu~POLup}rn`9u)N{^z&wb8wKin^OKMH%p?3p!d*80Wz&&FRy>K!UF5i$S(sPDx@ znaVGlbBb6v?D`fnU5OB?#ciJPp6RzMW3)6w{n6^)HJ1>M zC(4WJ*vD_oqW{y&|Ff= z9^SoS(2(j=si=wk%FV#`zM#QmuXg(lxwQK0ln@{6KQZEndpmI6Y9<+c^(bFXo=Tvp zI@qP~v+Ef`9k#61du?E+0*^Hqxk8^?C$aX@l z!{~lHGxzN<_73pIp6jZt|?WM=Oh|65Up^h1E?m6<6#=}K=)omwP>Zm+EXf~gk?4>uYta-DzoT0Z)DYPx;DgW&_m9QaBbVRoR61zN)q#9OH#NQiYG

    +zpWvCYy(m$uU*0BQg6V zms5xBu}ZHTu5d;CCzC$%uoN*BKaY>gYXygwq&sg(?#AtP*BUCGW@#(DF}|BSdmr>9 zP!D^=@=^;O>X|vQZGN_100wqz>PM)_smTqO45S?0-RaN3fW`9{r|gd@&Hj{yD9B`f z8np0)hGHvZqgwke?rFsNc&&6@vQPTj#|3}Xz^8Ar$@jTfjNiYMG4Ziq*{;>fkpAu* z1rOjEuGc&XRZ)-y{9I!*hiCpIp)`>S_?133;a0W{<=+%ceh+El5+t>hYB3o!`o?9SGz87!#marmuKTa33j=LBujq2Z?Jd=<@?xYxT#p9 zTVvIiPnx*)0VIS@*V(5f;Lh?E>LjoHVIP6tcZ{O=){QE_M#TCD zo$Y$yHJSU((L8>G#GBwdzRCvs4NJ1OCe=-kkQ7;+*H6gybDO6LDa7gm@@*qBgs13$ zQ2CwK$qc1p7yU%(E=zgBdCCA8nZ<%a)ZK=Q_C&?dj@M(Z6pjit%|{&q_N!3KXT}Yu zr1i{*aqPeCIN4ph=B3e&8fB655u`v)V1%du47M6ZMpLls?u^hx{-z=_3kPZ}uxWrF z0E|8RwF2po5`1Cnp!(BxzOF8g(S+FsVtTeHAPXkMnnBXP+ev)J{wZSF>if`a=Dv?{6h-qQgn zJl`b#?Lj&~41JFEs7F4BX|LwerFmKkxowy9^ zo*{(b7^B8`f80E5Ps7UX5g;s54}(+a-ok({ht~ycdNbr8iW_ddmke zFBy@o5y)a`k)cED%%=YImvH|ZuV{b_e35;UgA`J0Aw36L5d+K<)8I=JRRox4q(t}r z`)Ms*n8<-=K~I3$$>V3#8w8tr97VP-r2#MaCB*hrAqyQy0 zd)+x5$5p_;G`yCy2NP!clsj%yjTr`ILOM^}BN^8y_^n~M?6988#=JkmON8=m6``WP z=in3|R##_wF^WRhm7x5INcFfvdu;8;O4Un~r=s2DNkOwXv4!U}l{?c0cXe`$YdiA@ zE?$bNZtBwLO~-4#(TUKCo%Y0Xisx>*VcV^>!9~bzvqa46Z#QQUa75O|_U)w`UkDe+ zvCaGv9^C&6mkCtE7S8UxyQxI*q|ugSnvkH^Hmg#J>WyZ!LepD}a~wXKx4D+^Q7dkw zthw+9tLq0>5QKq-)AN;+-pdgaOh$A^Qsa$sn-84&uXy$^3u`Zlwa3T&5%@S%=%QHf zsV>&kkMUv4wo&ZMi_qJ4W+u`{mXhuy9N2D!C927{cN=p~^J(bB65I(Ew_dn9k0Ad| zcrjw?3%q^2ba;lnLF08r+3|kJ*%l+D+eW1=*~@$*8 zUl<*7f0R-rJ64p(BM-+=`TgNz&;RM=|Jhc5Uy31=vRvj0zj;$zO(XlsM6TZI(al5}g zhe1FS%NRDBC}cAo^@F2)sJKkTZc%Y@aW8n(mX?;loym+#W4vvoRpM_nY z?-!|-`HWFKRQAnMiQnhWxj9$Jc)|Mm`uW~mSxJem(8KOt6gj+1omDN>_phmObaA<< zcRW@>eF*MjK=SO=UV_^hiaVvq)KU}Ic^kC5l?fLon>B6Esxkiv{6DIBddr&X|DRCjB1guySBPGkf4Vx|a(>x;NJ4U7%D20oCwL6wGg4bR4LXu+nJKfIoTe|3nJ!NSC@R)Yt3>AA}Q|$ z(ktI3C!!~DI#W=*(n4yyAH$Qs|H>g>l0$OvpJIslf)&eKsEYlKk>_K(K{6Hf^`b16 z+zLhlqQNsX22noRmh)s+_t_8h5lesvt$gNaw(Oe%CFyw1P)oLl6m5BSQhiQy^4_zx zRztd8x;TEP5Z!dD$Pa()v^ev@G7xf!3lY0BlPl}G#SNtaqwA61h zMDob3+^C+M@Z4xO-GQJ)?gHp6G`ikiovt`Pc8vrk9CkUusUdVFC#kp8`qZ-^-%UA$ z4Ta4bVqXo)&C2zYYh!f;<*(8MA5ZI4gPn@eek2JSd|OG`G)x&-x^MrJ-*leDp@`R* z9Klc?1@vlhMs*SS+|*y7Jo4V9T#G;k6RMGuxu~mp*d0bmd{UwWS;t`oM*T&jm=1PcY7%MC5q@*&$+ql{?d462!@RYo%E_9Gs_JT3rzMxh$qx-gor zTDH{c3lqa(Ie)w{aM|&w1>{8<-^*rT0d4#~be(W%tx(OS-1^*wTyREvP=Yg+TjHT>^G& zOx47~h=2mU5*{)ihL|~_iLu-j40NFQ^?wIUdPf(2*eu+`=bBv zskk8-s$B5gDPx}3FHIsrq$sHQRwyNr3->yF`5l zS7aPPKRdZsj{cC4uT965Qj88au)!+C$v9_~=XL3AREiY$nynMLi zZ8)LYa@d@sLP5&mWLRmKnAh7SblK|IN=GcmY7O=E<(k^c1#0c~iGNb7b=-w;O0sxx z*2Ep-ek<^SdZ7b@=1F2O4|_~8@`e{i`1es*Z_U-V?2qdnu?8xC$r>8TP zO$Pt!#36_UODOnYbJzX+@T9^{BA3R>-sfI^lsq_uN9B-knkUs06DQNkIAE#F`VcDW zOmO@8$&RN-b*XGzZ($J#jBCE$f8)t{4VM~o+GK04{VM%eivJ`o-0``!3$7`VVF_6d zZstzM?AvB@7gmJ#-24py62QFiK^*314`K-N6>(x9xU)ER^ZzK{E|gPjmko4aB)XaZ z+Ct0|iP|BB>R|KT4Q7G*5^e~L%*H%7Z5nAf39|pZ55z-L`%%fzQfXsZF2^ErCMySN zM3oyO8DUcpHqDKh^s%5Q0DyPrdTBZxnlrS^PgdBixB|_{0RD zYvG#~3%*Fj?JPuYTUax{E>!_H5U# zSN-tv5U?IVryLogh=YOq_{2pDTJW7R0mQnxFqX}X{bQToEA>j3>)k2~3yaFi%8Wg} zCrC(0h=_=8l5%pD@{3@bLK>GhHz#xCvrNZw4{Zd&0z85L+SIiE0yE8QIZKRH%`Z@! za;EhOl~mBXXjG4<7IT7czDYrp_`Gdi-DLbiKvWo*qNNhJr>3S3 zp9(#8K#G?R<7g5h8PM`g_9Q@@0A*>+4##G1*f&{NNUO0h{^Nq_CS0dyPZi;Iz-Yd zYc(zO_V)h%O?!;!6%-WY@9!_1k}V^|BTCB5%$$>xLrY7$w6yf=*Dp#+O7N?YkkIen zzwg}?U{hSL&%k_wy<1XRx=iEspq<%5Kd0bSq2WMbVi3DN+pB#>ovY0k!Qc~*X>{`2 zVRXxeS@?E+(+Ht06IZ0iaCx7xRHceqDPBz*RwO1M$r7(so@GzDJ+QN(4PFit1Gj&9 zHzJ>-z@ybRDlAMc?JX+6z`*eQSd!cA#-T{7LBG^}VDL3F^VU?^M%eQY3|jTsayduG z9rTeJpf>V%X?X_yr-MctDA;L5cWt z*}G{zn5e*^?Uz1#pZisk%iPByN(~rI+XwqjFF%RYiQmtc@6v1i=rIB1v4#^D$eLi9_jS5xy6W*mk5XYl0#sGl@j4CCs(;!9!_7EO9jx!8e0bq|zjdHpt|L z9MZ~O>et1ev47n8zq1A?iu~65F9uJe5ninuhJmuk01b4I4hjLgPzZLiPFzX{9k zSayXzeU~X2XLr0Vx!VVp!gn%0r>+o6TzaLK^)#+`HZj1LdhSwT<*RxS-TwZy^s`NX^nC=;8mw(}DC zobjgMjag&CqIjiNF2)1(2E$u6?d>bo(sUV^Cx7OQk>Y7@gQiOj0)PITYH&Ue$bjUj z6=>CbUW@0l!NS4quF*k3}{~ZRN3$kak=5vJH z(K`3p>C&y~fvVj7n(4I2P^p?%+tUd_#1=bzcNb2^0azX)7Rm#at%BljO%i=!N_3h>?fIFa3<8-f(c}0uDbqGU zMn<-`zHYbPO9(_oMJ>2p?_M0PXeVXMyc`}Lj$+hqG#;YbHF$A#wp(Y=gGUz8#ey{Z z2PpmW)rbPV{-qD+xQ$?y!je3U?(Lg-W zvw8$H5&||;1qB5h4=_OtV7}!t#Ghxq3?>&yWYTQ`FAShipaxdNZUVRM@;o#k)97F~ zc)pz}IS~w-VYXjV87|7NxD^J5XcSm$esyJuDzkJurD^ot?$a(sG_(voxmJCh+ns;A zFE%hra(|dHRzbJE8{$o1yCc&>7TxL*z_1&|Xv|YxP*VcyK~2ZBn)R*IXwOgK&A7o> z^_wI`g-v%(P`;aVBCSWzfN;WQHZFo`=Q?K03aW>(L~4Cq-4f8AV5!HW60?KW11dy3 z1MJ=jW7aiSds%^_L$*#09R?<4tyZJestFh}Iz9A#rZ$a9(%P8#WA!Abs}XXKn&QdE zZ6`Inc7?3?Yo`Vro392d{h4d#RRN9rS|$uk6K<;sSzDF@@piU{)LiSrrH8)GrVS65 zobL2luWSU3kB`rXsFzSyU=x9*iFY=Vk(E_fSLY5IsMHsg#zV{9k@TQnqAO`91hG@w z{dR42HC-vsXdsc#VwST)O|$VldKCZgJvFZLkNw8u;nj;lOo2X&*_7I^Kd|2o?`y}E zvy(C1wz(%8={e$gJ@X+oLRT9l5L~V_&>eE*EX@7S$#0$(?$pdXleIo-^pkChuj^Z$ zmaWSow`dQ+-o{Y97=TA7%jeTH>W-i_F){geE&^iqe$)M3rTGlt0!qb=futhMIy)pr zsc>pZkWELkq{#tLKa#NMi={+mx7~lu;on~AiWxvFG8d@M$f2@)4a=Hxr(6haJgxiI zsP&U?cLD!NIZTKP?K4ir4O@CWI|~>1Ob7|91BtT1>Bb~$#Mu7#ZJCrIa zaC7ix%QT5D{I`pX3rK{pi=#R6;1v~@-oXD|Ka|~WdL|jGusb~da)ThO#HecxIpID& z!<)ArAz5y$(vIr~bI#}-lHgHf-g~;+zs>mh6S!m0*MefgX1#Z4KXznf1Oc7QWvK-Y zpjXO|;j%F_$q%ML?1^T)-_9!nNVq=huXcqJ1^Ltk?WJeJRDHkONE(W}BHFkx68~Ov z&4MLJ>Z|6%U8pAUBrpI@$4HNHz>)Zg*+dkKgB`t4&g1-70#hLo^vAt1%rMO$wwFg+ zjibooy!%1ocyXW$lo|G29rZANu#LofslsH~O8~gJxyffrELo)4Z+pKH;DZ~~cSslSN}8iktJnF% ze!&&LIfhx!)61)7W79w8LVqbca0x@LZ+E`xGnpNp>?_mPT6@eg*EB~>_!}=5tsci4 zbm#D>MCnC^MWLagFbHT0bdjgqW5=hbk?U7)EVp!xjjNr{EqHk9yuH1lVBjNGq9m`< z-}7^uY=k+7RBSb#mIZu%9D2}tiid+*e13i&PIUl`qNTNU?epb$fx4umWRFTDonmge z`#TGbdBoPeOxE_g@7%T4$|Cip;m^FSwpP z*3R&AkY_yMP(Xl=YKq(ei5nE(0Lam!wYCrz)ok$RQh!GvFwoHAr)HRAp_H=0WbF;N z`*(BR5yJbT&-n$cvg+td8GQPG8R5FOQ28;GrBrnyDUELeAPq0`*jsMSRu@z0c8S{Z{4pb)!%jgac`Fg5LlzVmzMBm=fSsOkISI5yHC zkekcnBwoiT0(`ppm5&MNj=lcs2QrQ>uj?pdwYFv)9319$ z0e*gqiQ)KL=$7BDxSY7*PHAdL<4w)N2DC4psQ*3xoNDwDMO|LQPe z>$I@Q`D|y%bum>m5Tx`^=H{nvs5@9@Tf-TdnVBUeC14*fCZ@f%73uOWbiREm+irev z_?#^t`Jl6B^w%`9;KlJl{7gWO{NA@rnCzn;KQ$g_;W1QxTA;bK1?hy_&J`5}1uQ-| zCWG#X(urtV9(H#2#Kc5EsZfKEknlI(JA{un;g=0|`3>l0WUf-Tlg*7fO}oTnIkM=2 z5*I(;aV17X92_}d04sQX68cwvV?WW>($bR4Q8+Iw>WO;wL0Y=1vXYF$LZgOmw9Owo z===AuurQ?}t-d*G<(yCmyk(rd=u@+)%eKNODId7IIwMV289hMO?QW=h2S4x-TRF%ifC76$fJUI_3t?Fb9IeZ z7Z(5lr&V%Ag)P@hP#RT${T8K)Agr{|9(^-ALyz3SrWC((FRN9=kR`>tS@TP-B>fWq z7vn-~6Ge=oc6FMoD}~`gBXt7W{fUvVX@?LT^O9S3)ph20Sz`GoT#r%8&CSj1?CdkF z_n`N!FdggegZvP<3X~j3R(MpA6)fF$CFOBh^Cm9rupVEnE9l^B?vojr_x3r4>u&Sj zBmOTlb^}a#twheXZKpjKXh1NtxFpnU8H)<5A~^O;lljwiv|?|W>oWACs_2{K@;;Gf zhz4QUVK7-}y0ECQu#ix@Rz%jp7IOjgO@tl=1qFeDA8KAHG`ZbMNJxOSWw$r0TFE$_ zz!*C^`knCU*6(2QEf%UR*=4h)0F}w$+vJuc9xM`m)1hhJp0#h?bG7lVH~o#a?v~TG z_XFhSkYs_f#2MD_lB4T{Bj*K2kU5FhDr z0^m^ajL8c?IUy$2<&A{heaVImrVLEnbd{z1-Hqek>xVJ8nw1tTE*=O)AQxBH)v2qg zF{oGWY!0PO`?j>S2n!1XH~a4Q^c#xXBU$Jkf%uFaot-vGlz*6GKNd7ZpsfR%?yk&C zP3b&9u_+& z6De+>qeB7gMnLR#rwNIOqK<_X3pHwlyx@PbQT~~7f2O0NYU%Ia12NcA;LGkb8?e!z z05e!)v+;4Zt4*F<4bhXLe3qb)Vg9oTB)I_TuZfZeX@}eCB)g>Ka0Xqo_6sdP|J^Sy z1VF9aSoS+Ht(ZO*z{C`RYx9)UoYZ2jwp|H9st$Lhbz(q=?&gyWVXBWRmhAZCqs0AR@K^ z>tk4d31mSg8L>bvQBE!{lY5)}dA>dNzwgupt>Zuf&qTgzS+8@1c*a=^B8Z2f;u-C= z`yZYI`pBx*?uhyM`Q-@ao}Ql70~mj9Mgbuh)P^$vj6ie0Y43u2oeQ-Zkdu`P)I=+g zOqTE&1;ia~x`jIG5q~Zhm|*6{@IXat=LVFDPn+_B2{}llqNOzf!v#@$md5`NeM8C1 zkAMoGy0+HTa=yVC-{adiQA|G9<%NY4i!~j!+c`{|ss!hl_@C72(>RCw<%rB&J16T! zKIO$FrU!*H9gC?iWxpZg0yx{>Hss{wX6NR>P5>Ri=I-w8ay!c2&p#*oJXV9@{QP`> zGzZ(m+Zz@zG&B@F9;L0aCk=vTU4oif53(xMRjX+2w5d#Vjd_V&^h1<_Z#nmVS(=+C zX5!1`YMrKX8Wij$`K#_LupwJ_Ko+}laA0OSJB#W=qB5` zG^`9R?LFluTU|Dm{W8M-Hi)RgpeG8f67$L8l#oO!YU)hzwdDe1qKXQbxve zKxi@P+e=PPPMl*2vOi5y<#u~IfzE#cG=o?MN^G@q=|nQzi_Se#f&2Q_dkN!i;$T&_ zt@Dy=za{b$3&Xq@SBa7jGlR1;2FiU|Pu3TG;Tcj6V>e1TnnBj>&Qq z==QQLZ9ad#y4*-oMF2y5MfgEbl$wvvwapK+y@|Bj_YQ^K2P%X}I3c&OcE$K2f~+FI zCb0ZCHz6Ux{bI>i*ePIgauUpg!KDmnnm|Sv&ylC$;o&iF9x-N})zs#&UT(A5=)b+Y z-q-8+uFLi~?93KJC1hFM8p)cz$Nwd<{3#vY$@SuLOCfn)dE>^c--K=b!nH^!F~QPe z*GT@8QG;2YEJ!z?#KReu7kT@((M=x1`)qdxos73yyUDHH`LaoF$qSvI(|&K(ADaeL zBRI%#D8gWUy^hU(Va!T|jvnlKeFim{sH!DFD=bl4YP@;!!4y1NqjrVa=G{og{ZA-N zw^koZ#}KVgr?jPwik=i-HV1$8^w6`ivQkhi_AoZ-dk>24&o@9ld;S~_7Pgq^kJ`r> z9vPXNo8z#U&2HFQT~*Ma75jX=_j%f)WrG?D$00?sZ0tcsgHN zj*PswaLUDcoMoYQQ~yB-I-BWewsH}fN2@P-*}okx1UsK@uR$Pjj?!Ra0dF54ywgnM z)E|;$+qhS1J^)}6`PHn-RUg%u!JSQKyr%l&mTG3fTaf>d_i1~3d)NEoCbDIp?uB2D z|BL1mAWRR&grz;@j?l+;1!C$}rs@rcwq2T1KHqJW8P1-*usk|fvvVPthA_5@_ zdn*mD3b??z@{<$Z17XcJ#ekq7*Si}oEz*pXuy`s^klr3Fy;1Ud1PtUJ(Ed+XnAu+* ztxfEI8chDhvtJKG@%(v)aZ^xESePW;2XMzTMink;8%^oU&ONvM1!&D0SkW@0u2No} zp5^zt0WW^XCnSIl0Sfec-VY0*AlM6A-(H=97hAyLU@_=gz1(1!8@pv5%4{sWRHCt_+W?c1wDR-_SE6ti6J(i8^!VPBRWA#;BCEAZ4 zKiaLI^LNASzL%VKE6Rs|yz_7CXGO(nB)xLE5ko_YVxAIE-n7-oubs*}GA^W!P4|0p zKl0BJl|f9moUiAyT5O)!XJukCo~>pE@bU2hC@82KNe&j4qpMTMPqvh>@3&fyGB|q> z4jz7Qp^02DiQlz+W1IEUX;F$Fx8Q72e%JzC7%8 z0~RJGQtFFR{Th4M>yf7AUp{i@*H*5QQ+x$6iEYE_YLv6L{6pjk=Hv-221gV(EpZ3%d}w7&W7b zU7)yfFFPnCP89gJM3a^*v&dkEyB@qi%CYv7@@Bz8h)zw!S#ln16xhqa?LPQayg>iR z$hc9c#O$**Ht#TCEiLzVe!MO>9m~~i^#NR5U3<(^D$Qr$lR>ABhK81L1lN`zdS4WZ zcB1x;`1(MXCr11=8HoI%=Zf-B*$JFcZpxMOwDA@mLI1O6`aRXCz7e| zIB=sGQW8jLX_hMSww%ZlvCo{JKU%-rz<_`&5M=_5pI+7!fA}!Iw1bAnBMur?!?Ozyzbd|+3SR{^z z62tD5gsD7F!vLwR6?3%VLhr zS2z1PMi3hm#wj=NyPb3KN4emHM?g?**hd6}(?}PpRhagpfGX*@6*i$AoOdx z`;`jPD{A^? z|8Ew>xpn?s_2AyULeNV))&^*RPWoLiS;4IZDG`y{I*Ki*$}KG|fsstfJP;NM-77vq zH{RnBE#6LL8ze(s1YwB-EHBb)ZlPX#KmpI?#+--?i62v+iJ0oyy|c#+@-Jur)@(1r zo`0ZI%#8>OTi)7ItwhNfGUnyw9W}KD6@g)2tm61N3MM}OM@7zO1;yo-T6dFvg8=YZ zI<1IW)A)o_gXXbvBrrwbBB$m~!E6t7TG7+zftU})`FXYL2Psdt)kAqYZVf*N7ToU} ze#pNQFX>7nD2ENv-BRNG-7^`e_i(;oNzjGx+S>R1@b!HM8tsaEBs4UJ@Ncy)m!)=8 zBA~m|(A4a?um~mcMu(>&xmcifk!_M_6!~{jHzRiT1xf|e-w9tIH9Zx7=6tqOQc)o( zCT3-8`^s6l>_H4U$z7qT$KmufaKZu(}V^ZLraA+w1OVwrQ{$Ak}D9?h==srCRjOrb%f6|Vw z{tmyry@h(IRbLGfjDcekMtI3*0B^w~l~2mzU7w4jZ^#P@gyjAPTe-J9)Lb}N4X6`@ zj|?FXE9Q_06+}xGkC8^vJ9v+3ujg>IsS4h`ZI;%fZN%NC53_U0_7c><-7(? zyEOl0dii}fWMd?V z=sW~A8F^>bi8vAeUkV({bbfhyezEWST2pfgg68&UPIzMCe3SeA@XYnY(jF+)@I_0& zMshyiQ+$DAU~i9MZOwmG2-jPDh66u?|H=IArUp8|5dW2>6AmUA#={mxA#BUif$WhS zK;^I|q@%M4_O@*CULjX;NeP$TPK=kAmt4*l8=Db+AT>7chG$wFS>(clBEc3cvm77fzg8#%ZfKe9G*Zl z?!o1Y0p)0CH;lfQx??21T8*bM9zRf+EBG;B&Z#e!X?WlFIfx{9V9y(m5V_|iTXnEY z>oc>}dbA#UJR~^V1xvg~l}bSvH0tYR1N_*qOE;ItPM`WBUd!Sr7iw_1UY&sY1T0T3 zn{|l^ivj#>9cmrnIWocBpNu9!ZJ{4 zfxHnL6C)xj8o9-F0(y!2Ter9AXZ8j*hRcAUSzxMp#5Inu%im`b$@%?elekRU{$9gPu*=6C?L>%r#iaaH@6(4 z_0cx)dt?`VfH{KS{JXYiL1@IP%}d;l2a8|N<^-&lVeiE;FlD)Z>0w47VADvQ938Q+ zv!fv+(|sS8s1cWthzHXG%EeLB3JOFE3yb58fq@%%?UTLv1|BeT;I#xode-DYozCaX z?jFS83(}+e`Q98TTN%|Wzk~iD^~mFxN=#WuNXTqFABxFjIQ^qP1|T6Rsa&9TdcNRZ z^=V2DM^syT0X#}=UEM;1bCqA!Dky@z5YR0^` zVZxUBBx*;kjrT0~$+8 zh%Y49a-p&5_AD+TK~qL1q>@&WdDxg0GEoG!o0Pu(Gr(VDd3$?%X=y0q1HOMcMp=n? z2Di(_0Vw>@$@%kdcP3|MKznwP7R*mKGLey~K_cLG({MfygMo*q^c|t|(K?I69M&|s z-~Ou7`wE?o*ca~Ad5vCU#g*pueRQ^4kTg0reSDtPUh_01IIG~Nj99C!-D(%+Zczb0 zKmXIW-(OJf3(Cn22MgR)f0`<#kxn$;&(UhQ^1}pwM<82gXMW4CtfP}096SIzt|S5X z!iFpm8Ah_C$@yJ4g9T*N)M6_tY(IWn24m*q)-^E+>9>d$|bi1bd;Q^Yssp)BMcQd!MovECM(%`lQ zHA_fHNbhwVyE(T(cLWI5-TEwUSYjWXi$Qzs22!;i+oK07%?wx=w>{VeC zK}-=2Wrz2V&qt^J9=Ba7(d^@SM;-WbvX16CmNSG);{J2!_V1+g>4)|Ycwa>A6<%6x z4QGISa(~pr$f$kid>|;MKp4b)i&u`sYL}@}4OCa1uS10uy-McG;<`pkt`Oqd* z6%-=U()7N3IT=iO<9@joEr)TSkeddoGakDgki)-z{mQkoL`_ZoxrX=Et5;lHTy+M| zu-=18O;bYy%=FswvRrmJL$(463JRzcsXf5f{jxh92}enlS{k&WxBA9uQ_+545Jw^Q zw#)`)1ahen$YQwBVFbiVTTU?4p=kf6dlENerF0(m_`#|1ZM~ePrCRl39icB@%1cVD zO-yuY!+(R9?V+v!M(svkoAq8061}wj!NSvEp?!F41uaEIMg4sDiU?FPIr22S&sqFF zE2X^+0wbJja6Sh;CP+G<2#~GD8gP@#8(BwWz1Z8UAe7?L2;k&1wjObMZP{u#dwC6+ zj>Fktr%#&*=5*mk4O*}5H@2YQ?cXpR{V!|d^KgOVlC`n(C(m~ zCi1XFL_!a&_^qcrvXkk$Z(iEsev_EhS}5(4^m8SjoueAmee0%+rxl;1M1MjIX(p^=J5Oa_|@ zR6ZN;zP&gXFhUmH=uh|+sDk})6D}rGHs2Q)6oApbpbjHx4J*g~=0+HbmE<-ht^R_Y z^>*97uBisi>x|Dupo+nY_?_&}e0Yl2E@Piq)jhw4;&`ygW{iXW=+kWVA&5Ml6b_D# zhq=8X+{0S&hi(4YCMG6-20S>_s;5wiq|XI=?JaVVU;( z^FUZw7&J8W!+rZ7170W$)4B5R7Xn!51$R&7j@Q#@IjU}t5CzSG@5Tbn7^-71`0Z5$ zG4vVeuY(IT(HIDdL6|hRp8#b}A~_b-oXK^ACk-1WrmU(mRUtlQ&ggF0eCE4zYBFut zi%X9syP~A@a2LIqLK=_smFh;t)7p|;&Lp8mn?eI-)#hZwdU`4qX`$*2r@tS|Rb27)ej)uh(dzaJJFKhKS=*Ufz>-N)wV}8X zSb&5VU0(>mJ>d@CR}{^i*ueS!FS}2m`L`wVGk-F8DY2bDGuxKJtC3N(V{8AMZW#x( z$@`HHd|sNH?n2LQ$>Wy2dv-d&ShzsS?j)C>EO0@id24cR(_B1rvB&O&#tW|`Z_)QN zY(_42b1;Wo6V3O=o%qU4K{6?hLJSs2r9R(6PK5_xx7^nSajYCFAMBDwb;z8i|B=wl zJ{vRhVOQu=GBUE4h?tm>@1L)exQDOn2^69&UUiWE`iajjR(~_nh}fLoShQsrB1E0OpA_h4HMu^8nRfE+oi;* z8OyrnkDX`Qz%G9FcQroGQ&Gy&>%V;7t?barUfExyB^W{W?qqumQnlbVa^?(LlE;(d zd%hW$TEE8>+yS(>xYs5=0S?{o9hiuUw>O3wg-b~M9UPzY3ST#6U%WJu;dR0}-&E}g z4R13l+C%bpi3+>+f18Omt^~9s`EJZAY9)MTWF-}hwC`QLB2N64ot+Jed@nGo$d5zI z>|Xl!W#3Ru(T+axw6C;`kPffYL;8n0qD9qtgXPxg}h36 z`H4bJRZx4-Ig5{~(hujl3P3&qB70irMxRbDgM62v>L}CV;v#-`t1FX_5(q{lxtFtC zw|~65+R$gwk(;YX`AX*7L|aw|0b6})E;4(uJRz2o&GP}m0`$#3IlJ5?Vq)0qj3wSe zf~ld$e1l9sYOsH>)LFVRQAENhU)~w&`qb|s9(vanw*bBF+Jz4vdvh6QhZ^}Y$}F|RrF`A5 zUQ@EIBzwkK35?FT%0pD86+*c0nVLtK1An5!kt9-<)tTif6->@WifR98d3GV3cC5HUkw$tS^ZU{O$I5qD$ebi9b#?_=Sy>c_8v{v3X4F)C!*10Q5)!GY zseg_dgXJIzq`loE=K=%+OA6Ug#T{K=?R2`y2*I1|2CJ2`4{&!X?v1bQtQ^)gna$_b zeEUYd+aB)iCt}jht%%?_)KGy6L`mdc-ZJS;& zxlK(1HFF)l8yyPaM|^Z5;nb39B_F?)lpN00*-yp#i|zk+`%#*{N*XvQlBnVQ42fmq z@V?B*`-Q~Lp18u~WAI=#(TUV^madBstum}QPl{dK;ZWOwh!>0VcY+~1IsE1(DoN>A z`MJ>?9kU1y)x)o$|9WcCFiNs3$rxwSVsfqqGtsa6Qo6D^3SeLlt$@q&#|rxir%5RX zVvK0b^A=mlT!;FG>x`dY6BbBZ%;O{m5p&Epx~f0SpDq2pJ6-&cL(kGPK|zHH zj)EbMb1?N`hW0!4DuMesKc^&ezPjZG@pu(YmDIE}P}35VlJbGnrR{zT3P3sqU0q!^ zv++@Q|3b~WQVMVf>^S%PgP$SOXrFiK~arh*?xE}-s>NKE7h-5VSVUNMD;sGzfM6g(;sEIfSaLwM{5@fSzm zK!gb(`#VUA{P=TD6aS@3^IoBd=)WV13 z6-OfPPi+gYJ|dgHc(uHMv3&ETTpJl`v+PM8P0O$1Nn7Lt;vfBuf}%H$FbyR0Zv3b0+;z(VBz^9l z_c#Q`m7JI+i~<5ppqPa5`~E#&t%8o&8;lFBNE854&yzRg5Ia=6q(mLT{XEX7Y`2R*iVSa)RTBi<*Wwm*w>J_euz?#0|=bCfoQk^z&sr z59*j{tW=H49CpOpg0Bww4X{FK?fznc%#TCGfI-*uiA6yyl1^PWp1ulSEPQlm!CRs1 zmwm3UKU{o)_4t4gQuu3GBz-sL0iFm%H_H`n>Y*@n&p3)PObVx;#G}Ii$`dY1FGsgv zff6W(oIwq1s$sj{hmQJA^+k1>l*9>6mfk@TUcq6}SG9F%9EhZEE}@IH|5XLSkiCc# z&6dMVLdu-J*~uAY z%7hu91mU0(gNpe9+-coQH}6J4Lp&|Mwv?nL3zW8{>$8h9Xa%@JrRTmR9yl!T-QG0= z@W5)9f@wY{*h@H=I5;@Cxb5Q_dHhzDzP%W0xxdV) z`hE25Yyg!#)TRsQ3Ho|8t|M(zN~eY(aWC-P5SacZUp4d|9)9JA?kx~gZ!^tM*>UcB zkn{WiOP<3c58Y4f&A+7Qw><$~2q2^ItW6VOA-uf71Ma50G1m2;Q3dJ#J+n9#T;O2K zN@bnPG5am~DBJ5fm7+@5P{XkUr!*T!BJS%zrfzP{#NFG4_^WRYqO3=nE(y z-Q7w^DoA%pcehGPhjdCv35e1u(hVZr0wR*q-QC@B*T(NV=bn4djrGIl@nP?Gub6Yp zG1i)EzEEJ`imMv$!*7dlUq5TSFThW1?LdTVrPeA;y@&=Oo|eDLFdK0F?>vdxkid(~ z!#!E9eIQB^!QbUa#8QA)WN7@O5FOI$U;9FKN+}F6jN!Sc_Ttmiq_*CBW%!@#d~+vC zB1(x5l($~~Dz#F`*uGQ`TBPhNSuEUEM+s{_mZiGwvuv(9W{61p?GZ!vTj;px1oSip zgT;E)nNm>&M~#0>*lng7x3{-{|Ngyy--d^WmzS5@+uO6Uo&<@#wzjsmwY3F7&IZ;D z009EhTBATcv@=Fpfi+&(ig3z^G9$J~5G)nAl~)4%?MxjAeZK^y%aK#>mLX%DP)jgAvhk6(CE&O7-^kMtuC()7v}p zm=!>c;C*9fXMcXMRs2wsVh3%l1M{g}+8I z$+!EVV4FX`lRKY9LVLEyXvWp5=W6Qa^I*mcO9P!hGPC}MAD@07(K29&Ra zQ&qW2>8k=3mX@2VtD{9a9OmY0u>I+pnmi@%!%KzLkwV|w3;GwZc6_+f4F?B@5=65$ z@d2F_gOtm9;H#*Mi;KWw7B@TsLbdh8cc-mIA@W?MPv+#If98y@ujW3UE!|3`Q3tc41mEIv*O$%y zW#CkUSMzH5x0hR`qs4m77um|ChK;pOYle02WLV<~D{g_S0ns9#^des@2!;1V?#bu( z2uQQ_u2D#-?~+vWr<;9!0lS?g6H-Weq4UGy??|B*K8ob?t*G$utD}D5&X2^#R#$WW z^5Wuc3vI!{K|$p=GNjMK+{8znUT;}vEJ^w2U%oJ)QMY21*QFJZ@2`{|#>hxge^x}j z?UB+c6@hgg{H!2Zx#RF;qB)~@{xZL8v*uF{<8OM61AuB6zk7PrmHcj3;*Dh29$4(n zHrgpZceJ-pU^o2(AVhX?1rMd8+_)1Flfv54GKr(Lt-E_`bEHtHg zVBGTQLN~WJSG10{pJQQ3CQaT~B*erkfr|);Xf>W^tWgi218zr?Ar(add7N(R46@;2 zVGVqf3{S!R8ponXA>>taE}Tjr0W4&)(keA2#nI3kJm&fH=K_~mOss|t=YORrSKiHI zkn^2iTs)2aqw2N+Ak4HoZsmysPIw0ZyU3`hHBsu9fSa05f@h2rVzYB_$n7$lEVhT@ zbZyByQBY8r_oY0&ab=9}_V)I+8Y?NDMQ36v1nfRWkw{$K1S}m1=!o6BULpuxEFS_URS3(0DZO}xhtD|NNH*|9ojKCDpdmqB|zNZD#5!Wn&r19^0vP%wWvcEX=0+DD4XM zd_uq?hz&)11a8-}jPxBM9D|TF==25KBF`Vyz_~`T-gY`eqx5 z{Sp%=wkIl@uMg$K#fzm&DX_5*fOS#`df@q0R-WW2Bzv6g_AVT+|4$%m921lpY@lnShOst9dpsq(Cj=j{euSqP#Sra3c?)kTN9z%^Ccuq z3X28Ov!kQ##2rD4fv;Il%+l4mJ#MY<1~Ux|2q357yFa{rNUJReds`b9ahe@zJez^M zEo4)t^j6AlK|9@If^A&uI8vcbDZGVHZPz`X)I2jDUnO zK0co3>bN~#zOk`E#_Ru8)}8BaiPDd^MYeR}ef;AJ!~R5d6G_7+{>CZC6Tbp3E*j0Q z1vT}LG$A2Bf_@z}8a8@pq|&KA!SOyB(dtl|)pbl0_T61r$nd!Wz~O#-?XI(j{-?8P ziscra0xi`m_{RQBHAdiI+&0r+61(6$qa$>|l^@+RL9nz^Luw!p03*o-S)2yj% z?I@~Uc9B17E#`AdlAuZCFjw4Q&R|UfQBzAx>tx@-)m2Geo_XuJ#A>aBFr3q?TH}+M zqBCX^6*K*mlW;J8Q)5;Whx2E^!v`Ibde2}N)t${WtgN=ggE2N*-d3nyv|$Q|bi9Fp zCPv1@WSdfv7>}}|%_*#pJel)+OnWqU^fhbg;YXSnOigPD%y}tlt-(Z>qW0J&(yPec zPa*AM%zZ3oy|mTFB$ZBUiYGs^QScePK0SF5L>u3otC(7V@kHoy{qatNwW?(Vwomq> zRjB*rrRnly!1p)4*3Xa{BPS0Ts8Eqr9`}Qz--=43fkbN z2sC#*$J}H_ruD&Q13AgR_Y8ZJcY*&A#-nHB0`&xgx>*nxN9-bPsNHXfJbTtR4z`0cO zX_O*jw8G5c3e-;9ZtC>UES$ktkUqu5xoiw(e;cs}(0;JgiRwQ97*9AMTa$Y@x52`~ zf&+*QdU{iUp#pyo3=Xa^##8+jkoOF7iPa}Rx=!P++**dG5}eme`lfCPbG45wdR0AX zf~0=+^;aP3{)uNRb?R(VN*4kP%fZ1B9v;3mS-DkV-v38;PwQ#WAAC}-qT$vNfxTz? zSxt(sEf{eB+doA`#m$swlF7r%Yina5C}*oqoOO>J55!%{2&ENN;9;}Gm5gh ztZd-#5}=+}AY6g)DCl!N-q!Y5NT^BP**8=to#pZFG;w*?(3AcOeQN4uQ)a&;jY87@ zI2OXDjDlncjhL7iA{r4@d^eM3k=y>fC?J!mw!y%rEY5ak5D^i<*l&)9l!k_eCb&_^ zB%gGc!1-m@2E9nHfaH*f{o2iS!Upre$`*|SL+5?Bt{f}70<2}e1&*aQLpHk7X3C{I zj^#}`4-XF*xn72{y>^3S;^EnmV_y|u+U)G?!NCC+ z7Z<%^N}g_I0mTbRK*<4D1FRMv9-dAy<#&_HJcC$T$pb3R&(enzswS_P;i!}}800cn zKTnk}%1BGE175DHo0OTk6pBj^6wC2fLNuahuU7uVLVYQ`98Rn97~ywpD+PC$@edPf zdnl}JS{B+E{6nNEYwGI@j~Xe2eH!MoKVVY&+}(PIN__Xdy9J?mL%|A-LO@$k$@^%v z7gi|cjNuhg2A*Gv`<#24ZC*dZgN%1DTVmpimE{D10H9u?yvzCkwSm5DOfu+6Bq=vW z%V4$~CK*r5`{*G|wRBb@A3>6Dt4@6Gli~lFjUbw3&zloK1@3NKAz(Gbp+zx4hk&^Q z50UYfRd@NKr5bv1&`CLhef61EE{W4B$9!)$H{Hi_@<%=u^5d5u-Ol%^F}Wd)%h1x( zTO!1b&eST!GES2Kyu=s<5s54tz(HJKxZ0$ZC?9wB3oxV2dWG8B+I-)tF^)IoZeZ0S zNV$DZHb>U~W&$HEXyQnXRDE)BI&*uob0)9Fl{dN^wX};K!2`*vXlswB@H#;N8a7vo zcoXHT0HX%8Lr+HsMq8q+#dG3x&LHMHF}F5mqRnG>d9%dF9{GOJi>Kld2uKPUhm8Pq zIB98NRfhmbs^SY04zTfGrOmemLwl0Szl1_OuX#3Re6gvY5;LCO4srr~ zs?|5lSEV&FGK!YYir@R&(P27M=L{*P@RWlUV;A%aTnoP2eQ~S8XPrxSd0bH-fXYf? z7!F*3Z_}%knwlE;HY~PM=-q+|uXo);EHml)40zY3L-M z^D^z)TUNKO=6nr)veDp#L&yc!=8~w45S9#z2fRTK%vHnQfQS0{_&`9M7#kaBcD9-S z{zMJb<^>=;zUs1Y-xs zykWoj=eB@SqM@N_e{%rl;hjgm2wW_i(QW-+6G9oFxgbcCe_6hrvDNvD4B>piJ(3|T zmGww^)H0|-$8rxH~p0o=HnFLz!9UdloY~(n=wc zk;}D{FEiN(x2v0VlgF$3ukl1BvN{iY&+6QdR@c`p%C(E)-4h*+U%mR;LiD?5?y40h`Gm-$$82SlVp3ZN9tpl$S@l>blbF`hHd;`-bXWM-Xm# zZBIy-;A{OF@X5&CK2#HxhR(v8U zE7Obb;9h|~CMnH2?~OdZ^R`-*C+GJ1-6AU9=_P1)lg^#iRCie6iVtD=j~#C}(#acc zr~W7_BNFs@;Wy`V#X?If*(~**#(giOcuDDxO6Em$^Ne1?KQh4hc=*Ebpb5->GW`$R znL5dE0@E_nrt?KqH8r&$v2v?1*3&QgO|yk)n=h(xKH2-O=Xqkz30~nXSI6BxKdFPF zmwF~NSR}JGVJq-HKUgV>LJ+K4_Ft~}5IAYmhh5=c2+Cf~-@(T~MU7muyv=XsrQ-JD zKF2ww)?EFH#*T%krhG5kz58F-3%(i5lEDdm!pV8k@*crM0A8IqH`ivXnF-&;*)?T% zazwHHJ_hD7yW2I55waOx15AX3)LpbRG<7Xu&EpiQPAaLk)*bK;IP2Ml#MCE*G)Ii6 zF4YAHPsjwu%XZ3pIWm1d!IQNR>s=O;} z-*xRTUg7E+Lbj5D0cBs`yG8W$qV+9qO7n&rwf!w;Y}E<=ZW_Ett?{-^UXP0-***4t ztSmsvZ>QfEKQ{R2Bs}$H-1ocJRo)@=$=$JQFM6WG77ht1xWu3ye*ffTWNeo0x7|%m z;ng3W1fF7^AuIcZJ=V?zwK6lD2k+A>0pIQF?}t@RgJ>QG-u9JW)sqhevJa z9>QVq?nIGKcD{51LEP;*?0RrAw;ilBQJSEq*(>F&w@dkiANVV0J}Yoh9DL$j zXh{R__c7UM)Us(a-~Dc=|McB61c+Mj@On35Yt&}km1)-0aG+7gd6?J<51T1z^m>!x z)wqM_aws*%Me0shfKQ&$-jzL6T>VRbKVNy<$PZR*1`Yu+MB-a8CM6#)@5aotE))U1 z=GGu22u+@mAMaIS*m%}h-|IqMV*7JEj6DMdiL6Fo*uaLP$oW?{Hr%hz59H!mgFbwK zKVSZ$BqV{H!7^ECwKhMGg^ODOgu-_`NxaX$XEWP^=ua?9nycO#wXg8Yu%(&7;Y=lA z?9OaOrA=o!o#-o;F*Er*Z`nNDjVTC7t|}X_=uLWRhz6o3+yIz)nh#haF9(`%9iVS) zHp!lEr>6VK_0Wf87PtSK3qWzvk+(40D{*HSE^=C^7wn@~ZI-%sL4S8kKwftzaeT}- zk`1YsvhLI)L5RDV_38{Qn7=+~@Yls(2?-E{G@Lx?&h>Y2AcgHNt*)*B{?Dk5}^EV^;|q&IRG|8cJAr90#& z9-wPxCt$7IVe`94!6zd$EakPg=|>N__zO{;haRHt>x+DwM?<3KsxOA{5D?LzfpTN1 zQxrz_5*V*}>3egc1prT8L7`N?7G5OVqw#?#Ydlk|Y`OL{h>Gm95~+O7@b(}KXq6h4 zw<(LJ2zitE<>$jLFo&x|WO%nxED`KA5G9g$-i?1qOs_1qMVmKmM}t zLkB7O=IM~_8 zpXXV?$nD$5Am#!0YQA#Q)g|!*9yBpN9&M(A=Gbn*8yhybVV5_% z!f_y(3Zkp8y(pP%2>U=llOK<7YG!6w?-D^CaL=%#Fv$6ix5oBnI&pDuhWo#VGPAG% zI-lfZDILQtiq)6OkM!01>Xf8Jm!i`5_Lnq-^BDT0SFa?&#L2@UD7Ze~fd}Oc6-G3E zz}ZvJSIq{}fJ~?zCLb`14eC#4NVn){Y2g@Vz0htlY=gJPN-Lf+7%8O*sLbUI^!6%b z;+x-AIL@~_C5r6qvCdvsetC{n{(bMfjV&fA-%z^Y{HTNovS6?CMHlbgsjegE@d~*o zM^Cj%rhi3{&RwbBT%Jq_@$O)ek@Xa<#FT#e^a+PZNKCio=k46AGJIw8)U83cN4nkY zcpI5prPHVWIH?H|xA#S#(1%=Up|ayNj+&(Rh@@GDjUJl|ZB3&0H*XJ%+ zEi~gL$lk#L4yf$Y?Fo)5#1(~9np&@mLqI@D!l^&A_HJ_TQRW$knC1BW7;K4XJ}HME zREpfKW-hB?ieFhEmFjIm5Sg^R{Z_KloYegxa!4~_~w;~e3D;bmba*=xYK;NK>GXvBu#c%G{sdz_OZE7jp0C7|{OqUWc06j^hQz^P*Kj?>AP-pKpr)jE;`}`b8%sBqSh^!qoTF zZqv!M7oBqDC}0Wch5(_(^p`K_RLG97PNngAVo95Eoa~vLVfj7e8G0fI6NP|A3aSQ$fd{ zRYlBYouHb3e0sVI;FiKQOLI<3!l_LvI?mRT?WI>SF+WfT;*j5X)zM+)P4K=H+n`R z-Toymb~J`|wXK2T2Tvy_CoX9WR8&+5U?lA&qo}ATh^ECFg_?~XC#yY)xD*t9abpyZ z9z6n5{Os_M(Wt2*Dyl#FvDC8TMSXI1PLAcf^WT>+m zWqhcaEJjT!07J0x<$$*DcvCK${l|FKmDt465`{`Y;9A^(Kw4TF z`MyB|Uqu5z$UgXL5mi)FRDJoOuFc}}*YtE($2>OD>hRP%>t7anIJGVlI9 zikE_l1bq2#oLoI+o}#CNpR!_y+r5iV0G>c$zeq@svZjia-PztAZp#I@Owte=>{IsR z$MEWmF-*FVy6jA5-$sRoKGJ&}>>=ygpC$-P@(0T^Fffopsvc`TF{Db5~bW{HUlP<+1;on`;h2jtM*QRaxX4SkDk* zWLK(eriSmda+5N+l>&zI&1B&MkZj^`1z?G(#h#q-&$zkAMi~|(66Hr^P3ea2D21}C zG$qId+&n$2ttUQL_nCkPNn|esQ~LaVMDgRKa~P9YGUoU#Rsa&qSe^6Mw0|(!=C=GK zVPG@wmoBTL{Pg+>8Cm!9n0Hux^Y3By;Z5}Z{d-hG)}D(mI)1ZRw&+$?Tc15c3p5H} zN=Y4Yk?UFw~`gFrvF>DaI`9)bCK)fW5~ym2*FOGg@h6B}o??CR{^Q4wKVVH3QBg}M(*G@3 z$nf?ol z1%IkCQz$SfDF05)k=RVyE{|Wv!XhtjJL;2%ReA2%B`_LKTi(Wk7v}76yb9Dfp|UT+ z?nBZsoPNEF&EId5c7h3UaRlV#y}!D6(b>7UN>sB^^a4dXiTUsXF?|#!_Vq$Xr&6bOYUf4{=D2QGZfPfkstMTT|x8~+M zq)3{7ARS6zPm4pCE~03zZlwG2q9btOQ^)*X*0#7JSd3l9xK8NQsCVu4?$!ZYr(D z+{Qw>e`VKL5DuQk{=uxJG~02ZLy^phM#VPoPs4xE+S2k>A(?BN z=$fU*@n3yjZL=UEix4kkM>Q7 zY<3cdIR*qgr>CcfeTtpiZdSdzrz4!u`BWh<(6bq(G8=yXGCe>070tz-(ox(`Bc*Wd zY60DZ!R_V(69WIr4PRf)O_pgz*49N`>z{#-paP&z)fv0D_j!G;&-Eyo`Q#~>$P8)S zIL}Lc6&nn<`FOoh0>@xZHU=m@kT-^~8>yQBuKo^Wh)dF_h>3~m+zL8RRoQIDy#>VD zwg~|a4)yOlJTbhy)gXiT=x-vHG=q53k?p4&_77A`=5e{tJMeFFS9#=J+QO3kSaL2G z9Z1-}V5OtDGe&C#P71L7gb0oak~CD)0#_8Q!|cFYh-(( z!udq-Ng6JrC=_U07=$XsXw&0c@_mPp7!)y2$ z=FQ^YmWy?-OY#AQ2$P_JfCBc}$_GLXdiLy@+u^bdv2`Ml0{Onks3<6dy{=S*nlG@S zjGxlfhOt|k)WRr!5blD#{_9O2su%AeZT<2?(S|*PL7=*U>DC}2jQgLwqBRV zZxb!!KsRTayh;5$Vrvy;Z;@U@1sURLyq2_F7Rne91%cPw!2gGA%DUFp)`f7kCTM?1 zNtl+7E-rte!g*^HsPE8@MM|G@(dxO-OpQnCfBqfMoIS-u5f&DPX6l?h_Yl9(D^-2} z{^!r1%Z=RhKZ+H|{$GWz-VWtNTne@G$*_KP7yq#hAq5Cj<2K&%4i(KeSDDRw5kWO| zG<$Vh@8JE$p$2t}lA68*p#9|O-m4c9YXdL%%Ynr0YWk(nI z5rs-1Q2du?!x5z1AST8~oAEj>hg^!aSI_wrw%N61V3tg`t|*jsAL(f)`n7077HW-O zISc=HiJi_;*|M>Sm=tKRbE(bungrHURXcz_LODw5ef`@1wm>g8X2?qSlK7kp0J2+J zZfY5MYYtZAe<; zvl#fTKRt;Y5g$JSD#Pit+VlOH*W%LBNV#hig`m*wxv|f$|Lhg7F?^GYXLYwWwzF$? zJ9q#p~xgadr&D7zyaL;+E)jFE~kAW(= zFS~h%OVH>v`!s4ZV_;&!N}e@wNxyvg^6vI##j!RZpsm6E=(riFJxyee67Ff7bx=69 zl*FUw?Cc<9a{BrCL4s*xF`qs?bK8FvD+`2Av0c-}htAad0LgOlE{DrzvLSit#DGQj zhjMA`^mo(lzEu8`@1jlDhuv3ad*L06EP7Si+S=wcCW9;@y4BOF!&AxGZr$T6Nx?CT;-`8sP7LTqFvD zWR=6xOIS4y?^#sI*XZ+;?$&YAQE7+uhT%v!i1}!D_n3L0nL+5d6$#x|~#O zh>pSj6t4E!&x4LK)}O9Fkl#RJaJ!*}vo9ZnN;`Epe+G=Qw6wIg)*X0Hv(L@o;NWqN zc&d=M$FGmX5TNLsF5B8Zb^lowb6#GLHb)&x>go!}<`3Vi)a1$^=2M>Ii;FeFTh zdafzP>(EE^EmC=F-{D&hAG0t@m1A>TIK@xv42HFR#tScgee8N!j_{=R=Sp|HprGK2<4jZfUw}E2)%VH@AhKGnA}=4`=E>{+Uws(~ju?3X#!>^n ze}s%kv%G!?g(&uz%SqyVhO~dG7L+g6SVk4aY~oBx4+I#R#0AMa>tkZZ@{h}lP%O1Sw=_hoOE&HtH= zJmzjST6A!Fs(EL=Ki^vCCd&5gSs4I(pjB1#kI&|O?M4dlg|&G99fLQEt+@5}!U`M+ z=Tq>z6oI)uI5^-Nh6h5~2H?MhM4&q33~(y*bnl$CU;z_BzP=!_u-e>bza$ZiwrsuO zsI2KJmVIa*KWRBbgKADbgd&D-36yI$79fezF?&dnApi;VKu1B z5^{J1h=_Dhp;jqDcn1V1rpxYh{tEW+kGDg^Z%vAdi`l@Z?mGETW9H%Euo_&E9nnV% zaacbRLU5!0cI}>NN{_IF;!ykstP?+FA1q!P?@rfl9#|L~JDu;pwwWCPj&{;`1gYmK zF95hQJ;YVV1;hk16Pbp_Aj^YvUu2%H2GbOrYW`_amevC0BZ8VI>3X z?aOW{w_~8z5oIXwlqvAXPr@i(<`>^_ibzp?8{OtYmA^eJj)ah(;nLmGNtieI=tnc3 z7vpWpJ`nj-iz-T7n<9l@T0=2WZXBGLNDM_wzi{4EuhlOJ;wL5{nJjxPezJdYz7z!% zWA`S##rsU;e}U2?N9GG1EKn3qSc1P97#NJu6LVS)^SEp$oHm#SiIqF9$fBa6p6o^t zJs0C&B2(zbGaJJLE49sts!_0fSGw_p`XmD7w6>Xb*4CGmmt_wdO?o3n{6%}0^t-*FcmQtRoCFIF0`^8WhH?$`^&MCB$pzfXdVE6&c*5rQ|6)Z`A?trpk~nU? zxV(fV8PI*{=;*+w7geJuF>K^}{WB26IB0csb?H|`GP|kl1pvLfUPMGhR^1=#z+JU+ zm-og>=MGo8nKTO8ZAElp)xLoALPJ4OWt&M9a6fDh#dXR-jmy~@D`nHK*#}}|GfNeg zJpD~Fe0yid{bLAkQb@?3Z$3AdaQplF41cv$7-PYQt1Bxtd>;~#k}4%U%XpzSpx@{* z(%sFpRv--=UnyOvH&cmElr^4Buc~KyT7Sl~x3@P}A(;RdSIv^&{&agnF_mv6I5*JnX=xZDbYHv=yXe6K zwk9hJ)pcpOu{{qKJAf;CdwU}wAdE!S)YSAOJYTBl7gD2t{rHlKND{(QHM-^UnH#q$ zM>(0pL6GCfqBCVO61E#ZOm4bb8*^m-LzwzMGHAUFDuW{4vp?n7aULOP)WSR_H)_>a z7wZU>mO8(>s;{kuLqge?Rwerd(E%hCMChj z|C95(=r?)su91o|#&X%sHUJ3-#1E{jx_+%=A6ZsI*UBN#C^Pl0dtfx?{b}eJ7=7-t zbYGnJW@kD(JG;BX=|!?Aad2^AmlnVSlez6y1uQHq);BjNf$sxq2$m7gt5pevd<(M@S9KgwL!geS6NZ*rT^JE;s?7Z zd5zWVz3QsuJN-u$&k5;D?9@W!Zp41JEwD~`8)Yn(-Ewn{y0~qz=TbE{n$&L{Thxvp zWsaBHOR=wC@Lz-%X**7h5 zNzcRM26z?_`XOOq9$QawadA)f%PT4>%F4>Bs;bJ$K1n~>*x2am>e^g5IzLzfAkY~_ zS$KrL{7E+3X7UG!_^>)BeI97A`!!Totr}yx^tP?mS##$R6fgHMcUK(bl1eX5DdZav zg?QJk)dq|pb!;Z?krW(+&Q(JH`s#AGIl8d+lO4^dBdrOvi|vJ~%{Us^#ip5q?THH6 zSjI>G_Ui-GfMH@b2}egq!``godAbeEI!(Y`HIStJjYBG*GpwE-ST?||eLe|rNl;3- zxz%`_rwIEB(b44~b4q6qUY=~ht^xre3=DHc8c+k;%nS-@;3HrF*shYEe;9@Gl@uZ{NNJ6Q`r2^YrP{O>_|XP1zGeLuFtuHcCx} z71XJBu^}WR1i_F(hj9tOlz#xMi36u@YvW*N|NQwgI|s+m;2;ztLBqtv1U_hNZ0zZI zHCYMthe16+QNWsMW0w7-E3zoPFk_UsYc)xnD@3L=|K&rF=pj&<+&D2}h*a*5Fs_VX z(InTcbT8;w>x=1gDVH&bT`+FGdInvI&afQiO?{Vai!^(GrAA44PJe~Vji7)}Ph;S? zJ^ma53;nkW3*HY{SYe@6UvX(@-n_Mq&CK-la42pFk)%bM^qW=XiAg@r(u$j&z;-m~ zSta}6^09BMYMy@iYw;IOoc&i1u21;r#Odtcqy9G+KwRg&kneyyw0_^6V ze!U9|HTC`e`UXL9|MnOBI+y(f+zpYNyPecEvjb{PEGD(v*=sZr@${rv6pu94|D@VV z3Q4xdVX#A?{onCOm=q=I#068qisuj8;)1?rovBD%&d}cEo|}tr)>-elDhTxiF2oex z3hNWRT4nbvbADeMh#OZ@+p#P@%H>~{Vw*z`+e)RxhrJZ(m9E6}A7RJ9f2#OK)6XN~jdtr>QuGGq zL;JvormF1%h7v`T*~t*SI@wq)ZY%WubS++RjBB)W^Biq3ir*&nRre1o ziLBQE_VFHw0<_#7kN!99VG0+A>sfGH>Cj5>?)X5z$|3csDE4Ldtxz*v+fVnQJxbpM zIckZlx#6M2>FMbo&pMf~v7`GWvBPqkeGeugwfu(K=d@g^udw)^3J71j<{m^1zUE&U z$W7P4uPDTd&Jo^7Sh~ObX`y_Y*()wZA&a=#H(ft4vx$&pii5+Jx-qzQic55INdCRX zK*d&-`d@ZuJQFf3yYqIABm_2K@=sruDm~A3tzkFJ@l*s7TZJ*neEASQuL|#`j!bVO zq>$zU4)JzP?(Bg~VTZWuxi36pjOM78|GS7A`R}@FImfwP_?54> z0$k>4p{uV>f8Mbx760b!z$ty7>DN9j@ksf?SGw&CFRlNZbXgk}z_{_24w92fRKLF* z`VD#2jTUwfx8uo^tNvYXZmef#*UnRUB-!b>G8dbz@#J^Yl&Hbfvp&Ln6L^`(L*=;9r=RC&bF` z+i4?dr`c(foE$EVXH~UujBhJka!)y(o}TJ6I@B_HlR_a=wZevJS7wj2c2i`K~M5! zfE`4GrI3tuzsr4(+i%`l)>|-_%lV9ThLCW%+Gl#i+muW`MKfiCv!={7UM+`$xVcsL z)cA|c0^6KUGZlO3_gAikd?G(v1JI`^ro4D*k4_{XQqwLj6!ddfCS0h)gdws7H(wM; z$c7;(l|Lsr?AUY%*W<4MdPLRNE91D59NiS+|A8TIhloF2Yx7*T+;=Ek^ zA8Ay0d7D2v^X&o+;_#b^UOBtF%8s-u=xH|y%U7JO+b_u61ZiD%+ z}a9r&6WDFurSyQK%#c_PWR^a=I5!t zbdBRlP%?)77Y`aiR7QY@cY8OtxUw?R=y}!=PFV3YM3(se8EM#${J;9{0b!#B*!9|9 z?;)T(VK+%EEQpAR*0;BN5UCjznwpw`g!s~B;^5#QKX6|*K-xSjCx?%pzq7sF&E1`x z?_CJGn0nIX*80yXhJgu`W2106m$WknkJyy^_KIzke;G^u7N3`}aB+>(Oej zu@zSAi~rzU7A7F3rz2WMaN3O?&f3~Uq=9)7serLzJxG*aU07)SSC$~F4ba<#`T0+& zse(3>FRBn#LRFQ_EdlMd!@Z9?($%o+2<R?!QQ~9*?n1PHUu`S#a|5AaGpj6C$8_HhT2_h&ewP8tyiw_=EDJ-}5G%Pz9b!14Zg(8Zh>j7^C%r|b5=mh+{|Sfdk8Ax_ z(f@u&AUibFpz`qMY?0TTFW|5jLWA@Tj&#bEb8(?|#QAJ7r;czM`ui88@jeR)`;P|( z8ak~9FuB^h<8B{XBbma(8^e87IPo7Xl9hC$fnMY#^v8{IzQUkFeC`;5&-VFGER#|q z`@@zbPAf5SabB*FFj!4Yf2!Xm?3kFCRj{IeVGM<7HxbDY$v3@he*%^N%~@2q<>m24 z&!w!o*S({Cr1>L2{ZP)=4`n|oV)LP5Zoy}93=x#XC(VyvK?sne2_vUwLtal$&oFnn zkmK_2P+WSq{m?Lx4CV8Si}(MSr-V)ZLb!>ck+pb)mP|E0d|y(EDp zSC&dh{s+&$S$F@R&S*^6ykW%yjGBEQv;H)4Lc-2S5%oX@|LXVjFxWBu{J$K!C|Awi z3}(xL)f?%45|ZclpOuSwT_Dl3=|7j&Qb!oc_Q4rjSLVTUC9KH39%4y~ib_62!cgB7!IL7_2w(j9 zzHn5Oe8e)frudsik@Ijmg2S*z$2Uz$Nrzz|y}oIf#WtGIot;TBL}|p)QT<%I@wm14 z$xF{o&+We3>Dhla8}x&vZ|CI>rY=SXb-m;7yl-~v_iEIz z@Numg?klx*#6$=_-rsTm3U|9NUV$lyfz|yA848hR{${F(^BMY0gc^&Kf=F7q`UJxbsMw{!$3*k?e+*tJqc(|e}bw>dbtbG|izNvq_#%e$<+ zygZ)G$mj4wOiYZIaX>~!hCE&2St(#f{5(9sQ+#;W8&w~`#;zhsh4bKjgWheo*xQ$h9lUov9UUJ2QBmRK2y2#OC86V#T;RnEx$7r9eP%G45ABnIREt>5#FXhKO3P=w1%HU+v{r z|6SqG?-uPIsSzN@IdRd-1q6Z3piW&*j){k7d~&j`$LBLKF|kw>#R-7nv$Oc_JGI#Y z*;vL163*}C7?V=Si-?l)ZWUQq zSJ%kvpyPM+W6#s={Os(GISh~R>guyRmCPqNGS=422=v(4vA$vt;~nKJSg@hix5b}M zZ)Y-n36qFXUiJnpu^n9$(x@c-6@ebCKl)Pj2z#Tpf9(nCt)ZB>0vuLWiP?Xd-|>{aNjF11#fUsgsnLcx7k&P5F66zfdx#)o8w2E)EWk(5s&DacyDY zWc(nldsP9P$le?XAc^Iqo$zH&=epup4W!RyS@1JSsBVx#f=Sf zSgK;|t0}{9fA|X1xy4TeT6aT+W4-th-|R0X%-o!ErEG>`@bKFkM@r4D2;=&{Kfkub ztCiPZZco=bE&q;&ZqJvZc4zA2Q=|45JHi3=6Lvo|+3n(t&hx%H1(OFDitlVb;z&n( z`!0GSq}JGcp#ow*}1mQV3Xd_bDGU(9^@-H4n@M(3M3N&5)2hn!Nd^G~{2l z-gpmt9_KB8jFGI;%d5e(bW(nf?KdakPsk12mt~F z_YfesYj6$j5`q&fxCOW1?iPYWaCi5{X`Hhf-glpGk2CJM`~JB714cvls;W7wp7}f_ zvmkD`)$2jYl}jUd-qaA!j5j+Zi=60MZs)F7in1zq_iY)IduP~ z=JvQbU+;}$fv-ln8tLn^Iv;PO3i^Sbjh+ee_4eMGYjEiZA;rR~5q1O_By@Ar*wnN~ zDe}7_f`lL6G^bb0N5#NENy*G)1wDlH7=L4P(~37YcC9Y~#O^l|58$gBA7ejUU1KYxJY(o)sxFR6KXd0ANoo0cCH z6~|6@r(<5JVB_H-r5NbE}MyK57n$7Dq zq)h|pV3}P3x9bDG+jD-&H-w3auTaPfP0ZKMgqIH@5*$i#gFaNdSXCGeE`bGTd0d|` zHC_ECdvur2?jqFRAJx=!J5=F>_4#w1ksKLts3E1Kr?Z%j<%2BC$kfzhhC^IjT&3Re zpw@0XvI_Q$!+OORjo8-KmabRoc}C;Zn)??oX|s^SlC0>D81OU~W1Tw%RbetJ3oUPOK5@Rea*B(OM!|SiZaJ@6;{+nWuh)2qxU@17ylPKgJ*dCv z#b`Wy&q7lbro47U?_h9phNX=9DxZ7NIRC1lBZS*7A0Hp#F+Eq(VPj%sG?&-=)49*m zWHtr&0rT?ap$ft508V6 z*i3bw7dyLZuU!U{-rDL#`7{e0$zY_H&R^TC?c%9XE29Q8m_$?r$G(85|r`Db;)Ex!e)DKB~mP@yJKFJCYUzhQ99ZUusp*)t;Da$%Gf!0o@C| z{%uRt648kqHtoH=uNWBm`uZd}WLA|`=} z`W=#agkZ)w|5mZO~d`=PtsaDV!kr_GENhM*lnuzLZ|_tIgjf0LuRL>3>)1n z09hO6mcWKIiy>_GPEUuDlKiGKSR%k=_eK*G)zM*L&A4~jy@iA^1B5g+H7UY3K4&7T1 z<-Gy4jg2R(tv=tpyGtJ_qcc@*%wjY^4uGm2RLmx1T8uGuwYA6(9sse-pW8v0`LL^r zX_8t{;I=W4I+!ks2*3WO+G^R`TIq@8a{`lic5~HqIa9X+3RxO}k0KoZa{UGOu`sG9 z9jj^r-jrz72PIRW$Z}SyM@9>VA&xa$Yq#8waF>b_558xglamvKWRs=~Elh8#<@WQ7 z3j}2lak8@wC)H79-jyiV+ifeZ?w(g#&hvm+Ze59Jv{ke7^k`h`bLHt6?XjVdnBy@W zKA%PpXB$H|eFjgc!~<;u6GmEB;_`xgDj;nyQ!lsR^3p#r5R~BvOon$?5T)tf(jrB#Lmca`)>CnRF3|a*1wRARay4f;)vY zM+x^MKDnw|)<73dak0R^4}iEvek_f*dZU>DcKREek+Ewx_%+*@4+4aSYHSQ|Ufi3y z1k}epzkgHE(5zqXH7Sk9f~8Ft>mYizd_yTxuQ`-Uh8O5`w8p4W3&gS*{w?|3K{vtk z!}{cKi5}rNe;tFB?$mAFJAd37(A}l56lWazmGO|Ao>jE461peo#35H_zsnOP%yoAY z;PF9j!BzEBT#*A{kn*cj2r<6&GE6V zjm;4v3i?Y+7A2mI?QM|EDBmrp*Hl;Q85k&fy9pj#jFcnN3zFaDZ~wKVljxo&)(gJR zXL`YBl79gw64}zpCPqd(6D8?jkX|)Q%g@heGoN~}075O;HCH|QJDuv!!+LJ1TT^bv zu9I2AqC2W`>Jz(u|Mp_N&s)0DP+>f5u)omqsbFgxWN2=#u0U@RR~3kLtJY~?nCl28 zM$ztzXKiU|S#?Uryg9!XQi3&Ur5{#_UZPjM%I0P1#vN>MakxRfbJ(EY{_(MV=9a05 zNc%*|XC!{3x%zV&jmTUvc-AX$TuMp(1;+^PBVmqU%z&7`b~fmb{3^>}#dxF@ybGct z8P5^OUj}LxlD`D_GR~7(G3o4?@W&kQ?xCSj$W=bE14$vsk%@?inywCm48rZ~c=V&_ z6b=s$5xy+9qv^9wTd$uqn7Z*c*(wc~)#?7RU~dIA$@3pu#t31CxGJ2qRU{EYO8Kdk z(6-ilLBOAZTxQs>sOXl&VYB99_XGn&X-=%AuMd7aY1KW=83rx58sDz5S*IIci>91p zf`)wIwBsQ~%R)O!kdcHTTH@zCXBkKK{Il|h0=k?c7T61rvqS`rjx{(cFW;pm_8&=+ z&HT{a6DO7U?m$yPODSJD{O*djmCa2R{xuVjn@>$mF*7s6w?2qkN<72itT+l6EXm<9 z^Std=ZKu1c-cX5uis*kvleTZ7cz7IUI0^h>AB)K;av8iU19auc8se`;5fKqOrkyw* zH)qf&be%#fDk^T*C*$z+5)qM+@{Ds4VI(yf9Yw^+0!`BdklXPA_52~DsI9S5NEoKo z^ZbFJAF`U~yvQlTX*Gq)ZnHt{a2tU=ID?HM+z7;>?q5X-?3RpDF%_oc1_lP8ALuOE zl&pGVnFT4rsi>*(Y|^@`zfVXay5i5u`m5Q$w<*r7sO)Z%c!7VN0QgVayyVGSFnH*3 zV+UnTF&!)lk0z=k2xh&%O;IdKwaTI(|DsmA#fu`Z@dXvt)%@)>89YG)(bK2$IRWr9 z3we3;o*;kJ*VA(y+M}j9Z;nlZW|wJ?cJFzoH>fH;H0rvL%uj{9*CckNtMrtWn0#1= z&+`%a`$eVoYk5+7)1#>c`JlY~6qPP5WJw9XoWOol>sxS9xGuvRJuLN!Codj*bwG*pmo$coDJuXnU zDpT-dzI&XZxw*N?#>S?jqr>fT`riG@vC$kl-&9neHPhc;1mEColV-m&!R&l&RH97s z?3rePYK64<5z9A3BKC(*kWw<`%4!t{Z&Qj=m+K8jYAbIU1^itGQoCFDAef_^xLm*6 z-X+H#ZhhoyawlNQ27o`Za&iF_wA3#Y&XpSGO#OC#%Fd=V6DXFrK##UQax!YgO*q!JrmVA>I`Ln7aL4*FqL{}%DQV~6!n#FPe+G7>u#we_Z z`?L!0;O28*~D8B_5&SIKmr-E#;U6EpYzC%D~+41W;yU_ zh`-9*TbMxt@S*ECc;VsU-J&-)H#0ijJX~B{z~_#TRe6xEBGDLxr2Pm>OuXu2pCX+bWMDLh?@c>BJ>}%IB&qEwD_za?xIW8Vc377ML9D7~RYAWc%U{|cvhzR7)-N78wno&B-ZMLL5Z=l3HwBtRklWM}q-#nc9eTSm1v z2xa`r?G{z)fj3Q^NR{|d{ZT@K@C{d8n6u$^%3nFDmARSUBaK>3h34^NtSn>0-BRx7 zSBrf|?kLw}O(Nr`s6D6xe30GnX;k1g^-)G&0Q9GCsv6lWX#O7X1PP(IXA#Wg)V9pP=G$)^eXkx zE_WCDH@|OVuT`LsCX1r$!NV&yRxY#gm^b>w#zzNSUf74mnPM*1Mjwu5U~(R(edVt6 zqmY0mISaD@jW5)zW?^+>DksXy2OR2&>}WpF)4 zBKIK5U(gSIm6&Q~c6NApnDy;j;Oye!hFzHN5nuLjJXbD~22LbtNnMO4G}W2Fg&RPg z9Y-OUP=Ds4D}<+i)c!NH?2sd$cPs4`I+bzNuLUK%2mH_0c^iF8_186IIL_Doy=`jD zwV7%6lSsf?L8I%KE3!2|T+Anf3Ll|)U?8kcl92t&0v`aHYz6F6SXOqdQK$q2F}yct zt<4L&2tU~^=UlJON(52??a!Z&# zuy!Q2@thg`o1HAc)1~P`bgkZvg7M~ee-jO&=Se+-Pdy!gwk&lNV~2^@`RJ_4rsTXZ z1)tFVN@x5}Jb+p0Ufr>}!an|)eo3nT=`Ic;V3)P4Idd9}o!;#v_VMHQkdU>Xat3!Z zk%J!SA@7jn1vnj`uA4*DAh~2ut_Pv?8wv(sWNbW|E4N<27{43Mu%}Qlp!QIr;KJ27 z{Bl0Z`D$aZrFbClR+Y8xL@q0&!%%RJ(JL|nH+#ByYN}RdJ+)z5Eb!u&y!m(sGJqS3 zkgUHlFQPZ0bI$1S7;rp@nD(Nlyp4lLMB90{GPVYO~;Q#w53cDCK?y)u{*ZX}e9i?c=&))f+v z;tv*j)1l8ZuM9NLYg#-m%0dNjAFel&Ra{d8%5GJL{HE8p$jQGH@`wltA&$ozSg^P^ zLH~s3oa2!~jmz#RdiV{#E+Q(cSs+)~E3eozHdJ0|@D|2K6kL7o!GL1gkY>sKYOE+t zT|68grdl|phGqOxOY&#I%N507in!$=jfhu}g~|BEprXuf90Y^l2_iJ$!~m+XALq_9 zZKkh}w9pnrKn>&9)6-M0ca(8rAawf@xG`2hob7c-=01EYDS>Zh12uKNYfgQd_<7OZ zIawBg-Rq)UvlpWg_}L9v$~7_c)*m(jRVvdaTUewjuy1=(yqWi+&O89Y^P=pu*D}fj z%FM=w3}T|XwOUks{MN>Xk*@C2+S=OsdQ4PQ8+X~+zwD6*K|^B}st}9A*w@7p^rklHABfVbjAEbE%FmGK3|JgMb1NVVo6(bX=|Hpd=})JE zN1P66iNTSPkw4rcK!<}4-5So8t}q#WN)xyTDn~DJFl@~Y-``^XAu21&KwCTI;|rIg z>YDE>e&5$SV$hAuzOmr<08&d^t z%ew=e$QYIi&{aE`S`-v%q2FMISwrdR>1Fo2Q*hP&l7(Qyu;Jai+{*=q(8vV2+`@<; z8yI>rYelZP=IAGBwX`^gQ$Bx~jq#d$*#w6`|5#@B0}wJ0|ecCFGFA)m+CW$*a+C>CLfZZ*T8P$VDMY zYZ_IkJnzhtQywz8dWc0Svhqy-@o&-jXU`XR94Nsj4;Znrzt*4boI~ESYSnq#tVa#KgpxV=SO# zBYvaT=?OuE-@TU1a`P7L@ngI`9J9W3pl79(6WYw5(RTz4z8|Xh4+7C<~)VBK{k>pb||!vBnkV-fc_3=$*&9 zgCspn z+nek0BCTZD$1;OH;OZJSPv+DkL{w9i-t+NeH=T31i1R+vPxioGOmTvBG%XkjkiUNB znp_pHTGghWOlSuow;dhu@o0>oj4ac!u+X%&RC*BsPofEWhluEE4Ck(UMd<_t1i<;Z z^@`XWi*Ct8OACZgOsrE>Q@cRtQ%Cz#0JjQ5Qvx?o3`GgQhS5FWHKjBBF;aQ$Yln#o z0^pNFR=-&tyCR?e@y`0?$2>%!f9%Oob>dY!YHn_>jEoGBUrBvmt;T8ZUT=H(YP z{nujO#k!qn1gR1eSY72F0LoHxH7ON0bq-0Ggym}G!woNhdSzZ$i-jf*0S*jMUUv)R z3EfFqc`Rxws&eybMW?90YVqur7J7Q}nIG@~2k6XsCo!G*@oWoP@-`x0`w3anw!Haq z&2-f>-h9n6lbViW=D)ipJ-;f>x7O*!J$>?EtFz0h2>_7hm0o(o6-KeR1G8unLg15x zB?V0ru6V3-hUZ@oB`xekOnCSpJgwhY{y8*RwZa4m zo=XV$`;+@}kX^xqd(mj%=AmSikER^i#onRn8^iYFIGdRKN%!OKqbGoG0gc%$y(7%u z*_Snb^ix(w9>MRq?^uCnEG#oOOpk!xjy?6QmpFK5&J?X7Jq;a-D4za(7W2sxpRTwt zx;dUx+=b#m_#Nd;n)MsgReK52fo;0_UtiGB&;Vb*ex010By*7vo>D|)pL4d`+YfyB z*L*8(<7E>z#jFY2?uC?k<@yJqV58 z$P<@+c0v)9Su8RfF>VWy$pSEI^v^!d8(Q)6^E=rHfVMam$8=laR96Je^3qabQW89tUPS~42ZNyJ3BDfjNOTh#O%yL?lRmdz`m%s>TX>6+%d40%p;nbx8)G0saS)J!Sq$(Y_yC~YrDjAOevOrD0sppeG2s`WmRUrkV zdNn+y7LdSh`HbBn@est;ZFf1B+^Noczh8rBpWZb^6J-*C?0sir(UZa_U1sPO1}f& z<@5&B$d+t8U8q*39ID^j(n&_3-x`#{eta7d%2*{o=dkbdA`CmEY5d~pG2;?i;NOai zlHc%9zTMW+JM%f^!-L$;K%Zn9v$t4QPtB9CeyC8)2HeN*xT-3cmd7|0ww2(=Ppv zm7k`2MecW!{cUT&|Fq@&3`TfKXyAm{{736R|HPGOgSF!slmAy@39IMgeg8IdG7yg* z>|xYVAKgPkv!W4Kgp?oVIiF1L~PD%bu4KAFN+n`=K1-FT21vQuuD^6`}p|m&el~4NRDJl zCM+#4Q)74SOqTJE!osLi6y(Y`y|+|-DsfhSq76jgyKLC1qe48#3S`bE&}tF*b{Oir zWwadb(L>f2jEbP0ANLN!xf|7m%(O<+idaCxHAV}mR z5Uw<9w=+@Fw)f5fst&+sSIUj$kmB;l+|QnKa;nP79pUg`$+*hUe8J(9JI;}rVLYUw zLIirB1RCYieuH=lQLW|_aADn1oZPNFXe~$+y?)iL^|Z9`*VH?L-3bhHtL|yf-a8gs zuYLgF2?I(>XxH}?#ae!~eFEIp(nAzWD2?$;0srR=CZaVt?UteF)aUlI=T1Of6dJV?5{QOs-FcS{KkAhtbG@s}zlR<(N_jj&&c-ate z0YE04;a0;o_0#8nEel^iiDA;h&#pCX{3t28-j{%~(EJs#TkU0}(sUL4$bFi1dti<2 z3J$)@qiZDuT}P;Qg|`;Y{c6oE*u;xI_IX^eQsiJ;EavKK$WbXpL!Mw@FvZ~5f#d~* zM#PPw%pMw->>Ax3$L}qS{(!T2+Y0hkJm%eM({)E8hs|6bSblkVxvQHS2%gK!%kY%2 z^ShL?va%qmYBjl=8ynYn+`5O0$^V2sJm)>jqW{|{a&5WDLZW&VegB{au#-H7->6uu z-2zVprQlmyTs%>2Md=9+pd4(m?kwZsED-ulOiZ8?C9M+^)$jLk0)=|Fea#nNTeo-N zy}s}yBgA?OptePyUEd znyrvd<{|q8x&ovk@RaN&CE-1*;J9h9-5jFfmH__*KOy*lzqqQ3*Kt3^SA^rHz01m) z&X)|~*Rm&XqI|W9LJT9B7bj%?FGxvg+KscCj^#M$-LHR+=EzWT zbHmd%LLiXj4O~)CD>r*Wz<|!i#s(HPK0Hj{RQJtuTVlY4G9@$^@>IKU$|!1J5E&@c zILh%z8BH-cEN!*Ak$~TlSrbFCB6~F!+D+Ux<(X(pGsy|K)2W|`MM^wFoMtLtEYU%AFQQy_I7G4>ph7w?Hai@yZqa|1rKIhH9TTIrA;K5Blp;u0 zs2>_Lc_4+lE4y>RQhRZ09|^Us@Z^sXci5*3w-~m{@7#yG4E(OHF8DFR^F#e)9=DKZ z+^XG0?uRSl?Ce#su}|R>wFzwIrDbLGkB70JK7D7kB(y4y{rGVZNR2B%oIuz?-;7l! z*iN5I7o|3=e~)nOLFT*5-x2O#?(G1mo8k|MesyU)Gp3i);8(^5#OPZ8Vihj$kFF2U zzNyWbxJPR-eNYB#fPR;!YXHGZJko$pR!?sQG(spT7c!rm-0_Q`1hF_ z8#h~|dI-3&pE7eBoZdKmov#o3vjfdN8sMaA{`dNL^~X-)FI23uvKSst8p;i^R5 zZ7{Stv#(N&l7Gf@lPpMF=tAaxVfe+ml*F_8S4G@1L2w6%>Rqz0=oX=EtX~$IzoB5n z$H)76dq)}>XDxMhb}CnxL}h0inwZc5x$;|UYit%X)%XmmksI5OyuN^r?Mq+>^%pM< z4T>kIL%fh4&&CV-BzcbN>Mqu^A0Qa<|<&nE9I~JgA;K5z)XF@B0wYk3cet)ZP z=FyvYpOvGsmPuVhhsS388hlgiwZVsOMl;^XF2`5M+9^$;%*xo+s;lE#= zkIs)7bg#3poONDbSvFf`d10_LkwX$C=Z)!bA=G2Ro{SikG<8*7e&RWX%t-{`TEPUX zn2wUKP4h{Xq_#Vf&$3G8uV;gjZE*vm8Pt%GkS3?5z@Nq@CegW}G}P4kU~S=|@C~uxF%bIJj^Um+wru4Kno!Ju;YqJ3T5U;N z)`c3uA5<0opLMGJft^FI)sBpMt4`jIOkZ<@jOX+5#^B4@t-?JC#+YPo7ke0VRy2e} zMsqELD(b`T?k+K#nQ{@xP{FQOq%}V>GSb<(u{(+D{pZgg(2q3IKfQf@d7KVc<{Dh! z>BTfFGxUs%-f1^`>a_Y+fD)=+$%^_8gg?;=zdx9n(Jo2LOPJjll)NY(hzJD8&qsKM zp>$cOZE{5gc1^*)DtXO*+|%oIf5~aAT-VAR6%1bXONVj)1iv8XH@4fKPw=Z}SJG z=`cGx?o?g)s%|}dN59w{Z3NiQR~gF<$m*9YhWP}q*`tN}9R8 z3v6lmS$0Dr`jZNJdK5MVwvMWW0E4Wx9|FWCCTc3;fY7`|m#i9W>EV+n@4qYno*)Az zBqBPTh6AWjW(-A!VuN!mBv1{-a@B^=dCaEiTPok^n!?vuoJ+EdrfI6{#X*T&PxlT; zW$mi|l269QM<8sI7}v^+Pf$_g5jis*i>Uc*5P#~YkDwU#EGXC=*YfBqdITa0R+LE~ zU#2f(Qn2TEjK^d5b$LOlvj8`YueIq0-^&rw+!8drOq>uxenwt8%$nZ%lA$f@GgX4H~vm(SlNnEEZ1>ea--#5S*KlSK; z!B8TQSZE7Rm!7XZ6uCJ}(?TUT;iwL_;-DL3>O=xwwrijWbz^KcQ9CK@XnKRgVY18+ zabvd5A+CY{!Cl4oa3LyrEvNC#K{$q#rMD57Hyl-$_}Vx69;SlZU$0F7X><~go8%V) zOTn!Uz+1wJ)L+QF#Y1qBv^!Oihz7?YX9?O_CV|$BS#7SwCab;u%vj6qH3dA`KbjME z8hjNz--s0jGLgSE<~Q26e$$c`{+Or5W!X9eebyL_G_pON>8r}lM$=VyTZqJe{tAEK zmpN=&ydw+m6snu-Y^MY-f$pI7Qr4NYZ%c|14Kl-HOUb-9MD+aTM}HJa?C}@#d_=zN zgRnV;uTA!sqPKh4H{ZjSzXo_Z^)qdWjnoQzy=QyN`0CZ>>@BxjNF}xB*P;+vA$phpjiQ@tY99HsQ&xic=7* zk9%FqjkUfO8PM}f<|0Iwhfeip{fKApJgakg+<588!Zd^l!Ne72Qo_Uq$cL`_iBR$C z2woP|ZZEY3sm#LHLHrLDoaxarPA+WOk(LnMZ>t{39R|;?YY8^>6yx8{8A%nL??Zh* zUDa&sCLV4mW4W}!ASv7LiUTyy;~m50rExspr+41#iCSH>3OgnsuMQjZrp)9AtO4Vd zB`U<|y`@8>J?NCZFkb&!>k+lCY|7Ti+3;S==#)uf9>aMgXLr^F;9!74unrSOL zV+C_D*`Nx+CV~CD7;>2XJnRGKfbN&+L-}O|@&2JdPx=1vV#WDXMr8ZF??L|5P|_&m zHha{vRe0C6k>$KQ_sd!e-g>5d8^`fEMnMT_@=~nB+P%TS6e=B~Orm?fx&xi2?R0g1 zLylieI?z&nbzSF}SzBQSPzkA{(jTW~L@M2cLN>~c3h5QKV6KkN&ZV{VcYV787lIaX z`Yj%!qU2GBbGb1v_|mBS*9>W!}8EoG_w+ij8qGiQw7!Q;>p@d0b)T-*+2*24Oz4v6^JoFx$cL+s-{E zz@%E=~<juZ>ta_Jrdtq8>*XZ+YMW?B}g2aOq zBwDOP9$yrK->_SDWuL~`dnD?>S)pj2z~87p+#8=(wNn6p6VgD^Mcpfl$BUzJp6=I- znoU0gzmSRXZm7^o5-a95G^kLX^%{&IVB{m;;J_IOVqgGKv)FimSIcms3J92wIn4i63t|MC8jq63`jQP^R{^f;V=rO+!C?hm^SZw_bwgMcGxu0Mku zug*$>gVA_rt0>czLFuy|K_hKV2miNNCZdECf7{~vI#@UEzle8F&H=v?*0Tz#x+~jx zU2W}V)3|?XcK7Q8F+Kdc>pOLG_lsE=^Z)Yp|Ls#k9FgBr+@21T;@=&QP5B&nidcN` zYRD&))4I$2Df}~oewYstLWREWh`H{4uVA+!`+$~0DJq}}Z6&&1SPwS1Ak$g-G5z|^ zcNlFpSe_KF z9}lD^aD${AV20}j%RNCNk#&E$!{gMzA zeV>F_Bnh7YR1~?6w<}E2vc`J%Gb!+6U@5NvT`|_6cp3&HNT+~rJ@|xD`Tu-^7z9AV z=f5D6u^<*^?!c2LR(V;1MoDoeH{ffwcN=^E+gpEYR)_$z#Z|r;rB_yt<8mPQ9eLe* zEB(PurFaN94I+hD2fYv{XPEnLEcV|j+<89(SN6{g9OGEAZrlgTygSVg8ZYgE3Na$z zCn2o9CBZP{6wY3%HX_B0?4i!P$r5-aUh@CfVZfdH!+=q`HxVAxqaua>SqZ-z0Di^~ ziLBu9!+jnU0R1{eZYMy&ST7j+zFUFK!c#dFBt~0cj!vZ8Kke_gU#!w=MunndMvZk+ zSLysyV>&D~?bQds1Uo|A&(&e_6EgWJD;&nH&c<`Ak(J^x^T;XnMK}cS=W5A323qJY(!?cVK zKM(1D95CA=QDL~7Q3SithaU(q*Mnij#9FUnDj-bWH;GccV==EkRj#@8TQT>>JM8f2 zeRNM#NxKk`k^Iw~yI;pLRvQ14f&TB?|JkShhv@MCw_EE@N|cRa6ZC2UP$OTebiZTU7uNTXlE~009K(0{{R7=mP)%g;-l|+b|IP z?^#rVk0mLcpy)AzBq)p)abdUp=x6ShdzIW>+Ol@2ei*T}Aon#hyUNG=`DK3jc%P?_ z_U-z2o_^L}{G@$p557G8`u+C${ZpF56la=z{kZ!5>*aL)e0}|OzCKl(ueMTcsoLnl zmh1Ca?P<A9IxHHWEP5oWhH)4bNlX`=e^^(J%LRdeCfzB&-|>*acS zKL0phYG9?>bM?@UJ79P0b!-o6OD1WWmuhob5D$`$llV_IY|lqqcD`O?l3ujbD=76+ zZ(OuqrkqqC1-{jGscDOx!q>R1*IuJ$i#uC8x2lbHE(=GS`LF4&T$^FE zx&CfPiK8_&lFm2WIPT8QT(}O+vF9>E$1T?Y91CDc!M?}D-Cj1Hx0uO{Nzz(kd(xVD zaDQa%$o&Y@UeRGODOFjOE-1FRA?m)zna@f?P~1tW=nm|p_ggLrz8u6?W{$dH%?roX z+DRBkMX}-sp)J}H4@1iwdOM$C*)o%D(UyckOBN+80qPL9(%KTslcbIAbqB3pHvB*^ zT@|M5K~AgYWY6Do%D^|NXvca-wA>_B<%r4GyOj>Ql@(~VD#Qc~Ffxfc@~m(@>ziOp zMWmX0!H!(%!IZieBN_cGswLw>l42WkvMZUSi@@ph{6GkU_Aw6SMvh}{NLBh6v$7vl zj&Nv^B|${kH2OZrP@`52E5ND{hn?B&cp9~P^UhY3PIeVZT1gyF{!f?UZSI13leh~- zMIC`)Rgi3(xD~jkQMf5we9N!-lRkf`qpe1B|KaY7EG_` zvaXM3VA>!LzKR`<&%iq?4Fo9Yj2rc-s0b7Tu19?_;F32)8qTP669R`<$E1Zsed<(n zo0rf1dKL#~qi)N1{Ytk@+48vPTWjXjfO?e8=(PJ$(NUI11zWU_cnS(KR}6u~0ioBx z%-06h05BzFjgW1}$hFXgpt^Kf6A?gLa#HY(UQB{+KM1&4xrASOh{G1~uxFRsRE4Uy z+*Vk;rY4x~orViy|9!L&^7{Cn2V?#RP)i30fCB;?$O8ZX@(}<4P)h>@6aWYS2ml#Q z!At-E00000001W8000jFAOLN3Y;x8NRJ zg9I4d`FP&D*7xh)AH7zeuG6)k!cb#}XC6D~qiu(W}c;|52u{mXXn1QecGoXC;{)4nYdhbW%LG(c7r2P`5l8>I@AVb&{*GEkrWl&O z(>FV|UxG3V8(5#N&%+{Wm5If{B`WgDl56s%S1U-_&myy+8~S$%@|E>5Yxm^0i4OrP z43Oy&8S^dZ&G)=s2NZn0Tsq=VtnQ-Y^D*N?QfAW{fFgbT8lP5vkY46h+K?2t813Z2Z^E5(R4@w5C@+UN4Ald~?*9VkJ zct31-+#ndsAmdsL{6OkjW7wr$M=%k32!jL)eGkhAxbt2S z1WEk}^qCJN3IMHew+}QC7zWaq31oX1h?034yeSA)60Or7r6|nb%YO=$0v-{CkWGS| zq(Y`?Y|yj9Uc7);M@DUE(}4WYTsSA{JaF-;rbc2Fz-?Q$SA_T zU$A%)!lK}O{xBB7-Y3@*fs7j?Lj`BaqZN@tbECjA8+%Q4hfT#D;wST2gBKsKD7s!o zu;5w4Plwr#r<_>#yHMP*#7+KL-jD|MJP|JmTl}J=(NFKc5^lUgXeNQ|@&fsPW|pS= z{{pUk(UJOlYB|3UTdQExV>aMu#|TE)_8SkOn-6g{=(B!AstEbj=kuw*_GlT-f$kRJ z7S{tsIOrviW+w$K2a-4DWCx^&vkdd?vhRd}lUuwyK&IqhgYJ6dw*;_5~m$Z(jmIFu1f+;RzBxB@bF(6Z8X$T7ieV0Lp;WOku;=U3=wNIl@np!hoKi^=dcmSV3dEuv! z22JV1Jk5N?yfdkkc9FBK->Qcp{6A91;JCbozal=s&Itb`F$p3?ExK5`7rF+z3OWu2 zR1y^FkX{Q~P9@?J5-j4}Li|FIR-#sWpQcIi3GI zpJA@p;8h9yh-R;oTxna7S#D6{ZH87bxEQr0RO+rrw#YvdH&eaXRRDjIaXfGgoF_33 zGX2~|Z7cf{g=3QR{+_g(Wj$5m^A3yCOP0#+49!%<^#f}Bb6<(z@j?(nkU|*3bfk&; zMf#okyJH(;@8uTc?(~xMgsRu->+Sc+EXa2icBO}~RBhOGG3^)TT>cj zo+zJGviaSJ`Af`!tx>ZH&`{Rw?Nnh$_W6&E@aW9WfU_Fd^bg50;B@uhK?~uU>e~2i zL}&81yq7@uh2E*WvF*%)D2qmm=z@{a0o#H(E9=IFiYwDYoF8!UQ}#QN#uLW;t=DZy z#@~!9jC0#<+W~8B>z_S|?!KKBR4nK*RGnSJP>95Tqfi$$_)+$w+vjtKNN0JcsTY~g zq0imJwBOt!xlEfymNHqtS&6KV%JEg3%9JV6Y` zEtV7d50l;6FK=0q*vSdO3CQ*a_6r8`6)_GNivFaf!aNwTw#mZMkQo+vDm$6 zE?sQ!75#S%If+H)V&+07W&Lx*q@}VYgVo*F>5W?Ze#%eEmQ)Ql<1`I^ePWyXP{Vt^ejE62{Q>pC=xW##^v{L~n*|#` z=CpCm;0f=zWH}efqiRjJ^+frz%yt!ZNd9I1cXNMeRW3$A^}V;V=lod^?p%_zFQ;$P zt;n){!<|=|jIG+yz1ZD1a;u5@zIxB6rSonBCu39JK=6m%z}mj5{0glq7xjH9U6lp! zFB5m8Sij%ZS*;;B$l;hP6n0g*rEKLdZlK$XexZ`KIG@;2Kd9-rla(0G_v*#ytxG>G9zPC*uEEKdt4nFn(0zAAd zHXb~n9lQO_qnUU)GPL&Xe7)86?)T~SWOn9y=iy7rN+gj$*Hw<|lqm9azHBrhn_;8P z%>QLl)S^rwWPyTIfWbYuxl&4UNwS(prY6O=p7CymvZdBytA9dX+yz477ye=*ADAmf zSRX}YL)kGu=R0YFV|PKX&CSqdz8hcR=3+ZYml z?lxfFF@+nB;+*8i9Om14M;>g~>9M#+mPYH`gcT2)0Hc%Cz{05KRDrj*)m0!=bNW1F`&z{5s6DAiEpzsZYgAllcvvzIKw;mk+b2AgD{fYl~-zIV4s~EX> zKH6K=_q#f@qsw(F-omq#z~uM}glH~H#8Nfff+dEe&sF|TO_plh> zBw|fmvdpIOboaOn?`>ktD0l{sbc*U0RN*F_RkY8^0_T*wns!m2+253UfQ_@iYh;y= zk|ys-kO`2T)1!7?xV^$RTLWRXMF@Ae8xNjNP*~?WpT}Sz0H?q??Ux0_?wJv8FI7iU z{j#=)Up7o8Ng*WwY_v}QMODsJ?t2(B+z%pFqN*ijVldYESUrmUPCqKR%wh*e+o11% zJDT?&@s?8%IDJyj{4kNrd)iA$aS*@#H%I-G0U`BPU@nlpBehrSS4_2Rbeb0JJ_;l9 zC`hD8WKtFpmfd;_TaEAAEcWmFH^Sxkr~TDbDi2;MEs378nC1)W8h+CnHQO02p&~ld z;qbqwx2C9>Q!oJ3A*Tv?TR%ZMf@p+I#U3T#mZz~68O?XkFO_c0!u!T>YFGkJmJ-wb zr6t)W(P^{HRZx_TUfWW}4?~h55ZWAqnX{7X>5!Er|52&z2U5E9hVdPx(?N+nDztwi zcID8Vk1cQy`s&!@^fJHtJYL=TS2WT98(qV4ogb>-ndPrMNbo$R#;+V;Hja~|Z*eBo z*Ba_*t@H0giZe>g?uE3Vqk3%tI=>*&UhJSlzf1LTKDguQa_1~jgF%|d34n^g`BinSBOvnjK3wiUrFe8gc=<;~kPf|jtW?f%?7jd21 z?1-1kV1*>_=zoGAloBLCmT6R{Ps=ZN!hC-(`b?crIyJhrm|=&k!lwpz)0x~cv23F`ulgwYptvd~iDOn79Ao%qW|zuh5jqMK*IA%e!D6lERUlVR8$)k2*8`hTZ)FF^^v?jqM-z6jSta zEqB=G7=%@fxW{*K<{0c%^laliRdXliO!8!vN7FC801x+gB^et=fd$9+lK8>Su#;8A z>ZU}tjF6<*aFtw<&#M-uI2>7G24CBhSp4iCEz8bO*$kE7w>ly$^uN~^-<9WQ3khZQ z^sDukZ6)&;iwFX2zC0GTmf3v84Jz777Amf=Ob{mU(^B>PPRLdS4}RsLgNrRH{KTt< zmkNBpx0V#_p%rkru%#v44*qX?%6vIZ(rgZDm??LC9AhxKP`}?75g;ZdN z0hV8V_S80zw|lc`4sskGdmq;gin8WHBx$RA7yLi-(;}fTZFoNx*nVix#bn1j;l|U} z0x^Y-_o>~_$aJsZt z4&wo{ul`kghoFU@)XWV`j&gs##;)d~`-7?n1R+x5xx9uGig`~TKKsS}pBNT?rcTSx zT$(z~i0&S7;?Hu~!B<84Bu=%DLkW<*S$r3VQXM+J+%$zw#4?Fvh9rt`oNBSk=zrm! z3HI?y244wf$y`@5wGhjLvC%p}KmV&-T1s@VCny4&56;jqme!VJ>sOeYPMEmc?ROJ% z5nER;m+?-MBbCymJS{*V(cVvgpa{Hqdc>WjX7pPZ7?wc&$eG*`DF?id*mWCo11RZ%|-^apBF_{CjJnY)c@_P5_`y z%7+2%qHyG9tPTB7s8&f4!YH6@saF$F;9N-e0|i3{jQrDo7Tu&!a>%uwJR-PlhtXe# z;l>lQY1aUKA?K%TG!pOxb~wyokGd7VvHo|sV1=wQAl*%+|DpKXpU9S+Kv!)Ym=cD7 zEBMv)dcvtbl$!mRe;@$)b>O^K{a^$35At+8Fa<`YbtpV&*BO}GHb|Q8r#NUpT##SJ z@{>k#D0RD)elbnxenIOPX4uufp9BH2BvqY6g1N=In`+9eOBd*vA)%p|7;w|)o-yfJ zJp|7DTM6H4C9?RrxgcBbc45#Gd$=NxRJANVxwG>8V^3{FDivc;perio?szG}tBG_^ ztH2)O{SGT%EqvAfiH{eq^j_mSLrFv8@=XjV1M~y073-rnV&A2{+Hy>MT8=cL2YuFX z?G5RSkj?)7qg>wU72n=H9OM=hC{1;4!wqBYpwKS-Z9|NGX`nbg`o6XR&an zGEH3QnuVgUCj(2cJg7M)&)N{1d`2by1^@mHv8?Ov?_3VVTh8}Q#4GSE4L#u+8MapB zElf{gUN}YuoAx;i^e`!-j13P`{jg?(WoTUAaRfNXm+l{GwI2dH6TY`YjRB^F>Vs7o z9A?5`%`YnFobY$sG&;Nb{!!o@8kkbk zl=I#of|e1i!j!{hio)$7#{H)cU4se&aNjZ&)Dy|}NQBI}%TC+-7DVupQ%12B4)FeB z?wGy4>Ge$@#YkHF4K_?L*EyO5RjryGbsSz~7@~BOP>$cK4d$Sx>_`up$8XjpM4R}- zj{4ZfQ929b3c9f1)?zI1i5?3guO=Ds-9E(vyd(}!_)o_lZH~BpB5i$r4y%^@kr)3n z`fxhfG)~r!+<2!NA9K!6r2puKt0rw~7rU$fGmvIYmpM<+IctkNwU8CS(GEL#$o-}P z$KRHjS(k=>iir}~P--_ea6!?YXkunv&av}hGmd?0xs0<0Q)9aj?#HcxR(p!FZigxi zXn5A1cZdi`KUX$mzlC4fyBnHa0O$4EYqYFVJs-BW{BgpFJD&HE7d^#4JI)L17yed< zL{A-4&x1~I*L#cX3KW&}>`+9)DdpJgQ{+N~SU3f0{}{4!J1^lkwc>apB4aO3QeC>( z`AyLohxewdoLrjAl2l5hb2A~yGch>TarPNjco+=x1ZE1$$DEC_6(+49ESP~4z|qHG zcZGv3iL=}NQwr7EI}sL?owXV_CK*y|Qm9*ZfmELP_z>ty{=5}{Y^2M9)Py4Mv@$EF zCiMVLOXU*%qoOJKc)Ck+bJ`Qb9Do0LRJ&O!-=y|89F+O;y^gWD9Y*e~=2bGs7DZL# zTo}EK9vInpLFqd|H&v{7bHuq@Ab0QlaDkrX4sX$#_7KvyggxQhs~Xw)MuMo!JYBTA zPcgta4!}iq&|Bhu%bv<*@R-Z;xi%egvNPIbd?Lf1an>LjXVjNXeZh4t8&(q%gsG0; zEs{~M@-+RiTfvZ_Rs2eA7E2Q1aDvd}2M`us0^J5nzut*p+AZ`?!%7=Q9q#5XO7)Ie z!voMD|K;o9p)jcH(Ht|NGqHPWw*jLt$|%sjZjCL+3EuPu9Wr>ru0@sUc;C+Ru#QM9 zA)(we>Sy)*Ey@kgEEYKgCABI#UdmXXi7!cpEqm&~)*+F;QwkK5?(22aFjDCevD0U3 z2}d)6b&GQ!2iST*tl33c?O_9*Mup_12C?~NSqd6=6X18FXZ8@^#6Eg`e08V(A#L>F zL?3<@O1yR+Y00fUf{?T_^yJk&i5tN;G8(+nDIRW7l(wWki(>K`ht8o?g>xn)jzf_s zSA1E>d*p)hEgQfH2t80NBVtn3#6O_g~fqGNdn?=Ppng?lhOC! zU-=|pY_+9c3}2m6K8cz@`KUIEV+v9&^GBcC+0VWNETq7I(qEF|DeuXUn&D(yBr+>IFqzH zXCe33KeKhul((+t#u1W06e#%uC*e8sro8g=D3x7?8qu5#lg-HwU~$8PpPshGYO4RY zv3#GB*Fy4*&lU6vUz#YV#`S;l-%l!MNNtz#0XMx&SZfp2Py5tzhuPtzKYL!Wiu{}a zk$KDTd_I6g3#iUWq(ZqFYFyFXwp;Y=9$&QTcQ+^wJEFgFO2;+JFo#eAxF@@{py;N_ zegK4Z4nQma=v4rhH#f^?fx}SOlTiR~Fj{^*y1v+-@rFOBLFW_>dd>$$I^1;`_zfXM z;&Gbo+rqs9)GVzIZXu#3C5=9&fuFh&bar8cD6yP5pBVxVKin*sWXPkM@U!3Plc8;8 zZSEJVRV~(m@9295T)g@dHz;St(T=0|23s*l?-{hAKn28k5)t! zC+A-D+@O{vDfwR5&P&s_0btfID4K)URCN)@OOMsMacx3&zJuI)w5(rb_~r3s1p$JG z20M9Id({WS_8tq(L7ZQ&UgilKG|^Ab8wCB`Yep* z6?-$v3J0ByYW+$bj!q%sBc=C#C=`p$@av$uR^Fpctvo`3wdjh-25aq;g%}U09Kw)G zpFGQAM)^5EN9c{<%DFNQq+56c{duYkRdz!&=-k&9{HyMb*G{>53#h(9v1(4tvuOnR z7{-?vb{UeFM$3RP)R6*hP>m443x03lZy%s{cjBn&goneJ;z>-UU>whSm%Grph0}Ck zLrzCk7XbYFad$ONUNtaT)--F}U?%MO3u)%PQ*#6Qj_Sd=c@MXY# z@adt*b>5ltfMj;@#e*^CXKD7qZen^f0V)api_yJeu$Js5pTD55Wz=!ruX_X4p}xT6 zQIEIggfeo29$4>9RfM4K``q%=^_D<-D$!#^2M z)=Sb>dxu10><~8p(bHHnf=bH^r(C@X{ufZH5D_;~J5f}|KbeKSoT5cS0LYJ=eC6YJ zUlHX>goPag>srsZyd=2E&u>4rZ>yO6tW{xpm`dcNz=0Me=3eQw)A}%Wx_(OTCmZtL zp!gW2{!Zuo)&cSCd*y!(M`E2abmHxk#{{;B+kD8Y)}?tZ#)ux20H+h`Acc+LhKxh2 z3_7j34fPk?a-zkWwsJ z81ClzFZC;ixuu9(hWD$DJF`LbGMofsVNgBt4zW3)*qcZ0@H)^;@Vh_XVqtjG=!kQVaeSqTvL^%DnM~JwUA}9T9W!vNf zH)$RRV_gVk`iqMVo>1GZ10Ge(d#}#6tRY(bI<|y*y2sTV2lsZ3JAYi|OA)-Z-pL zc-Z(*D?Vd;yv-H1s&!ov-OQ+FC{d)~(P2%hVa^kdeOieOu{46RHk9R&MU*YU)@(D( zaZB?5uJ|R1_$o>$+5Do#&Ax>C1($u$U=La2ojZkj-@;V!>(v zyPVU)f|9C5bWXtCsgwiK0Pw*trvUmk- zc#gGxZ%M3@xC}|EGv_LLIFkk)u-Q2*eT-xf^hQelV5DrvBgnO(MX!Vhx5;9+Eu5;; zK~O%JnZ_bbb8POGA5@4*R_|8K;A=wgDsXr90b zMQnY<@W7%XrcrVK?(EB3SLD79bL*vl_0LS+z}+*Q&uw>m)@HM`?U-}-vA34e=TIU6 zyf~MK`NJ89=WtYK+-<(^hXFYnvpK`)rbjv*A<8y{nAT4nu{13zG2|i9lyuQ;nG@AX z9lLrVBh{P{OO7yXlD)H>b$M5y_T6jjXTivMl4dP3V$5|6Cn&vKbIvI=4iEe#(Y>{; z2sT_&6Yd!oVB9I#Loq<)B71`UYsCYzLan2TFYF`#@91!Xgvsq`5$!?u%KjC<{9hR) z*4t*82oGE!*x#e@)vi2l!-ithG**!NHh0Ekxj zxgy_bF5UY2-NYp0NR33fe!L0ZmALO%4|%HXlDMMWS9i-@)p#7&B=&`TIs6rVQHBg~ zN*UolQtz>!`Z}=}P(ZsClez?9J(RNUpyVX`g+Y|qT4KWq_?Wfr^E|@j8_MfSTJ>}d z^V=vgHYfp^3YTlKxuqx1YHA=Nz1l^FSY?>HIg7 zZFc#|A=-H&XQ&xpY4H_Gr6LSue?Y5L!k_|TTRFLspt0CM4s*;Y2hJv+J%RCg%N*4N z57{p&hXYQ;L@z6uLkBrYvY7N+xh4^si-Yj~CssLOv2;RM?%<>l;pfU5QZCUyyR_?m zF@wvTnS}W(NopI;qzt8K`j?3JK<%1XpDbTzu}6eVEiOrejV|sP%%N|xZZy6OeX+Ky z#>$wt*?wWUHf~kJ#2WxUK*7KAnz(ceAHqr1ZarzzGKzO(?@hg>)vU$`-ywpvZj(a?%aa_k`GZCwEI=4!KOm>l%<$ab>1KQLk`I|ORu4vltj}= zG%|FVE9$^HZYh&H(Lz{NAaPFLd+_U)8E2B5L}}<4xSDAbJ|7fgi6}Kxfu4>E`nRDfAyQ%1wM}9*(IC)uE%dl*ZR`z3!&GfutiU=ED7Gw zm}xG~R78;3pF znv$mqdWq#hy^0k)NHOD226^1mO%s)ELepkK)T5Cg%UZK>el(2e4nc)`3 zTGn-Vd%(s))-u7Kdi8TB%jRs-Zmfq}VwJd|?YIwP3|X|<7-{`;|mjePupdgVyzTK@M>Z9CpUxx~U}YSx8)sm2tw z(cb-KZAN$pheDv3t8#-S!VzL{627teD^69RE~d_KB#1ITqTEnT`sAC#Ft9OwKk7x9 zFt;pxqA6cixePx$-EFE44tTW~hUyiFPK}*XXb}~&!F4&hCwrt8tD0c}#xT_yRSP&c zsTeUOwLg2`1jY93VTyL9s*2GWI%8ZiYJ^e8M3~~HDCKx5xuiKdFThl4 z|5yki`&#w&aR9h)jD)f9gt0Cqai!8-dVYXdDYtR-SQuusAD&gbsl&IP8RF2&<;$n3 zK9+<5l7nNP>a%Y}NV<`1No<%u2$>E!wyG@YNR+`I}ryOZNpI_$5QLu$K51X#FBeX`y%5g`OiAcA$j6_Mfs1EL_!M&&4rf5Zhk%)p5U?6bS1XG zvtMKL59Dr<{MTKVVdKUy$~KNwd;}e|C#7W0p{|AUe*dQmg|I`0;2QzP=NA zw6yZKRP5*=?KY3Qt^BUNWuLqJ^P?<7GtPR7wdc3lSp+YSMy*^ohRyoylp)#Enm5~? z$c~gjaxbHOyI5<*{_ickv=wcniq4zFo4<0BOW2An(A*Es>!TK7MS}Q1-?a<(4g!pn z&T1LdTwX(ITzR+jY2+5dc4gN(NXTtN+sp2xoRM?;Y)$3r3-$G=)$;`xh{o&C%*HKC zkfAuEuLgfr_%$xktI+O4pQ50z6|Eg_&F?;7LD1&(v3A-DcXauL#6c3f*i!hkLB*s} zH{Kp%haT5^gS7LfR8cU-5T1szR+bt(_y_w?AP;WMP7{ib#hjJ{Y)OxTU}~r+{v0z# zb{&6p8t7lXPmc)Z(VgrA#1A;+FA_oUH=da;U&qiH8G>Kl4D7sWw}e;YMv8LqeJ$cb zzKlo+3)WOB41@gry=zy-L$Yu`!2&H+SHix@2aJG!BW&|B_<=sX0G>L@xId=hcD>hL~%facgisUrNQ?MfOESymn zMj}^;@}%I|83YD%xU?<9(*gT?1>pIPvqQffBuoC3Um{`+Jt2a-A z8zAurhG7>;5a3`MJs~G;_^EOUy%#_nK2vTC{hWDv?Rr`ayOP{d>18$WPi-U*&aXv?)d6>!G2RmqY=O2RIxK73S^z z&aA{p)`^lSstZxHswDVTt1W1Yv~4c(oifGZ!O?*pIZCB|Zih+^wJ{lt^CLAgB5s?= zZ>0OI7m3w;Y6@@IjvFEmrSD3_e&Oi#Au}p3V;3x;s}I!1n(N2ZSIK**=SC7sGB&P( zyQ!E4=_}B4q6y%N1uxyMrPw85O5WGp~0y7DqBAn6k3^7JxGQN-b_+7#X@T# zA6_h#ZD{A58<)}LHE*w`m1*xeVp$8Pl0~s`|G@MGsIP1crxrA?vwsfI)?NDkQ3Bg@> zXrvq+`@*q{O4_#&qJt@Sw9!x-4c>je$>AODi|!#+V|RB=u!?KMH|lxF(6;*+(On+u zTPNbsq(!7IS0!OU=rJAYVsZz+UrwpQXiI12*)J`&I1^)8(hqw1L4=r|6Sl}=se)%C zmI48a5Ujk_0HiNj;GCOlsXuEiQ}c`<#=3XIw}d&8J^sxY-t4M^e^Y9rbq>s-&6K~G zg-s{;T=rzi9jh`*TWR{qG5j#4cb=@9akrceBPj9Goq{3ity0X&`$uLA`MHwxI432= zF!O8q7cP!pX|fGRB(QkmiGU{doh)rcsiijrw{MZZsEAI4rN27X%He8|sYba25`tTH zCph_K=_?2den1)*oy>EBk#&{h_Xduc%$oZo2T!z|(~a_xHeWuHe{-gw=v|tv^NYZC zD`C`w5FvMJPs#{I6VBZP$Lg*dg>G|YqLpRWB^`C zD%?2@ef(A2U^3*AU+A9^VS9ghaAyr!z-~Q{!=43C#kMeqx)$dNdiO5yR{MVpTf7qK zx8aSl#SFXx6RU^*99f-i) zp0I6uILj#U2MiuEq4pvr6f>o4vLzy{60a32j;G^FL=OMfba;BV4Z1EH6_e}!-h6u>`B#Z}(b#HXol5F8O zcj|PB!tgCzvy26Mny97V(e$-^+@+r1Zaqt+2wi9~smgRK93rPTyX%4N%Q@Mo8FK$@ z#uKR_h(eUacA75f@;05ZtOT+r*taa{g;zt(9LDOKb1DDs`xF%Yf&!7e;xqd7RIw+fmKo%! zp{&~dr?w-4?bGf{a}WNSMCWU^8|zzWXG^F`zDEjr)hAd6BBE%U>?M?mMRus(03S8{ zZo^;vfz(rkZUpjhyxhQK1&>6UxO|KQ9knDx2(xVRnb(h>nkgmD4+d&`mMEV4b|PY$ z3tdhn&dJmn6FlX9xv@SklCV6fb>z`0E6E`Y)CZc%v|BgSmH&FI>&pka{oFYS3$pi( z=z_NK5{T7_>JE6PO%G7ur+MB4(GDu1FkG zgLqe7R^snKn}am+Kvf@Qx!P+1&Os5qYsxt@J1v2N32ziUA_DPD3+p(Jf^KE+-MPKB z=oD*w!DC_Ov#eI*=o%gWB;jo1yaL1)TU)_b8X>?r^muE7G?LP+ShZM ze(}S#gz%c8JHqj+8Uz@ZC&_h*h@^@mXCC7Q4xK8vUk=z-#kECfGsA{H`mxVhzJ_^T zFurwRUvVOj%Nz%$U$DhRs0Z|EXOIQoMzL-+4x#NCCML+uN32WV`_pvrplC7(LX5Rf;ySOJ3>mx_#j~j_K|NBYr)k!*rmQdgCE8?ru8h@a-gpqnPs4Ls z;%d8g*-`vZK5YA+P6JD-YE<13F(I5dCPjjl@*KIamgE;axy@ANkp(ypTd$?8k8*PF z^(YxEYML5nRj`yx*GxY7BYys1k-pE@)ivg>1&jVkOz!5$p;Qm2n;Lp;{rI1dS=Wf|^ikDf|P38CLjD{|zW)&bIi`o*zT0 zp(H

    `YIj#Zi=dK-uQ_^~1yDIWMo%kY!vLYj?Nt5zj@9XqOdQRcuJ;;lB$E`CD1j zbD4L*o%j5LJISyH985#u{YFh6^|K<~)@eX$NK<+#Zn_mXhQ<@&FqG3hLB#+bB(~nc z$(UmK7sQApsr^AWzN*fJ&;r6G=(XdT$F>muz6BjomS{=U^X2_^XIPcNUlWI zom!&hh7MR11P%y8lKQ6^h@7TYhjBaY^umzrY1ekejur|*~QZUIN&Kq%NHt6 z5_gD#mzZ|oC5idRScJ;YTv30bq->`*!Xq7~#~GT#4T5cO7RD&--v4o317-YJz%e{Y z3JY2Z-rh?-2fY}Jj%Hvb3Jk~3V~_7H{mt*1Npfi%d>a697+Vs=mQix??j+U_lwHN_ z$^GhB8&7}ULyvYhWXM8HB(l)+sJG;5s0FNp2$qPrca(6qT4)o|y^U+o3VOB2l91wZ?9_LPX8z;?6ecTb8q(`&*SdXbV_kgX~OsZx5-Z7Ne#soe=8Z zz)n<*(bosRC8Vo-6Gk(Fc?j|L48nJOj_O>1#VUs}Li^%t5M}H6B7tJILy`O$ z7FW#1D4Q|u0yk&!CM8wUEcZRl@e{d?)fQrMixfvrfVQ(-BfRdv;GhnYPc%|9)wNmE zmu2!YYJyqLiGMmsh)IowstkKDGPi?{ufB7Sr&9DVWr$?U#5|lYhkM?iH*xZLeqCeC zV@8|<`An85`kUtM`WeeqyHJT!=A|eK1=+Qkz0T$iZPrk*=$0g=i{fccsgV+19&HZa zd65c?S_n`Kp<=0_m9q+6eF3hFO1m`EQR`fM1fcIz$mB6w_?S4g7XJ^*W~L4}5zz%V z8+NKt@k}1JrX}UIQI;fn`Wn16%^%Ok~;V*gA#mJ)N}*C3T1L)2pV zaJ~)3Z9YP@`a$SY7BXmqi>-!Sxuk-2OD;)tVihWDYD!=6NPb_kCFD3nqzkRa_BMaath$0en8Or7qDA;U`?lGz;Zc7SNl}I2PV~x!PUiA z{TO+SQc}j0EwTK2IQDbVwNSF0d>V2<*7t4zweBttLbU~kZ`WDuljrwqdWo%~gVte|ubu$uJq?x~Q7#8W4ff}X|1}$3#zNKyB!O`SxK^2is=6C)!M2*>9{?u5{0at znv%hZ#%z>_h|qDj`VUtr6FnB7O|+lJl1*Dve`W?S*5r4-iId62(ozQ`auJLGf&C{q zn3}xB&`pZO>;2M;c*bfj(ytH8&~ydRNDMKD+Tgm*ox2K5Bi?39RT=xBn7tAMArhn) z6vLsqnpfL6XmB~xe$`Hd($K3=@Z*#}2tK-w&_i7Z#qv`f9=pAvUu-pSC^G3%k8N9a zkv*X|KzYygWB(sW-yGa?xscIcVA7K|=$~2&X*1K&E0bxLQAi*-0muyEn&cihEaAJr zJfA$hu^nyCz)pkxYh<^BN9v?28q?apOh+{A*n*4Y6*TRJP7TAF59Je-B1;&bj(V8> zr^cTMz2ZER{Fy;hC3A-Jpxzo^=S=M^3K`QIfl&GKi1%w%S%C)xVYE{Dq^} zfEXj=!UHy-l5o+mdJ@L%6w#IK8+~#LY)E9}T)Xyk^$V(7go%4PP!(qXGAB-`(XzhQ3s5?^uW=c@Qw$BbsepdbTTIy~{Xk$O*9Ifg%`*&M?L8^OCv<~+XgS-%-bIF3jqb1<+{6_`-&ZE^P(KD&QR&;& zf#sTn+O9db`vqTTzjWGo(}A zc*Ki1oS!WJqYNo@MUkQ_&3=T}kXfNCd2LxUqTT(%w-IVys5>NJ3S%9UJ#$04l7g6| zu(R5mg3SUD_ByHvxmJAsJ!+c_PyZW1NDmPaWa2ENb0qR1K3C!75?b;o%s-4JQrR_h zcN`f%I}Or+i{D&n2)Nob8yE@`A2p7jeTL?YRMGesId8+o!SW6rj4cV^wD`eGI%?8b zxM2@X^KXQlH~u3s!UX-ge|~y-lrz$LX$$YX{UYqdFR40`X$(cHFd#zb>_bb0HxY))P{c-slWvVw0P z8^h)gZJzkm%>eb;>T~Tr%o4>Lc<&3D&sw_Ig2!icyf+`i1~4zvl27%wj@M;Y zkxBc^^uhC86^HYK=x>5TE6xAROUC;BYhUqQ63AqKm7PFgGh^ZTWIq~(qJu0z#Ns@3 z{8I$k0@j0(e|R)SCFAy4tZjLLas_*%Zdr0>+V*7M@v)pQdGC&9zX8q45;Y=?{}K|o z){}mHjPX$)SP4D;#BEvPs`B+pu-vi3RIF7eXwHie_HrL(XuHsy!Kf!d!;E|q$(4Qr zUF^Xg)^h}FJM$Z5`@Q9_PS!gI+MZ@!HjC3id8e2XpxD6dU-Tqza|>xiakLnFZ`Kcl z>Am{Kaorwz~Ma6DO>IKr|l)x-e`v6K7KT=bqEt2Pgtt$n2 z(k1!`e}WHd`M5PLeZM=MDSwZ0JKcGkQ!S=Wc<-K%T$17mL^&E`@0%rq8wS}bYpGJ- z2L7Ta=Yjg7`K~LTu14e>k|3!p^9a3gld1W^()CB4w(~NP&V05>bw7mo>&cWF{2(>x z?HzcgF=Gd!6@$HLMl`rag5k~>_1gtv<2WRLSj3YF+DW%!-T`gRmsz!{2L@d~GytL$G{Jj34h9eS5X4Z9jmInWpL zcW;=yJvH&J*9hg>)c@oBjGiX4c81Fl@V*~@(HP(0Z=7ri;AD}pO%usgU&R#k^a~j0 z;aRshn+&m;vlCmf3ntO_I3a=~qCZ}sv75{>-57hY(gO_V@lNur7#J1U4EY@7X6!TG zSsnHStweUT8*kHIuk5#ZTG6IIiu)}NvWuM5AmuLly;c(0+*|;U}223l8Ccn<*PPz$uSeI2-5FSUL|&$g=#goId1XEj$=@cT8owj3OzB zY;3xnPkj-VQvF>*AWZkT>aA?uC~e-fi~Xz5h!P*6OCnKo4x4usA7r%O)q`0iv4`-X zbX_G-yOoLK31p;w+FIm0OyaPcFL_b|UtLGjp%uG!rEIAh>}aQBH5E6jxClov+;?Rx zbN`E9$zWY=b_L(r6U2Jb0Q`1-!F2^Z;Wx3{1dhc| z-1aG*&bxRv>a`qlX&KCk;`LI=-)njq)%EZal_8=7I0pSZh@T6k$BeXZt0MJxGN)gMVhK23 zP+uRx?d(?rFlXWzKJ&^E4YRe9;xm`ir0?J{Mjv;pWtBkwagPtUN#peCMX>qBZMAa( zcKX@-Y{LfLt$UPCW%hULs3$VFk<081Q`JZEF3u#Jr$-NPYS7-zw`M1Wl7<|7$2bUG zUD_4fc`vnTt=8d?i)S;d3~6zhFgx-*4sE-9y_Pm~wuF?O*dnQRYdq$$bI5QbwYsmPS`4nlZ};Ut$!xovO~W%e29D3wt3;KJ&vK z(HgBdNgc9{niQK%fvZI2%?y(BZ8*%=Uvdz?FY0&~_Tuymd{xqvA#qj#cSVptXGVsmA z{p1?M3O)4iB*Swp^BvU1d%}g7?1Ao|i%8?a@^RY}^lHjRXb_`1J%zn6bHg@ps!)@5 zSLb=r1UNUd4|3&`ZX=|52k9A{XvM{id@7&saZdCt!mKhfIAYUiP@ci> zo=L{r-bX)I=eXz<#&}G`Xq*$k-FhMK?hOmoYpBNiX`J%0>gNPv!IB8)0rI#&4Nm5) zLe8XH#VSKxORj0h8Vu2I~_7RPSn6h7l{T!}aFi%i1xFMIW0!buPO zhJSnpb_RN;x-`r}PtaPK6DZ5?H*(0U^RYgT{Dx^%EhA#YWy`YfvSM*zBYEgCPIxQ2 zp$)!f7ym=*o8$#>W}C3yHK9jS?>n7XwRlhQU}o8cBeGHeXgUE4sI8XEsFIH4b+we{ z-RlN8?@7Oq;lSMN)EJ*rHRE&Dhw z3p4_J7?n;Vm2cn#Ohb+zr{Q`$bHQo$YX(_a0w< zxy8KS4+^b7cEmcGd0EgBHEAsTEYJH%JsqA8rJa=K>Gi0G?)IDsl}c2@Be z{mBq=BLPjPz-MwmPmtkw19CT}*$(Brs!N{l}iUS!N zE}h2H5qyRR*dIL#LBEYg)geMIBr7#GNj`2((0o`jhxh)67r&ADIVXfMnz?S&*fyv1^qn=e-ePE#mVTeDT-R(?qz&yz_Dz?Y{0`FJ4Fk` zSQ$A+5`19@VgPIG7#9>q5zgI_-W zqCt2&VYI!EY(X7Ol3Ra{y%*0)laDb$08|QdDC4ga)2D? zgt@hdMR}7k6<-NAw6A5+bgWTpFJ;2yR6|tlp;O5`lH`@kL`C~IpplUyVPi3VGMR>R z*?!X{JT0Wz=-b~^7hA$AQPYbo!kU~t<)|L!5?bEHztVX68V?Z^`*Sk-+lIJOFxeb0 zpY)-jev~Z~`(di1f z@}gVda;@V%qaMR0q zA7A+>_cjIl$>%C*fQUZe7yz&Wzlr@RbHj+oG&b1ZOU-y3j|Z7r>LeO@)r$CBWz-h9 zi`6cfmKbSSdM_hd*0r~|6MiB5)RRYBPShVv%h=U1!|On{6KsYQam~q22DQ0J9=Al^ zTOXPlJMpDZGx;>AKfzs?Ps1ZGguC+%IK~#%uQ?j7h;gd5E+T{W8XpF1SpsXFI7Qu;U^3Fc@+Do_p(En0BvwB4v1*en*#2(PDCrRs0y68uFZ-y2@y#}9$1Yf>$#8` z+aWzX*6G(=T*ra@9C^)+JT{RT{^!Pb3?1)nARGRiqM8}$xKeScay`2(B;p7l6Y*r_oztLlpQ;&&~IrPmU+52pY+I?|Fi0=o`k z7e@_~&Lug@SdQfIo`5U`8~}8-&W~Xiu;HV;7Cn*a3+MCyH7{G^74n1%d?qjPT6g_o_X4FnBB~Vo;ayX%p zVsyD1m>X+q1x%^6Sh0LHU=b86B$bNLD8aZ~n@rIc8zG}i2veX8rcgWmDpxGN5*3?Q zixh~XIEfc=D(~V@`dtp-_sCJ21+7I2Z*54DU{D5|gARua=9#NY-JO72lymt6!a^kU zT`r0G%ObUWE#7@+@`c@U_ian^yty8?h)R2m3D3!*lZ@L1-k+<*IC>I#?+Dg1e)>OWVN__6MK&#+WC%(h~HP zYL6v&0N+Xq?%b$%*!0(5G}Nxda59@vVqtvmr5c1imMl>w^2~MRs~c2Wi1I~Royfum zyRf zyD4k=oiyQ7ALl4JKt}ZeP3@0yC;sHbzskyF2wr3W$8A0y3=m#v=ZHwqQ$3y}15GiF zRpd|IK`5uSw$w`)PUz>zS4%F2M?y> zS=@%oxC{NraX#R*avBy3u|wwatA)>TNtAjijm)JV8Db~Q;T?UX9Kv7WAwFjx!g#dI z3L9z)r}RETuyGFu&=D62(`IGVxP}pY`kn~s3$*#QH<|nSah+wm6dPq(9JX}{1vLp7 zMe$FR!za{uv;6uUE-#d}D^gF9E;U*z?p9TnXQ)8J;3WZ@c!oqmu7gwQ9U4;3`(32= z-e+;pZ;z6oo3@G<>6@<^cjYe z^W_Qh{tWu#B&-&mkuo$YlB6$ZKhCk(Pf>-F>RhszFXZ;hL->jOaUnXyG_zd|nsc<>n1Y#1#ahT9(~&JMyw^cpLvn zPO~3R67u>HYFvr2E26vQ30un%UTbCMo%A9l<5KAa_U{qugf1f0dOBaFxB=!k z+;2e<)nwGiFdCfC;s<3sz0RpUQSr3`_OpV0o@#N6&8P8lm+8t53>My#-+1*bGFhXN zcfq~SAS@ctc$!73ua$thqXgn$OZ{lTv1}>@7x))%QdXsOs88-;b!3a3!0eFh;0d|g z-G-TN#bg6X6O1Oi8HkM$-DYV+Wpu+*?8GOWP|je5kFkTsQ#anL-K*hx1$ro8w5sLY zH*cn3jsU{1Insfl?k%9eBgdA=``v|WNRl!;KP@H?U&p<@&!-*o`1hcgv zekB=KaSA6z?Rx2in>5*SPs_9(Hna}t8L5a}I3K;RNVrEc(Z9&%Ll#;RYHuQs`Ac$| z?|4V+FckFytURU4sh)-PJ`i zt6Yxk7eqphFWFY1n33bi$L@`rN)8%u;zly4i<-*Um7^NURTXE-0a=b<(oZoV@58z> zW|QHpMQ6f6eGKut7Uy4*P)j8Cd;$mLKJGuLi*Lp>v>}j%GEq;&lQP$$m4H(h+d0CH zvyBRBE+o*v8c>MIR3;q1FP`W#oLgisS2|nyQQ@~Sw$io_5yCQ1jlJv808x?wCkeeV zDC8+%S5LBCrLv5M*wmGcDdk+&&BT=)+TNuHKEhAbv|r#W{yQ-Yv#tU<66EftfpAy` zTYiBDuuQn7!!bjutBB_+Y`FwW0H;0wZ>*8s5M-V1`nXW+zcaGY%%kxc&Q3QwpJxc$ z=`XR@{eC`Mik|4&hf`ScNMjFTMwq`I#AzQJ3T&iwaDq=G?325wl5m;_bQ-HiGjKLO z!5&Nx$vcpRhM0isOo=^zq@l2$jHy9HrcweY`IZQ;TdfkcTTc_-lb`w2Ss}nh3tS^S zK1Q~h9hlFS3)c5yu)h(w9&d(EfHy(^Cd7z9Wr;kuqupqA6y^ zsB&Rt^p)#B^{LrgNH}V23bLzD4is!kgk;kCeprczv0p~h{7IAJHX4x~IRzaN90O}) zl(q3XGHjp^LE|;CSL-uQ`cUsR5#4bsz7am1;{>e7$e4PtHFCYKt|icvu83xYx7+Zs zWPiUA?q(YzFZSJmD9)O zqfc_F)n{}1d?2?0946#E!bx{BnNhL@V<1H`v}{}*p_CDo$iR$ye~Ca5o&z|UisLlG z&L=Xt>7O)7_t8+g0t?Ca#>(S#w#vSQ)jRSZR=b={=c86&x<`NmeNy97^6}M3e^(?izGgNw#H7w$pl2IEYajht_cht01_>eqY8-|bL9~xly<4l|okv>nMfu9{m<$twU z0yysZaEdAwIpF)n{HZcUnhHa@<8c|Rn1RLEYcgb$P=Pvmxk&8k)aM5YzISu_bO|Z3 zXHlh^D%n#DL&7w!Y<#X4#ZL4MBJ?p5lEA*~gUM{6jo6J>@HKvr$Gdm}+i($;%n-s{ zapn&JKqr8rHFMr=&HszMVfjY@U%!tZzITd=M!({lm907 zaT_MVI^KH?%cFt)P4G3?6xQ{VF;OI=JwULuVtc4zmX{Aua9Chvj6tZLk~{NhwzC^({M~C_MC(pk3p>8%Jtkj8B$m!-;rZq?Wx{KGOv<#a5&wiLKa?Ei(ga zuoX|@RdKvPkiHTNF^a6QX+(MYJdrR%1C9lNQ@r<5g(d^BO-*vEC$f#8(Lp5kbVbt~ z7iDrU;N+}UXyvI69>*+sPvdZ|eANY;mFqROz>`QgywQgrEE!YyWX873S?U}9>QaTu z3|rwe+{0G?Cvx&~kB<-Z&y|Ek*;0rnY|Hb>*j`?Id<$^v-1({{gkVYzb{5(~Ap&VMo z#2M@2WM#>^`m1+qaQYkDE*__WXqKV^PIWB9bF#A8aeRimF&o`zHdQX9CLFw@dK@() z2=T88=raNX-{)QS(sife5pZ7O9<$0FHUfv(3>T*rSEppN&$7FSJAOY3o+h{E^=^eq%g=)bU#fMWKXW$Ky zdgEX6rp*{n;0(OXA)*P5>toTN^^vq>mIK2~`SV zYY1)qXFL*nP9h5lZ!1DKPTuNXJwh&hzLY%BDJPSqMc=biS!OJB@X0?A+a$eZ(rb+2 z=pF{c$RWHuBQ`M{AY2S0kcGYql}Sdqh-~M$NW8TU_4PE@5-)%=2-nN$VhdqXA#pjB`VgE>ciiYrvd}lszl^%F*?d++l-{4-;4U-lOh)BYm}0H zKt%HVjyu@CMLTZ|Li2~BZ{BCW)X>vQOFRHhI?W-cbi%SAl3L`T8K#oMyrzt&@2Qb5 zqPDLW(GdGIoF6bNU`JKKe63niuSg@#de&2hS2Ujg4Y{|xd<3?ZR>ajJ-_Jojj8h_% zUZfE&5iaNBcv0nX4o8PRo@3ZU@OAdvo#3ljRTFO!neH)`7#1xE>z7rc-nhMa^Ih{J- zOc70UP_BS{#i@1A+KTWqUf_ftkA_j)c;Mjm28A$nYe)}I0=6l@>8SGg75#2Ti0V?mV7Y1P=An)< zVWx!~-ITyqHVW|mz)5ahq)`X#6{}u16k1R7E_!Q&MUsr}7~*wZq_oN@*o~1mm$37# z$oX$*-VbprhhQgyVYJg+^uSAD<@7P2p_b%mH>rj8@Jq)vW0lOw4_$ZF!QNP8cHQ-q8H+c$wU|f;TVW(zt9>qD( z$|!o=4zsWw--s$o&bZY_u?i=XHzddCu9{WooX zfGapj@5MblZX`39ioVpX$;GG*(omP2<}y5oA7!Pd-#M+e((b=7q7KZWNvkl^bs8zF zoZym!yJYyF9g{=MSksU_Y$Of6-*3#83mPj5KTn{*KRad<(vRT|RYlcmNx|tNV(P(w zz9PMO(=xybeQSdQm2i?s9`%#g?R0DPE92}q<@V4Bu@-L_AOW1|$Z~<-c zOR1~&^0S|1vdpik4=1ZQm*CEx5QQib8wXn}-q}sO*WY9kEF-b!C7c4ayntjKe%2?( z{nVesKXUM$LDR9C^t;@H3G&@CUY+4dgr-kLEv$t>JIk{8i&i`Bqf^$96uAa8A0V+S+wJMno@&kj8rhidpHO$)i{*SBy0FaY+(Es zkC41)1UU^ZO(sxPi)deIFx^^d_?tb z1#0qU5_&FH9LlbqG85+r1@aL_gyi)(UjR-XuEmvJJ$p3?;>N~~XktM0YgO_T!tB5Xs&z8xRfKUZb&~$W~UXx@-Rj>&jQB2?T0TP!MGl8&B|tLEV;zBY37JRp;X)(iP;)d}#;OiHFQ?o&xE>{!4tafodhJENwf z*k`pjM#Z7E_>}}{#s7+pXc@9jDuo0pOE2$*|-dyigdrOwWtQliG4C(}4QI`y?7Zdl{B8JE3;bO7B_!U1}5{u@;N#y_;jSV!I zepZP+U#9UijvyE5ZHy=KY0@OmNQ+6oOu>_Cw^gJi2P;K@+&dVm^3gQGb26_?3eCD& zMKEzM5zEq-$H8Rog73+GS9pycpNazn+e#V$qAQ6c*9X}t_xjKSp?QmDiWRQCK8I^A z9wXTv8{&B#s6w`J4)zePTvZW1!aXF*Mwwi@MeUNRpy$$?mo0$yjG+y^|mmtH*dy7MhmuZUxcb*+Nm3V zWf$M-V`0~Tjv66kRw;{?1hHH2KUEcBKc~qW3?igO#~qo@XIT={GQx=%gXR%DUn_#X zu@`)c&rObv$q8~KG(CV8vS(9+Y=s{9fq-*voFx8ii7)uH8@#Nb>a7iyS+YZLx{oA` zoy9Wv^D6sq(IpAz;Slxb>LP7@Ft#ELB{hGVwAUF;^Bdm4CYl+osBxp|1We`xswk&i zkC?cTN8lw@l(*;#VF1l2BgSf#pI9F|LCz+}hpTpb1+4WLCEalWCKcj-8T^Hjwkuxp z?-{$xj!{i@(0~&yDNoz{kcu@mOI5KD{)yc97b(fcW`e};m>kA$9h}_Vu!xN7Gr5oZ zU%tAJ9HTdfd~AIJjj&HFB}ZHOVqk+i2N^Jsg$DB4-8oh&NX|D*>`3=s zwV?|c^WiAxbo4KE@h&f zl53`7i^!#4uaLGeDit`y_4CjXb8#m=ln&uTyqgEGf=r@PT&KQB#Wos!(TBomm>;%s z=tQtG%+qUw%!cP5c%3}Y0GyX(Omt25o8jweL0)<&>>W%7hieeV`0gA4;3|mprYqwr z0MNMW*hFFHpqsT<_MQ*t1bjolSz}q&`u1Y;}&?Q0S1vJD?CRZnF*G*Q_s!T|F*-m5VBbhWbk^rSZTEFdUE`&FNMzpcdd@fbn zXJIZu*w~sEhT&65!%U8-B)@0AQpA~MTW-9SA-I*}QJ%)H^C;(a|9urcY0nt(cO!UZ zs+ExAE#se^MuEXV8dx|jFB3bE>zg!VWe&`rM3%inDw^g_4$_XiM>~q2G{$o=*c@0N zcTqA3%=aG@RZzX9&qxcBfMtD5@c9lv# z6&rca-(oeN)$=%qllWbc6z&bvn68ie{iZOjMdf-N3oY&=JNur|!}c_eQrCZy)@QKP}!XlrGk)_K@iml*#>@U~?Qd zqDhI!wB}I0ra@$k(SpuODzA?tzyzv??KGy3VP}*E*90ni9` zmwcRCsJ&NVL-c$|z7`5SnNeE|B@HzuRW%GmzmOMYmx=UOMs}JbMA`dDhKGoq-7`_L zBm;L)k44)kEX!W>w^6nmUJ&hnRn!tRtmE|_4a-kdo5pEB5BB&KC$4YPF`HB72Gf+O zOBUy^_Qecg;8$@oO~;{s#8;`hQK{bNan=PQ&1!<2>KEYVs4R-uI6^A$dSkr+4rpY( z9F?^8va_D{8VY5W9O{>8WI~rvceLhz14zy83~{SlC;UQs`3lc56m`Vl$Q3)3&nRJl zlO&e#ot~?cE%b}I52r;O#MOLy&_;2(8g;f7N3Ft^L+s7IIV`<78+$!Cubl?aA-?N7 z30x)(g$8aMX0snJRUfji@7$)CHG8QRkj*j<8lP41EJjClbdK{1IO*iQ zQCqibi|@%fhWYtM0!|~u7){g_Ut=q^K@Rqj#I_1i2OB!}Qa7mEgxx%INtNb!K4K;5 z0s&5YpU{>`0`E*WGBS!0F=a$b(es0p9a3-AZYd}qr6*0naJMCa zO1Ms#vHK#tWu@?tb??inc#G!pX#sv!9+PNlFGOF`{S)MPYD|OMoBA_0CH(0(s>kLA z_MdTN`;wYG*D<#u(^ddZb$rOXaNkEZp1tw7O6ztx!8P3rNA5vxv>0a+9x6ozaEz6^ zPyJ#**piN^gbK4RnCao;FDyOPcES1hLsmK}=-dYExW%-gM+CHh&*ha~h+^5?Sc_f4 zu#IhVT~wai#@>9^#C4itk4PH2J%Sr@y~}u-bn8sd*a!#kH;1u5X@tATfvVE9KAo?= zlmmVcU$yc2Y=gPg3CQ7R+&h)^DZ7$yZtlq z7&aE#M_&;alg)KO7S;N6tS+>b#}@Di2XKsi^p+TRo{`2jtmQ2{?stchU0KGr<8u!R zSch7yE;5M8FA{Y8yT48quDa5v*$Jb&>u&r@!MWzkBn20Zt`e z>#S%1P9nAm=U#AH<8AD40~I4Z_ENdLIN!q!=gq|UkGAv4(#$Zj;iSodR8g^`JeB!2 zPq_%Q6#p{zTG`}%S680?%F0YLpC?<@&?EGH3yt7K` zJmu7Ra`?IPE;3XNh!lR)A@9s}KX!RP31pNF#dA3@ihMCwou`64Pdb0&x}VDOJ>z~{ zPgq?o;Z{-WKIKj4DR{1m%CtHi->_%DXTQ{z=SkqRrpPl^Qs*hB&QnIEYtK-3R`6UY zs-+V7Dpj?;^E~F=;<-G}U>e__`{B)r*ub&SUYR&w;SPD1m*7>OQNVfp)?tEMU{`bk z?k2nQtwxPd*IP{InL%KFK45*$(2QH7cIjr!V-L*dJUJaFdARlKlT}Rd@cLYguT}Dl zCN#Ka6^i~ha(DYXdiY%#^aVJ%c%3aD1;9xngyiGupnltlHuPdO;Zwx_uOZAdmIU%h zfQZGe{KjECBRNtI(YT`=99O8g&tI?l<{jS!n9JN*u+5z66OS>hxWm&$5cDbz~ilv{0)JkJzdCWq>Y z98hJX8*-zZxRq%>)s}a*UJf2R^^W0}Xw5Dbx8Y zmljhU1)p^!or996ZPT^$faNi-#mDV(y@+1`AC7&=8TV(7= zB8Sm<(E{_R+0PcbtRg4oMme|!5Jcu+wsnGB}BMdsya1q zM|o%4rR8r1oTUWzAprnqIlu3U^)(jt|5Q%x&3*yLm@>a%X2b!N%e3GzculMtdavT_wIWW^WT=&Z&tjg?0ada$b2(pzc*FRwVEmxGmi#|Lr$6ADy?}Zb=`I4*LPRI7jXVqMtryf7IOE%M4LQfe2aI%D}j`9f; z$;isdq10Zm13S;yT;%s1$2M06;?yXdw;Cjke zQW0(V{-Ywea*O06@8L4y83FDO;vSgx%_65eAQh}pERB^Pu^K4 z8ArQPl+VkNN~onUsXp}?WM~*Xe=BcO3jcaXh2h=6q3_!lm_(S}7{ta)8zJ>!Kg$@G zS`Ijd2WOpMhSHoy7%?P!A*-s2-4QiB&2n&-4G&6~UXYh45H&>Ri?0dD3JjrHR zBr?opn;tUql{brrB+!)0kgvx3UCRm0O*um(4c(8^RQ%5d8V}J}kWV4Nne$7xAn5&0 z)72MG*@2JM`b$6jtUNe|!TOQUG#{rBsDj%GR*o9mckFDsV1ZU{S2jF2-vqeV%6Q9d z@+T86o^uPoOC=L8oF}@n-=kt!45vPo|D@;){^2xqKJ^=dpGNv!ML>*=1iglb;bcP( zoFhz-8Ugab7%KxiO?0{R0*={v`l6SV-r-0tC(s{aakn5Ls&e zf%0*2-CB6W zl`vdjQdPiojE!(~_;??H(-&VvXdDKVF8GD^bk8FEexZoO$s$5__1nA;iuEwN1{{-g zrbbVcuwJmQfrCH*%^N#|ppan2uwd5+BMfpAHi0%IuIEijWGt zBuP59sZu(&5c^;#hpqplp^4PF^`rbm8+cE#}&%Ybhj`j1?6)&Cb=>l!+-vMR8gjjJ{el?E6@AYMa=d>#jdW1Pntjx+GGI z<>OtVe!3*cI}`;@EYVvygN2Pca>67Mn%e~ZyEJOUA4GMjQ-jJ#oq>Lq>;7avor%;T_h4$7{ya-Bn> z3<+p0O>vZT2%)xS1)54mm5W!KEPSYWID+p@n!5~P&LN@aN$J-yv~O;S z1d$3piosR(QhKdDNp^ztywvh*SJ&e}F_N_I3>X1bV7Q%UQKI)%!Wn7iPC3G_bhQ`W zH2{C|{VewNiR8K0dvRu`^YbYZLX$C@&$)w7>FwCXV<$gdqq29-bm!~eSRq^HakfzUIf?pZG-#K4^i+ih0qfz!`RM+te z#>0G^8MD#uApDOfRiTH6kfBa=)4UpM6upL+3$MMwsuZ}2DEG|mk_uqk4w~( z=U^(%!4m3hmjkprjiOv1Y~%)yaz5rkIsu=s$A09*4aWmu=b3jzw1vIZ7Vm*S$Rzsv z0EVOhOTJC9I*bIZmHA};S9h{RE<(>dH099_jbk+Jvj{jtqP0fkA!Rv|%33@8y_fp! zNre9oXItXFZ6>xbTvcd*C2&ABGd*sS@&Sy-UGjA`PS3K%7;fy;}Yw7>{}-%7|i*~=%b@F~0E zsR)}@hD+)na;H^Z^jtZ?d}aqQvnI<|eejT~h7hl{IWx#z&LK&?UPTwp#;wwUX=Lkp zQSvsUronExHj_jQB(;6hot>d2MbxrqbphNH;HrN%kOjVol+H*q3 zW8LvItigIQeJ2qXjDM4{MTPe}$aS7pEq^WEQ>h}ZRhf1I$r<=nIEpXv6J-*LWa3T& zWF+b$IZV~g&3yV9QT{L|Zu)2{4&m=OGpI_fB;$N`$04$jNM%0jMDl9vMfbjJ8`@r~ zOtsH^t}1#~pZq5+PFl}Svc6C9!*=*m>`p6#CsYVq0w>=-6X1NK)=5_2jvyFYB4O-1 zw&r)3!~Tg3!%L+3XDxJ}%ISTOZ4e)!omDs%^KoAsgxYBlVx;{%P7=I4B3;r^1Xz9M zbMr#Dn>SmjideI$p;P3!n#I`6YKu=WL%wc|pGBrXqtt6(1vt;T0nUB}ICJnwz%2mT zgr(m^toBeoXA;hgaDmv`IL(q+)3VqrwlP+UgVAlrQW~Q_drg{Qn3juzNbIF0!ctvi z3OR^tinwT+NUPr1;d4M_^z#KcMcuqPQbn?k!8VoRJ0k}AG=L5h0N|_RCNfXM!`4<#j~BwK+U-lyX-HpdN#2}H-uYo3XT$-= zsV_$4jb2SiWAo-arLdw%97sLfMLlo~52zHMp-Tp*n^EoYV~p~%_-gC}T2Z8$#tD)! z*l?c8%-fgejD9>t7e4Pf>aSC9L;y}6fnkVx_d>ibV@i{;1NSJybrJ6Od&eyaNJe$3 zTa`nrUC6=qKSqPp`#Nl_wlNoQfN!OeVty-3t34PLQuIqh zT#T>8!tI@5#EC{ida05s7vL&6$je$3L+z5vco#1z4}gtaf<5^j; z!dZjLh>9K-L$j(H9u}dJzLIijz_Ccm3qO6}?4=HzhzCVg>fbp8Pa=N^q@U6_$d(8z z*{H9%ET$XM3`xR5mD6pOD)QxsaLPufoP>YyD#77&aV*5=_*&M=>PpD2Xae&7V&}{V zlY6or9`}*BtPH3BA0jbSe;;6CXMeh~7cY)L_3%oB=D<4uHI=41d#5TgIxAyHO!b+cw zi6IcN<$7m&Q!U=H~#c894&6WJ-X0@fD4e!(zp#i;>!?~bv&be&i1?t=#Y4-SD@vBOB zYVOtJ@U*Bdb(5C_7T%<}ST1++qE{F#$uY+J{T*47VnID z0um#A*Utp*JN<64NF%$;i_`e^QUy3pqTL5;Ntk~Xuwop?2|<60g<9uvgiy4VhFWO* zZIdy8+P_Xzb=?>lgqVP9sP}A=$rWw4k5Rzv3u!_b3&D?)~14Gv-Ybr*ZrpXS{r`AiLwKr{Pa9Hnua64epk zLpY0{^pSf|i^Wm_ud?|khw)3J2IG8A)7`YkKg37kcoR>M;jF?ic4z2o5W(!FvPv>> zspKR^IM^9#x`xAf((yK4P@3Dwba%a*k>o&6A4x--;-o@s#BkUj5ZhhHhrv_~H}W8L z-EcK_lBqv~>DNa1n0LG{z?xO8_(c!BcD^`1obu=&dYuBr6hEfUJpB&;~J{5K-{IW*n0X8HbiAf!9n(DEMk1G zR`RsOK#c8>@v*ZdKI&3A2oE_DdUmPeX)Qv?vz*M|-6vl+;SfJRY-UlP=P`mVcLrHs z(x3FgbAHSA1S3^x9-iTIT`wKC(o71C+1BN=9pf|JTjYBSBxy8Pjo{NSF)qdtKw9EN z;;j%~4(3XaQW|bkwZF3i8UQw&i-$y(fIp9nvG>fVo$(VEN7%z*=NY#Z zIU2bMhN$~DU?xqTJ1q>hY-B9_Nrd5zv1k)YBl4*K$fWKMnnw-AUTlha?3flyB@gf5 zFH0*thi_(8lGCdK_Q}k8HjMWf5o5>61g0ef9P=V}OUx&5U59xzOHQTPHQ5jSUy7ea zXxxa12Nk4I*SjLiQ^GuZdEA55>bDKpCPniOCGa_o#3etA!nTn$@XK;Uy&-})t_UHn zCUTWGwZyF?k?szR^X1Ac^p=bx4^POQ-!|&aTrYY%%Wdi;a^TmYvGoha33KaOYF+PB zt0IjkC;jhi!4ufj-nn#wMtDF`6K4^EPm=LOHr{8^d#$}l&XrHIdS%4I0W-){9>-zf zD4rjZv8T5-Sf;zHqrO#D_DZx=$9ZzXmBrnXGuUWGCHgdyjCQ^YHwm~&!2{Un^?NPI zeU6E$>sA-z?ZqixFKpOK#w}PzaBSceHfz(+Y7-)Vs!gc*LV(WOO-;k?m1a| z;x(~Qd|4Fy2X)DBY|=#P67+;jRXG8B(MY)&>%6*FmvgE=9CDbV9j$0o{UA2`K95NR z_3(T;W!a9Kgi(4JPtsfqJ&U0R9E-##b9yYqNMkLYy0o^Ot^kujY`^t6O&Uu+Ge*^# zDv(p~zWCgRbFi0Y*a>c?ND?Lr4gVeHMztP=gLiXt(3y<;5fWUf-&^5UAL(K*2qN&$ z7ZdD)+e9|Q!)&dsn9LRn*2Qfn<}YX5OXpO0_T&SK|#DQ2Bx*zQxuJ zKZ)2NJc4VAbprY@B1;Q8uml^h*i?J8Dop@q($EeuFb=a+ z*_lhcX81MkeW=v;Hnc6o-I6dL=el`piUv4_WRm|ap|Scc&8vKoKj(EkfE#cgreGlY z%VQ)K(EPj`&){0H?{6$!C9{;L$j}nre;B|Y4m`FoQsRf*(CsB__$tB1*-Kt&4UnQ5P7vLWO$ zm*7tFrgv$2x*+Fsyi68!JmzAsY{Wss%%NEm`MBXkvc+m>On`G9 zb;uLb^)%L^0mq;8rmjvB%wUZO@p}s=nQDs0gK>MYO#fMntn8$qf7gO$)I_}lNs9)Y z_>vUiP_8MHhCV8?;}~mJ*>Q7!lV!ATCU#}#Y2IXPgBv*fishZnm&?%~MINlh}7F;MyqkecIti|OPXm6qG)=nsJ9#&mrEZ)Z5 zCbzzp5-4TyDt=UHAWE{>F;FB8{T=5i=W#ELm&V9R*e%1=l8_tK6_+%X5VRwf3m;Am zxukC}u#8VQ`a#9Gk}ycmnTfOVCsL1gwbIeH(kw zMv(`;j<00${=&z9R8$}00W2g?=0xPGdTWD4l89#Pq;k3;qR8W}5Oqvn^SM(yNA<@7 zY?Xe5I+zxPWaHKGppU@6EL^0*6te=}iH)ObEP4~Ba*LoqGSD0|Y1n)!N)s98=a2Xp zFJT9+VjHd($E|o8@8BCzuPa|9xOf_Cc;!kOaN<+S;~DCW@wy?RB=u#b_B|>D(7z|7 zm3%duQ_DHc%LGW>6^_Sdyh;<+(8pA@sjaFxobG)Co^u7C@(G$&o5J+TRp9R)6xCky z#qP4lXyOe-2Li9LAKxz0+Z%_2tx}oo)Dx$Xfqfv>{PIN^!pq1H9U5@r4{-F>hUiHb zydaW>UKz3m9;eFZO;DyyVuT`4QfaVU95jdx;N%bNM!rC7(-?~FVYr;LMZv|R!c_VU z_h1g%1ZAKZyVg!29KI^HZW;xVFAY0Wvi9LNYql=;iF1{I*S+dBc4gSI)guRn!#{gFJr*PR0X*r~HoF2s{l!4u>?V zi1eXZ^}Ya|_u1Ovtg`hXqg>^)rj`~BIB_l+SS%dHA7e}rtC?3;UXcrFHaMq#GivtG z&8&X7MY)JWH$D=u4%Y_&99LXXGC^`u!1cBybjO{7ogAb&HLyth&8V)rPQ-8@C*zqJ za?xG~?YIteA)##Ul{`E0g;a4IgF3UT9bp(5@L|LxW3ozKTDM3UUy|gN zaq=;&}&jLs1 zoJLjgbdlqgwZyfQ!EU^+0^EwXG{?i#r$^jM{l-Gl$rw9IP2CiaVTfcsqY9Zekuf2i zuu&G9{hq%u?_>o3og@~)cLo)89U1UlEI8-g0c$xJfq!r6z`v3$cIu!iB_MyBku>yw zBAxezF%KO}rjc`nG*%pFE!T}wILRj}t`T`i?2iXHS$%VsQ?Qc8R3G8WeKM+foD;B! zoa#SZ7Qm;bw>DTdAiGoRRo4v>!4{n+lZMWWp${NemgX~f&CEi6l}s#=Fq4Qo6!c_8 z?0)lT7;oTzNoat{UY6$*c{Cz}$j7@X{YCUl%#8$`zp%jXN}UEAi$q5nM^%!LpOCqlHVZwwW)o2ho!{f5CLqd z$0dVk;FoiQz>YsX~#MbJAmBNQp061k)OP;fq*fn)P#0JGuG6;c2 z-bKA&5>?5=BkcUqad9u@1kEjefq&(2x!4}~3VOxJCovFvED709A>1TLugCM!SWCu` zLbb&U%L4Z0U0%3eDlQalb!{9(@%F(_WcQ185{l@O@RsNrCyC38=hlWgoLK*nCGL(| z_?p=;ut~LXTM%hKiz1aUMlz?`G?kjmtJn6)rplr|s(OLnY&^t1{vs}Fy(Z&kLf;3d zr(vLUO7R068#+_-8##2Zl~u!|DVbQRR>LYst-3=Ctdlj+t73-)4jU(La6F+Sz9BfT zif~ruaHSpgbHrVw(^hD}DGuVG*8fx_4P7WVMMj&QUWx0XK6M>rHBNBpjQi!@^l~^a zsCea6Y-M}Bhq`gng9*5lBkn6v`P5zNv2Xk8WELeIaEg-;Ck*kVQIiaTuo|6nO75yat@h0tY07nSV@#8gVB=SsOR_Kmq;$OTN1J)!uP7F16@X`P~NX3uw|Iy5q=-P{&OJMFDr!8|5)`=3q4z$4S%FJ^5 zNHXyNr}36J>*15gWqvD^hfo8KMUsKpSR3^Xbj4eGQX?9U;`LEo-OIo-O3BA7p+Cm_vZoB0n_s3LaupW~r+V+%MroRP5!fXyOD zwbVgSUhFEFq){YjmN7winhs!|(B#n*qb$oc#e)ACvdR=`Jd|cuhVY9V#g}0xlJAT) zVI0$~94}dHhYVgROCA|sVa0I4pA@5&Go$YP7%L%1@1+Vw zvT?RZ;PfGeM{PhOJ%I6 zeNKiG-Wp^XPR>zkLf$0G_^v18@jNc&6#ks!*>D3Fn7hrega7%K+EgIN$ym)sRb5{1 z#E3478|mem(9k?erdLB8H3_3DXl8D6b6HQt=7?0~3M3711>0*0TkUZk{Y?-^7kTZNAR@w_2!QfVt*Qy!b z#$PIJn5W@cpHucZ{6^kV@cZ+qDpLHk^sT(x`=h`f%j0z#l{HQ8I7Fh3`Realc+_hl zoyha%Ysi;VB=kJao*81gr;BO6CtB46FB9G4!-r$!G=3v4a~j*xPbLjr8>KzY=~zv| z>y)y^FaT|p2pKQ~&Ki*?D4d=2)yOH`gCz!Wg1oO1wtE}Z8*rUz$}}Y7@wZuYw%Foe zeaiGs96`H19RBlp?cI`J*l4of7KPrnlV!~_{oNaX-~|&WY|r*;Zq233l5T!x(gv}V zcn$nZ#_6Q+`6RzH{T4xqq&Ns|TZ)Z~xUkG1K;L9?#M*HSTX1VwEMl6-9q8UVE6A4~ z_LDKX3?Z+siNkEewSHWoy~$j^jlx>(8C34)yP0k_Tw(&8ie!b+sDhi0`)J%1M3ChY zVE#5$PtC-hLhE)Bk^~wEO`>8m1_L@D}Y{>-U0JM;qDEH88Lk15O4f zPp)am=8(4M69fVeVw*=Rr(hQ;zO4|T+|DU-wjU7b;07R*XogkyV=n(l9pBgDHc6uC zcF=>XWs$ud!(zqU-u1baG?ImVatPu1xYX3V5G^sHU5@)GK5U){!>|wwsC&zxvGOo{j8E_@zaJcMwIYxAz4lUz z2HJlHf;3~@iBC=ymmvfS9{tF(Pt?3V&vKJ90~ex;8g?bIz-&+aOS8pa&cI68jl1M1s?Xv6zMKFH@u81^ zKL@U$g4!0;6wJm`*yM98I&e38`UcbIbI5pJi)b7Uu!z^V2`$lrM=K1+8uFQSre`x4 z(AkAJ-_3-f+LF_~jW-L;vp%@m@3A&u_@W&v$!})4F~Z7J{tMz^;55S?Tvup6a3(He z(5a1@^0D@)l%6OA0MlH{f}EA7jWW1F6d{yzWL1Q!bZJzs{<` zo)ok@%Eo5OCmMPNzO^8^%_m~JONxkGc_ZjtF*e>wa$F=sD$m9?s!P2}Dr@D|*1G5@ z&tI8_RALDNm=q543{%?~fb)r;3J?aVe^?Fr-uQ)6%PBWySJ)6mELxxi0qb>7^sOyXvmc<#0Xy?v9QEI zI*+8SbI{-KLo?$xm4Clrf*|iW=TTV-SQL&py&ZMEosXZH8d?mw0To)x#Ci2NH zGfnV7fU}qre5rzs1^5fyGNuzV5hpA(A zfrE0K&DVNyMOy|q6++y+X=FL^mdrB8>tISj#bO3GHnKOvf%q>i`pTAFBVF>i3|t=b z>IK%wN{_%l18_c-`2oF+syk^K^;gEn9e7_&_DuwwWIy9^K7k@Hh&I2CM!)YU_Dehf zXRfH88cD!eBocl3etFS_`zE*BU0P+a=%QfIwD@M}LA35+ovp8v}gJ$g35}q&D6L4DL zcl_ovZCEmP(fD>PMfAW=%7X)%OCS1#loQDTf{PE%qlvJ_r{R@`hk3sjn>;JoG_0#d za1SU=&VubBWa9ESOr- z0mnfsu5YS99bKt_^|Z3{*&f|3x86H6$w@dY@w@Ch}%@38%IXmB|TBv+#({C*dnE>z{_y#JwE3!7X^yA#0l8XR5!!`<-QBdvv48_*8(6$?15|ZRy^I*#z4L zCNpPZ#MVrcaR#nKUyjIb;^@o2%rVZr@udpXh%n&9&*sfs4$;q}vX`W=G@*_)s!QD+ zc7mwD(hGZ|nvyh@;<U;WC zbqfjX%d`0A7Y#YR4h9HI3|CUo7JYChpMEc=aTC8@oV6Z_!18blE+bgxa#Rk)d>W>a z;l&Pu>z{=6-|>eye#hTbwB{?%ATCt2W|H5E|HVn-@^XZm*aZG{XLB1#LpS(zYlbgo z7xBfGv8Q;GQ}F~YH!Uxukd5TyYClFw9V{TlA5Av%KJGD@0m;~bD+}?MMDo!se*A0+ z1UIvWUO|Q8n_qMw-24>6T5Tv&8Rzr4Z^i92qc`AmztL8M`Rolm=I2-}y7OZ+O?xJqqSNRN{O zaMnvQ!641eXL1$Wct-%E!uWnq{N~}VoKALB&O<{_#%@0W1rAIlH^?#>BM)JkpQZCL z9Cx3`L4ZOWb4qnQ=eDoMhLMDuhCaDXBN}wyW2x!AL3qsXiql0L0WWw2sK%n2 ziJb=JopF$YZYu7JlME6i3~(ypdXY5r8I|lRa?$`Ns^{ulYM700=}hMGk14NQfz-tw z8XZnZZX^OrJtMtlk@6S3*A5?&^7qGpLdR*?NET)6$otZ?1fPR#rqm0Cr7Qu>h>@`D@ynps+3e(=JTyeZCHrBo+y%r{zW>S8^QD1 zc(w%jG^?#ySS%*uP@H4}wu&NtYY6YJd#UA>%U)lGMOcD!FwDnfYf4VjO15xf5Qp8= z&+7s#1uWw@c*nyf8@swxDL9*qE>?`#PDOcPp{+|1ogk?`s^gSoNyapM%^~$IW=7ai zoJLZAl6;*Qb!T7vNLfrLz&NK(Yuqh{@QH-?KfD?YMiH3|ww=Fe)|L|?^jZRyF*QKE za0VXXNVw7C+OaHzmrDpdIYyh9%W`H|n%g-C>uFf@DOHmp8!N?L@ORj)k#-C^u#oyZ zz0?9tGYl3}WdVM{`!c9L88w7Tt4MxxjBOt-4A%)G4Vok1#BGJ|X;yn~I*4uM%}g|j z5y!DxecjSmd9x+~;Rwn7qi7RRf6zb)US-j)bXdS9$s(jUVZ^ASWw4o*UM6gUSQ>vi zq9$z7WfsT6r-cGCW9P#u;ZoZ6QnkhtB5CNB2qz8gfoIUPl#Ly`GDmySXmTzpSHPvB zWu03aJh!O~!$JIJWnIURr3@8MKDHNfDont~*kw(utp=RZ0yuUI!rL5PzhhN|)&cC~ zGtQx!ishxwMce}COUS9q$>~hFZFplG@Ky-VkV+z=`<|dvvRNqdme98l|-)tDEk#)|0V$^Eod(GEbPaPg%L}8nhTCgb&li8?0dO3_IWkMCma_WefaYnG?bI# zfQ4x(R)CXE4Q(V1{S@OO5KWzhtr#j_CzQCsXs3DTgn(*zOl~7E5;e7r_?1#{gNX7z zDTYs50rzsOedUv0^U1Pw;9n__WDLSsx6GO?t8TOE%WYDozfpRaJ+qNu_CQ-rN^p14%Y+;n@3w zkQcqs$>wCM`S=1o0(@^CzxB2T94i2)WbLJ@jBBYkjS?jticGzymxw6h6asG@`D!Z` z$agDR9P8_SYlElM#8YB#+v=#~xU*q^s6X`!CIkf85u6vd#6>)`2AnvSW_Um(4ZX7n zJF-r|6v>RT(6HD>5!*PKomqL3u^p$&cRTnfDHkiiF?#HAe)BM)u!hBVltfOqpV#^h zGlDSUbR1480Gw2eC%tYGw$J56p}+pd#YKvrXwMcoq1g6kq6EuC+>DX(y{Y7C(VjZN z0*>Kcz6nS8?I$cOv?&)AoPt0It@rN zCX2Y7ZwXX&B0j=LVV_94w%O<2b}dmIuJ$;YV&MW#4Usg|Am#1CGR2&&FqH$cctsKC zN-vEKS7Mp$!}b_bEKLR*dgFEW;c>i)g%R6in?f^t2aRlFFWrjLP})t4^?=g`j|sQq zmayE8T`*mGJ<_RLi-U{UE&;{HDKtaAHxesLK;?}_1kNAWm;d1foLb}}bPlSY&G=d5 z33v>{Lo_Q>24<6lV!oKW-O*m1H*8u|w(TzJva9q?jAlc`$|H=|Wm#M5!38&Mg(D(7wwA#@y%^sJ@OqitHS|S<5qOD4c6mK1OS0q*I?O+jlJ3#i}0XGCYz7<`8vGdJ-vCe6i5;}(UK3glgrAap>Lp1$kaC-w-IRK zf3l{j3Rg>UnS_~EgxRzbJ`%Dq7JEhS8vEfsz|ELUgDb;ls<;FypGxS93$YJBiC-P1 zd46#bN-gWH4VIDEW}N25k2==I?Hp9c@lZ(o#HL)t<8f0QPg@rh&Y*^NN^fjbF5==K z^)VP7i{w`-%V%DTr-XrJ0LWK(hJAi1=8*Gr<(M^&&NzvR<6PW;J$MJdi*Fvnd)SHz zs9PlGxdt4|%$SErKSvd_yY48m?f;8wLribbnd~4@689=`yPDHeZKfTLU1|eq#bV{c zJcrEWkqBfVD8s&9OgPz3<&rOtL--j#%HuEfZa&TNSFi!6pk@S8h-kpENXp|Sc4cwe z+TfsuGxq!bhGiiyW4FZ%1fBSlswz3eB-|(2Oa+`+OsjZa5X9!qP)y)vG^$pRl|GEu z@C9M!s5lN&S-wl->n>b^1?WLgjuii!D=K_wz_9>uiq~GMG!Crq#eUxjK@;{wRW&IA zqvOm)>`>c7Ct{OK2-S$wwYVp@41Q}vXkz$k8lpYAh@&%mv!*2l>$>4;EYXoWr5$j} zkun?W7cZiF2*1k2tvEeS4U&O0KAfgqYuqD~h1pBMZXc@vM~eoWh)D)k<2pZ3QXhBY z7!AN(L2mH0E07sU_K+S&t=jkz;D(QO?F6x`eJ4Z$6Q6 zSQvInh)4sDudNM5xgs3hte=3_YkWR!lsq?Gg@)Ew0uqNTYh29#V zC7#6>;ACN`*c0;+O{2g@MJpuFi5vzkg(_f?6n%&UOu zreElqRHYPfDq|D=CEPqCYd{8)blgd^EY{PxGR-FERBDRnB680STW%Av+Vsh7rUakmal7f0RVMhViJhiT7MS|I8L#U4fynqrSk8X721id_wlp|~bSi6#uK?lhp<;xU;3 zyg)<0<}?eFN@X6FrR=pM;y8-^rW}fPnv(^ed}OMgkW7=a;FDKPL7i0z00p0HHL;S0 z_}KKxr6yL?0pFTF8Ev|=iTFo-@-KRsK3Ryvrcd^g=V&RxlFKgs6cbECvo8ml5ka~x zh;-JyIK)#VlgNp(_rRv$@eVmnvTy_WOlg+J7>hCD7)upU*3?$5O`i;6OBM8YM~qXS zoMhU1lE%MWzZu7G*-hrzAk*1enHWwUuUhblIdw@bj8dPBMg`L+4duIq??6il6g!7y zd1Y-Uk(7TUlZFOUJD~;k1uXtymHD(tPMbVDtRk7SG$Gfb#Zyu-7*l0U>3EVHtPn{< z-wlv7G>Q7o87}8Q|ERi%vj{Ctk4z0hT^H$v=;)>~wP?}eCgt%Qtt$puB_D8J!m&8p+RzG*h@{tB zIjMb5eAlEMjH{whuFmBfs6;5NBVlF}IhD&833|bod#UUg zfVae6@Kt`}RJ-8lxrcwrWVuXCRY#3`{Ww9E4dC)z zaXvvuixv$yQIbqf?ERu#NTBM74e^ZSF5+Y~lg{9>G@ph^rqdCP!aidH&cag3Vk%<} zPC+|9=@Wz<=X(vXEvCg?v}h?sfKv(gh>{-vLq8v;MIw61om4iOGj%Mw4_6|~T;5Ml z$-8EU$vqO0Zi=OCirvydZ^uH6m#@yl$8rhXhUNTAn^js$FyK5J5vQ?D97T~@xQ);anL&X2TL}lyH(nUb9cuU+RE= zFirlZ10D%6i(x!S0y@*s96|GNgfI~esm@m;#XBRZK++}rb`kH5#L!~2lU%#59@HLIL@Qi?v3VQ?0@bcl7<>(J?48I(5|WseR<qKH#C1?tGB zx>?;r=SbxC#f@ ze;;xzw3lq|0zA!k4&rVak2w-%ClY9n;(e@*Nce#D8(4BNGw#-KOQEC_re@+Ue1u<3 zxn`ZmzxW!@VKsp#*uZcHb>4>}^~6yE&MYtAI04AUu@coK)ne%!~;;t1tw&Y&79XW7%7NK<$S z$7DX)n3fnxC7dZLUFH)QKE)2QoGxg@PEQos^&Dg&HPMFMv;nW;5AnTUu$g9;Z#QTK zl{B;$&+~=b=FKFsq>7RSbdg&jBcqF#pqqTX9Op~$Nr~WA1P9HDm*l-02`c^(ysabN zD->DOl8k1Ui51w`9-E8l=%|c0@uwSyOQ&ker-^D#Dsl>s$Vgq>n%Bh;s9B(!Ho z%w?B=?s8|c9hc!^`EEttL*zXHjmY~}sJ{l%RGcS(=UtCQ@47UndWk2^H8GrPi|GhS z;JxRQbrkeiQ!?K_Xn5B)DUrDmTV0%p$1Km5c!~y`*hnMXjYDkwUpa(222F{p(X4PX zqK`14(62hv1T&n9S4l2lBg;q=4r131;y#3i)FR%wD?Bd&>q(NG;L-^rEo>`eHR>mH zP=C)O;25h=RcL&6ck^Z}l>Ut_7@&MOw_{nc9VH_;MxImP2^v$U;At9FL)AOg2{_5B zohqRPk4h%UH|mAereZKQkkmwT#bB~H0$Ypfn>lh1cWqwjxiEY7ct`#dtC3vib*@v`x#X?hkn zseupin@W_HM&PX=(y4D$tY?7onWYf)7mz8>!gb`a<&^n(3;xHEF@P;L2@l{wu??g% z+44+&_jI<`9fWdY8^~_L_}5e->v)Xi*(OtQZNd$>h`=<4BWM$@=eH{g@7xXSgNx(cWnhs^8ampG zf2R(fpg~qNjxk#0c$>)qog^nfdQ>t2b`?CZp*-4?*L*J^-G+0>*z6KY*YN2-!pGv+ zt5S5e!sBkaTZ)$?a+)7kJhGX{yx0@};2qiTiJa{9We<%flgpKc*UN0LY-w^;;V3!8 zbM&IJ*-8G}iS4nIZE6=IsVm{AD}UXRhUzCYQHQdh`;jFju;tDouzy6BRY_d=cf3i} zWx#$1vh%MwdaLpGr}N)Tai(tk?u7xlx&|Bz0LNdXaS|4b^6(!~GZm$XNo{Py5e~)& z_^J}M%|V{?ISwY9=}M=_VQJ$K2`@)pL**k`iY;<#SHcNVj@_Nl=X{o0b(7Gzd)dBw zr7msFsZ(7(V;PzYuA_{qd43j$cX7_6GoEVYDd|}mCN`gxC!G8%9mSPtP^HS=-cAtc zq@kaiBWS(2_$eHWN3IWc?^7NxC>PNc8h*R=Aeo&&NDJEUOyZpm^sAtb@;J zJhu@h(^*1+*l;mh;0nY``JkvS*lMSECwsAsLcNxi? z#^1l-;WVC2jx$ce(MH}!AITaA+s?II5q|d}Im=3(D^;~~VZf&0>qatl+c@S=}zTS`7_3{403%bPdFWFyJ=cWD@)LK|b+dA zDsPctRGr4ras{v2k^k3#6Ll#^ef+aWET~h;vSSQa@hK6#UPap3Mr6(a^-e7grIX~n z_^Z6>8oVy}(wguex`u8gQZ}3GBv3UZWXiQ&at|XmRAEiCAKP zhODZZoM>(3fbds&)3ur~o;oa9(&r0I5g+j*>3p_3lt<%3nggXP_kXIW0Kb9eVZjQ} zARHp=J70NEY&e~uQm{>Tqy(HkqDMUeXSmEoP4!Hr(B8xYgf=7f zM<$-aZD@|^iuI18Nxxj3>l^_%Hma*64LGruYQmh_Zb{*`kp!~;@EZZc;lZ|i0nQ)} z4(Fga0e7kG4)Mtc5^w`e1?M8}YP@aoT9g(!ovP{wH!n<8w!;x}nhd2t499vwVZ&t{ zYX;z)A(W5-IQ`s=w3|$juol;gag$28c|`;Urr=C9PVHn;KViL$Y(G;(e0Nm8y@F>R zqWWo*FsbZ>t5gj*u@xg?sjHlRk0dg( zq&RQAVKfrU37CAwZQ_&`X-QM&W4B#n351OQ)Mi#=e9h(5UoKRJjU40xn)MeVhk#R# z0B|nBX$b#yefv}aU#>ifw@M@5fps*^TM8p?k||`P8-B-~5`dcF8{BUS@0)^yyiTG3 zrq0;N5q>Jw*Ich7$|e>bCUT^1;MwgZzBF@8r3pR}sRpd_jP&6E`wxpeI??IFS*`-# zPQqU46wG1A=M1K+EtPxk+Dw&pNzCz`|cm~O@> ze$vQ8olTXmlL$R$x%JEvJj%W~g=d+{->;@>SZS&XYL@o6lq&HZ-piNdLYHE4k>b#_ z_~kb%$uz!H7I)+&2{(#VqSZ~;w2^SHWEZcbjqU`OD!43yd&HwV<=U%yS+3{n&mns& z&5Cm|j@;(~ucl*389&1dB@wGeLn+haTh-Y{-N`~y#fWHxx_qx3dJvY4|9UB7)Ci1B z;rDvb2&?X}g{U&2mYD>);Wov5d`}C56alV+JSAb@)trE^flTdZ1}3 zeUeGT<|+?T*@Xtr!GMV_3mm@T1li?aA3^O743I>%DPEEb-VQRW%o5km$*3q|o-Pm& znn`2vB0c!Dls++bx*VrPYZhb8;2pVW?OkeP3YOvw($hrr!$K?|u?=_n>xz#_)ot1lsipJ*j_1|}!{wKc&3*u+8Cg+#TH8j(*U6ZM8d!@r zL#|KW8-LQMdIfDuO z2qrYuqD4!bi4Dm}b%PfpXZ{O5SD!L44ok>n+L7h7<#*4*a1}3`#!vg;eUY;tqHa)Y zzt^76E4>+)S^KnT(PD{|p#k)QDZ{XledIrU4Y z1e^y;a9$WKTC{jbd68k*9QfA*zw_uC*4a|A2bT+osgJiX0_8B?XMR5Cdf1IRt&tWj zr3r96w>H$kdjx_-VV$iWxzR}RsyB_LmN*UleKMT-_!P%PF<32Hw3J%Fafr~rhr$ZI zZ;UJD4xwBu#rYWKXM5s!UiVuIvkGd_qNNxBj*%t*D850nFwSN(MIPJydS@KiLRfpm zZ3{&r+MC7|(Nc=#6avB_Qx(ieN*%mKINMfe1xo{t7A>Vz z(r}l^{8umHXHLW_9K!)Gp@n()kj!VMZhS3TN}qJa59Awnxz&%1ggG@4Kl8jBy(CXh z!DyU@#=7aXXep^;M-EMy6t7HV35}|wxI~m8rGrNsHsezUFMfh%p`DHiBI0?gLx>7A# zw3JA|@#n*FNiNpnPeR5|xE^gnszp^EbMQKUY1G*49N@b~Av_)Ur$tK%mMol25a|%` zdnuTL*9Zss_?qC;Jcy-o8!BTwp2iX3D83eT0{%ir8f(!~;>8y9no%_@$A^Nge1+YZ zhju<3$q59P;e?ns@Grmn2X05VpjNpw;AqjJ#Z4OGQhY9$j$vRuiL0=P;L-t2&=@Vz z7pGw*?hsoPjBosghcQ^xtO`an;AqjJr4WBseJ$4SXLlv)|G({83 z?!74*czwSX+FF*updvbWjm@us&H*Cx(ix1|?bXr}O__-=@D29M<9}!##yRX5iuuZO zm`KCED4i`i#cduGmQHw2 zwe(kbFsy30aR@m1_yHfw<3`g%8QE|?R>wlquUg?%(Rz&OK1`CqgCSw_AhZAn>*G?@(x2mah878KvDE~+cIK3U_2yg$qLjZfy9J{g3+)hEX>()7u>>RiY19a@+^ z*=YLYsE#y_d%*dth^h6nsa9MQtqitdF_l~rMse&ll>Fy>0#Ibl2RoMVut^vgf$0Rb zcTvssjp>}+i4ktAUVPGQ@v0KXe{1rYB%DmvGFxU%I01LLaV~#y5AU}G08T1~6L;sx z;|vTmHF^fdsL$rQF^@{@o-@>Mn!8!UGfbbl)bOVf;-eV=!N%CchC`Q!WwLlSesa zJRTumalX5a&s<)ANZKJ91yfor%*o?>Jl*+^|A9=RJ zm9g02k>TJp55RHI#5yygysAE)LNob#GJc>kcgh<4q>2bkBXbEZC7lKwEgEpbkQ~Cw z7&XZs#y;gZ-H4A-PQHI7)CE?0oK52PnEi{+Fnu`1IwAy3X zg@9XE1CACgkpvv0g1t={H*cb&Vmtfrj0te|qk_81_5dq5fy7~2@k}7UIm_eo!hkad zPfCwVxMDnK0j$l%ZZE5@gYiCwtJY|USAtw7(SV~x15QxV472&G#S%B(d5uXx=iSMGvL@cC7+W%3>!A#b!BQ41#l7wCU>GO!Ruz69yP$} zOinh4_kR|FGu;Q^)MFbAa5L>R;AqhjLBMH`$Iwl@>O)h)aG}=3TP7o78ULy%eH**6 zO*v4P#C!9w%gv-} zL6+x?_35X4I}K=3b<}{PMN1?AryL%}N*Qy~7~czLaSom|Z5D1rR&k;Tev%or{it%3$rZ7?O{5Nvk7ST$;j#I_=^0@kRfDgXPG~uK=ero)0prDXsyh1Dp3o63UxN?@kw5Ba=E~Bew9Jo7f#~Uz_DQg4ThTXuO|3Iu#5z3zzUPMWhyqKKY9=nmZ*j64D7`4 zuIqZwIM(J7_j_-^e1aU}%X3;MC+4xlB#r-Z+G%;?*E*H)UY5)6g1? zaa588A*b!gjKV9s*b~1|sk#iAxi~KQQ!SpciGr4{G@qtpCQc=%a(RuaV-MPfbV(!1o5}WhwzCRU7<7G_7xX$HA`1C)074 zr5F*RD>kClYL#T+D(a+4LT|RlBh-s_J@?}raAs1c_cEC+o3esO9S1L-8-K<&*)mDKh>1vK7^T)sg}@ zMyU8kd1O@KdNCW)j`$Sq82#I){VhQG(E7(|3kR8#fX@mdB_=tdWNJp7wBojb9ZX;GrP*plFE=;7r3Yyuw~H zmM)B4Qb*kQP6FY;JF{+XVzQx$v9@&#&x$J=*L;xIyv5D*Zs{WdS8d)+xVxx^6Xf0( z%Q40^x3hKLcZ0PmDj$xg=cju}yVHvS;FQ5$GMa)V$o4oDQ)yJ~Q8|5lWl$VJw>A<8 zi)(Na+-1>46G(vIwz#{)V!;WrxCOTb65QP(I4ll}Cy*cuEE0l6AVEIJTldHNRo(kz zW~!#=>3)v%Ien(5#$6jAqf2q;*gu*VPC}>tW-0Rc^0y8C&W@Wpw{J;;&KR?*TK_9; z z8XuuY=9cYx3(e2n(BWa#psVtR@_cwH*gI) zCo$4zG9{U`M9g!+kInmHeT36VafF*4?%Fz+Vj{kcuT;YDSN(W+iS%t~ zT7s!?WiB_?8P4sn(vuBC-K6TfN&`#l*d3jAc{1+dB-cyhC~BG}7yJSpKoHJr$rq zad{{ft|sq6g7@AH+*bSoUL3x#X1$vn!8lHgWjef5M69&!*9T zH9bvP%G!&@PEfzaOJT5LlpZ;wr7&utKJh(d#eFd4&yJXHWkqK0Wei*If}$0Yo`_xF zo$`#_7+|AY$k{GWco(4NpUAaoBV*71bG;M|at>;}%U}fazJ?GK+dla;sE*)`&90wH z9VjW3+$FAv=7)4UK0i9~)7UwAy~S?$C;`==O>OEAO#wSTy_4e*R0-@w#tk`4GPbMw zOnM%mF(^Ijlqa1Vy&i3qdEI`$q^P%lyN;nQv9$*jxyte&S5IaBK+tyXV_yZUzODgB zG80so@oOXB(DbHGOey&I3n}^$(Y%>tf>DCdXEo`&-#1f+?7%!{5*4i2_1SNOgR_D1 zBg7CFgUQOSf`wHDWJR_2#4&uuN<)$UbAeJ^k{M$ZG(S{3x(t!#bSTC|-8-A!!x2Vs z$;?nzdZxMC1{l=y&c}!S=5PY4h zLz`rd&?>5k3kN>aSI9jNvHnl{qf#`nIE5QZhEIpR<*D#6lTtu8PZ0y0*-Ap+X)Rk= zEuxIO4g;Wrwo=RI3BG^PU_w2YkPvNJ;g;d2o1ig0UloucRAX@-;@*UsIsa++sAz(u zr&$o1rmKyZVea!hi@WkOu8U#a)^quNUut@1+_r$%g2xX{oO_Q?J3aMPOEKzAjnK-a z02|M#UUd2AVh}{|ud6xvM^#d%Izpu7Q`aKCfFGX(3c#wRRr94j59x0*5*EB2*J{E= zPf|-+=XVffjj7h(JMFr!d2k;`Op3$Q-hYZ;Vkyw|Y^p%b-*n3UBqGLq- zb!AsJ`)@>o7qHDEs4esSr_yDHFIX83KA=>PtRjFQxA~gMhOi$-VokhniVxO{-`U7` zw7L38>3|ec2SisVO{{!W$xox1e8Y6%PmZRJJIxY({arLD_D{=)ZV1RkPE99e`fZcM zf<(~l!2Y$Hd~Se3$O=Bcvo5_qkysvG$kHie!3qTeNdpmVj2c~Vpdo*$7PX+9M5-^d zkpkjs*Hf6O=t_$7!q3nNB*T|}^>c?tC+pouMN#QMu9;F(ff!BE85_`aajtJ|QNb9B z&d3N2E&#h72z1$3W{dvH>=M4F7Fcn9+EtW4>V1o&frBHCz}qabZjPna-Q!0o_h0Es zBrY_9MQ$Ls0YJOh8kUbZ{A6Q3Cg65X$+zV+xJytX_OMVeXt;;YY*(7H#;N5QZC4Y^ zA|ua0sP*X_!#)!Dk$;DS6Aflvmc2gqnw4wb&8me0ZKl{Q^ul@=**-s)Ayitn7HGfy z9so&-?EL-F07IQMSMX|w)UMb;eB-L0yjT-!;~g+vE2Qw`J{ppAtcSky$Z+&5-=^02 z)xwkU`u&sHMm3XCjM(Ov=<|0t<}~fNP_Hra0jrGFhBX4nufMBbi4Ajx^tjMqL+H3)GdTKz zRmkh3Er##m8<%KUY|6Nz#8>RZs-)xmGw&ULpj+AtCe}Ay?^=Fi{07d<&y;IBqbU!> z?iP&Jd0UL%s{EwSN&Tf`gJU<8K8vK+XnaMbVxue1Z;~(fO|ai6`R8*oKgE;N1w%7R z5@*sHy$MM^jnp2QqPpk22n-ltr;Kl7^x$$L+$k$^SCH$Yi8zM40BdT4Hg?KK-?Vzg zlEj)GVnOSHkl8z{ts_Z@12l@iWY{l}b3B@0L$3WHvF>zx$4*d}o9SzYFyO z&VmZ<7IF-rIb}lngIABjn^*hyT>bMMzjRqWHQK@*DaNl<$LY!xJ>|*uwbja6S?zZ_ z?*)I3x<24(Dw2_c%S!VQVIX#i00e=r6m+Z?q z^5E?r2e|xh!p)fZJDKtxb$t_x8ept}wC{n&+_VTEn|NnR%K^U);9% zE|S_njoX4?RKZ55{6B>tDQ%}m22&;sPnUGOic8VY_~j;wXA(6PJNN0K5DG13bt*!C z_?VCBbraD`W|3{lu4yUu5%@;~6h+I`m`gVKwnX)Ry2_jYePIUAu;%ODhP_syVY^yY zMo=}c>uE3p#DWFZkGh;GrhvA{hw3NZHZ&~)Z_Zr(WgZ8a5H9;`yR^8gY|AjoPpiUG zrj1;*T<^=b830spR1?NtmvzQ^x9v_FUDR2RQ)W-ZOa~8iy87Xra6dqW4upxSd=~Ff zL~JHz@&R`%11Xu3{Nj6}a|xyx$wvWQmxCH7!JWE>XFBE->l_hgWPr+ML>Q!*!FS?U zbIQZdhq4#`)u0CRXx+L{53inQ?G!6R%~VVq`Jrkgd$b2qNC=i6f&UFFL+ePlWw){h z4X2kAAz!A{_eV`RCXTATF>5;khW_7hnwmQPqlk2WCZe_@m-d9Lr!79Zwg7eJleLrX1?w}Y zIuIo3JN6@r(An`hqqD$#J&(SP2u;ZLkeI7HvD!g&GZy&<3w1(y(Kca8e}j1}quI$$ zW3pgsOQ$q-S~Ew>!VTfomzDpl{=PI+TzGHTu?`JIeV;|^rwaW28e+`o@(ywxg)8g= zg3PEO>Wt)1d~_Oe81tFuYdchMmo2k6pS{Oco7hZ!_a7P@K+-8bMkvTvwSC}k)om$e zawqx>O7NsjOY~1H(>Ip(V&<7)PZ$^GO@gZG0tUtmT8}PEyN7Fm7w3$2?6>7jzGQcn zO?<(2qcY!wAg%u?^bewr<|3jNOJSi=l%>>PU+Rp=)eTI}e|z0u>t~`?>F)>nmajpm zx&uB@1$|=Tb}ze_5(>8f)jwfOd}X{IM)GK?luLgBcO7XrT55&A7ss8hPcpkS4he9+ zXU!@Yx{%wyH8s7OMOGG@?NWc*sxpei%o%UQ|7F>Vi`|2hHzZmbwWZc6AzV0Bmf+`3 zTi(aM*>j8z5^7-o#`)!iO}60oUV8MU94&v+Lg^tJ)%-Zbpl_PR1k(~JKenNYDQ40W z0uXu$&l@rc(vp)sNi9K+{D8ht*Yu&_okxzanBub-33t-Y@gjkfdI0<0lBc{AOK-+) zQM2O&OUJ-`P|%LuI@MKXJ+9E8IN91&iTFJCMMhAsn=qc~C+-D@P3c%&=tqhU{FSPY z=QjW_#lJlc@BT(DRA1>YJduH?2G72l?&!U#NE*}i68)qmyQ9XM`+|P3tDAf);7$Jc zSnm4Eo)dn+ETm z3#z|baVx{^ShVMzc%&-2)I+4^gs`|WqV`bgi8ui_W`cR%aO>JXkxZpbJ!Hi{BH#KnEFXOX$yeauOqiV*ss92^v;;m?Z_skVH43tUq5vfzmF z|2YpHG|{mI5rB+Z$N>;G|=v}9vZ@Shpm3QFb;vi zZO2fO%X*Gu17w%ntgU7}Mu2sN;%&1vI=hYLFlu2k5zXm!7I0~EGQ)K|@(pv^S<$=AC3 zFgNgJ;@yfkn(;F2%X1l4{R`tk%DBI*qJvCRTu{JqcRB~6te;Eriug=uKa(y+=!NMEQUb?dEax)=?lXnlqVyQMk5X?79rq78A zx$Cylg-)ZeLeo^*Ji`2Jhg1h&xVCHLA-VC;;0o%k`U(U;OGx~i*2-&dH@#do_mzh}OU-yGk)J;|56 z16nltJ;sA%A)FUd5W1-M zA8SoW2NwhR^NA`hBs+#8n;KH8T?9>wwdL4L`4Vfn ztB3nW5p=82$Dl8eVi<=vaqOi6I#4CH{~(!Z4ekt#QU-086!R@xJmv$ULi{v|;v1t6 z&)5t=w;|~a`}FCn9o%$x;d;T;UeLJnb<(7_xYl9?_DJG|zbtefsanx*V@|NuRyAy0 z&VbnR9pAzN2LZ|db3mEZxl$W(6sOVcC9f`pz6vd`q(NBd7_DB}2gPQ+ROh9QxU5hE-gIi2=yAUfaNje=dYz~7+?Lz^pahT-0*&XuYwH~z|WVx+W zM}L-dZ5QDV>w^*}gMMpGbocsSnrASF9EGBThD;JmU5-ZVTEhlAZz!p@c8Wsbff6(j zmBa=1j1h^WVum}B7%RrOi4-^3hrXHc3io>Utr&AO=`&`+B5~34yJU>E2-Rn9WstUL zDmwSLN{%{Oeg&_dfxNWb6<`P(%}lhMV^`>YQv9`g-53NfVsgX*n(Xn+VimVSbCeq>o2GNzO84^}hnU+|eyIX`K zq0C!2vYs4yAym-s4&Tm?_a3B->0rEnUhdxrq)G1}(AOQ1RISO@$ge{wajKNv3onsK z|Is3SwLucnB-oxZfPXO0fqlEl;MVSr+!Z{)s^-9>o?;%Ihthdu2apK<;6T zdkRoy=mS^At<^CFJaFm?O(J7A}^f%@roQ^)dw zEMV5l5PuJ>@{b8u+jd_z$qMuA2wzaLGm-};4~qJ`m3A+kjk0cxN(vcjbc6ikI||e+ zH&L*a;3v(8kz;88d-QuwF|TmgsSQ2ML#t_=MuXA$_-A$SAb=FjEf!0Of}v6m>2q(M z;e~y2)T}d30o;#QgYkh}3|7Y>iw%06Zp{UNx1aU?7E;!CN-?d2p_AxFfC$Uuw#P`T z+LZkN7XJThuwsPKE#hDO{cIWX6i;x7=PF}&Tib#YB(l@eM>BRWT1+w|*P7-qYJGuW zA?0WyWo6XIf!b4parO{j|4?<5V*jZ&sQgrF_Wn_bIjH>JDROqfKZ*=pOy@4BS8moLLSML zS>6e70a%hkb|mH8r}ekuv*IrYNtoIO#}&eOLqLz$R(~iTB#6z8a^z1$fj+yO2RCv~ z1d98=gO`Q$ge`ANz7d%;+ktQohA0@p#c7j`6?fBlmi?vZe^?O~b0t&DezE*TX1ne9 zO<=Z;?H0;#@7axH>VnAF4Pa3xMXege)ZXuaPxHojjkBsQsTI)ZY49Pr6xmXjNKSSP zt!6muSi5!^eR@)UqwJv4P(+7doJ8>ckVLsf>5@ z@__NELH6U{LLUbJP$AMa=I>g7GBM{vyY$>G%pbza#i!)+lhV!9Bfym|pqWaKQ(5}G z#(+N|Ets2)*gmd@oA1P{n_jWx#Fw+``l~4Cd6ucS?}i+2Q+PJ(XM`} z!)VJm{nXx=ja;oJB$@px!G^muVB^q}UPB%fE9%Knb)$zm5xBN^rIWMj8q41U2>_OQ z31W^tAN(0BGPOZ$ZV{_xG|VFSjz)ED59>MYKZ9&^JiKoMp&!ZH%mFmd+o89hX0ZA>y^Ngkd*gI<}dR08?YN_qP zpSOR;Vl7e(3z7-s5;a7MES;jIRZT49#;s}iWN6d#Z@m->&P(WaW!B^*pQQWlJWzc0 zxu`a;W@deCyx*&)HRGorU_@eyqZL_zakOBdG2klNcD(9PX^r;0*yW#mUW~n?$o*Ke zQPFIsOZ@3XX(Xil)4(A+?TUqHyHcB9Fy8-+{I8$UcX?P=-Cx}x%Y2rUxLiz7G};5EMA;#^miI@8_c?OJvR ztaxG?7yyc|K@=?DkxOdH)e=e%~)u> z!=QJ`dbxk+sVwoE3vz~0Y``|9J&oj2=;QD*Y=zO+%5LqtC?hs-eXg}BgQ~@il3jrP z#>C-N`OfG2y!VP5#v*!Zz5KhIQmol3PvX$hBJV{Zr!R5B1J zCN!850VVz9ihgk>*~=wM!|sNx+o8j zB`t1ub#wdk*c)ZPH;xLbBAKPlCe{A|cn>zKdZq%gH9piH|Mnjf!;bR8d{P}pVBJWa zvpD^Fon%foZ(1?r>guS59@$YY^5(3N@*@?()Z%Y2wz}A>^sqlQ(wv6@4`u?t5Ud-p zQiaQTb(wSWY9=IR$5jI(@1AcuRGIn-`g=Ef&~L2uj!se6I7-*SHC2%Xe}{OSzLP(V zvfx~3r*+BlxTFwc;BFwr^y?*Sz!su6rDnU&-0a)&V!;)Yqi*gFmDw>E)+601s(w-l zFBxJzdbAQnmI-3mrKn^nRN?wAe{N;>pIZec(AGra3-8KY>92xCU8I@_<4mFmEfvLwrwS)t*m7i_#s`#nWR_2o-u+-zu{Cfc+~&yg)P<)-_d%jV>%C~oI&x0yXAu2s60Q%t)6d8Y%*eONNz zx`c42FW3EX21aNC*lnX%=+D2mI zc)xC~fF!*-GtCc!Cq^pV2)SliV#RTFbO7JfSewc)SLKeL8~pH=Y6f|h>C}`?y8Dch zQ4Kk;cX?Ftk|tHeO%3~I_n(~1*BZ0B8=!^^^>B5`Q1Ur;uarNu9;(rNF0!TbM)v7d z^-G}298eCt19T=r_;A@%B&LMJU2*Y8MR+jn!M;z}v>s+g8Hb)As&? zCMWAPEs62_X=-08m0eAlXaz?7sl6?lz8g{{K7RmhV{Y9zgy8fY{hc z=-GODIl8-{X}(h61@ehJ!!p4Wzi&rVl2?CKCub4<{{T=+2ME*a=_q>O001W8002-+ z0|XQR2mlBG;!eR#0000000000B257R2LK=dZf-FyaBgQ+R1E+J*!vJ$DGCu=*!vJ$ zb$AN^0R-p+000E&0{{RdS7ShBZPz~8wp~-5Qzth~wr$(CZBL%;n(Ug~$((AkCQPo$ z#=Je>_hbLK@4fc&y4JO0loh4Wkcp82005edw74n&0CNNYKr14`e%vHx?SBFQkZ5hh z#FTB!%m4uIwe)l=B#&71T2y^8Tt@Z;h2K*;K^z(Xzu0U(rD z8@s!OfxZl-JMSzjL}WnzG7R!)!$_*6#B-VCD}-9O@9hNl_&_Z#UVfFi3z?tTuRxrK z3U12O=3o}E_=dsCCcyvBTwq{1pc*3QZ}zRE@9Jnd*9rKXy>~io;ERV0AZ2_;K>ru= z&+np1oj3G$rE<)^T*+14S2K$;~E{9rBk~kD#?HUW~_96_x$k%tTY2C{d)a&(gE&&0m9E$UP=z% z>(l%Je19)FV88w5U$~BhhZTl$r-Z=`VVZ^Q>_^Okk~2mj4Mw>H^im?$!1!arV21$A zL-ZTaaD%BE5Y7-Z3h_CE>1UA@!xWv#^`Vvr9GnSI!x)4S>HC=}p)UsbVMVl~QRgU$ zq>)sk+$m|I(R9SnlS%%d!HE+P%tVCprs4C>EM0$qfLof(&6b+lDu|~~~ ze2)|yK$H(XZh)?VIvupng6V?vUh47^D@M3&`+M_zm>Xo+Mt?;1Cn1lFxMcRmheE_M zp`3_jfk<{lBVfmiQ$d?^s79yJ+(|RfC)`p!U{bM%`HPzHZ#Wjh4E_qe;}Lb~-sg&*v1 z09z7T$z#%^H)E;Ae~z{p)E_}L9bs$M25Q1rhqXd{jRzZ!SD@|b?qTn-JrTczyam(j zra4RUO6h}HkTRo~N4fS`b|alrJAAr%4auBB9{Q!WdA8*)(HyZ#i0Qjpze$R#Tu0b7QD?tali%uTlXjDSlTK+u)W2DUstYT(OOuP0zdLJ~ zNPaD{t|qL|F85Y((TyoLuf?raFL#$Yrc+B9H=zeJXZ6T`ZR&1nc8zq+yAHnYMwS~^ zqEjkU*#FKXl3q((rdz&N!lbIE>ZUcRVW;9(lc;4?Jz7bje4$qG%h(3i`fTB7Am~{h@nX@ zwT;AEES5paM?a~xOL)mA6&;pmRxE#i&^1yJ(hjN*EO;k?!3l#6gAZefR2L%{`Q1#c$8d}e9%hK;;Y+eYO>oWF(ccP-V+V_%QuFtAAIEB25|ef7FXMB&LoSNWhU-KtNM~#32Oanu3LBI6(LJdF zMQ_0{ivvH4CU(A+#G193#g&YW580Ibvao7tuD&rm#L90Tk%P2XWdzgz0H z@o_jjIJ`|<-_&~d2d%BDzp7J{sjKI;ajc@ONGy1f+9Rk+dYj2wK5Txe+@tJQrr_{9 z>U2CAk=eJUZ;Rh3nqHe{%;n4(EFPR@w;JpQ%@fUL<`OCsUK0d)i&((0{Tf=&v~(VAAG*~g#4s;GwQ{AZq10vjENh6*0Q1V zf^$-_QULE+yP@&pRL(?vrW3^lh@1gMW2qNzM)^RGv!`z1EjXNTD8_yX zA9$Q~+3|3-Mc-UrZuxYOg5N<`V(~0K7SqLWuH@Nz(zevfwic@xqDE9<_>TQN8TPBL z!f&SGXG^|@klrsvJJz#cK5qADJ~O@u0}+F;L;aaMcRkPce^n2sjW-jA)vVHnpMFSp zWCgigsm_$GPBLa%)rlJsUFiJ2`D44i_|jw81GB7OzuEEE`^}c3;$j}Hn&i+)cZ1(6 zE};6R?f5(~F!lZZw|t--1(@up!_2edwC-v1?|?=aL6m)D-9~et*PGzQ`}xk|U>L?L zIX@{95td-QH}Bo2ow=ORZ%Ky*_GA)C_=0#ry6^JuI&T-ceeFmJ5du(rFbUcP{C(ej zws2>2ak&y=DNgQoWn4)ApiPu!(y9sofG<4&5F8EwJbzpTe~>BxIo+csigsgZwp<}7}zGBgr6x*VH+ipNr%yrn;9C7R|wPgkLwKc8z|o@ulvA4n}8~)f$j?z4}Eu;dg}{B!~KQn;~#@E-oOD$ciwV zf&CN1k6cBb6vP8jzsR?e4q>!*+=K{G6zI6!$DkyYJ#3jxQTM~gB)889IEnF{Rvl9Pj)NHKYX_pLr);US+P3aNaq4IA8T!BO}R0ihM!;Z~7_k%_{5*;}9`3x1w zoRO^pCs`A)=aM_|3bJ)Cky0rkYugnpk+c%+Rz87*|8Rge9|VvN;{i+7VwbjW*o$}q z`#q}eMl07N;F2PWIPsN}$cCB6%AgRX3V{c^&@*2Z@h=gv!=Kigwk=-ARC=>iXhg#* zzv68+=A`VRNG3SXb$_U}!fVVQv?kNFM(mZ0JX~&|Xa}p3+M-Z9yaQ+UXz#R%(C|D6 zt9Edzx-Vws&jK+Bv6P{VcG^g}sJUJj{0S4o;)zSXuSOu@l+TOKBKi@QzW73UCVY~) z^T-Ukj*CQxmMe|zReV$bh0;Khz>WHc;Iai?S1GF_tDbad1~Wb5A1I6YjLP4BO`t_BNmk)(s{_TV z>@isgi`6F_!^W3kYDdYMav5ZS%QC`UQ0J<@m-KwLr=CNzk|EBn$TuOtx3(1au%}lg}`>>=RP>F;#uh(Ht)Wf9IU77(l8FxS+z$O58>n2&BB#;$lX3eLfX zt1%*D$ z6!dpj$E8#y3v7iS^{pd`N>D&G1I1{EG&@G45zs6PdlU9r&uRs$s{&Ui%suzm+2q|V zh6V1gNZo!yJl49*vi3KDkRnVCbi^TD#?1aq>$xg%Oz(qZ(p%So@OLY}`SQ0&o;nDkTg$lD~j;s$*IL9kmx3aAA8 zyzWl)?!$Ecf11&h+ce{cZopO1b(dZHgPOUL3Lj#eh839J!w40?a3qvUN&&d#%NC=b zp7bVEb;TJ+sCjyUqyx)=+2cOecP^;an9O{G_4pAo9f>o6dCW4jt=-Z=nDp}6Rf{7& zQxAT@HQ_jqm~6#g-0i6d#nu)lE*{uOz2-#RqY6e(@uu!yylaP6?!IQN;?SRA{mKuU z_}WH77Is`Ya9Lk zqx^_E-Bg7X!pDm1iCLZ?ValhWqhPQhN3kIyG)EWMJQ6;Eg z9Yrkj1=AQp(A){~iq)!>0t5{hq()L2$bNg*(#C@i@x#h^>r&OW=~0Iq_~~W@5OLsJ z1{C6Frv>L~c!LuJ#}GmCJ;Nq~EX8S#e=B-&7nMu@-9~vpxKMv7Kn}V~J-eHtPYipdCYJTTQI`O7&%wS zl^`ok3nD1{05}h`A>=wAd3h zBI&tjT75?v9KI3tI-VjQmAGBpH0X&cF*VCg0+FvbE=a*;r0aQX45Jjgg_l`WC#VrS zIw1X$X5KgM*RG3$VS|vb(muy(x_yQhxBlZ{ApPDMJ#+OveE>}ot#+z(u0{#|Y>rzBkB*XrnKnFd(2Ll79a#dZ1(N9<%)r&ze88JzC5~`B zM%*lAxIlS1Qj80~C-qvVvO4Ju?Dtd={S}2TV)~E(FUyPic^0$zlDW;grF#iisHo?N z(!^#lc8^`skH1v_lfn!yW19flS1aK!5Qzb-CEs~E7P-SM>-R_`!Il@;1Wj^95%>!+ z9PKDX&zhQV%t|wZ&pS4%04r=Op7`_#O^T3<+Ya_9qLF}tQr7)zLyOJ1i(1&!vBGS~ z0;Ld(E#i^M>j_`PqhvcQOfyk!~s?EZcT!mUg6vTnq z;GZ>2@8VL^f(m-VN&V|9^+lGr2UGKAMBFyK6vd!Io)Mc{+&o$!NS9P`JK#giPM9^k znomw9C*$1ZwPwdZrY#t~J9yo+cu^{Y;tM#5R<h~&WA{B!}!;m90)oAd=cgp1RGCWC4x^F4?oltQHj!pkRGsa_U@f&<_w+9`& zDs&yvRX1K!oLaE9sg$>n<;PV?JK|X!Jx+crGJj1}1~&2LRv8B<0Wv{asvGkcbEL#D ze9QcKIHzKGAvUPmV}jAE($!S0e$NG^!F=N(;28tk5<{Wa5F97wpoX??3ugR)NRpkt zAHr+`p*Z6Ag8_yGh+`Z(nhNU7rV6anp4UR-4?ZY6aU?~C41zAssr3p_q1Aw-|H**3 zH=^ONY%`k6Vk5%OGEwgU{ZfVuo|~Je@Rk<+bq7?(&XvqvAz_O6b>jRHOnPAORB(lh z0!*t(c#H@e4~v_1?^xfr$7}V;2vcsTAC(9XoG8`j(6i#NCJ3`4=e>H(6K(@m-(>5VbY5TIVW`h`N7+zv42D-tDDk@z;s#G}lCRwX}U2{o&a?_gRk!6pg#Z|%tq#})+ zXDB@`5@E5H@INjF*}`gjQp5Sg!z!^tkGtDx|4Xt0a~KKnnYKf4kvELp6+_ekBl`Cp z|JEDlR2|>5QEUu%Wl#T~exb<1_0nWZIvwGImoLN~IwBZCbnq}oBx=sV`PUR8Zv6ka z5b5||7d$)cxJ~M|PIkhFcNJxT!a~g|SKJq##Ss;xH_l#C#(ExYnH3dg@|Dv+z2RDZL&(Kg1(6XRJ4Y$G1q{ zzl9qWG{Qe46tc>9{%#sKADn$9C$BozR_$8`z5ellzhfs4uq0&sLym#l9O88uhNFrV z^7ATF0-AnYZR?}-*hvnL^MeuyI45TD8dKgddB7Q>%J$BV2t!l1>V}r;F3Fv?QRHzF z?hM}_X$XD)I9XQCEWFTb6H zwJ(weME%nvJqkmV{WnV9KwFK$0k-l8P z=<*P}BrE37Rmlp4p1fIni&A;$BFe6Fc~ku_jDFP)R%nC4x{qF(q8+gCby~D&v7zXA4A|iC1LYrh`koZmv?j- zD{VoCmL!&A7qzpY#j(~Is>j1aN=7?`3>l-qd^FV?WAf^Ac~Q}-{GeUO&UQ_WnQ(z9 z925N+sU9Kz_7~jwMFB2jOo~El5_Li*Q&@ZxJVDE&pEmGEIaldwhbHZi zWzImmHATQWY+p%S-QQ2dr;T_>rdh~x>ls6oJ^B5W6n2SSgyq6W*~(#6ojkEBZWhBg z{)zYBi+aAylr%93D?d*k#pfu9A&Dt+CMUzsx8348IZ-V|+njh89VZUOt@nbsg^sOlJI4b$P>3>}1GpBO`}71RA}8qaqRu^;{#$IXQM`%-VT; z0(xXtAmpF81N5(91&_}LMS?1@? z2x1;s<;}Y!{uPC;88L-UXfMB9lB!OM{`%&~{(e>W0mAR%_=lH;he&7#f5t!DKs!px zv*}%GwUbk7^;Ko~hQc>zXQb+EK&~n@N!|G*O}t#ebdUPDRs6?Npr-%OvOe7#VRb67 zi{bv*Is+246iFNq&LYhD#S`rK2iJi5!v`7d2#W9WuTF0+dUJD?qOj(2E145f8-;7W z)_6qa=~{M^(e;Svp*vk|YaQ|@xCaj}$-egWp)#5@`HdlOhL1QD<%-!kU_v9N$T0WP zh}7Zv_zmpSRhajmwobxE8=_uwRFH6imV=H7@V=8Uvv7J%4eZ#Y_kgJ+Rj%%i7qIbD zCLhrSGw{ZG=tkW%bceYSJT=0&aQzZ+OLcczFWmzwrsip;=C zg%)szLr`AYtqO(pwy54sZ`2KYR7w@R>T?q-KI2`Gv(jF?bV}`wB5Y6`ng4MkI1PP%J zhIC&8Z|Is__vu_RL9^rU=zf)Csnw}_x`bF3I8XbN*qQ>QM2IO-qr`Kqz9HEXSEMuI zwH?u1oF3j=h9l6#Yhoe#mIXQpu^#h8zjoim&xkVS`t6S!q0NSay!ug@2Ag7}6V3db z8hb-K3O2y7A*byVWdBUromh#%Ea>%iP|16lmGRre9^$=k+PG0x17#bbyh#J;?hR5+ z_e!`Ma)ol4?}D1W=bubEJR)H5YLsSdk$c~6{EO~4Bm-w6IfJQA{w7C4W4JA{fVSIUYUfCX#^u=z)d=nIRsR7?_N^XZQBfU{jM^OoNkS9j-QY- zH+?9RiK8XK6RYOd#FJ{oi@-A^i&61xlj{jbIAY>%vmxfnaE5Kaw#l&^(%&#$z?4#m zKyovcxI&vL?tvg{=IgP@k5W9UU!~bE5#*OU*MhQ2y)T*vX!z($WXv7VlE5{ z+KTKmB)S=QOFS2vlSm3vPz4LCF-M;BhA0Zg5$mv#2$__wpfbp3F*A#8dfAtZ=qp^@GO#`h8%~sVAGGP6G0oZ4_;sCS z4a2tM9Togu1#nNOg>Ks>HoTX?>zvmPS@%|(8biVARO@f^ch{Q5ojuCX>mdw2r>&sSpGpk*wpA z)pO34*dMw!8I!$>u*Mzl)DRXnH#LMI-rksoftPDnoYv&@eXyf*o0WimGigpy8W8wKNTW zgI{Kwii6^2J=i4|Ou^}iEa7ovR6X7yv|(se#?#;5q*oe>qD0W}=Xrj*2vkhMCd~-H z>WFKNMLy`Tn&+SPAsxYq_1Zwhp+}u}w>5(P>nK{n6RGGJU%tCG)$p1OPNOX?s3>>6 za}WcsA7txx4F0aoFP_xJzV_QCdIbSC87zeZffkenF{Xwq_!i<^{xTYZ^jzn1mHM4- zIU3_?dU8XOIcKmcSrR7?fwHbyx33E_N5a?7fIA5(TVoaPuS5Pk#C|3o>(OU~iR+IO z7C%vN=%+?R=TKje($ti7cAneV7k7$O!`*E_n}2Te1tFT%`Ua~F*nKXQ zdMEdzmze@o>W7SAP0R-CBc4qJ3ooBElsIakmhXzb-PyN+;I27xOU6hHTK77=#SgP8&dZ zg!h}9oGIdgI_l+yVJ{ZacqXe6$4PRnBC5RkVoX5wg2L(5z)dl-9XL5Y)CF}h5y#4L zR^@LnZmHO{<#ocY*x$=*_-0mB{}}(B8J2nJSx=D zd*iEjdcO}=^Bf%9W|n(`_-Fn&u2MJzmwcvmA`$s~@Af_c#Wm?nyj3vt%`x+Z8BzH* zQr910K&KZlBixp*WCUF@A={D6YI2y|52b>LhrR@Ed_Y!J@?-be7=J@7`@O>r^@I{% zz7=C4>@nP(fGFi@Tl;VcV%cM|EP_XP;6HJ*($w7|w{qGQpc%Qrp_NN2Ua*Y7y0}z> zEqs}jS0C7O!RKiph(jEI!YnejWC+)-!Nz-coe#-*j_&Yy^lx~zj#ofP@KMKK@hvvRb_n+@=wmEh@++fublVjLNm zH(BC5j&tE)e`~;2RYQt=p$X^|0)D0W@#t!{fb-tZh-qg zzu2$NAW*CQ5Z!Cc4Q)s@8w!moe;I{{zhLi>qkcs_>7HMG2|ko><|2!`)*gcCX^Pa1>_ZovE^?mpeq!5klsjq(UR~vXnB@ zS_UR8JKpm7NcuRw65LkkfII2aEj;Ny_>JJ-r3aZ`Ln4eTZzUF@_?mII&<`a}jD&{h2)d8ri!@OCf1FK#H5#3${;ByDiBQ%95LNB7%#+-;LIQX2TtOnTtGjyde}QrJf{A0poGAj7jlbiia{eZx-)7L<<;@mWM&P(n}{sQsO;{%k{Fp%)I9 zL}yBO(Dn7Jvdt>KNr*$<%4kWzb3&uFH1*C@%IsKq{zpI}_N&T+wXn$;RGU5@QUj&4 z%*AOrwmK8!UUI^|%6h1R!{5_f$9o%S;|JYX5G`@@hbFU^h(CVzqo-Bwc}*ZS$H66M zE|AdSsvUOAXKOYPvDsC&jw3A1bumBFB{{M#?PP2}rXdk4pOp4mD{x_}2)Q0aN5A!} zA%Z>nK*hhdxd{Xb4QWZZnY-em$saIn4*#V({;l_De3|(XRt$8%&R{|W&zNWh35Wak z4GgeTKLchojph;HT-eOJZljz~l=&c%XE-p@5VJ_v5~9!2uzSDx#Tp~LaXsXnfoklPUTv|%K{9Ilw9YiOuEv$zqtIg=z3e%LP-&R%|d|Sx#T~|0X zqJmKUIlJe-aE6<9n9nLg@5|{_T=WidfKe{ixmBYVrWG1<-$i(fy=|nk8UXFEHT~=4 zfs(GP8B0}7qev+HcH!sV8zoB8EbG?^S>70`c2POrzpCw)l6Gj`Mk-)J7I&TDM6rEbgE40qeJ{4GbRQ$7fOIWWUFWw@>2K2z zLGuAU$9H?|f0YoL6;iA7A&kiyoD-(`fNN?`D6v zEgRRbE$WL>AMj4FvWJ<=p;i)Iru^PnkOR>620gHzSq zA9Ln1U^k3ZVB}Z(yas>f0X-A(^jBx00qXXRnjT4RoxiJUcn-6y{Qu4ISDLogYsW;y zw%!)D9y*h;`hL_5$5xG$li`>{NV01SewJpcI030(2Wn&;@QguCjU*?BAG<+(u7GEu z7rI&eRW0?W%zs%{J{Gb1c7@k_S9$4xm~8@-G=m-4QR_A-e-NVN&0)R#^9Rptib)kn zRrs^}qcJ0qipqpdhtvOq&}hJ0BTwWzSgxjX5Y_&n8{_ljj{K5ROBm)?XI z;xMt2X>3Tu#(vJ6M3$AthrmgSpt5kb7WtSis1DpW`rJSkG*>-U3--J*6mRu3u^Bs= z-*>aQw<)%lyUfO_FKj2ZZB;q`XiY*8I*K!L`iA;p-evZxq9+a4W6Xlbl_jsuS2jTm zO*4U}@nEu;z}xb4>6XXtXWm5gV!7}#(65Yv*pGHpOVg?RuP)Ux!bYLmJb}%~<<#wP z5&j9j|4i7w)$sNQ<>+DYClG*P2Os^aujsFJ0}O>omy~M|aqt@~Mb+YWFUFj;m(%HHpnvhpz%GARWu8QEwj4E;;(9QMeMkqKvIrAX88^ z@mBNvUAi-tP_g<+-=s-jta{yDkP}z4 zXVHFb=(B%7U_S^+Z9JgWvRPGB`y-l_8svvZ=dgMP-Z?-J}q-B}F%Z2COu`m!8YO9!8-NfT^W~3KJ3RXJemh#j=1yCx7=e{z~Bqi*7;Hlo*%s(%D@AK?Besdl4oF@C#&h#Xo+hS>wXKn7t?3tlzxws zDo~b`@2ZP(nybAja;dacH{H0FrZ>pA19 zIoB}p{IYc4j2bIAS-9N{vA-2H;1}kYi^(Fmn-mfAJmG% ze-zC5+qm5g=!4G=>-vJVEol0jwF%>B zf+XKG{15CJfz0A>_TcLd4h{KX>Zs`t;S#v<_^?eEgKeA8Oi7J$I_Z|9-9IH^fVFF? zP=pD}hq8@xV$JAJYSTWt61@?wci5EOa&2{`DqY4xuP!d;p|HVvYM5@p#djL#aqPfK z=aTDv@a8(S016NBPr$JU#$_kK9qI^@hSsx-u2r+EEE;ysIBub*8zW{9jv=IiXoQ+B@okgbgdsA@Cmf4)J2l0it~h&G^J9`>$Zt63TiusRKek?BjxO``h(b63Eb#>hT7syCYP-H-{b1!HhN% zOgmT?0o*qMogrfUw09QQYmT<#*Jdf}5kfGd$i-iFa}B?e)#~f-P~d#9CPt0pj{^=AHwfcBDv4>d-JQ_Yf)b{A|UN+38t`11>)H11(4!)&sfa4GWg z_HyTco$6=q#I9j51>X5UAyiTV3?kk_t+@7=BoOyfEkO4qb=$P)#v};kw`;L)XB&2p zc!!NRPDOOFe#%OpLAoX>#rNFKIWe;$HEK#8+q5t=(?L9q2l8;OnNpV5c;GV zFDfMJN#=S+s{Uu5nMAe(KkUhkFa(Zw=Jei#+($eJahTjV9E+>9SabI-#GLWZLlE`9JYDQH2762saEQbM9{MV zwyJZBp4uU19n$9l1WMRzIC-{Un0XZk!4Mtw%S=M@rCl3yY^tpYj}gVV+|`(@A$-zc zjN`v;hXPS1d3kG|i7ySf$b6*iSk^UI=c)4MNht27I#IocW3I&@Q?6(Fk696|Z|Ds6O^AXwHNa;Yvl z4HC%>W!sO)%)eR(Cpm}BUZup%-#Aw-H@mI`PKI>FR|$x6RvXwwr*fxbY9AVThxg7}Rx=2WI2N}PxJW>~|4U9i|)$1x9$0{TN$LfBMb}W#V??zFxRK4eA zyCPq?$CX(%=8(aR2xThO(~#_7gU0K&aq))ABuuu#o@!m2#}9p_MX*9Vanf%1Y*Kij z6BFUNJVXZ7na23UnSJ#5O?EPw<%71mDOgF|cL*mL*}35EYfN^N#@pXrve0a3wn!LI zhp*V|!%fD2?+C$LnAg2f!Vtl;y)6JQCxo#bD^Dw)=NsExrDoY{P4mIuvUkK-sRzhO zE?gcz-KjF-TtLsmOqT-Jd&8G!)6_XWPK(4TDLvIq6F;z83Ge95khga2*#B|jG>X0y z=|?LEA~?}>E%%=)h|XnJ@j%q+c^A;;HGf9@zG{L&{)0H{cIg%Q{W*hvC2>UY#qe}T zJyJyX1F`ryb^?IzojIGOSEdt#O`tM~J%myTQ+P%lgE`FSCQQ!$_KrvqLj@$91V>&m zg*Ev_{2#_M`}rtAolr+X+jttkQxNi!r^jEoz{EtHflc$&e)_`m&+yhKuuU|V)V{W_ zc{~4I>FJOTyCyJ+A-Y-LVG88Amd@rM@cRM(+aaB1auCz_U#}!$A1DgorlDCe zaK}U2G5B&`+MnkU#UC@d5^rk=YBVK3TAqc1|FpG97#&O=Ig*u7mNj;GmO$l=AO|MG zb0{z5*yG)5Lh(t2>LCp)Xk%hTg6o0qnooS-_`pJCoxowA{)O-EHlTp&4<0E!8IiX# z@DKT>n2~j6p7gL`paP-j+LXw#I1KU>+z)fxoux>b6D2FnkV?y#ZU<8{h}CV)#g&d; zpmsyM0(V=44(P#C{A_@=oJvPwdOC*R=x@dbRYnm*^_ zoa@E4_Jb*E+EW?kW#+j`pL^UrfmUMtVjmYNX|w516G%@5yK6J(L3nRfr@MGg5uvwdA)b!CWru%D=xl2E8pX9nXS< zS)+P*yQo*>wN=~Fsb>K_giE`EBP;fxiO?h$j0?4Np(f?-L<3K+_ozLEuAdJ5 z*8UfTGhfMTIotM}USowGe@oRXIc#%fyk8~_a|M}|C}eS~AiY|-O#eIT`|Qx`fweyK zS`~zZw^W;(uRify6~?W{O>@<@$n!1+z0rU0S7V;i=PUULdEYLhQl!?&C9q%F;@&skVg<~Ry|x&~aZ3HBql)SZ`A zTGHZPuxN!0T1Gj=RoJEAX($1BH)n*OFLY1&Av@3T>AK~G(6`E>S3$hHm)3@M8$(L? zKUO$)-Q-&cZ+9xkc2o$s#vko&oECxZwmxTKRy==!H052qthS{>-V7p6ME3L!HYxCu z20Z}4E%;tsufmVs)|A<%w7Dz{Gv$+0bTFb1C?G8MwkV|9Mrg=O1or4FE>rvP6;}|n zFK^^7%g768(wFe*RG|A@6$KW%kf+~b>)bqQhaLU&@%;fGsv6X*!5`t+U#)GS_15Kh zZY8}5$(vc4Dz3XrjAYG|oM=0um@PZEa{4jGr4nD_N}q05gCk@V4>62I4wx6e@8I%UB``zpMfs%WF)+tVB+;hzN!*UMA6KkSjsqFF0Yjyn~_RPRZ|LnxoqeM}FgvJwwT zXEwR0pO_EI{Nzb2^k{|uu~Y&!qqUsHnq`wA>d?N>_&aI85flW^MzzLvZ?iF*di#|< zRqu)r9={gV1?TxBIqUr59278Y?iaN<9E|c-9pES*g+;yHWjPVAXX%w*-J2<~P!{tg zOZ+a&*V~6p>Y$YM_63Fy49g=Tr8=>xouF%pbL_EV9l9*R6$ z=Fs=s^ov;mn01BKd+GS4_OrR1vq%Wwyq z-W|UB&(>VWI^n*RsVLG(7Fi@mnbWemRkzzL>nSKbUp3mj2qKBJ?YRkP$?*I-%D|!I zehGm(Bl0c^gV^mEUi|IbKgk&!O3sMQCCbV`)n07+xZ-z_3eJ3YndC;Pa{Ipq0xXS_ ze@BFh%pE9g8-?D%zdL~b{YzSuTRR4woAizKZMN?;`c$Tv<^}p{Mg|`NoQmc}jM^lA zTDes3g4cB7ds2C$Vj2I%j>!8SGZr0j;IU&+f-s0Pf&+{SFof~=q|vs(0ervbMD_oH0M*D zqOnYV;uLVRiM35bzNa;1(CF+N(}Ja0Q23xz{WVl9+X7$p$J;XqeybE%&5m!cTRq1Dp0J?zWg8s|&^nR?Gdo_Q#)C@eMUAs6M zruVi_@R2Zve9I?tlOYMPr)r8`tSy5|-3I|e4vr{l4ddU@4c%Q7b@E!b0rd`Iz}~qA z`?#+~yhvqpDbANn>z<6g{hevcrc?dO?sUUUpn?qPuBURj9sGP3(VH({4}Nmd6eGc& zNp@U_J46(+=Fd8tY5CUlTQdJfkrG0iY$H5kEE-FyvYz}I0D~fJni8;&QZwW)PZ?qz zr#m)UElP+?Vc?uZe?BT<-F9fPAsGK7=RRL_|H+3;J=$(GDRTaC=e4n6 zE2+!Qzo?veFjISHFuvD`4{nZ1-BBu50+BpKyp9|ICkXJ_L#fR~q%DAU{bYw3n=SmZ zyvehGRq5{cuy4Guz#m1k2E$dPLaia{ZgYl7Ex30@tAfp<0AZzkZ!aOg+>ipjY#J+c z#VfVILTrkp!&PjJ&&Vay{B)sdd?++#dfj8p8Kx8hr<{VKJSlm%nB^mD<0N^*EJPIA zz^EzW&01&iJsfzwmvyJA6rN>_to!qb0++>d;$<nFB?? zS_DZmOpl>H5tyTKrni=p7%!S1K?vPZWT+j7jj&-VYA%p*d0HqMqWSu5_%>tg3lQPb zvpg*iXcZj?jQ;jN03bl$zesAb*j1Gk@wWp&FN-Ps{Vx6}_1O&rmr%X7|0ospfI0WJVNjQv)b z*Nw%08UVVr`2naglnv2bEWX>IDL+c6k}}#&QzHi`dD(X}6yw zfnh(Lk4H{^!uU4o&)#T49~wxCvzf%v_L+*}9R19;Maz;X7ELA3mihiW5k?==0ie4x z@gB($^C=1A4TADS(wsbQY><>@#p>cs>|xYA!%wTB8K{SlFjNfUIiklnuIGp?soGg> z2N|n|(#7?tcT01?jI#?gfmRPaGnLW}e1%dLFcr>LKg4J3Zznm7Q9dx#T!CtMLjyoJ z5eR#`oDPd-@X}_RqBB5OlRZv4Wc3We{03I>334&Cda}A{WUwi~cGyCg_!@1IsL8X| zq89XJT8(hF?jG!xi^C>+TPP{dAe_V+!kH!2$?z=o2fRcG5BBawWU{j0?`z*x-2 zrXZfm4XfaYz`3}&-F^|E?RVc~H-gv_YfSwHLr(Bk8 zi6>~SBlvEjYSc0eW}+tDf%{ZnEj0+#zAerYil-PfkI=iUsZUqjB=xCnL3yGulk_E{ zh2J&9J{%-SZj)bI`DyJfVDVEzXiJy((VCx8$LoMDJ#X@kcULOCAYPZjcLu6zxQ-h_ zDlvnfdJ3;G{&{M_SDeM#is3N(QygE@4AAWz94O1-Kh+Hgc#?cl+DI}Nn;9nBVHUa* zqK;#ZhR3glFnE*?3P6`aYEA~*cklt0;S+p}_b~-eIIL{vTR@lYEt|_p?l3geAZ#fC zbjd5f!8s=r?~w$`rBvoesL^t0zUx?8lOM(~eT}_U#X|t_Euh!OMf}3CX|U5`itcV#Brzpmh*V>XRuIFbQ9yHn-ek5R(eA+{VCh&_Cc zZ%dM_hSVr(X~Iuzqq0y18a#37MZ348PJn~B8K`e58)ygq1@R7v2Ow0*VdTY&(*04 zXW8TOkUrkP3B1a7^wyeV2#R7dNyQbs=~1BeC7@@JYx^yCFyB^^ypl46@f-ef zn7|_h@6x9(@Q%z)T3*Pl@beR~lK$pPeHDrdi~>PaQtio?T zjB-0GdjSr{X?6mL0QA5Hbfs3-rff?XI^r-ruA|S&Or}GBYOkFnz3%Bd-vN3id_|u* z;pE%8;y$l<%cAWP@gYa3GHUcRR_HW2h&1tj!)oF^3#Q{PmY}%L62TPWx81`#7C9vZ zpj#6k>6}3o2=fY{8|Z$gRPt97Vf)dl)>HT&w%JkTVJM7R)C?Q(hs_op<-v3dHGxS0 zx~>4-;KL(s$%oh;PQ1rpAZ}6z)%0nuu5dgdX9|1Lt+^-P0eW?g(%zI92=fA`#6a@!gaTR@ z#_w(JGx8-(yeF4!F`))&-xUmTd-~gbi$*_O!uM#XdUr=!0rW78W8XX>0NERWo(o^& z6AxCsv-0=B^V8FC8URnBC^VL_Sz zbZL9$A*}PkzJ?&TyLNW77sM{i_W;n#kS3fl%YkOJ;^UqI`b27qqG_`nGasH%JKL=R6Jnbi8?4tj|qH=fz64A{1S{+$PaZp3qhlVzz~E1b}sRRFq& zA*mj<#naf#cKZ|^(JVDpPi36PpX{yVv$PSYiT3D?-Lm%Tz~9Lfv~7|H8*zb8>+kB+ zQ4F{@35;qc-VGcBz6o5?Sd_{Dg<&ausItYYBA&uj`j({KfA-Ogfq$U11AAx{X_UXM z7}nz&eOAqx08^UT{hbY8Ql;k;pscmI1Lzs)rnP0)3&&>+5F=9qZ3#@X8cG7t)q}>9 z7>;2WikJCkIG#_P+6*JO_rg0V2fm`&3$LVJH;k{`LE0j*c#lC^AL%Hf@H+0{HC-0v zXo9O8YpY1F?Qe=Ji@Z3=EB5IC?!0AHNm;fLO!Z*Ju@gs7SAdLNYlRyaD~_*eZ3XZx z0bNaaio`hF#bG&lMLFuG2dOLbu>=_Fuo61*#$JxK@12a72GooXurOds53BW+yae+zI;u-igVAeS5Ys15Osb}N z)Q33~(}-okS}akO5HUSAF(`b+|L3DxT!LRP12G(S+2mr4)@z)e0{ToGM-_f{I-i|8 z);q6luNx={bvuz}UUYGipWEC_=!#n$`WbZ82YK)%PWiCnm~xxWv33KE9lk#pfARH< z&Cj!QEGvOcX_tjN`(aNlmqxCYqHwnUQtpcuKZV<>5 zU0D?M`7Tw5J3`Tuzp)S_3FprsBVNKz!tN`01O4rs`ScXf*HE2p!v=hWX?T_Dv=bgj zEtEwr4&Su5rJ@i=~dZVJmi!E-dAs-iMp`8CMxnjx(HYXJA@SMm~VQau@jHz{3HGrV zf<|6`vItDVYDJ1D9YgJlZq61c1@t29=R-Q&!eu~HdgA8_;mmgyf}vF4=N*(2?ac9G zSt%_)=8%@Xh<_cDfMm`S?xpCyYVk_zpH)Vj{oto=4-R_-;!em@SL*3n15^2U= zEI=W%o($m#+=|N#pOJQTk}E(@wiqiw_l2)01N2ye`C%PzuqsXI@r76|wqu#Fg(|(M zXbA1Bfef170ES2gy&RZNK!1vVi*)1IQDt8+xbSYEbEj+7ha%I44yvL3%uBwGY^d{e$kr3D(Z{S0YyA^mJBhk>w zQMEt^^o%6vd#wu2=*=?Ydq%;WF6J3#VPl$`J4}Z~jPj!Tnj3Z#-Ry>?_ZV`t-$yJd z^k{jTS_D;0v>OUN2i<##-DIEcS6eg4^`Als^x^#EQmDbe_cTTj#uwl-e%}r%_>;Jd zd-#JuzZ5OtiBL(60X>8i>L%M(?`FV@ zxb5Qbp1%NHxp@ZYu{H&R90S%gj8hr7lL6h?X19FUN$s0O_r8*ukz}vaS<19hZOz)k z@Fs3p)u<5W0ifq#$eE$Lec;j&oU^E4_dVa#Ll2?CNnohRjr@eH%4oyTJ%Lazos7MV zOKdf1cl}Xn`u%(@XSka{AnJ_9)R)hz#t@Fc&l?LG@fi7Hq&ar%88%8_x$L3VB3w>$x3e!`TxlyIw`E&M0Cl@|lo!+E&)jkoQQUH_^ zfNsaS<2LD@Fiim6Kv=p<$kCUT$4w3z=nBxCSvUuHG1No@hWOrO;!`jm>+lT@a1j5D zKdI?YViz`HDQ06VUSeOg;kD(cZli^3S_R9~gbrk=ql!n+)@U(<1KkgQyh_tzi7J}UVw zSj_ic#`DzjHTgRks1{=gY2j(|5Zzd^^|G3NVqSu72dkD0M-fa$MXM{z;!D+@)fN|= ztfL18pii*^^cZ?=lI{ULE636bjR|pUEH_K99D<_ghdHF-^9l6%&3q^U^Y{~WGY(N$ zf;|q&Us?uqaMaz_9R>v~pr@xR9il$bk7cH|{l?*{N*Qc*x(2I9lXlmKb4bU@XM?j7 z;vYvJD*3mufKT%+f&CCE%voH*b;A7~0?Ry1!(co^USFM*s}ORNAjAYk&O2w89baLs z-LnnunzZR=zM19VbKtPEKmqxW)jC~KIFiY*oFgWX9npNNyXJJ4E5mnZY==a z?)=XzTou*Vv;lOfiq~c875!}AdXb>k-O2mGq+1QLJLjW1Y{U@tG?n}WYJ$at^xZhj zko7D6#u>TJ^E&=~3Wni1s=|h-MfH$FCuJW(7~Zs*Fss6lH&oM;|78fcPgv-r&KQIW zY~{c0EHuSq4MwT@egi|%0f%&0&w!qdEj^qX_dlENdya zXPlklfRv}zV{4B_{z)tq`Sg_APw44{A1xwi=%oxs0dn8(0^lf$_e|Pnn~e}zieS)? zF#iHZ%KLq#HTmDDo}?pmC#d6hU?WyDtVp%)df+j_RAzayK0<>cHQ_2Iz~UJQXJ|k! zOc+cmS6$P#oPe+G-q|Sp&+g8VXGs9mK1%@yfq+W_4}yaj}qRcHTm~gBhN5e4h2ls$t7zq{@27F0pY0 z=w;ZJT~&QYR%+LG9Zb3#T%>i;uf1$hXw{kJA+RbxI#!U>GqVQwS06V>bhVsStjL}> zpAaw2=NfGmg~sCnrklNAmgBC6%5mHaw@92E(ODDHvgO2K3Y1(T+$&W-2B!ghI-#Jh z4(_uUPGcF~bf|fRJq!*;IRu1ISrjE9Yl+VC4&C?gG1gMc?<2rp!LL;Gr?H=EW+{7k zGy_T}G(|0H`63LfjtN{S`e3Yzz^e^t6_$ydmO;7(jyPCqas=p-@_SDewT-5B+pg*4 zum7zO`YE1R&rQ#2qXLYy@D(G5;5x~dme$`YO|L;t7xmCWu)s>8=fDQl=P}BY{EZCy zoiOh9X)oMYz12{d1FJv)nCJI3j1UHgtMZy>nC5ViRxFY_J};GdH9W>Z`xLeITUdm3 zg!p6liLWa-NiMvLYSG@m|}1V|4Jz3H0YLG+vgQirr35mzT$Jj-OH% zL~cGkMP0YbhSM@fK4iO`m^8HFq#m~-?v)5jVIvb79He4&qk!| ztU>{6NM0x2UddRLVE#-8xd*-1G?qP(+ zG;oV&Ij|O#8*c_6F^hty$0 zj-^%PPy431-biFmIG@f-AmF+;J!O!m>ZKAj5rpe9sE4k22Ez#Ci?NET<9qtSDO{E( z>Z3leduZ9@nb20GO7HY`Xtc9 z#GIo8i^Lqpo!X)yv~g+akj>Ysb8~BDSs4~@TAcMvwrE0n_B7TPNd%n!E&x3fHA;KU zSDc~|r4K13%#cmHa+z#!4)}GzPl9=t!6^hXT}eC8(#e z!_^Xrqv9;h8Kj@q_-T9t=wMIW*Lev~eOVO8`C~49*HN`K6N%q0ji+WE1A2Ol!6Jf; zEy-~Q&@BfHK@{G#8d{ zF1D2VQ`M`<^OXUgVy?>sLXH4Els{dk@g5HYz9gWV?2N_Hct2&!V}ey;o$(w28C8GJ z2D{%Q>|vA}CCfTt8clhOqSkoB=PPL8c!{C+Z3Wv!>fr!>K(!$51L?@vd@E8Fj@$%| zZ*7hqK91EEJ9D+Qyi}ewYyy&zcNj)bkq*-3KvguRt{#L*4A5(-+;_8oP7vC!u|IEN zKekfc%-|C}%X_VliYSiWIF2TEzHK<^fz}&hy6`h=r~>p@e8_uNs}P#uoGyzH`%Vfp zzz|j7R#d^c07rlxO-i^x^JjP$-`jjwdV2Pd)OGR}j8f*a4D;wI>a#D*Vf@MrVU8>( zzQgu3Hz(^gOT>F*NYDC|LmJVBf%kJoomh*Yq5oX&o>*N1w>e>nLm!O9FlyfiHVQTz zQ}BV;_M?~NcdFYa8Al~whIiQlUD2O(U?v0aI_zKoK9Aq|I*)_$Ui*!B2Vq-99S5F*CUnyg!1&j0B#ep`7 z9QGgr^$Wnl(>}EX#bG}WL-2X(4PR}H2|-hN3)UKiNd;O4HK4~bY*?OdjiAP?iTrrQ z4xodv{6J_FaEyBONmz?~&<+vz^Gb+=CB+q5+A`!L?LDi@>%BG3<5|133 z!;vFEZ$RqTNAoAB#-8tJp%fS4Px|OJ{*hj{aKU0(r8JJ z*m8OI^fzp|WmssX%DQ16imLvWaJi_A?W~smi?isPB-jV^&V=3;UXVQBQ;|QiI`ok3 zeCYRbW4>+Cf}^?sXfp zQwubB%aZU0zh?!?5RwWhoaTQ7=pkgaTXa>@(NmK$U>&fVOWYBl8!?f=Ca2Dx!WqGM z!tO5jvN%Xz(0*2^5_Vgy*c($`hSdK*vUK#tH{IHDxrqH1BLH2sMK~GtjsU$s0bTof z52=#C2D4ehFa4(oVAVrM5)kA$adZN4+syICT1GWA-1JAi&pH${*1Xk{_S$<%5(j)t{% za{Ir8V-AZeyRzh}2vK%Dtq?XU&Prd3Qo_BZt^~%sNdnMaw(l7%QGJF$0J>9fd6D60 z4;p)=XiFHXU@NZT71a~_bsems8+gZoK1q{Au$yW3DI5cOHMU|`uilk9n9YEXG1f^P ztjz4eL_58Di5_ZjPvR-eGzI`|EgHJ~U@tC#(+MQ!quFi@*K6+ZhhV;WuiEqZY3txPZUu z=SQr59=xv~sh!naFI5RVuKHU}xdrHyUIV;8>ez6=$Ld)33SwY!hSY zOt;s&1)wXleAuSD#l!#ybjixm(Qa}eyoBr;v87B5o8RIFmQYI>?JBr69Bz@S0X-7q z33`zM-AlRfCtg+w=sEBQ!;tsX`4oKT_5`Q50lg}|Cy3Nd`Mpfo&NkX=XOgxyM!Gl@ z8Hd4C`tH})9?wxSj{sr*8c!ep37_!)6Vt@&U0labOz`rzOu%|K0NqG9zr?=CnBvu4 zNwxmRNMs#>;xQ2IUHD-IjPf9#rT}!M_AJNL5TVhv1$4>Pnqm{1_In0APXl{AI$|?F zYbQF>c?}Mrs~ieB>Bi#t%t11h7|qWyYiUNdWKI-8F+N>32Qvxo0{U<--gf~M_CaR8 zI=HBM%Dn^`{BLF}?_rq5HkxQ>*2hSYk948mvU;?~eu7+!E0mw{=w(DBoJS2Ry6`md zijtEwhk5y1OdJVERFCwQxJ>HzXr87R{p~lq`x|0hrhSR`Xg9h5bmcAeC40KOXb5cq zUE;Ip$Zx;FJ#yoA918BNREH79T2isx#V+)92d5P@I3rV;^hfU4tnQFwlCsm%m$t|a&nqc;m`qbxp?2JI~TUH91H|zlV$COOs*qWs^APsxR zgL$(cwx7_`!%xVLUK|4Vv6rCK3#Aq7nGixwcf3a+zt5mO2nBrtvn6p9y>-&|ap*=m zw3V$^R3<~QWSv9t13pJxtBp13$w@!5n@-X(pf|=jFPzHt+(P&?%9VXl?8e)w*6K^) z3jV`DvsKVixIsqmpW>9O=-;-RqzYk-*N=V%gT?ZtJSsemGo(st>{$}M+h)HLf>9hz zGyDP-6$w)PYigN%sh zu&}I_Eu{~Ml5236Kp!k6v|hqle27jcpmJwudVYg@)9C5Y+^a|Klv@JEF_^4EVGI2k zit40CXYicGd`BeS#n*PriG*MTLr{G?eKMHZP=DFT4D^(Zgjl7P3G3KK%6C8*snh-; zMKnL<-5q~ojbBO&Nvrpt+L>Q4@rgtVOIMb}m@;0)f=4Tkn{vkkJzYl>>EIdyCUx9`+o2A}?#wu#0h{7v1R+s=Dc=&ZjI z(nBnU`zfncqewY7dUtC42bj%Z*1%$7&dAnZzZpuG#LgLpS}M5ik>6JEw0FCWVlmZC};&^f14nQX%$4v_yiXp&zyaG0TX8Qx}R zG^5^he}Lr2Q<|)ERU)|fCpT~}LiRNWIgbo@K`vNgo)#t#wpgtt$KhFw;%lV*dJX+8 z_G{-MVH)K1r-(;G)iuIRDraLR<4S5>DrFzX*MmJZ9^uPWBX{iVS6Ce@;_zeKGurf6&+LJG$Txl58om#HKEA8R;fX51zsgUXEK!Nx>t9o2alJxJ6Pf=D&oc zS_FBxKj_5>{Dny)5*a@+tn46$vOns<6+iks=&huwH}m_U#aX0j>(iGN`W z%NSDV2!8TNtiq?HgW)~}^lIlrW{33RK-sIgiWbi#tfOewnDQ7(7oW?9)dMB~CU z<^f9D^S^M)5hASt-Nf)*2feWX z-^+*i)R<8|y&IO&QU*Eos%<#-E}(~yYMyqGpfVOEM4l_fmY1|BuOdK?CY$U~M_E1KYjy*#T%j`YFe?cL2SEW}lWBiwUpZ z*=|t-S9q^GI86H^hfUFnEb{sBe7MSM4!EcVrUwhhXe`lSlD|2Qp*7p)6?};^gz__3 z!Ir2d?=pTHhfyTJ0KF1!V2FeFq+ITmb=|8bw8gum`>ulNYrIZ*F1G?Ct9?8sf6f5C z1Qq&Qnimc7E}(~F0!}y}cv3F+T{;(Cad-)RT_k@pa(vH38LxbQd;EmqViqIWJSoni zKS1BCneH)g5P54mQ+|T^1M1NdbaR89Zm;hdiB#hk zaEGC7Gp3>w!QxS|omTYI76At6!<=OPsz<`2Z$Ph&MHb5i(yU1fs>qfoZ4tT)U=C@R zQk9+o{pc;89?o(G=y6y`@|RKL*6=Q%Ct^28dc1?@(R;PENDRd|v%5DSH~qdI9w#|Z zw1^WONc_Dq1Ru$tiaH-5)*Jd2tP#|9hSbrA2lRn5;|fF6wv*zPdHo!$XG zHzBi|1*|kfZ#;)r7&^COnuT(2fsH;cd=pPU+2k-oVP9M&9S$Twuf|v~$f5exJD@km z7mSV%EsSm7pU~YFJ@7t0v`Cm6#ke=uE6?&6E>Zu7L0FIh`g2}_v9j2z!BnC7Ah^c6 zo$N3~q?5PHeQU;N6R1+(!7}Qm34GE>7la`n#`8P$3+dqu%B88+mf;v~;ugNb>u5v$ zm&>6Fm`ljlI`6s!=q)*3Sc8^*qAmqN2L5HRl&!XK?!MqmME zdsH)C=}b@!-bILfKMl~-;ikfB^pr6ge|JtVCYCW^H1D`pfC73ttg^@wQ4;&<56OK~ z85gkGf_UY_PF3Y|lv)_3lEyU@a2{-c-pos%ot27N%gSY;gyny6*kO^9*0{l*d359{ z8^NzD3Lq1zU_LJ6O$W8ZOw>+osI5Ms-hD=wfS#Ue`w3DRsc7yws=e&T;`uJnE+XypwYlI(t5KLnU z6iZW}!kMo~71Q==oE5zg4sx`5XZb5TzQ=lp%X@kU^e$}c;ucZ(R~%27naU#9uCrXY z8BM9;jZ{k|aKuj)6$PLNAfRh+xj2X)V3yq=kq=+|mFs;5$4@bg|4u><)K^plF&n{uhelfj!_f+_Q$HVI zD{Uh=8fi9VsEw6ocvm(f7s=(G1R8?T|S#yZ`AmvIvv9loz`Ko4WfEVpQpjEp_)QYOFi z5!$a>rG~D8lN|TnnCBRX+al{jFadg5hWu)&-CGT{y_OldB3{yfWtJl_-^U~yILnD; zxJMnH%M7Ns;U7Gk`tQzENNb!{AnW9FKsO@N?iyAIV#uC*-~(#%bGS=Tp3Hz-%#BLM zJ#mNauEjHj&{taG2?mx%{PP5wYn&fYS}VNnbRAdEfF6ervD#u^wTVDl(QKJVqKk{o z06h$I@Rf?Hdtq!LZ)Poz#}`!8B{cc0OlXJ}6be%L=jQxdU5&Fm6s11@(uwxhH=q~f zs2<~>FGEQD{-i94wGuMhN&dXCK$DG8@>_9yEqDMultCyobr{SdBzkKCrX%)ipy{OD zpc8R|TBjE8)F21WEQFVhI7GH-xj%FuR-lp@q4L|t;8fiA)cpkFXkyn35E`VQlqY%q$aD*K;B(NQD+ zrMyUn3Ek)`1-*3lCXS2l*oogTMe|LR+FK+ez@LPn&K&th2Y~)DAz!b@)*9lJRg&D~ zJ}6G_9>f^+uFb9(X~AZVmk3H*3Zaocsm37y-RD-=*W1LxPevdW6PeojV6kT>=SkZy*8E}Phk_i zZY{^hl>n&2RhGnW4JrJ6tmmC)u^Ve%Aiavw>HT-ZEjz6o&S!a*f@%q+Pl65DkH={h zvpH%k1Bv2A2e}#3jD6&#gI;OJGV|rh1Y#5lu@5?<3mIm0s@hPO*MG*4)!ivv`(w&o z(%!iV>hEGJj^hq~z-)9yWezhX_hC}dhH>(Sz!Ez5hsF#l3+ zCkdMJVl&~~nk-k~?{rf94dEVUcrZEejwg6$*RdPVAt&nN96r!_9j;K!q^~^AHhls6 z<+C17+0b+Y!91OA&#Mf^9~|@cEdtH47jN4@`au3pUN7CxV{Fe417K#xix%&L11G_3 z(uTD!oT_DQ&43=b$w1(IIl;Gp9);|v$icmadgC0)Xw7)V0$2TW1^!NFAKhPmjIhZXm>x~Bj$nQS zeR+2#B%dR>ESEynuQlWyzAJlu2y$TnLH!1{pj7}QlX_?`;V*}P4pNa>e1CuyRUe4I zy|&UFim5V15*EZ3g_>Rj+)##+fnLh_ZV%4uVkgEU$;EZP0`x=zc}E7N?{S|%z7f+I z)(bK`8C8GIOn!=MppL|Q9I*9u>}{Q>v<6yf$PA=93v{tmkdbiRmelDPs;4pzbh2ZG zo(~hzN1pyQ@plbY3caI`p5ZY>3iFAGYwZ5KJJA$>y~?H_7eVBVgvkgsHad93n-0^j)EJrKVnTrVv8rbgI)( zS*aFtx<2SFK#!o7E=gcmOb|aS=YbkW{+<`jL!?)8cCN{;|L)xpX@gVD!|eV(kB_Tt?5TDs>Ja&FjyYL_!+Tm_jJ7f zUWB4BvmiPc2OK6za%ACdLv1|$?+X;7w=Bd(oFL>BwA-SYWw6&{#zX^J@XpuR&8uMI zlf8;FxQZ2M;0L81j&`J_I~hZ=$US5t6|9R@^qwI$yVDyGoZDKo_$mCGy7&@}_ZWw! zS*UyIjKnIh9>dFlO*p7Qu_$4>HQ$BL9MnDUd1bp(IDukh>dxp=RL2h!p@!K}?Ail* zIs$nM2Kvnmk>{}sA2XKs#bYYlrjN_1^;~$z zNe(&hzHA@h|5d9Orvf5@Ci+NaYwMU~eHsTv`wsm8lZtaVr z!o7{{HuNkrKE!VXXUoOD0(^?GW?mIRh5jvtM@Y)-$r(lpOEHy)WZ_LOkKMMo&hIcm zSb&?+?_Au7qEtNE-$e+zP;ESmCU{&^1e;&U6Ms>6IrD|cXs=TKR1mx%4q_!<_jCXSy z6ZvGW$a6hjyWWdyw(eK~Y`{5}1!Sbt+#@+Au3#1wa+r_eS6AHPH`*hdg|P$wBT$;t zi%@)o6&8Jvp5ypM!umu^$1;wGl2)U%2F_|;I>*{#8HG;xxL}Yl&8;jQu9}N$Vtl$T zWukj)v0cudqXec45@L=yEKcfsGf)-WqJGV+=-P}v z^}-lZ!3PejlT~Ht`6#G@HU?Z~AThvm{2vWXJ zaS{Kp_n%OdZpDD7ICd83Xq!|b3Eh2;ER&*9SPa8C{?21Q+uZv~y$F7!ue|MmK0J+I z7=2n<{Hz0huu}8kj2o3Xl53FySo?V>3Bf8K^hITv21PmSHN~R{u`_(Ihd+vxeX6`>J_kFo4ew*DqHhhyFp}YkIysXb zfmaFVqZFT&HXbQkI%8K2uSTy>w$gvN>yVsfVKjKaxRS}jlRu{(R~lmqag?<4 zK`V#g4br&4sqCSl7p1(WEL=P;S%G9&waE2dGqDucxgc#m+{ zR|mT;Oz1(HJX=L7*BCzWQa*8Yyu)6+!Y8TgwWX#)I7Ls`;&4obU?u_o7c{r{X=8k$ zaLmSVbSqhu(q^vVFxIBU>T6qdo_s+|K$jG(Z>M1_i%@t=;nqSQ51z}!u$Y6u@)ni< zaoplSn2)DW&cpn7?g09ac#O}Xw3R|Jh zOb*hy?d}ARL0(>Qkyos@T1T(WmQ|8%z7Qd%nOEm-LP&kyA?>+|Pf$(vbBUyUO&X=# z=W|fe-$Fkhfr;aJnO>wM>r|yxk&3f?Cli2Z_Qy0r`dLDJF|W|4gnI_NcbJtC zp&R}tq))P#8HvC^D*HqQ{rDuG#aFu-3?!sK;RRjov+;@jVpUQjxB=b2b0Mu=CWLXv zVhC)N-1^N(!by1yz!Lcg+6ipLD3XJWDl)uj3+PHW#XSV{=SV*8%Qg1=wHY#8rXkmG zn)=T@K({7`aV))4W(;!yW800SVzthl_!8=M5Fv&=! zU&f73k^sH7ig|@jyz|ZILk0RHVap%Wsj+yT>UIY@<1OBY7J%Lzvo+Q*&&#{g=ko5P z>hJ$py&m8Lz9X%S{%L3Bv@{-bp#-Z@$$R26WzgFp5SUODLrFBQVjdb<^ly5sV9#e) z{4Le68$Zxr-l4aDY?YSRS5^?8P%*x%;;!uhdNRqW%g?&OmU)A8T+0}?O!k#d^uXV3 zJmnubxo;l6^8lx8`YakPT|8Md$9FCtw|N^9sBvkn`dV5A^c4#ZO{ncsPS?q$MWQr$)bo z!9GtllZl$;HrC6hxYd?gaRlg{39#Cx#29D>=>Om^tJfny|JULmny>6R?6bT6YD9j# z!uPHb&g$FrY#8sgj$#s98GCSrfFo4|e2GA~$q!lks^Dva%P2P%SM1kAPfv=onBI4k zs=9<`b2_VJU+G9d|INlz{xSpfivf~tK8nQWgbuS12tfA&pqHgCZR^K#>ro6Zz6&ei z3?(JelltT+q2xTiC!Kkmj5(bb?je$pp2ee<4MAq7+4n;T=jUWNPo^maNlflynwNKr zTUtIWWk8+brs{A6=;4}g*-TdG^Vnu<@gy~i`KuKb@C?2qY4<<;68N&GWUjNMsQED* zKN0}HBE^ewIgWBWy`~ar!4*DvNJ{&*<0qd+dmmQhieyWlA+U6GYoEP+Ku^x~_ZXJ5 zm5#9&^JqfJm&(4iiI7GHAcU%_`+fIcYCpPF=>?KlI2*i46$i6IO&k~%k6b{R1l_ppLb z7VeWaZOHGxi6L&ouOmRWRH@Za%j3gV&3T^>@VT7u!?tZQqXBXdY^03ag>}&LAt;KM zaR|4l7CRC)T>EGZ{NSX{TM=xh*LO98J0pK%Gj;k)J~|(fh2-Qay``3$zwZdplcPvD znqncJa4!a+kjK;Sui!n!rEq5r7GFd^LMV| z2*!IQQ=fUumY26B9U+W_*!9AW3ieVf0rXIOMvCI8kCY-jN)@m2JG`QnoSJBbS2k>_ zYuP09qqp9pueMV>Ih_-u9B$pqhn2WsCxuHfYEh~Bcqgy!dN&{z9k3SnvCM;$7|sAa z+2T1O*0a@ikznTW$oJdwULRnV!x;|)`r?2148 z{uVz=M`$R>KM4xFCX6c7(*SSaXY?Q>T_()7Qnk`-a5&GFmtcAUPuab<4E(l(^p%xp z;-%^1DAMOIaGj&@8ILlf#o=Ro?}FADsHr<(3$^Gz4Cd%}*Y}ffn7*>p;YolHISJ8S zo6%=rdny1YK-j-acoX9X+SrHv+&k?6dhi@ub3d5WAmsTokCe2rtBl8h8^I7(A43Uh zSNJ-BRb=dS845y!sFYwGoS-&-%wbPPp)tewRce~WfjM zyAG%&@qTKd9c5-@&~$I2^Krt;1H9${bdwX$>@_RU5=LL_gSYT00qJvwLT6Lc(R_** z2wFKk8h<&^lRb8aN~$BNgf`w<0BcBNx;ms9Mr6Zq0@!T=W_68|YekZ*&BrZL%aObf z&z>iWUN=qwTpFoDpTw8^*8S+^rtgPf82-W^^ceeA5NGHsA6w9iP-G_s`x@7C{=Zbq>2Ptym~k)drueXFIZ3>XMlrOom4jM4lx?Y{LzCE73T# zK`FmZt{bRj>u8>Xup-0$k7(%Ps`ON4-{3x0lcvRK78JTMXx-;%Y2&92K~e_r-fkVi ziKKu3$9A*7MlP+f|4LGCOa+EY=tNp#Vt6l(Nd&xk4j?@v`eGDG;|~75`+%OAPqhg@ zVSolh6~@pDKB9kha{9Sd@H$>$T)M^)?EBf!=Jev%17fjJ z1IyvlLJ|73eB_S)Tonps5GbSiw!<9RG1?3Clr{J+8#ih-mT+Mf6= zkMCtTcdd9#3`~6(dahv$RakX`p?hahrA+@3hhfo1p~ z-nKK+b5e!>h4E(ZL{pW2p1R_mL|XJ02H2fFl4xWFUO5lHy9MY5Qm^);12?G&S9!Sl zYiW6?&ZWtAC39X;q=~Z$>cKY31G0?kiUNEt0Y zu>h9h9@{3~?5A;j;$O{X?Vgc$HAg#Xrw`l$^h{_&RelBA(F-j-K1*#RfL2ZUjQm*3 zKJTdln5Bi95Ag#@z!j>~0sO2a6@6{svy`KMtl(I@$WNJr`hHF^YoxC}M*@1Aq`HgB zBc##-q0BD#pAa|;Q^M@ww^zTo7dW3NH zJ*HA$R3nU~cM{GLQJBH2CsmuIR1P!H_d;d2c33oEFE#K|TgA&~g4LPnm8b+`UmtdN}lU-av@=9%EIWx z{;r&y6CYWftTphy5_o5?FwjVQb1&mF>WDfF9uYy*_K#CjSY|8B$e&4*+~o+y*Ek&A z4V4L0fKTFMxdi1=`54P*n8I+^k#L_}-@6W;!Vvy!Eg^0X+5BxB$1H~D5+3XWD2eyH zHqBQRXV5|A?}VT%hVq^kP^~Y*JO=FNND7>{X*l)!1HxRGMu2W0eds`faFg_G2*KCA zjiBl92|+Zg1sqqTvW(!^T}3#5)oqF^&3)D8?|;cVynq9wksJ7YuTy_Fk<;8tmEfE5 zUvH3fe~BF&jps>BzQ%C=RxaJ0BQfxvo~1wEV5_uJbgKVRuhu0!nT1bDlopZPzT>nG zh5i9u+R%4^lq-jTxU^-J=yI?4`5ufMPT{EmM#}K^BxX`$USbgco?*B>!)IJT9YRxP zj*7ELsbsIChlkVGQmbae6EdWIPW^G1(0&@n_+RODO#b^Jw(l~$g_lqtSv*djVf12= zn;1e%Za01}lz^I@fi*9mFIIsM6=tg(c3K=&4WP%fk2ex353(2Xda% zQj=fCT>{OARFt&|gC*e3Z+6wY4O?OS15aW@jr5vags3YbDT-3ipw( zJWi4=ozOSR*XZ92D1uSg$2jsC+IS(IRbT*mMv}ArPRXe-U0E4y3HU_(28M|!RKWmz z!q9gOx2XqiV>k->^_;x>>L81X!!z~(Jr|ba5_$&we1tbif&onlaM}l|SnBBYB#|Z; za|NydT{f24RdHs=;jBY(lAWVe>MKY|!Zh{A zzyNfh842a2pjxI3YSVi?bmwMbn94_;IGJi(DxY#lE{0H)YNnYVYdCvm*|7)xJOK3E z3_cQ^hXy#HN8%~!fAbI;!9LZh;Hv@E@D_?`uFeNh@g^s~32_qsT>*L=>R>Uc=^4CD zZw_(z4BhdqS#le-fS!oyxJ5XR@=Ml7?^3}8ReSE8gL)y1#4%ivlj&$jeF6p0)6rM2 z1bg+h3|?j|Mh>=&@+-m1D@|Ghdb}H_I0^S`F#rI707*naRNb*K0#`ls$0A(7T^t~Y zy-G!sV7GiqNI<1WkThO>#cQS3fSy-Y=RNo-?MZC{IZWrnI*hR(B^9w&F?=b3^bn0b zH384yxs?6yInc<7*Es|9NP_vt@+{L^E;AvPz;MN<{H*~!iR%0o^=Ay}@ADeAs~#){ zZ{R}>4_p}u>Z5TSHz^pjO8pclfG%w&J&I3)yZYKv&5zbdd$Mz(CfYD0yootjg*EbP zCFWrw`k);hDIY_G)?leEpi2cp7JIcIr?iq=mVh+_TX7Zlv6-#Yfq^gDiHdK}7R?f* zo@fc^x$zm>t#ESd zg+Y7t!W_`E(uaQH(?-kfm6O3cxOS&{575If3hO-bkt}$Jt^W!Y^DBHw>*)Pub!}wO zK1$$>v;v$D3Fvt(eingp1X*dMPen;D?EWwZ^aM<244a!mVZu>R^Mu3x2lQ{fP%SK) zVqylP&n13-H4m46`ZDr%wHTq%7{k%r#%k0SAR6rQa~{jQ*oO@ioIz{aR9lk{M^vNw zUWMxnRlCUA2jMAHA)}9G0C@O{Mn=?NSm=wHWNK$|n@u~6K%7mJHBzks-K4qenfRnt z*xvKxt!`5Ov2mmg5|A4e55u^iJ$TWQaFJXSECb%gUAz`#q1jgoJu`}W5TGOEidyEc z|5DN%g%IBVB?WyL3}g8e?J$tN_CM;qc4#g4S5%5Jzla5l2;SNIkRB_sMLxEcNb>P3 zW(V!8mG=NWS*e#NsGp%$pGiyh!4oi?PDChK_VnqmC^5M<&ry+z2sPKa&j z#l1NZgoloZA$fQW_c6z-3uD0y=*gg5oqcwd@?t#U*`zW8HNgn>{IC=c7>3d*QQSaU z_cG?EPP&()cMMPQtKob#^W(&O5{br-!CQUJGeDP8W%kAQWL{e_7*$mk1__~>D9hhp zPf$NVP4C&ns`mh0I(QS}X6Q*|kQ+=zahOnkgFJQ!YB4ZIY2uhGsD<PM`69?56bYdWOcY00A z;nf;n;T9eDNe>dQdJoXE5@cGae5MQ>8m%!CM+r}-uoJV;g`qG;!%4^pwtB+=*!}$^ z=}bO_*Cw*1Z&97c+HKSLfIp9JLOUwpQ2MHG06i81&|5>ToD==+j8GHx&QP4>Gkr`j zcb}|A^Y=$7B!AKgihES&SsaXwV42_X1)wLx?_*eu%Q%M#D5XhMsYuV$=Xi~l>+97M zfNrU~nqVP=?{2)HN%r&fypON(6Fx@=H`SR`UbBW*+NdBlqOU^dlxkQ#j#sc8XBlvQ z;BXv3*GWX$wI>)N3Mhp0DY#FSU_TgF!*n-_%<9v8H|4ISg`z83Sp|C|!Tc2*Agy15 z#vYzUkfzXkDoVKBE5b3+JrT5WHT*42CAN0NkD$m~`)DCDI)Q6b3Xvhzdu-4)15KgM1L z>szD%W6_+!&R0{%*{EwD)1_XIRG1Y#7H`oT7dY(uI`|S*f(Fnp_~BXNIo3V#k-T`( zVnyDBJXF;CNy3)X*VAhd0U{OFFi)OrcXVz&0weIQlVT!)1?V4Rmk-HFIy4~EU1t;< ziku!O?E2`U(+T(FX#EB~s7o*cx;w|#ieWMCU_J_Kz7AnPK6!`p8k7!@R3cLSsDfyM z@z{yWI7346F`knPHu%<^i(;GV`dfOkXp+O9sSmO_8H5>vX5Fg-R-=T^lTa2WB^v2L z8-|(9ofwfDeQ}($eht0fm#I2p>Cg@UFz3Rw8cIGSa+`$ z3kg9pxzg~HIxI<220a;63ZN@y;v1Z%R@i~bbpEm)9zxUBl2A;?6JFL9$)IryAEg;M zPqzAm#0Gx+{xDKN^=sZz#)$#gPEg&zSm0})mnPfq;0qLnFz;I;dw8XM%=QJ%^2zJR zGU0O^)4T>kKv@(!_9_Q+J+DuF8c`V=aRZ}tv|H66SJa+O*18wxNHzoUgT=!ATtlxawvmXcnN2cL7x%>vxXBpMjUnFPrLiCF z06apds_qfa3kt0DnI)hF)-&qwV%uj6GEi^H=b9R<$JdnTs3G!Xm#>cG=fQmZgt0nM z=>~#!74#sOA0l5pO{(!OI#N%D>ej)F5hV4bcax~B+S+X`X|nwu7V&NqNRHAg>Wgd; zriG78K~WXgXTj6hL+Z5&J-xc&tSTniy{}M?xl34sLiD2&D5GF@A)MF7i;ni#(xEf9 z;tsy02Lw~n)F?*u^JthhJJo;=xPrw#UAxM_2ET=8{RW!`29bhPyW^+|PT@D~#$4V_ zHI=!y^w4+y-XN46^U&W;KPFGMf62fLG-A+jz4JR9?_pYy97zfsABo44gwmU&vOT;` z6q{io%Gpup9dQop`a`}i7t-8zG$Pb)=vwlHl* zld3p~?LJ?-%8j+Sz(MJ2K$0@Nl_dm8t1ME9ne`Zj+9Wfv0l9a!DW4?TuXkWXCOhie zh<3O}kVw{Jw)N0qSEuzsFF!wx)@DLJzmvq8q*j^i_FQ^W`LA&UhpEi7`d|}LBmpDL zriD5%4y>1n-^1c8u8BoqYW-3IjWzSq?36RRNb7b|vBw9+^m_<~;U~0Dd!1PX-{6E_ zR%Od#KMs&vP#mo>m1_KFDuQj8jcyDKQFeCRhoA)V1OUKG6_vlx;i=pZ zw2_1K!|7FJfbOqdzuu*-8}N#spQ;DdY)PA+W?`_~hz?ai+z8*?APo8Xt8KApf zcrnN&V1;R^)U%*Bh23>Vl$Jqp(mxNjU`JZpzmpM5afPhRKOv_fPSSl`PxTkWBErA> zu9^*vF#^kQ2>1EtBMj!ho#nvGhp#X?AiyPwpsBa5A0cRqGx*YMm#I=f4?atWXHdt_ z&=ZR?Rz4EL9$HH<-z%q&@~5YC#ChJyqrE#y0bQ7POxhZ`7k9CoL@PevpXO=YVysU? z7K4c#*26qZ>*&52(Vb2Hq020A?&We1Whg7mfVzM#dIop!J)gEYf8zQ~cPzDgxd7zY zS#_{xWJGJW_C|}%PiYCzL#(p;8+E26v$HoA;i{Zkq<~-ZK}eJB7x9h7R@}4%=u-B) zDBaC7gplG5qtLpJb!fv#7|7G_>9LxTr$VqeOb(Yo*#_BB;TTIw(NAMQk7KB+ zk1=wZoU_=ErRalF{Arj9w+_4sy$tviZ~6I*dI;hCGPYQqmq<&1UIw4&wt!8zi=-@vvH_4tNZN=S(s#bTHb^tvZL-CF-YY&DX4_?DTilFsq642EVA0xuOqr=0; zZrM6K?)3ePSiwMBz|VJ?6+6h%b7=zT(mGI0JWox&A3u|2uEHp4^4!6fGspprc@`c0 z5~hu0!M#W*OlXU93b(^3A^bqvKn|`Xz7tTIe$k2R&cTnC!uY~#>+SB7R z0$DvAvYQ}D=`Qz&SI_0A1?mPaUshXlSE(1nF#7WaN~F30s&mWX7?uY|&I0Gv)-n zu#IZq2OO{i=hFG(eJajTWI-2A%J%9D(8DkWANt|BBB){C#TAZ?w>ZWktbl$v{oB{8 zq{9Ut2&oa3EAfSGw9B{6sL{gtr+c3V1=4)}^Y+5rDm49$V1MhZ?;K zd*T3F%bw*YY^X_E637RV98bB&`8;h$ILYo?xJ)pgh%$DxczVnu*!%jFL=A%ZUYp7G zhj-izZB$I~8Uol?0t3*Km3l=?#VLaN2dEuDl_Zj_09$!?Fyz5=2I$2&sJ_t6L_{3s zGYpni0O(RJt1Nf|mk@hwZBKv}TS0 z-M1D>Wj>uj_y(qtY&n`(&+hX;SCe3VKxfqm1fVPNCn<67C5orF7^wqmR-^}RV?^NR zEpQCzAsC5Ux=Nkc2p2Kap_@p6-VW)gGWuc}gVb3D&21Qi`V2>LL0AA#dy7Pp7q?_p zAw4|mK%EOf_q~O4q)f*JYV+Bsq_|>2C(v)a{=lSv6U4?I9m773;4S7+$qQ&7sU zTRhcSI;^1Al@4A&&x4&0 z4OEubk?rTLll4^z=a*Gh_e$G z7aXTHAB@NRcnB>P6VN3g7bj`xh3eR4Jo((T!Q=YalQzyZ2s zk*JUNaf2~=GRg+T^m_y*@_qw+Nzl=;wNNtnV?Nvgt<19EBxcD$D3q?AkHKXY1Hfs5 z#U8xHFi;SQe%62qSjm#a~|B<5fj6?lD&!dl$M zWy1L~ynqUXcYPFMFj7;bLoiqchI}pZ0~X*Axj;A%Nr99)gfp$es)^b^PXJEio9M|# z1y^ZlAt*(vd6t0r8JcNC-O6C9OJbtjigIjUAe=vZ?i{>N?X+n+>hr)0)dr53h=5+G zibM@8z(t(Ea1_^l`mQ0ksk?b;RhG+vlh@#by`;nY?TUK@@tYj@YcK|_8PG!@%p1hy zHEh;^&=tT64(6@_cZ?<2EDr`!C*8mz68Lz{KD7Z>YPQ;4m?Qc;ItJ)+l`!X^{y1sm zEgZxM6!SSfk&@KrvwCH+xeFt)FdwSp5T$I@l;6l^hjwQ}eyh*QY(rB*kk#g@tTsp` z6_vKWDu>OE76YTO^;OwzMv1iaEWP8aN%Cfl#2OtuSi-@-khtZLa#jCd)<~CXnJ-UbW1kU{&%Md&%mv4v?1Tu(|uOy!(BQnji{a zlBcMj?#hGb`M{rHIsc!YT;>J-YZY&@nPyWh>F^PDYq(X$o0bnfeV!)7TbAU8uFKCL zeV<^WOr0m9T#zhQXy5je(8eutC25m>3>vqv1uYnyysM3}qk@}@G=;F9>b!%(C=tS- zS0aE8LgmvmG2t4H6CZN=Z2CO`Z)29#>uH;BkHDJ*aOu6h_?!MXi~ky6v(H4z zDL2RBlV+o@4eY1K5Sy!BvPnN2jb1iay=Ie_RoeJ#ebuWrpA~@~_yWH=YJw_k@+qnt zt}uURpuG8^JBQ~)Ov5V#^#QnxqZ&f+0Nm3>QV!SFm5eDk%JN0gxyPyup;@qmJvBn{ zy5$o%>_N4)@F3Q9IWZ5t-Ox1oNT_#_Qhmw6?oKZA0#1_6BwHD?6ALDc#%!82hdiQKCWGiiT6hc9T|i$6yv{&vN(noaR3&76q|TjBwr94PUi74VY7F{gq+g3c2P2&Kz)%+v zK9n(gLaO@AfcDr%y1$J|JxO=;Dgy7~rm9lh`YKq2iNXq$15t}7=9wWOVeX* z8QQCB*lAU%_g}U1c}8}G$Oq>=Cs%XGDH9d_9rlu=@ZJsIQ2l8K=;g4%D`&O?(WI?5 z9SL|>87`lc%hkGLCGja5S*V1}C{4&Ng{&6PTM={3a=IBT!n_hPTM%C`us`YWF4JKN z-nQ~1PXIlXUiqn5+R@OY3W4uh^hN?nT49pCd=`fqBhU}CQx9TFr-7cqcLdJ8=tat@ zudU4`h+nG%?)1MCK!1hdIH$^P?QJ%&n^K(}PpKMZuqcLNLNRngAHshvH&uHc?819? zpgX@@DN2|xz`dE%!%CSki~cjhiCQazK@8>E0eToiv>PENCjQ_HosB9oo~x|F*> z=yNTtCOx8xS$r>t=h*YlbNtW47>j+^>FHGyELuMkQDZZ`^;>$ap7uo|VkHEVMI48;y2ss%O~cW3iRoyM`NKIGTg`3pYR2S{gJ@6E;o_B{t z;uH3MsM(CmCQMHuXpL}%G2R@g%Tkj!xB7%!cpBSrjkK_Xjx@2fGk$x3#cUbSg5qN^#y&o0b`1~dK!OjG*o&h}zR^gqXQ3kOj zV)-4y`7Hc`sV+i!S_kw>_zET6_`PsK>1sl&t;L}gLGA_)5sdSAIDuJ+ifN$P=uJ=Z zy)IR2W#S$DO+xqR{q`KkRqfnSIu~Q&LmAH1kBYPe=rN>4pSUrad}U1;i_I6$>f;X_ zPsv}AmA&+bMRkZUyp6>+Qc*fs`3w%@I=)03zN?S9w)XNKpg`JcTc1LU0iwPg=KKv7 zc#zaFAG`D?J7qp187MBKCUXqOWJ2&XHxf`zX6P>*P=FqWj%XO9duv0?($B<@w)}$k z+?wo7OMqUF4e)m1OXKVT+L;M+u+{?fa$pjMq{Q?*^ozSz z`Sa`0x9nA1H1g_Ku^0ES2JPHBli^5UG;>pDOA7?&beH_xIYn-5zc@=lhKBhb0D2Sr zgY9MmEHH_kUtBoiqbP=FrHR*j*#bPAlmOpQ3x&9nDf0D7F? zbNMR;bgjy#Mib0G<)}J9WnNH|XOG4#DkXDD7RnLb&TO1M&5^duY|C3X>BJhRK{yL` z;0?3DpOrvx+l|R~b3o7T;d5pUh?DI4uC|t&{W{SBg*2coe#auKd(VsAB!3|eexnE@ zh?F&960zY&579Pl$!r_wTGaEhKbkcE{r z``p&NZoL5X0Jr8?El;{dF+ktM`-<7MiQ(LQ)6^3<d_qA4=~(p)!c~w48vueD)jnhGj>@B=XdEX z%8$5(5f(zt`q`6n=*d=zq@|%^PmQqfl}I1%$<{ZZ*QMU>WM^z;B;9Jo`(9;pm^6V9 zzud`UOb7}Q)Q{l`7LwjaYcSF-p{JW8JB;Jt0?Dj$Gtf(;%{(QVpW)*L1Z@D_fCl8~ z@5nzu!+4njBq|n#pGZHOvhVh z?p~b4FP}$u5{~D17qL#fG!D7=J(cOLeK3Z)a$)Lg9!7KEH$X*_&s<*59^g5kNAq4k zrOG{wu^g{j`cqNfTYsleco93T*74ipI`7AMgfOJS`3Jbeeo_-(>S7(+?4d>CDfII2 z=vgra>*`LuIx`B8q|~C$dJ%(h5c^3dm@tlGo6HK z1$`pg1|;9Y5oC4xsUcMUBe9>P??V#7SPw^<`+zPX;VG;%+W>0cB6+_>I4&BXE2GMM zGf(*h;~A40ajX~Pi1Eoz2yFm89pU@|2fCCbpeGyQ0S2TF|Mwkm_nOoeo9u4z31&by zkhyNute}Nn?BQg4Ci+e_g_Bg_7=h<~#$RJm1urr$a)zQbwU$1gaJ9n_j1rTEI{q%$Y+D}R1g)}UkL zRa$TPvAzL)Abxik!4rrq-(rZ(C>n_06hwUkJ$oEm{u-%v0}qyeJp*(TW5ykHcli6^ zBz4bH#%#epMwCBzw+HbJiFUH5e1Z-9`6Wi1tBfw+uqU7A$ni3)+XM6@vXZ5$!kJW; z`Zr7^V||*B*Onc*gZwuq|Ms4P@~k<@;5NIp#~pIw`wRiA(5qsyTM07tYf*&r`wVST z)uA`>h0O_b$27qE*_=ZeSZd-`lBi?2iQODjqtK1KzXA%;2h-DYL?5L1j0+lc-< zo&)j-ulb{LWD12(5(#j_1&E7-8aTV)Gng*jiYVdjUlB&kZ zuUNK0K9Y-?q$C3w-M%CZJkPK_o9ZkNKSAqd8~*`%2*+n4JtZUW!4XA&34ht-9)D!< z97*@_q*a>?B%#ZvaO{@B8wA9Q{G3{DuBm$l=n_tSO^Tn-rfp&=Q-_fB9lOw{_2g;%L=xFm z!+Hej0bNS&GM!+4mjA8c2D?vSd+fv)=uXWL!2nbqgXDj=uo*`sIre+mRo5>P=#$A> zK|Em*xF08_bEUas8O(mdyEd(ugUTk+j~*PtFgu+j=`P#j9dw~5s}HiFq_ge$Dch;R zE)aTZYUcM6pnvCMK+h}F;E&LpeG|&KS_c!cpCYf4%~SQn9Y$jF`Jq zg@+kP2`{KTp)(}y2y1?9K7UDO+ z(+bWz5}MXKNCX>6mOs!3lclypuq!qZmNrp!m33p#Sq{LAgx=?<({FMpx6x>Jr2=U} zaTTpxj3MDJn@KcEx75c^>MHF*ac{zr6kzN{^Lh zI689-hnsy;e=5}SPVXQFugG^`dj_H_^;ado&6edS%{Yn6gz_egMxITBMi9yx@)<9a z0#0K8YIBHiH0Js=u}pc6n@f1XV%&yOEFHuVw6cmbS~2$Vf%K0=IDhLkP*9mXt|{QY0GR z;67Wsi1+=3a4^a^$ZqsiZTqNfP)dZ>kRX_31S4qpewBD}l}EW;V5- zjsPDB8GgbDcTWc}q)Y1j9JOl!hnnnTLPMB~kQ%FL3&f!jf%hgA#`DyaT5VM_AU6T& zM+TII)Cdt8^n6Bz9vXon7|$?v0kcRfA{_+%W=?C(Wn>Wji+64tHVRYy{mLgZKariD zSFW(qgazdcbrT3v(rW^>thwq56yWQ8@`>Z@byr(S+7{BpVkVl(wq?W{e?^y^!6 zQ5HI&`4N;C7{HRuhD5AR;XRS=KQSQETR4JqX|lbb(;*n=(j#U$Bn0Xe(qou|dmJLe zkxlb`3PwKZo3fgl!n^i`M}?67zRrLoK~5bf-TYRz( zUKoMlBq=M{vU~7sYJIUlunbtn-u=SPmSgFeCQ^Oxx1f#@Sc=6KeUg>!+8e#(1EkCN zZapjbtHhYm%A=O8!!drI)M7MBD)5G!yqA(5j=~ah?Z~sFvZXYSDw0$fid`Io^NDJn zd152VD~DLWhj1INxtp(KD6o7zp<3HaWp_G1_RtpN%=lY6^5sqzO&Fq^O=(#?oDlXW zoOdKw{#M1raTHIQGkdW2JNyocL3%0cMebPHH2T<9K<1$qrOeCamYXn=H1+RU+x`WT82qWSBO8b+_orn!LV&6F7f` za6V0u3YQMOE^q++;Z$~$H0jw8G-GtTM{&``i#5J7vkf=$TfRc$0GWj|u%G|HUmV%? ztt??w@+5O@{491`5%O46Ksy3@4?=H}P1JaazLv|w`;6fy&*oS^L{Kl{R*Ve_!&hpUVXwWY|H9=%Gbo^a2DZPY8VEBY2CTY0A?`h~EEZ387I??fGqye;Oy+h-XFucn7cBCMWW8=A3yWqPU&RrB6l0Lz zYfzgPbL9iM^}N0lD16Sj@P-!Hs;8rqj%T&bQOFw<_#!^l>~)}0dNARDPyZtb|=9u{fM9k4Z;8L zFMZ!+_I#ZjoN=*7*G7}BrPr)wqli+UllGpXmzB_b5zIhwu#ulW%4e0@!|^Q6Gp;sw zbI*iRK+lHLWZrs9Odp1EIAL*6!kuQzXvXf7$csjpHDD<=YIZ+7S#ExB&H#b)ngod- z_+NvE1IE(aEzT0fmOD$xYVOmSmJoF1{r-sd8h)!(>tGPRW%&Psp~}5YGVxXunvF@! zA7G7KQ6YwYZvK)^nLI;%bDCHDU@>uOz!QY{!V11G3*JQ!2W=3GSNJR|-QFW%z+==# zCOgmQZnd@C_?U1$N3&fU$}9(F;x;}})Smvdq4<-Y@G3o`w>%GG=_`-3FPh*lUa`<( z`6d=)`8!HxARZ^RE2Hr}C!iIU;Vub%e@zd7g`y1(;S9R@wCJ@|25ApR>~n6-2sj1w zNI9WFL7ll=0>0;9&gekfM7yDvObm62W+6m6pj6EaESjLIPc}ex#Ib-#i<1oJ2dT+C zgYz}YBHT_Ae|e?&$~sv+sW;XR3VtkaBHqz zpT$26!3#)*cVRbu+x)eiEk2h7_YkkRXO*=vj8N}-MNe8`bTpl8!t+$;Yf=&pxno%v zsz0`~4C5Z48&CyX*uJm$A@5pxyi6kT4evnDbAb!w4UgRz^)JvjEPZ7gf7X?hbVI!QUFb)z(BecuBuDjCj>h_ah$lkpclrcWao4IRvWu4mg5dV)YF~JSqPu|IgF)~^9de=Boq2jXPJBG zKsiXyWzQY7+NqxWn#Xtc^Z)|ImQF7Utkip28)hv-{qPe>1-hNSrnbsa;|I{x4D)jEUKe9}WeH&SISrQS7vEnxf2aR}(1 zSO|&91+4Tyo!f6IBMOnQlwz<`2k1ru&N+OKhQ2OlX>kwrse3O|%jy-<9|C%QQtJg) zzVac7d{>8nt`Ez?Uf#&j_zj--U?+VN=HohMX`R7MrMw%4YxqK?K$QVK+M#>JU^Y2r zNgZ`qZtP-*rS~DATU$0ct^T91wSXP}D1e5O+XX^G8+Wa`TvMon<^d@^1N5g1bca;| zdNwR0oOkx=8khZX^0Is^OHDSf(hQJ=Wo6R^oB0&qqLZ7Oyj)pl{3@?{Mq?~8rxcBN z_=-U}3}Wjak%M$8P2v2aN0aULNB;u3!0jOd%W{=~{x~jCzm@Xygtvj>U=7ZyDohiF z!K92aKDobl@Sj}xIxk+4Gf0@fBI!v@P+r#VTm3%f99s^?k)5Q+-_lpoyV2i~9LaYv z((m={qB(}H;d50&p#jAfhekt(7u3NiihsTENduetj>9vO{;0NQq^dN}oK%isqp8J2 zR1P;3fe}SCN*k%I6=x8=;srRD2GQG8=Ytrkl>>S#2i`sEPd#{N48}7EysRoACjC*HngWS?D9(K?Tjj2w_B2Ve9;PP>QWWdJ=g5npm#9C4Cqy*oq3i56#oE*;`JM~8~j!NWyjD&6gI zCs*jL9(p+1QMEnVqg#YQ{|SrX5#nIj)aP}Px*8tE@RbZ$-ds>{?HL`dTbrmKZ<6XOBcr|q^aw_%2e{^N zE<;N3`vBitkP)dYXe@m?T+v*l$%l!qrNTQek~T|O7&<6w!5WM}yENEXt(|4UGTdO? zRWZ-&9MD5CnSs2q4j!!>;rup(PeQ-|da|<{%oNiMG%{=1o)~5JG}2}!W9r}aHQ`>I za4xN#dv||8c`EKAGB14^t(^wonjCoF>uPt0WOZ;{-ItT0-6(f{eFERTTRz zTAnxB#F4Sq!Ng-(9Ok>z%_bScQsa!)*_v-SUd3JBm6GF*zO9E|4QKEl-gGe2)QO7sC$rjR(iX+Oc#rgI z73QL&i}OE`$i?26?c;5UZHXGvXxl^@o!-Sv&So65s8OH?D}Wu0b~UsDbSao0!%Dx_ zD^7NX`3#ry=?;kj1nAa`F~rQ7!x@yOnrY0e=#P4S+=J`P1Ee}bUA?}W{~?XZj1LLz zQBJh*R-AMz1&z0@9WG*t!>Ql|hLq13$PX}__r*Dt_0T=Bx@@oC2(|`0nruA&WgshH zMnd~x4O=&yz#hlga0z1^EOW&Z%6nr7snyT&)*S=d5YBh2SReMpSE3kt<6RQ!?$nzf z`#pNu)4Cs$BKK54k$ns3q3r$p1a*50G}*A8zB1kHUaDXYJvqNz5pW{=eu2X|v!dw1 zPo9FC)cC%QaZ)|>;q=mPN$eI99~`YnXW_fo(M5+5xCV}3JBn!q=tc}CE9>d!2W?4J zGm(KMgOmHvJD}Sts01^REP>SwKSnbZ+FdT2m?h;Je`)rj_>vsAzYmTtWYKY5>vorII?Ukx)wCjRRjFOBFr2(bB@>nsW_$_gM*3Dq>|!|W zP0AFO62kK14FcXut7M#!n9Y882;rHq2md%dp&o+|2=o-6*$j?z6Z{jqi;paBh$E)zFPjp-PGMq%|n!{Z%ssSBj@P`Sg{>qz^ zmxSW9O{mX}HFP|qh3i-H`{_X~^?PAHT{(u=vT|Vk7B8B;n~yH(eUQyUMt+@e?i=2k z9?k4bj+Uhgcr;m@1sfSO^6I$XDp02`Nu?lh1oyclnkPs?3Y*Qx_!iLf;7gA3Y#73k z^dWV~ljwm_ScX-kN9pW@kI2+FUSvu1!*& z)}&S=b)9N;7;d^Ofg=I>cRoJzVnQiQA*8>{n9~{0VLaB;Z>+0zhtr=XnWbN;!&u=w z<&1v;J$X*5IG^T6+~ycoX_s^JoOjX!edWTGoc zyHrDM9`Oxw!eFnGW=N@#70%(3d=RLjyhhmT4M6=l%B5 zQNTw-t)EY3V1F!DJT4%_S-mDNT2PQ+qA zWM&INAv9&28HxdRTuP=hwagTHB9_x3A6j9|W9HPsN)=#s%-O+rGD+RVutQo0c!L$XoUHMxy$T}3U)S?Me{0O5+#$$EsZ5f zqdveks`v^nMp-&4NU2tve#(wWoAcTeilm(%`X>BRDX4pLWi!WSBnitC0O_R@@fm(X z2d6FW4?wSr3+Q2USK;*VH*p5%F`GnmIY(@1owsi$Y{2f+9Sim?7lkiby0Xw8N2YjB zVVOMbSYl7|s5uHI(i7N0aR_dUM0I>(XFW3q%8&5|G8o_K)go)k!V+nD&*v%X9zLf?n z!jSe=>fYrfykl_^H`1jx%uG1{3DbO(L0YL5!f`Am%xFuJ8oCJkF=(I~7_wsz;khsPT>+`}cO9mH0MU`6Gz`MLkI0@_mPZ6Zq zM=-|a+?hWB-MN|21}Cx4=`IoV7K0`(5-G=^mg=Y?o$op0^!S>KYHPNZA1iQ|EFqH* znmRr8*kx=0AVA;0agwsq+=>$F5)jN5fe#p3&37?W!EClsZ~V=7Vr+nF27j6i+_C6` zo@U3+YE$RewIEKGtWQcf_%q?$*Qa+wd8eWDt-KC~-c($%$h4;gocF~57pg)kdpS{M zo^vCfA?tr$hhf@C>N`NyWdE}S?9~paU2PoX7(I+%d<^JPu}mr7cs>XFl5^rmtkO72 z6`}vRO7Bq&v(QK-jYyAWREdGC(ZlHNTNz=Z;p%X${s7&GUZj57?#hY5P>gaxZo<$B zZ>U~8Y|PO%!^y0vYCxB?$22y;GOwTQ%#As?M@TBDxT!;ee1lvrD)C_!5D~+`mB2yr zyB$E6_MGldEpr-XF=<+x*OxbQtx*_c_WLpX_YFV5xin$)H69~noMU%dsTxk>BTXl; z!$|@s+YG8u`gXh(m3o2HNgX_7!5V6o?7H)!IDE(!&gpb^rX8x9t(&(dpkJ};4dob| zFOVR7C?8w%rAg^r7gO8rMRU7BdKB-tji%q2lfKv042nWI?kb}u$5D0*Z+#3aRcA14 z&byr)u(LVggv8JJ+$NcH*LJ!{r$0c?hCSGz={SwX2uw1IDn?{QX}(HPbf&Wq6R(gW zsymexhW9Ay>S_t-QaXu2bikbi3-9TV@^UhhH{3jgX5fR>34-ZPOM3z*?ao%@bO7j) zSkLY^+HD`B8Tkoi_#2t}`%!oezcP6FBezxyLSSu%={9!vX-MnmH8lOc##n2$OcPCw z^&*LobHU-(TJH6Uz?*p2Y|$z!L2LxZ;~jj4Rp@6nd1^#| ze4>*4MPMmmB~L&`r3gID{x6d%_hzJmRw#SPqGsQ7OB^yWsv9#|rKjfr z`7p@pl84b9cA7cLBS>}x=mw1A;K{3?)zYO7!f3+g9df|h7DVDji?;OMJctD7wH)fk zH3SeXcW=aDIf;zX49xrBZF=1j{AnkNQbp{tC|}~*^56hI4!~I>>3Gb_)Fp=8Z1tNd zdzTFiM_=GsdDNHW&(9OiP4v8ZegbqyDRv(x(deV;_tn65vt&Vu^qYRj!Dlycd`Z=_ zXPJS0Hf*F9sk0so#H|A`D#eoieTUac!n^X-nGt77%5qKw`eL0;9=v=6^j$gvbR&It zx2DS-g*Yy{nEks0eQ{{Y6H7G}j#@;xR;0?sRDFJW%CvPB>3uW+bP3X{VH-8{0tPxQ zQ-Vg2aep9}cc|+IS;$AuES)m&)x1rJiDT1nAPa(Br75;yYp( zsHEVO-(uSA4Tkp!GZ^fqsK%AnfL@&dnLuX0diP~b=Y%>?6_v5@>6|Da&rtl&4xmS1 zrpioGM$Fg!IcWPq`gyiNTa-s>w4{dk0o_x^VhBU`101CHm0;MqNdGD-U-LcwrYdUpBWji$`RzR6X2TCQ*!CzX|r*JeyZV}gkU)P z-h7|aJ8Xs7ssEb7e@(Rb{x29`LsdnUfw%jHs$%dxkRDEVWDeM%e{)@MkBSra-kv87?|JWEV!A=kGbB zj0EinyL7!UHRcq8)?0X*8KCFj z9e$Z6tC(QXsY27UUGoAGN7B>hPyC%d(}R-XSR*Tic`gdAdf&P;n5ZX7Z{irv zlBoDIsgpB6ufd?E?J=;H1oX!&h>)~x@DU(QV%&Mh?ENCxOLDBHeGKTs(Pw{$NE9{M z6rCL)RSNiHb)JP`Do3c66YfoL+DUn^0`!ZcRuur1)We>@ zT{?2nwYb4s9Yp>fuX>o95Xa#99JZ4fe8Zs=@4>y;2lN`)fwln;=(+Hx8K7H2y<*+Gi@~ttxT+4YS*-arhYD2jr35Vialq&*hnsfSJ?5 zT+SxOJnix|8mP|q**W82q(|gpoct7<8Cfi&SP2}Y-d1O0aNWU@QZ@->;rlTl~RPR9X|#|QJ<{8J#|1a2iz+c zVOu?*|IQ%c+CtHd;bgT2B~OyjhT7$k?tKNj%yeiddm_onOwJ=fuSX!PW;RfI;u6W8 zmi8>JSydTx1?b_Vz6VvNwdsjF4*0iki?cW;Wa{SCq@C@z@q*tM3(Nt1G?toqe}cSe zNXw~z13tuePELJv#Vy`VqQ!Wc$-u7egiaHy)k2+M%-R$~# zea3*k8p;GC3H(kw6X=nQU6ZgFYtY@MA2VW)*&4gjd4My-O-J6Us5pyj%Zi40m4oRz z8|f>msdgxbEOr8h;s5Pj2bdFO*F7oQ`@+(D@4ZOxf`A|(D!oY&X(EV<2qGdNpn?q0F-~h%JL3BcLa&2o6>OyQ(sFql`8-e#f|ae`N$eF#0TNv_!)q30$~ZPYcJppDG7 z+2bDfQ4*|hNM&WkE=pRhfx~<xFkmUM^t6`{o|4Dc)pJG!L=JJ50l>U<@W@T(t${+s40e~+L5)DvJKsE5LptTZ_#|FZsgPs!6J0$ zIH)RbptZcUA#vn2u*2IIg>FHrNxIyN@a6xFIVy@L8Z+@1Dcx~Q`)>T`)U{WEbnygM zbKjFZ&Xefm;8vpWF<$jJ+gGY`f10FU-xSXy8Z$6P@pDb8=yWRVOYPEH=d%sNWv9+B zZ-j2cY#h<-ru*|e^-WLcrSP6ZIt(>+e$HXI#GJ6>BX0VZc(&k8e4%p8x(ptAWdx`d z9cFk~@FEWSF^%mb1`bw1=s_a%Dh%oS>Ut(C)?=GPde>NT>zvGtA<`V9^W-RHQsN}~ z-xZqARG-Hg6dFPgCYs>Cn!4L8jM7529K=S_{s;TrXyZ!wmM?y;gPtu#V;Szy;0vQO zjiVETm=643SGt%8hnN1H$MD92Ryc$`XlRlE$EL_wC!swZTsq}FO7hdYctt0w{x)t1 z{ZG~KA(f%idd<1&+Q?IK%ueWbQg*xt{l1LKVpLG;xBD9uN{K@B#xwZZX-LX~+9d5( zJYR%7D`%)fD4K*-Zp+zt!Xln0O%QsJ2)!di)DAj_ev|nI%RBh&FDVbkDj4b}4m%|9 zE=w;xQS+G!;hOtzWgkM%MH0|5CXy!S=?PWvaf*~Z+s)JlJD!zGVzhMl?MQ0wydERO z!kN?QBB*y)cyKCKlGY)bUwzZQ&1jNLI>FB)`RQGyAvCuxG;I};8vE4zT zm*%H4{pihj3I|jcJxR;fc4hNQlEEi*X?f#8-M!y^v_ECWf_Tj0Z_;x%SdkAaaS6j5 ze11FHR%gxUNnzl+z}>XC>_g~Ukw%w(S4hqri5E!NR}~2(opBc~bC3BBZnO~AdCU@B z6(6E|hUvD$#>{%?YINR4p0rrs#BV2#razqOCyvT^o9~vC-lqXSPHyk&h$VnXD!cs+VR|(oi55?9K9TbB_Qnu~SXtmnWnt?%YmEgND z{e=wz{-HTep}&i#i{LxmqI;_1D9pwhr&TSH^yTeH>wWom8K?Is4dX5HqwgyQui$f) zydn7|fm$Y@>}=Twd8wL`f^;q^AMd{;lr+3VgDXepp0$-jV=QF!wN37HZ|3A~+hT^x zk~Sp?N(NID&okPOa;wg7$05xL2SY(EiSo!{RqQ3D=&um-u|YrR^WG)cfO`3L9;v)Z zbl9|lWICjeGp7FKC5`v1;XBIXykfjn zK(GFlaZW3S(y8|wylH@-se>=w%*{~`Hg@^dOKQVo^x@T9e&3RMUmyeb@Da5R(z!a| zFVeNNX7PReoms2s*7mpj$$Q-6AD2#fD=EI2mw3GyU#xoqtdIS4dmY23U`->Oz#s#z z*21XyT^}dg#W19J$qJnwDuu(#G@W$hh@$+(O;irLi`r(-#uIncYXJH0u_y(65C6@|hmn)w}j=H8Fs z2S3-XBv4m9!TTM7;yhPD7ptho;Ln#nt+H6_ci&ek3H^Dwzd>w9Zwc7P_w8SRkPkiC zs;A>l+F`7m57n{f?B=tk&icp6_|Hd?dcE#gys6(73f2+YF> zxtAB^Wkp-Ota4qx;#vHTPaI}G4CV3S6cq4wW+~kCX1-pL1uBUO|3!s+sKigZDXg>) zk5xcH3D0Ac;_Y_DIz`FXcwWm(ilDU$t#7cx9rfgu)XAW?$+*gGf}*FVCWD%W3Jbd* z3l(FKg?X$86nl4IK$d!Vl)i%3 zGFE&f;$z-(V1!;3E3uViemjq}5QDH=rCwVL%=20wFE^&qR{d>VsdD1%FR@c>hHtxZ z)5pS9j)-Z6LPHSA~s|p>VRAbDno$XR_mZmxpdI1vnd5o6b zyM+#WCqt-xD)Dd{26(ABmPEQO8^B#n!xa)#35RC)fP$h6lDwKLh_WF=ysYX_air`4 z3Zg8E#}qap4ZsXl1a1l3w}XPB8}L|JP9p}rNmf~1=*2LGx-{#_HszI+k%|9lTq3az zryXVmJEf>QDk!e=b_`MI_uTyS4h5Cfrn@Yy2t0c7%!vvWGnNi9>pJW6=NJY3_jg#z zQJQOIJrFI3rJ?LFwgIS24kUC4?P+kv60VOE1_3r z=zLx=H@*h%{tpckoAg7f7()*lVz5_p;#Uj3=S7BGWio%BLa*{!2-bk)5JE4EQ96_W zO@Ck|40Xa5Y7A)|y8Alq9jTH2#ft%sbz5m{>FTZ`w(@*^O*wY%iO}m(pa1GmW8FJ! zjHCaHql#cC3aj}vhlJ#=<}oxY5H@Wn0Z)-uUXWFPE4&d<-$ZZ;JxU%XIHs}8P$FKT zWxS@))wS?5j_X|8&o`v;$v-E!HYkY3VFvixP#)hh)ElO-I4PURvmx-Q5}}_^$upA8 z2)!vEcRNGqH%WJ0+eA)I@sgYI+eo>F+G(duaoP|em%IN|9``Jb&2$zcOjBCJcS4V# zR{EL^N6WIcqKv-(rE82-{N|M3!xw?#ee6`ZdK;Cn`DQXmW9PqMRYq63o!4m208ow4 zrQc3wt7@$2NO$5g1IF$OSNR}q=Z%mo<*msUKUBs0NK>!EWlc)BAQGQry{6$23nt-j z>{Co|EsAaU(~mrFfg?gLyj3o{6S^#&|xF@i>F)c*yjXvfL4RB%jkB4GztY zrM&BX4%4Wn^EV5fR8FLvxF(4X(?}I6mD!o5at0}vdp(o6xRJO?Ixi6hE!`cV*JU95 zsD|Sd!dJA6*A<~|UL3ph!{;fNuj+&8mg2>F|=^)UyyRSe>o9l99 z8>ZqrpOXbixSgWt4?L`}ih;D9cT~&fL>Vle63Iwvy+|db0fFmObAr%4ySg+(X1o{1 zGW>$)oy;vaX7IPK`B0N$qVC(o-rcraPmP+(i_RhWvkb-mN#+VyC%D zMmWOso$XnK-c(h&{Ny2ny(^)A&%1s`;iT)a>7JIOacP-gq--g#kid$tA(q2)B(i0? zXLY`XjyS1WyUkpL9zh>)nsn|ih%8GheZWMPk|Gm&A(gP?8-C(DD&qg}KL?-jG;QY< z*+v@5la8WD22)U;aC8SpmLBB?Lo_9{2& z--)Q>ls8KXA|66Ftil_7m3?W3tuY2)c%8Fe2%Gpso(dB>m+~O1r&{Pq%6(V^Ic?-! zD{CGN#UI!%ciOj=8(I=RARQFVbeN0rk4hpDeJ~W)8L^w2&~4~XqVm+)9#3Ub$V8SB zM+G!Vr5oB#I{#k75MoK3AfZ=Rgw3DePdQCZ3Xk6c(jvBRFgcULt5WSTW{kGm2lb3rMry`4H4EyI)JkI~Rr#&6HKik34O)ct5aW*(S%+F zKj0vzPeh#{Cxl4A+YY5OjO~B8N`j8eG{*n9&7T%8tMl2^r;j)gdU|jWj%dUC z8KhCw*F-}G0qOP-iwbDKkVvgVKR-Ss?HbXu6M>01?xw7ZGzu1KLXSW{s*GKl3eO}k zOnNyaDRg~993AYpnzF@NP>64$K1#}iG*YFt+T7F$v;o6~eTHPuE6$Mfb=6)XY1!H? zv24u%La&R%6h3xMEv7VWpms*EC;e0(gG}A;Eb4sF-USSlO!tXrlLg?X%e2ht#7@`cLNV?ZC$&e2BL~N$|Q?HF& zA3HRyf;B=D_QC~?bS@3sjK_3Sr#b0IkJiQ@D_p}c>|R5H;yb7od%FqGXJeh|tI}Ih z(TkXhM5Pd9J@-WDseG zW~|V*BCp)hn4axxF>=Yy*FB+IsYDXO=I-NoM|-^%uk`1*{c#ZE4C>dZiAxL@)RBUE zA#rb6y7W%k(=I=H31UsYYN7_;=<^0FEz83|W*a&fGJ_@(Pg5;caT9ozrzJ(0`k7m4 zO;38MSP+e&ctk@!3F8SJco=6DC4s|((92;r#f^Hea4sn^QDxDcqnjdYXV_R*0UW}+ znJeI{<3IA^n)@&;qp9DEotR0Io`j#VHe;$s`Z{#=q_tA%zsJKMd)zH_rS2M~Gx5gY zA#CN7i;-QD{uqbj?&qS0*a5e}5z=|RY}g9pu@VP(XBM5?-(0%U%Cep4Z!5XjdfyHK z+36P?E_7IM8cjc#%KJ%jSPYuX@b=lDhp`pt7u}I|GaPfjp4+5^eg|&SXQ`tpz7jO7 zA6nu&^f2hywecIt`j#sxiZ3vMuXar4?Bq%K3m5PzE@KT!kf?7%E8K%EasimuXyihL zc`*Zbo4WRzBP#OQUeUD>LM%pOH5$mzAc9XzZw(ZQ4cKnV$xJo|o=4d9>t@q-_%QyY zR% zd76~>7v7SK1telPrqcyY&)6PSS)O6O>2Wd0=e9dH5wGKC9jB4SVFVUrR{Ji2`MQq_ zSI0rTU`ln~j#suz2RbjqkTE4h_mCTDZc_o(#R%-Y_AI?!wBsqwlohG_dE1tpk8fTG&meA7}h`;7`MnyKO zwq`cR8O-vScJ#wptPe@;AHC2BD^bnur-N}>QRXr*q|$|cg{Sz;25{?#=kcuW!w--0 zdRv*$D%;>kojTk5U{8n&JH=xv=D3+|C+Jxm+P z&~HH4db$@GjKnzf+pMK3kIx8Ic9Yy3JBX$JA@j`LNWyA{AJud^S_!tS#+Zr!VG9GB zI=T+~NXUmB*y$l_gdlVSUFUOjI>mxS=Rho4%-@4pYTf2osY-HG?M}4@ePL{F=(^S*H z_>b}=y{!%-&EbRs_>7cpb?_(lOh0rx_4!7pYLca~7mt`|_D)lrqn_4d<%R|KVGe_t z`B;br{P%g?mkbZ1pC97k^K3@wMe(SnloH0G2r2|+oH_!7ah~dYzMtyVN}_y2w+>1p z2|YJ9d5llZgBmzVB{$h*dGp)QN`6F#Fq#VKFQK=?yA1xOhQTV12t0}Fs`dE71C6P- z`>PZujil|@WqaM@lASR(-lo4vG{x0hQ3y}r0$Xc1toJB|&*}g2=Nv+Bia*(u%?JzP z3>s0l@+F?acHHK6M9~+8pW75uKXd!-rVqVJO2wS03DFUX@Dl z2<|k5&aHGa!5p^nOz0LogDv=o?V_6LeO7fG#hYHn&uyBrnFSa3Qr|Xp`E3lwvJLFO z2mCDB#oNrqw}zD~)?%~8FcSM|CGX-VtTcU1N~!47uejUeKG}@WgHxQvALPP|=xl%k zPahNA7NV(1!6)=0*oyOR7j2jYt#B3#NIH2vkY@=t&%!|^j&0QE?F|Yd%JJyI%s1&x zp%)=V_Mq~8)8uYC0*i1Q%{=ZCg)SIm+6oM#@ViRcT?=VD4khszHF|fK0DKI732|*d zE7k5u?8OyqWSfYicRmy3Dj?cXk=MJ%%g{_)Y1!KJY?EHXyo8TD=;xm#hEH>+FAc?5rWm?@NocNp9{hmoW4XAoE8#G$mq z?Ty`n>PzY~Ri$ypPdhn{PRbkL)?AW;_ z$O_Vx(1&5O%RG>3IDt1zoCi}%=lqk`VS&(8TeH(f#kWzr4up^_n?)- zI}aYASI6h1^Y&p{XHOlj%hu{+jEhY~;3-@r6`6Ac+J*rnmZ!b;Hid%FbMvWf$43}U z|B{DZp&P^KZ|E6HxLDB;+;pf0ZpZDsuPm)Qm_GTCQy;_xT+n%?fG4!1vb|rv?!xGc zFK~|c)s@fF@lK>gu{(5G7hweQV-00YW8ZcbgdSW-xu({*Da7Er;&01la)hL=_qEjs z(o#D$G{kbZRnODt2D;0x*@lPc5N4aQDt8_#@pE*4-ov$E5xUWx?V*8GAb7S9saT3& z16zq1gBc52%M&NPk0l46&`V(%NpQMD4@d&3`v`-mhEC7&P7+N!hZgVy{$dNbMek43 zC%@~U&=c?qJ_%wPo%G@?1u%%J{3g|UUpIX=oq5mida7a;!k(PxaKrbdeuB`0Ph8Uj zq|NG7fyc9%>XNdn7xJ*sD>k#sTB^x?m3rN56{w>5UTii0N z1kq0H=#SopYho$&Yg0_~q2snL_ToUuE6=O->u@@A=0X|l;&<9Qe4_w9#=;;bBx=bJdmY2tE7;ATq?p?tk!X69 zYnWxaWKebtV<0lu_l16f(1Q(Yfa{a1;S1{X>_+EmuB@;d(k{bT`XcT#)f0%oaE2Lk zeQ;H^c=bzzK%;KQKPxr9m#w}KI9MWVddJ{lY8 zd=4I=n_glf<&{Fxyudf(TNi3@3B3b;#{V$b%^PgY>;4B59C~2JkSrY+5ayyLAA=cq znk~4bi|r3#xDcG=P^svGw{e5_v)IQ>m}yvp%lwvkgu-pu$Dl~lLfz~`=xMmyV;&td zB9775Vhu@Qq%qN>K~d+!88*}k>9c8znW_mW%3>|r(7Bw#R{q}{XoMd%O;OAmLr+9K z12W1Lz$$9MVWu0F2n03~fwr+%3kF~X)y-3+^hZtdETX7juafS3t@9ue`pzKD)sMq_ z6h%ke5^fwm;O9S3g=e7{KG%?mK7~hk-0)n57CzlB^sJX~fT7$)^z+$YR>XGRUn7%P zd~pWlN42Jq&OU@5jZ**@k5k`}Qjj=Z)Txv%ba=XsgQwVS1JRUTC_A70u%3yY^Mly&&vK;C!qw?x+ zg3i zLfr9Q42$U9p3r2mY0}eeZg9jT;5(A2*WHcw6vYO{_Crio@Izmept5{eL)U03CQ(zo zhk7Avd{!!e-8fE%7Nyhi>;c|OL9C(+3w>w16@BOys|0)$y}D;>VUt`iCnaQ0Bo2@B z3O*x2n-$Wew|_B^R48>-zv8ehrk(fZ`;;hukJF;jQg|L6yei46SV;e7T$aZua@k^r zZHFm_?L+cpV%hYM@SWYMn-aa7E-8>KS_LyY+s!ajw=Bo_0D!{yWM<(=c46Oev|Ic~rf#UcN|2^e0#jqsC zd9m9BjHG`vD$I;SBP_*Pw#LbPzfle$VWj3DB7!aYd){SedUT@D2H&z357z8;MLl$r zApy6mmh31hyXheza?>ezEhtlp66g{VG)KiYYUG{Nq(g#Q?<@VeJc&!xeRXw=qOGW!hM9JbGJ61_4A{j|!O0dKTvAyHWj@*B+uNQ>-l+3F-*#YR6XY6wC%HJLZT!+gQg0;J0r8d7HvVc6NFIkH1 zKI#n%(ooiG4})tich5n=Zbhxb2(-fFZzhd(ce~ zx``2i$MFVD>2GKppfE zEza2Il|mQ$A+FI5bzkqIn99h0dI)E5dq#EAudnGon{ZEWQ<1b0 zx_W=c7{14=R6{KdnsE@tU|gC8w+|2dn5QiCh>;V^obZrXW|N#)ri_B(E29Vf?gM;l zzUa!jIwWkilgyvRkGLSWLZj#Q*m=!M_#XFTtj3(4z9T>G$5*(it>8d%F2V7*(N+*!d0793Li;m?pHjORlg?L??pOmn5Aa;?= zKSIZVm7P^ijic@S?kpgl?(H(3GpRaHcl)J0^k&#JKa0Q#UD9~vFohcLC%njjL*KS# zry`$^W7J#EqGG^-Uj&_euoQ87YV^Mt?5MwwwzU2~s3C7Xt!R?@V{Eha(2Tz7Gjwr# zuQABWy~eSHe;!a@g&h?z6NlKsm!U<_ropD5jht&@4+bGkXRi{EPV^{O`CPiuD+YG# zY)0ten9JRhKA(jfY$nMWKP^B%6Ht0reCW2ssjsL=4gIjnoLD^wJ-rgw15{s^@g|#L zE?t_Rg-xw1DdYm1T^E;H%Ko4%$wXVhkYwrvwX9LeB#o>5SAf+`GJ zKFa7KE{OvqT6c@`T2lx-fxgt$JN+hfJD=>M@&ve5^b>JGwNYs9c>v8nzpQaPA2r+R9x3FEwi&d1+QSRfk_#BcY(zNHoRQ4 zxt1!;S|37BM+v%*LsT1YV;C9*M0ROtg|Up!Z{RBo^?7EsH?*M3*H)Y*m4rUh<*6l` zytCaGbYhUGZC0;dgq}{At??=@lEj|Jy(FZ_0NO@nhJDkqmv*;Gx9o1gE}xnQFXA`q zU*|GIv3MLe*$$LRQEM{9J)E&;ZfwLqXzZ2{ZE~yJ?DNIrp|}a3FR*{f?N;sQe@;^HYrGne-bqZ{bI^ zwRo4nB%XAB1vA4+omX?I#+E=zuxWhnS_xfRF>sgL#a8j?K-!ev^Vf8;gJiYtJMBor zCl%?Qm*ZOo2B#SwwAZn=Td)aTqVyRg>Q#JG5gBjFPV$;61)4t;)PUwlmDqtDD@yYZ)Q0a5+J0pTResH}fg^b}y+6 zNG4!2<;D%{#?$mtI!~7rxO zB8M#);^FfsI;Z-WgfHl7&d?>y#_cFY`p8YUU{!5yaa81m>Cn62WgOslj+4qC=6Q1I zJO!>rfaOz@=}OAs8Cgr^2_xIikGDt*`S?}>(bw9Rt)<)Qqg0TdN^T^eIPSxI29-b2 zS~k;d*F-U1X|ifU6lq37GM{`g>c5BZjyx8Bi0`5ckD~7y?cfu-q{gM`rJqwfc0ygW z#uzH|&FJUBBgIm){)XvZ=vF(SN1!wwqhGj)kN9j;{UE=V3`FkNb=+Gb<(e4DD>}}% z{v+n$9=63o^c-=jgQ8Z%@W~ZKNwi@I@U3hs+wla&OFkneWC}tz7h>3qer2@p$>DWo z6R#KI>x`!RYvE%9v*8i!@j7N)k0e@I8t{=Je;y|O|1tpX+VYIJf3a2;=ixHOG+h0~T#x)F||TL4Fi zr^cD4DeIclW!u2(NVL>3oR7pYjr#u-uJIXvir49c2UFwSuCSFZ{LM^0`;STDKhvT< z!SmGrg#*sRZx%vNU(M1GgLv-?@gm#79d2i%*lEi>c>iB9WbzhTY9;id7)mR@jCbj4 zQv7ad+N!Pj{)D1Y9RuklzQ$Ds4ZG<%=2JZMVW^#DE3N5e#$hf4&@XV3?R7uaG5~Bu z3pQ*SqabuMAsP?jyj;WClPT4gC-H<9xfsJQ@;Sn+M?+8cvQHF`Y2>uOIMg7GjA!$D zk1p~8{*Q70+05-S{)ZF%{o8b4>@xU-YCur1TuVPmr^kCb5Q{x;~9hxD0BdGgWyXdFzXgs6vt{ zh*W-V{34;i2tAt4?t+5OBYD*}Q(Lx$>Nr~QlO-(LVE$=G_LG4*~? zQciLZvgVte&~LTxYNYD-ysSm{jnM6UvV*waWvbp@$Q_`q7)|K6EL!ST&(Hg>tney* zNa3|mnqEcfjt^3%Ktbr{QRl;OiOsj5#->yb)lE{4!%+{{3wmJ#e;VSgEw~7T&|~o+ zt~hkIx2BFU_ga+{%tC*spu-+!`42;5Dd9or(rEW&`rp|eJ&|`pw=hr|!27*{Z5Xc0 zQm)_-x;eZ`HY4;RcsQWalcA>b2dTPV^Vr$0h6F6fTLG4-Gy;{`bVr+9H---W6MD4V zi?doWBf)}ZSYUEO&x2(cpdil^hL!5FZ6%AabC?%sass^R}MIK!jlm!Qk zu@ANUw3EvW;EFkE-9*I`Fk^?d6=_a+y)5X44MDABC3T^f4Z9E`0SmFolnWE%@G`ze z>&%}AkkAh+2;HKA(4|=so$)?H)jb$UFQ}go$Z>>z4!s4RhTPo^z%_iPagKM^w?jQX z-4TaWlI{kl5k+8zX%&onB%`h$c?Hrt+r3SNtA!4lQg0Y#(=|}fW1tm{TtT+nN^*|E z@Pds&NOe;NtjYKW|3klwpW?BIggzrfT3AsN{apqRi!+RMC3LC6US|e(*YO=jJC$4t z94*Ok_va8oPn7!Ux~r!769}g3>wqKp6xDP%RtoOrOAWU9mP8MECTa;Z55c%-ecEtT z4zLqxQ05X#X^3yF<6FoOtwZo7QF&mTOi;VYV^Se4CLcwa_@r^*qAxw znHy{5LadJDT^C15+KzpBspyKe3{&@EJSrIAxhi4~n&c2dZ;BnlEJFHJ50jw-qw ztvY_7(+UkD*(ARfqoM{Oy|evuue~@{hE;WgoatKK-8Vop6Qn;9Fw!P(!w9^H*RdKa zsjdrW5@#Hy-~v9*913iOrFa9M$O}a`aQ_Ens*lB;{OKb7-(w_RW9Hk~kzk6lR>6R% zhi(Eo@5rcio1dNSYAUW)2usM;N9O>vay0c^q%a9L^msq6VXGg#IH>_I{P7(TJexn~ zNlWB#H@E5Upp3L!Y=+LsNZr5t zdoZ8QSvwlxpr(ovQl_}+9ukoXm;re)(Tz5aK}#&cW&D6AQ9dV4SQCVvz14XKs`CS= zZP*!FVk+_*dJoZPjx%?DYVz%Wl8isKo<+^DHr%r zZa=E5C2P&^I_`CX;kR@9sfE3~7Uf<)p|8tcZSWoUx`My6lL_TVzc8ATRU11=V66@9 zaEjG^5r{LANH-;%2*}?v214j%sMz{v!_GS!)%j7KRzOJk_j{s&u9TY}w}&99QDB5V z5IYPGa|I;-R^2Jst4|s~gM*kwYYyfzygqmx%N5&eco7v`_G;&{*8-ISShrz?!(Pj= zgk73X|Kg-;c~2+{I26(OI7+bN@E_c#c{uuE}pIyUgBQMc!X?(a7z7Jn@;5r zO(B?L+|edq+!Y9+7r{id3M<`Z^=Y3waTweD>TFj-1!|MWb$v=L@vTY*fe2&zUQ|6otO4K9tLgWYMRlaG)g|kCyt$a{H7!nH zgdQ1Ic?BcU5d%z+D9B&L(0=EU%r8(`HqH_GB0`J~VOoMQdv0d8Ja&Faky=x4#G-^B)8(Xf493w*0_l8$ z!Gs=ONW?OR|0!X4?Gf~Kv*c0dWwdyalOQPg#br=m5W2B+{sj%ZQwa2Aj809eGTQib zq?XvoutgBM8oU>0X@ehen135*C#|r_W&F=O%2R1|Hk81O?s5+|LJyB>YigGABm>g( zSWHWchd|H>U6fA^9;!3izJdWEPoy9vdN8{COPYDErE~Kx9LzDx*1QpVP3*x@L+M<~ zY(CqM8g2RTO2}JT3fAYCWozL`=ynvxB<#lpD)VN3E@BlBgl>95FNF=b#OEFQX(6rT z8TP&+m72`>jQ>rsmP8g<2$3A}LN$62dQI%&`)OlvFOG#Foz;(T#fE$gIsvora)1-t zk^pQ#lfS~G8hf}AdL)(k<2ZtgcpvS;cnBD@H_BK^ufTxV#0uPIBu3PKlzt{a`NqdFgGnyDc+4TO&&qg?JOGhTlmP-CuaD zMR!N&HLxoL>Rdt+s=2XF8?UrP2(G9QS{l|~tcVYjS=Zq}=r$B)F#Q$I;RBL+QkV>T z2|_nH3Q=X4GXs=F=U4HdNmDAs;zfMwl%_EP&2g8GF0XVD#^A#V>V#g4>imb0(77{8 zFvt@{GX$agA_t0M2)5xSK0#k3h!-XZJ-ed>*3#UcFzwO}JE^6$(`aP`rjz7zi}Ek%4YQpEwA1+q@dnO^cm+fi3~^I{ zR;o|dEu;ir9`iIM5%x9kYk_g1qgXSN*nZ!|ReXa%C?Xz5_Cz9Ou=Gaa(|?jB*-M(Fq^pA`apq zloY)i*%t+I1OMU=sv}pF!WaDPU(8bZtOZWVpWT}c>HJ0ff+=Ct*`7$}<~(j1Wk7;h zcaFFwW}sZaN4GMl45$25#jr+BHx%kF?xLvUriZ{vN;lU8xmb+EV>*oS$MC+yJQ3fO zc?Y~l`Lze*7=()FmaUPD_esn9sqS16i6`)XB>bMLwD&r{_aka&Lv{WOUNuzf1_Lb_ zmIP~#MNTTtl11m~o$aA1E9p;WJ{ziqyw54UI7=Z21Pd`}kL9?4-586~V$3}I!$RlK z6qVe>ZMo5a@xQuOEkY+=F{~;Sdq*^5*qc~p`ZT0g+>Txz^sEKlu?6J~JAWGTDx5>k zBlIG8lTLC_h&tPw;ZwBG{H-$B7Q!KoDBOcqNX6P5Q*ABui02bujdM7HM;P3TZgznn zAqCA%v2r>Z56g9i@`gcEeGcz=d}c=GUbA2p9Ys=(CG?_LgKHs7H&l(!U;7Ah9*hb> zV%jWeuo5q$7~U3y9weXIl5O-7ex#=m%UA`13IOLo7{7Dma*x7joX65INy|}OQwLf; z1^osNJMP0{iuL(9i_nWxo!`Wiu&i_)N|dF=CJTig1Vo@UWyxh6!Zg$pWF9WaKI0)~ zAoOVJmy2u$`Az(sY<|A;WIWF}JyuuSQ;r?$N$6G4-PEZ_O5p?if@gwE=SdiehC1KJ zOjHT_(@P&i*N4z!&`Cof;ZV?OQ?`t#pr5ri=Hn-vAeq<5u}OWx61^Go3PRV5&PU@a zR+?I!7slhHJAaUZNqE>m*Pe|KM0bBhThc^?U z=fWnw3G*TWi}7ht1HU-bB$=NfnLo#1EgUM+2`F$A0|cS#Navf}6rnT=8eki`_^Hv2 z%&QfN&N>o$c{DQZg26P*#{Y1UR~T$WqLR+k5J_tfeo|wJ(6^wpYSs(wHr<8&=CpMHh^7rI64+#k2goe73ij;8k0*q7GidF?zAZ zXeR2W2|~}wgl@y#YzkXY(UecdZosm@M%ayBy1DPF*nsK$Q#+ftHYpkKbv%X6B=p;Y zLg&k{Fi2hdR*Yq!QZ)!?O2iy2MRz=jR6*#vAOdAE5l3*2XKN64g`@-oq3cZNU2&9j zUcr>lB^o{OfbJd8CGfb8U6mHP=2%2#^Hr{Cr1Kkc_Q2+<_0WxY_kA%qNSX62)OEvx zLa`QFiexJ}p-b3!LXSXYJb^Y46o1hf0vit&u{ z3+r^OmgwuIkf%13#|}JhlDgh0r1Ret>4uCW^hi8{O}fng4h%7vgSkQK7b=b?1Dt*F z0Ex|<6YPv3bPI|y+&YAdcn6)3AiCKFp$nw<3LL|Jv@%_TD2G`=nVyt&zNR{@P>*C- zwoaFo{7L9c(lo<3YYZO44ZNx-C(^>eNpX2m+7zALxpfNhyrVgGqkBMYuq^IDt{g+? zg)kgjaTRazu9Jlm&%KwDzyJV3y-7qtR9?7(e&Qkc8Ra&lF8!W#ZoaX?`c$W(Tf%1# z=!q0G2_fl)XpE#1TJBJ)CxvfFzq#jeROIm{e+E?zTs{{|b)8*jX4_E#HFaC1Vx<*6 zfUijA+t5*Tvu8&GcbFg zlmX#e6At<)kq@6@sz@OkQdm(0gYY#jlgxV|O?0yh2xOrVo5lgOG*Pp#nS?}3<6S(F z%?jfBuN@_I{;I)+bSvD=oXY^dIIi{2LrGbKjQ=RCz%Tf2q-jB18Sm!xZOlL zG#(FOoGBKbM4`N2oq0BwxysRKtLw<7w0=1j$*9WX4#Lw|jQ8=LyuFJBcpUem6|X%B zG2Bm&KKP>Kn4642tXYe4`PEyr_-te2X)&I>T1p z$J=-w!*L(#AwTzsHvO}=A_cwiF_rnJ=xK0hDIgGrbS`zapGGHBby~$@3SQB*ys18j z?g6GODZA|Dgtx>j3@N525q_uJ4P>#0kI;!Qf|%h<_(=P^j=PmNxY zp@uzkOF<3X$={F1OZ>(+xIvfw3Uz#4KWRM{BXAvS4N>RdQ`t$?6}~O#JwAW`kzQ@B zkZSKxPjvNjxF=&xEH5kY1iqZ6>qe<4wfp4(T z0`J2IxW>@*A(Rny(*(i~v2@o)FJ384IzPp@*Bp^}73$4eCVwkYNb}L1=u7CS=q`7! zpTt&7pwrdfDH=Z6)HkxQVF2lTtFF2I?bL<&vt_$2NCm8I37?+z z(9;)&&A?&W%0a9^U;dP=vG>i&Zm+GnB!5Z1z1&6Yti;J7^nLU1njv6ze`9|os<1sHe?Q>%ocHn2cLEF=>Z!eBP_8NKQ zdKmHtOsSD*#qc!BM;qxt+rNZkc$$H%=w{E6XdSc!jp0q`QfK?mB#BTHXml8-=ZL{z zYUW746naNI;WbTV1Zv`CoTWZ~7UgtTC()>cMe@;~L0LC;kWS~Hc~$34aR_z1o-xAV zUFVEcJkLeDz?xwSpsPBuTkr#cCi8950t43w65Rm|>}t@&nmJxP5>|xNhFJ@~NrRk2%dn$MPL|8(c`jGE%yKbN;11 zt_utYng=Nrj2(6H8P7Pu&yIahgdW8`6@5|C!9C^j$;sxYBDuqX0`A2Le2aU6nyo9ETJkgr{7!lDk<{6K5(m-D$8WnM z^kQ_;qRTW3H5oElRYJOCQk?H|3KGybBVS(;yo{T8BgpmQOW{@Az;d2lKSH;oHeSLx z+R;*m!D7r@KoGhQkUHBhlFmcfVCv&d#@_EFgYG`27qL=pC1?D< zK!)Nf6OwDTk|H+a3g(g652B?8&FGHMtK)71=3Iv>qN%Lw>9G8&Fb0qU@4!x+XZV#E zl6y(OV4T6XXru9doC)2I(hLsvQD(f1rlOl&Ao~(}c`QdY9gmlcIryE;CQpd(D}s$W zyLZDz;7PhIt=hB{-lpPuCTJt)YAA@s4El~Rl+@BgkVWVgx_U8{$v33`drV5lQ`AV;sieQpo5$R~TpN z_78>7NaIX_d~|i^Ff`lQ?dp^4R*}_|s20umZ zkcUn+@EPCy?V1RE1-_CKM*D2O?@&o4@@h;7uybxm;> zHF+gpDON{#?^|ey_9%t1*o~jD5_g7Z$Uq=WFxiKURXGi@cm$WRC`5EFt;U^%@i{D| zh~xc_Mpuun+lFDdLB*D8k}J-Scd5KO`$0ER$d`lPv^FI9wc4YgoI$OlX$Cgh<22U$ zyo%n=>mP>iC@O0x zT|hu9qN&cW;;o>Us$hV7E@N57*tjRn*gHha?6M1DF$7c4$?F0?EAGWv z2IqN9cL!-$f%E9*W*ERm_1+JAQA*mvFx+ha@8L7=FPMD&4y=4l9O5VavdfjJ4S8P@E+mg;Z#-4)#*x znlpGRhiy2ChAzLi@VwdIPJ4C06-+a67-hxN3{LOLwDM$<`4(Koehf!R5&j9} zbTnpU>+i^FBzodpkkxq_mFEmmR>3QwE76}$`XN(yL)tM5mt5>HL8JmPl+bN1bHH=4 zHSblOlVKi|B6)u#kMO6^`nTd5_FxPOh|o_!Adp<{QfK>Vd>-V^_E_F&BSZGBZF@oxMoXJO^E%E}kVQ7apa2~rb z+NGC4@=dkTOn3i>Gx#PW6=yIJDPnOAgl@wq-1K3oQmA3Y1iI(F zR9wk!_i4<}Yl&BG5TP%^_xK9CRp`-dD1_})=|{OejMA#J*`;;#A9=7O0Rab`N1q%` z=oUKHAMv%yd{bjoc_9&P`$_2K==Rp?JXOfb_u;u>RRs6YnjfGr>EskTc+iLLs;vnG zPUzC}pNrqnPv^5HcwG&i?8h9QUigJpUCymnkczYH6umhDz9MIrPqm;KwbGs-(Yci2 z>`URu{UUTLX5ftO_3oSFNiSXa2^d3ah}URU_v1SM2tp4Hp_jn7*r0PVmK18}d%Sev z*T+=qY^@soeO|5mZ>iNo7Z4DHu8Jo34&NwNIU9|-B#=_V=v2{xp_ThLQ3r>xlJu%4 zT3~@n!CmKM$VKoxMr!O=DTI%(A4LVB8${@<`F!1XxsS&Mbkp^WahQOK4q=@gQHZ8h zC}*QbV+3B-tkS#UJOcqi=mLV!10r+_>0>|Dd7~g+qgZVY53Z|>hkVsf;EK)^SRQK` zL^xVR0t1IvUHWUv<3n`Un6Ik`&Y-U#bc0$^QL1ovQx5auD}12ysB<5@rC2N(#lURBNTx0I|V%SSpY!!qabli!P7_RFP%V7)dRanY> zc$VHH4}*pd*o31PsG#&J*p7A@k3R&bGS{OELKhH(u9?uKr7hp$G`bpoRcTm^*qRM2`J@dbRW+QB~&|5Hs*)SCfdMNQ}EBU_jt^xz^tKEP&O z)A*z^^qZ{s`5ydDTex)wJC@@gJgNA+3l3>4vy_PSZs!CDLKn!PgleL~Q4HrX+s$B03zB_3@nQ`?Bb>n) zU0ZfT{OHgjULLPfp=XWYPs6`>N%6UqSm*&wgKRcDjLU8U)+DT8Kp~c`3FJ6J_Z8(C z!y8NI@u)6Red>rZIER@Y@~&w|Qyg?NWz8L-7ogQF)--eyhc(#hCb>y*QbHl|Vs(cF zBk9rV>w3(GvCo6zj>Ibb=}_NZvXtc-2ifW}40%koA1?}>7)Xi)(E>hVgiDp8>`o3J z;Uw-eP&Hdg72hf9g9!xcr2Es|b=LKmJ*kizY9jOmEWV!ZkD(FEEHmk^6G= z4VC8LD-Ubl8{!!DqMYJ4u~hJ%X&gn*hYi?>MDYRz0);I{&A={)%{Ys026wjCz@s{+ zwaD2Px{NNhq^`$&6gN;<6QKi7;j+fJS`()*PApUmYPfzGlXMN%EffHsyM2dw@fOa} zpE&x^X*iEGjpvz+t2sL=fgf`R30)nz@hrZ;-7bSc&)^r$DT>=r=?@pLP(Z+U z_xd_+Vyr<+$jZB2q9ouO%3-MLh;w_Kz=JxUD>#HMo#&>To&W*=5siD%N2P<>h9&q) z=VDXt2|X`fz*5wd`vWWi6MAv%#ylYe1O$Ag^Ch@MIyYu|NfB(o^J3~sK3p68#9SyUESvp3tY@0`h4*Pal4#ws^HVBN=buW0l}40w3W657`F&BlL|Vbk_-) z`S2WOWdwzJohHpq#~G@3ZLndphpv4A0RaUHU=itjjA030V$l_X>HU}#1k zfd%(qoZ_=METg4ppWwC>-%xf42nfiCM-?~CC=Xu7WvcTy@sPrh(C6Z$&P7?I)yh9$ zpz0@++z@&pY{GoaeK7TL5RZwDR6_{eRiT%}Va(9|Y$Itajtk*RU>=sE2ku5!Zr$-Z z!}%-}rlq{%M{nJD>=)DG1O#rO9vy!RmEWgf39jN%-8;l{qq+zY3@7whyn#=3?^(%> zt(fCLv^Ek%In=_t_#4wu6=j`*h}!sxE?g^0;wvl^iG_kh=*@8iLv%k|Z5($X?9%uU zf8iHyzslS1IE|)?&uie2U$xkW;HaCy9sz+I2=!d<`LT$NZnnh}rMD6M8pN zZx;j3wjDDSL0Lnrb=cP9C5J4AJ+K#*{5Vfr3KG|lF@ga_GmZ7z1adIi=$cZ~Y=oYG z=Sb%-X`amF3o4E zhv69N=zcaUkGsX^JP2`k6?6US4J?bZc-ZB)i3~G$iQrGbR~*eYlXhGQJsy*A4f73} zYGM&%qd_3_MmT|?26S3SU<#J`nE6f0`L+SY{W{NVe6KSsyjR9sb=0U(OA2xvm~EuWf1I=?}6o~GLwqS09ARjvZw2)#MZ&_ewSosv)s z?Ma?eJ$jpqzAlDU3}$^fa!tJJP-;~RrZZ%2=`duFO44bSN$8O%?BK2wQADw~6?u_g zag9;@G}(dL@+*2TY{=)J-NkM@?BWm z+=WHHi>xzC_nho>W~*ZF{0@u0Vo}0D@#aPqtk0a~ZbeaE=Pg42!Ot2BR$f74+DaXH zR!p=@0NDu}9n!nHLkjizNI$JLmEvQTAansi=xT(Xgo$h*FKJHj;5ky?hM7UgGnX@Q zJ2t6gz?TSppdT(Wf)xBR-k|1rhAO!>2H**oj>|fjhX!7cRF-@7^SjgkS^UQPQm#`T zf;s4blNp3w8mkp$Vl22DZ!1P%llcAT71UUPpWdgSp`Ntx{0cgmiD3%j?95|l&Cia< z(|AD<-d4g&K9wx$x({zE<_#n<6d9oyyRD8Diep*$M3il-FoUB(if42uDYs_kPj_`by!4O zc@d-e3}*299W5@3H2tjCc{mZgl9_(5$Pk1sAPC(Jp~sWXZ(xDW9dNN|OQ$B1KNy1) zQcQwQgdTyxI6;D{!f(c)8=d|&98>A~u8j#^=8za3zTt3gR43EqII2 zi;}QADTuN)>Atjrgh!LWvO>s`q?~pNLhr!qPg7j$Bj~Q6=$1ToHHGz#;IXo(p%jVh zZpD*rOFF5fQ1=frT*ykOQl11~U2&bAc;+mM&PO7hDQS^3?m3#KoGhrp(kPz@9PZ|(ES`@)I9ia^{nPD_eeVZOC<5anN;>Z zZDXBE_AU!urRN#MHtrF~l)ULUOwDI?xVi|%7`l~L7wHg+#3{(c!caol-E8Hjkq*a- zQ9K)IZ^vWBx*W@*I99Bey`vnSL#zYIMS3|_oWtJU&#ZjIF-~WWcQ{s*!(veje~Jo# z&?P#*$#CP=^|Zim_*0d-qr6s7iw$TQs~~g%LFg)k9*Kw8MBmn_K38$-hXi3JAwxYJ z!AOmh;@U9?xT;7O8;QlVjYmTgj?KjZl|BG5Db5HyLR-2>mPL0h3axG^uLY2^W3PKmi zd4z69GM#uIHjDK-Rz9mhA`l8abjXX1SfgnSTk16Z+aX0q6I{n0-Sffwg521KRVw`p z&8Q{oh?lD~y5fXGPB(9ez(j_AXB7!oBQcl1c}i0NsTc0z)!(Z^=&#a-1fdJ~h+p00 zv<^o^lFrZR*4Zv#j(55OUuqbev{BFhgHsNVi+F7gNBZmHpXF$5mPCH zghDt(Yw;araFM~^6vd>++PH=Tij@Hp63_;N87NFfFGDg;W_jZMAsM?D$X1BXCd;rQ zsLs!0yJE?YzbJ+cY`h|SvRN>idfWF|3{m)=g#MBu2}%X*#U;6HPaLYq?==AKS(RtFTM=0#X73VT!vMZST@$TrvvHLo(hfko5*Cqg1Awl}c{hr9q*8NkSi~ z_)S;*jPK+nYjyCv-2Gh-7qBTq^_QY9I%-&t%>B5`z(F85u;VR!tf353SzN{c6v1K? zR?~JSLRvUCI%B>62>e3roQ}J21se?_-6(9OO^UjF0s@dyXzVAQ*AovSOd;jPuZV{; zCNt*6+nAN<+*;!V#`t_B8=jMwsNF&_dCvP9I(r*wKE1eRU7W@4jI=2E@hP2pErafA zIw_!_c)dC!2E8#zWf;bWx%k#035{puHKSzw4uJE6z&x>NrO(|S!hqn9fj}FO#UeXcPeykKJ3Ff z4by@e&@I0wPdSS~89L+d@dsAW*%zb!s*phl)ln{EsHp-@`;%h|aBy!@m*T>_Mf9`xMGZQsM8A(D!E+XR$cEo!R`P zhR?^g(;e@j+PM=CkjMw2KIwf2y5R*3cggvdidocTV+?ZAjd2Zw!}cBJ;+cLO$woo(pn-l9BC@P#87m>Q&@sVq}3m=fHt#S#onsmGm>r_L+&U7FEW@Y zE*yh^Q0M!xQ|@e!rUr}kTT3&?P(jMfaS5 zxoDRi8Q#3Xr;=*O9W}vK3>N-KAZMci4&o$_86q2 z)36!8GqlkgDcFwHZmu~I%dkUC*cI><-=J$)UUwxrk&~ozyTVCoA@nFZrqZI5DK9y z_m2+N<0x7y2;g6Qt^4w;^biDLNa!{^g|8e!wRn=)JBpbGedX%%Sqlkcv5D^|cnjFl z3B8b;Pn+=Vj@Ri-9dMkAKOr-ed7F1WPxrw1ab9r?LFfYd5PJAkTa!B5k5ZjGPO9=o z=r+_v4>k}1f6*8(DF$fl7>m1gJo+8jf%0W%Z2g$>_IHyMNS)YIu(Du0%K8<-Xb?rWGcEAp*5f&qJ!A z!3_RJ>e3rm01GjbZ!?azQVC0OlE>A1w#5isVYmuG=mKUWbPF3=LAvIFn1q+!!qbYb)ObF@ zsE}RT7&^Wox*REzT5C8p=32Z>8||UHyNnkuINbYDZ1* zJ35=@4$|-*cImVjF@=hJ0#;xh*5C!cH@)e+oV>~+w;*%@^AUOiD&k(u!9h~)ankn= zd`$H-4bNt5uVN#Aw+}~fjenNXZB(O*(L(Emv5IbelqxN2n-nLY7L4_#2G1&R6GKN` z)il-k@>3b^)X7atVP_)UWHRqj|AH7*afWUt7Vv6l_8w38ItOO)<&aHL_YtGLI*9)i#XLO|$JC)fid@4dK*??~K(8Q0b# z{l>azqry}G%`pJ;=$wDS4=OJ%FvbUvbFizh{XKiVtY zR3ki=Q8vP9oPeg;F)+RZ?NdqS7!{0($bQK@Dl z^d!oKpTeNdU3m(h*FDm;MCdyOp$i0$(4)|h&HOMf;(NNXjwtO@D$N)aM_bHfynm5u zeI0HmO#9j;kQ6*=(%HS(LjPB-6 zoW%@NyXkl=!zr(&WXdqi3}#PA6a($u*n{r01zQH06u?-v+YPAWH0V$Uhw!M&Ktvn^ zl|h-wPg-NVq9s}|04E)a?SvjNSjhL#+SJzEh@s!BUfN$YdSaBQGa=wBCi-0q+JXvH zcR%6`UT|>=T2Y;(euV047OJTpsR-5i4Z4{a@xn9{%&T+=S$!WR(JhSQeW@$;M^mTl z?T8E1UFI4Vh+r6Z1_xcztyuZ{EBKlrwX$z4KR$BFoF9XMm_vo$gj-V*(F=H3agTQ1 z@lKR8*_)_I^}E!>%T!}1g-)Y^a8UwgKrW2IUb=%f(L$Hf3=yb@mv9yP@r=tF(gIkH zUrG7NJ}J^R7#+qnr~^k0-hb8;jOFv}lZ|pg*Tp%!W!jP_rLYy>8Mw61KeV7${S|#x zhO}bXs{X>44p$tB=kS%o_<96J;1VwKD5vG^6mBwbQ6A-8tTdg9l+B?p9h7b`4Wa*$J5&OGtdZOqP!@7lRBbvzz+TsHzM=r0i#r z4!sN~98&zGu(f}~?OXY8>EB(bp!mE5zDIu(zK^2#2xrmUly=-4hw+)HfG%JLI&aGe z{wM0dWCM<#fPpxUedwCey`Dscd6}`c@0zv0uThF|*A#245vy4wXpk7)G9F&xC*hIQjw(2VAO7Gp_LNq8Dp zNax-rwpp_|gSc6i-{ zsv}T%D$e4JYWN!8n5qEj?KnwYTf}rvwIPm@t~aAFDc!YCBNa9HEPvu2pE%51iDt`t z$*1)X5qK1fg1nN%bG0?+>l=fgG2cWJK@%_&*C|)TVp@R^BR>}623`%yq@N;~i>uT; z3w`KpFOLlv%>Allo6;+JQCl(c9fwVrrufu`$ZQzCXd!f|l*?H@6|-dKuYv>k&Sy;< zOmxSur0dme9UovIdN^#|@g%7(Hx6=-(@tqv@{-VpdYye?LuUru!5#_LLg>;Q9BFc# zSrQW2Fp2@j?66uaDv&La3k&4wNV$X7Y{$v7=)D)th(H;VUTy5vKnP}o zbqg9P){bXaXe0Cp($iTiHN|>{5)3F$nl$b3NRsuxSV9}xC;!iRdzGI^)8hVg8PP3) z$D9fjyP_G!hhVvyHbR%?1gyd-j|oZT7cX%DcG%3JnzTMy~ zSQ?#4=-=W717yeTcf688=zqJcQkSf zc!2>^tm1jwvi(f`KnY#yOr1(ndKXnf_^cY^Q(R#9r7h)A6C6P8pj_Vr_=oLc8L4ay zTA{wfb{qQQd43{k_g_slBSCLMm$J=o#~C~x!byt>co^q-6^%50>t$>Gi{d1 zb8?D>g3) z<--y@p%{_OhdMzWzQ~@0p5Bdl0LRfk=mAk89>YZj6Ak^CZWTO2FNd$$E_Qhs>24)c z{u>VAW;hVK_T*7%m_brqubET>M@4y9W~LAGfz$|Hlus4VkaZDES$%$vSqNL(?x!KNoqZ|6uhVyu|_$uhk{T|?(3+BA- zD6~R5KQr=0;4bXPQ49$ZNv6f|1Aans;3B3rm%@i<7592UTkNiYfBj>qsP zuUCDQe0O?)E2QNtRL4{3OUi754tNpo@_*_9&|EVTE7u97hLzKD&g)x-+?gG~HT?f)>8%#o%=9|pLf3OO9T|TLToeY#m zDu^wP)O;*+O?r8p;vOYck6MrWt<2ELHE|q!T&g6R7ljzK{D|{d$hTlj#RR9izRL))3*j^T5mw=>1(op<-@7^8xgc}_oeABJ7uevD+~8p`)s!XiP=$78`1`A_@;?C!-Zz zFvm+$3aJ|WvpKvdV@W(hU37u;)tK+fqKh5GptC&avkQZCNu|<)&i=NbK9yATC4Fxt zeb+z|L-fYfsJj{X+~L%sY*gnRGH1M(;&q;6kf?@av`3>1x~jmvj)iDJnE!}I6D-0_ ze2XVgRF_#o7P%MaNgnY!mY|sq>R%ALfF}G(7v&C(sn3_0rkZvHp2HQiHdq5ED@H~w z=t&n?M-kxUNA3{K_P5|}z6)2^n&LDuD}wKHagNI}=ZHuu(Wh{V8tE;DtL6BNtbW^E zE{0IUuz>->j~GK|t&f(gjCn!N>R@Gf+KmC}GQ5NJco~yO=AQfB;xU;j{0XlfAQ98? zJD+$s&KOB#aP>AW;Q(f$72A#f{W@`MiEa3Nzs6;J!2ju!tvwdQF-2s47w{FYFphL* zN-yFkQ`PLPi67`%jWq5QyoB+JpUa_N$R`A*qXC`7?M@ClFPh^`EO&8H3-Pq(R43UD zc2uK_{*pv|i3B!+S~8!eP|SiN3}_$4$Nc_jd_rm~r(-B*WvCE}z|g|;#;^s&lYH$S zuAl%~qC4hbJBE5xhq1K4u9%Pgc*GO~bN;sao>+tL@iYI-<^5FANb9jEk9+tOzG3+D zJ=URzt`!FCqAr_&9w^6V`f|Xdh5EXqnK&^L06RJvZCn39x$bjcnvcglu}Eo zq6z$S1Mj))T^l<>lsnB_u%bBbWN@>EPw6KHM3bnSO7baMol4MvH zP~3)OT7y;YMt8N8bX&=Vy4-UGcHv(s4bEqsl&u z<8-@wuz`W$ICMiD+Cm|DE6S(Y2ji*FKH!r+h!Z$ZT|b=eI!}(vsh@>tw7@Q`^jiML z#_;h6(pvB+-D=S6l?0SRN4$hXID;SYEw=OSr_kfHM%fHoDM&TmhC%-`Y+;{cF9pUq zs`7cbm){f};{qmb%nR^M2$CdvMk?Ly8yZU$*cg3hIpsX~2(uI&(rHw2X7AF9ptD@9 zI^nMZmFN2^zwbnMR5Q#ht~3T1I745uf@&B>Dqn}Kw4%c#ZK>MWfAJsw`JI8{N&apZ zb@>}qru|S3u_CV@EpHP3!8EUvO=C%d|2U*JHWE>|iv(&EeOh?8sc4BO@iKkI4(j!z zIF0MHlmE!Ja+5zDVPLqOpDyJ+cc2J}%)w!wKv*CTt8_JMlAmdQl6V&`?2Uo$;FKdK$Dr(%W}xBJ=`O4~tE+KEZ5+F5u}c ze1W-&I)*(+)W=oE(Tn3ltVM~;pT}^&uY*eH1;xt}5bzb#=w54Rj%UlE8J%)5xwA3? zmC#%sh13(JunVs^P1Q^08Kbxrk-O6KU+;2S(#h?8yv(rF2ezWlqN|h;D4t>7jC6{DSM5iJVgKI{v}LAhk0==mG+okQ+Pj zu|`73i{Y4qSy+Vka4%_fC}#7gt$4#tVhaBdgM~Qkw9fi2e1-}<%ct@T_$a!W%Gqj6 zYc9^YnLF!_(1Dk5Cd}sB3PLvnDzNp=MR}Q;^Ws5d`wVuGXzJ?*c zU8eJ)-0zK`Wj_#vE+C)@O>va*wzd#pJjS6c9YHEq;{cZ8MHEFt?8m=u#((|AAl$?| z4&@%JVgdt*rY0+&svj2Of}7b4o(TO?n9Xy~Nraw=Y9<}6w~)TOUhGi0` z6+KDY$1}UxlhGDqXlKj0-)buR;N@$`NrY}gNw#u31O$9SF;%MQf)kpStl8P{pUOzb zV8;yn#ehIcQrZKT=>$6Kdc`eq5~t~MvW(m+PjYJ>mV_RQA`D3Cq7IvFJ~s__0nYnD z=obZ{n--1mwTV|DM9~sUF*q-YTn-i)MGZbhQK}`9VSEYhS4#J!%Yx8vA%QJ6zifSTsD_+6gFq^TRlL$T7#aZ-11jd;lV|z{_bSb6OPLIib z1OyaNFU~Rv*ENlZl|Y}&RlBj+hX3(rqfmqfzC>k>aCi~A74@(J-(wo;%gcXkeBO6p zCH7;oOXp>89OK=o!QDFaRIJBaVU}B45W4wM6GKceGb4D**33cZqBx5{K!hGe)wo+z zH;+xRV5K51;DmuW;O+PrpQ_BK4JSgkp*`vAIPP^?=#zpcahVkDIE}CY4!Ws{SB2XB z1CMi9Drk&1^+QQIMjq42vVsj(mkUBL8&o<@DQ-tP|EKKL&- z8QR>I<2w}-4<|xzO^1FN_o?(V#9|8mqW(};u8zkR%yZhWGJ2pd=HoYp1*7=?+D?RV zEbOwm7e+Uf=X=ei*iuviw^)Zg()V(Gj`1#grK%n))nz}|!JKH9y;4+$k)l=3=(;XD zlD|(xr?4dS!VJ315F|#>zPnPPJHC}Tm9RP4<(;_pFIZJmoN# zSQ=9J2MZMr%7PKtu1Mk`p)P6sVT|VAqxkn|hc0mQ=~(MBrvWRedOF^5 z+G`eaJMEPlQ+XxIecoXhpVuWMeS~{$z-hL9LFfVj5PBI>iob-O51->#D#k3cES33x zsbX-tPLk%w=HupHW~uNd^k`oHKe(c(v+hhrgYY+QQm((VUfdi&2lK{ zbIbl-aXQi*r-C{Xs`A^?v7UB?TWL6y{T?`K`mC}8+-i7Pq__+io8)Ym1nWSSVOZn;EMm{aWA9= zdOV%;7Ib1tINe5e{im`q!!u!T!@b8x2;}E>WD)BXvx32O}1S~Z(k8D|Imlq3;_ZzdM~Vp6DM!n8=1OZ z1G-0k50U6 zPj4Uhc(|r6Gwj|!3GVpOi192Q@u`Ryllk9cyw-H-5H?^ANaW|pj#p9;}SK=4tmH)5F~i?>irzyFM^)(k|(8>RO`*ZLUA z@(}7^!sQ)avT~Yw-?Q*%_A%@SFywzYasjRUa#U}CtlqBTu#LifrEf8Anppk~ar^=2 z1UEmuu|RwF!(Oz*%Mx?BUOKbC=c%+N-LqgpeHaC7%6-Aa9MSWE;USB~O&8}Ir-WOE zI|^3+c_F#drruG3M|#vT@4AS9fI#n^+RBU>cn^S2SMz8^h64fOvs05~5p@1(@!ANZ@0{r1kUud<;)gVqqAre((@zKqh{p>|RdOp*{ZNbu`tsR`E z69_m!oJYZJ&GE6_+&_e*hNQ%`QU=_W?NY}kO|j#)Pg_FdH*mhF8Vlv0;&-B+bZ-HT z^P!K+g?FXAZ?np0kMourB4w{y*p{s_Pt+Ul>M#aP96wF{sV`j)X;=K2jmFoR@##zty38^e$&^mcF3k8K zraEF0RPutOl&;Es3%Tr3oo~A98T>+?R5Auz0v)2|F#tjfn91Cg)AAj9-kj6WBv)9r z8E?g@J#5h`Gdb`okgm>1+thfjfg`b-701-^1rSTRGtNW^kI`7+!%pN_s(PF%Gp6&; zoS8fKqptFcGBSnYax6RoB_&4Vny?DVCSHC7))K1A!QXOy39ZRk-8sVSlru>Y4N^;! zFG%bwNa3!4->>C9$Ywssrb~XN-u6#vo=7Y4gS(Pbh~dh+=={92<^G$Q0NOt0v5M#p zwcsnpWbqxB65}Rgh&r7}{nn!@lAz!om(XGctB;M1J$)8qjn!Kyd!f~G=Z%XAcgY;w zV1vR}gpr&eCfDucCVr23&<_=dBXjA@s1RvMXN?3_bdc{!r8lF!t#$lWwr&fmoM1X% ze~KZ=`Usa|DCgd2zhyb4cb&K0bdL?wkupaav|o`)HYrIt=ZR+t0no7~|LOU@F^_gu zNM+$l;QE}vh0xqQgCdZpN7f*3Rn@!(k!>V=1@+?RtrfjArR8gjphwoKX>rWPGrDhKh_nH#(ab8 z=@Me3gn^aqHULLJxW5?Y6H|cyF)Xt5Bop4Pk+&6zmo!3n?btiCyPiIPoP|)N<;v6Z z>BmPK&(o2_kcV&s2FUZnLcln!Iuu&dhUl;GulSx$bpC#|V&*cbeOi1+pYpG_3W+bjk_YtJ-W~H8L$uhi17ToW2 zlBrU%aQX=?MO`%Ayl4Y!Wid0Pf)6O)F>d=N53mXmG$TjIY)%s&o#H+PIGUZ3x(9_1 z5rhqpsH9bomu*`o1_abfbi!FvR%E+mVAErW*YCS$K(SM5T#~{p3Bh5pl8kW8+6Y;T z=t03O@S8QsNU-i<>;6cDh`a|x$1+q}hLqZpWbJ3VWv&ydZR;0KzMA!O+^NPlFN9_f zD+szywC55UP~Qg8II-w1oy(QKI#9FnjpW^XnN~yH zP!CozIZq_`J*c0cmYvr&WtY9{Al|W@xCtw%lbO9y)NL?7v@@@Teg9ESaS+R5ZO=#a zeB>Xc&|rH>O5&QtHJG)Fkp`u`l&G})f|#d1Wr^y5j_F=GDF$BCK1)hsIEn1~94jp4 z=`IPLvI)bfryqJzmFvHnGm3Rj{2M0p%CSfc-x&}%GA^~3@s)NCeXG@(m*NyH%b^?N z^e}Hf%-=3edZLwL?VbT0`6#k3%Nlc_P5h-Dm}+R$?IEHh#6H(mq^8qnWbA`&pTwc| z0UUu|+FOJopJ0*xOOhFn8wngT@}g1CHDnT4t%$wZ(CN^YreJD()fi5R*brE@CV#ns z)CjCRoV%U)GsxRj1ks2D!Vtlxn-97A^ljDKqs|l&M6M@Gyl>r z8}nNluj0(Gy(+6oVoCPMhcDll-4(r>QWuA74j(t6+d>95q zut3W6IIO(?mYgwleiY^r3h>c8>N3#YI(@iGfo%#HMSTmB{??o-F9JT1&Q}}?qKuCD z#M!g%Ni6V0|81e)_;m;Nk*>#cwG4Z)Ap(GmU!S_;U%1BxB!O8`=Di47LvxUKwV>m5 zTu1QLjm7W3Tsmo%G@-UYY3BHK288;Uj$KN!3l)^jN~GaiGSnIGUhk^h0wJmIrvunOWiGZ8&J7b=_ z|4tzxMfVkox*P`4<*}|#tiLu`NR$zH?$+tN(#a>Z$HPmxCVsD#>=41nOVVN%y4CUz zmwLYi&;G|Nzkq{U+!i5wJX$cNPShzx`>UL+qvdMd0}o_QHkW?raTRZ2NEr1g!ezuN-tyK;KwmdT?YR9ljEt<&clUeaRT3dxUk3v;4>u>{0-t27*6 zTSA;ctLJ4m=Zw=v=i+|l42#3Y`~E)le=x`i4tiZ3@T)NbAi;i`i?eX1>FL8=*(M*> z`kPDVZno*~wVP% zY{zsE21gOcjw1A&bxs)R>l*1AYU&`2bad2#7tsG@a1G}h;2-h74cyQD_2a-mgk=!o z>u==h7Zx6X3ud!7#~ejy>C16o!G;I#*(}j#&0nIt;{OFuO9u!E>@?=COaTBQO#uK< zO9KQH00;mG0OC%;OaK4?000000BBSJ00#gd0B&wFE^uyVRa6ZC2iW@%TPX?=TiE*$ zTXlE~009K(0{{R7=mP)%BzI$UCSB8YII(Tp6Wg}UD>kke6Wh3B+qP}nn%EQj%kzG# zSO4hKtM}P`s%qD+2qgtc1Xx^H5D*XqX(=%k5D@TI5D+jeXo#N`H0X635D*x0D^XD; zD*yll#A72R#X>1b8*B9Dp6@I~2vsCZNi>0$!ao^VhkBv1Oz1RQN!&KP4U8@_oJ|~A zS*Tx~ra?ojzK)vOM3{4oG_MLz69pp~>mhsIb9Wu-J-7Y&<5Y1dLAa5Kjj>(LXd(Zp&saJznvo%d=QloG-V$hG1yH%AB3=0IQ%>@jueba z7?7AO96?(YF&^(P0;F)h5?eBanNa(jTNyNMNJSn`8O$3b50rj@y-3g;nI(Ki=vSyf zKeSxnSshpv=*6II8hGbG&#ev@u0n{*o{tCT&vt`Udx$TvK6r$oA-8lMn4r)o#>5lh zi~|yF;ZUg2VkBUutSaHjWRFsG3o#EQ&&VXdgM7q{mDteHilZ9DxC=j&eAH;ISu3#B zLwI7(g&qs8^GB3Om$2Ay7~)ohb@Mz=g@9~4aQgm?lAHyb^Q&`%r!WuR@V^H8>X^;3 zE##0X5gSodqq)Pa2K7eZO-5K6wdgf|RR%Q=co_}Wovne{QanLCp}Ily27LOH9V9zS za7pShGs2{X(T%bnG9H9FCbfBXaTyRe1U&ai?s4wP-Xgr%e-L~?_~j4_8=+J|_XKkd zaEL(Wr#Qwi%Xr9=qpF7=i!qtdJJHn#dPI5zaY=kg6(lxE>#0D~1T|#>qk-uU;Sc}G zQQE}Yjracr{EFc@4srms5$a=1z8=z?mSJ zh~_fT6V0L{r0mh|()q}G34f`AkRMPQ5G7SE&??YAC>cV>kX_E>Q6ejQT_RhmTynw{ zQ7v||^4W0H0l&hv3yjTgJmvGk?+*7%6cECaR-uTY_@rp0sH9+$g2jOr4eAGwGs|F? z;viw?7NHk$sU)a$7U>j+79AHI717KaH>(js71^_+UGhWx*WO+)h5-EddqdzTQbA6Qx!8ZmeWm$%>uRz zP0B4WjpePL_LbIn#+#PBcGQmm62dZJ1l~Ta!=W-ATUrpZ?&>{j>QK z`{{*|fF?jx;n?_)RpFwUMN?zty}=1e4p`i*%|V3TlpaU>Lr0>XuU@5IZl_fz%vQ&? zu{+kY?{#72vL;pa^#ceYUz{(YBENP{c}}mFaTi~AMYn+mp4W-j^Xr_?$~)V8*K_kd z!=3Lz=~?Rj>Y?Ht(w)PrT?FKK=y*#Q(FjjS_V79Shjr%P84<`y z@qzJBHrh6gt2=sBos7oYA&<$A#uu}}1)|_0nW9(&d;{l$=7XO5?E9nwsek;xX$Lq8 z=uLPQXdBp^e^1a>uvyb?(0Um@0HfvQJg4O7Ia_F-&GB1<5{;81KqqUR^T39J@EnZ9&82*BvjwZkXq_3ne zrxP`NG|rgHno^lPJIw9W*$kS-0%qo8%3?lZ_}eGiH=Rd0oH&;4LOH@5uGb4XDE>?i zX_QuvwxYBQJG?W@64$cbY(M#5ZNI|4>fVpKb6r`|Ak!hEM_)E=X}_bLm#*dha;x4_ zZ@-W=7Td2T4J!Co5MttYSDlOSr{=}e$$jZM0Ch1@)SKBm@riHErt#UMT+B-0>_y<& zm%wbQVW7eNef6eS+g{JW+uxD+(7$e=x}Z{}+F9{PL|ty#v02|$H^yhWCZjzF1u6`2 zozS{ky^Nva6Ug;+JIGVo5$hH6_Kz%$EM3xo?S=D!z>LVwI@yli`oo9*EbX@K`EG}@ zv82TO^*9l;jiS)(O>8Wplj=&*t@*rVrI}?TQXxPUr_|sJ^=&d}v8L2}rf#+=M_o{N zQNf1k(w~O|7|sLW3DFnU4?5ACc?9aZwSHGTU)0}EoK!MN8Bn)NwWa-Wx>K1cUZ12% zwWtv@#JSPlz5i>yxBT91&<(z-SG(PI?eS?%RC=?3P>FZqptHs29_3qk-*R>p>zDNP zv@7RlL&QvQ+6Hhdy{LKJzV25K!V0qut=Veqb^jE&`MTO)9t=YIAmqb`!9fv-_TYM? z-k;ALO^-XtwIvXb!xX^yqw^*ArTuxM)7uIoAA&V@r9~#G3 z_3k4#UgrE3x!sCBf`Xba!pDPmahGwvxnKhFGZqX+ShNB*zSmy|Z)QLiC#O3>#)9}R zXPTvyAKOF>kW!Hc0r8>)0r3w80eSmb@;?Ouab*SpIX40U;YkAl!E(&%Q0Du20cIjA zDF*T#7B|)V^9184rR@R&0!sgXw@dihj~@ep0!qt^L+!yMLb21}x>zXwpn*t>39ET* zT>3&~p{qYVo?VZ7N`Z^caGzu)nUX^%Ci(xRCKi^KK^GPxm(ob4CN0Yg{F}vEP?Nds znuOQ0-Md?!laq6P{d3h+AhO;(C!L<@Q_g9w%zkIC^8&fh+RV$V} zaK9Gq(gtv~(cBXU*3Wh;16|zb%sPg@wjzYdx5fMo~aVoY8$@eA#okbCgnX?h+(XvJ_eS^C%+kx{yFtGhl?4~}( zt&?P;fC_S*8$TCv=~jyIC!6y= zngST`$gb0on#mJy#G;jSNupa5eL z`O6`|rG#kji9EWs62|VJ0NY(q4I~5v*e_P93l`kd{iQOU-g4X(6`W}l*#uz`uo0!R zuDD-C`gT(Nja(5?mSj(V5nN+C4u2sQf}^tgsiNx~B3~QDSHysWf(GPytZqBTp!Gy5 z>|%xGx5ZphlVou0jRl!`L|RF$oV`Z^=m_Wiqn2R{vkGBeemR`AfF?n~on6kLMooZ$ z<%fGj_kni>1$I;%t#E}YD$7DBK%!IB;kC{wYPu%D-E#{Z-zkE2C&a4TZc29$c1MnS zY>j&9pEUaW`y)z?TzEvMB51u;N5?r4%!X4UVxRAk&lHwlGb*r!?!&Z%BXead;}gZ( zdY|T04Fo=AdFDF)f`x_-hA&_VLhI=j_T~?%i&*Rlusrt9qwg6aNoM`qNj3+=S>Jy{ z%mb=fwC|fG>JkK&S#juse+-X~j0_Ev#tgD+(iRZF3@HUtswBbIygwGyZF{!x>r2F) zZ$Pd-tP%~i4*yxIWh5V$(K!3~mJSpYRDUiJ?TbAK!IC0t$UZT^KOuZjWlLC8^v_`6 zJo#2nLA|RJaCDEw3kQFFZoEUDydW78A}|(~E9?rCc%Xzla99KbCmcF@80~?DkDdWh zb}e;UJjh1Ef`@Sto{8D0Kk6m)P~@j-%EqGjU*LzqZe`6M235O=XY6r9V>J#5Q2Y%i zLY_~HBEStclyEq2-Gu)01k^!uDr>T}`wKC%L{fH0`}@%)CVl;qiIm`kuzEq?1j8Is ziv@O46EEfHqr}8;g${teHS?{-A&E`kfClX4Lo=EfgCupQ^ikkiCFspSclkqsE;Eri z;WdjjzQXn>LBCWe|=2>4g0?;UiE`29tsb6adV==buLn&nNzr%YQ9_ak%>XBY|*&tXrOV`crdA9NBoOkLlj_~ZN(Ji~ zWg?CrR7QVhr#N6us{2G}kQp-QqG3z0PYb`#AXOk^AHr(wLtw+u-$U!Do3^&j@V@h# z?Ivvt0WE<0Ddvb1M}nizFCe-XASm>xE}|`(Z62nB7zL_cWROSPfWD6lA@?g1RozZD(xY|Ntr{ayyewf5Nbtm!nhLWJPm~P z2%quuVFU}A$0lK`nW?yguWBqtD6<8Aa(-pFN7!V5ik-xMOBF+g7 z4FN0ew4o@z2;p$3F4sSsams;`tEvif8eq(IsA)2Vj{E7F7T)|Kj<(%045-ID1;;(4 zIe&c|2VLvaWL~%U+Hq}hOtddj7+`MZ`O2sk)*t0R)_i$McKhVKj!c(s}IL@ z$bNZmW3@1(DDB-6#J*q$V_n@+fagOzO*eM2N(HE9r6ls36KichJy*c|KcuE%dHF}Z zrUeFOg4{PNAOybjJ%3mA8D7(Z9cUKp#OsygRc)%1nks#(MhD~*AmkMKCz76Pob2*i zSHR7rH=RpjD@j^`5>O<{Z5bgb`R- z-IJKNnI+Lm0J;66i>`EgyxTjN=Nfa>O07TY96?_<1i9ki0FFQ=*-0sc8)qeN^SIE9_@g{ZED5c;AALt>=!XR~3fM%m{`Uv&q zAeg+<*2b9|r2vY>4kQFvNKaca&1|(>M@j*iZ*5CvG$+2B51Ddsji}W+D`fdr=22cw zGA#NO4DEKw0kS@^p>aRgR11+rl!U(A(8Wj2iD`382Oy?IMlv57?#3#rM78z@9l_0# z=ar6_cn^Fd-hR^RrOT}&TiExilZGI+*-bS?%!M!d;XO(9*M>zMujK3XW<5z6P#2_h z9jT{)Mxf~TEcqs*2jS5fkL&Pi!wH~XMYOs=X;=;)##)1hb-VCr00Q=>6xf}VRfV0e zxRW^d^mBbbz+R*@-YF3ul|!sgnG}GTQ16yqE{K@(K9rCN_LF-Fvs7h=Yu`zi-xXu? zY3UV(P<}(dy|E4HR8-wI%`PKsG7{x1i#L6^0$~0>JftJ);!hd!(dOfpUi97)cqLrZ zk`Bi?NFO9W`@%G_&)iNB%+H6|2WZyepm3KkK`q?fSriXM50p){c&7rrv14AJQT>{A zG`AjKpDPao={Z_pdxlXrcU|r_dm0>oFiY=B@RWiJ(?FcZEf?ye?njlszfhkNG-qIo zTxxV&-Ihg0?0|L%Pqqv&Gjz0pf9EpJsqJs-%shCt6M?Hw$tzk~>5Gh&kN7erQvOA3 z*t$ZLv=yZ_)LE@#hnAhj{^Ns=tu`JdtKl z(;&BmxOn2$5(twC1nveFL7^4((!v#|a6#@KF-oq9m6FUJ#i7g8T|<$TFb2Gl;ggv1 zJ8LQWX$x|Br(l5x(Rc$x5Ti%NRphX^3BuE_qrW!fEheQ}GMLEFY_xl%B@q2mC!jjIeRcPt{9UhG**S&3I~m3V{&p2&W!nAb|XKLQ1T&+3F$ z4E9w?=1Anq-%|)<)tnroRhh)YtNm?0fNI-#LNXyn1=(>G&dN;>=?$Z&?kFBDfh#ab znM&xiw4F4!`VfqJ~u_Ilj57j%O*YO*(5;5g8ZDHWu6495Y z{}+}cS4tB#YwXL7+X_zT#~L1+bOL?bqgIO2VDo|Cttp}!b`?Cp74YYf>LVqt_trr> zVWyrdoMpYCcVizf6Ay>0si4G9A&vjX(DVg6wZ&F|eu%Rg9587-y~JV>43t&ut^P=T zM6IcMFzP%`kk!B9QRMY|n6>iyV;L?|gwZpvp7EGEAq3#|oFm3%V?IChf|u#O=i1|VLYU@O7XB!o89 zvyYwT8^JIauq{YYYY!yf^9fna_t|TUcg~G-`KhU>@;M(>8bNpz79Alm_UkfRPnf9*ax`|mZw=dhsj&HH|o_8?7jZ? zdo{WDb$!)u2R?&QID@h#p7$PL%T=vZ)xfa-umbu3%=wuI^iR?tv~$5Qy`>mVxZnSd zUApGpHiB4|vr_B#vvKaPefe@_TX$wF>|r>4y2pecdcfB(GN`$@sdELZ*HA_dbDWX| z9rj8a&q7$~J1&e$hjwa(&R3;^3w3X>$;>ZThi{;eHLpr&(d39wO70 zK+jNg+?&a=qa*#G>P!#@sWw&SX!|8RMx1oGe>zd^u3Z})557;LHd~{=2iYyqOZGu| zU{!x)!)K}JNz2C3d;_;_V)s@9Js%-LL&u0s*X0%L@GifbM-FqpLsP88wsWy`rEZ4B z$AuWS(XuP|?jIu@L1{xvuk?c~G2P7e7M;Ou>Pz(Mu2Gk>Rp1Vxq zKYt;qLMW=g^x&x^QS)nrDhbgJ(W=>bp)W}#9bMc=KLXKd5iiwIiJn$J}M> zT(+a5>$ecq8e%Rx{A>?WN-kR?DsiQS|C>I;rM!BPSjKA;eRh<8LEY*$J-zjiPc_jL z$Sn=d7NEDpQOk`UbDiTBAQax=k3aEaOy*YGUZAIk4|8liG;C(FCPX8U54nX>>#@G? z|91OD@2?;vBm`+9ZKGH(@_bHb&Nc$0H|%=p2L)fRVld+uw^0~_RowRz?b^D{Q0 z7nJGM0D6;pmfo_v&)RQ9AlU}Qz1DM<<>BDnz05(stm4dCh+`yt8cwM(sQq2p_5eVA z5&FR9wm9X>koLCGdXp!qDOJ;PTJq!pG#@iV0|gPZDKzmJGgx;_f^>?G6##dSG1do8X_l7WVeQqR7 zzPPZp>P_ygfwid{JO+ggSmp3^Ny2<_|lrH(LH2r(X*$jEciK4~HZ zE{JHB%%7WvQ9`a&!(=|u913PDxCtO`9W0F)x1c-qM3RxC%!!Ygh@(lUklSzJ8Maqc z9&w>tyJh#L55p%#E091pd`(7!e*FyBBiHzHE^|RzQ}fxLxC@1RXIY4C+B|xVJ%JN> z&fXwQfK&t2E&oas=|3>AeGpdHF_W$S)YBW61!&ghNie=4J3kKb{m0N1DQODP%?KGc zM$G&l`Mkk%0xQe{YA5FD=AwkTagBXxiQ1jpXx~8q`}{tBg{_gH!0z(RPA58(8VonG zy?jbNKe9wDb#5P7{(NF4=JMe%47ik_%M~pxIGeFA&h(C8)ijO&@iBN}b3!$xrM_9T zB@`I7&!YeCsHG{I(s_>YSMFTQwz_IrrUNb#ogpYyf+!9=rznpYiM3Om=T`#lKSgQZ zkI)J7vVWpXGk=j05~A>5a^M|c;mqDg%$lt;A7B=u3*+)am%FoV{i66JIUoHYroG@tm8H5mwE%MLEWdP1WKwB{^MT zOvIhG8k)WY%qd1 z2KNM)F8E&lsn^7@z^AB^4N|=zdGXKnGJ5C}&H!k}h8> zWE|2hNozW0kbfXrIg@wfg)i@6YG!kmB_s`8mB%Y<&Q&YRv{Hobn{|bVUW%48F&)Zw z#bKn$WK=sKEJlcUrg(=rsSP?0$oGL^6bj8%zkSI_03HVAs!AH)Q<__A;w_PGcUjN= zafsW8Tm{s;jO1_B{d6VlifxF$#f&M0uL+UZf`zHs7}snI?VRCbroPi2=qhVrIKJs| z)fYGRhFzj_YLHz;2bmDtZ?RH5SynAyGJsuASl_7P4*rT)se~W2v^Ofx@ti(KM1z@ceOM<_3MujwkI;-V>`h?*bf4vBn->NqO)-M79`=rbctMNFIrlR(>K56~M%%y$&Ur+g}E-I`1sP;V@v zN5%#Yp*=9~c?0U9!LK$rP^RaR3d>6-H*=!~Os9mKPQgF}`ttEsyb$aX(XS~|gjIjG zgx8oK^3rUpg$}{{E!BrfyT!KM+setY$(nI8?DKH2#SrP#=CAPdjNWH2T4o?5)Q4aV z@UNIF8EKOXq5Cgc6bt2aaz_ntV2A?C8GM|JK3(e|q{HabS05kI@e&c67EIa}Aljh1 zI%^!Kx(xsY1}cb(v0WJAk?mgn`D6faqNul^zWgn^QaOlN*S+yGRn*4@C?; z0L4A$qTK1XE?urXz>em;W6yEVb44>hAPXY>pTpS7!>*`Q;lUXV3?4wxAIcMmEb}V; zVT|#21e5>?LVORxoR>c}xPkmZvyL!@Am?Tph4?q;kK0EdtdoDt_pka1Zhjcsr7%&- zO$^p(pa=wk6Vdj^TMs&T00@%=`M|>Hv!(faDo*2V z#%fOV$VHLuz7Y&GM1-Snu8;gseV*+?5{$_HFM`=UyeEHLzPO&t`UI_5b@EmByW}@^ zIy`3<+vg0fLU4}A6dKR~p?vgG+pJ>;D^m(R7N?*HYT$#?wi?4vw$`DpHd(6gR={LIw?Ov=@RJ#O*Z zg!~^*SI)U9y$QZSN}!Bff$XKKbL9lQSPn@nBqUyfR)iDJ=|VI>_=hSIyCWQ0*G3tb zmSwZ)t8}J%e5P;j#&}HzcV}nEXO1bnDEs`{I?C*U3x1=ZfGdt%l9S%k8_EOFV_8J> zU;E`EuhP!`BkW83ta;BDPPeG!ZXKjRg73RU+J(@G)oEf-W5p1uL4V!xeGnJkPoRV) zxGKo&kBkc1O8@eBbEmz!84%*|hhJj;89H1t&*AR zF#u&=N3U5MM4(XX8}*~drVP(3&nsY70JJYI)Uk$6P7KLX$8KuTW-ykLB90r^6EBAk zHszc$LM;hX^kQz|9aj8&Td%z~k)t@qSv}3A+sl0~bC^J8TMFMg1-!{jayM#&RSpsGTd; zC(wQngn|Xxs>4?o4fWbhxJ}sEooDXy90QvACq!s=x9Fc+Jsa4n**Tt&-z`TX3gYTO z3jG_bn6#wRCl}#Xf9nnxxOr1jZC4Jf_a-c zLSZS7y*+!S`NzHlBY_IH2HK0lCp?5r!_K-ryKqm4h0y)%2PLf_8;v6+`A0CS>PKez z)CTS3H1sONhbe87%>GQqO?w<5^I*gwIjOPb=WQy90^UL%#ocLWGf8lD9&uZKw3xIk z?9s2*@aKq)`h!!Y+GL;tWdJNY{Yp>r

  1. Y&u2SsPQ=F^ml#00Q;r8El#2l_=~iIP z@0DpA79V+8t7bCwZ;kcWg5zh&2;%gVNknx~E`_8@4iL*>2uZPBq_ zJ`1r8+wmBr;GEBuVT@cdFSyxZgl~n^IgJ=0O?B=wE}^+D=)|K%w|9&WN3wc8(0?mvTm3=>W)>rJNSUoQ>xseye?L7?ok7Q*MSxjvB=~;*w`-pEme5$bb z-T&ob0qOE&>Qe@PCytoe4l=71lyiErF^pSAo^b`gFLjb7&_Ok;@o^YOUhZbI1S5_q zdd!%m7$*gRxvgHaM250~+Nl2r?o#V0KBs1cvOj{&IcP4w$@`<;j$Zc+u#v#9bOEIh zS7adFo;sjg?9d0dP-(ypBpy}0sDMZM4N*YU0b?nVUkS=0d!a4hI)ZNdzhUlLSEg;U zU!O|ih2YCt|7&(;Jf?RUJtX}tMfB+Q#L5x>U74--c2=e(91zF*Oa2{!Kpj+w53K0kZPq3vMri~(01 zwFl0L??>j9_YqHAjopm*Eamt~;KRYP>Fni)!3u+M0ei})ch!k zT2UMM$Gzr0Bk}$ddN3Zbm=WX*c6_7+v2LF?>Zp`l1EVw!yRm8=EN2&CAPj#;jF<)L zUyY?^YZbV0D`W)|a2YP-J+H2_gAys==H}6+#(g&miL=9xmvhVK*C~v-nqQE<8Oama z*f6vUDp82C9Ji$OZf4jeIBBX`_~|VF5Xq*dG^`JAsSk?aY`D8N7RIgQnm@e|M6-q* zMM4J%hA}6st3!P>V!IT4mFM%Biqxq`d#JD3+-$hIHYUm$8-eErUtWMxf$zRxaHS+gcIA^ z>=MaulnUN115l#-^{Lfa6$UIf>&n{8+MHufc{k<(We@EqtF!&I5i+cmTi!+k{{6po z>WyD-qWEyHr|wDnh{AlBheR(7n};^KhL>&yH4-la`Ap{Amw1v!6{3b&{UBlUsnIEj zzIPZpTrt5xh-CYsrG-umRzVF0f{IYf301$G;B!Xfn$-6L%A3?vAe*6I6j~9ufEw0% ze;;BS*dTcM8Lh)`w^xP%)}b;AvpUR>-$Ul>jP_<3sXPtt4+)6+=|2n9 zjRZdt5_-DT*(22O7%M^3d9+6>yY%Z9ft)sk=PW1h7>8enwT5$$m8I+oG!u}U`(We0 zj-0?Ma9*)lmxs;Rz#Tbp%tiX4B!m?0$lJ0BfP>LoU%nJerI#s1d8f5dimT&yPJ|jA z2(=G5IgM<^{7bqAw>@G)FauRKQ3dmPHzc~VdyrOgNJ3t187;UUXIXd~3F(j&{yfp7 z19|Br8MV%=hzo7W*Rki?=@%o;4?nE+P@h`O zeBX|u^|$Dnbq+@rBlj8VXM)}Lq^Cv_82+eh-+=H5A3P9>_h$lbMnkM|8fl_NxpNf{ zkj*a17A@(P1zRi3mi}wUdf5OEE8aoWI#4D#9>i~2oOhaE%*z;f(^8^}EjPmJR`Hna zK}ZaH;103Z;jQYEhHnWQDZb?iqvLV#dNPxkQ}d9ZDK$YG37LQ77zA{vgMlGpM45dg=ZZOE8CJDk*XlXEghc4`niKv}FG>)$Aa+MOwEvC4E|WWGBQKh7&8HIaCH+ zWtMGf^vC@>GP-8!A=bc3t1LMU4c_rNB-096CS@>8_cY39+c#Mj_x*1}*r`feJT3l7H*bOWAf=*|@$(E{{ubh)rq#fZaboFZE38O27Ao9J5vIC%V zFDp*ELP(xsq}oQRSUVs84`T^=ns|?(`;M6!%E9~qb|Tp4qKY)%K!}B{v}ejIEk4(7 zh2T4Ecl#v^F-5|RoVUo}xL4h2}|0Q<@X79v)d zr#MT8cTMoAecoO-nWF^hlzXYk4V^OnUb1225IO=d+AyA$9(uBOjDSF{SXZ7SPqeX- z@PRN7Nta0AA0_-&X7azA79bdxfK;J!_^AdJC*uEx_=`KFO6c;YA5!`>73x>zozh`f zck{}*lErwV`$ZC;EVx3Vif-sWZom`{RBcBpu_OK?&pNebPtpLyk*aeH`Bv3snw$|d z-w|Y!Q>ZOeC5+U^z;U%%-?LxtXC%O}&xh6A;rawKIfZ_v-Ej^6A^7Vne^{yhT9Z|i z=Y1&b&-oW(06E1GW)>>qbk!tvK%g|eHaPYdt^IUcQF0{Tf4@$#-bsx^zjLE!2vd#a zeVSV<{y_wY!DJ|$6e@f{%8M6(g__V2l#dqOBAwmMmdGxrRFm>|7;`nRZmvnXJ|m27 z^R(EM$4gt3W9Z)X3^b~9$^6F?LaoskSEL7E{_pCV3+$5@)3g9?71hNFLQ$$F*NL8f z6#YSjO4smdSd9L#ar89JchG(M2zp|?2rn#~iypn#-{N7gIZu4~u~3@n`kyU3kzxrh z92{l5JyOTt-h`*~FaOLk%Rh$txcS8oPTOZmU26HW^FqF8&XRV?rz@)f;qo$3Ggtq@ zGg8+(r50J9O?r`pL{+8uZoZ5MVEWA;qQSM@J7Z?ee=4Kwl5lFJcn31{y0#r0BWM`O?xMxE}w=-OS4=e5J<8Qh`7l8ts z_lw-DmSrgRMs>vKpwHp`yblwBDZy2w(^tf)7I=ql&}J!#;ijx#=gGVpu!b99yA$Vl z;(OYtw^|<~(*uoS*5Gr=);FAf^VP}M1JtY~Vy&nd3&HlP`Hq13jH1`H?pMlYZ|UV# zoQQw6NeFDJ&vhsW>}Kk;6Hb7?2SC4Q3tjqx5owc>bwTl=_d43K6iuMBF zaKl`df;MEF?^UmiT7j-%EF?xzD8Jn_ltA`ptwA+K<7eq1AU2RSt?D$kOdOq{JJQ%v zmaOc%m>LNbv{G?IXLa>Ygb)_wS^&$mFxx~T*MEz-3^ivNBYRy@GSI_bt?ewhl67F& zmf`0{*aCf>MWn06Du<^WfuT#P_A8WZ*A%WLoA4pt!&mirQYz!LxOau8C7!FaOq>mi&GqjdvC1rVgD(mp1<@{OgdWrm&%z$-WgACc+`zl z>>S|^c!(*`wQ^tkd$$bHD-VRJRB=)KJ0Uv(dHb9Fn;YIOsdCDlHG2fbHKdnA$GCJ0 zFPctSDJ}9wl1HcJ>Yt5)jrMylT7B-d<;r8#sIHccZ&hJb#*x}F)wNK_a4MbL!nmk?lLR=sYdn4?^yd7QBoeI>h{w9lD5Cj^kuXJ&3I`- zxbrS|QzE6;80Q0a3Oc_%fHn>0(*i~DX{?yKuM?>0oivaG6y?}tx*v{IO9iAnUQ*hH z=xi84B*09>{Fs??dz06gcdpd1_fx)L)@`ua0~l{1p}FcGZ{m{3p!9l%m}Ww@Qt+Uo zsLSr84NPK)On<%V_R*W09JR@~6lraR+z!Pq0tjpW=)-?)a^iZ6@w>nCA$vb%iLj2M z3pNMZBEJvUGzXAB;Nr|&n^ek7yN|HxvHWi4*4mbJ=RTbpb5fEZCu8 zYnP(Rp|>Tv<9^$NaDny^+dPYQW_q_|XcKZDc)nRVQ6*Nk{@NY~E;=Kt^{ZCgzf;~g zDC9QRv^rvpHlOcbVmX#H+u=JnX;S}bShv4=h%JoSIm%)V>3(FxRA6z%RJilzY&=Qs zGy^N#3NPykh!*x=R&**vVk@w(TA)ZhQf4>w!hf&*O$a=wm)noeG6>GhceGg~)pLrh zT_G}$owzTW>!2m*=X;@#KHu&b2owj(M+yIgbCC7X5e>ojNdQ_vrN0AduRK#V=IEWtB;~)Yz}Z9u$mPzqZ2uidyCf`cI6im{NT~@pQQN2zJn0 zu4JHd&n3R@b%y^X zopGR&c`(7%2m4h6jc5mrl1<^dtvY+1(?&Eg?+9w=v{vBj~_w%9nKh0Wv&Mnnr>Z<&zwM26OUr9_NlF|&2r0ByMd+t7}- zfRTzFZSd7whH^GS-8%{697_5E*z`fvz0*gHnENCpq3@?S1bAh zOCz#IWwV60(~|pbG0$yoh6qXlWgng$5dx+gD}P-rO!Pne>{5T@%S~Djv8q&;R^eVJ zjMv>Fn>aTI0czc9bM|@sUb}Ls%a_HqnR)SwtD8})=iJc@zoKr5r4Z#@wu~!}g4vLr zfb_8u;KE?q)c&*5uGYw+3t9uCM!3B|xdGUzVOB=v!k$ID-vZ=Ee*#!PzA^MpOh2+l zTp5my$p6$s!t{Ve-f|AIBUv$8>-t{o%Z%ffde5f?)h(C$)2w>6)^z-Ze}eG1Q}*-C z-On5CBPE-M-lfstV+_GtYMEWLY6mU1$Mw75n4$`>+e&4e%)QK|iHI@S%JNwYw(#xH zIr)J&w7|a3H;gw=h8bMXD0CK^&f~#nFN7F}HcdG7Qz?5ZH&OZM#O#nKTUOZro>bZ7 z5SM%?^)rZ2bV4t^4L9G1ojH*8iAItlhLgG%ozDoZMgB(`5{!!Rk1ear+ewsFx4ba* zT|wL_S7$_Z<}ZAyCGS~_5AtR`iT&a*+>C)1ghV{)Dla!Pi&k{6bCblnt0k*-tHeuV zW{8CqJ@5eghO%(er|3A*;8>4^=&*YGL~cfim#?2LbVcExxr>3hVT;(4B)P$$SuW=) zL<0+lQCMs;#k`#rk?W*B(9x>~lyQN6m<%b*+80>LDS$C4-Aa@gJnICqJ6!u3t5}a^ zQy0JE^JhU3EzuF>JSY!5-}e4kxaUHkO|b$Rv7k(a&;{On`0lu$Pk?pX z%(t`(s$*IRfU}JYIt$ESOyaKWL#zD} zElbK1aaYtfxx8jG!8wpOUO~1oFOIW($APG|cBG&+fGQR|YTnjCnS@%hfVHG8trF9t zOxEu}D|!fis-G@xSg^AUaVcH2Ls3<{wI&{sLs}X^RVh}Yifnqzl)g`QO?-iW@a6?H z&M{=S7b&wo4V^Dqrk!274Y`&h5;2fF)5f^bI`ToT^{~v&Cb;jj=~&Bm=Bjd5l?4Yc z4K=LeR1(USN4hd$5yq|Xj6>v6>rt%L^Ngz+G2j7i9+<4y76UOh`1&rxksj23$FkkT z1^t(6itLd~6JjFlo{hL)1XW;A1xvJ`npBA#!Pr2hq9_P&F)T+4)(;Bm4s!X%s$wtd z;|7-ML8B@UzzktG52CJwDjts?uP6ORtTF5q>6e!GFP85oLs~Q~lc!=$1PR@3ir#TF z{AaOV6k5%TysnDXy7J%J=DCo7yoj7i{Ny7J2o*i^_GcVjE|k0laD?}Q0r*hGVE+#_ zK+3;-7Q9aXD_F;|>*BJ4r>}njK54fz!Wxj(fb`lEqwq2f*n2e4XYc^u;5v!;B=%zm z-sUT#X}X)EGTSPd)Eygw$C6AKN`vH$0(SuP)2ZK@kb=iz4pw6?KBD5j zfODkaNBr{`c4G}@(}+EbmUIs)(mW=HKwmahahlhndf8BNMU;uT67FEU=Bq8t)^&e+ zv@3e3+g+iOY3NYz=R zD&Pv82urr7Tc9@WnWzvX=+(1=VO4JE1?OVFk93 zf-mAe3HUP3;{?t60lb6PFp(;_Ey|+^KandejwSgDGnRTeR-y)Zu!sa>a?rE#+CBNP zTy;V23hadmVMVtlFLWCy6eGP&)3{C(fx(z1Q);m7lYNWq)1kF9x@ ze(O^_;bc07J=P@l<4MsSXi_WD(~k=KV61}HQ_*|?o?Tjf*PdP%?|IWift;h zMwze@A1c-e3Qf8#PI_wZpy7f=w*xs!wVs^r#C|JapBIhjrq99>?51umWbfYzn6Gk4 zxeV^1cMhOiX%t*#JLQB!iUMBfHY4J*cfhYE25;j_MNc>mr9wW_>0s7|Bv7{Cl zM5Vig6nqdDtP9Z>se;eoG!E01SxCa_$2P7>Q(TmvNepNPWfOlfpWmNuipQGQ87ku= zwo=wN&cjfg!pBbUnvK_0wo6xz)`|+x8&&UCy<1iu^)U(mWS=+XU1!`)H~fW8Sst6F zua1Uzh3{C*cb4?|7oz!@c)!Q%dc3DGCOI!%$}TdiG0Qr8BheQ3Nx7MtHysC5Cb5Xe zPQ0tIA{6fRZj~^SZPY|iP)@>ZdW}k^HKdWY(6Du&=$wn0T2u{gROk$#+OjaIQHVWD|n=w~aN zX!MS29v5?YzmYPtA45lFFOE39s~#!1tV*SDL2)NcI(Hk)0~gVx*2x^vFJT)0|D25& z^V7LlZ%aR!iovAgseH#&{@F&>D`q69$n#W|`rTiXT@07-qQ*PykA1R*L`vpgmFNI*p=hT1dej^;TIpC47*J&fs>xoh5-VL_PFyqZ%9GF3mz95lg@J z0ZG18wr+8=wF;{gj#ZoruNC^x6fdOt{e*Y^1x<~VBkLyrJB+PZNh3S}?a%<#P=*FN z#p_P+5Pp;Q$m2>V=O^99lWgZ|Y=IPN9p?gd2{hYBT$IxncwW^vMqwj%g;D8lDNC@o zY|nXVil0@{AB`24(bb?69%?M|5W{PnC;N9_Y(Nn^5&u6~#CU6*R;k@<;6{!)B=ZcO z`k4J%AluTy3M#LH0UdnzFo-mtQ~kXdQn0iT-G-WM1m<83cGLg8%qe->nkV`=DR`%K zH+VFC{pKX#eDsi$sNb@VB~>MX8+lT=KCYs@#_y=YdugG9Zey_tZ>S748$^9uK5Tlr zA_jVOiXze7;EG4f==P*&`i7D?>85&^84K`}Y(Kg*zEW8gIhJncYdIw2TO8fQ&lJvK z2;@Lipr1KAU;{rNr`a|Ksx9PWnX&Arg5yZ0xvfjlEvX#F;1z1uUHI6lf^Xms9+S8} z<}+_#7KYLAwL)!@aDH6~H;&)sx@bI!Dn)DXQA^x%iOE!=TPX?4A(fi7G{5t?FzMMO zynu26{ly~eOXr2@JUD}wG&^7Ja*LJ2P3(}(=0rM+6IFiebREW6xS$5d?RXI|B_J96 z>6}i1NdX^C&Grxt9lZMmGzZxumA3_X-BMsA9gPT|zAF`lY0he)5!J&G_R*WzPO7>_ z0=`U*cZOtq6#J=yU&R#kL^G0gF%+NyOYrG;is2)d5(G*3keXYoad?(`J&!87oya?i zQaOJ1U|pDG0Ed=r*3`H|Nx{;wqz~~GRq$>6p8uW3r`U_oD*7nZyB$Tk)mjCp9e$%w%p@0H;lt6PGEv>C zE$dl`4&%5S(|1L27E1$qGC?3@QQTT*wur&M(iZoqW!)e2iAP;N62r6&JJ7Gs?_he0 zI2=#OM-tTY)MXq^owO94OjB6Qs)O5O0A^z`ou{KD-ZMB)C+Z@8#CIgQ4ZON>B+;gP zUq$wJemVvgE8TuU@^(Z8s+l^PudgE>xEN_=x}8P}RjXLLQ4^(Qv)N~6J0+-iUu7zL zPr0F7OB9%}5c@R;mo>*XE&)(!7?0q0u z+Ef^CtD5xwq7o@!i$_np3{~3qIvDz3pdxn25_BZ-UV8I>9nUn^z#biwW_F?RRVE(k zU{VaVP*pUs=Es_VMSSmv_zah+IG<3vp0U;peuw_{YoxEas870*A72U&brYZ3I@*K~Ssv8{rPBxqL%RSnrD^V567xkD2Qmu^#W!m2P7>19_Wt(t&|_ zhMiw5g~Rxbhn%Y!zHwjN4_XpOEr`Mjwq4e}^~NL`(7!k>$(l%PD^)L>dP51cQ{7t@ z{;Cv?RRBe4JlkUsCSwUr@d12|pV;P?aD)Fpi-XvN*YPe+>JY151Sd%Kj*tqhop8G9 z6db}-)!$lyE?H-%=UQMvST8U~qP1fB4qxF)x4Cc(Gc|v29?o6)$=zaj52xrNY~o`J z^=x&Si*=g+sl_Z3kmKe{G9AMK$gXII2efbk*&YM2-0NWg6JEe~q=Nzm{C;g5r%B&O zE#;YP8rn+~ltHa93ZSY&y;$3!EhSCxlgkchHBwrQkh=2fyrPjbk*%!NlICJP-lqoM ztMTZF1T)q1>khhf5!T`gu2FBjCW~1v!7He*`dbU*OP9((!OkibDsZLS{A}-DI()N~ zuq10qdK$jv<2&o)S0vutvYzaKTGX&kh&zvYv6xYMWE62p2KJ1WdserGeIfQZ4%!%CMZ{!;AYQU3YBUt za}%QYzMXhmmt+!M@R7{8#FGjNkQVb=|IBi`2J!dQYtuL?@&!)Mg+|WgK*7SkR9>kX z?-D9ioP^j&hu^Hqaa%>ELG!Y`Gasq;Rh@Wj^(lW@DP&(9c6d8 z%bDzo`kb<-&`h^;xN$TBPw<9H&74WMCZwTQ7#YCzSmhFRs6@9BSdL9Wh)+zRU)^2t zl|poDoR{xE#ZsTXJpx5&HY-?nQ04cQ%zN$Q<+Hi?`@Urt+RbluL?0ZN>f?O z_rf}->Z&E_=vMV{zLsZSrdwAh%(5PSnX1#TX zWaP(6boS_kr_q&c=~GWiblWIL(QU?opf_}j-w+6Ux|M2KzJhxk_}%=@(<&L#f}FNj zaSlCQ2%$LMbF;+NSfSo+9#vUogNZnrjZrG;b}(C3zoSlV@PPq)LB7y!5xh^jt3*Sb zL@M}`(_wxS+F^=^ec%S9XJ3!??7$!K1-_I$?&3$Bc6cWI9w+f@e5>l6U*NdvZ@qwr zs_E9mS$2(NC+)=6!V&z3q-%DVwevmDX%c5Z7a!Neaw6SIJJ$EJT^R-e4Rk9ldep-f zJis0_^}`c0As1=oByLc-6jOLT5gptZ*{ako6NMLHJf#4g zd=Afr+rz|BRR`5{{#NNcz*SUM*{=23llyHmErM+9^q|tqJ~i$B^*l=I+XtRT`c3@e4T)iR6-FRmtwjHq10M# z(&kd@V;TROLwa$%#u%JZ$P}wgw_|ZOsKw&c;C-x7`OZl+%1iB`GSA}Qm}T&_MN-c@ zI|Kc4RH&3MD1oOc57yI$3edg zQWA&7VcfxKyhG|J?tv)GoT4=_0S9oAT5l~HsG`~k9}l&+r(c*ape<*nLD)l6)SVjJ z%=@p1+4!2OJ&(g(Y$g#$D9~+hm-}6zx+19lh(U8z=V=$?Lsi~)VO+uA(8{i3SMrWq z7<>-}=s1pddae+aSyT?2(dnwzoeEMvc2@O$9q~`j@-+L{{f=YaXt%IGf6*~2Bg&d^ zCA%XA>+pp*5R`pU4h{X>o;Oji*2EaR$BBCf+o)cKa%$E^N$aBozqtvz;YG~H5j-Xl zt+mp!T2~??voufSQLHOztjDQ<27fc zzevO(J{K$$z;<*{@xBQ-p(>KREB=DZb`zb1a~vc2T*i;SwWccIJbH==O-F9Gijr=* zY1SvIn&m6-3s%|xEv-|$tl)a;o4ac=HFWMA*?U!S15-qWAOUwsKzTe*jr%z+;1VBF zKHdv_T%^H0&&MGwqRuJgqsr*UDd(RX5J}x_d_9r!yu0rmDi~$>;EVCIL&}cYYyo*l zN?)3;?Kne~xQY%%ewo{I3bk~;#zeY3>h!Xd#aT`8TNjnpOQzFAziW4wYS9VVO3&SF z9|O@SiWwNB>)qDF&9KZnrmla|RPSXc(W&+Bc*bKFiPXEp6M^ISABNazbva$d*49~O zwvV#9cuVJ6!)x$C4ykzS3=6G-`dxK_911fhW*$^WTWZ+8d^}I3Ar(MRAz3qH_g-aZlA#u9TH52CL-_( z9XbC|nSB}WWY(9Fa3fUw^4ILWdUn_P6vuZuM{h@~t5^Wzsgc)`g6rydw^7y#&N&rD zaE{i+0s(=rK)i?ALi(U4$>J}HdtZ^%u9C9L(zo@gWWD+RW$4W}()}uP^E>^g@Z$K) zzWbVqVz`A)Dn8pE|F)M<%ZH=*1DZj~2iC^wNEJc}w#aQ#h@Nc~`te14 z?y|r<0q0f3uA8x$WSV&`5BRAfc-h+4u_#OO?asNNC*7veO`M9H3+X^mO9%)A z9MNcJE&pfoYk#N&Rbw#&u4)1)^)9tuF&CmQLYn!7R8n51(+A>Jk4v=)m_~v!heT_e zWo_qL?=}w&p_($Se>3?m__696t$?7m&*pIaF1Pt(A0-V+H@#L*_6Q!5v-cwg9f-1uGlNjQMLWz^q5b>^Z)p#l8`1wH0`!$4{?y_C*+66#qLrG|}@JtUplj>hNz@T1{L9n_*K-cz+hr)2g{ zVW*bAdh3E_@IRR2uso>YUjlod#_u%xj#H*?z3}#}H zpXCpg>9#EUK#!v4`qJ$HTvAAA5h_`w%3~hgPj^VeLRtWQT>5Dg7@|T@HiJJ&9D{*| z_$?<~K1~DIWdB=~M!#_+DfPZf4(AL^CKX>dWXISaB+=jYP2WjXQ!8UM_TVSB`IlHq z6;w{P0@4|e-Q0Qb=(ahPcWs5|L!;iU6e<^QS7{w+NMEJvmzD6-#1>wyBCSJtKK$Dd zk?P&L<|>NAPHYGYVsGXv(vd5rD=|&GsvD64CCoe1V3ML1WMAF zEWim;p_GVY6R9DWi|H$Yb5v{E=~mCk0d44m*T;(rpoH+mQ;-hX&n_#R~h5crm=rc1`Dec!k86 zmGEW|XTLskxes0XP+27t$YFGQOShasxoPaGY5ImJ%*X$*O<`Kq#jo(KJ(ws8O*m<~ z(tzy5VLYR-m>r8Uq~c{HxZtH|h@>&AMbo>7M0y(+@B_7NQMb#M(b$56n!{F#;V!91 z9~8#d9LJ`Rq+1K`aoM^Tnulyyt z0GDusT6H>_($uL9!-*y_f97`xl9?^n5-s?P&G=_y&C%keNVe~~sT3Ui0(>3l%9NFn zZ*}`Ti#O}6r?)VGhVelo+?yiR*OWs!7WJ&P1&C&yDB98h|ty$R}Ud8bv4g_Tz%){}ppj+4{VI;|^t8U-g7{mQG z_(idV{_YIwl{_dyGqHun-7#TB1^WDj?Z5ONyyjM)8A-PlaM+qe5!OP1RWS@3aGHkg z3+md8FeqPF3u@u61|zNa2>yXiLlec=dr!9*jAw1K#6gBGW3FIiMmC<+wE3uT5qNhj7oPob6 z23HwRx6vfr+$ce#Fdv^&&7Q+vx-8Y{X8GHW7T)hA4doB?LrvVGHgDucO{CBz3T~Q< zwRm6g`HoaXGabfTb-E4JynbIgTV0PkDol6j4BKuNb=h@ZN$^X)nRyi#(3)fP2LBx9 zw8U*883$JuB;lsZK6ftCsuX##!og80gYRw2%z9WS=|E6bK~&iTi8RFGFm;A$UP(3N zpP`8GnzO0`>1l)8eM;l#HiGvhRVCg@-XB4mKf_)A|@aopmA@~A=b=n2> zzFt#{4v^G`uVD%QKiVZuJOvLO=r+MlfoAsc-(^REisQEq+XPzCi$pID1PKHgjc^22 z3{p*bbXc^zT<}|3jE*qOsiW;b_N3Z*He4rt! zRXa-Y3igmd;Gk|R1Z?@Zm^H3<6y1_2wr^1kq9S|8sm zahCs8w$9RI)WvG{>>!8rhj^0zIQzfy<9)2Kt!G#`3jd!iIzmES+|hW@&=EtmG_<%&RZw4jMx9<=lvsqCYx9uibW(Eye<@b^pO6WntO(W;3n_}XD%b^u+1!ZHoj z2?t5gQdD*`%p}caVHA$4Ts$p^IzDRAv2?x0;}})aMyfcA0wFIY**6W^Om4-I^twX1 zgeczWTYT*Ry6bRY%pKCOl{2QFgDr`noBA6pko{^DHe;pzJ;kVXPuQ-wJZ`aVvmDR9 zIH_~l&xUM+0T2)f5G*tafeU&mh^{)tf0n}(8rFg|x#?6GLu`I>2YT-EyU}(KD2B?a z6<)<>H1?OQ#nNh%S|gnN_xF7~eD9rZ%~WR(cvry)MvA6xyzBA$Bs%VA*zf1UZu}j? zU7qiWpKwIx*i^!K*=g(N@N4{xKj4pi{D@!4PUM=Xi&v=Jb?(7C^F{9^(JA^FkFW`i z+&V{jv5Qw)J}7g$98O_}+pU&pw%CLC0E$;@hBnL&ACf`46FZ3S!MAl zo>Ey{=Hrrm2c{|hj2pJSp-6szI=$vU@wMEl%Av_!kOXR#vGmQ)@w-2zFW!Y-wX)ui zKm{Ki2#Ic=VY`|=67CG%Uxy%!hk^Lkp~Sh8+Am_@0^A_{KYXRIub6^E_yrT~3$t;g zv8*Fg?J*6L>40TCM#?^4jM}!f>JeE^bvT&h+U?=!`i4~Rx&KS@em)37^lt%b*OOk3 zB1Lm{Y{p|8L^s`M`m^{eXJ=7`S8C%2wp(4<+J)oFMN!VT7wK+3;}9*7g1rVP(ek*4 z*&z@=E|4SOsot%brfZHt@u(Io-Pq>A&~S5U3& z$6EgRjLPqg<@D=FxS3^=>$FOif$j|znZH`_ z3JVy}Qj<8>YeFEbQJtnM9D>X}NEo#k1ILRUY;6p{~1W zE$}=1OoykqQ^=8pt=1fW#NVjGvh?K=FFIVxy1Py1puc#!ZXb|p_o5?dV+>A_Y-_7% zuX_$z(TqksUd9uSG4Eq17oF9qv{WtVJUqZIwAN`aw-&y|f2jPUUE=VQII`!EZqK8L zteVjIoO}_93Y@!KS#sQl+>G;3ND2%L25d zoEOXS4X;hj+EG>#$2i{A0p8s%x|-V81N!4%_&XiAg4pTMlf$r>PD)SqH(L>tsz&*8C7)pP}dgzQxj$ix9}oXRRqRjCK%N1?Aux{zqLFg^J>)Q?wi zm3n0ym0G%=%f=R(74_j3#cAMLs%n*Eyt=)(f!>Du-U-y(_puS{6pOUELa9VSFKRfg z%kHyjhX25x*~>p2A77C~9`nyPom`h8Zq;}M&1iF<9jAOG@JPk+(g2${SN5TUY_E1S zK2vdID>v5ilk@oB`-azRHlZw);w|30x-sLJGdUGqNx2XB4b3%D?nL(0UpR&f;CC*4 zIfdi@7yKXE%ibSJcdwP(Z!2l&p`}FZ!I1!-Di;uR>k;{BEUFqf+*|4r8<|8S;cfTH z%y-nrSenj@G~b_MDQTj(AK8uNNTm_(;ltfNqoOEaDH?#!QJzL%1+ViZLwEl2*ncBl zrIB@|TN9P(c+IN2{5ai)D68JW+o1Y8M=GA@C^buy?2z zKcVB}xFB4feHrITIUqy?;9rB=(ZqE zIrQWfI*}8tbo-0b%7fWMs#l9a2NN^Vn7untkd~m^(4gCNEJKBWTu*+IpE2ero|C^b zmQW{M!v*ZX2s#jXbqRyAP>=cJE|lUlk8<KB@LTj(Q9Vlg=WSaIZd0lGqM(&40;O1s;@#t@tLtY3N-z8!|6tptvM*y~JsEAyhWs4K z_SXt!GlK;w_tsgR&-4lix^+QAT$P37yI-P;2+;M6)jf}?bR?(=CgTI@*$4F7=b}A* z?obH*AA==$k90?jB% zSMn*p-8ZY_z5rhy45n-Pkd#};kJ(=pPw-z1b#tu?Nw=p}tnma6WoZZJ1i9>nK(?pb z{OBE^?5XNd2-S2`w^C8OK3IiwxPvdT0Rw5|5<{qPL^73>>(vy;5nOi)0WwqZ?V{=1 z!sqpJe4ci^+0_OklXA#fiEm=`bm84n!Cd;i5vImM~ewrA{D6^GiS ziqz@74QJCllvTih?sU&zgJM;`HojI(`@FSn8LkvmjOf zb)3gApO5lLbUWWIh3BD5c!FbO2`c$WMN!zvp4_1LsYKewUr26ph1mim zzMt)CsSsWw!SuoiypQ)358_1e9;BmP-#7&1sBN8UY~|b3UoU7-V3M+ZU|U9ZZk^I3 zo7?z;_oKaPa4H7iByR8N?ZKMJ}zk| z--_&`cj-#GiyO#I8thG{d4{2DQu*lwY%nbPS-?~8!~FWB*{(11QE^^U zRJL*yvYNhYbVdf!_^FRrHnBCUVI&UVx-~gNU=BXipo8Gsk&;{_k8gN=v9ggM<&fTF zKj9in-Fe5pb~G3NaHu;gM`QfS2fB^0s?IC8MFMZ)rz;a_8;^5I52L)SLPVoJo!2|~ znl#qVr|MEse0NJM;V18~UF!R!I{ig4(&BlN;zEVZ2Y0sORqH;re54hjj(x~c812;Z zD?HF`#;ABoC(KyO6OUauq-&Nm0f8_?I*m(=qDDwULrml}xlS$d5mjFYzBeKWS13g% zt5b1iniaVc>5EC$E0&b)RaIu*MAJ8j@4ilrx`&^xPeT#u*10fSlTkFoY#gMayF`uH zL$z*8q(0Mc$1Fu9@k+@`j^jV|rlgfGFjZ!>&Ftl8?V4;N{)66{=~gO?I0rY` zrZ1s9(o`DuNC&4nH_9r z3kZY^@&s_7qZ4*GW$#I}7I~NIc}QAqJtuNmn)7hjpDl!~4uMczIl*ISsyEVrcJtwT z;%M?ZlRTxx<&*sMD^%C5QJZ8@#`>s$y3|Y~sYaxIv0J39rD#I}i}C4N_o_}D;$1te zQkg_UBEMqjhnZN0<)oCsRGk(NisX^oGvVs!R&rlv(cE9=FP8AhS?fo2npdXgUbZgk zzCdc2>_a=7k;*%m#J0Y~(R`R>Iu$*6?Nw|&Sq7EqhV|yNtFfOwd5Icq96ym7g!MBs zN8L2Kg_n7~#Z~;iiS5&sS1$GBLh9qzid$@u~O zLKKxp3r@TPobvZ+e5UYU1;T3Cz68E>r{{1md<3pP7NmPpdEFPPXuA6#_=3Q6w@z*VUc<$To_!Z5+#c#Tm_9e&CX}gLU zewf*DbaV&nqm}uS;Xp#z}5&F{L59NQo* zz8xy?nPjJJh+x8kQkX|-xP)v1+1?}BhV~KrSRbqUdPXhm(4pjdbL>GsQn%SJb(>DA zl|rtTC`R?>K_?X@MjYujQ`yGk5Zhr!IjY>7I7P}$*F=S(L$}hwr=!@cV<|#`0KlaC z&@kB^`odGaTea6^HmC&?Nnhi!lN0d)j*w(KqM$WLRH#mcXqxT`KGJO>$yQoME=08u z%1h!y>F{K=dqrNcmU42b9CuoKu^HA=%bTq(V|5?tHWmGGlGL~qRov{=R>f9S_K9vK zW&4O^o50T{gpHkwMQ^tU&(u+F4ZOjYJdKeW4o-y<-Ad6EkI-3ASU8~t4U`_Vkb+`V zpN;Sw{m7*>=Swh=L!l1+%EG#o&DLIkuO_DHe8M;pWvyXQXKjNSH;mKIo&2;5x%z`dYQ}K4dsRL+UO!9CeK-=d_!T9x39|Hf>xx%PIOX=aDGg+ zRanZ!XDT|Fc=7&GZmCHVN6zMKKS!ezQ+S8yRA@A>p(JPf6I8brrpV~MgZL-<*xnJ(=NsX794AHi-ar(BuS2W& zf*`S+K(|t;eS0jnW^p-zWf+9!G|~Avg;T7L+*Eay=(9^j9A1=9~TLu zs3H$yKMq(QAK`UdE!47D!+#gF(a3bpoelU9?@-6~u#T}_oRfF)HtA5WBW%Oz4oitf zJK;X{SvY2q(~E91`lTjq(jza`lblh7>Ut%1U=Qd0GF!P66Nd7cOf}mQ%h|IZP;;)J zT@6HlW&~ctIlq!(3WOEi7REH3A&DNP@@eX2!Onu>^yrt7r0(J{diu3^t(|VQAeP3l z1Bdoes+2pNV58B{&qd14=n^K>8%tH5Y9-tI{4d@m$oK3e9V(3b~i^ta5z-lv|W%iU~WJ)nQ;91Wr zy~9Y9rB!`BC<$`}0z|i|7-CH}J|9(SdejcA2zrvOu?-Kfn|`3L#zcFlRF*2QOZr!f zBoh4?Y{7NX{ShpoJ}9U<53kaMoj_kWG-7+3sVEXBk?mtD+sLpR*Hy6{mC)A^y3I%Z zqAf(FFzMFW$V=tY58w%%xduKuH+k@!iYmh$ID=N`8n+$JbSoj6b6_h~?gwb6A)v08 zpNTZ}!YI1K^&yZg={AYp;8FVDOHtV`l@^a@aEPB@kJ>&N@ml=V>bl%iS&H{53!57Inn3uD~P>b>-Kh}d%Qv+KrS7VLaLr?An8^@9GcQG zyNCDC){mB#N>7Xq@_Io&j`1y;#-l)p(rs}P&r|+aR})plld?afYMS6f%yKM$J64xF zmQvxlFPLZH#BPCU_z*X(h2Lh=0OmD>7*p{QCu{JK=%ogcnVRW4ELK?hkG3Xa42LE0 zel$gS4gH0(q)uPmuoS8hi_8IQft~mUyJ_(KGny6}e6z<9|BSUDVv-_Vtk6U> zI5fjH+^4o`|jQBlI`L!N`v4IQCNjZ1}@v1NmnNO-+dW1G1i^K$2iKFm1tlKv?ZOtuVQak zAdxEf0LQ(aG2wwhJvvk`iVh5Ym{s|ylz;QJq|; zp8eDo1{It=khawNp`#Z~B-?vflnuyMa%7$h&_1&TL#U9{DaA9 z!9{B4bO@+JGAZ{c9$}r&0c*iT1m@!sN{Q~v4v5Ay4!~K4gankuZjxQgfRag~^uMRE@Ew*CfOF^%q`?`{Ui#x#bFXVa$ECx-Ngnv9(B~X2dHXoW|65hvs+`>W3L2Ezj4C%kdVDWLiK_3jp%Ps+E zP3T&^i#(jbAESkb&&FddKQAEHtP!$aG%2c(T6lxb%t;K?`AAM0$-((RN-dnVDccuF z?w&FQ*T)AUS%L#H@_IeQQpLg$p@@-qU`xIs5XNXta+{EPV;O>&7!z$o8 ztfL2b1!u4ZeNfI}5ziDd;UY;`7{L0x@h-cDjc^`YteXa|1^ArFrE^%sv}U3ZItFY7 zp$J`(vMz3`lqCNSsdl&lM{mp=&yJ2`9V*-1wplgKsQ{mA+w{y9TL=0g5ADPWI_AqL z20~vq=A}!uT~r7PZ&boXnqQ+&mes;FlA))7kz8o$$I_dWz`YITQpw(<@3#vR(Tr-^ zRd;kF#f1jpCSoiVc(Blby}i{IE_L{LL299kAy{RrQ=+6O@A37(O{m>C?Dkr`l_-$Hpc-QW-X|^J#7B4) zZLO6+O<~+Om1!o8PY_oRy%B{f)I&!}4)Bp~6VNUM^6I!lKe}D6-hOg`PE{7e435T& zn9skN12TgKpb|<`*M8x&tFDf2OQLzm?osCDT`dUe6_}8YmvEhrnE|QxjGS1>WCej%(*~e;{p#e$x@Fu3? zW0GwZr&luT-FikhY!BJoL`EiY^rc_RP~Tps%ALg?4#jL-#p&KH4#RSvIi7A?-~oCC z^jaeE7EOE}m2_*SX=snx*3|AdscNUuH_xSUp{EiZjFutTOJ?@div}%XnNf`f`j~^V zl~9;O+DL^zT_A){-zw2pYrdlY>IrYOQE%94c})f2j~J-k*Kx zeNRu?hzV6g9U63-(Z40Fd+}#6IwTk9hv6O?2x1E_x=qDi>yBI|;E-Aun)O)Bm0@@yJL;5SsV(yqy;SctZUE3ep)J@#K32fS7{Rg0oD z(HC^7OB5ZF>ZzXxx;2rSTIm)Vl!n3hid4IZu8W$Mcn0t5dcdwMj^dI}N9EijDg*-z zLyvAVTB;gW;x;LFUP}xG=8fnwIiS*f@v+n5L#(Au# z`K%fsJ=+gUL$t_TZgkOUDy7qg z+-kg@F@oGe53}htx*G4^xapFFE>IYTYbZiy)lx=hR=!u%HV`fMmKPZpx9@3AdP?KuaaY>vjUy*9pvL*df$|h7nMNQX{ z4_k4?7Spl3rPn2h=TwbCUaK%j=ThUpsGFAbY;QC6NHPGfYjIjqmB2M;lH2R2Y1978XIDL0aR zUO@K9<1~6==zuk(U|P*to}aI$I*o_~hfh17EHG1}%U{j!!~_w@>+pI$Cs`8hbal>| z6cYJd-W+K!+a1JN<&czNZS0?n6efkT0$&u{nM6Q&*{w3W9#{-zfv0e81 zSJ>l}=B5tkMb_)5u*m7^NAQYw1u(~2$fG0f`Vc--15>erDr+2aqZ#J#ZyPiwew@Tk zDi|Vdk$~}Gaf(e!g0FVxD3vDqK00}EBa*1y3g?LNUL5cERNE*4U1?IJk{7LXUUp4H zJD;dGjXin6rSP6Bs?wy2+QflUx%IJy^J_ots4;OS>9k2RF~jzlg`rLgvOK0+pFf9h zv4HRF>9qFJK=x_r;TU)skG>ACPjx7^Avt(2@Vhf#ok?Nlc%r)mCdfYjvdh*+Q@Z-M zTu%AtV9fO)n^b)^ePe3cMpR3i@CM3~EdPaVnj$`HFMD;y3!%pg#oot&}A4X9}I-|;nM0=F7xA_4d z99>D-URNYr=f(YTKIcr%Pa`XG6Dgr48hUWt+E`~%JUUSINh-Hf5Kq9iA?b(WfuLt` zIcSkVA&9Mfs6#QVv>n_}$2I)QI`!w{J5F!2ed7CGF1;9TgiIkR6FtLl*k_2O&#Fd? zCewYmsYtff>4~OlqT8y}d^N&y#H-sbh(Sv_l8>#b)|aKiB)Xv89ZJtT?vK{N>$bFu z5hP``0eWfFP*TA)lfvB$L1%|&d@WI6qNdp(VkQ(&mwK_7teqVDG8M0&k6k6UC*?lI z2XxSa69*HGcS5o>MGrx@a{v8+%X+&zbh4K)D1{&Jsdd3BAI)yO-6TBA0k{eaebNGH z_yQAL7ElI?5@ITmipp+Q7m~3Qx82lTYJ^uEGUocDZfgcS4_TlPN29reYT*#N_^9A5 z7>}3i@eD=KkL|pIGpv)0&e~C@Iy*}Z(AR^RPR4qwryh!qf<%@*HPNjULRnRWv$&uT z39N~|l?&6^8HQ}wMXNWzX++S|j)?|3?}_u0?x){P>ZzAO9-@L3dMTm!!bGL!9|IZMiuMBA|^QZNZO zWJND}Vw;208HesTil^9wrU9?FWZ@NG3ArPBJ$X$zly39Vk99P&m2uHS-C1{7h<`dQ zU;$Hb(iVaejkoY4+N&Pc%SgCpC+&4hMZH@i(S?3$c!Un+Q^?mVErl+?_ZXpi%4Y|< z?L;-A-bhE24ClHWYp9ELq{f5ne}9yF6iM}EyMwccZf6DC7=Hp;Fi_uUSYIrEU6YA|Clbwp!>mbPi7Sqpry7!~4@5meZrydTZHg zU*LJa173>btTo$H243YXsb>3oYy6%1HLIt#VzyhYIu5O5%65S@1jd($2> zS*3Us4B5KM2E#RpqW~X3;J-g~TZ_7BpUosip{DJacOunbrZ3kY|MuZ5Zz$4jI3gBr z(bSsg-A<&5RztQHyP+sS6YUS(7R3u8ldskP5(N>cL#lm%;~2!d@t<_MvlX)rQY2Gt zMA+5Q-!Vt_&dE67<|vm$u-%-Lt#`7OpBGnG?^bDbplb-xZE$lYM_@G{t}`gVHK&(+ zWnwsOYC**w$;Az+PZRKvM!sx@>t06_64a{Yq|BAIH+jqV(<=iv)o8` z#bu`xj&dg`(nhxP*^|9gw2~P^sqHgKxeaFdmFZ|2#<(H&D5SD&%JQ3sQ*S?{Cc(9*Q~B#J z;RBrKn7M^>I7&0Mo{zWjp0xzvU0&m9J~xRyt=~yS-|5z5br&DwCtgWj9j;&l?@#Gh z23VK&|uO$%pyZ|c0y*pE**uTS9+ zHnJzzVKZHelcbu*?9C&1ldWG?w?)I?(`_>D(1CHL;Cyt==3J(17Fo1DwG(?6b4vg5B&#sV{f4z0dKEzv0~c5HHiA z$O{1j=(Z9rsyy{t8&~l$I^i`M^Ve~her+3m-*Zkro0;#}hGsqtD>GKQgi1B0KUhB` zS}c-YV8gKK-w2Gvuc%pLs5(DZk;_GIKQ@}vye&O>sd(Z^EX6RiLQNW(eD?5-SftY| z*XFxM(nO!7x&DG?NUCkD-BkNVw~?qozy1ad%wmpcwSiGd)biCyl%*8)<5s+{(8kY_ zj-Gc4V5xu~Jr>Z5qS5=FuE5JGmxc9CQek3?RA3*yM~c0MeVELjxU|=rxF(Lba_G-@ zU*V_rvsJZK_cc0HDu!cq2}j%rFrt@%wciD>b!~3jE;dq@%LG^&Mc`Yry zNPwan-Nxad>NFSL{lym4f*E^PZRriGLmIx~wC*9B3i0gn7?D)YXJz|5C&;S`X&IW) zm>AodF=&q6q_2adiK?U}lTXGW54HFtQsq5s{%!wNZZ{H}_e|1e>XFGbBxm@WMSRfr z)u`P*rSZvQ%`7B23LoJR>O0))92{_He+$R;a$5|46^EMA9jX6IyH&QM*cRg*l!cjB z`$|COM1H!_7pZUFKxfi!w2$MUC_3Rys;F~x7W^;8kPAE5M@FFp-o{yKynHgO>7fk+Ht=MJDZ--rKg zLI;(fD~>yOR~Ee9k7mVWr;y~3piYbMz~QY2dwCStMMFbye=Sz8N7pgQ~g z5k5paO-oM+95tU&Q!J-W^6!fB@RJcCu@?RFFTo4>G0HT zhlRx6G|RX1r2LDQpnyye#;5oagv{7s+?g}WJ=%@D)6=r_h(^G{RZ#I2saYzNm!ZfS%}Wj zCpMK=n*{cr%&i;5J}>N3>lDW{67Ct!%Yt4;dJNUDe~}{t=<;l&1N@a;0QrYFw8zKP z#%nnP{Hq9FgmxhjITFd#lFt78%Q&XX#&}=+kzU{5@ee+J#;;XpH)(($9G2A@@|!ZJ zLL=atQJyui== z+dd9%wjjqu({ zsF6cS86~sjf2LwIxvb1Br}cV8)_#LIs*~*FyfM{!AGYuaYQ6Oi%5*93)7Mrv(~``j za=pNBE#h%r_wwVsfQi>PhZgv}^^l&{tuSd9Uvk3kV!mINqAQhlX`ys8(UR)2wk~wk z1Kn+pXYq_`YMjQdEa28acC~v(MX7=7+lOnK!9|^wrby`SVe0n5$N&I<07*naRCLEv z8iCwi-q-!8o8ivr*zeR&u z(XFB|u{D(a@bUPCRFq3Wk?-a!^XykD9r(#w1g+yVBeF(pIeuFMMUomxw`ro6J?!Gx zAxngjb@g2_(0V0iKj^YB$Il~vZ&MwEW2DWc_vwtirEw=$PYlJsIJT6=YelyFZ)NRT ziFQezNH#B>|L$z#S`Ky~A03JweqBifs$el)%d?n3JEz|oUWAq4q#ELdb&NVGK^fwJ?3zokJ9F|*Z%bUq+bYObGSr)# za?Y4+Eti|^>D#18p$GkxeOE;HP%<-3-xfR}^~C8k!iSM+?^B1D^NYgsQ-%DWErp*m zMo_=rlZEv)#a^$=pk}%_ixm`+6d?60w`&w~9oj~5`7*N_R}*R`-xd&SlKwAIN$J0O z6i0P?9iQ3)cY=*1oS=KO*o||rhp)Y3cU3G{z!C0kY}8yB4m{XY>_OsBAZCCK{K8_64gn zR4_Oq*M#z#cDD4snif=;>r@_qkwSc;?SGfwgRfboB;vkH8Z&BnKN&Om{mV7$=KL7U zJG(=-z?aNEu?|b)ZShC^gX*-Z)7?tD){XE7{2jezBXbtVqi0fY#I`G`V0s7Am@V;f zQ9ifAcpvXmR;dVd;v76+7$KV2N+0tVI)y+gzlQjM?ooF-0nT@uhqL-6((P4Q&y>P; zFZGD?Vy))-*pXJ1dy|epf6cKWx#_Gu!3@LpO5-q^ZtF&$_SFU5I-w_SbFc*mBXCV2 zg3;_#(uLye&P?j)g#GrEYPrzCfZ(PmtRTHbg-GAEVEeu8muK9NS}ImXx4z^|u8dD` zgEVAh{+UQThlhBNz3Z=;PsZ~&PG5f|4Zd&7tAnvxrVq#9fA|v>_Xez?Va$50#4fhm zx7Oukxe1<)b{O=|H0ol8VXU(%X@Mmc3>j9vL}CXSp8{5h3nqoi=ksPLYFyUCatf>H`XMgx%~c? z()a-P(AQAgWI=nnB%dhO(h_v53Z-xX!-Mk6ao8zazR5xbyy<5EPa=xgz37s7-yUcn z?P!$J$y+a>`rMrH%JwGS^)pX!Pb{^2!4aIQYU$QOop%{WP}lG_u+ZFnO{G@PkA<;Z z=tYxy8*k7s_-=k$V5IC*b7+SDfWp|zKOG-mkz611&ovI8PNUk*v+ z?K#cW(QQYX%}oI-PFNlX=u$LL_1?U;QiQ1-Q%5+m-sL!o(BT?hw$iOsN_-XOQ}1Lx zmQvm3CtdwQ=g`^sc`}Ty+9pHUCTpC6vJt}q>^rH;Tlb5AS;gKr|~(d>L@`^>_Jgd*HMn< zcd1JBTDt6ypYapPtT|1fS@wvbfv$ib@c%GI!?&C1|KH%cDu@^H8`2DUV+n?!#C9y9}vYs^2eXPxX{srH9$z&Y}x1>IH z(utEOH;FE!8W~iYGvousxvxFmi3& z!3&D77+sbH^jLIvHH z!e^xTKu?~sq>tSys`U)ws5wl7zJ*k)&mvzuM@Jr1$9MRbn+&?okcj`Np~9$?QTY*; z>u_q>%+Z^1eqP$U&F}TyeXT_r1G};#IlAAmpS)4LQ8|;#^Pc}l_geYdmXmHzXs!yS z2NKX0@AFy@kw$xZeRn?2j;{lzY%@_5M{rDqyC0<@oohCQYZAvyw8R7S39z<(8)w{j z;eo6OWagD*PXBVYjL#DCvbCDaCZlUeL=p{0@u2i$Ws>b79e>+QBK^V|V`<`jn%sJ{ zTX8ukM>?95l9qY&^JCDSCiRrRgEG6pv=#LF&eTej$ufMsEpYjEk{i?@{iM$xT>Hs=>?S6q`y zC1w2=6K(&JazFLrzh0zebU*GQP}kvXuD+6>J>KJp{@lx1=s3=dTe75*fwV&B=-Q@0 zz-PLR!do2TflN}^65rsVnISu!P%Xw91&JXEI7dsycTS1A~1 z&6U%L=CFVpLVFdrH6MHM*B$6Xcko3wQJ{&`Z2MkqdCl+YuBU2KrycUx5*4iF4}+7EG!J(0 z*DC~tZly4vM|i5Z2-*{W;k-(>&G*)rf_A8np;U11Dz;@&_TCWO!At{}Et)WSrf<&B*E;xZz#~r|4By(fwXytz=f6`d;}c!eIQ0<|SBeMkJ==F*+(dU!TV4 zsWn;P3pip>KuSC`>oytO4O11+X41 zY}ArPGFgOC12;H6f?54C$y&!nt}~*oah&(8R4Xm#`d(gMJ#t|-P2Ox-|0ZDqo{(O% zc3q3nEN3X)vV7%zx8K#+O1E`zfn=NCfNSlH)v_hN4o>MX&9nk{f;_t#@(N~naNUfo zcN;@daSxkh?uHpvaoCz}$70vOf5Kb#6^Y|?^a{8c6;CnCV7h(L>ZWxkV!I9~M*YT!(VqO1Wy7lpA0UmG&GQ!vPBfzM2rXt>P)Mbm(vGK3m@L0R0gYl#>V z#@jTTUr>c)jvMv$Zv9cWV`=jCkszO=ajwJ>{5CaWU&WYqDH-GMJw!q@#*bJ?*I|o6 zVL5f#5{dS?Hi8;lPPf%?4da3wykerOa)VdmiEfRncN;-BZ42Gj5p1c_B(O;&+m#&s zS#6SlHulh?XdI#LO%E#FX3WrMd7XE$hPpc1)`~OOm*s*yD+_QAt_^{VVIfJk$2~4y zmBmR?hS3VG99CHp(3pzW zq|#TYyv9(U=20-T1!)xL@ydpKSP5uE?er5i8x{lWcpfy$;YuR00;fYD`nC|=x0P;< zbP7pjq@lkbi~1PCo|=!B=$usbupC+lIg^KL8I`9JHWfc-_#FS!Jl8KT=4OV96%kQ#tL$%VpdLlJ8G4J5nkbQ@hW%qEaV%!amvcjTfo*&R!GjqcMl zJddBTD+rXANJn8Z^-=$jm?uL?8x7sMH)$af@tTB9xa4-$8BMn_bV`Ogjl%+b<}2LB zYHX$BlpX?Yl!}Ac;?}0sz|4?1Ton|35aHFV^yd(oVpz0UIt|SkRP^wUcuY`rd^!|i zq0js#y=8fOrqaAtM+v(p-8OzI$0STA zmDKg%Tp3HZW{wsm`ykc0`jRtYfaYI_@W2S_^VWC4BZV-=42UF-9ubA9_>SIrvH{;+ z83%AhcA8ar2(PpS?SvoFa1?v&`)2WIglDO1f9DX|6pP_lZ`<>eYWUW*5B%P4-HhD) z#BH=UaK}xm<{Lpp5wBnt_hEZ+t+=|eB|3%hY)-+; zSZE!!F>dbHXu9zuZ_u zvVF$jD_=zIyv)8^n}vS3=OInIIwWH*9S^fZAIo!?6~QXiE|!$?uuaf7* z1#jDz%~n&v_HuboIedmAROmk%+MAuQn60$ZC7L!FhcxF#H}kGul?Ba7M~>2Ed4o(; zISWimv+}O{$3Cx>1awut1M^K5#D7(+qqk#AmvPMMmH(d z#YErGydBY!{Z!O$C2Fx}U*%YSm(-NkKGR>qOqC<1HR-B;NY3Ouq|w=^jjFUk?Ks{t z?yfoeGLIA8&J4oUnXwl8H99I$n1RXmc~qD##b^x2Bsxpo>~pmUd$y%YiS`b!C{oa^ zzo<;JcA4Id_DsqqQqTfCpf8n2^-#!bov?#B&=bR^#Y}ja4n@38>%@AX+oAZ}%i4j- zHgxllmcFI-OR+s)49jIZ-*LJ*BktB%dkxo_v7>G$}>KP ztBNr>f^Jo!5PhgeoM25fmFP-h2YyLkf4C1CsX9KS*^+cnLKwAIBzDlHFxyP;8@9a+ zCAyXJ38^X2oQ%~}OnqdbMCq7dKcJsNWzp46&+(di$sOJHW6xu>v&bteg(NU(`s(7F= zzFacV3uONuL8mx#1E4>3U)D+4wm4;9a`udlG}5lb5sj8XDTU!3rRjhM`=FwUq<>7~ ztSpT)vXE6X$7U(peLYWmC0EWXNWN->QUvy3lfsFX99-|VwVediBN>A@eecj8uSWx~ zHa0c_dFg}grVe=*4Sd#Jt~rwn(mb~g@z#x_lQ7EVStYv7k00Cy&Sx3)nKY0CR8DRa zsiv8|cY5GWdz@e_4WIX&&Mdl3lr7&EqcI$;u~jN@Vz*L3w{aXP%T(U&Twbkf9Asa* zc6kES*HV0W1C{Tsg}ZFW!0l0H(rpBLGRx^2Lj|KP_^~)!y|;rlwb)1BZ2VOgx>F7( zy^ik;q~Q{;*BN=Jd0z>^87>`@tQ)}JlW5R&MCYXvouhf3;tMB5ZsH6~MN_u?T8Ax% zetf68^{v6Usc>wm3~g90yNmxz=-2$&-zsmcSf__|!xEYxK;4Ot{X(Mwc zYe6kKS%F;oj$u0va(T8Po~qm%caIsIe+f=@`x)Atoz$|G9G-7XXHnfsLq&?RP(Iid zaCpv{?3r@&(;UyWrV#sz+UW(7P9;8<%l62FLY$6$Fd6UBU%k(XJ`%P49-5vj0u>>B z1U~1hlvQ{WmeTR)Po=ON8>yz^od)btm%tBcAM0lqx~;&0*~kmoKEgmJ9@l&wYj9BE{!G-hW7(H&931iAswDR$T9>t=I*=Z8o9T-tkwm9s4^^^6 zst^c0J?@h=y;?TE7|@AkK(qZGfP<6_bMF3dE$dF*65TXu+{5_P%r$Vj8&ou>IW zd*EA_cvyFIdsQX5Tj=iWb#dl`L$^iQyYAeg{MZ(7vXv;ll8f8YAJ=Rp?fpkPj>>ce zvYpP}DC9Ipk1Ou3E1{f%BM_?UHqcO_+ekW7%QQRU>*z=;BR3`0MOnS168MA1jL33K zp~c82x=k;-%^C)UXt?WB;l7A*e2m9%w6+Gsr)gZUQbV^z?A!W*LIpY$w_P&4wxql9 zxdY)2rkTklTM8=AHhBa8CUsVGFm}`F2PV3uk|B6Z4>s1|dor^Rv$RS-`lXo%ISQha zHTb_I6}I-Yky1s@{Ho}7DqC4?^m>0>cOmiM(Csj+chgq|NVexfRu-Hn2)is&}I>DFj8#1&O}lOst9#%EnkrJDZ-9ST?CpMZbjU76CZ>`<{MH$O9r zZN30=@G^&D)+E|a2gM!P4kXFF6!7F8aWt2iYFeryE5#Dlqj{~Y`J3xey*Q^!iC3Uo z3r)aQ)r!6iU6NuULATO2ijwn}W>vNgLSjBeVGYNr*42_K>`6!WD<8*k2aZ)~8M2=& zR4PACs1C8Sa5iiZbgPa5%TMi$nUg+>2Bk>=cRtzyJh^zQnmToZ$%k9~qoRLWC%5V*8;-H(V z!WIm|U4BDsP+LEShE>}8>rL~j{XC%*&+2?~F9jcSBsw}u$=L5hhMw9~x6TvWxO%s~ zLs~|@t2v-W527t(jZof;MVeQH(&!?+;Bb#`(`YZXK9*6V*0R4+i}R(S>hE1b=gZ1in`S*)6i4cPOp%b~?oV`^4cQgxxQ%B;w`F2Zn9!|S zBva)WZD5nwX1}=EiLziVUppvs4XR?dn|ep}Nd^_H25IF4>x1i5iU!@e9!gENYw%Jgm}nf$c4FGj zp6nI^VIz`5T8=vAOI_;6F2p+766AFJk&hqoCu{xQtFoEcn{=6~`di20xYIe|c+z@1 z2q@8QA3mquhUevo=p~z@wJ;PjI5U@FBdt)J%qDHY%c{RMp0jeCi&cvaLSSo1pd}kM zA)DS?vO(z{>*IU;j|L>prIJxTzBYn%`$(2)*u+8niefg?M7}$LuRn`d-CXGad`ER0 z{Qfahl}XXbt4JDp=c$pd52Q($Uz3rB2a1jq#RKAe}%qz+`GD zBNk!%;6L~msWKN%;X`VL%!d@6JrB+BU;NYIv{@v&dpJ{D7^4*rQ<%^e53nYr4ul`T zN?pDu7iqhj*ENLovU*5rT!IgySbP5SZLuE`VjmYNk`M!MemVwvr1)W zwD6KR!e0!he*Gu)YYLw7Z;p@o)HDB&fA)47r0!{7s)-t{kbtc%ZsAQI7U1;vqbu6a zXlCMbA9L)cq7Bu4ZxrBNI^IbWdeWXV)AaY*S=#N8SRu*!s~Lzwy1j+X$R~4QoF9sU^)%bfAK$` z!UIegish>EH!$V+uKISudPSCWus3GdHAMq#uxJ0x zg>|we+3~Vn_Qo_bg{{hV8NS7N8MRH8Md&u;tC{^?6#MN)$c$C8+(CV0=Cn8!NNGFS zza~pR&=)V+$9OZmV?Sz@&OX>lb(zmf)>AOm`YwrX)yJ4i2`Ud^5=Z4MjKe|RseF;X z0(;ke7*srl@eX`D3|J43a0bW4L&f6+$JZLw?Hk2WeTcKTGso97yvo0)Ik^4NOwSHN>5F!{_+ECf9 z38J!f3+If@&mIlbz(U-jz%$&1*M2)n#6MF;ublPa5wm!LElJ$Tk8h%HEZquf$oE z?E{X8fwJ*XNfv`%0CnudpMaKjZEoWGOUrtqf&F?D`K~1UyK2dPy##;VWdHR>vbHlg<3~%GOWT$92_o8;RNYhAxM6rG;^f<9mja^IDvanY#t$yu24*kLK0GT{>fJ z&`vzOKAyq*s_E8@A$UqjkgdvimMWAx*+aF}%e4d@b=kX&}+Elm&@8U0LVes|V!wnyf z4dwKeyG7Wfa_{yT_WJvFr>+5h?-U%RKP0-{?X*=U=r-h0hsvdfF5hI)AzF1VDfOu0 zQfMkp;(scWvBO~*r!ZcyD!SUZihU}Jl?9S+O;kolI6c*s-g<+2HY?rZQ2g7an5F8|tY`+(twm4G!RHx^1Fx~dS0>v|-p+~p3bfH@d zP4WO8^le*wL-X!DXsU7`-S;_ZSp+{(6{9)$r{mXDw#7oC#g*u`KhCRi1^VHiG?gz4~wi)deN;ui^*khGb&p3 zQ_jk)JnxP17wakdXj@IQNThM5?o+6ytIY|%rbAJaY=dygnXDh($_Zth2JK^_I-ASk zIUC(cL*3}O?8glHjB>KAkC(8R-hUy!XB1w?iwfs!Gw}i^!*PddLcv8LY;{SeUk2aH zj>ovibl%GZ`@d$=k$B!Z!Mj5Wn_7>`BwaHV?kBkJ)9Fu7=tVu5Cj{s=L)nf{+~cl* zDM2~h)eqZTM*1v{wiFd~dmKO8_fhlFcwXcG6EGA7IlhN-R3}@>djx)s1v-V@BvaeY z7j)}}Ze5c&7Q-o*^rcGn>LWT%SvFJ(eC%m;Q+rtd-IdP_!k=`gEhI+=Tr_+eNziRr z&}}6ep^_T?@ZwatBT3ss(H2FWlv+V*xY8uyPw7)ur1#hw_xUbml%z8LlkC+(B%|PF zA(GM~I4^w`w1#nczpgISKvV3kd;>pN&$CXq_TWPNWcPQw;U78~Q8SJG5tn`1z|(Cs z-HeAcSr)e=CKyO&UpimWF#PB>vzK(e%kejx!Hl3v{wFr^9xGT=*2m&3&fDAvX>t0o z4%MP06vt`KCqcJr={6RhscM@!beu9zpI70m{EgMdOrfTQRozCg<^P~F-HxIwP*`+Z zxY2E6okFGLu+T^tnNznlO`4Pn{=99GvoQyFA2(#X4}YO@tYjyT$=GQ>Ul}@x!4|p? z-UDS)c|V7&blnO|NqOIJn%AScmv(HPu@&=^Pz!&g%cBS4slw*FI0AvDTZwFcMRgkv zF|>6#qx!0NUme`Brtip0L%an~v6*9flC`v61l`G3?CUkF=`QM1i>s|e&T&Dv-sl!s zjKeCDy;kOD-=IsHfOdF|?fIB)Q&rB-Ec;(nXS$8y?A{*Kyyb#!{X%VCr*VrCCN$Tb z%q4}IMzit6o}7I$)oo2hZ~h>TSyTO0ku4Ba56P75Lvcyff_F(yAd5jB-nTP zch@M$?)bag@`S#Qk2?w#V**RJQ6$^%NebQrz$|DG^yu?A9K}La>jo{c0W0XtjG_b8 z4SPwf<6PDeQfTn+qMR=46pPtwDS~c&pxbtM=yY&O*~&?|&fdTRI)r6Owd=77i#T&& z7~Ph_RSXoJ7JhUaN$)MvK-04bGYt9We$;OnRX_7n=k8XBOf7+rtl5wT;ny;{4OLX+ z1X6b(Bbs-d-xgmQ$G@exETrbUXs@Mp!ek* ze4%pgCnBBg7-1#DRQ9FozI11f-f6llm8Y;LU0tv|bVx&kZVP(|7EI&(FxE*{rrSce zD2tWwyb4r+eI8}go>FFRlYw;mEFOhWG)f3SI!T#VGy|uz5tVl=^d&Fb+V^>?*H$#f z^=$zq5!QiTjLPbo-cfkI3_3U+ zC@~6V^u}$HZM@2HQ9kHd!=$W2Pjo7GUyfE}u}(=xo6(_brZDb0I_R)qp*Uuvy4zO^ z(rs^I=TwyWE9aHshj9w^H%8&?>7vn(jd}&EJxQnWSyK4!c*ty`UyR zkjVBv)mL0tjr9EZoTE#-`Y(%h7@}J;z&SV-gu`2EN9}TJG;ij=n(<#l(M#q!)uP*H zq@I%s9x5HI=}Wi1qULYcmu}N|O%oNKZ-WngD#s|0jnRxAS$W-@nTNK$3o}+?87In2 zTP$=PYkKg*xP<0>tv=df2mVG=(}tgkaPS02=~9%TxzUlPt&r_s2^c{=bla*EBj_WK|_QYv4(Ut>$DQ9S3FUB)ZT&o@~43@37kbd}$mtctKft4(!4<&8sUC-Hy<0UM#_< zidQ7)RzOj;lr}5}P;UCkPpxSmLKVgEiJQtVlW|=`P*(x0$5j%fbVOhqPU?`wrWxt3 zZ_vg_Z}#I#zqcP6VNw8=phw}D;z-VqQ&^#4C%z#+e+*l#J^2ClYTl2IAZ>jbvauwc z@uh5;yF9NoV_CNje#_aMwPx@(76jqydf_n|YZ}Q?4yZq2nk}kCD=Olq{Y-|STLG_# z#RiA`uzHg1di)jZd@{6U(J!ExMwN0VXP^*YS>^W%z;HaIVR&MFe1jXBOoW6)?8bp0 z<^49JC+}sWhS+{nK#qHjbIF;UiGJ*j27Z2P6gII3GyC#;yrcPqrF6P}K!{oc3l{SZ zqZO>gLf*T4jbJ=J4uZ>&i`sjahNzP+SdJaIPxomhW@=7NVd1x&c9W1+&~3;gorWRM z*=9|sY)IHcESBMS)B?UOy>;bePY(&Yl}_J2@Vk~sJW`Qjdq@eAo`PgEw%J zPM6%#XoE|-oIv&kQpWZV@Egts|J~L!j^tEIfqeW=>vmcr+;hncCg?V7&=_~Di2#Fz z7!=egJ4!s}a3~I>M)Zwnq76B!aiKk>N`4} zT92jkWt>8HN4L31wd?RmRUT~P(T+;Fo7;7STtOKgg{TmU@MNewO2WqZu6mdh}7it<}KX{=n!^B8~TogbeS4+ zai2bM=qEPwM7L5&>p!ZfLSj4y(hX}&&0(@Dt_X)-TWT1IHNjPE(rwYO4BduChP9G2 z-J0#KmB2f=fX_mp2xlrj!h3EhH5tp@s-?gn1y9^W2vovNY>=t);`qJKML5;N;^079 zNcbChWykQm^a-+3G<{-A#O3tzF zPDiH_*oH64uIFvq&M2G1@*e(A7R6tSqq4d|*O{4BDiT$&g1>VPgB|2jRqESWL0zvj z;RU*HEg_&tx1S5T_0e}*5@w zvmW>JjHTOZI7o-1E9bV!I)?I)d@pjI7jaOtTR9^l?9S*@(r>(N9q1}Qouw&z;cLUP zCP{QV7UkHV5BMu%*sG2XuZ6FEqjCLA8(QKaEkh1fuYzv%Ml>~(@7Y_UFcOb3C5#eg znyI5B73n^6DyQIG8p&XlRgg$;sfYGVz#{Cz5#8yw5smA|hV4B`=5oC5gd2&vSnu(0 zM=RW6dj%&6Wegp-dv4Bn2ZC;^(b>4_lHIH`z9k9E33nV0+ZX&TRKfGmm};^K*3yQ` z_uXH`cEegS0XI13F7dxnZu&Exv*M2C<8}U`3fppvPT8{s-3ARt)VuXxU%FC{H*+`2 zO1AnYceCi0+gZ&tYUe_}`OpvNaVRKzMHO%k`#c^Ei@{(lAu;Mpw^jMO9~-#3V8(C{ z#p(S=DZJ$76lBJ)mZu_lN|!M3swe`Z@dN|B{IYR$n-?G9uN=v)vuif~h1Ie-TMwsY z>0QkzL&y6iKKeM+qLRvG3^&N`l*SzVnU-*j$B~~0@8Qd!RN^Uw12_@HbgF`GbwX)Q zwh|$CRZa1liop9!Wvh24RjFcSpi+H5kGEXNy#?M!H+tHu1AbOAA9d>q>khKFtIk+V zjz*d;6jqgH?6AR6l~Fn_#3k8PmS@K>4vR4nvuMcM27C^6!~$Ytbf|_@|=Kyno@}h1}TYG5P>e#CQ}1iP%9oQRW6r3 zN7Ee1#)nRKGJ0D-=|lvbrrzha?G`Y0v{(5Tlwk!rQyMmK%pShxA8o zoWU=&g36B1cD}Yl<_grqZZA%MESBn?7t4eKoMBgSgY&&IZYdPtbA^x6qK7v>^t;U z_1*#`4@oN)L{H5Myei4|Z~)H>CXkA>xoA=7Cdf38|X8UYiNlrR)Hwve5k>6XAGcrc8 z-mTK-dgCz`2JDb$JRO1uv;=D0?t%b#K!?9<^-xHW69j}ynv2j^5@Qw2l!@NnZIW$L zSl&|tcBv}r6^{vcgf|^_u#7@!s*SreYW~M}7qFdC^i|n@iK78MoL>ifR4kV(^+s+D zD?t^pAJ@?%0IL;|bOx?tZ@|+XI$}8fi@%`?$L<-tCwoYn6_ZKBzwp)OviC=$kB8I2 zB{5oanFhJ_Nay!`&GEi~t(4KH5qLpm$w~|Q^OL&+a*ClK*3bfsQMnBwk~j)zL>_vQ zEnIwEiENh|o_x-PrZfrqFSbW;VyCNoXBS+>M>-U^_KbQ|m|vrrrh8q0*L`*{tKbwB zMx_8da8>-;#qE#nno@h@#Tzu8Qw$Eni{~#q!SbMQWKAZa{)KK-0sM}Cb9_ueOY5J{ zIF0o<599e^b?^nvLvzFS*dx%Llzvba8|t5HQrYL? z3gxM6&#KfE!ABXib6JG0g8^Qb@1#iE^0rltiFk;W2F3;CC#8QAzzqoZ7)Lt&E45=m zD%ufLj+u|)bjrq{4PX6F5W>gu(P{dO)?+bUE^TX%6|ooB(95uMux7NTBYK=8OuhXP zbSt1Es&PQYqZ2j4x&WnBkJWL%s0lV$X|@FEv$fZE*T)h2`M;9bh5Hy{h!IVt*7zQ) zbWJW1O$zny3>CtDoHHy-kUEp*&4rQTRz2OxSUL;^y#C5kd!1G@4fJi^cU1$NCle{; z5N@DrNNi$tz@P9lT5$eUcTxG}F_d)sIKU^%b73Gp=dUhBC0(NF)9@y~r2}QehL&{L z?jCmdcxFVb@4$XA64#NUrc=e@dWOBh$J=au{dUijF&%es6diS)KQU;I z4=5=X`rJN(Zo_~C=7r$7TX#C49nNEC5Xd$P<^0ssuIDn<(XA^vbf7AFLS0{57lRQ) z>fVN@*owxwhwnsCKX{JZEJzwV6X2sUt}Qy*Ywe|IwoaO6x^;C&CgT=I@@OhO?UZY> z?na&`+0F<^P@USVT1ra&P%%4M8ZP1A7-oNGQFN!8n@mc~=l0vARjoFDw3hVAXYm>7 z>uogDed#v}O|YHcy_@4CN|%{a8yn~r9H6E1-LV#Q8}bNty<1;U7w2rsHkwnfXaIk? zG)|~k09JAkdgD1K!u5}CGrZ}ZR7MZz_m>4RxyR-F#H`K*|l3EtmIfoqeJ^HX-3KQuY~?|D4x0$q4$nNbmn*7B84^3bzMk~ zIR3^*c!;&As%eqh#993s$HZs6+Z4aPp$D$yRJtvNI$@DcI&^X-dqX`t*-FcE?^Eps z4smGZmr;^}t(;Q_`cJnRcm4t{(vU5pqm<9*UAic?Un{&p7waU=wEt%ZJ7bedn&^dH zPP?Cl*mvhbI6x|bDshEM!|5;GX7oiZn&^i(jG;7=i9V04M1E=*4gCY^wwit$`c!Pe zc!Tt9cl>})T*3lth%|bb6N4DKFsjYEcA#yAkG-EYD+vhUoW(SQYdlfkDDdd>oMKsX2vi>);Q*>R=+isG^wr$&JY}+|9?YJ#W(S3%ZLcvh!XFXd_r|t2emSlDxm)T-n_ovJVTOn{=j1oK(zh}IH_)_b zrPZmq%}0SpOg;B#oYbV+jVD0zCn(Bdvj299{=rwL2hy4%q7vt!VWzxNZsL?d&iB`V(`FL}ZjOW}se=!XkY z?T&MyB(Pl8U^6d{ied5(X;w)g}o`&O}p1OJXQ9E^YB+$iI>KNr-OL`|~;cWK7``7;EL zv{HZ~xmOflXu_svMc!kCq&dPUOSZBWtfzHbFtbDEHgz+e8gu+e7EfBxwtoz#^4GMX za+pl5lBcN31-tp!>G`I)hLg|gb0J>;bMr?j_;bS$dUv=N<X?RVlB58&f@T&*?#`E+bp8vX|T-jaBdXi6F1`o0A>CxdJAa)}hJiHW+ z4fKh25n1?^qcZ6@=y~`CFErH48P`D!10~T#8MZA|33qBc#RyiGKGO!vGxL70 znyHtHb{5iIWx28Y5+qNx6Rkr7`KeAm{)Q&H`7NQ^h_{X-k?owDrZO8s7IdfD)oL$W z7dVx=4Nj((^;>cI!H-t~bcs$q33GXk`OWb3oiZ-`%|lG6jLJ-Hsy2R5FdOhS!o#6@ zg;>Q^sz9c>Hw8+J8MV@irMW{0U6c9FfwMw4cV_$yero} z@`ht^UbVvxlqikrJOsn^_veSmeEk>5|Ly{?K+(z_O1LGfn*vDT}zC=6UN z_aV08^10Sa@cJO;Nj-BAt+@ouQ4Myj^(F=}NdD@pBUnBI%KjnN zytR^U>fj3NNtO*Oa-$k8%{zh;O@dhF_YwQY{~(YjkVk<{p^Gq_mdEzz%3%{%`p8_+ufl#22CDOL)y=SZ2uLw4Hy-yGaWmaPl5aDg z8tOKJ;)iV#P~77UlBikuztLa`h)bJy{gtQRHkHKwQk{xeeg`ToWnXE1mDikx_TcRx zWubX?O)^#<`^JRT~7ajBZbn-^Y57lz$K*fKvUwipR?F3BGm5t6^qj z@b6?3C_Xhq?r8BfCSrFB#P1~Q+ZX0ku~RBk>A_nrsehty8&M?4U!M_zhcm>dT17`h zrxvKHajas*Qd<_gxQRy$&Djzv!DBjtjdIsE1!((A=!9{X=R-@Ez3-kZ$&~CUBUF%t zd;7I1OA0-qOldfJbN)h=>==3!6`3c zz+0npru?#XNvr%br;!U3%Pb|7AZJdLKMfdRowXfv9;GL3#Ah^`>X|O@VN-|I)w|Sd zk(RE3vL-?d=>drHBh8Whn>8-B%1MMBEClH_&Uh0{3#+4Dn)QH$a_yE6i=)AD2^o z>ntj@9CQi(O~xl+GvhyOxJ7yKG>q0faY!2UE){?YUA+w}Qo^;T6WFxwLvzTBRu2%m z0U27S%O-zK@|aP%Bo3$s8*fGau;8t;JUbF86T1th2T}taMda~Aw+YI72B}4fy!X$5 z+$NpY2tL?Qu$MoD<~&^J4@4AfF$-0X%gDa1;_0S}#t9^lp2gJ(h};Wr=UAdO>v|}5 zV<+FEHD|lU!K+EoMsLOoLmb4a>t`=cs_?qRjQC18|3HgTXPiUmEIEGz0dRjtKKVud zDN1CWN3^(?yl_nDz436WBE~Wt)~Q@tkm~cmnSS2XhA~9T!J$8NM9$}WAl|XB0N>}Z z8%-{S1FWPHoUN9`DyR`xIEp|wY^+kWttjjVXr0TnEO?2M^mc6(&g7-Np?71pD_01E zxc4aRhuo<-WivWUx;K10OYqUVbU3ji(jRd%nu8vBGJz!>1UPHUytPqXA^>Uoe~OMc{HpA7b4;WX8hG1pTS{#`0SYWyUwU*;M>+dkJz&LMCJ#W{Oi?HEBx{ zGAoZy58w)`gg76|+NOqI83?xFcf1bJMTi(K17%AJhTZ2Q%HkMt;~xA1&{Y{{2NKXzi%@t$Dw6yp)ay;h zESMHwptlnM#K&GKXMAba?+ioM%#6$SxQ0Arq8|)GMdbYf@(0am)B1_3lqy|#X;;*R znT^~t2Ud~GdHCcd&BJJihNRr*ik=2iv|TO?%P!C$%P-gIju(hJ%qgU2K(qlAM{CP} zShq%3+)a#1NA6ECzV!fE#-HwruD4C*q16@Y3Si{|Ti@mNTK)RhGC+&&2z zFQZrAg7JGKZNG47pYjnFx?#Muz^IG}$#sX67@^BcHd5#^a%ymYz&(Tu4YTm@x099` zfN$e8c>}HXoQrUK$dd$FVw7f{g&UAg z-X;TN`i*X^!7wka7_kxqNjUU*_959abjHc{ae{4p+@XXHhPZJT@)Lewj0WHZRL{U*R=?J2L9OIzckm7*=Dm*vm2%>E`&F!oS30TYd zaLNt26c36cRPlE&4Uu5 z9#wQYsr@+KL#uix^m15JcL;L?V`oMTYJP> z7fV*a%nQK4Kwx<8%oP&o#h=uBjS<5|r4|X^iM95pntP{#k>M5zt1@L-8X76jo8=5} z)So*A!i$Z-1hlzQqZx4uAK>j3=*fkBVm?5GgL<$Oi?uq@cA=gLb3#$8iX$b4rp0Z% zwUk~p_Lu-`lsVH@l*)X%P)=9p919)1?-mEfd7!)`Z{ zi85Jl2n*zC$RyHh zOml2DS51BK54DWf*ut`bSMVauXfqtqXK@)^p*sF{WBX;;P0Y^&@-*ip zwO%gcEc{swMRJRQWZ3>U;z!XHL9&Gfny*wj*m29ww{6ipH8I{o>BwHn#PANLFZ4Ug zd_)~C0fHLcbRR}qkvz-M=TsH@$>!6F(bOSo zh52pkE^~@*bCvM)N>n*MhFE}|xiTfIWpbFw&%>Eq=W>8qsJDElQtgq9B6=vtYNJ4i zni_EN2$QL|EPOOfwKyc7Q?NoCBsy2}Qh(wpuwXF!y-hyv3qIvEpkO;Ks zzF`pw&D19ul^c%?2e{OTrv;MU{F9Dz`wq_sdxKuN_& zOO?XUASrJIahlpLX@~k<-*GItz}fm=@^!)GqPX9WeA`z<8Mb^g)~!F&)$ELSjRbjN zzxNV|<6(HzhkER}*i> zedKx5X_M*3zcZ|?=qq%2MWw~x5sAiipqZ&R{^MVmyaNeOIeQ;<M!52BC6J#v@gbP*F9|h32mdDP*UGM3|bWdv2(;C4r5m)RfW#V9>y} z@`SRn>|&s7$MKAJquZWC{)Lg^6qq7k0YC0prO$dib7_0^4QtEM*WpjG`=5 z57EW)6+np%el-d3wWn_WkW+FJiJ~?0ti4rtiM2qVjrp0gdRO|ON zMc_)y{YeT=8M02jNgPj+Zj9~;)5`FPwX#HV%C$Ni_brv!co0u=Tf!bR zE!@*`C&JI?vPfsObY~;HTJBm5DEyR&9u04fqRyG;pv1OL=y^BvbDTH#%0o6~+$N^a z))oXsRdxNjc!~JyloaY2GtZq=8o=*V1%q^mMv?-bmTglP+E)*0sbQY&05XmsMIbW16UCb<`YMibhg%XR%uMpG#9|YLLzAkNmKo!7H3OfZ)m~^*MJO zA{YQXjG0Rw(GNV8(7t-BFJ>k0JR2fiA#=`}p^}PD zw2%-Gk0Hult4~+ejO!A_e&1R&985^YRWcoq?idd2jx0_%z^yDR0Y)8iYF;sVVAbi0 zm)NIH^lPW7cf~LHh!KWh~~ z`N&<Pz&tBR{sSB1hiXry9@`J}1Te)P! zDSWKk-wpjqyoH{ptceZo>m#VYK}VHEA?F4aiLAlAYSyy-i$sn)#GDz@#5GQ8k}e5l z&_Vf*FAJaGpk_H-eX?m$=aX;=3C6~?lUqu84I`zyhC6m_d@}u>C|Q0s+rsN_@|kYK z#Vderj%`?EB4Zvqwc$*?wfw)#@nO~*EPwtShjVq>ZDio{MPWNgzAf?59N@r$^p+yx zgehm(K=v83Q%gYf-ct=js*q`>>G{ljGF^&xlIlS|Znu?eD|Vft()N4FN&kSt0N(ac zp*uNAC<{aG987Q^%e?QAKVd%l9@xf#-`w)jD5v$u_V)Mq#HTvU!QYrL%?^=!OV-Hp z@$@aU1rvHG$WgMxtw_+&aMmrv6OsU2CwIDPOa6i3ZmL|tM4A?we=yItYk_Yfwa zH(0fmpL7*bDC@&~l4>BuKfh-qKcoU1T8!kOkUVdnSKOBKHvVR;^>W2wS;4~K7)IG8 z!cJUO1gQ)O1a5UL7qA6yE=w88IQ%-Wg8UsPS#!NgLYzWT<9?x6WlT{hl@POXP-BY__MQKCIaOXwQWukn zM~i!x%IWRiB$bdWb7mP#W(!pD0bp%S@POK*r9U7E?{y)U<*NHypT*Bj=JLfiBzk+s zI=J5&t@AY88ES)#SCJ;RIQ!kq_2sFEdwZPzON>+Z*a4H4fJf+Q6*$fFlNq$`0ry+~rKg6)dpD^tTpWrNd zWBzQTDXZH#fi?L)$$A~jE8UJr+z3um=2|P5OWwt7mA@jovLUzcf!7(?k!-U7U}8Tc zek>&-RW~0M5>f(YC<9CX>qG;Vx6XDe^GzkwG9$>4l*&wS4qBvh3`cg{@x!mu3f?2! z7~b~#==bK#p;aCc`#>xI?P#wC>MSLX!n+`YkkyOGY8F7T63z}O_9W|!i&nHSTI@<< zC&yk!(}&r!7I`??89}DMiNzvHt|K9UI+%7Y0s$R9^;z^x2etvK$W0bb1lZzB)>Qy}^PpDMADe|<3T(~RGGV`=t=%%F0iZg=ozI07NgW9y*~c4;F>^2 zGN@53Qi4iH)jT(R)ip=8-G5AePR8V&mJc?=%~9Yw9oL&$=yVrrvkSY{T@HSoNO(ET zyF_wKF-J-Cx0iUjw1GghPC(ZA$KS5nczkIFhkw9D>L|r`)a*-)1>XWBRf5%l29cL|`ML-vPBH$=($s?LseAUlvY}aQWaEKB!Eov4eJ!qm*fG!Tz@4j5p!b31QVorF{ZV7j>>JFcj9iRDvA0>vbw-H;y?I$LxmE^u?Iv^TR@mF zlDBhoFV9(}#1Ixwe|7vMTpwo^h%caGGSd-BL>Bu&n9hNFCHKh4Gpak4)B4G9_f=9SDh5A+*&v0O>fY&G048Y($8H} zT0FZKks+GDqr+_wgRkHj~ zg{ysrxh${qM50DQkVevMDmbvZ0r=$4@EKb>alh5S4zbvMgX7gi{eCm;u?>PAI?a zDNV3)6{o3r2@$iqSKO^J+B88*KDwsb>&S}bW|5H?IOb}r`<u>N3C-{5^Y# zEU~O4!{m;0g7Z@0NpjLAk}vE9JG7u?l;T;2BnH|rel#en4XSC>ie@jr*0FQAAY^Ar6(aiW!O+8J$(V#7)w`pUjBkew)bVk&Z zjL$>UO0)Y`8)5QqvxK6J^tWpC()xo8=?+X*Snp^_JKkm<+{DliustrMg9B8ZqCixF zxfZ=$2h5BI4W4LkBxQ$H=}>$BUciVU#F=~m5T`JZp=klC6}o%3Dq9h<0K^AYLbvM6 z7|ek*x+Dp{VpICfU%e08vQZ_hU?DU52ay1mj$tFpW;QjeC9x4^NY*eG5BjZY=Pl7j zPE>ms05%R5g4YG}N|Z`BQtnKfAp^lmtLG&~R?%7qyHT4W2nq(^Uh;3X^PD^V$&5?P z!8&mDgy}nu`~wU5QI756;H9X}+o!~ZqO;vJ=In``8h!$S>0g%S&fg<|_XIvgR(9Cv zNOVDm0jxp+7wJev$i5}3HBc*Kj(WJh+KRJMeR3jRn*E?uN&lybK!N(+DlXOK^U&>| zws87qVSw-nZDYi{0#*(Np$fo(!q}&|F&dVMeu3ItOft2Rd4y8{?;Yj@0_a}|GwSdl zo|-vv49L?XFffXz*~J^B-!x2Ictv5A?2{7~DI*NFR}17p$#xxfU8f>J<9M(!-o2rL7(>4DcRF&w$loG@$ z8l+yUJCNujxfRhkh#6fh3Nvm(3Rm}?~;CSNaVBO0{K_%&_3i+^y`1>0dG^KZ7sF^R3LYqcrd zo_&pFwUlaQhGMiGvl1!y%28rH%MSZ-utD=>M}>q-q{p=}*WBA#ya?VAyhdKm<>&(_ zKC0_RP6E-HdBNVpmb`t0$$!m(zZB@BR6~F3TJ_m|>yTzFIO&J|Y)Pb5!yPyJd{_4` z^BUAS*IR@O=&izB-KnbE)#Q~jJ}JF_I^`paenoP&*zxHDa3SYLAyLgoZkm51hgnNV zxz>oM5n6i0#z#Al^H^dy`^iC7;!k$~4fNNCNGQcQ{G-EvQKh>)js{$B?{Fr1u}Z3g zfjSoQy_@7-?8@|Y$|^sL5CZMw#yLd8!h0KPd#X9~rR}awH5U(#)D`tf`HRD>nwOJv zc1$(&pUz5WD@!DCaSA34xR-;#QC}+E&s4Exj;QkVjC&;a6z`s|JK=5fXI`9pXs#+g zA`9w>@hH8a<-~iElNdM4#QWua)9*TN>|SSUHK=M2g+oh3#r7VpAtB;x6xi^!&i?uy zUAFe@Kb$iuYzrqtPjD52OP!`HEJ}>kNtoW`w}i=Xsk@KHMKM^SwkPOuAwj<}NvAM*4=*|?TBmM{A<;nHE|eG4MqTeJvN z#7k-ps9ODm_E>f$f3L1;{=!4%y0^$0YvmUcXGNC9Fn!TyvH@Z;puxKd9FUk^-IZ2e zti)rBxYN-eetuW2d0Tco=K6K9=P=^h$vsMT)~Vl~P={rtb#P1-?Uu}u7b31vDt0Yy zGU{J>nlwlS8-WC$X&hB^^y$cPX^*`d>%>W$yDB2ucCjIP7_&DAAK~^5x&r?M1y? zSak?eNMn3EmeR^|Iz<0w!;-Zr)wxlCjRMU?Wm69c#Jh4;C}24~(W3A{+moe z5GOi(rx8MQL+H$&CV+$kGjT#z84<14i${i4QP5l(b=5YKnR(LW%Bn&&2tjBJ4 z8%fBR>X@M-&^ghugVMSoI9kbinL2+|zqfa;q$m#Sp!#I?npHm3&7A9u^46mg-4Q}4 zt~PbYzf+`RgF z?Tm#wdG?=7QzyH*#Z6>omtG9kLg8adf7(H43Ew`~i9eP;3c% ztV1hTj&b65KxI+_%ck)TUjJ@*i@NA?C+u_0?6{&uHeLUWhw1k{ z+TFO9Z>yGcUXHdEc22sdz)@LGfM7C@t_kf*V_tpK?fdnHX{=sP^dYH!^a4?vS;>lv z@NUiXImxB@*E5Rj{Yb$aVjjrOn{n~O+0luRAJ*WVcjvKWZo~3LUyyJv3Gk_$=iGrz}v;Uq$>SK| zIXLVL79Y{Jk1NNSK2T`gpWe|>jpR#f?PKNOOl1#~ME}gR_*j!^X2ZYdO6$dXlDzsO zUK{0=6vMb5bu?0h^UYjY%a@y#b}uYeynUp%=J)0w@__{k*BQhTLNm^qC_pJfc0~XnN^3f31vBe*&DP zOsiWnk;ZGKugd5B{Fgnolc`5eeoI$)7JUEwn5+mkb?pra4cLhW9FcO3#g1l;4268x zU=dj_D0{5eSJNajKPKE=25!!m$6`^c#QAEmeSXA?!rixt#vEP*#YQ+~?b^mu;ubgh znrM+ljD7c&WjT@Y#E5HtWjfb}MlUcYBW|5+0~aHP6J_K+N1x+lh$bKwHBuAkaLR-y zV-N&!qN~Be3dp2xndxsCQ=0AtT3Y56BW<9JpyPKr7I4Bk zd2y^Ytwcm~uNz%R;DxG4bZ{Nmr_B}iMr)pq+n8z6e^(VbO9Q&~tH?J$T)eyP{L+wr z3YS_!E;bx0Dg1**yVGN<&3Z`Ye#Q(FOeU4N4PttoN=e%z**w(qoN5)?8$xfRGGzLC zEkFFAt?baoJeUaDtXm6ccQd#we-1-AS3jnik?fP*d4wkp-yP(hn?d)hKEyAOhIX_p z?DP8Nw!;_9XlN1;|A3dNJ5$@Q{GSFgWVn2hU4svsQKT--(5Jx;dv=H()-HWJd!w_6 zm+Z^!4k3nq4I(riGccTs+}KLOzoX4`kvgyS*bdc`;q@ipCT36fX)Kk;&)g`aWGQ3b zBS>B)>o5JXcb{uNmYDQvtlFL$#o0HDE}+P~FpRLBmPx4mebvYNgV2eE$;B#QNQ|9= zLjCj1^ReVfaN9ENC9<1=&a@=SPFb1|SqmY5?N5kf`+n18I~1!}T{88WjFFot#FG_t zCfovF$U~_u#AHd|v~*^~-IW*Z%}MKc!H3)5M|O2UrK5xNaKmn{Z)JR>3)O68D_)w7 zS``c(b%hL0YFLRr*8uPi8&km1f0+iS|%D z3-KRP*>eC^WoJRyn|Amf{;v+|+;v1JM3H2M6#GZCD2ZvP0I;l$ar|K_Pw4>-=EhRM zY}60^P%DAZtSl0Isz`D>Let6E1x5-CgU1p2Zn=f$9h_taZutRB@|9Lt+Hgyy`Uju& z+it^pzLj#Xp@BL^i0xq;?Smsc7fnR6aYuOjpl61NLlhFb1Zv9F1 zlgQ0RANb~0zMeg$cx}<;Cz(L_x4LV`?>hTAtBs`m$3e3|o%xC8tP0ZUac+IUeUO$i zvix8qw#r>d9%qlxb4pHKD*!)5+p7jjlElk0kl<{r0N`}=yCiA+q48jmlc(wHa3S3R zs!Egtf7-UHUu+T!2KY32Tq6&mM9{RV&67TyzsUQdakUx2{!LB+p$v-`Il9WC7sT8K z&B&J`=;98_1O^0|nRaPs;Q{Rz))#Bh%eA#x#s)Ma#xHyKJ8&c78G^qen`ZIIpy9r-jl!1&|SGb2-j*JU=brROch$g|CD1UY3;2zH-mP%A%5}e{Vdno1aH38?i(Y#gYmB!~RCjT9C#W7H;T34>Cax@l3-=HB| zX8SCNsqSxHc)qqb8|p6pRl0Bsa=ZYd<*+J^-XL>be^yx}})6l^9NN(`tT^ z6Akh-N4S>sHe9MCeyEM!$DgkIMdX9;R9;5!Vtt?unYH_GHw21LQwdI~OA|C`_4*mz zoQBud+}F{?LwddiA^Q$(qeUxsyhTSI$o{!+x`IeY#;x3lex{b&Jl5kdp68m5y$){9 ziEGJF>!dPfG^p>yO1~GA&afq5lK7l!Er6(8BP*-56(5zZXFs|Mr0XlXa4{k+49DSG zSB}xZS14s>%u7;BR(ls(*pK}s2OnMk)d;$6y3E-+8fJ5I?1UXI0(Q&&jz=~J*p4J zC@p77?E8GN#$w~4ST^H5UEcADJgnd&oh1+{-*!AM+Y5q5b~qjma2XYt&wSYa6K|XB z>MJ&_B2&P(9NFK{+a_bF02Nvz4M%;5en(O$Z;OD`B*d4lZzfHiXgXVEI&kj2Zz{E` z#j>Km#nWqEf5hq8v=eKZ2X%5P3o8=uE=FqItpT&x{yA6X9&B@q@TaPLHsEn`@sb>u z_wz?xR8aNpYVcw6$B+G6_#Ed zu33!zq~#^zvFo+6$PfC8*)fOn+p=7en#5TF9qDo$XlM<1_+RRQVu~}J--Z~;tnM&- z-&`v0*u<`P(Uk&8%<%f<$K-iUN>4dt_gk7JEpjj%*|b{_1?feM7K`3u z2gwAl@m5TDl#%fsslCdiiwZ#Hb4;qquf!2`>k`cN4)NHvk@4E!Jjie?q|KTI3Nh*S zAR|b_HjUCJd};jh85{*ja1Jh`x{WOLIL|!WZL=z=N|P7s)B%}PDx}&ax5}7?E;V-G z{$Oa54H&dn15T=B(M&Ut{5TkV#qKG<4teFr$;CEg!Hp#NN`a#W86A8)d zn>if%_;iYApZMaY6``iCI1Uv+GGt%|4Ndzw@I(;Qz;TuV@(H_ZY<@GxudQQkI@R2h z!Pe9VS+56@=&cv2s9F%#BP0MGxPO|K;Zj%fTvbGFy2*)$-!*YusqcwP{zk-g{qnay zSTuR%wcxL4N$&v3gdZxN3Bg1b>D~@<0-zEz#|gzHoodUS??4Og;rY{twB}N@GXjD% zA(jH-0I|Om7UZmjX_jtHP7Wp4=6Feuzi(qt4r{VZoN-Ni-I27f=CUGVSJF!vEdaj= zQ28?$D?3mXULT%5>VUKW)%CX*eFOUJA?}3@s4)WUM*Qq(8tuyd?KTn~BDt4)AsT|f z4_yfsm>bbs+eszVWD5^$sLzEG4JK;px^y;$3Z)u>-u%X=8V4T_5_80zV-{!j} znSE0Kk`F8+319r=0_*jLWcJG+F{rbgZul=)6XPvMqQ%M!VztIc>`YrV+MS$jR0)=e z#Xf1ZB-B&x7=F7}a4r!+E7wt z$u8@-c&oBW>ud6tbmM!eO*Oab$)(zGrZ*>bif5Nw%A^)YVs6f_(IfJNDY2+JYq z{#Zpx7cn9Tmtn&L9AW4Vke*FTcz@;6lYMfNc25A|)+E=SD?964Zlbsth}vaN_=Ee; zfr{fSZ+=K{htShDUx=ba9?6n71Qz@YCAuVCYKibCU|uy_5zSH)kZjY^InphL#pX*~ zc?-q}-kS41P8t-3x)7o>uylXm;+H#q1s2-u#MJx5iqbxYUX$#7=ehyn=^!m1!Ty8D z3Zyb7Az~%rb#ky2-{e_i#%k!p3nnws7F|h?gO&t%-N3_}4q4GPlW;4fXm5 zCU$_>jljpjPml6432HbD@U$iBdkOCRiccTfry_mt#T#zozSClp~IsaR?WrWgxF3&uh zeW0`Q9g>qYA(09|GPEQkGe3P|v2F3h+f!U8I30_AVw^SqgnN#P0?A5AnaNF2VEbi3 z8y@v$x+`8Y! zg>K1`O;6bz$)a%)%`=7FcZ}Ixu9Rvz(|SrNVo{&dp3~DU}44{79n#|-Xq~|NgH7vTeaYoG9DMP zEF`zY&FX0x{EgLlef^3_!e7V{MwYOw4^XDVn03FH z7z_lcikIYw8=46Y$_EKX*8TV)IcMH;TDNN40UAjmS*)Yz3 z{ssi-c@-elc9RufSu$`I@C7289s3F$%;&@pSFG>UunnGx@*RN->S zehnv1SA1wNeJfT8Q;e|U6RG@DV1RvPSm_N}x57Fyp$9{)hHkP#x7Ie?Q8M6yd+Zd? zrm}ekW9Zj|wTrWfLk%tSj>f$c$Bq_0?fV=PN&RnovgcZhwfR?->@00bKA;vd$Uo2H zcKEU-!&;1yWAmHR4k1%Ux!=|3&zUY8vvaWVn|$h#kS;ZaIVaa0l`hV9b9L%@m*3Tq zR;#gzx+eT6wU3{|?bN6eUF@H^Q$Aw+n)C8RKru2^YA6u4Skjw>OBC#lvlc z$xcza>74jd>ZyO(E8#E0F*)5a^h^RA($Z%V0EON7@URd(;m3)f^H(B!@$bLjCYbWR zGW?0M`;M3{FgIq}A!EZc;@7uu%PCT)zSI~Zo?!`FC}GZQBW#XrqG*G460cndUWS&t zDqK98%ksGDerkAhleb;ZBN^KcSOOEIb79`@Qe($~Dg zo7*TrFow-{OOPU#U{$@~i_(@DnUhZaHj{8q@fdb%c;?-)%!yl;{ z7Gjt*&^`Xs@t|z^LLdnD=RY!r@u72LnT_ga2>CiuTAN4ez#G)b0k0!OHsm$xzbxATJ3z$0 z#i%bYI+&P|N3m*y>OAJ8-vmB3N{Zke&HyAvd;dIA7$A4axDA+Fz1rgVq0AoW zf8C4tkqx=+`2%)?ix);M77qV-5*VP9p@mef?4=fJTn~K$bxe>I0XcSNY)?~vfu1+9 z3dl-(nzPLLKl})zl!a+7H*4#_^WyyI4UOqk|;Sg5!6l6u|Z`@(w7mjbcK56&=t6C_mhJ=rQO(8$uQ72>dMmXmoY8LgSV(|6@tbt;tKPyafl6rZH$>rE#DjUE5 zTs)qxAyH1^No$qUGOFJC^GN@cHL77^a>KD^$Ua}a@>9z*;(ScHkX5y8@NiS_pyPV8 z{#2}a9;jh{(YuAkg&O$Rt6=!%zyDk%-ODb-SVp}i*PJAS9QSkHQL!~O7&d_{L*Gs) z;iWj@O)8ZzFn>S!Y>Rgt3fur&YU23szKUhi|2iNCNlm)nx_+XD#Zr+wHsEM%!Kz>1 zG<hTpYi$MGKp* z(@1*OSF!Jk>^N23wY84FgwWX%U)7)|O!se!FU1}XehY2Qy>S&0H|3htBf=rBK`iYoP zzzrSnK;Y37Sx83wH4e$48~bnc6J0UO=wH`jIUwV{{CEJCiwn<5S25>_EY^Q3h+#s0 z%&h>$UPDVjJ$lEhY_gY>09slNYx0*5X|Z3;6CBI2@QmT5`SlY#N$OvwXl9=RLp||- zRkBsex05gM%Gm8F|9~f$FzjD*cn9bxL|7wXKk)6))UyIF<7B%Mx`dJ4FAUG;u>92_ zyE&?*LU#Y(M~@&ZHfUlI9nPnq$Fh?gxiT;0HJBw0JOG?5;X6;6JS?YHpl0s~o(bCE z^d_BIq-?CqzSx?J`n}F&d>^9uh!8AOK>81L5>VpgXoaX9W(Ixo&c@}*=4rXnnRXtC zKxqULw@wfZ7ezsd`k+xv6F^K?#>wR~K1nt?)0-MUtRJ1-O2GL4U0|z@N2yBqi4lLA ztfGu8%XbYdLuq|?Hq^_|`9D_PDkzTbiyloNxCM6-5+qn~9W=PRySonzFjzux4I13t z9R>?-!JT2yAcGAq!EV0azwX1W`*2_Gu72pM?%wCDwfA1NPt`fSPJOOhi zQepTnJ=Ch;BxLddP__c=dP^2~O9tH5*=@zGz@F8NNK|K1A*w&b=Ql7qL9=3Qjq}Av&o?DZPQ4PLVYIOs)qc2iyKR{{5Li|q460_OZe0GOa~u| zeTC(Wwek_d3B~_Nc@=d-5nap4T~$%Zld^t9k|jZ;SSDVb$()h)pNs`ley$qk#lA@o z<{&Ck6A6l-p|4P(#qeU$wQ)oVj2yDx79J=GYlCNw*w;<;df`}SN|ghNgb8Z==H>Si5Y&))~hkYn{mFT z-bNqtu6fC0f7+Wwf&cOf9lh)zp8oac6?e1uOb8?j6sh>2qIMz9xm<#&dw~baoBwb7CP_ho=9B#G ze`ygcPCJ8&$V(|h{okm1+OgT3QkN7F4UnnE8Qoi7kbqaN?lwQBDD~kFyZX{NAF`iSypCt66Riz1J|Br`3FCWT{ZOUse92hXSb*Lj_s%N+{%+p`y zj1ndHC1NM+p|%e(ui7)XPgeTC^P1Fm>f6+YBpPg=_-?Xw%vM+G|8^ved2MA6Q_Rij zlMXO+lP0&K;F6+0=r%-!hdnS-p4N!{{uQPH>9C~?g!O{fa;-y?-)M;c|7>}0dgE|S z;vMY1tArub^~E!jnaTZz%OIf^7@>n|Lc2|7y-O_KD#%_jIoo}!3A-vr;hoN$qWIi4 zjf2zWuk+6MgNrL%E|G3dm1~)x;Y*vR*Og=^oN=@Xr1BlC54hpVOrtnBDjqa^%?M3z zT|4tyCi##((!%HGTdyGWH+&we^5S9diQ$JcD}UdOOGt~!arUrxI$cC5UEfemx6;zc zQU2GVEw;h8eAy%UTsoDLw4swd{NuWY&MnmS`P1JGu^iQO_kRP*YKBxu>rhwl{U=HM zC!;cg_U(jhxk@YwNYjWQlx?`&DV{mmMX(<~#X&|2UOv$rRB`Bwk|4`&OC&hYY|@iX{1bq;196@SDlU0EGbPMW~A##WJ8FqPZ1mkTLaf@})` zxgM_&$1da9aKR7qZPd%%YdICdxsB`?JsB2=H!=NJ9H@Fo>d`U+BW2SkPKJ%pp2%j% z$ODOnWKlvK^)cP)WLvt`Mi^{QMo1xZmX@&r80xOHvRs*?lp@YA{ATzJ@&#~TV~3k6 z#X4IXgPf69z$CNvTDT;?U2C!5%lv+KvMT)XBhwBC7W9rK$qjF^%#S~w-jR?KTw3== zQhUKTyrqZy-K>axbwi)qh@9ET08I-O$gUA@?hashj*U#7=CKbC?eyF#d(la;f+V`t z^mC-b6Dh_R8l4LJF2+yXlfH2CJ@@GV3&y&CR9AOj_LK!t&kkyG9to^krtDfR=;KEOBi#e?Bg zD_aB2NXzI8TW7y52K0oT7Al~AxMdgN_vHfCVC1;R*l>ea3I$(*|3)Jy) z#O!Fc8J;2ezh83vkoz3a%xm394U8SpT)mU3Tv+d~^uXaG*=Ou;? z#dxxim2Fx>gxNgYXq-Q4WJn2Z;E!z-pP}n82ig9J+AG(cpnpOGtfhy|9h__>h|SEf zElayZjCk&CNkD`}TDDQBVM64%zZ)LYI_i@;(Bc@kWCuqD<&-zdPu@p67idZy(&qFo z==FoUaDZ5c*_q#HPL*g=aI_pBlr^%HeV@fR+T1OfjPuz(+=$l3z2zM!bzq^4?$OwV zF!}P^_c;Iu^u62`L+>AX!`F_)bRSZsM)%9QKUgB5WO|UGYXTZgB(uop+cI5ci#F2Z zGD(8SW;33$YA(0jUmIXaZgS3CHYNf>OY4;$EMXh5mNsC!sYs;k0<9ILVXuaSI6cQ1J&?fMDoq{M_p_-J^4cih8-c z*Ewq8dR=qQl&c*Y2{$gvx+cNGHDU3|&{%WbIPAR2EuZGvIDj|nI4(!Q(5c_dwb90CA47|~ z8C2n~(w^RxSsyz;-F)?^p2^5-2}&gOVJ#|7T|dsYsRISgI=9H$L#7*VmO24Z`K}px zd5Or3E`vhxGR{SYX86=WbT%Sk^@Z&iB@D*uuVJE+UWaj5EOmtBh39XE&X4M-9}Y}h z2K<`1fTQJFPAWY>!=xU|>rQJ_nMNb9ocXxcmkye6k($dQs5ds3gI?8Vn(6j;{D(V| z$MdWc8L{9G4IUn^axTbPZi=8DPQ*{bIYlDGG0=6&GWx4UYSk~1+`i9}Z3QZdaxD6} z%=6;S2>0Y4tV=GbPN5W=)q^J`Y&#O7`uf)!Z1xDD)YL)ga8W2n;CvJXf*_?wc?mEn zZS^+~??E>V!`OL1mhShrnWkZm0XJnTwoZfQ+v}$8z?4Ds+3G;Jx>rjL*w?FMuPe&` z!i7XkleudVr=d%?GU@fWn}%-BXPzMe15kC1E^n`=2?!mXNRqCuUlk+RC47!essJ!) z(F*d-haw?G*e+32KbYVGwi~tB7M9s|;0+`@_TJ{s{_PomC-%}@G=0;$Q$^Kr%gsn& zHL)*%NaV5OSqTTF7oZ`2tuMAlU}5@V9YzmE}oi5J33sM4oG0=XRTL z9B0`Wf|sBBC+CMB&KDRsqjKhh)`|JePY?259z#!+&gD#aTiPul-=3$Vo70J3gX8;A z;;-AhXBRx%R5U5jLi)%dj$H5`IkvSm^5BlU7f<_E>I`w|3^T~oTepRRjI2SLCf&J2 zLcN`jYykzVr~#MqjeLJ*S6f-Q8#~C2jzU69oIosRBpCeab2=t*n;&?;e#(OmYbjhx zw@SiGK5`y&;@K{!XcC(qp(e$boz4xaa7$cPH?(0PxYieN*ROhc13wyamwC&+0%j_K zgg?ESn5O?lyYDm9PPp*OLfG=|F_uYIp7a^sBD~(@quh4okBp5-8D^skdfJN)^qH}& z15o{>c?%PgYn}5-_NGGQH%_j@&N4)w_ec-I<@ag)$y+dF zL&|L{LECaRAM_{rXN_@69N>}5*M~FNSjeOW$Fy{U+NcB-^>o&&18?C;Su5uYy5~5k zeo9}VUae4P8o4A1_L4|VO-pi)IpgyfLEm)j{M69T>_+>QJun(@|x?nsniYr&4N zc}Ko=ly%}$?D*QZo*(nVJ{6_EqyFuU zA9!BqL);#IJKHpSnc=oNs&z^8zFl8K*#GQ2!l;X#h6s5(|^P)sCxRByf* z7^?2Jd@CQ{&j9?DAFI))wPrQeoFQNR8xFsf@+vwU*3A)>bx+=Pof@JTY;ko;8B+#6O!ORW z^Q2xzIyPn<@kWO&5?MIgnNNpqDU<(GNXj&xBVp(kcu|Wy9-Ok*Ay&bS2$6elPl49` zjdwlgwGy?^Uhm;UtQ|roP;q6$GH*6Bb*&=(9< z&e$4QXZ4g;JX-n+@gER615BvEv6trViw*m#18|vv_@@A5*efIbM%^_)?TJ9*` z@@`gLbLpX6=Q8a|dG4*ZW@=EV#}lp5TvMydm8CWcMhcx=4W0H5I)p>!A#r{_ccL#} zsB+GH^_!~{3M{p7c3EP~d19|8zQ=X0E!LA+d8oesxrE2Iup1Wk@^NdokO8LnQF+O3 z3fGSy$ZXiIbVk>*{Oc2_iDyyuJrF8Y>ijS_*v=o&R4iIk=00b92j98Na;OdcS5BJ9 zhF!|m3@+N#j)VmBJ#g%zrTD5?B5lvCX`IDyyj`GSoD;CR%bl?K=u3BIMSi{~vlm2< zv8TL{#?MFU!{0P0sNHJUwFu~gd%58ac8KZ{kfAjAoti@%0b4?}3JyyJOSIe{sUF?~Cof%4&U3E(RIIcKcV`+zA_S?{Q^%yNT!N zeUMNwtuxB0m$&F2UqbT*(xc3)>!^I@3#o<2bY)eb`uqZ#2YzzPCr+(vS1Br~D0a}K zgsXRuvLTD;&C*gFrU~WUWOx7_f-H5}Y~}D1dgZ){0EeCm;cg96XH8`Nk8tH=C z;`S11MZpy7nK<0}qOPOR{2+EqwwT0|>>7+noyupsIs?2${hL{bPo0q)-z&6ohsBs) zkCAD7DdK2@$G;?QE3i1*mfAEH#7^=2oDxjcwHFzl4CdoORcQUV?ANedp}NUocq1(u zu1Nf87&vFFyqr^dnO%`_CP+PuOtwrCAwTe=pu0bJ8OY9YY8cMzz@Ph-O|o&q~+C3`nWUY%hxg{@9%UC)jj)q91pVEzm}G_#!iO zs)Csb^6uRBaqRDLG&LP-sl|jBw&$@Z+WWLihYsCA(aHVFoHUA#oKrh&CU+*}Sa#lg z8RXR3k|{>}-c^=mFT+s31H1#dSZ{G#MDb&2$sL}k<}imrQaAHmrzbaa4`%92bu|6K z_lsp|a4y|>R~dlBj00NgYRsFp+H%(6l2pDQm~avhwhJpM`RHXvZ`#e1OdYKUUO$FS z$9GZsU|cV55K|VQ@3?6gV9xMKsCzX53nDDR%S90A2Z;1>sqWm9MFO7gT~Li=wOEjVpG4c_%{G2e17reV(~zxg{->*{iv%?#@D-)%FO_x8ak;q z4cAZFnqY5-@5Q1KW!Q?9FiYd?jc1Y7#zBgc0K)Puu{#6ffxTZ+74dK0-K^|2!q603 z$*bU)8TCbTZL*g}OnT#Q$M-DFJXGZ{8!_UzBJ9Wcyn=7mtM%`a``uQT{PuC3?AJqn zONgEXbPNX`JhpU^=jO#fHo=QvraatP-bxlPaku6vY>+|66uFilDczQ_7w+W;j>80( z9_`$T-dA4vcvC+{0eI+TpZ{UjTJ4CEnWWlp#YE@Bs9bL73UB7MbFJTRS^gjm59Z^W z5<~@M$cFDb_eVDUER0fR`*U&6<>_J|THTScD3CU>v2tX~3RHs6mgu(jNNdZf-Is*q=d zbr(4XsX&VBO{mFF&VjYwFf z$IPlX2h=XH21P(=Sf=G*-8Al<*S_j*1Ea6ulu1r5FYf62=vcQt06LG|&%DFj1PZ8i z2}+-uK?%CytBlM)-T)*+l<8sJC5C5dbW5G%;Tar&QsitZ5&EpHIv%CL3Sw8bO{d0w=C)zf>XCAi*jxS0+ynawmSm zBCW^pWbhn{uZ!K(g&&W${df|ELb~Kj*(H-#ufGiGAa9@Y^e9oH-{Qh~z9LFdL1Fb(4;y%gBp&UY#;u)71|RQ}Xv^en z^DJvXv-Wr_B=W`6^~Sb|bsvV0e56x%AJ`ku-aJ=*R&|gN@u>W|N1(P6ourg!0wiaGJ%-T_q&938Q<6IxHt;0K(s@AbfJd z^Tx>bTE95k5Z?TUTxzvD9j{XkTnBAxek7 zOl?hanTWaIC_#lEufp`QQh0ru=W-mH%pQhc@y+hirkFJgCme7wt+-cY-=_*&OFImF zTY7IaWW>yR+XK#U+Hh0v;h*uk4Y-pi_3n#r0HTYqiSqLMfLja3z$#v;NoBy&?^@sJ zn{H_dm+bq^A9JPUH!2&~*A`EP#NmQry7O*P`K527)! zlpgJPdcDhPPS|sKa#pR4fI(C;zS`a^#OHNYCaz{MopL}MhyopYcN zAOx792=#auq1I{HjHO@1{uT{yYWX$-#xIDk2$0e{*i^y$@T+m@itXR%s~udUEyWhD zM?;@bXT8_i0_UyRnt3V%zc7Up@^iPj{C-Jgx$1tZ@JSJA@0JJnyhG@Be>3?K|7y== ze0Dv>YX>ua`#QpEk09dp{D6YScS-W!`Zg;BS0u-O)=deOuGZ8Z6^##aCj>5-wLvHq ziG8-s(viknz6?Ihb(h?9fvqkv0rH1qml30 z(p9x}`Q3{Subh6E4EwZ3GpE=aVm_jcZHE3gQkb}#pb`wMkCLs*@B&XD&vpCo%(pEm z$<>Z}3xrlx%dyeYkm!lXj8(fT-VH)|Y@?W*!nnk_!rUBP)&x7x8jm7%j($s~<(s-W zc_NNgxmJL1S>}(^*eUFgaU^;Y;`3LQ1De2&kb|puzbto3`T71~g}xgrNT})V8{Ys< zz;~Qy74HYUJ13N@ROP=Ib=dI^8Rq<9&uL7usKwcx>1eGdt2Jw7UIj# z*v3Kb)C9HpsQEX=+G2%ltzM-&cJ=q#`sIG^GF#*%gx;}O_9gSYe+!|G*5#2LR$l&+ zDodxTDO$0G1chQ~oW6?L3qnMUd_`VIdbq7KZ2?g@U$L)^dW-SUF?&qg8e2n0XJUw* z`(%%=C+mbI-U9*O%%wb)>n;;)9E-&xWiVS3Vhqf2yUi|NuuMMBDrJBEokCa&>ecB! zW#p85_#z4L`Q2;xOm}^3*CegzEop!BrIN#INc=!Y0l`O&CC9s~h7mv(i5D%WA=O&a zhHYV`m5}?4mD+~CrSHfccVFJr@Qbk5e4Gk4gUiR>7VA&kIa>qN zG_q&Xi7wgx4R9^DYb)?=AI)LS2#T)0lPQ)xg7{9Q<(4p&u^PRGU1iAA|GDNEnbMuz z&{XW^vh(c;jArx1Y<>acAn@pTPudCRLx`W(>UR+#!(GT_~ zpQ>XGr6hd$N>Y|8d)GrKViG8C&51J3s&A1Xg_$K4rQiGFO1wCP5VQ55x%rUd{w%)e z^Uiy?Dxya6w>Hng?J!Z0;+Sr}O#=M>$m>{tRC|c+S{Xc7EM@xzET$P3S$zuE;GS7{L4ki7kO{Xgwf&L_u2E3tR_k5b1>EG{GG8Hz$lx#(b0{^Z5o+l3Dy z|L*_WVWwSY1oBh<#vo=d$Vyas7DdiHv+j~91dn2QZwQmtBe{&`+5Z`QJ<`v`%ce+$ zYzG$*y*;)h|9$Cu*BKlf96Hjc0@QqNp~a7NQv*2}Qy=pR21&oyQOD%ZORI3M=~p;T z#j~xg=+q^A=%kVP{1zx(OnF@Bz%RF7(!tvP!NSt!jbH;@0t_; z@Q00c#RqAsqTHayGB|~qxx%L(Zaw*H=#<@t@I$DAK(x(a&vrs2QRlZKuchRn5EERt z#s_6>yXbqXFx;Mf%oWQ6^2-A^7;<#E&ub{Lt}soIE}k`OsOORCW0n;u*+ei z+59!l4-h)^&(2Xr+231}tIzc}-XttwFsFv3%;H}7H+r-82ADK4Z&B+ji^(XK#!(?& z(@eGe7+<+Kpa>2v^55v=KQ?}Rv99Pf5?h+@U;8QVIgNH($t18{Pf1Bs45fVe#j`N# z(nmtbpD_fn+uMKs7xoFV77&W4rLWjh(_jR8&MhGYWUI5pxuhUVi5l*M9X^lGLb+&B zDnGeTq;w02H;r1Fk2D7_*?_M>MUsj!aVOa=*Y@kEV;hmjhng!3vgKEXv8TqrX{3?7 zkMroM0uM->T<|F6^bcbwkpy^FWsYc~6#AT16OBTBMK8s)2TZOmDWMEzBrPOckqy1y z+cWD`J>AlcefcQIUqTsxkhoKUi8Gj0Rj)=*$ZtO2@YW|fBSydJ^&^fMM)f^&JY=+Za6J+crXFKVW zN*(C@O69eK->gzA$N;zV(?#`&v|={Tav3t%*yez!m$-6)o-u zS98S2=FbBGJ{hzriiI1(552%O{LPuzq!lg&*_9*!`Azk3Yuo0>EEU^NT-2+AxNP{mtM&LHL^#cVXX!;FvNx~1CV z2BADLSiUlYp^82e!xH}dGjY|VL6*!RZsBh8>qCQ0T1*oi{G8_y?&Bj1kt-%-`T4Vl{FY_@ z=ohXx_?B~K$G%Sr{ktJdRGe`q*9EXmoc&S3M$(vc01@*?#8J=SB5Zy!pMBOR%ltb( zq&h6^U>kXuOE{!Kz19U$tPo1;wmST>qIV;F-L>eWEz1zuMx7brRwh}NT9rL>6vjrv zs^`0m2Gi-o((?cMA^H>~fn5gGr0e_k4+#B&%N?HMe5}ne8nIX4mX6=fucMB4P(@@# z#dQpRJq~~H;(uRWN?ai{icYQT54H_ChN^13cVx@_*YrYf7wigO=S0Do?v{fI(dv6Q zWhM^1Ihr%QKiBfE|65DTM0>>K*cupIa0*y{eYlox^<2>o5xgxF6^;9=sY+e6=nV05 z3~k0X-oB?OO&>h$pO&D!71xP-^uWB-<1QtdwQrVvq4d3$T{O;N(w zl&H>})VtE$p3whS-e~z7sTV6Oc66JZrO-K?6;lA}IUxOtd@*rG=@2pf(8>{+_rq1 zoGiXy#D!FwrJ@f0SbW#w=E9u>0GJU^zo5^D#x>($iDNt zeP!EJx#=4RHn^}BG|qiyS{=y1WVmv(VDB-99ca;aM)Z@c4Fg~d7fB})uu6<>bhC72 zbxVO$P2^p!rYE64=NroIG$T!L4%uW`yYhJBiv3_5F4go8}uKrXd~c^*!H%EGFk{XDiKI@K1?zggsUVI3z# z=VO1k-IDpe_&xm`n{fE(%S51m-|mmyJmvLH zh|?MrxqmwrN*i^~j^1L~s6aNqPtMFURx9zXb+Kh`Q>{OJ5Ytztbj?S8mw(@hwJ!UP zy@Eq_a{KTkWz+qM021EQ07h&(7H%tz)m^jZ>zEFe-RXFJR4|sQGfl{lwIoTs2pV3l zfRN3fV4F04w+_Sw^NiWjjYHQq{fEuC5$+K^qQO0#G0na*{GB{hx*-%EIPBZQp68~QJkEVJ-I#p|xJ8E5d$kjRg5z$tI!(7mi_g-i8kKjea^U!dwL+02 z*93c(-&ghsr+D&vOugQVM^e}E8Z(JFrx`R2I{c{jDaq0L?cdX7y zc_CDmGb+Ddqh*@0d<2t0E^Jd0Rl~0f@S}$_{8mhQT;XYtsJybkg=eSclS1&OMW#q> zHS0bO>ow=B;0IHef@6JEkVm4=z{O|q5q=l86|X6D^Sq@|K*#@ z;GKRd=*>x2%tqHpU`~GEEZ#fvuyH~TTt}DIlnbYVvv8Uk<ocG%=F~c!ezhis#m9h9NO)*AM^baexvI~UN6}iR4zLFg^ui_? zWoyO{9JYmj#PbQL8E1e|=USL0F9W_72gJ{RU`kNI77Wxf*1}os$ccANEl8R}lR2?> z4LE>CoR*Os(S_i`8E>`(SO?gFI^Gk+2w&E*u_fJbx6#UG_C$^`@G?{e>nW*5%MpQp zM+&p;9uJ7yV5waNbHi@}Tb8BLE7<2=lYYnDKd0_eRcy~vv_s4sGGg7uqyV3+nc;le zfq#Q8KC}6xmD=5-X0YIDAf(3kYJE_}5SoPyBl(EZJAGqW6XMo8C7Gll8m{TL3dY>W zSmndr+G)+1W9t{(jsiJ{ccfu@D1ScQCl8kRJp`+QH+I}f(yb7GJ0IKyS>2#uj_Nwo z=Sob(ZPNuCQ|W@x>I3an>M--z%xW4hsFPG|^Yvo5)?_>O4A#{#wtx9J>gJ}crWHLb zvF8a@vX+W#4wSKQhkLyHz?pVhK$vaRduA=E<11UNFI*C-yw@llQ8<@94c9SIG<${Nwc2olfZ^0r`oymeDo+dV5Ay#NPv(hl=T^8vdtHOrZI7 zS0_bXq3uuqQdGE(7zmmf1&$Ibd*H{BH&unestI~Ss=~kZHe)^h?&`FEi~POWVQE#? zB5oFMF795eJvS6*`Mti$DO91ir5kq(}TwV{Zb&@@+_{A#1H z+o3vn{ux+TITyP|I!M&opwYJoTAeBq&j?fC9+E%)^&}6$OO!%$IJoJ_KzYHNep*~A zgCevqsDHV%sC#jQuXHs}8E4ec_B`AUi*+6|S1Vt01DKDqCqBIxYWubpge~piHgf7+ z@EsUOR?|)Pr@RzFL&#N+_B$#ruxn1a=|_w@tq%jS&{QEQ$Jry(rDFZa_BNolFqfCg zbg!Opb6E+)fP@!^vc$2Cg+X-{f~yXprHn#cwW*@6iPGl9*(aSyOmLdTD`SqpnV5`I z2IC{=KJi{EUu>h8?@PIuEnRUgnV)(Ma7Bw4IW>J|4XzAX!8EFn=JA`Fkie!}^3@Kr z8efbP5uK+c_eb?PovAbVwLj2MV27%+NXH%BDCGI%1~bXt^)d@j@w^>!N{jhpQqBVn z0Q2yr=*TlyXp~n`me#Sjbq&kNxHWoAZH~mxauR1*M!zj!lsEr;JsBt?SD#}7P-`-? z_19Kj;fOe7PZkN0fw290<(+hI0`c;JFG`1d5ZS_=WV!gBa=*HO{feQr^S&k8p79+te|(;xa>3HBDcOPu%ZTCH0}hKwN*{r*D>SDa|}t|Bnp z>FJYrA;^;swcM?8D@s!!TK5gt%7+=}-Lg86>g-tm;oTt7D%c4f#69c$8p2^`>Ili< zUjrT$;Q>b0J4g!QgDU@V<3KysN5x5=?nYY~PBYKQh zo}ivw`*k|c^t}Uzw)$sfA$6xGpjjRYWWF~R`oi60W!pY^0zb^#Jj%nc3tK_bi?i1y*Gm(nT@QYL_7>-ynWU?)ifTkBz2C3+(6R}CX$F}e z==dexDz&0(|I#MVhs-ixZQV1pz>mx7Zar4P#R^K{D`J`9ZmllIAC0@-kOk>HB(AUT z%D3|W^#2$My0At()3mo=12b!c>J1NPfn?FwRwryn;NM|AV~h`?uakyWmE!o4$I#weD|N zb8FXKwy3%}!nx`8E$?)@LUcG6=Um2=HD70H??ZRxyarQPyFv5x&mN(PCRf*6b3{jZ z!r0#;sE`L=qtBWuNMEv9TlAm%6Ab}K_MqE@Q=x(DV`x)GJRc;W<@4-nqdFITbIz2o z0?ylYtM)H~9EIefv(DHaAC*t7d6R#P*F(;VMAv7ECO(Pt(I>Ej-*G8ZtBbcT?B-1j zg8ge$9@^mEWt~(tZa_eKe*MZ%XQKeN)YW z$nr04rJl?f_ZatTW3vtU$i<=wnINXGEIHuwau`-*Sc3!&R(ar2Voh^MNea2}M1tcz zV^)g%;$)po%jdr*6C~3!iiY(M{^>Zz+S{<4)XYGDuZR_D&CF{?ri@FHFfHU=Ei4Vt znpqyy)eHDgObVeMl55E>iIH>@Hz^j#1&zBdF=3wy9VzhQy2_4TbYlRyk%@4)lBSvk zi#ispHapcy@4QDUFn^LXGS-wMj-@TO&iq;SE3 z8T@#03Wf|dN_YtU1}1jBtlXjd&5TwR7T-bnqDXM7nlS`8uYhIc|w)Dsu2 zhyvAg7NGKUJ!Rk31+)e$vGtpyTr-95=fCA25;jnz{O$jcjc3nZyVyFmzF^<%dGVAv z0?s6q-&3uy#O9w~CxESg>S=Pb)FI=(+_z%kinoBdBznN-Yg96T(*K3>nXyinj88KCFX2b(v|Mn zu~~)@u~(-8yhjF!y(BF~nAmKAAFuZ>GKf-7^kr&8$o>lIkv5-U2Fi#%?^@ZDZi)#g zIOo(Hlvidnp}Eh`nkI=B-EXm%H5RQIDw0{WVP{+s?^mqy^qoITVp?-rLOptE~!{R#s82i;5y!lKfhnS7(sn$~raKAOA^?G8Cv0 zgXGtzrdy9^eic!JGkjF_LOX;&picJFIXi3R0MClkkC&2+nku^sgR0VR#&5j;4sUP{ z98NF>#XAEcH(&}>MbChHpey4;aot;;#Rv*#)8{`9G9oLD#zHFB$e!V@Qd-TJ4HfEFm;P3 z$UfO(Lg}#jI;K6mk#M0P#3#bqK}y6gIr$9#;|>&#?RQ40dm#GmhiYkd-`#ywRU*lU z@Qeed=O+TdAM}-S295jE#pE`z+)akV6~B4s)}%4MM#`f!1FH*_nIx|geDC_?OtL#+ z`Ry`_ZP;RBww&Yw*_gw?PF^In#wTg|qRnpQ06UrH_G_*qU}3jwcOrzctYOkbzhs^<`0xgC*Y z0x_xKllkQbK8@ctVQ$&?-yfE19>^YL&|1=D)Gb}%Z_Yy+y4W`-80EGC6zU7#LIw*fpua%5HhQ4k3A}w(cw7T zsSbo%8#A|TxGM0c1yr!+y>=6)dwoYqK~O(>((jDGzCZPIqD?QA(tb&G`f&29?d=78 z7DrCA3+Gnl+8kk&xXuxsJ8WOqs%+_+Y2nIPE2nwY zvg6*zMG9CfkHRVEz6l8O86?Pd0q7$Z&!y(GUXoS79rQzTkE7$b!Deq&BY_;~%|c&k zja6b+0HpDbC3uhdNHm(Hh0)*Cp{72Lu=27bVmr@lg0FUzrJn?^06isxf_GDe0%F$$91CO!kaXC zEMm4cTW4W{GaoHM)VUDL>Gi^cG$b4Xn;oqYODXdKGsw-r(*u8FQdV+GpED;+vY(0+cWr)K5zr0Q}=zGaQdm4Z}LI6883`s z(eOQIAdSjT20L~DN}1!5P`~oO87Y`BEv?T_Z_E5Yt?i%_#gU zPj|Mu1mm-DJGx@hxZQ&gL2Rr-D_V+4^iL<6P-*7X%XC@Gx5V9Ewh2Sr!7GQL5e{5J z_ka;kdFfDArva@VXZj@FiI@TsdTL4jZ}ktaT6~TacKdixRRjZTDWWGh`Q0~VmCquf>Qq8iu2S>ud68asq`EfW)ZPNE%=Pp>TCHZ@%;XE5 zRSNO@bE)6W%}Gz3yK5GQC?c+0W~EYxIv2B>KnL>niFU4OX{kC~$Jv|B8*O^X82IeU zIPAsl(;AT^O{ESdRm>|Lbk(c)5nlv2-X!r9ITZGLRRrM;#Y7O)5K7)hV^H*|YA5Zt zbG$B;G}_IINhd37m(3~(VYJ{1g6SWhh`iNYi0LQ)6i%faa64QT;o=+7uNR}WR!E)x zDSo!15qQz)PAfDbrDXZwz0pII+Yp4EX z5vh!MjD==LmQO>|Dl)Yb2B9RYGE#}zPrsMPQe};Pczso5;#)HeDK=D#*bLPE$)OcI z+l7HAjmwkj^dXgVq)GPo`p0{) z{1`jl?#7(`*UTA>dUvjIKG8Q|s9Y%v@n7%!(#NJFw^!N8j7m0GWGp127(~PsJD;zA zCld*+8Vh{uIq=?3Ed;m_=g(^O$}cPk9o)6V-Pr z^(J_g8lb6n~)qa!{;nkbkb;Anr5LfW-RnuycO3;JAQWYV>oA(n0Cw8 znMO(#?<=LwY8oPVT)Zy#y7y89kjhV?zTp<>Sl#QGT(}&YivQPs#?EMoCZ3c{oMWcn zd?wJ~LcZ7vb|#Wq=InudVqPLU#*Kc(f7oCkqQyymn>2LkrRwQFVd`zkMBM!#D*t#g zZ()sSujne?!7^1#T%H`-;Gtaru8MNqtVc8-ZXnBt$68^z_JIz4GLlnm8_QQGi)}sr zUfV$DTW0a6Sf<+E1kF;hbL7%Y1?0Y2lofjO=EFBu$orjhrwQSM7Qvk9thWTBblWt$ zYm-RWeACrL#F_N4seJEq{$oAdeH_ZgowL-hF2#+2cRJyZ?e^^bYE#ZrvL>iB5E9FO`~7Zv{$#uv&syEow6i@u1zsIgR&ksk{~4WM5ObNb}CAi zaypnuNciG}oqybgGZ|rf+dtk;DdAwpmbFkk6hl`##{}+D!i?wTpNV`7Wo~z$W}U4Q zl_lc#i4IQ|2KT0i{`%;1v%Bhgsj@!~lx@Uv0ag1ysAaflHLYa0W3`r~$80zT_6VKK z^oGdcQBLOaN_w`ODln)5(1WInN^8X%;H9)*Pv+<32M5-h?Gb)qB)K8!0@ajiY|3ES z4}}3}hZ7An#p(TdwHY-pBBwuc|F72RDy|6!;2JQ}Eg>Bu5+We6Q5ztkAl=f)=rK~p zh=B^Ch>R|2K}LtP#7Jq8#!(}c959d+#{2&+zl-)UOAQhx02w$D+}Peh$(U+BJnqlTS$%O@};wFD}QVSn-&h#@p+LzTDX)0QSmBiz60 zT^R8xrpAN&q?Y;tT6x76K^9sIeXdFdqN5U-&rg;USV3#x2v_C@qnxu|ku*=0N0~~x zZixV}JXLKy5xf3+B&pcjW1n``v`hDC?^MRp`c>~AM@K5sJ#3wbCodXJc6Fwf%@`)i z7Q=SN;unA^605y|)6=0&u%XGE?*Zm3hH(#75@K2_ifHog-$Ka*mMBc^IDvbQF4}KK z=&Mc~3%w*Ut8vC<04xQa8(C*wp+N9ES5#f zghTWn+IFQ9axr~JnJuZi>F^83w*1IjuiGi@f6LbqT34$BaF%TUpI=4NezDtU!xK|W zcB{7s5iEly%bL%cq5Lk$JGKll{|tE;t9Z0$?CY(tZGafL0X6%{maf>jfyVGHCWO{! z;5y+`!Rv*M6t|#t@aRRWyz+;T){6OY{s^I;d$An!WWAHu>s-25QAt@r2>`n(Cvs@( zBXaT{REO6fn)LI68M6tPtQ2N?HR-K9Q{{lK>efo;2Q{8~u@;Z_R z-ayk?8~DKT94+1SCfTO~x@MoEOGX!QC*SvwOiwAF50|>)Q1t|aUBD8JX0Wj2l&#dD zn!uumGpCnq$%1}=b`qxpOz+I9S8C~bkruw1hdxvbaIlr_m8akV2DFZLQ}jAE@+lB7 zC@04QH+tTN&4StFO*J#?+kw)y;R<}4k&2#}!!08uESlPOjq$ymj?lDx*6H&+b>^wpE$^aiDM?A$1>@tCaccIL&TFik7q`E^n3G|VBe?K^@C)3;5C&^t06H!b31^$Hz+Zs{T=kqS2xp79jriJcjf|*(HMFXIvP$7$IAM)jIdIXbEn^nm**cWm=!dnnVO~&U zfVQqMbnF}Jnk9M_$>9rBph3Le&*!Fb{vX-AKVmA5h>|m7wlWe(la?FSthrXoZ_m(Z z?Ym8_#eH44mdYWYa^1x!B$g@}x@@bXPl0dYhJ6kp-?L9S^(cJR6wy@rqr>v{+3}gU zr$$d~YYIYpg*C-241JG4iUhOyo_=b@4E4PVH#O9;p&Q_I`!yR}AIl%!!b4=L#SD-N zlR!E9u|yHCqL*7=KxSYbG(x~zutrh68P01fSD)7FH+c8QBQ7bcS zSG;Zfr8Yt4a7uCbjLwu#Vx?`q;Ja(^(mL-fxo1-ewk3KvRmCCm!hiL%+oy+d%qLYs z=>Zabp`*tJ8y5Xfd>Q6`4-BMYres(YoF2~_5B;6m^OV3g?ybETTcv0h>U>m?d%1KA zJ_2RW5RE}6?qM=lO>Yy^?Te#rXCQ0lP2V?lqD`$G`a|L{?rZF$8r<2+lZo5vz%Li% z95OlSMqO6IQSih07SFAw2&3JOn|1C`uD(;(oR6iNy7}Az*T~z9j(lXO4o|$!sYBI7 zVEB2B3N{ukR1is0FSTD6c5Ehy$7JJu>HY-;3B&#C!lr1O#F_A}ex zq-b&LBAG6zZT=(zax5GBe8VsN!4_DhzC&I)@b><=IB=Z8?|SH z5Y5+-!!j{(Hx5_BhASeKhVUv1n~9%2VZ@*ccyROk2W=QPy}dSw`CRJRA?)&ZhaK3_!SL9yFK13_h>uSLy%`pl@D zt<7+?o@4Lb=;qAx0l0kN#}9m6+quo^!DtM250Ro7 z;ekFnh8{40_-x*oKdj);c@L%kYq;WWb5EU1PO%!RY5IV|RgAhsw#*=OYw!Bbvdp8e zSy2hlgPKFh5kFSFSt)`n^_NZ`Q1usz@bQ^Tc$1-XE$`H{-n|0)K-122wU9xdlsMin*s$X#G$BDr| z=O20qh5X~6Qf^LRc6}bSXhE5*{Trh!~ z7$4!K(8$WkMYm+wr$8 zZ;J4qidn?z7FiiD<EjAn~+tlJ9JVYE;dQJ>AS3i-D*6>MKbQbWIWJy3ZrP21^M;xu8d9Mv57Hjqnb(ZOMA zRqmep%-3(q_J>r9X!?~o&ciEpfND}Ko5y+@BM6cU5qrT#$x@;644_^c#HtV2+EoUv zush7BVb5K+C(=j!E<1~0px5)m5hh>;Ry66 zos;?u8`A9uD{_mlFUr>!UiGB`SvnwCm)Bl^ z2_$<+O{{#BSoT3drK#5iz-@S@p{7DVsstBW`5=ND?XM3uXyy`&#Yh(7FYd#xwR|o`cyfT=aejas_Ng4>aK^;g1B*ftRCtepGK85)ye`z%*U6`$)m8BmYC z?64RZn_rW{vS{2qiayhKpD>fjDaVylgin6za*p(&(9i~7X@##N{6;uw^xifaNa*~? zy(bEOy*RQf7@zHd_B`idt3u*e%^xlqp9X{cxBM3>${hK+A-xK&?-obvYaMF5ze)rA(dGVTOqEYM9v|_ zrsFX2l94eU?%_2h&m*kb{VS@3a-;UNYg>>~Ns@4ZHtXW%6b@{_2pj7=@PF#@TuqiL{-3UdjA+Vz;Ivym2j5hIrJSEs)#IiyH4f>zeMFb&1n zpqw!nZWCw-A}_3%Uj|!n)j*%0X({X^;^Ipi2rOwnN*(f6g;%B<`sO&i{mc_)w{`o6 zedOrZ`REha`{_<2K(Ial<+s-(@tsldKAQu^8&rvGl_A7v&L55fvef+AcD&Z+&I1cqsDnv+zn!k#G zt~&x;CdEWU2|(+VgT7@eGA>THL0LYXZ=6@{!cxXM!feE$b@NY-wVA1fxe+6Rb9Tj; z{O>+?WA3lDf{1#nO z-~H19gDn)k*nT9gTg+duEXAh${B$wxW{i!!KhAtqzogecq1O;rkt`f(=M1AY`c*@77ruL`BVtmgV1s&KEdTxCPOZ^llP@fPngB>J9a5=b*Mc()mfCX8kf#SBK&eVvyf#x`Lx<<23b(`+VGW@G zY)~0v1@z@kA~?Y~>o2gh4gWE1_?w6Q1QzGaG zBq7^CNxwG5EOBxdNV?NO{juOg z8g1|e^cv&dHw3vu)7Us$jKw4-rCHulbzl9`mjs4c2OPy@rC%_`aezt=fDjWi2-*3 z|DOU25)u+&_){ym3k2>8a(?OhUy;a4%g9U0$V$op&7~DVasUueMqFA3BrVPKhztDx z0dHRys9VVY4j=&q(f@%v{}1@NxPhL#z6^l+`j8ku(UO#TBqu;&N2m1PPNMVF@JY3X zW90t;P)i30#Wf21uTud4XjB0JP)h>@6aWYS2msYT5nI^%5LPbN!QCO)NCg-P^ZMcb`5zk!mWks7ORe5D*Zk z@^Vrd5D?JI5D-v$2r!>d1}-;=As`TG>?9@C>?|xGAV6!WsWxiK`uL-lx5CGvVptO4 zYLbbJv;ip?24Ci?%EgXy)TA9F+Mt-CBDke7)W!O>85(q?>g&FIF&F0>qsp%)*2Tn4 z!N1Fy_1aoRf5~fqd_DMTb0PAWjgAiy#IJ|d)kIHMg4~sJmL4eHuXGhW@MOn8qN>Vw z74Q8OC4V2}0{iqxB_&mQ{d0FS zqp0`#XgS-3`CsPV=@h^l7YTxd;U7HON8pFgWrG%f(A`S;m}9BxH!W|Sbc&>mmJLL* zpObeuG_u2VQtxV4y$bK}C9>9KY_iVZCg8*!fl7k6A80(B?A$P0HrGq14)K&SA0N{; z`di(9y&+Z_At-!$e0EYHfEN&A|E@h%ohoWmd?5rcuDD<_wuBdM!r)-UAb}LnIDw2a zFdcme>5z)1$Rq*CR}eiE2-VQO7|>XO5SD>Pb*MN2RCVxY@Y?x!+yQhmNGic9u4G1# z%l%HS_$a~jVhD77OcYR;{lYNfdJ!nI6ohh!8sR_+>IhVQNwfswzo@X{1!~+WFjivi zGals#jG>kJg5`++U9^6IkbH^B!a}c@KzNV{m}V3c5v&6;Z4vNTF;bLJmRuSUDb)9JOmne! zl#dvcoWZ_QW@_9x*d@^oQUXPG_FR<&+M$ARCt~-77X>3~R15grge>t(;)eNN zM`A#3L1aJxt1MsP`t0(|;1S}T4+`91Umd$OfsGOd9ahU7b_I|k4VHGqffSoLvl~-= z5GV>1%rEmQSD4f!Z=`|15Zsgni~(lcMckz+(K#eIjracr-Z+25er9|od=4g1R#J_j z$D?eKt~RKabd)>efmKy6bNzDqMIhzd1mOhfL=3;Nkz_U#8C{Qlm%(fHQ^Zp>jPiim zfFzZApZs`yXuHs_8pc-}g^8)ok)q)$5gl37Go$s250rWYMQ&3z%91aH{mU{iOG}^*C8lH=Pi*?9axOy-D1OoHQS1^ht+F zpGlXLuT)!XU#s%Vw~G@B)hb-I&14b_Y^w;$^h!bMZU&L1mNht4TBShwV_MCmaWgu0 zru1&5#D=bh#&2QYa&7`{x{wryRcTdAl=mwb#ZzmDN(@TZiWoICHNNXkYCEX=RLAMs zRE?ICt6gg5&70c6*q$vMEu@>vH-f53bdVjilB?~CGAi|Jy-bjchL@t21316v}RF9mL~NU#KwwNFXt+IVzYHyq4C+>AvYCQ z<8{In#Iv>YgEqVk<&DXQi0)*+g0}$Z#s1#~6FV72Q5H=W(M4n9Lv}^;RyIwIRky~6 zn7L5#za4fXjeZ&Nw%>Im8TlDi8Rd1_bs}zbY?^uEKl)u1RW0h$*Ie8|kO{~8k*SL4 z=T_wQdYg3#cUN{BgNVHky&s=ve3xFhU%DQfZ&|MWcFT@`?kw-AUZY>T+~gtGp?^We zfIESAM(QG^A;uwIz>PtDKzByT1?<&Xe`H2tBqszVz&q$WG%o)!qVHri+YG%=xi>rg z9a1O>Es-UOKOj7CGH5;MwZpSRCHnJ6zz5?1Zy~d};2dKE_czW7#!7B`#x+K7lRIFH zvXa*?C1$=B#s}r>??z4=MqRS6^-seg0U<3?M&`D=?KJipz8WqK=HEPSOrum3#G}|3 zsoZ~5%55{+Dh1CimAaSA{}dg5N12KtCA7#`%2>=GZ+LB-wp6sFw|aD$`BUdGXc=cQ zJsVpd`x-0KKGDAZZIsuIchM<~H{9i7wXlQs$K;SsSYt!Q09uVQV<{E@xOXM?+{((^uI$uKr;XD z`W|uosmCDTf%3}I@Y^V8@H~vc-n{ppyFtiHiEDw@&br~VadbUId~)gWqZ=^!BkK}C^*=>fWK*m-8;2NpO61$5(`jFknL|IF}m%Md%G zE%bsO`x7j0ys$aU3S0EJt@+h+Yg9iVPHhyr>e(yoQtyV3fxK2YP522 z%I_fC{<%nO^3jMy<_}jAmZs_n4F+M|2X{y!(j;R7D@8}OJG5}68&@Te!ggt#_xuD4 zlq>3DccdwE`^X+9oUpvzXC0xSplD+m^^_~$G2RlLPF}{j-PX$${>T_|XdfYH$Rj6} z=0<0h8Z1cvw1;9%ZlX^vVjzt zabXqL7^H3)DR?^q+E3pjG0vT&1e+8g-Z3EF6^}(a83_Sl2o6xr%}Y6%XyH`>zD#Z! zMykZM++{HmLk^GAfxp~qQu7l}2sw0x_ah-H@LGvJwWZ3`{8QsL)wrEI(Ch>zrcHyR)j{(h*os28|JGETdTeu@I2^`zre=1h z*_vV>#j6o=9QXz;CzciuFFp_R5W<37tTgr&#SKnCC!pQ$t1S=Fr!Kw>+V|PFWOHqgS3ubd< ze4Q3dswc0F)*@pp-I2kuPV!xeP#t1*{0#MxDF>@8$9z*3+*t^_DdjB2BL{QTsEefE zrY3h|%tTw5fV!|h%SPlxVOT(bSi7uK=1)X*5lNN}JUC{Uu9d*YLZZUI!yY8qn7f>5 z+fTHPhY6Nu&Ymb;6vd<*3kK>ADFTT<-i?D_)#hYEaKEbt+Z89;!Zo*}?bH?t5AyTZ6|%`8k0VHsR}f|E zEJ@T&Jj}muZn^WVJ)WZccT1dfO`B9#xRtprG6DjBxUW&a++;7~5Ygm9R{Z)AJ<$e) zgWK3Qh7=f-QJP7cwV2ikuZ|RXej9=Bd0IZcHT!_I?`{$y4~YLQzG$y0~dJ>4||k z@tynLkM3yeYYH&_RCMMXVcVjJ>nCGV1F|3m6qir;%dQxkgK^vbjxTIJ*$@La1sL_m z6@|RF(}s`rE8y*C&Af+i+OgcQG$-8*`9^q7tg4*O2WW|bEFy-)Lsxj8c*8mS+ABh? z6rFZFZ6w7plcxu0rs;yu=bFp1HRXO7Nm)(yHYhHiuB;W-MFj)|P>&768t#}p90_9c z%^Grh2dMv;l7Xf70iss-8Sb~$(C>xBZn$|Ido#vGcQ1dE-*mnxcztcjJRXdF#Zej| z^Ek+)=d!2kar}=VJ9@mO`)Nplr2d+z6S(=amk9&f=o1`7?h%%zNJ4;*8_IX-q8Igk z@g%vkBX25jibaPpwr0nLgiV_oiratgAFZjRI*2a^fnfp29iQ$*5E9Mg52*m?x2cs{ z@1nCQ9Dd+VsGT41)w6~HMIsk0LcyA9<5zFM$#I!o$hnr`m05ST4w=-D#Q$;+3bxJG zfgCK-p)$;)80Zw59&aC(cQ=YdJiBlmiMrw-dAU|{N(&ktXq{(Ic5(`-OgBWr1}lxi z^OA^k0^ev57fivn6VsW~_ct7kS zE>rFIm9G?ePCXn*S`&fAH0lAJN0!gJkxwLF>xGjO!Yn`r1O)%ZjXeZT`1inLl{rJp zw(JwSZ-92XbALqpHIy;W+qn*ZQPuN4rND8K_h{0L=A;<<-?_*P+ntwjg5POhC&-@2 zvg%QkSzcR^0nm*n4TRH;t$y6C$-OL8*YIcXtrBwd?B!a`?pUM0kdU_?O(}Xmu>8Y& z4_5%8&UpTYrdBl_cH%t!FN@DK@{~L@fYzaX zPEOLE9Ib7hHz&5sF8cMJtT}8Q^LX6^a963%wjWl*SE9W`J+PoD+gg-8oBXd4dc2Wp zV${@@v=JXwWJLiDiOl&DPH*GSKID8&$2Li^ZMMCl{p<#|#grJM!tr z2jlTFi(IyH63Z>GK2^pj@#>7ErYkY>jRKHy(>-@+dp(oblYupxJsfasj* zUF$0|U3)2PcNkH6fECR)cmnv$+v~l?06ep%3ii|1uHkBixlHX?G7j9sD;+#H=XTbM zLi{W#3v|V;^f211@gq$@pbHT)WT*O)5 zcCov!DNe9ov|U-GRNANYB2*Th&)oA)S4Si_HoBZpl#U=s|q6xyEN8C3mMPA z#Lw_e9F7gxMZ5p~?2j-?`Gn(C9dOlHV3731|D;Osz0{ zxu@a8BT2WyUm-U%7GF0Lj}Gh%Be@)9Ex1c=rZsyXBdcqLwyQf7a-zkvSdu7~o!Hs^w>pcf< zUOY3MDbK^U6=T}$iPTvKXNk$$UVVv^gw8C4Cp*=cjUCM?+(|F*4)~1Uayz0!wiC-^ zwqPY5+P6FQV50NhbwZ;W*p<)g{GCJ^-3zF4h}`%YI1JQ<;kPd*#Y784s&LQ06dBoa z;m9Jl%=2#^9jkRK1TbJ};!3T`;jxb5q+H0`;eUs#rHGXO1Tb=JjXF&9%2?QpNhdu6 z3yn$|nt$$@&t!y+al}vCNtDT56ViU3MkA3{_i(Ek2b}{%?>c+C}nz+0JTtMOp zdd6h#%ldsPt~V!F!pr0aWVfIX@|Zdy)1(8FjJ8-VPQS83IG@8%PW3`=98Uh}o)HkO zay($6EZV&#rg#V!1LKQyxhnJzOn_5Xo#09^JONngJ35WoZ{8Ti={`|q?>HJk#IFhT z)?D&9s=L^|#YOvw6?$=_dgeX`f~44P_-utiueJ94gei50$DHlxqvY(`?^Wcv1BPuF z`)4NC0aCyEBpvIzArd1Bw2off7gzry74r}%$3g0@xU@7}W5~3m+<5hMTxtR{z5yHi zbWJFRe`V?U_P*%GETQ|<*}?eKD}wkOOE&{jSpVi1+oSD>tc+sOR@9*-9R|3?@m$K!1ncu`Ybm+MEK-t z@hnhUIOtCSqbiW4fKz8qq(ch76yK2csY`=#^qjftH~k((&RPb^y>@8*XO?}jD^`DV z?(^CxtT2(&aF#Nt$?rmvqs!q49r`Cgwymo-;yI^I9Z_(4SyuPG4k;tSd@LDNVipE~ z-zr5d96Q*ic;1?NQj2QHpSQqrFGi;Q9T|nP-&f)02{RR>D5%f#*MmoLWnPXiNi$){ z1hxZeKNeil0`9+l4eNruwo=NE){3_1ux-+{H00|y)%X`qb3gz3G5yUh)3N2P(LDXX z0X2Lixxt%_-p{zyyECeh2JP5A62_O5zMd4?ZV7L0Aynpv7wWp~6pNfh0ZLiE1546M z2lf>s;xn0ZvQm`yHk5ON^6zbk$X3WOGf;YwR%+Q0Qx$k+E&)6)01Cn-iLbtveX*bqX3F3vXV6)BMhklb^ zmcE*kpOTflOJ4Vek|{(rWE-VWcA?rVX)QFW`PAuR6i8QN$q^$2i>XPJfqcA8g5m z8!UuSQIL+YKB~$}s^ohQ?Z^&^|4{A;8!tm>C~}r7qh$x+Q?Lc{OK8tIs7u$RBxvsS zW0&DjBA(AcZ_dVk)UahPLJ8BXhDA-{*x%}c2EgID3g}I2w;5B}V(uG5K-u`CmZzT2 z`6a+^Vc0i0lm(vXVh}F^2k|WMptOgO*)1vnpfp-j*PnKf7{3#SjA@MG(KS^0pOz1K z)3{x5eRP}wohsce&dCZ^3Yf?o`k8d(8HJsg-M+auEP;`R~ItA4Ds!};rLU2Y+`&Z`ECe--7K*bH7UGt3|gin_689~tAeJmBDRrkw6_5KNOfh1t|cjS~CxrN~Xrk1kWq=J5K1 zcuyDTw#ae=QW6LX`4urM_o&5J&b^b&UoIrhM{bj&MFR3gKv5+(z@XJXmT*e?e_? zp~;R%nbj>&ERSMF8*uyMzu*p($*R8S&5CuMc+|27~gu1Y695CU+(wreeDKKGV9QI=MzjsvSvFsHVV zg_P6g{wMQ;abjAWuHcaeJYYy?rw-VLMIGrWoQ^87Z;0n-(Q2-E{|uEq$>6spMmF0= zqW@SJq~pe$Vp4mbK>*C?do|D2Txe@-UB;-`e|w{1w6A@xPLtuI%WpqO#>+%B#kaQ? zJytuwzOymQ(ePYlHH-FJNi;{HTX}cFG>hgrllx?!4Ki~xdfZ7{E8!-T*u;23kP6=i zC6X=DXNnAOWXNAB;<~M$cdAJbA&H6Ms#E@9XM>gM#9ww+)KK`@} zWAfz3w_@35$XzY=EG4a_X`&50=A7rr)7tONpPdQK{N3P=t`T^U43#7LYspumTpl?i zQdQp4ioAUVqf{`3%-rzjEl@=LCq5I2R0^nAu5XebhnuRm70gGpO}{^YhJc{A;Dx*^ z_d5;0BW+h7kk-S7ux{7J!pJ4Ql32)a!I0Gm#gUqaSA_kp(+El|!bX6C+Q-9nr3}&* z5nn!teM?7(javyPtqA7k9&lGtH|FAOtAje^i8ddWJEUJjNV9tC7ADM%Svv~WBw!^{ z6%#8wy(M5f5*TtEBy) zMp&2sYhEt1m_d6MFTWyTw(dTrYA)Ny#f^PikNq~2*>c406yQPMobLb$i3(UZ>3p~` zvkw9jNHo%S|0}@7jeg@X;EOfWG0J+JEw^7mg9a9G&W6ZkYs_IpYEp@#&$-BM3a#n| zlQjJ;H;xf_RU#K*{XC19I9m5=L5u$~Cesmv$%wnrpmb*KAb)=^c=x+epJ)t~6Mag3 zi^4uB`kYevfrFBVRc1Dxng14oAInHEJoVYjC(|f9@olg#j0>9O;Y4aWO03Pe>ot05 zMiJ!I#8?-VNzOC}1VEwN8~$p`QuzQO^E?BHs@spGlPW``$Yi~(^2zLcVOn;$Hu^f# zCyF{Jlnj*z6^5%pvn0@NX~p_6aUc;C+`EC-fF(Jp0;^s3$RP&a#BlB6H8F{?7T;p~ z&jUDd_e*Yuf$7<4hFW0($OtPESl)XCWZS4pG??@u6e*6tLBVXwidss_RM-h{AofY7 z0T!+^z3>23&fYDRb*OOAdVs0JHqZNSMi{eoPgMY9cf+5hZwVBRFM5H|l@6yPB-|K4 z7K&|}F5BQ%dG&R*EgI#vgvi8&{AGEIlCNw}n*8~lmr@;6$nIMNN)oLGo_vJvN@??V z;s5a;wY3W{$_e119>8?cxF_Qy3fr%aXkw9M%Lxg2TOOcXe4;zM)KEA%jAAtCb#gOT zT`vNHRdm0EnR6F0nsF416r~x!Q{SaU{A5Aak=>Ta%)QiO8kfG`*P_;=cjH(XUxv$L z(OnTmnCVi#=&Xj)ys$kTg%TyT@<+A~w7 zTn3UDEiAx8>_vU<;D7)xnq*OlV}10IZORt@2I3B6=WVgE=ANV}`-4LKujCGP)5{h- z>$J+U%jn88_xp9?iZUf4M#5EZi|zDMyEuyMD!_TX-=S`_gP1LPgDqh&XQc>o*r=2g zrg%FInW#g{=}wxSFol%UNp+2TN#JA-Wc+%F=EMP=V_F;C%G&2UZW*|ld#FvJ_O_6o zmgyWE%uR)tx!#lEowLZNYfig?>SmbtaYB9|`$b?w`Lq<~nyCsLnuSUVvoz zoP)g2<`fHUcyX!G>dA)_d&p14Yoj34rB&-E9HlJ&03^GXq%& z8OKjvy*zlbEtL8^erHZF^g$7{n?Bu_BPwc9G|AC$2HQ7-@#v;a zbLhUx^G(sum6q@Bq0TE`F7Fa}g|S)-hknD`=EOs!W~RVk0N9v*eY@@YlKq_|66~4q z-QS3c0h6;_@gpNlHJ)bfx_6EnuK??~wA&u<*4Cc!sy9{6O8S5^5%_g&sGYN7JhpJ~ z)YMoCw;o=@L^ZmoVp^;^S^&^GtSR{I&J5v?)FXubL*3h&RB>IrX7|Cc8#-_#mVe!g z1Ikm;Qbs{6UupJ!KC{BqW@p&Ih%*~TvG|5LGQ1VJ`5wQ#7TMRWh$?OGH%NI=zUay* z0(V+;#fp(awX*(GWtxED3^K!8xw?8aBw-&J_UyV?==9DIaZ6Jau=^u>bx44M?ZEKl1px~tX$P| zPClck3vYe}ee|QAlvB&boOJ|lRmeCzvt1=}OV-!rln8siuaM@!TAlR-M#;vdMI62> z=(|1D>NJQ6NkPwGP?V%KWD{e3m(|JMMsNZULWzfg5O0aXb=Rt!G*Xn2zAeAelE@@v zpeNbk9}j%{@%pj5Y7~`!&r=pv7 z8y^&uhg#^Li|z6}TG+DJDC-oG%3YsVS|Yfv53G0eTkel(r24fCdwyjyl>V_MuLNb| zg2b>#`MKf0+$-OjS@A2XvGL4>><+MvM)b1}PK8;MKxhelrA7K7fv)w^WZJ+i2tFVK zVCW!IsK=?!-T<-2X?70(qh2_yB5XdOshklhzUqA4 z5(G*+8`*WEJg8dO|267usf}@YJ8?%Lth;^ ztV4I;K!u*sxCjgbevvU3ZP~$a-u-?yOh6`3|7$fnk)$>@^cWYT4h~=W;ZHh-s$ykU zssG5M2*A2tud+V*i3pYZlE#$Fze;CEp^yEpxZlX-%8lBzB#0y?$ewp zf9;DPc-JZkh#EXcCmK!@I|8I5P3r8LJe2qLK%gFWMQ`%6)QG+)DB_9NYE7PK&pc>^ z5;T}{w-m``l?P;u`8}pjcOGN%bnv#;Ob%B0;+27DFX#Q72Fb4Bycm-~#gtv)Ol_gT z>G|X0He|-VAr05TS|rvcbpL(l2x%`rZZ&L!V$D)`+<_U-E=`;#-cFh%G>%=n!EQ>9 zlv4<9z(TJW-4I0ehy4xn_C^;C1bmgVW?>MprH+2l*{Ul#6+JR+^(V$%dM6j(-?G*9Dty; z_ZG0+|CXOHpfm)Cx&EE`SRM^fBx=Y+%yg0K=1hzF6|IvlmF!}J<&$HwHl0*6ma5$N z%&0SaH9d$XEW3B`z?E8XHp7I2Q9(Yh2?H0dn%i%Wj zvlmJ{`NtmLCH^y6P&ivDS)(uUCbSeLn%m>g;NyvRGk&dU{f#G9+TLMX#GWr;K;}LU z{+U$#l)ZaEom2o2zP6;@ciJiYCNd+#o)@ipB#8C)a%3i-IAW5CQ**Nwhdva>3K_Va z(2#i?Ey_AvPzN`pyx#z`Ss&pIWWX~;^AEJ*o&JOE2~75;Ra};?tcF}GgiTFf-UjCs zpKf<1Bv+i*u*ejv7oc*!T1G&c>6R7x%XK(o_Yc`J#=mm-xWvKoofD2GC3MK?d<16r zU$zXB%f*Qf3t-kVurNFQ73^P@f7U)*sz&q{A$uQTj8s9D;FSr<8LH}>nB}Gnl0(Ih z^z7V-M`f9D@1mt#EM&b%lS49x4AhWX{wHgRAM3>r9G37Z(uIDF3dxCddt$L(=l6j& zk}PT~Je^UAN(P?O6pycOP~@RrXJNU-|E}Qd6sS{4SLtXEZdD#_5RzSXztVg~X@32q zOvUk@r7-HnAF)Ikr=F9?2dqO!0&!bBmPOPt+2yw5%Qb!{kt?B^N+Pi&zvDapGt382 z>@Uk31}yPF2DX))(%7HEn#B&`(4MrQzJK{4gshy(PKEz*5&ulrERSonFnnOW+m!DR zzB5Ooa&3%8fijM{O5!L1&HKS-+Rz=+v`Lz^3C z^@P+&qVkd?8`L%FkKPM+v9WfqGk0Sw9O=N%s`@=I!9nt}aP5POwQ3f_IHt&Fm&b8) zmZVHW=?Un3+^f^hd5TlYibe{a!8WB{^eo|4G2IB1*F+d9oEPg ztry`4a``A(hLgng4d(kRt2lw7?MTzAmw#HMr_Z>?0J&H3 z+FKlED08BiFm;J)+%3z?Vexzco4Ko9s#W?>jz}r`JxOo=n#@^RkBpPQSpI=cJ`c=Z zx>Dh{oFzB;QXVa<7RmF|WU8E`>2ZFdvMbAA16QkAP?0$K+CdOvcFoYp1l*EC zT$;zZC(33Zs}S&KfE^iu;CX*su*fnDtSP6EbaNW~L&Ib4z^tGYLq@;Yfe%R?SzCUt zIf0EBgwLo>NHQRK#*5kktuB?R|Ds~dCs6#Eyo`1EiW z2*Wd~TpdyATpe4rLKcehSl=RN=vJsj+l7nqg;HxIwQd|Kw{Ob~9nlN_UEKIlrJuW` zp-#KQV+T5uUDZf65MEZ>e&Wa;w{?8aXO_+~`x?O)b05iJ&iTw8cuzD`zW*bj7eOyn znKJaFYT62+B!06L2#%IzKMc?=6T<0gMe=g0)mL#a$0fbOXjJG%tqeVNBXMPTD}j%coq#wmIsQKEuGr2o z2l-7w;t_)>Zj)ma$E<9J0uJu2iHFS87{!1qxo9Va)j-G_$&vD%CI5?*>Z=GEL+am+ zu1uK~>!aefr<^sCPNtL}d}x@f#$v728m)CwXVn?F!eTsQ5xN7hFFWPgKKDw?bbooDg&mD|q2~Q9{ zc8rH(?H%h01WZ{<^8`X2tgfai6v3W3_x+Vfa#_bfw2i6|$r87FHzfob!g6 ziVKj7?|$1xu79F#ks~4+;q`)dlFbd%Q-oySodgg4fhZ#2d zS4jYbhR+eFlKgY86kc}XCG*(L4ofI?`KGC$^Vq7YH_lTVe=(9ab{n_}8&6vOii^ge zbpx+pmwIE4vX~->i-Do0q??pipGl~G@F(*qAo&UDO>TH6*cfgnleK*4YgLA#vEQ#< zb;EfI^fGy)V3FdxcsJr@E20k^a_aEv*ofuK9gY_MT6qxbNg!ID}l zk#6+KzU!Av{2Wk=O&!|l@fs?s9-#`N#IiKw9cn5#N1VMQ4GX;+N3*N}@#6NGE7vZ= z$=uUJm?DF9)S=|hF$RV!&O32C4fKz%L6My*=~4RJNSYkKq=1LcUDe<5e$h~-N`xfY z5>(|AdfzZ})nTn)qs8qYk?qnkymFJqL4yKuL}Ss!9Tvp3H9+1BEWZz>OX_sVV!+sT zHxHvvJyi|p)&%~$Mmk*QwsJ)+ysSdUBmkRd?V3i3WoUjz3&Zi%&?#UB7mEA)RNJ(D zsWiM`reA0v9>y0LSfeYZ>%>Uapmf7B^~43ixyy}*Z(*JC+YGPn(%fQvC)IX(p@-Lk zb}uB(vqr{;ALN6EEB%i)Y9*efvy~x68X$9$qbtWdM2@^f*$F4iG;sWh`K{lP%7DGa zX{NAvb`1^ocRJO^?y8{(uw=h5z()?Pz}AuMAWURkNy9P|a`s1za?411^xmoiX#dzO zUKiezV<`dbl0ww+V9KPD;hGEsGl2=nLyv&@k!HYy7ga5EaijyzVY%Mf6)C2Khb<3` z;|#6M-}O%xyyM;sdGXB|b?cgXTv8)Ml||>?@oY>`P>4Ej;jEC*xdNTQU^oB7=9tbm zl193853ljLHccosXu{)>H`+1pWtxLEGN?TI98@I0tjp}`ph6b9T>Hg&eK}^|^D_-UF z;H}xuD#o3tezdbW>E&%wBYffxnEy_NCOVo@p4U!=8r6H59oEgQTrZ1t*`9Dv4;yJO z%;1asr|?Ep8tEej?t*oCm)%&$BkZv_u5!{tG2%97$N6kP#ZWgro^P>yBa9#v^+`pt zhXH7viy&0_`cqFK7mU2>b00M44xAZuISkgfbZvSL8YW7t>`b!d+vAMa4G}+Eb@gFO z+X)W1OyTXA?zaP|lR^f5Q(X=WbLUW&Y?=osl_b@Wh;ck)N|gv9UY4csFJDi%8)mXt4_#bCbPbC&;CIQd3nlh8SBhF)(Fd8&)TZfH^*7af z;KChQWKc#=?ZwyLNIc2B;`S^=IdD^+<2-|yb#RJMFMt1VF5z0V-_)?mgPYs8hl7NK zTt(=%PC%~;Na6lkc~}#&&abY(n`)aV7hag#Rpa<2HLHp1Rb+GeO4IT8l%7=7X}=4P zn0xbzt*w^iOM=!1PP`pzx0m#y(`G?Rg-Z0hKM;`mNI30v^t(|P)m6Y;7FYi$xPPK5 zPQnfPD6GS><3h#H;7*?dK!3ZLjUihdC_<-GcmG}5X4PeBr=*HY*_~*4{+@wIoaxwq zLHCad880Jc@C494z~CGsnTB_o64AxNgkf`@l46^EqgbiPu9;rGjHjsFNLTIUTq9QX zSbBE)N~uMg3G0qMb9Heg7WygTqy}X31ev*kOVckZ?iuztT$#|6Ywm@9Vm${YwW3dS zdr1JYI1wYuN_w4b^}8+U@~{hrD5gyMS7A4l)lBC!4U-xgQX#vkXj+ff+!f-xsI$Fb z{Xr>QnnwJdeZTOKtML)iJo3}b2J5rHd5ZIEZ3_9Deb6mz!;GTfa|}!8GTZD7N^*8m zXK_R-2Ff(?MdE{>0{(T{+B^}G?Dcvk43sem4OZQ*6SioFM3)M!)_%m`3H-`Od?~e; z>wtR*1B5=PMPEc!87ERzo`yOOj(NZoH=y4YfiUCN74BxK^5JQK!@8O5zeZkFn%PH> z<-_Z(2|>BMdrd1dv=kUfZ+2vb$%5*Pux?U~0u@{>4!a3^#CBnDdIpCNA(RWdIXeLP z9Zh$kLGp2-!LLK>AoW$kKcNd6O_&To|$V;(G+^vC1ya zaGFNiyE3Z=1_X#9_%(&aN8UcCW0n89gGFyBKk8zv8RoLLDBT&sLWk3w)XM=aT%cSA zP^QONolIXb-ArF0^B0_<T}|5SB)%>8FX^xCa8&4Qr8yigD184SYEzHK(5;ic2dYOWo|NkR zJrrB_9T5s@pXe9_UB(=?9Kr`uog=tMxv}$fjN0R$iCU?y$lc#h*99>IM-Dy316Xq!k`_D^xhr{{B z?S7Rul7;~JeObGxMav=BilJXZd-eky{}(Er4$m_9fo? z@><#0uB!MVTNsy8DMlmGMZ%wwD)JLVgW|i~&%Y_Hol*H6{QaCA^eg!H4@Es$QqH6; zTUCkHP7@w@dLGSk#Dyd5Yo?~%kC$Iou)gM0PxO(?WqAYDgpW)WQ^!R6E3Y+Q0q8@p zS-9XvQ1LDch;+3#&-^Re?iaL*Xc^7t%PZ|my6c~j9n`I?R*5^Jav96gp{#-5;OsSlp)AUTThz_W=z>nnux-i-z50s>TF!Sf>3{V!Y3r93gdXeF9%E6px)SfD z3rj9vJi=NNT9vzpZ$BCI_ZZImAcD?Ii)qb2Py7yu+FkC&*KgWW&3z2m6VrokMd)&d z^3C{La_ss~izon93zLTw9b9A?AiH_N=xn~Gntm5d z4tTT_+LwA0OhT0tTQlI%E6Ema8a~fYZrPblV+0o}bRb?$)L#s{x8o;vObroK-()42 zkndGn&jx9|(_Fp3ErXX=jN>3q_UcZE6kh0~OnQFDr)Q4asqm>}DfVz{|Gkk#7A_q5 z)H;ViQs;l|7%rL?p7BS*`YSRGWMp(Cld{Xs9q`ww2CMV zmGl-2@+}0Z*Qw*afN}1(8u=^MsmvODCJEcye=AOPQ)3A8u7NN*uWK}F>TYEm&w+EaO0MjSY2U7At! zcJduhZn>h3WM?D;rU`w0WC}Ie3*;WiuYFZhk^cT~MII?fnU){^x1Ew1nNE^KjO+lX zGE)3ZdQ9(#{JwioE%~<3`=g~%ugW%dT>s2gTTtF^%2rNx-{`B=b#MHhkSNzqVn_uj zwx%~^dWuzf|JgF`!DzJLM9sOQ|&te-# zwj&302rS<^XUe6Ld^w5ghZ$LH%s>?a+D{?3%J zN0~y(UT@;5TF+4=^>{Xp;NNwd@lr{ynTGQrtxP`=Ws9z*5p^pjwE_hMN;O>|(&tYu;|sJFW?P_qA`u-es#Z5C zdl(JzW!%AASWG?H9ZmUOHTv=$ND|ZO|4NB9Pw=zWVGAv$P_dhP{BqRt2GJqy-uM#R z)!f8x^q@lBg$(taTd_qqb5I#yV}l%2oGkI__J3u>{7AzSr`UtnC|+{Op^2Q~VB z4SwSn`|pmpm8IakqAD<$jtx{=g0FJ9`hAEgs`u>>u=^2_t-@?FTyy}37%|N%XZI?)A!QqAKW{Udy(?8!~xoqUE&9yLKG>P)m{A4ckUBy&uRDW%G}S=hUG$x+}4(FeWQ zrlBL~XXF3WL_3r5w{mPmihP_zI=}Nnq!TiWnfR#8O&vGGBZHE^0s;c2^m!GMT@(2w zWwdrh{e0scPgLr~Ui>FU2k7}*RGq#gGMQ9D{WV^G0?oR#E7_yc?0zcr$We==Z#4ox z87utusW0QzhNkPE;H+}(b@3PSI_qG$C`dcZ!)p90;+^(6xZ}4Mp!Cr7Y7DphtA1Fk zbF=E;ZkY0!v+@5aBgTz4=sp#&{iU77x%^}%uHyBG?_>jBDT5YgeN6Hj2nYy-Q0s{n zf0Il~Npa-tO-Rc>A#J(*NPG+aj7{ph(tg|EW?~H1IWkG-MVe)oCk;pa)~d&ljB`WI zQG9?)^7W=shyMvr(%o1kPq0e~Q99vg5z}=m+;AYdPRSrSWbJWd%)m+A(vP$n9XhQ? zcl<%=wVrg3PRJ!byUXOA%-1^+q*?Jfwuk7pl|58p%Zd$M0sv}aZ$^f&$C>M zzp3uX*~jC*agnBS2sKeX<<%4u`T8@?t47#`Q8W|AfpcxKK(`Sp78-D{N{3QbGd*3` zp|%Yj6VQowJf8Y@1x@-*Y{Ya;uvsVkJYuSS8lQxXTqx~mgkkFJihmMPsUFt0Fiyb^ zyoELxOPBC%jV4#N?ZL}<(eJ&s z_$cO8(V7GaxN8zo9)*5*6or6O0fD$iE{)8nxVf4PoW({P{(obVRU|Rllkh({PmNih z=T1^yX{4L6r18roFs0jz%GCTGTn|m~WgMr2aSx~Q0u@^|(oJjJGL?ulI&?k3VD0>w z7?=1+!ek6pG?JQ#+#A@c!bVSAWBF@FTobpl@4qKfbpxnfJ#7f3jfOe;4qS$;x~X80Yx zH&_RMhIGAE4g5-wOI*4_(56#JHkoEJl`4EXmGm9_5~uiAGtJ~{3JG&^3DLEe#&oMe zYsQwYM`5i((A6*v%jL8!gOzs@umZC~xOmcbHnVPH(NV_X%>V~r4tpipW(!72*8^}h zK)=R1329}vcvGc~n$SfW$5vmdUe#Evj$lr#Ira4rVZa5-8(oi&o2!u~!>2~@dpA|- zNL#-8LHtL+=AA4Wygw*Yx-QhBTeAkcsTKkqf&^-ru~;9oJ+29;jVG{;n)*BZR!-Q_ z)L>nB9X_yW4m(B|8D0ao(XWK*x)KSmXv1F)iF6WaGll>Ci8|T~aX4h9ck?dhIyrMd z4xIvbfE##QS1HX3T}Kuf?%_z?7jQkXrt1Z2g>EUDTdMMwO?Q01;@D>LukH~%>uczc zRum>&K+tu`(e=cLv}&3%A?dQ1d%GEa$cJBFQehnaffQVH9SyON>N^pQsh3Xst@bBk z3})acTQb^kBac+N6vt_Hui_P6VIR_Vu$Gc41oyFgjzV zet^CK@5Yv{bNHykk-&1yS^YSu)w zW}Jo177bHxe1+%zl929JHS1*jTA9}Ci@)_NscoA3%QqOt*9-;`6~#0FjP ziDq@$BahcMe9D$;p1IR%YGFH=NX;%bbP1Fry1o!cYuCPqS|W|f5v4%Mz!0U{lzFtF z7Ah|B@gbhpP+fJBSP_-CB3;ig`1NLo>3S}v$+T0MMr|EVQf*x({SHG73-boGanC{l z7pGWQWVOF1Vc7^qpyMH{E23JTOC{tIUU}dcTypO9&Csg*lS;wKuA<~ zlHv`VA>n81-fx0EF{o?j!xX%yyYnWPO?T;e&Adx3_CV8!p7IlXCfpDZC>KaGU1B5F zaB3a6BGrxAprPOeG>fqkKcL}>HeI`^I@)0t-l7`3gSYut3lg9^$agCTb!}GSY>an= zx5Xp2UIpb^y_&X9jA*l+HB=%^`lqVR#k*|D9F2P*M{D}unGTZCMH)a?6zMt%)u^Gj(9qtarrwBtq@K_;mx)(` z8oes`+;A=+T1cXU@tQ{ekEWuI-uOzVD>i|eZ8G}Mz0sbhGQRb5stT|j>vc(FQ%M$m z9J-R>Bu9^is_)`s3{sYJp2epTk76r$g7?)-ezI#~6)F2ex=*Q5I#)8)@n|}e(|Oif zes1vw95ndF0{li52sLpaupKfJ)FV_jf+?v z*RdpKIk>9hGq#3X9aS~?uZK8>fsT`!3#~X#_wrtw(~X^qLnLTz5awdMqdqGGN$AOn zWAi_1riY4ty=3p1d_XH9ARtiU$VVN=)Y)XrkLXzSFinost%3TE(sd$Aglj4d>NzFUD%$8uvYsBqX=?B2s;P?(%6C|;Iy6$^lW$4M z$!d#e)7ciXb=OeSwLpK(Uf-6u7&cI;I$a%eV`e&OauxefPt`uB^J`lh46P%Z6nV@q zL5&BE@jQFxL*9LogFP@v4$dr|uc(9LxPXT0zenJtGOOUm0rpNs`B%^3XX?C13tX}t z`(BK-eDW$lKtLd-aMQ46M(yZLb-K?gI$#<9SD&xNa=l#-)l`4Y^q-x`@B;LtiT{`y z;}UkzsMpa=dnfTdbLua!#D^ADc!sxPkgvNg$!cqmiTh+KuPzRrt0Vq`E=rn?K9=Gi zG?kh*V56$xPT^1Zt^E2MYE2);<49Qg8bTMq%xZ6CyoP^dFFtA5&Th=b{fKp>8OLuc zUA}sTSI~&m`hc|A)u9N2*7ymX%M3q<_6KwgE2{sxr0&jW!Erv6&&_;}#p3)1qd0CO z*Zh_7xw;ELKtLcyNXMIesEyFd!GO2~lB89&*&5&A_xL4#gRa&pfclG9J*M3o*o z0)6o*z9(h2GG*K|(F{{*IB;{4z)rPmp+vUNzNG@RGX6KR8lM zxHfjWQ9{F_?z?EcNth>c4?hz8**J=rCT# ziV(-@fiLMGL@z2h9XqL|LMMP7Ax{WbCuKxBHQ$9g`o3T6zO?)Ob^Mw7&DYk?hn#@! z!RyG5_`WN0TwcZnj@sq8LV5~5xt@dfspg|uE@l9}^2-R|k9ycl$K@57vO7mqo2w)K zkrbKdH{zstf8JyouLHdkIb zosN^J6tYiS;CuE{jVQU@BdM%cgc$=}aEqUG&7mfC_K|0%Z*GRpKK!T^E}rC$|OFC(YQ;s?>^F zJDj;oC83YTZnp9Re2A4aWECu#NNFc{cyg1}b!f6Iq_+E%CVER0wiMOHQPS4Yux_7! z64C~AckE5j?;=_3!c+JUO?~qJptc>!_it+^dYjQPGA^Jw*}_V4Lj#J<ahHWfq+s@wCTBQ2QCX7{IMMt`VkoAW+!sB$p=Xl3aedl5eUd4W1 zXLi_@^r!2NBp7=J`z4vKC(=nMu2236UX|u|g)0bh|?Q>(b-=umb|NSwp zVUcb+z99z4&WFqJ$Z2$xuF}Di<{|Ec$n$Ood3YIjG04O`kv?a561DIFQub~%v3xzR zv87*RkAK1u?(2c~*d`riy4G5h!MsQ>=ax9qAEV?s+WL$}4eO_5Fu1)iLg^JyoRqO=1 zAzxy%$!Pw-5+A-h%eScci>6|m(?v;8s*@-32<TlxU+r8CLc zS0P^7c-RbI;a?(5ePS0YaM^O=VF3X_*EW%gt>|4MXYL>2p6sGcXalhUXXMn6+i0|_ z#W3lnk4$Cp^BV7?Y@C7zTtg+pspSSTC({xeB85kOL4{Y#?T=O*>u*{$v z{u#Fd%5%7>GXJb@>2b*=Gd&@Q&Z^6j%u(_&HQX~Ha{&w`q3b_Q(U5hKlQN0~d6ah% zX{>%F-t9y7g4r7HQi+ei!Z%6iOUi%9XRo2@XP^gr;I=`5ls5Pqe2ppwE*T7GIh;f# zw(=5T(gn&gUB^?24@sLQnEGCU!)X;=s_Cd;d3rpPYIP3P-VI!*>3oU`BO`8FG#jtc zd8q40JA?2M31gn^b$dzENu>W8Rh{0z=i#}amC%-9c~C=J(PE3A#y_e7O~ps~3cpa& zbX3GRo^2yuAjKvITzw)5ZnmYpy2xY43R~o{T1e7&1@-VE-+j~M#y=zE zaHL(Oo*ZjoXGeRsoAG9{bPQG~+g$Ku1|65c9sm~MzttMoUXHIZLH4bC_?!*HDu;`o zj29ca1j;fpX*PP7x~opd?vTY9>?4sT-fT+4Bofnb?2@B{Pti#A2oo7>7x{Dm>`m}W zWPR4qfMsD4KF4SLuhk-%ZW{bm)R-UeevM`i5`wltm9X1(Qm|Cs$sQhE@hiORXYA+W zA23&$rFnr4R2I^Bf8Phx0n5THs`-m_u*?!}U*7E_Ja3rIF5DQ|Otsm^kg(d5t{;%h z8(LP`SsZttQr*tAIQg5w)(uXOX>{X`^Qfy(!^Al5h+pEUUvOPre9KW)NqLe+V+P)1 zI~yHq06#m-vFWVSE$xtaQB>#>D7)~M!r|?qI*E>gbyGK1348Vebf!@|L7M&yJE`O9 zM>PdWUlN6t+TV%Fx3lmDudqST@8yxwZqnJVIv(^KHqdSC?3^XTCz+fC*Cjb9Q{ zsjXY7tt?f6e-@VvkCVuEH{zV*rANB3uR23OK%iV98&3r&&kPdtQzXI5vWcCK4i04K z3Xf!DhBcj)H1s)o^aPF7oNsG7U_9UAa-1DETKuymb7JloDD(fy67|K>Do>A`KZ{? zB_I%gNTV*yj?%I7sf?jkWZ8o`m%gN#YKb({d7v*|ai^X}%*#blI3!QON|U2P>fI zLk)aQx^-KoYl*7gqB4G!ZD=kaY7!lTRMoBPPSRaWsyCMi#Kk*lMfdM0$Cp$j)s`U@X5ioz6skgC(0-)3uZw z=Pp}GKtLesNU#(wnoobecGRxL%~vMP=xkEf9g^Rhm`Np<8He@3{VQ^%$YgD;q=bhA zQ;(!Sl}dFV4w1~>B?0ZhQjDXHtwus|S!}(?#zBs91WyDiJ%!i*vEhn&D7uz5B<&?t z?_&#^r^e}2$7!1DUrc4)&$8Q9h>oPcMI`3^au2*qx8+$Ldmx&iLX6XF=5V}!j;nY& zM1FyAh&^3P;ck~BxMBeT0h8u+sl^J!DN!QNMAX7?Y@@2VMa6Ry1E}>9O0Z?>gk00r zSLBkaUpQ%lbn^*ve7rHK>ld((~Q-QJww*!RdQeKfFT$+?< zX*unk6$Dg= zzjNCfOUronH1=E@gJ@_Yx^|PQci{^hK~DokFV&2$Xo{|-a+yD%My_sRIzP53{e9b!@gVDMJ`-w4!QE#nsQ`xq{fzLG@rd!Lqpg4$Z(fj5abctu~(3-PEuM~ zw+Xs-a|A!;xf1wfO^marT}qQ;kH#uvDQ?Lrm8?;=HZokQ5Z_hvOl`#3CDhff9zj5+73B?mQePv0cSQ9K=@A+X9-Wm*uS-*XWDy!XVOxRaIn{uB+fFlZh~4 zptA}|!t3RItQWBzLr^Q|wD;&J?e>n`JQb~77m@V8FoOUT%{5M%-r`_KILeVg|>)q~#~#A;!q0 zlxK4SIhu5RBWMzv@TkfjxJ`;3W-2j@hwg7*oWc*;YpvxT$fD+bpe#<*V_ToX59sW- zjS6K;8@jp*^Da>K=-NsWQa2y8^*D`t_!x`jA{Pl7Qg+G36Y60&UZP>RhW!|9shYN3 zy0(WLw7}CiL_K|*S2}}6#q3^U52{CL8qe-L$5bjwkDQHqKpc)TX`@*Z$IY`59mQ9T z%|o4=7{+}WsZ=MI>XSE7^!8{hlaCwuyT}vn=W#8hnKP+tC18o)fKC`< zu3dasSCgoZlN=g{*~sMPk^5pZ?&3o}tY%XUMoQP|x*AErkW8|Df{*iAUfoG*zP@xi ztSQlocmvI1+*8tYZElG6c9Sl?r-6(|WMZ$pyZBj0j#hw|Eli7R)!`Vw(NT#m=Uthq z%^CK*5c?1$S9Jp2r7>|!)=tp1bf2}bL3VJ4Sti;9j0>CD&MDNR6FycLc!Bas*SXZ6 zH*k)+CEdcK-9XNm{Dv|e77iJBkBTP}bM!)psWqv(RYw}=!+elGqyC@7tFsqb?m;!> zJg%7KgiGMPbq&$dWAKQsj{a(TMid|Jq`Gc|?1h%=w9o|%LgB#x23G#tpm!RL=$2|mq0nC>!vt` ztC$|N+EOTLYfZZTf)7usiSIVBoWoj+EYvWdPpNQ7UEbwOe0=ZWeJmsGRdi@&w;txj zXj+%lGwtlvn@Wdrg>E5L4Il*F*osp7#?}W|1RF8Q7j13W5Btc+MXV4eUZCtC7a!Bqhx4Te zP>=47U>Yk4L-=676cH8MGb#D#gH^o82RI|=gsSB*xmKgePcGp;l*sxaCK)&?32_x} z)*PMbjyZWn4Y1g9>*r$@u92$kY-tLPJ{;c*4MG&%CAwQb@ZJYGx>D>xGwh)&{;uKH zx01&QJ{L`dkryZ{@S=7Yvz18m_7%OMBga=LNI%V+B) zQudqF&hgd)seJZdjw^>rKp=`p#wI+%ct;+@YIp}XqP&{wK}{-%Pw;yZ^?7VTZ&Zzu z5qSzrqJEAPG!2*#@5%mIM*1lYMoHSc937`=HkO9@Mn##buko9aB`>KHupU}O)@jtO zu5xN6JThfJl+(7x7iD+Cm*^qPxIp=M3>VQ9IaiP_120nBM5lm!E;`U?zK82{3HD(U zn#8y+Plg(|?TMP%u7Ouj%a5$@VKFl4RCNjR8)@TRR+%5Exhjbog)~Y9E6&SQ9eL={ zYQM#!K5|@!3q$aHkcs(ZI&xjgfy(ZT{gyMWM;mVJz{w~T+Z7OqD~!R{)T&M*8;9_| zqifiyB&5-#u}ip(?$JA=eHCs3=H)!ts3-)>lo6MP&m;suQ5k^M_j%&?RK z#wofU9wX!217Gs~C5J>`;v@bsN_H}$718O1UiEvT%wD+EzG=(+{P6Mlp!RcH)EM#ZpQrH62IE!7!IDe?AL9_{42+jCUAw6Y+F>r0^nH@l>r~cFsHd%%zJd}7 zHt~=o-O3#}7cbif&!R0Z;|0x%bf~rKBB$&*3@`Dq=3nB&jVGfp`;m+RRMii#jbqrW z^nCsFosQsvqbrtDN4!b@U9mq6*K zYon}YUc5?jjHVvzPIsV9Sh`L?9eTzu;xpW!T3UmysAPlq60rfpO0<;+Qdv5cMj{El z*c!Wa;bSRO+TBB{>$-7JdpVGJ#xgDd{$jVji7_oHEtkE&cXQTSaZ0At~jR%6kt+*DktZ zk&QNK&+kEwrL5NG-RAXIleKTZq?p(B2ilwA^)vgYDy2|xb=0uj=6V5r#?dcnCdIQIlxMi#Qs3UlxduF>;; zjRv(DO<{DDeFm0mN+^~Lk`*KGLYn2ftVOaeng*YT`8LkoneI?Y20IN467H5xN6p?e zWr9rAkEwRe<*W9np?`U{77yz3$taozZ;01z5N|qmbF`Nnqzrc@T~aa^Q*i~C_@u|W z;7pQ9KJ!p!TN!9z&)p8(NCbf7c8)SV}od!=tC0kBqYKi95mg(skoEL3gG^ zT`Q+)K1uOAQ+hcq1tSm@RK;ylxEW=WN80enLpq;>&}HM%`Ve<9iDob@rbfgSko~MA zRCYg0GZ=X|NV2XT;+{%B%2Y|GW5vOW?*5xPVo4olBq zRVXHFBq+|CHeuuC5$uZ2*P;WXmslWOV&uSw6y_lnZa*V&% zW-IK5!|Iui>2{t}rZad<`Q$hj>Yn=bI7MM1Am9*&^AQRk%2bHiScP4fM~yQdTksx- zuXW7E$r7j*T?N}vBaYmozF}t-@?=v}BZT8KmIP$hP{u0;Vy}tp=5Cp)AJUBWF)?-$ z4K=V!RXEi+2F=h#ZIbmzAy+=zV4}&@?D9qIo*-({%bt-a`zGDcVUA_BuftI^Kza4k z#i8eLy!5A@|0%6iKQz(wK>|9czZ!`4ny1lC>sEZc-pJNjk$&nY19h9!(r62dkJm!i z7M&Ry zb<{kn$dCQV+D%VCOJgA3H<^Sqg$AopoQ}La8pm+cafYc&(l}y^ z+?(ng$>G<{3)sFN1%$)p>XtLYrAg81vJs`CI=M45CS!sGxAi7{x@E_IIVtRvgOnZG zRocqYQ*s-+lK3P~6C@+x6!w}}xt@w4^8Yu)@39+F_T=p}wM8^iQ}$vTnp&Z$i>qj< z^FHg9(k(KP7!cpoe7YfR=gMJt{)JDH@q(s~ulbze$(V~~rL?7LU=?oR7!`{-S}eq~ zO6o~z>a{0-*HYEvjp<(2_oL*RK~!%6-ldkW8u0!gx(>yo+7CkiStZII8iVWsHA{3um!N9_2a!s{KRwKMywuZ0 z%5Dh$P8aR#pewfEcZ=;EDsC=BmV9mcXa0DY`cCX1)NAY7eU6@aW7N`Sv~s; zLPue(q2?{XVMDT(W@##E2);Cw`0&`+j}Qqu;8kU*A%$amB-&sswXJWYwq$SQt36zs z?Jwn8=pS{;o{bwNwxKJDmQm2PfK7P$m}uAT^85%iG@ipRb-J%EPAjQT2H>}tX=3mm z*Et8FOMEzuW;7QSZw;wh7Ei{7AB!V*&TS&Xxko30Jp zBwwNb2TE>%diWupS12}_y+2InyydBXdHl%QjBzgwblrq5O6-U#foGef&W!vFi)Gj8 zU3{jj@h8v~oucdcTG)(7_<#<-oehU()9vKY#;q@*_<=<1!cajw0``!Lk9Dads#43D z-Qto)D*05IUMvcqse^0EV9dZ**l*&IcpocEjIN~$U-398nL;I4O>W;8Op&#fwQJv< zm&E?-U};kPk)c^zEWjL^_tO@sTEc2AP6EYf+&E-c4=Q(KGPj{~}{j{$M^FecDktic!Z-t6Ghd$sVovVla3 zCa_XGp&on8?WbyT&>2r-3k}&xj)8CS9baEjmwt#>NwiPW5JtK?-U?kyxv%chv`@FW zTv5?*9FN0~&__eHH$&tQ&%kc{CLpW5zgb_QhAq|N`OJ@^H1rIJ?MPw2jKgZY#HZpC zzLb05JKW|ov7fH*eDvmBMK(@jOV{)1?r5*K5qtA3j<5m^!QM2e%U3j_o8c8c0TN}K zP4;S@uBCPJ`?q`+KV6FLIDpe^`J$)b3--oQ_R4DZP94WwCjo(o>AHYJGhChP z(fB7khi-hFu3;kwcsEi@4V@9|kHe<2j(c&83Q9}Yr&Uc9J9Op)niyBTk|3|vc0&`q z970(pkfI~MZV$EeU~D5X-(+v>rK2^TCbA)&tp+r(eQ09W)5v}-NA9j*TV>cbS7zxt z7f;~=J|k&`FRv+OkjnPUUnQY3O>L8aem+BI(4$e{4-8DUkE~y0d+ZO0CJ4ON?1+0n z%5~M6WAH;#$Z5Ju8!;0D=@d7RU+po5&hbua_iKFZ!U*a;yVI%Bplj*sv*j58e>{tW z2JQM5j;L*xj>jPizb5hCUzaJ{Ttzi2bnU_>j_FK|C8|lgwukL=mE&$F7V}?ilpbh? zL9|kvN#SSs6ugHyB>PlB+5#m{*XcAG;kNPTU=}veywu@q1=dnuRMkBQ-Kdyr$yu>o zVb6YA7w(fnvgjQ1HgLt+YLZ0OcjeqiX*Al=ytY&tqP?W0YgEu<*=NC53o}W6b7;tJ zk=8enM(tdcnYHU2>iA1M%Muc9LYTlIFZJvi9(5fZif1uYw{N!+zV=)7??KbwU7i?s zsds-rNd7*FtS|G9lN6drbbyqDjlCwk{8$|I&%9l%2qBg zr`N9CXn_T6{WY`#>u5LhS@+hH;EJE@40VR%Pju&f?ffuIdZk2C_8aV{7fG7oDBB8M zOUre)l#s?;I&la2#9by$_eWvSNpct4yge=6$LxVmX{qW9$`*({T~E*r$v2es=x}Bx z@GqYUeL{XT>(C7d7pGa1zVjz)tZLPmBuWTHlL>LqBMCIykI~ET-A*J{m&51jfe&a1 zcc3qOz})tpL~64!a;eJQRNhvvCtP8YG%CjnGF4YIaqMi8|9Kk!0*<+C-phNut~wgp zzpP94*p=$2p6rf3rRu;MbW>UxlJ!oRtc%eeFGnS{Mp4q2V{~{Mn_Q)J$+KBo*h-(+ z*rnVWM;*-PmqEAu3TE)R_0rL6h>h&MVH#4MNgbW2(E1j-BSkLHB>X=$EV4R#pt*^W z+MSN#Blb%3kd$qWuBG6>Yi##X?Ca}vH@c&u$q}8(u`!GHa}TTIC_AD+IY2tSMg1Dz zMw%wO@Y3*{#x@$EO*o9F!+yU7iOIK<)=lE@dD_)Xr_^*3ld-tO{bdhH?FSeca2*4v zI$egUx2BDqw9@|gH>qrP_@xRl`|EBr#1E*Rs#|moD}*rp!*EKbYX3Ow+I%m=VBGG- zPjoXeg*3ZY)xf1B-rv*e^^T-=+Ru@_39pjmeI~y<&QOI19(gxgM!%w3kt5X`bj;VV zRdA(%y7Uf}+5lTw&#P0>KA^kR%aV(k!Y9iqmo$Z==Vz);_RR|YTC-WNC)>9`omsiU z9&({Fj`N;<Vf?&^RMV`Y-#=gq9#GbxSoor`wTPmH7Gq{Pl zmJ&O8N%S2dAYgk!OF#T4;Zxg5_p4Lye1os$*H6&HM~f}_bRoP{T5B4+CN3QS>V8o zNTy8H4@jg&HOlH>nSrvMi9b=>=+PH{Pm=c0(bL$Yv||;H=x;e5rBV5a{=; zdXX+<@Nv+UXVD{zzpy%PQZNCZlPtzt-kzq_*$qgTkMTyB*!5^(3jPV}{6=a9KEkh5 zS4Ya>&|3YZFNtauo@1{SJ7lvsdd)k?$>>ct@ixavUBh2_N#*9}8=B*7w%)d|(FviD zMd#!i`*DnEmrJBc5pWcBsYKe_{H=$^J57Cg!Wx_dK@y%8PfItZ*-ci|$Vx@cNoz5 zZnn`q&{j*tR*@oIy~#S)Q(RKQUr(*UfB$(gFrGwl zTl^ZoRKwY7wi0EpH5KDvWZ@RD#TGf{@=L+B*KyF)(vYBQ0f#Zy zbZw!?Fa%fq)_q*2a{frwj(xwIj@jyzXMfdXMWQv_^p<14nao9{`aSQ)y!pxHw=1Z0 zZ6>Q(GUn4ESm>}}FQ7@j&9=8@IFm`$@5*bD%}pwtCoo4n$1|km*D((Ju$o3&daWT% zKZ_}R|BOoO>GED>mtkx7rjE|_Go;ITA6-pee;W4qDMNEv&D!B}ycf{~tdS!#mh`hJ zrgf&au%%yP3%^0vd9CtVP0H#{cksV7u47*;4zgTQE6C!9S;`)Ygr!}tWs8xvZ$)^)yKp7 zbXUa^D6ltx)HTPF3CW|Ps;CfmJrg;@r94^>`7P%+hDqUyUtmVq>2;qnO^^fK9+B`` zSh$+TnrwTokSuoMDgO6=)z_c#HZ|X$Nf$|)(a}3d0nI*sj$)!*#?gGucDE+LOv(gT zoxK;1u3dCc?_;~|$dFJ+?nyV`oq!Ubf!}i~9nc$W=@)t5U+MbbU(ucv`e)5v6E}O! zn3P*b98Q`^xB5I?tfi=GnzF0WvAx3a=R7KMJm1E^FjpezS|CE-++T~PQeCf$`gv>7 zbUhL90NT%L=2Gb*okW(W+*>jI7Z^kV#|s9qE#}xJ(goOtqhaVenVRCN%}HxB^>UXEcHp}eNhY>(&rS8c4yC(z;ePALj&6_v4w zl(dIx{dgFBj*o z*6Adq9+HA@lg32MQ~ls}CX8kRjZV{;^ufT0$Ql@f*YHuuI%;mrr?PGp)&86ub}zts zDx1Aj)o;+K+rQfalEh^E5AV2=ZuQYay}U{$5x3=0vVdeg(&i?<9E>FmRL0X`=(;J@ z`>LoWy{Sosy)ER(b}miIRQ7;0n^4j3`E7`w;15xA3xiSilT_KCu@~2dbjg$HWLyY4 z0}%-luo1UHwy+zGG)Y(m1T3Kf2k?Y|cT;Fsw?%aia#JdefdHpe*{a*3)V z+4-ADWj&Zm^4IubfZgt8Xkdp@R}U{YZ|I;=+R&)I=j99_`af7#)Msv9y_N zU)1ZMb>f}O4&kmimxQzd{sKQT2(IdfKT+kUDScI+TC+n?3Qcve-h2f*ytjGo6+u)P^RcwpM=zhUU;nTnT&>Me+j=b$Z-{$5+82WsOC^{S5vNN zv8oL-`MwK?Ny?P=cz|akj!{h@g-KI23ovb8v^uQ*b+2433@p=a0D3!i*WG$_&Z{t-Z z2WgqN@JUP-V@C3B2E>4_J=lPM3+RCax+MRk%=2Vn6362xD&CJUI>3df!KZBpjyUST zG{j%xdwDl|w!x>P*)p-H313LJba$EDXeto5be%xc`&QI8hjhb3JZ(@7DfSh)-0J^# zR}I;dn5+DiEypdVMr~JXJDSgD9C)4B0$x)M^BEF zvyRer0luM&HVfA{3dj0Uc3X~?c`@3Z-kK_YiO44|5IedC&C3JQRx}29EnK1L_NYp` zuDaDD9S1SI#M`7$O=a1FesX0Rpe9J9Dau#L(V13hOXK;hBYt=?30b?ekcdWVYS(Qf zw%F|>Z%s#Rq}ookd4CT`)qUl=v|8^v^c{~RU7V!ZPnMm_I#ll0G+{o?F-0cNF8H0{ zi1OfdyeF@>k8sGa4$?S9b97E;2e}k#tdL5#(yYlxwxv#C$z>NN#23jz+XE{*F`zQt7A3pa&(MUuO)-d*=}3OUhQERpMvHP5QqX@ zPYCkaD13>bj-N3LhjCQ1=QSI9)iq)luO~H*S|@>;NlJZ~$E#j0Pn)NZ3ZGPIAyF~V zZX2ecEq(Ck9hx+AQ`c&fcI0B8qUKsq+4hNPo2{Y|&X!ZkuBW2;kW`(jezMxJvsA}h zXhTxm!(+~)mfp$#=~q%+?6bOf6Ym=4boSs?{1wgnbjMVXlrqHU#>hN)MMvYJQ|avNVn0j8TQ+kvch)R+q^h;rd*N>kW5uII*V6M)3v1+z>;vU9 zNXda>S%n}GZ{w9XtMeyN29Ql({E46>u!uvxg`?+7!WL@lI=Zt|ilN_YAJW6un66DK z`m3JvL@ba^Qo5YD--=1DN1gL}1R0}4L#kn&C|~nyB&^uBu9T~8IjQ+RKBbw|IuSJ^ zNQ)78hZW@>$>32Nla_M>Xg7g+_Zcc^hWYnAyD|gY2278#n`%mBx zI2LuyD`j~988+Hf@SY$U*}`9SZQk{SxOi%$OnM&#NxI}TT_;h;XZp2OJ<5Y0;D*iZ zTfy4e6ShY^w48?xT%#nm##4fJ1fqj{4!R2tWdTaXdXn|9phLYG)qMQw?AoNh$;#h( zvTFKPlWZ}Cin6GjK}Bp+%2K*8NezASXlTxPvX(;4a_BCk_?gQ0u*)V@v<)(aUK3-& zn%IiC?BKL_xL)aDXi`&@?P5vz99R9?MI!6__$3ZHdL>yXL?yq(rc!;odp4(^tI@3I z7~a`%HMSx+mhq`A`Rzohn1{7;Me^hr(6uot<2Gj6r2oM|=0!Tv4GiZrHO2#jr9@GY zOCYMKh#h!D6A|f3OeMU@2dA$o`bcxEDz9^Bg_CMQgM4&BXZ%o?nxsBXDDx05l@=zd zo8g9$&V6$T7x0F|$~px*NenOhC1~hJ2g6=6*%nlU#l;)EJg(1;O2iyGE#dlb9D6!8 zQ+}P0#QaX2j`bq9MP&*D=NxUXlUxYUaW|E zQV;8xhnM`+&-XgI_Tq4m82cg>STsXXon-xmLhH$B<4|^Tsl>-{)X*&@xUm~A+B#Y$ z@3gCG_Pem>?`rCvW%JW;^_{bEHf%~#r{)!m+{j#9#Pj^bg3bR+li9-IJA|$@mg`#0$!@IIr3jM zXg-q+=vvySv@^_6s^Az&qn$!A6-g;Y5yT$Nw42AqifWociI0l7Zjd+542EN$YE+x^ z7&AzD+A^i%X|}?RgDo^?v5bcH*ZXyNmGiM$E(DUM=2a!XdhHIAJOrEiZIWG&F64V|odCHTaQ#}Dxn`Sml7 z#5(dQJ&LQ!LQ!A#%^6nvSVQOZ}0e(x}0N4e;SDvm}_>DSWHIvS8LYUcw z!*o^zT?>=|8qnB1#;c|a9u^^o=JG1N=y4$e+O)dvw61t%Dq6-#exMZILlHSQA`PS% z()Ck(6g?ry`U8BZnZ|VU{))bzfGO(cu)dh8(7CjY%x%)R1k!b1w!57G8#f&*{aRl? znp`bi*TVU*yLbDM4*e%=8=9P5v2)F10=6zClhg`GZ!YyamGKHGd!3x=x)T2<{nt5l z7f9EsI2(}n%be@6OU?M_!fT}b1cm&6rMCNel6d%M$$y3bJ3z$0qXHd)^cX!cQY%+b zUfIexPQ^%N3}mwH^W+|?7}X6=PxG0y6A#mt&V+BKq=3&uQNr3K__Z2rS{E0?J_QQ` zN)abf?F+gVuuVf_g64VlM*`YoKOW&ZbfoVeZv8TeLwq7W#Z9VGvuQf~vzpbUv8oZ% z_DG^}sl@;JN2sUMRq3G^&?3_lNY^8ABZTRxOtL-^bj`6i;<^pbQ}lN;>`+3N5~;#7 zOwe^QT>@XfY{UUuVP;acD*YCe{(f|wNvC5>n4{#gE&Pj)tfrcc7F~}tQK@J_oZkZrh3-DBx4jQ`6d6DvAFSNzsnNBQr9E#SipODS5 zFI#a2&t@;3YeV*Kt&nu>!oIMP-_pvt|I&byS1gcXyLB~pvoCC!;dE;BS%PE)oTKaWAp)d~k<7eLyST5biVSaRdqeSUCFRD8}inE&eFp<{H-pcp~0jtiE-Fun>q3TxkT#c7{ ztRUn!(y>LJ_H`Ch@!x#-Tme_}0saFcRAX>Nv)L+DF7}bk|JGC<190b$R#ldb(h~<)!g>&qR#(Q#h@2ZoBw70%e=7rP%mUHjg!( zj*c(xU>UxUkDG!;_)c{}vz2}P;q2?}ph=en1S}#KCu|Stl7Lh{+39_n$vBGtl~X=e z(4DC|mg3KNL!E#eOTr1vX+8<_N%U!SBl;K|c?<5@40f@LX*4fcRQgkFA7M8ZtABSS zO&p*Z+=Yee#+LdxVsr{yku-(wirt)DTQ#b1 zBYuV-%lnsq!8`G}l$){2#BuuIqE3TX$1GbJzDg%u=i#pHDC}k&H&s>IAAs3d!qNN! zx~o0Vgw8;r3EOf`SHRW9{>X%YfK9{Jx|FW16zIzJMS^_%0RM>&=#698jvdPDWxj^s z|8QS@yi!Qaf%TnINe0rs-)R9MCCSu7H)2fI(nhQTn&hhyP-9>0SC;_NdAxicuYj)v z)gjnwDtu-o-qiiu6|**ILH8m{b}Y`b7h^pQo+iicuk*WmD`<;%)iAv*b@y@w%^K?a zrjmcO;5cZA@`4Pk)e&f8n>po*=7wI@B$Rd21{APIw9yZX*~8(pA|&7)-GqE14%^(Z zAs|qS(T3ET;mDB+@jLtnReOK@7irt~`d@s49{lgmG-Vqy(bX_uDUGf}N&s1}#Z8;R zMt0mTt?8(YuMI=40^uedUk2BGq^O@>J9t3 zNAtOl^b^%XNB;4o5SCXi_@4J$d709E)3SK zQ6Yll_xB}y?w7;e_{nX}zT3f0z_$a079^*_>z@PE1sT$mFl2cF3zZT*<6M-mB!IvhbcoOu- zCg{2X4)9f-EjS#%z&)L5Ye*U~B8#e|6|<4~Q|JbDRdwDdrFGLueKnL8?x}uW$MEwW z>RM!7^jGw41yXCS(#k{BDdCnFr1?CX=evaCB{#QXRc zT@*Oqg{J9iWkRn2KM$JX#Xh8b%_W1X_y`|zBuz1~;mj%MbB6c9&#*P@Z@S@E zY6Smo{6@`J=M?JTIvthrinh2AHW;iEeu-_0`_-3pJ=NiB5Ogh2W|4_cBG^{uMJ1cT zXO(diKMI)sZAN2iJ}Z)kp8Qn$>RFhL`y@|S4BO4W#79$ujNSeignw2Er5%2+)EjdW zn=~mUBxJ=X=&LGq?gz5lml?w-Ts>W9Vi)#@?X^!x7WI@lh4UmAr^|1&!)Ll+t0X#R z-g0A2>hL)X?Es~cJb$Y$K`hYJ+j0sCd@|?idO)mQ3)n^?I-1yy5Ieg5G=jLv>eyqu z@MbR>&Np-`Rk=8dADa#pOQe#Uf=AeaBls@HWF1J?Qt7^VVa&+e_>-E}Wg&hSwtBC1 zL$%+pyu#CTWMVZs zGO-1(w8HII-76Q@4HFk>we{bVK9dw8J%-O6cPLYF4Fhyf#cK2xv?E{-xg^N3WrVI1 z(9m|GNf#fYOV~^AS~@~9T9D4pS|~{1qB4?-Y(6B#Kjrwea(KGduU)(FVwkDeEPRdc zl>(cIB>TIlpp*>BLLXB7Dz#{!U8LZQ-;VxRq)Cy;`UAgwUtSE1K^>|YestY~qoFVi z!T*n%7i%>BMxGDx$h1=*lljS#h_@=vq|2Zki)A}aN-m#*y1J+01fRuFn1laS_pevQ z59w?d2d*Zg9mYkRL9q}w(Av*Ri5%hrHsMSX()gh3VlJ2f(Qi4Td?g`Gz-wW0`z@uzx$IX7Y*qsF$VJ;sdP|WI)~_SnEKv>@OO%n)r4(*ntd`Pw0%X1c$b7!e(74Ouznz9&p&}bD*HLIId*;}Clp>K?+d8NcV5It5!3Yu zx{o;!5D;`76khc)^EzUv>rpc|z)$!nd*z4xM*(Z(E)2&P_!o7xHjl*JtOQ%KA-)Wg zTYV&MqpMs#Vkdr#g%~Wac2}VyYo=(@E2MP$+HN*J@e7@bE?sBSxi}wYsyCL46kck( z-C?fy7~8&pB>Fr)BSp6)y-U;QquCQhPTwplzLvJHpepr!w{lI_12~2YL(Vas;B#7u zZM=-G&9`X77B4P}`$EKY?KV|pQ$V0p(sdFht7SBtKne|DTSt^rI{oBtWHOM}g+C35 z;T=kSv;^1G$u}3ZRzeB3q?8AJVHi5;PXb-e|4KQLw_=W82B^ApPu54!lZX5Q&7!+@ zorAq}F6xCb=W}A3F?%AFRd&d4RAC>j!F0BDO|0eEY46uVZ_%a7vwi;2xa9ZiF1Qu* zwQF|}C&}Y@IA$PS7vQEY(96iBS;Ur~C08PtiA{83lO3e%3b?M82oex*gsvx)*}F@m zW~}ANkzCk@Gcp0!#Uo7OW2{}L?1qO_-pSNR>*D6#7vf~tz&n>}GF^VgGX*b^Z0zqD zsEvC8>VACGMp_P)^|`P_luyMUOS-OwJ0>#5yA1yFX~PE?5&=!_remo`W9*1=%zP4t z1?iU_=;|NGpIu|m!t{TV%VfA4*67=;xrwB=QGw)xu(EXJ;gBE!eixycRc95_wZ z`@&9xmyEOcJ~rFltI!Uwqi+P$_jy!y14B?#EFh(sou$k&dHDo3=cvqAXBM{l#Y{&& z4h{u`b&bIl+b&w9__FvqL7dJ_(s_;xsIBp4|STfN4pLF z8W*Xdmh-W0#LvISQFNloC^oXyFfV|%VuLgqsuQ-%O*-ad4u9`OU7K_vt=qm3qx;O} zx$c-OXyUuNlo(yxbo`Yqm&t`zSSAPRRkghnxF3~WNoQ1OC6^MFkcGuqBlsCl#%M)+ecoTm~vc1jMce+ZwRXB?>QCcGf&)|kyBD197 zpMchqN9*p!YwigCv~oDGV<6;cQmou?QtRMNl`1~ zI(4#D_pBe5U=yE(rI=(h?|gsShE@h7F6dgIj36DaM-U5Z4sO+3jx2dbV_c#V?Qe3r zEDxQds3VNkwWK5OVRVf9(2M6t*RL4_*m)eCoR!G>W<+G2=cof^MAsP{&o^*5W^3g> zbio&fE4FTq!Po_x&BeRA9&du#d}otpy;>@*(>jV*kjc^iF*WiRj&2V%XUUH7Iq(?J zwJ7l+5CM5rh`BKd^>}?6_0=pN3aDW0r;KQXt9T`<6WmVFHL#C#Q6Z++(i)F382O5+ za%o(mF&O74S)17=6&xO{#*5%cmYqJc|PX z@8#kko!ktS)EJXdQP4NWbe&EU)qvV!Mhtr}5pUBV6)$Lv(oE+%mnJ2d zRPc>omUKJ4=;R*cV!C#53_qdKQ`^GU=5iJTNrFv+sBY&=eB_}62B07HtN&cZGa9;1 zR7Jr={END(F41*2$F3xcEnQ7Tjv@@P3L^YVWYKcFSf{Laa!0?6Ha0x4X}24v%Qj& zS;BgUl8}0^oMb&P&Yq+h92LIQIsJ80(KT@ci((d~ExD4bgSdoFCn2qZm2~&#VF*T& z8sEeuUGkt=IIL(|H`eiqDRNmR;J=it^irh6bqA-Zr8Ftc=*kUZPuwJ3*3hW#t)%Zt zG3tQ?j`M3JP{LK9T+nsd%NcGBBeBs!fLk@Hs6#f%TGEBlDE#3?#{l!-Mk|`bqODG! z#%Kp_Cp=cS?)Xz|TkNCWa^ha+;C`6YlGcoCV@DP>YEjX(4nmWI*)GFl(gRr>n@58# ze>h9mEpQ1(cs!TVFWvAN-q1W5eMphMq$pcS%#~z&^FA)9-|38V4vx$M{D36=0UlyA zdqdw7mGFsX5Jtr)Dc*P%(? z5@d}qnFjkp1Ubly$$GYEsaPo?9>GhCSomLSNXq$ zD37EM@NUqAt1kBKMtL&aL&w3ciT2`YhsnAq*fNrqagmH&3SndfQP(}Oi^Oy>f?}BF zu4EdWg03OHA+23IL)TJ@lRpKNuW*r$|6L_3H#T5_rth-({Ak-c8T&BUk*i6jvOhqY z{Cl|oY49iGanx;HJw9ohOSHI;KpCg&_*uJ-{=Vzb+GLi&PDyQB?Z;V%ip@uluG3K2 zk2D(c%6sAwo{Zuqo)jv}^I;sBq0yq)`81IBmVC_9Exg` zem~Mt=x4b-oz2>goU0jrkFO1)%)8^CaZTN++yJkKXq%qc=D?g!5*-wYs$W81d>7K) zc2UiLp^2q%9tAjt!zENBK%g8T3%kWSi|&zztN;UbQU$#27+E_H4-I9NkoWZzP1Uq0 zIYW7P0k^|$tICzLr>CH!t@V2kX5xndIhdV8RSdVar7?>Rgt@rydiV?nqZCEp#!%d& zL*xzPR8@6I`OU`v;VAFB7YR2_d8MEoI0n?9pPKjqfia#{L%YNImB(gr| zXjE+xvK`v>o=oG{K8$G_hX>dig)K#Os3|VkNO#c~BTbWsv^nYrm>R{k$ClV^p>4eA zW5ac;kK-Ig&L;**#$tSlc@br}wuU|UGadaDT*r^tFGa8K@H2GAEq*deLr*<}v{QR3 z^vE34R=kS)GFAI(el-mHG^Jq~TWVGmY+id@Azg>SXn^V!jARY5?7)=q(z%4bosm+Da)KF8S8Ytwl zM0QD79`bj*j;vF;c?A#aeBUt}v>#W$qCqSqIs?hbrT z{v7q?HHoTUqE3DnT`g~m^zey$h;5G6$@6f0J}`Amk%Ux0AZn<~S2|w6&8Va?bfI~K zfomOQ5=*7|>=)Agctx2Rs7rl!o<`Lfx=5s9evB;qn0haUjUFZxLov(-kS-?h z!)DPI<7vQ*OMGZmd{cG3xFWXG*gd1Li%&RO{cTK7w&)Q) z?dFyQ+#GZ3IOdLFpks>&MQ-9^+`&oo4Z34KIPEs1!*!nyS1U`;PZICpDF_JILI$1< znOGs#bX^iz&4L@$mH1LA4Umo*w!*2*8sKzGPE!iaU9LsCPT)E8CMh3_aFhCMD~(`* ziSs8>MNGu&xQ#PG6jNxd3!Bv}od&+P&ZvKhWhJx|KS87P>tL26be--;%t;(wAJXW* zN%E>s$2lBjc;p@Q&*ChpdOfOJUe4%@YmV)1NaWM;Gq#IY;{xu%kJNEkk=M9J{%a4u z3Q({WsJ%DioC)%EqXyl>+cH(Bg`G9ZvHaxK#uhxH=3PfSm>qVm$i;Ech^(r zXI1CB*#|WQ?FiU|DDe^8TrZ$M-`l__&;otr@`oiu*2yHJuB0~e zPRUHFw6rh;x6NRwCxhpCmgD|DiF*+`B9G_RSEcswm+3U}Pq6K;;X2;IAJk<3=c-u_YE_T z4Zw3z+o_(5g(1U+p2BiNMU{m4VPk`{(KyJYtDDBQA6~#k8mwFR2>YmJrjin#q7mDO z{WPj~Xy!k`Y8vB6V!*A?byJ$o?@ElUB@^D826?ZAlomZ{%9FylVvU2kdYSCMMWljj zZ0ifuZqH#Z+kY}&EATRvLNk)iWYX&EIE_nuoy1F| zi?Qg8h7P2Qv_jW?XnL2+WbH1o*a}G>CdKrONhG!oq~s;oO=6IG;5^->4VcFEXc>@P zHXi8O*HXq;RuS!a?XL%^H64ns3rLdJEl_pjbnVm8mDtjK`5bP+LAJis2OrXvUBX^z z&)!LbfPkQD8R>jPhL`wNxG@{wlcd6Zt5eiAtmu(SW1Su2HgG8~Ct;qhyUSb6id5uK zn#x%2xb{-l_R;*SatZDCjz$kei>^asIiIGc7U;T?Ox0I0(_)5oC+Ir*eIOtZ5nad6 z+O-?CBTl&y`8ABkLwPrIxbLmPps1<)T#b<^zz&BTgVZRbAhkl*8%%w#E54wf@u~Ud zbc zw=`s}rP20LrJCx7SC`7`adHB*8t<)oiSpnhOneasL}} zRu^wCQT2K1>X|n40h9*1cJm4=LqNc$w_meF6<2)0MWTLWlB|nSi@MR-Ie~PvB1sH& zT)kI|`)WYV@ENunu9JH(D`Yj}NHGR0V&KZ8p-nl7DDH>1sIP0FJ5FPpOv{;a>~+yj z@d_mFckqy{Q7CKhY*O_(+{W?1q7Th+23QX<;lt_80$bF zRv?}rVViX`lH)9StKC_JD~8It2#HG1NE6CVB~Fp@t-BOMni^8MH4HN)pI~C&bop|9 zYhVNxU>^D?J1G(|8GFz~{<{~JP+dQVrIJ>J2l9x7!tY!iNj-W5T#Nvpy z4pp$2Wy;vhC8|cN03A&^56M_dB~#kbgk-(LgyWNky^c+KHo$IE0Zl_lE}VQyBD^bnmP?v z;zNs6hbnA4Pu4f^mZ@2aM5=J7W;1fp%@oOoPmVJqY?_o}9iCoJb$C5Y)XV~t3huYou$vWzNm*&}-uKsEr#%ktm5-?Kp$wJ*kdmF4) zkGEDA^^lMG>aW(zYxX{*U@|t~2bdy^tw32oA_m1Qa@C)#A32blx)NWJB8S(KuC|9c zS~8zA+(QjGC=PqR9i+cRn7v1; zuIHHR;zB=c!6x~&nUq;yH&WIspGcn#(3~?JbJSmL!6c2tob~;~g9EzzyhP*`ezUn$)JY?x8apMNHQfES80E^7(3BqH`-Q4OKtF zHj=1V?H3R*jbscfAw3&EblnaQ=tVne#-ze2jV%4bjin*(yeB4vG;G!@a+L(6DMcgH zz)2jm8Pn@hDX@|W)1R+SX}fHmZ9bJ*q;y?!=!DOMBm|8Wq@pHA@EAMkICvl+AYcI% za2DgrHC?yCHEeQxbB$La1h47vqbec7)Y@TC$kjb7Yu6++p5yfv;yfvk(snG_Xjoic~Y zIr4SP6y8G@3raq_M9ifTU026PRMvSBA3Iw;hSz|meH2^Ov3uNZKPaMti>xV=T(%* z5D+LMbe%!-9lH$X_2sQYxiLChO`WoHsq~Uz!N{+2#KHAg?|k-yUCK=+)psqERJ|5=af&iPP_=+S2_p%I@MrARy_bd?d~dNIDSm_h z)~wgY3krDsCn8p-_D~7EG_|XfY)=#V*WXIQbc?axIdmOLrXWQg-obS=jv8I`)g_;l zP>A+1*gVu3vn)}!2W`q&7@<|rQV@%dAnq?zm9)pDuhAeqhcj>5K>&Gk7@EUG9R!^%K4M~3C(SxKK4M-d8 zN<*5IXpZqhEW$N>j1hvW1q9*;DWo5NWtKtZ=pS~IMI~!Z)woe3iqX81vO7ehT0O?? zm4@AhsVnQFRfHt5Oo{U?9Z5)~>)eLVqd?ZcI7~N@)$A#ZipqV>#?z%D32C&bx(ccK z1}_Y>D0c%qjvNPc$Z`m`wZy-us~10Zqy7J*5)OF*;z+U!IR27fjzqR z#yGAy9nZ1-TR3<`FWc2uHX_l~_r1!jL?uU;0;-a*?9jCvNip3L=HXpC9blM?xwuKH zp6WoYcL4!`kPmR}sOnj(dNF!g%`)%`uG_4`WDk|m)|7F~!i%P+azm+BJ9ItFZ%HG% z$iS<3;3!#3DP-;Cq|3rf=-}}E*`e!d*cH>A^eu3}(S@K~OvXjN1XT+N!~i)sjG^U# zt~0TR%C2cl@1`f!q?z;(F7`qsI@gQ(_|OJjSC7iHbTDPT75~EjIg4yGw$*Y{i#ffy zYdStcdyBIqspuTFO=d=LGEGVaOu-f0!U93n0s^stlqO|D++0nx=sF9#V@}r61g%xI z)dX{FY=5bZ_i+LJ;&_y$<9U3+zFp@~Z%%WpW_MjIbSNR~lQ@op=pWZlyHiO>Gcg{Q zN!5!=WILpQKsl!CvR>jNi^}?*!_%12&xtkDA#m-nq=oJlCTL6&?#p3 zkV?w6pZDCQwnS{AjMJi?%{c)}aED|atlqWxmZ_!&>^T`OmsVYkF_O~w?IHZ&~@BgO)|AkTSt#5Wx2W;rQNoAcvRx^L~MS&SZSkIDx$0999t_e zFh*qUU*g01k+x!N6t8qNNyr&DAR7ZLI9u&`U$II?8p+yq3h(M8QuQ;aQ-bMh1q8}9 zU0;Z!wQET?IjJ;~unM5xPZTQZs`` zHJf_E9cL@25?Oz#lC^X%cJf{I!IT)J5Y@Kg+z2zWOOI%L7T8RrL9%M{li3>Y;Q_Xz zVHs4_O)<`pm@_%*8kWcvC1Dg=8-CJ;!m9k{&5O46o`NOVhTUjy>)Fkx7^!1u3;OUS zW}{4)-G%r;)HkWQsg9zVY@|8|P*uxx;g0Bz5@^(`%dcw4vOTq*!1n(kMn~KNZ7?LJ z!`(#(uW5;nTo>CsgS}qV2L%zU{YV_H&UhCON!3ka>N3R&^|28(l{T-2F6fO8>dp+Q zR(IVJ==&!zO|dA+Xo2oD_H~peFoBdZzm%11EiL06s=jqR=3SdYF+FIC_; z>dAidMZ!p*^%hMWj&!Eb%nXbAdGhc|RAbIvNH<}uJ-mkEDqmgrP+OVQDVnayrfHsm zP1uj~xP~)0&DVKc$0_W?8cgIMPPTO2PvKiC7rQDm3vElhqEiwdLGwjctD==3rFAwv zFW{BiHj#R6G*;qeoMaDNl6&ARKEq|aL&BVm9x>hFEK&8_vZ`)eM%6(wUQjdb_aSk& zp{m`Ey=tG2q!CYZ+%AQ4PG47gISs2w-AynEAE{1nCSHnKZ2)%^Y?rH)jD&vpol?iI zF@9^1JSyCsEWk3Q{aTO@2A~-U`WVJ4ziNy(QK)HWSHRH)S;vH|C8O3LMu{%^gvg4m z&uZ2P11)Hwir7J#eu1=b8z*QEmeV+NqrPmyR|}qX5}qMppXH~gv4ZL&+f@5cVEd1a zU?4WctB&ohwu@Z0jQI)C={W9Z+&f{s$$prEXEBezzeQ?(o5V4N2BeML15J69;aE(s z{}^uKD*IE;%pCVnp0ICSF>``zb$cjv#dqtG(aq-`rli6f6LerZXdlg05~wB%R^ zzrkw1PYWqKLgi+t%V*P94tNEAq0HADpsSmvwCxrwRKMMpZnszWtPLxnWfunqO^ySa z%8jY`GK#s!iyo%NF>agIA@Y{lE%A|x!8A!f!d(*bSPnUFkOx*;jctxuc%P(w9-BGj zJYmTC0gq?L&?l=|y|YT(>vXBp&m~|B=nIRz_$93zini4slm<1y*Ewa z4SYg})aj|(1X9{=UeT+h>aw;*nvWSI%ceBGcVxoL#!1~X<3%;Te+p|f3rSsZ*0E$T zwfWqHtH3veV<=mv`s!mTDZIU=|99~Uql2z^+o8Ml;u*R^9*u%5q`kc4NGhjH+nFM= z=&s$NdJevIwJqCvqRw(9VI$^*bk!3mc;@Ne$wocQ#m5@wr!FpN;$iCGpx*-OAiQC2 zCc;J5Pl}sI%89IIgYl3$Fxu0FNhP+jnn{D&(-d9Lz{;SHQyaV~hY;1XL90phHs6(Z z;8qJ5$P!t9ONYs5fcFZk3%uw-*CGB;fd(^NG(a%A_E0?=&GZytK6Ua(>^JMA>!MOw zM_228_Joxvg&I@>6@s>Xb5g-$9OmdMi{VUl>0+kH{gEkKhpIH)O?5L(14%J&Vu0p} zsLnQS=8&@6O0ozyL$jFbU;CXpn8ZHWq6;=%#2$(c+;kqF326@!IBIM0RW-~Wl)iK( ztEhKAoOb4A{2YJb2wgvAJ61^AIkOJ`7IgK$Ii*Vvzjf-qI2OhtW#Fox#H=s(+Ir1Q zN(MgDC5fKGai-;uMC_qkX3FE(9cDeHbkX%-(#Wi+O}bQwgW5xGKEzq3=(>usisFxI zR2W~-Cu|piQO;GE)SY;QeKZed(SK}0 z-8gN|>;DM9c7U$Eyn@yd{C)=hB?w)&petKfwvO#IR_+jWa%f~5j*(Pe=V??{ulfc? zYCf&Z(a_(|u3RH?`)uxd$bHwbrGJUR<5o7s}{#NZDwpKl&XIF(#sL%aAkS#% zI)&F%bRA>y?;0m@I%yzUNX2oiGW;YRb4b(;*dlKEU)87}Hw2Lbop29L0^U82zjT1E ztKoLoB?UWl-HlGs2tFU3sdC3?Nc2%yXE>YR>7;qKeOkOXb^Md+ti(0Hz~>ifH{H6H zKdlKz3rW{yrNqZTe2bM)naC>+zK^Fk*%sKOOiCrP4}<&e9n}dvHwVpq>~^pmNJE@q zpA|iv{Wx$Jg=l|&x=u!cx}&tT#2@?iv`f>``lK&yXuuLfj-d*2+f>JU_#9mw3#5}a z{CrKv$;^_LKV3^y{VZMFk1^a<3Y*e}w)iU?RQGXI!e{E5a6J;tO!=>T{Fubz>zl?j zv-KS~b1trv?gGbBl3zld891W$<5Kojb;X(ecRJ=itRt~RI)?QbxU^e~mXQxK3}}1} z$t=llJh!CEHd2IZX%iBoK-VsLuf{)8%O=v9@o1dZ6kTpQmz)XFD^F`D>%Lh`*NMER zVoTMC3i7H#H9gBFnHkn;i1`#AkTl;l!^AbQB&@zlDz#*VA<& zjq^R4mtp0As@+sTTW}SBQm1L9iO#3gmN<{Oa>3iD@k7lj;}Cr0$hN5#_&y-sq!6>& zXKOH+`rYTeb*26DZC`wfCcYv2wg!8sH~=ky4#%trucixDV~;v|Yv2{l1o!~_z+gIj zC@qJPL*0w=$o~mWB3VCg@ZHGix+>f2NBA$gG&}h$wNU!CF-QL@e)0_6v7%P2Nf~n- z@6rhyj3vC5mo(w4Gw{!JO*_yEZp3S90;Y=SuDp7XM^e>i{8OGuk370d*Z99QSqAl# zuiyo>Ft7*f`J0+@6#V!y21RGIW>Ng1v$4|qj<%uu4PNV6!x6`pR?y|$8 zmFKsELsMeWQhYNMLNeV%zUzFJ#kY`ZeBDo`YO`tXi4` z(!mVU`DRi}B@M}+HkfF(Hpj4(G_no1l%Ai0KWZY+Ti`DO_U5GXD)NG~>%4$aygYp8 z7b)!&T_^JQi>R*qBA+55S-IZNFrA;|(D`|wI9gfg#=rlH-|b3AG#mTqq*hkx`d_h~ zG@j4jKaHP+tS3>KPwPTIS7Z~Pvrp*cZsd4buN-wSU4s;r!Ftl2T8-z}%Ei4l5pVe| z(N?0K*B`qz$7a|lviMrNcJX@bON`s`WRac<|-CZvuZP1z>t+`%c>5>aeUB36)Ky}bULvO@IYO?*i^S3H`3LK@Sf zjfNrIY|A+s+U*kX)HfyJ4~Yt0OPI>m(nf}l#=o;qi)KqM@UDEcd4S&=sLl=iy*jrs z1OJasSWz$6!mon3V@0UPwixHT1=tAt$ z^=w^^k+3t%*?3zQFIgJVnZDGvD44;z)cTc6RZApLucjE%>3p_PhbW%e#Rutez=WT_ zCTSoK`8g$?ugpnQ;G=7%4q9{ErE!R6qKMkKOk*Bu4LcX3NDZIMRGp3Tf(pFjHAC{OvQ<*)X4IkTeW)goJ;?j;IY|BSPwI@p465@ks?+py zs^H*gN`*em&&v6Tey(m-p*MDfc%BAeLx2c%(Q$r9XANrLN1Ay0pk_9s)UF@;8ud1Z zcxDuioQfu;YzJyJI$uV5UgEZONil(?)9m&#Y%dQ+V4hjc@_G9iG%{ z7-WM&{KCxvks%NLLIVe*jl2dE{fbJNbQVqoS>;N`_7K^G$^x>e#kK~S<4MPBI2Dtb znz8uWFa)k5sroZqrBN$DdBYm~RDGi7kSc5FdaX;40-D`Itm>z8lvgx-<;jz!fmiUY z#zpEug?~UX)j4uv8ok5NILI!KMkElIBO~=TK2k*5O#B@>>c+{B0upxg<;X53*U@-Z zvxLwJi~PRb7QZpfOzG@oxQkaU%_Fsz*OH5h3?HH>agweZ(Wx03U}?LveQE~C4lla; z1(W%{-_mgFuNPPFy3Quoq@y&eY(Iz%N!EKDCTlPKy0N9K9a8C|>uWSOQ_Fl*#d++C z(T>_e`i#4Dvo#)d<5Pt)UaNOJ%|&rq1h3zSx*K7DkXd-J0(ay^2QBrC#TiodTwY&! ztp2l&l$ffJ%>lnDNPAd_OC0G&ugiwwVGI@h>{I+wT|AKJIt%sWc?&1# zx;l?B)9>kef<0F>FOrR35zM{jQbOsM5t`6Z8djDc!v@p~`=T%no>}VBMFgfv>5h3a zQM#!3K8;}}w$^^r?j!wzHOek#Xwsz2*9DDq;G-G4nT1sB=POA=)#pgy3(6@~OBly7 zSxGU8_x;>jd&on5(t^>eKDAWfJXRO{Of#|D27ikw@?S~VL3P^(`E=-F=gfBGIY%ps z?t3~gT6D$F19ri^qcu#z~8 zTblfC4L02e4#pT)6fxqMQy zOV@*CKC4+39Aj5GxenKu9&TnSHAuktZCb zSEljNj_rNBsTodSD2?VFQgscTD(qJdQlc0c`9(C;>oBT>${Bh1eD2gxSRt=vGge>_ ziDd;|Afd$8P`BgNY@t3pMhb1IyUu-l8KE`Xua|D#pgz`OgrV~@5_dI;iQR1VJ=l-W zX%`OTVjIFx{53bVPy|uN+TmuB_VF@$xw<;CbA@cE6ltRa&%pVrszF~wgb77uBp6+H#TN$AmC?p5{DyvM;9A@|JX6l-I)#t* zk7*oYJ+f-kMfj5E^$&jOjBDXDCzVOK*%u{Qd2l4I=$53U>q%7pN{&GosFso|ah!U1 z)(k4d^E!!ANFwSV)a6-BH+&|?P+Jn$0+MydAoNlhS9KB93B1>2-fe=M5;VbqJ4n&R zA0)`fcFAp-D5oHm&X&mkCdq$Go9mL~zmt@|ljXmYayj#h5un`%o$$DVRqCZvQDJm-J{eSBjXYuseE^r&GnVq=wvt~t8!3<3)QKJ z%UEUb>)<6m$^vHKq`~^*cq)w=wvLxWLy>LxsP{0j&wD98GnjiaD)Au@3*=DA#zz2a z4?Lo-0FOX$zm_l%Kl01DF^h^b_!_#D5OoBmU@|75dC2&l1=Na3WuVtwbWvW5!kzS? zwl37YvlwrgIZx@M>q;c+3yx)7c5}csF7?AIndUjL1Z7`ptVXtuR|D%c(Zw#(hR?H1 z$4V1nQ)6-4AR%Virt7|RQT!jcY@ERoTSv>{?*=Qa?&X-Ti9EFrdde%Yp;3hjXPThv zI6{9MDDmRE66WC_FoAZj9Vug}PU}{u2y!OUBo9ZTp64MpsDyVNkNwHO8-8JC^>M;n zow3qJ*HQ-9^A1$WNivm*sx%R{C%_Teg}t^WZIZB2-BOT7ojn#GY1X2u;pMPSKt)_K z=*O~6*9ivucYBZ??KqYmEW%u+M>A>oo~9n!hjmI|rBt+KcGy{yrT8E~0SUS;Ie6Kp zOX48yQf;gzWlJ@yhv=eOQm_^?9GjMJi&x6XNb87~G}g}vfjFH{a;lEgo;N%55?^$k zfs-L)B(q3BXB{bN*Og>ew)X*7z;&A*ZV$Yzu4r|{6jH^{bXxgoY!3TaZ_y+wEFW}j zgmv`I?JP#Lz+rWWZorcw=(=RZ$owE1qGEj=4LAz? z!)ga&rlT8JJJD`rmx+Gsi#ZN*MH@P86?Lw;v@gJ9E`a!=YcD#4s466p^*Kk#T3SnL z64m_8C6C^?W;1&61;0#1{qPfAuSnH|!qtB2kI(&9XUZR4r}5dEV(XV1)zpqI9K$I^ zlWoDzRjs~FS$_;=luv82Q5B)Hpz9JvYTV|OlTy?sI()=}sFkycE!=dSom;=o^`m|% z^w0F1O9c|(_)^hmS=fg=n*FTy+<_)>v3?W_Y@kNAGZkJDANi${=E{(%ID?)@TY4J-U!Gm><f3hkD60(G^|r&jQ02ufx*yOV}0mIQ7|Q z&C1az?c=wRt0L~(tT5gIU-<>;q+t$wI2$f?c|*!MTsy1-@e0-p^C2K05KCqK$gjw{ zRdmI|GO=wxcpLerNqGiu+B{Yx-1bZC5lGkj0*cZHA_I5OvmA|6|1>F0Y=?CEw`;$54986rOL!8WmeIu@0Re#$hX1~6uUx03zwM)~iZGJAw9<7NKD14hQXpAz zm7ZpJivRu{Hjtow>!~$x-XIhz@Hnsd=1KmJ?f*Oc z9)HBUYJ|cXY%y`9ez>IDI+TnmW!!NU2!=!oAtz@TljKa`*=SEkGD$RVtn_S)INA%S z&uS)-^?lo9Eg7fL5!Ov9t#qA>&mx$J9*fu19g~&O7H!aq|81?3&u9{{nFn+giC&BO zSWu4Wdad8xTR~s!S4yO~P>(HN^lGC{k>}!wsZDXsaZR_CtTjHcnZaD3G{a4|`xTr+ z9S4v346frKj#C&c5Of_YPsU%Vq|+RW zXf&kB@f<8c6Qz&Gs-L&u=S67|rOz9ypZki+wc^o=j7=phS26{7cqKl^p*x*}1jSWZ zuB`BSIEH+wI(uM*+BWkQ*CY|E)z3$&S$peYjiMH$&wZ2rL)HEI^)O2rUHLpyq2gLT zNptv`Jpa%MPs^XLHI>6HljnGY=YE>U`at8H*1{&g^7X~2$0M85$bob%vYM4AxKNGH z+ygrEy&camHWH`t5k3i<3|FAc)3u9~`v{Y4ZoaCx5#^HU{Ia)GIUey#{g^zLy(F@PXbe&4mQCT@l8};+5{5)B4J+znM2G5kO9H}GEUqc?RwdrEGP13dGW?h%3C{yqb{$1DRb?AU(8~i4jj)z%=Ea|ii7cvmEIHxN!RgK;$t|z!y+4p&|~)EEw!#x5uUV}#k_Q4B2ESrDb!;C z{zZ)*Z;9VyvHD2@HBl~=OQf0j2IH(wT{WQtRYg1=Wf;jERmX4}D@`QPi3}dqMkin< zzQ7b=eWQ;Qj58TS92<1U1L_hhDx+OFtMgdelpL-%2S!eu;t|ym~f_moA3zx%~%(?ipy2E`I{stXM&zW)$Os4T0i}@t* z$n?=Px(qIz3zbo(lkt{sB%%ur;vt?xof!ABo09KaED(fUzR(SKvCQHwzR{R2CSp{Y z&Q#Wxm*bs~-^|AMIITR?P4OG*YpErr#f0tnL=H`vf**%n{|@aC+=(!CZ0SZF-hb$* z*_rq+^icH4yZ8oqRKHST(%rZ&({=%$hV2nu!$!O;9*S}S4_e|CI^eIOS&3LfHzsfd z3&JjUWSwYvpp0KGE$;a09Cw18Bb&3BoQfWc?*JnI`K3tn({7QQnZF zZZc|%y*PuxGI2Lmwplggqti0v@0;Kx=26Y9BT0OM7qM8~1MQMY{2&QGk^-1BaH_;3 z_1$z}j7C%<$Bxq)#6PQ90^SI-AmJsM9-@((h1LA#1x%&0nyL1IoAm!sR@-(_onxSz zFf3)9s%!8Gen@ApXB=dQ@68dnO6<=m`)G;#RE8O(pmdXDHJOxB{!o=FxCo=LQu!;B zg#DpkBzQ7D(1b1-qmX3qgj~F%8it{Z`nYFfJYFH$wvI^I9imz zptzyPUKCx=3&JkzWPOcfoyON2Ve~}0Iuy#!PCqZ|s6?;?xEaeV65>J21+0U6*ap&gRji z;t4%)7!z$T^?2|yb_N*u1hGT5j39?2?kX*|Sncuo*@bl|2&O(}7*zKR#+ zNnCx242ou+NJr)K=6J`^<&;3WPQ+0xv!$ARl)4tbw7veH$ERwr z-+T42E{+QN2-vp`qi~M>J1Z_{Pg>zV2|Gn}Q#5?E!!)BMi59p)Ix1Rm4NupNHT#3h zA__?(MTFT1&nu?Y&0Y$PuIAs$12i-BsOt-5;d7}4&+_n^iQ zyerGPVnf&AXEk%sA!MKdI@2j>M{5+Zih>_)Ye@BB-U-SdUAM+@wHZToffEB%hN*cf z-&cBAn}52{#io<91KtZ+n`L4??`9%(`F*6<>@cljGoG`VWL24TolONY&gb1Se1@aS z(Y3~PQm#}r!kiI7L^`%yVf!W5R*Idl#4ZrakR`))ofbe+ilq7zQy1Kfso z39)o_7(O9kCrQP{16?~&m+ItZ>XX-bT*fmb-WT}l4P0bYznlbKv2O7u>+&r=ypc?@ zt{$mSvZ#Xdj7WJedKmAf#-#7SiG!@4P$zx3STDWN7tO+MYRws0+wIm|nRH!@_br=S zxUJ|0+Gi8>cOJEGtQR`%@cut>|k%z`gVs zu7tVgY4|*hy&nWorRyX*^6503H+dY#64FmMx_}Zo$U2Ps`t!5xcoJ7h+dJqU@&c%l zXK}yRbfgRt%n(zB_ceA#PINS+(sNH6t4-3XtB5hy9a_yvT9YbW1>Ay1Y`5%-{@AsH zcGnpL(4E#~4K8ZaRak8&9m_~ztu5B}eg%n4qEQ;R(aKXRxel}-!7ihmj9n)pnlQ|L z4-c!2UlXT4U^+eyd1pmI1#}(!*tLU={UF}KE7*_0sO6V#w9PE%;URwWY0`zA&MqTa zKV$4`Yz+pSrmHRYv+HtVptssst`kfm;3N}*eflKMnM2pOlNFKe7*F)4AX-AcHVb#VPB(usxGES31?Ys8#qq_HQd%Q#| za&Knfphaz?rA<`!l0z3a#-yW{@$+szp$zG_C@^FCd8 zbCVg~gQw8Y?{8YurDi8Y*?CGX6YGtnB@WC|BhvAa&3q95$ljaEjAi3Ys#x=OQ!x(q^gNivj# zmr+yjA}xGr*z*_S1UWvBn51GO$qP7;{$1J+(tEKc8jcB$a06>~h>ox02XXMG^`4KaB-v<}mLY zyr$gS1O|of4#Zld=p#Ii>PKG{Z0%!^6-}D#=(i7L96qk3>;^fw506*!@P{C}$iN7F z!Qn=>T1T~bo@024UR_WrXpD#PN*ME7t!`u|KE(`_(4D+tJ3H0EYE6yXGDuRccp&wv zyF;-KCdWxwkwI!2?)TGDhDWC=p+l_^E@6MAtdDO)V*bjMgw+!kK7#*Idu-?8F7yd- zjus3XqdAT{2M_t3h40jJJ9mwFxujq(TUT>&SqZE~`{6u3pto#Tje1B5aF#x(RH`@j z=t?L2SU@!#tSgyM?R5z+qrIQc_vw@qKSt_MbGMzCrzT9a#?ZK1OktPR%t~)p=>TFo zYFR`#b1tf*)Bdpl|Cjos3+gkBN;ZyMbjN1=lYxn+f1^Kx2Y;R2+1MSh#6pK%Rx@)z zbsJudLMsZ4dH5)zO-}_?2^TuyG(N^H^f9h#_H6a>Jj3HWspQzAGv1~7M5lAjfk9N* zclgm?4jO9{tc_5`N8>It42Pdaci+Q!ud|=YJMlu-=PDqdL39IiW7tujiKDn2b2{?i zX43L8>e(OCIz7i{I8J5#PrR<|%Yjjt>1PAY*_ayT6b^yu+7r&i(qRo}>zWQhB0}4< z`c}%ByU?wgP6lj2sdhxR{)i#Y48i(=GOUC4&`F4b;e^o^SGJ5E|YLdyLPKT*f87zj?}`|q2E zRFcrh&jy-}qMmQ5BD&TF3tqPg9R3TYMGppH7((+yCPx`NoI>ylwlQ5s}KT|~xp<=q$HXC`I zl-()n*UrFde1=sOI{V&|)hzCyEsuSNwlk^*>|r&8A>|xdwGfFeddW|klqB4M*G(xK zqo)HlF_P?Hay7M81y%-KJE@&L)2`-YnW5}U&_03l+g3Do4WqZ9FW$fdQJrArAO*aE zhk}~-89llli+|u1ADx(l1ElL+Ra6HH@njGa4{PCeTK}l14oei{HlA~I5a*O6r16C! zETxZq0n_4a&+1sgL9+f-R$)g%*Zz`_j;9vu9g}Nj-~?UURGV(W*wJ+o%8ckWjXK(s zn6oaat2)GbDVP^zy4EImg!-;ql;|RbweH7X`^cA_N zw#VT*-d{tTfUzy6U@|SRa}-0gUL@?4psar#K4zF0oiznop20^Mx&)`#g|6cVxs*vS z(qb1S{L1Q3kc=I;64_|XY9`2OaYU9}eIbGpt#D`Spj5$-m2Uvi>;HJqX7 z3_9$nMJ@Ir8%^B^0~HtA<4%Tji-R6-i{=&|v+-B#_j-bHeD79+GKb-Q)_pOS;8h>z zFcS~+y<&97Wk&naQx3s~KuHW2wUNrc5zizj!3v(~zM%U{gs$TQ85oTVcpIBcJ&QF3 z*|-Z&+3X)Eh=8savSHVa;dNKzHJfQ%*?3H?n++ee(b#yUZM>Oj&{6N1;qxQ#@O|8Zc7?x=p zNq&n3UcWucZ|3TK125vGDoJaj%>zDykLb8MhJF2PsXCwhI7hj% zyIQTR4h3a+j+UP(rVt)o&#)o9x2Q{EiCT0tOKlWeqcCT#Y7VfjQd#SaPRFgqry~Pv0Z}Idmi=aYj~M;pBHjT*T-hMnS7Aj z%B`j?WAaH$+LW`&_{L|G%wk%ZQ@8SuabuO$fR^j;KHk9%ywgxAJBt?gG_LaLLkqZi z`$prTG^b z>UovgP$MfQi&gR&5BD*VRs&OF&oWX``-H3e60FDDc$JhjJg82&Bs9TwbT{wfB5fus zj7A#WpvHmbSd1+U0=AL5dwO*(Yn}Bo@C;Vk%oKN^F^1td-DcIM>rBH?Jc;*lKjxrS zP+jAN7(hFG8P{}m7J868EFrS-S4TL}2Dgx^Pe*meM51CaOJar?MW{$Z3m;-G#G93{ zoGPDAXJJ^s%*8;1EOJOSJrzl(#Adr|sJc$_ znOc&NaO*l_WlC*WqRwV8G6rt59k7YDmPXQ4lK zGCY18PcZ1{ih3kehfgc5MO8c+M{t=z?)_MRMzS0xf#6_$?Z<~W$ADkf9lJ|pK0apX zDTqSk^G1x4Iask7XF`ZG8`535T~s}~trF$PDyLJaEmcr`MPEbF4L`sx#Dq_w8R&vFc#Ncd8PDM?!%%nmZ^RDVNg}_9*VrnLF#u^$qq|WP5p}Qu@8EF^ zuK_EogGVy<(54$pK}3puxVKWeYkK2ah1JzdEhg)ZErz3VkeVu6TdcutUYh7r3ta9$#4q)LU1x=_prqbFD;UT>S&f#wCqM9CwPAI5$nWU>fim(h< z@M2hlN7Wtq^fC`gmc7W3gJ-;mC{`$-E1hENw5F<6#1nWp3>TbIWo43z`*D2*blrwe zQ&oE*1(zlzcqEZ{v?Db^m0T%n=csNs`FM}cGEEO@TIwz{pZfI)BX8Yie2;EXx@K@` zQiAXCNHyv}I!_bVlg_{;yiPw+D1~8*W(;L^%Se7C=#FEq^@hkD6|zF)Do2#)fE?nk;g_ipaQzqM*RC%8C{=?^8QkZjda|EZPeFw zv69w2SbuLAeu;I^I^j0sb~=g@zW*v;M~e=FNkS^9ITolbmb`|wrqv1pUkt=YwvtT{ zB$m?k2hN$D%mQA9E;Pj#uoDZg8sE_^hJ&H_F*X`kE5Hi0rm~-lo=7866wpJZxgM#mC-xX1h-Cnu$8HX$Q&1fvrHAzSO4iC}!U5}rsMO2}o z6@G}_rb$v&w6%uR6KrP`QMs zQtIK7r31Mt>AESK*j=RHA((^%xR3uPneOW)uPI3yUC*_=QwOgbyJJ@cT|b-vbREsC zX5qx~BVt-V(H*;v4f^1Uq)CYxoM?yJ@DWZi+?Uz=!J`(Q$8ni8A1qy)laS`&sS477 zI+1M{<2HO7Vd9G%JdJ5_LD$+W_1jg9mqseqHY7||LChVNAjZLOeu?G$w>*OGju%MT zRTZHg^vT^7f7n^2bX|ziF?9(OaU||Lnq>pc*ad@4v5%_yEJGrhIu$B9;a#kd-iXlY zx(u%dIbkZ9RQr0wdg8o=2CIs$TTm-svdrIfU_1U~x|cb)Uy*k-ufX8U(Lf6qpU2G)bT)@aGT)mRmn23+r z76c*Ebv?%4y@L8>Q+$n^bb`{h&q&cV-f$|;7IZYDv5;rY2#T)F`+jBPNsHR993+!y z{|l47-mQ-xQeoFq&hs&~Nud+Dq^2we7kNsrW$WGNRfqPZfkVb|*s`N+J~pXOZeguB zO(eRM-}QX9*+SO?OrIREY|q%5e;-oENYf{|q>fwEm6n@UnmXAW4>QE6&RL8y=(5dE zZ?^tPrqbMNq3d3zvOH*Md1csXs<+vu8SE)opw4#-)>!Czth$FoxWTf*qc!&Pv-LG< zyT-~u30u({xJdsYE2|^%!3Xe4B~C@HF?5~B?{|Qf7UVySY~u~+GBR}+Ka4T`Q*=&s z>5{I|b%aXS$ru<$Cge!b4&UKRpZw)6+=c(A5|3&MX@7vu&dGGcRofNnupH6-BwFXI z-iU6A#p-;5=phfY@G4$oFqJ2T5it`ziQ8q}LSPi&S<6_pHeo7oeyrJ~>3uZM)A%0a zbdz1Bcb~g3hm?08Ue-r|3-M`CNjV>8ykFIrkN?Xcqc=KJi5BWd0n1@HR^XpFt5i)2 zse6i_aj6b`ic&EqfuP196Jzi^Mac^4YYBp)fiC#43KKae1X3~7va~~^@4(B}`{6Qf z#x6{wroI~su>qrW5_2F&-+0r#ZAX9nD2REuS-4=k+jiw*KWX_+1}(qGFVyiH1|H-1 z{(GiQ%?u2(U2u?!0YcUSL5+d7XZ2(B4cjGydsH!#gxy1mArwP=0ILIj!%0%^gvR<# zNX@87>zE9-8@@26CG8-o=TfHzHs(5b#WK!XH8@0CKFJ{Ea|Rn%jN=0m_-MZWnPjRG z2m}f)bjQ7TU!TY)R2^;hIV@|iL&Fhj=Wwx%gqN%9&`Z?b^)bJKMGYx4KsN8*eUxGt=J5UJW4bM;Kp;pQIM5Dv;3M2lUm@GA!~&(bNdA%e^+97T^>w%u zbrQ#PGfu;KQuSO?U|!%Y;K;QfR|4f7@9tQfY+2L8Rf^gL^DnEV%f)%HL2e2QTBVYNJjMa`6`a z5cGacg?!#=SV=`L3uOd?>V|sQj(71GhDmQ*%rTE8-CBwvIOOA{N}B$ajf-B1JhRy# zuB(D)9){oIZm*bmDk*$_kQs_Ha2KgM9kuZY&m)Tw1cJo&fo4)J!3u`%&tXbXnIr^} zA_Mp0VOhm)ha|M{*^Tuk+*v7;D7sR|xAfAvRg=}sh3oMXEHRODSG zs~hnn+1*wkNMJayP4%@EQ0raBCCt(1hNkWN6VB1$Y#byxtp011+nBYp>z8 zQ{sZIwXkI(E>KPPL|wGOV!qyH>ekM|aEzn&ug`yHpo2{UiUK_vEW|7N9%TZ7AW`AO zDGY_SvU(yl^%bm=xyqG}N%$z}fyf#J?;W``lv4Fhi20SX*c4XzsMM<5K(iQQu^gMR zmiN%YH1pGe@oc`&VIM}JAtvK>+hloV{MOxgn317CAV^%)!6RsoK{${1u!C(~R9@vH z1xN8bYDq!(()Dy7t+*FY#(eBxJl^+N#8tI)?Y{?NF`Mu;+^LUUb;j409NHe_qAg>> zyGiG=8dD%hT#Th$Iiv4c-AvkY6$VW&Ggy-4auw3GHm~~{rpENTxwwd}KJUgSU8gY0 z>x|Eh@vPvI0qnxm5d=k;p0)apf8x-PM911eKWDQ4a zyoD{6tlp8LEv{l)wJH3b7%oO45C{Y@LvMV9QBn-SUzHX z{i?mbGpg4J<;ns(3DXk8=@%P@U1n8nXOW@+&tspYOwlSVqr%Saj<|>?d@_)QhIA~# zC)DYI=UV3AIn0tu5!48{=z{Gx3haP>mEfF`7(lnQ{iHYgM2WIXG0t{&M>Zw~HG#-s zP>rL;5_}r^Q!+qgW3Upn}RvmKyNS&D{z2!I*qTlGMKMv z8fze)q5stEWfi^&gR-))nPHjRmXZxS^GqLZ&Jt~uAffGkyrd_ps?jK9A)AUg`l#P30(_n3Oe8p!~N94QY^he#ftjDYj7H^8#TrnsNFGMAytKKu%u z_-`(W`&5n7*aL9|?e$m9@EZm&p$3IZu-1@CnLO7NEMUDqq;|U+gTo23y1bZ7wY#Qw zi2F-IY8Q>S!fmAN6X+P^+F~c&!8}~T%e+Ex%fW=M1=SZWle0<2O>7%(?7$h_WoDBi z-&L6orn9A`$L#tkbkj3b;P5Mbhk$Inf(O($7Vr*zyI$+k&EUgS}{ZuA0l!?GxOy%~pCeeqk&_WHDp zB^aoKyg43Mdj!sAu%!9ne4NMIM$Kg4ZngWO3q6c1jUHt4n(;&CBk)mzZI8OFQ{(F+wi=h zILG0y0LMT$zpA^ljB27|)UKaOg4)aLuSYN4`M2QpJ=?(6;=65h=lrILt{d>Kn){IT z0Uw8%O!r?(KjJ%3wvpd1*N98?;9~?SXP|m_8K2!@sK7zkZX)b-EHt)HEW;P18TYq( zL?y#j9(H*RHKbHIc{^zV*$iO(tH(6lMekVTMb>*&z+;c))Y6_I$j!KFjA2j0pOl@= zqeo9xf!j@%I(Ly9)`d9)8hs?wejkZ?9*}BG*Y1YY16y!`I^Y5uRF}xt4FAv1maDuh)p-zyqd@Gx{q z`N2U7I~=7%mq}rF)tB-fUZK});FqcvPzN`*yq87#nicShskj%5Ok$|EQKob8d$n(1 z7cxM(rXEImFSOL+eqK3V&=_wsjH}Uf9o*QpH?q)7D>~~MuD&rJ zdoPY!KJQEw^$6CQ=+J>%sI|u;kQHiyr5Q4L!IWhcq=G3+*V3-7>#rf(E544+`3f;0Hi(p_Jh zq5oC&1a)-@zbW%_6K&eX-rd_ORX@tHAA%^Vo4 zXYH5o1(Ak#Ej^kYSVL_rzu1Rkag)3%3+KpKDK*uNXj{d}rW67}Y|#~8>C?IV(RB{C zP)(PTQj=mr*S&cC@qXyqrQF{pd~Z@xR=S>oSB%kQH`e1nsralIjK5HUr`XVSs^ReS zNFa|W=kHC|4e)`NcqqjeB#Vkw?H-DS=A@ovo}(9^V}+mGi9H!mcxR9p7A3lFjpx;T zfauY621Bh2*w14hgPC$-U5twX^F!LxbsA=~*78{ANq*=$84qEvSDC%*CqF>dw4{%X zNr(c0KoA3@;ViXix$CrchG%0nuGhOKdz+R|-RRX}9SJh%>OV6%U2|vnYLa)ZK^Xs~ zI;*Xn;YqlkcU+E!r2n5=`U2eadzpmoCSY@Ccp0C5hVi7I@H-x=sBh^E*Qnx*R~XY9 zzpG$wO){2ap=mtaUE1RrY!ujhdpDl*(Pq)1>uiQ#pGUNJls#Sdz%|yKcKm>))mVi; zPk5249lSfkvq*IP^wJ-q?5sB4^jb2wm?2HR<;mW_k~k8WJMgk4a1;mxf+&*p2-4l( z@U(J+=BZ}2NKsFbbQWPLDY32k%>z-Jeg3@8em#pzbh( z-$NvOeJRZZzn+73=VO9!IJ3HyfnwVEN3z20qhJHB#K1 zf8B)jEVrRpg`K>|0t;QYWcad#dU~BA=46s=rg3Dbeu*XwdnWjh^Aa3qd1zr^H@y!* zn`%}*T`?ECaE!IMn09tA@7RrQRO!|}fj;=5W!8ZMCus}uv*NiFmsrMvIDk`f2@9$j z^01$7TuY1c-@U`c+)a+=H%?t!;(M9pbf zgFlkO=aaIVGE{rfHgTv2{dtydUe9|NUyx`&=9zmlgef*k_@tuvIrzD2EeyAE;;2Q9=lygL$5QnwWQj^zC=gT!q>{*<(Vb@>{2BKs%~YNyrHF*% zIch2AI-OKzH>;#6HS#NTw|2)xnlJ~qI$=HjOe&&+7Uu&)8_Y#?sHBWl>A zIqSZeQs4EIofR9`*V3en@d+iuRsbEYK{Ze}`aSu}M6p06n*)7Kn|8C2IjSnYqjK2r2F; zweVsL#!&qjf+<)|8u=$)GRW1Ogwz)fYUXV|-Pm35T}Ts&rkJLxjib8#9urOEywU61 zgYX+mH*ZCBoy=cMAhr4)qijY`Zy~9f>AEWpq7{8xDtht0mMOY^6kjUkyb`}x!yjw# z7xY!-@K>J+sw_HNd?fRVFBw`fTMdAVadZdMQEH*`*6RI^mTGmNq3JhmERD8^=HmIJtz{}omg$oY7K(Q< zlJ}e|SA4vn+Mo^t&;zO;>wWCESiS!ZGza+Y{?%4U`#-$has#^cJ;v*Ns{5UmP$KvZ zH0M!WH?%nVU*apDQR6f`ga5RoItg_H&93++q`ZccsISZE`4sLpbrE;LTCZ;pAno)H zfv!V?hprv;shXZ`LqfU0IxeEx{e6__dL!$#(8n_RV7pDC75^J(jf_99=C`zn{dsz(+BEPtBbZ#IyLj@*q-PC_9n0u=EF7&pN?pYv9)S z7d6=~7If_%yG|x)rn3~D$0r8;w$VlBakii-A7>xH{P zLQB%a7_T#5zz3G`?Lt!ZhY@bOIhC3{6c?PrQngP}T7um^a{~(T1E16`(WC1d@N<2@ zAd_UL?O^_A99MzTzhfEeW)<9H*Jir@ogcdXi&w^WD|#|~>Te0K=Hg-gN(;2od8WA$ zJVy(X^JL3AJ4uY0ao4so8J->vBh|G)AQ0GMHJ;ElPY;q=-zvEN20WtEmX<5KXV_;c z!W*XKoo>{{19+OGp^eO^p*`-#Mbjjw@UR`1LY(p22?xBAq(E1=>wMNFYm;Xm^~%GZ z!uMv7t~c-r(js*IBk`?HbKS9!y0sRrkwDY*tIp>qyU~&VYBS`Y#m5XBl1bdj3^x9R zUVP=$HTj=OxJi7Sguyz&C;RPZsmH)*uBG?m1lHprJjl{`n*T43;5i0)C6{&JKGv-> z4%=2Qd{n`XWCDRe5HxbApl&1`?5`5C)}}kHrtaH-eWqO9p~FEsc+iK=vM>pUu!BUg zmH#e^h$Nts{srs``OYR#%{KK?*2{P|cGKwAsfmAXQeQy&eg(h5+c<`U5$>j(jukAU zP1LpxjX>fS%tmigX=na>ks7rzy5V*z{GZ`8rs{#lTlfx-@m}lEMqVeWKgQZ>&T~AC zU*j_N_>50`;Nq2TQxsYY%k^1DU3rdQ;2y7?yF$f!mPn>0RJ#_|Hc+ug60PpBn!Tl_ zKp==FT%@rEq-{r)UB86akJPD+B(>DFC8<(0LLHJ|a{@7v7Wu9&dTuj`|XC0a+{IZb=Vzuv!&)Lf#%j!ffu@=-g&EtWDEGOe+^GXz&H z(+uMYO&Ms((qDlbb%wX$Pys1>J+@GnZp8>vmcwu8a(l@7Jw8!D zTAdby^A5y|maxo)<8fVL%ki3JJ(EBn5Y%`K#@U!|tgMiSOh!NzJPZib$5yfOw1X5l~_&T|eO$=E`o zN{-?g9hi?BEbHWJ;Z~m{rSXPocsIh)dVxS7sAkB;<``uibYU`4StqmNzNE78xXnIm0)aqKqmhHQF;T#&Xc6Y9b$Eo`KB}s; zD(j8lFo1rfj;buIFmvIG`sV@YA znu~_i*VCmK1Oh?TBb^l86hp9-6nz#i;3`S_JZ`}%j729D#^s*G0zu_rHJ;UXJ`)H8 zf=Y&i6kUKO7>*^R<+FGRAL0#C^kJ;TXtY5-KX*wn2?RPyaT)Wa7z6@A<-kb_&POYZ z!3xsy8C=49cp2w#h<}ek3lt$kbhJQVi)CytMN$j`fgpAiokEIkhf!EgT7CpqaE%oG z2#)gaVQ7kCQnW*gNg${IC3pi1q!EZM z{`UZOV>VTEQxdpL783|!gHpVK8Bz=afxsVJr0BX-(bKUF_mZMt!@Jbdck{0qRMGX2 zj%3l%0zoBUBVJ%@6bJ+Yg=C$gdybTqY~NWyhU#xt>t+WC3BkGJs@DSA6~bvKkEhZHRk2&xi$@Tla_7YJ$|93pUb$F$n~5gVqeAhef6W*(26R0J`UiFzU1mMDf)J-#VD%i`qI57 z5F`k?;6wD5Vh{+b6I}Xk(fx2e4&pJqf;VtQr|4A}jgF`-Bhdmu0wNhFa7+fN1cF3I zDoW4-gRl&TNzoVaCa&_|!&rh5r07~~g)ClA=M895&K_G}1)WSnpPZiw>lRlI<+IEY2)k4F54 z>=rE$)I_Yr^OBBKAczm-;z9h5G4vI@&W3s3*e$vlDLO?8MSvmu_x>KwyFshwzXr=Mo6w18JCuXRuN-7zqRdA9R=HTmnHnp%pG*iWGxD zAn-ym)%AWU27w@c&;s405Cj5&4@Th%>Ps;Q1OkCT5YNcNCCrmz5C{YUfgrxI0Z+)> z7J)z@5D4NMZSW4dOEE+am!HKqu4;3Aho5sfW!X{C$U-kn#;C9p3Q8Ra1T`1QID@@X z43Q!SQ&8L1jgCf_O1OR=uU}$I)??8rO4sO!;kIN^7t?tCio=N{9!?UD_OGi(X6GuR zH4MZMHn>Ze7}goulIrc&Ue;zE6iPD`2&y?I;R=eS7$QLiR%4_|-xQ&adR+(m&?Cmz z&%`dozWldcu#KB$Ns1U3>~o@Wd`v!L?86#nVm*RG8S8@8w1hQcHZGk9y@Uq z^D%?}9m0qjXD4fMPERD5jAQr;O+)^D8|*OYau*t@Qg^U4cSw>#fuNeBn4$i4QVfw` z8uriyYe+$R48sMw&T@3aX@lrug;}IQx9)9^O_;;K@5DW5W_;QUcU8D8W5w$IcAiH= zDxY>OreY1A#44oe?y&M5twg;AvE%ec|< z{atjVvAcdL&Z2{%@;!kZK$efpb&FOdZ)0}aMlw@*U3h(@T{7Ma1;JTji&b_jpuq1{wQqm8truO z_jS;S^q=l^#S}cCI$(z3LxX5a@nc244$}E@rSmlXon{Ir<{9IyeeoMiH{Kmfvx^)( z_`LPKG-z@a+ea$PwH6Qmy$yBoIzuSy81xA23pgf~gu7YqW_0kPYv3T(tJi~hg%V5u z$Tm!p{k#N%1V;w>W~&rKaBz}vdXZ{w!Vj@i?|j@#a&`oy>oUI6Cra0MVJ1ncD-PjD z*sNdofTCyzLy1h|)t&fQ(Q!Ro^qT(P7x$xq<(*ns#B*+?!{5PwCtCDzL%gVnA%*HW z$xwLz!jQ#-g}6^qbUKNnd^vxzI@c=v8ZFg#BB#}sc+f)n$qXdUM!IxO62qy#2 zC{^oLS`T|=rtZXV+(n{G)iwG6Jk7uAm^7?5;_MwZ?4izXVIry5O+5%L@i-~SyX4N` zYEZolDLkBIR9sEAhJz*$B)A0#!QI{6-KBAN>Bc2MfFO;#ySt}>;7xG1#vwoh!JPoP z-^|>ZpS5bAv)_HHR#m;vS*rq@Mbcf($5e(->39t#{9)q(4*@zlUEb~PBT=3P@n(sQ z^Dl|FT&U7U?^0a-H}?!o`VED5W0o=AnL*B?J5*wXh_EfP_ph5;7e6};AWBM=aMo8D zvV@@nmjUTX_C%)FSyhLs%Y`}X#Jr#&%5)?AeFEMvlln+XI#AZ_8Vb{z=fwWjYI(2m z9<_+g5vg1Fv_dDvvKaokUs6IW@GmZE)}})&W#PijJyj&{Qqvr6@LoK60Xs=hBVJe4 zwT}jQ{Gv2&00xwHUgSt5xP#YqAVfZ*K4-@qd0x;2!%eKE?8H)qF3U;sr}cagR$pxS z_D_l+19?G$84!1%D+y_)f-=v%7u~647LP^fr=p~|uA?JlNej{+T&$CxJBy#-Pa=FW zr%zs$xm}snXR7QFSGhXAC>ZyKOa_t4bz{qgh+gK80yX+q`GTpZvIli%&V|zt?2sk7 zit|sB!m8)(w31mz5b>j7h)xxMu-!bixh#34)OaP0*Ub@-l{2q(qyH`kW^iUfdD}zq z7momvKS26ke6>IvQXlp90@-z#Gq-Qv-m?2-C=UaRNy;7gg7hA+JYX}?7-%IHUW@qe zk8UNj)^wAC5@DIVY*QBbQNT*G%N5c-g)!Zil1b2ZvJ4%mt<{pnOfU~EE3p=TIyzU^ zBVU2xw_Z)1yFT~$(cWo13$qzPt2YiGNyT^n@&bp+=$O1U+gz5X0oZ%0cHgZ@)EN)l z2o0t>KW^!95cPaLyv;w{_-3@`3I!r94fq!Llt?dweb1+p>&esI`*6&&Qs=KGJt6J+ z7KEEn-tNJ@p!EiLw^*<7CClTTh@B`UVyod?BrL55nA6l(4UI zfTtu2EsXxeTPYFw{UgH_WUV;eecBy@A6DL{x0jX+?XoQWmdPg}JBgly0V+m6@Xk*$ zmbAyucgPPIpZrFDt?2I}&5L-voxV~3U4qM3Gb++r`1(g&E>SZB;hSBx5vjvHy6a4X z2V%=2yWTdN?q^rTfDiXsH$8lwFQ$DH#%k%mKjqx#Xzbhl=@v#6Kk$+*sLvz*=2g2@ z&}@RGbz(>6vjyJ&L6D>1Ju1hVuyaVyncgOxoFnwG8sSiB-FvGQ*HzHvj#bf!; zMBFL%>D7%X`rO)wWFYMrKoX*XEJB>X?2;`l`#m;kS~mHCLv}U1vcAP-Dt-LA?Z%7e zdbW!cromeG%dTOMKjw?PhFJv()2r!oF3%kvh1njREPU`X(*b&sN3-ims(R4#is$us zdfho9a8}-)8@~4ViZCc}rZu$wo-%2y)#(|(pgIf6mJj-|+;c|D`-_ZfiVGF_e4CYN zUoqJ3D?c3xEP-gc{{xw2@G{-4!!O|J_D1`!o*#;$YcU9+IeLf9Dn{21a!tRMkI%mo z_x&CTxp<+4MzxbaJjdd(MP}Ux_7zG^NTjQ9un9%Rhgh5rFPA+gxaFhr@KT-h%#_ zR)00{raTpsUs6lhEU5^K2>%w8YzlANnLd1CD$l6w4ob*S=x23?NSJ<>wb$wTx@>0I zZ7iX>IIa=-xX_SKt?dAj&UBc2olXuUr(67k<>1Gqb{Y4#K0XBQAoW*K$lZ#^tc>g! zq5vq8a2RS|nA%J!OV{L0C!vz$M5|I@&k5{p=^4qg6)wMw5nbfZNv`bXwka?NSVOPOk#Y?W;S{eJ?bjb99O^6Uxl75U(zpXH==GOAHSHL@V&B4 z##&d*SEG}>quARau_PXt>EjOK2&XliaI@dfuEu{Pk=@we*}vXjws9;k9j zbmo3sS03)>B*OiB6brwci_W&L;sNM z<9mh6BOZ#lt?KVHc}J1*Sz_abd~EHYJ?WlwZHJRqw`;8}3>QStH*e&Z6lElJLZ}7( zx}G8*7=vw#*2;;^b3hO*IT%pc3HajGFyRo|v<|FramVJXtlwgBz9JbFCn|HDLNM3BP|OVn>^wuy?XD92zLh2 z@thvs<518_W~KoNDWC=2w&YH~9t%o~73gT|sDmP!@eD$G10;Of4N-mGWjMcMf&l@> zX6(I4f1_aQs=X<_3$?K>4mfv9Z-nz9Lg}!z*@X_zIO;e<1U7gh;yZD+h`e{VF_2<;&j^{ z!50s@%&fkdFPV^EkRV0=#C2Q`%aF=m(22`y*9ThG=?i_pthxBEZnK|BMw zC$pkm{B8We-nOy-`N!GRwrw#cpqEn4t~1@`gzizX`qM~)IxII-`IKRWMAj3))9Lf9g(Ui06{v6k<=HAUlZ ziQydk6)i`%f3sDC9@DwJ4wBzL;%SO zHEiE}-<-5FE(4^M@M9dvdP^|2@+E5gT#=fLI8+e2J$QUR!9GHE-8Gii0 z6&xwgx#sppQ^M2C96k2{ZX+Hx^u*bagV(QZU*!;QuzA!!BXKuI@U9w3>#|l|PBj!w z@yQg*h!*rhBO>u)yPTE}ZE<2QDQU900r_r}w?ICZS`gpjU%_?=rX>XaBDGJtF2@xa)MceTwIN z!~TcGG=^>Nve1SsNkii++Vd%C?Ppzn3=Zi+TGOJNg{u$W#y&xiKCE zF%q9DP1ZwmteCoyJwk0)&giA}N`FGfl*Vn1!zN9;v}l>KE#1CM>=u2_(&_0dE+w-d zf_+>4r#^JAi`-wDm1vbNt45sJKtM0RG8lY%5(!>BiHa-+tlN^kg=4r&t= z>i@uv1JC_ON3Kr{{|2JGP{rRFQvanM#OkZA=l>t(I)g%4*z_-S@=yCR&axZd6Jqxt zsG5dOf7Z{(i2DD0Bu8;2ShV2 z6yIV%J^Y`rKr3-I1*-pGn61nN`Xtu>?+__rH)l!0M+;7u%}L}EV`0Ao*61Qu@!grz+aKG`t_Y#>4HSeZv6Sg!)pxKcmJUq z5`W9Y$)1C&Q6;qc88b}Hd0ZOx)pQ(i5-=n&$N`3*`{P(y^e zA|g#uP$W>!67>C7T9QIKn|bzmpLnh zOw|*e&{E8{XvSVI=bt6`6L!w*q;KBXL6fqk4;$Z5Vq<_gX2Z5O=VNKcFkMvB@B@wJ z`VGd!!iEhK`5n{mVb`U2?TWsmOgwIv{XXXj*_a)p6ANY|MtR|ILY(XzGI?R8#X<0< zK|lRU?CTSEnT4PnwD$M$g;E{(&5e*)KLU$v=;bID0U|AGq%9GEQxqtrHe2y*_*GQaJtF!9JAMhDl;c=B1ga1~1DS zWX9TCO(EHeMwH1S_LT`c54b6aleOh|hA?AB=Ucr{pX6MwOSh}4z8AI_mqRv%06zEi zk9_bLc?erk*Z7_;kwtIOp3#nig2#mvpU3@o(%Js?cuJT$*s1nrSIGaAbi9QEf)}oGAH9l7?&OmgE4TE{t_v3vcLI-9{E)^)i zj;}liOYcTB%6mz_1(lA8EcMX?7fFw=T2MLt5Q)Z}nsI)+S{&KT)8!8`4ko{4%uz$; z89*yZHJTsxv909BGb0v79u0(Cazb3`oFE0W>K^>8pK^E~*hEvhRMm%{J`4ISrOexZ`fes#p3D*n3ENa;puTAR7FTs`L4M#-j}oq8M! z?NlGGX9Q+ZUxY^2rzi#uT6u05by7~=>eKqBgSDlRx*dVBLRGQ0kuwtKy0cbXIloSvg?@dNfkB%N9e7 zI^tp_Z;RZf4qrVD;S#HqkRyw;G>1J+gL5uY&xGa`bFoR!UCa%L-?!5DcmDBoP#LU{Q%cCW$jAA) zSS*XWCC`Z$pwlp-D4OdUUqFnI)?Rt^nu&a_=uAbegFVdZKMfOkR*3l4(pWO)2x2&b z#A^URefaCPNA4e;i=506a#UI9lrXI3eSGRbLnCtfmZ+PDFP)sxp;FDuZpo`Nq#SA! z*D-BTyRA6Okl9hGW!U%lKe@~z|SC9Vh0Tp``eCtCJI23w=6faeB zAB6yBxaCzLNKr5TTD;h3Mc_3JWc!*)t-&eWr zh05BI-&{%OtD{-0jP2qD@As}E!E>=cYOAg^9odnR!kj>R-j%Cue?C=Reo>HYf=?KO zk)SoE4~$l(9bJFEob`jfc{p46K*ii-x0rFS{1%ktg?>+?a=+Vi*K+FD_OciL z5B#yY9G6T$6w@%aHvlI!2F;Hk=IR-#hI?oWAB36S*Gxr7Dr%2v+_#b+aM&0pY>*2i zt4<{|oXe@~>X>sKlOBcmZdQ!Dy}3QpkVT%Bw=gTlcdTS>9eC-E3e1~1`z#n>JVxEA z-IiU2p@N5Ggto-}vXM^ngiBYwy&{VkGyFy!ckoM*={fI^aW%II8Jn>4V{7L5`cHp@ z@$?Y9@ZBr(?l;p$<+^Q!+rCLY01DXYVZr+gdH^X)I3Z60rqAl-i%!II|)-C=Cy zAI>j{)%|Z144q{Sr9g`aK7JsffO(J|-_8WFi4TAK>RemJU~^o2aj2p`JJbfcA^Rki z=l^`FOt~#k%fQqFx;8SiYPw(v zupw+7sJ`hymrv z4d`xFym8+HcnR*2OHVLNI0UaoTf>IwI!>*7{>otI@$gs#r5Z>jiY{=EwtkMndGmwV zz1fh@rTO!1-Q@j!YvkGyvbL{CG1Qyax@k#2Nk&O0WQxIYWT^0@yd0N>nq2Uf)UQAW zS)7&C2Yvo@@Z z2Wz!Oq7L@$4Hf7R`dP;ZVa(8?#WQ;U4+2WFZ7KMG=?mvx%^g+T(^AJsX!44;&-+M z+(?`CEo9^Zcr@7jUL&#r?o$l7O&A10&VJ_efV>~){@G$J{K5<*wMFcTAr`<47ZMSW zE_I|~ZHWbEr)!9jzSHP^4%iSArDVLC=KH+Um|6Hww?JxnoL~aU$v6xK*-1e`_ zPHyf=PFJLBDguRGOAv@C3WXxjyW;nR(#^?PblaQcG@Wr>hdabhP}=tbsO`sSZ+&#c z4lslIK1VU#vn?`VXQdm%Eb8>l^2m!a?iK3yczLF0@YIP1g$yx>*F~c?d@JU`=V=$$ z@w!?yhQ6@RAY`<-BImID`fU-?4YB92gB2st@7m!52EZt6b_MC4@ntq=LG%l9kG?7o z67OGxTYs`w>B-+LBVx}R@bZ)RKWPV}2U+~P!a}3o$KMa;LBdFLx1t0yxAry{Y`FI+ z{z#y!+I>+x@FTKal}sd4M0&*AMWYK}c`W6b5=;7By9b=`qJ)cx;uASv0rb5euFM>3 zlC0^5+`7#!24hchqYd!iCIhBH)qqeO&`?n;Z?B|X)>(~e%&FK zsTONcD*M`yGu(&HBeYri1T!5z$2{o*)QyN2!Mk}GFTxVOz`t$HX(ivBQ|MU3qJwRC z*7n)jSM z7&p`KOQWOZI#d7{!@TXS^qRq|XYNI6B-*FB2ci;kGk>1MhFO2(!pA^It zuRDXOivtiQZU&at`-Z8$@K9)?Tfa+7i+TgQjG0&XsJ-yhkbhHG&BQ3Qec;6c&}D6& zTU4DvypfBQe&bBx<*TBfwQAdZ_xXH=^}w%PvkPeXMbFm6rGykuole%Cmmhrp>uA)V zIyHXj=$Vq(UXx*!<<^4cvJ3N29PB#hAaHC5<(}X%scGkN_e25Y63pJRB+Fr^ub0%W z+Uc-M1i`*`U32FZ#drNaxKabiNq7p;c^y+nX%{eu$P|RkuDQeKiA{WA=H#$@>-I5` z+t{7bf}a(6E-B(D1magAWDJ*U>W%qFPSDK?KHrBpALCy!OU zVRk5QVXG?kKMUozO7)QVppDOs7?hCoSDxln8}8ICoE8r=JFE1F^FJ-Oz_b`_6OK<@ zK@a-rN@H56%~o{amjWxvcYGFpu~j@)AIT|NhhkqS^PL{9*q_fP%*Qn>H&MM}CXj8B zD3V?rDxkLbRmjUM(*i9~fYUXKUS057CuZ2%p^v5l>AAiAKVuVq`y#g4uWpb(a+IwV zrzN)Q^FH8|TX@Vt0ll>&JcsrAyD01iF-@I1{|Nbq_Fgy`ZgTSY-BmPybk9EKg6~y< z^oK;u_Ynb#!`rUi=}zYrH-tg{5MgZ4w&=dB%<`yzWHX`8$+&^zbXLB**w!V{gvz1M z9=Dq>dv~bQ1C?oUn3(g71%mQu0q*#4@Y;-MmgFLi_@+5zy0s37dyCRu260Z?x{Axs zPXh;sGZHBWLY|!HUq|OCRCNQ4{K7N*evG$b-EY`j)xJFEGUtH=I>S7xzSYxnAy3$G zG(}3TS_OJX&AoIy@jYX))R#qFD3zGap7 z2@+~M=nU-=#aGoJ$L_5MV6n*}PP)B0fW~BtemxlpTV+t6z z6eh7GyK+p|Ca%~l#D>759S(NYv~iQuX==D~+$uD#)h=5?W!;Rr@(5JSefMv)Zfb}> z-EbYhu+x#U?b4q*hmVJro?MOAcLD!(nb9yM2J_78sWRC^ijnt9qMo^ailR=p7n5_E zQ)MO+O4o_1#3mr=GR--czRs+}SK zS|k~%792Um*}l}@xq6Kiy|p3fVJ=3E5Pd-l@SOCOGY)@SY;2{mtEuXFkmp(`eCubM z->zD)P?-O*Q)Qc#X#9>S^!copPm|d%Wl1N^SCTnRU-67BW#G5tJh3MngL@Z7sAX_x z#Zuw`8@rQhCxuwyXaDhr%uCAUtq*dkbeMFMxfCuA>r9Q({P}C%DHyktGlFH*oGQ;{ zFKkhLe%Jok0J~@mh=i1ef#oL8p(6qkPBW%%*6(K5Pr5c17&;>d10%2I#_6l9*Wgq6 zn)Z@SVQWY{)HX}k=)=M*fnDEd$R1PYZ6DCi_y=+c9wN%>l@$N{K=5HYSy`{Q+wHB) z&$)IT!(gtQOy43Xm>W+ubRKct%M)t{X3LoEUZS2<$`)|dN?fB3_6#%z9$#B(Pj57+ zFcY;t)w?hURI?#CAebgc+eXLAW$uiCB9<0Xog*@^R)Zw%%sjt6KDCbV0UtTvGeR}4& zUIV)OEk&k;jV+(s2JGDW(r-}r)p>EYpnfr{!JTx}%h54 z;LlEWb}_cZVg4PEwn7!U^LAf%iZ;d*S{24TU7+kOe<}T%JKTwJUiG-N5AsS=>t#?9 zqS3JP#bxcPI_lE*P!4XyQn~4PU-}`I6GJQN$2MxP z5&aNYHO1bm_ihxsov8O-*p!?J(I--!gVqG0VEZN0b(BQVTZ5%cBJm4xd^o&tq!7H~ zo-OZQj#|2dz&9cRyf0ofbymQ`puNUYTvimtd(u0?yOf6Z?9X}$VQIgYbsE3z)1HKE z$NAGu8j56X338MeJQv&cP;lAH|I=c z3oaS$sYsL(mz-uuQ{Jw!week8a1fz%qhEn$ZYm5q*3L`&(4%sH!VGazp%01?cbl1G zE?teKB(Z?W1ST|9PHKqha8-dTF2B+?gta@n1ub}|Vu>tHbh9)NY{p#Ah!RcHOmIns zqKMuYwy`%OPA4Dp>C8nQMRf0)LeIcWlv_vKar{wDuQSo3zR{}9RCyq#oKaO@k(d;I z#Q9qqk%{Jc=*xBE8+w(LZCo6bPJ)ES8&j)=7t(@S&pQm|@+F~!z~k-jtv&Y|N|<>5 zjr)D?jOM*ziRr4fB%@Cb%6zp3b0Gc5Y`j~(6ggFYAzQK-JuDN0(uP)FaGNKBeo5<* z>@YkwL9redf2=-FhGDrzN)9zVo=w;o=U~m5)*NU&|2#MaKXv->t^U2caF5}Svm~P( zVp#*vce5klnH_Sv_@60xU~3EW;`p;=)H})v@Vl==kbxp zdjg#tR7rR@gUZ94NmRDL+COv4V$`P*H|Q?bpZawxUSphCFHVK&H@4z(IFrjkV{FV5 zM^GPntIZ2}5hc2t^c2g|5MjO@*)v&ET@Pp;|)qbl>*1Pgxp`vBsh)P3#d|-uHasJ~EzhY5^FCtoE~Ec%E}9z(8?}Mwr5{s( zHFtPhLFt;bx6HEIf!~$A=4?Hf7Xj{%IEY*qBHI%FtFvLB4+9!0{i#xq!J_qdf*6EE z5fx>T+yUtFTF$mKSpH7V2POJzd~lS*$AzWng|PDfdV{zd8o4X7Vv z;*D19Q`V?VXN_9h3T^wNH+9oRG(L#iQ{#Cf`&VZUk-Yo9YIj*9@gGJn6%wc?`^V|u zRQuCAbkIe0{#Q8-%pDm(4#^r;P*qgnL7&)`Nw5ylB-$={R(sajoC1OxWA0Z8)H9`j z+#_Ny@fX=@&y-aI(U#IKi>43WU`gp(jytw-31;A|_ME-_7aM{z2f9izYtdoJ zlzhyarrokv&%T{VUJIDr?8;QUQKTV<>ni%S?x8UXL~25>DF=dt0Csy^XMAFABlq3f z->kL4f6N%PgqgamM{rerqh4n*SZgG)x-^;)PjraIwYEZ8qJTZ~z76lNN&Yxwu~w*m z$<~OD4E8}h; z`3|)DJkmur+s0945$VmiwM2yG)x^~HNt%J)gf#xvbP?M_|6TnhuEqV^0PE`?L(*;H z&7$?%B~ht)1Ar?xJiH?AS(nT`#llqEK6kN4`Ztg5KUP`Ix1UFNU6J(%=Qp`#My8rq zxj(=jl-NJ+qv`I~7ayRgMOiX%D3Tn`ddQVW45LE2nAg<^}VHqJLpRZk^KO!Zb1^U68Mzny6rH zt}V9zS9T%(6Q%$`htpKbid?}b!|AHmm(WSY+1ofK!2yMFaMD8&r+3yE+{1i*Gss`3 zd5MLJF&hL`2y{Lo%u`r43C?@z6s>%Xv|f)5!r3$=H;Lu~INg5dsN7l}U=9|V*=7F~ z2OUa=_$ozMpa@9Z^AMyonx4w(4XyOlM4y>r$DDoCfscIt(Xr9VJ|V^y0_;iYm*+U+ zkKT9ZpsMYYb^G8aZce%esW?9p3aq?$A>ir@TK}XpsXWEqmPB-OO2aJ2Kc{%|?%ajN z6jK}Ur{qMhb$8qU9Ch0z2nOh;D%d^7TAH8KB=L_6xEVqzX_->&&{A6#=SxjPx}R|w zc0vLe?!a?i&Xs19Jz599#jYh8h?iOQ3)^rq5m|G12FKJ3rujoO$xyoWm^aIm1>^LdMKby&k$zOWKp=9<-@6O+ zo=dxhTWB|B>Bm9Mes^+#==6i_2kC!AC709Q8RkA&`5D|F1z%aGS4(3z#52kFV3-|` z=s)P3!b|EX8L&grwPGub9BcT-+hw+ zZG$_VRBwI8diXJLj?qJR%i(6t_yTv6%I&tEaa8V)mUbzFk-yZi$2lXBS3=c$j!h2C zgvfQ>g7C$-M12dSB@L@zN4C9`R;hILvf*r{DJ&e>ZsfT5nR2~S168NL0JMZVsJwK>$+Qu*JZ`M{wOQiP_GEsD zhoFo**#G2Nc{}nrWNaYDPx6=$*;1;FLB_}vk2r`U(6lJ!?z5+dS4L~WGu?t^*Od9U z-bU0}2egVrxu(KD-rj~ViGFNgqK8Es?kW zK3oX|Xn(Y>0ZdvE8Gq5Un>0XgBM5Rpa4R~hwMqrs8;o*{egkflO!3TCzBv=~?{ zjKykf!w+}gKHtfuPwN?t7-&lb58%USEs)PcSdo&;ZaAHej60af)S-g@qt#L2`+%4; zXFEF*2@yFrgI=L&qS`b7}^`A~9=Q)DL$F=MDvP z_C#_NV)UaY2F#9%$)D4t&x>C&+4O5NrkvA_!4t}Uz#g-?!1>!RCl%Gw_iRGPFObd5 zG264F2m@t+uGno=CYw>t<5u35Z(<0!b*3Igwu*IlrST}3vwKfSMBWIkj2S3U0OZTl zpo_lW!XTY6&$_$6e%Zu09a~i5QufF@noq)jwNA|mU%rJ&h;|QOOzy#to4f<%8{}7D zeS#t?Z;g&^LJe#0y;{N6d%5G6^g)V-Xa!HTYDC$j5SakelC5E;z>*~|mf?`3v6G{v zYdUg|Y8-`N86&3N0g*_LQQ$HArD>NXaovLup5`;dZ-lI|Rzy~NzjPUbG147E3FBLy;xf_%Y{=Mxw z{*}KjkG>@$7#g6;HN}He`gOU#>!}eoRgKF84x_x^Ugu%BT-z?Jva0|^uTxrXJ#xnrJpVJUqtNAF?lwWQ>*}nUnEN`Xdl8Bf8%Jq54opod7*_PydQ$;%Js7jvf z@2jNG3@uPWO?!G=T}7>j3(`TT5&G2?h5uUrd=|?VmE3N*#8RY8*yybboVzUaIB}D7 zHLw?_Zm=7xC$YD{`luXpP-$ZAc?%427H+i|n#>YgI{GsbZ=LOuGN_ z6C0QJ4WITBc4^~3XQ`m0x$tQG0G(sub-dvDSy!I4%Jm~Zfp&pdt&B-c)`Cij+|(;q zObP~`Dv3>COy7N@>jode+1y|^Na|PHV&C;K?cJs+)x@w!Ybr;`0mYztZ zM0d$^ug$wm-93UhkNg8=_HE0Ye0F2=fOB1!5uQDy05c9H9ql~;0pM@nI~E>DzKh5- zPVn;YFIsV*4i5S76#e(?(qNd`an*}EABH^lz>56HP<6ele7Ai;+ywqM8N)!N+OcjniZRe)sCI-jfdhxU$xtl3NOu@?r53x;2lOgV@`3$n> zMp&i@ck~{9$scQrz0d)|Q(WNV3@aS6=!OCIvQ3hmc{ph?dGAR;Yl)iYQ_+cYkG62m z{yjxi8=B&Q=Dt5KBzP{pUR)daVn?9z(H!sY^dclRev99Lq|d#?LCWBc!DQf~aL zb1l5qMc1?cDLT=Msc#_RT`lA0S=MJ4;wpkx&0bcqb62`s{<+hl z4u^?esvi<&1?N~DZJ|*L;~jrKI0ypROB~50$$o6XuV+o%f*^Mgs<}44@fH4>mmcWh zXzT8k>&!n#?0PhFlq>;NM63u;^=+rYA7or_U^q}->>bGhzO^L6wxM^F6M#eh7ObA5 zdP>HXO?0(K78TD6BUea%!`s>WrVSzz%bjU^)rJKD8Ho3`;W()$|I#*@H1vjNBRr*7 zoR!ANk5~e-UeB|1NLP`lM0#RZqI#V8G3Ld4@}c0$LiYWjA?Wbd?wEkGPVpYrT8BgR zQjA1?OicaZk*-#E_VfrombYx5Yt6`8r01nBcqD!5lrQT)Y+J3z1*m&TaxNk5T_!(& z2iW=zJqJ%6Id@M%VQT6gg|oMKa#>TYGq)B0EX*+AfKxS2dCPNq^IgU6xxbGcE_vv8 z5&b_1#(H!N*e3F^fV<>M@{~vQr3aDs`Bi_C_VLG-Nya3 zG-@KQ`zF*XtWqqvrOeA43VULgEZx14#Ukrx0ks<|MDM|KDNAe4)cLY{#k`DA63^;H}v4N9a%#5D44=01LL6!QQ{Tx6#aCo5z}|#E8%K1;8_fUSBWRq zJ@V55@fDW0$JG$QP3@AM2;W#Aff(0cHhk-920za$vYdByOjtH5iL0nGJh8eKWY=3@{iQDhDl@Kc^b?gUYcQy!LDx=AUkGr-emC811`c!{~t;H zUG12|FWrA7TT4#~{Y{4x=|mA~KaDn*G7&HAq_`Aru-jf-$r^ko3)rF7)hlz(yPvIA zo8$5><_-@%D*vSA*kR<*Qy?UphR`dFOMiEk};()>&i4FZ|ph#(nrro?b-D6W6Le;rs>Gb_Erv zBx4U%u1#%m+iupw$J#H>lA6RW`iz@cojv*?_@r5pRVOQov}OHmqhb0SEBk=8n5vJ~ zqaMYz!fy8X#uOcYq$-d$ueJRE!h7zDWact(`?TQ@{^msY)1stVxgOMt&+N9zK!(H= zof%E_b6>ybchhO3yF7SIt$cM2WNv7Q)#=$>Eymy7X8A+PC~L)>_{%+4yykGVjdIdb?@d|><$hV;ku;2($73U}1+a8Mq;-0W~z-k#eVfj?)q z<*FyI)Ks8ciUoG8E0>*l&FJ)64mA`}s6re)X9RTS=2)t0-di|Ey85zKKF;MiY+q&) zyD{Z+v2tG}oDip%>W{Z477rwsJ;-KOQKeLs@xQ(7q4Q;9yKg;FV8%KaT}w*L)=_45 z=UnmlGkEtv_dC%V=?uNtZA7xSlbJ1m##LX~@9pa*PCJ2Q8CBNQJ)@P}j&7jhQ@+KR z3BGd7`XH)VfyWjlNH=3LQd2jNiJU|_VHWI$5RB`+oT`nj#AL*k8usGhxNQjJ;0~X` ztXMoCTztO@6g_)6fbEgSM{bNPpe5*bHup*9Y>{UeW_;Ayc*}&5lcK;?Q+We&`IiT4v2{gyRc(@tb17h*2-GfsT;9%93Aj7Wr;h4TzBz_FS*j&iq*7OX!AoV zG-jRk_XxMa;9s|*(WwL73cc0HK%^U!?PZI%Qx+!3vAB*q$aK2fL(oKA&%Fg)*tRuF z%R8+`H0GM4X0X)phMhf1EIiCxCeeCP(rHt>U#FX`vo861AVLdkgrg3TnIcpgEh&=k zqcb$1HB=B|Dv%kLSvr+U17w=L!7n5^vk|77Eg`gWB6xxkSdY@ z7DW8m6gL6wO#>>l+Kz>+II($bbLJKn(rFq|iY= zJ{{**;hyheXQH+O09LgFUKqRMrI`fZ^_bYtUuM)cxPGJ6a;anI{r!lo7>Knc?7iyz z>GMTIdqZHgi!r!PO|7|2ECV*d5Bvo?KFEDXc!`dz8}B^9Nn4_#&&WY)o}}u%4=*Ze z%1Nmp@q>24tn>^*!_rG?6QXUKbz6GGiqUv^kr-KeG=+);iEnshqBSW=YQb!r-L68m zq&Yf58bc?9WTi%59{EP4m?QB9IcME3S6g?u21P5(J^KWS5cy%|^*9VR#eCT6i0QAb z2@9D3-I})9u_s676XpIJ4yQUsLQ*8ssv9mFCYs+;0pqETgfw)mfVv7&$I^Ej?y%Mc zhY#&T&Sr~kNAR2dcoyDpXqA6y!Q-gY7h$5j+@x?!t=FWbjp)F(*u$fWDJ@+Fy+Ugek<&2xCeWZ|eas-C@ zqxyE_{808;nY^IGBBkZU%(2w5#Z;I+JHaZIW}TC+@gcSsj5~2{`|hgr#?JW5UStm2 zkgC6c!I!9uR!;J2{`g8UBK?ok2K7w#PLra-m3e)fq7C=qo#vItLM&@5rC`SXJSaLm z&}f54)cFCw2CV+JnQq?Yj8{XVq0NW?U>?uD2PNks8t0AmY}XCOSj9VJk4S)Nm#(;t zbMf{plMi&L(95GhiM_fAzrdKwe6pz7(>Lk1@e8xSa^=A(R81(`b791=tl_PtGr@j( ztXZv28ULFCk}l|}9sD4F-z*_jUtCUd4eR#U#mfGdUbhp_oM63r z7LC6V6g6uVv4XUsl!S(&s6J=)&h&*#3}hx>A$&ciw1_j3*-Fa6N$)Y?=`Kr}N$ji$yT}sExc(g5jtmLE1{~mc>HE*qt>y3Q^5tIx|f4EOK6ey&! z-IV33)MTHyuzGGUG}Z-te)3L}XFF$FZePGOfbi zuDj@o3#2@altQ9N1@ZeKBS!6dEtLDYI80ZPuM_ppJHxHT!ms-uJR*U}{>B5}%;^iN zp3tNiHB~AXJp)kX>sxmz{W465Tfh4~Q07xU@)Q!s9sV^-1l~~HJ2=1WI}YhOpK{n0f(oujf&AEQ2-gk?GbeWT7@s}slzTtNRwVD6N@@K=v;0Ib-j1kwjM|9l}8h&*Ij%C8Yb`o9dv0~seM-O1TExJn+-TuLg6V7b3H6CTrvFZGEP z9uSDsTuI97NaW3}sf#Sb?nrRXmrrcjk%diubBOGPbI(o(yJ?AcJ5HFR2+3Iz z^~Yvzv-}#b0Bv*arkJ{u*!u&@<($v0DYAw=45qL))}qJ{X6<6XhtaJyVwddh4wEpc zK&lEtzbz`mpXD;%Wpt9KO+EMiV*CJJ!no?3X0!f@ZzJTB#u3{|WF3uIx2fLB zUJ20h%eLSQ!D}Kz@)M_ezBTlnBzxY2S~)bqOX`b_e%(9V5SWc~uH3B{A4paErYaGW*TNa5_QDzR`Ej1a9(~BE69H!kC2%lcl zjd)}DOR^+YtuFRG5-S5JEOK&UaQmU|lkRb_Ky*D|fszN!CWqrubCcKV+r56o0ysah znQUY=xZ$kRD6&-F0ma&T{OppMV~E#=BdeiVo))d!?l|JWZFPr1T~aR0qF~;%pHOGd zD@3!8z}!NZ6meDeDdBFeqd@I!_TRlQO(_LUKFuS8Dp!X!G($G{@;_fPIw=Lqu{mXoHa zc88%irflaOU0&inoFgWgf}3ntWdxH2gn5jqt>2@XT|(RLhTL%y*36^n1s>;}-8Yv_ zPZDMypH%StR!``VBVoT+2{VTxx|2_*C@oM5R+l`7onoczJ)ihCiDC>D8nP;WGp>1T zu1%N#q3bw$!9@W8%~%0X^tsWjx0O&vyc=9@@)oDokc!Wns0~BafUCuFsey2Qpl;1@ z%4RyF&5&%f8R5e~x%rou&uRFq*4|@FPsoef6bs@jsE1V9{_#Q2nqyb7TSUG=!c;y5 z|7x03jE4zox9bwp?{z_xhp+kU+DLvoEe{NKA5K1-((GuOvb6cBXI*<*3a_rg$?Nql zZ}9_QNyq6(h7B({FDLo_G3wat%ZeN~dP9IEAK;+O$fHOI*(zGdntWkJrY{I>n|`tm zS-)V~)NiVnzp~6;w%-_IacHY(IJKspc{G>eCbiGze>xLQ-tl{3?i)iWD`f`|UphU7 zj-7sCJ@ZM1kb+jc5=AF*yA90lY4TyyxgX4G8w5!l9tddH(=A?`O$}O{^0vIJk!Iw` z(zO|QJLT&oCYyOvR(dd;Wxm8=XtSBi#@|kR;P8Nx7%>oa*S`5eTIcN?2ye8-c){O6 zwy=yVBw}Y^7PX6Z`ZYDDgqvf9ML1lA@Z%7s42(Lb;^%VBs4lT8(n*{NU;_ctytu&9 zdE@O?^80%50tJXv3aB6Pb5Dl(P4@Ob1138yLaub+9duMZB=^{?-LahE;qenKrB^5_ z{oJXrVa@jNZIE$vGR8C0o2d9^=fwjeR(XsSR}K#_Y~0YVvGF3(I^}BY6N+VgI^KFu z71Sr-i+QB5jN!Ugk!Xc&GWk4j`8zDx%4_X%#`V!CSHh}l^D~iw%5w)? zXJX%I%u($o)uT`|60uLsHK<4lR)D7mm{op~Y7c`py-#KJV!3c%7Pzh1Mh}GI=hGfo zA{&DjWZthS>wMhh8;h2o^TEEAvQ7@IrD`8MTZ7=bYf)?a25)kdOLW?3vP1iPDIDFP z;#GH>y?5mlu1_4|OM~d5z$I^@hxMUtfizXRGU%R&L#>2uC_~}C#4Z0QuC#k@(=WEi z2Y?FS&ntLEc7eAL@)?28?ujD{b|7ic51B|`KN5v^e`~ifcdawk5cTmvHFA!ia(N-Y zCwAYRfevv6QaBK(#a*u=vLNIwIO;1}DZL_{$Tpr>J7okdaQKgt1B84u}T^b3wpG> z#KL833cp~vqC8`az+DA0scOio{JoPxj}cwGJNcv|EeE`wst2z2nhA|pTpJZBo@g1^ zbN`G( z^w8{1_%l}WF7Om~mU1d${s=E#OXn=~KHm|)#*fWCOVqwKU-jg@LxOi|e9 zyq<0xxLQoICpx^!a&`5>i_v_A4z0#ca6SE%c*Dk_b@a>I4pTxL%Cltt zgnkD-)+jH~khi8lC{b0@gbc~~sjkTHs9Ca-n*>|ZYyX{}$o#P81ZeM7=a!%CYsk8P z{E_cWB|~l&qlRu8{{YykjBv-L-~6Vnl2mrU>E`DULvi@$2D4#}2$4Qk>CtuJUKpap zYOoU?(Ns0^UU4XU5JC2z)tcb6XRlUmvG}lpCLU*}3>mHjholW&v$yb;o9iABoa%ok zsz{@`^~#{Y8a1^J9!J5fGrAm*J^k0L`h5yyh-7r2;FgEd6aJ_RVTTp`#82Gf+t=z^ z&>!?7dgl(wTdd=t71lo@CVCUl&S%$t_%pIRSgOU#mAhmVeXs7oI~jH{w}lvt@_1w+y3!m{K40h=jBm3W(F0eL5zK}KfC4F{36YCW@(vn?<%Y%1@s89 ztZI7CG}S@8f5SN8Jj-j{_K@d~O8%n;-a{qf@CLriX*&4T3<5th>_X32NuLmr^gj>J z|4VA_|BmM8-|;uH;j+7Q>CzpPwk68h3FQKY`@8&=OL8)@Ab_kKKvuy_MhOg*2P??k zmyrd_$lU0m!~QP->ErC-8v1_&Mg?txe*y0Q27H}e!R9Xh0UkcymyEP@0J73RF$P-} z<-h(VJ#Cm)y@q4#e*sWS2MGS@YSz$E0RTHv0RT`-0|XQR2mlBG8BW1W0000000000 z4ch?#4geqkaAk61WpH$IZ*DGdZf8|g4FCsX`Vd=p`Vd=U`Vd=ncnbgl1n2_*00ig* z006|hg*zt4Y{@02SB{5_u*Xq9FE-krwd%sn)AsC50m3GzAHp z&;|siuux8kr-~w-sti?X;y)^1y)t^oJwTmVN~(^F|DEt8ZNhV99_K2f5q7;LYz`5G zrQ#66ed5u0)>1=Hmxs}kwwD<2u2bePuCNaZ*nE5qLJ$p7}C)V|PT?3m+Yh zjNuX$`!3+l`=CmN=hMkt;ebuPypxKTTH=eCq&grPMZ(Yt-b=||I`LbD!*;1#)I3SE z0yarIr$Ll=HZC%J&^zq6Z(egEt(YIp>{>@ty}!E~HP>8e{p|%eR}J^VyUlwo4$cJv zCvth@E^k{@@!bcG4|2$Xl(Zr+bsUU>Bm(d90ue8OaU7|s<4GdCv;hVg0OJs@?ZuN) zM4zXK&jR2~0(2^|@Bq}6sC%fYnFO2wx^Z;5Ksg5r9r)Q!TL(hSKzflUbRA4D5Dq#8 zklty8Votmu{(zU-3p&D1{G)W6{1}t^P%bn z*og*?(^z082j2z@bv}{#v|Wi%3cuTJlZe>d)pn@GLn0UCyz1k@eLr0{{VMi3x(_Ku zaL^%>2Lb#OT*DWGp{!l+8$wZ^MTk=&m~beCey2J8!1OEfgbMbQ>P?`JxS;|k-t)Zh zDskSNYXu(_Mk|hDBGn+is2!2hY)Dq00`(LjCoxO(%scH&Pq2s!Cm)6`fK`$^dvRiR zyc>*m;*E*Y-BJ14jL2N(DIIn-u5tu#sAacKAEr?sd$k6$8cIoEZI_opcjfjRf(`8% z(%Cb&C;S070Gjph4)1v+bzZZgC4?~bzujP64|a%c@ND7HBexHLbx5vquSy?co!ecL zUnBXYzj$YWTl%E!Gfx+nC~{VuL*#2I59ycBR71DK*^HPSnSOlo2=fT!d4K&OJErEN zj?xo`z?u}72$!Uj(35x>I_s~tKRbWB9NRfPzhJx|z6d0em64C2C!ng6DAg(zv-z<1 z7Fk}gz~R;IE8g!;gT#a6gAqJ>I%26z6m)HxEn3&9=b`7NNU~iDU1HRV*&5lJ>-jx+ z_|nsvdVw& zX-jC?KA;mn5ew`ze)(F8sDK!UC?gjymq+QFQgg0WUU2SK?q;rS9!(xb-ePV@p777t zrer4Tre}jLg9339KdpwmewzKHh-szcr;$vk{=PAUKbRKp&5Sc-J>)%P|6Q1Rg-y65 zvv4){Yqmm>gR0^CZ&?;4L#h zDcC9P7;xNzF5N3nE1xI3S;Y7*u8bs4D}Nz}QAt_JS$#;=TG6{SO5MDqzmQVlKsjU5 zz!J$~Zwfq>X!Nn#qm)by!&)V_)G{ZjShK=YA0wxCCTy0k&{dsuhHD~fqI{+;2XQxX zr)P(3idZK=&#;Z!QsO2IS2yO~pOot*+-0J(K=}y;vqdm1eOX}*{|dj1TSCO=fk=TU zf%L&DVualS-FDsWku{O$@2B6x)MM27%7Il?)|;fpUofQfxKWB<32N2oL4QdS}4nr?|Q*@!rJVH{1MKP{c#3HCC)3Xrzkt9cIYkSFG=x8 zr|=`N&T#B7({(p0&F+%FJdOSO=_{(Wrgin~vJQPStKm}6>GxB^-LcQvVu+$CVuW1+ zT|3=o-JWZ2*QkXO`~i22U0m7BMtr{*t2mwB3^EpTS}`s#dg-6IM99i`4$Cle*D;>S zraJ4`0(Dv>uYa8Peg=H56W1}aSZ{o3rR1YzUuERvc5DzPC-pAu^)$7sfANP^Mhlt1 zUo-ixd6Nl3y|u!@MpKo@t6+_TKn`3$@KJcZPeqY|LcBgKpmVF^iEcd4cz61l+TziNcWv?AV_EQ)J5B^{;n9d`vW=% zDq;Je_p0$jL!!Uqk(OL`2>bT> zFEg$L{NIdH`kzWJP+~m4U>jf?q>rOZ$&bh%mFJgR@on7N>?!%K4&^}hm%7%3YC%uu z+imW42$93+mY*y$-|AkgZSDVX?>q1^6Ex3gmG==ARzH8Y)qNDb7wwyYAS63#&SF5w zC}iymxm~|BbzygOJQ8Nj{@UWiFco)SHoY+Zpdl`2OJ)BO^+kfxEl0d(JC5 zMrsrxy6o)ixw){i&mYi2UEImX?6-nV?cL29`B~kf54`opXzKX|t2yotdhT$j|8E?N zFU3icOqA2n?Gj{BiWF~5zN#8IuMbPtaSJmn2>iXL%J(x=WycZohNv?`rrr*ryCJ!i z`D;j*Z`=ktN_+=UW&O3?mXO{ie(>V8Ol}s}x6uEN@4gIseTdh?%<-?I^*zJQJ%g!y zhD_3P=;!tPub?@;>enR4NZ}fTjA{#aP8zbxwl8u2I~W#43H+|0;mGT<*Q04{GQ z-&{w)JwGvPO*}?5no(Wl@iWMgSf%9omJIJZy(ZeW zZrbL2#rzYX_cOmm5nfmPzhkgYDz!tNz@J-7Kse^4;oU7?ev@KjF5+e5KT&mgj+Mwz zSsMccU!!E@aJA@n%nU&QzjTDA2bI|F6G2cQy*jZKYJJT|MUUq{OcZyvmi_=YM^zNz ztFr5SP0`2)us#U=?gef37WN?^{JneIm_x76kQx4W6rSm!Z;x%84b4hFXDLBxGXM8~ z@^E>R^?_HQArHQlBcLOE332&9ad=7%DRFip8GRSXB*!1ZO`@&pkQ z8H-(aF6u~{W1Kz6`?&M$_6Xq;71;}M>C2j|2;)&ZlW$4vN4LiZhW61ofIScH#C>R6J1wCeydjw zple?Xamo>!29}k(jwjd?*i?U~%-fJ7Xgc!24-7Z)St1(rY0JgITJm0H;LId6PO?3k zJ;1$e5*Wb4IOHCWV$?IJFgI@ei2&0*V`~R2_k23(PVE~#OUhxCd^6E@wUl48DR+b0 zG8S^Zuj@A_j;+rTb3@%X_Z3Iu*{vS}+wTjtzb=)F)H=Y&ozD6@otj9Slyn8%uht`- z;>a>gV)xF5FM5JneuZiW$`h_BqF*c-S;UxdgpnZb)5e=wvGzI~)DQA}(N2IkZ-9I4 zO1fe8mgU%eRio{Mq_^fB^9fpRMW zD@AuS?*5h$y+9aq=GgitfrBsVs}!)?n^?}U9pUM&)91{!4z1oYBKl(`spR;1Lyid6 zEEZ$tA%*Owj>X#2Hz?(Ykb02nHyoQn{-P4ycYik~HL1M@@B?v0@4n1mOl&*yRk%jE ztvMV-U1 z(xdI0y2T!c{-#I9nxgxe#DjR?q6FT!n98Q$%v>VH2z2Y*4D~Q&@%!T1n!J_Po!k@u zz5-n+qurEy({p2lOFk3@CbLj8JCPNG8}SwT3UPh+wyi38nUO;VPIJswh6?h>WzXJe z=)XM3EYLz4E5o^cwsMfdzR;%KvAMiLym#<^M^*<61$!dDZ_4tDImIU*pLJl~GzzwW zAfGrJ^~H-?r*N1LkQNc2>hg|mBCcSdKe#jP4r>JgEDm!a|0vh{w3BTEY2`qyWkU|6 zcW|(S=|FRi;&mRiFQQik_Mvh$LbzmfJ0_;)$>c99Z8s3JU2iV*`kf}Vv%FD-PEC{8Xb>?fTeOJh04LIv^lg^ z3#XB7qX+@3o+CP_#Aoq1)Y}iy3xl8`pwWcF(H)Y7WAx?p2sOkjV{f2Dr|=5&clR-` zijNye$GMNi0vKg>Ex*A^L*WE~t zMP}|i&UxL@{18<|{P92R#4~y?ke`$iLe<2pO}Bv^0`ANSTh?GL0c*qgFH=|dB0{Wu zz-wLNQiZk=?$}+b&T-bColK6m2`hM^d;}PeUqUl+H7oc z1=XmrhB%FN6naaKQ@!BnD15id=6lwoTk>qGoTVXzgC0+eRvd4|@&N=d>o)gC3PR;PAndy!xU(CCMmABgX`|?O-&E?jC1~N-V=2r^T$Dl9{9rHcL zD>tl*+z`Y#{9(oMwP22&nswH!aB*%SrR}Dh9f*GGbF^=Lmf!{Ni<-eu?}&K$o;8YeyyVUI)0q|O@Y_cnFs5{$ z&vot6(K)iD88JpkXThT$a%MP+o{t<_j5MbFyzb6%$;$Vp7ZP`MTSE_DH&+zOzZ3NM zrpYxTITy*dys?LGX*uBoN8g-)_RB_Kq;xSHv=l!x>lDy?l+Wn`qKaKO(*yV>y!ETueEQ(s8Vrz)-3`s1;5kxey!x6KI#j6{nfe(X%}_pqUzD3PbR1tYh)i%>)l#!WYbr$q6DvyZ zeqR6NI8#q^kZ?X_36pnhF49Z5n(aSvK!iPAu|KF^yUsm^+u&7A(fm8pGktVo&h?iR zMtJ@li=Qq`mVXR*lc;_eQ(s)8!ssG4`DUvdf5T+UBobsb39=S6}X8o3Gd2YN~!~>Lk zTnHf47!=u=Zy&1WM)XM4tLJ-p!}sbvfBECrX#?X{xDSi<9BGVmzxbS$ zDlJ=vjr;%X_~!E=k1VcBmmsU-mht^bLOlirBh9G7b`Z&*KllhCQdl~-r96{TlaPnP zi#AWFz)|=H2(iP?YO&X6;M}})@b_%?<^hV9`xmanrZkMX7kbY}%B*CGx@-gkEKhU7 zC9LkU_?&e+6kzi}RNmA@gsnqAElb#6!+ndXBDJsT+9iO#cQG?fi5`T9zwx0%!LF5DJzg1W4-nh0SQ2~Cx0Ly^dF*W2 zhNBfK(h0>d=DncBju$)kKXwxdUr)Us%~BE(X^)wQzfaTa9RReSNbKF8dnbef>HVcpVWgRcT4a6J9+O^B?ZZRVC z3a-)?3-O=sj;#%KWL+Y)9r*EOpkkiV)1wFwQLg89@RCXPcWkx?+am^(P=Y!=9t>cF z4z^~IqLg8JgRpL|+Vq1>(5K1Qf?Q)s+xQHVtXNNkWt)mblk<$S7!?a)SIzz@Pso)L zt;2=(xS&I!)q>!Iv)}U?#$e<^i zQf~mwtAgnVtD=MRa^xF6Hin#@Wqu8;g@w}WZ8 z-i~ezmD8KS zQA>y->(&JJ`kpv9Up2%s@di-TFl=g+K2jo6Eo1C01c=$|ZsK0<2-9a!O(Mt^d*IRa zfW`8LD#jkS6Qg&WsQ3QA70~7VN`KDm(Ebxg#+02`4=!qj#hCT^c?^|~6wVIgKYFJ2 zw#hkN0_skbGNu8Uz3I0|-_*i3L#>iBD33nMZ~hiyi}n!LF&Zpqn=Y47H0XNp!No9| zd$lHR!PwjD4h6exoc#gj8P9{h<`&~6(o{usoViE&-0 zA)6EDeU(7o9bEJmlMp%!t64W{i$=7m4GkMifnC+aX$~g(;&eAm2gaU zr7TJHkVs(9EDC*aokeRA9K~vPo9h`miVy9OCXQfC{mOwnwo*_|-UEkC!uz$CG44`I=Dtbw`f&3{UXqzo z`M&Ghp-VxVELyTN+n7e|2fX zj}Bh)2#~;yu50fLm||Ijbudi?FkR5BE5aOg-s9U^{FOJahj2OJ(-GtFT5lk&hAB^K zq1b^sL$W1WC}`2LSeE4>9E3B~e>3}GwtJ>`i$7=9=7*(wAo+gEwFBB2;mvwOdnSN~`4o6~3XIV0yh_AqxOO-z+_| z*k*JV@(-qL)$bG`!Lt(ZZDB9n$a+>1tM^w6bxdi*n}UhAbodwoF2%^#85#$@v%~@- zDM;FFcygPP+D$;-)X`HFwjPbBvta$+K$Ypol}S{PizQhuy-a64^xi0{S&efj*}!Pz zqDtYwaD+3~0F7*_u(I`B9sNUqVa6(^s~>DvbN{ScdQDnVJzB_RP|L4ztb&WWcA-yqwSB~qnD{W zK**A?e!u*lUdO_Uw6?09K@LBRlz5EwqNO48-(;ZIen;y&qU9e~^QS+#Y|-1_a%*Z- z#8((zex{7@=gAOztei?n1V+6o1dk3ZlRm?@k`Q|D*MklTufC>78=n0ZtM?9ZF3e05 zdC0FTKdvE5vgspnADb{)&iQaqWNC#=>-mI&)8hagFOjJxY!d3 z7O)<2WX;=k9h74tM4pi0vJ>qz++|;oYfCI=S;p1R^(O>gLsg;Ap{Ep&?KSot6GiVb zS7}e%lIe^z!Z!a~dis}&yC6TSLptl0;&r{uNH?U1Y^&Q0Z6j4y=kQ^I7wnm2hG{+Z zr`z6rBcH=j-8zJ&KOx5d=|S!9Mf7Xq02JBSE8aLk{IIcDeF;6Ipk@IkUiE+XNd952 z`JV2n`URfE8poKdM(Oq9@{=0Pk2i>k$Zx(Q@N_(DduEYXn%oQ8oogg2_$s=4$bU*% zUEqfN;0D0}y#Ra7gEQX9$uQ4!C2(gBSK8QIg+@WFsq%oW&A$HVO!)(@exV#!-X4`X zu!CN?Fw`|#O3`~c3+w-w%0GE4816c++!%fVd1Jepm0NKp_Yl8bcFX1y)A8|>Uf5%j>;f1!itQ-_S$GKJsg zJWDLGmuAkS>_)Qx`TiGYWyP|dur;xW>OSWKR-Eub14spD56uijDtg40wbx2Egr1~F zz_-F@c&=S>N1^ZST2y4H3KTxZNN<)P8+(6~KauDKz^_<4RDU;Uj>42Vvs;0yLHUYF z4(j-S;E<-c@K;1;^m>fa+fo95FDkdsr>Zjum;1|Cr_ct~N2HLF4(0r{#M%&6Gl0({dx6&^QzhgdqtLx7*xC=8W*ecX*}|#re}IAjI)c!P)pr6w&h(I1L4Wjq3bY} zQRT-~iBAK@S^&2g%?UpNw>~_X8KmQqloiof0y1y+pFP%#@HdnDLYW7>7DDw9G1km% zH?)71YZ^fBi|*Wf6M2zr@&E7iW1DUGSK$ZO-QszFv3r(a%$9lgzrMTxi4y@1^eN1l zE~(9TY7=Y56W(p?&kkBvkxzcsVLx&<3HoKTTGw#TIQ0A5R&i$<;N56i2k)I>(BWQQ zm(T*$1Dv?*jb7RD=-RSR-)G=0t1B+%&4;ENX!YKvu zvSd$X3*nOXdPB~Z0mt(3vN$%lmZ%@4z5=$baerBM*s!ikWK7*o$T9-fa;i-w7$bY~`#2;4PD4kq)12JpkFFVDg#+y@@zcosAZFgXatDSs++ifHl5XEIZfnnM$oukZ;VMzk4)^aR! z&(q?uHEg%sA6J%$Rs`MMrc7(=Um?y4POur+4jtiKt=KjIW~L9Y+EW$^CXhJp{T|1rBC z;EodJN{D`XfscW{bX&3G$&*4KBE%rDF1p;Z0G9=x64KyGWWgz zL4znkBnObymI>bLg*5PMQ&dWr0AoThUh+|b`^1_ycEn=Ezvz`o6^z@~lOgZJHZ}P2 zh9{PH`59Jr+rP_!Pq8kh!;6HSO^7wJZS+j@?$b-73DX$Pzdd$+*u<*vJKYp8JK}20 z`$4Ka4`v<9AZvN_#d9 zkP0$=Ogb^iuV;qxdY7=2{zC%M#y3EcOYzH>M^00#rZe8sZ&K6h7yeg)d{>J&B%#yp zB~_9Cl{c_%u;o2;#73{^S0YBXfqW7vAo})Szx$H)33nY=T5PNfaWXWXaE$wi2kX9G zP$%u$*4uDlw4i?sHT8tfQrDb)Eun1etX%C+Hc{ragkzvzu`0GI56=F+pJO?^9@>z4 z@-pS>Y4dS8_uXzoG~Ytz->G7r{3;S<*|kz)$Z+o_J#28t@f8$)xg>ZJmO3Wo4slMD z3wh~-@KDDL=FR|nLn4fjxMR{Ps6_Y1)RzUpc|hsfm*|a_dqefhEft1vZ)*`BT-*rU z!(VD#Cb2(ztb3y=VRyFhbj%Pw;iYUin89VuR(k<>Iae^Lc98K1rE_VprH-cLwF_)8 zRnyTAcS^pHc`|V`CFb2IfgwiwwggASxSERxgH0e@79$|J6wsX*pO1w%rJScha%rz) z)Ha3UJ)B$89f2~uwtf#vfB>-L8i&0#fQ{j|6#LKoK2{jHHJqJ!GMl0YT9iqxKLmaw zBHvVwe}mwWs(?%mlHMSmoT1IRQx`fx!=2WsH(C5x@zDcnKI6ST+DHjY2W#tK2Sb#l#{PmuKwavx&tp3=stv&^|43bw9~ey%Y$)`Y;{u((AJvo zMzv4eC+Q4EVdiB18Za95lGDf1y9WRfKhYAf#}%Z%?l|{$VLRpOQ??v7z2^pLjh6vJ z?DokS1NEhtu$XzLiHaEPVCxbadLaLX$}A&ulkp+pZk?~(-^a0CT#I9 zZSVDTgf=axzmBvEQ$$S;&BZEFhZ?1;RD*l!>cP!{tJJv># zMdw*TXsA$#bRp#VmvH@189oky>q9SWCfj*8^uz=_D`&#VZs+uFYDhtwgwMYx^Y1JP z%1Rn_gKVv=hQIWp9)A>P)*BGfidF5xO3YJAdwvm9yC#k7+!#ye$cq2@RX;9QPdu;w zs6|sOIXmbP*kZ)r%%>4{x#rtfW%37TTZ%}b$qJifT|U(VwTF5LrNkCCPV)|AKOd{& z698E!^#n~lk^CQ#Vcg#95M;(iT_Phme5*cLD4y^4IS5*W8`o9_lJrtw&v0J;+;&aM z4yyM2y!CI&RHecpiEF}%uJiX-yT0{1wd*xF(Ht`fC-K|mziIjK3Onm}$odLH*_nSM zUiEmAw$}dxrHo>-q5if0Vdn!=`7M08T&W*2_Joji@A&sJ_Rl%?s%MZXl=*Z$8P_SU z`TRDetQ;Et4b9=iXi7LXY_L56eie#(NAQc^M$Fl6V#krF{!LhrXV*o$z}Sx|wkaa9 znsu%G_YwP)myQMhMwhsp{bp?oYl;<$f_X$>%nfz9u9=SaQJ=FA^z>K0l;_E?%t#x> zUgQMD@%$9Mi@(t85dWtpv(32-dSX&LQy*vU1bLzXiIZGM_+5_*S@WnhFFi8^((FFI zaQBAKW)g2eODy2AXp;ZI@DIM!9t@c%wB{6zk!XQYPqINhf@b%sO1(6hjIa73Gd0GP zXPZ2iM?#ZO0lthymUaH{{jzX}Hf;yO=krAP<5z@}-Y0(*PfeT22RerLmuO{b+w{9+ zi`Y`7s0;N)Y2|s9%^!xr{HlH6$*n=^!Fb8V?5Ep67y6t~5MN65`6pA{Nv-auJ66sQ ztnN*TEafE>Uzz1=#cAXM@~#sz-&l>s9i#7j+LTf9?$QM%v}+RB;USl!2TwV4k1HQp z8EP`0r!CpJS1bmF1>7W5AJm^DExP8@VAV3-$HX&DT5OP)P)%YRKvgKZ7*w!mFyTWW z%$~?$Ay=3PYGAMD2s~XILXh5;B&~P7SL?Sbh7>Bdd|i{J<3nNx68ac|@w=#Db9U=v z6^!Nx24KD_!+ltT2VCH$O>2yL=UkZgJbE5&5)sZPMSNK7P8iX7a|z zZwuE;aZ=RD3T@bVU}l*8+QhjrZ~TbPTVstjcS-V3CUN11E_IXvhn27Q_0pGn-uvZ# z?BFn|Egj>(0Lyf zfZ2;*(YF@)XuvMgcdO?ZIbt23qDEuoTk-emY_Xrc8((E@B~yl2+^=WZzhM;SOD;)> z=SB>^7}_5^db+E*mwpp}jD(Lc`dw2ktgz>nVBI-!G;it$RrN_r(!F6iU5q{lt-fVm zn+C+%IZFMQ^pwB=zAcoXS#Tx;u>&N#mo|W-#AM>WJDS4Ng*I72Whyhuj987yylYxZ z+^;hN2o~`t?q{?i?I>`2ueZ4@nIT~xzSQ|rOaA&ksI$oxlicl3Cehf@=3Wi(t5Qq8 z_f`b2k3~NnBceQ}e2EVnG(L^2eFF~Nd8DVziIK|O^JMnS`pP@VFzT}B0fw8>p9)G* zL>|v_ult2r2+igDwv9Jdv^_0(LGY#?{ zy-L%AS8e#O&;2ShA*?vH&tm2?&83$fXqD$+6TclZY8|I-tHa@@(e@m$d7>;`bDsrA z;01%se70KGPf40zJq!)Da>=T8O|wV^QFx+zA3wX307~9PaTMxHIVYKQUb~x(hwL4i z*ER%2s%co||4HFhk?>2FplhQ1dCy)3ZXId-{}2oLB&MFy|FFb$WimlZafKJxqgY$x z=RSc0C4YkG;(pOyS3NUG&g#8SaxWT}d^j&ZbYrY@eKRD?)!*FP15(-1q=X%lw9k>=~$x}!Y*@P)CR>_4TpMN?=C6xTzSo#0SInqBSW<2xo^tYdFoN=2uB;{0tcY~ zV!Z7t;$!K?OsGAR7BHj7My;}Q%K-%x)63u^D$Gx+Hzsp+G9n<`6ZFd5`8qWShN~lL zz1vLI?0~GV(clkIQ#5P~N4_TJI*a3ikfj`p>}W-_$5Ex4Pzf)^gI|+6Mate_YybM{ zMt)zmG(=$<|8T7)E(Yj<0T7^Kp-sUpvD?lH*#w9^)Qnc8#2elAB5k@wY(Ej<9XBlf zmeLdQ`cDg!E0aGV54C!Dl$AGPt*|hBq7z=Qcl|ttz|Mb_2&1bAa>3Xu>SazkL?V>! zeV*D#>b%d~G%#wtyCl6*ARa-xn9tMQrb~8vb|w(OzbNX(uV?bbmm|;_{PPuS<@WTJ zJ&de1N{r^RyywTvtdCuFVcHtY$FQ3cEcu0Jx1&N_Cclw`o!sgU%xDY9+-2k&2#MtC zUZ+D?We09|neR}v2cgG6*gbswEO5a{buBHC#n;_k3I;$54Q?WjD6X8tSeVWu5T$Z& zPnv+1z2AdQeky+*s14!g#<0cs6F?FoA$2~WpsD&fDt&lClbcrKcRpnF;?t8chVVWl z)}D*mms?dI$#=93?z)7Q@bJgQ?B>eN*}ZdTe=qK{PfFEl+*bQ?#F-O)@UQocOO|mv zD6aUO845i^8#ZA;G-9$)%NCP#$<%+a&sRj{q6mGqnXUC^4|?AI zr$JyK;$FU6zu^zj4FcM+Y&13?F-Gu*-j&WBVbmJ2R^>W>=cku$33K|>WfaUTa7I%G zLWgwh2GvF6*BtAe8nuln!rVU{FP7Ff_-dwCYw)J@T_*zCG~?4&Zqc8B=jP9?ugspU z9F=k(jOIZ6kJ(@ougFeeW)ZS5LXt~h_J_RZ9L(ANB14Jxi_P%9h#3w!kt_%GNheN2 z@VnrAUCBS)9Yim?OCbhavWaZi8Z$Ump~cPy9$nyM2@=QirP zwX35##`xzAF!&|KG~;ugY}*r4pMfl)wZ_7|UA?D?mc5_n-W!rEknLjsS(>YeJHl~+ z-rH)L!sa+YdgoASjh}wi*FAH4*tZk3)UWiJuu5lb2a$sTHf=O;3Q>xAgy*SY-RTid zns18AP%9xsp!AlI+z0W}YdN!R%%Qdg;Abi%h53h+@4+v5GTY;%n_2ewp6EB!Bti-OMO-gGH}BiH8W6K+;QF8)%N{89&`b)vGz(Ee)*DK zxnoQ+1i%Z1V*p`e+>T1CD$B0z2kJfWz80&R-tw^9I}-j7l=^z5{`jGyi<`~D%`q&n zHP2H04e6i6^$iIVESJYkfBdmw?X5YOn>STTLcqR&qrdD)LCAqO_Vpx;|h#z9dPThszl!J0;8?zbVTry)pjbN zxDdA0@`Jw-&pDu05Mkg`r4*T)m}>`6~=+NKW*c=nD4?dIzx90TowZ(6NI zf;f?9m&&5-h~+Q*w4>qm$RUJZ%SK*NQ%jJIXQ4$`E&C4p3Z#83$dMPR7=EJG49e+7 zf4!9b1RRYN)mq`MNhJ*LtE{pF{g0>RSrJlXx4Xg|cs9`mTn6OU^qcLsZQF3}D6a4) zXg~#x(cqDKz;bs1e~5j{j(1ZZ1K=-4+m{C{6&;umVfi3>(FS|N-+*&5!KCy0e>!lv z%-cr2@yK>qb#e*aNEl;_dKF$I?hPA@9ZoQ8|7E)({CKC`uNj%B!223B5y6Xg^tc$H z-GAg_ZX+X7F~G5Gy7Sy;SDGOb;8#T2ngI1l1?Yw2EOBg8Ycu}m0dHQK6kK>G?MRr> zXS4klB8h2}HMZ>tUnV~$Y!oVPj_)S|`87}7#^uSrpr-D9HvXe}-WYOWOCzkI5#1W7 z7e%VEp8l`wwQ@MOL|yW1ou(p#pjnA}ezL1-kw|`B zOK7N#n25ZgdtY;wDDDz~H1Yr+^Ky&!h5wb6B~q9FR_zegQX;`HI5k}~aK zCNKF$q}<7`)-6|08V^F)D%ZtgMcfabEaqws0`s1@oHeAB%waIJfVA@>95RI41zql@qg!0uzj$X7` zFLBM7JLHYIHy=gupKYh6)B9wMskGI1DZhnH$|P$|n3a!o+AX}Mre5Em!nk+s1$9R9 z?u3kJ=$Gy|&)~eXB?XN2+tCfIOY!S8QJVaQ4gUFpgX0#^^sZ6^0MbJ2pB`x#85ej> z>101RMleR`>@p1dyC^pp!X+c}$+Pbt&C^ekQ-AutIK;u2cSRRSmjn)4-)_ld9LQC_ zfV5zpQ@y1TT3QKXhO*2_+U=r5REbWCIj&&f;eOj!w$)pgJR6eC*lb)bL5J|H9JtqI zw$F^dQ@?77M;0t4bHaFg>=QrY?nbdFzLH2MCr02ee7gL!eVRMdf71`<0OYmn5`j@% z&MQV&@>@B?N*vY#EzBpt1yc)N_mH*%(3AdSO}z0~S#*}hF#mfjlLsj>Dc}toxDVLR zPlBF__}9ZHHF~16TB_kW7UwTAS?QGG|U&-hK(&#pU8QwW8zn{j3ZWDE#j9yB;dHP>qp($ z>^)DTUe0w7pm6nHAcxRoNaFCn8N7j%2xPUBuPmCgiML884!(mdo$-fdn%)ye28>kH z8Ju-yiZvYAyW?$vF$uCkKSvT;=RJEzzgT%%N9|EL9FB1Ry*r%abkdR@A)pCWGo`ID zL?xuK|AyIwSIlNG4meg-_S*>=XYTu@S3)D`&8KFbNvtDFmvsYd!>3T-L7yXrmu<=Is@sKN>oc5m9ir2H~ zWZxvhtCP$!mO=PVb$9?R_GKZ;cc`{cadFu-Pe7=*;U1&bv1w(utItg!v?>ypvV_M-_Jhmd8ml1C0+1kYb%*5vsC=!vYHVPBCCz*Ky5 zo-mw))^ng8ioX`D#`|`!CxvUX9oW3vxJ1^cDBkK{;%rI2V1Q~&yTe{m`f2NXPSYEbuDls{PwFMDU{CeQt-nPZi$Y zn}g=A0bEux1u9+sm{em$-Rn=70S$TX6k=)CWEjEUuq@V1^z~qYQyM;`Xg$1%abNx- zpYTMTi9#7EnETXZha3@vE2-CoE*;J)%bxjAwgziQUp0F|zH?WNw*~wl+n&6`d2H`~ zDSm!X8CA=?`4;&^2^%a|&BYHT8|qf=vo&}IQsSt@pM9F3wX&iav2yKhN?{8B9K5lZ z8u8HY{Lp1JqU$s8>b(QaycT&L*?3y$GQc{~cEZQG+d7=t>41o6g8z`~&fy1Xzj9%Z zAlDvJ6lP(G+Qaj`mxg)DL0U7@H4cQoc3zzVAfGpj$-3lAF@$&8QepGLnP|x_*qh#d z)x5(d^c3|Tw+yIAb*GozYK&i+6&`kfkAd|ARh2g;J&WLyi&*QTy+wOoj03hKeq-Y9 z*R1)jsa#eWhMK8nGx_sQe;cBquQEXspW9?`Bu^rT*Dc*n_c>y>Tyjvo$AcLi`#mw7 zZFFEt42A|z_o#wbAk4)(1Jy4Xm#|ju+w(PI2PXQQk z4~^T!d!n%XdL@=V@!l79F9O;KfEXo>R|J>Vd#RvFPC3(jUq7*_G}p(MHBTxDfM6j& zTVu*dx66~lH+I%a9;v46wz&mwzHZ877I4)(t{b(akHKef!9iSq$N~F{GQN(0_aXAG z4FmN-*Fg^(^Cq2@wb;Y+E~DLjiH*0IuY&Gb`^9oN=z{y+A>32N0!1TtF>g)C)F+2q zG4#_%1%`C4RXdIH24LZz49yKeVwRfqDZ2S6 z7+nZ569!Geq$s}M@j903+fjwu@N*v}_WO+nkrlg9jnc=hrv?r7GQ=U{sAfF{#q!;+ zU20Xqbz|6YlUgu?N6fUB*NPJp=#C+z(gOV$>`Pd)Y>k8+M`2!=d}jM@j2>%4Wj>YI zoUN3YN9C}h!~qoRcd1AA1LrOp)Fdc## zbSTI#=%}Fc$nFgQIxJ7o64e;XwkdhaHW2dTM5Q5EWX0AUmK;Gho-Ygv-?`vugiv`o z_}>p&bbr?y&}xI7aYVkA#8V+gM%d7rZkW)K~P~@?Qc8FQgd@ghIN7lXqvRDfwIuzdW-1|vefOQ*50V?L(o~Wnq=oiTw7!62q z)_@(^lFlhtnOUq=pAy@#f#j8u8Jjg7r)?PSDA=xcs|sbdI7EBRk(BG99a(%xrJbDu zHtlyW_)$y4JI|zf?tM-zpgqR#YzU(XP$}P0;Zb?h<&BhzTs1ctg?%d~C^7~hQcHU7 z!DvwE=XN56_Jpbbl42t*>vB=;BNmSqtd7QJ+{qLfC5H*2;O&dUVTI9A5_zQ3UP%PD zZj*U7&&&e?jC*$p+PXrhJ61lEE+^5rZsj+KCh4h#m+18X#lA}=QmDk481~a0Ln@6_ zW*I!knf|Pe81nzo_1)oYw(t9|UHe7FrlrfSw)U)1ElQPIvG+Gqxbc&)a^!fBugAk>@z_Bv0=9x$f(_&O7IMhC(jegH|S+YAvYUYi206 z|G8a`X)v&{=JG0=ckgUvul?}4MvUt@4UK@4j8ogxodV*lFl^-0h+Yz!i8!HPB@RX} z?50y&Ur3f#Ru$Z}pq=v8LlT+~N((b})f}SXw@>|ke~cok-(Lk3UW%@SwC9`~`B6$` z&v6>aHA=X`>nqW(M&9U?(oCeLQ@Y7HusqK1ka5HtJ#ytB&D7$od8_oMxRA@s*6Z<} zUxGthA2jb+iT$?g^ZTKw?FP15F&grQzQqhJQc_K)f*=PQ_j_^p((Vqi@)Abb`+2PoXZxEHkdPw@ zI~9$kX8RldopBQ$s6-vtQ=)=n1BGtiqV1vapqxnq_%wXN(zKrwUsc3nod27v%`TGG_JIjX55Vx50MLwMv@G z3X%wvhHl9`9k;e#s9huesE!%j^IWI}Xp5T{Qc%^@e7zRA3T^Ly$G@kwAab?b&T3tq z%Ip=*1yYTG9`=20&mkqz;P1A?e7u=3V4)MetL?Px-V~#sTt~?0_)QFunkveqw-H4& z@$S(t6-Cps^PRp$4h83jQ;YT7(SOSCT6jnl!FpR_P&t-{-BDrTO`_yYW^4X@>URKI z@U9N#5Df`uW$<#S&FcOE&3Qqbr6q;jmA5a{4rW@Hp8oF$K?J_L&0rVDMb|Lje4u_a z-QA5EG7t9rp4@RQ#0KjaS)bi`bhBzC#_6RW7Lb@Gm;x6LUy*2%%NQXrJwd>?s}e#B z4O;?JAcB?8!5V*Yo`vn%IGff^f%@M@MX&0@O07*)s)@w&?&&EDgCq8`x9?>y zs~k=E^%IbDjXKR(xSJ@8LV!&ZfVz;+79R|@rK5E$(9OXG$BrjTM_i7XLn?0+o;tY!jGY5E-Ig16QJ^g2`;&R zkkK%*k8srz*^RvE*vD~7pAl0t8bf`gT~n*JnIy&sZi21*Zm^OpgT#15FabO%vn4eA zeDL%5b6kNLCHrPcJK;NqsKuKoVrCw}Ef2Kkn9@?M`_Ak?urGuVQtGN2YD?P}+AYsz zr~NB2UJ|UdN#3rN~(3H9?5KD2CoP55xl`lD0b!%t(sJ}XX7HlZGAvOb?WpbnPvBwotfuK zCd`-+@W|uDCF6tu3D?4+jN6z4$llp^yM?orv-X@;S{W^|+PoJdZ{$@)v1}|OT;%MV zsCK)araz$-H!Wgb7<+=JW!)TT51J2^zbUC-TrO@xsUTSCLv1zu`f(HpPiD4m7ln8u{vK0nX>V>bOKk=H|IZ`t z234k4RDIEX-Y4$x-N<5zLOK;JNqy}UF}_BAA?D+%VActABRo$C%APfvk75|XkcF>7 z36mH`n20sE;%}zi(_Cab^5)s+rgGlqhGM$N*Y$}_6+dx}*b&oA@VN5R-fDr;3q#RP zWE;6u>&t4-pb-9!AWmZ_t5Fw$zd;V+dGpN$zAKU(wS9gDMPN=8iI2jLQ@4fYx0hxXgXRI#N+5+q^*F@4E0f@#YEz-Q?>yVw&R*8Hca- zNYGsL_n>hU?3>FH1ed6rODxD)|(GoAxY*9ggyyHwh;%21LNcKanH6v;!LE+ z>~s;lL~Ck>=4a7OL>zGRuoQn-xO*=KMHs$m=^oGdX0MQ5Lf1~(BALnYAkp5JAE=;G} zaO5#)dAter#I?}VZBrV=DWRL*9;I&Rw&vQ~{vp+dPTamQlQ4xp5fH3YcT47hE=+`! zdV){0J4X7Z;!0H}6gt+@vKM>bG_jVz`}T#&!AkF7vh9JXsM3E~{A8%p-abSsg<>9i z6+XCmg@V0U$(%&B=;Zat8xEo^X{|aQrIhwMZDI35s;CeXLQLh`_BR`zU0d`L5lKYh zYBk5>lCFj0gxOjds}yoiYj0X>os48gBND2cLg04O!uISkOO$t1#i!B{I6HNWqc^Q%q|*o)0*D2wjowT zZW6RScsIDM++;c9nmnV^$6 ziHAfuGC%&WUw(*$gsxRq34X9{!@KdNxU(>IH(LJ)5^|G}Pbv^h1vfsqZr*v5RA>1Y z_fb4TF8MKTsfn=gLmxH+jFT|hX+<)c(q(}EG4S$&vM%`CW%9UZUzqjXily?~)B8VY znxAStl6lvA6LA%+URc5SS8QNRKma9iE6sF<%;Gt)c*r< z3IwvsfK|a;Q@M08ohCe++KI*1Denca9IX#!?`Q)1B69$jr|ETzpX9Rfgve!~08J%V zj4SLz@59r4>i?;)$k$8M??NMfK@-^ew?@O2B$Jw1e)UGvK)Ci3RF>ET?m%Fbrc*zC z7^C)!?zbk#p8Uk}acZ0fVP!VwBPw_}KbUo6JPIs}<~quIm7HChi(sq&BSLB_1g0EM z3N9bhQ?2s?h6W55+U~hF7=8h6oidb>OJU7_V`D7KxxZ%7^ncqDGN6VO#OcTQIYm!$4Pom= zk#xNbYi+zRz;MshO2p4fd1tu;MM{}gB2aiefHX$5>T+j}(?@Rf0Y)-EnIa}fqxaHK z_FLx`tVv$V|EB`zE1)U{ekxWqDNa%tAF{R+vLn_>9jNx}dEe$z*F9wDHvrF2xTL?8 z*~c`JseU(Uqq~>R3B;T24h0eYk6RYMWAN!@Zb&uS4%WT3unrGFpYqPdR2eYs#-1zU zuk5mxpE*8);(z5bXuT-it%F@vKw_VWvd z<@M`cckq>L96wEbo7{rBm)St47A<{dbkv_f8_7?<;UtTg(K%X^L0Dbpsf>X`EE4-_JXC#M23 z`u~x$iPX~ILL36V^YcP`3;VUBqZ?|gzChM>6saqCp-f>Kp84VhV<}EMQ%3@JZ(sB0 z-?njW1%-90*IB6jp+Y)lwg84FpEQ*US*i;y3a+WDY~1(jyKcw`wP$spHzV*-`T zZc0Zsdxx3{y1bCXUfqZMhJQk;X^Ho2_#58I?m#vmG ze)W`M`21%VhpAo-;6Sz(89E#~k^P=cw$SwB82MKxX1gr^K+} zWN$tLp5y4>=EskX4J{z(fa;lerN&rVknnuhGs?dFhlyr4Uqye}aMF8gg|E8*!a^cZ z$8cM4*I#!=4b3QlM9~6f_VZC<}hi;Xt~$X0SOG8IyLtTLf^y%n@abop+>@8x>uod7x5Sa37%V$-AUa2rEQb zEzT}8)Fd=4!_U%dlKk@-g=bq^zKp3Ihy2v)<{T+GRFiLFYK0iRVRe^9lgq!0D^Ez6BJpUIuGc?gFWAG6mre&cn)CA}7> z%e+mq{tosVL*w_$r~J_}fo%Hn*}zF`_sKOLOct?tJ8dtMLo``r;w0?UsZFq=CjOh} zy~3)Yxcuxv;^gYCSOeeN9dv4cD~;7x%u9ZkwU1V4Kgs}A?M7mBrN{iMwzx=`ns@|a zVos?B)GE(j&F$f$FE$ULuHr`kiILT158MDBJ}=7ogqK~y1+R9yvE802t=|cyGWw`o z9(9u?sB=T5aglM04xE;Vodp7jDj$9{?m0U=Nfyc~UKP%3YL(a&zg?Wm6?EH3<_4=?6V54Q^=URq7+5S3f$o!We4 zPd2*8AA5Ye+P{5+{#eN3IiZi0+~N$qLst1SBB}3&FA*MxQ!IE_0RqmW*N1 zSo+M3kCD(pWldK9-9v8;F?z6CIxznO(xo)MDtATQ3qQW-3($R(@2lhhc*Yg!HSSNH zw{D?gfhy{6UgdXx*{~?|Ft@_;ds)HJj5|+j4mS2`W1O)Tcund+{tP^Nf zx%xo~&pit%J}@Hw3)B8u&15HcFfhQ>=V_JnuCG3MxK7TS_#B!FW!-+U&~yQrdp#V} z0!>f3=d8ycTrDWeu3__}A`U+&k9n!HbX!oYOYCNFaUS=%wb)<(Pi@BQO3*4dO!}Ys(itftvmqi?(W*Si^Z|tpU!zE~!M_VVoJ8JmkS1 z$PKL?2^<|rZS6b&Vun*Wm;IV%ngn{oJSeNLYI1GE!tXs9Kqx&=c{pc8s zBoO&<6sGHR^6#H^iFW;)OVG?kG7hYls-gbN#(9`h;Bf7I6(c0wsRm!{Lbs6UT87nR zI{*Vc1h%NhNyv_zh0HZHu0II69@nP&Qxq6dHH#FthMjNs60mOt_ z_wQcU{PGdUjUcY@pDqIiRwMVQr>EB1Xdfak%mzVXfHo^d8(=Ge7%eUEqGjp|FP8oE zH+SHGqVX{K=rs2_TuciRj=AOpGRX>FU_k?Jw2(0Qwt=@!tQi@R(p7I-pbEfNybwBL-z5tgpxC_)as1s4oH@(qbOr|byD=e1bkC&!#S+S zT6%w6r0%fgfdtVRK`DxVTFJYFK0g>;+Q=gs14|XM8{(89mIe~Jh_BZFYhz)`ID%b$S zJYw|~rBNcBxAi9tpuW7Sa;h`RC#JF6f7HB|q+!sH?5OyHxvD!u_QIDE9JRl6dh8qv)i;=fPlbb*NC)}>ZoAbs zM$T4SdJEDmyke?cA|e-CgZ`e&c0yH+lE{-*2f7b0OIP%x`qG7&;av%zERsd|E?z4Q zW7L743j|!JjxA3XWqKV0;v5HZ?xSY`SIA^Y8vg4LRAx(5S+E?VMTzW1CaWDzj&cGJ zfwtvCQ{S`+WUZZ6NVft%hndzR zf~Gc=J0^`O3{Tgc$2fZ5&M*B^tgrv0v9u9`7F0$tj)^nH*#Q@;Toi>da(=Akq@ZHP z%dy%GqGv0%l!Wnay8)EiEH<9rS`@pTqi$Pw0%|@ng94*^J5MvbO&`lhAwq}A_N2f@ z+XJ8p^H44S({}<3Ym=Y%gz`qN0bQ8rjrutfO)@xO{1$L>J zUd#zZ4WNRgLr@f_T`IqF*PkCPzPNHNXb3?_Abtiqv1zHNPxiq|8=0aXxTUL%4KLbE zrM&=|N zw*VS&uXCg`uv1+Cih+k_Ssvo=IHlSkYaPd>kTJa=H9>e3Pt47tSzyEQetvxcikFvy z+RY@;6oAL?BXogm!@`GJ$a!9=H<5p8sj8#$^Mcb#V>!DHN(nA<*upV$f$ z!X_(t9M{nH_?`}%lcLbXpG@4dV{=<+hV8N+nYPEkMB$FzW32?T5VNg*UzZi+0@B>X zs=}ySTo85~-EZyedZ~rcev>blEP8;uTUY>!wC*Yll%g zUA+RBqE9J$8GAClC)2(5^ffIg7N_MisUIA8)(odADKY3&ZCP879bQU{I=VK`bY6O$ zdc*FpF@Y=>7UWKl&%!jV2fvTVPd#bjWF7(TQOP4Ync+hG(-O%@Q_-|Z$2i5m$haEn zyhmxsuQ4+N4FU-5orG4MO9zeR=so>6vre-dYq*2AuE zguJTliIud<#g^izsn%uBI?9Ce+Fsw?ot0?sS!#)O3l)0&7k_|xn@*N+d#DNdjf{Ia zb;aGEZ5Era;+PgP&+^I)c0EeG?i7D9@qAbH@1BCkRbHBb6yT@yO)CBxs=-t#FHF(7|opf z4=9>=YFw{2%r*-UAO&*ps zbuY6+VpQez+Gw+zwcr_CPc;~_>d+o5Ve!wg!WVa0&oq|>e$3W$^%^U`T%1Y`$^ro= z8-f0%h?CcO3^gEUAfb=GoLe9d8yW!0KZwG8FaVLs%e4KMG zgg(EPOuzv!o8kS*X(PGnpkxzh)p$*1ZO6`!2lf+sK)%Qlknh1-ISJF@{jDfbXq)w@ zlmrxqP*tFvnOt`cK9rq3HNHnV!yMqwRTtQYi8=WU15F|IOdQp}TnEjEvWN|mwpOpk zaiTRKslZ%I`zu`iobTS4!08&?spTQp?7l6vaM#D*%ido@xh>tva905|cBJfyQqxbQ zQ}{IpR22|QkAdQnEw827fREM=dbnUQ{2!+VlCX4cq!Fji5uqSo%yiS$(_*@t`xn4$ zg{qV3AoO+|+;vFAb2d4S{@2{_<`G=VipvSw8ORa&Q1m_?r4)^7kSm&ht!X1Zf3W6H zjaX~8Y~B%pN&@0A5Cy6 zh6W%Gxki*+LhaB`f&i^Vvlq=teRJ z*b+eqvtCt~^nF8E&+nhU0mVb0%RM77!WD8#K7QaGpBD)lxMsH765!7!fH#81ykQ^8 zV;esjOttp;%PRh1s(ja&jmMuQjQaiBIcpK0O~Am(vi0|WF!m&tROfnV9&L_zVmYws z2&sblshgD$ziHfedsnE5!NnGN0#4o~b50b6VtN|!{%MB%O+f+qyRBbuQZDhYk}~uZ z$nOf6_e9+5-DT#M`~Hx(Vs32MAfKGJumn`Pu6(LK)nJ}F=`Q|Sck6d)N%ar`oF393 zoN$p9~3f4^%pZozs=* z+Gy=Cuk27=V(`T8;rEC+p1x#W+!7P+(?RC${=JE^hz>)$9KV}62Tj(O>5Kv~z{&SY zoPRayyaP{)RIIjGSEU`zn9F6h&0^Jlir-B?)HuC7OL6XF9I5~D8H5r32^r0NBQ?wY z>dKV%tzd=pyW0s&3b(CjF)g- zK==XgvUB+q$V!3M@E=Z$m>1-E7yS+*5q6!~Los=%nRSI&8I_@(oq|<1kNTU~@huZI z%|*G3ukk|*M%rT;2U;j~22uw!9_+;nF1l!M9ct9~)iS~!P`sC+qFMJAt~si-!opzy zxdrhp-<-d@YR***o$%(O;mbq5SJTs4Qh3A4K9lhKbi46a*k15y~Oo+pd|;f>8YxbINEmG9z|T1q=Jf zTL#{eyhzD4Vqs_cf#?KDmlEhwCo)-IcNv4fb(ZWoGUgo&Jdm+BoAQr9MYdq7v=pW? zWy_qtR0Lt|E!A=QUERC|B%i!t`f~}G5L+|c>+5_OlkWtw=|qhY;IcURxjMhHoswSP zn3})X>Nb4ys5W7xF{96-@5#VjmlLCxo)pRW2OFO&5blerFx3$w0$DR)Yop46JaCpq|tWY1mH`XCqEQ9H?-9Ei4R?VcoNp30vH+FaIwO7CZ9gUVr~HkUKgqS0L790 zwQ>5~C!|N1?r1Z*ulHMn-sJQrKUAoS(9t%b{8Zz_6BsnV0u%M)Okx~4%;)Ppc&_}? zu*;QZy5IE690B~Z)($4}-;wKOa;XIw>i`}nkXBZEfE+SMXxAGu(#&Y6fXEd_&%S?M ze}?2oTyB9X?hRMP`O?{o=zEJ=9xWNxXPw+e;sD6sek?At+iyvgN%orncJ6Zz7Ni(0 z6cDIGq=ANf0_6_wx)qmtVJUPA+*UHDmHede6QK|F@T!v@l9{X;oK-CF?$v)*tuOaC zR_a_~$)kNDop;Z@Y2#fiqrq&$eYsB{zN0n_W|hr^KCQx_ZHK$oZptsO)1sCp!?NcH zWV3!#t?zo#jXOx}nd~NtiNrNdtw`>29Pv<2lls3=KrB4LWnBuCM@CkwFpRJrHu%20 znDz}`A}BA&!B?C_zZZVJz42mPcU7L~F8B-t0p?g}8#q?r`*h%w~YFG(S|8^2xhweQ^IO_p6K*!~yB4 zl{X#bHg^%krZBnAToCy*g^l&O;O8#=h5D7rj%K$FK9$7}?PFyS`RQemMlC~brt4*v z9n+2KDD*k`O#N=P)_7%-_c**69;_5~2Wn^F8t@zU>x(V&LVpqnsnmDE6I?9NTssBF zetu4HX%68RUJjJQt2!%yn^9cxe+-w9K>_LwS0{+F!mPP|!!HJO0krTuLLY+f?jbwX zPTYbJVycX@ z3fOP1!^r9CM8k~n{gzXXTrjp)2n-pPO8Kw7bB-gBOI49}*97XOCr@ib?Do_Ms-uKM;baTCek-_MdLLchmJg!b@YvTWzun zRZIDi;=^GfTua7pwtf|fXepeM9g({DuStpx>&dz6MFbuaA03{yyg}y00y*Y8!**vUkgpecEQv$ZWi*y$F74jmyKbOuH&c*A z=fA8o>);m|syrh*`hlg#?3HTmTxz1Q?gzw2?x)}1AbBQYh4|;9EPD4CWe<&AB+$t= zjEEVjKy>|&6RKg`rlG}WK4h(V{=|6#1{h(eaCISi1S0S*)#mWMu@`c;YruubE$`r2 z8=!HO_29w7wHb;lg3Fg+wz#8AY{0zJ3m_JH-G5h#`9DPH97rHL@j0=kMM7F)4K!u_ z)g|oI&{V>=Q~V`pG@+#Nca!?eQ-`f`VV_mOk1_l6?>(CsTT~(nnN5*|NUD0g&>ik% z7y~8C2=btrx-MfGe%`}_D-Hd&C1=zsNN{=ON9KVkTR%kkdutAMqP_uUGmHEkeaq3E zQ_=^bknW4DOCleu`s5>a(}G4Vb9go{RwYszWuchiWKrjuX80Iwk3v&LITE`u0o4jf z&oGVme+VAV9qWV@pjQ2*)(B3A?q1WGMtf)7c?1=EO5Nu3gFTQuJ{xcD{pT@qNpeIL z-UM!vns{dN?TEGk16Xr15D~AJJwlhBvbUjiE7V5=(lOOTaxD&bZS$DkiyKr*cT75| zbp?!t_-|NTZy7;Z%hiW@7lTYI2Q*&`u1n(FcVj-!H~@IKYP^zs$>324P8|g0y1#$P zodMfi2$?L58}Up<&f6m?NLK&8o>W$b!wSo+V-w+}nqp(? z-kuK^uXNL+TnL-VhMo7EOy(O97uu7otLfEh(K4kd=@FNiXTO78BLspU zWeji4U!qs__NX1=1U^2aEQW}neA5FH!wR}(thFDDS^^6iO)R?)sgOjO<*ZX-zz6FN zzNXlMZ)d4U4I0a2m7@J^b1U`zWYMvuGq}uBll{KW?e0I;Gp*Q>vd3;MaP9Oa4Dum&3Bh+bI|Y|TkpRoiyBu| z_c?nl#4i0=+8x5=q-yI6)2$BYgf{gJgLMq822S%3vKN9%yIuS+CQXd(<_iJv4{CpE zuJ_SeiS8W){-MqDM&Y~kdV$HJCBna$#r!CczeWjcvAh>R$GY5I;Mfg zPgMq@t`9-iL5k<3XHlkx^VQ+bm;PImbl3Ua=cRi_!!WO_(y()(76+htu%O91X+6^+ ze=*1(=O$aiCY_@J*XG&=?GxhqxAzKs^WO|TT;%}ryVNPJ>*DTC&g+c~3ij)*vd`Dq z@6qytIt!2(eyW_ zR=j*<4j|73=70EGA}JcA9dCtFI4M^d0|5G-2q>6Y`5u*>q>Rz{#F7-Po;06*jhJit zY1#=o9dwTNdM6@e`Edvh5~D5{3eK9dzrOm}46W^2 z!;|9iw|8;lna!!ICJMk_jc}yLaBRb;w<%F9PD(Lreo-(MF-#_iMSk(a$%+3Rq&!sm z_{%O>Nzg8g1T|p4Gx<;8KRBQ{dZ3jbff}?BY(pNY8eRzafv816>ZO&9PR#DLjt)Qv zM)7VCvq+Lu#()-#RCQJgWaDl)pNkC>(*nPT?nVKg6ZlsN4urzMf&K5c9iJl|PIp{^ z^HpMNCnC?~yOX`-<*JWmA|pU*qNQ<7lh;pSuPZ7a!)-P+YjzHEA=`#_R&3_J9k0c( zLn#3?mHWaqvRih@Y|l!`q8_xgj-dwbX3qjNrk=n24^(awADMWk zwUy#g6a^hgUN(o1)Zx>a~L)#ftE0WPDpa+jbmm#8Q^v{A4TMTv~B!S~q%v2#ac-mvESITl^FSNH3xUMly&c?^IeQ;W&) zu@tu%Udx-Z3AZN~Xk?vck17B-&{mo2br7EOQTEGE2OP^@*DUNjTdC&}o^D9_$Uiwy zb!$yy*S$WiLJzP5m_=`KPcB(*nR@V`{0Hmgro!8Rt0&SwGvnSHgU4o>tM1*vSuGx{ zT!a88tPVX%DJHH1lDn>54U8UhpnH=S5~zTnj-y`hOa$EN6&dO|k`3L#&GoQpeL!yV zIDd&?-}AO@Bu)+OEG z8i`xrr|c1R-Z-DtJ56o_X;__oRCOL^B{L4{|4yfR@C7swiIv+AE6e5w1(YZs)#MEg zaU)NFrc{QGfr$DIXT$3liSe~lo-6auF{}Ef%QQ{CciXt}GZ3@GyO3tBw|{6CEEMaR zEUTh-PLj3Uywu$wEs&|*-LjT4xadUV?9Yy>XYRXmHkAd8ikZEl>8|OFJI#%d9!G-? zcUV~dRup{io6BJWTZ%1E#E3#TbaKvo)It4ahJ#zd>z~8Bu^x5hQ6DmSq%dI2;faW# z4cV)zTgd(;h&~e1JmX4@lCI^2(L!=F%NPor)J$+=?1W{~ie_?REK2f^-*6$rt}j9&RtWxW8kHXTjw;SU-%I^;HYLn-+Xo3}GB9A2 zjIWSHTgjyp1Uby~$KJNqX-tlEaSrG&NGr|tOvJ5U`DDEwG3rTF`So*-9L5ih zT#xdKBC54acykeCdUE=gaWgYNzG^TKA?}um<8$~)dUOEzmg1AMH3@1GpA5q_NNr~J zHG@i{SO&~@MP@t#_U3=U%ZQDJ=M&9Z?&FK6xr&7G)idc#EwfjdE-|2ir~&0XKZ^Cg zSm-S*UwgD#ow^vT1X8*2i76SLNf_XAQUdxevj;A6N7;LpKIC=wj+tNspTA_fg(|*h%!a z*6RdX)+Qw`03b@)e2w9{ATE^cu8W`fvWbI8W3BOkKn2HkbDi|{7o$UVnDyvMpzOl_% zezKLtU7>$TO6ii$oLG_T_UZGp?@u95Vx&Ji)5NZ7fj8!<{ivj4)LiuAHDrr3!S5tf zz}&^rNP9Y0t$J_SSEWI%lOX$jlHFYj8CxKTE~ROxElEYcv7)ZD&MKQ>4eBzm|-1FO?pf)c@g`=BI9BHecuOfg#8qioJ#8o)sGh^z# zu83dvZ`1E0Qc4#e#=ehx4mt~)@Uv+H{ke@FY1bzNs47kfCv#L}j!gt_OH+5qS0`On zgZh`h{bU1-;G5&VGnpuWyCdd*`*WSX+#PjxZDtfZE}nIufYRF`lYv~VQCXc&TncQ+ z-~IFGEPhz!Vu*T0%f@mTy;F3;_$QWxZny{WueJ?&k~r#6Xhafeb=9K?Cfj0!^>h%qCdO@ z|4adavie~MiUE1()GBpFe4YHdahFcpw??sf#D-~*h30YvH}$$#+>G?GL3ZW}foylK z-jA?2jVJUg0p_xtLIG=HkzM>q0xT{E!N zmfMQ?mkT*yglR19`X^*;>S^yuD%vZg4d_Hm)pH8lzGkya-G+`dHHv5!e? za$=6t{koXWcSeR6iZS~X4j693yrRix(4U6+ASNxiNshifTb4-g{IIBsO4)lJKjrw> zdHQWQqnUzy^1j$)palO~`dDKWjAET+Bq7BaWcoAK<=AP0xt$$YKAA6P1|&T9=-1AY z^$yNo{L~uG)u_wZ6Zxm)5#B?OHOBci^6X7uo^X!ren2W*NAl##RdkWfDGQPu`8iqb zU&y;aeNGdV&XT+V(+s@Ol-|ZMbQ&_1eN^oH8K(^y$6uT9@49suMu5?a%anS0X=vaY z$x(LwBFB+)li@lRQMEYR?6j97J-@ikI@5pfof^{d7(uD%5qe*IlNr?*;ow|cHe zByDoO8T-)Sj%SZlbmrkvV~xtdVG%&$M=tF;B8=$V`xW!Z)_Vr^Q`ya!!vmQ`xlC8r zqFvdWO4n#SmdKRKG}aFa?j=;HXU>hGRCwEIj*?N<Mu#xxTl4JWje*J&MV9rujTy+nnw(4ykffS=pbM3oW;HX3Gs>O?GiiT*G!6njN z|HGc`fq&+|Cmw6RCx8p>da2`hOcI5l5X;+aXYCk4EFR_adslrr2-~vaDrAO~LLJDR zN3p+D;b8ecM^7^qA&Q8?rg|D>?mFWHmyTB-Qb3&bWG9J=O;h>zMm!~dTkbq)%_-Qu zAGUb&flp_Gi9j^8mA^7s3o3+QU_r~g`fQLnJH}9%cH_}s>uRKy0t9PX&}8CzRN7H* zs^pYi>HCdx9r6Ti0{dp1q}!}T5!VFC%*KHdT;yA4`>pWz?@u(>#slgrp0Q3Rr?SwE z+U-BC(=GY?7fjCb1aLy>DskT`yNn0r#Uj6*>_HS{NmW6dORt4*Yc72KKI`v^VT;00 zHqPRH_s3sY57Z{xCD?i^>aJM_n8TSy-3=V&qh%>g1atn9kP}FbU@`-`TMzcWgYTQh zs>y7>W2lc+SA(CI=Tfh8uq>1O6k$)*ZAK&wdT_bovbRdUS)qkiu-}b-P;7Tx3#5X} zAG-)HH^}Uv{;HqjpD>O{KkbiF1e3rNGW!-6>qoM24sOlXnMk~ zyG%ymS_b8R!Y@70D*ah#(oQ<hY#4 zMRvrN2fB-UKEHs~RQ(^8+FWUW=ZfaO0LjiW-vJs+^tAROTfj2-!P7`d7#y&+0eIZq z`fbpl6@tHru18szRXq;O18rpi_Dk$n|0@nJc}pC5x9qoKE1!TB$vl3+6k7Usz;`hz z{eF7O4&g>Pnwq&Y*Lf|^tALRZAB)}Iu)-nzdA9XsNy$jh%-c~fuN&R{3wLpNZ(3}i zO|!uhKE##Gz|wzQC^v`p8p5|3)eh}0o?oQ8PZ}b;gX3XZmpyHR)KiR=f+#;WgjduK z*FK+?fw6qL)pW{(SH}W>n0qfH$&RRmEVA?q0}`b2A7>{ue3LF~4h1%hHl;VBF7ayo z!%Q%d^4m0aYNrG^y;rppiY>#A>05z<({rkAg;>*ho8V^M&P1`z@0C3DB6qn5U)S76 zy^^1%|Dr~DvPLWfL(f{Z*sFdrb5h=>-BsRmv^nEYPrEjW8K zqc6pjD6nzh@CjLAe}kpYuz%3yJ(m@4xjI<~?YoL6mRB{G!cFNqpG3;6Nzo$FzLF6{ zJEuBIY%l-kG@yKhX!$XDRYT}*_-`&f+E@F;tUS;3x2{Q&qlhT(eP4?4@aR$OCaF*G zIwbb>0qE-sEz`rg7Z5T{jO?<7ve~8x$Uj&W>FdEOH&-x)td0t3Q$_eucx7g^2ULTP)2da<>|Sf0m}=}cQ_xULWUlZF%Iparf9 z4f`c=0<#a=G+g#sXZEvwC;QbZD9$;=GQCPM>jU+mDd2f-gGjI|llz}jBt*+bPiqM~t6HD39 z@IX@rhFwiwlW*%$`NryqUn~Mn!E1(;*Ye&L{&E9^dFNa$!_-H$g=Xjzn!j=kA*dBP zU;~9t>uP+3PH_9Q>4%lAmCwFU2iaIVc+y)%Br5O|Jem4bVyG!`BlVvlf1CYcHvNM0 z@kP#DA}jd645%)nVv>_hz+jdQG1=FVmLG4wkpl8Ib?nlGKt~I&DWlVOE7lC0WkxN3 zU~>Q(X`q-F+X$2&y#Xbj6(BNjlM-Cp!WI%YUZChRdk<>s8|G7_S$XUnh(si_dps-D8h|5BpN2$CkE2_K2`G+!U9R&Xo&tF})i$Rn;M3 ztP-C;xYQ3Ss!zPl#yP(*jGpbXlZz?Lca?jJ%J<4N;j#2pL0W<&(~!*I0rBuoHG5Mh zSCKqHnt+}GYfz`xTl=4I*t^My`rnqMBO@rOglx+DGcXKx_}I_c7k8fet9kUKa1}6A zaL6g{9z=5H0jzfrGggZO!TJIgM*+;MW_lWP6xNI-H8U6=3eRdyBVKWp~)ET zKvV3BrNwy!T9wr?qB!h1{cu!aN^34jP21_H;sN!AH9FZ?p~6nY2abF_(-RS|Q`pt# z$5cKc8^H+Mg+0{4jn-Gs{}#-suew|mysDG+^4EQA*6RpN9NWeP5=Atne6JQ@f7mbe zx^4%U#pOOp#05br*a(-qu%(5g97&Di?PE=co`0X}yib|4HGugC7|GtdZ$VG|q@q{SvnZsgRI~048`9u^B3({Ftx=o6Q7J)*;D{ z1%lNpUAifC0v8oz^pBusPF2zsRLHc$Im$=+q%fu{OL{U7J96NArG^uKjNG|1XF*cH zFS-2|vEHXa@*wK6=-C4IR0P{x2VHH|2=G3^=DS}Nx_ocPVvX>wVH|Z2x@3-8lSwpI zZG^1t;8%a(OW(s#R)9X+=*U&`v9D&5fJ@mPR^MM~>mFSFU1GYRBL=YEW>fJg#4o%o zA~s`aWDmdL-F)l^%6U*TPIOKManbzbohlxML)o#*S>xJsu2aSdP~NOiK<~avm!6v= z8m%wCDuaKnkF~5-nNX1{`y4n7g0-e0eFimV?`z~2U+O`Y{Y()$p|U&oYhWbOQ;X+(|5@p3WMf_5@sH<8zMI)BQq+&IP>yWpuFQg9!kk%AEe_;z2S zHxfQFK9R&B#J$|`Y_lXUl32HUB4q~S7Mpi~O&fka%Ncz%`PIaREsMir+S=Lr)~UYN z7iSIe-vx+0Zf=|=jH5u=Ine=DCgqHY_`1nHq;tVKYJ0JU70+7n^O=7BFrP{Y!YDNh zKIW9O{V;gH&Y`6*tajw=#h+!I%OU&}-Nd5L|B&IIe}ew`eYP`JNL^uYXEjU}~YR`DcYHW9B?@nmwwaX@D8!-Adrb2tN-P z^403TD?Y3Ja)>k4^++!mTc_AL<7wke!7IzC1WZ<8l{;xS*dmpZ83?V2c=2M&>k7Q_ z1q=S&fMU^C3MR=t@Rp%A4*HsBQ;t_zi2aeX?SotEs}WJt7FfqHJaCD+(EXoWzDI%G zb&$1Y(=SG!@A1ti0j#ck8dUOz*UFvK?i?MlqFA-GM<7meA)7ldQJZVtv-vEAkAdw1 ze>{TRi-`(xFj=GbD+fEtt?Fm3908cxTP&KjcUH9-KRH zZiXI^ql$s9+?fiSs@PSNXNxcJ;&OjAegU+5yngoXcCN)tSw~Hps>Anv3vKQ zAMsRPEoM@&+!}9Y5~T#@r_@MR6#h4|Tawf&RO%QxbP1J7uq>mjXLQ?gXMuaR&&;2K z!k_UKH%h8`xyH-(mD%d2N2}xWoFyZAzF}vo?e_CCUce>IrRLsO(bY-cWtW^Zbx z0-nD$X09e}2sXORGc8dR+v2s{V~DS&>`I4?nJBYE`ooM}O*dQ{4p=bKGMi$;|5g`~ zuzB{OwWW8+4OZuBebd(xNUiR>7KzA5!^!svqp}W|?zA&lg}+SHVoclC2wIayM;flJ zm)YNG_aQOm=-Ri6ZM23W{-r&w))mRB&XZV1KUAHBf4U;QrY%E$8eC9WE-e?)3MD{{ z+oG@T8)DDWll?kj}n}`k-Jn0x&cFMg|qgi*r6*A zd%$ELFb9QB1zaau`}DkjYZ9Kv6EDQje+zsOrLDd6po`{XSZy`9H^p<)xn}so;7Ibs zR~&_jrj7#9t+=$Vx-X7^1Hzg;G=_KfwHqB6w!3Oy#q`zWfRnIoofR71a=q}=m6cGn z7QFb#W9?4%G&l0dUiHhfOl240aXJ>AWRhyldiA6D9P?4&tMxs_*43a;A)yxMBf}2c z>3$QEUdm{@Aa&Vl7w_*v^_a*>V>&DQFyIzYh4ASL1OE)v#-%3zHnpJjY|L&U+ndt$5kT6#=&;8fsT>tBBayN9*0&o+9xG;p>vX{2R8TVud&493cGwRy(NEx+`$Y|15}&ys(>`=^Nd>LNgj z0(zATVBe`Nh3%qn*ez)(Y4>PYyGa|;!d0ZtG^7&5Ib$c5EvMK5h{qKdgdXU)zSX5dFWxATRhQZOo zIf)p@UjsyuU!vQS*p5Ho+Rn3iURKi_Qgo@cWkiOXk@2hR4^l@T$=`Z>M{isrrdd{B ztsI(t2dt}Zs1jdJnEeKGo56!A$5+9*V|zQF!e(tDVE&s4(lDAu(MlcNm1mv)nyG4(efVjND{h!x_1HYES<5JsV;o1Hre(OXmVCqJ;YB(9cYnt7PaS0>ME6p-seE#4qdE;5re^1ZBkEv1DfTz8Bk5Bz<}oy4`0I+cptKIi4*G|J@td#i9nN4ag%v zqGTCBaAD$s>|Yqb2DL`cl8sqf@rVE-n>ha3uRC~*1DbgxPdbSAJT!EU{(IiJl_#Lq z=q9wo!IF;52BV8(f~m^&XDfD<9kg9$0Pg;{Q)f@B5)74LhO?LIT3LU-qU4P(>Z)T{ zJXuch62$avDGHVDev;;HZRum_J=$Gn}AoB^UnDBdIR~ zB7*b8*zAo){@UWj*AY((U+3P1KLSD`tEfF7Pfj=nQ;fpu3}ZLS#e~yxsd%xFxt32< zXFrKzK9to*RYrw9a20*YxS7~O$=XHy!#TeE$Tki^*eSKoq>c}Zhqzw7V}`#FM9mxM7eDQ@9^=o zVFkSq8k$0L5C@qsZ$;9Ma>uy=J+a})E!~{pN+dD>dg=!b`70mp*~MM`vpm!l`b$*$ z2VQp6(COeqM+PKlWpYv^rrte(UoP2+n^nqTMciq`;{u_4yfix28XibOYwy62lDsw+ zw{4}FF;!aq;?(J`O;>j`K@mN9UGroP=zc066Hq7%#8P<(R#K{k0+C>OXos9jQ+j1| zs?r4wnpRY*bx=`%@TAn0Z0Na_VeSB%y`XYq$TC%2g=oQ)W3f+s3U^OSFYh#;7~ z`7N2v{gVgwN68o596G(WV9Dy2V4Fz>zWGtU!Lx0@Rr}jr!2`L!h!+S%-#Vze-YtygAWX^%*2i%!PE+8+d0&<01u@inH`pv-?*={EdxuFYPingT$CXe6*Xj4y)wZ!ETkdS4I52Asj$(D?f198_ zOh%aR zD)5VN5NCSzl1{49XR2xTW0vK6j+OxN1`5sEZ&9xIG;1q?*TmOKFvSc07GXUT;j4`Y z<(|c)5s9a#>fUni|9KVlu>CUeX)pV~ z$L#Rl@&Dw!-|{Qr=jNZ0GlbDXzb}s3_)soCT=!kqL}DK$I+;{d5fo82P74U?2dyXT za4x{ZB0T<7m1owEnAdPr@7X*$Vp!4HTNo!*{CaX6Knh9n9sXYUiYULVJsSG~xYx@1 zIoZ{w!PT2{|=Rvjs<6Tl2}Wi!byYiw>AXLb%sm#x^i@nFSpeRJLeA7o+^m9;cHvu~{3+0D+ z%eDT$;k=^bw@F%sORVa@hBAoM3%6uncL}hj4_K%xThcFa3DB#Gx{>gC_h=&srdh7g z<%Xr_^gLkJy{d$btGYECTxvftW_sW?Sv;D6s{ry1E-;Abf`;~?w@6_0_Emh%V~7Rd z*%nm%@EiD$=vs726kR=9A3r(BkldwAgIzUp=`m$G5@d z+y6dmhYqmFgoJUJWRJOLKxME#PRX>O4Y-5fKA4@$yj@Rr#71wNx`Il8p6s$k%nns! z!XHZP%%Y$DshW3s4Ayh6{5Pf+6lGRtXLeV)eYNcE=VG4OT@-DaL}Pcq7(!T99jAo6 zqJm&~8(L!kUVB!*vy9tV%w79)e$U{jqu-Fvk*>9+@i74?AmEv?)ai#y*2H=%z6Rjx z63F4ma$HLl1^u5^-~5B-G5tCd*$C)6Ff}|d7B(ONju$4`OtC3Pzc(gh3l`OoZZxn` zA5QLhFbbi;o>;FCxFVR-RaMngHX2>kw=S-F6oMm&h|K6!!{yBbHuUw1p?(9rJb z3BO%k)YIuunNLb8K_lXdae^|j>VIi@E z46w}}fxn_}t2$ADNri7^kXHe$tTD~p|H?0=xNdZnW%rMi)*<)|{1$-Tse4xJ(@?OU zA{_kVJgyqNAV(M54n8^nkeuHZGFzQG%&6*|ZLQcm?Ow#zPmJCaf4;=Oqm};D+-U)@ zhm3cc1sjh%9*+-;*k135+$C7Ni1Y{~>$$B3kU{f{mpp;Z^Z`pdRu;|wf(n~!G#0o2 z^wdBsM|z8D8f2!Bg?>4HKUrBVI^J~n9?*a7faw7HQ(-_nqf)b#;i%y~{isXsxWIS! zX+RSI0kBJCSg$%ODVT;h#3$b#mGf;7;AU4hy1ynTS$k}|l0B7$3+kCFX-$$Xe)r0{ z1b`bZet%m_sgYgrKH9!Dh}q~ceggZZ_ZuK^>=fwkbx$Q*AcJS-*yc6OIjS1`z+Rap zk^@~UL0_6WP{)hS9n={X`WaFI7yg0_I8giF&U-Bs&VQ02* zozS)YC2N^@ZGo&$O}7b`Vuq2K!FH=x^G!QiN8;$e6o^=oS>KnJhczX* z@aWPp4;m7T>QJl~>Gw5(vn$F><8RsQB6QDCZ4`Yrj}n=J`8O=hhcPVm_I(`@7D{U7 zY#IuE&S>izR(cEEm_IPBeInDdnWG$a$iVHg&N4M?n+iU(e`-*@UnHojBDKA`q*hZ<>v2b+wlQW*ztW1F@ z=-FMq{cENp$sLhW`93wvdyCm=)wKRJi}5;kHF+Z-!xXBPyue80$K}CiI!X2NDJ0)M zMzK14ZyM=Io@3V(0=We_5y{saf?h?R$|AiWsL1Lq;J~hypc$l8S81SCutez`Ls7dB z(maHgWzO(DfW8oK8d$&U-|D2D)XAE&=cF^COE))F-N@!N38OKr7ugivwVvEHtWT_d z$O!p-%9^-3G;Gmfe<=u@Sjh&iYyYUah%tJF6HS8p+RHUAcSsPin3(^h?Y>rAiMegp z8=K<-<<6ZdgQ{d2cKav+_6>GqBuv@eKQ&cn?XCl)pNnPC~|a6~#rfP)*XsBJmD9&o#A*>Z7t<#{j9&2qaQ z;K;I*;yXvQV7bN0Ab-^pv$WhE##Dcj(NNCl^)6K@HXOGM0Fmxq8_Ju;bB5L-(I*EYiFLw=PiOmiOU){?BM-C*mK0RhqJVzLMOG@G!k!Tt#M&UW$1+cti zseA|bLWiEQ>5Q0^7phoa53_%Ae{tLoI;__vqpbJR=^a<^7vOsN6BuYXf8bXDNkF#0 znMu28x>!;-nB{9O#oEBFZt{0u7rpx0YiY{DYta>5b~)ZVCZ<^n4&IyPwc(d{JkkwD zcD*O*6Zbd;^k<9D5D63=HdBhx03-sBt~LxR=G{pGlD9Wx)_J4O`C$zwgLEQr@RvaoX$Z z{C<%`;zA`PJe&8*;Sp?v=iDqfEP9h+iS#=!Hdro2{vU=L%)08vMl6oe=wTylU}OQ{ zW@rDtN2GG>FGKKc;N)2xgQ~&f{-J3|H$5(JPo<{siw$pSk}cA2FwLL!@oh7#LPflW zdBY})dhQ>2w+VLNsebs45fD%3@}3W&9)i4*+Oh5g_4u9Q z_EqZ(j~*}%sl9btcPxaSL`3If?i>UUT#D7!#G?wK&KIC;rc8XC=@Z=&aA%7X@bBP) zkjU}W-C~H48Q+1%9dggNN9jyzTU{IDOuxHQ@QdkNAXHz(>o-`C=AyCe8OaS|a0^;P zZ#8;a$ej%#a_B62ihi-bo1Ma7nJJK&Jd@fOOj)X*LLv+Tja`pcLF+#VYDo(6mTgiz zOtBTOk#Hw#u)PWc8sfkS-G>|9n}P~8DE1&@=_UDcAb`q_yv&X2F#JTOss{{Jt{?6~zE28Oo2Z~B3aM|#^ zh;hK5GwMpeu+`N{3*!ifq>j7kap!U$-zUMM(4e6;aK8F#ZYEhje`{PhBx(E1=dJz> zw^Ss%rTLp-J)T|#sPk-n6Vl$ig9wBCYxxRJ#~SbzxKI8p1w=t&4fxmuV)?KBMs+-V z+3@n1eGW}wE4gb-9K-dvi1mMF8poQ*6kJffxm$@aEs(iB@;VORTvOSyY(7fbQNM!o zyI!yvfO;@f4n?QZ8xEPXysi!V4>tX^5X=#_bxx@4WlIq!+zf?6!p|Ak_B7Z`EsUtNDW1g^(q|bK7iMldlrsJ-75W4X|%@YA(BbSeo^& z3e&*(8(;EjT0lXP>bHDJh{8tZX4Av_!)2HWqMDw39LNm}lnA4AlsB{i2tK0zOm51| zdhaP(R+W^Wk+68Kp40?AoLAu-UohREzJt`JqAaj*PTzLVV>F%-vw_;XvaH&R^_HPj z)t3U@N?^!Eir*bu*nhi`e#0yRGfzK?{1*4kYt&dh6tP@6x(0P^`Jv}m%eVor(4_$KM?An_YkmXyf&m0a#*novkK6bA!a2fmbyVh3?l(4g zm+%}p=j!401#=sBCgjj2Qp!%hSa*cSP+vsYAN`3G5j!sKhNRMc{+z|4Y@eY&A2h5U zYYDAO0$Q?ZfeoPx*g|K#{hc+{$W$tYygIy{joPAz-! zr37l`1!&8#I(9_`Djch(yZvpxkG_adf3oGG$tAK@RMRBm_csabnQ3_F%pl=(KwY5z zePGt{!bR=K)Ri`(*o0pU*^<_hZh1~Hg7?NqbFs`cdTUY;VN~~KXkeB$LOK+c@E%xq ziPe}e5n721V>#`UIqIm93|bAp%WtP$u;G+a#`ww=)<*h zc5}5hDRnxo6Ez($LubmyTg&FQs&!C+Dk>N;?m(`#+Lm>MKh5pg@5f|@HB96g!;%vv zKWaCuwrlTu#vNCsA z6whLEo$Paj0(!TNSvr_|p zhFcf>Ap+4Fxn;Sbg^r)wTrcoXeVuPz@M8@~NE+b7p5HjQps{Tw7-ZY42=57CRYP8I z$H`+F)@2Qtj|~CpY*E>tv{5Dc!Fw06y~#HJbop=XHeHZvG^|XSqVt8#*S*atD|1Jz zPU_BR!p+VhX3?Pmf6Yz!Oc+?PX&u!1Jwj|YQvgm>8xRXo7iN2f)MxqEXdDZkehlKOUt6z zS=}*koo#IEiH_x5;!AazK)WsqcgA6^2hV{Qg3#qR_WHWmxsfF`!kj4PoRr-Uphwl0 ztF&#u1KCw*<_<=ZB=#Nqonm_50fdabuGJ3MPdRBzw(GMU=`q&|mh_?ByyU4Z#jbT1 z%2p%kAvsk-XI_QS`XW4<1JN1(vFh{EWVxDIQs#J*28kAqz?kZRwo_cDR_J92QhxWn zaNbkQjIVv}Gn3;Mo^au*HuL%6Cp`&}`LfNut?*5pGZo>)DqAhDS6C(n$U`j+?eJkH z*k3u^nq9UG>nnIlEySOq2 zVJ`T#>z(C(M?cQu77nZzJBUNK(TGH~LPK81kB!vw`{l0m0W(4(TB@pUH?n`<;{9cF z>>&qt^3AjDuInr4KL?5pkMU+YLx(%g7mP0J&eLx~P!Ff1QpH*)y53M#TQ&Q~!BkHtuJ&oLwy56P~tV@Fon+*9$sbzn^goYDkX8I_yQIn^j zO`2qyZ!n5KoyojAbtC^j z4Q);oMp0m%iq}|=ewx=)$}j6}mj3z8;7(|Jr%yLFfv!X~a94jqc1Z7m`f>8E4+X}9 z9w4=r+g+&k*YlcaI;^&wzi4+2G(_agMu0%;{jWwgajT!|RgX?O&fB3MLj8QICLO?) ztQrL9>nHXqFLu{w75$VVyYq8~i^NPeB#D49aQ+glPTK-8q2!?N5;Lte^&cuv4} z*DNRZlpP7$;eUglkrq~27%NRAf{|eQQ~k|xSH+nti$eo25|Q3Z543UvW`bYz8vpvE z3Jfd%0YBKKmK)O;^ZWYBU-yppes?#~wZS^c{>BOf=^l-ecUR%z{vNeWAF0s}{{aSZ zk+@&=AS_>KgR>n@?E+uwReP5AU=lu}z+4EKiQ28wl>9;?unrrq)>ADh9@}y6jj|P~ z%@Di`!@WoNQDEc!+4H*|=-sN<&M1frhPWT5)0d0=IV#=jd(PJ|&(Hk$o-VRc_B%VZT_1@AjLzXMEP69B|7uGR%!k%=}G! zx>Kh<9{sg#-ia3%K9GZ65WGPk-;*7gVAOH1A*ZJgX>Jju4^O5j{JGA|%+{J2JOIi?Ei*il zzo@#eQtCSNidmGyb#_&@Dg)w*JsaCMNg=cHk!*ft|Lca8Ugvk-2|Gj2wSFeFV44Ub z{b3bW-|XR^u(HVV-r(2Uwum9XsIt&z1{l#3pr1JLU#~$^dOm^h9N4sKXh!a~K?AP# zDzOEk%g)f7pQo#*m4=TaJMW_)g4@MhUFPDv<;exOow)>9M4l;nE~kqN;K*(2N@9ik zK>znX%x%wl-QRA@tiw%JJSa+NTpEcT@1#d&9hCf zaDY|y>iX`@H}8AIakLCdg6VTeY0E#IuZZ)uOsvg4y8&ayVBN^VvUf#C+*~T7YI9ciD8)=bTT_ z0o15TFY|pGeCMVLdQ&hxY8(HB6Ajwox4`LSsE3V$Q#bc~o~Z@PCsFHo&&Et!R~pkt zZ{aj>W8!+L$Kym@A=9gTylF^KnWMH~1iW$)!M>rTm*;w=MOkINZ4jWFl*nmDOOH^# zxS7C#|L5?18-d|pW$i0j*x1^rJrH};gcAGEz)j&-pxEp>#|y%vE}^CpbB=KDm4fhr zLxcR9m|6~&ZU@=!hCu+`Mc)CIh{Ko9qDF8pxS$Az<=Mfq?a8};Y~Hw=wCxu39HnrH zS95aPd6KxJ=}!)P4V-lD2!x7I`gdg}xt^}g4&Md4|B<<03(UIPaCd#Z#5|-XUG;W@ z=5{;Uy^6ArF4Aw}V6KPixwfn)Z?}ct4Qf>A9RKBetIwPa)syBp=ML*`J$ckEUwm)Zg)(0lm9rxXHueQ5^lzx2t7K~^5k(sg3)O02%wSX}-J1-DPo|&HcJ&i+P z31hgt0{`r~y)W1Y0v-PgojRR5{p$tA4jBbOea;0T0lWGer5VSrPodv1WUIA=FTp>3&%N?y{@Uct?%y2Jz0@Y$-K@fX ztJBc4!^5|@PyLvsJzT`LPXRo(L?4a9wLN&TvhRQK_-gdQ)zdF!3GX1k5Iw-ELY%V- z7@;I_uI#JUfB>TqnzS|HwKpg4&>q?+*f%}%+cA}pcxOO|7xGU|4z0UUgL4?(sA%u# z3e3O2NA3!V$fWqpQoCnxg?6XF4RPvPW`@#y#i1bXS)w%LkAwR)SendI)^GETShCP> z=u8Czgg06LPBtfD%j<0Jzz5Pw(Et|2A%u2J3`P`@KD#zn;3iR+HD zZyejPsKWy#LQudLspey@Y(w$@!Z@Kx5Yd2Hs`PucPX(K0z9sR^uMX)WV+1*5fj&R< zyj)Rt^{br1chC6(pUl#?H{heEHBoqcjAUPUSf^a&M$m|V&lxmn*oJ&WQ?aCpl5KLhYEZ;GuY~92$!bi_0b<~~Sgmu9u2qKgSS_$;6DMtf`HbBz zqP8AY$IxMLgXv_DFCjvt+IKj-SCehnQX^$ZwAr`tkY4BR!8+5GPz7<>@Oyv zl4RtB9mOT&H7vvpBDn7urcnOSkXYZ$MPXH15S`RC8KgecWhIiP4&i7^g?`q)^bL)^ z3;P{e<99j(;*U3RXBcJuIQGrQ8wb0Fz@7d%bN0*@-MKN!yMdOAb2s-d<630)Uu942 zymErjW8BH%eC{v6cI8*8PKrn{GlY4idLBf8VtOWEvB)8Q6S7JX!GGJ0k7)`J`jC zXj4)VW`(+?;N98V?3s0=zljxiZGwY!O|Xd*62oS#^0&Cy&%+zz{AWDPxob-Ogbh=y zwSO@0!Wb&Ni|MDSddic6%PI1T$?W%cR-EZ)eWcv_{kL4nyqcknugq9i%bVdRw7Td` zttinx!m*2ODcvP8j?{zB9Af=E{@SJ_Zr@*^SLddAG9)YMFEq3u zX||^AVjBo@eRsfw7=M(7m_P40+H-X4@yw`aShW`t$E;R^T%((67mk-2?*-HA;3vHc z)Yta#N1>AgueN~<7d1(Jb;fb0GVHDzsj0uq+iW~2QY0N85+mz0Opvj~m-Yt4N1e7+ z(}n!h|0%PS^QwspYTjuvDUohfW}X4f1XYjbv~ptt$M|{1Jmqp+hii}5WuR4N^~L6@ zF5l&oQ z?Up2jtyq<)q&{v~V13rJ>TkxCkD*^_Ho+1<37-@Om7f4BcB4u?vi}78`BoK9CK2|D zVu%wNqgLAqRm03W)L_S_E)SrUK*y!+GEX%8+60p`H26)T=RsgDzil~Oz3Po0 z(6Qlvd?Ry-jI}gB%(XC_jEh3-gvkW=1AX7{7GQKujV2X~3AWmPf*pYt&y(UiqO$nvSc`fQ z)nxt2tv@+Ghn%?}ihZ2jJli2|Z+It)EULr5IxideH)uxGzMPh#>1()jP=RR!31|!V z_TX-*9AeD1V8+6BX)+W?l)2;l6Qh?Tlp3FSfd_5+dgCRZn8(W4W1^yP{66!bwgw^R z&h2ta5knv@&13-k_4JsAismu>KsMa`ww#ciC@fN%q?{bN^fS&2$yj0X>vQwv;kfm= zM^$Q`eVE!sXLTKhC8xH*wuZl3&$VatTUT6ZGkss}{81=3NTrjop!;;-NoRh)M)K#MPlrVtfM^1t;Z<6f)u5)*FMOX&aQ*wcqfrt+_c(*bbY;)qj7h!(h?qUFTkq`1E2>W`y%W_> z>S13GS$b%noRGH_40_;Uyqjx~-|5l(K77JcrLA%T*HP#~A@?V6qyI?M>oO=Uiz9yM z!LW1)=evb+!|3;#@a;+grTCF2MeON*jUoRlnZw;H;-)QaZ-pJ{Jc;kBve6*UKL0R> zJGD&CSbtuJc>Su`vPh|@CExxqX%z#V|STfBrLw#qoSbr2dJ8q@x;#{HJYIUZNm2GOfsYt&PZ)m$Hbd z3Cc|FkeIl*M6?uhaAnKpkzh%^wSrjboD{r1cNsIS@Je{s^KKr?@r8@=s*%{6) zeq=FHR@c;-|8_{+phB^;P4tTM)|BP7&&5|R)gM7>CPaO&-}6H=cW8;Dc3CbjRRA$| zE<3)ziM3 z%G^mx_a%56d0ri+^+eV*F@=}Sr9362V-a$Hy=qGBa35*ncxrI8F>*}`mp|iO!cjEI z(~VWoL}a=9jA}6Y72dx7dAX&I@aPzbt#Kj+-3e(2>fe0P?N@ z{3~;X29pp+0T=NF(PcNm?k#*>mfAbf-%{tnWgjFY!?TSu@%g6%pF=wZ&fLgXQCUA( z8;<8N$>}tQc6fg1ZrAC6u{hR$X>2Si6${)5hM1T#IQH3IcTx3SyKKtjDYJ+h_M5mH zdUA1p@Hed1A0ykzT5@+X%obY`*r>>j;XjU}r~VvZh^|2rK?*4-#v0k{^K}pHb%MiC zm&o(-5B5NhrehT55LX-0B{yU3L^Yd6Z_X=NB+7(*`M&l;TLB2DiA$dS&Uf#sqewRM zZZIC;9skaov5Zi58zH*q%_(Ja$=#YcSeA~%v3Hn;s$h+_Ke zcKP25-+TCO3(X&MPi|-n4V4(-IgrHyPX=OZk@Yh#!HE*nx$ zD%GlI_lMA~UZ%Pss|PYAt2;<_1Z6v=iO!0tb_HsjmcH${cKoy)=}i?%@S7*Xt&x#A zor&fG>=4YZQIhxD1bZi}-{=ofE6Y)7QqRhbSK>=xv#s|d1AiyF{o1Y>S?yz|ijzFn zUq-Me)3%>b`^=6j1lsajo6;Vzz+ohiAY$zSrG}wWCjma=S#bWA&obvXe8f7L47TIk zAXn)e@n$9pbrsz%_Y{ffY%`$S)^12vw~J@gD66=0F|^DuombJ36mG|A4k=WL>0wO5 ze#Fa~@oytG9Bk%O>iYp$Puf%-`b5E^LmXt!@T`1u|6VYDB<0c>BdCSqV24rtInn^b zlLS)pz1PWaPZpj_j5)oEDYEkugW~5M;y~S{vk%Qi2mjDP{d3hu=a=!$`+aGq;~vq4 zq0U*K>Q;4S%*H)xamLVl@T@>(4_Qg^N72f6xdL{lcw9GlFN`yN`)8q$j1Eu##_m$o zt4SOCpk#J^lF1#$-|uf@A-6igmelx;%>$ba>BXFS6z8_N9GPQF+t_Pt64Yp^V#K2* zx9Sta)L}^bLyxn5r|EaOBD)9V{_}1oCt1G@gp(cT2QNv3Ak3dPzO;@X_9Yc=Xv1#e)^w5ao}JXEl6+u zruLROo)adUGkhXJT0FC*o?vQZbnMf!pBjLwN-UM}d)U}ZozuLJf*md+!x9roe%_=f@=HLZ;C%4-g`P7eLd z;W#WmF=TX)-))L}{(@MDhjLTzjQCLLP&~@VWpJCfZ%QRyt#rqc$%%N>9_;*{5YtnDD3Pe$O zdgpoB4yttTI}10}JBInM7T2ZHb+fy_6YfO9e<8Sl_wO?d3kMR(&alr*1id@gpkGd* zr2j?boT|4PjCA-(AzB9hFgKsPB-V%PJ-YK4s(PFmrsbAy+Y&K_eh601W^f~4_cgX} z6v(h=7>)$C zYSO1BtRCg(lbZfPp*{gjpqc;3J8v$GK2U13+}GK`dUsCk#V<6kLk6=v(j`L+F1;f7 zo%wVaAO17O`2NEeYrl9;OR`nNuU16svCm(g+sE>`KbfW*H25ReUvNf_tMGrSKSVfmLfM{PMEaJrydcC-x0^kT_52W-? z^=Hc(bgLK)V8<_^khRmqtj(w|jg%9=c537%4x^bRmsUh|`{AP^ogMkP4&UJa4^OHM zx~AnWs;`RDk5h9}l7Be&6bY}cS!Gv!BlA-?_~wk3gPs$XM>B)=>jT@qU*P1b; z3>&~?Br|PyrgakLJ2LV@Rhp6h6Evc!+hKPbA}vC@JNM5aba+T5V>x8b&&O*ncvz;m zQ0!4@+lLF**B*s*`4=9`cu%wtKbC*4AZ_GM3_#6k&!;)v!k^cFL@G{$W!{rhe2qZ< z$deod2sai#be&18#ljvvBU&y+?wSd^rr&)B{dI=@|7J4s)RD4xGE@e<3Cm~18S(pC zi{IZ5U>hcJBdnjo;u%AxQmvZ9hS8W529n%8 ziJEctT#;X@);yac`VW>NKM=d6RsC|)TKi~7xQXA5db41c>2 zbj-nS{s}ve9q8AIH1nqE6^eUBvR%piMi2$II13LCX3?5evJeK&%o5Vra7vs&!|=%(2Jaknz0nf|1!5qzc|JvY{&@8ub-w32p9o0>N?xlK-Jc zcU3=T%Gk7gDk2`DUP96IRPDNLIZ>ySa3@SDfd%IlP(t_#FWSS5TQ+Q)4d+4X;VUZ0 znA6`Qe)r}5YcIbi$xZMM2!ku2m-Ll}WDBpb^8Ih~aa9M7`mb_j(*H#gjd&Te*dTR! z>$S>Z$dyT_E?21jJ#*}edGty+93z=WpqLs1+Ve~R(abw^*u!M~FQvya#&q*9)J>gX zoa6z^^l|lBgq>8~#u$`^M;Q8pxrJ$z?6`jP?cIzBGI=B(Cw%_o)uR!I|0Dc^O3Z~| z?6Q6HGv3{Z`k1D=NUXU1XW6sCRg=&|-qDYMTBJAQgg5p)v986rdn4N721Rwgaymyj zD&LSBRoA14rJsVtky?znzqAcW=O*l4NE-LFB0p=2$nHkB9^^G@hW{`1_^Z24)Gd2; zQJv>C(FHF=_EQw}u~?pw_xPA32{Ukz=3(YH2+zp>Yp|xuVs1~L(d`LI3zNt1DYA1> zFl{yh+jc}e;fHS$O3XZUw6eq3z9Lo)E1q4kn~IDnB(+emt_7!X$wz)*`qtOhKm^*N z=j|17om(cTkOlt!tyrsJfYBT=7PqA#MuR6o6q4zZL;Yw9??1O?2Z-Hf=!nHCA^7Np z$7&sIG*SLUKDc)qvGzBrsDJf`6&)}reJl+76wCTIjZEZkCsx-%3ePXK);~g8talz< zhElk`v8gf#<{k`ne8}k4{F|(Z`_DkJ%dQrNS^6^(Lnis0m~V*H47tTimQg+N#OdT&nDV~PDV|;N3tF8iZ=f2xA#&7`KqRmXN zA{~H5HZd1DWr|GtQL#+sA5K-wv0NyK+8(|-R4 zPJP~25>acRw?XxEX#%Fli6C(DykCD6(L6yFF|uaTS`uriup`s( zyedLj7pQMOabVJ>MOkOlOE1{Eu|SBC(V3 zhq_u7D_N=L&|=D17ynge68p&iquDE?;%K`d2M@vBCAhmg!96$xcX#&*1h?Q0gS)#s zB?6D$!)q_E2w5gq~zZ@JQ1g_3+Ha(MY< z`jjD95*qyhXo8z-0QkLMNsZ*gLR8(9W&BeF2wz7m5oS%Mq#v-sQo~LQf5Sd94$}=v z!;jTYdcqRB?_EBm@qs!=1o;(h|;U4=@eAxlAJfZ!z@XXt>2 zYp^Fvt~O5h$uEABSuXj@n0pzRH0Zdc6R+C5J{{2UG1Q2lXIb2lFr?FquC~qM(TG6d z{R~F*DKkP_`QisPlsd8aF#iyJH4>Y$>LqeGFeehEv%86SHF%XST6$=wSozOR%_bYq z4&#j&0hze3_6d07me=<8DUQYW(2JgS@EPY4!xtdShju_iMAY2;ol5ux!`TzpdDWw& z4JdpI+9$6`l2hd`bD}UsjE0cBaqr2cDf`CSN(TrN?N z1|4~Lf38+#i?vcPD-n4(MIITiDy2he*c3lms1)@qNNA#g`roP&yZ=FGhFdR$GhJFx zu<1jC6AJ&Zluaxc(fUoAVOTp#QhC?vPq_YHV>ocgCosw|h$%ClsKmGyt0ZqwnrVp9 zI)lbhkW$@5ae#-SZ^uUeSbecZGysO(kZLTdVjIa#_E2Is;q!+~ME>_#leLmiWYmV! z?O8+jHC;;5X&55lk^c;ZEX7`qodD+A(B_tk5%JX=%%m_Pvo)@!xepn{eQQzixLYW=6OB&yvnS(4JWl@ zGICRnacA3v)NZ6h7JXCuEalkxUroFku+E{f^MS^j}fy>hwZCRdvF0lzrCK>!9C&dK_^FZK2Y7 zJB1rqzTLIBnn@X|!cDO0?Hd!^{r~3F{tnK3NO(vmY!@ci+?K-WTj47>zT*=?tj~c! z|L=%s1l;tc>DXods@%iwTpe#i(Ik$;jWJK_DoXV1j)Cp8ay2I2upkM2<-=OqlA_R- z7n8}>JY^tYbk3nV!v6mx*z{3VS z6HN6+S}fLFF1HX5+6%=V`^1)OYFrEDzb{F#-r%|5N7e zi~jI^@R0JYR}%bK4?felyW&)H!-Y}rPsP8;RQ)ZOtG3KW*lly{EjiuHVt8)k9*8yf zTB5oZdHn2d6#L`LSpRF2csc$*u^^^BgC}_{{QssnP>V}=IEW#WGjT8=JWP#RWF{mg zRsGSLo`Lc!z#zH10}DZODfWwNS86y=ggDJ5(jtotYVB(wMr;8j>JJ}q)>Cjc>9MwP z=&IGa59teSNri^Cni9y)e>JM=L)7QM!_`w6?dluV+Jr-%$yi<35f{cyCvr-E z{z+SyxvG(%osz}OG1otd+OA*r5s7O)X;|ub5~k_iZJO+2k zRRF2QZ}I(cHJr3E>~BRDLc!^0a0ras32a6;Ob#T90pBmTC`rrS7U|j*N905bBq#~? z6G7d8Y`as~wNThd%+j?mFV(0iK19YS1z~MM{M1dRRe>hAe#4S17{MJAAXVyn2HhM{aJv8SS}~0L$QZC+BJn1A+Xf zYGhKLI=CLtROWPSs&{mlpYXW7yOc?J0ar3i?M{=Y(>a#w2O;_k#_(%TcGzQ*yAM8| z!&j_tj;y04u@2B|@qKtSYOs6X<~j|65rqWulYw&~>e#dqntE3_n={tr_K)ekfI1tQ z^iB%%XR44bZp-&h{tDwhs7UNJ;BJN*Kz&B_JDw{|UYK#zy@;N2_7(f4KjZ-s;UaD< z_nq^7H5#{xEvpW%wxCHPNkJ-~9rci>1(sJn^b-gnvci}`xnh-=qwc>QhY&2!`PODV zb+Gsvss8Q>r7FqFr@fFk{&qAbW# zh~@aLN(!1yUquUMY!D=Sf&6Wu0fQZS0kn>(p=ve^srgUn9V7UPrUs`b4uO$VZDH>` zwhu7b1(jV=6@QAEevdwNl;!AYm!m`7kk34So>phWvnb~HPceEKKi`|Rw%gQ;UMZxQ zM~|5W6Y#&|L$|vhndVL@y%&BMb|_p(n2^HMCW<^amE_r=9?v*Z>@ba`AfhGDoYt zKk_gi4EkngKYza~QjYu~Cc*#>B+f~*-X1f3iY2E88FuS15??urX7rDRxlrTD}SMK1t4~AEPVlKc?tX_60>as~mo#utRScCzE*S z8*{>J0X0nCoNQEwuT0zD|;IjEBVh7t2)!oRpGnb_GfZeHVpED8LuUh`Dx= zXE?Q}Q6ceRNYDUl!5i+vIiu!(2$Clg+@++0B0Jtj^Mf_yoS}W0#z0^CUtpN}Huz2` z#M3HW;RWk3)xktwAfC@ZU%SU6@gn1CBNO6iV~E_+?VM}5oLc+JFr*io`rj{TXI^x< zWaxLlYIEX2WU-URTqUMWMeQ0ZNpjOP+pnxZ9U3YEQ`Ja!nO}5#{-Ytlsn+ON@al)T z(|sj{4Rei@uy2)~v*6jmyG3IGuLic#C3)@uOdC5uOa-t;k}_0Eh+ezN${}5(A=knH zmE$5=%P$<`n7F{S2oOfA5yujeqk2-Ml^RoAid@1MQ>^`gX_D>trd4468FvT1)M}pr zd_prRC^5Wc>2DSHm}4G`I^tkotfi?gK{DT;A7^U6`i-jxco0I1vmH)X!q&s_#}SH9Aq5r*bU>B4@iRC5=jkEH zi(_iLNvZwUl%0w(>0pcBH>}|SXE|%qm|_0l9df*k;e#^dU6>*ttFj~af$~QY-c7TA zjW%)#Z3+i;%2aJ>i640HT{LDg*4i#y(>7{5&B4fFH24cD1&qDfJ4BO>OOt*;t_3~P zs8U*%^4$y8fzK%SPSgp!5v}iyH||4rH|wYarJR^y$=%XH);sg}=9|PA^99oUwzw!6 zF*Pu^zNVjvQ+SmkIhE7v1!TP%v3x|{*krXIAwAi%i)$acW#q~|FQoq*s@WoqL^9HA`}QJ@_aprFrN`^P%35rP zxCu(y1Tw@IO*ImZ z(8bVn_WInj)$h%0eyzu^mW`)d!F><=O+p{zxX1uJOM!})A;5Ww)tkuQoqD-PW1(P% zx)D>OG9;(hIkrxsD!R=wy?}~4e!k#cRtSaV0gdLv=Js&}N+b^IKf-03L*4|XP0)S+ zP7)n%6xd*&DsYLH^RHP4A&=M-j+yb1YZgW&?|lJvLv5`1<&#Y zTUH#b0^?^CD(F#CsMBeWiOW>vJwB*cbyb(9=de>K&do+DE|}XluYnqHK}(s~`;|sL z8t!u02oYo@b?J@ViRgX5Jd}8g-)m?Jdo+ET3=JVDZ}Qomq8@QWRQnRxC~0wtRRdX7 zA{(0r_rcv*uV*Vi5Lli35!qwl5tW6k&Y*dJ=jOz6BOlq zSvO)w>*FAQrSQDU`0k%_4-+P>6XCTtzC$d7~!4O=W;j5vh9 zaQE|XI2jzaU-xr-QX&I~V}ge`L}^RGNYUla$Bsdxxoty^HTi6BC4(=CU)UF;{Y}8B8 zv~6xdeAeQ5s=#PFI513Gkf;-l?yJ&N^kpT5oM*Wm!F-)eBs4l0h3i=CfxpO0x_HVX zZ&W&_AgL?tjH7>t{NGo=bnI8;D+J6;70ka_4t?)TZ$r^9=1vEWUEvWX$w}UV`m|12McS1Z!H~LrH^0w18mpj34bTK@!`_wU0SeS>`pS6QGQiG8u z^dA8Q0c}26bq{Akd+<+->VWzDFQ+Xwv-1 z_pwM*OB}g8mo02nhH%4lz4C=VTl$D_XMWK`)Q=~9fF5@GnT}H2X7ezGAc;G^jbDE3sPc>1qg~Dko9*fc&#xs#Uh^t`HqRST zrv(P22GZ$5G`+71Onu?5JeC~{mL=^=A?s=+|D_p2Bm%NQtB0TK^%xG{#7XWyfud_F zut&gSCt_Zu^tq8^6!+L-Xp4(Ga&A+eaE?izFQ0*OWGC}U4dWISU#@L|p@jBUelC}u zJ_C<5*$peSJs1+-@T4No*6rbazNP+n*KRZCMRx{VgV$+PHMQong03EcfE)a-@o5dK9 z^pLPT(WU8mI+KFG^C)?m#|YOh?Agr01lMbZwC#5 ziVA6GH{$G*8tH9VpLy?q7tILA>t&ovcIWul2@#x}Gz>me%F-16_UyL)cj-e27 z>((To@h^pG`zO&jeI8?7{m6mdNaFC>`(n^9qevixGOu(e$C6j@ zLDd&m74G^)Avk*c1F+drB140Q*q?9h)Wu-5V+V8}GWG)ukxT<|2`uD(+bohpyoXn% zZlLxLSP1_GjdCTNc8%3x|E09yLlUS;1oPbHU4y(|o=HOcffD&#ZZ)+OnaZ*_1C&ecy3s;H*4& zeaWGGNneVtw(|xh;VlZQwK>H&6NjF}7Fr<7 zf1k-Lfu!+T53tA17=Egid~v+-f3uHEiFHB`PEu5kphp2q(@TE;$dbTJAEvm#Me7g<}_`nGj7LFD)n$egZZjP&-JlSB-t*WEt^y$C;efjT?LVcBYf;ga~ zgNXy;VGu{+Y81OSzGio(;iBqr-OnH1pQSruu+Ozd!)dlDp>BZc*nWRh-2@%%%6|dW zxD5Z^?|;^UHK^F@cu-c~KoJ#)n~t_^%ea)1F_ggyZk}66mLj?tIetJ7aS4g8oB!(Hi_83w8)qH9UshKAvlmJ@ zQ~NLU{e=o*xRt518I9VV^hMIT8Iv1wI2)V_C@vniOK&mCtHOV_rj)y*BE(L`Bm&?I z_+EfFIia2h>e7%EEC0bC9tiYgXfw_D1$D!hxy#M-IQvdbGxGSDSwJu{IjDPG5%+g# zZsO*X@+QF75P5FDtTvkZBmq+372tpLi&CUa(ZDL`?hO4jr?||hD!tDp zwN$Z+Z<$LD-Z)Ry02ojK&yb`rhdRv|0!Q*5ax6qdBov;qzI&$xktv~xX5elLmh!I! zTZciVhf(`aJ3YV|VG^%^s9ygu(Tc@Oa^Izu{Cux0rZ)quELHt&>pxqPj>+XHgf)DH zO=TO10jWCMs*5g(66E-nd+x-jB5JyIMFG!QQbh~7c50{vuB>zO838#fV zhlpoF9_J#U8z3?O*KEG)nI=J<#~|ZI+HH^fa~NzQ8ddMUcU(tMNs!qE6c_?P-8B6p z^1FRaZ7h>ostvzkTj38oNBqA!`~?BRUZw&NRirz~zne^z${M|#v6l6Pz@G{7G3xri?uc#<2&a2Ew9Pr(MYw3&s&rFFrlf59A8 zs>h_)Q7nZOa7Rm`uN}befVGqYu;Px-=W{is@?XH&fMs>6za2Oz6@O}e0dA~2GCXYW zUpfrMJ&c=afB5<@xJ%_B|l7DuPlZd@q%^lvV_0C_S zzrumBQ^-&Ss_7(_h*PGNxl_2tsM2Eb=FTSF`@-H@OjUF%bIG3n1j^b7;LPE|{}Z?f zs17(@W9sMo+M)ALYlAz^j8Lx}wN(vK`4o_Vx1HXKWl6o*h%W~bwmFYp(T}>Sl1aMW zNdbcx;6j4VuHSUl8HP&U875b3?lSa5m4DI6*c{mkqN1C4$?~0OXmnz1GOLHKLT)nr zoFg_o@tr8~dZ`oHM*;r*c4L_&(Z*a0(0OdRg8kFE6TNsAu|9)5(mO8P=Xpb!uFcck zA~UOHoq03*0O39j{MzIGQu7u&eq-hf4Vl_wIg?%oGL2&>2>>`Y*&_O1OpV8h2Sp81 znH0@Po1@o&ed5``3Yb%!ves*-jRAp;D=FffIc11}>MG5D$23ouE3+)4)jWm+uT2I7 zf4PdEUMJu_n89nD)-I{NN=4IDe)jc7)5&{n%hh#)xS4l9|*A>`nTYOiuLlPPg zAz{X$_)mq^fVnW7h|7`Q{f?oEP%)N_yKG%6N zPODfT2wdA@0-nip;};f}NcCtoz`=pGFRS)zukm;8IqL>KgPG}mUJ6)bus=PqOuB5I zLdk&yS1JTuDCReRD7x?Hys6p!IXrl*x~k|&(m9`!dvL`ZQmLHSVOA>DgqDD0p5Cj< zK#q;n(SzXzoRZJ36n|%1!(x>(&qf)$yJ@e5V^;4lpVA?m^--ZnA#5Hgj$UV zvh2_w2|y^xcPc5>{>+i+o%Y`R&itrKsDvNe1-XSuW%?b8=?%+?zd$l5;6Gtx^=H=$ zf7Ja{`}U5tWCtt8lTQ7nop0qK;4K-@(KvSXRs<<;%?&hMVUSnAVV_!sUSrO3{Ro7O zg6<3DF;#A{%>KU07Fyw$@Md}K@h?Q4C&p_FHgGqR?ymBrIPoof`I)l;JZ^Jdo5*Aa zqri>3v!QK*6l=$PKpB$KLScg+K|_S(+c(N8@QN!cs7&L3g7XQ=mt{aJkx;&N50D$` zp?F(ANY8|uJYad7d;g6?$^MmxL~Qy8@0@s>ok2<3X*erBj)j)$&|U#c7)n&WsD!H# z%H)Bh%?R)N4y(Z6Q+CuSC(g_0_2>9XU!rK=uI+8lVp!7I>!53w5P&bRJYQKMeFD6o`a%< z8QivKq;${<`q@}>_Ej`o584}|4lwvQYwCL=;hJkr%TVp;3g zfL*L7J7h+i`j>)9HIBRYnKbf{zBH0T#GQev1VA_oCw|l&{(d~21#uf%2c=F6t%z8% z5M&bfk#~;SVMd*?pYhRsp{r5q2PWd)$OI6eF6R5R_kjcK9fhmnOaBxqU2Y_4z0iLg z*JVu;4?B4Jb=y@?ex1+H2)RDYKiWcra;Np^qgj*Rf99rF+$>95a`HFw+@UXbh7+64 zVhn^w(6q&Ya{o9tF@QB+wo_gk=qHWvA7fwB3&QqQiUi}cL_ld;A%TB%2@^;?EA#n|$qj0P-wD{@w^Df_CfEIlW7g{H3ZuO^IS-|{OUfwHz z3%k*|$4i*>sDUQOfme)I&n8z3e!8vWR4mQx<~m;Twc7BKP7OMkM8%&;mNr3AjBKmU zj2jANCbnkut#yA?&(_f~iV4Z}@2r4#N3cq__q;7zWg$U~-t&}nR}?8%QwHM>zID~8 zfV~$YK zuplB{-$De*6hwE}AzT)afQanQ*Kd!=jft0ykuSS6c;;=GV2)_(!+OsF0g4{28)<0K z8h6j41W1Bo!HK?Yfjw)Dm-s_Yx)FZvyLyBMk8eSdM?KN_uwW7oEUm*`Gd;v(SA3gI z2Gr`5ZqBngh<)>CT~+F?xV#I>=SPJ9{%vx{neThB3zq^Pwx^xhwl+2oh)QjdmtWw! zQxFzezkG-MS`p&Yz*j$1Cbj~bIWu}*@iLD#JI0c1L{QttdswmCDIb-pk7V~5mm?Ru z!d?aNpm*a`H-H_-upU&jdJk z6fKseF@tOHblK~n31ugD&z~{yt;*s{Y6U>HRlSo`8qnPfh9_bQS$@gU?3Wl- z`R7-2$sfX0C~#Dbh{vWhpAOf?kkpl!0{2WZ7rdM4me`Ql$mJrtM{ofQ%<+VkzG%Zw z3AV;<0r`|zd{%}Z9`Kjh`|6Y}kvK?t^Y=lKd9Y)l8eq^gG#IPkGu{? zMc%?%b12R8dKGCF1xr{}QwTVEL8ArX^hZ&+Dc0cgs3w%;3=?~Ik;SJ5vS5m#S&GFM zy&K9f35g$D1x=YJM|+NuU;+4#k_RS?g|_)2|~@$|gA-2DRho4)Bd= zT`uY5NjdYL4mwFT$EHWJG^L$6tua>7W=VJOweh6(?#7UE^;BFnP2l0XEY)gO^~*kW zp*0dAf&^Rk-a15L3T55oLt&fbx7>tL+@gLn9(x9Sg79Bf8HT0ECe2U)R76x%s4sGT zXr4HNW$Gs9r1E)Cua?gnU4ZQod@^-twH-dJnOjz2ucCZ0>(N!;3nt&l5-Fx=h=XLQ z@jJf5=L5BS^Wj8>Y6W60E!^mkZXrq9H5O`CqTnNFZfZ?4?U}}sxX?Dcp zwTW=%`B(kwl~x#oZ`%?Q)Hv2#e|VWazVT-dtE1kR;Ts;5o=B3A?cHLCwQA#dXw<33 zHENDq4)tjTc9l&_yUxu@8p7UWMR=CGf#2N{?m577ie!_1I&axwkA~FVddnr(|De5U@{k&)ARO5(csYo*a*G+#P(-XD$|v zRS5ytcjh$=*m)UoZGaGE)roBg_az`;L_B*t;062Mia}N92>B_* z^N$A#HK>&kcPUcuL~J#En?H7i9&M>1_1>@xZHCR{G1@C3a!$20JpdDjo@2MvD_Y zJLh__#f!89v_N7g)0tMYW;8^_1Q>;XW!#gdB_UOSy?)@u>$;`sHlyy1mCtm8mST;g zebGv6j`9{i^KE~p|8=Z#ZTE&miY>nW3`bgV*nzY+jG2~zR<-{SuX(#Pd$?32^X7vS z3zR2F^CXbQ;5+cHvl@YP%)DE#R=eyd-4!NiL%A^BS7Yft*xj%+Oj*Y`8A?3;3qL$- zeZ2~e;`~sOP6Rh(k0$qE>wIm(tLYbpOj?w&caubG40}WEANu5sB7}n~3m)5N2v1J-(Qx=dYvD;Va{q5Bv~u^Ai?bVSTIgwF5+ zbFp@AwBD&+qSVBre0*kR^&RWsW7n*iX1F?}|D5h6Y)()OO znP;Y|q%5j}1%9rms+N8Z)T9wz5N3>$BstM& z?7?k`)mg6emd0g&>7<^-btkb~t?Onj<=-GF4^n^ncy<-KPFF&b$k)70?&Mo&mN~U> zj1*@K1t}0mVU=JPKoxghLu56Ay{a?mMslOhX1{Fr1y=m5%J6lBH_xf zvp0JP@a1Un3ph^u@YxKUU+d;a4Cgzm;8Eb?+53uW@Iv;PZpdM75GKsV?l6%JMi<#HS;FbLf+9A?hpS0$JTza14Z)V_`pwM}^D8A0_gzGeYu#3*bJOM)l3oy4C zDr>*Vxmu_pr~R-~rLtPv#zMaqn70OSM>_hzD}lKIP77p^8h%V^aNWjEhav z_8!roI|TW3mu=b>|8_v9Jkt;_EwTL5npH7vw~tM;_Kw~ycBu2<(;3;7-f3@PeZwCc zsE&HXd=Q{x+N06&n7%5-*=UorpHD<&lXk5@R+aWv_&FP!;z|HCx`Wh={~Mn+`ykXs z`<)(P@?3XK=WeqG*(eBYZ3!+F%Ue)ZML$NSXG`wF&Noe{!C09L4?1qT+Q^K4AG(;ES27~VOhewncwLOTL z?*}T&hQ*fw2NxJ{ESJ@J+3Id7!LX8tPG1gz=CCP~=CK5YPl|S0mfk~c0sbGOC+k%5 zv4?C1?~M5iwxCz(8#ATd`{gPduJd8>`R@pwb6T29+N@h%8qS37)>TJ*4q~DoVt{f~ z?slGMffVOicrIC@%7l74aa&2Df72F$EW-S3+Rzb`np&vYCnF$LXIP8)qIvcE0U9ir ziP+Rq==TkQP`d4=k{azt3dho}QbP<63 zMToE3IR6AKv7cT7^6wGfy7LZ!oo-yfBcsuM*iB*L??v!KFdoAu*FI`GT(y2$(O#J z4#aI~_5kx1l}iLBzxu(07j~Fmq%MTV)@M;tx`}@f91pw|Eu34y%onp|_d>i@H%;-y z0K(`u6>+nuW*{O7ZuLX%n1=Zhop%SpBtK!h`Ag0Dg-LO{QZ3Qt!|S)NM52mc4MyqS zglfRKZ~_T?Be24+7WTCm?Zsg_MF#^tlWfnsp9083>nAF7e!ZXJuU3z4s@1{rT3#Hr zJf$3jV1jpMP-ksSPt-|L29KF~K8VtB=7}H#((`WCyP2CxQcSX`K)PEbe}WP^Nb*yi zIep#PyMP)jpF>ulJb~`)@9LNwsxsCzxto?W821W)6zM!cxZ!yS$;}VN8_dOD4cWVC zM1cdp)^JG5>>PQ`WIjspBQ|PB;8k97*6!NsM%Dj}mr?ywY&8{1dh>0h%7lbg=p7}g z`F>e0nmFx;cJ3c1l@a)_?(_R=@_(gY!_P0d90$9*f(>5og6e{M&H3lSy!sR`TGQ^y z3E|z<@8-&1Ky%TdR18iv^b)X8i;=d|Ei$y=djSBHE;~fVFpy`O9L`d*5)P>SJdA zkao)_BRk#rrH3&`+Zw|41IlYfmO4_Gj;Q!p=PQ0{HsIS<_9P?kMGx2QK*Dp0kk zp_O3ToEU1)G}%o}iSsR;TE#+fYtmda@L%}B@a|@F?%(Fy^q(_l^r9%rdZ|3fM1Rqs zV(rr+pO7b6#NRuaUxcqUT+z)Iz=L0qA^gswgMb~jG${NC@e1T2bjAEbA928%bVAwm z#ei?KQTo~U-7;wW(yNv4)?yvR9WBx;iB65BrhCh22YHu;Kf* z0!qa0pgW`-SQleQyZz18SeDlf9u}pXS%GJEQagmcUkinRcmy?Mvv%rlLqw1&(sNn; z$r@rP3~yM!Q{b28?BdDgulDcgO8S!Kk28cDmpIoK$?MU%NUd0hX|ps&@sGYro2X&S z8{36klpU~d^U*Q;A`{z^3PN^gyz@rPdn?Rk!7BDVVgx-~jKO~U{t|&LRT+!2pT19* zRicbNo~+{^(~DX;krm9_&y^G}1@l|y!e6YWLxITf#O~WG8c?e|>QPfxt&J>}v~BAS zn84=(KU9`FE3VzPPkg0(MAWcOtqZHKub(55Q66-BXzgQ7vdZHT5FbYv?|1lpi*1{t zbmL1I+3$pk%ghsry05>?F(h8{Laii*k{VOZbr-aFiflJ_;*Q%1Rh;+zB41-5u8Zoc zUaVmBs=>Qsel!{}u_&Lk@P;3^3Bdzjvt8&Ej(DIgrBJ$qSDag?`x(*!!kO^*z@FuW zy15h9% zt=;D#9;TWEPh^tQAklq}2Y@hMtvgXmrRxA{B&%t>uO$||d7&3;aq#obJ~x2{0&14F zNA4FlT08|yO2lneQwHXB?U!?^7+QOOpj9Lhu4(7iVe8C-V?V1u55wf0LEM*D#MQ*% z!D&KM=-$pY5<}!62JQqmV$qB9X3kJ1{z$}Ge5YL6x8AT+$D+&04w+|c(Ji8RU6R z((LOHU6YBZK!l;8{?g29wuQ(K27<2nMNswx{uaV&MzJ?{Vqf;ySF?ar6XB=@zi&a~ zR^q?zc;KbJLG9TvhLGPy4GH>AJbr#pMTgE2!bE}mu9~z^g^ynSfZvJj`b;qG)-hHj z3=K58=|eoD{ap3UyQ4y))VZ13pwC=%uaqbChmo=Ib6NC(;a>u9i1tD{BMyzX3u_a= zSNew}($^_m_|^5+xCBU)gk)_8G-RoYFD$$k!Vy6i*o;i^iy$7A{IjLDxf|BXwRu-O zOPk8{vEIQQnT%)*g|!|+)Vr)%xIgOhM%<06L}V>1n}A%-<2mrnTP+xGHF9j*_A4%uApK9WlYdw%`Di+dXk70UJQc4|i;%u5` zL!f&VhRiYy9ox}Ve#-Ky^f~#?yeX$a1=0b0mHZ>n{?bi9RWZWTf=1bm1=rK80x#c z;Z-m+p)bid)bJ;tUBl3=dY{O7ed~F%ixw^?$>RYX4kz^rb3<~{t+|i0?7ou|1Mc&2 zI`~RebLL>y5aA^yw$OmNEQYT-hB9N{L)Q;cm50&E-pz^xD961WU$!&Tfeux3wJwb+ zk#@x;zj2y={9vIhuk;uPUy1eplhv>6l>8icF|ah?QWkROj*iyolEO9V49oEMM0jlU z{A;W|AFp7d$zMca#~bO6=*qJIO8fA* z0{q&MK_d@>{qNIgI;8))5A?c!2PmZQVK;3?AX`8Z;yZs_dg7q zt`z5;?pVvJV93@b(Lcr0UV{D6Kl&hlGK}3!Anc}?wxdurd=Z&fgjE!07?=MHi6bp9 zj@Wb+{Gp`dy9qG7rL}WP@YblKS`eBL%`UZFEAJCg_hpDOozzfYiW1km(9^g86py?Ki= zX?LR*`X6t`kc{s3k@LY0E|s~e7#ndkNa!4f^hm7^(SGS?b289@RVRNqqR6V37Ll8C z6e){9#JP+kr{3rwx=#VLHv(QgR56FYg$l8ypwB46!Z+wVGaYndKf?45+~)`%GC`)z z+EA&suSUrmGB8fi5N&q9E}vC5E3^$i#@BG}6r%---b8MWK-Jp zASS&Pk*8m_;vNUv7e5ROeTh{NLC??zQ%`+FQN^^UGgZTioJQ(w0{ZqYj>@>UGn_wS#vhN9FHHo+gLYO z=z+{k&G@cFJ52B6VZwjOj7xDS@P@z}#`62g~|+fG{+_E+vj?t}@L) zzSZuQS$_+p8P>2-kedt6p&=b_5sSN@^@zMVO<%+h@9kUXWY5K-^j`i>r7V$Vs`$;E zGh^yIL;ToK#rBeMni^EVPxu?`Rr-%80W<_MKS8(5vOcOYA8y1*O7#nb=K@P_6@Q-- z6lvq|S74gOMnBNSz8*~B+JDEDc-((UR!_I)T(D#sd1Il%e0^dhWr;7ge?RBUj8%W1 z>i?b_UWhNXvBgOCF@zPFzD{-Glykz;L$q^LiX1yL95#|KBZM21Ojb9`%ij-Ilgb0@ zgAyQv8>(E8Gkq>nu+NRUtXezti){!zc<165L0Eig$e*q#6ZF9CAWHj~wJh7|^9A?Y z;uM$Y0a%ntGAjw+=g~>2Gow<@lC`M`EoLC;36NCcg#I^=gB$|*U{tmUtlT zzR!2l>|O91Vd-uOzk3oHWzW?`{PXW!-(teHcZJmCwuj-i^)rx}WMOj)P&$BHx=$_M zEqk*Ju7}pX`O-Q+pUvNd6b4DTFHpK4Bv*%@t#^aob9*2#WZOP%P#tjmhlp35#Am%k zl@olE*H4b}H!U@95LJ$JcQTt|^#Ol;ua zBOe5ngq#=Tl~r+fv)7}H^YMJ+hLm845o<-ArG z+h%J5Jj#b4gMC#?72AZ7^3+kt>JL}qBXzC7>ekzYnI%pDiL^reMCKaNsGQYhV;;6o zDhiifxP{nO2PqS!xpchCS2giNbYVs8P%gsi*i@{NB(!OI!xM@xJ!tce8bw&55^h0o zX^*s#Yk|mQjdVZ2GtViV2ue|3P0)hw=Ur%}fQavIAPaHq;Gp zG<5IR|A%&j1q&^8850xT$eJvvI$v4a>KTd$;vKAwNnxp96Ubvw zSK&GPs+$&23*Ayc>Nn-y&2v%76(?{qRM|Ppic6*D$62{iZ_S$Aa_<%xuy1}_sH*!= zM3*wZklA%V4{!<*hk=A%q~%g(9sK0ZEyKa(>}uAg_pkBt9a=*Eq){aJCr^p)rNqZv zBIuG|gpG!uz!Psf4;l&sd$+&Uw(d}9(p?z=+!bn4I_Hgi@7vJG*O3A<6fc4tXS<0C zy%Cr_f&lwR2fp2CXNTM{BLVHzejgkgP`+g1YoykhF<;6)_%F)CVXate1LpY#u44rj zmVKy<5*cgcuVXPwcqeHu-8Z4p1AjE_ONcSFuV{Exe|}lPB4{d4IM@?)5JMN{#gx6?eJr($RBE+F^Kl84=7L0YOE;Wg#uO4`_1Av`rHR{$orVst9dCqI zAY-4*P}G!8$lsKJ;>pF{B+pYA(S_4;8(+^Cjn}in3R?}Y&;LcSYkc(FVMy@4S$zW& zE@S`+te41NgjvW#RKU#?ii5htot(}x1*0Sr7g63}~e(gJ9ZGjxkwTfi^XI~Tex7~xP zQC@G7SmC%I6zqCVaZhlqh#)^k`-Zr*(mb{=lzRi$I=fAE54cR)2B+M;uN~{YwSVNg zm<`EyQ<5xiW7dUjdZ&fL7X62;I3c$-Vx{>lQ^x3%eJ3=Ae_RPWMXk?hDmYPAHSz8W zjT&`u{|fmsDn?6sa93u3h8)xZUzZm$^U1fEcy@U4_KZ+kHabsZqR_X(mf?oj+YH*T zu+kluyHkDXw(BP0;f$c4<_K>3ZJ2%|QSVtP8EJ4fZt!KFXZnb-P5{r)S{_M43@~ervl?h4k@w+OP#V_aeGaR5E8}qN<$@6Q zKnifna&|&sRkc_PHH%B^>IY?CV5>9lJ5G7`?5#JU5!lyZfX=kT>uOEI5?wS)c$3$E zoM-vBiSc(TAgMP)2(>`!!zw-RKXPKVX%cD*OX-C=UaHDdZ>P@Rf||dCoyr<^o9F01 zk0`#Pl2pH6D=M;SRZki9rsj>jR_0Wn4Q z4}WaZJh{x~Gh&+82a{szGB2hn{ZHLfm2RSI_Q7^$T&i!{^SX9i7B^R1G{!jZ|2T~> z#@p`Y0*_Z-iY{NKni~G56_6Q3_g>JvTB`>xqgM^VcZnZw{~6LN`Yvq#?*V4q2-LO3eULGw)jxk`+96u2ydw z)fuzp3j>pItk8}EFgg*AV(uVSi@hGPoei`vS?&3ZU$XS27HyIjWk};8*RYb%Q`H$) z>`EQC!k&s@?ESuK0isfs`wj*G00hWMiffG9Cl2S7>Rs$%kmCw;ZE(}of~3+9zP}N!?2Zz#Mota{>|;exN<=ta!xvsJi;cNX2$&dSpKMZ z@P^oJyL`Q~=VS1viB~hkaa;pq9r5_;&SlBB%(RRi&$eFk4NaX5#;rbCb<*_hp7ALJ z(L0y9z6q}toLmxaQwV+hw}Dz5Ap8k?QlxI>X6w$u69|7p67!Rzuj_3&SASH7JUbMVL6CsIOZR!t4@cf|z!(??cUTi=EH zKONeMSZb2KjTyYmV=*24+f8PiD{U72oqi0Jth#~KuVOD{EE>U2O05w$q(d@eKS&7; zA*e(p8Nf&tc1Nm7O2wySDsSYI=P)bKIS8FB%RJJB-f{W6K#FQ+rbYCvusfHyw8QU%eFo{PMgbtX#&ni` ztLNx6K6t00Li-DTco1#mhZaX3Sk;RB&{wBP^kFdJ>40^ljuG({K=bEM@4~F3J!PV) zBJm7I+Ubu&AJ%Xz#}nMKnXrz!wZv_cV$ktqKzJlv-A55@4l+iN(6eIxvP0_7a(Nih z&O|-tsPfMp8fbyO{KEHSm4pf%{M83&IHWjF-|$5?&rJJwT(K^Hw%wkwA8zkxvGJXD zC14p+4C&>v%!Zsl>tL}1Xdv?qaTjP{aX{gzYM+-Z5kF4-ZnJ7z97P#F{UK~LGoKs{ zNyP|>V7yIs!QitG1z`@1Xei7xR@Ww3X(1%OyiD*Ag5%PdU!Z zvRzeaPHcT#U+#c$_c1OO^*8w&g%6)ocFSR$LvJ`tY_uMi|C5`UlQHb$w~N0!kYy() zA&!ad6n55p$31_bGHE(RO|r-Z4E&*EkC9Vj7S2ULV@!@b)_K(USlx5RkT>-h11Cj* zw5M_Nb@qK0%YY!~Kz8*>Hmi>LpU}WmQ&Li#8y@I>e>46XZ=QD)6iV;Zvl^&@I$p=1T}`cZN-XLxrb zx#DLR$M|mD31_nDpgO!+t`YUDyjm6WW520FBZv&-Ze!Bzr#N~R-I#eprl`sI#^3Sr zpAZ4*dcLZzB5ka=VWDR=5dx=@fTA_Rf{rDEXIx>4w2 z0WNYSQ9}#JI$K_?(%O0qgJI2FRYLvI(FyFj0Q@mg%T-oRDbi=~t^nL)7Zdu6I9rPz zz6})0|JpeI6=!nTs|Xenc`n+wbnjWp%8%&7&SoL**CDD&8e=BJw>oG-xl|F~S{LT% z@}cl!Px=3JdrDzP5m7kHZ7y4`u3Gu65Q(^dz;pW;nMJD9E`8y8AYM5cMl|-kWSO$U zw}NC9aF1>xs0)8#bNo7i^|08o|4!%~_GEw^u}$gt7ly4jJ7;V* zt$42wE~?^euECD96+gjmKY`V`9vBJ{Wdg!LXW*6#S?+ig@6lbSwYm8ta7i+!PH46A z@U;fcPx~quAzgoq;ndZOBcz>PBg9EUt3`abX*E6jS>G5s1FMGKv7w_t$0GWNr*cQ% zh-3c!UU_mvC04CFd5|g%OXKN_(GpsMMvdt57vmUScSBa$i2%Vb$v?!b@==U6yKGp6 zMn7}^Q$2{{`knt$j-|Q!Fyv_HWDyvv;@K{qi|dH zXr)-_ozXyg4t}gjA5YZ#@Kie(KjdZ%-{O8GV5PB|9B%O8ZT$c?^y}07UA7Bx2VzRR zvix5TPrxU93;zy`zRSIyk#zN`tFq>3q1J2c)T!2%XW!n*8>Pj5hq?QXieh}nxEdu# zZbO%AmZIPStgH(nRLtq4O(lH~TWhlm@I!_6M!f5DuUwfuHRQp5`98k)X+w>czT($+ zRyHFKDSh-~YD1mrZdLDK5@)NnctOuM?}9A7q}>aUWR0CuDbY0mOg>xkr9q#YtgT?N z4WP5C=H`#`mx-f^Z=;DHkd#)FJrI%5HsGIlE=8D$zQ2R14i%;-#y|5!U0gKdc#@E< z9@ka;G0=TgF82fRYFo_Mf0HGZ5HiS}PCwCm-Bs1v10Qq;lE-Tg5#x3Uaz~)}6uyB} za1JtJwMT|9gBic&k%n6fEeIzFJ63ho=Xhhpu6%sBnI*kj5UTp=PflsMmBehG9d;sq z*w3o6xrx;C?#a-ZYeM1a2mtxQ5s`H288ccB8Srbk(Pw7{7@xYOKQkHyqn}VzPcBX3 zgAT0!m`RTn-sp4sH>*i823v9Hn)%D+&4lEJ@fU0O!-JK!gvnW|uO8*YT&G;n#CxpU zYneh0P_A&7mvByG6OhV|U%AFnyXYZEjfA!Nq2KEm7iZs{E}TA66L7AvCGj_4fX6vL z=E{Gg^z#=G&NLgK>zfG|gNL5agSOq)PIi{XKA#AoY8bM(@b`X(+i>6YDa-azbc|Tq zy`4$ng`~*sBGqopSB7*GVMQpPJ49RxR81oaOy&O07Tpi_n~W0pp1cA5oiRku(jHHu)yJq zkq&}~QW7;sMNyU|E!_95nfeo)UnL9Rg42agYi=#;Toa7{h%H$s`@42Z=0?}Y5dp^l#l%}8+DPVUW+kHmaFWT z25o<}9SO48w3w(>VyUKdb0I-d{CMnJ@(2x$?e&JHhJ->1xnUvailw(mp!6b%y08fo zitG<3xwCntaED3RB!*;H%M>d zziwuR`Z9`5rO}-YO`Mp*$$xp*%=isY$fU@kW7B36`^$}=iI)+f%WW~qrD(j9-eY1| z#A%#IjLE}|iV-5z(abU@e&eT3UbCZ5v?l;d?9vpei$_eYk?o1tOJF)u$BHp!g6}G` zKev5IxAJy~&T=KM*=+TAYk%V;6Aes=EJF|7IT`P{_IvA}_Av~jPaa7M2?|@_G~8*L zZ@Oz?uwnrvy!;|78xaAStaCN@(o5VlXT+ACh{*Z|W zkoFh1_;ng@C{!W{I3WQi%oQTf6^dUx9IIo>pq^sy`&TRlZ1lHR$9oCNnczEb$;G=x z=NQ8K;aSZ0e|Dj*&bU_!*9?;duoaX_a?>L{ojNNM?ea~Z*cHuN zz#;Q7H_Tsb1_&aS{oCjQRf5(YtrBfps z#I;Q>Z@DqgYn3EU<~PlAs3Kgf6&B_XWpr>MrOC^^HWiM+8 zgisA3Sc`0{jCqF!ILN1Xm!Je+q2gK? zQG&&p?-=H)<7m0VG~x+v3yMJ`o+be7Kjs|4Aq$q7s@@+<;T|hhp1NobpD`=2H^uaX zWT)i0yo{S;SD)Ll|5ARLr_xkESy2n%bWFOIsYkry`zaap(~9RIf~e;%Jy;L)r&$Yt zmcB2CF4@PB*J6Fl$K>^PzJF9B_a%2LmJnur)mgEc^w}u5O zHI}B3sa#)8nB`}&Ewj#JH~qd&^_D=?KOHt4;*>4UlXlsQ?>Vo~G#X=>7L3xa{B@Nr z^T|-A;pz7a!5xffWI$?_>DxQINv-An^X1_TZ5Yuq*mcRp+_-Iz&gHMvOCJ;H275RV zT7s>7pCyQrT05#yJB9p<>ewtqVz3&?cs}ynwVnKuN#Dci2yZr2*v0?ER-)&fuJseo zWihqvV-hdosEorfzuvrXsU0RnK8dQ1rsN$`_w=V9iAZ8F(>{Rw`tA_+ zXi99cCVh3?%CmJ1m2d#6M{fFjA5=*15s5}UZsxePpkX#JergD?pac5?6Uv=kC7VK= zLN_byXno$fMGsokK9owp*WvHb-7?0^V+y|eqS5j)0q2Jh3nF~6@l5j5*`7@rQ{WIe*oQ;tkv!E#S1-lw5H6BI11CQ`2rDwhWzTUC}mYw|bG8 z1O`j*sgttv_g?~EerJvF5O6OX%T@+E(!;D@@Cpc)6b z{!8?glRVlwKCAn~4p9ifZH>x_eYhc%3w_el087lC%3$Y^B~8@!{6ptZqXs^3$G zM0sTWZ+^kbeOf>hDI0N-k5xm+4pOT(7kXTn7I;S&tsNc6UA*wr$AUj=L{>cS)mdH6 z4-j^Kz&iA+Md+%2=8Cv`FjKj?ilB~L)b>DDJw&# zNBGr$zf2|9cAZaG3l5~7?O>KR#-et{&)g6!~DB`$0CBeFd;IRUyL6+1ZRgy zV3Hb14b5mwDzONodrkQ`EVkDIc$(1b&-ZA&Ed{8*MXm3PWbFy-ZG;BlgS{Ir@m%yM zW*U1-iDR|ocX>YZ9~Z^%O5mMyymHUvN=th3aYxKLd(|*scdW~u*yf(2bPpP2^U|Py@U!8xiT{kq za|8Fegcw$$p1<@dn@H3ln@y9mI`RRTEPAO8H!=j@*UC9Rez<=C31m{Rh>^&0#@Upi zdTC5Mqja0j4VIzqfqh)#h^2HMHt%XaM614Lg~AhX$N4Y7h{9RTD^LzG+}S`=aHnS) zJFbWv>m<6)I9N?tMBiB4B;WHRJ2RVpI1Rx0LC+h!0G|=xF&n7k7viJ^cg4-c7*&Gs zRy&{jY#7{}tEp?}guiuq`Vb(H->{l|&V>dkYi9RS&a>zp3SHJBU!ft5r zC||LOvOV%A7{0e62=vDEGX@NBK@}`EKgqE)2oKN@;maKSRNmI;_?X*p^5e&OtyiY_ zHitA=MYJ6SgDeuIAbKAC61G}Nr)q%RHg%hy=ab_$9EJBi?-$5WaEX5>+Rh{g_IbV_ z683Y6;0fY2J!l#&3&E(~XLe%kiRSE67kw>q$c7TeGlg|toE!Fvhee*Mb+7u!p~`%b zH`j@#8P?hMWJY2>V{**qQe^kEtGBr<)5ko)u=7#Hhm2c#cQF=z3i<*D+!-qZBibuM zP%u7U&(EsNje6M)lY*Gs79~XJJliyax5?$bWbKda(29r`Ecp*Lno78Rz7s|46%jom zy3JWw?3EwFxdT+cKi;_nq=mkCVnAHWev!Dux4Sha3UL;28ox9Wn+1akB9(~Jtbj=+ z!NR4H9eGeLkO?T5z^W|raiG(3LIIu<(AEa(knZ>xtcskOj_$C9fsZ3DYe*cwV>|X{ z(yQsoz$&)lf}jjD{6rmhnV3 zn8VvF?3lDDzChhjKkvw@-JF`fJ3HCY0_IH~V+9f`-5b-;G8}$g~Vu7U-7q7@ckySl2M1g zTWA6wM?Y2{nw@(*w3GQLu-9*@1i#Tb25Dh+7pC1>7v39hX@8VG2W;$;fUgUY>5E(g zPwVve3>DV>7L|%ORq~6y^OF9OKw8!=&$?%s+O=7fp^c}T(W~_$4Vx-B+bQc;sxxoh z7CZkZO73qqH?B0^`S$qcg;`%HIifhYFf4rB6)T$b__4RrE-#lIZu79g=R5dTb7f-| zWViM83pa`wYgLUrC8lPX7k_D!PzZ$t_j7Beh0-skjb+UNrCxV>famSeoo4~FpxpHx z9eqCK3fS^s20Rnb8br=_50&TIWTs$^07pQ$zv)uYm6A*Ts=WC_iB6K($$dg!1z^c~ zUO4MXhN93b+QiX}r@cAs@0#nqLVy}K%ax-hyhsU7;_c02Iv)}=Ppj5qiCa8`#xCiW z$#LpecZ^0I;DdCaZf>0g)>+wSvz_;$1&kg8d|fw|Y)^8Z&!Gt5r=uo5@3uC=oB0qZ zC%_FhW5EL$<QUxQG&VYc2Xt9DyD88NK9k zOdEQ#fC~}cF?dWYpa@Vhj@QA>7XH3TqIg@L{Q<}xu}EZw@2(&>B+|A0(`hF6Sf97l z$sw*XWxsXcVr+*C;qS2Y(VjdoW2%--YV$Cc`jV}yHWfMdyUHnsOkurXJYEWhb( zri}#KERNwoV6f);bg*w}HtdTruT8_WRc^$Nj}*qN$iD330GWex9Pz@>v!B&kLL<=A zosNMu4cntdsb?;3BJWZP;Bx3HU17(+QsMGykBVS?d>Q?9&|T?kiR(*U>F~|ZZTj=V z(N`W59e8ff=Qp~-cmq*=QM~ZgIj$F4s058{2)k9=&=fC-aG)|i|J)N5LJ$-M3z=-@ zkNK6gf?OgRp^k{Pd|Kp<0T}{9X+2-!eB^$Ug!ybZjnM=G-#$9)FNK%Fbs`Sc1&uX) zzqADoVKG^pO}?y!50ZDQtMGyFrAf{aD~)a-OM>y(KrCNi(qOosp%-O7Ymbq)gTkLi z<72AY(?YfwcA_fp*=q-UR1f46m76sg7xuqkC_w4QVW~R6!c#X&bL6iDYFw2qwW3{S zO0a>%FYM~2H~I;>HmdAs2oX^G)Gks$=j^Q}UruA+}w9I+mI-L}SpB(HxT-)++BFiC{2zFBnaak8nAAKA&I$^112-(P{=##fw znLBjS9PmL*KekI}VcWXq^mI7@@-Kvn3@vc-BmhoihpvARJIFI8edtV)amrb!Rb6{t=^(l%e$S4@ zMO8-anEEdKK4&JVj5=w~$u^!A zH5m}^sW%%x%=*&8UAoZz%@3YP0w=S$fKf*vWnn4VLcT>v>#v6A!Ed@lJA1v|;68xZ zH)u+XP*7KjVMJ&##9|f_3koE_U4YJxK=b;iH2*dY0(5Pl{hF!sIT~zDS<}n~`x02% z-^^8t0{GSXye6M@`$(od>uVKsXDZf?JjkhZD42J)^lOug(6f=8*NN&6i$&5&zc@OC zmSV#6RS1o83!z1LPc5P7{cCEEDdV~)rBK=Q#n;bRlN|8Dv*q0%Jt)Ie=Rbh$1TS>( zb{4PQV%rde>KogYF}=9m9XKjEg4FXzWdQCW;;JxR@%l6M=y$?RBPl*gjzn$I%XUrk zS@Y`VlvZ^?i$~32v42s8EOkjCP7Z5RbioDk)a|P#j@OY!U>kLGf;A_bX4@eeEh$|txJtW`D~cHUGZ(#V(z!b#kE?fI9~$*^=)G?Ni|vfj zZO(o^Bs`Bfy@eihtnvil1&3w=wi`;c{Cdz&E;HM~P+Ago}El%acUEmc;4$7 z`!$7shOErg;!9IL_NX{5%Fw1AKC3b}xX|m~ma%ou&fQ6wn%Ii%MDQj(z4y4l{iGYM zjl~fWG{N?9GOC6st2m&+*Mq>H=Hi$tgyJeBH$2jgUkaL(jR|Q4Mf*zbmT@edXL%0p znCurh=t^sPrL4lEOI*h!B@4K{Ko;5|oV z{he70vmrKTlEHKaxDv~e6{o}mqOoHROy$KQL9FReJqjP_fPqfpmHncd7y#Hy| zpju8>d3sxDglXha#d>Rzc2bxqflXJ%1ka|WQa?j_uDbxP;v2wi!-J+&+SS;I%fvto z;sr8D#nSNXc;@I&WezQHyN|d#Wb`tlv2LWRA^;Mif{?59cRZnL8!PIk^Bk2oYjkmh z-NQ>}FUm+ZMbg`thDFGaEE<==MT*tFn5sVqne41wDI;izqH<|deSKhCcm3vMnfq=R z;~k7W1Z(qfs~^U_EVyaDN2w>(_TW$NGIv^k^QA%V+7)=LTW?okH^-;nf$#pk!9Q3C zf9y{fc;x=PAY>aq6|l(S0o~%kLRW@M|L^;kirVQuZmyigYjnU`Nb1rk)xAwt zL)iN%iKxb}qFTXS@S@52{wsO2DsPYIa1aShh_-x^i`|mDSzh--6SsD3RqT8ENe0W4 zi_w#xh^UNP^SFZ+hbKwkIj>J_4PsCAcaivKeR&>bdF6asUx~o0_Td?bhm7oz*dS7G zu|6yRD?D(*MgW5>_tMgkcfc5^=AGMh4QblzD$gcv!m9434RKgea}HJRFLj2FuLA-l z&O|}^?E0a}wvYw55t7bGbintWa46fJmAp+CX%A9D@x*vt17-iLHRHq+*)L(L|9*vc zP~Bouu@Bp8rw_X5YpD&89=w)bh%d-sx`!XW@F~Ge;azxp4Wn~v_+}4e2X<19Zj#1O zL!_QM(kN_%7fhLQ-&e>LJxux%=XEO0tyLI{r)QWfI%QB{(WFmWRvK9^k2c__3I&!R z%Easz5|KNX>b%6AAEyk}JKKHx!@3XbCF1wmMF(}1ivZkGpz6}gJ#$_}8Rlaf@FF+cpuSH<|Qn>^Wj))`AL6Jh+o@O~?iuBBq3dN86i^TU$2J>waWZx#h^ z@500`KYwa6)U8Sh*U}g_?_BdG=C{KH*Ki>7VDqwEx9%A}!Qw59KOqX{&X%&S+w%KicfQi!X^> zKe7{}`?lB@WY4(T_}sOc6=*>D_?@1-H4w&pn(BeNbdae4axH!P(ff0M0@XOZN-Iw2lygh^>Y4lMu)5w@u9~;Oobp^LnAv{R3 zhD$w3hh}o9$ZSSZy4p;S(}9-7pT5m>7q#_dP&-{?cMoB$oS z4*)3@%}gXbx?D^Ic=93WReuiUh=$;wfds6_8^rgT7U~_g^_fPUywat0^&4?MIs`SN zGUhlbMBI|K3})TdGH*A&ea+p6jg}sL)=+n1g{7l;&!A9PNR|g%BV`zsw*nBx z4|Odm6p}y377W#>tEk_|RFvX+Q zqcy@(JC(!m=f;b%-1?R#t7vd;n0m<*0Z^3`JZ{dI)&O-4JMO$EDou`NUl$-?!FmaG zHI{SD^U2ATUOhLWprrjLC5iL57)32dwmiFrS9x$}D;q2@VEAZAO$8PQa4FiT`Uu0^LjVRsFV{?(1@RnGK| zkw^{KN4cwO3L1*|UH`Wz1~8*?)jL$s6K+oTqG$a=e|UF5?ZZ*~ZJnw<{xrocd5yv~ z6V0T?x(36SF$>NV7c?y70DY@zyo7x}dr7nnshNB`Z578-B0SKERKmmi+-s2AEe9xNM2nV*iu;g27-h>AA2C=>(p~|Iz1ly6cQxbs8x zrp@;dbNpy1q<%m)s3na0XCat>P(7%R%#Tt@e!ba8q*|MhXzwRgv`q!azHZEB%mL*; zx&Gt&vg?yu;)JwY{+z365AI(Zx=2|-4px*jgXjh+L1l(}noI@Hr4N+-VujXepy+h5 zdJ+9CK9bYiCW&;9F4Cv5?$j}Dro?1F6i&JmgF^ohF|yM65POC!Z3D_cRBB<4(CW!` zP;c1p3>kazyMBJNtc@5ua+Q_va~I_5qvIt9Cz>Xe z2$orij!@cTPru^11EgMEkyYYC&Tr?9K^q(%RGmEuazutCvA-~UlDv-)EV6}9=}mWh z$!RzdgO3%`4{fF5gY%+;x>Vft!Z$D2r_A1qSJx3)z(Qd@v6MqZNfpdhE#Jv|E+M9!5>FVthjf0_ zb;$Vg8>V$jEN#leC>YFJEb!f;iM8QvO-*kC9C|kcqI@?=0d$rJY{ts?P^e-vQ<$ke z0bs3(yUltvr}~{8Li12uC%ZCIdx*s^mFCc5p5BM#>S1X_ra@sNE95+Bd2`b)w7&z% zEK(AENE$tbO~N(+Sj?HXtu&YZ34Mo?4trgWE9zz*v)mfjF>CAvP3!zaTZpOl2mI7O zcT<+LBf^!Baw<8JMXO5suXE}WryZr(moMl-DAY(mQP8CAY8c@fuH0^GGGjB1dd$3SZ&A1jq zcv*a<`|W~5F=C6n5k!UwLEZRSMx(q$7-F0xV4veHmhgA_c}>rWm6Z}|vOLY8z*^aS ze78muWBI67$rR( zuTq19X0^r;MidMyilfR@wlVQ;qkdlb)2KbNpjjK@mpY2`cH1PunA4%!ADKfgzY`pW zBk72fQdFi{HO~zrvy8eM+l>bsStgQv@qkz?ybGrbOC78X-3Z}3c860Ce?Ae~DOhwM z5IL7SiGFpWPE^3AeT++2k>@T?Cry^>cPtRgop8%VL9;{)5w{U_T0{3~TItKN%QL+Z zL(IJZ?eH8tIT%CtC;{JxcN{&SFxo&$#MqKOgrYsfNkXPe%sQi=%m6R+Z~(c^CGOvR^`5!jzJ z^H=MZ*_LlfF1Awemo4LFx$&@F&11L8@$5Oq$!HKe3`$MADYis3JnW%qYX|(ZLujieDwx9FRQF z9aR!p(&C?+-lipji41%Zk!L2)^es5x#$97M$2u4xA=^EL-^LY^|HfREc&%N&yDS0= zl_aVu>|z+?LkA(ppJ{asUnKS@rW{a3S26!6wGL#LBYMIFhkm;M2!BS$;&v?>ia?6B zo8A6sNhYJgZ!|@|R6Rxjz_Zv&Hdlk4)SXtIp<;X|O2XVk{Lug5J9bQiDn7@CNOZaN z5*GR+7FcE(3sQU$dE54b^{su$k=!=Km}FctG6u`BpbX{qDOGwql__+s+A9~T!Xkr_ zoOqyemdy9Idfcu*;^~(*r_*7|EI0$T^tgZu_TP@ovHoT$W1q|Eq(@kiU?rGJ&1sSW^zKiUw+VYuKKdNXxEC zyD@5YuSzCsd*+T+s~{^_5A`xQKi~LKbGA4o;u0;WI7rUCOi`hI&3e>^MaY7hX&c?p z%s+UDZ6FZC8B{i|Iz|Le2ro}8(+b}eLGYk?TrS>tV6Ii64WS@n`hwjqrqbYKne1;` z$+)qIzNP_|KzbB`U3ef7?Q!+z>*Uy&*UFKeUFVDz8gBLoIJikYm)2-aXKR`7xf9vI z1>VWiaeP`_-=G@Ry}(u}Kjuwr#Ey9`76L?Tc$l)#Ou<365g@K*(e!#u3EUzZBX1#2 zWPe(A()*J;YUno+HYf_r5t(~!!o-X zhP`&3X0nFP7A~3B5oa)d;>`o1h$emjh-1Bm^J5C#85|_EP{_~Ui3_u^o+S&@bWhgX zeey=_htmkfg(5~qyy6?}qy`VXj5>gpFJtiu%jwouUIIom0Op0>-E+i^=PN1WRh;4$ z`Ru+3u}8T8;(t<<>*^ZMRf(~F8ZVVF)>~qy4AnqBIaaqMApUbS>F>3a158koTIsvI ze)%NWu0|oLbpdT174COHEHeB)=KY9Os+e(jU9CCwgaz9YM{rgD=ofoebbXLu4c3ri zZODiHmN#6Y_&(Uc=GI+)clB33k-hB>L~uVc`1;Uw8Bb_n_zzO-bHOo(PHW#TMYSW& ze}gy{=wNvGNaWxPV>sjOBR+!F@!`RqW{P|z)>zC_JynibdpxWta<^vfQs~*=_GEdi z)FJCP;8OY!LII2g+UKw{V)t13d=4K8zALAzj=B-6mfZvWJX7?+9j^z(zccu2cDNd!Kw`0nir*GF96eUFu4cHqPg#GpV?Lts{I z^;R_5`w);4^D_t*>H-HXoiKtl?%iW1Q{sIYzQKgL119ODs{d{Azo22%{CtfdTfkCM zScqZWG{hv<2$**f4WiPOvqpi`771qDWh<6>W_FG2;DAeud|B4JbW6F+Ch$!dLnutg zlDhX>=CPe9Gg-!r=NH4nM+FiIBzWRK>99|Ts~(dUDFRhbe&<`F1r=~&HJNgy_=v4c ztOwMZXrwFj*xL0PB&*hzajHk}dOwtco;;6RGR9awt$) zdq$nM)$%bg5ynpd*3aqVJgXn`dcnxX8iABdWb(!ueolCvFGdB3Yb?KRHA*zH;mAA@ zQ~0*g*b@1l`9r%iOkndSEIGi`yKMP1@1h$%@@@!GmermEXMJ}4Ee8$Kv#U+GKuyAK zL7BH6Wz3dqR5mRTJT}NLU4Z+PRljT>G5hSRBF3M-C<3r55=H?%DOg>m3QF9U4Pe5S zQTu3Y=5Z5+7{Wo8nbD<=rYC6@Qx01;_gQ1mqM64-t?y;_*qYhG9`LuY~L z3DT#~Wcv@$1n`Q#alD?ITMKk(A%1I)I@x+BxZd~bT%@h9(qZok4`$!B(DVqo(BTuV&y56>ph3c4D zY>4R5Kv80#Qi{>^i8`5m_F5)PQP*gRWqv!BXy}^P_dcEH0d{b#b`jAT{VQeP!Lz?W zDNQWUJ91?qp19xYp!8p@bnq13oLNzAqf?KLu(qroiv?bMzMDiM(ac0$%HVLW)z=aZ z2ty@o?67C=B+Ely+4(GJnP_BJr{%@mg|&C#ZnqzJ2nr2g1KAhM2(U%9gEbJ|v?<;1 zrwS1+uGmgo*_$iZFOtWL|E-vHsy5;!Q?vyX!{Ub3rdtw60sI*)Bax=eAPut)p{3)X zU{ID8kD{Des+DuoMTvwz)K8gMzRsJOq8G0yZATsV`4-d*2mMOSiUs=;xX_IqbON9T z_RLIRwkNJ@#s^gtxFYj$5(R*j?zpfnpJ`<|isG$U4emEHi6-SrB5tOJaPDzx1By&pMh3vfVD-uFI-}8|Iim4X3%_m@*|jo9-nk zfqNtcMD-SjD$s;cri)j__HdZ?P0e?C5Uqw72CdYRn)97y(l<-vSXT?NDkLT=2r@Jq0q(@+I?Y=yeMWHm9fz@aX?R za@kk{gR5b>J70ZhXa>W4A@YkCiW(|lSbOcHuY&IrEn-7=0bqb4h_qYY_~T<&;XH0e1%|_Xo3|A9dv0^<{CT>EnsVI{_Tp=8Fp(JBpkZ<3DOjvqXD#z4wSG+h;Q{*w3A4BBA z0&%EGnC*PbKk%etj-@C|)^n<3E>B9mo^9`8d>me3d-B5!bDsymuT~y_2sHzXscCXa z^+@tbVr@8_t^6_lFkkP4c=m-!3+Zb=1RiU=YX*Paq_Yn|0KX8+eW$mlJ!CaAdTDpl zv8*+}*R9nQ3TF>Hvn@6m6!SveVabh2v*wFKqlR7Bm?V-il-3q%A-@Vn8Vk;%7* znOI@YGK`IW-DOdKwu`D}c(?$hxWbY5dtnBK$j*G@68P^((XBtN1g`yHm}nX9zuN|b zx7B?Gt8AqofyR;pf7BYiB6uv|}n@$_} zOu#dw_H1kYoqvo^arG87G0oP8I^$&2VZacCU@dTo}KSWhL! zjV#bHvh|;_k^Fzc>!KJk1wwqsg3v+;YxoK*?smeAMlm5rmaB4Ibu<74=v;OuOm9)6 zgTo?SKw>;BK`P(f_w~qP?QnN6bN-TrU>O6$(7JhpL1|Uy2M-(Np_j+I94qWREKM|b zTT-@yidpU(hy%NsHGSBmni`Ee@}sOFGb-9YY9;eOk6t?_lJl%AeVZBkSU8E($%pG4 zA6k^!p4^rMg;$Z%f5!HO2qvXJFb6d7hvRhZt<_r7Qi&q0#S|M&NK{SR*FiwE{-_VO z?*pa3+ui&wk5I8_0$fue>u=KmfO5A^=T!`CvN==!zXq3!n>9Dyc#VbaMcbeVEr+3# zhz)rv|B^ua?;cH6F1f6F8jk~0<%A6%2ZkvGRVb``gus9YC0N2&w$r2`AXG;Z9h@)` zduIla`e0z$9g;VLHK{%m*QSB8m=7Tn;G$)p6MTiHT_~Nw?lwJa z%ty@4k)`%hf*~MRKy*}x)oySE61qCR)7E$zVtY47u9X#%8^6nl8_7$agvAq0(J%ZP z_5YLfcLD%FKd2l(K2WpJL;+_{bt}(@wM8ht_fQeY5a(!9m8D;7%G@J?G4`m6ruQcm znj{XCbicUzkW8wjzSq&NsG+Tq6Ba637TAJ0V7}lBPL==8J3rvDUXobos5_m1uyg)K zrpm?0-q+q1p}jxhqz)Z`(|_kZ9xx$I`m#YX##Mv}iIia?jr24^SMsb}9ndHICqy2{ zmDt>X2GRJZ*&eQo-IhQxt1m7L)?yl%j{Vi)w*p1$rml{G!vtgC_gVn9u$Cm+)myGh zM8iwUM!s$~zI6Rm%Y=On1T3ZrXIp=^6x{$NYU0K;)MWcew63}noqn|w>GZ&*Z)hb^ zxga642o(9e|E(-~@v>6R>Wg5eet3znC{Ua*Eo391WhN8XQXzxw@}D#^p>IjRQsvp; zF-7S>!rZ8uOqH9kt@FSbE{&PyWrXTIXqd|QUCWL6h%j6{B$I^A)iYv?YuL6=1GzRsrH5L_1KY!eELMIwzBC?z3}>b6e%_10!COUNK-`2M!3aoaGEV;I<`SBIo`-Cb5+U&&mU(g z#EB7(vn?|&EmC4TT0dZPhJ+sZj5~7&5UjEOQ4z}xgIn>wMeAFu{ zMUt?Q%GiDlp^Kjp3T7R)V_~+ul{g7m%aqfFmFa0uIy&gTe{>m_Xy*zWa@9PXsO&}ro<6O0ekA#Idb#D zZ@_*I)o7*=icY`YiM=2|zZGkAUO`6Zy*k!++HHfmR3_8_U~6I}?Zras&^pnV1nFaD zHiC){op`;wae-(-NVqJ((*3cMS(ZwhkQnKr^Q=HK1|X^74*$9kF7c$sFmWD$9p5X{ zytFBNqejqEM`;3-DYdDw!0L%FHshyFLEk)t%@6m{JBf$!1HwNt2-#n4+S2`vTn48p zu8r{l;>>;JC^$bPG5krbP8LQqS`;Fm^Mi@_*fkEo`ye3*HnC!AC^`1mJW;5F@vGR0 zp0k=k2)}6b0wj`I#7H|)50ItY{&w{AHT0sd?Np68Vv)Hy~e|{;5HT`-k-9TDL`8Iq3}!Y;W~s17FxxKhNzCszpEGd z+*p@AbnvNNHwdkg1KGq>K&TG&yY!jEso&|xkE9g)8T;k2=0up=RO6p%5!UDB8k>u2 zRx&6TIx?@eKD4}kLy+5@`vT{;X-B~$r|RL|0qvb_QwcT?0&FuF_k~-l_*A-WE70z; z7-Ke0JYfGHRc{>@RrkFQQ_b<4HIrmF%<@12Axj9Lf>+J zLWeOMwPqdr)2JLszm=la>;_1>`KQS)PEjTLs30xUllICQdHPU`vhZqB51f|eYnVDX zGF6xucf29dMl~;A5eB5`Ak)HD$UO(}%)H^tGF=p-A38P%k_A%{%rRjQ$NFPVBVc@;zZnNV43UE!6G#c?D`t3u=8c_!%_W z0i20oee5Is2uYOm*@%{m(l_-$(VaV%N)*`FfB$IrC78Tt+o~)`jFBYYlM}nt`3VCj z+93zoExW0+IsiFI&mN48mzHR z;1oY)zMqETNfJrM3yB^oFQi6T@z(qJd|yHdK(mM+-|Sjv$+EWrr0M;{qs+~a(IHpT zJ7{VZZN?$i9^U4@70(9>eZgEsO>l6_4Cq~q6ds{ZsL-wTn=dF+f{nk7vS zr4!~A$a44ca{*_X7>Q2W7#Sd0uLq({1vu{~6w(~@e`;+g^zSqBUH9EEK>-Def4Ej$9YQZkZFAq1KIgktkwJ(dlUjJFh-sHsuGpzQ~rF}C-nDI z&;y7L2=KP%8Uw_Ls)3)FxZWrV0qyAFK|hx6BA$fM9-`8Zt+@K!>j_j1wZZ{{3I3+< zL`oee!qRK{%^|aoJ2MY1ZSZSHDdVxW+&GaJ)#xAFy`^m(xpM*<#Jg-7B>A3RMs`xV z02=o&VN8RG8@_0AHMz0Di2JJ6Vw;+I?ndS-2=-n7llfev3web8XJKLEaZ(DSgcQ27c97%}L!GiT;r`l3ZWXe+%tdIA3y{wJ= zc#|f71j_ezj-}$Pk-sT?aMwbC^>Gs8wkkAoFf8>*A zC?_voRHa#_Af$v}fTNgPi5aD=+MkH45YZ5MHE>OdU8Pd2NM@H&SOOEFDE?d>RpEYIEKol#9*sGzkjXc-t0%+Yc7dD#;`w| zfFYXUT9-mIqTV-XJC-sIFh$)ql*Hq+iAl*3Ac~FXo(+sO ztAF5*J z=@5#Nhu;TWR2ApiG9$c|7WL(LB)KNVnzQ!w7N4Sc-sh`eWMr7-C~;;*RM&V|qBa9j zUeS{eU~+|*=7bR0;IOJ(@h4#DFuVCv*2-U*2<0q!|31uH(rApWx9aXYb)-fT>$#5p zuTeHQdVVcteC)QS_}KR58B)vhB$#{#^VYCrw)^Chw(X^(%wJiNRfXRU3mlbzqk3om z!lJN@a=69a=Wmy<8MQvZR`CwADO4NRo5 zN5W(**c+k!!5O^ohBBNwZ=Od$d)y6OG|h^BCeb4z_2?1fheG@$-q=~j7snadim#D} zS1N{nx5g-oN*~|9^K}2(uMSiATbD6ISSw~UA#37l+|e2*rQq-2rK*_wA)nY(i@=Of zKLR6*O^t-tfNuOo()1rqU#fagMNJ|p?+HvzcgqynoxKqK)z`kkFOw{dY3Zw28Rr%4 z$Mjvt*Xs8}qSclQ(S&99azjI-;^dy`IEG_&yg? zFzU4N5p`$NM<@;QrCvz~9ZMXYR73*D>&VI>L6AO@klmqy)-N7HA*}gBa2j}3`j*2|W!R5hY`c6jWFHC6$ebpOh7)8732u z@vE^30Zj7RRFi11`F^gq28r$buWSZWN*elX9Q*uU5zB+uLsexZG#6-x%@q?V2-Yqn zNX>bjy7DT4nCiH}O$J89-v&cx;jRw!Q(7hpUvLuobddQKwYKT;pZA!s2QRcrAqj1V z84sb461$*vT7385CseTcV3pyM@oUaoVvHWauwV4el9}$zkd9Ih7)3nG_O}oRV#lmHkR;i<6y;lV zjaw=0O0kFQqm7^{?7FWt2d(^Mm|O{rSO!r2@JkXAXEL#R`r%y+qvH>dYmSs7o~{x= z%#ANqF1Vq{&lP2u(Vb-ic2f<|&nhWn>8_Dti9rlF3zq5GG2V z>@8~|BB#72=Fj};(wgzX_l6W%Um8%^i=G&_n-UAhnv*%k%U6C=h6N@z*iVg=TeCwm zfaSL4f_3JUQ)@Y&Q4lAmAF3`xJ~b>v7H})6(lA;D?bbh{m}o3U9s~vGWVJ&FGu_d zur4vt-SZxXDEzuub|IpO*ZNbgf3|>p=!T#-8pI5lcd>56=bKw@InEV!<%Ba55=2lHkS*E&TNt=8aU) z2WP4MV8q}zdpVTq?EMtykF1=&kjgugy#rGmP0cQnri<Zr~qNwHz@hdIW| zPo}8+Q}RFXQS?WXzfSD&v6}nJ1tXd&D2{l*ydX3}&faE8dqXJn_4dl7Ii&yjr!p+- zkl~8yO*Aihi6MaovhSAP@{znbUen~Me#t}oR`x5#JDbY-qcCg`5wa>%p6+Vv&K!g&&`M z-w1pJtCWn6V3`It1jW*+H8#|0#d6<9I~}rR&=tOwww&~5$`;f&4_vBE2-46~ zCO8U8v84G?k4kM}p^pfyWcD+4)0$3q!-~#Xdfh<$r+1GGq#<;$pzxW1NRKuvfshW$JYMp$P79!78u=@&yMEM z#^OIHW@ZYJ-NSy!ppS}ih2gEb@2ukGqLFmWU#zrfe!dQ|8^wvQSW4rrNLq_B6yVe+ zeDnhRw#!TidS3d1gD89q;NoeDem4L0?UgIVcGzxFWGX{e?yuC4BC|umv#liO2v$Vb z3%|#g6nlCD=oruqi}xV>ZCTQ->)ws~llI57F*@t}U6ZeWoYlvdZU%nl;=_Lqf{HG6 zbGNt1{f)cMy%U!0_}cVd^os&)MqaIX+Se+SyMR2$FduWCpQUw1zJZbEH&Sl9Gs|`n z^}*R67(li7Il6h}_cwdC-nDVbbX?GL7urb`t0k?d2D|+ zc~8}cASl|1RQ5YHv4xKX2Y8$Baz4!(L<^`sI(A%{y-6%WGx=a}#i7&|5mp!Bd0!7syIaB8h>r^h7n)+e0nQ`S44@LHsKK^ho z%)Y9Tz~9j+&r)}AKDB)Jyw$0yFM3wpgElmgr2#$Od2Ye?He&sZ;DK`_HHnN4sXh2D z#NYNiDoT-ai(8VMM?!}??TQ2Qy|5Ihlh!CVUeql!3kHe1;vke*_J}6hQ4VerZ?s}- ziPE|TPbAo{eek(6O7l-6L3U+95ul^%MN|XZLq}nB*QCNXe^s|u*vT)SL)G=6IWnd& zCmT%gfK19=b;vQ7>Ms zk|e!Dn*&o}Kc{tlHdP#|C-Xe;T}Gz0F}2FF221B7Kf5oB5M_EizHp(G&;qp(m%=Xk zdlC4P3H_8KaFe%>+duTwZ!OOnVq*R)N0}3|+|`hKG6z$o}xPO*?|? zrHCwB?r8hdI=H21zff9LX|QHvPyOYuFpuRxD(b{l@BgMQhuADn{V#o(N)ZR(WTP(i zDjTX7rtKiXlYi0#f#Ly z-h(Q=oiTL=dYE}R-NZdw_v%W&<4Wo{=;T~YGgTau8G|1lNRhMi1Jz7L>cK*sZh8?2 z!FZ@C+Zl0uyb)Em-SV+znns~t0AZ(xeJ7D(w?$Mpr57^$Tq5}ap)kXc3jKuBn%z0a zlwe@|dTkfC@I0fyA*peDX_U?}W;rG}wAHa!TWe~?lIMNgmHdxrSTqeRT;`J>?O8N; z06##$zkH~D5{E-CF=M;QDIG1~c5%A>iS#P}wR!6$BVkJzci3kKDE_>jMgqKav$MoG$&ki-JOR$B~?-t-lYy!Ehq{kM$=$F8apO^%|)#!Vh#k(x&;n|-rC*wlqQgzP|5wXTe7kCU+F4~Ec9j52?cL1rFW9M zX5$w$=im$a3DB@rgl4hAsErHjE;}?A4~KIx>b;fmM}>rOg}116&2G_wvZ zIAjs-Nk-eH)zda-_IRT#xapp8i6`7j({=z5F-1P~L-SrStr0T^m}D3*0csL)03&I6 zShoE~2KQnHV?%<0rA`jVlcIWLZZBDKbVUE~29?C)&(oe2gQh`W@w@CC?nnZ4>JJWe zv5_e;wr_m?@fCIA3lQMBFQC)N3kiQk%)OJK>F5QmPuR5!v&ndxwSROj1zGsLoQtMj zCp{#ZnvDYPwKKZe_(14J<=4(XEPT#?P7`IcSp;i4q^{C`$*qaA<}$Y6BOL#a5fLe` zy&>hh5Z&aAK_PF6d4CfsiO88)xX!?}CZxgm*A|Fuy%#0X+)bI^OB=;$x#9cB4Za}b zQ`(QlWZXU6$Lq(Dx>4Kz3LMc;bpf0d1_$g@X4#q{56{Mnp7Fnn8;rAMs3a*RNbV`# zr_a6%VcQb-#QhLLyb0aylBn`$EF=v?*Znx~DucZsks$n^V629lWyI|ICG_7<8^tG) z%6e@4qm2iuK=VUaI4OfEM>2$u3i2+E@3*am`+k&ol?k70Vu18TpVj^!*9GRpzlR7} zl9Pbj^!!%Z+&A}rLX|k&Nm(1*fb}2;%^%RYdT&&huP|iR@hRMpCXh(ti*IxZ&DfNc zH-uSQqef~*J~Z+BdmHzsjYXfTXUNnQD9N8ophLrlCT|PA*DM|nvkzYK=7|UeXWmjE z$XEsQmEPx2-d4oHn|ztP|rsr5+oxzE<#qz z6?|N&QG>9)rrq7V0WuQ0>`V^A8f^&>8hds+g0{XZ@nwyfI9jg3%)9u{=iKyK}|6*b)_!hIMHlKY0;r z5w3MQ{fhROdFS_Ak3|f_h6TCIj+5+ecA@&V2Ez>ZU-I0`5wIE>(PxvyX5_{w0gAU~ zM0hF7i5~&52qNLTCA5W5kzd_o$%o8@LfRCHKOi)(mUCyN@l28C!|WCR%Nx=2Dl;`S zQdOD_RZXi;lBNaMUT6x=Lsm9diZzF$V;(@sHqzhUfHo#Qw#`9bToq7M`9_i5e&w8h zsU%eyb;Qny{ELGH_Aw&Gd^FC98$UX27b+Jn*`6i;Bn-sk2E96AfYqW}E+T z7i!IjYKffh>P1sLxN!UWf?VaNKE_`MA%gz9@HyG`hpyjr$qU44GmLmj9CKDGF4)g^ zo~{p{ZCgj!@Y)-9N}*f{{ba3Y5G4upeiDAOdGkGB14b9V^3OBk>Zg^ek0-q%Q z(WGAk@q1_HR*CGvv9k?pW>4||D*~eT3Tlio$(7S+<&spr)|z-v4yvBfqMK)aWfy!J zddO)j-*aHE^};~z?X?}7gG!H$q8N3%+yBqS;8n$6mQuk*7x)`pR>&I|T0!+C>%;X5DyOM5!xlK}C82|DbareqB21LmQx zkx9grNcGR2Bb5WlNI5dXQtbEQeuqq}iV|>A>dR5_n>`&$1^GX1Ti!&X?D{VhSm4l> zqcwDHi=tTdurF{-{={|ydj`k6)j#i>gDH@k+!sD(dm#%rRQ;muj)k!(Ec%w@rvwQ# zSh#Ke;jR1f6?{{0;_Fd>nZJ5g6^Y{f-X==JgBz+oLb2LhbQ54MIcJ zSbhMdaKM118N*}JogZj)xy#v3nuO(MiArQQBs&u93Gt*{|F_8>8a{4)+gCr?@9$}? zu%>mnr2P=_(^JjBh+V}<Ny^j`*$?SM@qQ#WU}$q*U5n znm>7qaWm_aEgn|mW*58@X>BKFq{AIhi0GoeNO5?vb+^0tC{0s~w&xI7XS%hAuBMrQ zjw41uK+Iv>)I`}tiEO}uOv!=}L8^*fD1?%qzkEU8T09r=WMA9aOEdMHO$q#c?zg1l zv6*4u1|0HrOe3y~hQg4qjL?vfkmP@4kmezm+j$}~X*G_(16w4F z`@zc`;kI{q>DDNhWke&)TNcsdAr^7z|+KYwdpiillHV7Of6n^BEgPpAHQ=b{G?&DJn!{0SjBf^bZzx9Kz*_GKw-RexH z%*dGo-ten>!g}q`U;Y}ahRX?1AuesIbe;R%=Czm_EhfqUCXZ2vgMl^tJB_g6M(Ih9 zK!^81#v@S`4De6$C&tu@vct(owt111Z=$Jf%Y5RKDH?VwVV5UXv!S{)^Rw1H39a|-18yuTB6d(Mg) zl|VDR_tv!VP^{5D_v`O@1|}Zy)UKk~vc)M`sSm^-U22*kbFjTyR-7m9l(-ZWvJhdI zwBa3k-QHRs?d}rOi&keHx1+ahHpMU;M z4=}bS(vC=)8)zA7J#g}Pn%+nHId_?&lT0ZItb+F_XV<$Qo%M(DQ;7(Z_T5#s-{sgWes}jVx1ap8QIKo zxkl}D&#fy=Lwy)aOO{9n|2z&J<;hnzZG}Xr9oD_eyag4sA2~6q#H;^FfCx=?QsSwZ zWvR5Z?v2(|WV9#S1f0#`ie!-hYFV!vHZ5^-zv_cCPpa4^TAP#<%ZvRe3fWJ9bsl?M zwZ{8!l3f{IL|BoKsTn^YM_zZ<@UjHmSg6&sJ2p#Ez!`8(tTd!YXASivg< zUIosh6X`~I_E`?eWTxn0G?!=Ke0aG@r`e1k?!>MA6BFw6LK$u~1=sG$+Dqe3_wRUW z(MD!U12YAFspwl8tUqhZ?%=>Hqo$t^;UIX6-14dCDjmP2$pBCq?4{Mex-ovqz!IS} z1t60rWK%K%r5o2fRP*S#8#x4?5vJ#Unh7Udvpw7Fc$ou|%%Bk3DPG$QBUeLIM zi9q~W?Lh$ruCdFzJ{LY1CW=}|H|=VM@VB?}+@0FC$eT}o^AVwf%+x)7XJ8GPf<{y_ z?*O4vMkN`xd6zCniz?czwW`4M?7*|8Q=J&RiH{!!1wC-5BClNI zNoq9rcQRjgnB7YAfp&S2eZoMb(2F_`>In&D}YU|-$*38g6O^Lw? zH3pb*OP(I#6rF^^N%7LC6xnk4CIU3f0L{HC)V+3kq{8Y)opnf=1|N?i&2ARgX@r$+ z5swUJLpyYwVavs+MA_EDg_p+*u6A(FdjHpGvbVA4HXY87 zL00bMT9dFbvZHt$05*f(HG7`>H}6N28Vu75+vvuv8tO1rGmlk)RxQk8XmKLbNaoQl&&gFw!(6eSG z0~YM^Y5md(*T`*p*0SG4cSWJWtK5;@MQ5`wt|YRh?t&O~Dyx^2YWRTBnX8E^)$ja1 z$4mme#mjB0eEXSMlFF-1at5=;Iaj97-x|C#DUAjEH2XlWRbx^@a)$a~i>C;(zvv;8 zW#EB9r2W$@FJWaP7(vD7Tz$pzd~dSvPUrkAI7_k_gokqb??jj0Wp*;LPSV}v?K@nX zdiVDml~cOs#Z-WO!8hd}X}hcO!)e`VWyd+(lylDaY z_ZJnq=BJ;PH4LuEw4raYA3}aI@nNuf1%Ht$hgz*0;>s_NzwIYfNO|G<1SvErR{{$IRX{*Q$ajP!Iy<$6g+STk1<%d*fS_d;f5*nh1%D z4kznV>^L?3`O|Qo!?r)a7Wp<0rDOf@pO;tE@AYW64SeGr zF67JS1UgR>_6~bmq=CA9@t}`*lkK)Y!o?8FylW!S(vYB}C~PE}p+Y+$!h=n^M+lFF zsPg_UJfBFmT3Hosguid2$JoL=?dLgB)$nP_VycWodPvf>m*BUP(Wx|3EmML*IW4nc z_a8?XzN9W8wuco6 zgK61Qs!Zgo3Yz3#!8crNORPLq=Tk3`{SK>iw~Q%UK9g&TYVDf6o8C%Zc!}nkYV_($$t!sfILc z>ddB5HZL5C^w74Yh^aK}fBG;VhRbWY3iqfS^{_X}lG7p!shyq#-Hze#k0e!n>w&*b zw=3^)6vZ$6cnSMfp*{b0iyltYKB0i> z4uR}UAq%zFO$+Gf&ritqVS9i*OI~dYP?J?73xU1sYTRo1CTy>~g$jid`<+l9RFd~7 zuO2Zg?`=-p+*^Ee2DtuBE~&m*R+AV_PkCV|Kmn16$>e&H`^4}>AJHiElYms~1czD~ z`)>|y$M5i4>=mvR5uc)g#+>Jw--zoB7r;rhm{*u@|8BUc26}CmYX{&~LB6pQsbL-0 zdjF)YPU^TM;H^n0`6vbVB%pCFWB}wGwd7}Hz;2uOs_^~HCuA*9n?oY4gA7i>va8UZ zKfgZ^2etuf6rN61GXPau9!~ueA{AE znob&l*6E)^NT-L8A5tz-TPgb7e1>1BrL&TFf}3RIZq)L9*ifjo9qbj{v1ublQ@__P zh6hHfHRN)+{CJ*e;8ayn>URL%q=G&PHguj_3JM`>yYFX69_InZ+E;K6N<6Irx=5E~ zuQ;Di#yX*bj~ZlZrg}`WkZm(U51D7(s~w%&^Z}j&)Hbv&!0o$a-v~aDcCMD)+oUgM zR(i}^?!FdHAFK*zTRbPe+5JnbD$EaUts|1YB|e&sVVi0aP`#Pf*D8mCPev%W&?)bj z0Da>ZeYQnD4%f#l*Sj(O+iyxoy<5mujs-fK#BV^q&`vh%$QAMJ$Q%RFi-p?m4^BvC z&%m*V-_Y-B*2%J4dfwwy>g^Y@WXe&&A#!Jb2G#ZrRZ7LX#&;mw*DS z=qTP=r=u4YcFUU%o|XF0KO_&RTq9zVDXm?6y3~1`)8+1Mmf)4PDJZv!?&ykr;=1-p>`)h6y2%?PWN9H6_t4|JEgimcY+Up zy0REhc9wleXJkN!EF_kG5}~cjG8_Rl0O%AHdw1F0ApI>xD!cOG=3&PgTPd&l{EU;O z^a3}9XC%pEHmM|M>wntnGHVOyA6VcSct0(qQ5L$5l5RfF46sUq3l1J#64O#0F2-E` zyt44uNjCFeZOYi2ba%k(KDP9hjc)M3`^z8clM?Z`&wBk$;H*ildBcN!#Z{m#$%+MBa{OFDA>?M#MW^v2l9k|KvU1W*;3!; z@La<;$vnlHkZ;_M&e6J(O-nD`(e3Un$tHO?V9Y~GIZ|^kIhkG=We|Aq zvz@#+rRO9b!5_uHB|UPRP)o1Er3OW`9xUBx0Ljdp}#}n)OWv+6Nmm` zD7oh>RhTxEsZo5Rk3qRCN?l~)lhJ^2|6D;X|8Yfhozb6C0#a-w5|AE?e3^pdp zZE=I}fcpSFqp6wH6&Y2uK(wLbZ8xWI;mIt*r2+VJ-$X~|qddj}dTus%JD(8k`Jn|s zNx9dLEP3>pV4AAP>tOb_4CF^TBPv6;A>s$Q_ju{E%`|B@)k;+Jn6Y`p+q(c8P zFJlQ4>*6VR1l`WGu+g-2Qt;6(ZfEHPL2VeX$bb0QYP2F2j$;8SSg=@c)&l5b7*?Zl z(#R4;R&W->FxP1$o9eEi&XF7X$@~9pq(q1X^S5UlWVs^M&ZR=XYBb)!+_Z#y zXTs-xul{i$gE83Umuc8tO+UdM3FbHO+)}|ANiMp?gX%5H-x7K3eh5Y{GMdmJE3(a& zn4As4o7MNk_~%?g%af2@!QmngT|p7`>RLrl>99E)Z*hD`oc#N|{B2gsvg#3NA+;iD3y!PVi9Mh@bTlTp4a1aBWiFMS9n%vTubW(-ZtECu-`wbxNYqsg( ze{bB(Ba}-TGT29z=l+EP@1=Q%xTjPH$66pOk6<+3GX8L3tw;{5)R-wdW9Ra%U3VP! zmj0k6r77ymUOG=&Xc~oX(B12uxj#g>YCba6&JR2ii|iYf?7^ci&c?Y57;2-tjOjo6 z+VvIBTgqgcCOvzb`?TXlx^3_2HHpQkc$_0h@l-hQ9S|L)X8CV>+!#$ey}w6+KGstuS3EMbpz}cx<06 zAhMGfU~AL3i|i!LVxlGlcwW+bTzjTN%X80k0Y-{O>3N|i;Jr~qj**1Eh#ukb&Fkzm zR+!w<&u48^)^d$DQAoD-U`%rwSI5<0=Ar+~kCkq4xWZM5$$&>`b4iGG`etFvxsEuj z?}!92^{f=Z#nGun2AX_UjbH!DFaFgj&eSr8My?4zACAxaSufA#RLeVSUQ8Y~I^gKq zizu4dNfZtr<6i0tB`OO3mn%y~`uW|LCc3}aiYaTfnJ2opEy~l;;U92z0q%L5Hj%VL zT=r1~6Jx9QwNAxHMYf16S7M|6H2 z;Ff)Q*_3?vI7oIP{Bl5et2mMD%vMQhN;V^e-h_I5zqS@%RQA-h}X2f8n0s2Xux8Z>J%7<@$lhMY-dw&UuQM!mMD|L2c z;`ZB*&6!;kZ$9cQ&yKS6^083t^ltXbaS*#fE+ZXuO4ZJRc7JU#|%Ddvlo^uATiq^P)`Syl3w{$Ur-z=#H? zV7XYfMb=;6dz?s7m@ogjgOBK66Hp7gynOCf{AfA%z={=qe~+OtO-;F+ao%(c1DQW8sjzimMt=?s&oU8XtQa2RY)R0^e;o50HFB% zpw!@j32|K2COVs1p#n{S4nAmlg}*^}6XS1R=qh{x8qv_Fn1cR^ZPY)V<#>pp0kV+M zASi%eFU)R;bjV1xF=qS<(H*&J#b{w(iNMYW{Z{hm#Hvw))+Q~uVctvHD|uWr+1eG6 zhu^)mcOyy^01tfgJ3zQ+KjL!yi$T~K+0ZA1Ms_M@$?RjxP1t?+srC)YQ2o|hqXH)T zC->j}Y3bkM_{S#icB<)RJ;Cltp#M|<-2Q{FJ8zg^vR4*&+v*PKui(0gR(}mZJ9TeG zw*%9RNg)_015K;m$W|Y*zLd9=&sfhxop!xJxh#7%nSFtyPl#yPde!cU^2h6Zf0;<_ zgM3l_E1MkJVXhi66F6pGrRhI1SS3EqW-;}o;f51bg?tZD}0|&59 z)s0j`$K3-VuLG4(|4HBEF?bGpEgQ)Y7q@haRtE0h&rgi{j2l%vXPv)!7im6bGa)r9 z-!h#Z(y;~W|IZRnKufLRfPG52fY$S#Bv$YlMfUqF=ZvC0L`9ofY%#$}T6S<_k5~l% zeO;SYC8LyTlx+jmx2vD1x5Q|BML!N1=8}x%o@wi=5w1p&P3O3KcA+KjZB}URv3rhl&VtS zkorbWg1k$De3&|aY7vnQj$tIFrk^pm}kqosX3mXtQwYwA|I^|NpmxP zT{jf02TAh%5+0+zr6!-~;n+E*CZ9)Mm~f^1El)PnY&R^sd1KhEvNnrq5%!QeY1)-Wgwm)M#4JI5?-a6ry{qiDr&61< zFrH|YDbETeYRr{>t@XOU*)Y=ucV1%g*frU;9{h!9gM30O6K#juv*-jR0kXoPRdM;E zy-q_3SfmLosv1%UlxRN7Je8}^6mPZ5THXg`yHRSpP8sd#GZJi&*T^Tl*NRkUDpK8! zUuQgy(1t+VGRv0@JI2&DwR*neDv-JsS)a)D(Q>);?RLC{PkB;xhI=vu#ShxSCASHwPztUcbgGn*eji`l9e0rs7sM4kZ;eOo8!4qskCz<|DqnG=%y9V zoh@sib!hm)n0kX{azPI+TnsXz5NL~QzkIRG8|VzKo=E5KI;70Btu5J}zH|h+bX8cN z_U#T`=0=qs(#NQK&U(HXJ+$+!x#^H*1I6wl%l#=)`ItABKDuiNZQk?D2$7rA^JctH zn2Ft?-xmsLp@VWm`+YecxdtzPpZ4VpUA_RLpY2ktGlIUX>Cl6{8<)NhXRcn~db&Wx)+xY zr{yK_1_*;decUxP_b$C#kaG@hCyeeitC zq4z>-7kw%Vey>5w`(U)l6a7}J#|VsGxZ6o!zt^t?v?HdfTyDLuF> zu;{9GP7jU-EILoOw1PBMPizmV`%CL}K-2SXU9|%Sxe)zK>YC&|kEcKn&u-C#ppl6#~tx0}EV~J&S$vaR| zsR|t%*RxHhaZBRw(zC6s7A|^+Jg5byHQEkq+i-8Ko{-0}?u+?-k)@VYQJf=OR91lS z!hGwu9p0A!-jeq-X$GzJYyAdV0>;jRcD2Xr>QcV%+BV}994Z=@K(2qN9Y6_}UGL?x zq9&WmUZzw5$jMyzfIQ z4OH^WpgwMpUtD?Y1e|mFUOW+w$e&$D&sankQB9MR6w_3Tp&0T=YHUBV*C|32eMY2f zlxK7G#5-WoBmO}|O#qA9(hsWwZ(cRY-z=9fY}1PaEO#3kJ%f!P0@$$Q5;zv`P}6t+b-!v`HrJv{GIYaG=IRo8CFkp(LTiFSDL~U_eTQ7v zU#ll}7?E$x9b6LhVNr8hyCYulYYgkVjL3^xHjXtH8h!7d)OD%ZR`>7?mE{+Pa{Y9y z@dZcFbJK1{&3!w~U0Y@y#TzjSH8m*xQoNQjU3(_vlD^*XqY{_cT`D0SIa#25-H>Es zq%iV${zx`K15<`qVbL79Q>)+i_S^yZ)#j|IA<8-FQmCIum~unYfEEf`@J!1Su9UEy z{(dl>-F4|0qkej7mLRbkGE^+GS9p`p1*TmWoFx13>lY}%FUm?foPbS;dr=P#0v1V} z+9kYnH_3Dj9l*#o^mOa}9XOhfEuLip<%3!sa$9E}?MbVy^2o!<}eQR%X=&8VDr|L{9we|YG2I^YkV zn)1jZ{4uOR3QKeE!YA^$@VN$%SHXyUgFEVqe~U{E9^X2o9?P#VIECo?o-%w-ojs7@ z@lNTd7DhtUFQ;g?1v_Y9EPy$^%$oZBw&DpdDBxE6?8Y;6)0aArUuJeqMxfrO*B*a= zv*d2Wu%k~+`T2UA@GMx)1Iu~^r zvx@b{cel42Ki-Nb*nPm@L%pmX(iIVr7tMq_Ilt84KDLkZ(wVMNid|Mtm*bB_S;Ox)kji(^h?q-FQWD z_W~&D1Wr!Nla|DS5vS)ZA<#eVUS-~)Ld?_J>BsTV7pDtyj7r@wPHZ0Wf?Y9ANFQOt zic69P?nq-FA%2Ynff54tE~8Dz0AMFKHdAsa=}B*TfnzcPFP1;&EP@f)x5UkOAYEsK z8RiRZo*!jxA^|7v&2a|}) zjS&m*XSq5i*j?8nytg$(j6b^fvk}nW;tZ6=f<@vGjATZ;Mj?(As5uM0Ao+yx-+S?a zP?Be0e<*?pr1=gH%n=Z+Xgoa#8mPFBaIYFl<5g=Ddk)%35yCOlBa71=BGE)6{$Z{d zMz^Tm+T+Wagn?MF_k?F|0H7-MHF|GbOnq^in{soc7{ z38Xeh)9C8E{tn}5sa8x}y{3|oz1V1N5C$*a5?ueMOXB6yA44x(0k6AxH8?p?1zYPR zm3mH!iEEhYQ`L~}U8uP-4vUwjJ57j^TY|pzVK1oKn_S5=A+@}TngR98j_MUTqS>ed zdXcpluAasi+Qy;t;*rFcba<9dn+Y(w2<`i2Xpxk)oEriqw1Kt})d^R#jRHHLhqWNz zsx|#1P0Q5x3j9snlm2uFlO`j`y)~jLD3({jcU#cV#scGenR<>rzB4t2&^F6yD|J{C zUNoXrc#pjo*cJ1h)`Rl_OZMOW_SY#|83Jzm%&i0$PrQSA>}SgjsY|5g;f-`LD!|4D z^sGW0!(HF}(1PP%O@4Nx+-wtmT~M8N+E?EASX`P-O00 zWb}~IKl27I#RizfbBm`g(Aclx|53Yv?}m2LPlis;D}S>m2r@A4+?f`1EfPsrDa+q} z-%G?cL5XNq?}})t-7e=_?`qSLZzzF-2N^lXvywQd@yAA)FACGC!=>12yZlt(d@;-V zTW-*$tAyh#|NQD616!Z0;#VTGtKi~^$st|;=9{D@dFtJ3Wn+im7&@=dqYsm3GIp6j zN!1gbYH;H7PuiY*3Q93V+fMFDsjJO<#=U;=MtME_+kN_H#Vbswl{c-8F%0`2NfaxB zN(=q1cV+5M{N^{U2ntE`9)7xwA6C^H>+E>WbNNF4h8;>2<9XZfzsxczY%Beh($eo4 zI8+M@;Qn3fvw=A9i_Wa+R4eDCt=E+GiSU|-r?Znv89+dLc0XLq)}rN;-Lcl z)b^uX%ewtS>3MjSDuT+s5BMJAB%i!MwF6aN<7{kclcr8@T4Ql-_0uK` z0eg=`+ikCW&Y4yx^8ZK6yZ-udX-n@K9-#8f2m4!vCGy&& z0eL987U6C-Z{U^L>_m%HS!$Gw8)`8m6LZ6SPL_x6ZDzJDDmGe1-s3gpa}!rwu#36d5D;fLqv93C7WL5!4B*0 zAKTZhyKx(fGuL6K-50hluzz?SFWEg8qa}R0Dk@rGdZ{gCYXvHb78WpalWSvxE|{{Y zP2^Owp8t5|CQ{p~e79A*JZs$@>r}CYpTlM+*DVL`WI|Y{sYCN;-8rkJq`EMRhNvzF zOiA5FxPqq%)~a(Dshit?#jd=rb;NUT4^;W&a!Z@_g7sgxzG+pivW4ZLI?-u$_K8~v z#l>WB_TlT@968hag2&|zCqvm^9lIJ|fk%$+_BMK*sjk%dOcs@s@$M8#AResR#D_{P z{$g%prZnB0o{LH?$uA76FCftvdu;9-&`wj{s;tn)nuwx zfhr2&PW7v$m&^sdio*b{TmPeqebb#=cRzlymw^g>ax%VQKDTIzYV1>DZ_l?A6A*Th zjv$GgD+@xAQTBK3rj4u5QI{x_J<)Xb6;=j}o@mPmoF2j!YCjr1b6^C0ngY zEWp|JdBruJc|Ne-VbE@Muq6%$fch4W4z|_pEd2Y!$#hsN_#4cQ)gb z`1Z?}R6z$W+mcA~Ouy@TVd>Nwgp-WX{N098nrZi_{x&PYcvOO4*)4{zNLU!;>9~Zo zkvm5JZFanCq3^2(xj!SqV6)sJDSk~zdS|Vcmq9HES~w676kf_%#U7N|^LGU2-dOw6 ze;J-3>92lkU!O~K*YQC0P)yJ};iG>GOJ1EoH=dz-bnXQT6WpwzqJo1Lw?jn+Cc&mQ z=1CLKExzieSa%$p1akK5L>N!W^CwM{E?$u_q;+dD)Zh*-Rr$OA279D>)Yuwb+jS7Q zdytz&a({`{_~X8VFtDPCjq)>&78=5T14_B8EIXV?1HIK$0h_2=>%zyka_CQ1M*X5q z0lTjH*z%G%Mo#0Fl#JRX@UnBk@R*0+GwG=pkZ_UD=ccYk6%zvj|8S&K-V{g!Xngfc zR7LF%CQ@NUeSh;)`RaX&5Y!2cOML&1@spYoAi1r5tm zG?SLqV3^3v@l!vaqZ)D2ZzUuX9NGqhjpQ`K#fDv%Sm!l%ZE-6$BnB!|()dEn!&v{< zf8Ab4CmnPsY;Ym1$~sCzgRjt_k7|g6#|Balw1HiUWvC9Y)5P+GWT#%Re~A&SC3z#F zZ7?Da7jOYJ`Qn!GEV><@lPq>%x{W1}17^E<7oByWJeMxYKqOi4^X(43I-nf7YcB10qfQ_o2uS9y-cLH71GGp`07NsjQif-o@70h0!=)Sgx z?{KOSuovsO(Q9EtoVo5O3gF&f57v1xKEG<6=N$^e53nKfv;vxZHm;3>)gw&QsD&m* z{|V|^U*;#pr3}2NhEB6Nk5*6RSsdUyb&<_g(_p_{r$`y?hTn zra_lP2QJ1y@fDg)ZEW4yT>s7Furwr87l-r;wNPVfB|lw=&3E6

    np2$Sg0f8yzf%sK1gxfy0(9U<-_w06F@gz?@)^+nsd~j*T=@@E1;;Z z9uGjU9x}qB*2#9Lo-g(|+1hHAJAmz$H|z_oYVFm=>vIl_Oy33Rni3czhOG9|UwNf3 zSD*cfvGeQV57}RHVp_rG%WEw*8A?Eh^D>fr)+Y{y5~&(*zL6+zp+8K}oqk&)8G+-n z%9befb2we@i=QdI`PXcL&un&*n3!+lKU%~lgBO&r;7CIZ_KVFKMwvp&;X3OHa3_Vg{1`uhr;zH zt^Nqie;i@pPsz(KKIO#H8OB|r?1j6v-A+*&C;1AG><%rITqPAP*)ZMaXnk2McHa3` z=a829GRBL&{aV-588Kqupa8K|2i?NY@M6pAWnNsF%Z;eBZ^h>(;YqikXh(n4z~J3$ z&hK!=brBqO>OO9-gHM#a}tc#_GMS_cpqcxyH+l2 zGFPtWEKaZfd+|xH!QA5*5%)PBw^eYt((?%~iUh&r?HO*nmI#g+8;v{>Dm}3r;B#%* z!@`hl+nb3@mlJlw_ruukH$qk|+gLtu^><-Ddl`IuGX_z4Op$U7Ox_i&9wc;nf(Je1 z;&gVjru|WEfEk~`IsZyRizJ=EuyN>_2dl^x6;NLb_aoQbYjFeaVr6#-#uHOwWxUb^ z*Z)R3+VGW?#?zlqGt}$;Lt3X)XJZx}?~fMNL>ET)8m@~W-a_7ItNJb+)F{&aY$k{r z!WPh>%KqwD(>i+_lcb3Y4W=Ggl>Web$p!s^OMu^HuLjNT%1i6@*EQa)MUQzskH!#0 zY7<bRXo#ssGx&157!qrVE){V9y;xTRGa7=TXEOuRo zlJaXKu%uTqx95`svB;QpJ*m@$U)Kf@8Y?0P997e`iK2c&DqRY#t?46aY1FkLK%9db z{lp=|WVfV{}ap9|)!vQWwp&ba_I4xdo!_+@b1lN|?pU+e&%W*fwTO)Mm)7Lb=$+sk22#e2(d_r7bcMWSy>GkK*rc8Pyxg83fguW+EEvpccB`u%ODk zl-xgMeaQn~vuGx;g>0;6ST4!waM=3u0OiNx@Yq(zcI#P+OIl0KM(>DL+3oxCWIZjg zd3^+r5WcV^rxh1bOga?M2urm%mukh6>6$yxK+N~sB)*^O?LzLYd?H`Fq;GBepjL#F z+u9>R_TZKsAxSJ{6MNd?z!y4n03^FTn~aZcPw`3&=dSJ=$q|wXzXscVHqU#ebyOv` zi5RzKjR#%USVy;;U+#%zKfAI)A#|=RZTYDrP8_{@3)d(Wr^b(2fTK7Ljo9Xl(EQQ8 z$X}RL@bAD~J(R>DZ2^GKvH5ISTHgJlRc*lhhYe?;sfg(lU3E06DI!Z=o=jth`2tpR zNt?K_!){?r$&Hx4Xu-V<741%B+1>lZp|*A^_1`)AYEsek2muS>u6&fma|gmlzfLg& z1ZzqCVDDKj5Rtmg=`2sVS_5KV1PrQ0n%M}8P#*uOmGua9%^$wIW#+1t*f(&$gYL{7 z4b!CMBOJ4CHd{uK#yp35v`@@X2g05_(}5_n>@Ak6lte!V!*!RR(G*5Q&pbLrE@xfs z`0cnP5K=voxkro+(*onC_m4;JW7LM14>}IsBM?`lt=qv1 z%H!lW4u+OF+xO^&8Ii^T9VT1C`??!aF1jvx-Q*Bi_;lf8R+Z@n{PDMHM+NpNjRSmz zSE=N1up09vaUdv2_ee=I3o1PReSYC=)c53u*B{n;fCzeu_#L$p*8rjd>!I7z+we{! zg95*h5Uma6dk|Ms>qup5r|7!^QBj6hsHbE50!1w7&5Cdmyxon-B{ z_NGnCfZW0!*v36s<&!D>5m6=V+GH8ZYf;9;A44gC_+)Nv;eJa9=(>f`0kjavr?hFl z*h7xsa42caaBVT?s~W>rID2R~4_)RKg8XxOf6TCB!-jW!5&? z+d9b9Ri$v(?4L@K$H@8JlQ5`>q6{gUZhOc6c_ge~`TMBrKZDQ5}0gK%|_CHsuJhAOW~2sUl>*p`vo%cwav zD9o}0$*_FkbsH21M<4MXem*6DaUL&+mX#3rWz^&;b4qspLZKSzOkbR4;T)SJWi1?q zR#bdP+3YMGd~RfyS7ZXbKIc!If46MlOht10uh&9xD-S|xc;_+ zCogtVpSh0iLR1&MdhVzn)E`nb+I^qbHWt(mD?X}GZVZucEE94iMW=?~((FOh(Da`J z3zEe#WH&WZ{+6)*TbR`n>(EEyCVQOoMI?%QQ{IC`{&bt2D|~GH5ikm5%B+`>iEQ^Z zk8T9(l*N3GCh09wTlY=eQk_^1bXXpRW!WcvSg0SII{P1u>73Nk;kRfh$ob|!mx-{A zamgKJX}V>3Zh}kZ;DHZ51T09CKf4?j9iY}xwF8n9{jFS+lp8)x-L|PHdbN9PsX67R zjrfc+^Pi-Z3jsJ^rr^k};lhT4fGV8^XTUwU2EN%af8&E67RUBOOl^9z9^VxBD*g)5Jaa#{NI<;K0B)oUY)^(c9Jvv8IstnnP) zKCQYWakrfFUVdG3W2)l?tp6J5a5v-u&?qeg*p^L;m7g&Sd?3fZ2}AR-S)uUUq6Rr?vs-XmX3m%4h+8N@e6V|h$M+^AyESZb>^;oJ5G&b{M!|cWLtt8 zuR?&&y7rKL2m3H!`JVxRBT}x2c3R+CpSc}rK9gyP8oo3KI*@##aJXf(JBB8xr7b=( z6q{d_sihq#JV0;&lr7N?;FTAoe*Z%j=Y&3RUFZ+Zrb)02+Z3DZxVavf%Abq$l(rA9 zIrbx!zKUU~h}_mX*z!~P&kgH;{3k!jxq*5+C<44$*PeJIQI+5aVl*~i$NpAuP|Md5 z;(J$kg2WIcU&nSV_E9Aj+1F(8@d_7c&rrB)zz`lXC3B~#=1s4jH(bJZ>wSUmdpB~5d&h!026}JjusKv0s z+Ea(SFI2v5J8nf_^Yd9B;^)Z%IFL#Oz?5F$n-uX*ADqVLUqAQdcmhZ4v1?`~N3iMg zOXC{>!bMF+x0SoTNRo9}$<<(su)}0F(}y&xub6KaB~nw{_T!SAyjJ0+bWJ(eUUv?# z;wL;li__EB?ojMh2saxUnl@W(CuE|2m_Q$6IIyinW5AK56fJJ4!9}d}94< z>l@7M0;g)}u5RjT9qy7sCrFT z`iQfIV^}3HAhKrDEIf&_vX9X-oEsGE_FccHGa4m51V#?9O?`4{dc4I5u&Kvd&&%n{ zHa0F}2xX}~(2BsW#;&U~nJb^5e(L4o+&Y@l*TpT#))H$xxTPx3 zge>4`*XX}6RSuwiXH2T;l_=eYENxb7bx|^D;GODlDlB^TRrQB&=Z)lA*D*43J@fp0 z|L6!vzL;JKkJCNm(}E#(;U_d$H}PE=Uprlnh$MV{1Sw#Xw54(SF!`6nzNAThxuUr{ zf*dJ_v7_WfL{FRvQMcvE&uSIXu6Y)GRMB?~?c_Z8vr^3So~~Qmo(PfmfWAa6`hBZ< zrLoe6?9#Qj2s6>8((t9P0q#e>r@wb!ZO{1`fxl1uCe}3vvH50&#Ve4RVtRWK|X5J!De!;Qj6jtGe;D=;(p(m3tL&ZbNQQtgOlqMxiY22p9X7cN2YqH zzsTHQC$Rl>*%;`L1B^G*U$Ph*0eLTc1R3oYujpgKQ)oKS;*1w~tRcRX{@Z_LvMV9c9!m^AEFbi00I|&P1T#J0^K(xj zQ7dG|Sw6n`e=SM?Zns$NdugQhS=6~v?t*5B@sHU<_2m|7M<$e=quhpyVP}^!?ZkyA z=3Fo8x}^nJrol1Nn5;dnBH4xKF@fALn)Px@d8#J+-pW z>h!peB{g~!5dN}gn(RA#&qzeuVHe-K=g@}NtR53t&8i?LcY>=0;e%lXvSl}ra7o)- z?X=;j*S%NwK#YsJC8DR}%AIE;%8W-EB+E^P)kNu`X0Fc^{FI{Svt2%O0uRR+TMeoa zrXS|LQDd0T#1Mwl$0#lkSTNxpaj5obKY@5^ykQnYY>!*;O0KQ=>YT@I%&3y|5mB$1 z{bl^lmtx{9qE8X1H3tr>+MT}KL+#gg6M+q-P@+}`GwWJ#a3NBO0|--tuu_~QJ-B;U zBV+c}c(6`wq^Qpi63`$;l4tOOE7|`bwR`Ja8@|F+EXg{r?-aDjI zxkLn6ED=E0ba{COX2$xopr=a;|Ou@WzQ1n+zTPZBt#FbCK8+zsB;PkSGqpy11 z?dGpCnM0|k8^2>^o!+rQgRQg_$-esXpY;zn$}N!j(S2v#1I^QCoX7hb1A7K*-V4ZV z%H=WM`w%i$?L{XU7P_CcvMVnX%UbPzdQ+NlT^D-n?mYm_1L3Oa?=dX-WTNOXSNh$^3@&sk zwyW9fU6E}{wodPd>!LhtOY-~}rNnsjW{%TsQ%uF%gHQLQ2IQU>^N#o>-zK;9S#Efz zH>lXpPiM+Ex;<(%?wlSx6sc>bIyY#zDe`svAm6DIZ-(hemYi@O`;ME4=xBB875$-O z?f(kDJ<{`GL%C$G(mx`nIp(!IMNxbL8R*vtF8 zLZ@*>LB4mMFt@G*InBWAAITk2UVMBr#VHhMw#4F9YK-U71!1Z#^*a3YLnlY(Dc_F! z(^#l;Xi(`vqM^DUqDp4$LcO5}gJn3gScwOW(PcwcoJ6t56;!qp0Hd;%Z&ra$mpn=d zr*DP#k4iQz#56}31MOwnWRNCjZc;~*sdw&dzVFm zC!X|&H)6lWKq}7Iiz4ysmX^8}$y6I&DB~2{CoAR)$?T3ZIEH{;w#9s7# zY!O@*P5ACR@~Yo_yNAf223?K?ewgbBS*tcsufS(deP1E0SCs7vMSbu^o{6f9?yqAx z79Je54QV({<|iHq7Z*H*aF<$5cv0^6-$2K;bxM4KRI$v&)n z*YEgMU}aO|7|PMn38MGq zd3wK)%koWjw4^kubvPv2c>*F1Z?QGMnJ3Nk1nh5?-ar$LT?n>xs~$fGXYr5=p}?IU zM85eWWV-Uphgq@ZU959qR7HT;(z*U8%rpTvcQfetUB_Gqo8tAmb;;{ zB;QVPZr*;zCsx3*@Vb~TL{26v(m}1av1gZRx!$T0#htDJ=*3~uyk8!206Y0*l5&6p zj;_BwA)vVbdtN|@b5*Xiz)++P)?YyUP-frP6C{+58IXpuGsK9P%~;4y9UR#W&n&2p z*l0e}s8nvZT^DU2yN9zIxLB1R)MmVHl2_ZG+$E8D0!Rsw{6ZLG=s9J%obItT>tMLz zM0L@v#uHRK=FC6a-zwq&gWsY5bJ5-w3kA@}WYiQ@0E1;4!H7XrQSCQKQcEDYz;mPq zN11>WT@2fnYlFLcIH4o3`S3N1AMG#*$}3O=3p(QQLulS2yD*<_rC5Kq(yl>8+X>FF z7uil_;rU5Vx@j$Bi*axG?Q=_!`A$^0)2U)SO$sqIpm8D8Zev*6c5+Z`dllxT$>!Ln zWr=Y=!?jQD!RH4#Sv`eDGW-{OK(m``3L@67sF~`!Y9jLq%G90#neAD;*vELpD#aVk z-z~FrT6qEPA#rb2s5IjwztmZ(x>adMs*b4Fm)*C2l(#L_*2{FZ(I#`oW(5+ZJ7_$# zNG6(TV(xswGmEm1K)wXt&-AZP5outyDt4?WZBi96A1$|2c&F~-NUg84{9C~vO_aTX zp+Tqeg9hv{3Q}xDYFYg8)d2Tr(-D?C+JCr-sO`SQ2plOBU-)%8Ec0+)ahuU>aZKr+ z;MyuC(RzV5Ia)!pSL^{0b~*?6&Q-hw9{|2u#DUaQ0yA6kfA*Wj3~4edE-&5vOY>c> zeIBkUTFOT_w3sJnwMZ7Gv&ORZI|Y!VRYm`!Qhxu#a#R7nix$GJId(-Cs2qyisEKSz z_#cfICq}+49nUY)ry4&BChUQ8VjEYWXKet#Lq+non-lmRo=areZLY4E>6Y0BzuNN% zf{)zL4(Kz+{LirEoX~|F1FBVSRFW3H?neZmE1(VUJ(8>%6!^DOn*RhL7&`ixGgMwM z1%V9PM>p4Bws?=D&0>uIQb@b1TLh1`=Q($cM_6<+rC}V}4^8;c_vI)i88$FeRJ{V zm~M`1Ne^YW+^hRFP;5a;-S;E2*u!Dl-HZmNW`uupsJcU5?ovxoacj86Z+y`vE^Rqt zNB0l;4MT}B?;~5ZX9S?>#X1ddJxX*OQl4&SgsoFmL4$hqgi(l0gTvz0ky0h_i;=R9 zut(F?X%u(i_1KM8dbQd%LuR%@Q9q0+IE0f=$&)Nh4gE)Q({-u2Lr{6^NQ*@s*PJTx zA&KpgO6VO^g+AY1bBJPHw~p=dVE)R>_QpVebp1`S}uY#UkwZAtwh-T~q<5{MMkXl|4}XNqI&5Ps(&Q ztQ{$tnWNHlWI*>yIZHhT2e#1-+p+VNLYzK?C6qL;!5kOx7_+pu(=DEZr!6`N%2j;N z_N{3lriR7}{&1q2Pg1R=n3^P9)ML+)T^Q`A&R+v;A-T`p+mm@X8!LaHHfH6@q6}Q^ zw(O{@734wu!g)z5>L#2*0F{5Hn5wf>sP>OZty$oH5R7uv43N-ZRjq|z7=Yq_diics zc^772MXdq-9NWKvc|Q|}#x(;$BBa~-O2%`MfQqN}n;P8wYxo=YBICnV3)@sBKCgO| zHH{*C2D3AK!*?j$F;FjYt^Xj(psCg`1K;GZyv>$8O#4PzsLB+Fr*8Ps!g!6YIZE@^gD%-j-0(HhH`(%n zwvCt4Zr77(+tLztVU}B@U}fU+B;|y$J5P^%0sa(nc)TUipJcIs6CenCTuSNh*`Ozf zE&htm)&J0jxGFKU)9@FMZx|)-2ha>jj8}2sYts=|v@f}h@0}O4=?&87-80O+bw##N zo!7AD?6A|n6`N{f<;(Wetw4riY!y>%OqU=f3f4#o`rTcusxjDOY-r%VpnH3yC-5WT ztpC{;3@i)!>vZ%d zWGzo=)@B^KT&&QxN%`BT`ue8?xu27CKH!xN>W=Z!VL`JKg*_*CtV9KG;@WO<86lKo^haB%Snsc2Mc>i?d=k z9x0GxK8lquU}`Pv4D`&(RfpDeY>@t$jYEeO8qta7G&$+21W(#~th1kdm0f6BCff;4 zn@0?n!JFc_-kkJ}-m7x{{fd7HMgjr<1TBs;gILamDsIJSI_5yqKypi4e<;>5!tSnF za{C8!o1o-=&!JWCxiT6@A6fo#V0c*^_{K0Q++kr<$2qOu6px@$!#@ZY#YVS!KWW`K zlEd{or?0S$#$xf9_l(MDvXg7XnTJlKK37hys#*kZ{VcDrnVU#jY+V#inl@qXa>xDl zR5EApPqr6ab27r)HCjklk_>6IC9>KgofDw>ZrVd7X5~E4!9?eS)_(>5aeBRp+EzY; zN;`(IsQ4#kkN#VE*Fu%As0q(igvhV{f8M&d@t_ zOmCNH_{FDu(%8HY{G2(HoY(T6#}~!Kk0@ihIz)CPQbqeqGwJfBuWa|Z?zTPJ?+sT^ zkx=EKaTdYNDUw}@L+l>5SHlzA*39I(D`~Y|r21}~giMxd8?z~nRqnCgfP5;t4QQ-w zJFywW;oC0+e|*Fh2~nJ(>wDL7vol_w-&6lo($zrWhi-eTyPa$Hbql-Z>YP#G@qjMQ z04yz`PG`sam?4uFhLvMXeB>r5Y2_k6C~DZr?Ryfoas#-G{6$%ywcw{%s8 z>)0#7BuNCj@hYMEe~;@#eOvma+c%^aDG~KEynZo~Uk5a-1q|JShSM% z^o7$egzPPG>EPGsG5q8xv5P7(v#p%5&IcJ8oGJ~3cNgusV5_bBZKPjZ*JfIP=BsdW zBE4*>1-s#|?WDM_H?W}QQo?KARmM8;7hawg;?xppK_>%qszyFpcKuer;dwV>fYBQ8 zIlPs0-oq)9)}zLhaDNGCogTT8J+AMu*>KS3|7@w1jT2zOdj<+7_`XNicUvc9veN@b z&?A0$i^l)ttRvk6zY|^fa~?MvF02EQ4X-snZR?QrX@1>8)okY2-VJQZ=_#ek@+%r+ z#*l14TtU_QRj?4Iv5F$9ZG+l>iTiw`pKDGn$lJE1{|xiHOU4u|1>G4d#6H$7)DH}a zQtjZ*vWU(e{zP6-g{57*fbLNR>nMvwe1X-#xtRky>m$lg(RMXoKeZMoEy+HVX)DaN zPje$wJJ~98du{0Yop(&K3OAW}vdB;F;L+{L)yR{@DF*$9$!PAN@qn(4`tp)sWk1f- z{ncb<)k#Qzk)ng@x4Io?blA{9^cqJKmiz6+XZYlqnyEJfW95E11j~N7AtiWtnBL~u zeml?1?#_;lKEQZHbWB=@GK_==Q7!?dwoYA3G{4ftWbHuxm=>6{U(NOr9sdA&PSw6iYah6Pk!Q^moKzs6xNCdc`enw=s`FC!xnk@&AF ztbpgb;EUw@pveL^=Ss!j5j;2Ts~(VIkqLNFXYH=PW8+e20s6&3{YPe{l&y-L27sV% z>Psg@Y+hc@sw@j+LE4KTl_$3Q#EXmnMOU6Qnmiq z3q4XTF~j&7y}S!t8gN#JhA<$U5sbtH`(Q<{F;R!)wUw%I>-$!|ZGZI|)DD_{*%Nz4X7eIoUJ;RSl2Lsm3e%h`UqAWf@w5!5 zOnSa%hh@u|sNkw*M@nWOn zXQQ4^R{bx}t>_r_5cjui2TNan2&4W=8E@_Fi#hDy3equjtUSfc%FpH0L43b6xBeU0 z7QznW$%D2W1ZAIUPvW+J8szRGQm*oViiaN&nC5vUca&-^Vuq>TA`I+8C`ahrql(g5qC|}piAnbSP zTkQ+lpWbe(1m8J1GOCY-wSs{*-Ay*Z;mpFkmgqdEuFzue!RB5)yBKB|Q1yZ9>{|SQ zZ=q_R~vtpWG`1NwyJ#kgfC0ny^@!7sg%~&i?9@KpCVecu~>#K z%FIhK*_$jeP~48$i05%qr=a;8RIk_iXU9euS7K7gK16#ddQ6%y3^NITeiHJ$@qzKwB*KD6an1-|ee`QqK($00 zf?DHdoqs!3Z`sCtWH`%6-cj9CckYp`UmUV`cVfyUO>VlI_K-nQMXvB_7B;mn%!~C& z6)z1by1=Q8pT~KAU-tlzvD)>|X#Yd76W2KC=sLlWg_HW=(3Rn)t? z78e|tlFvmc0BLWVyJ?LNERboL3=6LP%exk7JC6@eDmn87RSE%VUXj-t_k7jxYY?2# zguh&L^hde;vb3ocWIu3we%Z!!5&SsW&WuX6T4I>@cBtwy{N0MSR3xE?;7%Ocbzx_zOap4A-VmK=5w9)_`e~j!$1eAyb>XxnK-vZa`xYJ z{J`lb%u}En!P#xpBjYjLe{I#g#`vk^Lhkkhrz9PyopFeuydr35PJZ8KNm|=}5f6s0 zZuvdp6)DDU_`nsq9m@QMiVj;QC{mC5UiEY0_TG7r>R@LiSC-HEE}~2A8b``ysLfAe zs=%X%;7>?K|mDAS|3Y?3Fd?Rpd@AE49y3VOj2B zvi(twZQ17A*~;+kW&Gd8_Md;q`~G*a&HtanfVVFmqGC4^QvXLkz+kNSsC0!;hzPBs zRY1(#(OO^kpQ5X`U-j8s!xSgwqN*HOMfd!G^ZsgS3ZHjhi}BS$1^ zzI3rF5Q~8VI@{AIWC#$UFG_aFKCf?0&@$)!d_wQykm@KN-Q=$Z9$MxAM`DS6+9@`- zs?OdW_Q=_*PLI;hD({=wuA7e?7iIKQd&S6XrWPzDef85(at_Pf7d@88PiobpI{H?I z8&7?pe>=5+9}V5Z(FRR?l^(umoiX@7AVKcW;B;yHMH4hJd;HXe_ixYVx-eU}PB8W@ZEQ9W-qtd>kM^mYE) zEj_2B*8diaMW@U5UnkVA(d}ESYZ?b5Odtv}>ha0$3;}IZMJ_JCrl&Y7g{riO51P#o zZ%WxVj`NtfJ*#iltc3dmGk}&dr1{a>K{*RzcfS{}F!0<8C$e@G6O$Wr>yx&*KBP6! z-h7yTWpdVo22CI#GE)c9+viZ}<(0*Qe}O9$>)dsE&RA&r$7_!6maD$65;jmyyl_n> z5nFk$anF2ZeK#4u=;Br|k-6AO>;v^v8pCV@o|9z&YJ`5!Ma2+RVaAfpGv;5w%d_O-rKWSK8Q8XC@ObI8)MYEA>Ltcx^5WLD}!Xq|5Ih# z!D^RBGoU-i?>wbD|LA5(;@UbdeK4hfvnMr`HJyA-Uef0gM($o=?rZ+7qfdveFvLK@ zY#aE#gWmX>1m^`Q2R&?`{FebMfbKWJISc6$OiHjVyy&D~d}E}y-uDB)(UQN%oSKff z_uCRbWp0eT;*~Bo^!#fFh1YqnWi^BkAVgMX+XJ`l&V0qw_=QR+1DAdz_(>najRr|~ zjGTy?Y55ctB=Y#X%vVv)Pl<=LEjYKe`;#|j;3yBhOIiQnaXcTE;nV+3g@II$2qMG9 zg7ObmV4^9+@-K$r;6VoFoG0 z{ZaC+#>4)jsX|$Rt_{_Q&0h_n1xqRb8>0^UL)5JQIt*|ZKPNGALLDER9EGruaz4jgB@r=80^cs?$$Dx> zopvtx=Q~$Y(!zv&Fs~vEQqn42@lw*+WY9yad6zl$`(pPUTt9*bHNWUW$|zO@+y>u# zzHt;+?^zwcyqURXVL|KHZZ8||OK1-*0yp|?K98!ezyTLljZumTPv!BaDLL6Q0w1 z^qbC_DXeKe^iAg8+f&h`$~rIOTTF{`8OV;g<^7Y{gU?G??U@ux%y29#hv6%gw1&!P zV*{<(o9`l&W_?`!S^=9Of)F3xzip^kKYmi20$JY<83x%FJQL=Y;6-2HBrbN(gMlL@ zzU%C_rjp+X5n{LF7C)W?14L-EP1)+^z2b;bfv|r&u;mEPWfS<*SC;{tJk2aq$wqwr zkz9$}b#HwWQn(v|m~ud+-VdSi+sOcd%~>H%EM_qEr@u`zR__2Ha)Df3jzd~YtT~zI zO~fz5Bumy@9tQgLTh?;vcDPV1VU*2{)gBxho_2BUqPXG_J#%f?65Ms;P07XkFkH}Q z?uiIplHYJ-2JAg?W#b9a50t-a)k^z8-i{F3y!Kl00IN^C!a*tEMj6PH)dY}W+tm=# z-sNWF)fuAe%w;`Vs192*DM@tg*qVL@r*Wf!c^P+2ENfaZ=#1S(d#Oarp7pp)H&aMy+X`x#OA^PtscZOA<%hNrFJuR!`zq_)`)tW)&)7pa1E7}1A zF@bM*`aY-0J^jw^r4X$TdZuK8I_-7?_(qbegRGtLn0Trs6|o215P1<-w8a{ExVHqdq z_AL1-UhHioM3aYxq+_r?6N1yg_RLGjlG{iI5E)ehR_}}5P}_l9;|^Nxf%6xR{EYq- z*3eulIFi+lpq?pFUY{D!>j{IusvM=jwG3fr6Fgw|&R<%5C;R-|6%!;OZPWY8upF7j zzA}BtBXCZg3>2fsWl1wt-5q0NM&?JH#AD*Z*YciqM`3lTh>A=*kjx!8~WnR#{v4PF^DntV^r;QdKg7V zTZLx7i#4lj(Q0Z0GaDN7$B(rz-Ncm&dniY{mGq3%U_=kB)q~byHRoJiq5(hY@lVPv z;c@-xS2Bf_-LfHz})O+)!lI5wOeB;EOkE45>+$Bd#q*y42{Mo$wB7ADngQ z+r4>mNylL%24LgPB^fh+Ef4jI_L#$+oZq$BSfODL&}9raQqlD3vr|t>V7%C9_!f|D z>Ka4g^nPVO$tgjSQobx&Q^}7WT+R3lSKCr6MD4-qZwj(=5qR&WO-uXB&`C}Iq*43X z03~fEoZBhUt}~?lv=6TJp^I+&2EADsw!@3T38thnZFx4AARNE=`J#r&a%CYuIOL9N zK+7yGwV#s`IP%?Mc%Ni88~t*z_I6ZkcfW_u0fu6TE>*s@W!nGI*qb43i`o}=(^4Fe zInnRkg0<%O-7!__0VC%xo}NLk?3Sx~3V(PDg54O1_UyN!4rL!HQd+r<3dk0zPXy8X z;C&a~|3mgavF*afom1(~%Lhh(w3;ceiiIlZqSzttM;6w>oxbRjCGhLwX=QEI&iY-d zSfZpQejo&4HrSJ(AR2WMMXziRhemR!!b z5$3mT<2-!0O)+U}BVf@{et6y45iO@@Gi9cu&Yw^JtBjn;D_5p;9_=8ZXEK8^k*t$paGD#$djP#J>?FFtPMnpt$~iVb)G6(D$k0pKnk+=VdK zFML|7wY?)5cgzl~=Kz>|U}BD`S(<)ay_tI1>$40CU9MrdX$ z4V09kNF6>7&$fkSKhj7X3p-yZRGxn`xFMs8YTkJI4Y*I!54#1PvWtZ8T>P531*Zaf zHy()b^N;j5V?Av#)FIEI)KytUW8L*cQF)G~^0o^fw}0*R^YGlYc^Klg*QA&*G*ASey1*l^=2u5gd!y)4ksd*Yd4 z(_KymF{T|;Al8S*fH&-4n&?_y)U!Q|2>maFrB%2B8$ZWvoSHp;dRQep5S0aehWYV$ zQ&5B<5sFhFBNOu&d$S;OH%It`qpReZJH78pHurg!AFiQsReif1k}iS8Mdm-yZv+z_ zgDE78jA!KuxvH0vp#-MnmX$dFude|fCI0s9Ov1|qG=;UtEZRZz}elL<9-QK z*ra5n+dC-HUm9{n%kBb2jfUiJ=n*3iL+=juf7Ln2aPrSg32vbcsBOA7y1sGe=Us5k z`s%rSscRwo4Z8$HbXt1QX!Q8!??A;init$v7n5}S3-5RrS6=*;+ITIuN0Qthu(9@I zzJJKW!}U`G5m+g)a@z-&@s^#h@nV__5EVZ_C z4Y_?lD*IfN+k@fP;-Qtde1#c#0LHX(p+^~)I5rOkAeHUfZVEFjc-IDgA0qF>!)?)YYG;XTN;1)vS#+qWz?YKg*dhv4H}W_p)5$@(x(G< z?;p-N)mxojUgwouzPD`yo8vl2InDQbirP@C-8I=vrJ%|KGRSI-iER0kjl~aTN24sZ+uxrYQ;rP6xDW>XZudlVu8)5+W#TVV0oG^4EUsc6FGZ_q^?s2Y;XT&d${8;asUHQ()eNHzm>oEx;oV|YMi_#A zX}c@^_naXQc9CrN&)rJgoyVErN3O%6UZm?X`2at66flWP(B+G?AU(2lr1Ilg5ackNJD^m z6M+P)V<>sHq5wD(EOy#3eA>-`W2%5D$K`EKmm;_h%0Y5}L-Gx`X-2-}JHs5@ud_SH| zxkeXc7av4~Se6(xK|8`+yqsrS(zX>GqPTw-J~9O9t;_1FYU(VU$BFF%V2ZJDJ)!jo zQtM7Jg&Pi7B4C5pT`3(ME;w0lP}nA8Cu~=Pv}>Ru@xJwQvAA0GxT(4&Wbs-@qwPdf zkFdxQnp8FijhR2!HIC$pxPSf<&5ZS2Zb6NWPBH?UC1YW9QhlMGGTY3}S>5sBK|wYA zE_jKtRVJrM?~25HczbH4w9WqG^#96z75r4lIEuH8x&YK3DCyII@Fz>I(m=1jZTzqV zEdbrg8hzQ-UH6_erYh+`RbL3T{LueeIqfmlGB+pA*GG<3*9x0z?xH|SQWZ22>9q2 zF{L&LxtG|VvBc^{$F78>X%nka#0B2bhw&EHMZ62+-Ao%OjPEg+nX>g|O(5u%N>s4&7^vMBQ{k-4fC(&E_8zuI zO`2T~7}*3lUvB>_E}P%;#*kW7Kr0)2kzVF8L}jW)sim*hz5{Hr4JLP-Vi>0xZ`78$ zQQAKT{jdiklDWCGgLM@P*bDnOHo;SB_Y9loR}qbR)Y0v7@X{@_YbfUy;+~ib#X%Q$tG$! zZ|B5H`4i3mrZ4{^j!Vqj$>-Jq7k=DkfJQ_LZBOpCK5fYh@k(r!!aUCM` zq^Hk8@DA%(`%iwmr=jprZZJOoZ%|7I2+TKzta#4>01ev#08mQ<1QY-W00;mXPQgq7 z000000001bg#rKy03ZNzWoK+@ZZ2?cXH`@U00(0F5LZ%#ab}aQ`J>ny=zzX@LfSp0tp@$9t;c&NlH>w2@DKo91IK!5%%5lold2WC@?TM zGIJ3T1#=@KFfg~p_;`TA4-Kro6A<5ipb(mHu!2Yo4Y^<3drhjz;zFUlGzBrMkOm0a z&=5AU_liOtD%4e~qLmd?RED28`$;lO@YGO0#9>{eO}MWupxk9NUfu5s0*?8wQcX11N=)5+k#+R4pJdN@YM9kcAvxU08A`unMKTF)~oE+RK zfSm;Qt4dU7rR6tCMqy;;=X<2h&@t^$@|X59O3rCN+nY4P%oVI^{gvpaIEnt+e zaTtXDWaT8o1A0PcXJKM{w+1+y{bLzLEdKN~3eZ?<-Sz;RuLk?*+2*+s59V|XCUkq| zDsNp>9_Izdb9~DBE_sb_`aB5woe;RwM@S5Rn(=o{zhRTWrS%c;{SZ#U+CIXTKzhB0 zMDqtT_SddJ!tf)hfH{Ow$;4#yqZo&m3y`xT)CQmHu(rcO44@Q(rT9(z5#pqS@7*W$ z5X6a(IFfKm!A>7ZLy$B?kfZUok)S?hDX_)8GZAVWcPWIW3H+7GQwVnp#RH?`ZzCKq zPHKkuGw3l$paWLs>wX193HYBbt0c(g&bCucE?l`l$8|3^&S!O9l68$w{v!bOQ8j9HaJ;z%zgX(uBth_BugvjljF8Yr+~py!2EiE`)M zD|mgOv0(j$trEx+c_4I|eVo;+Kr)TRhC?4U`$;R)eNV`VjR!%;k3oVndud{BylW5c z!V?j?>vsi{DKDbG161Ds*u`ZKsERSH=E3gcbSUcYo1b zV0rx?{75(B?8Lbww3!&-5`$^`*tZxqgY14ZxVLcW64?4*{gzngT$esYy0*C|xPRx9 z{_&GOY6)!HH?B?&VW_Nly9lPwZqj6EDj~a~jD~dfw3T1oLfrzm#P21uV{4?em0+m@ zYEqoSosus?E)rxYETgRlI<}q8Z5+^VXl`(B0nv}v?x-ltxNT$j9)?NsO#AyLd$&(_$?@5cBbJ(J0! zKw5Y+O*&mXZI3IgoM&(DwdkS=d4y~IH8QJukIw_YHN+=YKnP1pi9CY*fxMc$n4D1( z9tTz=pu>oa=`(f#4hnWgE=DewQjAh_u4Z0P?r!c*u5})19zxzyZg8I90Fw#6@utb& zL8n2!c(DPCA&&vm0m9f;3SLr)#Ok=Mp$~&;37&K)LzY9HL$+~(Bx{U<#hHccxzX7Q zMRqC%;xSof#n=Vv`EH8#n&0z{OEHSS6^bZJDlE| zPBN6Lb}PYGMX>zxqr^NX`IknyyB#*3y{ zZEx*j?TlvgX1L|16$4kSEAQi+;u$r{(&Gy-LcS<(LV13T^rG~34}%uI)?cloN&W%b;uHf1w|!Ajs|+@-;vv2WQTkisbbt*+^!g<{+chat5qpj=dXZLZ-ucEUwyI85zL4HSAMP|mX zR>xT@!fT}LXJY^=Ofd2Sp+%`mA^oohC$7JzT|5O%kscAZ=cGxb$r8G3*PIswCPda2 zan^Je_g-}SNv920XR8#|`T3?dyRn!JTlRRp!BLU@dL0(Cy=1OT;1FP*ep>YsjH{iy^E0*e_X zb*UO98(Q+@|A{Tw+9QNf|E(4VmzR& z<}#man0GO#ZvQCK=f~sUH5ngEA|`^p1|ye(KV>&7#~msGSix37Wy{s=t`7nyk4GCb zT>&WfgnamLIH&^QZd{jC8xtvg$x*-zD*~}7Oo0!+nvXJ%8V@I$?e%c7fmpqVeYY8R ze7-EBM8202i$n6RYu=5!JKe=`Y9Ll9-_Q3NAWhKaLc7(| z0Txs!#VYJ7-J{OE>h4jcYwwANDL){iRo+WbQ0@BDZr54VVU%|Ugn;ZQfL}(P-j~}bNbXOUNOv8txWX)D<4?gZKYOX8*IXRYr8;SwAkpB;^ z?J8`vB4MM&i9n{pkt4Xl^FB4*0Q{c=mp)T_DSFOYpZJX>x?>4oJGp!U|WCkg4VO+3|8d1juhuJ za9qtOs4W{2N~j7#vNA!(Tj?blQaoXn2yPX{dNBZ3?9Opy<_EIQyi|219|K0h?IlWSJJ zWToe1`IBR4LD=qHkA|CI4A#w$dh26;8~jm5@K&}yQ1zQ4(GOf{%vKc&%_G8B^lSsa zJwvr}GrA9i_{IdmTQT^Pe)%zw{P%*AN25H;!mCkE8qk>@UB9DoMD|_sJl7HuR0WK` zI$tW6+qS8z<;Vmsph(UtXiY1uFS+1VLaehho$(mTw?oc-VK0i+ly2gd^0#LyJKSL! z$0i5O8l&-;jYce&kMC>%8f~~e|1&Ogv}G3=xjs?0rDFp|;VbLy9RrjT>VK~o$PXg; zSe5e;bDkOo_I3B*aY`A@^JTBn9Wpn~#$dxLiwsX=^)zGgW?s(7!pI z>k<%}C^BWXTM}Oj#cxXX+Ns2;ZBa>B-ZCdeT}PVB02%X{(&vr{f)!SEuaJT9W&nQ= zSlcsh-=>rFLC=PSBEiN@k z$*E7rLZxh=g#3v3_X27Nzf8`#&;NNp>=w;rR{F^D z3U$6DWiuHhTzeMzGnl7^HO5SyGezmh0-8CNWOB^mUJ@LCY0nfLWT7>uw8Jb?7V47&-caaN~*Nc~X=*faGPF zk&4^$WbzK+2wyrGrx^32bf&E;Pr8!laa5mS+wCq_-CFZyui>O=5QJn>V}7w6@b}YQ zCHaG*`iM*0>eHl#Zq^~`=}d{v#jjH$yQ!~RbJ`q6v`=)_cI+1R!N5|uYfJ@Q}1pY-8^D&IYo@`5)ceJKm;VuSU1mQxt8xnRDdu4g}J~mJ^vU%vaF-`HQgWl9CMPx@Va~e!T%3}z{WKd_{v1EUdbgx zK`eAI`al2QU#5P< zL&|w~(cVZrm}y;_{AaW}l$8o+<5In>&aJ&~H>u+Y6)5RUET|c0TRbB5vJU}5Q9ED4 z`glt&*0{M3NS8IWLe>mHG64N~zM~sI=f77bn8zrg=c|?r=IpKqf{DGTkhg@r8uTQ3 zZa(jynm{ExgRqIec_a06y*qX5&JCI*O7a|zf3(M+a0Q+(rvB5iEkuCn)vpQfSam~q zfosZy7d|R+t6tqdam)nnPJ<_lYz#6|KRt&bndQ%FHfBY=u z8#JpZ;OQ&W&NoPYk=MYa5Vn62a{a#1jpvk(NI?wm$3L{fZ>W<&(k4moG&~;I^;=D= zhlu)!C!JgfB6n!IE38lRB1HSKbnbMzdC8%eL3_;i)jHn0*A_9?u-mUK1Ge?_!t>!4`@oAskUxq+TdutHR!}nEydZkWq`)!)BMjr z#$xo)%!1hCYXydwUrkvG93<6+d@1aZz3QP(d+0)W=mF?jR<|T%6l>1^$oGEoM${L;G>z4nlE>VE)> zP+6jNH5iO3y!q0jU(@lY0ZczNsLoSu!pueR1m$$r>mQz-5Vu4A4p^rO`H;8DH@k>U zj1y?; zm2P`O2IeAoen)&W&)o-lWg><87<~ncHEyt@9eJI;3=YR#_a*ZEdM2YOAp#onn11AR z5~?NGM>Hg&rsAuf^V7MC{H4%6^BUG9gVfmWy`yhQDadIk;7J0MQplMrn{6QHVgWuq znD}%UBl!+unQj+MO_bvB#U&*d7{IYo;cn)$@8oIp5T29H1B#sJCrbt~**! zJo6q}1Lcu4?TAOH5(28+u*oLz2wNBm;%aNes3|{ zq1@FM3U*NKIyzQ?&NzkbI%@Z@=z1Y~hnRgE;T3l2n*yF*g(uv99)3AS^_(=53P{pN z?s{#kO1C9E5@Izb?i#Fa{i@)OH5+=ziDtVafGftYMqpIw12z_%mNoX>FTJ1qesA=N z$niRG$?VsN_`h(g(z9=3N}ch)D}iy83|dvm_;b@s;?YGF@H>8+jG_@M$XB?W$|SB< zO~42nN%)vVKH><-ys+9F+}^-*!2RG>wq-6?p+JZ`?#aZi4Bn~ zmV*4|aQ?^xZIe%)DPkApdq(79@K=<~Nq>s4|3ZG!ptaWgD5Hm6Yg3x^oU zdm)c@w=u14q}YYgQTu1qlY}H8_X9_sG0lEK+Ciw(%f{i(8~9leKVY)o;>Ted=d6W7 zpebfIjAO0X5jN*|VwI#`fJGg~6?EqnVR|M%`%$?H{W`BBxu#dSjWT-J@zAn62MCSd z8W})iTO0bA(+%hK2ifB)c;;6&$1A0#X2z7aJQWnE=4uTqE!h?c%Pyt6rkKYdN=gm! zaqiU|E+gXd)D2=-HlMf$7iVTX#kj=4Jd1faA}rg&zRJGPOzpN_ z9vQkPNCHIB0}J>J9g(VVRY2I$WkoZq?uPeVclDyyuSogBke<$U*J9NqEAZlScoPAk z`btybM8r0Qp$hwsL69XP>c}>NzVKGif-cCAZA&}7=E`f3tZkQ7V8c2L7{&TK+a;OG zwW46QAh&0u+I@JHJJ~kb@Fe3mHo|?B9X)>$L5o#eLg48QUA=i4@BB)eIqi`8p!~9M z)yPat2j*qs0-vWy{zyrMyDHPyS;C3tca%&i&qc;v&bOBur0(0rFDD>}ZnY3!aC}Ks zg+SWL&1gh#hQ|Cu91J%pq)2ffjjZ(OwnzH9iuhS9)L|Gm1>{x%?`O^5f)SQ(aWQ{a z=iDRljzC>~F6G@)d}BkZ=V5=J?g~)ofeHQdKHUAjmM{CkHj^oL}T;^-#gt|-O77+UmY6G|bT z#pOb%&=<}XWbw}A@x)W%U1k9SwfM_+u%ckH}x@?nzii9aETuh+F^`T_X*temZn^=r9%ASo5j`PI8o6S9D!UleFB zG3f40|Fc}5amf8!0wc2rvM0%{{3TBQ0P?u9?zT}u~ zIiZXb=nGk|Va1Mij#@i`RAr~9#+OMS7xtN{RtMu~e>(cTc3?-1&Ydx6LHJ_9vSNb3 z{UEMx4th^W76t)MzcimD0(<1kt2W(-&dTqN0lGFxUg*^YM<30(^M8e($ja3!!TCvL;n?_=^M8Uxb5{6)Nx-5(O+ z+f?jbamtPZjQmmOKL!;Jkn%~o4tgdiCZjh@0nD3jYxGTS?W6jt_=eF_ZHDMxxMmi= zJWH4folC)v*VyG3P?F$k=jD%%8&cV!n=TSxqcJ}py7H=Mazc}PS>Io7v-j_zS^IJ* zq?5;FF}GUTOrvL9+^1O*<}KB(Yt}!t7}x3?Opp}Q?b5!6Qo(4rA**M=l-F@V0zk;N zihB@7XQ$EPXOBmUCxIt^`mOG`s*5f*50bs zf^by$y_e}8F@-Iq2xo8eK`TzNX4a1i2@we+JWrBl%M0>0UI6?-QWp>=FXa21GP8ag zr`UQH!b7=N-TK2zCxlE3^0s~X58k-MqL*j3oTo;Ieuke9e1^K0+!>Wo1k}YrI{Qhd z<#FTFp2^|553XCn#8={y3o6nc-R1?(Oke%lOPd(1*S-o_4mf|HH5~wLPGN>MlXHXE z6eK@w&LL<=8NmnX;Tl%r%gSnj&`=P|{dC#l3cxQ{iXtC8zv8}xH^w-qb7Fa{ zl>=#$BC??B|K9$1g=)t;-^G&t*Xv{2KUGwj(vj{TucvQR5cBe0$7ZtTdbm8@>zG`Z#{ zyGW#Q_UJB|liO^$>aJTfDF!QHkP1X4Trm_6iKo=DWb~QkBfYllg54JF(>zD-Z856{ zNG(oMTv$`|Zs?6~XF6>{Pwwg}zc$`?yi3m~Li#@RW9MjCsH~p6&0l)|Gn6&hi}$Yv z9mv$qL&Xk19EPJ6b81~b#uv%#inx~i{j}WGlPbLyy|2vx6d>GzS~W#nV~I#E3Dw+m zNjQ%PyjW!;r=Ck}M64||SEm29)J|ze`u-(tVpwjpFh6avV~RBlJ~05mx)L;Y3R2HHM!1I{<$=vR-uX&p(HQcade zB|+-pfS!|dw3?Uxx9l&*-4f4Z)%DuKDr)g-P3m5NJ!2-r`g8J|2d0Iig!SmIn2)ho z)7{8bh5x?S?=FtMjhbAF0gdZauFuNBv-o2(d}Ca@dAw>FhLzsT=nX#@;^uZ=*ob=` zA@Gz-#M&eFk9o{iMxxcmJ$6`^UIp_=rVTaSChuyMnNKp*f$75i^tpr6CWcn$hRk-N z6N=qZua&qXIgGLraN-5U81Z{)t>C{+6LAqs2o5!tJm{D0u&Nf|)f@@tGk;?>7d4EW z&7xbu`Avmc$*}U?0l_Uo4C^4fxdsF?jz0$ScV57zJats~W~abI3`1?LBjW>QW?2Hz}@*tt=y{&wZ-&|n*! z>5J%52>N@mCAOQ#9hKgxB(S4NV=?uz;GLM`Mn&Dsd_7ea#EVM70iN*)=1CG`5c0W@ zS1jqirBF(p3=L0d#b&8pSWB;*#zM%I!TMxG!V2*_uz7yafnq%47q^dMb0YTV@fhCg zpS6dGaQn>~BLOv;4aedyDBOuQZfQ>-SjByae@U{sL9(d8F?MnpnS~wC{WbVHt<)f~ ziE)?RLs2~Cg~VXo`w>dB+H3>rzKO2UdvzUQelJGLu+_|ZN6+;GkVNPraZA(dK*(PE z(q)kBK;9d0+V=55!K?O0%CIM{JvY%}10ok6B~$=&d^^C3ty?%SUce;@oWFO|9dC8F zJ=(1;CT-qS<4z|Gqmr3s5c7-<-iprt`FvqA6Lv|gl>p^Sq z$&dCymiH*fZ@G^g;PT|((FHk%kh~tG)I87Jond{bBKViJF?{_*T!Yst;b_D03SBg# zzFL10Xb5|tlFVdE9-)?ddGUdX$C1gIIzK|;pEd`I%*2f^VOtyWd{19#3%}?SYN}=c zl29EuJ>Z+&1CYr8()$IVrrKND7SoK$6x>DFm++&6@SqD;=UXF08|MTOQYw;+5fvra zf1lo`*!u_$iOeuIpDM%)Q@97-bMa+v{XSr?{HkAVTpZqgyXl`G#4i}c@`4y}FX;cJX zd;nsBLuGFSTlL-6g{sfC@Glc1A-x{fH}1ie)G=(5*E0^~)yb?uLpw`ybR>g~TuC6cDAeG?I8xV2pW^r}mo6ooMX2fcE~f-uq&ubnz-_e{T4VFF?+i zkGvR3{u?CUv$z1v0^60Ayoc>_xpA*&FUIBX5K`g`4V6s>f5ZjG{!;JG7@Unhy&;rP z%KlxiU^2P|jNZ}gz^kcsd7}+pl)c#x1L1Hu&E5zZ4!C&;J(Dxrs*mvQzwTI$v%kNJ z-WHUqF?g2}aAk3_?a4q=8BM2yUyD7QtzWV_08y5G2(I_PlP&IC9+57HLwtma8H9@! z;0Bsmmz~QyU%&aDa&6Dwf>kJ^InO&VbSX2lJ0 z)vPhBC1i{<7O3&3W}ut9k-1Tf2f(hdK||ZZI(i|4^o`f0#BcEVAoh;Tw0sH^ZtJeR zFijT&c@N#AMX-9edz%Rny`3p)sHH^BzYkCG1qsq%+?v>oyjO)ubm!qT@u0i9JM#9l zS{#C>Ee_-$eX;2$eCkMhM`2S;eW8R^mfpdplZoc3z{Qc5c(4p|s4Kqwd6KNW9SWtg z3SR6>5R7EC4BqMsJtcq;_VkzV@w$l8c` zjj28U&6UdY0|A(PMq%AmiR)wn2>+?)q!MN7boR(z76Hm0f6TMvY`C5^SvhRDidRr> zxtH&X!2zIY`J^JB^6j-}jPuhTv2S5IP43I+>0K!3W7td9zv?UThuP~0*&-9wOZywq5ZlHP{{d2b>Zx<3@T6!+(qz#@J~?Bqz#azM2N ze{qXy@HvU)!UzM$DH1>Hb=kpkPpZC9hS8HsPJgYogaDj-_p_z8G9@#yxB6x%J*~!Y`GiaiCX=oVuZ$hxT>Id3ZVg+y*1)rS0&0grqdS*72?6 zeJ=}S4KWm}Igk*)bV8|D}K6>Z6$E&yo5$4G(TPS61Pns5$n2aYo>Q! z+}4OQ{+}a+VSD%}1x}O#q^?kV9JxR5xa%oa!M4Uq*i-_zS3g~P zwlm>_kR6^DB#PEjcOQNh(&v}Jr_AhAN{|QuM9i_q1~@kM!eI_eEBo_Ytm8Zypjf(( zW_zse4LP|qSy!g?q?Z1l*C;3Bubw%$AhZ%^qNR3}(OwsQOAq2~!v+^4V8PhvX>Cg%YBX*vDua6OvlTqIBlzEf>tnaNp~gF?av4#`H^f!f_++ zguLhF$(b2^igAoL!%afYW|4Z!4vRSKj=Wa=^syg8INUw_ zT^?cgcJ{kYIyi39(~lRt8ByK=b^pV*Nni5x-f;1=GSXJBT^lQZ2ltQK$EH+0pqk?w z(oD+naK^7OceZ5(4ndH&H0fD+9K!!z@|SDTXSRn~qTluDITLWKH`3N0KIb3aUgY!1 zRe#o~5X)K0uS9xfb$roU{8l(j7InZa|F-5>krc$e9rmVbSC5nD_Z9eFeco_=)ij zZs}hR^jgp1_Gyi^M~pnPZz`;^W4tvk@=eE&pCG0shzSRnIR#ztl@EOe;qXDnPjqEi zZ%Hk6Do~9+sX%<_DD@}sa)1$>KS3N3Ip}ysTkfs$8sO%4lK|)civ8KnlgX)k%Ld`_ zO@omf0F4(CtKn&60)CIU3@+#x2{Etr&4yH;`(Xx7bsIyHV4BR}1`_Nh&NKL6>esY3 ziu2pa1x9!eC_r381#=N2AgKG6@)ER%GvN0YaL3hHhp&qE-^xyIwDGY`>(z>V`k<*q z&Bclr+ydukgz#`)oElBjR0=S*R(~x{)3Lz$BfqUdwS&Se8?PmG@0}UDZ=7ule#O@L4S?IpYt5^g)!8HANFTQ z08?i94hOD9*T0rx%<%p&RTxmNV!1c!;yn3^ybi{2&t+6q2qh$sLH--x(mjpE|Hg8M zt359|jNEBzJ$clkwkIT3qn@}Fl#^QO%yzuKkX{E)+++~>3&X&AX4&Xkkjze$S35U> z%m0a7JNT_6>NyvBzcRulry}G^ZjZnUaa0vMS5)wSMz|V&UT3&i zk;#vO@c5XyHuhCWNUs+(J!|?pRlM;f*6$I=%brO+wa;n{TckdJ%p9w&(A7zae~Bk6 zA=?hi5*MJH0fM~Z*CZ06adfj$wGQIV$4yNd^XeB5r6TP)H~a|fV7kqM`rG{sLm4Ao z5-BR%UeEbv07EXTW{h`mDjJ%DJvTk@M%4P-ODr!uCn#l+&OP~y0vW>DR%ND4l(8<> zJ!ki?VjUbfB1nebs}m_GZhiSz?#W?=IsXR)jf%#$^|8~syxrZnU8P11BebGq!}Fxm zXL6v>A+L6L+1-PT*IbuvK;@O@t+nfut-3bK(rG>z5se zS(t-pLw2sgD~PL8zsK;`-J6TD_XrqA=MF*%00#+{jr0`wWSIE7@LO7I_L;f_LS67% z0YuhoRlNEd8^08Y;B+MD6CCG$hVHHXA3Hy=M~-3*&*B?EsyR&)On~QjYV&JMPvqvB zJ6KE_Y7C`a*@tJ?nvC9O@jMFsZJ7va*KV%9qw~=ZUczkFu&_>kYf#3@G5^vywKi2o zNBEP+a*l227ic-hh8T!2UpO+9H6|!D=>q0Io!dGGtkxiakj8&j!3tmgCKL3d# zeZa{Z=vqyNOLdqvCEBx5WcAm6;+ESO)5ja$)TMa?zvEv$UBtlgr(FvgtVRyA5wqEM zOY72dx!>N9wG7Q^2c$o|+%L+5S?Rwy=pcZwK!82ugDz4e*77#0PL$A8gUPIH3m2hK zY(TN4V{~2eui!W*`iaWhWY8t#1wN9$XR8N&pu{TLX-_6Ugrj@lAj~a#6BCF%$P$g@ zAJW$Mc;xd7GiGS{2X`t;fS{a}DNA3Bn-I7+``Co$>!%{dvT6dAZcU6jc)ov-ARvuv+7qo`;&@Y8La-rl&bY@dfB7GC44;+4Hc?SsSd6O`k z?A5PLch*6jfc^Ffg9^+U_@A$em#zqh9}pf`IClje5g0&v%i5qSOS(I0 zgYx+X6V|t8FdgE>Ty%0@>yg=1f3JRk%sOd$rcwSHk%X;4ePPpyz2%8L#93fn?Pojs zsjpFLOP!YZMY59rprNXZ7!iPzve5mR!u}9EP9eB?9;ap7lfQg2d0Tivb%!fzzzRio zvOQHGxo!8Q6-bsnido3nXzz$8IQa+cbI68Ueib{m78Y|jbl~atJrl0TGh&g=QezC+ zTJRVA{>$}}5x6p04w$03JJt_GFNTh61EukGuyM?arp<8^6*TaoUsf~254qMYZKh+d zDa;))(~20Ek3Q0auXlERYD`(Z%M~$Oz$}F8CG`t}^M4m{=iNR$w`t3@C2m4*WxG1F z?Vl_)pfA2jiJ3Jd$9QdawZC)fOU4|mhY~r&T+Kn~K@h`J$!DAjkWT1yd30Q|LivL& zB8VHE`&v$&OA9gfJ<;_Z6K#1hk4?6`=W{5Tez?Zu37W7%WSHSFJ^z3w%m7>)P!bg0Kg*p0_t#7)^D2zi!8RN!4){u5Z(?#8Y~O2WbvCL4ENR$nTgdc1{Be zO$T^Z=*j5Of%}Iq$N{rU51=v+S|Q3xzO%rmZwSz^f)j8Xac@|rNzX|Ub7}|e^-$U7 z@hWSCYH7T%9Pany(puEY!q6&9<{d6%{E~D+sQkUc7vx?e2hr8rL)O$kW8No`eqT%- z1sJ&I6jUU@X$wJROv)Q`by<0gLOd-@kH01aZq)I#zF3{X69aiMy;0taEHCiydvI*q zyA?z@O7m9I<12=qW+9ASXNVh&E`fA^Jlb~T7PW9D5-&|vE2r~6{9T1H`}KcXQGJ@C z?LP$R*N@x5ywLUR2`?pwfk&t!)I4@D(w#o~>Kz5C1ZTK@s>?mLm}??H-9d#WCF%px zT|(H==D}U7qW>d`7qyiQ$P^#Z5t82Nvg?Qt0lN7y5jK&gh}m%UP4w8L#m2u`wA*o$ z`AZIp-nUkxsM@{6y8D^zR528!y|GuY4B4{NMM!;GvGKpnwW4ceDPa1UX8=sVI;Bek zoh2QApi}i7K8WTy*&!m#OX~rdZ5D}gA}mUGi94?ivmNKxzV(D;bRPQx_y*AVhE*24 z1f8TJO|h%HM#UMo$>pj})7QEiT+{XXyDL!l>Oo;Whc0b^2Xw3S=4+0_*5>OlVtk1O zC*Z^zH=nDmUl)ubAntHR-)aoW|I#mkf-RlR6Rgqw$X$|;cO67qn9;#9XfJ?Hmwf_9 zYk*du%sY~H^_FY?Y?}AS%NPOrL-w>ZdbtqxRX!4h{~?rSDQ)~=t6_fT^~4Y2#g=!a zF}VhOQ~x{>0ibs}LDrb1AFf$nBPqdnBkz#kr?VI{zD4XGr)oXMCpJXyx_c3}V)Hj7 zMkRkZS6~O)+&p0q#>Calr{Uz8^$F!y(&v`&-w(lhC@H2k4LFG zkKZNs#ab(XVZijznjL)cYAP!QE`VSCn)|RWZ-q(esEJp1Y=w!eH?mjS@2LM}aKI*4 zQoTn1-wM#)D8YWa9c{3Jf39}RGJoXemmM~7%?OuoGXNB=q)s7(6AgPZ#)@zqgRYT> zt`WAnvB0}G*Pf6~_~G3|ju@cw2U?d@vJ#^pWfiSUAtI=nMa2#Ld zw&Be}Pq!_P(v0T~6XqUaMAiGhCYW?3+qS3;P&sUS11sKkM^9iKQ!X26$MLl6!tK|1 zV3=DdV+nHeLl?vsQGb8XAG@(29Y=!;{bynoni-F&l+l*)Z>7#={e~=%h9&W5Sh;*#a)#PH@%53 zP%|bab+z!eq$u5r$)pWIoaz|FTm=FVULOR{D54w)yt#j%?+I(+&fkTKaTOCv!2OyG z7uh$hyvH8}%IO-$LOoof`n9 zw+M0XIjd8XTl!RL$hff*Sp1)JI%6IF25@5TJe0ouMRs}^aZIe!I(+&TCqf19XW8rxs_qq$WB}ptqwJ{>bab!Gpe4(_!AKlwdn*m zg<1kj`ef>e`rSob1;U|kmTv;l0mZX(@KR%RLKXQ|;;j0Z+jGo?zg^|Y^&CE&S!n;~ z+v6PU8S~x^Ox27{g2%e(G_;+=D}Q-U^$z)#L8R1fVzzwYNZoltDX2&Trm(JqnhBEI zhnk^y(Di?~$V33(<{Mmi{l4;DebkEiSAu4g%FLr9Ul~MCwS$ZA57zi&_NlmP&zt3m zTH2ELUa$8@i>-kNYDzV6Auq8Thn^-|d&;9zmS!0Y=;8Btx~KI(=UC2|300rz(A3=X zK64mN#w>i=(Bu6z3ef5ArwOCap1X2C$s4YAEt6(F7)DlQ9U{41_>U#15@;U^rK~L$ zo>a5c1&UOp5Du_T+0aYSE0$Z`yjislnbIpIp8@_#>6*QyMy^XQ+~j?$)eYKtM{JMg zd!pZos@3DfTO1&Pf+gBU$Bx$j{Lh7%lwjG8N7c3f#GHj8HgP=(pQ#fvNRV&Gq79lM8o96xRsEaqSyha2M z>mWT2;?N8huLhAH^+|}-IoEwgYmY@`X%t9OGVIgiO&p$)Gva%t?T$4#Rlzoog`ASmlQ#*J_6OAW}QD6$v( z&yhRMAjE9NBE(jK(-@#OtP;|LKyy4jhwCT${#f4fz!aY?f&X_eOcrkcd+xAv&hfc? z^u5o3#mRZ(`x{03;-yjUz9$7l>D6orbv*@eDFIyqUhTC?3olc9ge- zZMiDYy`I#)8-GXTFYeL)bMW_m93cw(PcGZGhvn5N;5q8pB<=(%#GixJ7V@^=a#2l3s-DCW4}tT*t#y`LM#+_?flq6!A9{swlhZZJ>sPe^3X3b`_gZ0wua z<*Uh=eh$jq-mY5x_dq|}FFh(A$fawP?rbGY^x=w?bMn{kG>NE6+_`Lm6|RKiI%oF$ z8r6yr$t>i(v(*0b*)Yk7J==*cAO-z@u^sBdi@@TC`R~?YearryV`{oB4P-WGy7vxydmNl)Eb08?Cftl~-B?_2<3JWUNOyfYmLS zoft6Tsv(;3d*=%c6KXwiy+#D(DJ;N&?ZJBKXOGs!WZo?aNgz)q<@og9zm|{^2h zHla6-nJTUK*A8|z&6yql7qsE`poAf;8=?fQBfjY#JQ4+PhgRL(c36IA+mPC24rHZ9 zzqb@iukaJdSSrej|F0O25`sJ%6YAy_(m57rCHeo70`S(4A=Mw#d3u)GgL{v$@3h#% z8uY3Kw&`wdv_vu-%79P-?yaJiI5q@T`xp72``4r=f=?Dqv{ZRZT~K3$@y7{tum?=9 z8fpUsxp@z`onGCYOY7!7sME) z$ZDmZNrt>ZTKoVHovS5>ib|~w-bzM!?x@dpRmvw{Kqb=i-%bEkCXke~V!ZRP9n;)* zmk^_N$E#9!nWbBFoUhZNBp~+9aLC2XW06P7sE5?WUM0 zyt7a+?sD(p?<0-s2HrtbT2^rW$Vs*=Jb*o%+Po8U!90MYipAl)t{mQF*g^t}cb8Ba zWi%g!01^c$V&mffG^Rt?LH_PbP zM8Ji1HN@GX4=db#pPQE>n_8_S|Hci>akf8Kc@Q4pXF^O)<(oK~;>pF(4<(S*9Cm_w z7Onuit;0-hexfu9S3*=*WWB1DCgVg+0Ij#0K}fT8Yag@b*>gDYW%f-)b3(R;w#sa< z4Vn^X_9>)7r}h)Hn1aR(89+&0z!rmvCn}3PJRi0ghq!tnt#}KLnM~x%sTF)o%Z!6z zm4UPZT=pVBh9ZZ~ni&_PI+E`?Z<|4pY}8^b_Z)1^x`)7~?cI=rPc^A_a|qTsFMGL> zb4x^wjGd)GqVFN>BU=4<{Gy_du34uT;+Ferz5GL@-XZ$zqHnG1Qf+o1Nb9J*ZIhAK zGHXVkg_Q1o?h^L?zn>N@V2^JV>RST75o9V0kLK8Jp&UCk!`+C)I?JsZqTrQ)CTTYD z<%HG-h2)n)qEc2b8MwzW3R3p`bLd4N(v zLhv(5-T0Yuhg^6i({iB)IKfxAyD29UQcCcusp+zxMnD(Y#%`-D4+ z79z_A$Gcis&)EmwQz$C032I&iQ#Xxt7Okw{7#!-t&2w$U%Lw%XfY3z%ITzW}0IV3> zl0~Qp!|7l)kVrpv@k+Jz)icj%@7(;u;4(=m+o-ZPWXmy!=ILEK63;{SC&GN!qSHjX zqcptEtZhhF?*RIOu*Jj|=l3VfSiL%`qh&9S;IOF{&JNwy6$^ndd+pJzX}EWLZdySi z4WVblrd9M>D^49v9DR$G=R8_v?WMa#TVs6kytF5{HktKem+;4)hSb(a0>fXuLh1XM zimkIbB%YH+4xHK&IDn4m3>jtW6H;sxgvT#j?fwD|;A*t=%A8hTKIbLK%P&oo=Pa$~ zL~Pc%=z|F%W#);2a?^2CNC-xo-|^nyoqxt-y#@w9?aG4TlOLhH5wFF)WnZGXw$un) zIVO;cV!?h#P~4&7VNM|J`nT|zTi692gy8$b&sgKMb|kh-iq5e;7Z02aI{L5+iyR!82j5Xv>sZ&%LWy7JV<{7PljenCPNYn2k zvmywTIiVqL?e4l+8%7dXk5-OXZYHgFk}+?KEgUgWsrd}0K5{dWi{sd;oU>%|>U_&7 zK|d$r6=rZ*GYH;JF(bSr=4i};3s5(xy_vPZcF#=3{(nrpcRbte_dkB4s;zaSjjB~j zmsQjjw57CKiWad)i4}WCj4G;D2hrB9TD67P)M^mKj1jSkl^6-JeYKza{d@fW%;S;Q z^*Yyeo$EZG=UnHUmuc(pwduku5`y|dw1J?QMDiQeJI(5c_a6+aW{xfe!Y81oOS|v< z%8h==g_x|MiC2dNe`wBA?7D|yBxq^mU}^~heZ-C7IhVo~Crl`b=}jQb>BL$LS5J2A zOv^8hCqK8oYHVH>31Oydd+OJBC{aCgdIgrv!>R2F*PsANBlJFk7L1(e0aE$M#bt@D z%cK4G9-59IEPhG(UBz})VwZ0Jy{HB5d}`t@%B}z|C?DtmK;SG*z9}fcmiNb3!vx-j zYqO#coNi^aOZ-Vqyj&2q7(1W_|>3#pJb-3@G>R)PZ*Y- zGJHne)}A(?K9%KVOCX!gw2GB$w*}z8u@HB0*3`Zoy}pH8{fX6ooYVKlY7&ocDXBmh zk5Z55fwZi5&{}G`nHMDx_|~1~71G93={ah>Ku{sC`L!Q0C1B&!U6$p(h;4JRlLLB+ z!5+%OvQ7Qu^$YiQiu_$K9wW(L-@V5_uqVttVw}S5N#SR_XLYLL ztqIA*NnHUm6%Ps{uY;q^mL>jNqyO7)p!5i}CCEto2(`{FMbeEy6>nR0*7zT6#hFHp z7KH=$$JaZG5K0WO#I#KPB){d&P8(Qb7-;wEi=3Rbc&nPM zNz2)*$+$cOS@~YjJ54g|)-9%vjT2FRigS)_ zTGXre+h}2XlKJ;hcK0%Md#u#_f?4=Aj4-?Js*H~jQ1kJ-Ix(K7`zpes>!n^H7JDsl zNm(Z~OE(mih3mrdXb!iQ?w_EPa;DO!eAMYxRAiYp-bgZ?F&`d-elb~Rlu@6S5s}L6 zQzB*7b-$XfN-w+SOkJ}=N$0THqHo=pQZJ^z)|0zI1MIT#a$29XYN@Z&!f^d3=wHBDb2_?Vv9fHxk$f7MaCL5dsO2ACCB%P*Rz>P}bQWsw zKl%-+?Ca~TM6ei;%vLQTxF>bc_9|QQc`sV(bjg!m=g2kcA{OdDF3@}DtGk`J^ZUbX zGz+W&?i@jMfzL~93ZQ1DwvxERcfQ&)7xv7~geW%Svy&f&O@M&d+R>`xYf=?Kl-g7G zs1{Smaj2ml-GLP2@yOp)ooz2Q-H|W#>oZL4^75Uhs{gK2dp!wZZRB~2 zK_jj3nk}C3ir@B))1g1ut51X9|LW`RexJ(a+mOG^-H(%eQx%ql=|k9>7v>unq_ZR{ z3v$vP0CcF134B40UJ9zB4cd>UvCiF5uBm>%9XGDYWJ=^%wnK;i#(K6vY6;nOK1w%@ z)u%(`4qTPSbdfC2cg&0Jlr^yMDqzjYSYhjGj`>Noa#k}XkfRz1exgm_96JBNdsG^ zIZqjmYM@wMh{3b8G&#ojgp$6Svsf-$gp1&%dG288od7;1b3DDxVcK+-NS)*}j42LH zKX|=4J()F>YCFY9lEjE)`pq*^y9*m#DzX<9Qa2=bs`l_vQvh&RL}+k>F4XMbnxA6X zG_Y9i{_MZD*dv5{zR!Vp}LJs`tYGCtW-X2HEh_`q^u{h?lOu6Bd9+S1**;&8iGABXGdBwtf)vwkkb+?AK57hPS z@Q2n=#*s5VaX5n+yUOzC$Y1MEqj@A@V>q*18BSPV9__I4UkIIw@bEn+a_J0E_$ZfU z`%V9xm>=$UG#FeL!N>?8FN~$F_>rD$imC{Jv> zGD9@Ei-rEaV7>r@2m`-WdemWVOLIWJP1AUzltKKRCAy1YkHhzD)ev7c;x8i7%kOU& z+j^-~IgpO}f#Do~Rr6Ac{7-lKc@V(2;PCF$>@y`76nOqt#}M2oT$P4tp1m)}?c0j- zn!a*JrCO||&8dZMq1Kstp7#b%&F@`z51RNjYKCS7*xsP0Jf3X3@|gcQnL_u+gbhCF%O?HsN1j*cGA~DpE0KB7 z_!tb;e6^_;w(UZ<_U`rQ2ahL!eQKK5-lz1$s^XiHy@^&Cev$^XG{+L+-}T=f+#HuR zf^TDK?t<|J?7P$DCUIw4bT1P%rgCBeIG3(ik-h~0qSTp|a})$Nj}o2(M!4-V*WY@> zl4I#9b39!?&SZpe0cr|^xEKzx2kwRdPe8E0=fxNJd1f8O|M-|1#y};1V7q~G*9|ib z0~xI_!&F0T?-zit+yToH`5Lf-s84-;V45siMX4^*{&!!TDo;X)KXn2&5k6ett+|_O zLk?F!N9<_i8ZvHCw?CK=$6MdrE#_%&zi8sZtl zl}bhFp1BKXFW(udlUKVXbLnJwS%5*?5v@*)dyt{pnT2XqG?veBj0zR*nSB&*7=C$= z#ehz{Vys?vLAg%)buR;;5J8Y4&rSAZgdxbf8nvqT;6EGq@>>EeDo7g7zKycl{+nR} zoSq3tx4Lk{KgDCWy3HGK2B9y`Q(o6?1zi8GG<2v(8yMgUj^r*mMczoZpPZ-g zJ2CfG^TBz_`^n1}YQ{PGv$*E*G$bsjYf5wSJTjIW@4&ks?DH4w*6&#`$0pas-J$4* zU#9I?X>mAV=9Y4mn;xe*%5BZ zQjqS873$Nbt=`3Wrc`d~rDd6i=S$G(p%(Gzul8iua@)<1>0W%jN~Bk`&F)`$Y5tr6 zA<@iccBW-j_czym{QFLzg#{;9pIo=mJO;ZJQ;hcdLcd<5LD6RdS8?w*FHPRIdsU{> z%^!w=CGa_tSc||r#%*q9PsJDsI-}^?kS4f~L2&h_>F;(dKpq`+^$J}n{w-efAn_%Z zD_~S^HPK;#w?D1ETcRSA*drG$4Me-O-nLkb^)_-GVL8%ji1GT~APr}E#yrW9VSeVH zJ1Jv)MSKM4lnD)=gk?u%Ei%KzivJkD+nJn!Tf>XWYbP!jm13GcUBo)(r{uh|h}5Oc zi6d0rCJ$Txz}1e;TPz#hTqm!3&@mR>#Fz*ruoiki(hxKpuLU!e*p7{-kjsrxax2$zrk?QhLP-}S-TK>1gnmnBQseG*Ivs=t{}r6J zZXqPe1=iF#IWzu#*!Y;P+I~f9y8_Gm6euD2sV%!_URlLH`LOJ3#u-s_ZrqC$GmIe* zrQJ%Xj-O)PofxGIcXP0HjXHVKA&l){?+m~C(>`Mw5oMC_;jdY`(w~MZX11y0eF7j` zwd=l{zpnHR)}37$ze#%SIwwH|&m|XSe3qp}4Tfrq@+GjuayBRD<+E++AH1hnBb88a zZ%u>)s?*@B)$z}q1}jOW<8q`tZ@||@Sroz0W+fkn7!GZkTm|8?eAXWzF zVxDWXl1d`miftxTjLJ&)FU1V3o=pt=iFozJz(Zey15idwz$#Tarj-F_d3PeQJO-~c zo*ta$rsntkDDB8)){CAx(DGD*Z4V^ZcTz0)d|gX2-OrJ0OWB79vaVGfk3VYT1$a;! zVEPhmhAV_}{)#)DGJbw>$Nb*Tw1iU*Y$7e{3{iiMvnSchcihtEf%ZHgTWnj;Bp?w9rL0 z!GosIrtp;F!^=;UA}dkIZYoQ&r;p~bxeyKi3T%c+E>XVb6w1NhnbCk=^C_+f>l?DH^DwezPbDv%Zm3yQdLbUK1SioO5ts9`){O%s3?ASL>cm(@>V@eXYE4U^hmja>&)ZAY5p+h>D2o1=>_pZbT1{V7ApMU#=*E59noK5 zgx8_3R@OC|m#|U(4R620$;L+S-9@YYGahhP4m3mR3GtFmT3Z|uU+`_8GBLcvuV)4R)zJ~xlOb^ zR{AYE_mc^(|Fs@u^--$JukS8T%RlLe>KNxlhR#7L`{g2v>2^~ZTfS@FLoLC-jQ4vR6o}u)fqt?zQ^PCN+k;D zeTC%lk5>}jrK{QYAwQ@Ls(9Vs*aEoWP8DVR#~&ViH6-s{7>(w2MXiE%FFLoG_%*`5 z8#MbB@1)i3SjCP&`9#{5CfaSF1bq?nzp67WVy|~Z6I^bbzN=5Q9W=Kg$kA-mo~(AK5u#5NY(yF z(a-r!&H3j;?z@LvyWMfe_cBk%qe;h{X=_wT%zFOFui}vbq`IxkSCtE(L8|}s$##~; zv32Ulu&gcif({R}u580@`IIRFTgi;E(_>&$)#A;=)P%vHRR&UCaC@7f5+N%m$~bz% zm?$^`F&oY<{96{;#IC7vu*K{=nH8{mUSgHI?JG7c8q>}@EzH&TGoJ<+W`Pax==&%^ zX!1_`AasbMmCMZF&!I3*hBk#ha7<4-Bd-Ax*xj{gy}X)dNgNr`wev2dWf4iuLq)&>mv5R#E&C${u3)(^wznzt{+NqIEYoniQ+C3TkNj`fj660e8EL|zUtQixmu-8$qufS#v7 z8ZPfN{g=Lcrqwr5+cgn$n*Oo%^5eWUH>-t)!jxQq8<#GwD1AkHQ7Ha{PBn9rb1Drt z_5Xw*nmjQ*r=4FN#ocsa$Kk(@-%ruNBsTt+7h+xG(fQZ>;(Bw-{i+7Pe6slTFh$sW(}g`EpF;BJ#MW{FC9tA9xW=?>u$*)L4uuBKh0K-jtx0#I!+`L902my?h#Gg6RN06JXF{ZLwHcAtrQX(; zO^wlvJUolD3je!**5mE5Im{@3U0^Sn34B3r@FBDQYuY-pI+?GbPtf=TBPWDz&9`p!vpy`x<~B(=#&ZR-wJ7 zzp0^Kz{RfH+aCK^ zV*C$4>KO4Y9u$MCT1ag8AU(zS+Sc2{t_@t!*2I5_K|hx1y$MG?3h{RLLQL;X^AC=0 ziBbDyQ~JOt{S?hfPfbtbI%%>8Pe%%=kktS^f8zIFh3P|{euJt-*I+yCv3!#DRhxm@ zPxQ;{?gAo3Jzc5EB@O=KOSh=x1IPa=hCY7h?axvqm;_B-_2h#k(CS=a)c7br;Q|IeJB1)==+h+K=HrpA%v-j#S0JysyDg)29>$HB|0u1x!Q$v zY+2j3Cs&-Fd@Byp^ov>jFPp3OT7T41eJE)%E?tYkmB20gR-M9o)FDmz;T`$gnX3QQ zc|Te>NS%N6lhvZ|*l9+aG2BFbLz5oz-}9fiNj6H{kcsXfJ`5Z&sE{Saxy|L=njYU2 zww3yT_fy47Po68aiP1d^Vy+9X>&~dgsp;-?h6hbY#SvZTf2j_U6ar(+caAUZ^=3~R zgG|s@pPG0FhrL?Abe?hZ$ zS-9$M_ZCQ{_4TO5S3!hPUuU(rMc$E+wA0|naLB5b>FNvRX{>alzF`~pUO2=$yAES} z4)rm$WAJlpaT!u5g`9Or?z?g z*6o%%^WLlbW}^e`$Odt?S3v^2WC`56<(6_;890tLc zH#kTrOLRdGP9tKaU09Qry+Vm|pvRV`aQpP>RpV~2w;10*MM&%8!grM!P8+pCeRV{K zjD?&_QMkIDgQeZ9fVwcTp_1fqSW_)woM%ezV$u(py!{~Ci9;8D;iBi5ZP9F1bC}}6 zMZ=*XVDgVeq1Ffo`@yqE`d8d#9*m3c5HH zREjKgh4{vUxxo88V&%JvEr{4AB_x2ap9GhhrCO+* zJx7Foo#9BUJ6KPG4h(xW%0m}#z>wubE~>8v$@P{KPOH^MDr37}r=S&pv%gRIzTF}{ zO0I@APg~SB@;++7KD(oIK8=Kc@mQnT*J{BVbM;1~ISwrj2&iv!T!epPC?USQsii<= zZBc95BXi<_lvIBh?8P0p+u4VZnI1YYoBDZBg!6J~d}*+p*m?*4&8$00^x_$o-`N<; zwan`W79R05SxZ@Jd~LF)4ToqFi@86$=#)yi?r`~Kz9FipmVZ+hv6Zsiyq*SRy`4k6 zetdH}AaP6Pk&99K^0+Vrg9zfUiY+ZV(j@-#Z6P2O7{|tk-cCw76^!yfpWz=v&^3v> z1s$F@SK>+Bav3r3Pm%z3?_nn<-SB)Z?l%KV@Djz(8)fD%s>GT6eyu_fjwj#Arr8K6 z!Ik>AAs6K{?kS}5D`U~4yIe+x=LXM_wnXPmoyk*)J7(2!HMk}6-Fcw+?vcXXNE0(Q zV^ZgkTdIEL5XIHqFwAJmxK@&d$PvoyyWa${NQX?uo#mz=ThbLydX`_71zUO zr9Mj01W3Y4&Uc?!)c$(XM)qegm!15#YG8Bi=YWatHg5=l3S+CQjYh$pyHe5V9`j5% zwEsp@Mm6RRX&=8~t@&u9aT~|8h%izaMz%>PQ@d@67v_r#M@9})4kLIUG*neW92zva zJ{R8%W(|S#Fr2B!=zfN7M!|Pp=EmLp&qSqw2n@z1T6qRx#OIim8%wBz*i37mjjDvq z__?%?FKv@a$D!nQiOuohLBX=X(cOAWXrg4xL}dj=mn^pzrtmgc$nCv$+r}WsaRGEC|N5;6qgWpii^_LR(n8xVhGkQr>3`Xk#0)|EUGE7E)dhL>q4mY4|-n z(M2volggvWuTEm-ZDDx^$p4)%p)jjm`z#6pmwK0x&HFGl2*0Eylg zYsmJ%lfCVCmm|f`h{{Rfyn2huNlOn@w7sfz z#bizYSz9;wU8^#E%zNaLHKP5Tk%JqE9<$@calqzA6-2i|-`rL<_CJFi;|WF?QYz&$ zDeD0`9@j$-61Nyp0T#Fquc38rux?{5ep7piTcDJH(yuZ+O9)p?rB8JmxHom);P)(& z8L|udR)4llze3KG2!tg~9p|hzX`(xJi4u#T$5QypL>vA%U>T_(xOPWF&+pIvu?Y zD1>$UqX^(3DW)x;;96!lbM~We zXXY_3b6n{sU(amL4^6*C1B25B=F%R>U0S}hynj72Br~)mG@U?mjQY;k&uSA2dt!lD z(I8P8+YR2ks=HaSITXRT9yaTX6pOfr`7m7RXS7#qE(<+JAz$v7=IwXuxXaS}s=Yk0fm7_QBOapv#U0go=O1vj*-S}XO40n$qHl6Ws)Y8&A^ zNv;WTR(e}>o-&~FpzNm6;kx(kz4RfVX@g+n*A2vdgPJjEv*bDB>Ch7{%{{X@5|h+2 zXFqiR9OVQH*%7xbh%nh`8+-)-P+v=CX4vDgXCpn@A4G`M#Hhm1o2<*^nj2^u*jJyj zifjE~uRL8f)v@Z>MZgvAfZxAznRXS1-CqB|9Jiphn%vZy+wyRpWkmjC+Jk!;V5|F; zB{PGf=P46h@<#Lg{S1fLHr34O*5-6)`?Qg4JpkQ-eG{_rg(2O+eViBcblIcPP3^Qj zPYKkuI?LJLJpV8wbZSU0Ga(zHtJWOd9Mrv+G!LUahzQ!??#Jxxk5kU}`|ROyB(J?p zCcibVAI`(Nd}?y9&q>YFX&QYtlaQKTuSTKqromHoD$2!j@k)ORxk#65Enr~xtHtX0 zR+~iT^qh2q?JbL~{iR&v6xkg!={T`g2`cj_1N8S=pzjaUl#WmfY&<_2!PCD{b`myf z5g@jqry4^8L+p4d+9_n7+Q3TA-jq-j0n?^k4<_xbT)KI0@{JWm3T|3Wy^HaZiLR`WIw6bB8)aDWIP-Qu zAzvGtYEO;VA@jAO=KfQ4V%lf;JPPlCsv!)O=k|Mjat{?c5hBJYMU3iUknPd;hdwye z(QG-ViH$Q+IAg0ydo1tSjzfYlawlj>+QC9Jc{>jE4P-C56)^23GYWO(N3Y{3a9z3S zeMd+Zf$EzM<8FYej$Hlq4AZzx`*;wKh}}-@);+UKR0TBRGfDZ#y8&ad|7rqSg0C=Z zC8*%W^1OE%U}6KS`(cFL^47-i;luHZ_~PCMY){CMW6LP+B9gQeP=cq&lJ<@&cabOy zg{qsQ`-ubZr-OF8r^l!*N|{FG8;MklfS)jl#wgOWijyx?i+vGss+mMIvNUJ_TzZ5c z=B@e%Q@KI!Oy|y)8)u2!27@3%8JOHCZENpc_e1hq3*Z-yZm`Q>R2i=7u=lBZ5iQ>Ci>h0IVN{k^-#Wu|t;f zK*TnvLlc6S4Wika8}C|*RpVhd8KSLnw{_*W6c$tBXsYx4@bvwqWqo;}vGcHa7z7!i zPQfE>_urp1Wp6EoBsoHq#+MBkaeB#{ce0tpVBPtPO0vEh-=NqZIX+I>hwE?AgY96) zYZDI?vE+YEyO*}^W><~0LBITxH-(1>b<20EphTYiei45@U3>6bu51F8YyJ|}+F=Fs z*lT+0@>5f&e<|KjB_Yn^v2}?XE_AdG*jXL>+SFph2RDXXyqYmRz(pL|l~3H(xX2+%-Y$6-$pLqc{3ZtkN zwf>R2-O(zV1=m!>R@ak`AO9#_M_8DQRS50zc%(H}P`9$`HrRfLl$zn-!oR&hN7Qbg zvynXv4VoK0A7yNq#a0!Zv3Mk=&PV6QJ~3%+U*%z41IEN-w>y}1R&)htRKhWP|B*)t zK{}Vr5F+)FaHT(|>|Irr^gb>}6a;^Q@6`Frrs?3~Bu*_ZCc+QJ^Y zUHLD1W~7$vvJlGv<;oyij(zZ03y2!ZfB1%^$@yQzkKVhBw_Io_+FJBa*pM;AgMSCc zpLOH^H+JqhNKHh6HD}$%f+Y?apZ(^W=HCd#<^D5F&toxb)sQvs3BaC2%v%usS8@7r zwmzNtB=U_DWn(H{j#D!O1RSF{h#%@eFoHEbdX`<*__B6?Ts7#|ZdqRTY3I&x)ec;B^a;C$$eIyODtJp?tPP z3k z?37zHpV_fEk8$~0VBIEMX@YNBZbf#?N-HGh4qw-!0VY3m(|rtDXEwKm?tM&gNdsW~ ze1N9^MLubOAr7r002|e^mFJA{#O+G)KH!q@ZPWuEwAy2-Ho++!Ur-H>LsrHAckX5A zs4JA}8`EOBec5R6t7vVSG1mA~Is ztBknHG-dm!GjOcK^YE_OLyfurI`;^1(jCkT&>VZoysMr_?UYgeZF=M&;2Pz&Fx7Sm zU_!T%0Wis=s-m0VTtRJXlc;^~^2{?@iI}DOr`x)Y=?a@dn5UmW58wP(5T6G(;&PU(;TIX$leI9geN1V)CgfL1r{&4Vl1)FNQ$=2qdh0q?VKXGrih{MXx0 ze@}Q2Em-%NCu4?1+%R07UH6WnN$BC%DnP4Wo&sIEO~`ncFH$On)qhZMk2$qH`hNC( zyY)2Tp=UX_oej8k7L`eJY-digs!!4b4nB10@QZyKo7tAu|C<1Gwn=+A*K;i zLFl>scEY>8t}R=b4oq|7lQCk}$6 zBb`|OHgH%p!&;!`Hnl~o-T_oLagPsiOgFdW2}3fbm^7gmpKWX5dPhBGaKxS7MGE(R zdVTSlWm>ygO@77lnIK}~W&Tx)ug(4;pgtxnKaW#ZPO#{wJ1BDr=nF&eB0K%ihOvmN z5a`?SBd~{9Rj%cDdX|6sk@1VPT!$d(OT&53a!YkqTXA7|sz=&U zE=30HNe-_Mapw~;MhSs`n$mO`jL1i@9i`d-BS%Qzd=+b#8L^<4i1;@nwbwjfeoYEq zE{}aHT^seJi1qLY2)Hu3#hn16iV-$6Z-1i!_F>nu8d|qMu+gNh2?rBoSMO%>XM!i4 z*?h;bJSvfo-dAnAQj@ekOH{vF&PmnIT*Z>(Ezl(QuFYnRAlryOfTxU!H_u_-=EU^ScD$07lIZPG=6b}QzFD>%z%$~6Z1F&63Df&yFtRJt=LaZ{hGxv}2P+@bMtyi4~rQE#iHgCxY@bh?C;#)so(DIeZ z`stYPXaQj`k9;4sxa?K;i0+_Y@N&Pw$gH3W^Pz`OgimaFCTJS`j~YE?IW;|DoT#1^-IRd(Xr-e+6#PK9|=9!;a1 z>Uk<#{Z(~d;0gK>EqD{8b(N%33c`507sUJP}w)*j=_p!oo;4NlX!lP<{a6eRU!(W z&HNUW*C`(&_0~j(w7U9?b=g>Cnu@zIM%>Bd1e>`(c?@2jv}MX!>8qDLy~(J4X?ehV zZhr>CwWgq3@13#X$D4k^H5vig$S5bz?9`;w@5YM(Fi`u|zMWX!2tKAsT+?XNmXY40 z|69$Umr{GU0Zk9v_OHd{>6!}VXAo`(qD+nz?}h4NWtdo3nkC=uDoDLHGtik8O3_)8 zH@Px!>-e{Ra&QBxqDmB?|-N9t>PsE}$zn?_pxpXuQ&& zeHXQbWIaT;E^$s4#$>}fyl6Kj_`Ct1YZM;o$w!_$L9x2nvfWrox&iGFSMEqSLSvM5 z$jUWof4&kR#Q!eqd&B^18%cTE8jl>U{cv+XKj!88zDaP}>7um&OhtEMTH9G>>4Obr zLD+c_Z*9wd)aO%)9Q&dK9^@$KEuavTQx1lZoo8lDDY85gy}dKvR?DoUDlIPZB2 zmS2D>vQx8jE_JTKKlBsJNDs>->Se2p!rH z(RaGuntga~9vep%xq&Y=&s2Hkz#&>^Nbb9+VHlx&&P8I)Kh9RPeWjpQ;l@;5kKa8U z@M_;Vr)u|4!cvLR=pH_ncm*ojA4}p6H{rGTO(7%f_9GUby2&tLR->d}4j=Zl-p6e)l4h{-o`? z$x`QYjlaDbw8V6l0Hh^xSA>@L3uIEtGjQZvW~SF+n?Wf z0ggpVatlbH9sxz~?*k7|}#QxSbGShr*GN6uP z_UF=1I(v+#=8$?zrzf}bRqPG_Ffqq;zmso1C7;PKv!c%ZBdhWt-A;e9bWIep?w%Aw z)r{-O1)Pm9A~6fe`|4#q!C$Qu9TU6o?2OiP_|!yt$?T>7ZCr5A!rI{a!_!|E$Mx+c zC!{0I1qfLNdw5#o&$J%KT7fJ6;n3|y&mA#zTiF8NO)-6QK;|PG!saJo%+?citu9bc0O5S%qpPvN$ShGiBdtQWB~Hc!$guMG<$i51 z_Bg?F6ea&OZSq#{t^cE$pRRPJV$eZ7#)kwulE_nwIfoRoeHnkJuzmm`kU6>_qw|D1DwW#vd^e%*FFVwl zefg%bc z42&_q?@sIan;t(S(CRX}0J^{%_Fi^xHz0RbO%Lr8giNEZKz`a!XPOLW2{5lW>qniw zFE=r)Z01wv_%@-slWz@WIL-P8A(4qPKJM1T!>bFFcwbi)JdAc}2)rIv@v=(Tc^y98 zc~bmS%=Q6qn(_eFzG`Ohew7ahKOu3)bV8&mXLU?bORQe9ig-c475h;dpygvaRL-|H z5a1`XT4(x+Jf*m6Y3EXpiO=|ILqv$+Zv}BYT2@=3Jy@SHUQ@RCRW0B*=vFb~Rh0fVwXN79GTR?MBESZW=t+XCVYy zRKj|nEsd*k5T{Ga_U5UGWFxg{ql8L>g-pY5SSG7`mYb!|$$QZsC!e$4)fh+GNcG>H zb@Je2C0`7YimE-bKHa^Y?4^Z-)DOV@EPJH}`6Rhq%H?C437bM3E{;nk(B3MUO{V1j zzNQ>5XR*@Vr;q~b7aP+Ygm^CbreB>AIuv`r`Y)RjxWs% zfL*>(BfKE_jYurbZe8;4Fp&(p{Kf`}EUg$jtUZ?QX-eQU6`6F(*#1brx;2UU$hI5) z9I_^#bYiyR%I{|?!iwDQR(B~NuX~}!Pbd#uE8unQQ(hcY&~uAw;@ktARMXD!n(%?5M^)V;>%v6MxaaAt1JpGDi)?qWYv9OeU zTR{}=gtb0>oAakPboFgNc!#pNL!cE+Ba57|OOvQgnDx$l^!G!CV<;VwHnsm zC!4#l?Ry2=NA^miyPuYCJlf0j+VVzx*~u!dS2gC&@1>3L@)0%JEf0l?pm23QPRR~o zTlO&}eS0h%V&|adjvT;?&cVgUy!%s`CcEP3ZV?jRfLAH5ZBz-rBA}X>%Yu|25(GzC zDWIemAZm zS=>3Ul3MIgn^ZR_=vw8itv7`Hfq^h`xr$B3zYmkK96UJ|R1$n%4WF`OYt(!j%BL+H z2rA03BL}rtRkBVhzeqJi^6^(<_-#Md1-n17$+xx(wy!!!QV0`++P@WpW>g@LS&+g! z51N1Z(Dvz9SLdJb6}r@_A{HHgq(J^2RdR@0!s3gy8CMpC>3zmgW22w<92`Wvf;&I; zR=Vc%9VZQ?YU?Fb{#&N(@{$U{?lcSk8!UvNIex)7yC&+YaVgknvzS-`ulPOTpTLc` zcYoiJ|0u|r7O2c%AzS_Oa50R-5*SrhN0 z9V<4Ra!nz$y#v2KrVDI{DE8aKh}kAYlvV*Yrj}eyyLYWk4Y>MV|0HGsK(}4EE?^E< zxxpEeT{h$B)GNLnx)8=~a?x`*=sxbUzx#qKACf3Bh&B5CW-|3#+$!F9zWs zp0eV+12x8dj5q>ul~y)av>nI;1736z40@|WW6p;^yPlrbzZQ^ z@RTDCpIzy(5iuQN-Hd=I%m^3ai(3i>Y($HuUCVpXLyqf%8MMEt{JG)kC=Z3uJAcGjnt}; zIC81(TU1!hTzq3wSwVCN9K$aw6(NA{ZN0M`Z_)+EYAiVy5q(Xp-d}$9v%g1>$ObqG zz7&*jgPwA&67i1@JI3TmJ*`pV{rBuXcRjT;f7B}XH39-BCgLR_mB2yll5Yx_O*eq) zCKvDww%@HePGjOoR&Ol5c%w{(3YS<`szTCj%-a1(`y1fmrjNlFw93YS?Q;&J9}Z_f z7p2M?uGtnXPO&O0N(HKI*wdV9#K*h{jO|!j1G#SCZCVaKh%#U0++dk7jQc%lhhA^* zy#h$AH@;BfBE|+TO-A~FdYyp%yPXBq*A&2sg~qR+GnrN#n02ZNLY`FGCy!9HTvy&}F#obl%I|*z_fWm<`nQ;;=kd;{5J%fBj}waiJbyWBx`- zbiA+Vd!Bxg{^_}W*}`$g`xls$uTBm2K`vr8nZe_LGB=QOjp^>MnZ4Tsw1GU#V!OIX zV!h|v<9hOqzCx0UgRGx%FNGuPPrhfM3d{0hO|Q-H34?9%49z#r?<~(Gb(ZEoFg`T6 z>YP^N4LtI+*E9%#72!$0p&+dJa#m$msCyH#W<`*iaH98me~4jU6Mn@7{7MEIDC7T zZI@YdLdEto&cbhh(k(*|Wt=!Uha|mN)wr--yg$MGV@=Fe)9^F*dWuZ1lLc@AHEgVO zw_$!NeKWhtH~PXxOw~Sr#Xn6cUkxAHyv3A&ak!uPG>y%?0=^)qW<5);AQd-DPWGk& z4q)fof9(KJkKYmcbQyRdj=9GB5(A=mxUZ(w%NPe5U>6pz?w9(p2|yllqdq~3p4N>D z2f3PhJt2DjpKWtilj!w0Vq?$1N`32#aPm5rwB)31mLAx;qwr8gZV|5j#s4BUvzX2+$?a zPe??>C~HR(Qh(KA9BA-*DQk3oU!e39FFG1nxJH+D0l%HmxLg^-H=QB63(I{;G^04| zme}Z+oQUikd)1OHmFe(q3F4dPTx$4f0ucMy_6^u#DDw9cJ{llaaAiJh&H1LM=i4=< zRWAgr)gos2v*SmxwR$$H$ro?hy<2SBMZcs;3Y6z&yo>NudDAwu|NZCnqf0lbfmwEd zBeeQ4MdgV2c%(XeodJiFy?W>DDB>oUnmo%<@F1S)dt%Skbbr(mef-9*8AF_vJ!{;4 z|LgbFZ<{kJ54tn_EA8-1gC$+dsR~A+$30irN_KxCn^-6LbCW_EQyM1GdzS3(&~H)b=;OUPMLNqYuO(Xl0C;2R%x&CN2Lm=XQ4e zq??C#JNsQzt&^cv_q}Q&)6KepLusAey{@0q*^~JPg-L9V#Z?!0{uw$?F+PL?iA|mi zSH2gOtK&rC7pw2nG)h%Z$kvWFKA%~>U8OjsBI5%r$%fV$>26+J7IwjlUnuIJI`GX- zgkqH!PyEZj$@$PH{51%{%*#o|AB96+3w&92fypdwW|M$ z+E)22ny%nJWnDLqB46e31;DC(PHurN6r@FXqTP!+CYty0xy=x5aZ#FMZPSu$(Suwa zO;BR}M?X4`K8ehX4`HDeacDYSmrgA;%RaIrAMDC%zM9%;GGY+8+#`|6-_EgHorUBV z;q-a=jufc``LZkM^Jme$a{RuDPw+b%pTiM2q~T3VyVF;$9Yi_}#+U!)7yY?iJg^ zAl>QE6aP)ku>`T$TRAD&fYEc}_|u{JK-RyPTbMU}Shfky{yg=*d2g5Y7<(p8&Vn5pVar| z{gK4KrfDlJ4>|gWSlE-T2G~~$vj6!f^q(i{4_?mQW<(5}k4C$wm8KVjstnQkjxe30 zNN1lPrO@C5_D0wy-O2;L(AO?QQ`N<-VOHxTk?gl_libFsM5nAOz40@nAo;QkIQ34uD!VBd&vBEGOL`;-^}6{o>;B} zYmw&RNiLL83}Q@wk4P5E2>s4#&3+LDEPg{&^-u!Y2dg~J;P)V%oYI8=Qum_W<_lp4 z{f7N}7a2a}7eZB+cL$z}f zFub`dftPI2ol1$6^_F^(MHVFcwHEyjwS`CTm*|YC(ZX7*ZLeF!pJq}UdQK5;`<->x zB2sMI=E~Un1ximtzeLRd4)sg4%Rw^`Y{uJc@wUZv(=A0TDU35T$4B&tNGl%xcaifQ z`}|r!sNk5;W?Ddn(Kyb|G+QQTJ-c8d+6^Za@>r)04SOdE5HXfE8ZmWz_s}=dg9_Xm z1FV2PPhn-gX(D7Qx2a`c&^3Du%r*zAYqAzbCXq?)ola*BWWSl){JPOUGPE5?<2df_ znro3=pr)hnTJPw7*-xmYo9wPB9?3M^ib1&jsB`t#0wAheykZ&k%o%wKRvGiWk2002{)c*5ahcRAtNjLof?H3 zk&4?5^HawoV+1CNK1hqbvj&Ww5wU3<6j56iy&Z2xyRMGs{5(mLKS$46nDtOZ;~Yld z;rfI-;>FDwf~+X_AAk@{aPjrv%(cTUGFa5n@!JM!L}@9?Jx|Q=0Z*O6CGO6e{CF>_ zi8yZmC2+?tEar;diAVJU!28- z%*7ymO{5&iYVVPM>RrT@9FwnXX19`ZqY*KmMzB-3GvpKG)11W`H#66g19{$m%5v$_ zQn_-b{VLP?mv30>>kZL0#zJ!Jh(ts4y4ffGIVOTi#t2m zAyfed=lY6J4Wm$(@c8+YStAzh2JX7?EJ7iH{neopmcP$$(80Z+Lyd7tOOkJVp_PI; zZ|;EVI2bZ{2ny4A>Nl2m-Fne!=C$(vFw~B4$EmLJ+yLQqaNE7mlz#|xD5j{i?`#`y z5C365w*h525m5n2r^^*guWL6(``C@~_kr^SM2iGo3=Z?dl(rNxU77N7?1DUkWbUAj zHIpq76ZXkG8A_dWn+%eBy_%xIrDsXH$+XmNy35?+OViu8=J*7c8 zZ~jSh;}{xU%SLSRR5)J6+&>P7fariH%;mub4iN z#b_N({FSRP&OB|ax4~1K^K}&#*pqB?F#Gd;8|UiR_;vR*u5z~7t~vHKuywQPn$-u2 zcDoq;3}KjD82f5?tV&elJwzMK#FDf9{%FDd_rkuI+?~M9x_%K-T*d(x8Ho70%Ha9U zk!`2SBA;Dy=W@kdN$w|p__7n4z2Qa*}kvgwR6)9F(q9oX!`4A1xlE;;CB*y76m z!o&`-2N6-+m$&2ISt+1;rAD335|6dW5BJ@&Q~t|Bd(JYZTglt>MWLBe0U7)_JIx$3 z^hQj!oicRPx1uxCkK-LKNjxI1Myj|wnoT(l7=pRga87^ISNQA*G2}8@dlsPx4Pjaa zifFW+ez#}&v`w;JB}aZfM$6DlXdg@gybu2%!3psS`hE46{PeKSTlpRm%;`o#5W2^F zkvQ`znvLz3pMm1mhlD$m^lj-B{wT0guQ%yBqBM2szGHP=g&U=f6?P^qmCd~(Pj@T; z{dzW-`v(af?qgd5PRNg(_Usg93NCT~biqK`ie%Kv4o7H+?LmKG2+_E$hOFwwWX)8z zzS?U}>}Jds60ukldIL2v`fLCV$Jy~B{gy?oW+Ae zO|SvFL|lXbH$ce0To{y43f@sU_@og9y#gi?+7Y%7FL*qf@d8i2DajSFmM3GJPKn-B z18AV?vnrbD^TcNbgaSve9l00%W|}7<2>`B5sF(GtF8Jmfgfp1hz@oBwqTR%@WORD& zg5k%0OW8kB^$-3@=CIP;UxGE+#n!-ru^nlu znUYz|bbs>}`Fjk-kIVx-n~uh8*yno)G7Ayhfhmg}ULC{~`ysUobO!VQIHBopng-gbjj?9Y&8!LgU4r_K&-UFiZ@+#u z7&&eyU6(-f&YLc``Fc3njGfEcsEbe5V(W%ct*3yToV7QwifwWR@P5eTk-d$&TQ~g9 z16%m%_LWHUAB}yT6Q0lSh=sPtvCo(jTUf7-p<=NA!2!oGwmDsrD95)VF#FV$?S|R` zxDnr#);PsiHz2ft#y)fnbNvx$Sc7_F9u0ogD2~1ikH+Z8SUDh(m%T%QYuF|wcHQr1 zaf=QG$f9{$XV*O0wet|y9eypxMyDpB;>4K=Nw3TNorBQo=>S(IeiS5NF~&c8%RSYH$(wJuX6`J&F_H>zYY(n(OQ!!2xq(G;Kz4o#$p9z z8}B=2AkAj#h@q^Yj>Tw5%oBn6m*GE=->9G@^(O3pS7(`je8Yhc2&c~QS0a5?nR>!+gZG?=e* zvb}x7A4vJ}=Qe35`lVd0!+|>l_pvVtVMJi@j59Pdi@+eh9F@FTcqQ~JTQB4B2u?$-WO4VfI`bxPNdvzhx|o4o;Avs}&VS^Iq)oyxjMU=*dfb2FUf;jAXkz z`@6a=9{;5dmXpjoJl~D^dyWbl-Pf74cEQ&AM0_L6x$w{%{jL`?q0(mtYz?^!i{0jJ zsNVcoXR=Ecl02NK-m^8fZbS1oxARe>!)&hn%AnashVKfMch4_RuKs!ekCKhw%!FU@ z;#3D3&UOqaETQZ_)RfTp;VRKW$2JbxM6*OSt!dokY*wsS0ypfiA#g9-S}0FficaoQ zA3?d*$MV}JxUFdP(K4~-CLqP!N~0gTiNd#1ng!OqteAONXO?(Y;E;nI?Z(6!`y<@O zLJq=?#+J$f(jem7o9JsIt6^P6gZ95jrntcvGBVE55S4G%Y4s= ztp{R)ihl{^rxLP9=C59dHyEFI9c3QUhnioR*#1EAD?#-JzqMN1#NRhWKJ@~-;HX!$ z!r1okU;KkL;aW%+JB=45RJ~`H__ASzEl}`=E_@9x@vbhi^^r2pVX{NoHm315Ge#|H7q9!J?Wr zX1U@}|aiQ^R^ud)aW*&R-NkXOC>Xo+-#u*|KducUp7DW`2H(k?pg+{Xbg3g_P)%`Mi zTa+xe^)^!8sV?M-$vSB;aCzKsHRIH5>r@qMm~HesLKl(wbjMk187hH`-{6_{Aa)hH zw7raTgw;3^LQX++%o3#0ZU=MlVAxR?gNK*_Cb}=0zWIn%2a1j8?E%J2WX!x~?8hGH zfYNR>&Yk6pY2DUh>=Pr)0VIdqM9`SE$}WF1y%uBIo1Uo%gvGzViQ}tz!Owoud4^5^ zu&98q7k{K;#8wB#eXeqQ$>W~30f^i}%Me>9gqEEYki3(}rD4=FO`{BT)w-!H^tOF2jE+CQstb zP*W6yj(vG%)$+bY8)rx;7~;$3kpwjfW%z(Vju|+7gatKOom1%@Qhu81m6~ z9NHkRmsVf!$!zyA{E3^=jOuoogy3@Fhlrl3?IZmb(7;@_W!_<>$0=<>a|$F|o0zxZ zd|w|_lZZu6@Fu0~Mc7fY5{&-gY>N~c*0jIQwdi7+U-7-jJ#yZGeOY95g|mS#)%)7- zk=bmk_`&$(9j#o`{43tv;``lFb`>m6XCzhaflk?coi9mKhk30%Q|bOY$i>}?#T6#g z-?em9PywgV(OvV=%_;gt0E`Sdc9FvVv}+oMtxJ6L zGoxLLhKM4cSGi+bb}Z6q@P$>gnHCxSx@|>g+S{fm&Rw%05ynx020;%U<0YHwP7|UQ z^RF+NKIN?WngS&^bBO=C7pWH)$S_08T7QE}f97P{9XE-OoksgK^jn6u#0W+da(FBn z=Ieng?q#)RIwGn$qmDAqUy=>OTi`j`Ah%w!r%}t)Y@XHNi<<;oc0)OwQ^@s!T;+wf z^xHwsT;vv0Ri1C}H^X`P`{`)z*#bZcwG=z19`CZn{;}C2g8u&9GdUTDdTq{dXcZGC zn)gk4*3d*uA>zRlKv;Nf@~UB(6p)hP6}yWVn|yRmraamBYz*w(DG_J?yDWLrlUb=Q zdNtda*-!k)9Cq;V9R9tjRNbxx;jm*{>*ag#poYubiYBf#vTknw>e`akz6-;bvW=91 zPp`7^iMxYNS46F`)`HMNsk#e_{={5YK-c8#&F z1-BHp;-g;PzbwdHkoB)xIo?6n+R2)qUMHq@!IQUJx;!=)iO}5*R@}{07l8=RT*Fxh1=_EHcPG z&->tk%7j7VE5Nt@$+Hj;^cGP(wt9wVhel0dL+8rV31qIM084W@EPAZzify!&{F)Na zMXuXI+*fEjLXwJvSLRyf<~#(&U>D23>2L6SkSzU9sqHi*V44m4+qSIPgPb9gLZL+k z>_vtG!)v~QZqJ27qTBugu?%x25Nv#-r?F-T3|?N>T2!X_c_}d@C7{z3pv) z{r8|TuQ$s=%++5b-}@V3a_&PSrT2{qRw?!g+Iu3%&|#sBNqgSOQ)BAbJe} zuS#Y&pWZIVV!TSqR07nSIq{Me+vf<%7c}$f14=WOGpQLofnn zaJVvN8cWH3*#c)@X?zh7p5$-3stV)+XA?Fa-CN~8hbtc;*{`x4ks^$n$)V_r>Sx=U zxc(V-^N5;w)@D_ad9lKb5U6UK^~%b&>S8Zz?ttEi$mE4K>)|w??~sM7yDdCYc6nUS z=7k4vhs`m^H72Ch09>%qG`s-!qp9UfO;uWa&&ukSFum3%ftyeiJ#CMjl_6?~qn~+r z-=o5{Xj!#I!s=Mno=;o(c7wz1?c&B|-Iix?3VXI3t@7wC&6xpNNT-E}(Q!#-aWE>d z__Th3i|mWIg^y+;=cdOg`90;eDIm5D{6TQ9Ykmn!Um8-{9h2 z`Z(3whqR&!wE0>t?&~51ij{xA6q}lv>I9D>*2v3ev4d=};txE}#A!?m>@6ynayXVP zBa(i0fs2B`Gy`)N^LgJ05?THpmXn+377VF#@Sxp)ary1$Z1z6B62uF5fwm3Q2Kdm{ zZtH*cZgG1w+!T#iHA^#xty@*PYc8Eqe4jaNT{83uBRpu}nxXKS7g8FnuZ+m>f}G|G zV9L38gnkR3mQ8Yet(S7I`tbDOYuzk0+70a`orVQ&UwTWwDTJKgZ*(Q-sMc}8T6F^} zqRr^2(9fu9aEd~V$tl}*rFP|Ny2DCE=Tj?`ej$Xc2y3zNSUy5}x~Us~Cqu{H*(xHW zHik{j%{h32>w*BTP98e-nVhF0+DNaUWtP5WLoq@?`Ea|bC+@Hn--KXgPT#0Wg+vAX z?JV+sR+|k!^Sg>cfcU(jNu8hJp3c5ASwqh1Wlh|zdWCG~9K1bt+iSkh-ViQwy>c-Y zK^DtdSNPKS2SRc&p>2^fcI)+S4L+KxRe79i zfibBCy-s&Ya_h0uLoZLaI!v)MnA7~FbA;hHr8#W1rwb1V5BUwF%Q~&}{k&E!Pll;B z%!z=Dm82Eta7R$QjC2e2h&tcitop)h&3K>^MHv?Gh&|t|G{stuQ?XwX}2p z${WfcvoNeN2L14P00d2X4cwo}(DCU#FB#Ow?U!q<-KEDBIGvpGS<%M@j73et_3(_S zY6}W4cBx_B{h+##x)77$Y@yizt=2N4FRsEIW+gIr*9f(Hlf~{yvL3ygyAe1w^m24^ zQ15d|2)Og`6uy{kn|YY!4Rl?m?XjJ=!iS66*0NT#$JaRnnLlcmZ%~5ais5x0qJ1;d z=)j3o#e+CjU@01Vw!i&;KsNhiOj}=YrsWDNQtdA{N|wyi2;A|lq2bDU19qV8G$EnwHVWbic{>x-p8xD?NB4zHMgK84iIecJH-o3srFGzH z149O1Z*nM0Pc~H#qo|0Ci083K6_u1tnMN9y^+$sed#R&yWfSGd`eB15KVLzW(s_w} zT>BTwC{t#+;BS2L_duA$RoUkic(UrY%@zR}T>sVbyZ0X}mu`3oBi}re(k<66uyCYq zb4{-aOg-SxHuFf+Tb$tg`N-lZyqC&`X#%O{21=o0;*n@G&B>Rkun@pP!hniNCvO`a2^!sX_|8>FpwX zQo5*9F5$yht5Rk+Oq3Di4cM;*R}T0At)v<&HzwKr;tx^uWMMSJGINOG#mmC%>B1yn z@iw?ua}rM^Rq@U3!Bj&@#NyvESWLKv6L8pp`Y;EKs7$+_GHLs_%jDQnpWxJ&(T-T2 zto?fDgM}CSV1qt#vM%6P*Ux4Z_3n*}?Ebx|(}Z|9`g7rYhw69x%N{MUlk{TM01w{v zs8zsO)=WC7E4jDW2A;M%`sJ~LF&^A6MgGwO_(|K~_!UKbTp$Mp_CJ-aUUX>>k;Ztm z3*wwEjwaYU(@jg%zxdtKf2$JFx`K>}0U6_MO2Mwx`uo{g+1(zB`RYeYLwz$SOVmvy z550K$#A)hfPH!I37dLUsO}OkIuRozJMt7Ln&-pDp9%G93a7d8-{WFgI?`bG=89oz! zi8Vaz4f>xxpn9Xx;B(9v%BpcJVlIT|V>)t&GB8L#_>DKiHkRyVN3?s*r zx3mWROskDj5G&0z!p(=@kVZca_r*Z4HR24HaAyT%^E>TC{c32hElNd@JtjvI7(^Hx z=g8P7>-#%yvt4J%h1o;*^-8kk&(pQDPtqxPm}hdI3j(vh2m1dzxtKW@t|1}b`~GA` zLf{EC|V|5%&by(^Oivb;5 zB9m7({q^(*YL|U&ee*3Rl1q*t5M+yyqtI;bH`!L&i@8(S`!^V8&%X24IgUl?53V6r z{nt?Z0L7RzTulF_5D!t>aY3k;en?9;CQCC>p<`SRRdLwL2B7!Lt>NYOVU?{(l=k?h z;Q64W_T)=?wvbI)NFl=N?{R<}ZXU93k3qP0qonF*EbC=1Jd^Wgivyn)FdtvaNintp zhi>fdP3qn;4>a7_$$gz}vm^4$kviyt|D2^F&?5Q%Pj+1y#lVUl8jPd`SI>klQROqgB)oa>lF@Z z4g{o?Z{me$&jQ9v_FhcB!2STNHbQB4fg!IX6WvIYBOy3mH&U zBH()u?lb3o=SZU`O@1uD>_^6tg+t@}37itu5-OOW1mqH|`xCL>7T79xSzj;xKCE4S zJk#H|uRm~dT>GfDD=*nX1#kb^%1Cv>jaT)|rng7Zh&-lq?q4Ll!>MP=qVAFreN^$>cN#I@5$Hi*w1Sgw> zc%Y9j-FjxvC?Z#xXvv7w!tf@rtFjqy^f~8~Do%mh56W<|P@XZ28Wr4eCB*_thC54> z7zj$sq6-)K+jG)a?oXdeTd?T8!KTgDl2JO(kW(S86PH&QA_eV8svnm`%LfDrYn;*< z__E7e{J0T8ft%mlW-*uyea=T(RM|jXXnr&R%Wa&5S*Nw{ex36_vHtI*j-IqLaMn*= zeiFt=38|iVzhbmR-MxQrS?@A*%JXcUBOmqJ+w-vEkVh$Ec%L8*omi zW{z&rPx(v1ZNOPl7l!2;3EVNdGKubX~ANc}mfs<&xeh;shwHsuLZ=br2!oici)k7m}A!jtH zL_;;&V~T|9Ad^h9ajO3$8g3vr6gTwbEN3_E(8}ku8Tq+PBiZFW(Gm;=&mv8j^_~q2 zzK>)7wQC=T0!od426bQvhJ|D|qnzD|r<59Nq}5*wlVn;I%$N02zqL<$9$Z#+amc@H z%4X)7!?de_8-dKJ+ye#af!BP0fG^%Ogc;Z)oB!JRFPPBI?sl92>gDM0#gN(!fY{<# z_Lz#p)ob|Fjw2xNDFR{K>;pkPFLb%u+aiG)F`rSm%H7|0N4C>dM6gSE5OAR}a2Bm!+ExS~J z)5`d&>Q+zI#f6~uTIt`V6&cl=%AR|imP38t4qquPx1)HAO=S@sK&$V2jDs|^_|~1X zN9a!4P`pi8bU%sdZJiQjmF%#iiA!~L#Lb@TT_L3j(a*x12u90aWxS-RnG%h%FN4hD zj3*qT-6h7)Llx-JTZ9h99Vp&hZ=*Td z%B`+a6W;D)RULX720jQhN=q15RsK{qcl zwc(gbS3=v(on0J4<$hcZZ3uPz;mRGxJrpLBGaf>mmfP_>W$&I6L*XlR?!f!!m*_TJ z(w-e^Dw86UK7|0?>c;_6C)D5`by zPTc*7)c|*=%;GDQ)y=?a06EZo;`*F(45nyOFB~kEhRe;)#vw^~>C_bLlKF$3Kq5dC z(-LayLQ+3Bc7QC{{N3X<*Z&N zF$onCwHyrzZFbHBmCkLg?ELgr^LA7w?(dBla>M5kJcp;L-`P1uXe&KbaO;lR1)qpU z6EAI}EMa0=q^U>qOK>Wv_*=w0yD!Rp>R;pIf3KEZ?2eAslK+}ulcm3o{mFRB2@zaP z6!l^*<3ALOm^B3?o%>x@vN8>gYXl0}@IFr;>}8%*G~A?$=Rqo+Q&t-{^aa8UBW)%f9bW z_$rkk7~qI1(yQzs^l8m>)=Ij(R?jMlMf& z&vEUVx9TYo2Rk*?<1~MW?F0n|;5&Xc|6m8crEb5VjX2j6o-YZB{GW;|%2dfNu}gmp zOE6ga2t!5fsG}MtiQFP2dly#fJ96lni+b!`UGQuS<-#a+IOnGK1ty3C>r=n5Tk92y zXdKD)?;fxPRdx@Y;qSKhy-sQ&D=Oncy;gs5Bu=(nGbgV01UBCbjUB#Ps1IN|G$}kN zi=q4fVE0biQgh^VaQ961(41=Uc6lSq0L?Ug@YTzU!{YrH?s|5pHraDVn>vbprDY`+`QWLarw@)-v^< zc(>TNusEJLcD=vESKQP}k24(&{yzfr&MhMZd;}}H)|<$S!cn0K&5?s0z8}pP*nCYwSl@{SZ{nn+S>7ku^V@$D|g8H6&s#y>!6~e*|P_3C*9HxGs`E;-bAvEh0OKjV9NJqot zKS3JQa25Kp+aZYXxlZT7hZ+<<)gr$#w#TT(HqFkG{Ym0+owMp(Er!k~yN z=xL8t@0nSZ*cj{le~Sl{{o>LeJ(oulWE}{!sJ!m#Gq8d<;Rk=o4x+aGOPtv|PTtvb zG=5^YsVo$gf(2hBpRkci`IoWg!%!mZyRXpl_&L+LW0AVUhMit#hiyHBQ*U$8p8nqh z6S?~i<-i48lcwoA>J0F`c|t>yY4K#Rb&7#&8>Jn!n0tCSp;SK=zeTnMLKKe}SAUQ& zk`KF^(j9SuC(r(VpXbpWAfl;hBwKoMg_K{-CjFhlT{*Dt-QC7cI7i6c7$?_&ho$gey`=thzzv6 z$2b#O>M=6Rj@-(9s-qn%9<02MVsv-n@i}dj?ReVGL;ReaP?e!f-{~dAZ-|9QF}6n@Pd3(;i41nGut~RU zb8BqY&-mFM?pJyu=YFRuFt2aou%^=p&qxklH+Wsy^BtPCp0r(#TX*O=Cn8dhnYG8u z7r74a)F(Mn|Naw>pW~;vQO9hE=u{!yWw_E~6khZY@@7%TuvP-$wSEql?kf-C{D@J8 zowyJEWItq*S!MZvVrb4Lj{URo27m6khF%5P4VLUlLGC?wbRnNoi5z=bxeP0VfX)>=5qZ5u!~@MLQ_7G|JF6B-rrnu_kl6!i-^YYW?6WLgAB> zbxc)T@MwiL5IkYO=5NM3_WQ(PU0Mj5YK|n>z?=D_N2X{{b-^S~(G+J2@=%kJ6LW7D zzWYQDxZ2H7T*rsUc8$lq0n(dCxxWWkk?IVYJ)F;(+mdpd?QAOqbP^m06+B~3aiI%}eT8*py91@9%}HTiadEyJ zY>!FTccVCT*8zQrY8d;Eb%DBy@rQmD;Jdeot(TBolJk7`66k-oN#H{hZEgUyXkhj$ zbiZ-Xv)Ms9JJLxEKb(#E-3)Of&Z`*1;wB1p-?8SjByPkT-HA>%s|1gOIsSQBJG%E4 zkaYtxtdVR7Q~LWvk2hR0*+bYM!Xj3`CaoEf^ufDAy$+wwT<;XU(FVFn%T9Y@FBR)D zH`dfa?Y3WjXItn5TM{1SDPmd`JL zT$~xLFlD_t-CZ#lW4!bR&SyvTom$^Wm-#e8yik#+uTq9s_Epnd5`Wf&{0lZ7G@l4M zW*Y9;cxVWSw;Hgc8yJoXSOP^h9#daBv+?CkU_1P_XW2h9>kWnKUa2uCl#Q6Qv7vv& zI*X$s3BEN}c)HI)G+~dU^Q|qEOaHYkS4gM4^HVt2htI-EA#9rS_NQ7Qn~dzHsI*7P z3)3mCNw&KKNjH-TQr4AIp=7*6jMO{+WetcQ^@w$rDrlqQ#>Zvo`EnBJJ(;mC;KvOI zf0@`rk3MX27;n=v=s!CG#d`|nChi8J#rb^Z5#6?yB9=KVI`TyL@h{W%Ivl6=XJhXTgpQ=tG1V;H97ZB#d>x@TD%TN@S} zggbUbvr;edDif63*lr`7avC;t!5WI2k6dTuAdd9Vru6z6+XiqerSmC?i~0QEtWl8M z0aQOPY0yh&_y)J$?Qgiq|w&s!7pt_3PSKwa* zA&`bW(9o!)_7~`0)=48Wl!0ZGufuO1!nUiG+}uOfy7{zofZAmOIMmERgs!IW6l+2q za4*VDCe}#mQgw=fDZ;o}+=6ST23yh@?4wh$iOw(h)Sxs)|DNij>pHe&z38j5Ti+l} zES5R7%XciLCpM#c_PIa#@i=E5UMUg-@%g)@|>OJimA zsU`;tMuVC%Z#^X|M`!PPks}thHgKB;c<1tk@AfOf%A%2TfGd=EG6v=JvbtMl@?u zmi2%|Qj|qa^~X(t~*Ln2)N~Jyv+&VNKQOkawi$41{@)UzG^Vcy-aRAeJ^f3DN zCC`WE3ozx5P0*84%UW@5Knsr^^e%XUQ(v`fP9vE^WaPOK{;`!^ zZy&Z49t|h40jtVi|Q3 zUya=}@KkVwz~Yae6KL2b6mLS4`zSr8?_VCT-)tm$=|Jk(x0Gp2-;S==Dzfu(Ov?8c z8{KVD?y2))Qfsv{X(dLX$~B;W%*9Ds1UcVvjuPOE<@Ua748LQ39ltx>1_havONe}z zH0C9l(-Jj(GnHe4vICjl3h>!F{zUi61Pzn>dlX7Ulr~qmS&4FdL!yk9(Xc8I>dpN~ zQp15AwB4%Vqh0f1M=VYoW7|)|NI}lEM2gAW#DgQ*A|UssQ9^}Ah~=JU8yjAoOM+ke zl53pnk1LUf2NgbPX?2`S+r1AW0o}LbxNKdp=jh9JzSF7FPZW|)Z65`Wh-uI18h-MQ z%mv}u!a(09xkn3-8U)oQm?}8i4CK&&Vh`vvF?RRpkB;JWx}R@zu+IJUh*X4n);{y~DOyO|p3#Qiom~4C zs2D(qrjiPi6Q&vE?mnVpd*4iy#Y|fd4K9sD_>QrN9%i%IC-Oj>WZZAUD$ZXDF=G)Y zu8(~EU-Y{$9fw5rw0R;7ZyTx~z!`^|w&{U+^|@t01I6gAfP1w7@`9Thrag?^EQE7S zv(8HTSd}ZR_joQNrGj-<%wT>fiJAK-tKEF7s~K)ouj*dNNaBtH0=aX}&p={GAzUXxykwj;MKdHMk-o4X{$Ltd= zGMvGY9yqCxI1>!AZB7MnaHr`}y&Z0qvY#@4IG#bpD4M?OZM{*XB~TUp$eaJKUO!(8 z6q}3411BD@Ax10<+IBttk8mUT!y#OC#o%zLOV#Dlu;vsN=CwxNlOF;xNBNXY-agRg zGT4_M_)ejU7It|FRM#z()8?`1Sr0b;)lx`qWp`Gl>5l>WTwy6a3qVvH;>7fEele#x zQYf*euot69ny<5Aw|g|w#3B}@j<+4GyY)`nerEJWKO`09v?6yowtm`QNrR~&nObt8 zgttMT$Ll-j^Da%lrIyXV)}5MWI#z0*Y~kq0_QsCyZ*P50EKehpAei#@Cc;L9-l}3}a8cYpU zX7V(26YyLPzFU=Lzy@#n1-IfII1n`8Q~ZgUYQ4>*GxXElCB1*_|LlfXz!qur399ZO zDNFv2a{0&txO(&&X2?zo&Ja!3bdM3)8;ejR5Xy(Y>Oo~Z3iX+B>8bJE%XdXCN}+mV zi8*K8zHvFF-14l{!Elv(V}W~5!Mb^zQ>p*!Ge=%_L&j}Z>u6KpkN2ab9qbfosvs6e zXL9(2>bcCej$Y@4IR!qNF-5o@`T&%= zfZ`*eLP95{lnvr9a#Pmdqr`y-x|q1Hh%t8ny!e{u8OS|t4-Bdvfgsz@#Pt!Cm*U#P zt*S$`rreZY4)~3JQ86Af-UHrWI|fqN1a3T0UXz^Oczf4Z^a`t%-SjzHVps!6b?iTP zzHb%kmdMlSNaIO1Aboz?uNn;0foI$+TI9dtxrDzSz@1PSS4@4z@>##k=W1MDY@NRa zhi3TcLl4?KfoYA8_w{TV!6(p30j^`yX%a~jv$le<86`A}id7OwW0fs0JW5DU&MiHo zx^To5Bd?V`y^Wr|P3T@mP>7Lx?aqHnSdGgXljz2{@XKUg&$2B;%1toKhhofo3sx0) zr>LnnnxfBuTa|mUf|>Z|mhK+;!P?VshhU$Djnun-TZb#H68j%rG$0c57lg-Vzrn}t z)?13D`ec*eNu~PduQuxGJdv@0xJzCLzr+&Uf^_WN!a{C`n`AhA99Fq!P++P!QBCpH z^J`(^t-5p(LNEgGkeQ#5bh1EbTE!4?xnH#*B|9&YvAi-l?8i?X?K~S7dp%IPO>ZLG zIL}3k6pi>Xi`8aL`@nx8BRrd)$z}hs_Pf4U>C)D`mlNGvgl$`g*6%0wPZ}JrBs*U$ zt6wFTRuH}%u?fT7RdJ$#MNnI808)+IRMffqD42WRDo*T2Yz;LIZ8hLQCqX|stWH8* z96Y-C!;Y8OHWlka-;kHRx2iHpUGl-7+C2VZ`vY zN%7k;qj)V8C`6kI=1Pe}jjG~R?;ta(K(e$!Ft;bis$H|#36S;SGI*m>xfp0?cuCt% z*(RYzifBxuaO{PF-`}5JYt~Wv-1+{xj%Qn2buTr%{{__V4&sNZJ}LV^jpE1=AWqg0jJETyL6J@u3TVlE*Y*}`xa{9WZHi{B8S1@~H_pcFCpS-4i@4t!f zKoaVjt40Ku0>O}%Esa*^x51v;0hEK9USfKjnNQloIj; zv=1S!dRA17@#{>fyEz4rGc!fBOllxD`y91>l#^wj)+?g?{ML)`8L4uhVNka305{oN z_Kj`R))?uRLo6L;23?q8N^NqEEDPNx>> zMNA(c1J$7Xy`4F%ShF(r1cR!T^DpK?dQ)Q(m%Yoh|ZG}*P=@RR?j9BK8s_2{Wf z?q#1^_QwDdpMrAs7~J#=zz_ANmT$?_1M2CRRCG?hU%A-uyq_;BC+|dy%`ibWUp0@$ z+7|KQm$IZdFO_=O)BM5y?U;N)WCSBY-T_i=w~neW%zU+MW>6|CoG+|&cl+pzgiN$uSVkFxhXhOA>-EM!Sy(C{mFk5P%m+;ng#jxl! z_a?>0oh;~&)FGyoB?K}8bVqz8B`@#YONX7vR<78+mio;xr8n1vzyD130jwZDH=N@Y z+j0qIC?7SY|9oCV7%$w$_gk?gn4?^`w^5|m+9d-Y%Ak6TSYMO8i?inG@im;s&q(>TCWAmMZl}%9}LRc5#u>_2)rT#Cot(@fvEJ;Bq z-pf~`Hknda8E4bZ2$@tlkZ8%qXEwKHx3Rrm*!8fymOFbUMB2%tpS_*g)zG#HDZ&CC zbwq_IuJSpod%nbR#e*^sdZkb1aH6>zAT8fAgcR|a8moF>5WvYg$Re@yE?#a89=iT0 z`{k8dimoJ>0Z&_-y(k`_Pa7z&TL@KkDGK{HNc=&QDoMHwe@TNWlPNZ4Rf*2^Ci<8b zP%2S1|LxZuNsW;!0iknA7dN-%<9ca->0c&rXW@;{RVe8H5%tw!Q3qYyEGg0=-BQve z-5??@Eg>D!u*AaBB?{6luq@Kuu}g!}uplMU!jiJoBCyow^FHr;eb@E-|2K2aoHO@* z&OI}O2QkQ}=Dq;EgC3`5-tn|cbW1*2On>NmZZTpOZ3Gs&^BK@lZKe|6S@g^If6FU; z*tmuNuXjLfr32{(zm=_iUwV1dr|Yg-xk}eEiZV?oNxR4=$1t3{eUYbJz61sF&pXQg z*N5IL=d^X3x}}{RS?6{{)9JA`UikdlI#j$#C2@=`Cxw@q(6W;aQ14xaizmksLnXNr z4lyAItkdu2jNZ_!zH_AjDcrUS%zSXlbTz0=^qoK@lyhU2T5-!8kxU zK|~v-VgHGNkWGYlH)V@Q)s5MXI{4OZsT@YM+`BDW)cM_w?D(u2s({pR8gnwldFJ5$ z+ifwW@QeKXEPe3Y@1m_@rz-x%-^lBFJS%eI=ZsR_FM@>9IK^3 znCXB-5wtl8+431>0P z)%8>{mw$HrZ;QRm?hPIO__+3^cGj6k&A**!Xk`TCPW)3N?U?{G;EefVIZCX@@kgC3Xl+mM7~JoeJxbGuor&I=>7OM+#M-t^;_i&eZG1M z?@X@j+%NvIxhJ*AcY@F&$CUpaCl-46dT}?MfAjDyuHWGR0^uy&M549__4jIzO4QJ>*2P8V>YqGrF+DZC%U(O!I~ zV_y|&`kbS*QiYH0ICz5Q_n*-h?EA#B?)JruyO*>Th)lLm zF)HB$F9C1Gt*Z`7U9FlN>!mYY*#(_N^RVAIixmO`p5lJig7WX4)xMcpH)%g-0L>Y{lymYIS zvj*Y(InrXdN?NX@nb9+eGLf4wnpX&yy~~!AQqwaT5EhKegqrk_NQ$s+#GqICw+yFB z;hDAnCyDxs@8|67A`4re+V8j@_cay!aF4k#|K1fiPv{Kdy%bZhX%DHg+4L3sbVXU7 zUZG)%|7c)XL|ypOI;ADa8uwIkHgCbGF|@}vsp(zd=Y0ShF{r|UrNs9eqg{@f_}*wU zKx?_+*JUxJlEJZdq*x_!1u#7^yrW~o>M;oH{J+)+y5iq3s7sk8MFeJvm#j=q0W{-5 zd|GxQo4TClBCkQzf$<&9=eI;iHQRnyo=9(S)yw^7blA^_MOLQDZwFo5@Cx+SM_J_9 zB{Ae|p?HI6VH5khE$)RICc7N2n^3(Ri{hLE{rk+<#!D+dBi<4Q&k26sO0#2ui&44f zfgb6JXw@c%YjwV@Z>FAb1 zpD!Nv!vB9zs0z8^vuEK>QG?wB1J-D;^%ol3hHBB4EkT8a)jz}$(MA%Y`Wq`{Z;JD* z%hwBPUnH}{9O%T8e;nIeOxiJE-W-p3e{nCi&zCb0hh5&BNi@R(7x-k}G;Szuwr@ll zPu?J)$Ibjk`smTy1BHb0y(c0ShN+Z+1$cn*3y@f@tkkz1qhcd*qj4)lO97jFyh`&k z`M)#&TjhrX;MKTE88>%D(|%e2Q9!Q0T>LA2dUBdxq-Bx9-6vUXT!ciV8{Sj9K~&>w z+Mvc%m#(Ty(&yW9;nT-P8@um~w;drWs#7-PEPFvT&O8a9XV-_%U(n2&y|z~Pou#{L zL%*HHxe$&;Jr~+gTjnVmwr&$nhz<5k?aMJ`$Z~y*_ z#ohP;W&SWFgm)$%;g4k>LA^7JkGbfhvAk>ERBqfR@nT_jQ^%>_UdJvh@fE?KEI13- zTmgeHWw#dM9D8-Jt>%f8rnrxOS)aF}50Su}ySYurTP5@XV>vZQqmO)&YpJim)&76+ zlpW)=1+dfeSiSVLi{rBZFL$?uJlzDD%G@05n~n@?x?29Oc;*+BAGY;;fS06Hf$O}) z_a9vVsr8pf;DYhzo^$Ehd`)s>G)joRuE#9_zWa_`%@Vj}4}-Yf;W*qsUQ`7-;lC9voGHQNG`2g@#71Wt_^hbnwi&<7Ep$@L>W_0&dS$t0j5|pJ% zFKax!zFi{Bs4Yy@_Qgj&eGVUW!65kV8#z2CbN;_-=y+x&mOr%{7Gv$3!NsRht513| zEWZ(HQ=$`ErE)iK+25{ZItt3`)Gh0_H5#+ZC+Tqi&>+DV(GXXJ8R-oiC4~E&G&x5Nt1@Q|^#Cl4}?D`UK3_N|qt+qjI7+qwz zd0Ea)rx88hb(+QAD;-1Mrwf9kgp-$K|J?){zy3J8*iGyBbX z`^G*g9M>mOm@PoH)lz!j^5uM)e99#TslOf)3Y~lz=J*B6CRL#|DbbzKr}ag*Sadt? z8TXHdw|-41FMzJG{D|nT+g;~}-;%F*$@D&+z!2}T{M1X|Pa&%aB7K-l z&Im&*si}ocjH$&1Y<90*6}B1apDMq7W!Uiy93C_ zcRQMp@1VbIZ{^c81^8^Q+Si!pH5+G6E&5-fgJC3?iKBrPMru8R zH{+vlxeORZEu=gvL_DdG1EU&6F#O4dRv-N0+X!@{J)9e0@sFjg+vmFpk@YN@PQR|YgA$94r zZtZ1LMA5=}hw%o*WOLo*e&_nW-Bfvk`SQtOFJhCaXN&BDn&>*Am3MZ1;Mse}l4>!b zDzf{6>#;>V&pAk|>+=89>Ul-KUmJ7@F)4vSPIm#3zkB=$vPaeSwcj15)2$OJstH1! zGt{ZzK0?-`Nb}(Zezv!FmC@##ac%8hT8g`KVv&qr$b%ONUk3FKSe@7Tm*#hdv5mQ+8lM_F4T7^m-^ZtgS z6z9)Db6jyOQ0uAo1J3+F(clnAjGG7m{EVtX2j`AQ-Qb&r4w-@jvsMhUGvpdRg(d$7 zvvH=7z{m3A_mA2p1%EW%@~y3C?lVh`j3;NtS$QluyayL)6f+}g63}vxeCf8+{FW5k z(J)}M_it%I&8~IXX&OV0kR{Cvbv~%#~h_%CC~Uq&qjU#VhRObl(8_Hxr9bN9Z`0gR+YUnnFEFm{A;7#zLv) zpCg!sh~XcEaz>pkdEdwTWzLJeF#Mzl{na>*B~MJHM^cy3I+-^Aj;`shimm!KW}S|& zy2dTn>0cadV(@Jk%KtdF2PC(Wb{ceDsLa4 zzdD;UIm=ky#HVe%IstLru{S(SrENn z4+l~$R$p9Ccs2OerrZR;{+beKECS;WPF{y?SX(O`ZCmIPF571RK>wC!c}-0QU8Kee zJ@&j_8Z#2)V&nZ)AuBI_T^#6bo`v;*27qc&)!iauW? z{U=WH;Rb>OLYjtG@eIW_o)x%>(gnlUFZEhp*4df7)}yMr>l3q7;)bnf4!rMob(~7F zQvz9b46X3*hU)YgTxLcg(}`yE>)1ho9|}4DI8qf$kM2zA!2CRq4J?|DIk35#zFWA; zewA*p`3iw&gJV9+h-Gg*&m%dLDD6}_*PlN!MtR=lVn>}A+oLW>DF01{WvnwS&*OuE zyrzVXQ8vk~g;E4_ImVy%h~x>;OAp!|nzJ*1SG>j!%*r<|ggW>O^@8e`|I}h-_=aax z_od)IHs8LsU&+k@^#`M4`S+P-c%WCB1V{1FBtTZ;995VEmfq(c^@t*Y}I{^%6#dQ$tS(JETtplpIg zu)#DvXGFQupR@EE$X4~KrjUi$*yxw^A|F5=LVl5Z!bl_+;`bV5gY(hDuc{ue3-D+v zqkY7G6r109c55!tMz6w?AzVv7Gz{LtyTTduW=t=JZcI#s#6R#^erC4V~yjW@M3V?S!Kq?IcIy%D#Z}OxNte)KX39@)T;xd z4&`5edfr&fd*DIzcv`E9>^Aa}WSZz@;{2B2rRzEQMYE5x=CP6#r->7!`)8|!bTU48!Or&mj<7P0kDRJISV(k^np!pU}T8CAGiH#~bBu`er2 zfXr_y`>|jfowuZ87()WRWB<|wZ)wPv0V|ZG5?LkC z4@u(Gm{Zv`HluGZgh#kH^#+mrSwcyOJahArl~Wl%3S_oMsH{k-#~13v8!i@Y%jhWW zC7OGism*!tMz1o75jzhlN@YplFPwcszb<0U+9CU>?AY;>@Libh9Jia{LKcXsDu3`) zH~Z!ynMFZXq=}oblHr5p3EeKrXJtzeCSMpYef!D z$P<$|iLVg{GcDa>$uRas*VuX2Nz{Dfg37kd#pVU&AHJtkW8i%JWP1FEVQm)xtjwdv z2`uLKWc5%1FO;I!<`3At7M%IsX8qfj!{;|0P=@m)$LqZt;b`)E&QWP$Z6W^eL{N+K=f10k8JBDr><>TqD|}h>-Z7tU z&d7OA0_c8AYe==u*N2pkOIJFN|JAVjO3D1@!)j zsu2wPhj`77tj+E;;=fW?vi@TT=2vQ;MU{k95)#gt7%a^T#S!IKa>X$bPrVcpc;x&Z zB@;oY`6knSS64;98TDzVQO-mO5^o5Ep#v=O1OwMc)^8_*f#gYLS<;VUE1rJwrn0`y zM}BtP)4I-Rj+UDGls_`uqo-3Wl-UFWYUm#uc3%0AFT8KBPfA40wc1jhj2JY!FV9!j`$q%(9G)xCUlg{I0_?&zS3k|$4vPP(!o z_K!e^1pv!Is{G+mjGvdT!JSOZ&K&gfe9A{t?2GLq=7TZ`-uZ@kimrXxFb4v~u}3;( z1BQ%L(%P(7Y~c-`bx>yn=hcEoFu1@l}q0v#3mj~4IL=nQ!_Juy}Sk7 zg>YT1G38GFvHZH6RC6(S*BhuE=qXASlO~mbnA1CASjZboG)f#$?z+VWn=zY`bo08C z9lcN@3s+LifWfD{2gwX$wgQ{Fa^kBP=3{LW->X>YQY5VpyScLW?l^}%IpiPNzQfg9 zHtr0YEf3!zSfhfI{RRSp)xT7#RkQEaSFQ6fv<-eOd!w1Ee%kS8)A%kZDvx+trwl#R zj7wF)>Ab=Fs`7N1u7O1+)CKKnwry^Uc~lgl4$@s@?S>L)YF0$UqP*^O`9KX|&cYwd z$B(|Q{KLcz_k_|PZ^nEgPr6doJSC}ey0bFgh3(L+vl>G|kt@Y-anT*DN47k5nKyy0 z05|}wF#plQ>|Y{|->`b7d+#Wh>7px%5ltZo%=6K978y4yrEk)JAOlj9(gSv}5lmiw z$sr|ZFL$Tny2f}%en-;d^Y|`^MMn;VQM>78*=MKn)kjUS*Nz=atsh|_cK;ImHJ@5a zm{hqp8A~N#mA=G9JF`j-@B@u0J~f+Wnvf1`(T|A>`P#_Coaykc=AnI@S&FI{uJ z2GK(Eo*A6FUYmQ%WsBs1u0MO_K0EdSR4)y!Sw;j}&05X3Q&k1|qGi|5VZYYYJIrtW zJ|0;mKgvuk;6Keo8ki*j;G<7pl1Qbx&3A>e07qv8VO90OX!qt?OB047{@0nMe5x_> zk&vs@B#ii!u>MZGiqU+3!+QXp3VCh6t;)Vcf0U%mG4` z4L)p%3fh0su&Yb>0_h_Gi>|@nD|sDQz+domH0`PRv&W znH!ptzh85`!p3af9`bc^hIst5DaF&1-*{o-(qDpU5ziz>5|{HzPqiHR!bc2*ieM|9 zq7t$eHkwautj8UYo#8)wYD4;XGN^C=;Gk#5E^A6n(-XQr2(Iefs(5<|LMnw<8Z}kW zOW5b3e>0R~ z+CRhfP>^rG-Pe5mU*2IZFXu0|t}U|$p^CCPDO-#Hb&Z^xyYPNN0 z*J}5^V`HCiAxTHrLj>v;?C(ioRkHlf4*>U_Gn3}6F4ROUe;I28W=s^d=6=o<_d7+^ZLti718MxJBW1LbZ ztfR9HHm>C98YyjQt82uf=!U~#?QfY=mh)5^Lw04I}evTu^I>9GdO;1QCZ-yNwORwWwUPu5P>Xu`-~qZL?vN zN4l1&<4EO4cGWEI2q(~mj1*gb1%46|RnjY>pgC3FUj(q)!^%TF7z8{2nAX@;YqM-)a0qoKHRf*AFCWGznjP+Rh&2 z!)yUsc;761VV^_E!o_q-FWHL&6D8+7yP#QHk1>uKcQA|A6P-|}oL{-8m{Oh^Qu;Zm zpJ$gx*teYUcAhGoXd~6brHr)ylzn-A7#q}?k_m3n^`tWNu)nA5G$LJkjoQ*CEsJ6r zGEtf|=9YHpCGhiIMhYqndaOzBrAxEf#JNSSq`S>KT_L){i<6p59Lp=o=ZyrD!&hR& zfkkk&#Cas{o<_@@ECTP&Q%9!i;*UT_m*u`I>UY@1F;XKf|UeLjdrT30wMN11(PRA@0IkRf;8v+ z(RV-6<-X5iSCX2g$U+7?a@&!jz4ZvrzAS{0-ux9r(yjD;a9U2T?owl)5Nqj&cXmzwa6u zK=5M{!soSYWA)06%+sBn6TMT&CQ#QQow&M1CQ`quWO82| z?@AALhPh;3;9!y-xFIuqao4MAgythAki|p23Q(u1<27ylS+30?U+BFN@9tRe$6_YQ zip1+IGJi5MIQ1n|^H93`Z~R%kXBPbdRn>Lcl@u<nZ2D zZ7$^GXqBzR?3Z^M8OB=v@tPYR^F!C}V-(|{hPPG|2%Eg1QUqR{~q3Q0Px?qJkRsLU{ z|Fgi(=07*jktFGF!RHdsA+7t%V=w(XLmhi{R&tqU?*qaJMoDr@NIA)WD9*a=hZjDJ z8&oXk8%=x|J#Lo0_;e5K@fi7Ll*6mMtX)LXKIY>|!x@lG2{p|szAS&kodYL)t3V!d z%dzWI#`u$@X0wXlH+J|$q)=GdM&9t~@LAjFq@2R6Gx(H#{RGE1CbUw4dnY7Pojr0W z0qCcg_@e`P7y%4XX3N{$Xo#G9-elskW#(Arn5jcXELjWbb&1* zHl1M5Tdt(Xz&4@j(7S=>NZmxNk;=YCl}khhU++PXGw<=jK8D>vs2?S+j0l9)ot3_6 z%m!z1Ty`aJ4KzqzYlZ#ryU;u$5b~uOFrj`aWcdBqOXZa2#?#i=igsu&eD3d%b z^3YyQz;>Nj#k_GxSni)2{STwOJ?T^vMode4G)$a_7{q*)v|crnw552@m)cHYrGLC@ zcc-ibUi1VNo?fFtdhndn&>XeFLmZGz?P0o={RJu9R&am`OKbk6UYF=gT`CZ~&hp(b zlXCm1(4}vFzU7p6`hAA4`5*#t$WP;3T&N|lE*OV*Dn^C(wf#ww2Ri@UsDI+Fsr!A! zgERmG07{#V&J&d>L>)M~QWi)t2d|iSnM}D%Y8T2Z#@4kC6ck{Ls)*hWJ7Toc7-!A~ zvd?2RmqT?YVx!U$f?|vD1T@ADrPjHt3A;h?`@u&CANZsHI8D19OvMqYiz#`?HX|_# zW!AD%8{qlv_YZZKyNBHp2P~qf{w22jlD10jW5Sp^;zt>#I<;wH6AiCmP4lbj2Xd#K zz@O1a&+E&$AtMYZc=XHli!JoS)BZn7@0{a+N8-Pze`>!~MLB+EylXq?ebOy|e|koI z@OX&^rY_rk#PD%M7HYcvTzMT>AG=m$z&L4WS*(`@jC-5BN~%j5hTpTO9sd9d_h*ma*^t;I>uF=jQ032Gl%8FI@UM|113GTjWWJrfht)F=|dWAKs<5A6roQc|jrkX+YDfUG03SioCVD!~B zwjXzcnFVr~ng+pL>8O|+?O$s?Ru~BKE=_w=R0JtYgUK?8oC=hn*tTl-QcZQC9Mhff#p6NI%a}! z3(|E{kQ&G#rDR;bW#9moyw>=%ilgvbEOCnq8|RN$-obBc^t$S(cZg*U7<9+= z+dh79+gjOg8*9?x&bl>Q5eTNO58#?}$CzYw-XD<9FTZNrUd39)lE3wf&CeLsR6Lhn zbez5ZA`0)%as_*BF(H2{0z~pJC)e*wQCC5AMR77cU5s9-&&oGBrl{8nD<7EMQv@Y< z>0ykAQT)t#x^9JAiVOZPG$&He<)oI~7@=)Io!3f;_m?tfUu`61mGmyjOm6DX`Id;oXhCAH;;cm%p{&FB z#53YOy7zK=rP4Y{Zh8l}X4vKiSbtj?(Jz!OlA!`R(!cgy!c&(o9LOVdpO{0Qvrdps z9|D^p=N72nIjoU_lz5GXE6Ooy`7A)zXF@VD<;J?lzAn?!*SMM22tj7|}&xh@U-IwYRUlxu!j`E7G{8r=YpjWS-YKqSZ-4;IyvMkhiEUM&_ z*T=^+eM4|}FOJFV7F-J;d@RP()GdTQI)xXG0ZLatP>e0N!(?77nGF|rq?V#GdsC2j z)`cnjg;6MK-+f^U_pRau~T6v1v=0^<4+$=)Lo1Wm_3=pKi`3MJ@0?ImyR`m|<- zwAwvPX~>d?E@oF_ged3l7f9k&Mq8f#{^J)d_>Ka*;@2apY?!LJBHocj*2gtIN0_ zIE)$lxJeTcYf&_3Pru)>nw5w>YB7`d+}k^ypEJBIT5*5k*B#Zo9P-)AV(=jf)dJG| z7TJ8(rFS1Rub! zBcr%)h&|Y}duN{=68BeGKu|;8{%-`T#on40O0aFNaWGQmX;bqHG6&tguF0I#%k;R_ z^LTqBEGIq`^dVZxEK5xL{y=5*7zI@&W|+e!HnK1fi}BCNvm8fnoczCRWeg7+XsnO86zVy`gwI!X7kqG;Kkg@qtgV`5zZL-d3Q@-3 zM6Pb(qkI;*^G6V2^>sUJvVW(Hi2s^feN-6(RAaBfjbyr{R zaCn7`3O^#$jk)Iz9$1dEWu)xEztwMT>KbXgP{6ZDvN5~ zr@$4fA~M*4cXsuTKN%8oRs!L3fQjxEww@pZ{}P-anWo)D`<&(Tj4_04iWd!I7Y8X? zL54=pIzzD-_`lf*cm{}osf0fKeEil5ahVhn)pwi~uxN0*Yr!1unbIY%ZMt$mD$`5d z@k_`Ez>hQ=l5Mv&jhPZh`b+g%*+-SUHNl7PoKK4D-tB-U&8- zCKgx_*5XUklr7j$%t?gNNWtOt5MF)UCap0q7{%!n9h$8SCQq8BfP=*qfL z$d~`QlJ$sV{@8xcoH}bj=fSU#MVCp!={zL%G~dC&Ign(};);VK#%NQnu(|owl>Zu* zeC`hMrq&1GOQnk12`TY;0c7S1m4k>6T<{DNRmujq+jj@t1=Ju7ahsqAtw4cBrEvAB5Tf0ot=??aVoq_P| za@>)AwtdziSo38Og)3I`itPrEC8fip3f+9uh>+IhCaAysK?um+AF;xV6ZTAxdr zT+@;AR`UZ#;jwwEN$p$}r}}Fv&dQ{=-|t($30=p^6I)W8NNxo|5)t zF$`5{QbO{MGR@^0%HVTe{L`hpPZQvsEMGo8N|M^k8*AQLmgV=<@|PO{=#UQ`wc05#A40vPD-h50jyU zYIdVpy$cwWy!u1IN!_lyWpHi-2NSa-|H!4t*z&^~j>K zxs`;9cYRN8IX-Px-b@RPD-P(3n}6=a^A z_ZCS?iJ&Ak9XktSvb|fj%t2l}P12|H3Md{7^2+qkV1g@He}6%kz-E}j_=33EM0pQh)*nSRGKm7f*u zKXj^zxm|UzpkvC3cC^gfJtKPRXQlf{)O<@=%luQgrX3=fr!+H=q}%>G73}LZbqWHH zOau*`LlZ3{;Z4UA_DA@8r$Cdbw1f`9yjeA|AuwpP;Cj#^uq`_mg;HFWbmr~pFKru0 z5r-stZWF-rs2#8X!l_NajT=|0PR5_%SnKv^E2aONkI-Z9lQGd%KItz382M(sU zVy4u`?(+M`{l*=2M#!MtzGaNdem6lfdkPzav=bj0C2)*(WUQC&wa58;L!KeTrV9Km zOK)VKkGES89X`-Fn2#>uge1Lr--c=JQ3jM=s0-cw)yg-0~M)C8cW zPpBtN>-Fa%dNPQjUs)p*p{5(a9{VInhZ<>^x>w|e?mCDe=GG_;QlUWbC{Kl@5$#7h zT$4%O!K9?RYHRmMi|@4(2-Oi8JWLhU_SJE_>R8#rg>ivQlBf#Y@S_`ZR1)1$fxQ8M{l#!1=1;Hl1v>++r4A+_t1X1GGope%{NmJ ztNLSq(u18Z+G^a++!+6!(&7D!5Q_H4p6s*TqlDAx?<+wNKA@6y+T@JgzewJNk=kIT zBh$Rnh}K@jmBU_M!iGsGE^Vn}#`A#K=m}j*v7~JF)xtbu!FtgsuMk21ek`z)F_eVc zJMtztdUgHgSN08z09^$>E zoAh?9bw8v6dfr6UT}4^B{Z5!V{xc|)I$DM=tdK{07J2RWQR&3M_IkBS-s`02kGJV- zB}G%nfM>f?2xKzlji*BdB$PzpN8QY~Ft~@oeRW$AS%vT)PPAm1jR|PE5*9xE8Cg z-FW2c`}c3D1|uNf{(;C^hMY0=1L67|{$HI0^Vgk3i5-Lf8KQqL!-q%PIES86Pw5(> zvOQ3FY7bw;*!{Szbt6!$Kgr}+W+JQ%L)U6~i;X=$3DATrjQn-+JgYr6V|!m~g&V=F zZU#8ix8&yzYB3)syUOv(g`)GkghKkU;l4FS7GSYAYkjZpem`0>L}||*-yPs(j*&oF zlm*x(2{4y}l7DXoUrceH{4+6=V?Ln8_>zIPh&9#T@B5~7MosY-a9i&?jyyigb3~?R z*MQB^e(r#`v*+oIcEU>V-s-UG5W`4d(?QD?Zr$u^$k(+aoT2B=!$c9Hea~s3)=1fY z2XQYvc`O80XgC%3`X;$xW-R|`Q>rIXvypE57+g~=h&f}&yEVZ+C)ZIhwBFr|BYRfn z8%228-347$wZD6vNj2==dR_FJLxk0fM60O$Xi-MQs_S+(JkGzw=>W@MUfgR-&nhj? zKg04%xE<{@{f$#ggul zC~`X|9E3H0v|LRUgJvW7An`Uzg}U5DBV?bAgU{P#=Oj~So8?K*nXQwg)a|Gwpu>hy zzYgRfv!Qjincz<|D+ny`Xlk|4M~DG5f_e9^ahx~F@m{t>W4=q*l#b;$4V4{m{zx(m zA5DVZbnVIZ4=JfG;khf~L!v(K-C~3NFCf(`UU${9f=m$w4~BwdBWf(E+QHU!o)jrY zC(Q^8$KBn1O_G)1Wp-I?E83slhczlZ0u0?Rg?pYG5_1mg zy_*mYs+eczvI{Li-u3*?^%b^AKJH;OE6f;l8f!Vxt(@IezbO=kl z(cObJeT!$yZfjv|(LRgK(@eg+qa}FB3C$*VKquNL ztq!uI>+6zLU(of{Ia4S9jljo=@mGQEJ zqM>n$^*+n~jZD9%f(uUrvVCXdh4fc0g`cBVRfu{I#izSJnp;7Vza#-D4J)J<;L9@k_7Y=hLuH+BFyVu}3zQ;gf{4 z%^zR261EKn*#hNg2$c+1&ktE9oO+Q3J&b1ke6hrP7k{3xeDRv|ulrF55%j+*0dkTNznR9;!e z@_{RO>{0?LInC(Vas6&`7V`a}AP*b&Pla>dy1Y=PZ|MvRumt$V)zUR(gm#oMU$G z0yk?;L>BSD^WMZ2zeC8-Y%PvA)|-8duu_MKt5-DSDR!`rU=pHm(Ne9@?mz?y92S4M zuYqLU_(G$!K4#x?W+ktM*q9g+uvZc!7YkNO&Q5;9n_`XEe_k*6>d%Ityeink?U^6* z*eBRT!c!R{<$O1HW1#}l3xW~NSCxetrWTMN!4D#4dU;7aNSJYt;X3(rUP*r7uSB1Q z*hWioT#qIKbXbouhyi!urd@IVAFI=>hz(&5C>jA?&{} z+&xQV!RfJRh+rNz7KA(uyQ4_ySNNr%!{Y;IJ#iwro}bYdD#e*Zj!{x;{Q&us%iHL0 z{$#Z7fp0x~#G2(*uiL{TAkQ2E*}h3`Ia;$^^+;=8=H0Kd=LlLNj;PZE$40p|6&((7 zSVowOn&ABwFRWjMPMd?gcQveAuINK*^jZi-maSv6SAs&FQ&4}P(SHB_GUH4YdNuE% z{=*?ihj^L@S3dpyB-2^F1irhJUsB)QqEuHT_gi!XA0B!JR_JHr}b>D8ejUmkGRgUyt0weeEx4{OSyKjG>p*l zy(#rQ1xC}W3vvK{G!B?)YDBH(Y=XBu?S8TQhmfW2C#bxRw^DuOdNt+K>15(S$O0Hr z@SpD&O1kCe5)PQK$KkDnDoOh_KA8G6f~aWfRb+0}ry#mEDeLQoxP5rDXeurhVaoO-Q*=5EG|O|9E>^SGOIK< z{_*U%cLO}(CNN<%Ov~Ht{~c=-*Ck)bBx&?~ z_5v!aRptx_oeJTo+8CH!;G6whRNJBN1iUn7BzrDN9w}0uEtf{)f0BLKyC|Zr1j-7s z9^n9ygLzbaAML{wBbe(u8Bu@9T|&ODe=;OHO~Wj7AxCYy_I?e!T4jgMc_(k4ugkB$ zt*`fsTLJS~yZ*?YIT(ztE)5HB?exP)%EVo1pRoEYp5@Cve^bbiQTPC}z|}>FJPE}v zbztDZ-(#!o#=~(?brWUc_)Bx_9jm!?`^m;+=ErKa;`+ZG+CF+SyJ=;I8oKDf%fDJ8 z=t~hkPL(s(%?1MHJ~kaaKqGd=VX?BRC=KgD8o53VjDx@bN@F{2HUA!>(_e6=s7fjNJ`T;9mvxABPvRAM z6!!3gXyTb?dP46@-Q`tAzBsmic@{YnBb6kSX&9{0T-QiIjM4BdpW4*f>)y~k2AJ8D zZ^_)RC~S1EFD^Pd=(}XOaaRP2fBz3>$?`sFc~?2Lw3`{z-m+m=X1#CBX23v=+g;M_ z7!!06J(+m?J30lXpB~vWPj^GKml*U@QmSc^D2DparROf<4$IGo(kfs)Ft6{t!W}=S zxlmbX^rt)4>I}~W5HPXCzLr>iWkQ{^xcNsH`((9;H7Z#&W)@qn7}pjp1yb5_me(K~ znw2ftof~govy+ZiMX`cv9JKxsQ0!t-e-Cgc=AIJRah}yw9m&?_{7nXG3QcyM;{^q) zyh`|!FL=@foS(X!qMNCn(Kmsy+N|F*oBgE)8%zNa4!nVx2JPlcI#d@RqD1|C&97}T z=<|+`49EuEi!9%VY!};^!jNH$6|Q#H0P@zzm0HfQ!23E&io++`o2Z414bif|X3|P+ zqr0T!lujX9CB+Dq5Z{k?DyU>szu)?=qTl#_&T$7p*qq!4SJo>f0o={`l>NP+aiI8O zaN|HU4@B%Lwz)FHS*dVmdF4e^u_|fsXL6Hc0W2ji-jDA#anR{a{a5;)?^|whz%K9+ z%xs(jWWs3%Mp@vPa-6+p8Z<;eT=?RLTXb_Mq^)avDqNP^toN%WSi<4u{U7|yHK2z_ z0R&@eWz?IWGU`Up-=Jkrd0EW@$(fwZ|1&fM%KEFwDEj6di{xV+^Vdp3YTP|O0-gn7 zwXSW{i-y#Trku7BkXCI1(f)SPXT{=HWoO+lOKCb82+kMsO1)FMW^JvsQXmNo#yFnD z6ny`AyWp!PA&`f3R}*4SEQU?58m?_U!o4z{i*dm5-<+v!${%7}bkSvLz2l;}QPe5( zo{n7M!5X7=T^?h2@rm5D%m%Al@VG;){17Jn2vrvT8%%xedU=lxrrNydy}{etC-ANH zj=WH3bG~N%e=MDaTa?|?$4OCAr9?_VK)R$GrMsJz4(ZONq&pU*yB6tOx?`6Pmu^@> zy8G4V_x=Sl*Y|v8=FENFb0!>^N;<_Fqr8_jiaXNlnLLgjz4d0IoZ~n7)cokjhU0FH zAk)hglqQF{gDm*r2*tB3Tqt!Mr$h1OB80h5cco}=XH2+w^%Uv&a`VDx(B~PP$&xDw zJ3CfmI$Am*iiKrcgC}Y|rVSd8U^-lX%(c?)vM1rTWI&}!t?SHHEkGR&o_+TF-zoB z3og0+eXuD9J{ocNcVI5DbRqgG_+k$~PwB%DX)fhE?!TdDcie}nfHNo7oTV!y>9MNn zUAzQt)B9;@9ut_sVF^7GNLMC0{HCVX4-hYF6A&kj5LPGxU=+i?E#keOwmvF=3^j(6b4hB;}ZAY)iMeW$M*iD!AK@?7~{Ioz=I)6|vl*EAyy4+Nzy@MVGGN5=X*Pyi-hP*w4H`PzM zmD%^*WaFQ!N?I2V52z^NRa@=a3WaIToaASNP8KOlA02<3F^-PbMPz~$cN?{8!wStO$NnsR9a>JqlEx*PM6 zAJv;=Sy~`hw2Ukq*HJOKAv<@WcFIB6B>mTS#-{l<6}M`M-l&L^hOWA>-)Erirvwn0b zSW0a-Lfl1?MSF7LssAXA>@rW$HuX613m48`FZ5i#WLgm(f7=HdLV(n)dhfvvt!czt z1b=EX$6#$;nn$wpW0~92R7BYHlhaMsTLuf9lKa zY3gXSXkahl5J~)+;m_ujEM$nqq?A{n=#(-O@6?x8C7?lA9)E@)>V-ln{++$dRg zN$ofHjz!+F&01eQJ1^bm7sL~k#ZK{OiW_`lusm&5zQJFL=QzT`p#EAIv{8yd zS?OvtzDjji;8r(1YN>sT_VJ_@lns5Q+$_-{cJRSNLx19e$AigZ0OPS?2yzigZF>EOBGu4)1WHdc5@XR4bGrF~w?woN_MItXY+=YLY3 zp3a&=MVE9y&HdIlhlbato)jTGH+C`lz^ZNhQhP|ToJ>Zn`c`4;Isg`FH&IUXTLKjbAGH@I{=A3dMovAvUB>7g`nKRCtOr?&geSqtUz zjhsLro9G&|-dzW&v|%j%&$g~Zln(V}U3beP`#=#volf^`N4l~064txf&Ak$zxuY*x zr$GruN9~P;(f4IiN1fh#mkyV}yV!kWiMh?oW!58wG%l?9S-+tBv<-cgPKjNwSP>U8 zX-}@@2K1{(KaV6}^DO;?a*jag)k<_R*Rd}<9Lw@I9p!cPX@Fpn~;tYk* zfWm|?7I-_pSuT1-$uGAZZ6Lc#ZlB)z9&R5w&BE0ss2o0@wqJ!7n|(MwZPi;4y_IPOc0duXk7KCV z#I-r4Lhd|e}+()SD)bpZHeD(|a+ z`odGn+&{}4MBbR`cHpbom#!F&n6>){o?W6mLcc@TGsAMS61}9ZYn5(Qc~{%*^yhb! zwvRZdL?*Sao3d*%6H&VcuyV(D6z7NE>LTu!h9Q+%7pC#Rb#5w0YvL`Rp^ay=;9q;B z+ry+mn?IPf8QBE=CEZ-I_cx-J@(%>GTU4}8Qug6pWU-G}=)2s@T>w+pQ8(cE2vb_A zz@-4O^e;+PIqvV_4(3WydgC5Tjg+MB3Qul@{7qos3syHk5zi)j1Aylt!H2Sm5yyI? zICR}ML%Ng%hIBz$7xBr4v)@8e>7y>LoU|JUptNkWYhL<*nSKN5zo`K#xgA z(ciLRvE?&#^E`Eemvx(;>cUnW{)hekOW18oi6K z#A-^#5NbUy;~q)%aQ;?Y;`~Cf)w%9ump$M=r1CX2aNyICrfBkRhf5IqB>?WsiFkBgKBetArWnA0A}-T@*~EOu7({b>{yw2k zbPic~HfP?zpvd!K)wb_*is|5HGW*%Jr29v#_*^Ia%bChBV2G?e$EE(<6J*YfeDnNc z+4NT5t2H?U+B?Xn?v?%L(FChf`^bNwymn?s9I;JaUMff5KE#V6UOV`5<$M~qdo=9!DkPkBj?*+; zC9R%$oHc-JBu#^_)L48B_Fg?c%b~g^F(i`qtL^{JDDU+bGd#}`CvH2|xNZ@1+tp+( zcKbT`+m`9tHTc@VWjj=h1D{hqj!o>*kX^P1vn*_PuOi^NTDoA?aqgM_HJw0 z+G8TWMz0{YMMArXwLUL!LZ~~W2HG!mGrKEfGY11hErn>NN z$y0h>q3SS%xmo3G%k3$<6&{u6V;I>j!?^$@1xLR$;!7AS1nr8MNZjDTF7v)W zAq$gp%I({~XA;Hrs9M(ST2bgsd3$mX;txn+Oz;L`ot!V$X{dGZ63>zCrHm&)BL*bo zpIhapI!O<%aq~N_eL$Lt(xF55?kjpx&SbxYMr^hByZ{V+kIC>l@;@Se#KJx_hBQs6 zuTx+3XTywfz9@xj>wB!SZ@pqrQgWTRr**b|G&lFh*w+<=(9Y|6xd%9pJ$uOwDP=G? z;LSWI)g3;6pPH#_R%)@pZ%THqZB_{|Qd4&N>D;UypFSy0^u`NyL+K*>sO_WBwP@Wv z;0WJT$e$_yx)23SnaT}vy`oW62seVG70W+mv9uM4aocJmpJ@Z?bN_b4sS~pQf|*c;5Mrt@(ak;vvb+aNft)KNSJo005nPNY{Uj-kcPOi2VXj}Hjgo*SPRPtl*61^j$FU-#pBx4v_JFnl<8H2$rl*y1U zxUu2 zGQG&RRzy|NF#cm2sV(7u^JoXoSIyizj>tE4(WXulX%~m!r_NTV-U@I%)d1y)MR$CoP%p)ooGlUM|cxW}#@>iL4X0EP9PlAwAOIMyZK; zytu4F2(G@mBpEt?FD?p(XFAlp3luW>VH6s3A%;B(xhecwjA zxVRs`saGTuzmyDRCAk}Q#k);jT#-1ewxmeKVi`A+%-%G2A9=Rt^_|D?Hakpz+Lt8W zjwHmdA{jB-L}o0}t0pE?I4K#$UB=c;Vu|AK;kk)q{jNuv_Jcdo)4tu9b$ zqYmGUQ4kCEhUyxn{CG7`2mh^dcQQqS^0yAJK$*YYE0$)kiyU84wm7}C&|ic3UO6Jl zwCA>QS32;k18%<#IEq%7@cixVYi&o73ofzG?k+xV4>`hd5!0fWIRe=&OJn%~)3!UX zI&1qy=|~;f&s)ZUJ4T&WOzO=H-yY+Kk(QI0$os4_^IgI5rA3D`5uCJ8aodW-b}jo2 zGp*3@Q<1QUw!TZUFQDq5vK~^#$JhDQN9O$3D!oLqY55YgyFQ#JM^k*YV%mt$D*jjJH@ZO2}a2J_>QdJ-~u+BD5@&GVx^=WZ# zvP;G!ZV7Z8&UP%1AUt8opEPxkw(vaC5Z9Rp-=pLw6JGU{h=wHMutc4eU14id*sqbt zx*%keN~L%&bJ(056{Ouh^(#J9{x)Y5b*jPo>Xcka4q#|{+KDI?1bCCW*#~~FyUIZR({c2Q1^=~>0?mgkayQSi0SG7jhexVAV%zRdDD5SW5k)lKdK#0XiOXC5Su!nA6V?CHea~*2 z6}91$X1?4Nl~!$*_8$0(SLsk+S>%n**e3G(x$cDfgt`*0tmEdi;yWK|^5!r$PrYU% z>SC%7f!@#v^FJDtz-Ut3N&;ceoJ;04)%VhA{rw3&w-TK!z-b)ZY z;p{CNS2BWR^ke8WpuIx8@2Qm4k0f8nPbnM5)t2kZwrtlxsAQIR@Qy)Dxv3dp=9hGF zd|-v|R#PwU7@ck38iue|K;Z5#c4_OB@}zRXaJGMD|AvHRsDtr}O6x8zil2JX~3F+8qbcbs0a7M<2C zu`kM6MDox&yBHm&TK(2>g-8VE(u`N6RmWX>#JryT^;rgxALVW^$^(M`x$@Gi)U#+=+<&P?rxqLkNLSP|+m`Q>F)YH550m z#D0o=L5gjabY0iSzaFA-(`=(5Z!gpJ<2Le&@rtqe_QU$iXnc>##tu!nUzdp!wH=#q zyW9kp@a23tccO;WQSP}LKdA|?KF*8{BrePk~iWFY`q)zM7%Xu}yh=kD8rlWCJpA%al=6 zy+zKEitS9K;5H!jCdWK{_}{olvW*Mf^$A3vlh78AGbbBdeC5MkOP>emR#;n*m~j3ZzbitMd(}$n@;3M;!R?Rgb?R;3 zMV9T`j^~l-OlldAG5NT0(Q(RJF}r z`~L)=2Mf`kMXe$m9eC!%5-IRRYlbQ@7LaGtL*zTQ(HjM(O1|ErkPK^0ru~D_MMY@a zNb*D|yD_RA&5q>YP-9`hb3r%t zd!z}!rOE10X9o-U7&JMf)Iurhuj1wftkEYKam%cD+i2pg3~l!<6xin*SVemd1^mAy zkTU)|;#*Ay+!@2=!B52}aex~hf0gGX4x#>#eIC5m78n@OAN{Bw&#}y1x&@|f433)C zJVZPe`EiR&wLPv0R-@A|h_dWdpk|zD5}&dy&OT_}p@(Jk^(Qw(zw!YU5^v7$gBCfB z5k5L*0vVv7TD5<1{!1jL4EsYrXa8S&L3h-I%?Z}oIn}AO2IV}{zsV(oY|5H4 z4iUnvJB*71R-7ccq`AjAiL)HPb6F6l*#2l)va2vHty6k{ljz{CE@xbHcJFlu`X3j5 z^iGsPQAAA01+*Mow1=fFv&+^;< zd@o@$y8O_NU&x?{;=^Tt{7q-`HvMftfOlz zoz{$qv!9H5jbG!*0LQK!CSkmJb&+|<`22K9!_(xpW(`x`JEzr<&=ELiT@^CD7#qwwRHNv7p<#yf@Y|Ff(ShDnY}|^=`MO{n`QVF%n+eytIW>i_Ul|=~wWJ=sL3_u&*Hy5%#kA7@n~v|aw%Q5jTNRD zSaJh*Ah!3wdTkj=)n87x1k=hnfFx1!|BqK+xjb$fU;VAAFb-+QLUZ{(@0LT)L5I2? zB9XOEFrp-e7V_n(8O<+1G{cJ$?#n;9mDHM&ZfQ;Ii44qI+AV@FO9cyxNZ#mlmc;pZ zTazi?4CtTKrxH z?NXq}nnC*S4MJ%gNQVD|dyeut8dSIO>#s!qEDj*X)zOxSjn22V6Ro?k-)6kDy2fc| zR>Fj6q#h?6bu-E1E^+s@sCKrDh+L~l&hzF z+z2pQIaU=z$_YRdy=~&6mB!2&KYQj~HN1R>eU^G}GxN1>yi#hziT7;CE%V9~&-@|U zSab~6EdMtDyjnO*_IUaIJ<~e{RMM_!Pwq`t&~}IU(J_>`-s;HsS8%iB*oKF*^1v|v zA1e|QXwlof9+jPwV6d-#(_UpS;X|c1#cO6gbt9pda{>4o1pqZWqcyjxCu99?W z)uy|al~ExXYyBmCH1MzVv(U9RYV++QzNiXyms{-x*X6c<2`=O_4J{q>Q(F^=7pd zzF5$>VT9HA4w~CDX$1`~CC+uX_P9LbHV|*#oN;YWX1`@%0&viR$IF3yun|4>5ySQq9EACT(L|>9 z*6YVXI8U$0JZ zSBTa50t1_<b5H5ggKU=J0N;*CsRdJ{_?I zShVC3dj%y+sSB2~&k%^!-lj{#1kic~#jIHGs_)wBs>y)ahVHUEQM~QsQ=C(Y&cZG= zBnxq|&jpuFkb^%tq`j4lEZ~IK_C&GA4}2#hGtJw8vj3#*Kmedk|0Y)MCRGX1gR&rj zh}-ZSGbKSY6(u=0b-nnlwhnmeZ!Yc9o4}|GL@Yg=@=$zA@%13E#8#x^X9u*mx9lGKdQjHm=j9 z#!ZwlmpwW^)~(LiI$P*q!tH;Kb?k^iufF)Y9SOU&9Em-~tv175eDxVB+_5e%pld-` z^OjFR>BM&Xsbis5jt|&r+xd#Sv^2J{EnrLfc=`6Cu1+z^fRLm(#X3u`D445#TI?_x z-_W0#Uaf}{EQ9pOZgjTuw(P zq-qbJ;siii{Non|MZ>Om;UT7fZ$a5b)}Q1}(?&IgxrcApm^OD z7z4Ea67M;yJN=e;+Cf8oRcXx0y1d9s1CyRh+WwElN`d>!-e)Lzg8mpoilOAvn$fuL z_!Ms`k7)Uw0qyjzhdh-G82$+_rc8C(aqoSsMT)aO1;QK?jd*Z-ed~w*_0I znDlAg((?t-oawq8R42q{Af~Jdbf`CD2&)Gzzu1-B56hu{UK3>t_=D%(BR>Ns7(6R$ za<^^r9TefHw;4wgPL+$#)4;!K?>qhla%qvLOCmCZ+$k-ux-aipa4&wpkNn2AAs<;N7b>k zMrw@SP7p7cSM3kolhGU~4Y~H1qbr@K7d_8B8kt~~MH#p?uL$?-XfM3@WfWdQ&DI>d z>)3L;Fkth!kq|eeGT0LulbMsfqNP|XoEq|KcZ_}LSHQ|*V$ruf`V_C;;TO9hRZ{yt zzi;dUS{eF2M>D)nE-E~{Kzc+@^e(hx9^f>kiV)+n~Teh+K~c4BP;NXC2dw? zUyX>ZFE%fp(W-La5VGGQGO{R4zrJNvcp>kDe)kNO1cnya;c~#uK|Q0)?o1coKfi2I z{2;FQ@O9N>(uElosbP1k=r%-xW!NWNpKnXYryO<@rjfyE)6MQT$m2uMpmzp_cJZT9 zofMv{+4yz3!?_K1?PbHY_prBsf@!T2nv!<20HcbZeUQdRunMv;sMG6baNWgP3Nw0f z`OUy0o?U>^9OHP|!(KyhhL^V6?}uQk6c>XtR);fZ5%|9+*(^Ur1aDyq_ix4fjA~=$ ziLOi9!x7#uiv(4qk8G}7fP|$?yB@d}f(gK-K~i6s0XI*#zj0dEGm&Ad(d(ZKLgdV0 zC(K24vmYAI7b(eBXFdFqR*&FufuvZKceSqc0S4DyoT{+_W=ez6u6VF3PpAdY$=p&g{MCg@PJ>depb zw;91CoUj~>XR?BJ#-{o=E+Vyu&!kw+zpL(G?dPNgYo<@%8g8X_R9eUBRLe&HqTmu6 z?`F4g`g!67PG7B8XoX#uCg=>HaKC1A;a)DQp*iZ@TFh+_=nNC6OP+l#{tuBERhAx>}{E zm(j>>@6yRrLd9%CyNrZjy_s4nmV{djZ~ir3Nv6k!arbQtl90!k!BQ{J(+=v_J zejd!YEYxQSc7kM9UF6~?Any|L>z1};Yswu!Xo4~_J!e7A8o9RN?>Cv#fZcTuENw%1 zzeNclV9p8hnx}xuH1|}vak^1XnR{uZ{$eFjwWuuzN@QtkhlWn}Bn|UckHR9}-|m|Z z^fg?AOy2~1v5fP>iLlRCwZqKY44md(uL&g9O3Ry!GpT1l~uaLJUrfisF&^B~Mmk zkg@R#Ejyw{A9@}$Ka4OhdAa(F`SVC1J&L_})skhL39zC(Q;!LuWHQiCe?x`H)!zB_ z4*BBa(MhcFV!uXg{Uf43*S@Vl;DSxta`>_K!W?_rGs#C2Zlv1kYfvnCQrx4KDe&iB z2cZwB4PoQ&;p|6RHVdGj0S|q{o1XePc-q*&D5a6;@^j6rt9;An^IxVY$@A@91pI4M zx&)veZOX== zm&y<9g$8(Cv@@F$(3ic&8dRXcnb_Pi5Z)^9>YNnb8ZpuxyCzR-iX4=9k;o;+h6_S` z1{n^xJSmKul)KTX^MN_8JxhH57{9Dwmj9n_0ak`-`(6m2?R%csgx*Glz5Onim3`>v zgoSxYAwxZ~fTwy7dzf=a)OHV>Bq>B>8s)VoY1D1XJsN^G%Iggl@XTo+5l=f)gRS>^a5ayk|G19LUS+o*#Bf2f5U9p%5cSur#f*IyV%43|gZ$dOPcz zOSEHtY8}m}6tEa;`H+t$uv~{9eQ4aGW^_Cl(k(oo`i1=o`MH(`X{v-P;4b7_X~K)$ z(+h2*LP*wMe$}=sC_ZWy#YGGIkzF}Fw&x>z>p%t_YM`XP-pjGaoN1h8SpK(}$r?Ze zBdRN^YZ9{eOgS&W>m1?Z35somFz(D`Cj7d5Sd%3qy?o>NR+g?`ak!?%=%dm*M@||Y zit2M;@^L3JZU%CxQ88*lwCq&&-@*kqqQ{?yAlQsQieeKmc7x|PP`tr%#~#I;EHdfP zoL|>Cjw6vjW#a#8RG}e3QaOflR8MP5r%uEGALe;M&=GO0PkPNdVW z%J;HkhqN!3(M5zyNYt}KsBb@oVbbWb+@;1KdltEFsxG80Or3}MxS7uKgn|i`sAb&z zlQ5=d2S+WEaQ6G?ljUP?@tgV&0Y`0TVRCn(s~nP)QVN%`IAY3Md?{Ya{0Ufgfvv;I zvN2v$RVi(X+!?a}K`dR9$oFI2D5FXC>3IEbRxADbei*m$=Fc~#)u|p%+6Al!XW*3t z9$(#C{Sc=nHTvlF+{|we=0u)Z65e0WuKBgb^tumW5zJz2lEfXS%f}j!>c{3E@?1so z%|SjI3wt@~y@nd>Vt6#OCP)YECBCWljj$0jXyJQ<{v0Eg+ejsM+;-%DW9E^X>EC~D zGqWFLNPH9UBk&Z-#>@bgrGvc*r)sV z-Qp;$QQHvDB@PauT*w6-uL{>6NRVu+Mkp|(MP{xWKcL-}u8-Tk8Fu!7l|I1sJBu!} z3afwSMB<1!&0{~|9Yk7dL_8`jq#ECV{GU@ua=W3HMh9E@<_6~%>mX(O0I~7}Q&2bm}6JEy&7e4qa1M{+@=Tc116n??3LlmXp@PE|2lLdRp2}@aI=$ zSn{q0>XAhUW#+LlmGU%y5Vf>+VO2{gA@Ub&eEyPvvDjEqJW0-4@ubVfFI(wbp4Qc$!oW)Z|4|KXVXI8Ni$gTyWe?j19amQ*~NkVjFCL=K2e3=_d9squmZO@30=1& zW0Z=?JQZimCVS5HobpYkR^Apc2Pqmq8@2Ka)vY5mTPn5 z@CLydO;ukKZA-J_N2{s=L^)=}a6dsu5F9`wp_#*gqdO#wZBx*_UKyIQW5!fuMjcrMZfz} zkDx2&X`1)akO}-!FW+*p3Hl)fw{66Vx85KZ>Ljo_tk$@@%+nvfOSqNj4_h74zRMuZ zuT`Sx4a>%1TgS%oGv`Ft4AN^Qet1!5pO;`B`5%Iqnh8uH+a!xB{#z)p#CO_4Vdr7e z4)R`0)DY<;xvA`?$CQyjTf`pP@>@ryG8^BnZI?9Ih#tv~@_-6i)XPgv#>O;pAqKIl z+1Ja(KrR4=twm|qrT4a-9_B1pc^MgxCHyW2JJ*6^!Iq0Pl?IqJ#o`(Z)tk=&vn3rd#|jHv@a3K!x0M1-6_eq^J)|{Hg6HRXc_i`}nG1 zL_eAWvGXnaRN@aGd#lU@{w>$*EYGwC;QB_flcs{?^(fK>_XQToR0Xj=r1g^6sR?`| zqKRNBKH=b<;)B_zfHRMeo{YwKO$>J^rQ1^TYd9DS^dL)?t&8uz2UaN*+irbTncsBL zD|tuoKS$IM=fXaIkk*JO+s2u%=9Qaxac;$q(ROE%MBLk~Ze3+Y>rbQjWbcS94UcmY z`GeM1bQ5s5e3j#vvvJv;VqQ@&=e;OI4TN9EG^% zROYv3WY%1h@9f3JSe#U)Q|A#7zcdfSKu^^R{eLy^Uc#n*za(@{k8<{X#jLnlIwvMR ze~rVe9;wdFpAOp_pS{?e378*m`(*Uakx;$;C&HR>!P1IU9HZR4yw-lE1ca z6ZtNB(X>~BWt4Dx7t6keyq*(5yuc^vCQt4i3dVVA(f=YeIZ%gm zzpb+Bn!!bKOCF|^LQt}B#@@-HZMgG!B~Me ztv7ED)LePp=g*9v5082Uub?uWBYQiMWYyziPcR{Q0XwrNxnob+_Ejoj4!qp3-pls~ zpL8T?_DQJGP*_A*Hqe;WMWisG7t+_|I=^q7Nv~w7u9t{kR=4=EY2)IdYh2 zTHapw+?M(=|I5iB@W}_PHmxI!StWgXGiQQ9jx&5N8B46DEgwTSPf_#8-NMWa=nt2R z5E{?vrd$UM(Mc`g_&@k^4kY?8w*;@i!_NTqdjMb3!g{lCkZU(#p+w|=^?m6uT9v=E1oy?J=d{FN$ zW!P+6k7u}uOQ`r?b33OJBn0ON*0f;gpm`+a+*L0TANlZ#4qbbgwywMxmXkF2o2H6LBYv8VVlDzH5V)I5c=)5tvJ_?4#nlCk}oG*yjO zSv#hHULBpc^;V6?YWa(C8EVqfCnTli%mKm_Ds=Ep+wMZ=v+b2-rh(NVz^la>6_5Q# z!~;{R8$cmiw0R=3pes~znSnk3k+$kO6Zne5j&Zr z@Sm+noF6hHobtY`oV3-jo3^&zmjSTJb+s?{2TWFvw*R#Ruy_;@evpHE3N6BcSnorJ zXSazplu>ijqUq@H^s0E(v|m*W-0yd^lkvPX_ufHrSoh;USzVI~EQEHOh%N|m>+OW- zM9D{7fEe<4DdTVK-e5w*b)PPg9uKV0T@lrxZ~mNJF)66hydOPMAZvguWh-`F{ha_fdY)@1+g}rq` z2}%=7+2o%X@N>sakTkK{wSH?q3dW7=9^B8q%KRQyK^P8p!FOq&dgwx0{;$E76o~ei z-_<{DNcE9zeCrGg~X~o#Is& zs-$A*ZdQP0Mf*4C@6=jlTGG@#V?~$ZEwJ1u%`3z(#X!vg)<)JqNmN0r(f_%3D=rUW8RDG|(JA zrFX(Vwxc((<@N!mcgNyOtX6=LsLx}YyWbN7fXxOCs}N143`j>vnH2Cq*!{G#REWLc z#_cl=C)J%2aK}K`TXjVK^Ny57jcUM?Mi*x415?DA&G!3ggEEc=6MHN<1_7>NCRh%C z_Y0B#lC5e%hwYhN%tH5^uVgl-WK%ll>;banP;Yo61v?#5y9lc84l(DUF5}>jQ;H$a z&biTPzHDdJr@m9yZDG*Ky|b3QS_nl@U}sv7p>yk5%S};mE|8?tDY(+q)2P{|+<9Rg z`7S_63X^@C$O=#WP$y$g=tA2{`=j7};>;Z%JvFn5fF*$#7MV2a*akn37C?vh(*U~T3rjN+%5^X~mF%UQE&WO68w_x$poy4g0$vTu9i%KhLuaL!~ z37o(6KSL(QLLKp9uys@CKRmN=8?V7;s6VpJb>wlRzr!=oGiyyvvKn@DD-7m$>^!*D z1?T0I$#;anAQ2unh7Ii=c_HmsaH1!gDl&wN%S=^5q`6pJ0Xea=eIQ;>@)UQKioa#p z1xapL(guGfynP~{)U05ZSzSTbyGtAxwM4H1M-u+qR2l_b#v>k%%?Wvj$YXG}(6Y9`9eJ!S1j^14@gJ%@vcJ-VvVWOfpAn*f zT0nEW&mrU8vg$YuMYbVDiDU!xz+jM)UiYH&c$B@@jk(0$aAqwaaKpw0*>o1KjZwj4 zsnNMMErQwd4kL)GP?jg&(IT##SM47ysum5(V!-Ctcnvq-0kKoyiyV zqFOa*;mV03mu*`IYw9~DN;TrF9Wb{@lmF{E&Ra}*hnmi7)|ZK9m*~q5DZPg$xJki^ zetd!zZ?!|CSk%b+Eu~9VF1H$ia{h-!*$A7R&GSr4oUIhaEmZNZ5TuhTt!U$`%*Tsa zbh?IQ8|h`O5UiUtVUg<{;ugJ5bt}1b#`ROBDoNKVy_L;)>egVXrOHYRnd~n-N9C_T z%|EP}*I4&`&VjTSRh>G+kDp`mrWD@Rvz+HgV;9trcxs@u1S4|FV%ky}(PJ5$oKfz} zQ=h+n(_PVu`g=|hZz1Acpc>RidOiIV04N|xnQO1v+;qkcL~*uVZL(v@d3vhld| z(_Z2Vx8GfRn?H7Z)>u(HeUw`@1%Yaow%03@aWiAmOq{+9(8HP{ z(yQ6tF^9igNemUeo;+1zV;&J_zh-?Z4l6#`I|l=LQk-z>yr$X zD&qvSC>OnLe9w@l+q+6GpC_7fG-h&?g&MR5Wwz$;h4#eueVAq+8F}gMZDNCyh@=?q zkp5N@=Q6}WC1xE)Wr_EB7<=6y&`y}+-%pdD%Bv2D0h`M9MOu{!#la5|mLxq%LR4+@ zso4`u%6rdn%QV~lLU<15T}-$4rLN)e#D|P7sPnJ3{*ucw`iGA72dIkI@_I?A&8S5+ z%&=37Bhq%8=h!y=GWt_bL%@q&pg>}ikk~UVT=AQqW)3aTX@o7do3Ckf*5HrJpnrmV z>LU8oQ^1ogHj;PZpKY7abF$G|Y?JymDcx_UEOp=!T~(}IS)ond7k94}M?@LSxYy*5 zmu~%#wZ@oh)xRe3i303xWn-uO>^CjPVD+XvO1r?SdoqVfehYUdI!DGFpG88ggJH!< z^j+D{DN#HzHDpGmtxQR?h;}G}QGuO;q!YUso-!zLP_%p8MU)9HqbvD1hy8ola`~-e zp_PE3Ey0nmc$~s2M8^(c<45C?v-`DTA@}>}1b1C!TLskZVQuv6_NE)j`xU};9 zf+A!(xz=kJk(svB@vyrn!&f7QdelEGD6DfmqiH8IZ1RpwG$+S*ydk*k?Dbz@#KTTe zU}iTNy8V2yuJ#9jrU#D zqdcVpQYksY&+$|-M!}C>Ku=JueBFDp#athCkvPLoW$Eqb{-meB)D;xn{;iaJouqN3 zEM>hMrl;g!WNpd&yU#IBH6>P#MNE)W^o|GU>p0EkKcfuL>vJCq_=U?0eaCB%@j37i(n?%S8h(@&H$7*$Q+x4=WAk zW7+>6zpY>Eg|si}o!fQI(m{Tyv)YHZnaw8OP(Z5wHk(mAqyDvURF8`p%Sz_)JYDi| z>UWB2^>A-9)Tjd7=<94cJDK-%Ps@0@Sc0@3&j;Q%-fglQ1N364u+3$VM=5pXkX#~W zBFFNNSKX#^P1NkX$eXIDGOzHuk1wcgfF4ARxtWQEGN*~JwkH-P;tAMs~X=ljPJQF_o^k@t?u}Qpo{UZa-U-+ z1B+;>emLYwE1vT^is*7XiYTf8y`ozES@K~Xp+=z(I>iZrE@hfph3lwpW?+C`tg6Nh zs(l%K(-(OF$^=18T^cI2XOL>oe;(f4z!5Z|0kyKM6f5U`zLCh{3O{0)&k!MaW4%*X z*GvfVOXYQ~rW`E~ah}^=tWs;-jh6aOS{K4)omC@#>~u0pi0Sg{l&|N zxpd9tC|B$NdXn6-TbQCwb`6WOq<_`$?&VMV7vnj@(F^FM)Lo48p6m|}&DY$jDX(4q zA+n;sJhw6f(JzwI5v~I{=QB}mz!KHN;O@^=-X@8pm?^~y-0lJTChm=?81~T*=tuFM zO7(5J6w&V;q`I??Z#dIVMK?e%R@IXC`Ipx-jmX!$Y%=W_<>&Vvo(s>S0iSt`)+f_9 zS4Z?F(?*EutnD4jVTIh@KPtdZ^Ud!s&h>dW)w#e8CYtJo+dCm3{PF&(1Oxn5=>9{e zA|D=a!;@an+g)n0D?}BbKjod%vYbiLRmnT6Yun}(+?`a3(Fmo<>fk@{JNNizHA4pI z{;I%0rf1oI6qu%ROc9v;AUofJLT*)cCK;w0~|C$A)Dq8BcA7$vN4? z=#Wm(RXzv#g_y#Ni@imeTY0IF9Yh24qO|z({Ezi=&(1Bfm48We(=%`7O&S}b8=x1X z>iR{G+92@F51_}%^BpA5Kh3wf^SE62ZxvMM=J|g2XD-jR$2X7}e8b^|oGWqavG*;( zUzW=wqm%XIW7zDTCO@pe1BsU8Mm_t!6_6+7YEYvfRg>#I&fCpnQFWF{Nj=*aOcQeo8;_+YE_JLyU`2i z<>drV^PcQmTi{-VYU-Es8HoN|Si0s_1)?+D5&FI%7vNs)&9}tT8jSPQqNn-x-xb|l zs{wl9yJi=vS6a(kMH-vm39GwIe$&7hJC4=>J-pP2k+S{t99_iy`5vM=Pnf;iH~)Bd zF19F^<_s@7%K~}86>|AI*9n1dFZ82Il3x7*&Y;k{h>`++y?sdL_2lwz6Xsvs}}9>`4(^H;s~xp8ZykAjr}T@ zJF1fzqPDkN5v;Imz@>~)i~lPxaBMF6>3Aw~uly?~zWE*U;R}BGc|29*JC9<9xZ-7c z=OJ)i!RdGp(D(A8YNILal^|1o&hG^DrwSo9X#&;N0GzAl<4XF{gGQ>Taehd32&Zv5 z{Z*xU(x#Y4r2DAL-R0Z6vQBrDn~EB1QQX5>(F^ER)U0QOF#MZG!gddIG%8Uz@)R2a zj-%Pcc+Lp3jRsZK#;$W0^*tY=9gU}!YDFvpdN;=UjtAP!G|n-jjtW38$8jpn-Ezho z7U{6Cb7ay`xx1_6x70RcFhDORwP(54BaPdSmDI?Sh*D8XV8mA{ZMRoHMI^`e&KiQ>l@E;z?XGHaELV$lI_K%=w}Mj_ z77ESN0euqZS@j8jrO1rOdR2U>khEX}e8tNYn+wig;z#DQfLVOXO|+woTS?=ozzICA zre!vZ^xnt%dv7Wh>t<#2p zc<$So$jMSPL+8aLSIJd_r}oK9dRqq07k3QUO@*AqB}P*f${3>D;8URRNz7{qJ0{ls1wQA z0XIN5Kreh%6MU`rJ=YY~n=)3|MXD0Q-%tHcyKvfvZ9J{|9zKYEHH%!A>79_ls}eau zj$AAP`XRjJt3P|>ob)w=jtW5Us$y{9n^rBZ)F7bAt z|Hq58-jDN_TB&R{c=1)*;jePShvDTEMEl3H2v*{TvS*CbOZFlS1l%a^S8eV#SGAk zT6NW>{heti`XcTN6Ne*_M!X>BDwWMVKuUoqpl@T3DcQ^qCvmm!G}bjdz8`>|sG4>#M{^2&$KFX4N6Q=;zGdWld!i0D2GJlP9rEtzq$~H}eFXzj0Metwk|F4;Qs& zFq^zK?fU(?Rs~t}@80a{-8u9PWz@&K$y7G@7P;?YU=BeV6KKZ_wYw$4&`W5=q&<4)fojFbM)-g&@BQGIRrNhJxr_ofs9MNoz zVV+kfBPH1La$`-Pn?T=N5-2N?TSdJgAs+&L61|I2peIUtU&5Qrms9mOuX2=nM6hA6 zD9bTW(l0T}TUQwl;|*ViRi`Y|PY#TLZSIvMnErNy{Jc!3T<+irmItO|?k;)Gm1uj?XE$JFMkU`$Ws|ob{JmYe*rjA95 zk63};N9}Ku{D_i@N8Db0e~ql-%eJ4%1bPwU>^H68_Q2E}ZD(hV${W4JS-to2`|8V% zXW7ShC0BE^*p<0o{r?eubn}Kg-~LK2qmDy;jRIdpXcFgmS-V&`rczDyKht~0pRm78 zEJiksxKDC;cc*Mngf4bPiPaHY5MsUUhQR9dEIIr8ct5>eojfBD0;?oNZh4NA0LrS9 zU+J0WiTK?DeI?I@Aqu_`?E*bcJ?|<;F^qFHFvjI6&_~JDDXvx9MA}J;&6BvaREojNxX{T%;kG7kptkg-6Q0~mPDg1?6?xQ7c7aMb{ zFQAeM^t@=vO?qsoUJl8e`4XHGy8lB&l`Xrylrr zF1bQ_Fg}nRZJTWDX?yvN<>aw1^Y(?EnCqldOv$)}NUSaS!)ukpWm=2JAx!09iLrS>YsM?(wjbl$Ytw}5)z>eHkquLg=)=#F z1;G-%KXps=Y+VJlo6NmXOL934=nIwn% z8_pq3?WLa_y|dIR%IN#*%i8}W_i>KeM^cHlk6K(B5R^`ND92O!MkW_AQRDF@S)^lw zjxR)tKu@L(AG#C$HlTBSrX?fE*8{V-i}xmOW>azmby8-Mv8UDnyS(>KsSKIcH+(BGQ77$ZmjMmcpQ zyHz%oSG~Y_fAa`+tf7<|%FPec+&vp`h6g@)9nBrnz z?sMhRCVrq}j<2f3>9X^g4%IsxU5FhIWn`zHk^nz5=rB|(2C#~q43jJQ2+v5aWY$GR zPSMX61tf8;65U}@oeKh2;*@9g6fLkVe@ zPV}MNDHFe1Zt)-uNfp$a`|+jv$UcSo{ABg^vPE3V=}&mqYAbS@FSKT6nMMB+-S=}a zAGk?!Rxs3U8=-2ZjGVp)0<9=R?qBml4E6^~t_@dP3_h_}i_2YSa<-hbiS+S)+k{Ug z+%wzt(~?6aE6^|W3G~-BLM58H%!PYd={~s~a{UhqVM&WhpvS3IRFo~bLC@qzN!|Hs zK~Hl$HT3g1_2e|S<;I7wi1(09ogn=QFL{)L4EL@c5WZf9m z&~jaSv`$dQsV0u(2}!}_>Ob$ht8Q`GtoVMsBKw!O%{76ZfA*E7{Wq|E{S67UP_?^z z1$`Z_N@niuL`)4H4LqH6expT>uWYB$|4H{)R|R?TD+2Esr(Rn&hc?t!ed(JVKe3EE zYKI!j_l$s%65_Qf-mBte)st1q=x0vJ^e+-ZUQ?1rq%*l&W7hZXj>|=|2H)v^ddnJA zrn{`rz>te2nOsT14S2tGw z=&!MMiu?JC_5XMDbWWnKoAIhB1o{karmA(cNakp-bM0gVJ&Npe%W80&&1E4(L=va) zh3g>Bl_-hKHH>7g_fBf8<1-EAh7nE@)K?}1gv>u0${OzRimIIB6X@^BDJ>3xelPkh$)5qI0P4J&>1ZkcXSb!vAVW1B^kr{ zv}*B~Pwee-L$gigt`gk9cZ_>L$Z_Tt>B)@ds}Nd#Iy+P?*QwV`tkt_7Xd+t%Y z)g@$>xZnP_TEpSq&s%$KcDtN`lHFA9Y#II67s0koOeL8sIKB8a5TSV?4@oYBOQ5H4 zh^)-_Op=3pn|kg^dQK1Uw!DM-@*_@Ri28G%5c0Q{UcZ)&vK|GGSd%1)@t7>vGPloc zm(6`aA~e`#Zp-Jg#E0hbNi}tSOWn)~ZKJXk#H(-jaRtoQKm?L8T$;_=*XKcvNcjm- zW&%C`I8*X71O4k?`h^_td#UYZ_R+Pxl;cMDf^dbTVCE^8m1 zi`bO2;EUJ2ydX(mF9$h#i$`}+J5 zvQm9GOUmp5wSae+CNJYnd4h#s3h)c`-&IQ{(2JR>a;m#)SUW|Xs7s!S15OESaChd( z-=u313iS5e88R$T8E$aJZ-$)v^9!(|5>GXbP&2(wjr=w>_0uH^s)cDqCfSusS@rTu zE;EUSQ8aGQK|I4ISE6r~*}rU$t(8?|rgsbU7mMk{^Eq;Y2hwtnpI7Gu4aSf22`e;= zo?Xa(7|*R5B-XO7NXsVXYf!5f=I3=7Ps?fDkxinXQ9@_B5@i|J2ZZo4iSSv>-lNQt z&{`{JFVm{cFGNV8c)2Bm<-9Zt(H?pRwqvf;->Uc=lX328{gn)t^)6Xbb@lUY1wG%i zkwd*XaK3e#oX$F75a`MJl=I|-JDC7pl6$B4HP-GY9RQo*j!N%G8 z?n}PJa+!BNP5w}`!1o-(vl88t+)rC5d%xC=QgO^4-&tQ8V!V9&AsRW`dLvdD`BjIi z=f5fce*^zXN>>g!DR;5N@_gBz_qj^7Ud{EzlGRrZ;c{8Ufn1o)CY`LB`BDDCY+cg= zHc5LVC;=(m_aFK!Ox zUP<4dRmQ9Fb;{#mUG8;>?HUqW6^onngd6uX-JKA~--?QJLamt$)MGO56Xgud;Wrtq zx4B3Lq*53}dXj|6?t~MIqjYZEh%AYInud$4h^$V8?FvCHyM|i(f?|(Oe+G}b8`(os zh3;~$&n~o)kE0t8Xuut!KSftwk+3+T7|vE5r0-fCBfI+rB#@!lbxcU?Iu|GA(1mqwu7RO1Rp$}t(HCsMw| z``A8mkaiyuIn-9r^Wa2{wc7&|I$z5ol@Ds!doR!v^h9oPt==5Dr27R~!ySno*A!4Ei=o7LMMk|f;__^hq6DNji%Uy@BCC((mvB%jy25`Kfk z`D=RTDQc;iR^fjd|D8Vlm)h*sz-R3#&?|DDMx}rBjiDlu#L-cs=o)=OD1ly0J>5wN zy-;$wV~7d)S{fmrc0=aw_TNt9BVFlied4yjHH8-FPG*XOrI6OD_D4#EBxk$#COpeZ zHyrDE*{pGXDJvEAPvB|I5U1+S*kv{6~t8|~AaX}c?tP*7khkK@P37xH38O0zUZVRkJ zX2^_>QOouRRB6J!0SQ!`0^P}koDy;hEKXNfLQ-48KGBBf3NZQA+Fl0YBM zWwceBZZ0orfJF8tx!e!1zZ>xEPQGNQewTNfEH5|udw0s~+Pw%S>-2!cA}liJ+Yq?~QlgFbrJ>`RaE&nWklM^P;3)U*CNkVQ4NV;{BW!-WV z=&Ko6B#A7YQDSMJS1;${koNilUUIXRWYI_C$G@BX@sh* zKK)r>3VD%iLkl;KQ2ZW#M|F;4vf7a|X>pv!mWsYp=4l%L>uZea!hMp&TXGQSN6VtD z(lwosLk};fQT#VIX>#Rk-(FUC_=}#&R$ir*zAY}qv||mf()ilL*C)zKwl~x$d9Uo% zj$8zK8QGtg^(;5>9cQV&vVVG#?qrzmd>f-=cM20>$uH0s@?@TStV<7BeuQK7A~@Y| zCk-qc0$Y(L=8|y7!AYRB)!U$XX)&B?Eu%*IgZq6O^?muP#uPQ$Cv~N#Yv3$PW^ji( zoXXqkVjCFC<%QnvkrU4B{41X6Th7@Q>(B^0$r@l^3rKWlIR2bteKY2*ctR~PQu4be z$)UcL2Q`RPkNVu_Ia5`R>#S_S;-+zP4jcKx$^YbRWDfk3Wz};UxO;jbK^MxJRth=D zHIr<4UhQko6|st(!KWJDLyZzgGEx?Om*m#H1(qod>BWoOt&uC-Th9FgeWDyK6X?0) zYz2San-*Lp=efJ@_`==^^msYZH>o{t)8`LTt4j_!>9ZnW3;XZk&NdEAXHM1VT(A?F z9pp_+qpw6mW>$fCiGY^6v;K^c)E>o$?w*gA)uzkjtB#J6h;{s#XA8Z8nJgjnq9nsR z@@a~$ys!E@X0MXJ)#7^o(x;rFXPp`NDoNs}6W8#T#Ns$vgHQDYKbI$0CEs?+1bV^f zBA;MWV3KTugmLGfp0Zn@FXM(>qOKQ&w)`A;M(GTYb&lVo=k`}iJ<;czbe9*tB`{6! zjQZ`KpKr)Tpx5Fdcgk|P z?!I;o6M~oP&NEo4>nqI8#d1D@{-2&ov}CACqAOQwOt_8Pxk`R%#B!L1)D8K}jCd5o z0`palKtHt@uC5vvscSf!)~0iOKHt+wRsK9@W}8i_$Z;A_H)~-0R(~tnsfBnqkD zF}W#3&@RI$YSQTDPCI1;HY>j=8I@%~50C@6B0>auBCWWE7c^K^i(z^0IMyxX$ZzmA z_=S=&#lyLBn0LBP+!r~_i94I;`pH^mxYqZ3T8Dgci4x0B_Un~$VdD324UUuB&@JTq z&SZ}3)cvX}sa(K1JXzo9Y;wLk?1DL1p!YI?o+l|9rH9GwP7iFOeP6Cmoxn)EcLKe< zoc8hV=J^jL+d{Re`dk}uuvbZhXFnj(lE>W%%gJh$1v@-(G4JtIi2WlC)OH_XsJx~% za>CEZ=Z=mP3H{Gpx%rMHePJg;9+ktsNo8XZmhEco7w^>yS!bSBO&qhwL`7AO<_<}X zu`E%)y)&2OS|-r#KX zDbV|?f2`%!T>Sb}Zcx8|K4>&^PKSTyK8p<+OG6)jIe|}f?dfXe--I}NQ(ty+RgMBZ zMT+cKS;TGpkjuSyk>c6tj$mC1v3t0zp2U1_>2auUA4F;Qop0kiS);%7%*XRubO?0E zTyFDL?0OW#)iu(f{*OD;_G*a4CZRb}_i?o(bKD-L>qhtV*JhciW<`3HP7($G>7Iv+ z<#fJb#K~#-$Th!NXVEX$5Ru>xf{`K6GjrbFz$m%u7GNY!(qVKqiM~!l^kKz(9oO@x zE25V1Tn=(2(M^Sv<>n0tgr3Px5-(`naMo&Wp+bmcF*$7>yE;$Us(=y&-ZpLl?-|7P{){0Q`Y zdCavcPRP}qm+V9!gtT>AAHl6ixJ1bQR-y6R=8WMEDq zPj6;ZU^;VVi1f_0xhfZdet_08fBd!1p@F!DzV-I?HRYTK+K@&R`yHc|w-vtr~plc(i#z>Rjw>UoU` zL{QJN7oQh<)Qa0RIAyqTS?|a}=B9A6yA{_dKXGvmTLTm2g3Qw$d{}_hz<4<>0|K8s ztiXaGg^O6E5$i+MW4MF1nLsZL6*-lky;wEQ!MU5=q(*xq(D#+JTkQ6g5jncL&FSy1 zNlX&t)S5S;q4=e06UnN~rqarW$ zWS#bAhm#XOqI!Ns>C}T6^vw5odN{uX!s1<@!%j4363rRI z67!hYINi;!kdr{)&abMooN|gg(dh@sO8Eu)p?u|Pt7Yo(Ic0Xb)eBAcYlx()xeN3& z-6KEFw8-VT?7?%=h0b#qIX@^wg2_~_RNY0RK!4oZy1z)aI4T7CrINlo0-a$@A)@*g zoDTfqe&gSqkq=v~9qnSy7%6Eutta!tY#IjBX=)t>3wtjGO;Oj2(vR>EE` z;V$*XMZTjavl+|@8e*P_fHUZoIf|!b3eO0n7BMns>Sy`Z&%fr}Vh_FYc)%_AS#~Qm zhXL$f_bQ!mU$06aCFS4@9?1C`!n@|M!XAnQj^+J8h@giHEVAQh>Sl;NN{&akk4yLk z`b;@l*KmbdoIFb}?q;0E*zI0C=_x#`XWmh+_@Y7y^fbBbv)m&YOL93r)BC%OCreLK(T zQ>=gGRjyEZ&<)ME(+eRxg(os;`}{>bXuM zUfGbf;G8Bu-#6Wz!i9QQx*KWbx*UaV4~h6KuEKdN#2A{hKz9NH-s|pO+r@Xf-mU3|rvIczbn$p`MfjC8pUHx=o3 zCrQHn=zjYTa=0Tox42)RFOicw!>mm{$_!bg>2giCdUcmBY5W2G0;}K!7wD}S5b#m{ zpmUB#B92$9+Tu>7Tpwb>>nO&%?fHu$%HonpOMTCKYRgp%JW-Un9`~Ev`PiT)r%OcL zN81ATcE3PRXQA4a^{@Q&z-f|XOTBIGnGtF};%2qiq8I2+U${?VCvzS67rF<9NN&R< z9*`vs7S7eUQdhYvuyTA&&@}Dwyv8F1h%leZZSH4fsOR4pa;oe?zEoe$D+OY10zIo8 zZqs)>t}*iv4xp*p_3o(b&Tg8T66w3YzlrX9Tfl0ap5yXjLtWjQ^4A`4_x$ExpeIUy zy%ngzPeNu&+3knzr}p5yZfPN+UN{1Mf(djJ=%J|3E$+2#mP1=7WF@!blx(q3yQ;Zw z3b=o@aun!Kg;AjIkX%~jo|m&?rFcqu(5dDO{bWAh`ZiJ*zd(<3BbdI&+v=mq7=9|q z0h#AoiXXYSM6zpV3G|^kIL&2fAJ{m!oe%R!zFAO`<<4b>oq3BRB6?qiU!bp&Ro`w_ zJ>MlGTS7r6Z}_Odo}PjV^b6#~Z+HEGQMu$W@5yTSTPK7(WquUj6`4SfQyXp~-((c0 z6=3H`YzlNIapKv0DiO7RA&xlt1^O=QeS6UZ9smB9fB-FOfu0~~J1X#f^Lfx09lo-D zGbO}!bth)}Snr6};GknxSEvVHQUD>C#Ibzj9hs_`ZMw`^-+z>;w8?WCEjNMgMZGeLFTHQ3~`_4&fR3O=kxZubDv4Sv)n8 zG=GgdXj!N%%)tWP%HEU=dHCDHBG8>R+JOP<=qQ8TC!Je!4{wK*g_YDQvi8`F()*JF zy}ddQ$xakxGRIj8xLbFY;f8>`Fk6b_B)UsI3=XkaR}g_7$ALWMC6L_Ziu5IV^%Q>K zBVBP1eSY?F^mM)qSfn2c9s4|IfnJ8203|^Z`l*2W|br1fPun(s|Ut$8?N(q;L)pts6 z1-%tFs;}Khn<5opjwA3t&MD$@9;eZy7^e}c%dsEDI*FB!Il0&qtOX17M$aIGX;N})c%1bWexow8>Cghik` zGVV%^Xqjv13pvi~7bozRT0pCi{rVpM4qVG`8igwdTFfClDM??@m@H@MGq$;#xL?U8 zhEo`z&$}QW!ANrx=#HT4z=M+7E3=IP8En;kjMVQ=$QDWcGA0Mq(su<+C7K_Bo}&7j z6S#&yc|uk%r!r7~9^wI&TSCOSGuWLK&-8W0>?sTIF zUmBu=)s}sk3Os{#SUvg&Swdf-zMlHn2P&XbxF==1A*srD|_Sa)W~V<3r~$GE^1F5>Ax=*MKq z!DqRtz~kb9lBnxk-}`5^x;UT5P*3;#j?_io$Lw+!=#Gu4qaOPPziMn;CLextKnrEo z?^-@}r|fo*Th|3rnTAWCKj`Hr9~Q<)E+)`RkwEXo^f0WTC(wjz^?CnjAimzs*qGUY zn|ethKBG&B8Q4>F<&PC0aX@))af2mn;$D4Y_yqb^)#GbCE|U?uJkA(N!bK|oGFJxd zm0VtHCH&l8UY1)FNA!`*7FjvM!W$Ppx-L)3Qn+z^`}+2wp=8U4Sw#JgXh&sAMK zt=?w#GVd~o54@mJnHK3Q&gD?mUcu9>RnX|TFz`9g<>-he%5#_+@D)xD`KqE3=xJQ8 zdwWwoBxNr?B^CsF8P)g@zU4H@z`{>u_yzh7*~|gfyYf|@RX%wc7o;94lWl zTmro_wsV$Srv);rFOer+ z&-;0Gc|zYx%I0T`%1fX-V^AtJX~&hS-%q4g{$rcU4p)Y!>u=vlA?-d^d#$WoI0gCx zCeTfw2eUg5`X+vmXf7Jk=%>MIy&Cfl-lI*xH7m;%fmpx0Bw|m?HmoM;b&oS#h9JLA zZjz+@D0LzyRl?C>2+Xuwpl{T5oh7rhU&zv2zj;R2u~B7<+~im3p5tq+gu67Oy@+G)Rd=qor786>a z_YUlo`bJJ&sIC9WG?wG@0;Bm{J?4l41p(Zb*IZX>mD=ZlA*I$``c0>7&m%$Z+|3e3 zpKG+bTy3X#V!!(Z`mglW^)@w|nWsfMNbP5Gz^B;dCJ=g34sS)(W?}N6SCYHGHjo_k zjvQZ=tTvN*tZWebhwN8H5yich9PsDmt#sHcd7hPKZ31UTtvs(FA8Rnragrp`-dH)m zK;I%^)X4f+p2hKCu4b&pnT$Y~&zb6Zoh2>XxJNw0BhVXjd*F=r4*uX`*JgKN059gS zT|G`C%MD)cnSbe_J{3oOK2xiyT8K8YKO@~W^bLIAQzp&yX)kGv&kuPE^vvr{mTYb* zzp)F)X%u{rcQuw~1XR%&-^kUQDPa}p{k+jByaN4FOS4v51o}yGkhTXp;k+VCo>U>Q zIn5b_hXow_6b|M?{rnTR(>aM4Dg-r})-pN6b3X89&-ATj zU`W?+C!qO z?|pjCZ}O2`kIB3$H@aNDzqt)RxmzKZNp9^EqIEQ5IPd7cNkP*-?d1r)$;`#-jnPvjL z7MIrkL5it4&+u&D>8vT!tK@@CB*x<4LMaq`h85`Mh!z_b#?Q3LQOm& zAOb4uw|&+4A6Cc9@Ak@MPLZM7$Q(HdwTnD*aGW~G1HNdrH|G(I!7tFCEx;yyqv)y1 z*0$V@vZ}T8Sx&&Pzcels#~Qj{pifl2 zm_X0lA~n*}TNrRmw@8TJq@QGtw}lhvRRjCzw)0Vr>HgAWdA@T+{L&n^jkjiy+w#7a z5GZ*3i!y2p_sWgCKgYvysq$m;<5wihG7oo!)7xsrg`%R@J2DW=UKEWjJ2rNj&OI$q>Hh~WH80S5!*J-Ji z^rA+F6LZ3!4F5=e;4@n|I>IB?_SZ>60s-ev#sSO(0g)A zwwzGGlWvFdp*yy(QM*4l+Zek`%Hya4Okw9wpeJ!AqXYLlhIV_orzd|x)&zP9aG1Kp z`ama{kjDyo2cGwWzichC6I7{O&lG+8kMx#Hm*CFDy(|~-S_$wuyBHuhD%g$QPs9CIcQ@7HIXKwY$uYQH4p@R4@NJSlWu}C9cItBxBXqZ8 z>Elb0*;*|&bF`TgBDQaw9F0+Gw_So-PHnl8-|Ew<>8DA&;jX@4T&Vohdn3?)G=ZKE z8&FRYU~WL3r}KxNT79pr@2x<8iz9P*jg!)GhAT(DmRp>=K%b;fDX6oYObho^?|rU+ zl9SjtBVX+!g^uom#Ab#`!WPzJdW;47giS?S953tAJUo}Y?OZMO_qTaLG9@Qr)|8`Z zoKHbv0==NL<`IeSjKEs|_k33lRVT&x^ z0&f~IYm9Zq$8!pqsx)VTo}hmZ3e@%w(rw|2XJZ1rgsGv1*OSY+OoQo3Ayz{CH0MDt z7}Yj)uA*_0666S7$#BLolK0i6-{5r(^Ow6b-SO%+-FZq~?puj+=eMtFsJxSt)%^2& zj=YRJr}(di=3C@`hJ!>6`tSNo-!XZ}4-@Dn(D$A?>a)|mKrp{@lLo_hpBvQQm$x(g z_tjFv^M4v3f0KLm7SD03hP%VuZENwai(6NH#MuhATs`@Mh=|c$e5A+%J*ifz>m{S>F|`&PLgnX_v!mS~1XV@sl~OfX-~H z#`9NsMXqwo9L9A=mfk6^rEy$cun5E;??ix|+nMz)fvuK%obiJ*g)d-j_G| zg3owQL)URW10ScRd6~N02m0+t`qrLu*7CmsmEx}2{318;>ad+$bk5a&>B~TUU>>hG zfo=kQ?>W{z(VP_#qQ7L2-+ipB0cCgA(?`R6Ee*Iu=6j(A$S)A$j=M^8VKyB9P|sa2<`IOmrS4+gfj98KJ`NCP0^UV zZ?;$5>Wh^0N)AVu3QMv)+4sG?4O2DNy^v=Z#QL(US>Yr{%E$jB$73w{nVx9N;K1I2 zFEv86(C2-jejk@_OOvxeAM8&4HOckvyYWeoK+haw*SmH7nYZyhXAkOZ?%88{F=v6E z=>dM>>apcgPI;ZPPo|_Y`{iB+@7=k9oShmsJ`$X2^C&`H}&A z004jhNklwpNi}`sP0|Ts^|aeIcS=xa?zBpjv(Z;}_(eLp z0likp3LfCLNoV7F8g=x#Pc^1A*`uAF&m)1Pe0AMf?^SX~8WqcPYwsq6%Peom{Y%2g zZ5ryj!1TS7v3j6f9F}XvM7s*ru5( zALng;mbkB%i}l-|VT|U6e60#s<|a4j(kl5s9(IXSKe@< zk|oTvUcL1OzCpSaJD zK(EiWf#>~uo>SHbsHVRyL~88vyzGVi{9Qh0)hOvJDO@OjbvPgB&kOX6787v1H{Z2G zZq^AAezkFGPB-zV9>lTv4B=8Zk~KI_4b;mzM&_Ai-2}P`^t~fN?%l}1Sf5Z>i$38`jsQ4?HgQ$x}n)}9_%<04{?%LfHt}Z}W z%kaz3Mm!<+;WsXm+ngx3`X1S^#e78fTn6C;J=tmj`F^0>pVe$(kX)PiY<4%1UXn}O z`B9d!v7UIU+Q_4f<3YI@h%3?Ffu&Z^#wQUR#9|=uYPGAKjf8kL0labBsh>rdKjO zL|lX24s?503e1?oO8cz&s%Ei&!}(bC$5H*8+w*Inb0Y!o_p5JVD6<3Z)Pp-c!bMCCxrZOCi*yZ|M=Pg})}u(jsf-4m zta-p?yq@R!jtO)V=zB*ZH_2RP1kQT)2&^y$%bIiD6{F1Zo*bv-FkMS6UXUAmoxag8 z(<;!7mo(rxGwM6k&L{J-hVN!E791`~7IU!V`F6PrP6C!ly8C3ciHG@CcKl_@i&y11 z59a}QDl>na&os6&gKI)geYTX`9;5O$&*{^j)PG;$W;bAuvz7i#ediB+EtljOp3@Sl|Yopei;=rl7{wIx&ex;_<7_nyMWrF)(^$kmgr(S(j^=a4mIq2K>-Smnz0OdtS1CF#~#0LAM*E!&dT(; z5$tRgnS&>~(~ia^@THg+4JSmbD@Vn$d5>23ar?e-!7jk(?^b_2pmg(+zw!J@rX;Ht z8x(!x`Lc0ajJB^R{Q*Uc02an8H{5}8B6?Oa?s+r;YW^)F2Y~|EF4;*h2EJosCf{HO zj!&iuaruIpU^;AnuxQfY5e^@#MNh4Fe7n>A^eIiKiZSU9|L}yByLTp_ZCA&K>fo+j zZ;E_x{QPV8W?;2Ot?`3i6^egQq7Ea{1IqR;DPQrsc6ot2Jf8WR*BuwDgyU1pOa5_} zdB^Bi*%;i=t+H@mGkElk zxev0V^bM$D^E0q5&s1{oyYO2lU(_189<|syUS)r1s^@438F*kMorIP&>|*zqV4n?X z*(jx1W<;GilTWWRbzfCMrnBy2^ml|5Ot=;7C`^ZZ1%(|hzUn1lt@RVy4Bq90y+1@+ zS#3u7BRUqRuMpv}AN^Tp8b)%KaLbmY8tLJNZ8-bTW^(i$i^B+c?w3})k%_|ugHH*?EZZBm;~$0Thzit#hTp-t2NANR zpD6g;t4*#1$z=~H%Y&_GWj4|onH0osP@z~M27E^7DTG}|r=Bm;L$e|jmxvhGI_Wej zim!6YNJCZpuJcI!X2|zZNU$?Z_GHv%!-JYbPfkVf`S${=_Bu+}b%<+cmo`NF$+R?H zHlEHrIx4meV| zr_ZyNUJ(tJ5G^;EpB-lKk80Q~{(F_o7-s}Sgg|eU&Jh6!S`Q45CTV}^32#Wg!gO)$ z&Dv_uxSXkTmHZcFdfj-_YR8~KwFlT+Xl*-~SJIN}BVphuaX z9$8H6v#1JD<(%^!Lys+enGNfdW$z4!>}~@}@4ppqy;-q;R4JgB*G=X`VzpoRJQ(`T zOGhPu5`e-D9l&lWgPz%GWFCPF!fH=5a~j&uDuQ@~`8;9fr64YGkf)4xI!gkQYV zqy3rh>&?81oBZ?HR~w|K2}pM>{R>{gt-k|s_ID}YWz?lR?phGPE#lctxXfu+lvri2 zs+~&5Td#VZMF{$40`#YAx*i=DPgTcfbMy<6;gb#(Vo?A1|_NL~}0h-IR&JAqM)YeKAd-v>=R2(&?6aR7Ddm8K?3a} zS3wG%j1=;(V%QgOkL<#UM@$iUF9;iZ?sI*QkfL@91Onre)9DGO{2Agu{(wXGOw-6y zVCYUYXIwidcSwpM=G_K)K5cZ zwzP+I1#>@}9$qTQ40U7ap&pt>e4UU=d*%r{CEGebs}P!i+}-9cLz>WmcQUbp!x)F^ z6AroQ=i0C_dF!+5+m6-^L9M*2^G9u0h={YnP)d}l2^X!_)}5Om28X7d)9A@8fcaD! zHoV!LT=R!(l+WrOUr3hUunOk`Bl31J z`4fox5KgA!E0CTCyS%>$uz3x3$w)o zoD~_ryQ6Zp<2rf;!zym?&&PajR{u?HgR1THEAt}gut87;bFE4pQ=Bqch*@j7?8EUI ztb;W!C@0YWknjPlu*bVdi{3wS6HhYA8m#p#m_qLI!S+2iH)4ELy#C3I#8)3I3G4PW{v<5awjxUX4BEd_&0c^vi69bvD=P&$u8TN#|zG7FFQ zK+qdl#EB7WtucBVkUA8yDg=u6{{*dxXhgn6xNa-gOez*~6~C>mop0FLo1gM2+t(kL z8Z+Dp{F=obPF zX2g4kUYw6!NUcS~*;7YTv*XKAhqIAH zsTrlrr;BlpCg`lQbw=mxoCiI$8I?*gOKs@+sr8iJa=*dcgA;H@5#@FVc=?PJhyM^i z!_wBZ;>1c9wD_A!LOb)^p&^J#ySe3K5tb6iKGP>phd|jG-~(>3jS+F3%AWM{ItH89 zZ-ci9Rx)H~+xTSKQbj!(7WRy{li8&+8YlJ@D;Wm`_)Fm?A3TO;qjy)e>(4VlZQ+;$ zDLdLl_O}I)%SApi4YiG`j&Zc;Gnd(b+dRq`CqBSEe%fL76L<yuxWlt_uq8j`P0pJrEXTCv zr8m0{mMTp{@*sn@Sbma_{3_UQZ=e@&+(l6PG38wXwPPda@kh*kW4w*`x+~p|JXTN0 zg=DU+Gj|G@q&TjMXbQZV{uSu&pqhqn=*i=^o%GK^O-4g`)*}vB4|C%&p*zCuGjQ%M z%Piz9?+ZtQjtyb>FQukgt_shPZ=TT_VF;mxID;LS#_YU_sIUZ(jD`mSVH0x56+YOJ zQM{XOB8P9N4ZnPC+GipZ;QNw`6R%$j!-K}0nX#47)@MOdS=CLB^}Zqer|mF{Yq4Y|F#sXJdDuk_sPr*MIL ztV%bG;Dv#2b=+W5ZeL9n*@GTG?}&0?%?+XtTEtL(a1Dj5sv{*^jQ*uRx$!z}$`am; z^r@J}cMH{%0~MuqZ$DcR_DsBUj$=C8LRY4biP}cIy=%R94-5jHP)@h}emFIs(Z!cE zu`lI}R-!4HE|!BmEaM0UpdI1tzg{|NQ0Nh)s6cHBW66L5(Vxf^k^)8^YzGL+qw}rw zk=GLs_tc&>D-M}KJH!$HCG>a}UCbtUob&ixp$cBYNnnZ4wi`ak=XSxl?;u`dHrz^` zzQ2RN9)x;m4FM`AC0Co0T`~IRqfDYL~f;bZd! z(MWgzWnG4wxW@qbPIh!xkkNoh+6*Fa6r(&-&vR)=xKPteb5{uwGKG#xVJ8=^ZCrDS zi7L8Ds$JO5!RKa$%#30A(DLD%Xla55}$j;-0g^#rpj0V>JqgF?ppqB z_{El#Q@lxla{Bi|`@>)XL`K>2yLj*Qu^uQsxN|4v&%z=>`u#Y6O267r3rTY!E``kO zo+uB2e7!H8Q=KHNm^d@D_KU9hTT4dOLi$dzGpW?OS;BhNif&=8(}(L`FFLRr$; zQE@kcjmfFM{A;GPmpz) zFl@>v73A4b1drMZYiQ!snRHXR7%r7M4DSh*%5Gsp-6JN55!P(U*7vAz40W%_AVn-< zJ4CRtYO|&~A$-2)x*6aqOv*yL}e zgP#C)*y}^UCqB+{9y~M=@(4(^Xo|6bSFvRRIyS%o84Ovv>(kL>kU#)9kaGam`s&@Qi-oL^tCBb+&nCM z1(T^bRFJkk!`e#rnWe(E^*7Dvwl>X!-@(2^gA(0P(-HV-fE7|vG^%SvBQe)OH4~Ax zKjHQ0h`~>BCrl(kDUi^O zdm1emBD?;hKO2VC?l4!Gn5AF+`3x8E;nDV?=Ls~EuOp^b*m?VK?#4FG3zG}ODFX2p zu`TB4I0*lWimXg4QqI`9i5 z5vKI6GnfW69ayPH3%zEt9~)reg+RKlg;s60wDrsN^W5Ov$x&K_`42w`DF1nlv=5)l zntB}Kb;!%wARoGI^{~(7O?h^U&D!m&N42CpQsZMjGpl~FJ#wI)r0~6L--;l6+t4MD z1vKU(yDzXDU%qZuNStG%I)-{D#-FXNN2UQIxHxJfl^?!g?=e=+D=-cSQ_IIkz0*TH zNU&h9kjqXY_C1xnPUAc`;t3|e#WXy9)jXW%ZAS>bJ23HD4(4Y1@iRNYCb5gR2aq3J zBI}9}JXg7&3^pnpqQ*8(>DDKM2i|U_&v2q?I#CX7YH#&v0LNB8nqw9TxfV}Mp>H*v zH$%Wls(LY#9Z8lvevR>~M@LfG>{X>c{FsfI7z5uR%vFc*ku@83Z;1RwPYpm^HsN#) z+v4~Gjx-bO{xn8%k+d6R+BC@fA+=Nr!|#zd&F?TQdd;ejCM%3c^x^V+ni+?0B_%q9 zqKZ1+XI5m2KKscSnm9_f6J8Byk|gU6M4R@4>{09WZ-kI4%<$a{f!yhYM?Q9XW%6XN|PO49Hp`=I| zTvegF>LHDjm`vQ9OKrb=lxy!=AVu4aA09pdGtBE zaAe%5UHc^&?gEkTc=qbJ(@N*_B0lExPXOC=8mHPmehI{HYYBn>ma{Bf8bAMCFebFF z;|!_F#dI>vLXA$5ZjwmigtoqKDB3NvQHr+_HSv6Gn()&o zuhnT2@r<TB{{Hi69ybY_xsmJ>skG2?s5-Ou`f+$`?y+H8pmAy+t=5AF`)F-T5eICrDiQB|u; ziyN=VMgZ&WIpKiEuniNc*eX+4^5=bdrgLbAl|x(d03&NPUNvl0t3gh!LzlkF4`}mm zi;_xdehcNHFI@>N7x>k+N?KwoXb}KVj$505y0t%(H2SP7MGoaM-U4|6-+(2 z^p|pb&|5P+eT@FW|HgEX?Gb(851n~uS|$O#AITFal6TW`LFA)Dv~t-&Qg3+Und7^} zL3v&(ToCTni-huzqm0JY5x(e4@TBTHoefZX1_ucROx6@fFmiB&I1?Ahcc(7Aoetl~1a`^v-HN&u6ZNa>6*J}C-&5Rw zH->{stUeRbUB#h&+~)3gFeVTefW%3(i;5n!i-oF&ApG?>TP+B?>tO=SQBVfEMB@r* zm3lE;Ee|-VM6}*2hQd95SIAb#_aGD4G+Vo6`+a5vSdiG<9;Hm#LwA(%x>zA$jBj6K zoK!z&_>jy``>oXBlaI&5_GWQgr^o}c2Y_Tg+T!nGv&zNtimkYI3(uk7l<=$5<3MqtbbIowk*yp$3C zz4lZgF4=4eG-Jvk=>0hET_b5;VAQDv5id-ezfW|K)!P;^1N+Guy`Q1t3Ysp6CST8T zvBJnRCkZI~bYs+S0`!1Se`>zNV&l#Jdy&;A=J@_X{|A#3f7Bu@S2*8dmOekPpzjDn zc+tOns!WL{S{KoL&#dOd3Y5TeubI*g^h~38t1UuKo^+&U(Ouyba1Z=YX-|plZEG6^ zZ&s3MRH5~$eZIq|?KvISEMlK9m&cO7u3}^jPwxW$xN%xUW#NiXMRzHJh_9$j#dU2y zVC)AXTrU<llB$(-otlA{A#RIFE|_O9$wep z4s6q?^5Kdgr;8rmY~NnZ!07OTE5dd+?)xhow{jzOHe1%7BX&L`0gZ86zK5-qU%HR} zAynRAAPW44%*f-o8eoohAHy6`web6Dxd^~ zGV)|(k;akp1Ci_wpj5Ok<78k)Pi1{{C}?eVHEiOqyN>%}X7+ezA4j)ehqsd`6cUj! zw2M0#U2XI86LQ%E)RTGPZh$LfZCGI|iuK7UKp&~5g=sUCnF)GR4B0qkpyP`Dd9st} zQXd*1k=BFexwAspoLO}sU!dfp|HrP55^}m>=eTP&yIQ8e@y{JCGesJwePim~NqvgJ zP7m;j_%r-U3OGfLjCv9UV_$Kw;R$bXIK3NPz9B>SJr+-vRHoq52b`7P^4H&`sINWr ztD8~U2Wlv>-09thFcjb`cW`W@2cvuOgu^;y+y7nPUBvXC#1d+{a#Km0ilXG1HESx7 zQm}Y?jiUX3CsXYwbEnvk*laX0XmYcg=K8_2RpvHiN_j!trFMSI*Zy&f2UMRJ`=Xi& zJ03Ev-vwFY@IDCn^{*91|1WE_;1bV+)lE~ek=@W*d3&cL3el5H|Aje_KVO+_}h zTVZ=c-r~~}qDIB4piJ$~Z__ZV4PO?!?_h`TNIyemUYDNkxMY&K^dxRx#;nj`0o;EmrX*b-1bAV+9MGCH z0(#rIJTsF#t&;K|u{=6(%|!|S$oyiuolhr1`K#-5mriM3@p~9v)SSeC-f;6}>8SFHWib7vv6Y|4Yz*l;7M*Fw zB=yE~`UNFrc_VY4h)n9GCrTvGoXzx^wkB*v75Bd{8igg%@8F*yAH(1=N||Clb4UWm zp%N&z%u{6HwM?0{PFpsbi|d*UNH;~9P}0gmAYE-`jMd%QHnYNKPcg$X^nYznTR`So zJ$dEbKY~+hwO=!e5Pp?N={lLjwx=vwls1!z>S;NF7rU_hD7~~ubfQ*YGq^q}t+7R}KKmgjD zK@&WADnZ-f$ir7I*;(8{b(w{U|F=EjmBce2RVMzV$i31^gMj5szo*12%AA>NLS{JR+UtfzEOz=@P zR8G*b_o2PNgarM`tghX+P7K!liNau>KZfuQL=ciM5msVde}xP>?Ts{MN?LoF64G(( zI)IGm^z9Pi3KiXA7qc!h8I!5e%uh@I1$eEL;o43slZI;^12J6mGY89nD3|=qO%u?^ zoJ?r1+G%4_P@l0*^*ehab)k& z={PA$b?4t-LtWPa?t$SaZcIh)qIy-^DqOp)CZ=s$XZwtJIO_SjIXc<#33=8^C6rRT z|Jj&krw_c&_(Vlbx5;jEBzjc1Bb#cUN0HNfvo0aW>T$C~?H}3SQ9uVRZyR)S; z#`P^{{tH_Qs6M!vu~EMKXdAa@9fWBwPu-=?lcGhPn}Q`c$fR4nmqa^+ye8kI zD#FQTjkNf}1F^Elm;JXCGG%5->aeF8FF(qSUG@?FIZrnNCf+`T%oLj?pd;ifMyU~I z*LDU@+QH$K%DQq$WJo%m=Z;OOIkn=e|=v1mO&FuHe-VpQT@yo3{i+(B|NGcy|8)6@>+0(5tF! zsNFqSN83SWyh4*AydVvw`pejT!b(YLi#rkWRntpWo&V#Fal)v;E9zn;1lj?BHuU96d?`G8alh2d8xRuQNBG7lVf2)-=U7;FMt;(1X014%qe~~>M za*mbPrYrEQUw&6x8+bk5WrGCA79H)-o(ejVZ++azf;$koxfMwM3C=8e> zu0|y$1S7{CnW-a;dRt_**dwJjH>16ccx~w5*5_5psoQIP`yH__1s|pHgShW*x((J( zm{k^EVhoi{zCt&>b9BA>&jzeJ-Lvt=YlMs6YWyB_KEp~7qVojLG=INy&w23)N4S>N z^!#eemNxgzel;WTf*HKK)tJw=OF0AP^1!IFEG9K=Lg5-DwMI+@4E`V(x%c&8kf}!t zpuCFS(VqX(Xv>%(9fNG++?jMF1Sj_#sb<8w^ z<{)u$8lP?$@id_c4p=NRS*}bIy+-G2qH<+UFKPsPCOIjT6)cqk*rap9^}6H=P_}bQ zh_mgIW6b9fL?-CehUaU=2s|+?;y}*XP7gL zqH|0Du)J^-fNNFGtQk-W22BN%fvmcim#!23l^pU=eHko8xN@RH+(~s9+OUlC*iGh> zr@Lf9-)|uwh<4?pIw%dnDN3a!qr)v_y&bQOA*5XmW!GbE)8HADhAcXTuseLL;L6kC zcORd1E!1d|Mydf`;G-Ryp1u?zP?Uxta_h6aIC3KuZDqc=v55iZ6~e{P;~GK z@7VNQ+d#YRULw_107ICt9ZH!ujGf1)==%@2;F%4tO)=F|g_yAc7ytPH4SQ_sn`j&V z@fy}0qWn??Ce$4^X;a3g5s$|222=97m3IZ}8RLwsvA-7J+==%{^=kk8_sI6m!BhKt z_7_t|ucFaQwZuzU1v}1+Su?<(PJA4iRKiibr0~a?&GdWOd}MRL?zKC#{6P^ioaWFm ze>Bs0q|H_va%KHApq);2*BXvTL2<}4BID8=M|E9;xP-KY*9EP2D9|yUJGL#IOQ}bw zm6WPgH@?fIOcP?J=GtYq6+S3h{yG;2SDnaK>T{fu+rBo!4a29;Ey37R2}$tHn89Eb4v0L%3V0B0|CAYX@?8E00 zziyiZ9w3@nd|uz+OwDDG$8S(&_z@UBsjRba!uTazgIrO`A#j1>CAPRu^3+3tlgZUF z-iM)^xDw?j=RK1?j91Zn;=F9bjUwNnP2?6j*b*!AFJQoAg$A7)tFIm*#S)6_orNb} zmDZOq+FSU$nA?%_*(s&U!oq)l$N_awQZY{82zG^ft1fi5rk>bDw&t>&92`#;S?{2( z?YQ$aqfp6A_oUkLyT(H5uH~hs*2nM|G}GNaYEnHm-OWN7)!ZBlvr3pXjsrRh>a6y~ zrP@D$lVNianVVNo7aXlVRqdZ?wQA}ZqUQgK90oEVl+T>}c;8VjEt{>)>PzfLSw~{) z!P?uOc(2gx!_jD5AY z*-lw<8As!$clSlyu~t=DMZV8zg8<0bMp2bcwm$h+_j?W(O4mb$c?xVxF1`0qv8ySQ z*bkSu>Z%OL>XN%Dr8c2dw;q$?!VF6Dr6iZ|TezdXCXCY2wS>K1?uZkm$dT`GNCQM> zX=<0(JCTE9+LJcPGcEWS44M*(V9_9P?TbwzkE<`Wh9`)c%SsDe**a9b&0%to&*T!W zD!Rm-^ zLBA5b5KypZZn7&mt@7-(CSPZqRF}ji{xP2mS2DcxbiyAMWccGhrimZS{a|rW!VfM) z1-wW@e+vf`oS4IxeE1KCw&Oq4eZj!*JrBFW31qb>MUT{Kk-Lryavi+A@zQKTmzix_ ztdqx5?Y(O+#lgf>y|v{QjsxdXvv9}|<&d}LFu1@h^_GP|Sr>60X$$tCl3Z$HtNz?GIMi)T@c zAhsz?=vFJoY;GT%*`ve4aBlt`kf{pkfnK&om|gzYb{XheZb^gGOje!$1BQQ#TLb5- zF1j(X&pC)#$Gmtsb=K5p*@S+KYKz`|MTP?JFFu)AFqNo_8~9A**mNv=QbgBKKvkE? zIQuw?oxKAU?3Sc;TA87uWk=o7(*C(1>E$|Kcd|)$$cn!zgiJm~edBdU$$CR(1y!-D zW~W!k$+KuQCQoSqKqX6Are42nIQurhe0GIo9#pMn5*ax{E6$I%_$nLx1QkUA&s4*8 zE)mvSVqg0=2KA-k+`ZiG=%1UzR(3ysshPL@o5^@(34ZSkoFOmdB29K$N^>WZP>Tx% z%_(W_7{#h+zD{0Q)7wvbbgtIVuf=$n`)nc4cqP6rt)gCx9<=b;*inz}uc(AJC0r=r zVEbVQYJCrvDV~q6!no}5xP9~!sD|}-R!!_8FZ#zs2DAg)=zE$lURFDLX6ZT|y+Tse z@iKq!LuhKj29}|NS$?LwY4!veqp`OiW5b#mACdwV zlT6ziwsl9LG0CG8s)-UQBQC&h-sAzCc?RUaXG9SI3rt8@)9ob3u(sDi^26X?T_S(3 z%eUu=+?HC)Zu5BI<5Ss#6WA6kbolV04S}L;O0LIK0EuIRgC6UHCwUOZ+@5C@&eO27 zi}yMUvPgRGM}%ZuU-PHVX1UvGN_X?3FG*6#r}BEwR2AU;Dp95q{1ZXL+F@o-Ce&dT z+3Yl-C|q{0fV0ZZ*kakb!tb7bgY@$Y&Y&UlZ?;MO5XNVgAi6iaLrFewQrzy1gG zJ~gU2K>^gm^+q(Eg9?XKA{<%o~JSypoN;eO3&>oQ2~0i)n!d= zRpQ<}p%=8h4B!Dw4_|f5?Q#F6UjotCY=ZKv5_$+K(^96zyqJyOzJ$>)Lr$z={)AKL z3xXPmv-pzSXBt4pYp{h%J`;|a`Z@{YS?#_nU3vHJ&1sTa`(|2~&XC>m5^;qRqx8xZ z;tK2s95%|?ph;HR)Chxrev-K7@P+}*Q~h@q0Vc&r^iw0>6A=N%yP#gI8LmRbwdZlf zc!~td6;BPJEr^^=8BE%9BYPZDxe_v%1txx**8A2oPnW^?7qF}#d6;hu{mk6P7|~R# z05|a8)v-9x#%?>xG|{IyL3|!JJee#e54gY^))doZot9>R8yIB)>E@V_StJwO#0M-H z*_GtKPkP`J7=X47$3pS`XG4PR1UQf+xl0gP-~Xc**&K3qbSKj?&6Z6NXmD@$JNwgy z;2C8rhRU(*%AOt~-9SjVVaFXI4r_9u8e^cr-+tOblfZkd9n}`m8F5yr+56E8H&nlc zv~JQFLTHun6E`p>f&#by>x7!ko*!<+AKlcDA`Iro-(YJ4?hL7hP}cud;~R4t9D(T& z@e!Q*QiaF*jp*?*Y2gTZ@t-K^AXd&{BCdM;sF7Mz<8TGy>v_g#>9#;J-R;tO(`O(Zt@QaZpdC z`lIc}?_%COgbTIlm+NJj{Kbd%8}5)jxBx`)ZGFfRVEE@m8h&?w*sT$$V4IS;`|@Tv z2E+6+vUf5K*^mWi?EZn*)+Nrjd)LB(7j zXw#JXf=FcF28xmLx~LsNksl~g{&IVB+dGUmu8M9Edt+46UR;a6(i0-ttHLS+!*i$81LNlOgxI%c|H%DZ*}45H~$PnA&Ic zEuqp)l3XdhXWIH7;M!j;srs;&#yAAPSif?m@Zua8=!GA&v3yT=S>tWG8eoRLhm2XR zOP{R*0yZ+849U~yX?|Ti2S9;HYti|7$63Fb6qNRN>Beg?J2pw!W0k z1iiRl^{I zj^3tVmZ&~hqcSH&RhBhY5|#<-v2O2&jLq&3mdi{N;zFFs8HSUteX&^yju^}iFYi{# zO34yeAJ%HXElA})w2Q*A=k`0nPqkcpY%##?*NYV*SW6&;8~{;PQU)?=TN)c$n`e7L z*Cv5y2>ErfIQu^h(-EBVSZ23Be=T;}A;n*0NJ3+s-67j^3-qQEF}F_m8Sj8oiz5is zer>#@qFKo=e(MXg=wV;vAC0C48Qb>kz+^2o&ORYRYn270#XW5e&7Rk(NX#-qjD2wf z?yQM>ja_Ag>=CM|h**kDj>GBTKtMz>=5|Aju*BNTe`yKf7Gz#l*__g>L-jwBlZ5PW z!dk?iS6SZ55fObci#MfTZ5{BK6&v9K^Y!Uv*_Urz9~1{|O9syn8c8(2B{g7|Y#o31 zs!?1sH-Ff-Gt~Q9^*~|)w<>~rxcH0rm6+pey0TSSyrM-(pY`bV(#qZL^jj6-ib*I- zUE>LaWR9~T^nvMY*FyzC766&14$=h0wo-bdAL~@=lG6N)l^48n!cT z48VI}i`4^y5LJI1cWD^IHz`{twTzcWKj?8bNBR6QynyV#77tHT>$+b&B$t3Jf`2*#G7C~UJrP^ z(R9i-R&$lyT4^f&4N4D(e?*;cm&(NZ*20(~k7pS0<|KYsZ(ShT8T}|o^Y5VWkKhJ4 zke>~&ovwLyDF1%OVJgf-80;uSPhyQ6%l|NR#mu9#oiS(g4es&3y)taq(iiN(PR@Uv zM+V_-60&}QH!+{l?1SZKc-KYC8DB)8?*S#7dGN#7>G@khn-qHFwPiaK`rlewnpowC z`!*ZlnsF$nGJT)Wo%~7t4)}%*zBFP*V=`@X3K;sowD`Cm9aIKhQg@ z?Kq`T#(*IOdYyWMakDjlw*>9`hnZAwPbkvlLHt8|&ug*OobpHXVydWPszf;W&6Pn^ zNM&ndLEP`y!562zAnn$rwXfj6mkHBia_;8bi$sA&&7x6KPI(;PGaVlmnugEmh;}&e z|AtJH39ym9Q~mbafq&f&`^Jjb<(*XFI~?{%>$j%j)f~bdkI6FmABANVw-h)Z^PSjM zJbYud1-~$M@og@49!MaEK#3*@qPmap2lLNeMle{rh~PbF&K zk0+t^)4j6BY8w|YmU^t^OZl&l7ma@UI@K9jqcibBxzcR%kHHU6?*fIv2d5YcXO8J8 zh~jV<64pE%Grup-Gk?szkw3*_N~Iu~hhQJ1LVG;RQ;ba_+ zj+(Fn&z^wBhSmS69^=@15)yY2%dbZq<&E`m`{KPyQcPo%>xIJs*Kq`9e+ifWq-+8E zMBOhU5XS7m;~(Tl$7qJeiu^Mv7%ZOTw)+&hZ>%d#waML1H54%a1&c@3(;2-hD?^xx=xSL2Bhm1An zs%3>C_fQWQ?=4>1kl1u6tAC2#`S>WpE2Hc#{CH7ih*MP|zTMY}bH~QGKX^}lmTJm@ zXf`%+7!Os$KC)2n+d4!#MPKhoglj&t{-E;PlSj8O5v#N|G=pB{kg}AWp{ooBv&tqH zi#LY-E`Ktx4UeYN)inAV(xm_y&6y2<=#Zx?^}B_1Y0QQA?0Tjh9(z2NMOtws8~CSe zyQRM>17-IPMJ?W#JgF+TU&`^1x?%a0E)7awqhZP69S(Nw$UMAl0;YL8LB@&$Tr@FY z>xYJE=h{k_M+gft1$uB?k)p2%?qGX%#R{I4X`H_Y$!!ip2y2TMul!xc@H?Fm+C*dC zicUWsQa^rjAC=HEs!@-#7I}p!7z(j>+-=D^{A8%k4g*hVn(}%S|$1Iu{rFB%(BztB+ zf*Po%$`;E*R+da?71FYP^f+RmLuC7Gt;;EdC47-w4^~_kf9iWd%&5`vs*hLYrX}?S ztJi_BU-ZSdZ8K>>>>4lucfUho#wjOx;NG=q$--AxHeX`a#k99ENuF^TyLmShq>*V| z=ke9?A()p(Pe8L=wzAOd_-o)1UVnLZ@JY%5Lg${|*A+?Z5g01XNEgin4o)m>dzNqw zaw)&f0pHCZG4DgtxTSx#ziTKdG{`AeN2gkQrkUb8r(+z|!$td52XIW$X@nUM{Wd^cI`ej!bu0B8NxhkAe@bUGYB%e17M%?Guw9t4%Si4x4j=mOCPkxmv==i zd_5-}D~E~rXa+7~>xqNnSs9W3S=@LWUT{$|CVm{njUORy||n3CCj9V1wRS7R{^|eDWE; z%Qz+jCieT3v-^4ab=DXlXqIFpS&qcwO?*;GheDd0JUw{7Tzrv8`%9^V&CrX#nc5iF zPk5g-ZadzG4)COz)Lu;OIsZQ{zB(+*=X+a`kd|&xDQW3iLO?pCK}uS>g+)>Xq@{a7 zy1P@lcUQU*SXjC{U$DNP-@6xoaIw#vnltCz_sl$OQ=ebsFYMWU<$~zaY4=La_8O{{ zzYvi$pEoi7&T^X=T_lD<-A&_8k4ey4PB#NM0h#6oM2m2HY+(`dzU?p%R{y5_X{&>J z@N|03jLtzIw)pKG@0ES%LZgAg5taC=e2#Mfx0}NUME)!hM2J+_7yBL@soS3!8rc); z>2xc(dVqB51gKU>35@0ISMj&B%@^zHZH9KZ36(L{_*3!!0Hqjql5^L`ot~!>6q!cv zGTWWh&mlFnqqnFZZ8yo0^=l!K(n@f%{7hCTG&Q8zBsPWL)?%cW4|2zK(+1YQHlI~h`P z9fflXOcOl|jS>vq~Am+?eS@(?rP#Z|TH zK9&}krJv1q+e?g0H5{p6kFTq`-BQdm#%v3UeG{fTai{crA#bx4GkR1bme(N@gRvM3 z#Obt1eTrnaK*M+2=1^P1&-v<6tUcn$|j1~1jB()HjxG)8>iE|b5s1=hkh^ue*Gj4Kv*obTVk2~Ze zz``HW($ozp8g|*~t;rS=Zy6yR-y^bf^8M^#8Iu!re_id4UOuOeyoj34)UJ^_h|nuC zBSGv{ExP z^21~=H2P+{uKFZUj|10-*rOV0tCK(y)C~^xpBH-MKUB^YLDh2un>GyGqIF!VS@MjG z~c|$hqRNKxH!t=njT9%v)JG;j~`RT%h%x-fFuuWoqd@lLFmtC_FdK zJ8tfO7PkkvYbe3e>4Z{_B-pY!N`{`{4DV_=lt2Ty0EnKhylX=l8#nC7XIE2!*o&&H z%+KdYN6WO5(&8*8s^J!vnw$y;*AA?s$J`ti_t)I+5&?*(M1XmR5GLutBiv8HCxer_ zx=Jn!f|gFa-e>yFLA89sjE=FSk=qqxa5H|Z#@w$w{p;(71jcvmB~~p)inWg)-=P#`SwLUK zKEZo&s(=Re`PxSFMozKbMT!Fno^nuikzsvzu-!@rK+J%3S(;R4Bex(1HO3@1i(Gcx zO6BMRzrV7T=6wC&3-SS)!J1QiMUu-wB9Dxq4K|Qg(1m5@I4SWU^uqq}mv z>$jM1f2d>=4AF$jLy2kSNKp=7h*&+{$7XW^24vQKfgs#cN=ad=A<7(G1HX8C!pDdX zpAS*9<`m!v#lV^A&UkQa%>d?z+go>J@?}OO{suH@xn2>}Ep3KG(Sxq{;eC}>A41Rt ziF^z`Ss&cvd88-XwfcoDpTU!i6ncJd-cu(k>;u4VANoa#UDj7GQ_$x*m2=s3pvNxj zdI5B?otx$S;*&FS zZhw=OUpW@O zZ+8t5L)l-P&)UOKT8GB->c#Ol0@~G6=vph{iWBeuCy&0nTQAYuO>L|)G=^9Gj%66@Rv5}ag;lN^=?qpP zP8C0$0K0A=?K174RYPm*cf7UT)u)Z8%T5c^jd*37`qzW2!C@IW0Q$XbHpfdWekI;$ zBb%YS1%!OZA?DUPmJf__pmc#aExM0FS*CV4XDnU zPt+n`q|qHVXqa-Ib|wH8(ondIY*2%zTi!g9Cu3|VTsg;CGhOeOvOY9@eXE4qoYF^^ zDIJtqJiR2DrdpMtGugw~eWzAZ%3op_R;-o_YKl9g85M!?#toqN*(>FlpB+H)P5Ulj z&aNEqxR*)#uaB}Q!t!3x0$&H6*vqHy3Z=SH|2(ob#HF8#=JcghRa+syIRW)_usba% zj-EsV6Q^3#EW$ApzS~$vqJlm{bkckJCR2OM(&e*T9gBq*UIvGUH}#SlkR=bLa`E!^ z-X+-A36)q4^6p!{5IJrE446v`Oc3?NA89%Z6wkFV$YI724slcE*j2pf4Fm+7a7A;~ z4sFpvLt<(G{c5Z1@gz-<$P<`+dQXC=h#)eOdoXge+}UUKSIKP}FQewUPMX1N&;sEF-HuZGv^^N^Bv_&73--k>O*s*fKp5kMwX(eS&4D#^2yujnM;fGkv>bV-{n z664AVGC1>Vovo0bhcIeX1cW`S>9qS{r?GJ=H@D{q-ZbBAUSJPCb@P>~^FQQE?66?O z=9ns&L3FRn>j;|d7MfKsV2z!zO}I-T%ArmRQGOqsh1wW05~=(kO;AQWXkuW?_cS}>NNbfwL4SQuqdp%wEzPQRE6R*& zDTC<9S+qUnT1g`&V#*etQ9lF4pSoE7h4k<)#$Cl)&gd`ub6wGNVi$XiTqdror&C$Kue&9lz6i{i0$csrKAH^b#Wqz|MSEezzbkY<7=BGyzq=7^{_wE zgRl;+*p%zlZbjM{J73KE%J?d@3& zmnzRx1we7&j)(d>o`0P(ecvY9=XFc-U7}hJ&C>AEmS#Bo;VZJa z+LwtllaN)0Fb`ZMq#O9o>13*w4aEX`_Z09x6RkZo;W3{4cE+ z+@B~(XV{&3E<5fR-s;v4lS$G!s4YrJUc9wNCL@+&L&r4#E#lW~B;^mRcyy4aP0E;~ z8#s`<(9Czd1}M1sXuoP(i{tRg0b1wsV&rx1hnlOtA^i^F3#s5~HvZ4}w=(H|CI_X~ zM>46~gT_y#-n?$br0?T`OSWJO912Ik*R6AZgz0|Cd>GFWfcdJCO@GB3X!hhjzIQ*N z&4g=AK=6IWm3=uR#pQ-@3ck0x6rgj&E)JHl4fVf^(jz z^}7Y9ozA?|FA*5jDYHX#;|135C?CDIATUB`{vs2{CmhdSw2zwV+;>>6`)b9gDf~jW z55ESv_-E@7YK`{P<5x{@w-v4^onIPpi}Uy67Lxpq=^_kYe~~seo}@Q%v>c7yS3j%M z;U%{0n)P0GUjNroU@&VGyelyh;G2}v54S$7X)rH~j5trDX)r{rWaB-Iw>t*-(H_B{ zs@Mqh{C4p%y^DpCU@f_{kV=u5?AMB_6@3t#Bo@xkfVPu|E9B;1FYM4Fr*bW2t70X` zbW#|Ui$;I=0V;XA61CO*{#_VkPdWqrQ9?hDfncJ7$Vu(kAFn&UP~g5$!h1U`mQBko zdp<`~$wqV#L{sK%b*Um8{j@~ONK-v-*#(Ko?JVXmX-1)ZGBGs#Cw&)o8T^Bi7$-h%rJb=Gm(t4*F4)BnCcJ}PNlG1K+<`Ll zI>3fKPzlYPs~%omq-56Q$qF&OZ!meA9P>%_^w3pXaTFX?L+DpDJ1I>qM9Hu;EC#%2 z>-x=zyXW5oMZ1NZTVu-F@Puu?*IS}*S$@&;5aa9P846V|JWil;``mCzR}G+4%1*L! z)b+#z4{vUgJm{~y=L+>v6K-j_ybK3*C0Tv{oiQ0}on+Sb6qzjY!NE_p190RzMZnMe6j~~~XU@VmEo{Hx8i(^0*kkye_0WS|D|8R8994?l zf6uYsX`~oG5WJF~ew+Jx$Dgu$6C`>YiMQQHBAL&@6-(Q(5Hq-+n=1=<-7!r262cHE zFK%lh2Cd#Pp@cw{C5NBC>%@{7{fR4yl#MXk#St*9AfD4j`^(nMHJNuJ4USDZ4a05s z(EPO$UWrlY=OJ+V*x_Od6A(lm8Boq6iE__Nyd-pgn$GJLj0 zJ7kMIX7jOMYgRG=@Rf|XkBzZ);}&vrt9E zUbDgeYhsEJuGw!;&!|Gq`hPk58gN_}TB;psV|7WCqO_t?rVLQTZH_BBzVzAdL&K>F zj^K-ztr-)tTmj1Mm|NDU`P}Y3x5N3jAM@vn9@s+#rX%TQwJK z6AHTIPao}@#t%1oI^wB3N6~jeAF%-+vo8FIuN;u0J1A9zk)-yvk4U$x_)+ALPO^HoL-N^90RUgqn5)ElKHSXv0Y%n?Am$!K-gSmZd^SxYc9wBfoI|lx_Lqy zPuu~a9&S2B$%5)1Ws6LJR@`CoC+`=K6X8|N!2 z#&tde^xC~Tt?_R)Np_z)hp8xVH#kr&YvJG%+LELVN4x*WF-lbD726%P^`0{nX?oAFHk= zvrEm@(@BW-K%M6$>C_~LB>nmK+u46-klO!}22hh{?MiJ|TX6^aRrq}biF+T!`jS)m zYOY!1%q!WL6}(jlP-aZg9#a(^3L${Q^A=p_Acw!^7+3;G^r`v5S5q2~@VMHu4` ze>P~EylY|ByD^kmI_(tY|A6b)D!y+*(u>a^hI(yJWw0}0_9`L@Cj24ladHJxO9Y_a z2HdDX+lhsi#{MOCURcSIzrRyIqoh6B zv2+b1$8YKGiq1=zO6j*WV8DY2y{$7tm~pRVFnN2dxWRt7}W zrI;x8pW6LjSLklxiQ9vn=#h=j5Hm{DS%Q)c;vb~XbuW|SL=wGs0K zH0FRtt0PQwNjisA4;WDY3W)rn{FSFQhUa^uSd(A99`&f{{da9Zdo<&tx;C)*JrSeC z;cMFrUr{GSDNeOBWvqR}7OV&gBy=~;V~xBil82Y1;|JyV&L+K4v}6qa zW*Z7ftk@u#*sH&gc85x?n_dmx{!ot__(HSc#7^}x5c3u4Sk222b3O)3N6cSFD<>gc z;O!hlsNSqt{lT?Y%8}tm#<h7(&U2mLsV>=RwC)idm3ln+qtYf82-q zfw@4wAohVx4LqhzOnAwCda|?hm#H|Sq_uklt(<-$!~+9=&ce=dvI+R(+OFU_yo%z(;cz$)6?raHG3?z^@eHu8^ zU;kUS7_O9Kw!{U?Y{6}s&2P92BHAC#;x*PHtE%?o&Rk>tmV_Uz^ukwmYoIIC#29*E z-C$|Kv+IQ8QbZCzS;_zT^4z!UmCS=wj`-Yld6tkV+h29R^NCc_RX?L`z69`3BxYqY zg|Io4+eg@3%s9Vf8qa?oO-}}aN3HW4hqZ@j^mBM^w&mT~RYR8RBa~>n{3gI7+8u$q zGFJUsv?PBKXxQ)zC?1X5P40NvQ|V8(W*peiA2q1Uu+MhwV;&i~)hsiX+k~j6^!y6X zn{&E8upz4)(=^x@o16`&r&20vXA%m2vE9%N_y>(Ib027X}AoLUn!Z;r0^fN10H zNYa71URw!e8fe8TWC@-x!Vh`kp`raz2XrGH$B4suGUgYDexNq6HPao~4vZKJXUe!}Xhi%a zlN7#()>@u0^y=AVN=4`?Ef_m1c>DAZVwF!P%T`UNmp)1vL?1LNRNAtJNnOZp5q~o= zA~}hE<8jxmk`!nJestWz^lXDrR{1Z+qk&K!%zYo0 z7Ele(co?9GF&UrE$zeV>|aXqoLc#LCO3se>2SFg*t16&R5RPn#e;&xtJC==NIJQM!MZrd z0VCotbHm|~GRl#D;5^`A)V|G8DAP=mopcI~CHG_?b$vK*0!fVe(?Uv3&g6*tI8U2` zKWxRLWP8VmxSU=tiUIFM*E4~B$4^;jMl}~TCcE#jc%kiLN!zg$a^I2=&-AXoUs&@u zP*~LayIl1kB0D@BI>uj8FRH2BU^0~rnu$_jn45FchFYHkJ(Q1XT!eyF3pMF z=dlo=kCO#kqAlM+6Xo1m$3UoS*LnC8?%HS)K&gP0`TFMXAhoj)gI5hf@190DQm_<@ zVNf%7swzg6v58c$zX&|C)`#)wL^7)sIH8>$K2y~yAe~pW&EZUQC^#)tKV-=#t(>V= zr5zHqCp_JM*jmN|iwVH9+!YM44|`i$t@3*o%AANx`;Z1gp9=Zn-7CPLc@str40`>_ zaIoe81smF4klX9PQ_2gM)sK}npj)rEiNKsu%qZgyHTOZZbdtH~j|stfxIvDbC#`Nd zaA7czJm?UiW3t5_R2~$2)$yKkm8KtMWAr!1KDrRiKk#L2%+A=HlX#Iz+>bo*Y^GhJ zVJ4b0^yQm0eGlrkO3pR;U1>1Xj`^jon{*D^@q5T?j1QGVfp4ikNUSYHt&7*ij#v;s zg0xTdIXsSUWS`Eh_+0%e=;p(~AwlRjD*7@iZZ03~st>;xji8M43YzUI-F5w^%IBwI z*vl?=(BM7OS^y5RF*Ne#iX5NdBbk$1lrhaSg^SNb^k-9TDQz}QFf%!9+L79QD$b*s zT9WVFN9m7TGHjdq)Kwap;7;^@=kmo4SeqUruWzOk270d20*Z~_%O({klilY84sDi9 zLWH5f2<+6e>&YEp#|fc%<7W&EZ~Y_z6`*qv87guQjtnO6eGPzUCBj};d}tJl!@OcR z7tnINkq=Mj4$Idl&>S034qSEq>BhQ(GY>-{48%Zy#~d?%wZHw+cx;KT{r*?(RVj!2 z9w2aDgS^kD?|^(KWzZ5s1xj*ZM$_DTmABwL`8<)|)uls3|F@uz-voQS&;^N;6X=_>Z13 ziCt=pb<0+dpzsH6SXKwsl>Sbj7x-%t`%2$$wL3NMNC5Q-42VK$#JK4v@dFJthdSR3 zH}A83MK>?aUWLad)H= zCxJBSes*7VO75W%Hhbdg)SPvl?;P9d+Mb&ocP1ehCE?;ZJ)CHp(i1z|-%+t{z@AF` ztfO_CaCIQD8xH6Qv&>guQTz5E2Ec_YMMCNzoK_+5o_gO=(jiga4~IX-)VuE}@a#+9 zU`(HWUye{s^W^}R#>-?o;%>QFB|Gp}H9MyKc{Qab!q^v7X5W$%DYF=lC*xPEGN|e8 zpYiU~l)mc4v82-O}XF{N*>h#50EQX zyzUBrk#ablA2miW6{xz_^M^XVQQBRkOsT&b)R*)BcpW1?1( z$>Ip(^ASI%s@;2Tu%}5$woutms8O!F>P6VP&$&!9VF1I~iJ#r=c&+>0|H28w#v;E$ zzkM_T7s~%|%rBD1qF_!brxhulQS~Ny%6pXpQ-;Wa z24$1Xa^@NOADD0lkt_1(;f;Q>QvBP;GSz57q)Sura_2PftuC?RHt6HmW$51`#iA{Z zieoS0mn=I3^tlO=_3*AX>zg?4|U-yNR%>PqGq=6P^WE z0(M(=Tv~qWoX+7TbT2Rtm}DM$69{T`r9~Z5y9Ir$OE9Lnu=&*cFEn97e6bU5+AHcH zSdj`YiGVw;OA<)bPc*+uGfgdAW3~^Lp0GVbQxq`VXJi~N8)ebEubb~B5S$n_dnT-3FkwL9Xq0pkqAfS6{Zo1eCbm5~gO_?7Zi4H! zeUD?7h+x_aDL@LHvv?|EuoVDIORmUisr-7oF|_Z`4jA5=q%8neKgk3Pe{{dK#+cGx zT4d_~G2^sE%uBWj22~F=(S|1e9BNWhN}3)&$$J`(#+8A&P3xruBWHE4&1~&6kLqfz zOepSRhD^LvVsR~^IUl&9(sZQEbqd`&Z>!44G5L+l1C$w&-09~Ze-@i=r%|k+*DONt z^w;&kTcedx2e01Wbkxm*ycl?Ov`qg25ee%uWP3D~ z8U=ADLcLGnS-i4yUw2H(YXQNL!W~i}zO0?FFw~5xGGYLZkOwh1Z2-4!n+5 z)UYyI5P@P(U6P%U;$95>hAftd?h1V&a`jR3x~vnW-|nw?(m~OmLN@c^9$gjbV}}YJ z-Swko-|g8Y0Ww+nug5ZY!X^W|FGfBSl1p11ABeBDnO0P3+E=?@ztNw`Y+^NBklW7Z zh1Xk5z1>Vjfev2Nz$-V_qpeihhV*QI19yphQKhI3O;s#Y8-8!~ZCJ)Ho|V%iF>x(# zBL3z}S?jU9l3E%Eh6pO|F1N0rPP`vqsJM8{>P0d2E>pC1;nMG{e9a6^GjaHCY%o}R zPu7m!|Uck$#UIK$=NjHC10EpxUGjLvhN(0Jxn#i&!qpmB!KrKT?iuOX$P5t$r9 zZn0C=`!+TU-4eFuw<<4j{tb+zH_d}QBbUI$MZ20e*%*%eFv=(~yCty!1z}y-?S~Yu z;jOvU#W)PYJi(*UpDUbK9^I8~DG9d+0avI;99+vB!e+GV!oU`l(}`rd@gU5S_?Mqg1Rn(FRl7icDrjwz*AGFZrBN(e8;{Y(| z!@RQ;0(_sM(CyQBwr;xMJ|*@~#hmhv+Hy~(5MT&vOr@grAJZkB?QuJ_JKcHq@XTe_ z2tFIrY!R(BlO?wMN39`!tIRqFoHlc=zt+QB`}hnp;FJnGm(_>aM>WgDxnV65^i7H! z>&jJ%Mo@?0xrKR8?dS+D6!5qTg&jBYZFc_Uu@We*~B|0k!+ zPQ>v7`X?_<-;-Ie3D5boEb^gStm=_q$6s!g_YEWUtdrhzTV>eSMrZIF{w_*5zL!n%1S4Z5uC2UR@vcqX=z!x+NIG7u0|QnENYQ zGCv35(g9JbkX+^xA;4nhBiQ&;qgXwt^!SwYZiW~MqU zIh!rs4W&P!aclu4RX$p@cM_&=?a0PbJ3ssV^f%-=;!d%J@ek(D%?sS61V3*5Rr5JooVZ=K zugIooMMv?)s-4nT=Rz8w-m6=-HH$4bmDy7b=FyJ>Yo6ebBhUHT-Dp%}<<1m_UBZ&D z0bD|lA`e8^xHrMz@e?`Xfrjs~=Ba?&xRGNrD~7+b@m7Xrib*E&W8xh(3J^`N4sx!A zo54bOLJgbW4v8G4d-Q6?EKd6jQjo;>usF*6d`J0{mj~JZ$yGA_n!Nh;_}}yyW`xW* z(GlhA7Tr=2)f2fBmwrUJmQt*uH;4I=>UMMRRxP|Z!8}JZXSo20eyJXQ3Qf)OR`j~i zw#M#fei_+lVT1jbrpt2Y>kip>A5ttFK2u5(<;@6UZCWqkguuY$2J`dt{n0t9{I;f$H)PZe3`a`)trN<~*uk~(Ogu--vbAxe;r~u*Z6yR;NGQHm*bQ^{Xwn{7rk^YQ9{ac( z3X3gqHoZm1g=t{J4R;EMD(Vc8TZn?2) zs_%_Oj=XiZLy0ljvR_nuS7#vxzN@$7EYGD+x;HPve{#EkQ|~%Uh`&1>%4?W5@IS5? zE`QJ{(=sLDbo05E9jkUVqnnu;#F*z zGV6Q?5YDF+(#if=hnqtwv?k}hv&0aTb0%3hS0+$+Iu%EctPc##$X}iqNvw#6v7ZMjv>2JLW?ojqWSvV^Q*D^Pl zZr35_-He@IkbS+7S{wHv6Z@>{P99?})=`ha@_HJ%5~aM#2v-vGC#f8+Mm41-7(~kB zsRDVH2y=fDA_K&A!7hXA83{XwG#L{ZN%)DjDjJRBtX0-U1V1ytQPQJCpPeh!)yN>5 zjeg%Nbk*H(w<6_$k>HK=M5fF87xaDuy9*iEJH=%&R%qG?-}rBfM0Dn=_ZeoT&&eem zc!iyJZ3H_eHE&rN7@aWu5()S?)6~6|K1{2EKi>aWqCaK9Ybontfyx|~z-}8dZrJE|z0EH>bjk6WuI*Ize{sGm5pw0C-VuH> zSm(ivO?`ByS*JbDY&gD@Qn)U4aj031h1c2#9uLJWN(-^D-kSf5#(nNE5U$yk8T1Zq z67Yf2W;KhJ-Gh#!p8A8Ez}7q{Ha55ZEnJw9#Nhj**?&2ratE-#8TF3sBhU7DTzfsr zAHlDaMQW-hBOBT4{3?N$%zSGE=*B0kRT| zD_s^Ri(Uc`eCp8R=k1n8sRmgT`v1pyJwl(0G5v<*4rF~7>(v;kly5MoNvMQi0~DL6 zy_^Li>m+tOI5~_exW7*Qccd8FQ7k}eQ^k2jlVe0L4T}XD0kf%Dt6k>riSI3Pg8>Ox z4G}{ocXWgd26A;p#iJZ!;Qvu;6HSZjXZ*EriJcxJR2b5% zTyeUZnReE2a7bOqOnriQ-fI7vqq`%tBYdG8_Ck&iy_Ga?%Rw(1Tz2vSaj?|1E)bBS#-KKV` z%k->IQmX&#S2q|tLd_Ssc_zQ>)~Uy9wMOh~BFPyZPcwm?74_MXoS@#Hq@-7b-C!cB*K2mbO#|5!kk;`|=6WOBa_R2`VTflb zr;SI++t5ZQ$vh{Kv?cEiEP@N7?sM&$6Y%S)d_-E1&I!cAB9dafKECvuQ-HHP%5Bj+ z6wY0n(^e7iPrFC`J)~VqNAbLhA{vJztK$j{UL`KnMXgq90H?=)If_T zDzOIxFHj3cqVoq=aW?AP1%hOq%@bhfh^#cUfi9a8Z(n|`&EL9dMn|X3sXYk!h~>$P znnM4rH6&FxvPYffjo--G*D%}R+QBIBTdxdW%H*93(ZVrZ{5|u@*|?*e^)hKsn3qdedHW8t zQ__0WxqfQUnTJfbq|~m-x_AZ~{zJf7cy?uN1bjMYK|31HBq?czqXdaN_~w^gf|hDY z`h}vp2^@h+2w@iDc$$FPC1s8LW>3*WYn>m_Zn~{ggKmB2DfEwr`QpqIawfJ3;mPNb zjqB0{ssAIoS;730?h_0>_U~c(YlgVm+6dP@9>{PGqg2oOFKr&(F9ICc=-=c%Xs=_U z9$mUw_O-T}LmgcaukPT!fcZJP*>Pa<=?#0iK&Q_wyMF{qo@o7D$B$*u;t$Z$4uVE| z3x}W6LBn1=2hsF@Er?pm2@YZV{*mn+j$p!f+9}*>{%@;v`4p^?lO;q4sfu*Rn+e?- zX@CW=?EH!wy50M~u?UY@zCBA$Re8QX2$#F7qKnpV*amDi@JT$rJ4~5)+U%H?OfN#J zFzYF)dT=m|C}%!p)ZBLIxqJE}DB%3fY8)$sYX?Fkwa(|=cSsb&e5Dx)Qc!G~_mOLW zuH)34JXyP&X%zGE0T>eNG9G*;ai}om6|Iioe{`1D#>74t zVjdfPgKNCj(pV72PqAcVX?8gmwiR>c74=B^>zQzT?RgRiP%yD`)OW~o)hAw6Luc}@ z2{~uJ;QQotq+TDg$uIj{NF%RpY*0<^G6d_RguY0!g*A+1S~(4!xDPStcvpMz{w=K) z9hpny*MMvssU}Tp_4$9XOBRh_uzknsT`;H|w(xo+p?)_>cfeZX!0~BhQkvw^lAPC~ zpzsnwfLyQ=YSqACMf9y((9S5U5fIexrQ5bWTi__DSM)!8cmKv{r#NU!x6g^a%CHfj z2TXZLE;aR}wYaSwFpwJxLzg*T&$@)23(yscyBr;45K+XAuJ-KnR;u5u(pjba7YJLU z9T7xjp>#r1d!qAjsSaGh8i)8Bjuj09Z`1gc%<&fNkzzX>U#s&c19y4Rp({|_wu z5%ditnkMaf|K73Oo0i?4?JGtgXh#s(k`#Y-d$RLL-qI4g?Kn23$ek@FwxZ~Foq%v|ZToC^VWn+%dmG0nfe)o-8Y~C2?OLN-%?iisynoe3p4RaD+1^FA z@D1`dcAl!*+lk`23?E8mS}@G?2GeS~B^m?Fscv!dO~Ru-t-_Uz@PZs1?Ze7oqmeLpyQ}4XIoIa*Xbx@>lKLTKMF{o z#tfpWls_ZB+P4G_T@4y@J>5@-MEr@_7X)`dgp` z&Svdq2YlZ(RG6vVqsDfiLBg8Sjs1!7$F9gLMo`wzC*F^fT&S$sYhsYryP2#X2f-V) z2jr1e#^;4%axvXshKw=S8e;NVt>FJ2)S(F&tBWpW`5MS$V=$;Sts@#P)Oo0pB3YG@ zjai(R&L;OOViH)IUF)5hSEMIzs^>fgUWPwcAEW*itqLVv+B|u6vVu2?zA_c+{-6gB+^=OMUa9?_!>z#Jl=kh}0ioGG(TxHzn&i$Wa@r+E zbb^z3xRCfmx*nCIC%iVl2e(V-0>bZ}R;vsBdd~4p*T`4!QAY0d z#FUDC$yfmD4n@1pd2sacP~Stj46OKl7iqqQ4y?EX0X>G2jo)$dWA-0N>}8f?SlDBY zU`m&}dGfwtK3Gb-7yQ)(TRzlVQyYl%&(i>Jo_ z-?u`%av5cU_|N&3MBJF;RE~_ElZhqO?A9Dx&=IL<@BhyNr&?A(_hT~36;^juVQe-T z7UaX~#+$7W`0W8#kE$d^N6_yD(tzM@%R4EyWkhzfNFTE1atPxTjVwo#>_uwz5$q_tMu*14^d6o~^$dFUkI zjpRuYl|$m$O1D|ZwAar~DYO3G!BSSiem>~#$-8UEYIQI~$FxcvoT;-iX+6bA;sZhre?c&oi*JxL{B4o9e5^M1CFO#QqM8Ixqw38>yIw@ELBC8-bA3` z?=dqZR*VK6tb2-+6biAS#$*s;0%YHdzD|zPWI?$YD_vBTR96w=T`jL+t`>^VdN}6! zk>rJpLK=tVOobbh<$ww#Gqgdi+;m@~v-0zISDn;$VbiQ>*O~8?p-CFMZeDEuo-H#M zHO&4(tutCWD210X%Be=61sej7~Y%Yf@5I9&bsg*KLwTO7%P$ z+$X2m=`2a8x0`QxvfUsQTl=$1+TB_ubO zffttq)hAcB(KfkGnPWOf9FjVoE@gf~r4-iO$iO)E073q#!|yyG>iTJ?YvO@7Z_iSO zEju4vHisQ(#Rc+>)9Y)(b!WVR*Bg|T=X;m7rBxh~z;S8wG>(4z$l_<2Lf-7~vy>L* z{vn>Yi3Q_7%tF=F8Psl2v`#sG%)i}4_c@|( z(O;&-4lz9xx+qJX*nTn~#{_zps>BeX-5YTn3hc0|S0{z&rHpKZ^0}x*hmxXE9l%IZZ zZnz;F#%@eBN6~TvdGPmqK$>^C$lspE6>5!V^?<8(N9Zn-d{=otV3NjhQ{xxj528oA z*!Nc=LEnPrX2DOgP zc}2P&e;EvU<*vu~Bplo3th4aNW zh1o?X$StJE`>e#&i^!6-jN2vGoFv)PE`Dpb(r(gnU}++wGP5{H-*n5U#GlaP)6X>F zWA?e4S$)lqA<(cikNz`ojfuaIQVY2ads}0u2#dbv-qp6jAjVw)${uLUa(1R#ehi!g znHH7Tt$U)uwe;VGn3D)vW2<&lhAwZNmQ9&kl$@U1lI?}tm^TfarS0ZV&~Fn@6n^$6 z#8>rH1beS>65SreK=$!lbVgm|kM8nDXWXqlH*}0JJozjIw{_(3i*>2zA=^~k;ALl@ zXmZr){^;e=$t>dp9H)?bHya2JXT!_zpvFdu=q8+D&yuFZUSp_1C$SRTwRt8uu2<96 zI_8DQ06b~z^$_)@Hb6R(x+4zDJ~u6PqODAKB@T|omrj-G12TVfQFxCwfKSuC(^wu} zgZ*%!3y=Vxn+${tFXW?KCmB(yZ8B&eWsJ|wD=d^FlAtTV?Cc$F)ux%gx@Jg19 z8@vziD%*GjuebMT`LVr;8a`3-KMvo+jJ|p3x%UcnO_g8vp=T?Cd$O(*()HXUthMcf zDS{)ELwQlEVy3lA3TVVJ>RJT6&_|eB2jRl!?tu}HNA45yy02Q>In#4Z1_+KqDxRgE z_H%1OMfiXE=-;Lz9w8AzRquUJ)Px!g9&19EEi76;AKKJ?zqv*9SLrK!DAbJw*qEXN z2G7jgwuomg0OvKf+kpq*L#U6JB;BKnNhnXU`F-;cA10lqZ9XT)x zXy9Imo#-wM4@z~Iihb+j6-|Lf{$5lBf`!!l0VR2BZ(X!B-43oZLvr`m+b*oOrbid` zEf24qX7t=pj-t=!b3@bWz=t>c_~_NUmjRoNo(S&VI)PXHd;|39r&S4XB53JBz0x`H z44RGbcb|D-ya~%I1b4mp6Cr%So=;0>JIojPDE7mi?!M2X3zWMg=M#K$)cQ#noa^di zIlD>*HCT2_6K@OQ#DQ+QdvUsuEINIme7wfuiEv?4(*r1DTI(XV(HVS%xmJ6zvwQXE z!hf)D--nXVW_tNfARq(*g%m1M&f@wB9u&QkSog^*7VbHdUqgF{zUIw7dKjPF{^0WF zTI^;Wq*vHA4cdFO;Nz93B)a=u?#@eA%L|X%w9A;tM5eXfbA7IT>@_@(nx`Rkw?3um zr9Vj)b~f%b(m=Ryl#IJCk&oDgulGmynm@IS)dchailAdAyCrpEYIZ0AtM^sY(Fc=;1Hpha{0{t?(BuQVBMl%&&1( zcGR_Qm2ti$Dct^lWPEj8l+E|{1Bi%}5=(=WASof80)oUYp>!i4-CY7wQX-v8uSj=; zbhE(H-AmUZOY`C*KHuNx^Zv;)_uMmQ&V8UxfX42@H7!eqvkReBHt*r!!x3uAwsd>bf`+=`SqeALnz(!%8;68v?+%-$b-OnBm+XFpUA`MOcOj`+$Ofuw*9x{H z8rY;5^E``-EcageX23HIxQg66E5e;!_}ydf{=zq#ZT(3Gb>8*#aMvpcU8dJt(~tUP zOzErLcr0oqF#5WmHcEe^`8>V$RGR_Gtw&GXrk{s7*V0+9)rnEMobQa@=&V;j-$ zJqoex8cj8m-~H9E+xznJ)JV8xHWP3%;a*G)8ty=wDjJF^&!)#9JOArx#j1 zDKCd1W;<@h%i2)y`G?y5+vkPUX4A>_bBI~pUB?yrVctH=#nP_kb3E?`Q{k=&sgi?J z{pKaFyK!rHTb;~VwpeTLKY+sW7_|~l7MMXbY??IC#l7gp<%;*|gE)8YOsG96b~w%K zD~|_-)s$5;dUc+f>S?cw)eghgytKobiqRSP2RyP!umjI#tcYxJSS9GmJKDo>%;zZ{}FUXqyIp7 z3D#u%-lj6!u;jo6bJeTfl(ikb8sKglr=ObwYRGF~3v{!M>(;1Oxnpho83|QAhkkpT zZL8<+F8$vB+N$HSl`W?{(ZpWChZ;U3o<@-XCqUT0kp|3)~DBwL+ z3~h|Y=J_!1;;{$Kv->AV&EySH6T+&16D;BW+OZ9uF8IrRp1XVv|5A}^-SOvB=v$o) zO$Zz|0s*37OeI`+ap-z!$q-hcSsk!#qq{tTU+-{ysPc)1a@1sl9IpwtMp% zFFM52Dh_Q?!50ePNBQN2tZnk5r8u2OBF=3t&rYA~cWk#`s!xtrKf8OpPqbyuuR7R# zsqTH`oolIsop%+$aHEb{q{A1e%P#9I%w6nD!4GSRM&u0fRC&&Ym2wnfF6&`+Uy+vw zTZw@u$wASv_@Y?}VU5WayyCrR7bN`MtPS!P>ng>psGArqn_tXbM(AzL>=P9xGUHm{ z^$q&sXr&UFKZ3BH)t@sfm>X?w@=I^IUiAW^KvWj<)~@?SLM_s@*R!hUPZ!GZD$kjs zyS2~0pw@RAx)~RPCa)YBC$$<6FT8^Rx?L@t&So?Lljq;D$C zAsZA=H6_2XcDW}gcfosy{q%L8LVwX6?&Y2N)G&DUF~Kk2!GFf+_McrDeYvo)y>6Zz z6$O0&hIOrbZ&!XlsBS0)k(%tyB88NdrjQMT0~4jYcMJ-xMX*J`crhk()e8Hz$iXYp zHV&<5y6-GLno`@Og^>$#@$VXcvn9o7eh)mpo{v9{5IL%DT=%Z&Tl;p$)hfp1&*JT0 zR`-P_P2Ewz^Kk|fqXM0u$Og9k%di(Ko}V?wAmIa6abadg1-r<8wr`=p^kQ2-%>-D^*k2cs)JgSUZ({kSgI3+^q7gP{+;S~Hw1*6USl&-kKB;lG@ z&YaWmb>3=~?m{_yO4t`(_eTq|;SN*Rie_Hgavad6m&K{ysb5GSoEeE_v|CTy{D17W0zbPlW zn%thJ&Htz2Q*{~$q`f?8oBPP%u`v6ZX|tK62JDn593qncm7s3iQ-_vg*1CuPI4-L$oxCNwIz%8&j#YRUt-?VoJ+BW@+{Nb;9|l(ttijp zo{rH;6Vcx<6gvi8I`OLT^RmyBG$`H#2M)MIZ1p=sj`!-WQ?GqKkLgRW=Ceftd?@iT zp$Jpu;4{ zF8}rFel)g%+ic)`w;U}b@{Dp?Zp8on&yX{AiJxi>S!%QFa!84s68xHTKli&=rV@il zJ&xowYV7XT1pA?~;y4|xgNAIDFwT6Y#MBeF+^4_3%f6msG|HD-4FQ{P`s6*%e`@0^ zSM_Zha;Y$LhQpM@@%p!pC&Cd*Gel{Gr_z3WtkchW8HD^i=ic0g>gg#rqjTq?3&iql zLFJzUhkV0c2L%pUh9wT#_2psBKuhNqw3otTj=1IBlL1e)G^>^jH_G^Tx&1(_rlQ^3 z1wAksrm~@t(0}E5IvGd00P9-6et~oqfyM&GOuFo|&_S9zgK-9Ee9*%qw%-9^RD51P;l5q+a^M?bj89pg#f_-W^-&U~3Xu!ROiD=IakebMcVFy!tM- z#PZgH_5eP_bA;v~@bZRu%Ki?5LV9Q%d7usOftn+>`S&!z(&ACM*xv5FEAAg*r@l!& z(qk$$cC@s?O%9D+9YmYMiY z3K13LfOyiVNzd4#3s0R>s_^Rh%!Z5H|QGIkeN|4 zZJip^<%Bcn{Z%{1fGOGS>T4<&p=(uf;->;RE3)O{>cc^(Ih!*U>3Exddb6`H{Y?yA z(`{F6XXklA$Sdu;SfrCX8W1(t^m9@8Yp7nG@yCJGrSw&ru#+1;$C0!rx**Kz124KoU5O~E`w_BbbSsC`xql7Z-*;ZjcG$4zV0*Vt zOM9*a%B!srVq15yI15jcn*Ex-n85XIrCD{eO-M&RO;}ex-wCd|!JP5$mL00cDf)>@ zYTt*6ddkL}dH3cxj@nOs+nVB1^!gU&G@b<&G8+AsmB*wFj}y3I-iHH>9qW-&A$dqBGE?xpPXg2x{YU|-O?RgFz1#Qw&$GKT2uGBg8VVx%@ zqzx~SoXH@KWl^ggbs*$(_ZjEAbzD)11XW4ym&R5XpLgQwzc=B~Ptfo-?_xm{l_Q{FwJ}XP@c=Sev z1~jRp>~UDZwukpy@c0caJ{c$?ehyB{A`?L(N5aFFm*UVJDq7la)I1wFHTtJ%!t$Qb zm}=rfN=p7@PAgZ@vV~LjB9X2rICGanvGiPHAp@vP4&|?l&}B?6d-!~i?2#OI(bn+& zGDO(lfv}X8S~~=M{MmRZ~f*HGB6#`WnM_^d=`z zA*faV1oR;<=c8))NhpaN=Wx7(Suxh8WKzt{8`f)_DD3b%p}W4p@hD4elbwaUtMql_NGOWzJj)IwC5bSR5M0=SMQL%+DHqvor%0thjd{RO*XrdG(S#TH113Tje;sfXh%b z)_-IcBs=V50$UMj7zM9Z6_H)}lmPqLH!tewiH`v_QlVF&?<$(cp1e7FP{P$4WUf#p zev6A|U%ZF>mOWrC6c$8%EFgBw(xRa>*X8A*Jl16^E@o4+dHv8)vzIodyBN@O8+M9b zIOcPD^FVLII%U+;>*t5C8ju}1MDwS2Qq<?A_9b zV&l(j-3@94F-b$+)%3R0EZ*i)7Lj`Lza2Z;Yx@n>#_d$8KbWm>auy2ep2`$|Rb1Ns zWzevxx}@@_59-l204OEp|M)m@&vx{b5Iic<_iN`J*1>_sKMLi(>P9bp8$9Eo{6cbd zacQ_Kz|dM~XqB659Qq1~ZPU4ibJe=#eJkow_K>2cFZYm<_3|S=qfV_&AHPmkGaT*d zy_4r+&^+Za)I&wUplu#z?w&7vW+!FuV5k)Y$ie|><=lQ2vKDk^RbkXPEHW}g`s5v= zRcQ9}0TN)v(cQEB*@?X^Rv%Kd`GhoWRdp#TCZ-NW`1oc{Btz_BR>Pj7w9*?C`R>BWuhtzOcNLWMx{;EE?@ z%Iv!zS~w52`itNk=^1R&4t5+Rzhme5J9n+oxgY>fHKk*pk5BzS-BYcD;A-tfg5v>% zer;zTOGY2j)95F?Iz0*d%|_{+bKjn>o^v)@dd8!+ww%5S)9)WjCtb2VCD& zTUaUJ6Af<N*e0!VJY>BLrF@X^svs~}0&ePh+Qo2EDrw{(E zji`GgJ+v0LH2$?RZ*OPsnc-K;pY#QH)PY_>c#!o?-X6!q@tdAsGq2<}F5Nr~Cu+*ftrA$R3dElzsnMOveo zs=d0@zE^XG$^u319_Yw52?G*R{cf-2$E^R-WaK2Jv3FlDEee=%o>dciysd-YQ%kuytC?H7BqWKZRd?cvRX14Ur^O%h=-iSN-uiy z$*2D)PH^o0+}JyNz67-4y$% zilfs47B326r2RcHT!OM{$+tA)L4>o)KRnCkyh6sq8LevS=yKfWY=oRh<*Y9k2%*wa z^yP@N@h0FEUV=<*kRH?sj&pj^Eb{g-F?ahs?8?+LDSU7xs;t%x)Byw%uq8t)n_v&0 zj|v%m-R-~tyh58S3|3;_7It+;yHKI3a=X!2cYb?%Ppcbdok&Gmh)h2=Xm^h&|xArD8@zXugqfjY8Bl zT~sUvg_n_3%=5WE|KduGPI9O!=5P0PS9=eH1NY&gLDRshVrKe;9|l4QEy?9sBG>uZXCZZpVE5kFI0Ub-+F5G zcFr_Y^sqNVA!JIpnKV01Z{@ZMSs;@JkD33}909hvRp&YLSaNcvoUx~mOB2;Wr7W1= z33o426guwRrq@n?dzFZT()15y(*B%I^@Nc_4r2kb{9>SnREIYu0-J`g+VFht-E!=u~Z$j=T#jXA^4;`k&5xufUkqTlEk z2S1p7-F6PV9C~iYy#8;Ei17G2a6;fRvS^@uiKIABdT?@+@K~;}v(vEE^r&U{Ijd>6 z#>?i2l8+Q+(cw_7GEfhKVT=1*DkcVFVQ0u$V_Q7ZVfW|>ov$U=5WH#>5H-| z(ZX}-q1wYyVQ@gt+Ybs<~mO zWu@&A*xKM#!?b|Ov0hKw-tYAZPU8h2cGgvIDnF^c5}$|M82 z>Rs->u;$03VJ7=U$|)pY_va(SHzKi>&tHcn3eCUSKx3jl1`0=5;hl(@&;nUPTdRW~ zE0~jWDD$=X{2+vDCV8esj%uAfJQ)Xsq`0wahfDW*rg~Pu?HU4a*O(wh!CHkPg0FYy zTRu^RY`T_q2sj_*v&nSj?ik3tPf3O0*-m{k9sAtPc2gaCNSW5&t+wj9+v2)KwT#IT zS34o1cNzNS_dL!SGQfq8drgiSNt%+{TK0jC`mj^HE%{z1%Hcce``NOO&*sUz@iI#z zcNNxIco?@-^QzmpHK1jN)+DC%kq_0au|{mScPA_zqS5&{><})!`=GdTua%2>_|}l$ z*(-h@bwaSI{L03W%uU5D6{n2%GrNiR%yjH39)CvnXoPDj0jj)v;utmri~U16`lk4x zx3!E0sj-V$bGGm27;<}F*GcZl$R3}SAJ{lcM0cM(;V=WSY}QlBvu`*wP+c5~;qYwB zSQg^Dh)?>yO15cWKCDp=VgTDE37dA+aIG*k)HdRy7+Z@|Jp%k2s<)DgQIM0Ny@_!b)3$H zLw(5N_3!KtMHe?Is}j#WYg?~oCz0AMB%9XBk&c!YUlEi2(Zcc-!Q_L37g2CoD)`_d zBoE{C(^ezb#fqRXe-zQKwq^SCJYXL6ulG~5)~bRS*qp(QXYbLGPs! zGp@l=?^BZf)qDl#9&%&P3uc}gkW-cr+#$2`dUCG$BjLX$Uw;->)Bc&gag(Yo2d828 z$rj69iuT>@{ny|1ar9yN)b*Y*gW(W^!(S-jt6d?3*S&JZNUGEjf!;Yn{bN7dp(sUfj_;ri^}xNcj8OL0smEz*p9{-7Y(OX`VY$cMu7> zgLW&-)8d7mCL!U#Wk6bkj8(Co$P}ySaAHG412X@oc=}^cChZTLJWHr=xMz)aUpKFs z@2^>S=F+9r_HK2G2%&jUFbD)sT4@Qj)xX236xMDp5jKY@hEJ6Wv!FCRubCAU7zSS? z7*6)E90^N)w??E)C@(y>!Nok}RO^pAq#DdlXO#_ucWxQ2dUsK?mgV|}1{XCCt!iLh z;?+85-KBlM#Xx0Fp>Vg<^L?83X36jalD_Cx%R9{1W8 z6{ZEddMEF=)c~+u-m6s-<9=%07xkLYZeu$OO`b=MKt&gm>xbq~)@xOee^#NDNCsU< z!);+NkGKIXPm~;fG!XeI!ComkY8E#J+Yc`rj?t} zQE%^O0yehiu2!u$qrHsw&&%nRt%q1i$l=bF4<8|Bmy=8S1t&a-Mnf9*!xL(naZ^!Cj zyxrYE!wtMPO*w4L7SD)|j4rF@P^@f;VeO!5M{gWhbnzmXD!3UGd1?ev7w3>&X1ZK3 z!d^CmJQvGoxSWX=?wN08sQ;{=Rx8xEA!>cze@ueZp6`?q@KXuWW*xSz0D1R2$Mz}N z{*L#LHyxB1V3CYT)VsmFMdp_^E>DJsalie}lh(xPU-r0@Xlj)_hs-SExW@&vb-jt{ z`31zr!FH?*|HiZ761F&)?L#{pI41GsqCi<>l*NM zgj>p~nT|0y9B>}2se53Ap|7o&5HV~D{1ZAIWMyV?77g2#9>O|t-=hlc_oWW@7utDN zE0XgbilXIb+ueE3^wNiBXX>%4^px*F#<0(mZanHykOuSt?`WUKy?o%h=4`-t$VKRO zxKkTa4XYjU#(aQMAVWR#y#~pUmv~9rvp4Rn(wHpEXcJnREY|M$r*s*hB}uHY=nl=# zRO_dtx1YylPy^Y%`x091Q`H9Ca=|w(L~8^Q`V*(eF#>ekp%IY-4l{g(RY#W66pRky zC6X|!29!TD5CPWBw_Os*I<=YVwwza+qL05#Dq7a zTP3PHQQkPp{xSC_+f*2S0zYFXo^S?+PUj+U-piu3`bkk;0;C;C;8dPLzPaU{MF7!0 z{s(FQA+~&brr}l)c>&Gzjo_^XyK0i zrUr`AzTyBJ`=AvRy&oDxk(q98B#+_e*mk~&^x8WSYUvY&J?rC-t7CsHPCa;;!~Ab_ zk#|8qIRbR(8!J!6XisvDxU7!LDhU%mjkY3?u|%dHivWCmSNBTcPBJdEuz8ty>ndMw zBg5L#?x&q@u5;&OQG#kB`}Y2pZsOE!sii^%NX85?8&8EjNSk7HGpiGk263&b>HcR{C7?Dc;%hrl>!#mmC+uNw53M!T%!iPp)9~SX!w_BkqF zjbgJZ_fnZ5cgoMbd#Vr9gFpz?( z+#}>}M8z)qkw9|2jZN(N!fVEp#~$rWtMnRA($^!aQt4i!ULZAXR&GM}-tyT8pzkI! z$>5nJF7X&cr!rbZz(T4QX$5U$zb`h47T$FCb;T031D4sAGkByRxEl3`U!U_rKuNCd ziGIol^S1|&@0eS*X-5poTb*7gt79<|nrUIT)y*lbICn=QIo`%r+G&pmF~=f4_Bns= z;0K}NU~^Unhy=0g3@BF9QFn(mKH+NY`RIB5e5f)Yn0H9?&>P(6J=k%8>-lwN;p@&8 zw>5^oz?ysU9THDNUYgwzOZe5GH`U-cGPI^?+keSt+vZZrYRtahA>Y&62QxwSg`Bzi z5q(%HQ>}k7@Sn(Bk{Zon)|AdqqHWVD&6dV*MBSBs<{>cqNvSd=eCfJMM@3u0W!gPJ z9Iy4m;Kc5!k+PO+H#H5nRG=p!A$-clCuHv;efhoUifXfQ^ImFv zS)WV(El$C%ok24WcanwBd4l!T)9Tg69+$pfj`QZh4eiO52jo6xth!9OzeBG8eY8j8 z^1ibv*E7}2?rjC9bh_r4z!M||_k__JAw2omv^m2yC~p$|qa~*s)4Wwwb4Qm}ciK?e zDkg=k;aO(s^9@LY`n2z=@GSQQ`iThemaRnNoHWIgQR9*C!p60CWay#I)0C8RpzRKK z+l59+#{(NkS@%}RPuTG6%h{y<2p#<84>JDf2MKfCGZBYYAyk{q2evh~$(G!oR|%6f zpHR2vs>%BbLBxukfWCxFgl`<=d4H|wjpa4=@8KS9efK^L3z2OmG;0VI1Pp?fEwE<5 zT-`3RLUch|C5GI-{1HP`rcW40V*Bc{mfe<$tGl@dc6fc(^kzr8clz%PNfFzD24F<< zJ9Um69P=rQMIYBsdvw_h_g*kxJzYnGGamrM`ps0p{=kliTzZ_X&UpaSB|qr-?brG0 zgOt`^03*v>s8LsoU`p5*w!J zqq@a)nVK7{{)c+!yojeV`MgtZW{6mgQE@lMejk4JDuVj_~UEN62*3 zreA2FxwDW;D7KmmXUr0f%#jDJXty$Dzk2FQ&vc#7dBOVQqR}rVXU02L?EMmy7qZu} zGgEv?^;|HDYSyG7OvDhUm0Re6Xw__xu1n$}9mpYW&x(24rr|5)*A9wu23Bd1kQ-(i zblyejuxig@JXPWM*1kSgxgSd|-h+U`n%AionVe4ysH>MY8Ixe{p<=8#B}UJYqe)uT z2i69L$5aa&nvoUWcF$^Yt3?okVg3kKK(p~>XFnTim!=ZM&urnLZomL?@7z^G0IFf& z8(s!TTBUt(@|4$BU*jC_C{23ua+f44+HqEoEoIxeu}w!PYg1Y-*4x)#dI>{wKx>2h z3p?PAC3lExQKMFb3xKOT6~YG(7i%~;^*t0)bdKK1S$y$4WIU8J3 z({yIx>FgEc*=C$?3%>na{4RrwlBBN!U^@+h)p@?4cA9Y2 zrGHu%#b&4f@o1rC%MI1qJ*-6lJgVHqKeTO_G$d3XY@qyP? z%Zut`39%zEuVd=gwOU=&>|u#xL7d+9KNFu*rZ&fREGD$(_vKupjahc)knuAVl>b`G z=kdndYVuw45$DQ1RG;#n_4AB22j#kbDu5jF8$(CgsLkkL>(e^Y>W1b;7e8GlSEU55 zIAHjaC$hM{(vUH1Z+N-qJN%dQ9ptJD*i;Vx!tFM@APAi^ra@?jg(k%*NMiLjS?dcW z(f}TmtYAlGdQ9bSW>uDIc$3ZV-eT2x_SL7_fNNVL9~I+}7FSF@6k>3O+6{^Y;ZvBD z5Zl8mF&VXWnn$`Qjc$cP^s1wZcBjX+lWBPu@_BCtd3CzpCS52jorq(S*HFL83OaXC zgA$uwTsYFM3$(>AQJ9(AmfeaZM5=jgst{-Ak58Ms5W>#>xwI9VX-;b0fAamvvd!Y! z1DQs?`>TS^spR*^m``Xi6Y0!Et@Sg~rPB-RwmhUI32N1BBzVB(7rbY;yzq6I3abUG z`SUha6X1VadXzAQB3p^ir=@A@$Y7oCptP?5%E5;ml39+vnpo^16#DR|yk%DJk4O~;W3_;otZes=k2Q_6Zx-S=uORQ@Cxh1Mmn%|%^OG)US*3oT^ zvKqAGxMqF>(9DA`sYp=HK}=r4nQ1oTIT# zsU8+C_%0jYBo%kT$Qw`Si;~|DKqL8xUzq!x|Aqe6e$mCj%oVt?{S^;%cu&El3vpVV z+9IRV7k3JjEPDK>^2p(P>?%p|+I*>~BoZBA4S+z7cw8NyrhWJP{pNFKpdAvzyo-;0Se=4!r?Tbnn!aZ)?5X!sQ zj;p54bDRElPUb-2S9-meoW@j3>WIR!S$rvtuEJuU&i?WPW>u!y;#`dSz=C#$0pKLt z9KQCkqE)3K3zj?ocDClQ&YnTK&SW&gE1GioDvDvc z%~kn_hEhv3p2lG0*RNFkBBg%RX^a{1LwPTr!{Va>-8F#_@eE?==GYx4tpmN6nbRlfeHH2$Zgl(k)QD*lMURl5|( zzqA#*VHLJ`o3m4KO?RQ3BFKAP&0CrM>Xk!=Vbgtq*}Efvbjb%YOIYB_;J~uUL)gtf z2d@_O0|lZl&l6i<&I{EkVs8HXgwW$qf08gHPHp&$LaZ0A7%fNG5Y=~0OJDx&rY93$ z^6{_QNCv|wmD%>^YDWx{s(j?d8fGTNUq=0c&y#SrUSD`%?Kd%jbAwAdHS^irK1&-G zJ*YlnL4I$!uXYls{Koo7th3JvXSU{$MqMkB%~^KEU3{teMDFARYfDZ8oeu$mL?MDz zXODew%gdmjYzAe)B@Y($BiKsdzT6D&d+WJy7eTl&J>OanU5lK9MbKrFIs(&mIO&UK zyhY1zPk(bCp`GaEFM{k^i(wDn(7q6+Zv(e86*vy|su2A_r zvg~T{n+{)kgkP2Q=k#Jo4X=V-$(hYM3vg({F8u?|m7HnN{Bl#MZEdpFsf|MMk6?|J zkDcwTSYeywi9Ig>i`U8Z-Ku@t?1zWdA~f@Z)`o(_stPPge|n?n`;;yxPi0RQ85}gx zdy-+q-b5~x^iYS|1;>kT=RB6hyEyBPi;|yDbj?$aO8MY`h6BHCSLxonlCC%&&)NO} z?CQ=B8_I60)az%2>iEi^s{}|W;0WcHCfU{ocF{|pE6_w5KM)J{qP1)I88s)Zt*!R- zzw@QWFRUc4a!Y}e)yFKWAJcbs=z{Q5Tj}G2d7KwJ@%OXiq)$!;k5`$DolgrRC}-H_ z9_Kky67A~#?SW(%Ya|+Pn$khhow%Ydy4*dh&UGn&kB!xd12g6JRd}96{m{a<@4Gyq zizHkdRBA^&-P4|b>k%Df(L7Q+XKOSlCzdYJ*mG2==6OX(lVYIP`j<+!br1yu16)>dQ7`Z|3Xt78)Qe{DNa6GG3q`fBYDcnInAylHBK5 z?C3wqVE`SQ$=ZP|XMBXJ=$z;n@8>y;=79+`(~@1>BQM-Fe%sTY`6{wprw!g3+_`5c z5JNiHR@wlo;R+4QkCO-Q|2a!cd(N6cy!POE`E&YoP{r|=jdQXeeMAFho;?n1rMIV5 z_*1>KdTV2)`>R(x>%v22%R0d9aYH4^KM#KkL-nB8bMqgh!Fzt`-%KdPy8WFDd1%%{ zgh;#E8Jni6KE#TGeOkL_woOzO^9yN7l`;Pwr}W26@_H(y>5{)U=WWA$e zoMLO+=MF(C$d}tM+5A@BUY#`}M0O1bS`GW$p`QW_gAe_m=|5KKxaitnQW&+Suh?IiNx+ z!`(@H(>z=k5yj@zMeXwH{WtDJ@?EGm2UcP859YrQoyz9=2cA6S9m^&|uTXkTT5RN8 zdX8j&J`#Z%Y@+*qSpm5jVu*F8-?AEsl^Ap)MeP9x*dVg0yv}A!W!5JS3pD*0ObKP#z-@Xu&9l`qW z+mHWVry>C~vN??0Wowi)#>czNWtYSA!F;o;*r>R7-56B-x83v)hE)x6?39W+|5&fG zITQEj@z(X5h~`+e|6awA?!#)T{?aNk>%wO-B8@NC0bezszbSsw{J&m;-%u2hQisEZ z65G!^OfzK=jZE=IbM237>~GltjtoRZ_r_XNlHKsw2-1;m<^ZD)rZ-X_pCI3+e!Ju3 zDk%4#VmW){k48YFPjd{IKY7aQJ=*))=wJKC2ZlJV(Xm_5g)L!8?}qV36{^fkHOBi| z=pQQBM!-YCLnEq+pXn_f!|5-q9!<2;3z}TmTcVw(+ghDP=40pO{ja@NBiU%wIRpU2 z+Gr4D>SnllS{NXp11eMSDW`$JW`kgxK<+Oeo&OZvMi*LiLU&!Vw=Af#?L-R$G%Pq7 zrUq{H)3d_Wu96o1%fFHJmYlCFc+%i)%+WHp?>Ew&xZWHHR6U@yVW zPijDq%@A)7r8@Ob@@m!Yi@tl4AE$Q2VOK9(gr$sg|4NEU98lv+w_SUzg6Ks+Ve%O? z1pX-A=&q{jEV1{_qNtr-^_B8bqIS~TNd@l>BS0Ne&(@4e1YtejsUg)8K)GwbZG>j4 zZT;o`fw$z(AD~^Rr>2G~C9es0dzO&P>Gy9akx8a@EJ46z(tX&nL-jx%bmt`*R@c%fiHUF|0HF^V@s}WQIUH-y7gPWp z$QROPHgNaf*Kw|RC9nGrZ3!MF&(8UBq||KoU5}-}qV11Lk z4#P$Kjp7(5uK{7V4rp6IQHTZapbTp#+ou*QgdH*E?qV;`25+-TsPt)ahjMtodrSg< zg50UP`%vXSEgdT!{gOJqy{T=-22rQrsjE)&-21gp#oHuGBD-_PPs_2rdFM=n&#;!F z9C?Ujt7@qvX(LFwJmT#G0*~e0W*4kKNQl@)d00~|@nLna@JGc;>IASAE>zdPI_5wM zPF_miXOcX3;hVo1@8QV->pSB9_&TQ7uA(avGv5du@LYu@(cSZ=L!MFGdQ> zwytbcF9ModEn$0SetY}E`il8?12UO_(JO z(e8X~hmPcHKl+7T{9{nOU4i?1;b&XR`@JU9hN>Jx%a_zsAN)sOijD(_$Zh@zKY zt#okZ+#+ve+Ho#Mz`q&hrDmGE4H&6{ALsAIw3 zNKVRQ^oaUU0L&SuOtCItL!MsB1O~9x*n30{srwI3JMyN9>@GE1xu$;XhRGMM%iNGG*_=Vj2!94Yp^Wo;XlQ~L^Vv#^7$OFK|Tc7#ay#Fk!3uYu<^ zs@!NS>FKoeT#qiG8^Yaz>PQoIyh0z`*3=x2R~;E>$7K*U=LaArVl4C@!XtmNwg ze%NlstY!~V_>EB5F6NLooYQGTkym?~&(w2X2Y^2eKCbf@9q5`_uY960l+82th2hU~ zUBW*s*rQ!gsZHr)?4$6F+0<<6L$lm7MlPcpJ7jb$mpwT8-4eBERvAZ&x<(alW~=XGMQa)>Z>|ubvXZGqY^!n9^A!#NM=I`!tE5xYc>iJreYm zm+u;u_UZn(){!$Sv`!I<(`z|+R#g6Vzkri*xZSy<^M6Sf&K92ZA2!8?hdvpArb&BHyAN9;to-5^!^^jOa zMta(cKvGQriuVhdkMHlvW$L>SA1fE*ObKcmb*NS0lW{ycX33h@-yK%RKIiw=B z!wU^#ubn-^=5EyYQeK8e0Ai>WCvQE4U#0HM&AM}Gdt}^#P`wk$us7wcaPK9aQ&mi@ z;WRzolhS{5Cd_ti0Nya8O@TwlsVxL0&MfiNs!Su$%ll;_l ztON*^s}QnROn%S_`9s~I7+kW1x!q7gSV1F1Z!hFqi*ik!p7Z5@BeG6>g1xDKE;`%D z0GlgwMbM!+E+41<+^MEdA${Y}gMgwLUJ-80dfm!`7~>gXAy`|{Y?H&PB-D+3z9@Jq z5(RPhVZln=*67GJg8P(8&EAz)_#<0`ZV!d_H-XdJnJwh? z&kl`eVEkQL8_`Kst^d^;=&kP0lpNnp|HQVslDrD4Ijb@8i8(Zb>eS#U3008DusgxMZd@-q-qvhG)L7R;X(3ym7XPu&P#3tx^g7FZcS{-lyl{ z@pf@XSozAC8J=bG;%D8^Rsecx;&M}$uz3k+gEkV*rC0H6kv%2rWCVBuYT)q2RX1tZ z-TQk+bYIAaneQ`?0~l1HQ^}ftvSu8A^r(uvF+o9c-xP3rT+?}yVlJO)m1L?slH9@MK)r;^`}~olZt8*Aj3^rf;5LhqUJs-b%PTrV`KnSC+CBe=eE(UAP!M%T&&kaovao~O2J@}>^v^FTt>Uf(BmcR^<` zeChpa#K~ZdGqF4;)#K{t8vU@!fiZZo87Y>vMjLYOEoIT?`y8O^)51j7W}ZR!N68ln zpo0crWwIOFn$MMdequg!p7Ltow>-^~c`pgHo&FXR0*aF^6ikW@tzUj^mcy0Q>qGuSLBsTu~yIcMQgEA`D}d{sLMdvjSyg zUI5OXxkRsm&kuZL*)tOE76?ZtLU(Z7n7%*2`H&Q%tn@cu!gVP;=p&}NPH2&=@KQrN zO6_~?Qb)PIw4Te(^M|5~{X z8G5|@XtS&+xSpL0suUNUZ1SP1#qxcic)AMvFW0g*%I~u-w3FOskGH1`Jnlsd$9(LR z2lOLrkG$AL-u{pG=c2_-5n`v5%r2g<+FLTz1?ctl8VEmh`;PkhFIDn#J} zK2DCDG9=xYz;43%1JTFkQ@4OLS(X0=!xH_l5kEXdh_w(o1Kn6~m&abOjY!)+-Zy2F zv~ow*SPK8WjIr0H7u%>>dc5*yT_}9hj)cRS;yP*hbfG!HS|QI8Acu*wN%vQep!ei4 zeIVpN8JlqY#95Y~HKFo}t{Y#D`z1bmmI9!!E-}f=rd_?Uo9G>knf`vLG|{40lvbxr z3EHN6w&9G34at>nlT5`Oez^*W7nT zHQ9Xo3J6j~1VaZ=kuE~$B_K#q1O${`14s=JKq2%Z2!x{a-V_k&gwUk-nt=4)tMnEi z1n&Dk;(N~haM!vY&wRO+``be=3Zxl1PhbQFBN%vy7#B~y#yh2p)c+tA^Z+j|PEIA= zT%ilOTC%RxEj6tU!#}RcAlxDqnaSu?jUAb}=8B_J2t4NX7Sdord~9PW98e<51M5uH zOd`y_fs@_`MA*;odAGh^yKD!_b%94N+*-WZSC}rOV-36dESv>R6~4OrS*f7Nf~Lsz z*zh`+^p&OLY@g^O3q=|vw$@klX(8`gsX)2Wr6J60`xnBK8nOl9*LW7;cYCE8ZX(a3 zQrR1@qa2yVSq95iTg>kxR6}oj24K>6O-a4~v-$78ERLV>NVjM2sft{2_O2Q8?of~> z?0$BqMg-mklk>J0Wy4#w=>u2Cqiap56L`qJFE*91lMmRr{SHc|s@#J_Y9yk<7ZX0iW_$6|D?PY!-(J%Y z2k&Gl+hz`vy23txD&9u!dGZ%=CX(4b7!a85t^*t}VVbyt6vA_*NhTz69u*|XiO^Jf zC~G2M*Nbe!kHvj`QXt$?UitZ4Ya<{)z0xT;5uR|oYYKMc(k)9eW^y)*%GOI!TAs52r46++rec@BzBBZG2mXEo+vCo>IBTj4(#MF8svA4XbKUrl1wSt3 zD{zro{ibfA=2RAVIrI_17od*F-&J!PJM*|)CG?P_li!f4MM(i{TIpVxSS{^zQk4s;}}BDkYfO zJkhL`LapboAr|M#=!v?1Ylm#nBF?n-{5H)rbMcrd_ek_<+ zbkeYmX?W#dyfx%NWxuDWb>=}I0#m*k{+@;Sdps=Avu)kIXmbNJ$*dqgFKE3J{B(A) z9gYa*+t>k8MyxTOrgPMUf8|nYd3Jm4UxwT1w-(@sXjyA;+E%%lTW(3*Ze^L<&#oJr(dy>VUb+WE_2v7zlJc4 z%GhflsWE1HYokO7pP+?Ox6-$g0qSJt4ORs?EKX-1oLS7SinCbJjXAT-tlJLO$$h+4 z&TOl*2M3}LPs17W^ZBnU_y^hLLMwDcPZNL31^4o`RArH{A2!{sSR%4YzXc32=gKO1 z^Y@2h(aKqz?XAIJ6mI3kiNj6;ILm9!FmE+f96Z@`m6wzIy!- z;}Z)ST31z%{F=&romwuxwnpJDx-u@B4UKaG|3`19i@kGtcYTDOtJbw!3}GULBsM8> zWIC?!sA>Q0{L6m*^T6}pkNAA@|jNv$)F@}JYeoT?^88MU-OI-T%Gb< zJCD^!5a>JLG-vU3MyS)jJ^d^rwF(Al)ucX03zF`W`zmlP(E2PtsU3Vk&B1q_uw@Xs z?wYYDyhb6uQM;!>(k<!o4M%WkV3Zu2Ct#-DWh-1Rie*=-ZClOexRnjQ0#u4M-yH>(1h7Z*0Bd$ zh~D>W@cUW5LVC_=^z3?tS8#d=EWy64Nq=(25P_h4&bCQm0$iwZK4@u`6cACxu_AjvhB7!ruh%{jj3v*Dp#}QTP{!LcYZD z0z|9Uw}gfAsMtd=y!rRvS}*D;QfGuv2IX(-DVlPwXep8k+lSUAbnw$~Xw2oQF}$8# z!?S@7X9qbJY2VlTn^~E%0V6-Yq9~hq9qmiMe=8@vn&8R9*(!2D0akzUL6>XS`oFL} zvRnNA$~S%WMF%kQDu`lf3z_Gh=)!sDBuQ?%1)%}j|5y+5hv$RY^K>%&MNp@%8L*bz zOX88^w|^$C>;q6IU@;e0(QDT}38s+L>umJutf!&Cz9M;CmTXyQ;aRJ`WrnD4NYxN} z#MW97`Hq}y{L2o|Ko8B7{JWsb9L)9nz5Za*kiA%%Lq*o@c1Xl^4T-nCQ1ED3jge&u z2p{tdXofK(l1vva^x?)_W*J;f3e)YcSyp&PgFhY?^)1~C*3+x!WLzNic$@Nzxz3Tz z8xBls;sEU7eXa2iJLf+5Oc$O1oWr49*n$YI*QV*S_;zRYjje%G)Z2T1!rZOKn_(Kw z!7q>I6+~_lU{q3-`N&X~T**(I+BJKOOJs#71wmq$?;bmgjHJ1R>E#R1=f*C-$``TP zPmW+dZPPi*Y9PcoKiY(M$!o56Q}->}DgKIztjGe=I?)cDMT*jy{=N=JNGb3Hp%%LG;6M_?DKK*{-IQvdO#+j_M z#!PC~7}9_LahV@~bvVPh_#fGsLOQ%y?UygbMji@jsh3EXAiC*&rOj=Ux;KWw4`iGS zYI6@^sw56zHok)i3C&oRSMQizARF*c_0;kY>fNI#yjt(Y_O?x4pTVW^#*|!T#_tj& z4IJF7dm^v56y6xb<%)8Z^^JhKb}wPLb=G_U|2aIR*T&0~$}5x_J*2cprzsYcVQ+LA z`I|GFHTIhPxVNV1<3w=oX859fmxFYm9|CBc3OLUsc1u@s{uoqkkRRJ=$8$w^bki1y zTEsj~pa0Ie^k(UHL7eofJih$%7k}nwp-QTBki|HlV?fi}CpfY>>zyl zvXr=Qf7VSocVzEbcf|T(wV!4~hFG*rpmgI^7xK}WPc{#Ab>KM+l!;lp6~Fw|k7eCk zX3vP3h#>Ue+MOj_pagl@LBdTH&Hoj&2)wj77-_H9C`-UX6 z^)}FlY-iQz(n6(F&r1beyaML3-QQu{v@DmbndVOCu3I-$Makgd#6acm!Td5VTshJm zD%l*YVlzaSU9$f@&-ey=*QFB=wL{pjzEy`nqSe`qx6e7hp`u>YKJ|K&^5fTnQDd6W z^Fs)TY~5RTtD-2en}p`zA~NM5Jff;|G{f^)==x@b!rxtEJNNecrxm2p&|7;o?Z`uS zG-UOX(ma1dz(Z44kA`cRUN{`D6Di+|KmyRCi=d%~6zuF+PXh9Y!S^_$DnO zE3z`YSc4S>up5N@@XoI5d^^$tz!*UBXExr+b70+6U&4sapQi*iy$E<*QL&&b;arG| z+iL51^uw7ZZ3E1Xtjy<7)D62kjKoAD^50iwktq!&mRFJsyvf8HX+6)0D!a=K^y8lq zA*$iXq^%T(IH*9&wH!HgrH7G@g2E{;qgLqBT?oz}g<-=DK4YhmX0=5Wghw%VuXjK^ zf>*fwBloAGX?mn&)uZBfQaZ2OF1;VjO;-D(?U!%cDxE!lftoiDehw4u2%TiEiJ(3E zlEYhh<+IF3=DGH(EBl>cte9@Fu~e6QUEe1WFSCqfbP+&}VC**|G%jwB?5cdAWpNuY z*qWDUq0vBzIphXH!rOTlba<8oP?eUP&FmLZc7e>wa~7`U!#`$t}dI@Louhh-asuts|>z#(w= zkaKJxn#M~17I)-Oq46*Lb4l&o41?+Ov+mWbY9Gx%f0y3dFQIC_GyV$-$%;1LQhN|} zvWy&RB4*)-#KlctM~xS&IafwYov=cAO0cTTpgs=w1f}Y9gjn-S@rY*a$&!nA&_jtI z&+7zPm5hR?Ds;-zBkY}4J@MQ$y1^Do=@ol3W4U6efZrd;Hmic9ed}+m8BAXc=0a0c z%L0S8&BbP0&fbe$8iX$zz!&8?m%0!j=Q`} z@DCGCF4vmbp6+mjS7D;J8`sVrw_r_N9Gq_V0{h}|1*HP-CfuA~bs1f7X=5?_64drR z-W%ZF!3aB8M+dgGgVlC7muZiIN{KahOG%b>aTLu|pz`<55?-Enco;WPu(tzLK=a|s za|VGCFiZfvUGfV+L0j9uxaMLO>uey{o$VA8vU{&m3`bLGW3YL%aHxp9X|d$wMt;}*W3Moko0D!Ga&>CO4=+^0Y$ zoYfZ)I-BDUC471=FC{nx!1*ov)Bkuj)FwC;hn3BcU`4Z63Sn6Xd=a~dZ$8&sZuH__ zQi7Zxj+y{`;EHs4Lb${}iX9VZ1+fTxu3K7L?%TT&qtl51uZ55ydpjzu){~IEkK1+(hBg9av4;*u@O*6YmI;d#+dzaKAVW!0crorw zKYYamK8MBksEhj*qe5@3actXBI?4r2MUc`s&8AcAf!>mZnRkr(jkIaZd-Buar9w$&})JFB3j=3zfTFkrN%s7JVBR zA|1cdUIAZ1S$W1fay9PTE0d;I5MRXEYk8nU4<+@wCQjTkKZ>p4WMM(}JH~D$*)moO z4I%aMcQk?BBHBh|^D1dE?3lp;oL9JHL;>IMoQiaw)=wuWAVR6MBi@Vg>ML}(80##U zd1d!oLmZd+2c~X6`aH8}jG5_`s(oI)Ig{E=o~yREdlx``RGw}H=1@3lRh zne7X}tGRbT6NBa5yQ6se`pT;Fa;p+!pJno@I)TGzH`bHN5G!6EH_8U%p4B5pk+Qac zON|}7`ZOIDCY?D;$x+l$ef)B>zN zO!Eo(N}_c(V_V`g9vbETgwsH|b4Gqy{@h!vND)Cf#AyRy^hr3~nCA9zNvh&}0q;iM&P#NH~)7ku^ zpYi1E8OIQwbW*(6CTa}X>^UR9gb@HB2zGs2YBY*nbmqMa{EgYhMu%QH^xtw=I!h2| zoB4^S>fR<^Ru)Q|J+1$@5)s{tT%#u|_5X~F*Wm*P7j(6I*+WHzTHdZrm@2&+%8z9W zzKwi3@nDgAauT;Z2FL*_cISqh1`a)&g#{IvL+bop(^jsinjjFXX<}bHMZE2e{;@-Nf1{)?L=A zpj>~MKCCP!5|`Y1xzqEo&Kj?gk^MpC%~SqN zx33|8b!hx1E{oTdvBtM4zj>a)eQUyfHo_^V>YGBp_m@jiHF8*Z$HMIHAj^Cr%z)D+uop%ejr}3%P}=y@QyR13ni&Y zzFHO^qFQ(nxvvcV4t{n7cdUck`%3oQ;|}n_VM{r)WB7 z$NSJzzU5pHg!t?O5H8;)^$>qjSw?9b*HK+Wt8_4i27gx0e`uC7P+6KFF3N^XXJ(A zhL_9i5mo7nZND@pHE3fkWyNHod)~-W-kiFdYSAkg0pqRAcOVbl^tXch_S}0DI&iG7 zjqkw(;Z5GHL>FfAvj>)pnbNo!%(P9#8kf3NO&nmz&kVUKr+#-TY#8%r-av{6c|sh< z#xK0Ajzz*RwFxLvFV{RRdZpK)fUCTJqPfPAqIPjZTCan;>#DR~Ibl8j%=cqpVA`i| z?1R4^EURjOG{RgGcZsIoPHz~y$oNz8ZI14xYIFDV>0a97y)VM;nx7;+0Njju;i`7? z&AcW?z;1$mU}(pSU(N`%3^HCczbyUSF!5kpE#<0dFNV*i#-3#Tby69s8%`nB{iRvQ z0GQ&B>c0U643CZ9wV(en|C406yh-|rtvQy?0A=p}kx&F(z?(V;(P$`CIC+#ei;whu zSxIhS2q&%mtB5jg zmdMH2WeLr`tnu3w7m;&Zzf!0bBa3$2OBkxYfJtac8zu5)$m2;vHuqyoxkNI>A?wYi z>80O)wuXM4+BTU1-kd5VJi2SRDn;S_GiYUKW~@hl#>-|<90Ecuky(*kDoIy)%Ly64iY0T;VBe~!WmKXy2s_f5MDS#0G}$@GUWIE@IXaGWr0ZASw6SZVP5p2~ z-Q=2jH03SmauSW-e!rXM(4ot6U|noHK5Mez17wOj z>V{G!zqay~EqOjfj5eUGxbwYF1K^oqS~fKAP2r|zIGf=&`|(oEAn-_2>{p9xCZzeX zL!}4l^vvuetOW+2=U|2Aibo)(i4B7WwWm6jHVjKbB1A`OW*cLb#2+jkSg6ZJAz_Rw z#Uwy)ThV6Q6M8oa_k?(jlFL8gLzhoY;)=tTQI9xH4$uTDjm(bB=wbKT?m(DSM?@c$ z5}%hU^jm|!cl<^zO;jE{NP7@TEuKlMhS}QvXC37^RmCyX>zqx7zh@Dw3gR-O3_qk? zPuNomR?etQ4TAM;%kAos{r0z8&O7`TwB_7PeGiw4q214vyy`!TX8cYE1(|QpsM}xS zGxtiXOnvW763C=I^d>gyfbn;KHl_74lEQYWm%hHN`$;6FL?0DT{U=HtH&YS?Cy%9OQK;eB_biP1sIptbi+x!;)xZLljm-dLPyufWCfj1~1kGP~DMR>q&K zg~4D~UAFN{jVmRH_{lHlH&%5Db4HcZxN`Q)Tl$X-yU5ohj$Rq8HsOw|1R~Das4A)F z#L;|Li9I)qKV!=MW+i)=MoW`%o%vNJ5LgV5dB9w}zbAZVS9n1ROLQW}$AyX-mov?H zBmo>uT2)izO#h>4i-ZoTb>riizBk2d+K-3Y%rA7w>M^>7s&=<=feI+vv(Jhw6lp1k z$SHq^evd+EEt+qp79Ghi?$XjIiC}d+uASImp681KP|y>2NPTseB5SUp&JY{I zMl`3RMbuaAb0sNbQ+jjG@vfP(1aRsK$QF_p^otAdbl16f$D`)6%*?I$qGb&b^0VFm z@D#Uk^Y=aN4}qLZ!}E_vEs58o_TG*Q@BL#CqKHt@)^ueSX*HAhoixFtUQO9gi-zq) zn6meL^rm>YgVI`(qkyYVE|SeoKL*+tvF#d;x5d!)XQp_R8f=>z(JrYx2Mc&ORb#ZA ztYaJT+H&(5}O3~)XB&c02y-so}jh}wNNw^GsoUt)L( zhy@X(jWhoi&}Ii!LO<-&N*^s<7u3`&tK-ic=nT<`mXiFZ3Sl2Q^OR6r;GiwppCDBFp<_3Y`^pxGKBmR@ESp@D1gYe+#u)V?Z= z=+-{{G6IMN8uJ(TyRP*d*}}W;wSZh6Rqcl;6+VHu)HJ~u&hIwl`37Ui1e-PpeQ9O% zJ~uQk4O)Aj_J{WJz_=Fcj|8+w+qLs#BspYPT_T4xOv1e-OP;c+;MG@qQy!-NoV}$e z&Hg$Xk%n9`QS<=mtN&5+i2FTRBWq8ofRN}hiL+_3vODgw#;0~DV z3n8%Wu-vePSaF{To+_D%c0RwO{w=9q;<5dO&p$prGMxp7xT5_hdBDu&%D1I2E%CZj zB63b6i>Zn`5-Kr1ZW5KA$s%ke9J;Q|W>muG!{#<^qNs|hr=Tr_&0U-JUQ}pAeVxOu z(yn0%yLlSw_=ABpNW9f1Ml7ZCiDBnMK&OtlPW>kd0Z?3}2wEONGZ16l5>wfi0zpYA z(C3Br;}||1ghpuS%CKB-AfmCZtlw?6aWtR_N4Hto>V7uZIl8#y>iiF*ck-%iyy_FA zuImLrm^zhbM?fU!5w|ni(YzPx6eQdkb*5rlVz58kX`U+9jJ@C{d$34LkUH`cd?3ejoR;$3Ypcc}|B*>D_+ zasee+P`OKe&EM2hvUEp<_Sw~N_AK={luZ)zc0Z&!u=ac%%K|tSm6RrsQc@}itze(g zah!2)$sGvpJ!_}83LA03M;0D^T8|6rEX+wWUhlU^Syc?y5R~tVDw_nwv}^OsjaO+s zmtnr1e0ku?*8qJ%-}>sYAV zgvp!t_AVHy(A(EuEGxf>P9xgDWzQBdF>I3#2HPc>4(>>%{OXlL;Q#`=R$`REL`Ajb zh@3LQ)hJ!-g}sN27=XUyq4rP!mWgrnreryp&>a)>+=cZQ?}oS$F*%Edq<$}Jwx7&8 z2c-P_H<#>fF^6}eCZ3`ex2@sXNT~pOy;|U}?4u~aV1_FQ`}8ZXV8Wr^N(Rvhyn?>wE&|=TzA_jn2j*#CL%}9$n>bV(mF8u3e8Mwi zFJ1yazf;|p-*r~kDs$2CIx_EWH%b`$i>dqGNm@x+h)?L+;mUP2xEE~GaW&qShut^) zy$C>Hblo9w8$9{>LdbQuJi;L~uY-^ImxC8%%gkJKccXcnlY`KmkV4rzk?-+6C>$zG zWdci1e}Q5|yli~?oq`?toJGU$44{_@dA?QvXKn-dI-kZR^_6d+=EZmBdAYH(kPOo$ zL(`SU%~w`oK}XbIh4d+9n7{PJX-ne1rq^=zPtN;=x%JAdC{yUBoh8{*ub{d1Map8eC_x`uMR8abs4keDILk^9!Ae= zDbRZwszd*b)pop!svzS}8B!UQ|H|`+($=n&zI~x04+HE-?g>n{Fmtt(Fn6~6=i`RpQvne^0YN?i zp*K&(B!qzyKw+Mz0uoQ3?tBvx_`e1~94&0#!T#R^GS0#y{uw~?p8-x5?on34k z9d5jSuE;0wMEE|TA({9;-`{wlp!U32&NSfv08mQ@2oVERMfP(70D6T208mQ<1QY-W z00;mXPQgq70000000021FaiJy03ZNzWoK+}XD)DVXH`@U00(0F5L+4y)<`B)8t-n}EhW`Hn`NRYf}G(EL%+;dIZ zv7&roXu7<(Rd78VLufFE_;Ur}b``oxRk4b4T3Um5+&?Hm#UyIjFX9M}(?{JFXRxk- z4QJQuLZ-U{XK7djFn&DhI8D_wZ*tL_(zlboyla=<_wP72r+X`P#`;FMG z{C?}lTjX2`6EKT}jYB`uJ1Zw?zN5QmoNRA75Ee}jCbul3DBj=Q4Vh{zHm|zFOjp6Y z@@Vl`iidI9g%Q3yaFMevD2wxi;oIG3M@U`-OdJLxAqc}dy@JR4LO+7=y$vM^R_YV_ zOJDSTn3h*4#qgfb;c>pe7=6($$HeocEJxl(RsrF2_`VrIll7OiBh!YRYPYr{!0@LL zMtRf5@Ct6P9f0soJs4y36_F&WVvy6T*TI+?qR+mOtYRX*%arGcLogO@7;(-=p${ko z@#UjlBJv^Ye6bPnA9-ztkrH?tDAJMh_cwZlkj1w+K0cXUn7##QdM3P}F;+W#>IR%@) zr0!*3=1>H70>f=K&|u6_%px%f>ewoc4_JSo+QyGTc6Zsa9`rwYzA^<;$9eagIn zw*>IG{s{g^{xpHgq6D3QPMglwi0X**_rKnssl}-Al|m{jE!Rj4NmnFSM0>Dg%--z2 z;g@lj7EDb^Mw8Z(0S`|66dAPm`F`4|mZmYutMjF`jcH5wb<>3ex>A@^*f_qA#vjcd zEiNtD5`&UZ?O){(>V0@2H{XfdB7 z{Xw=tYa*p0!6TV?5srC^WrLBSvr=wymlE zuUVq-BB`PT9e|EMohF@bOPouTf{8x9ck~@xS&RmJWAv3A4s8AOg&Y?2v-IwI$4=og z(r!Pc8M$lePi4{^wXGrAO%m4?=iOg@zt)Or8<;IOP+2H?D%w^WI5;1E3YGo%F7)j$ z%FjN9lE3NAr2WSx^FHT}Ckl4oVho0p5*a2>CjUw%ue`1rGLkZ)F+Q^$Stz&cG>SAF z8jZ-0xQ-BL=x>;F=;gBK`ehx+6=b_Rll7h2XP`?JT+&;IUE6JY#Weh?jAL*9)OTn8 z0_{TUsMm#O$Bgbd!*jgw?P`d|749GKG!V(T1ftTgC8aO6R6^;Wb(j@k;C)a6#PlgW zce8hy*!_Yt9wX}U)+6Q=Fl||N=2{?TF1vXyc;-cF{Ijy7(&cJuuT{fFTi3(a?$wHK zc}GcBkz$F1+?t4r^e?*_ozGeko`a<+4gT23LC5cuw~_`M}>J-6Jj! zUnjjzmeA!m=RPJiCbzbTvu3oo_GH{l+OI!5Sa?&FmuGUZ9)n*`oo#$6_9LW`W=GDs z=1=Wp4eM;E>=z{>ue{OMiGmoE^UKkeUgv;f#Oi^%m7`YX{neV(VoWQ(W=GoUsuh#&G1v& zW%KpBt~VCs;Jq=-B9aYTO$fjx%&X|Ac5^4vJNEW;QQF&*{4FW8-q0DmReCYM+pgkI z5M&it3aM&!xe?sE-C6q8>5p|y26%}|ge@5E%5y@yG@9C*9JK+oA{CFq7kuHPc`JRZ zakHn{T8AnVK+v<@dkMS(_^=I;`4@@r-^@)nirloB*!ni=+&^k)>Raz zcEpb8^YL2aNb~4qrq$~14*_E6n+22w##^0h)%BeUm!3U$69H3Tvz(`pklOjX_0EH+ z?I)@^0nR{5LJa0EDC%eH{a>hdk{XUMFtCjO z{Wu11-t#dSWTy`@;>f=-o*{Em<90I`-AjY{Aofn#b#{9mH4W>8y!T*gA?T`Qj{)xm z-*bf+=Fl;w^q4U(=(*a*+?+9rcv%rJGmgRs@sGSXF%EhSwvAVJ*CxHgwk|%cGddnO z&dtCh`D<_XqtunFtHCDImZKZL;QtH9Y9jB6OFKK2NUyf6Xw-y=E;gkZ|=GORTHlYe6H&}lxY*q8a=!!i7n=6x!7Q>Vi|;*~%0tjixNxyY0D1tY#VTM#RPbI~7# z#;uRmksN{yzvl+YWnWQ9>qVVSx5q!Ok}`-sroU;k=Lqlp*!A;u1^7{D8HlZ6WXFo96Sr=O2rffp2 zKwGzHN7_`ALX_FDSTd&#h;L?N^CX{)s9SV()di5?ZBN7LN4ghe|2Yi1Pv8JBE04peEfv2UbQ!0(@X8@xDU(B4S0Ci;`%OHZw~k2*A??K20}WL~kb z1ere4k!!zh$TOl5L%PA5rp^KU0){!KZbs?Wem;*qlCXttxCD-rv+2G!wXsH98GPHO zMa^9OA{Xx}JdMis&Z4TOCZUEYh5HXa+5PY-M_gI2TE<|Lf)jh=#q97pE_#!XBQ
    h^}7S$vZGZPal3>od#a(6s0pOceupt%a3+=XRN@b)4SiWUVZ_$-WXN1 zx*d~DC%D=9!&g?dF0I*N&F;cfUakx4oTHTPp^cbaZxc4^`34b#Xtjp=ia+yZNmZN+ zPIcVLC@U@fGfp%_DZIdjXMVUWEji3FGLv(!A~hbrz%r+?Q#W}|W2I|zh$ur`Zq-RE zFa7jZn1tmf{X+7OeWLgkase&}=+12GZQ2oSx=CTov1vtfV+J;?%g$@7+t1c!gOVH1 zJkU~I({S^}bDao?=^Z)Xt4L>C@ZYU#B~%d&sOF6`nF;H)qaW9vr>VZQ zPCJn{k^RQMc;Hn2X)o2CbSg048H?s9toe>ZqHyHF`b((LHO4=ss;$JgSu zY&0!OpT%9ka#!@~EWEoH?tqkMStOtm7ht(~W!dmn=j3bxW-%=JbXRwMl(~!ea}{f8 zC5Yt#K4@TXBz%N{>6Wm~REfMUIbJV*Ng-J;2?TP<-fg84NqqJJuyhli37(e_6&8TM zk9K%e;^yw56OU|+r5j|x-ekRk73dJ$G2Xb*(I&5EIVXk;;$4+JSSCZ#={vC$CiG}C zMat2-|LvLV**HZ{a1Ptb&W+d4%#15dzy{A*h0=5z9R;yIf1k#}yl02`{SsUz21mBF z*J0F9wFm%2I3hfs5W50!Mv38qCd+ebnrqps^UFA zurc)gZflsMkkowW9~lv8rAbP6A)6f0lpe@4q~kJ43_hK8*yh-XrL8qj>M3JamcTEb z`oQ9Zxd&j0>ar*IX^4j?K|O*ULvlj9xBT79zf#e7w!W7O>uL`~zgV#5y+Ls)9BUeS z55BxC=19*s-u)zeH`Z~SiFj;LOMS|_(j;BtWa&a>d#F0nvn%$1s^W~zNjq3j7g7V1 zhz-6-%=5Ef+s;5dy#XL28ZTq5P;9}DtV(2otk^;a@;g4!fi2%>;KQ&7zv)?ECH0i`}i+C3kWCb*;dH_K>m zK-{&2ErS==8{>dpGTVV8i(u8YN2nM7ia1NL?F@fHlje?c6ud!oyPWb0)(d;e)KKt+ zx;p4SGUhe*!a3ttu7^`;Mv^x%P-ZpK9$d`)eX`jx-QceE_IVylC-wCw>3V@2&0^1ShjL4(AzlAIGxp6Xi9x@H$?l?gyJ3&Q>(7BmLRIpr)7`)>K<} z4l5^x(`|_RJoHj+mS00HvQKuyivK(`1rcXt;PBPmtU7=4>fTXP#m$Y0kKWEh?QwhK zH=w>!{e2g`o~cqNxsj}FpJxzGmp7eA*3q&LkX(`^0P$a#!gX4I&zzTTID+AZL=^w6ff{&byg=ro^9vfA&3I6`niNHOX5A(2IgxI@3|1GkABrDc0Ve zxn4@X+15r@|Eine?8gdTQFtA-Ci_*V(_eY0Cr-x|NI^vWnLm;|t#--O;Y09`?bsii zO)EYNfR5Xnui|El?7y?kb}tG{9TNhsg0-=r*c_GAhY<~7sb<~tus79@VjIl<9DX0~ zn-;{^f(-riiB&X!+bQxh$->#?8_G zHN*xp*Id#E&$hPJ8QKSn9W;G?zPuLov|(g&3zdS`?UNO5eLLQ^( zdBG4`#qp#2sREyc>$e7sH%n)N12p%ZO@)s4_K=7KfL6N4LPPK!xeu5>`!$i9x8HCs zfK|WquSx9JJ0^ePJe#FKNOh!MSPkSL1;$tA3OpY%6xH_Tc|O82!~s%UwyDFsEWr@^ zYP0c}!nDz~_#e3Wy`t~hc9c)@O?2lMfZa#c7zf@6_GtqM=vS6Z4%{*Xj)vyF>S4QJ zVf%e)7Rn3^UyR*J-=*arq^G!QSx5*;fh1OaGQX#9-19u*V?|fHF zyO8>3m-L{rdi}j_9k2E$U?M9Fjk*|l+nLo8OU5dInCI8dYr5eO$fq*Mfc+4gxYo8{ z^0+m0K+Ks3)-yTatn{>iW_%>s(U_!;edFy&0%f%iRso(Dq2EE%c zsqK?ZUEAUS+~Mn{L3S>%0Yzda4#6R@&=E2@``6U^3BeOhvQPD17U;{6FjN}WgtFv* zIB-}!9@xB2#&f`^XPQq;Q*5uTO1eVr_9!aa>L|@ZsafLc8&EG{K;3%F2fVR{{J=l} zY6Drv9*hP|TGM9H&N#M*h21OI(niV6f(c<&FLkrcZ7A*#!=UKrzatmzJUvE0ZHHS?3%0`V=vd7_N-hxZ^Gdzm^9!ePYKUzSShL@v9| zjxGdFa@0XJbAPx1R5KWoI+N+)9{hn=K*Vx{FJUhFfIfIH7h|`^>%$#p@gDBDpoq5M z$Vs>nD&IRMmZh;hsdjrpJ}U73GpS^wJFIQH9V^`p)_ybikcR{gq76JCr?WER!MrJZ zzfY^@*yR4uxM25@k4l%jW^~A2-Hq;AMyCy>0%R(zoG57?-pGpvEvp)UyR^v2DZTng zs%t=K{bKl`@*GN0B_76#ANN($jNYaT!(XyTGBD;ppoXMi2nbCydH8j87RMU2%h9tv zUinuZ_QPA{6ed<2bdBkS4w%UI3Bd||x-T9a@2MI&q&-Xu`6*saB}*dq|IQIi8K{2u zTqdWt9-GU#xc7N%-^3_y%IsB@p#WI6HKRe`a~xXCgTciBO!eU{$M%6+ykVMThKaw$ zNWgNznJgRQ)2|B?HjGL!d2cX}b5g|5+i5j=SJ3!vTkF_{V z-p?P9_Un2luAs{m3!{J``eDviCGijc%;k_p2|q42T#&ZG>O3zEcd2c&j{+?rjQ=1k zG{_DTN;el~S-~FJGckV#clk<{{;?syML0IPVo!DyfWLfBV(Al15wKXlzz%91WR4M$ zz2Q#>z_~MBZJ%(d<`+!a7nlmShILbbWevE&9!SR$=TnY@d-4i64^0dz^n=wJmhL)U zR7H^^Nh=$F*V`cb<6~E(8%d-C+}5v2m)r|0Vo|0eMGpK*qTZKfo;w#9?)IgtN?INA z1A?(!_g3o0l-^fATHMUdqWYH*4Y(sNS|i({427=Y>5{l%?WTc*Ls_IX0^b=J23eg@ zc~54l!G01X`ym`_)!%^L3C(KhN#B$tlz`932D}5koXxN~mgBySUnVqXJXu~=cyWjT zU-Tiba_&><*&DmBT$0Sec}e_KuE$#seR!5{2AF=ln`j6`S_7cpc}O){&_?Fa^(KZ? zQdd0L&e;EPmh5(6l)#auyXM_L$yAQD}83XqevF>r!AgLO+VY6Ntjd|Uv zPHg5+`*`{tZ4VvBr?+x%zZDhaV`e?h0}v@FjeTvWZR#H4o|;`!Rq|~exb4w zfBu1^q6=HjAcdk`H-tKnmgKd_(^VE~#n=^SUk#uQ9kBO|0qDq^G28VtQZdr`D!v&y0ge|x+DPh&WDGj|-RYfh zM20mIv91ips6gERdfD#Vk~H_?VU<*nY&S+!K{s?s(prb+l4_a8Q&wLPc^Fl zejUPL~vjTvaBig;13e8C7af# ztap(q9+$O!&>k+rKS-?Ll5}*`x`-QK8cU@5$p6sycStc}@&r`z#E$a{VrjjMs&w`K z8gRsGrSH=wuzRyzsfK?jcxF$WEBR`uN1)nbDOzl9f;wN0g=~d^CTH)N>vw?}L2K$2 z=m$;`C6$LdMHL>mf^V|V?ZcWFJuz72y3i$P3Rg5%Gu{%l=oT2po4}{sUlRz)qLq2^ zXY>nfQ~#mUe7Utg-QGxi%m=^cl-wH*x=t%t-=jr;OQPsHR5-5 z5t0sjle<^9=9cijmcxQg_Mg>5&4kN@eY`(7_PWCZ$Ae7pA?RkE9O<8Ljgd-Vy#^v@ocs4|>8LO0`W%aG6QeyWiVP#PJh z)1rCHookW5#O!v!CoIC4~0ka2O#-6Uxk!>7$CN~SEJ8GmMqZZumiR~(T zWWRlW>2So*2vEvA&*Sg`LGEC0@ZMChfPe?&OnH;2D>YFdOwkK=5b%_#NqFVu&CYg`chk`9lmJa)TsBVy57C(`^mu)fB0>>x2z=tKK$G`4D(mnZSl zm5RLi_ZAIQXp}mY3?@`>{S`<;Au(}!H7alG;#+APE#4gHdpES<7HK6WxmzXfXS{Dq z@Z2NNQZdlm2}w;GA9ym6kM4ilPztw1w=A|E)AjB9sx=i$EgY4ZuU z=5Wl~bB`;Q=!bHSDSEF{HJ*>`U6^u}bxe4><%l28C2#26Hhan>ih8?iKZ5Twij+5s zlW@+6{Ys(vqA3!*%qEeoJI;FJc8SwXXo)Bm`>*aUQ^V%Ecv8rg#gP!59^w&Z)M*{v z=e4EBMXX=|$h`hjq)8Iu5j?gRX_TVYqj0n^L&704pW>Td1M4-BM&{ll);aiD$2}>; zM>(iI*m1@vcZk*Vw|tyf6#U=c1=hv!;&CPcPK-w_-pqYlQUgY}E&8ikr+wuD$Rn+ud@D|M)mm z$0@b2XPJY%`W_!;uKsnBsbA!jI0jOq_1QwV)2yUttrhrUGLmWmslTt+s9zs z5N)gR6L{TUG%?tLm)np=ZDTgy8>Ma6r%z9lpYpILwHome&~HKGz55AA z!bm?AijbWQn1ZLt=~zDcPd&* zwYuu$I0!06BcPUUA#9JcTAXLF0$*&b?DuHP)t}ov89-{Kk*Ft5nbRofTpUt8fS>}s@WJo#`sldf#` zz$ZcQmm%S&$j5ZmG<RCbQTg%UZEkpX4AX;jAyBK;67OAN4G7MiYM#-FT>UIDe~s4}>nRa;(!H-O2QFb!sW<@ zMZZg4#L8mC7b9L|4p%;M`g{aWJM%}+O^ zF1`Fbjd;wSw2E|Gg7KuDAGTq%XDJE4ivu_3vqs;AFH!Tp8681lPkOzR%!wt5@*3cr{^IC;K!&&GDPh##0*}i_3g-X}@LayIpKu5+GaW4VxO43gv z^q3a(t8n@1*uNkJ84K_I!GcQF`{VrY`9EwK);7X-X_rB6!gpc(k64-W3GUJq7WT%j z)j#8xZ%bFt)8e%;p+I_&DJuy01KHE8vllSTOBT@=^3)3H3$utjn)0N)rqz2zI`(iL z?mHYGHhw=A1~xt4V}qsp_Nn2RTQ=*M(Uz3^?#MA_(phu8(lc(IruoV`mcUB5 zth@8pS1^4gMCEbE?ivf)%^TEh1DJ3B6(_I_=gzROk9;gAseHBlkj&3v1yb^^cYDUu zA$tea?h2UDor^Z|5h2CLIi(*eR6b+oUc%tpu&p31VWHSQ8{x(7fv0V7dDv#2#d=sT ztZXy4`}jjo-a$HUB?3J~=Zg_sx3IyXB#(UE5oi}YaQZ}!660_fZR`kx)3if!NKfCjEUZlxp!_|MIcwo?cAPG%IFQMPehcg!~#U~K{ z^CBYY0MDCMTBQBN#`O=7*uLrX^FgBZBO2SM3Eh+-I6))H7#T&~Yca(%Xog`s8DpvKe5 zt(^pxQt&H+fESgfdrOpmz87wld9-k47M_4xGL~ypT|=V9J^m&jUoSb5d4&wD;e@3v+39lE@rce7Li2 zD~cIZ;FjCwTXUEaX7=fo;v?ofyYMIC5`aQNnNGnV7YFQ0-2S|>!5t@rQ7Z=kSN7;pQ;*ril7MroT`s$4p95KyurooUAm-CPjJC$ z(?@j{BZgB|01TjeqGjYSI~BoEwu`tk<5l}&&P({c-Np7(F1Xor;Kxv1%48<5`h^La zYbXsC3i8Hy4S9dysd8yMs2K14#7mIZ>O*`WFy9l0&Go)camJ8n>_*Lv^L$Z%Vx?Hv z%Eo?kJL+tW^>sfMM5A(;$S*rjEy!pnq?qQP0HP&$!vr4zq9#}tTxyCJg#Zz{OOw?I zefq>D#i}Ms~@(akjO-5O_w;+}!<|nPByfmOunL>8D z2^oXT+VuNWMG#KN@K*KD!?>OEexjCj%pn@xfX4}~tTmFBl}tpL7NO2+hG^6}&#m2@ zt(*ya;7mjnJTfvq(@N$@li!pUK;~?^rT*C-7MMKypkXDw$C7-Q;S@oW@o$ z55@U$jIB>NqO|9?_sM_@o)2%s2LGaSTXzA(tPtStfwuzie%041s|3wUn0{EN5B%j< zE97HIi+#4a8++#$o%xEv@YWbiN&T`e)-f|bg78N^-)TQgEC8UZ>Wv#;i`_d1{&=*V zNwc2}R*q9tAxy=l6xo{}Gy)!@<;?e)Df__U`h_mOoj1h}ZZp!^C4Zz;1*hiPwIz3} z11V;R(j$A{e+JEkwga~v{da5xS0+TxsoaTnm-T$+b{aK?O=!~nur5bc*2zXbl8fDh-xb;&BaO|LFqn8_`U~+Nw#qL^ zM+~9ujHj2K+cxMe1d3eYuPrcC8WMdN6Ts&z3{BP*mmnM`V>A-D9?2z|QgD+DN#Rz_ zsdNn|u-_%T@yEgqH1VwYXkOfZlTTTeJ>O9 zYEDtErm!(g+=PV}2iO)s8b4I$hm8|UE|^bQqf+Ve9&!0ztxPzALs4PdWe<&xqnF0| zJdn6d5?~eYE7!6mCO(9Q6;c_m%NfmFgz7&n?Rh&yS%n^0cdlU#>Hj044IcqL7Btek zMraX^`jH3PT|xNHSUoeCO|lXnzy5Mp%jS-SXQra6`kI;cJS*Z9gJu`Hn=_l@>9Ive5lWtDC!2DRx(2*})pvHmPf;CU!R}HF^S;I#Ii4fK zKP;c)(57X@UzFGfmkhK^VWGQ)8-9>J!qJ$7Ng=-VE(tk3}Zb*GSkm(b^q7Xo)0`P%c?Q>sa-YDKw!cBD`PHke zJ$)v<@u0(RVFYlMoi2OVv}CnBx8zrFg@rzY1sYbCf-z%hgRagOdo46oos);E7EciB z8k$E>pmmPfwAd6T9@J9-jt;y<4}gg=dk^YTtcS$gtPh6KUlSITYY=YGIkoo$9%Pt zdM16{N{lcB=(Z5No@9v99B@gELuyVxZ*qls@Fw?ntzK-VeXYVH@rUEb)e}5DpdkN@0B{-uRH>5c24jui3QdOPJ6B7yJl#hQ>X8 zc6L|4Fs2FoI$_diDOLeLNs^DFp<1qsB8Rmc2cANAtQi9Z@g+3F{vo+}CBLqH!P~Lh zRXv9ZPx8vp(z?>6O*~SrppEK%fIO}I=5!^d{q?4PkC!LBiw1WR*FSJ-bBd;0B1g6R zS>yV0rC`@KJMuYH=D90XAGt+`2GtARu#Jmu1ILfw^@9RtP@8^|I%U&QKU-RG#;f5C z2_tIT^6X7ZP+=mM+qS}Y9`@Hfma4~M2S&yU zF`qqLucmUDgi3$Rr*Y#nCCW9XIPTwOni|`?J)%v$O-?RQr68|jQ?4kjIN6{6pF=?u zXZ!5@?8T#$Hn~a8j|+Xh*nH5h-Or(_`Er6+IDkCS>7Tj5*F6->3vLw=ua>vQ&MWhm|@J_|c9bHF8-;g$Gct$J_Q@P0c? za@O>{^O*Jt#u4KXy9_l331oiP#a_t;{lcT_3yaB$Xr|4;h|@px=!XMIKP)lUnB7N{ z&dXg(OJ3H!rIFF`Evfb5R}hr6{QKp~5_1Rd_xI|`LSM?5%OHMh&ndp=Eceksoz6-0rnzjrYlIzH#bf&U*K4&)8uLZ>Ci?a{qa-SUn zI>#_v>=409v46N!dHWT|WU;e4jf&nYrc_yb>>hG^Z#3GLw;6a?zu>)R%hg%Dk+#WQ zI=6f_LL+SG5t+`_hRg45atgUJ@1xR1*yro7Aqre2EE?6(VGJC4Ms$bS|Cu@vdyR*)<75#ZH?ky(`cPY$o zl!tVTdf(Hcmq`-ap^s1F%m4DCHmv`~RtUMLSpgg%AKPfa7aK-97D1L3hkj!=9qQdr z0YhwJe|HAaRZ-m!QAx(C+3(Q3%<>mT#l>>IAswsj*VG=SdEAx<6*%>;b~qaED*vVW z3c@U|3NMETY9r2<1eYf6~M^OTEy*{or@x`p%l9P$7YEM;03!(TN5m;fO(g#s7j- zn)E*mK|Jnw6-W$eyY^L`kDcyu9je$TTTq#oa-^5r=M1w->Nn&V9m2bRfeYOCJ*acR zjlfBL?R2E$e<+Ox4G=-Nhc+{=`?oH3U_sV3d+xa=? z{T&_%ISc*Z0=LFc@dxn?X0yC_P@p_USSzrS>b~9?7BoBHP9-4`O51yTV}qw6 zt|2Q_Jymh{%?uU}>JRdIck#>zdF;J$Bv2JPM)5;^6SsBVSI&^>6ek7G+iSs>~b zn(NWu#IwPcj0xME4c>>Jn(+=sP2CtZNcjHI-rt1z$&jGm- z4~vXSw^<77OoB7Bse&}WhL{-ayjN}rDXVj1NfAI|LdHL+5PwUYk`e#C)6@G#cgt7D7=X%FWCS38Sxl05kELoo~~EVDw!1V z7whO=WnJ;*g^>Xdz=*X&C8Z^zWqXe9}zjv*BHqnz|F zUIW}*WxduJ5idsn`uN3&qY{?SzOI!%*R;7ff(q0e44(>@@qV$_$)*C{xt-n|j3iae z7+$4R9^NzUP- zwxznc1eab_$=Nh(IpI7b6;|bvlGZ|mvx$@Qw~as9JnbUaw5gpa=w~ezLHihcv-=<~ z3#-6`q62`?0nNbnxN60(+A*U@nx1vf()0jKO+;AP-=r~VuV+* z)s;|AneH|r;!MJiv|xL5LV6@9?P7zs$@r_0Ytfc*47ff?$6zzJW|F!{DY$HazN)Y} zRI^+6Rwx9hv0;<@0e@s*Jf4Q=r`v?Rh!>GoP@T1oQqsHOZ!Wv{&=$;KirhiIGjhUx z=tn8`#yW>c*cYf)#R+URkg~+6a;f~-twRqgWsmqa7 zpC&ZF-_RE6)m`~wQJHh=xvAfD{8PEerNsL!L@y}IT0bgyPo-ow%lc3KQ6}@If=r@_d3HG-U!qGSeHBhQBJElk2r0$j=v9-b$(- z%I3VFI3TiXhQ8Mh=U$DtNdK}MQyQIU#LIx`wCwZ3-MGk|6jv|K?iM-!ICVwnB}C4Qw&$!-=?eT+b+}hE;OFA$E&Xm?75m?* z#gy+ZzjorPD^k^1^WHc2lmqTg9@fRgMx2#t3mPiiZCmVjvi$w*3mPq-5pQ#v?n$4P zaMW*vmd~#*k#uDVC&Vc!~S|UXy4;=%X*SF=(o$BXb;~ zh7>|88>EA8>O^iB@VhOIT!kVntu*yK&JFXkm+#xqm_=BD6ND^SZuY?vqeQ;qa?zuJ zxV~QSsFYpgQPVsd8QScU7KhBm$G=1!R=`a7tftKy@vgq4fhC(@t&(s=i+w0>rVsfg z?y^$qQ9v`WgEsOb!Kl{T$=9GOr_T)SL1@s=^S&+PS!WkRReJ@Fr3Q}My=%2U4{ozh z?88mUNJ|!vc%G>m^N?7fd%oun+uG!G%wUzPaPyQcdL=PO$afTR#53c`|0ndGWx^sj z0b`C=aqF^l|CFcB9B1mcoJ8vOx;Zd+i@5fJ?*`dD831_#UT^!h zaD!ZqKLg$kcv|$;V1}i~CaKYq9OJzil}%sg9jN&@eBYANf{?KXK1d&ucawpg^I!#1 z-rMXHb8=Zr2VW$t0%+csE%k8>=Sz%yt#hOUm2If>yB52}l?)oyxw|_?ad~8!wON@q z0sT3SonL{5bLB>|J*r7h{@dc{cm=wmul)rgN1w)hK3aFgYC5+hSXT61ZG+jF2eWOS z$ROMRVzISS+ z0`385&|KGqUqcmZN6$$;^9qL)O*3%EAjZRkzPAh;L1yPnD&iR?5l6@8$QdrPUMfox zeAYF#%WJ-T2JU~@2eXbB0I3xcrm_ySxvg*hbcGb zkvf0dc|;Go6Gk3Z)w58yTiC6Zzq9yeIso52b9l+jx4k@vf!R!o0*y8MZ-jB5U|y_s zru?9**%0d=FeVk_i~R0r{Dd;x^y{NIiKgGik*~-~QSHHke(z-wUG(CcJp_n*?@4o~ z04Omtk(A-I@fT$HbEJPJoV&QU3yXN!x~1So*z?W}&#oXYNOWm*Jp>)PIR3^g_Xz$^ zMO%Y(^Oxvkq+`=GkDU+KqG8WrZy5e^y69_%Qt>Svu5CkRZl&#S>k4VR(zWBhH?S^a zrgkOi{avf=I4-M(8^h`DZUe&#Wb)zBHd9#63ocXY3s)Epr-mPGx zZ@*x}gzhPvJdgbM--aZ1hHwHzvF4ki0pdm`?Nk_U$I$Ht!tRr#Lm;#jRj0P6i&C@IAmKoSb+ zOI8k@M{{YG5~XYJ;M_F?otUxr)*D5k6jVa+?xZF&*wa&7SNzEU=!;===ZRyT6!o^z z|JEWd6`sz9VX7~@2c>iVL2eYZ-=*CUODd|B$LBad=mGhGsGVfP1N69<6lhO2HS972 z|J{!?{o~YP7o}l{^eJP3MEdr~yq1K` zI<^F)zpslCh<3IsmR2DtlxK#vi=gSc*%(G5LjAG5ib&h|XSR6vNCh&AAY4v$V~HQ% z^=@_Br)GC6x1E%iH zt}5$1iKu!fYmgB&$i)#DFl;W&GO)ww*mFH@KEzx-cKtiNE&+KP@?S-%%#9-@)>{%4 z{7s7Vvg1fEhMaQ8&gU5r(WxoH%15tFW}^R~2^Ts{J_O(%WA4H|O1zS*(5;J&IJSn8 z8PhQBRRpg&!*Qh(Y#M_3DJlOyF5Ww+$>w_>e&{L)q8LP)C`bndq*nn^K@gD|I?{XZ zMXC~tf^-N01O(|Np(DKn2vthxEun-^LJff*`aGZSJM&Kd$V~3Z?!CLGT<4tYtXmz0 z$AUXDzL7rVSYOSUksYG)?z6^h;V^c9{p2~Nx`umZzchr?#Z!O`cTZ|&&;xr2C-m=h!NurHWCur-TaIwglF zeVb?KEo$|Hpd5vS=RWsfhm-Urh;b})UTLbR=UKoYQzVd24j$Rk)GsZ&(!?YZcNOI- zKZ2-?Bs*tq&KDi`GLkW)tWZLG0^Qc=XVMtg3JFCY(KjWr5ZlLp3g@fut@B73ob6=O6dFc)|FQS%ckcRj=GJ51R)h(LNi#oQdXy09bze9ZL!>>Y z`y`SQZ@nUu6z)&9 zyCE~4n)&G^EftzS4ZIez^Yh-7tM?=K;1ieY5d}^CM6Zp+T9b-B{i?9RQeE78045@M zNWoqW<%h8Jxdv?43|>?Y@_xJTMTcY7ZmnK1EBRv!KFC36JZRoXZGVA;uG2HXD0NnJHBRp4cv$Ycs8WbYWRzp99Zr z3oSq1-;K^XIv>hsP&ajgjU_&l-q0j_tE6-zuWGiZRW08lS+K3!;0O5ID|ta>4JiPo zW)aWzER=N81~fu)nhFn9^XCYbQfc=W66pn~P=IihX)A`2EcQKprZgtcJP@Hl6_vs! zg~hXd23`mCWP4K&;M3sa?EpJasmiXXd7Nt_IAh>58}Zp*zy>)Ez~l5sMQ@-Z6sRWZ zzmgF#mvdBR#f!t+J&t}huwFw4PvN>kI}hyCBV|JxPQr>wypEPTTm&AqS<~fwQyQh2b-X*QUiScO+}s4w#aqmqu&Hhzv3 zI<+cEjXJr?VpJNCt+~YOw>IKj1%zk8+Ul;xpJl&WH2$%XsEnbv?5u#mv{r+&kHDmj>prRx>ga zcW%$oIU_+cdsm5OOr1nm>E#itiEC8g=rh0pT*BR^qZS(Lj8cW&J~w7ukL&+=6%mW7#Xhg zXyd2D&7dlqxs>8gS0+|*=I{d2@fXN}+v~`mV`#c%hJ*1nzV1Hgyz`UDN#8-)J!RwC z*4QO}{J>bKw7>CS_eq+Z9>cD!zh3uqe3P#DXnp72Emh0{oY<}>f9kfNDYW#}&ASSJ z@wHNA?3e}x{l&5s27yNb+J9d3Iww0IX}(tgLx+N4jP2gYs!RWIfMn^Sb<+L`tEsGzVCdsutZp7gKR^ z&cLca-V!G89`QZF`+LMP^{i?3llkNWVNkz@YZ|byq@@e5DVlxhTFxx&oC8xnSnhPA zQxqy0qd3CGJFt|y=BoJb7rl0&YIZ2Y8mwLp6a-E|l{Nz}O;HBNQzNGyWvAFJP8z5Ki~9=&=72km*Ze?6T9@`l1>#_CJd6YVnQp_oSM|p|{kjF7 zrTfEL$Lo#*u4n!-PaM`LB{gLet(RC=*A8?0_k6E$NplQDq{8Zi#yRy{C1$q~Y2HAlzskFV46^7!*OM$^T(FyYT+@Rjy zi~nP@xoL|eiHGJn*u2J28QH#Cx`A%_WSp?#6RoXIZ&TC}bg?cGcbv-e5tQ2Y&MD{q zSEjx^zDi40hx~`QEbsqS%&w3&-7Cej|AB_?=RQSWH1c%U-C9hAoDUKRr{7?8;1}TR z(Tv)mz_UN*-fZ#x-T&GwB@9U#G;9S{?}(Br;pPUahUcDq;Qu_D*>xvoMbUWuMcklA zJ;FTFJ>??$L5^H{)OMCpz$@PW`*$WugCKkMFWwT<@?hHpefUbvKt6aHx%U+BSVr
    46R44wvf?pc`y-&D7!L@lS~Pr?7&j@D(wnc2V|@ju!e(```&%;? z{+L$y-=4_b`i>O(mVX6PSXF&~8xL+I)S5qT#AqNq%2iw%1KYi1hrYXu{l`$~;DRX9 z#ojYjI5WKh@qlcVG5+4Mm1)h-K)oSRFvL(k>6EMZKvXJqkj$)N=YK@O9a0>!gZ(=I zRwtcys9xHg731kv5OL_LI3129z<=lgs0_KPPUr$tfI167_Z zFD99E!2fIcB-7qlr$UW>CRd6YNl<I5cP6 z^{Ksh8Mi{EP9ss1UxmWON(isk7}>lci?_Wa-rjv(#?!vof1LkQ{^P=k%oa*ct;v;~ za2uYPdpU)&T}Qz+J>#{usLJguOtm7cpVjO@w#|Jo9@nI&-61Q5W04wros_Zr9f zv(|USPV?D3d?ORgs$PS+zocor=@Zb=IHmIwbBffN?zcdX{%(7%RHO2$d~2`KuK_b? zz=G!+ZQ(4HnLNLSSV*}6?P>J+27L_nFS+d~9n27aT(Y4vIxjb9(I@32;M?R_D=ZD2 z+55IH9S!68mFM#aA@lojkILQ@6LVMd5Ru*5lID2~6H8Zy|4yYFnID~VMxSPr0}D&n zmOo2Z{4w8#Zy=rXqNcIAy9Zr7)mUEL%a5Nc%};MrlK81;n8}8f{NSWZv+lO=iRlZV zH9yIu$NaOEPowo*U1kJ2aUCpoe{xDZr{E%iew&j6r=epzv}Ex(JoC&^0Ge1ZT==Wh z7v6oNcGUvYQ&ZP7KF7e|ws}3^g+_b>;Omi=tjOxP$&=3)V2UDvru%L)f)2s6U;CE! z^kr|>&$XDRqHL9)k?(7MD&pKHqVemVO=xn+zGe3_uzd`mwkyuju#i_1cqJKK?t_Ad zTpK3)-?N@5`(&P(tnc-i2!)ohQ1ssRx_uVZTXn&K9fjvLeOq#S;s0%d1|zRO`lu|+ z5%}1{Hp4U<<4HW9+{Usn+Gn^_KPdHNHc0t-$^?asqJ~AJUQz0;egFMp!VRCUT8a`S zb*jqWtb0GQa6V-5*3Xma7sSpbq+$=4X##T#fd~(7~S(wa-oxG37=p-M=v@DtI zH#D0JtgJT6SUe9pOKGxD30I0w2+HZfZjyG74O(O?178KrTMTl#WudO0xJoZ;>J++! zp;)9w;>5Fkzv0@zDPf!YK976y`oWfmZ+HIyvUTUfL+I2AN3DSWpjc# zrbmcl^-Cwy&|&6!fR zR836JxOd@3oFJhh+h2xyNb|^D9PU17vT`jR<8?FGPn{5VwNpuH+Xty<^zj{}A~mdQ z7`DPWyTXK8=>h=+D@%4$6jnxq{n7UKhq&>+0a)Pr8XKZiv_qXtk#)v?rl@styv3L+ z+PCC*0_yl&qj{b>`^pO3Ww9vj8AooDHa7Lxq6hhKhDSZp$I}sN$C-X#P@=7=zC@m1 zgs8LqF5Hj@1lYt(@?lx~^&wUj#xPv*S3i)y^)~h-bl%68GJjQ80&a z)OdCM=nA#IHr{jpEK;!Aq;QmlGa*IKmrCZ42Xve-y|XQYK5cBs07{42@da+%Y}KwK zG!Yh!p0!$U%8N{{P7bwepI%@#Mzi2EpJ(T!GMWYM$&y zG6?s&eJNG5(+*Lwe_biaFiR=WmxVb4Uy-cV#$I@-DVixKkb@4pVXWWy4r*T^H>vn!t1@g=h79SU#8UvG4Pe*Oza7IO^_eMvWF*4s_8AT$H)E^`J-Bz}nJOv7?iDINc{_;+DNm@;J?jr3h%0yA z8Dh*ILvl7RO^IG{ryFk7m8bEeWBryFGA}n4V$4fJayGk5gSOo6^pTd++shcZg@|QS z=FLr66-Tc8B#B1LO7-~;8Eeby{{KFRAoB(vS#@vwNOOC_K1Qq9PFG@=#DmG4H;fLo*VIlL= z)bmj+!;I5Ki|X-V1Eh$tx7d)D$>$o4Or$tv+>nC&<;Zd%8tcZ-a+vA&)Z337XD>r? zMjq+&Eu~nxPZALl)ZCLJ^A+g`_hFrBKAPt68g;*VE1`=41$k$S!knwY?f26hGv1Ev ztlA@9bTpBi1yRaauReeX)|%d)p>0~0I4suzKc~Ri0e&^NEM4k-I=X>QvAjL(@0WR= zf}#cG8WRyjrL=DbifmdJh8o*nG(~`hhpM0WUQJ_2nfNM-X*j-8YthJ;ZrB@$woMBQ zX$hfpyEWW;C{6JrrEi>ad!TQNYli@tv6I>=L(^9J`;g-<>)M4O3q1>9B!(znhbNb> z%$K#xo4uQ=?O=o}82TDU;8% zaUag$NfGuI@92`2p37DWnk|~S7i8TR!-=1Vx7zGjW-?QS(qO0PVM!=l%7JljkqWX2 z=o^$Lurl{WE50&2Q=O$SC!f!*#VngPVAC7(zAQ>*T&;qG(JGtPZZpMpi?;5zc#pbj zcevpZY-8Qk{Fd!g4+tvV#6k|0L&)nD1bl0shw)(;5M5z5;%G^ha zYBK4QbrUPbW#wr}oD7UrHBGi{IbTsZ1VH?#XmneeNW^$Y-uG5}ii_VYQAciG36lL5 z@i!~$0I14&W}j!PEWs&DhO3$;c{R$pDbLk0$j!nj&Tv^@xw(G$z4(0WMm<8krulY5 zNnCYNa}CsaPm0Cz&-ArS|q}aEywre|Vw{6v%-0^pjfEVeF{(IJ8+Wz2{gW-NNX$NiRNc zvAGOLP`oTVYgsXpKGLsATJ4ekJv*72JIRp-pt@E+-!i%$NK{T1=Fk`+uyO1!;6GFRfoh{*GaXJYCCAz{LC!cSiTw6Y6HwHaXpGHPB zA&^)iaw7Ti6E(hghgRwK8r9dCum2K(Ia<>H`I#Bj6c9$-5T5k1-&N9LR2ozjkzE(h zV>Y*EKxZi)ZQ&rE{1~i#_+MKtm)WWHjn+MoFxS;9aK8XX7T6kpxC(jVL|JaC(TOY^ z2xE7-053q$zgJE(Q)Iy2|MrMWa7EgA6!4IlK3(qN0*O~~F zD4+WIe{Enl&w1G`u`r9p==^0Iw+;(RhDlo-B&W0Y7RM` zzI|)-_(>Mf=6_v9ZsO!Pz1Ny;&zHV3Icpv-4u6C)scLO%#+_7b5j951jSDQ5J#iwL z15#mpKFbmRLAxwr;zLlMI$T`Ye`6?%Ks2brLRb_+BX;b@p?X22nEF&%={A?{gFA9( zQLL#0jR02GC7z+&q*(oIgZBjfOfUy>NI|+q105L(@_D#k)Fe>E!Lsd zRkU*8A)W%TTE2D_O~Dn!nMngdCzMZs0_Enf$sr{{Fv)mp&s)eup>a z)UEq69Y2gr;hLFwb)R}tt@f}cqE&+recXO!0kLd-#OHwDyJFS8lh60+$GLuex*D@V zFgNAKsSG(-~`TS?s3T zSOXAx7d>P(ISxdmhq-jaTF07-PUiQeNTB;SknQyPK7vz)BmbAfP!Nd~PcoM7R5|b3 zQ8PbQ|6Rx^lwr;UKLiofMdco-v?t2`#YWL%%A@TOR+ZQ1c@{4TvEHl?5{RzD*TZL_!M7)0a88ORDx>z@-D zjJl`!{%Ydnq*`&=$WkJp7o~9hWV@?^N0Uw@oNky>p7d~|`^{{}m^559pc9p8@cs4K z5_|f5fO%^sb4PCC>%W2{mT%jmsAg&uY1-0Ze&{1L(K@PrJ45s0i(JkPeu+u*lWQ$* zlJTli+pt^5)VgD-K4dsWofs(98dii}E_s*9@rLOe5RmUY)%heH>wrk6Jm60;{di<) zEWWzLk2hyR#$4f*3USt|Fb%fv~UYYA~7za^&U#n0iMq6(l&uQ#v*>DfT&R_q{m!*)%;J zRbBLjx0QMV)9Ax(WP1-lpZG^CLwOyo6YUA8>8Lbu&^-MfHGFIiaS>0})MW`cHa}Q( zR~_vp9*i0q+p)z?U3QtOS0v(_d^f9pP~gTtd9ayO$`0PSTyT4)-TqKMa!Zu4hZRs2 zjMAX2q3~y$vRPY&J?Ov=SYPMeCXl2&Uw5^*=eVE;GWDK@@wSrq<&uqfPk#We+51hm zvOl|bY08`CyV!kjcmy6W4lG?=~CO%iN>e{mH zph}6E#;@js4^s8U-PhD}O1h4JNc#y$x3{Yi*KV_49C+Lu#lZ5@dj7e;+L!;agAJlG zWo+O77Fqrg=qVvM#=edHKtC(WYfJk>^p=b+|^xWt?lt$2O zyR^vs^x-K1--#=@KejIeVeNC_e1GgLS%{NNYc`r!F$y|>ptyY(yH3GH9M)x#@SaT9uk#gz>$Zh-!%Bi?wmz)M)sJtgUP^4zp+{MwSDYR3U+>t zd)C^_+)+ML4XV|vfd+5UHc+Z&EwQ$&&pc#i&HZ8Cwnzdcb(ok7K=6-GdduD^$HVl> z)p}wJ3IY=W({-)U?dPB>a(M4Pm%k>`@_?QH(Z^%^b4)R*HYEVvhFp;ls2JRF~ca#H$ zF4suZsj5eL{;EC&&L^(=S{3)3;Avr>DP#UAEvS&kno)9vuxa1LveRafYc*5Ww*|8$ zQ{D7t!u6~lkQcdb+z`A6iXy0Afiqm01Awu*<-0WgnB4pdN8A=daNBy-12kN{{qI| zoTi>|DeG5-Nw>DieU~0qYLM;(nD8QX7&97xC0^cd0Df=*sXS+_uLTr7d=7= znn!RGgN)~Y6YL%Q5Zz_h-{O?DiQFPXOS2Dce?2OBeaD~ERmQU838YIeGoT+sCf+qi zEH^4giD6Z>S>uZfHuoo(UZ1iA)|QWbPFxj%cvtEjn(7_$mxdVMn^-rWdH0U-zu^TT zx*s5nKfIrOeB>q$lcc&<7o0xuxZCAL8Lm8oJ^<0b&?g98r&w8i=Z9{27uPwOKB>pz zveYq&*neQ~LmA~jhBN;L-)*+-c*~NL@L&Cf*w3opRf>@~{W`M!WnA?a+LnooM|`Fp zwTJTUPWT@EcT;ma?&y#UJ0cL7g6)N{7YMZ;WCsbt)O@(-!Yfbg5?c`TU z8pF-yvGyZkfmvZfHQ(=a{Re62hMPOx9w!nPKSL~&-@lt6HS#&L_uBERfQ4OFLD!h{ zXYicm8cQxX@xwD&fN;$3`YEj2_rTZun=^0Y??>>RSp$ZhVc554M>BzQpt}fH{%|2C zxPIoK_H5_iEc^ghi?!Q4kB3Nk15bk!VLs_V^b0Zs0v;Q}^6I*QYZ~G9sqCR67(!F1 zDN1h#q^oxJ5@cD^&cHH4WyNOvSoL4_zv4!!Hv5F@I)IuiFPlN`j)H63q1Mv;^_@p2 zPcrhH?+r}UxC)SDS>@*#_wwJdz#cB@@X|XYpM*-)f9jSv_l&OzTjn?`wJp82gY53g+dOYpvovfBeBr2}mp zt-o%HfHG3_dtWV(S}=pW_-!>ftz$rSPv(*(5-8HTVSJ`VH|?i;P@-kn=M&tsR!H{> zvKh?)tL)a0a>rRw7NDqye7WNimZuCyqw9Jz1^F&NJ~iJK&J4iIE@|Np1oC`iQ4HoE zaqs)BukFV=&c&^Ku$~*LtnejzrigVC_UG)2t zPb7gEHTK@6{BJ0ca-Q3T7c(N*v)|{p@e$H4Z8^owUY_Z;c$XKy);?VWA^^DRx3WXf zUU4M-ibK7enY7?cor;y-!aJtHr_dDjN=G-zx%&3kDjN^{i(8Uv=zTk&JvP=p3+w0i z5z`HZzx<(|GvsqTnmY4-$YcAaSOS>PA76VJw`vKlv9x8nRrqKdsW*9~&TGBkkyGf1 zy3dAxE~sqp1VaS%_0QNKrCORV$yk9!a=az?73lsD=Xi&z`aNg+`G?+i68q5&ZhynH zh7>GC4uAiGfxMJbz7U6eY~%oFkAwY(k`~QD%3D*cySp7?UUnwWR*U?-zExg>wzc*Y z)8&K&ed|ij4kg8H&N}971{UZAfY+o^mz7=BHOJ}BHS&_lMWO^XMhj42>sF!fy!ATo&3ZPlqSr4#;0on=5}%biY#00?+sm%E`K}}++qU&uA5n_c5mIpA zHa@&&r1A#+{#X8$=aIlg^=6>S-0~bDU=Zl>Mi`-&zF*hXd0a|5SY!5eaL+lTSZR2H zeIY;N72u!p3X{Uy&=(vVHsu4R!f>A{sQx({w!Q&M5Jk>lDD@iW9ANx@^p^alK~`9& zN{m-UC)QM!<`lN{s>ICs7j)XWgW|$F&oRTJmT(Niff?RNk5!d;Q}3%{52W`41|fG_UO+Sd*QXb~8DSA}b}cgUe#T-}#x$%dRoz zI=L@)Wi;H&-mKv>-H!11rlj9lqLV>Ts2$ng1Oc#~c9>D9SN$bTrjt`OdZg->)8}ha zS<-s1f>~RUMNr9y{iiyyRq}f=WT0R2RkO=_7NBs6QVY#URnQ0d_{D&r8a4}g=T84~ z_zO@-V@b@JfPcWt0}mp?Gd#7EOZU`POr@led_43txqzI&Ka@}28_$0m26dV5d+1gp z1-k~SKsC(WYO&oDc$h)dTp6(!oLQ8JX+>i2IB3@nmj#XEwOYu)*CnQfjw z8NJYnnE}`?)coVS%i>7P>@YAm)PQlB#9$$8Pey<5SQgBTTk>rxOTl;SZwYm`Z$yb= zoIn+h)b+Te>VF8~5pY&Qs~?_ko*ITmwm}^%K%*MdvU;5?mtoA#Zt=<(uHav+19ZP7 z7e28gRVn$#jW>c}AgQwc}95CJY|sAmvn(Fvd5ypJ}yFc6fBAQ>ex+ zf&b~+u>XGHsQZTO@=IWQn7?@cg>fP$2A|sQ{f9d0Ck_`1+bVMSc(Hi#xw^Kl?}*?o zvTJhNwwnw2kkOGr>-f!&5Ecco`AV+fs=>=e*?4HMr)3-_t2E~O=ikdYe3j~48ApV<=WYmhQ|;!g9Ax4a^v5$cHBf9hIN1M2b8}fIl}`YovV5c zcseq{9xUg2{mpFPYc$Nm7B>CWM}E-}&^|*|Rl8}<xAzgzMMYJ`7j*@J2<5kJ z53w$iXTfhCIz~Tolx0R++c)=}&Mp$kfbo3)7(2VaVQmKii|}yhtQTlFmU@pZnF|Zr;d3v$eT7 z7^2!-3}wBj4Uzi1!*CSzz4TNZA2?$(Ci3c_abmPc??MjW^_mcuPlFx-oTcn$bYVIl z*lR^0LdkLO44vS0$bxOg52`O_gtB`OqNw{j7q4q-W!sYRH;<(lq#-KPn(H^`Yb}R- zK9*%VUVZEMe%$|8cj$&`I3Ox+cdH2__JYFb1W;_q8tne8?a1C@*1R|7ySAG^e`pU` zz^%84c3tihe^A=t-C^Izq0AL(>yfecU7L%_No&&2S`_0ol}F*%&_xSy9zfOw?iyP5 zxSogrq*T(KIu?D{!SNF`2j%aHyjE=-+o@eyBnng`WRt<&7zzXxgV$%i!F~B&9=Kg+ z>WNh|`xr5TV-uVSs%_A#p}9MpXWJ`+3|-;xo$Pnvgi=4sa*||N#&W#PD z@{A1F^Zb5rt*znK;pff$V#lnn&|~WEWj$U*HOAXoI51SSUN^=VfJk&`HD*|q(m_H! z-VKKshaO`l1o?2}jRUs_-#}S}N69=)_~V>2;WS~P$=RFGo&_jJ)&Td$k)aCGK8M7w zr0c?jFH+7Pn>^s6S-`V0Wj7{Jkx*z%r1Y12jwF(qQQv$_9$r@O_1duMmUHYislGsN zNIjucdSjloKTgtcjcRg=dq=alcth@~v-8tknj>=Q45>-=i+Ik9FW98Ju^|_QV;_K< zyEm&HV&7q7{mDGUI|4(cedLd2%mS(g+oT{gE-9vI5vz|vwJp#TIMeS)m-+$HNF^=)sC)>4q|gLY0TZ0UbnFZ@C@M^8&Hxn`de=r>KJ zb>y})x>KWA3g-ZztFbuJ?l($E)ly`Rii>?7yNT(XGl;w0+cyesi#=NFpm zwN*k@$Zp^1AWNa0a`!NDoXvd+4zqwyl()Y^Q#ki6(ytKOo%yQL)|6AWP1?g6-^Wt? zafV-)fD&VmAe>X)7bYmpAA%12c|uM8F!vFQyizkyf=%>auzN(@P=0$8UUEPYnmDXW4}H_c!)F*ZR)-qD{%^DWFhp!v$hW&f# zap7m;{Ecp1FFWvdE2t&o)G+uHN1+WVP8JaJxm z+wst```y7$p!<>tfvd1o`~d;Ejr8wz&+Vt|a0i%J6fgj@)kN6d&+}_E{)qFBeNZv5;T(BNlVu+J*An}`dvHY;K^F8dOmdECi ztM8rRKqK!pohzLqx}dtV?Y)Nn^0b&Xgu1AE}Tt6Dz@<6n+p(sgsjh#=P~@sn0Q<#G%9U(}(`nz?(&em}ZrODiJupw4(z zgb@WS8$OO(K`$DckvW4Yr7#;G|DY%|{fuys*J+yLVOxroi^+$`B_X%8JzRu7(t z@|V|`n148-aS9lwi2Tu=NeD5XO|}mw!oi`GT+&&?&4Q5DZ!w<2TU)!NNwB z)<#96l6E3Si&?VukiMbFVDn(sG!$e0+`L@6WvA3k7P|s!(xOe_MP$F%8|uh-}?=svH|= z@fg&B>GCtIK_6wc8<5ji`Fu+gb+S<7R+k!>d}mA~qniX1mj%ZX(FUd{mof4+SQlDi zav6tt^BwAUq(25;guq4{vI*ley<0h<7zQnm_>tLb~f1ms(2pcLxHPV=HC@9 z+MH{6sZ1Dh|zD<&p|u$Z;J(zY>wdM;|bdK39B@idKWz!PTZMCxH;vR5uO2qlXIur?Y#fYfzhy6v8kV{dwTvf z%a_kf;O4(K=zY+#e}UIH&^d4r%^nq?vLl;ST(H!9yp?sq1+hMSsPSy4;#Uol^?t%s zn}4Pi_Csm0za}*rwr=srRe}a>j~)yRaD<=7jUfpDW`9mU}nQ!{I8ama5fA^Ru91sgzD*=u-|OcgNV- z8#}&thXef!dFT&ryH7g+v7F$XRzjnU=Z1}H-rt&E0za)+@x>>(d#5}=mcUPQA0n#X z0a%jH!dApGi$cI#5Bbfrhx7_NO2YyX8Yps*r2c2LvIN9?NdZB9(asCOR{nSfPp;$U zPg~taoC4m0qNvc62O!U*Ik3|Jl+LPuPj)`n#PT(;B(`_LdN>fcXcOeVE(W?Y z>qyt*dITB?8wadidP2JgFRYv3z@or->Wy`+2}14kKuZ(-Re6aJNfbt zPr0jZk>Mm}Q8;4F+4f0i^_A!`$MkTBd-H5;&DGA{sgD!n%f!}H?tJ%b0I**fD*W>L zmb(27c-=&xd85$e0W@iAoL@YP01fOu!)l6Ej1pc(UNh>t+&*k%^H)IV%WE`yXwDyv ze)d?pjh_nw7dfRwy;56$f63y67FB|M)ODAEsJODzOtVbcB0os$PPe|MFpSaS{ll$I zFnNeks}Mb$&H2K+gzfw7?RKgDDJ~(pU43g1adGc3u`9YnyGchLu|t;K4Y+GvU^@|5 ztsGWel-l==Ljt~xAg07orpZS$CxPaPS_l)s7ax*Mpb)J2_d?x+_a%lHMyMx z9NWiiATQXJKVZ(SBhXP(&pdpG&uYkXGbq3T2`?;CUS*tZP4NI)XLnUP#eOjAPH?fzEXj} z)Y3>r;j7?8=QVlt0QXa8ce_ZyzZ7uxR(2Pv_$M*eSvhY(wc2TGfe1allZWNhkO{?>Q5QmjDIsrTU_7p&8T{M{|b!_7u|dZsV39 z-S^1;M{{Lu7nRSBlP2Q=oKb-(j{N3ZX<$WCmn+R4XP zKA4wNOgak#uH3hhdh={3rvPuDJ@1B$&d%CUuG%KU?ayu+Hcca7I!+d$4)7QvnbBl6 zO}RfThXnX*cUpUb^=gEHC5vmut$pnmL0J|cTwG(!!ugxj!KHS-EG`}hYk$|5mmmp* zL7(JQzsGG=pMhM95|x+nHUE5*?6j(;Im~4p)~I@r8cak86-mnRHwaOO%A9}#t%Ztz z$vAyudIML3D_1-wQKZ269pP&RZF2&`$(BFyk>S#z(%SA7f{z$BYh+rI@Q$iFxq{he zk9@u>@5g6e47Pd@@48Yge|}Ia6RrQ&c#&_iScDl$Mt>JqnfoWWJqqYyW}%mIGHY?a zo|A`v`JBPYYsU=_)yz{%<`|9q#7BY4b3kHUfm|=C{3;(=$ZJ%rNvZ$4^erMnd+zPw zE#Z-cACvbRB7OR6e*EZfzG!TKZ{r%j6Z?TbSGssw{34?@={2y>M2$bJzj+`D;dHA< zy6P&B;)I}_ff{1iT9+B_UJuj^A_wb#C`0dCW+`1OjiiKRh%`HEPljjzihv^MBmBWrlT!F1OY|gN+96;V1a6w0qL5s@jl|f6>}&;q2uM zdHu;P9*Fk`0Yp>)DSHCBdNvb$W8G;(&!7Qm!=dYQ6u#qM(CpV>w|f=zk)4SfjpjdT zgZg?5hkz@;*1ZeJC`0)CTgnT$Qw8R}vz&Bmv9+3{%97-LhY^v1$l0?mn7)cIHa= zciD>p$MR4-(z$i$VCVJ7aH{UPW4&OGHUO+GGpHUF*ufgmy{6n0sjvfDqoX8K&1!^D zfL~<8JD7}miz`r`@^T-w)o&3(tQ1y^eJK?#@0!ZT=RI4HU<+W;wW^~qj@|)$IYu^` z_y!d=0B;39czJm}hve+;j!xDGEU8xi!!>g;h<9IY2uoL~6OO6>Am$ZJP1|Rteq7`$ zqfe&w^AhK9$IoKZjvSYQLkCljzaBM8eJrfHI~;5gVeQPQn2B+%369~Cl+YeLuKINW zz_^++TH1Rk0Z9BP=PM5nnvd;1opS7_B14=0LdYxF&^H3$^TKEM$#z#4uIJ`FoRrGq z$`|KnUPy?LjouoWWH@tus&cna0KKmh-Ua#ypdto(npo$oC`oC@^9k9fT}7gF3*tcZ zojA%W?PUl1K{r9S4}jsseRc?bMzA$bF3a@nrlXL^q|V6mB|DVR!V23~{z^Kf1->aruFOQI%#_GfC^r&ujyUPt<3Dyr|jB>~95KcpD(- zuDVjNkkLOhvy@qB=Kd1n!f0#Dx-i)Rf=;UiR*AG8_clyyR(48EKU41QyLFeOAb|4U zv`5|0#n^>WKxRH?6=krY^lu5xH>Km3k7I?h9#$+>aU~HHXVxw2XU*rlE)URsI`cu* zz1sD?N;t7|If`Z)+p`8L@0~A~HeW?7w(V?2jx1nLd!7MeLK`RNpfsmQ?9jchG^DsA z1rom!Imq$At>H&S?bhlaW;=VSn9G#kW$g_SmL&k9s^r`xBeSONtV}hWJHtc-_6)1| zu|DJ-2B>QI;Lp5>5k#glu2nSH1F7cK|MPIQXPFDWVby?OF+M?s+R{hA%iBCrq%;}`WLE^3ZcTMr;` z{hRS{nVjMFtU~4wKZ<&Fh`H}|mTq8gS{~84qMd%Az;4NRyJdUULgvYdIeeH&N0~aM zmKUyf={I*rB-E<0l9ZVOH`f}NMOtJy}#_zTj1@p+~b2t5Tkr^SK;G|r++Yg_4#oXNgnQQfZf*b z2WaK8VWQ^SlZ|qK%N$=nDIC=<%yN%opUispEgZpPjNji?gEFWRn#i|4P|kxjRS zI;SP2S38eu0Zq+IR9%-dm}8vSg3Q^KEF>8askV zd3=w*v+Hdzy*F21K2X}UC{oV(mm&aGFhc3~(;b6nBI@@K8vnALqYN|O9@ z?|5_Z-|Dl*HS!0dG*h1g1_MmC+@$+>#QGijTt)?bIp+I2WdQj{q|&i1?awEsBWjGF z$B^Y8psj-ap2oDE+dqSw58nkaHcn>?^Fcp2Vgl|amc!7i{$3|Kl&bl2!^qC{XX7n} zGU5@=v(Vj3Q)vy?J1B94VM~jm$dMGaunAV(1wgBR5!Me$>69kEFJO3>qf{+LDzsU zZuHi)r!QKng(|{PCE+420;5XEdAZn+M?gYNQmFaGzTW7Oju>#6eok>tN4B~MQJoXk z+8<2p=rE@vk)kqR{md5KbjKpwy=V}_Apo^3w#C~fCe2tbiDjYn-BinoBNKP z#4j`}+Qfun$Xj&&@iySjV1hjXa#n^*JfFTiaKaGLrLQ4dgY^w=GJG z=ss(I<2r9z5Yf$Wz61RgWI8nv;D6{(nU(FTnk@K_vH=9s!8ri+ZLwI}_W}vS^tOZM zpU0NV>_FA!&`ABB7a+X@hAty@J(+&uVecbfdlJbSpoJO1KLhcgF!H%AOI7JbvvPyX zh3k>Ji*Wcq|AhSWN=f1U6jM+|CD`Mvd1v4n%H$&r+W@To;zK3xvyjP}wbQl*$cN2) z_86_gf}bRs6VInJphhj#*keRl3_iU3@y#Ht}I8(9<>+3T4_qW`3uk#zo) zd~_A%zoI;s%YS2L#%*i`ZaKmy9?fA5@_TmmG+|#O=P>5}I<_snsyyZH?&w~cHY7JI zO>54z=uR^_`~EWfp&Q|d#z`i?dF{k1>r#3xFP_Id!3|QeCGf(M$qu+LvxdrL} zUFIe~*Tgc*Bn`DkE3p1z`)sA60Mp)iO{;fbA$y{h_r)6Xl=3(KR;4B0P|u!0tk%Hk zjFkRai*7)ZOl9W1P2(JM-^?_Vl=bn8zKH40aXPozj|8rz!W1?@zD3{h(ubRj0WUtl zQj7nsK?hInklnLG>nMgClXHYjuk(F$@3KDK>eKC!*NkJkmbi+>#xCfUx75)-!Ik-U zk99AT5)>=L;x=c*HIyeXt4;ry;zRPi-*`MlR&v$X6YkA%m&FNxY@ao(0L$lFtu+rb z7Qn-gnxk)U=pg5oq5Qgxvo*&d{-s^8wx>d%+3cg{v&h6LW^6-_ImHv|T1=1qqX?Ux zwL^+Sr`+nSS=rEeoW-uEtX0_oFvIrL(=RR+!-(N&RUXs~Iko#3;LKLv_Kt<_(vh|D z_w;>$382+9->l)VpO<7K9=Otr)Vp#Va9(ChmzOW3qA}d&Ib5mpab*mSwFJ8MGC9}q zDXTQ*h+k;-=5Fd)1oh_e2TNM=dG}BASQxD`;iF1|wXOHP#GuahF-_eOow_K7F9x+T z+F?v4YD2d4cufqvY-+qRAxfUcXo#A+R2!aHXIs(tF^*BKOGUY7xE6uvcaMn5Vetq8 zvWO34R*F&X3_BNFt4m)@FTJH<+hOp`@-skNaEQG2-;a8xgaM_~Toh9t(egI|RgDI_ z>($?gpZQi-0x>Dl=%zR0r-#=Ib7+L?tg!9vO*zYjaQ^(@{EEP{CRlHkZ>g%P*KukW zssyR$7v}8Gp6E z623$G?YS^{WZ6$CkeB#!BC5>Njvw?nr+=afB?{D;F`~{rb1!1`S9Rp?jUs_{=qH(Q z5x|IR{xggZCvm&5mS{JbREBgB$}fVojtBYPBfocFmdD)g`xWFirY&NGSOARFYv%=V z$4QSpWK?l@>f(w+=XUu3tzi-0naz+|c-;#Bn78=F*Da+_)AL32jJ*1ZDV=v+JI;tj>{DyEGT6%E@$BsxH zBGr2w>U~abTg9bSqiw5D?A$^>{yr!?P&DP1;yeo#M=GKpcco@IYb|&C*;+#_Cg}Ul zrp)3N4||wE@XX5HdiGgt8)_&x=nctT!|CrygYb~CsFJV0JyvH%gg#6$ne@%Gvt3by=a21GU+iKIzV*9%AxW3Ih_P#bt{ zjGw;+Rh;+Uu*=!T;xnMy)t7)iX@-T%OdFRTayBc10j31&=U1pLmaVhX%0D zp9x)(zm@?^ss3gg3(!7@K6Qhrl4~rI>En$wG20G&4ja1{rc<`3Sa^FvPH0P)1SvXJ z>NVpjK>^eQFOdF}8p3&DwKGc7PF(3a`U~>_?^4_g-FDO}P)`D%wNfV3*HUp8BUrLS z$I|Y5_#Cufl=L$)_j*my4WEcgv-j1X+F2FAf6s1SgA9X( zbao;D)e=l4N1M?{6UxF{qwP8bLJ?_xqdtdg(Z8vL&u$m;_#nFl-*4b=37hWPA_G`E zb4?fgSylcHXUZ5;Md%?rX2N8y&+|gQs^sI*!qbA8vHkY-g~*%>{>1A2s;L9 zJEnW-a)qn3MLgY~tWO4v9IaezKXXq5ZHoV4=?gMk8P?m20I;;rMflQNag2$Y@fkTu z;teO%LFnff*~pVtxX^4J>4+!R2RQ+B8jOx5Bu6=X!F#)=4xZ;vpEl_SXzV^>1N{dK z-wth;>NLFb)`Jt1m2?#rV2`nTVU+s|g0+9NjaMT8S#I#f$5BJL%QTp?y#^1TvZ0GT-!N^#a#cc1VGqx`=31=RM)I%)nn?lK!=DNbaZ1Gh+!e zP$925WJVS)SZLPnnX;!mztIPovwRt39e$oJt!gkPNZr}+l20MPgM6K)BnB$XjfXsb zq`iXvli2k*o){Ejz}#xw9x9~?u>_D4q`9KY`Fh;sQvFg9RLTPGkD7@qNQcuoq79hpj98EM5zWA?zXqg=J{3P%{Z}_ zqu1PnJx#r8zwCtPzeg#Y*K`27xshXgf3AzqA_JX6Eazy4+_1O8u}6sO{cMwU;)dD$ zzBF^*O(r7baOE=?4v_wc8mFm@)36Z+kSaxvW`axVikJrfQ^ja3qGoGY6g5MYD*H|$ zy11tY2iM+M6O^Z?_ilN}l`V?rhd#I>{j{cAwZoCpyIU1W%&1CFb?h8Xk}^N&WZcsONr) zQFV+IsX)+gyQ$_J8HDY+gVw>O>u=$@K5iX5Up`yg1bccgZN)wLv zd{uiHBr_KY4t)xKLz$Uj8(pX%XZ-_o-(IIY zU$p}3KdTqTwDc@iLW11TYpI;_jrCW*LpxPe!)p=<1(DFylO&$tCpjdhe}3wY%5g@G zN5p?xBZl&>1!7wzIK#N~j%u#qonSqi+`UKAKK#=F0X z?p!O#7-y0tj=A9z3u2B22xuSJ^J~woyQ1)}HcA{|?Y0$iZKHL{&f8;fP*1F5xdBMt zzKO+^P1KVOt{6=yV_3=i%ZTLvXnG^Tz-m(730@PvAh&W4FnA0)j@yMiZvqL0X|-oF zN+*vJc1^MQ4Xd7;K!kedN#w|kDKgO>*^4_)a=itKu82}FB18Ifc!v3lCl=y4*6061 zQB=33uoqXcRLg7L$WN!NTF)`Dur06N>H9ByooM~nf*i8j3GNnV^(OM2Y@g)~uMyn< z<&61T?+9~%DdPZW-;qW*Bun41;7ZT(rg`WVxjbixJuMxwo5kz}@|9{P7S?J73moCD zcqE85;5UO;+S_Pl<*EnX5pzxLTWl=4CsG< z7_Pz);DH~=R~v2tyYq)OM* z00ZUo!yk6-Cg!X&)N}UXnonh3u~+&3zo^79+(}w=Wt7+7M|K{b*-r{oUn&-OSYAE73&c#(>7$>XGx$%R2=>+q!=|qjD%HMB zI+Od?T@V$+xyh@!ir>LcSv8nI=}xO8&jy#Q(nMcvK&8QLawC*iKN&m3456jBxz!!Y3E$?;7x5 zleyq-F;%CV$=kte6p%w;9O#Li&S@I?QZKpxJr^L##lc{O9pE7_^>1 zeAlhSR%d^8>B=wvGsoy}#|DQZ8*Gt$&V*fS(TCc8g4n7^74gK~uK`!J&&ER0Y(&Wi zvV1=_cq6@)De?E{18aqVM_ zYZ+!h^YD@J>Vtya3h&%nh{ZWvN2$&cT)UFTZ$obGeHp8GUe`}i9J|bOF9)?ShBZz{}@V;bug6fZoR7EP~@L1T($j9b@SftPg1)#kNU zQV}NIuMx~m5BSSoTdUxC@Oa7Hlo?8`u2*j?lfb~CQNEY`*Z;^Af(#P%e1x9zK_1v~ zslC!aZ=~r=KLSs+({)6WGh1(%(9OTvWFeQ%Cby)Dx>rikapX3}ek?d0#wl&ACzs-V z)XF>A5b4Qaiuu?b{Br`GrRsL3#W;Zd$Ga89DG4J8zY-V)XiJ@c${8KY89KPn4NTgJ zvnV`Uv3S{Qs!!4zaLC@`%)XFDK4H5ObJ*p4o=iDwJXzty(K$G20NEIkAYbiz zu4@N0oqHxC7bbiC! zmg`H|u38Z2&JTo4<5_hF9<;G{HIjUy{8cWa^sLTf&F7q%nmevPV$S<*pKa;+G0X72 zBdnHwd^y1JBbTl-R=N{(D8b0leXh}2Q+blnfavqtOY+RA-gOkqz)%ZwwOuBW>Qow= zeCJ;WNgbE^gQ>SZB6V8T8rlcj@H#)|?Wgx(#E{_NHw@FL*7^OMtzV1-@8BgP)F;kt zM>PzSXU?(m-Ja|zySk*T0C1u`p2TNcG(V+!cKt}0gdLLz&M+$ir;nase{_eYBUHWj zP)w2NA>O6mgU1Qh83qZ_G|5=^*}o=x!lAv>37IWAQ@1uw>%Vo(^n1Ic4Y*_ZN}+wy z$x~?XFS$s0;8&>6?FHw}YWlDqd}Lg1pk3uWd368R8x31d{k+L_JTj*M2s@Ml)XwwzZ#VZEV{_DcQ9mer{N4h8WxLW)CTI24sn+<_Bqn_cy z+c=DY4ynA80KJmx7CR>GNu0a`LFM`_?G2^BH9sOBW*XGES|2Hrv$$9+?D?lFWl;dw zr2ZtqqavhqQ!L*Svp@~gnv5~c72LOxIODrs9EVt{Y`i}X_f+d54%q?Hrb%uTe+(IZ}!rxgdYqY2p-XENJq z`fm#|tEAWV$W49g0U6D=wOLURaC)Ctc(%XhgAHAPSz#qvXZo;mKgIyC*92yXE0`t z^DX*>c>sZv^(H!Mttjb-^5PE$5ezmQml|ns>nTdRo@9sCuOD%OtQnnAN>|>xV|Vc4 z-p%z&Ql~uY^TH<^RNpXbFG=3_Mf&= z1ylq(5uxUKH@M0c5AlkJgdKAWEpmPlbg4xwr^RSPQK<7r8QAS3$KP0o7RzL!oS$^P zR6H2((VN|)09`<$zY&OR_sUhw7;%8Qhlb)R2H7RT{V&|r9kmwJ_NT75B+hS9b@m3? zmUw24ElIDY8LQfFqBI=q z#_|MTlsQ-y5dT8o9MGFFrFG38y5)Scncg=_TdNy~dTBP%#q5D8%Au>_(^jp;+wC75 zIoC~SA;{w(;yZ#OJMv^g=4x*U%2SgE2 z3zoxacKeUDO)Sn|^%g^=ZXY-D!>3p63stffCz*6f$cLU=dS)&|!sBo(_4FATAvfsq z4%Y`}9PFbPI$N0Ra%aBCJP2c`h;-brliy_f4}6p41@opSGT&}~o945)oeJt6i``ibB|Vc#`w4AsIjZ2*$L_YIStB(GWYcR_0Qu2 zNgv$b!*gBI+WWra?}M+(J=<7sBLuMyedlrZjX_r&56)TPozS%`yDjXfAPew@KkfZf zkncPEl5lYP%HF!jTi(6RCX=o6Z-%@k9-;gjZ9^F74i$I3(r6o9_bt<{#L6E_&pf5`By8w4b2LCFSr5E1N8W>3!n& zPX|VLlCh@0jEqL~93L<8>26~5dOys0Z#Lx(-PPl%wAOJMG_U^%@(m8;_@KDfE`|XN zEXA#tkRLi@c46h4Y<-|Yp9nfHkfviZPZJ8{6ZKVy`{cc z03sQi3YU<0u2tnGDKP<|WLNviOH_~;Y!nU=0<**-^lAt}(G2a(Y=`D{Q0 z67y@eOy$X`UeWe<{~>|AXK+lhow-~R-m2#{m6SkY#FsjwqC#&%>JWat))?+W_?guQ zN6#cp77y+6w^%kpai)z=e?w|=75@t5df)Tl1GdrrVjXYF%frlrPE{GEc@BZlti!ax zOXAfFX%k{u{G>Uv=gNHrj^-VT{8c!%P#^*pM2u_6n)vz`BHxxdqXlT6-$OC#UMu#c zJL0gX-pZBdU+0*F>YIo*Sds$Fc7(ML&Pne@2#1^RMQlDs5140vZ%Wz>KJg09-w5EC z)4F|+wLvM)PPH>Y!}{yjRA|~}3)LEkjd~B3Kj0Q4H*)Hqwm9VP-iB?=a``RPJvi>; zuAwnOpSO^aytP2Q!=%rrA(=G3Z}8pz`vq512ZTUg~3Ol;?2Qd z1>R3Xi^f#M?pn=%gp|Da2oHHI6Z08H;+Rq%TNMUZ4N_(wnt`(LvkWXIthBV61k8^j zsJTiUhR;79Hud^F56{dSvL|Uf#~d0u+pPlV?XolZE;fAMYuA@>U|%NtW27mQKT=~w zuUBPd*q$N#2Lk1-Eeskd*^_a@r1(@*|*%74JIN3FdBi-&8m~gywUQB zDqrBG{lw9wrAQ=jYD|Rt7=KPcc1s~abVR7NUvj2lvYX*^tq)y*_N|&XUy-B&76y#_ zkM6u06{d~JHO-(_3%s)O<1u2etP^YNBJRM7U2*qI%gXSDtk;kFc)tH&NmDwe@(6vF zeZ54s7*QCGS|+uVqY?Ab&%BC(G<&GSq{$^(X)FmIw`iQwU2iUa@FMB|;zsk$+`KN= zCxa|P>k7Tr#-Qsr7(;Z3W%JoiI1g0&gBM`c-^d@t)b=rK<=ghx$9=wS)rFlDAuDJV zHJHf<1i-O5R6{frW`bQ={LZq(GloUF>=iBRO?$kQm8lH|`ijwJmLF$S+M$eJ@VmAs zpZz#+k#60)QW^Ug0j364%%1aYk#O4TztTRMPHGo%Pi zxXvouws+y?JQ=wG3Wf6h5$RT=cbXM@`ZgnqSYgd24vGI@gQHPF`dH^&IDW%{p+E zs%y3R6OE17STz5@uMX5)4b*K2_7YtM7u zxD+UX{7ZLY0+)s_c0>`6-WN@V5|~s}+*v%TdYXi@C`-cgpAVpj&zz1@{{u@nK4^W? zglX}p^dT?S#LLdKC>JIbfgGKrRb&XlbWMQdlg;5RMtPh_Pot$Iyn2Za%-57f>pjn<#DO7aq#H2YRSOl~OgV zB56|YMDofzXq*^T!Guo3uOrJZB8`#1_oYik8v>H;)k_q+HqBVor)U;YjgQgV{kNK= zKf&GdzQKc5e{5NT=PkdVvc0XfmOdZSekJ8NKVlr%ZeaBk7=(Hf-Szjm1Cz_5PY&Wi zUGdD%-VPDSUoyq#ASl(dCVT^jJv<@TvPc(bSSTL!w(bQgJG!ObLu?=&qhHy)nx+4G z#i8B7G*_Ol4CMkK=weML4j#vJ#NJeCq}V{+MAJFxpkvJS_MxSjtbZ0!JXs(KPYuWX zkDgeFfD<3=XH@Cl$X|mZTN~IS$mH{g**y8Zg@#xG#jq4Fg74NgxtpqH`go~Oj3~`O zas?+mEwJI2oLgs4Cro6WES~7@V|8nL2h_=*9DWgBrAte|c@*z1!YV+Qme>#WP#q<9 zUXYbwk|H}<9=^u=edXpVsPZ)n%&tgT&~K8{s~ja!Wu1%Ai4s+aGIrmDGw#KI7J)gbJjnO{P@csJ$U{8Zq75UPeog^=Z2M|^SxZ7Aja z!*l1j*gzcJIHe~16U^te=#fZvq~dviH?o9|-}Jr9RL$C_3B`IS|0{ZzPls3Li!BKI zmi{M^y}PNG8mEKWi-IdO2LJK$BZPq#qMu!rbRw;3!u^=vIo>WKVH=91=?<#tT zMO*lFhvEFsc_u@2lzjLy%qDAjLQm2!Gqxm-zk%m<)pt29HXGj zFKwqehw5DsIj(rpcEA@P$ZjV&zglrX!hWV+K>aBN3S+CogLfLEs}lsa#!?t{*p1y$RCtmhVTx0d1(^j`LIB~7 z_0-K+1JwUU$q4q=4is9=AD*(Dcsw}xBQlNgCV)fxaI`3x(<)w^z zekQ-s3xQ9$(?d7Lm?rAmwLd*{^z~IfQRTLX@|_gl)eGA$RYwh$it0M>k_lyBvh4Ri zb;g#f3toCg`+Ad7F7}Nz$YE{pWJjU1>YT40yGV6-=Gr#02nrC!nX8UPK-;$J3SOn3Rw;q|0AC=Cb}j$bmu;ABC2D~ir0)eg;k0QvcSZWvNoDl# z>N^ot;g!fTEb0qJoE(}MWm_3gSCgO*(z+s69`@$dV^6}wB$a}llp zN@;xCAj!FZ3|E6G{xYT^sk9(3YxvJO?ZrCrOO7c8qZcY=K`^don5RC5PIr zD626o86D-mB$@dqHG;a!gn6#8*#v~zpBU9{zjyUIUslzYBPIM23Pe%lA^kR|>PTAc zF)qni_l#B(Ilo~|Bmd3~r+AI5vPrl9YRK(iLYU>1s)3!^TFbuwLt`p+pNfyuXH2*R z;RQY41naQj{57GvDmif66q)W9(H=WlV_ldXgiC~In@#gD@bReYchqddBza#ze;=lz!YuC6Dj7`e9_g)wQP)1t8ZaCH z^JG?wO21)YkR2;1+I6Q*(KRB}VC3KoL!}m4EkZzfQRXRd8MP6B!_h7dH~z)579At6 z-;(49uF~%-@(2JxYh3}a$|A`%I?&+~D46;#ZzA3bwoBh3fQ!a=)=151(Z2i!;e*6f z-(hyOvr2;%J&6+`PoNx;1wiYCb5m-c#Z<7DoxQ+38U}P|ZP&I0x(ZDW+Ym2wf2{Mv z%IsRTH{Y2rk37$q4tnkw>$q)Pj(7wU*sJ|4(!z@KvyS1lj<=dcVj6RBw=k^ItKSoE-$kD?IZ`T&sf0u z#uD^ClwsnY4BR405gVb~QmxJc`SXT9rZQqB?och}CaP_5tJT4J17Xz(L)|T!D3VyQ z9wVWWAcs^xi@lHmo14F=n4xVb*nypJ#IV_He_YcSrrAFGSB+>8FE1ymm34QswNPva{p=slM?Er-EDGwK(v@>S0Ae>pKQiG&Da+i*EXb$JE4Fz0TZsL#Z z1QD|^VfM24b~uZ`JoJIctAxZW0kL+J$oPatBekX2b9#b zP1m2Ikbcme#EL+H7-|H;aHSeJJkTl`UHPOl93EYtd^>O*Kjh+Me5AgX5nobmKr6Xv zwJ$Z#A4a#1=`a5driN$SqnT_Z4qUvqC69s9>t^UvvD^7_7XMhw7-nF9sqdKie)5r91u?{d+k5t;A} zRX^?730<}9@O=MXH+Q1e&D}AdHN>pyHPuIkf%l`--!V)=JFcjL*hwJozCtKkn%GcB z9{OoQcG5YeWsy%^3$B1Rjg}Y~y1a@!`a2MRf!r$o(Sba>%LsFeXrgP8D)FCLO5#gT zK=MIt%6$W&527Kpz@%v*1EhNg_zzGkv+)#@xScrie08`6nCFK~h;#F4HqjH3!Y=7} zn`$2n97$1ra#H@rO{?^OJEZS%!MvG`tr3N<9TY32^yLHCjz>&u4;^7!%tP^VI8B{F z7nreE)Kwcc*>*p#6iz(3mnQbo;~a3H!JlC%H?j;Bx5|D~A}0pMaQx z(Z9g0_Fh(LZOFhi{oKKUzkOfv>emrP2Bi|l)8GTSj46GJ>bU7j@1oLEGN!rqBsf0mzBU9B^e{Jdh6uSaRtf z#_3bd8I-ui5LasSNdKOx(X z6xgi4c6ZEt1Ui{Dr8uC*D-xsVrsVVnlnRkv1Bg~Bv#w}PaVc-8;IX??hn9; zhGU%lcBX0YZX7m4{TXM)Y_5nPe#1j=pR}*EX^gP=pEZttKY0apAqt@p$olX_O3N=AwQI)q>RxfFMSnF)1&F9Y*c0~bcXmfAzSRFq7A&eP8xabcfSBye z3vGE1@uwV8K&kWHgCsYYVL&oXdPCD(J1cia?ZwJ(klz6#0^l*37x&~K-NbC_$KY>O zh2`Hl|5*5U?A2E|f~;LrARlceWu4LU#v~&Ra?#Ah9F}Rm#_sl>?~1)dNLY)bj7l3L zD$iY%?h!Ts5VCfuB8rY4J0DIl?(k}iv6I^Yky^7Qv;Zj@wDG7IkOcla`Ofc>DMr(i zNm%>2XE@WRl+nnK`R9oDG~!E~oYu!V9xE(TZ4t+1dpwVjA<58=#-&QnT_Z%?DJ+co z!^nQxtDG5lO&96*d8Y<;BbB4H>Km_6KxojfL*q0p5hcjm1(;iAFU%1R`TtpQJc~fS ztDyK(JL0fin1nXs5@m`bdYd2+{^F!9h)R3l#0$*=RLIO5xn~sjDoyZvSLx*=gkVCf z^IYH1k2W9dgXFP2s^D^D5C;uuc?tNTABys{+v|AG0lQ1tlqLdeo~yzU0Z=Nvor--{ zH)uH~!(C&F+u;QZ0bfKNVOBdu@GjCaYC=!9^7R#BR!R+%d@n=EbHm`YKs0( z=GfM!?b`5`8y2XJ4Mg7N8kV4f1aB;a7NEnu9u>@hDPP;IW?xC~cxJw?_FIAqS zCq!Vujw)xbd*I$OkglqDx$an33)5keI&~f1Y4@(KDnCd12n#^}iSD%=n^z3s^A*Ym z*UsXZj5Ub$ZxwKat4!d9J72G9^d7K9{Q&+%xwM5sm%c6J7f}GhKOzXPB}jTn__aL2 zeiJw5V{7ksO}k|fGcybK_}R{`?~j`(!7kw^0?_rC0Ng~U!yX9Qa;3C35feYeLUfGa z4qw_Lv@Bc5@yCu?r^N`&g{op=pWf^8k9#a3>G-=9Q6^_XX%FbmeOBYt)Lo}%VP z4t;A%yT2XLK1+_T*4Ym ztAE(TF-VD@C8@AzU=t3c84lDC3stFyd9Sl8RFbz73+O*73&ld&^QWT7aD?iBlW(6z zoj{PAf5e~^MLgd5%s+E9$HFJlnc@J9j~$>w|2 z@(dUY(*&^wOMv1EvdzjyL#A<_Sx>>0RBfv!g<=l^AUiS4_FN|E6foVP%km0rm?) z&w+ZKQU;g}?)veE-Kr>ZzAG|wi>*{75ZZf4{IU9ao|UwILXm@92~q7E0#FO$71?L9 zZ4R&U;FCwGE&(Uyw=^E6#M4okN+K>B!!>dmCZn;+1d?$n7%vha%dMpD^-|8THy2eu zD(R^1=ar9}Dh_v*-bwKf*oXHC#}K+Vid~1oznKNRd*YOtE#%1nw(Zix+Z{1K{D^_j zU}?^JJY5C0R>p2O)&(cz3CT(!4tHLm6XiBHp;&23Y=vYsG3hIPZRPKBLUBL8?lwm- zE)M80C%(R@O%7pjOREv>#WCM5AP98h0;`eCy;5=yZjdBi$Td8i`Aj=Q)M3DgFpvE& zO?>cYM1XuXWXdLyBiCo`DfGTjuXOi8-o|@@Nr^L@4KJmE8(dxk9?$wzuROheg5H*P z?L zIi3U*QhQv0ZY=iBJoHgm${a}%3ow$icF+F6T|gha#Ev%MoOHC2_(%|+;PunI+W*vG zXkAaThl%Pd@JYGP^6gy0r=Of1M}?v{`_;fB?FeJiOiw6Eq$_d^6d#GL=$B0Z$WF~U z%Z<1sR*w^K8TjRJd6jnw-Gx^p~{8v_BVpa_Fh~HsfjrC!4%V*>l`D5 zaJa~q9INcsSDLU?iLOa$km9S=fhI(T@FXBiB63T8vjCox5 zFUVI-HV9PLY_{3yUd;=K?M6dLZpuT<2$WWkB0-Bg_$iofz^tYb*Cw)8j*K>eV9|Q# zoYK75(Rs2B@S8D8zZd012LDDdl`|xrGiEyYohfQ}Yg~dj*HPk>cw{R8kL9>X>_bOB zU@JGG0*&sM5ZtXFN(7#9g7f5%qxR%wnW}K_D?8?mO5uumh^Fu2asnuvP1_NF_kf?Y z;aDyCqVsrG<1jg zf>&6rYbANi-kAPYX!=KtMd&shtqCe-JQE%>~ zm~PbQivk$FZRt)f9S(V;DcHc;rDoDJCS45rS&9a?vo!$aZet!^yiLH6D+>JucXGZW@+2z(LS4_M2cg7*N-Z1zNaenl3$PcG~ zXRzJ$X$d8>p6Iv|F3PRFf}i=tfVOY7`>Sc^=6I-s3qguKTI)?VhwgJ~z?FAbL~xZ} zkvC0Iv5-3THMRvnX+_-8U6r&Drr-clSaSXAr`DCwnp3H)I~{G=fv&#u427ng$%p58 zjaCbK)pRt$Ii~ZU_z)Y6ERlgqX}kWcK)B1quR zT6$N9KNRRA<%ozGS}1f_q+~f`t{Jomr*W&@P!fPyn=>U`v2AUTuRqOt2>{@CKZ%y- zEA=cP1m5rm6$vYsIkak>ZKBJdQa+-c4l$4nVCo;xwG3WmsbJ5_?F#8qpHvZ{0vj=m zhA|9u3jx2vNPJ0!5)A9xYYqnpfu!mA*n1pPk+;S7*yo`>kI->N|u{BH2Ml6}SV@v%ST# zy<0dPF5L^_poh6UyosBW4GiQEu?K{I#-e*I*qT;+lc&rmQltpH{N{V6DGgwnr!I5`td1yF z2#gG7I$TwM<(mD@qaE?idX2gl(h=2Nn-di0tq=I)ume?TIrnV_@S^oqF{Z36I_8dM z$IiWQ&@*q_kO6cuna8ZpX0!$i9G$ZZ8GASb;SaN6!3xSNZWGXDU())f#drZ#sbDP> zB~D*AN(1Exfk5IN9h`v#3%_B^Yw@|bIqZTr^C)tQgqe9$Zp1-9mm>1R_KJ5j386?80^u+vIn-=XI`3bcTsy|oZCvxbfX47 z38$=3K0Z&`wQgRWk`sK$7xkOJOf$?m&N-R#sE{^G!+&ErY8Vq#%HG?UI));bj)SpGU@pQD!RsZ^=MQhTu##=Afw8$yRU73zBP zLDMSw<8j=&8s45Z`C6j}6xfj*>vCKxIS$~#t;%uVS533tUIHnwJe#7k1cCiWb0?C> zlBW~kg`Xg%Dj~T$-*iTNW-~{Lhpn_z^8KS9yuQrnyO0<)^fXJ` zY-&LkUd9fdgg;ro@rds6U2!uKsqnMqpIAfPYWNq;UR;VT%xGd!u15)<1@80@-C!KJ=?Op!}3j7jG@mN2XqFqKGqa zMF6c@JBsW^;jZaoA{y~LP8MYp0UZzvW_ZMxZu!+fWNJ5Bre+>b*v}f>nFy|(;Hl8A zbc~ee$>E1qGuRmt<8>WCM=LynmF?}cGMD&_Eb}XVw<>TytKs@CyQ$A=mM#;VicCJ6 z;-L|J#O%!MsAme`g?pn>Th#bdkz=ndj6M=k+H<5Szi8}yP~P-3MeWcOgazHqRLq=9 z*e*3j(;_6i4H#_#I(YR zgxxvuO!zVheu(rLs^}lQ3-g)&-AmW%Z`9( z@RsV*p>9(LwzTR+aR=otbjSTV6ye0Lq0ikL2!L2=C=g}-{5&IZM}+RG8^;!5^1`*Z zm8_cS6G8;U(jHAx?4j)u;rdI+CcVOub#m2=Lke#}BVNfe0iylfmWgQeH!=Y|3dNQQ z5hqA>HAzdkAD^Vz!Y>HVM?6qShowyus3or9#CsLuPU3r>W+U&78P=-dq_^lUUsu7i zkbn`WeFY>_63C90Lyzc98TQmDhnC9%l9MreSV^{a6cFKTCZG|%7CUBcq|z2|v(Ja; zlYhlAb32JwCb&i^?wy}3L@&z8ab86L>h>ErYuPv1uqu3vO)Nz0%Q0&KzG6a*nUKRa zfBxqpuOywcgOZIkF;E(exJu+#=GGf9$^qg?!lG$!iP-yKV;lUH=i6c=cAjTOUmJ^9 zW4ITQ!>&RH=mzaD%Z)b7tgC@#L~Vn++Q?Gzr`qBPiN{PK#l;(%(Ys`Rf@AIUa>4Hd z>Mxvk_EUu2)^{#V$I8^JXn3n34OFya0A@dji(~93I)R|~^t()&KVzN@(J^}T1qqrX zDsZzXyXtVTgmE(>=2$HwSf0*Lp3Y5Z)9ry?zYns?G-);*?X#@@#*zruaFUiDy!T8= zRicSto|CWKM}~;kQo9Z#4 zA-4+u{10RS-w*(D0K{Ns3h~-1$8IlTR}%AYGb*<33htDCAWDE77TEI2QxC&y(rzu3 zpr8eDEgWAdu$}ShwM8^sNVM?lNz)8J%q^pK#U+@ihpG#1Sm?%!N3sLI`EbG`l323L_NNj>1jPEOn~atwyo}0(o>vx4?x1ky z4RxXfx2!4!#|yB|!cK2Lv#8F|m0UeXTyp_*{_YK7K_ArkiO?rIq|Tw}-SBIyjdS^l z*(#Rw#%_2S&73mHS28A=gnjFj9Rb?JeHYw;4GKsncocNs3hX^6!QLGJ>B*~!AMY-|;y)3l%E`=BL6IV4Ji-Zhz ztwt>Wt6G<9PubGcGl7a%Vr3-Qt_tk1=sz#@t6gZ&@rJw79+l}KeynrlvOyR30s%+` zM0kezQ!D@R^8d%eRYt|3^;!mZm%-iL-QC^Yp;&Qu_u^38-QA13I}{x#ZiNIBsDy8Jj(?C-q=c-1MG#azq7B%dN__a!?MuJ2LG;7(c`%NffTG(E zoIfp%KRTG|+DaL79)Ak9ONJsSkFALXI4*)iD9epbnqnYH#W_6Kr3%;E01M;1Fz$lK zPs;V(bl4|OO1x`U0X8k|bm9t=HrRCC@)MqT;uV|7Q(Q0sn#ETidmE6}>^8UsW1G{F z9aGJSZm0pVi{D-L1TR{3O+N4R6u*Si7o)%qe&plpG)HVVHP{4YbHai~6+VDfxdDh)S= zq5_-mFt`sEHNbG_?ilV(9xij%0^S*Fp7W2^x_3%INzBAbPpoYZ@t9#h7K`deJm`dI zE(2*8ozwJ<=y`amJ1_6}Ww`{SjOH1wxZPZUh>JJ7Z6Nzozu(fWReRPo=S*vYIic4* z-1MLze3BEH6ZHMp5ScMM@2FBB;NIKmc#M*FK&(qa9*Au(Psx}m+}ViYm6oK z3a6;#I+BQjOWgIJjkNoAI^nbS_1Gyvz3D=iSFrjn>5u{3kTyqYDT@5qx?Kw2i z;6_^XQsxPP>pPZDG3@{!k}42Nk+B@W2kP?=N&zWxOir&~A)4?SHp(o*{j=1kGA#XLH@Wl!yxKvJ70Ro5Rj^XUu1d3{}1TW4iBx z@?z08jh@$#>3FMO0B_FeX`DzGuD4CI$49Mx(bI4_+~k)LE86jm8+0gii%} zo=il|FIqsno7Odj0A`&_t#A3tvcCR~3Rlprx;aXAe#(Jjic?k;B|xhRzSwqC8AJt4kbJ%>|2u}XS`v@wurpfh z7GzeFY|VDY%Fr}(R(FZbFL%jiSO4>*8m8psrf5i@XY+VxSc&}7n1ic0TYxgjupuee zt7WCaxxEod5Ehrr3ET~#X%FT#Su7}EVc(|RE{I45Hb;)%9brn9e}Iq2VCJ?nv>)Tu zKrEe|R3tGr1O>g*NJy>{{)~gs1!3Q}g}yWoKsp_3>A~JU z5GWS{jy<5OL(=WrZk7Uo6ZE>{n{M-fg7Tp?y3ikt>0dV}1nEDE8GVdMK-;X^vnt+* zVx-Ea7LwIa@(W6NE-9dF`lWIh7NQd3*g;)3uW8h<(aHaJJ+c!KEx&wgmSQB$BAitL ze-Lcbqv{1$!K%Vqc&U^`XhGVa>wq+p9?BI&Y0rIQAdj>bIx9)hv<89bYrZtHO;zWK zE%8A2sXjTaUQi3_3r5bOl)dX-zGU1E(By#422`*0q#;X-ZUauTRFgzEU@}D&jAY_o zzX$dWLW(^ra)bM5E&pN%2J7k!8|TR8KXFc(#snZAgT1NxRkRT<@%;#NYxpAA8HC(2 zh0Qp7C zaajWAeboMSb}m5NCNF|nC&Z2b%!da1r163*PZP}WkSLr*t!mt+jdin_Fi|Nk7rM%v zr_UlcPO#5ZpEwTSS57RvlAiAn`m189qo!b58C%5DkoQJN=|sw*@DrF&#hS2lZ0kC4 zf%eG>BSh^{r@{yBc;)CEiot3ovMONWsg8)C*{#%ThxhJcL+o8}U@gS6OXSv$r3g$7 zC!ab6XATW%PqQM9CrUNYW?aJa8vNe0EL*~xzThJi=SHyJ8}nU@%Lbv5ewj3VX7TbT z9SrZ!6oeD(R`Cgh%(&W?nip7Ca$CZD5lRd4gf{mnJU6?(M0kb|W9M}3I}}n^mW2n? zLl7r#KlB?PsT)V%VE3cAWu5S(-OTAQP1ku)9VJR{^_QPxHH6q8xyjqC-mJYrTKZ8> z4d+9_bbT$*mZW#&rEd1!LEu?JM#HKuVrHFU;(co9RRoxYlxChMw%w_>{TOqL>|7Di zWP{d`x$JicAD|XqsA4J9yrissC$3K99jhawbhZl4j7~euo}E;4U=!i>VWYBfQS!WV z2J0$vfCs*oIWprR>gb?y!>q7^4s*<)J!@f8hYFbCXNY*ku?w`aT1_jOQ%uJ>vpJVm zWtTT6oBiF~nG1k~jvea$A7n3V$d)>6@uj|VWdDz@AfVj>LlkQcS-nNAzsW8(!PzBuW!{K_H;b!Jh2a}*-ZKv z;B1P8oK;c1Mta5@Gl}%PPl|5Cn;F{99S4SUTJuZ&e$858Z%WStQ8=6GkOncynZ+WB z`m`+?wB*e!;J)ebAMc^$SYY}lN~gwHnJ2s`5j5r}ECzzG^#^=H-mQV*O7@neUTqBa z)FEf!C!bn9k>;BcJ$(!tW=@(ebEcj7z%F9)09_)XWGUh`5tnYf$;@YJ6epEyOrq!~a~D&HRYsPw;JlTl<>T_Xkmb z3Q$vUc@f;zQrbwUQnUW2`mGFJex%UWMp$24C@RM-QHKII>YT_t>v+0Cnb`uDv~n*F~9 zXekb;hIh!N80&DlsZBw74Lu0+bInvo3yey@FXpY2VYkHolGsZ@Pvkk8g%@blQjUgD zZVsVsf|J6w&0+`FCi_Gpb7AT01ul^_lKd&J$FtziNHr3iZ$vGOXH>LaJqgay2j%1< zb5U>=$9w#&6H>+Aj&`1Mz}`Pr0YcN!zQ|)sU*bNn&mD>W$SI}=y85>WC-=YQPbRA= zKUI(j#A;TUxIAEEnqLZ5e)(}+;n>tM%K8a$iIulvMdmt+Pi$%g(+pBS^O0BVHb8ef z>$Tg^y8j%dy)duV8RmLJ2OWbeITX>j^p7!ybF;!iEPulJx4LUayyFvPoWMu7VCr^DwLmWS33x4F@Qenj%RT0CA#>YNiG~uRKp2woYZ>9Le_aF!# zA~J6k0g?U~Z!Z3G$eXiT(3$kY64UngPdyZGxjSK6TV0m%>e!-cQe&BzpD!XN?7N#! z?7GsP*yI>~yS8b@8*_dgaig^MyVv|tCcYkLlt0tqtPx^C+@aYM;ru4k78$@U!W_OH37CZJGD_}J2qJ~hTbH{MH2%cxKOe@cTu})L8(!aRKKLiyiI7kCf+@2cSTG zSR`C*=u*SJFQnA8Vk3=8L3GOWeatUfdzC|xwBcP!tvj#oSa7;sk z=SnH$VI>S>cOZ|LJb>9J#SE|Zg~ zpnqD~&b_*_5B`m6lez^bZ_#7&gY zsBZ==q3v_*#=KuJFyPb^es8 ztWXDhz<2SJ7E~G)(_RBKtaJGr4c@9!MpmhH<^$+nqsf1|1fE8~)HseFizi9$s zt>c+w691CgonpaE>=eO{XW%O4nh9>lKV^!33q+cmcRAGZrU3UIwi0aO;V~0Nt4JW( zOl)e2_z)K^dbn<(mj3$Px^uc&GMg$R){N0WnSLi(J16T>gymCTfNeW`{jwFd zVzi@}Z;BJwuQxmQE2qteuw}7JE3^}if_Ckt8qU~_@d0M+v2wnG5pW;=3wOAA{1bMt ztK#xd$9k?<*qNV0TKEL*57PqCw_WstZ@;yXv1gXA1jbiq*-}!3gyZ_kdDo8Z-5D+1rYaS7( zb)Vd-6;FYzZzcCRr@w@ne-lJr(R0ySod}K#o^6629XqfQlz+iZYr90+jAX0n?HrfZ zOaF7jBTJNm-VSxAO=g?j)VO+NS?w6T=3S;47j%7goZu_jZcCY9jwH0dV&UoQW0?fz zgQp4L>@9`hE98|cd7>=@Aj-fOQ^|wap+nmhf9n|)vKtMV6d=%bb*wU90=j-V4ys_k z>7?J5TN@54OTqWuBQ|=h`&r?B|INvIOSbkUJ3^P%`m18 zXW&cnOfS+Gzw&yBXl7p^&siU-M}n#-d=HV|_14qz)vu)N#_@+r+#v>+cpd{Vt~mPf z4yTbCAj15^xWAU~W7jn^O)7hv8%%tC)&g?-12kt)q0EsVTiYVVtx%q3JS3bM&T1d7 z+$4#8#7$;U^H683DYcneB(RloqD0S~@9>;(s^#EmBmD7e1w}oR30(w-Qa!N}67Ae( zFwm+3l?tk;yKT`c;_3qjZ}N_+?1T&=0oN^?Q3oMc@mmr$K#=N(KN^C4ll_>&{4)&Y zJxd+!xpB?JuF^5N4y7D?k@OyCS{p6Z^#xx9eDdIEHoy>~B^!Qzht*I(BdY#d0dk(6 z8vcYAwg3*o$2BqtS!3jy&Om6y={O3)Zj(`*LoL-LKO|NRMtGTE%-)s@nbCS32hG-Lz2; zPKxLc*^0>>>n1EED>YTdmo9DArrwIOB~mLzk!=Yf#y`r34cEHd z@_(qU(E25PTw`8u@`1p1dk4EefGFATE%$so?-o92UcCDO1H4dAyhBcu_=2y?grw$^vbS zYnAB;dn|Jb=WUHy#>5)@17;z^@*{~Z>$2xgWu@>q0aS*`Yyo z_xeR#NU*uF&rBc`x{`lkGna`&9!q!@CSO!X7niy#`T8AarFY- zD#4z~nI9@VNPETI4Hx6!EhL?`kJ`M-biKOHIixECEZ~YgUE+eUWsiN?qv1Wil_y|L z1!#A_#*i^i0pg+%&WUWE7y*fSZxjT@p1S_=Fm3IkU6WRtGh0vkjU zI-Gs0Rc1HqO(<0e*!HLDQjZ1eQapufyl=WQA}%T<3Z8Lx2{AJDW%>c~H)j>)NGQ(0 zf5^irl{})3%Wab7=7~}vb+PV7R;9;mC1=jF2*PGJE<}l0n$_Kvy>?@pF$kka0zCYF z$%LRl1q3;kvQQCPJ zbLf-McU?Z!tc&6;h2h@X4!3Yqi>=GwEuYS`rkV>}U7U+PUa|0V;PXQ2pP+Nu6%5s$B596fnCmipn9>l z)H&9Cq`te-<0$_+u!f;8^_SsYRfQd+HAN*w|Hj*H?N9n?inn5E>~@NXW3b3-kLKCr zTxA!rW2%u)x+eGQ__O}^R&Dv__F$ge+}1nBxI=FTe%wuT7pC8tiIGV&H2CMPb&@%O zxpPoVU|nqu49Utxu+L|$9@KQVvJ#uiwn?5cvESee=s{Dlw-G^(&42O-cY)I9>Ux&3 zzsu6LS20}&Y8K}9?2L|ZjV`x&PSZGjpE2}`Y0i!K2HZYi?n!ydh+eVqn$gurz)xr~ z6Ra#yb>j!-%_3+$K@{Jbsm6IikGv8K6?`J4IBEf1*i@+|-|iTPxQbsCGs^qQceTWE!*X5*L^gDO4Un z-IwwHr5Np)-nRNEwBH_46InA6_IQ66((WJ1M+8bfp3(XT%s`pFnuQpNhkwMgMrpHV zV*lzALUW^LlrheGW8_@m&oNnqd9%&3#x>+Bj~;~Z4xg)V%x3A4;2@S6=B;3E;tjrj zdU}_rXM3KGodm`*jz%Os=rsQ_<>@N!V*OrP3atHczCJr{fl|MRJLtf2ZXjy*ONU{& z8u>1k8uCOGvTcH4iT|E&Y96B0D_tdB3Lkpd^#&fmm}#9k$<{emofmGa6QYWkX_(E7 zK7P!h7yMK5nWgrQl(1LFJADg0JwW`Oo;*K+EA0gldmqMV0_K_HLyDo@(|eTB=hW^F zPuObW4~dTSi6QgH(Dm~L41H0(rT0B$%T~S0%4kwMT1(;{eMlSh6LVEsjd#w8(W996 zA-5v+33VCUW7b*={EWh`KS8AKU*l}YdYobwftk&(!K^=6r%iGLgO1VwM>_lgB;PsI zWDJn#b+|km@RxMk-$^>GTdLnqpK_!db_@oP<3wH45 zYb(y7u#3gq+tijl$-9~MUISv=-k!sn{n`h!ecJ6t$k+xlh+Ig|>b z!tkjB(QvUUoW)BkoLg;z->WPS9V06IW%cR=nc&RW7+C#iT7G;$g09p|Ze8n)jE*5w}N+uibQGu^mf=59n=l(k7O^mxe?UKl@S2fmX)&r+Rv zlAl=?*1qbv-@M7c?t}-zCS0GM7fRo*q)1%xdrVL(-z@n?H*ZQA=H3$T3Y#+&HZm#l zjhOQhscU&d-9EJ7$;M}?`Gn>R%Xcp;U9T>%jK4EE-7sXsiDq5CiVGcF_(Dz{=|m#+ zL<-w%kIoZwhy_HFXTW`?%WbNJx=&8{YwwKCoSmT@3VUAE&#)Ui#?Bb8NXn*^%qOJA zHZSyaR~wc`4xz*P3zO6OecgZ|%!6(EmeC|S$hp`ImXx&y=oDSN(mx`;kV)^UXH5x& zcl>kR8=^cdb)n4VtIk`@2;E`gua|1hA+Iva$4jrVbDsFYme~Gd^kEspjT9k9e>kRo z-BPR^=6L0(ha9(y0dNlWTJLT;Lq1(ZMR#R4(sfJ%qszCU0!j>U1ucuxBnIDG`-~%-EE8oPU-yB`bGtYg; z$hAP+wzK)gifEP14|Li)z_Xj=uE}y=2XA^B|6K#diEyf_XYauArqr|k$a4NM)&rXU zz4xXK7#C?zO}rvQp|6XJ{(SuQgxr$kS}8-*RRi-RvP6!JB5cTSz`u;@a;JNMZ5Iue zJ$V2^Hqb`)o}(0hcdWdohoO)?koZtXbTtA7mBZpqXtCRA5RX<)o=}NGSz#d@5(XqR zF8@5Nv?#2x+=_BY;RJXBRV`_Dq}a{m`3S%66wO@9SU5@pzl2Oa^EkT(sPXGxa3ZQ5 z2j+XF%J1uQ_WkYaQrfax?pqR7BtRas8{Q^;O@Dh4$Ni$U7z)CB)&AM-m%nGoz2kF- ziYX%a?n3O2GIRr7-(V3!>MzUj2BX%mHOqyR+KR)Jdb*aoitVa(S zlsG(I$ar{0gTCQiCbt+fQguAAqBpWL%qF;<(Kzk5R_EGWBA)E7ucxM*s+-=}(7D3f=jsH-}!^z9LA3?wo3@Hi>9 zIt1P0TN(PVD`TuAoW1sz7Tc71HrwPxG5r@J-^18RX7gDD*Cm(_OZ>fA_xlnCViA`q zrE#t`0Rr41zXo1OW-6J#;u1}?ge)9Z6RSehOr$S*K7S4!9eQaxI*gm@U|t87|4oXm z%Ua@a@^Ey|0<)!vtyIJm$f3w1S9KqKRK(q2Gkky_D@G4E*v(7e#PCL7{(~Erc#=u* zpH(nOwc!9wK+6!O*)LqaNq%Rk#bV9P;`$qb7&HNKI7Hij4FG_^^WHKXXVh4Y4nRd@Y!g<~QFo=#%g@vGX@B`o2OE8csSfqQe#Vc2Ameq?aui3PaBO zGg={vGI5M57{s(Iy$EO(P{%yZAc{E@lp;c#Fe=?$U3gx1#t|<>QKHdlicz48Jmi3* z4HWbPjmXQcRVxLHKo_vyY5Qx!z{qkHK@)cnr$c_8m_!wvr*FEJf03GS2bMj8 zwrwn&`hzzrNLOSJe~}bo|H7l4b~F|IG70RG0o$%W$k07Wk>cO^v`8MUB7qtBvfVO; zggSF#O_V3?Y;n_U**(xxT;v78?mW!op2J1p3cFhnj8}n1N!bL)g8X@3G-wKQ(dZo9 zy|?5E*%z?5@k?}~(`FFZul`6r6yMEgg!Tdv_)n;7<0gErjFApMq}VqqH4i-`izxMX z2+5yjwJS)%$v*wdUi3wgSEY)#${42#x)QI7A=Md>xyduM@PZUBV5fUJjB!0S0~yf7 zTeAXuK@y`l4e-}@vqL3cI)2`&22nl>@KuRZ1TncxVp>Wo_JpBjCW=#?FJ7N@1}QJF z#9P?x@5YFTVmhC=!7u8LTxs}&`5)MKlcRS^^DZbm>{%j3Dw&WFeG@|~jcK`T@i7An ztqvI-SH*Ty3ktwlf}AI$gGD)jx|il}v))px66eUxq*`s3I#9j0f@={m!r%JawVAue zB_)q_>r(J#=C416(qhYHO*eC4#OC+4T}ESFx6!p8kevtGt?FykUoK9)Ljzl(1j+R< zq%%~wf>;9;ErAHnTlTiaR|D<|!vJ9OiA{C^0inI#Pc?-t_D7`eXPLiw5}j0J{#u}V z)3h*$Tz_4ta0moxhD{9fsnS(I_Nn=XIEiT&pR=Jfp7%_CW6>$2r$SBsJ0>JyPM+5~ z5keG1`k05Npm(xf5q4S?8c4Ybtj8Mkr5jw2BvO;?(Ms}y3NrbEOs9qj9{IOffs?sltOYFK9*SEzb)&w`}GXAYDUJ|D)ya4nfC@d-g)}u32L?Tr<$S! zk(Lp3W262S!C*D|VvL%BW~0%iej|$iA71gzh|~;Qn2f^8J#X+Bij$n;c7xD#pE&er zY@I0WMTM*6i1oT;`^!T?eXQWTj*({$9QTqCuR^wB47(GkZm(-}s{?NVi)ICK2M>c( zlOBF;#>?pVusIX7%_o0HDu7#(d{s#0*&{MBD4L^_ijNXgwD=W~bRWk)-n_}2P0w)@ z5z%B`H6;I!F%)a2j&&Tl;Sl7;i$N+GU1WWnW)OEHUgCHYyed3BjL~TS@a>bA!M>Lj zw4S^!J~x}q9O+0(&|)F0{3)bVg*~O-WJd-o)X?I$hw;SruVFxT2+qP8@hPQY-I=aC z9KA-O=pM!Jr=HdITK@h4;5Ec@x+sfgU~>UBbaR;FM(wn5VgL;@=mh+v2xuuG>z*ox z*1vr=ppPlVa1s-(6Z^)oc6-;eTQ)^FWKzqQFIi!nE&>;!Z+9OZS5AZ3OzV;u9{O5Z&w`=AWuU5g!O=_fS84g>9Zsx-=%c&^a1* zeMEbSn~7`%(FmDq07=8igP3AiX;#Hk(JgBgXRE7zo&$2)^>f{fjniDC!GysRmq@Mu zHv26FBi1A1d-kC8mRuXBnoW*sdCuz?+!FK2Hc-ep&&NrqBMv#W1iUn+i28b_CZ~og z(Gs5R%iE9kuZLA4UN)CB{>2ZffxJW085}niZUgzciL!3I4WH+!ad8a#Wgo>YbWE0W z!cvxeJ)i|bEx?>#qQ23|*TdIAa7YmW;EWJ?%8wkFB`FSL%phW)UDY>(F)ntyxgj;K0R* z?R{t(ub@1PPJfak7G2S)>(~h=ie}3Kjwr&z#_rOvN?3~sIoGS$xq#Ar(S&69Lx9W| z8K9&N)r8GGYX6hn%!JYZw_{Jd-=J3?^hqI2to1E;-k7URkc_t)8L<{0-kl4F5_zM{ zQA?b!!I-N3D67+DtHpYUWf_@>0i- zu|i;Od3?;!wf2)|s!G@W2Oms`NZ+B%x|omO6(S>ghBCYP5&-ry2Q3n`w2YiHs5u;8 z_Fa}UPDlP*n^opC5mnBLVeMenv2~crjk_zGlad*t0#?67Y}^*@HwV&Ax1pjX*ah6@ zJc^*y*O|l7_sJX*%SDpeyXBjadTcrfIq#11_u>f8hpm{`&Ygv-2ZGxK^>bb^!0#4R z3AlYS2wxvN)l%+=#bHLY+kb~b=UI!{WdmRx5Fasr6)|Q>9_EPMB3d;q+u!Yc1pf*- z>4P}oz3CIeedJS>0y8``mJ&jRx+U0mhsoZ>YCX683F*?!ik7RQP%C^_3U{D;Banb! zcMeo+yr+v*69?ER6Qi?FIs*wQz)(LgRyEmQ&LiZ|D!cKHpJ!aAHaY)l1jMU3z(e*- zSd8$-6d)~qm};X6W=J9D4@H(UQx7zvF098JykJmd3jeJ}8Mnl;bZg$V>H`rnaOE)6`hPn~n zxDe(HBe>Ud(3eCHW751VkZ?pqcwCnGx8+g6kg#dTN4yQ~+ugs=xu8+Uny>&CJ=9xq zy$EniZITN~G={tgnnmyZ@7GH$b)>a~SrMljv~HKseNP<%IK{A-3YGh=4q`CA{` zf;^}{HXpWAI^Oo6ZA|qwg7o#$W&AXaw~}~J0%ES-9QlJWLM!zn?@#X+bi@-L%O%TU_5z$Ur!p#b9gmMQvKVCuEA;egXI<-rb{HOy=>c2F zAA&B{dXMF{ly>_UPToqA)B$b}->aM<9?aXy!`_{mNS*J}@lbgS9Rq7PoK z5xfh_eJE;2asfPlkJvz5BS&zl*yab5DRIDH?5hS4yvJ@GK*C7^Tl4WVC(|(*`!-~KJ&_1&oF-e z=pmS|Z6XnzEWmpHq~6cxo%<Yr__ zhslO^|Aui>S$MRDA+rTGJsVTJ@(kfeFPkbMV_mZnRko;yMwF>&szJA<86wCIAzV>Qrr zal6;@hJc4DWdE&K6Nf599X+T(vo@p_>0|WX5-j`amFIlHnEjh5HnKzqa(*d757*>@ zc}L8L7L^#>t(xqX<=F%-@Gb|gYUoqy^ZH`9K}Ben&x`IeDnbK z>jtB}Q1kw%^Q{V}xa(Y1#moU?-akcC3CpBGTudN_fT1m~xNiiRVyB?rOG(=-tH|*g zx3WoVm0(nO-d^>M{)cJ*bFC7-h*$~lc12KXh7gsa;l$K(7^LHX`1j|SD56A(c8MtV z1`TyYqq7dczw*NH+(RS-&CM9{9#{%;N*6Vc8#K#d`^<5u$OgEjc?>Ldi}G0?9ka~k z%L@AL(3l>jeYe-{cnM(yRr&v6gi0=viN{`o)3YJtW0rK}z*#rygxREcrYBs`3q`lo zq(>fi9=!M#sca9S=M*rECW0gKU?`F}aGzX}NR%12(m`NN&*i}J#^-teJY#l zLNw_r5c~zMOmZTs-C6Y7wl6$uoUC`6j9J5DdSR_yvf2G_N#cLbjuWA?7eHuj+T(RY zY(ved*W9}n;k0d#JTvu#*{iYal!#bJstyi>(j>fACjXWDB!=xEqR`WkdF*^MK<+qH z%ECQ9hm$c#bNT4FsVi=F1ojc(R&W#bme9W)*$Ur!E1H|)x@??24cQ6L{N&-5ohXgW zIa}--0_92l(Km7AIl@vEU{(pl&!M2q=-bcd2=ELHnp6#*3Q7~Kw{b1A|0~A%yjot6 z%;(8=K}1W1ny`edSX<8U+F#com$^+5`3hj0NT*M+1oyqZ_m{`V&q+8hIq60TUhj7} zr=NPMtRh7Bs0Gu+=f{2b!F)qwD6Gp)#lO6v?Hh*VJ^VIgKBf(f(p!YOQZ1Dxw{Mxa zEVf*sCEG$TZ}@$nn8T7cX!x4&D~|KO7XCRvR|N5X6opj3sKRa{&Ch>agd^UqR3WEjA{;mS=nd0je%U{YI#-824@2;)y8j)@dl~L@$rvgDTfm2%MrtJU zZ!^sSjqcZm0G;f4=9AG4+rJU5R3ieI0dV4aIK<(xzbxC}Tl^MB|#X za=ml=x-$h3{(URpJsFZv33;Lggi5Eu#?ARA zr;2gBJL#GQe=eS1pdI*N)1tS7`*6rVfX_~S#=((qcK~6W!uL^9Fof!mi!st%w~u${fZ)7z`oCi z!Zw;MqLJq=d9K_S-${jUm^zGT-nwerk|vN%RUxQ1tX<+6V`IA#pDlu0}Y`~IavBo$NK zi6Nx&zWT)|CwTi?-sywQU#3Q-=^qH6^fzOCVdF!pK(%U@zd3WgwU(tKP}^UQJ9|XK zB+2+2kXAI*U%9sBYC|QOsSkJ)DBA~YW>33(B2qs=#qG1ic%`Ny81JR3&VCdMo0D!F zk^f1N52jc#-BgOn`N5U-{Tr$C3eaQfEEnX9V4qMQZd8vK>-N>4JlgGr15wkBe3nE z$q=J;I}D_F2>>l7vnl{_NS1uz*85&s=`#U8z@G!|u|$+pnoyUf4s7p-nAfZ7ncIbx zP!|J#@Y^JWd|~M2;X0vdUUiK3CNUaDD>lAkP8E;BtRIKL42h`$J^WdYh@2N)1cUo; zg3ne9cOlhzmeG9e()gwVGX}@|qAAmKdbMY6yj31AYl|c(FG2%Jc;A|+`G$5T3Ha1f zb6*i&hghX;D*TT#15l1{sf8r;1>#^>W#@{$q3TJxZxKdVb{=1y<5*-#snNa52U$i> zlKK-HX&5BQ{u{3GJoa$d5CqgqBo z+!(LhpT{obR1dxO2pFQeUiu>?*8t6!IrlGr6AqM!4kt1#PmA}8ZQd9L|r=SN5PgH zC*)}o#L5Cn;GV$MUfw5PVocWW(e1zGz1O4Mr|DuNQumFSyqaWDTu?!g=+uKmyI$b- zc3alOyh}j4B_-R1A`up>2m(xI6_`wigfGzMKhxLPG^!vgnc4hC< z4>`BbFe=k9>zN^9n_*#_VB%ruNn8!xyN%DFcEibgL<{9^zejORAK-Cr0>k9|uvxF) z6Rgyt9Mx#=Exqf8+Yu+=>Ao=}v;m_#b!M9KCp@cVA5!)2TV@j4T~&=3V*YpjC}tRS zMHKq_DA4P6Uq>tkyFCmj`LrxHJO_|Lt@|_-;m6QWs1q+{Y(iFq zABjgVTrov(c5fVUqhPCVa}7{1I`6G$OyOzvSOdW95_V=8WT;QKWxxdEMUAx-e&`mv ztrhgz*Zyja5rKFueaU+1NI>&a0TXn`jP^j3#4!U{?fW05bY)qk;m(=RdYHnWRgyfD z#*L7Y`MASX3KqH1%(ii3_oJcBWt%*+#vM>oosnNIbVMn!m7SL%Ctqd8IF5_7H>X&3 z1Bmy0SMLXE&e0e^_P|+{1A$TUdQ7b*tgyO{nzd{7M}q>je|u9zl+DN22)5$9L#XGo ze=z;F!t;WHi6_)~my{M(#yV~d$_v#A5WA+6(bNX ztb4_;Dh5A=R26z8b!ntbOpbvM^&f&;ip?@@56L>inN_r6hN~?}ac9{^=dVHf{|b*t zqOl^l#&0S{e|4E0^2~bZst3y|1(!7B%V@ge8#KAi9=%L=5HxZ@66QCU($d80;6@(H zW+8g3@_XV(g_^+rQESp{jZX1GFJOOhXcH6EGI&V0POQ(k$z4`Dy0ZDn)Hd;x1JzIKmYn^8W;5pnNOYI zLH4Lcd4%!*l}xm?VKP(PJuj)p3+y^0eCJ3ohhuYyPC(KIM@0E9$OzT_mceLL#4ir+ z5zucYICRuoL-%)#$^M7S^xy+<%=bhwDiBW-E{#kZt&vau7FoUng6wh!P6Q)u>J}!; z;1Vsoq4$r)n@|~-b}TOwi1}3}>>>d${I}a@%OJu`&BRd^I9ZUa2go3F+UJq?g#SIZ zp>Zh~fu_x>4-Us&Nx|5PMSs0-yuwTN8Nz7D`8VV68vtnB#^2`!UL&axns|Xc)3hZL z;Ssy@)dN!yV-v1`x{_0sf?xbqNBXP7*&3X^IX*$S zwJK7Uw;N|$7f*y|>G=di@DPUqRnbGj5?PaJm!1jBw^h|cB*mfd#`bwnjx+ChHbFq3P!;x-+QTn7)8m zguA}?`8ZB<^CfA^T5fw#Z( z%@WNh2QLT-BDzN##jK@K;1b%rR8Eb;7HXc6?vK9X^3awJRq2r(}VdR#)Hfo@xp-eRyWU#u9@8s5h9%q{r5m(-A3*mo}I zn7Tc}3F$O0FhhCK8$_W2^b3<89wUxej;|o51ao@&m`i7>r0buD)W~M+`(?ss^C~i# zgvQ?U2sq11^K)5!#_A~0kqDp0?*k|Gh}n-pz5?N7elu+mR)Z$R2xrFke?a#Hm8Gwb z`BmHE-xb#Eds7 zCMdzA0IX}AGQ5DTP{1nc5*~V@h?SUPxP65{|9tNlns0My0gPuP~<# zdCQ>#tl%e(n$WL|NUe$lauSW%IAw_kKV%k)rHBWW@OK;!5pSU!+$eviu zzd3MykxzOoI1WHXxVM*C=nzkyBo9C64Jw}~RviQS@NAuN@e%rK?f5#<+%?V=I8 zfOmPc+oy>@w+XV2Iwv-RejhZ-;m&;xfD$f32>pFQ%Yv7l8zIAgRzUaLmsRh`DoYXr zJ+U|qBF@jqDf2V)G$Dlsga-GO5XFs_lzSo!rRtBoEYesF+N;Hz2CFLA>tC}Fyx zPH$;^Oz{?e(F|o|-;%tM1(1&)Qxkc65Gokf4CuXY1m$~k?_?{#({h%%r%-AQ+`kEU z>2q^hH*0}`1%b&*h-%dT^9!}g9F?lLoz};W_K*s{)kD|_i~R`TKH{+Y7ENRR@WuOe z%H#lrLwk-CA_8sxoN8W@#>Gg`dA?!=+Shss>yVL@#&Rl zCvLoP8!ibwljK24Q^R(kty|sh59(x}tq(B4AZgnBF)4$Fp*x!Qb7+Wm+(+W?Wc=a> zED=NL6j~*ygPu}{L(Pw{^j>B9uYYK=UAG5J{iIn|*kpa`Vp7 zVj0q^hriyb{zL~B&ba~^gRZQg$OXv=-LS%0c=Sw{H;o^ele*I|h-tDPkZZ$ht17r| zu_i^ckLS_kStJ%WJ7g2h>r|^V3e(+u|G`cvcz6*uYzaZvoC4scx_D2Mj(=x?!cLXZ zL*7^Ip<~?=Ct1PJx780Oh&r->t6ZM@&s%LVK$_BZBc06&>CQ2wX z=Hp`4D-rPMs3461o?N~>$+IPN|98(jxtK&_7~DVc5)XN@7rjsQ3E#=2;or7i0>Q?y z3h~eb3Ra9xaZVQTKj+*DDFO8ytIe~C;lzIc+7uR9x3rZ3eV!iTfCbXgYO*r==Der1d`=yhfB4T!On{D>J3e zuDlGp+gcA}wTW*UKP+UeLOqnUbQ`7^%zo>-m)8k3^_mth-f9ebXWsd(CW2xf^qS~% z7Ff^_I=4K=mL_%u3|0jbq%_>Z%vtMBd6$%DRU?`=&kW7hA*h#UL*O$(Tm8N51S?{$ zB9A`Ysam@scYW%`tLl-3^Y0mlQ1DV(Wmct{&Og5ro8c3Ku8qoj)**!dgse4>B5ROJ zHW_8jN+f&$BPME$a(Ij&W&4WKeNYnC9dnr(H%s%4>_I0&y8$)w{?9V&81FR2&e0!{ z{yb(dA1fhe2mg87xDo`ej5dt+)yBr?KnxLO-lI{vUhz{ZeJjdOJ5^Zke?Yb^KQ3L7 z%@gFCG4)vnX~~Ikw4a$yFA9osyr(jHe&YJyIAK7={}J^T3~{tgv>@)Tg9mqa8Qk67 z-3h^+;7)+x4#6R~1b3GiT!IrA+%?GNz4zPQe{j0$RM$CA*HaDEJsQJO&SF>k?M!Na zzdGU)JxnOcbo?K$Pv_^`bOr@1WzU|xcz*8Fxc_3_W%^Uz4Oa@cHH2W?aLUjT4@6r) z?cDVA6)QsI1Z|XBoqJ#mb+_MlJ)xt+fwYv1eTP50tXx6I#ZY2DtF(`g37KwfHE#qT&S47wV;5#Kkq;K5QD z2xEDkubi1@3G0YGwM56b8=k^O$Py&-lC|gRe-Om9khc0&OKC#VdD?@E_nv01wlcvg zw*Aj-P1o2zhrDvJPf_*53Mz*=SiNqjqH%Ul_N+)7rl>=bpbWR`%2)qF_k5zeaj+-D z^C0^P7bK}hJod_rR1Plngv6T2qCVrvydBPl$z$?r5PB`{jx~MCdlFtl8sr)7iomzuvB^Eb z8~SJ%lGp!nk9004hG&ki9DE|=hUn>X{q=qplVdy}KJlks-aaeZm}yX+6JNEji%Yz? zm*koC)(BppeQL_a<9GCW;#<}C{cY}eJ*?-HCayD};}7w(lTkmV|GOFo%HOf3n-lwm zfKQ%_Q%v)dqGbkHa=EB(`?moC&I!!&a_h;Jl}r&|#(rl?JCNA!noJS2XwZEk1pAF_ z#$e>iG8-2BhpdTQt_6h}`ZQA^8y!H9^}LL6B7UqdJEwq4FomCy}~B z^gr9MTIXwqSkvX{8f3>kwNbRZP!x7&JPl;LG}2hl>5>{#knq0PM$f1J4p9FA>+n3(6j{p)>6Ktjxsfk#<*j}T$!PRfIFd+0?-NnY^N$sC zp_ft&SQ%953w0M3kQQKTB#_7q?>YaAd93Nsr8zlkgZw||8_E`XLBXVgiqC!Kg>(;4 zihET!Z5hu)-o8=;lS+DAWA4&{}hvoa*Vm54# z_vj&BA792Koir$qSQs;$+)*;x@op(^Pw}ZY78xLA_r~{PfhQ4!t7{2Y*bT7sspQSi z;pHDh7A2bqX1d{zT-Ym^7na7{WBfmI_rD+&R&qX^68)~X__=W-6x%IBdzB5A<=Yn& zi`7_wDl$^X-(D@c&|w*476pkbSs^7}lUd=JY!veM&gwq=! zZ7kjw4u0-hbSeWAa$kuOR{^nLza<_%Ax6bza>TC|l9wDXLiHppMuzOuA__0YOZV1z z`r->Gu>HPBMb`aaj0h(a+7od^LW6N|U-DsyGDle~M8mI5GmMm>HYpA9hVA&OcG=9? z3a(P3Goy<-H^lGk_ncO&6A}6QRlUvzV2A@RNeo<7>}o7_6kE80#DF<_-+IN1(=9An z(GU@F#>`@x&5Lp9b_v2q3pG^eI_b3{IhO4urqt({GoxapCp0+D_rH{8B;V!q0O9`k zLO6hEyxONppDAR+LZbaiN$zAE9~%jt->6O=1H|WI9^Lyp28^x)T}6yw6lQoW4qh;x8F>dz}NhX zpSMIW%e*Q}^>WrD69)=`WHgOBObgnBW{JBTzl`8|%W634vK< zg&$JS8L_FisKMznk=uyJqSxKw3$(OCI(+tZngtcXjshbNq4vLyYg|oA1|p`V`R<{h z(l}gsyiKWj823*_!hzsHL52ghl!%GQ7t}Q2UE56jqFkRJgiK}mpgq+XQQcic`7B{G ztdvu69=?wV{N`zR;6PaW^Y*|hUHx@C0Z3Zvj$Hp#rsS_Mhqnd3+ay?3zV%Q3YA(~Y z(rj5~INU(!hDCdRpM?RTh&@+~3aE+4kBWUtJy$&F79yg}ycyF$`=)KjRs}=1K_gX5 zJAw7TCL&swkX44cD6=cpk_mHdBvaJb`00rt$j|RTRES%p$BA_QCRBMDpNSl}ceRYU zU6peIrsL7{QHZ4|ZA4DTr41zP)YF$add#HiF|G)ZYy*mx_c^I+Zw8FgiOtYvG}PM> zzd-^Xz0hF9@L_LS0}F_2t$1H@JMELV0@=QW2cGK!7wt#K#PVl7G7Su6okvhX45|<Daw7Q@G;?*y zbcm~*SLkhs+Khh{5+6PCh1LKYZj#!+@IcI05@lFMco~}n!erU_OeHEs&VP_HqxKY% zCkGUf`hNEH8tx%q0AME)R6?PAtEj*`;u=&wPl0hGo&l25{MStAkmXIW zLv%R|Efc}I2&>LxETI>?p#|t}ds!)XmV`o2GDS8L?g<>qGeNZvUFa){SMM#1$L{w>>Bvgo$v&e>2#0VBG-O~6-4hO zS2Q-eLNWzt8>LBq&8bt6MbFdmGhEHGYlR{DA^tx%AX+moi|{xF*Ji2tDVPqCbv8{8Y10gxx=vG$do(uf~war2d!XVS&=v9R2rMa~Gn1y2^}cL)$Qzt-=Wp zdRO{x`yA?xs#n52`B&vXxxSQCrbxBKXT;pqB$@xWfVBPn2R%l= z>9SKKk4Vo#LPkaQabLUYeFP#nP$t5rPp(kKLvV}|H4deG2j;?Rah|5j|5{X=d5J;! zap2h@b0;S1-R!E69(n|Bl=)#DUlVLTVk2y%Yn7o=a|;1nE&9|dXpyDJwj`8;0>Uj) z7#PQYk3q)T%Qu9jimG-7JZ$@iT8ixaetvLd$(kP2!uwBU1vHQ(%QLWq{&#~{{80nn z{Jg^wBu+NLl!~xOT;u%ZDq{Rq!VTt5R{1Y`deP}e7=hnBf4Cbw*O1^bzb2=Cz$aE`%RUtI2~0G zO1h0HEVwr1@eHdcSuV3O;wq1fGumQ8L|dM@qnZD5WA*$PCa^Sb)SrbwozTCDVA zHI6nQ5~@@FzgzVDIvCqTQzrbKcrtN;I=olmV8g>QVpyc2+!MiCZt__^&-7GL%?!|@$FFl44p*CbuGPV-ob`^#QEhKCcGM8+vcI5LL{NM~u*ouELhVkU^aSISTcRPh z7XQ|xZ~0Zp6O>$97Vr}sdP8dQOs;Qe-MpiXkU2eePcp@MqD4JoqoEqEPi)(dB5k8W z7*AA~DzG1jK+MB5}N;geYApfKW8i6=rHk0s%i*n`@!C>e2+-7%AfYs-1 zlb%hqfV)2tnE(%k_Jm9*e~i~^L}YMBWbycAg$-`#`qK=@>X?D%EbkA3j_Rb`r(Ec+ zkMnDiu(2!D-Z9*9Tl1dCM?unh%u3D=u* z_FB34Z11(z+DDgV#W3Au^~mm4)*s0Vs%;#8R4KuO(n@mpYEm-i{~{=)2$ZcSXk`@j zC@CrRC}3Ic1EGilSd22+)@WusX8&9;+B^~K59pIH=5#K=aR ztg{WNTA7{_P0JE>8L&Jfo%uMVo82zB*91NpyLEw|k{{V_$i(NwMLuA;4YoIP1L*iW zE#S+G3KB{xa;R1ba=EIVB)b+7U>o(fU3M{mXZD`5sQ0G0+BZsFG@%7}tpf)2xSY`YE=lZHv}S)1*jI!2BBnXx3iAilSUPtl3Xkhik^gR?7_UoDM z+x1wiWx?b70twx5LsFRo|2c+LdGwB4HJ*GPcpv79^*2N29TGTDs%l^}?Z6J2(D4AR4p6lRp>CY&c4^s}_v`cW2*LjS~DE_@$(8i#L!W z^Ub>;R1C)7KkV6%Wq_N!5fa`Ao90^xebb;N^L)*xYay5{=8!(SYJD3s>LSZi^E`|4 zPIQv#tpEjN^d~}00D_{0p7RL=5B~z5E(jmdd6vHvVpI1vg z0PMMD#A24-5!&20<677_LI*LWUu$hY09Bw`}$v0<;=)K3E=qntPQ#MsX_MAnZ|`O~&l(Ybk9Q5uN_&3>$U zf+y<1q}2QY<1Zv4YyL!ru8qQGnLtQXGBWLE&nSHKf>eZ9N*qkp z+ntd>hDyqeB*Q_J%bCC`H9t}og<{F!&DqpUzH!y=?yMy@eOkC@@$YRlZ!{X#MCQ9R zars>wll*c=ZV2`F80+AJ9wgk<{hQ8|-(vb)saP=gUXT6yK%I5QiULRS2+2H>xHnHJ ze)gE}Nye5$A7Y;+1Mzk905L$$zeQeQX<|f3^n!IsA86v37&mEjwdCh1ai882`Umje2(Ix9{K z5I;};@+Pir2MYeSTd)|js1DVmMn|87)MxC#@~_0u`4wGgfjQ0RA_;N~D0@Lx#({`$ z;<~*A1ehG*OEtygBMi4uTf4oH^2D{K=zK)DnBqv=Q#1B~sK5_0)9k2gi@>Fx{i9z* z`%Xk>t;L~Y>cdsK*z%{((VfXo`jK?5jr+w3Gj69_o+1N+Hri3wN-d&3d(><3wD&q$ zGsjVlgPn~O<>K)*l277u^>r#@u79MhZq&qAG>2wv_mc;`fXJq2?&$5S%5tS0Q2wdf zsWyboK92~;(Vl68>d`U5GZGT1Sw(?SlO{f193Zw$OsaB{){_4Ua1}NBT zlY#;|%sF$Ya;?@KN{FD2qOQt{J5u?5{inf9*--01aHWgEs)Lqg^bMxlQbDi4RByH-C))XpF_`YUDxg9Ir5rH23BrK% zyO-?uTVbo{?;4yvr4mNv58TJ<-zTeQqC?~gEt_zj7sR~*8w5WcX3(H)&swnz$NdWT=Y%-fYK|nd>&F5f9<#m zQ)Nb*VPY%CeLV)|r6oit6R9Jq;Vflxpb|DhgC4|?Zl4Za_?B0hi;!1ph=; zz3!(Ii$)Dc>eO#LeC+)Y!S@E=R&!fX0i{2ztyhb>)Et@~#jU?!!M%nDh-q zuz4{LtoG#yf|%gol`s2VaJ%THW1OaAhAj$>#ZA8fQ46D{Eb|iulW|2;2@Y{xprJ$r z7N``4VMJr-KN>KCSk4hphP^{!4B>Hs6#`P>-^VhI(UjPZ)8vvsq-84NkFqwBMxrUX zXvA(-(U_O>>k*@yC!R?QBMSOEs_i<+&1YZwOh;ho=}Y`{v#-AzlC;l!%~ehQ8H@qh zeUjdmIAG&@abOY&fw{W_M3lBPn`jnMw|zR_fv+uQ$B%^r^{fr`jzeh67yapu2~SRf z#hLGi?J6IJCEgYm^5p9?@NYTROE-LN2XO(@9-iU_(!y-4zTdq6@?q>#^Q$4XUkT;x zTA7YN&k1Q=uU zM4?DB%866QNn{ku_OZ(!g|wspGnx!5;;DATS363d4$^4&!5X?*b@>gy2LY&HIV?k}=wGE|gZORIg+P zd57;HEz)hU^^15t)vgo8B3)QfF^2~*NeYP`P;gL$gGqUjP71AHi)-45ndinnxw6UP z`q%6t^R8+&5F=aGi@f|I6y4SHWe+w8?Tu8H>rhP}m|(I}e-(ht zOkz4%Z-2lGcoOlpB=M*0E7WgQUmPU2+Szw0++1Q#UG&D{zyGl!T2m~W(_rO0rqY*< z%z8~$+zqRUJ<-Zb=XH%f$Bl{ET-6%|KYXKzCd0xMUaK3!y;=mTdG)hZB%S+?#&liR zi4`6sO3?B198=JSkKJ$W(H$|W-1E8>`w_8I5tl>8WquBi-cTUyJqJ7 zbLWeNhwz;;C-B3v#&e;2Xms}o!Z$k^J$sQn>1Z}b7kN^TWobe$;!y^8O0rvXy;5*d z#b@x65LR7&5G(n@jzPWLFbkAn+D}V^;WXMm$?lfoZFsV9+8nk{TlY*J@i<sQ25l zXQ)AF1GTb2vSv#4WTGz&P5S}+1iBp#Uiv~puWL_uOU^k4fb|;-x&097+ekn)ecVJ6 zVWVtz*bLmm_sA@9G~K`WPQ?dh(kp97Me)W9HL{6oNv@3Q?crn zSewCXo&tH#s8BaXppt;0*}L%6Krqk0^4#Mn)OG^ZMt8N1FeYm_=eTPLh?InV6GJ-a z+lK}w{0zN+F$L!uplf>PyF!uZp7kUv{fHfbc@gbq4P`4qof!JuoHazoZUr60Efry& zY&H`P`TC2g>zOiembux-J@N{}?7luB58E@r$V<)=sEYeJu429^#`#ItMYSnYO*lM! zt~)`id&}Ng;*=&*Wdw{}Xb#P1K{AvT35mpcIcd48O#13sPSO~C??Mp8S*w_s4?ABR z5B|#*N`7kRQG}=1lmzFCT_hH9Epk~UZI}E@iy-i;ut3y+Xr77mKl*H-{GeruoFBJw zOlEP;WkwhO5JAqZHNc;|EC7#zqOk|b#@Nm|38tj`tvls zAQ0Z?A7@sqzA{03rcJ&xc>~%(Q>=g#3^xm2;<0dj<|4VGDe-{*z_R904^cE5EP}{I*j2 zrBOC>CZ<(rNoGkCqdwF)?mbxQzfRKy5G_qwD?2Dy^3#j68swRzf`_h`gnU6?7UZK! z@eYI7M+e?!O3Ym!{Mmg%ZS5|rmQM$XyY+|CqC6us8AIJP`P9!0hTHOw9%8Y_k*{j- zpv=!#{97C<9chN4TQPjQLcuCv^Odm7hD3`GCVDR6{{{mKzGYDP(Z4O3Tk}fXsV{O0 z8C({rrD_#M?%=n1oz_pQd?N7`5FM4HiF!yduT@gbr2VG-6VBz>8t;2FL?UvZo6IFh zaH)m@${!%R*U`Id%^xn}QzZ zcQ;-6BWV(?LesmodtCTFY|_I&o3|s*Vd}(=`?|9!+Q~OFV`#?dvwXcRiG3=L^Yo<QJr7zSOw&oXxH}{+EnL-N;*pWknU;aagz1D&c?wLj%+3u*6q}CrG-u8-S=sZ6#FA^9`Ld!$ z^mO6NT2k@$Ab-_2@p7b5+>Fb8F|;on!LAap>C&n-+@)mYDIRwTH8)kk10Uth$9a`? z!IxMPr*hrVmM^DjmVBqy-`8iW&6%M5ZLHq*g3xaJN4a||Wd*7V#sx*6(XL;WPoVs< z11Gsn%j#$IN^DYK3$MBf!ORn1`~DlZCdFUg-||R6`;xO`U}6RLMqo(mXIdAj@lhf4 zWxK*``Ycp}*s>?bNe4@efx@3c?mB8HsISWsA6UgdZNZvU0f0}k?B+z@25&t4$X|&< zP`o-}7CI|mxd{d;6awS6v!kj2g8}tboy%zz(+L=+!_k2y+t*n!TlT6Xg)Ld^-nOk7 zC#^kD{*H{m4B`o>@+M7M3IeXil%QnE>(Q)MWyu~e3&yTuBjlK_DUo$9^gRoA^ zuC2R@+#g_uDEBCbtY}4YxI53va2x&bb`2RX5BObZk#J7^v6WHoPtO#=)J%f zA}ZnAODbbio`laLnka%`LOYiS>AvV5U-}V#V(YSqswTLFLP7 z*I(*75J3x#K}+h$a9z8CB4I4CEl>0uW{K7-p5ROPtIR2Go*--&hexiF0Di)dM(MD= ztE3Y^7NmLYKiAV+hj_=T*s8LaGkhyU1e#s7J*9J`KUJ=Gx)#p<(=)@hUY@0LrH)nQV?qyE_CEm!2VYjU={2~VC zZcpke{^eDTrmXN86_+yuY~v3eFRS9 z?X~o|jrbv;mzLs3G@2wlS;6<%ZOTRXjU|*J9JT^R!u5TUR;O!tgdDX|qAA6>ZL-Xm zh z(?z(yZ~N2#?c+neb6yH<`;vDYxN+Cg_&4TZ#W~|eX5pu4g-+l&-8;%y&8j6Xt29`T z{736_t(+FM0af1~yWwbJ%a?XPndFfwZi0i-^o?m@Vi{%jY9!`wKb9iiUGb@ZrVS6a zU3apvzNTy5&2BtjXm(485!C`Ja47w8%<`pW<9g~@?5jrq=%s?%cEq;iC=j`m!u)vW za7Hn?O-aUYCMp%11TMcoQzudbk}TQgzRE`vx@h*G6m`7~3f=6o4F~ciJ>rb3l1slP z62W(W4VKv=9 zU%gEwp3_$@5tn^_*rnN%aNOq^Tm2!dR}o@`5iI1Qim)&Ur`1i1Sw%VOj-D4p%@5Qf`$?jA*X!9V!qZB|0oD;*ywXYi};8VV@f^Cl7eQ*fSp z5{2j0o#SIu1>LWJ6Z(!rM0qYG9Q1*$Bxd|k5IHBgv0ut)Rd;zEk(hrzWhPh=C4a%F z^tUaX;U|O3hp6aCp|) zINu`DCl7`$FWDj)tZepZzZa=@FUyVhoc|I?tGl0#hHz4hqB0!+6h*hsQC=Er#M#M3 zM-nPJ2TOfN6{5?S0ItB@9>MTzH{#XVfC%;`&jHVzQJY3`A5(M>@Y}57l@xQ4%hDK1 z4tG2D8Ai=e@AdzplyJX{VSwCrlJShI94-a6tG1Hu_BBoPUUg(41F!yK(cfX`;z}RExWe9{ z)w(wWV$LkH400qCzByw0#nLWt#+u%B!=z>IM~oCZBBpWIrvJ1?_Jwj|6iIfm<8KW8 z>Zq*3JpCyU$B}k^)`=UCXt}y(@F4lma96}hg5{FmT7hO~9woyt{yeOjGu8!FWFbTA zyn+j>rh>YH$7{MI@lI0U99^X7R-x^N{QEjwlO`>~# z`w30$+OM;1QQ4@HAXnkgg~El~6cr)}fGJpP3~+}zj^S!{C!J^iU@ExU(N#Cl2iGp0 z!PA>lep|W-;v2DB#go$B*0vRTi>FH-*0co zzUTGc)Zi8h{SNIZHyKmGk-#eAR{hmbkqPax+M&I1j4@DrESIZV7SN<>{*mLlh^E$L z5mf+ngl3p6o&`TbgqJYjbiFl|sCS(?As~zOQf+>S!&=6SJ8@fz+6Nv9uetl@wum;q zGSFS+mRzEcjuh3@t31;qg1Ad*Gj2BmI70gX8}qH&($o!P!rDE*V=&xBoHf!7ui=bT zFbFS-$%d9t?*=Y+@yWxVNbHELrsaYnnniVou~;nBv-E=_qHM4 z8Mh=G#9ziQISnajy#ww1o*7+4HyvKIL%n&d!+lpI?=CrUY&|eJ z`{F1~3-rfvG#p08VA?~}y>`+MZE}S@o`%>!y~v7Cjv5_M!HFf}JKN~mwPEEa+EB5& zlp~di6dC#2oL@6;6+56SD~vcwW?7|F3H5W)H8nd6lGh6G>~$SF84tW>&* zJKz$MiRZS*U%JJ&)9EY8-F8n%mYKf=t1T!9hhz@aW^a5(Jq6RiLj_gMxq|m%i4CK_ z?$h>Iw=F!5dLq%2ffh;y39cOqh7jrEk=HHLMc3c7@*-^p(5OE&128-l%*S>+m?GU* z!;=j*ng`ciObdM)kwR{J{r6RrZS2>#Egt^pCk2!gib}cu+<|Pn zM>K>0Uy>zy%aPN2{zu@Pi_9v=!Iu@x9kmPJs`4A1g`X^PeWw=4vs5z&>rc*?#r^V!;t{eeJy#XnNaDFWOH;xu4>=}r zgNc>-NJr&qx*#EPvicFf`c)Oq3bnen!cF@#mqAhy$f%ao* z#@gmO{2hhk=oIROz5yUhx@uF!$gh^i5;`arsxzOMtEjVT1w>toOuHDPsR<1X-Ca>$ z!si|0k@`Z*o4DDzX>uW;JCy@x&tCA^LUjFBWJ5j*NYJJJlMBI;ylscdDn<=(Md#{% zvqNUXc~oMGGuc2~3gtsrZ~XOzt%V}R4fe$e2EtdZ+R{~gR zE3%`hHC>b&2}y2F;Dg$1Oj376-5XkzZ}!5(`kQTm-6C4p*h-g_S$6-n!d~188}Pz$ z>1`QCJ@ktd%AZj)fe-U%S$MW2k*^v(coqX>WKLTbjHlFGzn0S$za za@TJ(vU~CJ0LC;{2OMC^{`e{Vjn;*){%u%JtH;)I=GH-+J=DQ};a8Fj8$HfvnV==@ zml}Y1`@^hpO0D84(N8{GBu6s?=9*)2e#k0w=lNs~NoX+CN9i+?O=~8#SMnWC^*Z*1 z*j7;4?kjHW`^$rYVc#Y8p07pJCaV@U=oVzoF5Ax2f!NBI8Z^f6cG%tc(dtH&tJ0!JQj1QgKDs**XYVU$i^&F2k@{ZO~cjNMtL6LZivLw1j}?!d3YR zK&|K7gTp06%T%a^?_#p(z@gM?StAWTg;4U)*C$QNLu`alTa&2~z--RZF8atRlid(G z&*x&TPX6!_rfb>U@TUlB4Y>U!MP0km5|8W5i|ShT`!w~gxP5Ab&fDu;qok2;dV}>0 zU8o?!I%k5$e<_cXW_6yYFOpj@dk^gdjV9T3VuM;S#^3zE_Yk(8b2VhrzRo0CU9TUf z{oePvv>ib~^Pb#*-vKUB28TZ^zP^}Iafuc7KmD>2XHS}NTznDMrYh7|b`KCMXnj8C z2&_FS{{TtMFGdNJ9pY^c&{RMJW3YO3&5G35ED9c+yR}?CzJ;^7xxKait16lT+cje= zlVuDFxVyou(nnpB(wZCV-pvVr3KLZNm($xC{JYGCYzb@iyqzyG)rVuhv-}wdKy&8M zum$dDJO}bUR-|-$^v?YRNrqeo_Y-VuXh&|cz+=i67-vub&Puel5*xVW|+B1D2YRz^J;e=QR?fXy*o-GhKax^0kJX zX!z@}@nC-&ukGOpeeu4*&qsKiCP|CH*+$h-Wv$+^ko<=iW>E!(J`3(v!wr)sxmq=N z@%ADD^p_RiWzX+?td%sd80eAgdwPpXjkL@`cTjeu;sLB;ZzrbuBYqvbD15xn;O)V$cK@<_C}hRrcglpX7!uLb20{4e&MN%tW$E9C zC~^*lr%A8*Pr?p@Fn7jJVH%O6tlYTM)S9~I`|cE4^Q1)qb$N()evD9%W26C+#a0&1 z>>cvSoqO~yJiaxM4sW8z6HmcZ$Vzxlch4=epQcRi)pyQa}=U76Nn8-7b;Xs~W1))$(< zynf=K_5c2IiSKrtoxxum5w2P&>eyAB3&3`(S-NY%Sx;O0b~c-jwcLjdxWp+KgL-i- zNpqVV{5v}+pp>*I%q4jK#}fJtC26C-lJszl^=$rEKQOca1G6T9koe0-yrV41WP}?> z{&lc%@@iONX9Xr$hsSv%JmPOJ+Ye@^_?{Dk`WS9Cxv3ygnC+5aDw97+&^=hJr@@=0 z+vWJCUkxJu1SfQzq*V>>p{pD6uXay$`O_em9U*~Ql}-5ZyXr*Q%6V2JWYdT4B~42u17AK+HJF{ zciqy$01asnl^**${yKh?Oi?>GyC^6X2${LnQW%OsT_5$)gS;@8o4X$Vi|Y_xJ@JX) z)*M##Z!Z;_yB{96-xf|YxQ1a~h@d^`lhXXlP4u98eykg-EH9gQ;MxOw)$jJrzfq%xX)UKLv=FC z;VC)PV|ZOad$RInmvyG`QXN+sm3~^JE9i5(IaYj9H6!dxQxhux`-|>ff*VoEc^Y^i zV58$^o|W%~vL}q{K*CLjlPG}T$r`YNb=LULC#G-6yvmUNRC`BhfW31#5pvy|qdEWn z2MH8^oSl5JE8=~{^x^&4d4!If1gr-Itb^^0Oy@K%dqiojdNsIeR@C~879O+j{&%^$ zdF?&{*AnjPFVW&`^+R>Z@}eJ;!f#$uTffaOpMPtds+MRY90+5G(MAg=b&Yyn+Y>up z_HAwO>D8LtlI2+j80LqCx)!7Q!JtCCnFNp+!cE?15RZw2|G3TiOf|w$1c(r&!K3>Y zkOY#OHIQoJ7;P^XzAltsdefuHEVwF{wt6IU;dah4=km@Th{8U#z-qahxUduzmQ&ya z5Uiw0Z$x-K0+#EBoCzyBqDx{6JUT^b&YDQ8Jnc8m`Fw~#?A)VWlza@P)=u%+^s(8@_q_WTFn6B5a)lbcxtxkb zZ>=kw%ZpZr)XH0+<_5JTR&CpsBd>Jts^;F-y`;Y_Kik0Ka9f)3P`Fx>p+9HL{nMSj z!uZ7F^-4WILNXuQVK3KRTuFY^i~H~wWrDcB7up%8B>SXOrVK4Pi@-okp&)Hep!m*W zqKpxB-Jxyp*mysASTz$_B406Ua9jr!Ad*ql*062UmbC&A>WwrJ%oAwkuWTzwt~Z8! zHuNRBFpc`x7+#>-J^?Pi+?_b_I^O&Fsq^^1^eAu}Q#+(r#a87{4tRyeoAp{=` zvN5ll==yTxEgQmBd4IO}m%zD<|9E|D9vh*ea^zgO3u|Vd5w}JMdEvhQh^XC59dAS) zKhWNnfMVFA1VgcGFC)clZJIipnr~*dQ>8TXm*r|4LsSS*-;KU2Yovz**v(t_`-`Yk zb0_&A$fwTmQDDs4uu>Qbhzh$y0Y-;U1uX}Xfux95=-vO?;Yfy#Dly$P4Zkm(!@u1+<`_ zF@%-SHl>r^F=-jwlxlRHnwU5_s245#n_|;I9P?8Np(OX#fRBE-)~IY3vEoPcHJ?!x z0w>coT2Uc5X!HkMGnifn22zCq!8ET1Ydr*XdpZ8B;Yd7`SfXyn!93N{y4eHvRM=4n zjUtOSEqJm?DplYt!8Hsh5AyQ;-nQrZ&F{ziPZ9<>IL%{ea|kLH(+@G7cg!~IQFq$i z&P}BJE+us=?Ykhqs2M@C>3)r4o{zZT?!;5&fU=KKX6%?TgxdJ~aRo#usSaNnU%O@# z_4qY&um|*%CFCb#2WS7e-T85gWjX8Cg4y1H(W)7U9!zrPjRXmD7x&^#|r)#rrzSpJ@@|~Rj9F$hXS?Or)>{Zp#HB?b%|3-^oeGZNJzpfnQ zgYN&S&`@Rl8R5&1c`%kv9(j2z{9O=Wa=fK`l?u3AU5n6TY5v4_*j#%9QtR@`<()yb zEsc&}n?C1lD-_40UVZSy!WM~GddVw+y{jYAIr{7DDbGPftSnT$O(o=ncgOwV3XbL~ z=-*C|lgx_=!GZCt;riysR4i(^i=HsdlB)W>bL;~kXu}Qlrbh<)ke{D6lM6L9o|7nf zPLRjc@0j?PN_2=HfTsZLF>%2+BX*WkP0Wm;cWUK_jW(sn{rW1W;!a`CKLQkHzJ3JA zM)=5L`=;2}M&h~r&S~vPgob=HtO;$w{Y=*|`LJOiqfDQ+nv{+ZsK~qz&V2AyMTcJy zndA576O{+lSB)wZDpHDLnllHZhFJ2Tw~Y+Y7Yv9{i5F3<+QFV6`7D?gMCT6i+t1;ssLlW z{jugne#a8Zj%dZ6P{z?itG|8Rw*8U9qd?%JG08{(`jB|UTlZZc#1o(59*kM5ubeU9 z-OkReJT?_y;TeV?J>f;#|0yW;u|MBw_TyCS`|0r{nV9=XBlq3i{iiC@u3z-~Z<1r~ zNt9iyy-x0lby8^m%9FvE(~2Ptb#zu%t;SQ8_r6qY*uc8c>q~Q^)Qk>6RUA7N+yL~x z4&Wa04(^iz)TT%1`_}?Vh!6oi6hx3y|08c%q=x2iclzfnixU?F%y4aAz=XIZRecc` z^97|bO_GsE4??3PzN8#+#Ib65CbFzwRKv>C)EgkQ)6L697NG__YMm2>3~)0N4`H5h zwM@sEoNk!;*V+;UdZi1U{iA2ii#WZQ%AkOVotC(w9;^H$gFeBdZobROJ~Ein*oIkY zEx=PStIn4kyWtw;sGT)>&Z%MfoM$6NAQWTne7Y;}FhVkUr%$g9$w z>p`NOuAb$hjk?cdlr$v-_T>}?5~YYUSI?~W1+xM`t34lN=c>HGZQOwi+AvRi$IHOZ zyqzZqj*BJ>!=k)F?%#k8YR8mlMJ@?IRb$_`!Ii&IVF4T6Nejod+E6z@pIFdg( z``HU~sAtM^kQ-P2Jp-N{x5^6YtkC?MG7sl~}Z3;56?s6vd8{odcZg zm6?G$)OidZ>UHnJv5le?S6?4y56(;vB!|2|0HLVfb|3w}4U|3-WygGMr%p8w3su(K zj&`W81u&rnNt73&oe^WJY*Yr!L;B(2cTOP9NSPwijUD&po6llDIf)C*c5qi?2!VM~ zvyHUp<^IiG8}Qg)rB7#=o`_rw-=7-+rP^u%a0QwHW$(mu*J2Tr!wt7j6Li8MDli>h zTXS94FcE04uf_=Cjg&G_OgMjgf9QcGZEJ~jT=q0jZH2?wLdkFOZmx*(mh}qE`lHc= zU=!`mn2LNBrykW1V@TrU^qpFYu6(rMFl8|B-wBo_R$d*D6wQT#hZo8z9Ybf{`;yXQ z>;C*)|5_A`qu3-MrOWzLe<#BV*(!Cu%9{7TDFIs4^Jyrn`)A~rV&hSD1Km;7u>`LL zn@!JArl;jByC;N=-^8O}Oo5gRc!%7J)7ZTn4yruyX|JABU;;yriox$5M+gmSCr(F= z5U>6&5=d!Y_9L~wm8V>9MRTyX*e4Z{gW&c5A=w%j>)5t%o5n`N22C2h5v+!ZhY=z*n#n6nE-iL1);Gl8tK5x$01W{0wpJtuyy$^4i z%Jq35NY!v(hi$8nlrUp6(E{BVTX6gx|;~m$q zvPSDvEq(dSlpo0;U420I0rhm>sj0G*d6#B+x8j_gE$b&_#gJjs@T!-lPS~y|Bu=xb z(rT&|dm>|5_%DZ19H$lS6?V;jHIH$XJ&mNZ{)#6Td0%N#NQq!_yM=*=*tafra%mBEPw^y*Udu;Qyy(Mh8XNk{*)0n48KzyqI@!vT+M0$Lp!>b`U4UqZL15zqp-HAZyjg(Io;R{HT^) zA}X*7s;#4ngx&h3j3cHWIA@|RL(2fD5#o%0+j)6C@I0>&yoigS$aZLNPZb*JZbpm; z`XUB8SyLSkadJMoOHKrWyVLQk%Qmu}kFRqAk6y$H`k&}y71yz2qa)CO-*cd@aad34 zYqOfu8H|g<5RIu);x$Qr@Ox{lN}iCX_^u+p5w3Rw`cL;Meb6f)vj(VKQoFZ?tBy$g z689|}ZE<>h z(SXmup8}1WxuYG!_LLi=#?yhU!BZf)Ik`%o@EdT1+h~`rZ6*EH8m_CVdZJeH?#}x} z$Vhpr6btXeP(6Ox_5#%<`@kEl4>&u~#SkLB1Pgkq4H>RYWu0p(QUy*HpZLy7H!RRt zd<(*rU{IV`PqAtaREBKOjl{w^@*wQL%^G!r%>AbIthE?}i*Jdk5RvwgxHhQcp@HGH zy5MHlGUicqaGqs9`_(gS1j8)t<~lWduKqPR4eVKBxvK7rZ>P6^20CbAOCP>Ve={*V z>)kU7O|JhNR>_yQTjGO`k&*iLZuVXt5fvn|>hCZ)?)qo)xLqgrK+;N48USrs1y;qk zw)?6V&WCjD>sc?b2V6JNA@O1jas;U(eKt}Qk9bCBR-YUXRm0O18Q_^8I=JT%b(TJV z_M|f>DY8Q2w$`8AXod_dew@|n!RusBplswpEWQi3G=d{IaP`$E)+~3HBuP3Je2jmL zWqXttsBToq7pZ(($DA@R&k7m17;Hn8_)Sy9SLzRIjS{?A_SG=)#vcpDnP>In>VNl@ zwPdmVnin=Sx3|OxVQ#|cg`!Fs=3UaL1AuvS@z&@ZRWMd_nnkvBv72W|mI< z7JBbgiv312T~a`bsPk)^)ehE@yAT9^qy$gA`O5;T1c8iif9^3ksy3kSOAd^Aq|pM= zHS@PTlf^tDC)VNKDUV)Gryt(=$tP#y{eO4NCHv~(YYulfYdfMlkIYyVNvu4^IOV9c zrA#Ltm;=$OCU>Cw=%!ZaD#P!M^WP)u(&b{D64R$H<2rMX<>$lEh)4|)o;ezacNCzG z-NkD*%)45^5b!K|7d0(=oqQI1T9tqpi>a(Bfh#3D$hKv5kRQkW4#SK>x9$~}p0CS{ z|9*s4NyX~JpNBe3%C*WU%v8g&C-{`SD*euG#h+po;QL%=Ba+oY};IR%kr)G_QV$v+x?GrxoiMjk`it9$O_J=#P<|8|7zN9TR}vxn)? zFWbFKzfVzhpQqJVce9?b`E&I|_|F8vuP2>EeBF+gN;1$fvbB8csgE{XS2?r!o+O*d zf;@GmeAh$#32j(4f0lh`8tzjUdpI#J#rMcspQMUXfBtDfdV;dWL?heX6K~ya52Q>5 z4=$nqt~|2pnrW7TvKa&Gpai7a{m&E3R=c^E?MRX8H-3T zucCtYywh@W(j|msx3tIo_N>TaJUeq}uImzuGV;!jcX0Q}<*Z2knBw1)_9bD6c=aQM z9eh<{8I^kdycQZ!Is zFJPG~(YqvP+bOEd?Qu2!dHY>VZ9y-t%Mwl7{wz7%-9m_`12^qW74osj`iHY0i>Mln zrSogj)#~I7;NM@M6xD*y&`++<<+!B0N4B1Bt*rG;scY?lf%qrw?|}3emYJ!CIkxac z3>Z>lG$2O6GC2>b`~0!!I75ziew-OsTTxhw=-Rz$#=@Z*Rw|wx{@*&@BO2N)W8z~; zCW>3LPSr$>^ES^7S7`4TU5ii~6vyR-|Xge8`r^Pg;&~zeS=0PiN%5Y)E7Qny&t$We;P#?heHN z)R8kyx|^^8CbNHy+7qC{l^xqyT8%BRm<1eV~`6&*`u(rJawj8X8ui&-(Z;mI zHHcARasUz#cl*wzNLCR@(wyEkJ$$LNp+F*xk!;~lA)^9wK4qyE6*B_Z;C4}(X zwj}B)Sl~CQdUx=vg(Z_?>+9w%qj8iaKmzGDT`v6d5-kh=wwlt)97dBr1?)3&wa zV}amx)oQ-X5195KEA0eol3yE-;L7o+w!P~fz)&%()Cgs-?~=e zO;4HTD~<=A9LMz8HhRtW8>XfvPI7P+6UQoSxZJ1+Ii794exldJKsJ#t( zF@5)>c_8EW^gptjrOMpzz8EmCy{Bb!f2sTr`xS8sP`Z}>!f$q$!%MK$ELavQr3aR# zL=ZeS^S}ch==mM2JdLe`(p4B{1a5?4MZav+k4AVkpsr!}d}j`Q`i<>u$@1lmhHX-B zJbY@wXB)BotlyqoC_JBV7oS;XQLPWFBb#`~Lbu|u9W`wiKe7+BOm#)WnP2g4#V$Ux z=@k{J+I<=+1FgQ8V|?{%68YS_o2sOs&RaDGVqx093&c{*SUkbPH>~51^BYtZM_zHX zmEEIYf>GQj^s?dfh&W^et&@jP>6mhJ>3T)JNxb9H2besx3q@F9+wPPw-zPNh~e{>1=UxdpM$G5)D_3v~9 z=8!VD)AH=2svqeBg~K<(t35(tKrc=4@Af%xl^5zPBJ@S~SwCN^N$L~Wc3RA^B)zXN ztAS{sy@mFX4=+jfj|lCdJJ2dhN*NhThyOvlw+;k|wG$Ee6&})fIf97oF05R9sC(BP zcSyjZiHlX2OL~_v2tY!PWDvh<43707QE;DHcKj}D+#p{>emhKgnup*zYBY3ulwD!ZVl!;q>L8X;-Nn)RiL~#+H_G%g1 ztmCH4>BbZQ{o=HdM-LM_(^3&3EAsa(X{TgIuih)(2Iph0s4pG#xore6-Ms+U6nKVM z=LU3*$E|DzXqsz&qONks-Y!v%j)1Kd!J?-uR)BE($Z;zclhuCh*V9P-Zyz0@tetuO zTQuQSSm93%gBmb5bJ%!1iNJ*vDxQu}ElAks0ZEbOvyd#rEugL(Gs?+|5bqna#Bo(w1K_%dz<3a&RiYX?$6YAa?BnT$ zlEBp|I-BOl)ICI*dqutOcbW|tkBWyZzMuhk!dsVZNts<}s~r(Xvaj%}4Fz_oJT~|U z)B1B`+;j^I`aV^T_=&yc@NkU{0Z=swG9VbYLD9rFqBP(JVUM+OKfp}u@Fmp2Ia&@- z0>0)*rH0ku9on@3DH?vor!CSFpNc>YAHTFmiouQmBKkC&qm%)b??H$_xD8G}9O>wX z`neL#gsV1emiSBwGCs=As z*6+izvJuAV$F*-XVApV$24w2xv|WskF*~v_(W=|ZX4Z@EWgSC*(Mk`ctiX-49KNJzamaz0C(D>V zeF|YITq>WzAd z1(>(E>84y5g2rVM$qj+#n<9Ez4}lP>d_bS%vbpkm%(wvs^us0Hi55w_x0*ZJ7y~Lm z*C)#fM7ubr9>xs=JajUyO-p;!%A;Z{*Mqd0`&|4EjejcYAtHS_ zN@W&We7~ExF}Q9~#Dy~!{(>m>)J*WI4(wUZ<8z}i(0c&vqL0g>+z+py`v_o9z2)`a z6G^zV9pfxrSj#JN5C6{L<6PAAQ&qw^jqz~T-dM1Tu${K5Ks`)o+#5?fBogm zte+n@68io|*t_DgV@#hG)?(MIU8k+qYjIWO#ZHm3-=pzEtavPVQZk{4nik&erja)lBZ?=lnVUe76b1aA_$Ws8w-$;x*v zL=Gb7HKcEViJzI*9|1PJjQD4%3R$FtC&v!xHtWTMBGz=n z&Pz0oho~$3gYk{_(yi z^K^n}!~E73h)(I(qYbG%N>BF3z)U|ii<}n6yN%>)dNUQ?N!^JW!8%FA^>t;M&}Iqc z+Tdn=C=(s<_zz zmn-hrWs`#BC(<6vP9d>xpf8K@KcTdFkV&q~PjH{oea&`9$5QbwnmOA^Jvs1y^i5SL?S_rqE0v9J;=|r-h^5 z$OQ8vlBfJB4_UH|rK-9Ni$MzO^jBAxs%iOW*fX^S3N_C0g^}~t$E0=;;B0ecv*Y?D zYpRp%VRAi{!~QViHdBG54$C|N&P^E7t{VML<`z2nfTIlu0D-hzIouZEee1IHokHvi z(m3m}VgW*i+^$)W(2iH>A-%w$u$Dlg0i6{`^Z?q+9`uTxmi#z88RT^N?rn@=7KVJ?yP*ves^oT4}O1y$>=g$)cy8}AzIO+DV+*3T!ojqcq^hnJ8OOxF3XufL({&NM}l@H;<<-Y<1B ze22gU!V1HcN`5Z32;Er zac+uFO@9CcradJ>QreEr@MD7(p;^dR(qUWwgDMohT((ITUGqEFU4`oM$>jO8T>f-8 zzc7^%pK-lmv;InTz}+jo)sZJvhBIe}`QULUx({(%n}W5Kk!tKxbz+V&*@}3TNb0!I z#SPs!rYNq|)9{GBSFNHZZMMuJ7T1X)WYVK(pQ_uQ`NxPIQ;B#K|YxqQvy0`E5dXT8*Qb=$4}V z`_7tix&oHg_2a|0A4kF)3DYl(V_omlW?92a;o2~6z9l_)?}+Q^sR`Azu;))pd_?YW zI;!aGb=MuY+PgA-<}M7$Wl_k&bo9~>DgdU`3Dc88Ig{Cn(U-4lH26Aol%`_%#nI?P zm(Ss@I*;SLGhql26sS`Mom?H`VmQlk<9^!V?r%y_-e+RV?)ab+(vVK&>{QL{%XL!U z-xX0cNk`%yCK^l^dU)1$e*-o;R8Q1!5pyu5Ug>V{ZyzS9T=Cj{be`zJ5}77XYP2d} z+f#ZRoagK+2F_vwQ|Ltfw6U!I#`7(D#Nj*_*p)MZTXh^TAiQQL)-!nzjuy1zY?r0p zo!NMp=J8DMsxxhh*JzQxP2^QQRponQVC!7&{x}m$$iW2UY+1>rlK`{#C8mF<*=Zh0 zS9nVYME|xP(|;Gc_CU`JSB(5lA}G@wqS5b2!dt1fKO3l$v4DY*dV|guTEsFz-O#Le zOx)?9Q))2r+Y3O{#XrCQ$9rV2oE)zLn!-q6YiOVAbl?Uaae@^_Goo-$K(blI`#VZu!>5Ngu z#(BP=CCN1sU}4V+h6ccWAqqZRan4^%xjI|-cz`X6dxiPU<~Hs2cIHj7qu%WJPM&oTzG7R#%)9SNn0H9!#zbBtRWf|MM#8q`kz!n`T$tZJB?J(GTg*QtB< z?z2*uBZh%gMl1gBh&JU@j`#b98&7Ju_!vx&N76WCYObk0h-3kcIYa7k@AH`>p7A8} zqIf)5zcI@x&n9b>=NgRYN9s<2UG$^xe5|k+ z#o!&}1*%mqblz&xHxYpq55zdT9ZlQ3lM2nDrEY`K6mlN zkJ!+l7=t^+cG<(wbkv#@kN@YEJk#S^wCLsN*V=fxF3(SjtTbFfIzVzK@}b{_hQOVY z@!@X8wLg+91=s@14F2lWo6;>j)p}5%EmYKSVqK3kmE7XKS!3U$IL=jwH_r(CVZgOp zoS`sku=>JZjVvN9RNZ7T5AO{>u-T}m_jN}Sq?5ZpwQz0KEN$o__9)Fa1#`XZQA4e< za2$Srgej}bZJLzEKfQacj+Q0uAypPaC1o5qkAWBi%SnP%)UIT!hiQifp}9FKs292K z*y85su%4#Sw5SNUt@%(zw;dJogBPvI?_$rxs6}nX8TW^;b&S~+{n$F?r?SPE&-PC1Cu&L2R@V%-pHi^lJY%MKI*bhsVV zoleiUg~p`?(4nx-xY+dlmy$G$Kg9hu=NWr9@c5dqtokPo@I|1;>}EF%eIP{+u+U)K zOyx$Z_W7D+M#UyybBI1NhV3L^%FnAC`qU5YZB>gq>T-yRTTd~@4P%&+tDrFjq8o4C zSrtIWCbAKGQZH#4I%tM6^7}Au5hJ!?i8`IF^X1DQ$_?HJlD|}zSH4qcYgrp#D#3*_ zc=9E)Vg1P`DiDKl+gZ-Oe)pj0yMgGiiiE6F9v^|tw&72anZwofLmbk;Xd3f&H?k8C zsN7f|-ZhLYKcbsc78CZ<_DjfTvwu~o^R=(A`vseXdS57o9jL5~qO_w(UuNq|1^hT` zginEX6nHq6MVH>!rKK8dU8IuV@}i+FyDYJprWQD z3>Ava$t6^X9YOfF)Z?hSZ0iro;gU3IQcx#-)(gA5S|T`)4nB{i8zw^lm1{_}>*748J5LFYrHKRp zEa1(==$PlhgJ{5DhwzWBP%M{<#59};4jBMJU80qqGD$STDX7(xH`%5m@7FvyPnOl| zpp$oV5=jQ0K&6+Z>-hO*XI3*@i5FQ*>Z?W7TmUvI$U`pla)V)_+C;KG#Dw!Et?O)f zp9%p8Eg^u33gQ>L=rQrqqut{Ou9{@@U?`XkWw<|%Cuwpp$w+)LUQxLI$@6V>N&jqx zT+%~)8gA_C`0da-CtywLJ0Xfx1dn-iOB9HOj6z&oeEQM`!c*_7adg#)RMN5WMqZ{z zUw4QJO;j%B65uk(# zL-%@JM$v_pkmvj4t&F3a0RLIa^rGW<$dx&+Y0awMXBAd&I|by zat*S24sm~FmYOf>?ShLSs42>9azme@U%N56Mf<=mw0zSyN-I6I?6Zpmz8bR5lMj87 za5=tU@$Bgali?&1NY23|J7GrQYW?3#!c<((vUN$<$)^ z_im{`h8q_9Y!U=nDqKZc{ILpXY@v*tC`qxr+py(#$mD`h8ma?~TMDcj{LpRd95>U< zNlfd)TbU}23HA}@ZNF}9(GgNj$bv_=KYU^KfFWF(Ewl=Q@8z*hiFslUruGWrA)9me zX}E)8f)KsZ8TMG(zGL!&`U{nyU~*^ssr18M`t>WSv0IEyvA@i48?2z+&OIWBk{+q|(gCKGVS1__VNvs0ig7y? zgsnki5KLdWC{t?I>B$o*Z=oaM)|2>W%L4c09w^cVSN=<63vayE{{b>cLY-Jj=XasAjLUfTSi+u2G=CM@M7^0spy?g=^St&jzUy(5tz34bu4egVn0Pip{A*X5q*PieJ9DviY?6I^4rUfsc{C4R4fpj^SX>CP zFYo(ZkVm;@M*+*_?`#)51hCmpCK z6q8jm#YR6R*aoId(#^AniCL|>CY8A{Q4mF`mM?bU(kJZM2#5ZI3~;>l;GK58gKhIH z-LwU31{tKZ1 z9ZoVJbG=!evZMe<5_~pgEkljWV~1}t+Q+Tg8lkW%Nxx&VTslNl_;U2t%G`()&Sk#t zFrkM1p)8~S$ihKm3R4x#LNTD?lQZ2)t5`eOdnunpW_iF4{j7Ra+0G^Rx9QymNQAty zS1!Kd5f1G$+9~}**QcYOn>F(_S&mt{=?fN42dxX7tk-;yYYJ%uZC6lS84Zt#O4ixi zVn>&9<#(E9T{B~&^)~76a(>#(Zns|Dplqnv67o=Xx7EyzovtCi8CIeqm&*Q9YG(zj zfZ1T@^&dy>#m{jYqq5b4{qoU-9@Ya(7Z6oR_FW`xc|Qd(1AnEOZ>S-A)jO1~RKijD zN>$t}CpDnD`DY7iz1;m~pEsyydXd$D3p_|CrmZpaEbR-;HK{yu4>vvw z8tuJH7Dfz6N3{!Y+y;(Gv`=SoUI|^D4^&6O!(#?8ZZjoAmKXdpYMQ^x@`!h_&ZLKd zr`!10UJ9WKL^{)G=S1EJs&Jy z;^2LhD;Jk6h+-^rheoXr>nXmCE)t=%)@B2D$&@ZUejt*yr+!b@+b=XD4EykSL?vdN zdypvTM=L-VhB(L>Uq|8^AOy#z8ui$rB!tG@3@Woivg%dnOtBGb|2|3d*yC zr+Q;aiERJPA}kspmppU9#Fz>9YacrlR$zz{o=mmTv3O0*<42e3L8ESn(dKo-z8Y1N zQyZI6I68|~c!jX9AFrezEo`^0OMy%K1^6-wwkXo~2rPt9d z?qS=8qc76?C`Js4gl?H}bfdSm>AhsLQYinZCisBZwh`;XJ8rANgPu`aMtnM4++Ewg z_{-an8l;R6>bHuZwij&IXbhBDds1=m4Yulg)7S6QVVxVqj_{SgZK%a@M6NN)H<%_2 zP^RpK7#v2Ajor54>YozqD+TFRaKpQhq&~s`5FHs}AKCX7 z(M@HJuEwF+VGfLH*~ZSNM2^6*cp=Ufy!Ga5lUR2uvFSkY4h!%O+NBqWH-<9N>A>Go zL3NV^!DB76?=(cAC>0LLd7WD)DzVq=B9S>SZS+~A?iW(yZjwW@V`US$LOf$(e0E!) zC-s*jrl84z8{QI_Bd#4V!10SIZY}wj#tPB3j+4u? zYcHd3GBeaUDzfdSho=_%=3@u*M?LAI8AD*s6g?7(p7H-@V(TloXDt+aK4PFSNt8dB z-J?txdv-iDiC*ax)dd=3Bq55up&T)g*X=q_%PPpdXU!!&ztRo^hd3omXR!L~QL}%l z@^Hf(8u@6u3)ifU;aCG1@GF`V3TMN%;o>b^@xkLE(YqdtjC!Gxi^>Uslg?&UUh^Ww zKceYV{3Mf5o$1S%9Jpl2qJ#AH(!441*)|YSg6KZj+|7o}Fq}h7PB7KEB&~AmEywfW z>D#K6m6rTii#Ub|&I?nJ>sPnV#4YyZRkwE`=$bC?W1KBwDuP*26ja83TlR38Etjls z_8v=_&Ka)e08tJe(?jJ=C)KKQ#EXC1*#g^Uy^%%p^xZ+HgNg&5H0~3QGeLCD0LWqK-1O#Cy=bunU^azzS*1GPwO43Um2q(SNZ zv5Ju~YNEm|a|y|+mon*ariIWj*f{p(3fvpU4<^>?skBc?c&%ZaVdO}wsibGxbbB0B zZ~_0AqsnhH5qolM-~G0vY)EzUiI^-%l0Y2BO>F6{%O*IgYM*GK@|Ry2Y3)ZFoi=Z= z3b>ZWFsvI6*)6#B4J4hNXRR{rUg;Evq>+BN38?bb^4Ye?aLF*%5_de(V>sgr$AeO7 zc78h3Mm%yZzonI3eV8L|r5NPzpvm?VMUm=JL&g^7KOFiOS*(GmJ>)|$R<1Suqv<$d zsQ*-?1;j=(>?9=Di>>lf__bss(k)_epg?#!cn7=ap_4PNTTxcHkIWJ|65@%<82Uj_j1r)gbnI7HSH7+EW{lMv^~6)c^9ZI`$nFA775+NeghnOpCOub zXbX<1zxkPck+TFScJl|u&UOQA_Sl!yc4SGbxZSx9Y>}m!VER2W+XTkLlcud+?uECb z*6Kozuas78S5<(JZRfO}&mQ05?(4*vkuD`%!6K6o0%fzEm-_|Fg%8gHvGhgEd-?GX z94C?DOM8id1BE~~@QQs9j?(-D&$y}a!NkS&k;Fs>Q8_3|UEpCRW=)b~(I6fK&$a2S zX^egXoA9d>ye(xYPP9yE9;psYFBFff2Hl%0yy7pmL9=j(Y(7!-W4R?j5++(cU_Tto zSa~OO+%W3EpxE%#2mQC-0mQ+1_21m~11a|;G43hY5_lPbslPl!C(7W4IibU}AJCv9 z8mB;Tp0*H{W2(zT+KHA?KEqw{ES43TOOK-$2}-A23Ty$HU1Z+o+Yev-f~TpKa;+lnnn#~~C`#is+FA+mP*2;aO(|`z9?#id>-c!S$Zzu`6uAI*iDB&AoRJ&8 zXb}d&jL{EMYKF^>ax7&C`>Tv|7&>_}Lqs_oRuDtL{YACrZWmb(#6~h8qd)^CfYK@0 z>1ppuCtO2mg%~&^9I+4(b%5i2VTTl7A)lheCdMZG5%D6G@7X$u4r-+76PWg_+<$xW zY4jL!WwtFl4|S+Hxj<;wYXpd3@%N!#{P-z=BwS|O@gw<%i$bKXt`yT)`s_w&_+?Z} z99bCzPxz`baD7z8DT7~X%V=QGf%G;&$p)#|iXlQmCKusbYv8rV#Fnzn*{D;yQoA99 zn93Nh&?A}z#2BZ#`tlGZRBRpaHxbWMcDkOO+ylxYOqIcwU0R%0Vv!ZIYj3Os}lo>`1)7g+$Smh)Lh3-Iw0Q- zYk~&upNI~x_-kcY)foLQeocs%?6g~_y~7Z!d~^+&Cy5jM4LC@^>#fL+0PlDNjzwF+ zW{Y{>rNHV-@BVlgc^rSGm>sN(qkgv)RD^X~#G2W2&Dg4+ILkWLxpghV`w$39 zD{8Jkhuu8jiF#I+%@}s%9{WxObUI`oBqFtk3J#ii(cF>Z0PG<#PL_R}VqB$!jlEgT zrKAItI&mHW{~U=CZ0_QWv3X?DzHp7rN5ZBglwgqA5a_#!_UU=14 z585<`sqeMz<|#%4Ix-yt;pCL|K}w4C7uOadQ$&F%)OJk$FVuw+M(rHwQzpBL(CN0x z2Zrf1^)yzW)J(BIrqR)f9M8TF@)CPF!zRvrvlc9$Bkvb3NB9_H3Jp>o;y6vx!TKXq+5qPH7=;q(t56}CXACnghA%eH zOw&2oWwNB}VfZv^fS8yQjC`GxSKLDJj3+VksV4u~S5eyJ%UZ=|ch*cc_D?bmQasXf ze!qvu&k4;Vj)T|`!96fFNZtAM`gdqzxNw52FRmX$;dG&bIrbyE^%bC!VxCQ_8yOfG zm0^6iYS)?aP;s&u&#BC8D$Wk$_Q;*=4B=qcMcjKhPVMzpE{cA1paGj)zhM`(CXs^` z`)RC*tG4ObgrlkNDQbv;g8z&}ZsMu)E?e`TuDJ4ff0nZnGiS@JQw1h=0XfvC&*@Jx zYbf|pOz+1gS>1F{wj79Ho-(Qczh}ZJtAbq#&U3~d|MB`Jz7LFo&{q-{wLZORw2d^ zOWOv+A=)(0J&~Q%e4Df@`Z+nNP4G>evC7ghImx89NlRS>(-!y83k&fq5ue;@U$)`) z-jSMS7ekH);!#>J%IJMl9>^TT#i)&Iyh#6XSu;RMC6P%I>$O8twX1rPSc;LoowZ^S z@8EdyS@Iw^O-%aIMMuSj^T}^pLI(O7x-=^6S|$1$nm@C|nF|;qVR3OFL0Z7x(@Cm$ zjm&}dx;dZV%nTq$IdphN;W)H6#a?)R`8SMiG*kydVqk1Ja7i_^olDvKK=DJ9fd~}J z_AC8Z8o(1R(ZKDf2K(I4i0+^R!8KVn-^iX2UV-`wUVT$o`pl@DUS?f$yOuyxQ9tFW z#~VHpv4?N9%e@+F7D`zaQS7(&3&>Q-Ncr!u>cSMLPvP-E6hM%o9o8NeUlBT7luGS+f+SxQ`6UmSQn4M6YV~k?HqL-#r zYA!#7Duh=4oYfx~u}|SX{;f|bLl1VYx2eQhUT5Q86fX8+|DRa3o%XxF;LMW%miC~! z#*9NBsz>l#THo;oEmeeEQ@H6{HDGBTNm8iQ)cBZhY{_h^ibM_C%SP!FSfV3kGvk$w ziXfr_$LyS;XUA{`NChwj{qRZpr?a;-g?01{Z7qexvDO<6tZXn}CibCjad?mlrIo6- z&Cy1@&r#eci8YS(B-_oWhlP0DOZ2mY4>Jn>%SqP1d|gYVN_7xvrk@mTTKdMIua7Rtu#WKIg);h#Y^wEpKo1r&n+ zAO@K*l=fm?eeE%z>N5jk`x>P(#wQ=o45hv39kmOJ!)q%g_Bl0cJ?c9!*mCx?v^47- zsOR{yAF=*c%F~xN#aw44$A~2V&>=sB)njL>*<&tX6BE_bG0=JAnWEV$bHp7ap8yTh z7L#*H7^(7RZ&FmR9Wh79 z5Bhz9#FV{!@{AR1)?{EANPIdlCPxIlc7E4z5m3vu0!}YIgId>cK-E0dr(7<9mqU*7 zxncrH#94@w`}%4-T8MKr4?ko5T_gBX2C9_{K(x8ol)KamcRTpJj8fV9X78An3}IG^ z(+IULd#=O^iM8N5<50nusU9*DPy z5DXBOyz9JHjv35SN#r6^lYE8A@z4nFnD5uqWK6yTQ)%a@qwjD-w$M_74sD}#WKloV z4rRL1UAnO`e*OpE`Q;AM^>u%9e{{jMCR2tbAs1k%tZaxqY!w?uH;Tuk z_3Jn@sSxmN8uKPNJ!`Y5!)W%qZov^0WJC7HWa~dmgNzC)Dd3T*S>PiOBmH1Z84XK7 z{^iT`xakSIsF7K(^qu-D-9W_^X34e^?bDro{}#%;qgZ~Q-G>~0XNTe%iRU^ZC1c+r zmI#T$nxId7yFUMt@uyDgzk<^QUqh_DF|-GMtaLRNiIAg+sBGG2`@(nbrj(@MSH-#Z z+dZ@eeg=hONGd!-j1}WfZmIuke1#p!VkZ$Grn@x``?x{jjBrGC@c$0dptDB_Tj5&o zad1+|3zo2IMPgPowZ6QMho=c7CbA3r(F$PZZ95$CI6W)Odq~LPw377to@ky%ajf^O z;TDj`{lmvO>w*Zv;vupNX36&J?)8aWrpP2Jv;xuM0@(xfFm2>Si5x?j z3ifCObFy+oy*@=AX6Q8)4uCW!afj7TAQ~v~Ugtkx-Vp+$aUB`;-?)B-`rTM3A{sNu z5BRaRp>jeeGDGDE%e177=@EjJ%RLvVL*pw>hD((3aQW-vP6Bg{mbpn z)R6|cgzx1!)`w(P2kKP{va;k!HZ0cS(-Ijj&)1<`N*UJ6+Fd1BN4TrRv*8cRhgF`u z3n!^Fb1mco(L}3u$!Hh4>^uo~Aw&wFKr~R+q>ApTBOD6-lq^1_#*m$8glX#w8g?{-BED|6rEULqfxm`=tL=|Gyj;lJA{ODDn7|q4s z+Vp#s8_5I&(SKML7UR2qI_cFGF0v3rE12fQeSGrdyJ6|7CAIgW6wd zT~uFKJQex3mp=w44bldkEbI{J!<1LP7|#5joSwJZI{p86O?# z>P-c>mOyTQ-qnEGX_IsF(Q)XM!YwEgzqM`PUX|9x!e-4FR7p*4#&UVUcQ2qds7$bt+^Vq9QPceOI@2+zhw4ZI!r=cyY`=Hx&2 z6|!ftnXqWfq`N;)w0!y1(-iOpD0LTM)|yvoQHgUd;qnG zXh~hHR%E7_NwHSDOz}{$(=eFt-I;Odg8!U6A~*&egtI=0`cX%dT@x)|flR28v2liB zq~Yoh8-|J!7q|hqu%qE>l|F7z4VC+hoA^_lla6Xi>2*&UBYDyqp5F9(;a!_E{T2kZ zOS6y0b-eh=moGkF#DoMCOEC)_F+NctPZW3ZyUL7rVfx^3Xw0v`tc$R3T&a?D!lB55 zA(|x?VVyIH{g#q@>{1l!l*IHQbd?d44rKNn(QR^^{rsOuNKS;%5_|qGX@LEppzt{} z5uDupu+7;+j&jd`w4n)wHkps47hCNb;!8m)1qtjFxP!#bah;Nfw#^%%E##31pE(Rj zR~RximYB=SE*Y@gFeSS@GYoA7b^7xGOIaOIOD9)YR>5(sutfw`vW;=>>3tsvETn*7#c~~dJ?X}4#JZw+meybsUCkDVfU+;e824tKBARZK)Y^V?pna;ue zUBN8otb)p$p(q^o8Cph|FU1*b@b~4e3Z%)O2h^W~W)WnJ9Dg@%?<5N(<{uowYq3He zp#B9W0u}=*eh{)x+b7|$CIB}@dU zUKWkhaU_5Xhkr)mrkL7kKc<~NPN%()sVYt-D#9u?`V_@$ts88THmmfUr=yzLR*AV zFw4CarI?H&ylzjfU!>z)AUu~OB;|-;zSwl|K(pEW!kiYX6h#H;9U*Hw15m4v&`-*t z(G10@9bF?4-kDRaOzX=3>wBkIAsyXgBr(LB5PT^&@=Y!OUz z8=B|YHs-y89OwDRl0s~1y-&|?` zdL~M~?|I>fPxT2*U;ZuCnI`)zquR8wUE{y6RABvf&|9r&WfgmFCsZ6EjCq7?ts862 zH!NDzp0J;ZLXd1q?sJy&T-vO;t6VYsE-AGuM4sQJCN(~dr;i4h7U{uE7lOUhOndX~c zY;|22;8Z^=$FGXosyRL0P`vcOEzucv1YDo(@SGXbG}sl;ss5dgN`@3t5CE9$jBdy+ z6MhO|Pe+k`OR{v0{$qCZIqGuYlr}V75Y&J}jUW4RZ3=R7@pO9QJZ)D$?Z4^SKryw% zaE4{rlmUmH{L7U7De6brD7X}S`mG)k90g+WOz3F@DX)b1e>_8h=39v5%KGQh zL%*IMA;p(DDg`17es2wm*E<;dVSx}cPD7g7JS!QN1trxobJD*Crfp@hZCOsJto*y; z-!VN2uuy=H*GXZG5?{p(txz0CrhZk*_fqYDOk8zXRPED#RZvQi4q=h*?v|1U=?2LK z>2A=ayBiiHr5mKBnbHGswf!LSoRo_@tibiB{ z$~hl6uXLM7C@ANJye8cq60Yk#YS!kvVBK`&$2Z*$-`bX_a88l5ds!~%x6)IKPAR0q zf>S@iKkU=|Kxa_c#(;&(qGK#FBx$7tBf8pZFd$W2=?r&3h`^CM%~>7owU*W;QNoC5 z6b7cAUf2w_y~d-uEZ^Kh^XMwQ?KqGL9HoB6dsx&!a!o-o-NK&IK=l%Ra{#*kI;5Cy z@IDw5mg7z-I`I<<>1V3P3!NzY*_74e#=LLi3x?x%60w=g-JjE51uE^nK}#jmw1?+p zZbK9XF$8~c`DF7tV6>fOdx-44F+s<03bz$7_vM_JG&za_Qq_ilGg5L|{N&k(3vSp7 zAgmG zP@wCG60N{M&r(Ijw~Lq^@y0>MlTv|MZ&O}n!ET_(r^U6zB8M5zybQ_{03N#k==rqh za@yJ09W)+zJtb-M`apfp+WbeA4R2DP>$qZip9jJ4X#+ce5J9~a-nim=g(vs?ms zZ%507jF68YfskdGuPbEsB!Uh3RNm6Qwn%Pk1eT)61+x}@~ z)z~2P3>uNdJ-PA9u$!vSkG!u)vOwmEpqHF^Fu*}_hhw$+u^vzBtZp zhzzl|tu|x}6o>T&>KK`4g(pVoY(urtVWn8Ee9$qzr=`=J33qjT?Wjcq9NT<84=&*t zrrFCTQDmFt${8GIbmKY6R>iN0H8IorO1-GB6Hr|PrMbg(bEOCOdW)gH_!MgwW#fcF zRsL_PPUEOl@oiXl=7L+%->YxIa48%su)f(A*LYB5K=`e2Hn9sMRjdI4KL-4cc4&jz z%fzsz@Ql6Nqi>>Wvj12D<5bzr2EJCkdWT1jRSZYi7Z60yw`Ku9jGue_1d>?8QW*++@e?CCO`R`4VB4&r2>E*f(-E z@X`JqTC6^?XK9(w16|g1<$pho!iObbB}t}1z7+Dg&VW+0TEa{k7S?ISm{r##?jqE0 zcSdJi+5QRUjjKBk$n7ACc-Gi2mf8oR`5GGn8gb!aqp5amX^sXRmN`4}*9 z2F|Y4apaC`A9=f(4l92I{ZUg{MyoaW=8w81!Odyb+{uL+SWI%4LIt$jqGfjBjCi^bH-2&wIj;+m*-t-t52#{^1x8)t1Ln0?7yG)u0UificU&+GhR18~gjh ziJfp3L+KG1H6RlU`*6{Mcr<=`#0Oo^(hZ!KOeNR~3Mrg7I4n37)*8togJXM0 z0_)gv8Pzj`AqvAUVD&(?U-TWcWr~bUZ$@BDSQj&u;GS5QkWso!Mx)s^pH?cHbzW7F zj(O~FqtD= z#1UMrpD2fxCL;xn))6b%k-OsX>b_c#mbGV%znwm^xza*V2=P58Nc6duqlvucbx2I+ zrpBWyUfH8TyjSsls!B8QBBQKReHIJL400SN`Ie5k$ErW$tO~2FV_o436k~o8bQd?a zv2jE-PacXbX4>wk8`*hL&daP%*y+xZX&`+Mee-<*5jL6!f02r>9;%IPXw^8YP>t1g zL^=EJOEi^eh&h141onV;8oGI3$vLcB!mkP?A zujWb}xrJ;8a(6oCO#mhqz>85nr&XyBM^?IFve{m@{vvW?|)6p6S7B1}A+WHTa zay2s}wRNXF0|g?MMrhtA&xj5)s89YYG-jv%dVb1wvwn`U@^pVmmUpE^ReCmcN8{>~ zrQR_Y(DrSZglfO*DX|dFGTmmLcv6O%{@d00>8i?HzZ)NCdeV!#3z_~t+UFMYe$c%e z{=FURQI%i@qzvf1OLy_8kvjQ?84r!-W07FlvaOo>pP(pdR8G$Ef2nLLUE|DU`U3q9 z!E~ddwBh16wLI&$^W(F!)YQ<~MR=Zatp^cNrFHkQ-lM7ui&)h8$*|$ByP@g2EhY4LzOO$$cNXs6j|D*2|>O)e9|zHm)OT*M!{ zR+sCjVj?qeLa()3o#W3AdS@n&o;>@uehQf)-PGHkXyp%4mSb;1+O2YQCKgu;GX2_^ zlTZG{%!G#0{QN1b9MQyrC$cn0zvyZYVR#IrbH^LeCY41c$!wUFR3vLtYAVQ&{RnEx z@1=^rhQCunbYn)omMMAs!Zt+R!(pA_zDLz`z}VtPrkN{Zy)|eHwX(lFX#v<0m!v9ZCVnmjWND!yWo>TWU{L$Y-5i)kH^~o z_Ki^0B2@~WoVXkZs~G7Bm3JPqcHp?oEf^aXeFc$F!HyX{68bF*e}|@t%#w9g0Q@f?9oo&HQ}C#VO+`kO6Epl(JM1)OcFFb zj&`Pz@3a7Abl$)pH`C;NV&;k$ZgM+z$h3DllTFzT`IfaL8RT9_-86_n1a*^YPt2^S zNlmjQ9uZmHk&>NYFOyGVrg~De?VCJaemx2P5P+|I;+?RuSl`I4no9Bk;c*&e`PO0E z*tufic8}aHTVdZUD!qM}Zb8UWk)W=g81Y#2GMY?Bk1C$k@$czw! zw_&TYG^%Ce4lC}T{O`^>G&Y7))HHB1ptCYxt#jM}Cn6og$sD62t9IP939;>r2;mU20-SDzZ zvj1og!riuI7JTkt3HgWSxzN2hz~k1@MzWbBz16#EC}B~c!p@Pk*%&|dL(*?{5qqkGXPDGc^ZDmVHQ&1k zbX-#Kz!yGC&1R@Xh)a)Q5C>Xa$C$6UMyh4;=ki>rWHA0?EJfMka69a3pOcYo3d4O! z`VtB>`%GcEOj(knf*7PoLRgos@uXX;$1`^?d5piFN}LifkPCgV<0O>$Fplup&{yE^ zFcIBO5wGd|rH91;WW%w<9)Pk&6^g=3-%4rqgo|ald*noFub1+pgN8IbXlB`VRI5)- z_1_Al%uoht)$iq^!G@}l$LYs<+# z?%MK{4#$Yj$A5bpw9p7R1es8Vd=D}S#(mriY+5%e7c@*gMBp6OsVC)=ST>E()dOYLuYBEC4JmAkpUL~uox43@V^P&sMBzK*H!{C`6C1A~hQtzMDLE^yvBT(|TR9>k+k^tlTQp0?0I--2}3d6OHMDmqASI z6^tRm6@9r?_h_~g_B)l(^y<(@yv;t0dogTHGMK;0q-i&Zcv`L`*so7{m_=GRHW+i#=s(6Xl39eMMZDg7<9L2g z^s@VFj^_0W^b{f8SaQj#4XI{e126O3bAdI{G5gLc}S?b$Ft~^1W4tc&*BcUJPT91h^wCOWM!;y$#FA6|CGG0t7(&Io zV%obdqb~xx%~EDb2H(F2udAYT{l&xc)Wui#%ldALy0wf&`R}X&h9))a2M-(AnuYca zzw-pswV4r^JWMkVoUHG>peH2!5-;;l<^pyuiD&1I&0S(*z7P3-1pt8p*7y7GIZjd_almZZaWzO`TH>7NgpCW+#`a4JHr>F5JUj&dao zF9R%}kTy&v-8AY25pU zacs; zm&*;CLZN8@ZaJAPopl-8$DwD7cWw!!67gW<-~5ynB_LzpmhSQ6@gt7Emca4XCS5dM@l zqCH599X!ZhfD4;7@)D~S28pJ5a3RKY{OxX^*cV-{rLTBqU9Qt|y$+aTO{4;eg^(GR zpT)zU&h!|O>dg>-Dl)tK74kOmVeuyjljSNf+osBUl@_&2^rSrP zM{i?SIuasmte<^LkEuSHD$9;BSjT+jBn_Ej|*4xQ1*5 zzkWQP9ZpsbIJt@^d{QV^y6!$ULxYB~dSgS{QW>2#tvQ-!k3mnBhqh(>jv(Jj&5D&9 z;w7(oOgl*{{)jSP1kS#(1TDOFpSeN5aphlf(2pdF14cgsC(2?SdZs}bV}z=%Hx=Ezqn}meX7d$osk}4 zkwRVb?99iP1GqG>h|XsLpi}~Tm>|s-zqCIBf&2tT_G0)5XW*m3YIi8 zc{h9I@LrLWhR3Zt(uCz6v9Qu{4^rmcV(y$v9LM&&J~614%d$hG5t3|S*F3gzDlH7wZ%zmGl`t-t~9pNu3=ZwzXs=Mneh_f^vuxj>-G!y~dvD23l06Zn$Zh-?luu zEZQ8DM=`%8V*N|kJdZZ*>_n+mZ}zvB4UvxFsy}@FV1hAr#%CJgnnTrq95kMZ1F5hn zRry}a6c8c1fEv$*?E|J93)8yvt+SY?1wX8sxqS+je{?_aslu1`tLT=*-(oDAo;}|Z zq@J>!GxJF&=$GE1vRnq1*lIFoMUlNS`qtSqXF*u%xq1XWdP2%g1NsSK^ekZh%zGJl zHSLdnx#sbz)P|T)LYeH5{e>~h1O%x**6YAb>q|eC#cKmvpnS+t@o3|Y4cT^){EEzZ zlrOnj)5PZaEM`}7Q<9$?{1jcp^OYf2Ol1y--c+9j1q(=yj5hgK;*f|p^I$9?KMZ7+ z0Ri;el*7+M*%0T~7uI!(mdM?x?RxMXZ1@*7LM?`fV;61dZxq^n6$uwkVn#ihM9!hl zb2nU;%cqfItiSumfBHqxFerpHa)s~7NkHXG=+>h~GL3Sm{q7qFlmFviZ1r|ZNI@^% zv^AgtA6G4r2yhn9;W26Qv>SY)Z(&WgQg))?!)Oh3{P|+Db^cc0wuV%TZr_MD-A-VT z9=v*1Ao2?zAco^icr|W)T%i5uT&v)>+cxlv#yb{`;0W1ib4f@gnz#xNldrRSvZXNV zqTNU7#39zy-Y;$}phyYvp%o1i^<85kd$3jc1qF0?;Z(5|MLjZrwTQnJU<2;GTy&RoqoBQOe1$lr? z$*LA$Rrpm-jwF!H*)^hiXE6Y*-J#wL^n6D%%fI3Ae6=q2rI_ zGt>U|nmaJ>74+mK@6$EA;-GPAWtFuxX~7-4@=A%RTms9jX1oP&BNWOJ|83>KdIGAU zlDg-X^z{5~5N?xC7h&9sn{>*~#MN=UzXBlYlR-J^yMJ13gG`AY3nd7CM)R-=_8q&L(8sorO>2>ND!*=Re)U=$w%%N89tIrGC{U7)#g zXED{1g-fq-x8l2IS4ygpovxf4!>@UQ5TxrTeFbW{ib;2g?y6T3HgdO#U@q29wX7&v ztc#~e#x8knI}KWxGrJn>BcSh0vS7x$OOeOx{BP{EC+|y65${!~_ilad8aff}WhyUM z=teg6)-PO$Mr2GHu}R;p5>SpwIZGi3mQ%zgu=>4xLZ335^dpH)aSbzC6k|w0yUoy} zcZR^Q*wg0)_950PZWkhfOc+Aw7fph;Ano?b+X%lphbwttSWcZdo|JX6*;CywR^4DU7pnBQF4!(S9`2{Yt)6Co!A1+Lv8LSt|2`7RC_1h4c^P4=sCXYHDo*{y0U zPMBs!KHKSgb>=(0+}qWBZi`%cLQi|H`Hr5JZdrU`nc?~9hffT@CxL_vqiJ@Z?ZHkPdBk6l4B$p-A#Qn zQ-`|t9t=&;&i&Hwc2@awWr-57WV%i5hxi-fGb6K8J z>?XIFWq&FtF=%#|jOCOS47<6UXLA$}mpf>tUaOf(Q|~4aSbH^;-DI2_MCN;_Y{%?m zh3I4)xAj9Kbc1xGVxdI8Uw7<>v7_mQ&RIHN*IT8N;~KTp=wF&flsd9YlFlJ_{S5xs zw-wy4*v#AmU*NVQ&|t@~Io0UhP6Eb4KRe9@Y+4ymNxdJVRY(t~Sd>4k?Q}OO(NCb> zM>k;|6upxhf<{K_td%6^#39%9cX%YH9iVdn<~&Y^8r;h2^ckk^Qpf{aYcNOx$k+c)1%IqpT@2Vz<>8-+%wF9DXvkHw{0FjH(185z~!@rR|(WIOw&z1gs)B}ewKf6qP+Xxtz# zH)cebCUtSQGL(Dgyyg&p!qS8_Xe>-uENfuBij`abW5472?O2a7>d9p=s;mDS+`j+% zA;}}dM)iPdy1WxVn%v3t)Ft+5?M&~K;~LMOUe&vt_`^M3rC8ll))5~Gh^EUopsw%n zoECP}O(qW;a&on}riY})ejxsl7t{q}Ai)lEZ8LQQHx%kqDE&{k&8t`Ut2D_o{Fuff ze7(6nSo9Iw5XVMSP(zfZlb(~CgZH8_Pvc;cs+Et~5xN(982F>X?dNrS(mEen?r^Wu zb(@)Ke#QiI34QOI=2A=N)SS<}7A>=`k!rin0vnw1GY3{SxgN77-81VWy3J!ljwzNm zZy@&c;)?Sn@K$80dG9WI1F z+u(C> zNG^Cpd7`1ut?{0E)8%=}uKLMtqTo#VVvW5^5BS`k%MUO<_G#l6k}}IcUN5BYKmrON z-GSf#MuM1j^JskCquE6K$M@xG59=8<6@@n@%2{u^Sz~8$`)_VrTL$#YbHY?Cs!|7W zYOpkC$1E3%7N<6ES4eL5ypy`%cz+ga8+G&h($vHMUc?3N4tt|AX0NCw*iu?75RP98 zjz8+>9Bh`#N=i5;u#`}!T`OznWHyYRuT!RpG^t-m25W!3xOlR#u0+9-L`0WkVaw)@ ztd+KuV#82dHu!M2U#!M5ah`74a`Nh8)*1|KnGY^-N=0&N#N@RCQTY5i{dnCef~14n z7N_0XiK5IK`D@j%EZ3CIY1LwImm}Lql?|FuEqZUx>E#qK^J7f%U9YxhKzbb8(uUnSP7z`c_>34IrH(A56ryv}<5P?j}y6ZO|uA~dN{)N_0&kr}Vw5)J`PM>&H?kIBbO?lt;pBt_J--GT0;(dNE4G8=EkPUZ9q zD-hY%`2-9_K7&hFFoqNkp8wukX0#NFL7n*v1^K6O`Q}lIWybRc5;+{~{901>lY=x) zRaJ^wq6~BJ{Bb@me%u}dlGx_VLoL`xB*krZ*-kWjbz#%Hb_Y`R{K1T4;t^ke3AEP= zw2vy-8ADpy{}>aBWjeowOJj$L$`mYu%oZvb&Y?XNlWH8zAOuMfbvuMFbV+@6zNlfJ za$%TBzWBxr*JKi1BseFDQ{znrboMGjpN+nHlKpSI-4IwKYh|NVS<`orGdy0_#Vo3u zZC|3zOAgg$rnTMBRb>rs1S=|@@;`o!qEE5OOwei+vTEx<-g;L>eo--P@KDCo5I>_m zj(8mZ?6GL%gh_P%9g3V=C|;jLTLJt_u*nbrz%@sCBpdmg|Qh z{6}XCLC`mN8sB8dphE3ijGiaG-Cr=r8$792BY1g5w`5wI(8nI1mxPf#_PL4)zm`xO zxvM+~URx~AVv)=)le8W(#!Od2<`0v;_UAo0FGBeq!lE2L=#u?CnFoQzp6Vo_XAC&Q z%=2isJ2{t5vkgw_N}hiF^f@!^gVbr{%y#ICpcB)V_uSYjyd7I-hj`E0mZVnl`(1A% z(w;bbyG_t?aEb*Y)Du(;xru;p9q^%>HBRKnd^`}^KHl8pqrC%qYV0=FvaX1t`%iEjR5 z9sN`|TIR)bdu9>th$qSnafX0aN^C@48HjwALGwjHw}k4nmo%PqrHA}6R{OhVn~nYZ z@YSmQ>KF7b-AQtL8X;R#Z$Zt`%fwz-X7Ry`CbsW(Tq(S52*cRvQ-7~OG7jGqoPPzq z?M3lgLmW#S4GINl4_pyQ4nEzDlTdnYkCojZpkO>~%?I3)e zmv^AILCXlS$4h25s9kPZYl-1S*2Yem;P-d^SBQTP3XDZ%-=a#$9`Fy;CCNQd}oHghXWypUm1xsk*2zM9s160G_|*2 z4`9L`a7*n*wXkcb0hYxua{G)kX|BorxJPZg9)dpn!jAv2nW)d@jL zI+4q1%9-yR3h^n59AeSUO}EPblV-lC3~|nKHuk;q`G>kx9Eb69EHC(b-*%CeB14H~ ziG`2FCo^wpcMXW!_dcySDE-Bs1Dcoeio?DA{sSA&bG$FQ5dpX8x7hr`!Vq&??!|Iu zE$DeCfq6c+ZmsgaR?v_?_#Y*KtUSJ-ONiC8n1czqi^B*iBBKGe)U+w_efM~-iaj~m(c-Xi)TCNvgag^~)mi=sbT5s)m^u^e% z1g0JMnhk(IzMoj`Z$r@?i2w2e9M)-)HsL4;+%@gA=n1TktgQ>+tursR;go0To;G+B zv#IG1O%|o)ZRdVs3EiTDI@d@K{|QnQ$!3=NHqNOe`Y9F0spoeHbtgTK(4nQKJuFQruorzJVrfQCTqwWyI?z ze9(g*_cUjLgT^6t+5>t+*yh~yn=BUO(kN%#5t2pD4V5=t11;TKyO6i4lK)&0B8W4S zP(qgdhGCRMkCqQwNQ=0&97Rof4tF~K^9u9d-Yrc^MO*EYvVmHE6ZwGZxbO!y?QtWC3DZOmPN_;%H0#>mSd-?{aV z%f6KPr%STAhe;T|aQxYDclFvhA7-1Ru4$}Dn#YHzJHvTXr=QS*^D3j&xEp0QBL6%l z3W($KTQ9MNwPy*Ns0Y3m(CfYB+Xx+_L!No*Ee`{U8pEa^nh#T#MPd`!%+VYWzf#E^}}@RtrgFd_XIGP9J+oxK*o?wk0o1cD6_<9fUlJ#G0zu~ z-to1u)q58K*Hyp=&1ubO>rYrn>S2=x_Nn39Zk8Wrm6#)9q+J#9sGI9vieaotLy7>V z<)JW_nInE6?@7U=Jsf{bOI^pkd&EF`$HVSe9b50}CX5Q?HHe1Yn#YtMw0UX&#+zgt zt|@wJ>WxP)rof67{-&H5-a1z(<7EP`Y_OqZHZzWfX5wJtTep34K|$~&7pC5hGiP4N zjR7Fjs^(||coO3&(CtOfg-CHtdPxs!%Q(`meovG~EYbd8IV)pw>D5@K3{a?8ayN?? z%aP3f)gn{e8!lhcI&jeKKrtJ_jK5BpA@{rkpunEFpKiTT1ZttPY$(%+Qx*mR$sKQ` zn3Rx4RFJ)c)E?qQ3`e`nqyM48Dx~W@FWH#^N*J4x`NLhah6~CRJS>Y~oR!3$B+d=h zdS;$@l6IBFpJ~@lVk0(w+%luSNE(3pTT9l&B=x!`=x>DAmMHQ&;R%rJ1S2pWI2WZ zCk;YC=cea3{RM%PK94>-fso-bJIl3r!gNc~}{9J0+k zsbMiPg|z-DtF4Ward&{=eqVEx@!aab$^OnEc#X!BP|oma;j>c@tn}pJNd}|IbGYr% zfGn=)dxC9%_@BiaC31L6nW7?6-wNUAL+<%HU)9(#1U*To7>$FEPZofh=G`^&?QJf} za3u)S`ZI^5m81g8Kt}`$zP3;-*&#tFrh6ui`Cl z(aJ#e5!azc)j>CDvG(`#DFJ&JdbDoNU?6>iHvi%fiM0C-wwdPlzSIo|nWMXHnNK^p zf1EoO3zfXy|K*u$Q6<|6%Z>3()ic4QnuiYRdr@!tRjw$c)Lu-E=MI*OeW)lbY4TK~ z+{zmcs#o5&HGjDoZ9!sKOrHuOAcyPyBGz=3|c@iD=R8E?vwFvPk3uc0i)i zAUb-BT27Y%!v-s^WjTft9W(vk9t2za1J6+fMwdO~9f^b05owZ<*@pbg{+X*i*r2)h z29Lm6?cqf!EBS1d&6~tNv2ohmN*E{qMOK^7>eSGyoBk!nlF;F^CR7tX);i|yfvqF9 zYRt1Yw0kp)Z2alK@-i*R*xuL$x9@T1s2juoTN{wNM6*TbpA`O{B%duaE(e^-3g}WA z8&$yZKj!bBLSs6N%^qd{8xH z>)&ATUd7tWZW{)las5*ma8X@mjXm8S9a?j$7KT3Ln-ASK1R}%~aCrx+ z7)cC=yd#+4iaMCyltW2qebu}{rzlNj`A?m|wrf9}JbRT;{KTy}2)HHNX#jBj7YkUK zp$emW%62^wj8b17z|UAyB9J^LGCC%O@fEX8ShO#@767(Ydou#SkHn zXiLrSFJ+9W&Kytvr`35n6o!ZtNv!B>VPw#M=L!lzd9U`ign>L2@^Ik^ z*qsTAGt3}8nBLOs>L-v@5exroMc0AGjv(R)f7KPdBm2{@M-l~VvxAflW%z{t)-1h> z!}g!zcVqtGGkY0<;#3}v`uGP0cCW?R<(Awzo)5qvP|6*kOkY6pH&i(38H=sx&}*iOt!$U9C@r?RA6{amedy3akTua^2#&PX@qc=MUjf@l9OP14ycaq6_yo< zoMa!G$CJkG>$6w-EU4b>PX%~<055p_xbRqogUv8zk0@GI?`BXNs;vwh*?psE35~-w z0#>Kd?;1U?c3Axb=qna5mm(F=oBC_@)OR?YH8Q_e8N|eD{+Qz1j{I>_;_RVH7T|Zn zL!got=bs@JZ3xB~PAjIJRAWc7FsCE)wnTCwQ>vR-^8S$n3-{ z@9jTI$RShyk8}K9V41D@dYZ{qGbJDJ{ls*BO;pMHZiw@cA7|{XkshVQ|1%Y9<+1Gx zaRtW+oA-Um=y+`na;Nux?qDGggeMwJJ0^Dj`TwRU7pCDAyO6uRB~%7VcDf<%AQ6`s zzb7FD#>c3fBfe{qZ(RRB^EGp|s?2GiATOUo`Ns_rVl>3--8UL`7onp}9lV?WBRf&q zeWQF*F0IQ{)!;~jUxV5)2q4e<{!kh=VE4NwW#!`^GZRv6o=iu48t)@lChlG3M9+`i z(bf1`vzNAn=Z>|9ht%xs$m?_nKq!yr`Q$>-L_rNGl`xPv;i_RIbMFFQl$%4N?38wA zKnFUc5lu1tkcM0xjZk2bd$%UmEQw1I`E=6c`BXz@_k#MTZ!6`_^wP3H0Qc_cxQX+? zlLGJs9dSgJ=0r{45tox6NzTML-^$<)cTl-{@vu*KXRiC|0+NVA=$6P1$}@z2bG(c`SbWE;z_eiP;6+km11;ANUXn z=Hyg);Rfv1ya_3=yV}tJo=R{bCgY%Dqd`yn3cGUfi(cYj#o&amD=5o4&Fkg@>&=mA zC^8^jmJapI{Q=TjoD8Ve<(PokYEqM5W=83XYROUofj%zfSlcQmzFpCLP9ey5*@@HK zm9KtctAAbSf@p}F?Y!r>&mIA18gHZdVnVyE8KB{beuuklyRSAfcd|g#aRqSKGhB2Z zNv;I#yI0@YsX>~wTvE>_oK)`k3Wp~wLYB&%@VYhn5On!CY8qJhHWw0R35z!reoU-% zWVqk7mB(i`Dq848GzHiebebQoR5Lu|3+GD}su4S+almr3H5=v?7}(cfjrb%PJU?>6 zZ*Zpw0ni;e?S}9v&N4}F=@OW($Es=WZPhuyh~R2TM&8`l;NqWmvM!=$3i1fSH=YKVHU8lwZXmm@gGg(xDA?Le_nP|Yp7 zMu}hgsP7yTI|uV%MFXIt+M(EJnH0BzgPo7r(y=dDH>_Oc($A+zN9NuZ{BeKSPPE~6-%k#RG`Ut1Q!NXPn0PHzFZB9GCCB}fk7cjCp@{@e*}n%76L zm?wTaN+rUiJWYS!{h-R6cQ%Vi1Yf>e-?N1YHhKHAfk!2Zklype$|;*xQsP@ z5COvGkSd;fV1y{|)+}qeN(YB)alq~*p5opZzz=Ex<;D{hLCt1dl~H((@;hY@E4?8| z2TN5|wEYP6*7f{hKo`uRc~_refb*_-Aq|Bq!Hq&lN}5mv|6~C<7C%jSEz=_FPhQuW zalQ`Wi1C_!nqXb+-WH*Bmc_WmgSrbWfU`xO&V(t%$!8&6WFMja!cO<}82A@AawI&C0FL%^fU3F=?|K8AtJE zla7hv?$U-0S^Yk_2|Dp2D4EgXnw}$u)_RR+=N8NOmS%0Vz{WY&>a=bY2)c19bOGqv zaV6*O4>-2S*pMq%pa*8NQ{aL#2m3{=hFL1cNj z!LdrIqgDX7A*b#IU1v*g7N)oF1Z)Yu23josWDctudQkVZCXajk3hIVJaC(|J_iY4_ z`aT1?kbsqsc@QT~eILEgUNFv}vQtZ4Ot}|e-NSBBRV|)cE59HqL~=vCmMHXh>vY3`WZo&L zy69eUgYzvDRcIT}0jqTvD&QN2Wh+Q#lXXo#>%}W`yaSCY&I*?^DN7|j7;x6Ryj^yi z#=_^PMTSwAeE5!Q4Ecu|sZrhc@4no59ahbB4q4`PFL+N?=eRTy;2JW&@i>S}-56Bs7xnJ3D>qY0-$yDj1)C9a zE=?fd2x>k9?#RhF)FT;7HP%V{gMbqk$pf9>#h7k$r&2|av~_{UKlkW~G@Td%RvPa$ zt3pyXUsF^L;fM~mY^1!}FJB@>juox}w3seruwGzng&FWxbJb7yNd!6kB09f|^ZL0@>nXXb> zf&YmqG~DDz%P1rm;>{O)E>`2b4DT7HVt~xJnQ}G0I`8iKe2sXMaZ2Zlu-o?iCK$=VP*laYG+;$)=@ z5|}R;EQG&93(t;DfspgDCQqPVQn9>u#z9ySJD;bb<{^y=*WZ_YE$c zPVcM4ls|cW$_qm}3^qr6QnuDYL_@de7^lW_dT>H|kd*P*da2=lFlOO5z4g$|Io4wj z?owN2bs6M@wBUGI@43PAd-YU|40 zi-_{^<|{92Cak-$RWRzns^hR|L={hrIsXM<*S6b4U1d)S(s=OJ>tyOiYyUivr(ezU zVSx0fSIupwxwbXV!jS}H%XGPqd_RVHT%9<7>8%;ek!}05Zo->xuZB2rO-pm=c}n+! z^=vh{YsU;bc4e!5*Mo+u%E)Tx9)FGV;puT9kezK|v>h{|>7o2|ty9utGfHrvilzeR z8Gm|o=`QziGI4!cH->;ue&|u6@-U7y5lmnSs^5=rZ8itRUo@^n&E#q@vf1nVV=Q+t&IKkcN$entVQ z7bqc$bLLWQxq!(%+RpCLo-E9Rc-W-|*rlJxIxyn1EyQtaa%iGA1%sWb7l>hfR%N!W z5VM6D)@>WbsRhO>F&{><1QSa6>cNcsCwZ&KE`+B+Kx(fhSW9PrGedAxPIMw zaX)02PNS%X=%!JdmS+=aEbFeycOhF@9?47J9{jRBF}!yBJt{4Qo4c<-{QSgWQS2_X z+*z;C$tA3p(K>Fto$p*AumEtN7*iCv4LH5Mv7vJ0TR`d>qlhTH*smHJN2(J5Ko>gf z4`!S!TUQ&k0Pd5gjfVWk>S7s<-HsQ`Tc!sieV9P!wYL#FFoA698bSFjGbgYa0BlJI zzSkS_YKrKNbFRW9Bfe(yy5lPtF_SJ7qfA9YmD5V0@rKGfU zgS5Z^5$Tc~U6XE9KvL-(NGma5bV`og2+7ekkaB=D<0BZa_xBI@Ue|uuwdZ->=RW7$ z_v75>jBBXtgQ9U8V{8iUxBgcnIS%){l+9XwYT{f)0@g@$wx-v zLci=6C;i+P(>^4s8zE6N^s?OSC+rpV}*2RNn_BRq*DmL<~jB(b}?rvf}NP397ZYQNxba&Mx! z%Df371!ov}-?P-ODITK=h8?I8&+=scGWlkK+fCVW_Fxb3{6XM$gX4}EI3AV)^PWX_ z@TwH?$ODSdUL6MZA72>w(n1!)W3`v|YPVwnMLb^VUdG2Nu7oeH9vZLbS;N%0T=hAX z;kxcNRfe=At=V~_6GW;-I9|)W3#oix9_X-^z7VfaL1(W-$^;v?9Zi)fq(wXR3aX$+ z_VZ(7^Y8z2%B(+6k&JX3%b3nV@c|~pR?+_2e_V8L!>&nZcK*13e_z*@FD&N9>bHSc zH|IbuwC3x7-E?7PR@eG;9Zjp0e#l!kmex9TC_9ucAOaKjjEd)Fz2A<8|Me(6k_%#0 z#|yAt7SVLD`OwkY*wbcjcMa1wz~5tzd-u^_f)A+NM3Q>0M|?TfN3bA)1nsUG0)HRU zqgovD}KppRK2al zf8qAWG>g_f)+6Xk_azyczo{@+?|;0G%Avjcro}U@M%TS1+ut@Zp#R@q6Q}SOW!>v- z!L8WMOGK1xu9tDAup9=zb%#%6p;&K?50vPJez z)RG$U<5AJHfP}9p*UsL9dn1pLV-Do4y5M=LxI+o#_AA;YhmEwgMDxOzSl$x{QdUTR zg1Nmrx7SCVpTz=zDg^gNlr*j~c&t~gwG9$F$3xJ3N%7C}^0-hx^uA`>rW}}Lx^NLx z6{g;ok>f1SpD(eI*C{m%YI!};Bgam2P@`^;T8b5`Y|j4kaN+58rZDuqe9J*39S1F4SVna9@`r%2i(7gX)1e}s6 zGPiPE??|nP`X5jBE<*-K&6b*9i?@(lb10k5%RA$)5ea|XIX9Ya$#VjW&SeT?M zTI12yqwK$>ZDBBB6{{uiy=d!~Jj<1)FQ~DcNc!zgR6jyM$E4^6EJnng^wAG@LNe9_ z7fZuP_tSqfMRb4v!IU$}MH$0WMA9DR&9>sLOPsbD2D@N*m*}{9%#rSAt)drz?LJ}t z7$!0Gd6!ZgD9&OQG32+`7{^=Vmc$hx;r|7s^4|C>M7qV2P;_RgD5`#cN5l3ATZ7Xw z^|O~Y)d_(Y;6kw9e?^my(8KG1&SOhXAX2J7~C;y(Ga78%Tf(XSy@MmxB#;ul(=%v$Z=$QVfzSX zn0cnR)K$7#b-|Su)ln86D*SzyypQQGN5QnR4%levua(Xe_RC`Iwp47czs9{B$4CsF z*$6nZV0yOQ1YvVwmwM5T+0Z9FuJKQGm-dGeal1&}#^!8c8=PpC=#TbgY+3`b+j=$X zs^#8QwNE>@R=-_8GWt?5g0jYEeM1KdhTR)yt-Mxy zi5XtQ#xNx)FIwBU+z(T=#8EbU;O7Ws|BQHu;WwI7WlLD=cyor@iK%Y$_n>39+^GMQ zpYyYsy@>qBI`}y^bB9b{_TTEtP$ zPIVm9?Y#Yia=sGOB22c6m-7v4O4?FmD-aL)6w_-;YPoJehON#C6fc!yrBGE(4C(Q|y>UW+`+|u78Z%O@Tg5cS-HX+y+-L9Hs4LOP;$WeQCI;d5yFc!)FYV+ayJrW6F7L zId+nXfC;>)^41o|ZoF^(@|095KcpN*)2W)gLQtw@V$WwxcD4B3ewh;fZFDI9%?t!InLd;gADN<*ajrT7kI0O>AT3sar$H z0&|Zfj#L}T{-;JWox`AaE0~1m%>qW}69jRa=`jqQ)g@MnnC{#F)34LqDo0?UV*FC8 z7C)%pp}@wCv6si~@Dt@jCSO0KYiZ~1_Kwglr1P7jpSt;d2%4N_B>aooX2(R6jb#Of zHO-*~?OxJz72cwc535p!-6=A(xYd1(TNFYK9k&*}{Jn)qg<+((xDJpw%pOV)8;TU7 z0EVZIDi+tbJrA15Zq~-Nq&s=+K45VPGy1um z^kZesQRjqXZwu*ghA=a~pK%7v=xBBK^FWpp9ePW|cB4sinkB%8x>LUc@A16NHg5G# zx>zSXLOJ{AO^fht#x6^M-!Z)_(A(nHD((ODOPYYTo_VJ`eqPfSJa+vjoFY@NmjGV_ zge(VCp`oeq&F!D~yUTS{jjf{27wzFVqHnx!I=*IB$gpZb->5k?0noi_sr&dkF?D)} z3(x1t4E)D#Abct4b)|%0oze8+{T(`^mU!abbjEGlM3Jo@naQy`M%v>w69A7X#65)D z++A^)yZ>sXJ!Fi^`DO%%q?m>PjCMse$M1Yq(3!aEY6tLj8t>ES#ErGpwtx9j@jLIM zXiDn78b_6&oq=<~=A|t_cTwt40oEdQK%G+) zO}}06eFim**?XH{*r3~;!H;l>Y-OHpR-4%zvM*#_1#jOITh zX(EfOFI<_A#Q?w(t|7!GcL3^{84}=gYpt_hOj4b6_ziW?I+E#LgkbFV#TEfQX29GGKeaEe;47YQHQB!}XM;ZyHzf&t?J<4qj#)Bh-yU`UrJdQrHa+c_ z3M-}>EZ^B7i^FAV(X=kcfY8mK)WGizX?ql~4^5=FcpT%4fHzAtB2hf5YI)h8fvRyc z-lVgAHCa**_V4KNTRe!!;8~=|?-}t*5vvWGJ@67}h`ohcd!R8$yynQ{I=1V`c|&v> zHjyCSV@GX{PVU(uWe7S7DVA^|0#lW%O?QZ(NbQDAz{;dzqg(YGWpv|WM$=bD9pjp% z0)4@5O6L(+08z7x2h^3$$hyoo(dbWKNfcfxnMT+yl=Qyx@6Qvfb+S4<#=M){#z`LA z;xR6802eiN=oUT`Q!^)zNljL_6a<~+OzknOd7#jz<@t;E(z1a~Q?sTmjbpF9K7Kx- z!q0R2u#Ltdem!Tq0h!vd+O0XavJDKT1CH~@C!TewRU1TFa8E)kA{`cJ#L%QW619P1 zQA{*ZjP{s6D%STNBw6iMl?rkGFN$46n(W zOF&h1q&=MLP{(MaBur_bo|zG@G%Lo>r6K*JaFuYkMyrb^7OQPj{;f^>OpAn(=4O+p zr`}An6~j#*VGzN2YlW$lGx%%dp$qbaRBUc_^l(N*;gynyrXtT@<&1^x;tY62Oh+2Mu)c{&TS7f{s||i9G2(1nBa3%f`N3GX-=G z+596JdCHMm(%5MKOKV^Iae$o`SmDZ@!lYmc-&dIzl-z~*_&3|^H`g^%A4EM2NZ!J@ z+VZ=hRcVC6PtQx%TlX93xRcWh_+knGs3I%P(eZG-LBHG-qRd{m$d#MTz>stA5UB3t z4Yj`VK|N_K8n)eRV)H&gJ#>*hq1|gd#e#cm(IR}L8S}+QVzf3K7TobXcC?hsoXueJ z>-h956piQI(XBhFjA~a(_-#dei0xtf5yQOd1y`bh{AZo755zA|f=Yw%mfSB+hE))R zwuI((PyVMm(A}1k8q8n^QpnhkzGmp5HBOR+GA3w*_1Abz34n~EOb^$}wG+2f$|brm zG{68G>h6beD|Ko*=-2FeJ}861zR7YBl@1+39srdP{DI3kb24o78qI##4k!A|XR|cd zK!^Yd41l6C+{Nd+F_dC3S`lsAkAH-rHWF56>LEa%0&i?JyXddgGbODV7Df>IU2>~o z(_v8T(F^W0v}yAbjsYnS%8%6V<+tSOefl_1B-&!E#gPHdG4N&d0QG3tuz z?fwn{$hP`S{ci418y~;$g^*hfxd~;7{*r($V3kkp z=MD`5?Yq?f5EL}h41T8WU)3^g-7}Ma+&p#;Q$>LikLz%}0p;KDudESivb)VL)^w9| zEaC$$`K!$WT8LFpQRoA4Bu!v_{7)YF_q`RIh_%wH9p!}3 z=1?S|vHgNE?()X3q8#c{Q6L9dIO|#ub)18D{TZ$|C-EYVc0TsVq51K!jeLML7THjm306;fuONXU4U*gph60IAN6{DgAp8oCad3zZcQkrW{c5;-Zq5?IC&Y>s=g@?pm6A?ZFF^VvD>qcyj> z_s7)a`;B&~@h7V~0btTei`pl_cY(Y!HnIUTrDdNIQ0gOW^GGUP2cF778zHGM7sJH9 zosJhVz>M91v=Jbe&=(i~yV6oYNjDQcF8?^>@=s^tvJlHw-g^)CDh7DOGD4x81N4_B zE&pipvWc_>)#08$E!%WL&3W$`gZggLXOESK2HHY|{a+N%%&NlDEe-HjJngupA+0S3 z5m;pVqSM{3@E$kTs$%mk82xDi*(M;IYmEj_>c>5LVVczmvrGTD)p>GF612GcA|fa* z+1`K=b@a{?`8@z5I_4sxkO|a4d<)n!4)*6635MT$cxlUpk?o5aN@qTn=C+c~1Y&v5 zhodO8;{y;_B3+2f5Tyn9)JoFO=?AM%yX-v z>ozxT3xmL9Fstg#Ag3tJ*%AnM1e?N+X7p%yGf{9Tq;{69)`MP5?lWaRI)7u7-jrosT zQ<%_a3DN5Yezj^&U!*GP zgJHeb_&jH`YgY>dWeW_h(beB&fRQN=LWG!RJ98=rex9;v^XWRaNH{|fOSNrYN@dZZ zHk3cSd=w@K*|8*y*++I&;dloob&nM<0%eb4w@4NHF8^mY;~Qsmsqd!YxONfjTfb!l zsbTjiDPObBF+|soxyviT70cxLr-@tV=67{=FLyo9?;~%BOTwCh47|e7jeSCZs$jPv zV^c~g-RlRq+@MU7G972i^OC|6qU_-2L?!K7q36iU{hgP-tG91UEwk>TIDG(bu6Nch zgJ@H|{uYH)2Gb{1FNBSQNh^bhl`aJM0+XAt<|G0tYkVr^%RQ%FHQc25Rhyu$lY8yZ zCoxVhc-zO)IbxLbV3rpwdmQ#oo5ebLsTV26&EnhMFN)>sFR1P!$Hh(Jt~s=5Qw1_6 zRvkN}HJN*>5#8*x^geKO5=vJ?&!9RFwQ`}W)#2zG?k@#00(mFjw{UNs{eoBq22SQa z60~E|l2rh~a)WpX-(`5Bj`T-@jT$f-DsxEVzeslxR($pje~fP?yt<%vnBPx|y*jS% zhcbM?#lNrE%=tA1__9psI@xYgf|8ggvZcC)EI|ZDfoO_Q@+uaMwZCyxK7!l$L1l8> z<}`|DwAjupfCr*i*BGO;r!2M&;NsJgoK@aXp?R;y8{}k_?USBx)^JwRbkkZE4^MTo zkf-j>$z9@eCSS+lxgJc$n$8UWX_LQrmp!;#|Ec2_-^5X3-U<6tfhtf$xw*%(3!aw5 zYQC%r&Zfkf(P0s87QG6T7*deapvIs%k%m3+1&QZB3CdJHQqq8yh7e zfloS_II~r(@Fc_>x3OQpI78h$qGpv;-!;(Yf(0YmO?2ACrB*Ch)6(^FhzN37JAxZ; z!KM*co!*t>JD|YcRv}|`{f$%RYhdxT7<_s?>a%0Q+qW+qpSS`L?Qx4?x^I zKDo;e*t`mWO$pJZ0HmxG;YPJZu6F|_DKLFA%mb=x{hE!hU_ZDrijZC$ODt-LpGan3 zbKsf&AkKV+b-Towl}=0ePF)n3A37M-w`tr6zg7T#(P#S<#Boe zqdBrt*T26l&ezt%T;0ebXQoGoLz@n|qv%qLjr;|*-A%%Ws%Y(j@Gn$eeYgW!_OA?{ z^B}sJmYXd_(@Ktv9Xt0U(w#cZzVM|Ou7Bu$$lNd*S!}cDZ~4Tn@-l`K##<2n*&#on zT5-AP<(CdB?Qm6r1$cvi&}96@V}&%v3sYsOIsQ|=kq%JF1FoGyD{9WVvA3@)5(dZy z+vX-42#9sfEDsb$rZX^Q32ymA8^y-XD$&qlp#CZAZ87eH)7`*~IXaHArGZsN;=wdk zk0LAwngchX9eY7l5e^`&PoK^%ta zFWbvNNcpxd8TLwIJi~IDM@hg-Dw3QU0Yv;Q=x5-NsY)3FaSA60MDMBV_P9RqZU*8Z*u(9KFnKb*jCqKI#|(1W2Mu zLIFWCMKYy4R@r4;wo{-~|Oo~DY)IcKK7^Xmv z6;mG{)?CcR=wA=dcxE*6?WU@mU0sV#Yy7b@Fnfw&^TKc84xZu^i{g+Sq^chZFMM?S zC{J`WzJ=jjcuFP!S${KXFP&eowOVBG`z=M}jz`UfS`SQ1YvH~aYMMm+WB!3y)Gmow zm9;#J7y?5orl_}B2|apt$J6imXlYGOhS8o3S0|;@&oAJE4Mh=C^+>B2EfYXhHz@e& z<)saZ4r=on%@&^nLMEEpNv(DnE|&bjE7FcDY;eo_1y*<{o=6Sxo(SKrm;RP6ALgby zs3jK_*t3*fZ`3I>FRGVWL&yjs>bRFzlP~XLZ{lBhzz*5f;q6S}0Na?66`UP>?fd*^%LvaC7@L~?>KyiD!E%^ z(|~@a-mI|wq1Z_@wPHq(7UeqA-w^q?XIa@ehn#0%^WtMJL1^j)pp1?u%5f`F{V?iz zOb-;~8A-KRD92qoPl0*Gx-t13KtU!P?#Hy_%2xG^wQDSpoJbV`ac3Ux>6af2C8;P% z{hKMEL4PFIfYpB7#qR|abWrnH6$waU7kOL%lIN4^<9(jk&(?2~xesdDcb_ z&rjmB0l1V9Z>J4+)_m>zm=A+gI78I-H;yuZ!tYKxv(~D%rlo)mPYwJ;iMPi6h^JIh zPLkC-ed`B*qv&_A%s%(M0`ptWq^c%(Jc&{S#2ciwCH8Zm(BHDy$#!pCY>wvn6KK}O z%*w~2bf_Fvo8&{DOb*~tWZ`@rbrEMaf-V+Jl`@$zD)Sn z5GL`A`h(Pw$8^)`Eibkvz*O(~P49D;J$yQ(vnR-cOj(h~7Z8rX;kY;9!5LRO*de8@ zr1UpQM5C~Ei^Jt5h%d8Do#!muY1vE6an;Ek>owCws)~xGa_w1$>22Cqj$aq8k(+1O znj;{{gDGdG0L!#(M+yiCP|kVp@AV5Z!N&H%w6b3H=;F^C;Of1ov#%PD1cUU=L(uA9 z8@JaFAPe6Zc)EpmU8(z*ia~jj?Q(wC522Y|8ULh6UK;XLD!=SemYX+$(_nSSm?$?# z`L|_8f86K$MjWdYVj~@f#-fa_xN(z2Pj-FTTU?o|u7do(lVhGg*vF;La9H+YzIYO= zZ7IGjo}8_dPv%s{oK+I=?))^c>48La{&WxbWPXD|m$3H~=D&mu!r)+96(>o2T^nB( zDOZ63*`x2~BFTz+_Xl~K6K_{!xGKB|zBf2<$t54;ualJX*yaGu| zdrN^tH)ZV2YF~X@q_?VbSf+rl?OI$y!{Xs(au3H6!^sP^9)-Uz7UFt)Ia=ixRUo}G zqH{xf$Q|ZRR>{yFUn95UL}qqAVcaX8y@wqhwg&o3D578Jy2 zt#XRi8gv~~!9Aq;d?5!|y6Cf8H8XyK<1dWg1OAS#^_HL6r&~=VF<6l!#@&TaMnQD9 zcRx3T`-rAZI9{aozQao2bd33R0JZ&hK}FaZ&dD>ujrn(PsSTq?Mz9Tj z?xzNz!jIjpXX{)fNpQ;9Wpd5UVAcOhw(e-W`r=BV2~aNByBR~~>9=E1Iu8jv*u$ZI zDx(Wi#8N}m1il+(PRSyBJ@(&)7-2W!00z;k7HW&a^(1BN9^xf{ZI9ZmflQt!n@bFd zY}4druclpTv$FO76==TY)vAks=V-7;mo9C4%TNoygrZ$pr=no^4dZ`g2lFH{p_7p8 zqPl2oLXf4ASI-tjS)}4_)7R9$6}^w-K93})&8#m7qH#_Y2CJA{i1sE|TI%&)vkuy> z{;L?fpVv)z)~nVM#x?KDruc1itKHoGhsg{!IRD*$lpepx)Uao0pYzAi4unM%Zm4_` z0!^cT;)(P~e$4u(mLl+F79H7urOg{^Iiz=AqHH|A)EbGaiTw}T^ojc7iuEQke4dH6 z2YR_5<;a@dA!w73`~Pzth5mQZw{wO#=O0@My)#&+2Z#fh zZVkuIytb{vnp@X!gu3CRaewy>yc3R)|B7AX@kxZi0p~aB<1&TmgCSM)47#h|4;T*^ z9?|*G^xR5liL^lkQ}`y=boR9(bHa%N|Dnyp_n6|nn#Yi3|L^i= zBpzn;1{oWwD8=uOasE=dgGC8qH#iHHOv}l6g*o4TDRG~9owyJm zg6ML{WunAucHoTeM{Yl7>UP$K4Q8^E^MdzRncDNWzn9OV*qZS zl1H^kA1GHro>~A{e~~J*N4OPl{V&5$N}x7_$^ZE5t>5m1=(~mOZ1VsRNl&LUHV@}s%t^e5@H$^!%>t!ZksimQVwbBv#lRCT??OEmla9#)+kD?X*z2J->R^Dq zh)Pp!fK*@1an88puhAhP7u^eu-5cri7mYXXq3I|N2C80izR?W_=F&)Q^w#hK{=?=; z9Pb{MYV;O%r3W;eB9y#M*aP8AY~u$W|Y<(_YnM*_{qzy81YA7QQaofsexo8?*roZ=r;~YS4#Sc$c7-Mi z=m&i?YGghpN2ziDT{Y9IJlKaO+Q{Ja_;LL<8M?N_D=E~vX1u_Kd7e%frmO6+ID<$_ z={4!GIdJez>HNloaXd&l>#_U~cr2OLR*vIe1N*ibzh0LYwZ-=XfYh@WjWbzzzUmFy zi)q>rnen*cwj3b`$qdrHaJ>E0+}l{GmHK#n^B(>+tm(0uc%@DaKGdN3Pf6AbNra>C zf%Hbi6E>0^6m@%u9|;j6HGEge_T9vnS=U%2z|X1+CZMSRY?%OX01QV&OS2qc~lLK6Q0SoghA@-B4_i|YY< zzFZk_56u)%%FZ}EidtRo`!a8+=BfmLNk^Cg-&diY;npR8vE`{W7!1gz>-itRSEtzq zzB3U^8fun{9tu;`HE)s1P*Ki(*IbCdi!j>}Yj2H@`wwdUQlA77Uaa#@xd^CQ&(pY$QOzGKP&oZjjm$oBV6^sWI%bDJVS5wH9eh^Vgx~}uy7a2zK9|F zf4iw*FeZq7jc%y%R`iFq9{Z}fxz47#*UsvBk4kzyExfa`Oc?>kR^QZ>(&JdnDVG!B$%4<^~S+}gi z+J1thoc^HnaacH0IE^&xi_E#{rbq*;katF;iN3RkRrO+^?IskM0&_GA+7>C|3#7_k zX7TNL<_OHx-vS9`sl+lW#gYaEVxHFp8bg&9r^;12)(UE)2`VI}OGNnAr7{OdieFmB zG}SS+c|vg^Kj*)B{*2j2trSigxfGw*aW9@zZ1%1a9`4NFo?UcKeDa4P-Ar8qdY#v< z-L|%WYS!f~n$SI9*;6zZ;y_j2!tu=*MoFTaR6%*MtgH>;H$1n-RupzpQ=xq}W_6)X zy?}k!N-Oob+|7d(Rc2UWqF`i{78GDawr5R^0a(f(NK1w~m>U&mH@1tY)u5!MVsWW>3%Noqix8A~-p+p5t*lE#ztexwrS zvfGjMnC^qBG3@h->*qJIUw%h$I~geOi26$|y4=nEY(lH_tGgFl>m7QLDog7fln2Tt zRMH;Wx4yGX2xDx&#!|OFfrqt#O?jQ1pS_&}P&)w(##Z^ks8>@jg=KDzy%+ZPCE8A! z|5!Nk(%5Rx6-_N@`79l!}zb(A&OYwGla@*{ts@hi$q<~&r_Y8$3Kf0F8lhT z%1KWYqqMZnP5nG)a>!sPR9d`eqr8b+`keA0%+pv#Bi-^Q_O4tb1{<>btPx~=>quLR zRE0g?PwwbfUwn6gFTdH`$zV?qjYI=hrN>J1NY^@lPX3aq^oDNkcfZz)@$% zr8>)=P~w-NA^mdgTNnnBk4tNad=fCqSa9+5S~Tj`-B+M`1k;_Gh5S21{=WKzj9w`mZ#%;n@49k*F&Pm>LxhK6Kn9Hjt`*c9Ofd{&mAfJcDw5_O&+Zn=%HX2EL zy7@1j25{?9`1vW@^j+IV#VSXX4HOY!QjM_unF~0Ga&BL~taOocU1I4)egTggz9Q#- zJ*3A?BXfPz#Poet|NX<(NYtZhGq1a*!sA_TqxR3dWw!yDPcumt0@Pasua@u~)!@C= z8GE{uIfiPkX_j)Gh_!RRdxH(b8w9#*GqTSi#pfSQdh^fzLK(8vlH)mLFk4 z^?SAm)-puW^lV=GrM~I*$L-f^WQ1;3 zFECW4`Rf;QRGfVq>%?oC6!0k!XAAyq7UVU|Q^Y&*-ltbQC1dXoc(SF4NI;taX%|7H zw%z$Qcmt~}r51H{+vRw~$0GjBd!&lP{oE;6YISh)q}Q-DeiN{bJiph0C{6D^+7E{f z#b|?O%wsk|C+5Q7RsWu=sRoU|4utN)QfrWQJ0)E*2y>TR zXDMZO?#4+dHSo7|YbhE;&rjZo&GCE_P+?znV?%LWGY^+-=h`)9E+skXmuo4{=0H47 znJ?T?Ex*RJRF~mCIspshy6i0#sH&UvMmRM`INgY$6frYQs2QMqbB&w2Hd!ikHm;~* zZ!Bh&do&#RM+C*$v*Wu6NB9hKY&mhp65EeB2(m^z(+5a54n$%hP#2$DR62I1A~)-= zhJE+JNQNmuJ+l|{Ze+bN+1Q3~!x<=O9{^jaEF9y+|IQF-Aj7bp>zrz99pBB`H2y`}E1TBOxii`_@LcMnG=B<=p|}gnkX(vPesJ!g{#E;2tYRkA6G1AgfK_kr z=Pw|TLL4L-aIn5NiJylMpL=aBLsrjhpqR=T!rt-QDiC2R?v^@cr2G{$~lzIKoMtT=)kKE70vUPzET{w90n9G z*ZbT!&-8@Vy~ir9L?)J*)0lT@lV#v4S)NlqdY?E`LGChQ)pPG>SBuD%l^Lh7p(HLk zcfBcor7o2liatOd*(G@M>ltdgFTA%768RaB(QdPHwsFPN3F#moVUtkJ6G27*=RpYbP1RtrNg+`Gcn=a-dgDD2LAd=`_S&umH7W+PQWK24dF)` z=am+>ULU5gk6qkD;Hy_U9)Qa*kqgG}zY;i#K|E{4fLV@l28p;K!w1r}L-ZaioRcA9 z$C3sklaWi>)p;oV(8u?kN;yb-xjO;X@h1T>$l;XJxwdC4w;?0rB<>) z$KO)SbzQ<-3^Pze=#A=_`#jxxP^m9hS{KhG9I4Yg>O`5z`$5Zg>u4ahL`2nQUI%c6 zjz4aA^GJwf(y`0UCkczg$2=cN#TZkUdy$l`;8|In!V7p~W$j!{tC-f}?8PcrRmO8h z=b0`Ui!geM0DP^cR^-i}etO92+j~x}F#b+Bvhi{04}0SU*ruF&%E~;gg^uW`*@s!K z($k!YF5bvDq{r`8uS6ii?J3I*r}3~Q#I8!+2gwwV+5|sc*GGmnI2*3i9(zi4dPv|N z=Qxyt)9z<}EA3=X%z|9%DO23#%L7I%*t}c>YqE9%S-_CEnx%V$@B5^pz!Wbqyr?q2 zxBJ7Q4ZY08y+PA$6Rtm#X{67Ixe7c=GPi01F^^yrgI5C>9RkOBhVC%P#jM;-g#270 zgFX`a;Z^r;yq7u3hY#N1e(NX%?+iB$%4i^epH638u$8;9PlN+{4Q~A#H3pzo_N^v$ zfqNnmQbVTK(?5l6r}rBGEW8Ej5oQW!=NzyKN>v-Vo*SNAO<^x66~$+R(vIR;CzTd> zftg)G_@+Wr93M~%e@rK@#FWuS29=JnlxjTdK`+(}T^5;>2tdhTs6-0HGstctbcG>z zyn4+3E6;Sd!P!f$^rW8|Quk4tY7tocIgNj;o;wDylIc`IzOL_Dw^N!o$LplbPBiSL zQTny=gOOG1eLaSVCzA6pT+OzDRWaH~K8I%wSe|)*u#LWiQRc+h5GDrrazB+13GwZ} z4_|s!Z7CoMhYju#CFYa)38$ucMnl*neu5{v&@aCI0EVn?2v*?T^so_)K7MEnOaZ53vN)Iw|;VJDhRlY(xSc^4VJw}Ix4?OM}oK_bITI(Y%elS$;=59wK zwV`;Q_Uo}>_m(&UMtD^4gPo6!#>uKtFrnNKhFz|{ek0`p{LlVWpv+))_==8e(Z;{< z!DrO1pC&0C>b_Jw{v77yJ!y?vrc@-50K%PszPDkke6G|C#E6y!4K;JI#9WPxx1c}U z4wyAt_3gguWK7UB;`UiOpBZB3fEWTIW*LkjSXYY^ZQ}jYkd`eE&)}DR38I6b=WtcZ z2Tlb)4vF`bq*Jv9Y~6v$<1K{a|6YCXVjgydLX1?%uB7>K>dw(;eN#WtxZ_8?F-yd= zOSEbhK2u!ruZ#tCT|za^rRxpIsSmAJig#N3JMrH6qw;Sbw(d*j|-E>iLz#EM|qRR$5YwanzKw zvJuWB2VZ|IcG;**v@0jtVm)Apzv|%k06&F=@aK3{2$a|8{I)Z59!X53W|$*`erC8B z{`rXpw#%D|W@Vu0cNGl#&7CX@+}yCj>W~rq%92X%ce_svs2^ICgLIZmzkgx;Jta!m zum63y>J@+O-!ANWu1)0eI`9)Z zXo}gwtDYTlajQd|k^;*(i-vl_ew%zXfyUNUz1~R6`pFa{gwa!Pn2Z@<}ERnGPOLcmumeSDb2k8hZ$_ zAXjvAU;eUXd|aNKjP%&HEg}7fn}U@!2d@PR^0;k=Vr;I1$U-3TGhh z#qoioK$7K{KFM^$mSLh^9|wL?z>Yge?{SG`tDnJ0;ry&BUbW%rM2kzSUD7{!{{QY!zLPj_U;~e0*Gp0gj)O4YgtEA z``O_g=WAQ+G%eT9$=j0I@}yR7P?=m!rpOeOTb81$$QQQhii9*GK+|x^gvA3U@jlJQ zo=V(27I|^HE{08oG-VjKrBCUCQ9dubfj2YV9xltoQA8wtYB}jC==$N0r}jdf1tX!3 zXs_S4^)rSQ4kMm5jb`48^RwWl?0ucdT8Y#as0p>XU1GLr z!rJ(|pA&I=#0 zmJogNQR6;*l2}mrbaF9lCPsljGed6MfW8``s&ayMrw+hJ4OY)qDiKEM<_xQbcdBX% zE^A9J5pY=$r!ql`yPFBee<2IYpa87##&0vbFu5rum0*qi0sdM_!I1jO5`Wg*Gl(s9 zi^v;>T_d#(?*~W9Yj9%23f+M3X)bh9^5Sz5%q~sx7LF``h?PX`iIIf}V5M!yf^8d3&v5Z6ng(%FJavgs3-6LU8?x^z-EBx(f3TP=TX zrmTjXMeC3u1C0SfrDjBPF8*hUDs;3!?3_svijzO5u#z>{;d=3A%%E54in^tYC?h6Z z{Q8bi)MTKJa4A>Q+s^0?4t2@+^(XpB5F0c4!~Ib;EhPq=!Tw8<*GijGurG} zPblKYxwNl)rn7g@G4>cr(m(2j4mA5h{I|QSa(VEzzgJw}O4N3ol zBz&z%A#9FY#_xPMXu-vSj59IQjfHD|qqbgyS~jjRZ)`EqV(}|*VjzI_iX{)qGD_|| z5HtY3ilv~i+y3Tt8?LXc`kWjWZOm4^I>%ou*6;2XHfcRocD>$iR^lteU3=|SHK)Q2>Zg~ zo%a|iJIIc==zNjl7mSZsGzXa$tGsE-9vfe9WeH(U|iCKi27&J&DNWn#4QdzLhG7q+#^go8iy*_wLCh$uZ0h|)tzDAIdE z5;{U6CA9B+dhWx0xR3W~9%k*e_L@EaHT$>!qkiSwOhg-iE?Rj-^IiQt)Lg`=N7&yr z9bvt%8en#ETv{^70d+@M{V7h0SSClLFJ0atF1{{3k3IjyLpZqI_K_N(=n7Y0x#IqD0fL&+@EMq2cp>B1z$U&j+x7*&|OPw`P{hnr+GS z*99)q6`|KL78659Du+G`x_|u^S5MMWz0wOW-qB@Lb+4kUM?ek=n zJ{yT+?^;@A{#q;N!R>DUoiDL>>dXr^-|nu6tP=uuI%e&^_&~L-zobp)HjyegGn|9Tzb!PXlWeA#zE16ivtgajVRx$nziFR?VNnwf@JB~n!p zQn5P5lGZ&_QGERHeSbmzQS`u-3Ahrp9YcleIR<|m0Bl60MEL=~#PQ6+W?u_u9%p&i zr&ZgB@W{aeA7`8Q?A-d{LC9j348T-_qg{r1t;?U_MS7}1_MO&}Kd9kkj=W^>V(*TcCOx(nKhE(sq zELY2(7Bk9&fDRQ*P{I{=!?Pmj5{wqB&7`ZwLKKH%-W4kWm zntLq8ZH1zS7In|aBRR-W_k9>Lk?Kuftfu3SB!Hcl{=D*5ciG>~`}5XQ7x&itbk#tb zyG_9mEcC@7&Opeu&SY#|xU)g2)6rzSz#5PdO>t;0zX&(*E5t+6dxw0Tg;;i{mEJ({ z<_!D@{Y6<{Z`rY0xOpX2O~*tm^3!m$sly8n@^r#byc>_9Y?=&R`Y724_-PQ;YG%`zF}f1xtx>IP5(r+hCjOm_E*pHN&*cH;W5yr4Xd3|(_ArrXOH}D6 zZw^!nns*6$P7H#}%Pu5n``P^C$9mK@yox3Z^#sf6(#46v-fXyT08-P<=s{4NMgjJN z3N}afXSgARF*81@>JC0bv(1s$x<3^QLN#8^tB<*Il8H$U~f(^~NNP z(6h4=_28qd;*8jwGD}!9V=or7EOj4mDA++g-r9f8df&%eU+aCuDUK6rD4*!9JM>u?P$z* zqLBg_pC4-IJMRgcwLoPO82+>ojdP3O-IuZBQaxZ|?oMhX&g;i#Yk>u5>Ydx-4K(Mk zYZ)%z;|16l7eY=yf|sGfn-bzT(48qcPX1)i=W&v}&=$p< zZSR)40oi=PlXAqJiLL*WsA9QiUV9aKHv)rb?|JkqA5am;)us+eLo0(fFfVDEtzYZNcpLXkRERLT$IBpaoq% zB~})Dlcg$|k?`MCJLHrY^4CCBBb$~7e9+A{kE+Z!uCN0&^pnvbQZW`$akGH=wY zDiRMfjAjlK-RKw<%pZDLer(`Jh#TrUbSn{=(v{50w=Ixe<Hi<4uzhOvw znTEYx%gSuvWEP%rF%D&ytUv$$r-;-S1Ga6uO{e0Jp<3kh7C?EXasIL@hHj5qj%u>iGGB zymQa>rSWM1f!B5^)ze~Ei58}4==v{;xDhJXV#Ln2mGfuMpthc`_4clpVA#Uv2kZ>X zvC26cpK}g*Qdv@UrJKUVkx9?gb1TTN1f<{v;8~6T&8sWsw&J}wtx||!PW|cDG0j-T zm4BJDDjcC}Fxc4rlWA5sQ59B0xM1D$p8oUCC$3ebj)j@3P)1dxB=*r4O_vT!n5S1-YqL3HRl94BsF#_=nFdidK1)_^jSA zoPN)s+aGfmABup zdfFwy!=8KYZ%*n^wL+6$6ebXnYf6gx`a|y~RJ(>v}X(iedO%2j|(|1m_B7k*sW(M*)Vl+ibj&0z`26fWvBy0e%ia{lqCM0({k%l1A0?Q{ zINh=3`XeGl;KwXA$%H;gjK2A_kWb|AINtNs54UTF5ZNVJn;cK+4-3{f!n;OF!S)6R z1nqClYEEI5YJ-(#3klciFZmZAg8j2FnO1aTlHId#8Rw;=I_yeo-mnLkR`n-&<;0`RlB9?N@XQQww12_9Max`5fM6idy^ zamw=DGt`)iTk-C5G^6!~SvQcp@gVgpNH^Tp=46OS@k;^!por`hmw*py4AOW z2v6EY>eTZlWi*kdMPE3M5k2;9G&R%$`vnK3NZz*j?ZYF~6KRErS8+CY0kB+g9|2&N3!-m0)cDVl8*L=_fPs9QFaK6e(I%xxO06`a$+{fB6&9IGZV3~ptwcPh zi!FY-^CoPF^PLx0zBvUVGAHY_uokL)J^f|!mgRfaX3$C-!1g2)jSx>)(`7+MJ}x1K z%u4URx&%7KxJXrhQ}0=Sbro)x0DW{Qes4!+XZ=Ni$gK#K+v6%?%%$Kd^AHiQyECQ} zo2=>hq1e92_jhhWlfU@sSfc&mvXs~F4!1Hw<7+W82(~!{bB}oIx5xRu+3cR(;OHSM zF*t^Bsg>s4bv-7Vtur4h`gS+*IyX`PD0i=k7Zxx&9Q{o-T@n9XE!

    Q@r~NbGGzwjg={vH%+v(6Fg*^g(@yO4`u)5+ zbcwQqAAfX?R90zodJ+AlT?<)NF{Zj#(>(tw%n|ES=Lrd^o`Xg0W&D@h>}Hq%5DtEl zHpq_;1$kMzne`Bo{%Z92yK3~EX%&Sl)_F_lVwN*&EubH4X%*3<4vjJ(mbLSUr1ZPE zd2E|Ji6>H*&sak9AeiHz2Plu)`7<371A7)TC4nVZj$9jb`LRbl9Ew^SNg!@;rJW%asnhnB)b;4$kU;ihe=Qr}DImjTfT61JK;VUK*E~Hey@RHk&2U|2`Nv z4U+M<6WGK;Yqri|MI~bI-5cDPm7JKHM~Eb%FmFRVV%%m!9ZUFEX==|^izywvW##|< zbjXoKZFBDfSO1Z%w!d%_-WC@j?eIz5kdC-OeL9$zt7ODXc_!Xc=TXi{vhRPLuzQ)m z<;ec40o$~$yXWyc)g~Xdt!=;Vr^Zbk!Q7w@kc@|Krby|7o5wkoh!h!8Wd|UnCx9)x zBQtmIo*Vfgcb~#+3|F{``%g=NhbCmHXklvQU()5}vw`*^@RxVw#$^qomFMaf^4AAW zy`S{$P#K8LZ|~Egd`u#kzYqYnH}{cD&U^hOXt)9kU^SZ`_kQ|*bEm!Fg_I|-4xC{) z8H1O#U3Ss~1|)rrB^(d*#j*eKnjccO-<>}^9rbRY?)fkAco;J_@Rey?fOTSXg4h#_ z^vGR(JgGxQYY-3Ut=8%x%Oc z$5ZRi_b^Uj2Ho~^H|7bX!tNRG>j)XLT40;CTM7si7h0?~p-xviqzweP(si2Tes_Mi z{nd0%F4rVgrE&Fk>lm(ZcISJIaLe)C1e+AKbqHOY-&aSa#qWBuQTBHYAsdI{Csd8} zNL2@qpJwsT2d0)4AYhG3kG9qTK{!*%=b%ZLL~9LhVI`?K+MYjkTE%^jYqfLG@6!Fy zpaQb7NXFWAk<_u{owDzeH9dDb-8Br~;2zNsIe;&-hk!gw_nb#}DP93!7vWzRNjMiz z`?$z6(6V!olAbl>=Wwy`CyEbhz9NZ~VW@ckUXHuAG9bMtG*NB(<9ID{$ISx2&$BmG z>mjvHHFP6~sU+b{NXxlt%yZPqGMbOHz0dRCCX3G%pSC9e)>+!~2f4Enqys}gyNW7( z0BjVV!8r>II-M87zF%eiSgO0RN`eD|oq1v5<4Is(p*#w)muawiI%$JTtQpn*)s`Kt zn*8cmC%+V%owIl`Gww1_3a%+Zs6#*oTMk=GKJqDRi4lT)gyKY_Y>G>xLet&JT69!> zsp!*cPi6N&uBfU|mqUJIe_}>Zv+LvUR2lMv9n!aJ)$VD`hS&N?ju1<~(O~}?ve$uj z(ecI2P$QR$-}wWqd2R(?E~ONPVykS`a==Rgt;5yCNNsM)gD0D3i6N?RDb^LiF{R&E z+WUHPMcFH_XViaccnhDq>G?pmdhG;ozTMaP?T3tkx@{TQBbmxSJO}iYk*Zj@(LRA@(4`{zW*!0KhV<$hWLL6 zaKZ}T{TsmZzX3s>FbzAekWin%fD={_0~rNb<;$mBxYYmMKVhtI0r{kN@6rDNP)i30 z(=5WC_8|fQt1topP)h>@6aWYS2mmZ#!At-E00000000Vz0sspDAOL!GZF)5>X>fUN zVpUWP00(s$5nFZ{5nFW`5nFY53jhHG=mP)%1n2_*0KB_bkNeJ^-g!T-;)i4SO2&wp z(%v!Woar_UCNXDH42IwPR{zhL84v8mV%LBhtqvl)SXJNfd>)DY-~Q>(-?F0X*1!E< zfBy47{rU6Xz~k@F{MYT83h?aT`ebSI@fiO0pZ+@57h94iTLKRKb@HFTtzDfLYc(GK z`qV$3``01<`t5Ij9s2LTU;q2xhg!#d$%=nm8T|eq{=*+HyNjVN{`ARuU&DA5e>^Sz zgFrC(1Ycf1|Cj|h_YeNhf1J9=>OVuVFXQjIe_i3f{L??i|6eR68^JXGe(mBcvVE(^ z;lF0%K5XD9jQ;;$;4p5*`adsl+_!1p{@UCB^1oj4f9#WO>c*|B(?9jl)kE=bOZ>N= z>V6uR?a#3H)Ac7={|wXr>r(%ZMh*XG_@Don1$cVeKq&q<Vn1Gk*ro=3KryLhiH@-sWt9;Ub}ea`Ak9xHGF|Mk-|b zD8!Te`{>Ha-~g*EGwJs{i~c=NV}4Kk>tR_8b#T93#+;LnA_s7ASxjx1&vu zSd?Ye^+%|gZMXOiL?CNRRBnw?T%wdAJyMWt>IS^jIoxmwojUWUhum#Fe}*|J24b$d z*?U&4goJ!PiC}x|wEWi4ZeEu!dLx{D`y|3E-a3^TvMg52gV~USyXSl*QorG&hV235 z+Z|IdQVNInF>^ZimCnI3e5xj+q;Z9NNO~-L9FpapI@C7p71on%v6Q>wcPDsdHqa2P z&Du`kyae*i*UzYp_rfWBvB&RMi<#L}zo&kOy+!1lG0^gx_TEabXJ@e35on=p5-anoi-|k#S-9VGO}hEyN+ol!OpUG97PgxbD~axKOg_ z5p+}X9iniHmLOcJMBC-gTRwR5^E2pf%TAK59msxgoJgpX)v-=)F-ubzncf8=?)ZX| z+h5$-CpLKX4K5|y;$~(gUM{!vte3lDFOGHkGX!$1ASjkQ`9;6Cj(f66acIRAHAaNE zls9fyB>P7Yr;7SJL`t&^CMj=A6*hmUmh^rP-Go zgOv@jL>^8_d5OT!i}NrwhaCY;tXR-2s5xMFF-YTlDmIsG^^X#nyK@tr=`W$S*P zk6A7$)V6)0NgUG-9Ehfps1@JbaeAuFQ7$oSkYfdS-etPvYEN6f?Oo^27`lnA{~4|k zqRF_4z4-xJOFKyU$4>2Zc43Q{>OI;Efr!QKPTn92H}PcI{>F;*E7M`prsSh;w2git z#MX%T&#;sU%EA{UD6zTo1DwfwFW%lolPWZkmQAP1VvbuDX9t%bD>mS30g_Kx9_qAa zC&bkSGNqnROtPc)zt!`M`5e!Us)`F43Wb^B*Fx}4FgKB5*XgPeBQ45zC^O`IKe2@ zNZo?Pb6!KXa4K1^Rmd^Hr@D^R$(R?sboVKp#|Nf5@0DNA=Vu+u%d8RqYl)yEv9P1o zWbb`CVxsTh^@iJnqRoI;lyvMa3LZWk!w^;*?1LFqdn-Z#vB8SwqdU!;Y2SvgiO9bb-hlMVsGxE4heYYjXWf+vB08%C ziPV(g1);jA{0yIU*&hR*o1Qqxu3{zZ?w#(G$z?lRn!5>eH*Ju%I1#0D@&$vk>s6B4qxu$kcUhNx71;k}-Shr6){FMf1@n9@`gTs#+m zb#W`~7f@o2_3`G@0=hUh75Q#DA%+wk`UHf2ru}>vO-{GGD zA%n$znXuJO-t@>pixqmjdEN8~wI8|gqy3ia{D4@?RNkWsihFu0pVi0i27Rny_<9nm zp&=1s&>#xWgT_7KQ9aJk^8=!B=RL-l7yR_z?7QB-GjviAv3y=r0oS82eOaKQTW22DT~7Mp08~9=AdXQkdI={&Apd# zOdcK|G?-lB<<#>KcaC1{LNi(IKZDu(*%Wq$J4Ap7Vp3#sUw2Asq77PM@L7QeqwWLLz!VD`Gk(WpTQPt zN2};?2Du%~F^0IYvy`RkGWQy%{76Cy)bzop0SqO&kcoKq@qRx!)iQIRv0Nb}X7a;6 zDYkQehQ{#~3B}_F0P;7@bTi4Kp6mh6e!eE>YPz>CdCbOe8Pebi4;g4Obz*16aqaV1 z;q@{%#V)M0stcmfF{5}6o7uHRRfU@I@w3{0(Y-x{k;KO;LwylTmP)CXy$+sa|J11{ z6!g;}(&xdp^26zYhJAM7$uA^L!!D}R+^m_2jNfo*01kObeS3O|P0~S97{OBE6aD_8 zRvOkDzE@h(xU1!NA8besB=cPLYOz7WhPj08&Xm9|+levH>mC4=(WU_nYCjJKU95aP zM+QIA@>3qYRhwYbuZ2ro%Sm)EAb^WFothecNx&Wt!(;kByQc-Tew*=T zfJ5o?qFe!)LqqwdE-hben%7^esd)b$v#5L>TV@K;=>pY`Afkj4IK4A<^6-}pa0RBG zIanz%MFDo3FYPfg=aoikT40$aK$qiZ8$cZ89*eAeTT7mbnm(_>xw2fL4BpTp zIL*E0;muVlpuz6!jt7Cx58ahBioQi}>1f=sFw6g9%}Hlrr>(g}LxZjybK`_@?aCUd z90q**(z(PPLR1u!Px;+~m3~fTgVx){bDz&3)c6bvs6L|QK(%%L?2D|uE_{6G@*NDh zyYK5Lgf8Oeiv>y#pb+H;m+mZ{0XQU;_3aj-@eE4a1zI9=K2t=ZO}+Jv-+OEAj?YtQ&0@(Q+ve%)F{sq0hk0^IgkReKcE`!nC6F4vF{h=xycFaA#-Cx0+ zOz_}7o}eX|kKs|Ng$F`@?=@*zh!l<=D(1@aa*gj=lH%)UIK|vqJzKiDbeJbWTua|4 z`&DlGW>cDhi+4{R9{H4Ric;U|%tE+o?eV)^QQta3vEZfWowvlJl>p(lZ;yzVoLv;# zjb{D=o#Xkk(eblx^cm!h`K)%J5UqXs_e#RP{Wy{ZzHaN0W^aDzkV#7v&;E*?0=x_b zc~t>JWpeI4YYUGd;3+xrzHBxH6tGN=iufxhc$J0Q5VLm^LEA$2ydHJiGvChTD_n`d zI>&wk-O{In;<(3+Wn|t0ni>@JTmTl2@$4S^2(p~0##$Tor5Vo$?Nd>2*flS2q^8y_ zt6=`jom znPs`qbDkR_jgSVh1JJyRHKDam>hf>30oS%H7A&S+`?L!mdq3wl{CwPRo&tg*HLQeDL_HrA3Sc|55u6m;Ik1e*|$Ct;lvdx&g@7 zl!v{{tu_aq3e-n)4LKv~m*uoIXe0(Zay4|$yp&cWQ_gVdO2PM{bLpv+!q1R+_rOgG zIw@TeQsU@KFxqkHyf*QdRCQhY4j?v3=(wv6-PPE$xvTX3qJ|#QSdK@}-^^6kF#>7? zNOc=V-*p=e10{)gMC;H@ovON}L-uS)5M;s8^zewOkqf6AZkf$PK1hPGR3WvL@0ja# z_ub*Q8v@NTpDuoXxl{(CtO6F7YnPD+nR9`ZQLKkt1GsB zM03D7mF9CHulSly0S_1>`sX2Gx%FF0*R7?19Jrj|y{yXyK-90Tt0bIGcxaAuN`_!k z@!AY7!p>>3J%S;sH|OQsz)AsXq0n&T``q{(`(SY7vqmL*y%ZdIbte%ncI5oYLJG?Z zW^>fJlCD>qstP=zXI8u;fMkB`V9tX=g=f*Vgn?+S;C0Hv_ zzR8Ts+>y%7dHw<;i@z_Tci9LuAzwT7lkfY-zHl8hgX0@nOndP?#TlMxkE(hJ9sN+PDUA&OBRA(WbTq6wM4wrZ_!X_$&}c zP_f!fatbp;Q`OIDPxQXGY+RS9=QPW{@#RPvG!B}~c?P4Xcj4@&Q2E8ETN5CBKSq$* zq?L5Q8h2j(0021Yj1L9e&)9KWI=e_vFnE|1Tf`o=CEw7)U@ z3Xh*beruooiC6D(MKmIrazJB(sv}bME0J#(>Y;QBqKlmpY z*B;9+K=l2L)iNM1)c4wJfQc>xopp|HG$~>x6mpnziaFI$57vzr4h(iHLuY8a^3mJ8 zGdYUhKiBb?g!FOMa=2zf1^j|{6ql$n1ZYV-|E}EJN#uYd;H8iphXSBlF7#bT*AgBq zlOVE@;iHrwdDQ2!r;9AnlNhUh#Zx_Y7SwOsN`%%~I z`Q;u2TXUw!>4XfuViZ-FO0$5lnWm%!0CRGSb^xiqk4;xyF*&~WgHECZUNCfUjOztQ zxleqKoK53q0%hm4xr0A@V=(7BA#J}mZ;rTW(5lDzfDb}C$e&>ab`Q48Wy0!wg4}CF zI$r7Mt5XFvKih z?>h%rljHWL&=3En7&JDXvHtL#Vj!r*Vj0AyNreY$oiUJQycFo!Rsv3;!8X4Y*nw{3 zXHXZ<*VaA;iRisy?|7X2;%B5Tl}%zeuzj1FJaS3ny*f3?HTvC?uh5%0OEg-p+5H_t zHlFFhMp}SWAwB5fyJRFK?r|Zt6nPvD%TKn7=ibL0$&xm|ZShG7r)jCqoae{{AqqeA z+|BszL$P6JA`*!I&lJ0@G1 zKW3fniSl*MdxA9?6yn`!jL@*|<zab(VtSp~>(90)gMfEaCeI(f_)d`nRV!nO``rZe8boW8P z{n!{>8E0sztlpeuUXX>hjysWRmXYAKC zZ)T=CKLd7Bc>~ftYoB@yOGOYPmP-pTg~Wt}A%1&K%0Z~(DxD|%b$R`uxHq$>vFN*0 zlP8^?lS%ZpGgk$@7foA#$L!iw8l3l+O4JL_BbvS)LVQNka0}|}7Qf<%RiPWM#}XIA z?R5qg5mtU8VYh83T|gH@%z(Hsg2#g`&U^#rgF&-t_DQJJn@RAA!$+IGiy1dytY1T& zo_*?gGkB7-yc$emg|cGNfQGd>9JKj7U?d3C1OsfWqHmcY9K)oHTZh!=LvnR__&#b# z@cTX0h&SJ3m*^|01-Tr6sD=hctsjTlTJ)rSaTf%t{@pRbj&BM~hmyr9K;DWk1oS3D z!gQahN|Ig^A@kpLL#EOjUA!QqM~y?XOz^^k6=huvZ9Afuj{))x@~@f2CAS( z?O)i`9Ks{fIpTR}=b;U^Xz@V3xU_;!B_1!O1Atk9o~LKe-^dIy|l?5vFj^+TgBbGSE8STJ_r`k34Y#u2DgRdOqv$N%0r?9G;fS$MX{37}fym;HMvDLWWlaXgzJa1OwW~ z%kpin&1>$wn;Mj0kbwfqR*Sh4?Q62RK#sT2JvT;;m{~RDirKr}I2#JtyH<;-L+EFm z(}_itFmyz4sAi_|YWl|)3GFDufIpq+3Fkxp(EZhKX5A0I$b-+JxpA*&9?oR2EmUP? zHgxvW-rLjz_f{=KPk}tsy~i4_B%Xk(yesJWpJ9w{VEvpdr>xH>wjm0>v;FW+&Ikda z(9k2`XH2g2;IYJgbxb#)sG8`zGT+jb&KMlZFz8XkHG##z?eh2cx;85^vw}&QlA=+C zsJb1VN}ZzcWysR+04vAjh2=_>PhUIUaZ1F~u7A`mxkd1Q`l$!DzW6Geg@$s zwl&lJGq`@S;fZ=byjg}PH-C8QZ6Ietj!)W?8B}HKi+tHjs3+LF{GhH4=OK##UxLq@ zzlu6{aQt-2ZiYUAqg3lYAd};hC;C?JB0TEG3W;Ody4h+ER=diKSkn7@uj1!i0Mu^xXPhE2G zUFo@bvpBdSX0-SmrEyx&90ViO0tX(|z_khQ4){i`KpdX&(*m~nCHCH&Xx)MJc%P_}N%^X%UreCCku%ZvpLG;>U?nfa?QH*3x-K1X z#y2=`<;~0%(sXo}xyRMmdcVhC zp4GIHJM|@T4HnmOZ5K^WbLTq8@6t6-%KKW!ZKhE)_bM9z?`Dfeabuo_dmmnH?o5(h}}%N8`CAC8{6}Wjyu3 zkb5n)rX4u($b3;2KyR>y!J#uk60U9%jhF3(LS@bR%`c2a&;)2pL%p5{mE;oICGdw+ z@}f`uJ7()V3e*fj0QZs|DG-c_xZX0p#1jj24njPncXtsmFJwMjcOEH~M&qKy`sFBU#vr0c%v&}0ICl-0>tXY3l`1NdZ+XZCO#scc+bAkV(k z(nq=*bH-?jF3I>6F{BQd7QVZYf`v$@H?gvNP&ogfs(TB;Zc5K z@&%3MwrKo?@cSGf#e8|l0t#xly#@I!sB z15Sjr#X8M8A-+Oi4XVS^B@L_`i+;-66VU8Y1D84NIhATd#}tbVGQ_KN_ZnJuQr3`q z2`zkw*6XrKWe9f>b&+l6+GZL{Q6qQnMj73zGCfZ>WCXuWxfW z;I4`8K#KaaO0Lc>HVS@9rs9YE=_S~nyl^ueD6N`CvdUZXwE3}*vrqR|`SBx>VX3Q4Dxn2p6RTfi;W#nb#b~+M+Wvyh20UQSeD3GS6A+9J znNcdQ9_!2}y1`GwT={;TyWvUEpEz)Zw)TVd_z2AkrkvuXwSDf#LOp^{WnUFY6`(Ti z0qhG>qxelR8=RaF|6@Qr60uag5PQ@2KUvO01vvCui^qbbx`Ni@by=pm3sf{G2^ zu5EhrVH3l3zppl6wj~(ch5o&-#%E@{A)5*fy*N;XQ|>_>RqvoO-er|5bLo?xyIx@FJg1r{JrCAxK3xO`>m%!4TA zdQYb4lSOVWjF5A@o@05cT;q+#RK55^lEMI06Wy;8d~w(-G{fJRLPU3BOUO}NPnpDG zVFbD+4cXo0d6#({dZ^xH-eRhmA9x6xQO)}rGiUZyrWcU+&e)UofkGYKa8OwxeWAQF zT7}nhP>?>h2pUuOgEd>MWzTjcmW;p8j-wgHB3Z=Ag}$|xQ7My@AcGF=XqcSepB=Cf zh-qd?u<3{7ha%in%d-k&tA$EUcL4pvQ|Ha;b?P|ZPb3h$GQ}#Tops%GaxZVsrIK@T z-B?Biq0oTaP2D=6h+4+^K;=#LrS2+N$)=xN6T+d7xyO$56oJWQlURGZsRpvnY?2!- zWKfh`G7;0Mjf6L2|1&7#emu}|%`r*JVFf3}HBKWxfD}6+=9nf$JMB&M*39FY-}m?t zs$Pbf*Y*mQJnS5N{$`FV(b_qKnA)FHdGE^o!gIEnXJG&ClGJ=4KF14d-;k^ZHBFhm zQ(dS+WzaQ-V@Xi4){rtsZ8vq3s#a1dA)|osb4hc7ye}T%CPKVf{E1T^*aJP2#$yTg z2WuE%<+gjagmSppc3CCRj6tSe%v5nUGc0M#oTrfB4QP;%x_n8p6nHkj*UEEc9|XL( z4Rg*+GIVCf7inT}-993)L(7^NbH(nxqE*4KZMU3al%BRDEa@%+;wqq)JaQNpki|=1 zD#}7K(@j|O@h+2HV2gfUa_~-IqVhH(w+75s?zBFpw(y}Yt1PVj&Q=AgjA$1SQ!w`x zr)Ccmz5O|^P?+{d>Z0EZE0q8`k->8@=nnQij|H-!xt>_s!2k6LsNSOBwMQH-7W)V6RTCN&Fgi zb^9b2or8z|72*KkL%jJJgjHGM&w2jdBoz8fh5NAB0RomaTy|iaHu_}nAlcv;xh0Os zcWK3LFIK?4;_Gwgbn8RnN6{WG8Vp9OKo{kDv#mg1v?pETN_!o4;_9wA8WZGD4_Dmvq*G z49JdZ*1{Z{(L4R#x^yFWXMbtarcM%V+Idq7G(@m=u;{?;X7(l#<6Ir@1IBIvPG^Zm zXk)JlqO+y|7>_xn;MKB>>+^Eph7mfCfML9nMLlu(MRC{;@ycq`9N#*y&R(X|n^`911Xr57l+cE_Q>S}Nzz>M`4~=qHCyZ2L8SbeDen6?T?yFgIB0 zONc6SXK$`b_o#Mfy7IN}i974wn(vHNQC)sEhM;|cd)O&WbRGXPq$tgT<$`a3!+&W3NoEMz9`9XW=KxR#R~fSO(peYb3UYi}f5uYH-}v#C)G zd(d{4?fonF?>mVn${}Lm0xQ)PPery&w>2f1Yh?89Bps4#0fI?CcveXiEXs~VcYL{h znfcnj+9KN|MS``%326^>sqU^MLiUxPp`@wn9H-3y#?3o0v13Ni|3a>$mBGoCO;3;> z)pW?tCIgVGE^T#@*i-DKC~H%pBH0NC%&$C%HlSz@c)&?piimzg&sxVhN)fzzT<5&G ztVnCtz92*39P6k8?hn9QM?;EaeIjW<7h@yC28a%w(wQX~}&N06SFkk2bCo`}CaUuqllmu>w=#V0g0+Y9#?n#>sH*MM6XfG+epA z?}@9!hk^PcV!n}GHA}t2%U6L0kI&&KGGhem7q6V=ejH;zG;c^ zuKmhi9ne^{^wv~u&m6!=MiE?2y|4P)ZXb~icX6O#lPewuEdc~W13wPl@0^N5i+z6V zgu*^^A&9W(xO49GwOfIdCCF=+sh>e3Iy6&P1dpH$B>J}My0Mx}LW9r|GxD;>*XdXM zm<~24d3G+7W4}Yb=SdElzFQ|#6X`WGBa`>-&p^9JOR7KvrAcUGv_U-mjJ^4&N62_v z3#cx?Q}F(K;8v#Hxq*a_xk-<=Te9gMEYl0>CD(|;l(2vD$+$+bEpSGXjE~gKrM-8~ z2^W9nD)T6OgxR6Ut*(FWUaRoD5hbI=K;$(rTt^*TYB&Xsv__d5Gpkh@p3vqj{0snh zav;O8{msgIK9%<4)w(&Cy1TtS7EPr%NJ`YeZHDR$PibVCznqw_2IAOdSwW zXSbkMVY=$gj5z5$Z!Y08xXSNvr{LfFdmjSC7Wvzs!a@tW{&-Lyer|@oc|&ldO!2mf zzUT*dPXMm3FZ1LZdmkwMWetR~)P)-67z5v^21qq-siB{N+Pb|g=dc}42p@}Uf{)Lg zAHN0Ed{WTcj;(G&uL4Gx4c$p5)in184Fk@u%j2NmVL*?dTTb56+}$1&uNjH1i&uT{ zCz1#2N2%;ZuwHcnqU-B^!fw6<_;LyB{5wyxd(N}m2{qe~F?TBP$w+{a04(lA0z`f; ziPUEDJHTCqGFVHGJKdWZP^=4;w^j4{+C}gIoh8(f;oT7*dyae9LR%9FJ6LPY8Mro4 zM@hw3`p5>RW&o2=_`Op1eU9%{P?Pl*dxJ925eQo z@8a2peP6ECilAExb&y(*Fy?e|Y<0ceikXL+eiGc47~Q>B>%k!44_~1l#&-O&t{yh#rOOLmS`qQZ~zps<~4*YBykldI|HNSU)JcTjU$Z=q|k2WH$Zp@vBhsj2$ z*Q;&Yj)O)f7ywr(HY>GC3k560a6~xPKLZnSyd*<#nL#AV@S+h7>x!w=E^1WjW;UUy zUfUg+3tNgUUk4}SWY(V6!PtnqCsHt7aPC6N4XWX1z?+&eqTriEZ$K(*=0w20@%6@9 zW(__;G3^>b1n4>PxVkZWxxSnU7LwhB!a)H`8vyZDZpU{8=#~&!b=IK7l~X->01BHH z&H-6clojaFlo5GEw;AM&x3NtY@nXH1;4xqVigN8QkOt5G+=G+ z^AA1lAJVZqOSH_9^l)a8V+Xl2;cD4?w23ut>_b~dL(bEjt8Clk-9-TRi3aCQ_&EX& zK|-ur+k{YzEu%J?h8f&^3M?#MN)!QruhhOaPS*_sKr00w4({)*Dl2@CbB=!2y_=#E zUL42r@1LP>iQLy=6;U|lN{Tzf1&}Fy7-ldq(Wlx{MO@=8Ij`>r zpBho|WvHhVZ=Bv913wyiMNF{Lx%t*PF&|{~sOKFGR3uu1;gzx5qh7yqO;58QZ03_< zOi-MOfCsw>&onSnu^sOy>>eZZonKXT;=is9v~HIegEqN_n_b7t@HXhmWNNgNoVyf$ z)l7%8TuO#mA#zuzGAJXiqR~;czWVywTGrTQICk~{#Kp9m#ffY$zo8n-s<(H#>UgPI z)7qRfwh^bAa+KNA)$BD}vywvXO!Dz#KjQsEtIh`i715pB*U?R|cQb16*OVuZ}{y=PDQB;~3iK!N6J> zofqtM(rW{~*Og@57+`B}9IEf6nRXHD7#wd*Oyy(yVfr9;7Q}nnAJSvK=JVXIkxIBW3BB(cl%SLq`vX7wFzPz#|coa zjTBlEIKFN*XhVBmyYAT+TOG7F5Cz{}23K`CB?@(a#Y0YnE%m8RwE)P(i0+N4-nr+x z5M-6Fk(9jf%P_tI^n zMCGF-rmU^KW^LQNZ0Aa@2WwaAnDH8S94B}COaMh{;69il2kV+xjeGk7Y0VXyj$DoF z%7EwW)J~wBZxBl-g`FHxQp9&zS)QDZ1Mcdn??cD-MD5YZVZ#WR8$&USnSu+x4pYin zJYP&rVjK%^Yg__21VqJkmSmM)?FqY`rt`ddO)@Byvl+{r89?Yf>G#fz4{#s8Ats!? z^I^XGS{!IbgugEeZP|CdG+!ms9LD=FfsbfwLV~g(`P^*;UYoTW0-(?~c7omTZX}}* z_^le7JjGARI{ah$u;lzv zl;RS7w}YeuRd3YsD&U>%Ie$35(Gz1dZ5j41Cj+i!?py|{nu!lx@bepb8M_ASqcOJX zl7{SR9#H7rDvNur|SZ`eDw2scZM2{u&{SWXNd*BOe+W? z!QL6Hq-EW^`UL<%AgZZtl~21wS56IXlJf&-J#7ognny&v!;D<%Vrzpo7o?{XH3-uNr3RzAV$y^lo#HyJ?75LxVVz%wp43y_EzZt3!A29u%HUh*xw}hRdzE^;RgJW4`H7k| zfCk0VnPLRO&t@HA?lJch@Q24u&Tt;caE4H{GV;ru*0N>bbECTAShKj-r=ZcF|Cg^OlK4KZtWib5EOexTVU+ z45=TM|JLkM3NY`Jqjt*p0{IVap9A-Mra?(s_Jc4hl?8sG;1D-70Vpx7jN)&o(6IJu z9BKYmBdk%mC-T_$7zw3Ikc^@jheAKSkzj9}7j~k3Q3lwE(0^GkACPKxAaIZ24#PwY z?sO?k?zmc_y7yUt*Q7blfvyGNqTK%yBO9}pZM5X##>bX3*DF5LUR2!21w0EL{0v9G z<4b=q7Aq#cFxX(9k*z-XTi7%GvZ$35vV4LFxA#QKkRZvpz5$|mDqJRUODx!!Z2K9soOc(0dpP|j4F>DduxDjO;?|+y;hZwLZ8g!9!)|d!afI~IhQD5n zao%1BnSIhjg#1+o=aA*!`)Vv!CS(_R%q_4;MF957U4`%1DT>FaQQ=LlER_|Yz~HP5 zG-e+$^+>H=Z>5~E5GCfO^VU+@4?mm(9HnJcZywZ;G3bo`sp3Y|Hp&p^Oy_F}`Bv+j4?iLj^ZgH zX*$UBfK-}^yEYEGa?~az*G?}@go25_28c4Lw0IHea>+gSFG+*XcL7}^^ zLzZA%p8b$^KCYEwc}b+%h{ro<2EAY*B_E|GC5`EC_e2R)yOOhT5V&5kFW&8xA z=5PtM$R0sV#Sje>Z9)nmXiBJB0^;(Wa}i0EMJ%O>g_b@vz=K)whegF|8c zXPtr}@yUkGBHihcQTrJ%h(gK%29g1%Y)Uc&z96I8zc%XwhYF$xU%)1B{XPg=pX6BW@OOC(xyTKXB14D=tk)2+M5HU=*TcZF5mpglLcBx zKI;LIfhxbWy(~0dr!lpckAw`$f*v{UYIz)@$FHxiuL8oaBKde`A$fKYrngS6*ZcGM z0&B_;R2J)wB+FnA?F~V;#?g)X1on`YDB-#n^GiGsvR*7zp*;6A69lk%DI%tdjl6H2|I1%z--{mxUS7ddjZYI~Q5#TBLGt_9; zd5(c8$cssHIG|8E3(iL*E~phP)uzMxJ;VXWw$wnJ%2?D-wv669VMt?U(MO)vC)^>5hl;V7C~ z+^K9giE|yo1_gK-H?b+V>=|ahvJchvgTs}jjQ|VDJsOAIyB;1?Qi*7onEr3}-gLQ* zCqYVb%WZl-vs(ZvE7y}}%{(V_)w4A#0J{cXaCbH+Z3C^M%jl~)>MW6` zAN=xcRUbx6t>5jhbymTRGc~X=~saby^ zR$6VqohERC8Een{>>XDa*>kGd99Qr;H)<66%Wzo)3<*_kP@aa{#Eh7zkB^K2?UcOMAdtoroGHy4^#VI|9lbuQ$&)(B)0Dlo3QR4f z0b~u}#I3r$XWU|Z5?PwNDrS{ZKhchqh53FvsWOf-+ z81Vo%XA-aOL|Q2oa#}oTXFH0LA=u))>JEBL(^~3XO0SLkcRnMlg?yvl4Jq2;GGSW` zQ|Y-dZfYUhr8;JVl>mFqiDsv~X$6eak)9tjPTy~pDt4VCGL5cP#pQOr-3}$nWdfzc zHL7kZnp=}r7>72g7lbK)cXwARG;(8Hyf--K&Sl#9B50NRV%(|;g2xv1X;;G4e2C|b zIj}Zrv^I#YuFsUHVR&GH3P=ftKA!QqC3kG zjoD0_hHiSvt4KJlYq_q{Q%Z`W&4^;8XS#Bm%Y&c{*;=brsY*3*ewWcZccTt3ukco+ z^a_nKXsQM^p64n=UFEfrvnn!LUdg!AyMkQ+(X|{*^p-B?16y9Ivc3pqUx^lWM>g^e z>aJGeM9#@*cX?Xu+mej-KAMxb&-aBC$EWj6rqx@sm1ehw*XH(WkSgVgZnTzG<<5HK zvHeABsd1f7B_w;9EW@;H(Wm2y%7mx6^csPs#Bm66?92w7TT24b|z zFG*XZ8l7UjL=Aea30MY}!c|8jOVz4DA#csq!mzP4Rd3{hYGHs*UM9d|AF9sCELTTN zWj$=*cWF>j>UN=_s;r0ihK)w-E}M-duBz+4Gc-r)K%Z&W5;z1&j}2Ask7M5&p_T1y z)8m9OS8|Y#F*zO;mW8UFiI;=E;ta_i*<|drqd8%rNrWjcJ6cO^wI5KUySg&S6voSu zK>Li~w>bwSV9w4ieVZQK5&cx1US~;4Fok$37dw4_A&+KMCRbKk!)bBcZW3L+P24T= zrQuYZ<>Yb|4<|U<0I50x!3FDkqub_~me3^Hck6=1F?v+$iL+KU-&LD)6SNh^S`d?T zbug#;#oE&xnGv%ip_ap7Ec zp$AONjPw4SUUU}SK{m|jYrfpF=}w1@stkYEl}%UWsd7+RS)F1mI)y@A3~+KIt#OKPX86p)nYNaFXB4G|K|34tdA*V8 zaa1nvcN)<rE}?`d}Hh^7jTSm#TT9T8L>%%~iy8Gi8!unP{$D=dL&#k3*?3sn%!J zEWr$oqS4MPeJb6r4KuMk@{D#%?s#3UhmU&-I$@?504uHs+-}7$PrMn)1cQDZFU%=c6Zje6n@;BN$Q^b^i#4%u z@KqsIcciQd27<-WCb^J(%d2_zEJ&w+hWy4fL8RSGdER{;x@kp4c#eAkVr0ty2 zS@EDEW%KPi*URCBNlT|qd{T+;4U->oB@a|6VVFhQD+Qg;db3i1fY`sA8LRQM)G~1v zY#V3L9V&%5H(pS=+$3O@@h8%k~`u5)jzNd^PU*MM)WP z1GSSGW;5eEa%Saoqo_YBX;EM3_3QO^$Xa!+!dhN;zHB$T(Oqpkt(wizdNAl0hgw^u z0pBw1g*h;IceK9i>dm`Bv!G@zRUH_{-O4pfzUAA?EAoB%-P^)5mc& z?{jf^;)`Y-m<@{d@>4UsTwWPfn+UUoIJ9MEJ_MEE}Vn0);ry|zKOQn0GDV7yW?s9b4U0XSy9&$vj zHR~)olu`-_uM^JeM7wmCvRNvhs)^asj6leFwf^SvU zl%n8n#EJD~9Lm|eNao5cHxve$4nH&QvZi7dOz7aWNb^*lja!aZSdNZQTWo zuY?&NY8zIaoL9kf>>PyMBqI>c6y|J^R|gfxh3U-pCpltJX=a3~4`@q_SG9J@%iehk zZD}}HE{o%k?97JJYzlULXP|sPxttrQ{k|_wRMrAgoKcGW3-RWnXh3Lp5V{FfWfvXj>&`1rc zE>-XwjMg=))9T1;5bc`9I5yY|A{Vcli-{``YoP-cyb~+AFv_` z&bVO_HGps4P`$w{#&ZR?-2z?DWbB^OY*hqweh8_#oF>NoJYKalf$C@Mbd>c51~g6O zDsi--R`xO~@aM)yY5BN{@ZIcz&f|H(hdx4>@sM<;0*l(yB%d4sdpPt0Ycg4Q1%HwuNS+x1NS`CLwN+a*eF?m<#)!b-gN`2r}LwgEJ z46vTe5XBT%?wCri$@Pgbn<_LKoS>@Ya;{peWe!)wL?VZrOqQeGR5fwZDU@WgxfsP_ z>_nrXm!pT{2`jF2qA)_y5DHlP(?M$9R>hI3tyYq*ShzAYd(hj}Vw@Z2E1g9<2Nt<9 z7!YNf=7nZvHL6zzdUMvG8b+=n$)UyJI$(&Sq=ZtO&!^{&2Cp=8(_*%6Efy4Ou?x;t zXuXDWi`KO3bPB+48Y{dx7(@}3ZDeeZ?P{u*ZE^UztVXguKz{hfx}l8YmOWPR6)!d# zW4oD)sH%Gh%^RuOZ0MJQo@-aAkm9_8EKYNGWtNp)fUq-A(nXYCL5%~JPaPpk#VrDkRk5aD^BGjf?cH+)6UFWK*wt|Nmb@1 z)5-V1q6Aab8aIdm_sKu z$Z=Ke(W~@$!W$J~V2?l#iHw2A2n%J9RSgETT|8{1^LZDDH=m znpyb%nkr2Upm=p)SEP(JvNPgci^^Ar#^TSCXeca&{J5+}t2hcp-_Ss04|uzA zX9zh})%2x5W1)|#sumj{E>*j%LXSB3r7qB#fBudU!x623It}SXV^W5Z4hF?|HgY64 z7xRjj8TQLH+puwd1O@_Co%>;L+-MXEnw2%8WxZC9px!FZSX{2GYFx#M%U}+)x=U+_ z{CnY{$whpdRhMxWAlI-%au&OK)gBC#AWh!AeY-yl7Q=q}hts9A@6cbUh~Dz;{SR3jzdv6C`ddoMV(CFP=GknnBS4;|=UMKXbUF;f+sO1i zpOk8^V|oLI zpU%GiVVm;q6u=hf^~MQ=f2{W+Z)qC0n!?|TiVHcS+nMPPVTfZzluV5CFnrBQvdq#M zhG1#@r+wv{?~mIyo<8^X!O6G#0-FPD_b1(M%1iG71%1ssI`8(0gN9|t)UjRvw|&R9 z=L#PW;c)2iaq8u(qj`IEvqc*~nwuSN0A^hMDu)t3dBX3*5&x*@3(WN*O#&2xmKTcg z2IG9sy#L_{?f*}BI^Zp!t$u58o}_c$t)->;T!zaKg2+-NDG_{@%~4W@$z&v2&XP=) zx?wWJ4UYc1wSZ^+0O*Lwq~dUfih)3t3|`|r@BWAMPyal?c^VuznafZdD+;*GP+5`9 zGCZ3VL|Vv6EX`)fN8s4OnN8sQ{|DggMnpfr9K`W_OEWp~HdItamqdlTHJwEoJz3}} zEg5M#O_S+1jOBg(y|q6t`xYHHy@$^s{pCUCH^2D})>9-WbmIs+bQIGRLovhX+}Y*V z*ux3G!H68q9_QdJ&H>gbo1VFFI9U;51FAR0&%gil2O&1$K{T-pjwd-(Q~&Fq9ZAJ5 z9TU_+MbaS4=RbY=Pt4>UF81GGB#y1&w#s^@c> z5}P4sNLb9lYuyw+{Q+|o&47NWfBkd#@}^*SO8#L6{Bxi$MyiJSNnY+a@6lXvZ_X7Y zZn42`GW-<=vchoVPk+Q>Of@xWWkfo_T9H&>47Vqx=A6m9fFAzp22(wlCJxg$-BLLK ztp#xY{Cf@{3pE)W7DlVje-ae`w1$D@aH075f8JmMpqOW3E6Me+5DKEq;jX^ZLX+t8 zpEPBKxzWPlKK~x(`TsSzg=31*|N0;Q52pD%N>MonJ>I^&>8$vMDy%q!j8Vu5E9Kmr z>@x9+Won#boS(Ui3v6*2Utw>t`+H52z5DwQ*ipWFUIJ$JfpZ)#`uM@oJ|2M)!+r~e zkm}>;9~NSSUBuW=C}jx%c#mIvgx~PDFYuZ;E)ZJQ?Z@MmBtzV`bDZiRW#JaPxH#AO z1)^ru?At@L>-RX8LW2=a&rN=9UKs25#>LH#yp#UvX!M8PBGj>*zy5h~fa;^%sP4BI zadC_N!W#?df56QVq9pHd;XS%R;_~VUA<)O+W{F!z=mCS(-CN&+{z;b~Udg86-MUIF zy@KvDAFs|$2l}uy?^ae8z9U`27b@`fGJ8W`U7coI0~~*TP29Y`C8-lwfYCr?|8|rX9$+}$MU=d^u-%<~9a0o^y+d|+jAHBPEEya-BpI;>e^6K5K zD|zpe_Ag%ZrjplR)6ir1a|RF-LT~5Q5hHkYbDHzyZymk8OmG&zx`7A5 z1e4Q!yKU~-a)|9gSsE;$6pc!wgk5=4mSF&(ODKlt0_GrUOK68=o~squr5Rd|X}NDj zMer_@=baw<`X@lTXUC8D%;lGju;*DB^J`wdA{k(mqoN)7F2iV@oq7I)6mXiKyjy4{ z&uJLSioH58wO5$pVld$tFhW2babNPGp?p%U=Wv3=13e!Z_CMVFI8N|C)?6-y?*0_&4139=p^{P>UQ%kPHtKI86h+$n~zywM6PaDpq3mzg7%@ z%xi*qEyx5fkc7-j8RDly`-*`b$}#$nx+(ga^wS|NqXX;OWxqF$8$l!f2_ue2xUWn< z7F37w$JL%qy*iuvDDkK#XJP#q0`%()E{J$erf6B9o`%4=em?~T0yVU0n>bW>+zY_e z$1lDwY~Fk`#13;up3EKk+h;$J-P!tYA2+a5IleakMl<<_@qaj*dZgHV0X`@5OfYA2 zfBarp`4~m0a~*lMmZQR%Q}%!M8|-Uk^`^de z2SwotBj?n>d3l!m;m*5cZOIjuXsPs^lD1h>OqL6e7XCJ?q%U%n?{s7_=R$)R80g&R z-*bk-J+W*way^*;kaIi}t=E7GEX1Gw;Hl^)$DLAsfnA1@>X{CPCu=jBBE)=zX{L*E z@tWeQCWc>~F7cE!4pX_$e-WhxGVJ3>g?@-Wc5%7>-G@u%>Lb`)n;%yfH<$>yFO;{$ z&3577M!z`Km#?udkJ{aJ_0xau)}x@HxvA*lfkAz-djW>r;&MBf-+dT<-1gvVo9_Dh z`wy$P_{ZOUFh1@VELQ9Ht6c{lb!HN&ropZD%aNS0`t-;D{;!Z*V3%GT-eO0q#h3#+ z+53mq{>8la2K8Xmt3#&_Fek9r7;&{n7I=dn_xPyt*N6!Y(@9i zMMeO`FTuyJz?d@#L+)N;`_!+-(XT|&(*|FkZSh4SEzFtZ`k((}v*Q$Erf8X=B8i5A zc9jqV|MbTfhOuYmy(W1P1_R*4v)g*}B*UBINmmTdSA=L~pmLT27#khG20Zq{2q2<> zogyKao^Ewq@9AAcdvUt?`7Z{y-B~mNjLBA?^65WsFiu;TPUPvEy`h*_pqznf2F2m? zek;?V*jFFA6lk~hp)SS~54s>8S$*k-hqoh@$LrZ#uRxLfWs>p#By~+0J zkC>}0bW;&I%>aXJ#i{1u)xNzi8)z?Dq2>fn3Am(7Fg5}GaKBEqW^UMXl(OgAeR+`iT4&#r}(8|4DuI{=q8bc_riJDU(Ml+Z^Ud z3rBKSyLDymWp($+NdP(uU3|d~0=pQLEku6rj+n3)o zAv>J#f%y1A|9EJR`1m{Ye0kEN-46ciy%)jn$n$%1*I3WQ%*1&B#_uDq27?2^gB_Z_ zxWVEOZQMoJpjvv_n>`#RhCbR<1Y$U%4s)RZGZSLt7g5O9p}D#ECqVN(l)$_^p!^<8 z--7mFe{z>kqd&^kyCnXv_01lio+Sv$fQhseNO0ol^Iu>duQnU3n^+&oHa1~6M+l1j z_U&)6*Uys2&s#dUzlT9?`m^=3*;j(1fw15H7E585#Ooc|B>Ca_T#2i9o3NmLm;N`Q zuuzdS^Y2Ate^)7_`{#3{RcJiqf7D#A5WqQpCsnT zTeC+tOi$)uKT{i+ORMYaFL5sDoQgX4?fgr9$c=VYJ1@iDjAfHmka3|c(qW@FXLI&i{ zbh*BXPJ(YAMBED6M~rwFXZsObzl}C{h(8XgJr1PZhR;5QXD576J|)0JGv18t0=oo6 zkQSz+aGJqk=M;z&&>xB-SFB^Qdq8#DM>TmwykZNL4_msrQ4@lDOp)8#Uz%U(HCA;v zQ9&_QCsezIpGj6hu*A^43r}3&qzb5ZqOI zb%kw{-mgx@*I9&V0Z)qb2t&s?xSk3;BXL?=fn^oxCtOHJZ0Kc84$`tr5umlp=G83+ixG_dRx*?{uz`ppN%#WIDWV zagpR4SwkpKyVZMP%Y;W3k6{om*wV>6!cy@h)dRS1rtCc18z>Smu-$BOn{94%n#+OK zZn5J6U1tGI6vdrv>rMQalkgZokm!W4JKRc$Km8E}%OEzo)k~#>1U6+8t^?x40UANb zrC^Ise{?ML$4I~3Uftn5`qLCslwot$>kygFq^}wf-aG|SH25QE-!a30v z5T@!#pZ}yG=pZkB1kohg37vqmXL^WS&;dy3L?SdXFAGQr?H-}i$^3HI<$GC@MA>uz zP~!Wu8y{eJbBXOIa>(!E81NgkIcfkBl9+)Npw|vC5z@ehM{57ELA*#6$@^PXzp^Vxl;A``1qu5_!$&1%e^-=36W9ra=mb^?f_N&_$r`n#d zJo1IIyz9Lu(8U)1$+4DbH_%yU zn*-KR6cwn3pj3*W{BEd_(-lk%|N3W0-_Yqp&~7;$Fi8*t0NP{vL=%-9;05}^{yhq2 zeB9`kwO;HA>H?(2#i0`DE;6na{c@iJnUJ2MOD=Zw0)4?iEv;hLk*-i_RB*w-v0hRPf z+8jqDA)_aOzas6X>w@@)LibyE!}WD@x2y$f%k}k}BtF|G2$-B zPDH^z=-@)tzumICPk;FD|2mi&i8CV>CWa;-Au(y)?yZkw4uq=YULFmY+t@`3d&IC| z?4U|YTTN0&3If0ja>FRMZko|eGTwvJCI>tLIqMoOwp1+1;Y}?$FY;sx+U5eP(i5%1 zlRp0iQw$&m6)ZLAh_|V-FSSNshD)3pZGXdbn!fkqj5X>OYfBz*31m@P+#-Qo2tuJKe()x(t~R0SFxhM1$ao^dbGfVPFw}9%bRHUe3Sqn;lL<#5iPZ8(&zuVU2ZeZ zt+&0jQ5H?i-O}6kG*g&o9xR_2aWQkV2Ddn@|7?s4#OgP@K+*Bq;(lFOMsg&PU?}`` zwFkn5j5MN+UdrvPPM{oU;9`C8tI*FkZhf1=(iDx|4#X2H6xY|geAm~AQG@WkNyMQW zN4#q8g8Mh{Jsi@pgGv}Lv`>E&B^_l%k?@FwIA`IbNd)A2>TuNUQoERd`y+g>H#UH# z=)k#N3?3Os8!OP-00;4~J$T^ZY24aU@_qyGa)(HV-5>dQ zD`@?mI9;1~KC^LHP|k4EP@b3OQ&M|?&Z2#NNek*`dVBkYRKn5 zpe>B&jUJWU^$Aq1YSjHGWHH zb6JXJb2*mGWHK~!IDG>Zf(%5CVF)5eQDlb5WQi=D6nk9PnVhJuO;uk$!+U$lB(g!z zVd-zM*5=^n#4BNQ_~YSihz<}TZ(dXI|GQItY;&#%`R;tBPpCL(wd5@p{*1r7Uc(3A zc=$7ceiNJD$JHTSfVjo6GMf$}7o2_+|xsvj8q6``KaSaG(FO zxrq+7>B-u3mVb2X*{O8HyK zwI6JRDTZu1Nto6420jVfIcp{kpgxA2KhSP?;!6;RFdWs5kuN#&LyUFgIRB z^29$6_4n!q>SK=Lq`3l*MbT15>m-St&e;MjM_)qwSu^lP4;9 z;*T@($NBhuwyUS2bq;#pgTR#p+_Iu7PpEycHvc^y^`mTbJ!1V8^n2hmcxr%Si4TV zVz#^sNMTPf|Nhh*CQJSM=*5j!-pA9}ynlbNG4TGwv47yh%r6Zj$?8A0bu0JJa=$0y zYo!px0rJjA%vFWaC6buisFb^-=CSy9+WXa3vac>)qm{l55rG)p`$1wC+6B_Vluv(H zpj&G(*W`gO?JEZJ%F*>)5^bf zXcwEq%0>V4U$~n`^AStP2}ngThA2WpP!iwF*pWnEMc$YRluuNOZ|{e8=tXkB3^Wc{ zcC)EFIZmDb^vC4(S=|&26Wd&=0EXeOq)L3lB$Ut>g2=)0j@p0GX2lZyI9`5j;yRbT$uNQ}c z`JKA`k1`OxeytMitf6SJ2e)=5=OjFJ_5AhqWU~Q>F0@H*6btt*ufYsbM7%jYAueerf1vUC~mA}EfC zpF;gBY}ohV;;}ukp}>O+)aPvnw+?9+r#appbA=@39A{V@k?1z0A>MqS^eBURbZ$)? z37J2N{sDpjn$~OLruCZKL6X=*^0#M1WMT%R<=5>S z68T`iuxU66)TCbMe(8x+LW@B0K{kQ)wB;qA{%~%7dOIg!4pThILCojmEIlMbj>4m{ z=hj}d?NLBS0l`-nnD2#u{j&pIGLd$V&SBcc)Jez=*xpUKF-nq3OIwb0T50LPd7)Ah zZ49GTEtk{LqForF=&~d{1hGjUdB?=t;1ARC(Qnf*_aAv7YBMv!u3Gn zxe4iEm+yJb6PE9pfbL z_}JJKIXY(uRqvgO{(n2et2dBO?#kQzOdYTGpfhp4)Y8d<^OJXJzB%Ad(%9xFqW;a* za@*!#7z23L1?!8O8V6kw@ExtiVn}Z7;>FD5+B6ON4tUGrx7c)wg%6hRiCmV!N?f3b zSl`zrZ3*o72CGV@EIU$!)fB@s4ZxB^kfhzfZc*Dti-HHa`#2@a9tNlJ23_GudWxJ4Dph}UD@QsP9+ zbKaPS7QGgh3gDKv#6CPKgZ@yvuL0K<#v3dNkodPp**>16d_~J&(-sQy_(e_eriivd zo^CCWK=~0kZP%h_T3>4L$MhNK{^$VLD%fp>3y0GCd_iS0MOd$CQ$Pf8QJ(!{PbyUj;$OJ|-by{(zq7J|~mwmK&HCQnM^ z4@y(J()6x0dD0mm#AixxYX&;Owz=tT0=?}k`%Gzi*EYT@&7QPPY)7y!y`R&~_s4Bj zPixB$^yPhl2acGV^3r=pa((T1@%wqtM~gE=&OKN(t|Or9e_Z63_iB$*uWqncJFG&# zcX+k?y-luio^MF%tE1fz&sqHK^&R8tais_r$zsTfxxN|7tpf_qd%+DZUnx-h7Jflh zzAK?#yxk4&!M#DZoMmazrN-&J$YJX@8=u6DGa~vVlTQjh2~3gUXXYLD_U)#FuQwfh zg-Mz#VWwe8&#z@U4)XpoAc?1IlTJpWiU=ewlqm;=iVS^?e+Ke+Cl4wrnS1 zISIc3W^>{ajP0`#Ti%i|7T_vpvn7lqVIm0!A)m}fZ@EQMFL{fd&6co+ge@dI0T{v) zwe9FXsSPOq-KkqM%J;bB!xa2)P5BnTXZ;2<-dmdQz9#@56Z8x?&6nI;cga~t%QXhN zdTp2UHAWoXOpVi$Kfk%b@HfUgAi$)KOVq{@4NNzexapkdC~I`DsbCrc=Sc>-X$w7@ zhU8wNQb0O4*wnZ>P|``A+uj^iJv*uTL7$9wC&h`gCqQo8hNp-GA2}1xlGI;FnZ!Sc zG9}0P8!2<-D#ijEN``AX70nDWo)c8bNS41&(Cp^>bA>W;G{=ZEaV%_qAZR=d|FECm zKKu6$@Dz99Lo;0$#ON(WXL9h!3Bnto6NX_nBKo-MO@rijYLLw4zOF&)do@TfnXhUv z^PL(bGHmv%8l=BdgLoEazp6pzdo@VXUpGSbyEKU3<`|m!ss^*)t3l!`N0|Fg4Q5$} z_^Jj8{Cl-X(NAE_GaT&fy76P1>qk{`K;0BLO+%c~y{##(mz>7tVfdPrWSJpzB%2fQ zpT1t_-^z)d zA}gRz++ed`syL9prsD9Gs1If=#V}bw?p%h>(m2JE-+6!o+Lt z@@HV^H=yd{Nle)dS`xScZ5}_;4N=4%py91&YCy=BS6~3b|1WKej=6n&0sYI`628Wo zC|>4p$iJk`;EJERQLlia`M;D@uZsE0&!udSx=w^oFHVVsNZ>V1^a z@O3LfFAeL_JBKqwQ$NSDwiyy`e^vq@Ah?pZmjSu~G;%iQFBL2|SP57#Kdy)l_N2OU>@`I_3ZN8s(m!~56K;vLj+ znOxu}n+^s)KzL*8cc&R;WwE`R9DezZbO~R{b=8+d<_2RQU+)dMAq$e`@Aucl6Azn5 zIks=z_nf%$fjgtU?YH zi9tWkvv3sg%=PP=+uLuj=*-RTUwNeT|O^g-p^Y4)_8&X7G+_Ck)c>*Ce$9PAov*km7I~!#G9y9Q@ z+N`2;3n^_G3sjvlE_C}L-mEUnJp6SAqh)!tfM0|FA62rLpTT!=*q_EJl%Y`T6bIwG zdNIGK%lW0Mpv1fu4k}uFZ@|x18A=z|^#bk@sWf_7((wLxiI2#fF4n}QppWwWq=F08 zbs$#P)=Vjo^JydICON-es{8FhCTtZ8=Di`-`e9ee2B*2{K+uK2nozQKm(SPpg+{+z z8A*-Uqo%q$^~EKXHsp{Ef@+ke#(kfdm_BiDkhT1zt7e2XzFJu}!Ar5#!S(4#T-taW z&#zTHQ!R2_DX)?F$+*+zn0^7rtNl)6*`2uQ5ii#9x!53Q6@7AVw8q9{?rOriJQ`?h zu;!hZ*N16IBP4ZQ3>twdWwq4M$g}GVmF}kKbUoWCF#UAT7P4%l**1cAG3;qBi7qfr zz)0n(as^;~_oeRz;V8B>j5ua8a^WA(q}M5_GKlm$(06Fj&@;4bcZ->PzFpAqu`_hi z-JY6WH&r7Y)q)_qWNce@ntCQI!!(DsH;-uBcI*<}Z4+|E$pdVuy5d7^F)^)0DXmu# zn<-Fgw4U#0sB!`Nn-Xhdu@Wp(fmKmuVm!v7FLA`v72NQH4%fBjcZM2A^G1Udjec6Z zH#{;ei+xk+WbCmvAG_qF?p17BpE~)8km)$>L2jn7M!}oLMmLwGr^Iy3^a5`T{k8o` z9%?KNWLAd0Lf_J1iLI&Wh^vgpbS~!vc(+#4CPC0^G+R<{MH@9WYLtbZvCfzoxzNx% zl3SR^3({S;2&Lr}F*=2gch7VUh#sT6#`>4)DySx>zATfXm&?^V;k`t~*7%R*~f84m)T z7`e`TtWj(}4yMx3cTKnJOI+n50lNyU*r7^bbNli{pZ0ov+z%}fVznd&$SB!(s%u|}_D z&Y}%B;WtZ>>(tyltBsq|u-hAiv#7iB`TD(~4%&P-%9Dm2walD>DQItKgZ3WogxH+hmEZiT-`&`9fZU_*r(?naaGbX?8J7MX~h6f<#YK^r$x_eMQyEE^RM z04EL7wdTN62A1uca-*j;RX3|k1FFF{>gh>VTqEl0m>!n__F*fjRGbpWs*@Y6*)pmZ zc&~|*l$i&Jwu?23v+Zfc;vyl^EFtt;RZ*V}RDjwn5=fPHL%&1Qdc|YKbh?!hYw6Xr zq6w(1E|MDX-mch-2eh8@8iQ6W$ySP+wp*1bmzH@$A*5V~^~0cNXM;*3XI8rt)el8B zVDqzee+r^9zfAFw&NVGx7=xu3D}>G&ne~Y3wDh?Z@NU+l{rb2(yvqgDkPw3&5eBVh zYRv#*c?}*H9ckrpcut;61=i)=l$4QJ+-pfHU@uFpryx}almo)HCsJNZ;58~2G^JHz zh>B_!j}rz-bE8qvG`5XT%~}UR_XFc9A)#tqqE!Sr2GTUzHlchf-;&nTG&pM36NgiYA=fRL z5S`R2;O`B}V+@y?65=>#aIwWr7vGFL@-t7FP1|m-CTT4n47IpUx^%wP4t=`a zBJbR}){2J(d);Ye*m7M53AmiaxVV-Wid&7WRw{O8ZIKr>v*qUMEamx=4$p@iOUA7k zF=q>`?o~#9kLX+3HL1kq3gYnj=5$6PUx&F;o?1#;3*ETb8PoF0Ubd?9oEUXmkvH-! zo58ia9N|@^wI36O-h`TU#p)#VBcepjh7WDrZA^Haw@}nvzku*3taG~E zTy|q6Rw;R47_HSznn&rb!!oIMt9zHtlJRiTj=8KjK-khZ9KM~4hai|s_l6-Gb=EAm zbL`x(no=$`WowM@FWF#@dmb)mIYZ>ycVn2p>?$>zYP7#3>XFWjT)GpF)8kQJl!F`> zio-d`dS$Yb`_!ED{5~3lG$~LrK4+?#GEQ~6sg!2A)OeM^r&A=oaY@a!=K|G8$uZ## zvt%~iAu?p$H-?>iqtK_DgVCJnu38*HS3J2-(gFovfy=Z#hs_!ODjtbJpYd3&N*6Pr z(JmUEG#*cAsj32Ild0Os3i`ROc5eiw5n;rFPE(y_N^9Cwn#$P}Lk5#^%Uk5|d09-) zQ|ug{XJtR=d4rZI408d~javdWXD6D1^SP3zw%3Iz(tArnwhQo}Iyz{mM#G=SbG`0c zk*rree<)De%3N0ZE)Xl5w&@V?mF=#AxW}hrFJj#|9cRe2J`2+l^i2jLHf!BdZ9;X0 zpj?QWAQnn9qB5V@S~QzX7p&f7+7>x)Pv^_I-?fZ^s*}0tSf%m8l=axTw$7$H4HGo3 zc&sq#R+J0U9WfWz#qO{<2{Y-yrCZd+}- z9qZzflO~`e87a-@vxX1o?pFP{ndaS^3y*Eq=SbGA`D`->!}6Q~+s~xU!8pw4<>ta~ z;bKZKLb8#S^=#nG_+Afma=y%T;?xvRRlUyOYUMm#?v@oV)A{ z^JKa*>vRO#U^m|*q*Zred8xJU(RU&dkR?EA%A#^9 zxt}B1PT-e3cFEeY$S!~r&saQHv6*Sb?;);K&-dn4df6SwRiIO&l}%Tp?v!3Nlsh-> zPUoqHBKUEa>%g=+IiGMzw$2UktWaySQbypNwc&}3 zaU1T+O39I2Zn=a|AsXIr9Lgi1oMTJo8mCiTY9$Txgav?18C^r4Wmoc?^s5m}6qCs> zikbBw^zIEOH6&b76?#Ky$kGfSdzH8yYvgRe*WzqiW!vM{I7PA^FXU3V$Yf2G^?W`* zsL3Rsq8j16DzSyYiq#@uuZ!ox#uPYXtvJ-JwHQ|e!!mj}RU4!vlF?JcNF=hN?y^h4 z0WOGYEwD04*JZ!zk_8pUPIl~JKI#IUwu!P&W!k-=29l!_=QV3S6?7}h2ctI8nD)jL zON|Jx70FEB@S?Rdl;l9q)%a!Fizno&$7?x`%vSxyXmoE7<%*EMD+&1qHyKl{Y^bj# zS@IN6@h4&>larvc!D=GTQljB#PE~FWj2hx^Mu#<3QIxLV%S6Nw%9Qf8CaH!Ih*PIEF?NTwxk+=vdSV}6@IEqh| zz&_20Gu;8pt>cykS=9o@MC2O2$?^o%=135&>Aolpcw12WxvWon{uJayisdLv=DjqC z{v4jpki|GV&H_h5`Ul&Kaf^?$Yj=`Ocju$2Zl(gtBD)K(#by|@7H4qX@yXmwHT`^z zcGjc3S>$5{)B;vo<5Po;XBrJU(u{G|sD@Zgr31cH_8g{5waBOCELS>VEnT^5=jD3Jwq1K3$*PmL&Hf0Nd%#1;K5b1a^0+KJ+A`+A5bo7Hd*V}o z1$0J~hdORX*;UZT`CiRggd2_}g}GKV&@ya?#-~Fytu2Qg&>SSG)}B{rW)@kXPxwwM z70wyg5xZ$8)@6^PyBRUfYwR2#zv>Ot`6!r&jdF>geV~DYscShQR=r?aXJ8g=ew~@G z>OnxMYmIiOzA+(r!ANRT!?Yi*sE$iiC{|jwf+)=u2GF;9fhW2{7hsi{#r42240hG& zJ3#e}JPev2fzM8R-wj;?b zK5x+kw`$4V)ud13xeo2dD#&jGBp{->ZYi$?@w~=nR=Idw;%u+dF!P*Jbn}_|jF2ZP z^nn$X<}xtmPCLs8hLCC%S*Rf?->Q~EN?Y6;IXs_obs@~9SbIq3YFs8Gbmy(oGL@bo zXm_H{x&V|{?#?D!&{L`zJRZ3zS$Eg570shuZ{4>2S#IRGpyB)J)`BuC*$iLFNz+pA zuFLYhd9l!1c%6Jl>LE+0W04v?N0`l50DYp_YNAe8I2*{OIPwCvn{MSpMo==wlUh+hdI0MMq7h}Y z!Aj_{>!2A@Xrzv4)~Hemw3bq6jS!~#!M+=Wtua^0pww`L33bD1CY*E&?WFxo2J!a2FyoAE`y9n4I3S8 zpsH;)6?AF<`0+A5>(W*ww_r7oBU2<_tI#m081cj~FGN0D1l~Kxb6vXNPiHBIP)2dL zHJCS+M!;pWO3IwZ(5qd47CE(%>87(`o>!<8k#FZ6-)OHZk;KjTQ9DBNG@GjPBPO5* z9!VpfFHZ{47nRcLX}^|r3eFIp7 zZ60tJIo5ydQdT6yIjOr!O|2Q(p;N(fHZ=@q zW}7xAY6HPfchf;+0jB_2Z>C+~{VNajBaZ2oi&P`Q7GVxnN95GvHf1oWijorb5Rf=4 zM=5XR;`)FMxQSdFrbi`~4cnQlr00RZ!R(8}n#9UsCQr1hvb89L3&N9ZxizQ~J$e#! zU82*gtwC>=luBc^o}|}drcFe{o$fXwW98EL za1o1qv`)2$xFyV{IVl7D*z8e5or9XXG+Qo(td=8+Rtjjjg;YKJB^bMLDeU`jA}Y{WjelW@F9HrE+Rh>Q03vOa^Fa zYGc*lQ=pg6Kv&IYrqmiZ5(pUpSBn*cDJv^FFl;50H}k#GcnsWQl+u{2#LuI#O^yzujE%8V1^G^kTz`mF6a!> zR8=r+r9AGGs0l%5{6ak)guPlj92Rgf%4L`oU#JYh>;R1mX~PUvqKlLdQiCI_T0a=N zxPh!CGU%0gKx`$>WhZnd({0pQ&^?;XS&`R4@+`W!!gxHTS;w$wWsEcj%CMRGLmSVIxLYBm5h&FHaQGacypW@b5CIQiP52Q_E}-y4nzuoR-2VXdV>qZ6>8 zlc!s25|^WOyV~#7YP?Wod1m3U`3bEd%foSs(a4{S!3ffAuG`V%2*`|^fE8XHc5#kr zhdpYgbE_Oq0)HzC-IYE}4_eYJuNTLDzO?|O1=XN+7=hE$su;|RL9GwXcGrrk4|}7E zkdh`#-f)&)w~$KngFd@-oHFR-`GR9B6MvxS@<48;8@krW+TM69Q=Ul0DFHWt-dn?% z7gNc~5JRmcO`bB10?&!qq}K+M0WBf*@mCSzMxw1%svfMilBF&)@*0PNB+ zDXE2)?pKrASkkn{OqJtwV-<~PO&VGw*Phyp#bo;=n|8XkZ6N(E5QNgAo33P4draeW zx6@_j2rgD8)uE-P)>lK30-ZaKnXtW1u};4-?1EX@F%%rM?mDwt#<{67AQ&6yv}>8F zH6O~uUXyNgQ|)G0%HT!Z13Lm$?hKetI>%4vaWC!5xILgsJg3I#2ybSx!Ze=&RoX-I z*^R{v*!6&R!>(Pob3|jPF>86?G|D-7#%5B}k&!W@sWbp%b3C4t+4U-8S;J^fw^g;; z$HjPFUiC?HRtH0ekssT|M6Wn+Z zX}LCtkcRB{kt`nPxRE-A5#NFGGoA^(8cTQYQvIqR4bdv-d@&6g9a@mQ*|fqoJe=-y zT)J7~$-6nuwC5DJ9F02^Xww~fo#i7z^s8B8Rmcc2>4|`Jg$}(KJME!30}P2Bg)s($ zU@W?9*5HeTpbh}9e4|vM?W~^SU7}Wy@{??-h^ux=oLEY3*i1VhBjVgzsWY=gZwEzy z0qGo1^uA%T+Zk^%rs7z1Pne8MS})H>@}Sm`DPAktlaT>jDiCWzx@nZP{vto^_?jh6 ztAN45)Ll+d-=^JR8xI_%-(Wqquf=Hs1YMSG@k`*IVWZv7v3)l?SrjrP>#Wdnsx@vk z<4C5B;b1ZgQUs((&E^!iWjyH14&&GnP!OjWnnl;$Mqg`Xjh@pRWb&Pi*cyP%k_#qO zjE6aatY?vGI8rU(ZJ;ZI#E@sChTmno{~vpAw(F|ar3t=DTxJSY(svhm0mcRc222lH z$`Y+jYx*vqq~505Fk?4UMxgj*>+Y29Hf(HYJ$qf#0x~r&%yz}%B z0qm6k4dfaO`2B)5^%NXsnoAgzHRhm>d(w`>$%sh(^%Bxq<{t~P#pV(&qJX>x;)31y zvO`V-A`1r~pLK5b%Ick#{Ms}2y_n|Spc z3)>zl{bF!OFz9RU0X7qWovpNsC&+#;fk7%nx*X8sgxPf&B_uW810V3fvoSZ$eV>!0 zmm^;HSy1OSLmORS->}G*1$W{Zo4cR&V$zHRkgc3?rjA9kXM+YB{s`c;AJeG4zV!*uF4tWox{}QTsN3Pu_k2; zViR9N56uQ+lkCPY2eQ^?_{nP@pfCcUFu+|Boe1azJNI@yPcYXN%niBmK4;JHep>?E zg&*;L+}rJ(E2~q#YcwTG9R?5z(t`lZob4(78oJ=s0hI+6)(jMW!;~cDEI>0#n;~h1 zdIeWAj2iCIG2hnO%FY#mInUcSey)MHkHiqfTzcw>SZ)DO)O2x~Iq@7+kf$A$?`dWL zCHe~srcr)Zrm7mK7Di&%qf+7H75nYD-hlJ4GiS|cOfZQJphR+ZNXS$RX%)aSx!?C! z_l!B?QRL#|u+}QFR)|T#jo|hY;LCAF2(AL!YzZz=F&WH^7PT_=NFW9u3Wg@zlE7Q+ zT&sC{bsbqUm*MPe0@9$ouM&+6`i%qCaEIyc$-iDiHN39)ivfBAKVDngK#bAdTKjX< zI>u@;QiEKWNIRK8v>LF!!G42?Af$5hcYXn7obxL-DuvW~dK!Z=Dvxiz7FlFbAS4IB zu3(ghsPUG9T*yj@uy;T}d`esN#u0*cI?DV3EUW0_NuP+(|phwlA(;R*CgUNx(ktOzt*B{{j#CiIB zBm2pJ+f5D1=73py)3F9Lc?tma2!LDNb%W;N2QWlpGR%hqls>Y_KBqy#h#E(h(M~86 zv>r;WUE$RnKI|s!a%;L13hb{-e|l$fA=1n*@)5mri87k*$`7+pz>S^)D;SX#Kp<#} zx+2`e_6k{(xOTHYNj^^RtBaD!1LDrlzJNLenI$W?F8p1MVu;PTQ(>kb8Jo3j4tLUQ zNZqNdXDQi$Axn3fA$SFT@!TyjU51-TSZ1Axp)}CuAJA&L!9c4skS{JDc_Iowbyl_8 zSB?vF0F>o@5FjGm?;6dQhJ(;F|5*c0E2oW5567*8Xs37>g3Su3!G?kSay{y-R?B>@ zPG`uBm+UXzVYM;f9faj61xDICP7NnKr!jHz^b<`E{rMD@_ej^xhzF52B$BWZHr8keXlQ)3#+60k~g19^(^wir&~eg&V^ zPkkKkMArbtwHT%7-as6YSY0R4p4$MG<9b1n3j`SjWN6%@2WmfqA33~mMzWM^4!A#i z2`{&Z<`;);W3ASk_8xy)zdUR~sT*4b;wXlw1CF6`+K=&I;AF`#T%7@T<|F-p_$s6j z=t2Ot;p}Ujb8n2q0;^dTsoGSO+5jbI$k0i2K#DaBF^vv^T*zW+gSGg!2n06Mo#6vmpr_Vt516Dh zI+^JQe6D{T8({d!2+7w(asYB0`gK{FWB{!B^@uefPLNq0z=t_-C*0d{GKcfpKm0)1EL7e9FG zBr7&xeG;H$Lo^$Z6r^5~jR`WCL`xC_o_JPjG{-RD8)56p&Ju)c9Ylw1Ib&=V>v4>c zxeGd9F3k1GaSoruKOpI4Ef&3c?n&ZSWSvwYFQY6{3VG1> zSPEOd&zI~2^=jl*11jKlvrbl)&!RRE`{6`jBrvuI&WO$tuRf1FC_o#f)(Z&uq($lb zo=f2((Qh!h&*4Z)YFb?u;cDyLJBK49)$^>)aq=(_09e4=!jt&Z0y(zK!bk%dY>k!6 zoqIIr&T!6gAZvh^Kw)LiMe=Olku~xhu2Fn!x<+Rp+t($Ej_ZVHgihojv&0dHs*D~* zsFeYi%zy>EqvHMM(4Oahz35+WQF`F15f{0j2VtvG@Vz6Nu2d=T6!o&@k^>7yhKE0` zkrwVu$2b}4($x5dbIUPp*17||;HCv`C=wg->0`fk-E-&t;D2{$gMr=*q0RHhQ6CSJ zIjZ9U+(*_Zb)H$FI4$OR+92~YAB+bp0dat3tAfuW7!A6=fM(N+6>RmvahI96K@zTA z`hFa)w5aOmY8A-Sq$OLqNe*%zuDOd@H#C};esrMOt7e>S(+b7pMq*!d0|fs5pl3;3 zM5Nnl<0x02GcGKczR?2#1pLBL(}_(kwu@2JQpW>Bw-&`hsqJNW+bj+P?)v`TbwlKq zPFJ`>;C$NeWMk<_Kt1~Tl~4~>3V}b>IKcY1UREfIRw$$U?gpzUp?Fz*U~J0x+m_FD zYOqT-7A_mRJ{F^kzQhZ~Pz^m{ejD6UOlZyX)C9t}=?lfeXj-`!|Kf-jxZ$mf?8@)n z>7Fm0#jrOf_pk387R+S2xpKww`++ub%BsN@hRtIYPiqjX9tKW@`%^hvd+4NYQ?iz@>i0toN)&W~yE zE9YDnSA>)x8xLotGbO`ibPqCU0K2?^pq%5k2>5*tn;ZUs^zE`Wf%hmWAhjhBZ|`8! zG?Iuh;yfKxi9$Yjx))D&eJ4)X=|#LsxcDw@Af>ELZ@w~ zChS*H`n&;j@8OnFT(m}pO&&#;G;kCk{vSls3#!68KtINZZYMzjGLrm0De=96(clHk zHqC!)Kxv99Frp{Rz>-5_bXd*m$Ucv=>121X)SG^N|M8g*TrfOLV=0)()eEhf*mM*G z&pmjmh?WImRLd%8U4`NT-0h|wV_0(EF-YaAs zdJp>1MZWlfTZ*;|>d^^cJbRym`qW1{T6NJ0c)*h*uV@}(BT(=CK19rMj;gm}&6-g| zyUm7K?j*|*=Xj3ILCvR7Zr&nN%eA_H&w$zC+X+Bs0S61r-f?mIV0p7jO-2hAXNQf+ zgjNGm9!AHAg=~)1<;n-_rD_D0<@lfkTm(Tzpb2{Bte z^`ey?s!s>R6_j_%xumsJ1>`w1$!-`48)Hp?gvVv0$t!qIS(ETNj(|Xb>p6dIhQ!52x z37X92Ou%x|&`^mRL5^@Bo?I{sZ|*#CPNL`PKc|4)`8WJL&-eb@?(p|Nf7*Z4o&NvY zHj3y6XY5u5D5ScUv)Cq#A(rx_XlpEs%N-g?8K~J+1jJry{z3{B4jfVHWmeAS$d=mI4R!5cG&kpk3~)KH{c z!G?ffor>9Ijle1mTG!xl5h-SS%T^vrk&)pKFSaJ-Cyvx`q_o?4xX5& zDe5Yii@Io5TYH1bc?rwicV7mYX-wW#rxJ4(<)+9CZ~OX+Bb4u zfZ3`9pr`Z`hr=Py9^dzm`0M#;PBSlmesX{A_UCW^h@U_0Kk82Z(YAlp&zJvw8=_{E z%)0@!Pykw(KP}6a%L6C^7x{Dp=~{VnWw-S_8eBZkc4??-lHt0r40IdbsH|9|0=Llf z*PHQ&0d0kr z3^$`Ia%X~Na+m`Fce=#eG6QWngN%T0lqID(LGjtpFTI~Wp-*kdRaInmD4B?MzTcp< z^i?}vU7xkbbIG=Nd#PC<0!{Jz-Vy8)KP^rdJy0bQiZ>4gX)%8g*$!?qZ_H_@yDxIm zyq`qYuS8-Du(9Ieu1i8?eRoQWKkr9{udhbvzUR4WeRGnqPuIsxOXpFTJ zvGr)jC+CtMiyWhH3EP@%w9AdH0dk8Dm?@wFwem5HY5h7qyO6NIClk1H&HNwm6GZPn z=uYR)|7hF)&d&>ITbj5o$k?L`pT1R8Ll>HW26dPKxl1BrcaWjA3{)1J5g~5kkSz@4 zF)ie2GCW@;%*cRA_fj9qx9=OHoYuP_Q^6mLsV%Fi+v)lZppQcPhMT(8#7v#Nfv|3O z{f(Sj{WZ634jfHgYpgoXk4S=1;3z@F!p!TDk!#lXWtUo0Zkr`{w6nYAu(Z60+(f=&Kd33-K5nfpL`RD}{gC==&K>{@`cBt?`2Y$B z(wVljA|eFz{zus>Rc)wf-w&RDDFpENuL}To`)BVwk*jL5h!YbA9IG5aC_{<-g_*~y zMac60Tz}E0?fqbZPgm5*JZmsLt0*yS|FpTp`by>iJ%nL^jSZmm+p1jw7DAw%Lq6!) zAI3&0cU>47=UE&j@|Z7XhxY!{Ucl8-8J+iEfNRvD{^Jj|2^7_&Ksks2K8te# zW~KniuH+^{MPVc|-VFAx)%&q0K)emK>FYjlZH;BZsLX^wyD8Nv z5c^P7JQPf?ZY}5;V%aj~P-CaLGl0^LLEJej~j@e_1V z1^=;0Czgb!5&5+mPQ4w2ApST2>DwyVMn*0p{x5G5njc6wA`j$GcG@`+xa8YUD_@uz zi?Qv4-H)E{n}(dGBgrB=RytzuWUHv*9%Rq;SFt#{xW0xA-IzFt?fPD#af zu|5B3iL3lVr8Pz2v6P zcZi&;JpR--ngXd(9k=XC?J~Oxmbc#Xd zl}u_(KMfCUWi8-C-p9Jlag^D#dLmMWz=sj=Lo|^F!+>^bIv7=YDNVv?5D<$dP|gyR zlY%A>L-jd6Q9k>h1>^-iuqETmimzdxF}_fMo$Ci^g9ia`4){8L#D+<}5WJ%H5UcAu zxRVi7K2q-F6XXKT%bJ-?&^49)Z-l@gA;mQdP0K8x1>{1FDwNZepXiA;m~{+WOdRAR zu^Iy%Hh|VOh~k{eO`x_i3zbdst{!m)MTHCIy8?>EgzZC#!iy^Zv?GWsI4{NW(`!yO zkg=@7vQw*74V`N+OPpVx7-s_ff=p7nSc3yHVo_Cq+3aUU(i=a|K$8eyhCpUjb8bUY zdahL9AYs`s)5OjDV#&R#S%ZKeOLc1KyXHW*4cv|7Uwlmi_xmY9Ui^If-+c?X5$i-cBtgn>-As%>))5=`$a@{x$W%{#5MwKfl-gtun;FP!Z=_o#k&;p3#4T|LH%SwM5REOaCR?y8rZlZ2$Q` z|9h*@VxJ{?+VP*>MVAfn=lm+ecK`QP^W^Vqw47g7_bo5o}c7%Z|U6E&E#$m8|^U;rBjc71h6AjP>Um%*MGb{_p=Q zDYAc$6=D8|0r-!r3B&wHO_+atO_&k)Q$*4|_6_AqwCNZ56wzltiuWzjZP9O7<{jK!EA^iAszpNs>xbGYB=Rj`1Yb4y| z0hHo^}EWB@&UA>Zc{4bU^zpj6V>6d1%`!57$`XCW%i!0+WbXqdYt> znp&SCXpqL>vl~aOn>?({xgs*obfEq6J@V7?NS@uA;sLCdrC!@^>)sd3hV0wLmC>n( zExNlS6)raSOT|}>@AaSq&vOoWkQZRK`W>w|yn$i}L@()retvU`8yK%*|6lWap7cEb zJU}e)zrWM(7lQkZ8tFVdc>W>4mB1PO{x*5u&KeCs@0@}3+w%3i_BYZ%7=5o3&MVzN zkKw*5=Noco-GFmWIsLr$^XEZ)a#qd&7YXN^h2O`V*FOI=N%@*f?)#YMpU0f|U|6cD}k@Rle`i6DTD4 zB!d5qko)CMTc7C3-MWq2JB_G^clg-s_G^c_0@K9JgV2Jxt9uSfm&8;Y+C zPMhb`cuvKv2}DTpR@RVr_uJ?8L_9OWJ60>y|=7uXA%%%_flBx5mx5M_t-7FusC z?}nl5AENO9o{>piE)>mH0ocp1c)Ih~RvRMkL#R1NgM=T1F%Yrjw!aJ?-!N71l%}YI zYq`HEi<_SP71alCoC)JiG;oV)UQ z7KcM0d0^J3F+g+zk5}Zy%54iL;mC_{cu* z=BAIpxniZydK%|CI8^(#c;i_I;n5?x88oABt_COYY=D1@Wm6atiHhSv8G)j(#fRRN z0>1a!*q1+Tb14>QR*IWEIv@7+88DfVM)#VTb`5%beiE4=$D4eJM19(3 za?tVVLvP~tE+iPu=bu(IcUi%VheOJZ<$Un%Z7NXLRLZs4(S=Nrakh@mb?!=?A%m;a z{C7WVeU(h$R4zLbUH`0mWO7#br)7Q8)og2+XX#j7+onX8T*Ma6DuGAzn*lo}Z3Ml+ zSf4l6=R~ByMSyQg0e-33WOT7_+2&;UptJB#n;R_a3xyYq`o_w2-NGsNkSZp(wa@)i zm5Jv~OSY~DI?38GZ|aF3I{$nX;=l}DQ>Ra)k1fnHeH3I?)PEv0ye%%|vKEfta$oD4 z4fWa4fsE(PSW4nSv27_o0|M3dShlR7Ugi*t z7E+2O7%)9|ChPuou71j2e%tc;0Av6p{lZ#y@PG=O(!Dy{Hu*`R*sa&$1W;Uv(`zLf z!<$%W$8~d}c6XrBm3owAYAIY)_97#Dh8uG5#7+5**tCA>Z-0>eLhNtm(Z@w&`7_8Y zaq#fIzR~@=i|BrgrwHmDf9}EWm$?>s?epojIW^5%c_44C)YNyrC~?&lpYq|v9g*bL z71N!1;;f(6F6zz6Wm3R#Oi|fxMu@0RNf)Nt4;lROK&sSYj$UqHOd~fHU+W@MH#b0{ zTY6i94|uZG_Vu;?X(tEEXS7RW*^~f^Y+}bHJ=qFK`FzQ481Av8SoaTky%}AR-jvdi zP%IeRyK(m+?6skmB4^+(*n>vOp!=!5N6AZMb6je7@2ZrRd!4HXwP=Yf*kg&S! zd~aW+;azvkv)7MW-~HS5ihr^{jG6wl&g8#PI=1u%8HUuus&RH`;T6yIJV0h#=gsVFTVJde=Y6&D`c9hoHP^3%S1r&WZpW`|22KV|9; zoveI$l~gyg;v%#yf0g3W?T5`Z75{2_HRATFE_P5IWR)y-QPzu6r+OJsTtT~KH!6|t zFZQbl5H532!R+Xa=!XLR!ASaX0+pLIRBZfSn5e!LGZ;gOXWTO-T}O^00yLw=z;8iTu}p3_QH z1cI?2bTg>;M1;!tt9tHtbyRv7co}~6YHzS6|2|`NQ{!&*s1)0QtTEB;RCl)(H%sx> ziQSwIm)D%GAT7S*EO2J(X?Y7qN{R6cGJsrw=g^9uP~JG5QEKrc$WfGlIpi=4ubafs z@{dh@3-2#x-1+&&72>2St248+GPyt?&B!?LUo8W$S2g`@g_nVv3{mNAlX3_18Wb+X z2-&;*_T+P)0BsHEF$NYevTsjh7xfm_iwldE`~acXHx81Ye&Hr{O{c~-dxh{hkXX_F zs?H~$2aX%H8k_jk0S_$JZc}@|J?oeSau4xps-C&9 z>U;$zCP4H$ok|#*{k*Z#S9_~gIZxu^qVa;nhFZ|($D^w%N}^TM&~*p#E7~jvKVLnk zAis#IAXmVMEI>=Tc8+~rP<|QMzUr=;y0VqVb`7D?^Ap^Un(Gdse9m1hasK8h*P@08+O+u7{NkNabzRl&I7uG!VL_0%tL8?~ z;#VHSqmW3}cPx=h8bmb6M7qi#ub}-Jw}HYJ8#SEMni}rm9QJO#i+N3J4kz@|*EOkV z^f{o<+nO+nx*8LXT2~ang(_s6p9sZ&YBK*0Vdd5*)_vW&UpTOF3dU+I_x5!RHR92*B6@EoU`gPN06r zfxjB!JTaqYPQL7Sz!*1rM3HPeTvu!F>+55C}jYYY}*p-!YfXcRjm>OH-gL-NzA z2#M#SSE${lxSV)5zV-Wn(E+Z;)hB$waL3zbr4F5BC99s}#c#D9j=$9|-mrArl@&?m zPGnU;BgqhyGeqF~IO9Cr8*_d_7Pa3`h;INDVGa*QSYlgr&lstH#P){0MT7}Ip-m`i zDgh&_-=iT=S@`|1s~ym5q>y{cfN?N36nNc6OsYBlWG910UBO3UO>@f5aT*b zUI780*9(8H=cgVJD2O-UtHf`_qDt|>t%D{IyG{}fF-;#J;YAVJJ4Kx4*&o@sZ!-5b z&qmDxy&SXAmxW?4d$X=-HJSKjkkG27}ZHKfrJKb;^?!c5clA>fucij_sLf# z7IiR+)m};N=enr)+YR`v#oWI7MY?GqLhz`_mx1@dr_!F5!aX12Tlzq>ILk5Y!9UgH zyOQ!$(lCO3qYD6aL@pY=_A9F)WEKx^Qon(m=fRw|h@5cG3ujMt2*g8f3~5AfnG=oi z6JYH|IF`0w-$=Hv93{oy$ki_cUumu&VTUcDbS^8fL>ch`{3%rKV49MVlerdgzjwaV zQ8`@c+#h($!c&J*pIZ|TEX-9=!w)T6gTcEDUsOot0(C29#QHk_X&2BC{{x$Tm?WPS zO0VjKwDZ9PVJzB z=_!Q3deUGq#GYN5gd~}{6yY}JGVj~7Opw|hXh6|xQU0Uj=q^$52BU( za3!L*dGiQ@fih`XM!Mb=fHS%_0E3!knm-RL2OORuQ_HSrHNL~8xU)Rw;ztW*`C*?_ z)CczM?l$LmiJOE9kRXv^dg=Mby7W8nr{3<%qM+qS+gQSfIDOSKh(UPH4cykn%mN3O zruulz2d{}9F6sMKX(1e*llf0!|bP(PzrV?^?^27R|=AEsh!|_n#v9p zD2nhDP3YkWABauf_eZHTs#~m|n{j;dtQ#WK4H~5YIrCau9%R->K!AWnJ1z9JJ()tmOc;CGx(}C=kB$kqU<>h?kX6;6Wm+2y&mDK$ttOQVY7j){utSp$7&kL8ouH4FB`@T7zhr^60 z(WP}f0M6PJiCXQtyk&S92j^Plvn85d?rxIUh_}9oI#qV@EPH9?SyU*kSb|Mv3oYl> zU(YpGJHuS7@Sqe1<5mez3beYRx)aMn8j#4yDo5 zopSCPc-GR04=7fumtyW#nj+^LF3gF!<)Hdh1QQ;d(`X6C&YIMG=!)j_dGUw2aVner+@zMN2IqCG|25`gbi_a`X76@i;ux)<7L$zcc9ry}+}7DTv;nkB>8O z3P&^P=mNixMfKFRS-{S<8C%VO5_M|0)w^zn+kAZ$DPkY(o4M4fKaQOKI=<{D^?VK-(mYE*BXw?8c zYeGO{8D;`SWqh$uFZgqY7<2?YI%{_L!8#e97hj3a)fV6cRL=Myzwa-+c&b56*hygu zwF+p)6>PEjrt)#)eR*B(m#@mL?lasFsYhtfXW6amQ~B%NijVsC z&|^nD5&Qt7c}q2fU0ythj4LM=-;*RCE)6EteJ~ptcSW%vsg@fEW&fh>9k7mY)|CQ` zcJ=7@4(Op>o#9;P=!k4-BQcqz0yoz?H{Hck@xM-IoMsU1;eM-ZBNCuRL=V&6)N1)* z5r9Z1G7Iy!I_>@Ro~-fkQE1poJntcwU!AxZ5bXBAd2nc*|Cx+ZXM7 zvY${DV*+T1_nHbkplJ^X`oJXxG8?C!%k>FpboeR+we8TuB-sEa6v1g!l+plPzGyk2 zrwaUklW4$r3Y_dPGuBst>kXQX99*TTKpZ;wk-9J8xo#(S^2h_5CwSSsS4L6+sp%rA zciB$m{qX)Q<3j-~Lw)Nai-aTGTA&7r(L=MvDy6tvsYXb%>~=N%iv8lopWU3NkZ(L< zQ0zx>y#Y)=O+tIivoN`Ck591hYjl<#KmF8%pB*{vZXI8#xQ1L0^rx@`tX#eu7UZ{dWuB5jrv%|vODR*b%74`f!*oK+r? z(4=r4;O^&=QYp}oLpu>g5MwsW+i#E?PkARnq`nH>T~sXsP!e|LH7eTS4RzDq`b^)f z2gAYH?}L8|+|_^6Pg-h>xO;q#yUkkWn}713x2^s5PJ%s})wFVleToz1tUYF1@x?0| zaIY)7{j}t_#y3fT-a>d@5|0lq+tb}n2&Oy*Q_JY#xhf#cIy(6ix|4>gdE~2jQy{`a zi|ExvdR5%@eg(6TtPZzcL}qMzBW}rJwt|N>-O6OG2JR}*zdmZ%kp9EYv)9?U`LO#> zws@3SH4j+<00rUi`2O8hjQ#gUdUVPzPsL7Z8BGlTaQQ-zm>sBnY3r)9i8?bX%6&p8 zc+<2ULM0F2hyK}N;FP$@P!pLr&(NN^r?=s!c~cBozd-1NG2rMzUC;NPB}2U|4h(NY z7Z5R8Glnl{DU(V}^L%nCzrkm{fl4)BltqH9r^y=J?RK3PazlMUm;RETy{s3` znBh*g7ZmnVpQ0>N^{%dnxB+OlF7X+1u4F_GGvR#;7|@8dNG4$Ay8t7j-*=jz{s5ki zdP~PndxLR2T05`P$Ne0m4!&T|bA1Q4KPJ1N$d-H50=!N>0PMZF50}{W6TZ_YdR7ML zllK7!T?fJQmHe*W87>q*>lgpK)eWB3JtcgC8XrdKHX*W>a$x@mUBJ#Zo!y@d&|%?O z_4o6DNI0e@pbs1N=&JQ8K~#M2i{%b@6)67`bvJ`H{n`HCwepY@qA&~l?LWP?f1hV3YKLx4pshz&h zmH=ne;Shx>560;!lf9GG7|Qdw1`mjO9a*UKgW#2&jhILSQ`z==x4RoRiyym3-Y<_z zV0|`ktrhS>a8}E_$U1!Y!h6(m-mtjdG>%bBRm@69WVy*DVfpaxcc}@D#l_D@OPFzhSTpV-?cVFj$+tn}RI_e3gLGw-ZX>C_+%4wn--Y&Qlr_%Ffztc62 zR$AnbPeEMJE{Gt=PGzPdGrz{%<_L$1zJmV!w0TQG=N%t+LZ!uQLQOcwl&3$v?a!wH zB<7LS>`<|hF4Ji8Z%D>?w&ll}PfbJ= z3c+wE!dWwMEsACz63U=!mH97UKk@hLC&mg$eo+t%(Y(%-tEm^Dxacrc^tNXV`BqK9 z_S7GVeIeXSvAoe3w0@h=gPr13YaYIaZ*|b_8TUHz1*dX5=0-jL#N7>PX5c6n`JPQ$ zG;2xBIFoEe5PGqm>^%cf;_R2szaTsh81fDt^o`bdSnvp=h~b^UxvE~*^UfDMfu3L% zTsDsC-D7i&FAWSs@k`kSMUDZ?ofBW%_4cS$|~V!4Z@eXHn%~dne`2@*DKnkrTaue z;p1Ii08>A&!MCTz_1T3#Eu57k>UTY3(WxfR*QK2>3D6jKe+9o8p4{Kj1~K{updLkP zj0z1`&5Z^qRgg!;<@@a&FXH6_u6HMxL=o^@db{Jtd+Jn@lz;EWoOin`_uH$uu@K1& zY@#T5J~U#aq14utU!8g9u+s;-$0udq@`xsbF>5Y8QF~6ZQfEW{!T!5SVR`9-G z?kJBaRGJfQ*7%yg;43bOQObONuhTEjlZ}4b=fmv4=m2KZbLx(Qu(fQJplw{%#o0zI zkm1sI?fxPw=L$EBcg392k)v$C>pB|(qxz`qR`bi3`df{xmiz4V;pk`v-5< z3=o_Cc%EjU%5%5nYF*!R^orXz(%W?4^h55KZ@J#~7`VUt_XJULJ*!^p7i#V!?yJM^ zGhSy4e%r9}LM2*ydMfUsi{}|1iFae5ve1JRJ;Cqg*#XN zxiWNJY8hAzwt)At{h`9%O{B*=e7atMGr_6Fkqd^^lif#fvN$ygSmt?!lSEz{lCr+; zi@OuWsULlh7VxG^lbkI)Z$xvJ-bA2IzHXD_SLqx>{cZK@XGl{|0I64=^~npFB4B@i zY}Y?MR?pSi*9Dk-X(opj{S+>6Ww2ebNzzR?#C+SQ@%6VKa!Ta5-ktM&ek*}&2aA6d zY~5{5_3L^#>Diqejfb1r4mo=_}U6Wj;ZP^wsp^iAteD>6BGVUpk`VfU>GVZXzgPq1mC0n~aC+c%~zcjfUNg%xn{VX{!LAi$wW*7GayR7Gx5CL>K7D1%k_ENVvnLoxnyOpd$GUc zBz^QVV(wKP&;4X4CK>g+2|G_V0bZsjH7Sf=?0E{@cy_10eD2hOQ@2rdix>NFLIbyX z`$H?%A0EiwG>{Jh{qXu3CL7qKQ9ACG=By3@xVxWg#U{4x+(Q5lugb4MV@_waYc9c@cZnK}Y4it}KL^t4V- zpC^Y`)m_TMoCUPuh-#Q`Pa#>Y8TrK=^;~B=uPf=Fwm~M80p5wsAAw=JOVcIX17nbtN8GF<#PVn12V~{mEV;#e@*i*-Q_sRUsC;`z!Oi?iH(ezd;KQZ8CrWl3Y5CBAiW{9J{Ri=la}2Jje1Q9}W*p>3PZtZt0uL;av+5!aElZuT5(B z=XX@)P79A|oJGMw0x7^|7&@ZZWopyo|6%V{FySXaT z{Zx|`GKNk=zgfVQKc}@HjCio|ir9b|jjaS$SwUG#b}!xVWG(GcX&0c$7f+gs>FT}D z-PNqj2m!c@{1{oN)wZk3k1@i8`{*f_%hD>|N5t&b>Zj#i@2jqm)y%)be#=M%d=9jw zi-hbmAeD#tY3({0oc_5q>Uh#$tAFD;MVQ(hIl_?wW`s_1Ac#^kl>0WUT_52~vuqD~ za|f6W09PUH?*MNwME$U+zpcJ` zdF22M-Jll$F(9yjrtD=MMrM(OaHpGUx5sNPZ3WvhQ+lk_r7$0$)|!#jv3(k!^uaaQ1ee(b@Dy;} z$Qqt#@aKEr>?xY}atYiP&BZ2wzcpvNV|3V?gh!l}>8-xFg1ifCbdxsp5EME>-Lij-hq2vm?O! z!cW=LQlI2_C_rvSWW(nk?k2bRjw~*|KV1?*gMO$T{YCs}SU$*wD?ko#r#SJw&$5_{ z>vzrbRGCUhyht3w>=3ZZSAPM!(TcD;#+A*0Srf z#s#GF*qaD&mNws^YJle-Qc?6Bur&4<_3Ke56+N8>hr4fP1b3OA;ND(IE9g< z{o3=-iA`Wu0Pw`&t|9P9;ORO0erqW@qj+BrE6o61K%&3J&I4(n?xSM3Z?0iFv?jjy z8te#1*zp?Wu5j=xHCO!j>P#@xg%eX?0D?s@s36wfOGx=5HFAgVH0)P z!5K>x$=sLKndqYF9tMYnFHZF_#CF(Wyb*8|U!n{d#=xtd8|mttGW33bECfEkgVk;T zzn$=;p_$JMO|eXZ=NaNRR?uW;*?UeTj=Y13bYUg-#|h1VQT^_>tzp2eKle*8H$)Pv z`n3FN@Quqz+P0=H?C#2K{GJ&oIGz~T6WufM=ZYid1SuQbiK`}TY~(0ZTr0=Ux> zeF12PobaS?mQ0&q)>53gH~aMQQkF3>?%7Be_bq9x&EF*+%Z&UCFw*NHUFpHYGt#y4 zR`D*E=V0!xXQ7L2UT``Vsiyy)#ug&Xe-Sya*U{cgkXx#83_-e8ccrE0WMM#yH#g_# z*5iGD!7jhTV-q~y@9R@n$yUxhBmjV;9$4yMP1uqeKzF&;A@5`lOP~;6<=nz=QQvRX zKG)PO$66;sbN9_dsk?p4tUc9|@)UQodFk>q>;8B~PrxUIz*x$kuBfgYx|~haOQrFtdGrKiBW}mm9r9T&U?&|KO0D=k&*1pi zrMlyESk*6d@W!XKXf)+{=NlF~FM1wWQg@$Jv{>4~!aaUoDsJ=jcGn+0#C*RRV(K|$ z&h2|ctexw4_B+$*8@Duv8zp<7Kd-yR{Jil|0Azo@$m8Vp$cSl{_D1cs^B9=zftdo} zwCNLn*3Z_SB6&@Ot2yS3CJy6>Bt;43TydMpw>!$9&0KYRSa< zc`cd0F~Iv^iv&7ofO~I4iT{bRO&J?0@&`Z-}Bn|!=c4Ur}d4%Uh>;lVbvdn8~lv*ahFMfe%;?j}LoF`<=~7nj9$3-Aszz4jQFgi(~Vca#43xJ+xcLCalA=VM|=h()bRKAG%L7UEl z@Z0HQ$aHRRUVKy%j1-WE^Cb{JFzglJH)U(O{7PQl6B?WvkBMqem7n$IeasgxM@^V@ zPb_S1qAdFd>|HM`rwhyR(s1_raZ+QSPR?^^y;mR$*eQ+e%1>ogg1G?GL?PeECKzoR z)f-U)JU7lIjIUfEPfmIj^*C8cIgl5+M2M=dB_@0Jkqvv1gje8SyC&ok@a}6+k|ik9R$nx0gGZj!34@NUn%|!Pqp|FYc4D)$3l?Du!AT;5W0roO23WuN6i` zzMM2)^iW&@$6x>sBkd*dU9ai5q6Ipbo2M_k>|d<>FK*sLCfm7k@QW)@Szw1Ac(rTl90NB zUEPc8H&QRT+SeN``ePdPy{5hHXL}+luY%{ieO=ycReQG#5$O^<8(vSYVJe(qV%MB} zT8AQ2Q7QaH^;_`7t=Zb1mk`pnMq6lR{LC@`K@y?PZHa1khqp7lclXWJj0ld#}K3xEZ zM$c+*V6d35pZ4ps4sGWgm7(0SbfRP9M}J(&+poqk?0}KsYTFF*&4L#B=_UAgA-M`? zEArF2RWcVRs*5*JWTic1JZEae^k0Q{LLSLvy$$DjJY#GB)##u5TgT5Iebc|3q9Mrz zT8w*83@7pPG^`$<8TB#mV+^IeH83S^v2WBBId`(~w20M;A6Co36M@m~B8xpM4)R`3 zQMq~36KHl{hx$cp68VUQ$q@BZg zm5w`i*;Y~WuTi}9)9`GnbYzFVu3V3xk9S>u-*1EWf8O;RO*e#oMjn2IEOlZYIn3h{`uH6A zBAV$~QuPtw-rhe0IvDnevL6@Sst%ZEZMCOU(Q@y>^*({@X>2|9OE&bQyu6p*3&ehj z-H`HKOG}oQ=T6!99y*{ygtWb?Wz#pCI34CA2<`ZC6WIa!F?!P81|lh$7_pw-`i!|z zg4rYO-G^e;7R`xQ-HDL+Y9*LP3A z?dhC62Zj_cVUg^P4O+P42lEHKX?Oa;KKD1U3e`)T0Q7x;JMIa=QF6bp!e)kvre`wzS&<98H~I(SS`+BqG9qszSuHo!&Cig{7E#Jf+lj^Gm z8IwgU%QvJ1x_1Z8d{o`Bm-;!*>cGUE$qW-j@t0U1!wTn5_7!M$Tx>(9Dm^Z+NONxv z#z*Q@5Qx_&$oJR5aPrl7 z?+)-lZ$_Itr-VAC`s?Y^AArY~Q*Q!o`EHl}_GY4vDcTQm`{Y^cD>U)V4E^T4u1wx8 z;ewObTtRR*zAe=(z83osFTiWkOqfT069GJUB)=NZTYQ_kZZC9IfLp8zX&epNWumZ= zb~yEQqWjk99S7~C{QMcb+pEyYQ&t9I@%+5c-I;H@%SAhx_XKFmPSx4RqEc2c?DE;C zEDKy;!SzzJkLr?r=qsx%-wfpC!CkT|g(^UTTUN1N8)5z-D|h1T0?6s!j{%8N)rU}7 zzw{aKq)myBQM5V6Ly7TmD4D}$lp?_?Np~Y2K02OBs)_fLduk&uRPv8>1E>SwUK6jf z0C5gkDZyB%4`q2Wa}YWCIpp1(AB#X)hz1y`1WTcy8G*LA#pkJ`Psh?k1nW1%hH;u~ z!p_2-5ek#S#>ezi6(CQz*NJTdmX1o^!&uHX2IfAQ5@GALop#OpQH8S8o?69i{6#T`MmenXs@Oi5cHrY@qgyaBjZz81%y=dnN5n7$s;)_FMBZYI+k*Jnu&T%x=- zZiq>eu$j&TPg}H=HHpO=&djU~xbdga0Mj-7@C5n#i4udU1guw~?(AUZb zLLE5yc=^dLIC=xyu8^9Jqs&4);!_uq}RE`?QE>HSn`IM z1Pbi?-`#UMW=f>ySEEX#zs)A2hGZNqcxBrh8CJj7BG7C4L=fMa1HiBOiH!YkR6hW? z_b;q@@n5U^0CQ6QvYHqFwYm?#*U0?~YF_aFmAVfe|cfw9Of1PR{zt?~Jv$>1BGkPxI*muBgQGgv+S+cmZF--;=jm8*_x*m*7vi`A} zg)>kr0d&IChtVbvGDwFAp9b4OR{eX++pxP?)4ZWe%HXsf*w6TQiF4D2sdpeN2(qHE7QzRd`gztKofGw;Jx9>)|*W5kjyGLX}OV z5Q4FF1+Jv4g0vK7$H(Qu=bvBAA0+zH{*#oeH2acYCv1oi;I4(_*{jCq@@9$cvo=u> zmBwt{yk^cjYb^K2`@k0-)8aZ~zooyC^}9S8;6H`v7!%yqw^AP|LI&SLqrA+X>rV&f(fz zdpzDwaM~yW+^H=aNnIi`#MDyP@RP*9KpG$75 zW!2d4{yCi;I|NTmqmwC2Nf==C!xfkA=`E9><;~r@115ZE`w)9t!R3_Shn;0n4R|B) z7gYHf+=$6Y!n5snIo6XN(V{W&p#gD@NuuXfIM)yFq_yr8M>tL3MK1Llb(QC%w63j* zrvrhfy%qmzlAV7assNry0zVg@s?Q_GnsPo)_iJ$bsZvFddNEe7fx}-zb;|r`x2NiG zu4Gi+#q2;QGFMuuzksI!Xs{eC*?9LaeS4!TIg}5^h2f9{koD} z1gmrq&-Hor9?m65g|bcWSxC#=321WCck-0bR?@&0ilxE7^lL&_PGg#!r4F>t3yc&` zdGpqXb4B~^DyV8@j)j=;ZyG;(BQpyti8fsP)jWG{c6+c;ngSZKHSgUJXWm+s3yvv%Mjm*S7X+N$m)2T zdxhbRB39dZnb}9eCy7NXiu;IGdgvqEpTbyhq6V=`cfO%W!2s{I?MHKfanY@I@TQLv z*Mv)6w`jN2DC2|V_MuVhR+!5ZFm4qQ+(|fLi%ftyt8x_rU#Fv5DeQ;AFn}DJ)K(aaY6?DAAx zb79Z2dToH)N%8Iqtjtv0v{f^EbAk!motnJtlhCe$L3jP!oJ;O0+8!$i0lxrn{z_cO zFz$3sseHyiSm6++Eaio4hz2SJIAn2!@4j+U`}+Zl@An_jlcMscQ-MxU?r9jKlYitmn7z`Mo1eq_^E&;WZs7 z=j!|UgFFfEa>9rwzmn&#U&EiPi&NV3y%xp4PNh*j4GiX;9N+S$|1^d_yHoo8@kcg%%b?D` z&7Z7p_T=@)lB<9F+qxIgcz_9J^UyZ?-vVm#%+&`TzVc{|6X$_7DFVOmOU? zVSG>f-~Fe*{Vi!>QPq9y-WmM<&v3Hl9sRphSN)fB%2E~mmd^k9_kTu} zeBL?6K(Kw=a zczAxDr`!EOOsC3VLonyQ<8Px=rDH=$O(G4F5y}-3R4D9cAB~6?gIk zfXVF8K#)A*n8Ta0UyV-d)A)X8Im%Frd9Rq!7e%Vn)XzEo$ogE?8G_|1gVJc_?ex4T zYJT`5QxIoDHZxVFm{U?u6N)jg8lg8&`$=`Vv@I7-jS!Yf6>GkzMuy=7&656Qh=^sP z4f*5evBFNDfY3iQvh?i4Dtyh4wf>m(k?o*|=nk5NqHT-T7XjtSe6g3jn&t)YQ}^tW zCRT1Ednw)A3-PJN%?%^VeP8-2cWD)k`k^Bx^K^`O5yL$z$$1Gr0E@H_a|2$~ZB&`M z?8{S`d71sDZsn8*hwYzEdkRKW8S2t0Wi`b^C6r*fN824FavmQp@Foz_Q&I|bFedL| zypvEm?uU;TxPF>+25-{8wMi~7do8-!hS_K0`U>vep~Bp7HPXkcM!`KCFt+n__H>1X zJ4=Q5d=0XQz&)Q;xZd55fWlp&%YFaW8}craD7N7R?j->^ef?^L z1iqT*FYUe-_1T7dPa^gRR$o+atH=ws44eU&l_K%{O8_taMlcsA@G|Y2+s3bfe!X4V z?3;(n2RHeAd4DU5@Or6<;%1w0Z%TetA0c?DaL-7(_FItzE$2` z)Ej2a3FQN7n*Uy>zyBTFQ%t}A9bR+rx|NKV5KZb& z=dV<>$3XGEG;-QIc*Qr*4@f)z&DdU5`wR~U;phFm7*0H_5F@M&xOY@NxHET>z{5>- z{-N9H0e+LuDXho>oaXbz5pRHQ0%5y_Kz#FVMdo_j`36R&!z4LzDh&2ZHv%lo>cQ%8 zGB3i6JTDQybQ9%~*USoPAnC2a>n{zBm+0|I^X0QEpa{W7aE4c~jx}VsLhzb_7c;<^ zU~IZ@JL4g*!RKFI;aUuB|C|yx^-?!?G1tN9Q%>~#!rk2@>*)dfyiw8vzW+&qg>yyH zud_M-Fe*F`omrF)O80~#(%YdN3fy?-PazA3G5Xx{z61G`+}w}iJ58BM!+69v?SbKP z0c^!%LndBpP^{&3FsC@Sn4R()lOp%p9ZM6viQVY#zEfBz9kUJ zdMT;GD0{pa&QvY}+AMFhLgsmC(2S5p0S!N*;kg*_`ZMvPk{gp6xk#%Q^vD5k2SS`I z{4J<#su}vBzhjM8;+yT-nY~Ds`gk_Bx6Gk>%^Xs7O2Dm)ik1xQ=p9^m<86+-TK8$5 z@->=*HS{O}#XKH7S;_zd3d6{>rimR~?kIj!OIDdzZ-n@Ox-n2i zSUVyXS}2dY^by7Cb%uN{3y+szuRYX`(luK7R}@0+D3q6g4<-{zc(P|>AwLVKmgk4+ zt=jclgae)aB-+cmTe%>G^twQ;dE*Bl2+sB{E+%q5)Hoh}5qJ zo;j^oz&I!2_)##)-7Tc%0X2}qT|Hh-Echhx{s4b>pcXFx-Dr4{l884rf*k6-%L~{n zU<(T6d-rtnVBl+X0-E}%-cHij5)Q)aCB!`Wb1i^t;cJQA6c5~IHqh0}B^{LGhi2P98!#6{FYxe zV9^V>rURRWJuy3qJWp0yMcK}%FUm?t^KyVenvj0+dE=<}poY)djL8bQjt%*dnmNW} zm)l+HI+g&CU;wEqq@njStWIjEV}qh-y^XQr1lMsY6Vh^gi+@wCs=5tEc=bZ9s?sDA zx;>eu+uLa;&uXZQ)n-&np`#NXB_^bJOZ%G{8zRfdo(($nI5RVF!sV;~Ho5f=V zs%Mx!JDOWgq!2xzh!G)3+|mhKWiFwlcVMvG6-d1(35=C#eQQ5_pqXK-#I3AmTQOiH zznjjp-_?}PlJzA8x&vy3Rl$w?GQA=bcin0CD6mQwJEOqZ1_$@tjJvUoFfguYD>Tv@ zdqP#26RI+jrxnJZbPujGn_7+OddrlkniMi5@p%(gerT$LhJm>9u-iD$WydA+7wjGY z{IS4y=g=AoQ8Mz^K=@WMn{)$*p{#gN4C_{|0@>d`ak_0gdKxOcB^(4F?e~)K? z%MxLQD8&;1E~}+)jfzJidNc?rW!1GY(0+d6c zKY{oOMF7ha%U6iwR%p)yMFtp!4@4k};}^&AI+QH$i{qr)0dlVKP@BVid3b9DkR0Fg zU)``n90w&3s1XX{I9ZY*2PY86NrD8>YLP*Wq!tgT4ahH!+kpj90o`)w30YA9f0MHB z^&MU-Ki5}yt^HhozhS{^sRfcG4qyVp{hR};2sotBuZBK90v_JBHWE4jv`Elpng84*@LM`i69?05aeWpd?mt z6@ex%R03#tDS&t`ka9pbVY~xA7%wo3imzcEjE09AUibj+1+O?d52k+{-|HV5PB4?4 z!X`*TINL&o6cKOW@(on0T2OaDJEeuSFGfR#3Fj#6L(z(^3d|A>*(4Ti_>=`w`4T~k zU1;zG_!7a#0ATsOmVf^Ky+{1{J6x40gB2Cj;xY_pAX2G!apAc@;HDTtErjn*&*d{Q z=qKvvIN)&JAz)I3uRT6Dk@;2q1p_AIPgpcv?mo^6|< zD$J3W$-TIomejeuXw`TiV_%#~Gvvz)i4F~mEvS{FgePm7YI@bDo3*BRCG7d+Cba=< zJp-G)aoU`tNC&{4au0#d)ejk{V3s?{JaH%Lb7akC-%oz9?#a3I;E^1~p&W+@D8Xw4?cEiS?r%=0z|h9JgOt$ghv@TW(x)-H8Z zJYrVLVFhE`?*Oq^Z#yJ)`g_oc4FAHI5Cyp}NDM_R6Sv%)c+IE)V zjz^mPamV8uxA4#IdHf!Qkp9$u=FM-c!kJfo?|1&w71a=bdd8WrKg4@LasLJ*wLeiI z0`YtOV&PmU^GpLq8T)o|uG0K2dqq=5VQ zZhjg}dJJ%Ek|ARuP0bFf4nyn><#I%{Rh~%VJ>_ZMQY`Ka1>6haPZ%4!$FrH`4}ky+ z$d;C~R51S>K)fo7kQ}Y)86m2U*|OKB=FP3n(nj%gC<25RjU!?ENv6@mWaUu~bW@5om|HglS$Q50&1x+6^Dkmr8x z9UHi!RF5&`1gl>fQ3SkKpxYiP$IyMR)$`Oudmm%d?o(HCGGb)IXz0?#5tdoXM0WZm z)`9OR<5TWa3}y&pnCRCg1fICC9jpDQ3sUZ*D&5lTVhW7o#nY=UBOrB?<`FM|NT+M* zVCdz)2G~_2{48Z<>l|24)-2AKgOXTsN zlSbI3{a-JS|J?Y&)BXZ^{O891PjOlQVvYFU8b6Twf2BtJ|BSznZav-65&qS@9g82$@Pe@0P?he5L7ZNiHfN{wlQP?K0{#r{nzQ&F zn=Tf<+GP#2m^4=G!tB@o()JRP zJbU#BJR?VIr&b20va`&)diR$a{cNY%G=nK`)aP@bD-rr&V5`@qc-sFU8dNi{CX zJp-1!rYFmZQy5bL=6ww-Vi+%EXO+!IUQmLzYbIbV>L^*Lk70t8QI1+Mo}s?T{+Tlf z*cdG{K0CBwl?(GyMx@GWKoOcn_WDW$~(Y$Icx{L|ro*HP`tw5Xh9r)h$gV z@Rp#vHSd1#iA+_WZiuGv)f(&*mSsKg{Z9~E5_MlNdUXDtK7~ZC=&)n3KGwrFZ1@9U z$d;KBiUcgX1KU-y4f1@rc}(NnD4w}HK-mwYAn6^*!h_5xpTkSho(~`D(1xSVyZx8TP)t5x`zmVz= zV?}kYOo-S-A}_S1 zSQJyzfB`-%PI>FbyFQMV%M?X4Ks9~lbec~%NXBYeH1@;kv*(7Ie`3`l=!waCqPO?F zAKC(V9}nQabf5B}-js4WBJVTq_zBxmfH(7JNtDcvPI;69pUYZt!L9a)n!wYE^pXxA z#G&|{tDhIw4R1csmT5rrNdHz<&SYQaG~IJWanM%B(`K!QGJMvuchYnhpuiJN;7{6Y zB=E#sWtiacilP%j;w@ul8>|0n*1=UjgYPx4$;Q+s>VE(PC_cp*`B;YekZ-8%lGqVg)?yy#o zPvK-Y^1|%xs-BUS#6D2^d}hw7yEw6$0zUoZ&HTE_K$G_c;NI?BI^eGld74i3p<59R z{${vb_6`~V&7m|wd40d{xua-tuH>3#Vwg-D9|rh?w?1!*&0BvpHB<71WjtIP`1IhZ zC@PLO`V|Bbfm;yKyQ%5#6|m^8vD_Y~en5fV$pIAz#^oy*PZUmx#ZNDICc59&5jxsxs^ z<(DsR81fSR06p}1yVS2H3f1QEW;yyy+pgipzzb4TYj$$USFeD-mV?QC=ez)q-6@sBWnz!~kd5Y?c_4u=)tmrQXm+4`RTa1{ab|F-q5G-J0lz)}08oJBSWYJO?tu3{ zh>WC9K>?8b8*Ao$uF#4B^h=3p@>9c7nCtJjSL0iu!C_e+e!X4)GD~eqDDN5&TRKK5 z7(W?v|3Ab+VyA?rsQ;m{kiW<6{YMLgwA&m|Z~pJcE&UG*d92#v+wcC{gZ2BaPxK86`;Qo`_J`H}s|Bo)*#8Vz`|CGCpI{?&-}F)xRV@uDfm0{${$Xca~C3d{f!3u7`R z5ctomGfGxkvzc$=$43No4XJG(#Yqa6X7u=KmuPaLLLxqJA7g?M=Nn;!<#VjY#a?6{W9mY_V5+FjK=d#A*NgCg=iT+_-9LpOnAXY`VrW^W}xf^U))*0s?IL*EZ_$bN{U!1g5^dl0?TyHuPKYgFletkWUokCa!DG^$A>T>T`kvyx z@j0GAfLlMrhPE(W{rQ~0dN}!YJ)hQl*x%Q01IX9)@z{~c(_qUEk(%5_&E9Yx{+ZNm z^aAH0{iH|2=Fhf_A1{U>PGZkZR?TbOBeIBN3Gkx_B`ZR@aek4=KZ(dE|Eq zGS9TY^&*0>MP$WZ{hU*M2e=E&l-eim_6Qa>5l@2km8_HWelp%-R|pliA?Y6R@LIp9^Eb892HZJsY zBK$PdJc;ilA&2$wwG_2pbZ7fAJ)D;2ra9{DoUBI#bchHGf&n?@MD4Cjw(+4EH=q}S zZg92LX%eCOHTWWaQ*`y%YInqXGsdxe>_1pgJ>;-S03u z4n9rQJf?2$E{g2WX6e1fOGT{1$gp&fivWv)Y2QtvYk*VKF#~1i#|_@Mj0)WP)8g=_ z0&OYn66P&?2?YLI6nWJIm*j3Q=AidSx%dp1De9beDxRCqD%=}``|yu<`CS2tAGH*Q z(6%(o&F8@_{E$OwO-06Qcw$Q9d=}BKPL_p0^rH)BzCGzfY(RvJqa5rj4%CrjC}Cc3 zmzIAO-{Npk)*hwH^$dfoVmpys-R*E)yU21b>CLj(gr9jM?|vlh6jpeZ5A&56U4|bz zpNP+N5)I)pazK-V=e~Ygd?&$9$X3-M62V=2yS( z`IDq^1{rZP=6D-}MW>h@NnKh!0d+AM*0SDt-Tp}=4w7y=kb$da)JL0XFYxOPmXl+~i1M+lmY zt{t+h;R*eWw}O{`<|Rsg4MToxB|#RvMsF!8hj=2e{I?JyFAV-9tQw89<}fLpRnT-| zVlC+(y>ZYdApR4=Lg(qMsAiNXZu4ExHh8M5*Gc0kUCW$<24dz^dDBov%}zdF}K^X2@^GYT_$ z46uIvb>MXIjir9vO?^VrPh?@-hnn}pjHVmw*wvLK#}RJOzR$lmpIlaslJkrdCdQ?5 zOw28x7y*P3VCmZj;DAdZvfr>#o`1XVPsv?VKb_xZ=ealMG`PPSD@5Xf(Q7J)g{>v* zr}-`a=;PbVO;MUAdTt(EnZif|C$PMU>XDM(=(gT?|J!DdFHWDG3c+o^nq09{v%S7Z zKc=J$jwhX>6WU$8%lB_c@?E#v7-{Yj(1ydFdJN}{ZE>Vo>W-geQn}{aXv_I&IR(qY zW5c!2v;1X5-NZ~hc~C^D?L^S3pY{ehrUgnI1`A)srJiPKZhZAI5ooL>H5KJ8Q%|tg zAdsx|d$&Y>i@Eb6lKBR(W56EBy^Aw``zA6I=W?q_?jF7J@;8hHEXu6KrnZpmoDejP z_>cnWQQj9#(dOxZ8#K4h7$emcly-iEr$xHp=BIAN_5BqbVDt}%P zOOD~rt#o}AF7`%Yx$%S`^M<|D&uT+z3#aJu6fh9fF^+$_4 z?JG3^%WXu zGW_E;Ryt}h1~5A9cl%r_YG@(z!CZ+M*o9oqNjw^2>(fa>R;y6|LTLDXvW0o#r{UPx zOXu3^)X|k6NNwJTxPK2-GTg800t->{V&RkF6QF2hWF#8(>I0U>JSon>XW zLXxB}?~A65=T|xa5;gIu%|g*Os|H^wdthSe$;mXG}&4hWl@F#=#WYU@eLnM=HT#|l6-Tj~KZsmBsNwdFs* zH%awlgcxx@$-T&!1ggW4a1+sdte%wTDrQc4KHGqaM8eu-r6k34a zAimJ$*NJmD34J#9u=^>&0>DQ-o{Dv%AE~;m4GU#BH?tfgZb0?SzAAZLPje0)ZuzjU zV{?;E0O1oe`T!RA&e{;y>PwwALA&j{ZQQuyQ#SM+JN837_&H6w2k?S`9^UAToysSW zo6tn}f@zKFBIm>Qt9cMvAD-HhCsLfDcgR;3D3GPN--7TyBIsrG6PlF5D8hDY? zt1(eSL=rwzHF=xg>e7tMM>ac8ftChKtW)wRq29$%et)Fjf`D-nNW|;cJztSIo>1a zY=Oyjz;|}gua_3EU#ug_Z?)rRl3@=q;5Z}5pu}Mohh!aNHsKGN*5x0MMN-uC8fByAD^e?ok5DS%T~js%Ru$%S+}EUaLC$4xhY z902N4`0)qVuP{mOiKobi=t5vM)TP=>LIntLZhBk`PsFp%OYjU{_tz%bw$-CW@B^+(=*-;sXbVc(AMNwc}7g;~!ogW+=tw-dZ-nC^2u~EmH1HCo*$-dhsHr?~ z?LpAoU~kCMQzhldS^(S!RsLeA>m&i)tHeJ2VRJvijH*Q<>qu49mpbE#Wi{ep9&hsP zAKE%Td}7FlN7+&ofZ6qfzBe?NNzlX*AS3}`OcSF68s#ZR*Sran6>$^{*rR%ur`$1bkX0Hjyk9YIRVSqEx zAwQl*7S*2#w@?;X4+Jqg^YL_56pdc*e0X~g^Qq`uJ_BCF0m_2qf+g}nynF{8C*VV% zjnUWW^sB*5_jt@zOktdTclsRCXkCA}(*jzOvkv*TkS!gMQQiw-cVaBO1yGAqu(h$# z2e5w9x1h8L%S17cJ*Dt3eX1F0@%)p77Kvb}fpOiPt#cUxK1=ZVY6U6lXxw$;fvcS> zHxn|NRN6b$=XVstvWsZ_xjf1oSmTyo&-wRICwH9?yR}Ti&F}x0xi?vsT)VQwe&w1~ zS>cja3KGh~3tEus1+w&*h-svQ%ixc`}`tDCS@R1G#n+M$vad(B%i6}VNE`i^? zueU#(-q(#CUr+4lnXh&JjB?mBy^{l^o=Y9yDA?c>37Ov)Z{J>@{Nr@XuC>pGGlD>= z9BZI%2L=n2tv%25lNt-cuOS={z$0$=_q>dfFa$Y=r^U=!I_wq9Is4tcq@;9C+R19? zAg9Cbp#b*1ejd34*tLISE!~`D!(MeuHtsDxFw>fLWDcP^^laGnp4{ckz7tg{x_M>C zo|V;F#b$CV8^_PA4lu3-ikoQEuY*%Nx62`a?pwnTcc%=ee$;i)WFWbHS6Ug=>!YFS zg5JtVGrg?H9y34?Aa_ouoK~RPIxN3!BxuAj!X2}qHJkp_fT?i4lee3R0>hI(QxHCT zYi--p1SpyWxI0v{f^~Rydv!-li3S{2Ou{Ju8*WgOp0bDqBUjvXkl-shd2X-?{H#WK~#slU?Xau7>V@!mFg z7apJLjgchJ^C2%K2@w=sR;!cqJMnh#=(>w75?2Kq0?V!Qa*6K1+nsmPe7d5yW~{2{CuSPG75O4#8a! zA^aC|->(l(nR9eIT+g>iq1)EP9cXrC7q+S`@5?p{`?i=Ws_n^!wC_N0c5h__f2B|J zI8O|Q-ZuezjoSz2|xBPu)V{Y1c|Tia5-Pzn|hAdexLKqsV!<~0D#?onT={9 zK}}8rMnU)P4l8nLM3!i!#OrckJ~vJRZERw3(m^U7_CTo&Ht#;XP`$RvNY~`rGgMef zYcBymJreq!*5|W+PXmq3N~bBxhG87a2z0!q=qnKb)vu4Ch){YtR>q#-O%~pB5;%l) zLF~sehI`*?4^0O<1T^$8)|~c~eFVR;iipfebl%fRzmFPUS+|VSo?Y1)B_*`HcVae* zJP@@ek?VYbF4{0c`MyE&{F*RXM(7*JxTsd@%`Y9HJ3V+D<3O)dqAhhOsH_&7o80OZB- z8xs0iKmsQs&<2c)uL~os8sh$<#-vi|-k0-c_F9`syMan{ z$Kl*!gmdtO*X`XKM<~GZ7QLu*naqib2i+|D&M_%OXePODb%A>*taAHh{^df=)1 zyrgy|LTMTI={1^7@{n`;{(P+=?6k#^aC=DD(_GeK+GjGD!$D>CBQpoUJYuh7X>WvD5d|+hrEkwlMNS~h#vm9*C7CtEIy2F} zzHmCek83{kNC3hEg?3d|!=&6{eZU#3Cjw$y1Nk>4xx>HigsP~>5id`BjZvd%nxh+Wh$-sVSXxA2bDj3ZkUZ;l) zH?f1=T{)>>(MS5=4izec1M7{FGsF9kp^j!@$9WzbUvK+A|CX^m0BPz>ue-nnu8VIF6^C420gg(ECJBfDVj!0 zHd3OoB@*ls=!I>xBX+j%qM~s^e(lNEk>f?BqF9CW)N=XObse)VT2bfysiTxNZJM^= z%%-dhpx_P{!j@smO&!$)`qZyf8;@w(y>!6*c(FH{Kj8f#GcTp z5H$n|Dk{0_7VBo%-IL6Q-V$VAZU@w%Cjc#f0A@g$zsFxHcERY)B=+=4|64sH%*Z=P zw_S3ZW0;2-~m%DQeLp-k-U_65x%zTOZjfpyk$hlTa;F4OkYIi5l0E<0^ya8g^ zKG6=8(avTb3XGwB+I5!eB(7k3+1vGWB31YqHxn`?XT<~5w1YLCrj#)36sYvY2WW2WmUvE@#qU(~vEd-kIZU%aA zF6*;F8d3+vF;RGy2rQ&k!b;Q!R@j;Rd-K;(Yt+6v=NJvddg5_fi_*R$L1u9RiglXl z;a(!^fE+A_&D$M^oBMw5{seUWJK~Nt3dU3cR4f=f^(vT&y4kc@E+A5$-0f7FX1z9B zJU8dV_0;T4`gKs~uAR|MZrP*?S-nH1eZ?~>xFjj5(;$mb&jhA|gzhc4-S+EEj{JUT zGxE+_;HqUolKzaaG76yQ%*M)_VpCQZ;%Mcl9AI5!PN-4Lda zW3QcVa5Sd$*t?5SB14%ExV1g0w41L*{;9Q-`@VE1GGFP5xP8sh8(ZdfVy9je;I(UQ zl$BcSnp>2iZmec=7u?cNek)tWqIL7WPh%W*OX9B_Zry?Cqo3)wTHX&_V_q06wxYRv z5|H+3`m|QJ(hTsTl+N}OotWit`$~3nSZL3@)+3&JzzJ2yYo7#8j@@maM=G+gYLk59 zm$iSRL=ET6@Ahxg1Hysi?d7%@Id{2 z@9<;2<~^pp!bw9 zH^AIUz$lvHI)~lt78ryD;|zRZqZ;WLN+?>g_cqDUVu^AuSd-XzYy_j&x7&&Ofr2= zL35CnBAsy07E0S2$f4V~oX)FY}} zqDi`D)p?>bfAxX>nH|Vc`9P!hYY7x2E~t9Z;w{@pWZ%E_Lf4l>-A3nj9d+P)U2zTB zEomj_R>UFe1*LCHIZ3Y1T$P6Yt@7H)+VqLlNnR1 zmNo9WOS|}utdV2v87R$C-sK79ovB-~?lHoE1ZBYchOsB;D@go8d+)tP{66#fY)%yU zAV*wHn%sBPCn9zM2+V{92(Vb#9aM2t+DF%9j~`~xK9edy7WdLJfYs~Qh6CJ2&L6d||AdwdEigF2MSo{${qEGs`} zr{;Os@_G!h&07k^K!a@G5fQjg=ce#4QpyO*+;vQCQOj{rul}`KZ*E)VuPjevVc$su z3Fba4Rc}SDYR8*AVf2H2(+!szPFTOf5YgH9j5hw7vkG*9^HXf548B z>N0m+yrz>FRCH<)%4XFd@aOP8CVqICN6vfcgM9*h7hs!}Pi++j?1VPNd5c?vk53u} zObey$1e%XAz&1JGS1X!ss=1`dyrQkz%==b1lf-aWw`OFb*>`?5cR(`g{!w#kY*I1i z91;XD|1B;}7@`LDdTx>MA`YbzmhCkUR^9-ps};+%CyofPMH}{*YChN^p5F(RpN|

    Wb9v)z~??dcM~#phQJ(PbylI z-K}K2=ldpn5SEuQcd-~N@r|w@-5CZlE{>^y8@JAy9!6zXUH0frOXXt+0%Lk@0e9pt zq-1nX73Es`-u3$E2=L_+n9e!aOVhos=_zNz#t?Nli08O80QIDUX70SrOIg(~C7_J< z%k4rdhpKI1);Vv<*_u|db7fX@U)19WA<6)m6mQ3u(B8TH%`Q>z)2w|EE zPDL9IbIvXfydGsw6?{j>?ypb+im93NU2$qJoA zTQTYP^|{ZVoB;2kA5$D?fN@QLjh~X>oYM&kpEcs89oaf{VJn&UJuLn^5xOzDCW+2a z)B>+R3Y%hrepkqT$~xqFqK0ZSUyYDf>G`l9L$HfJ5s8a}I)y+$5rge8Z zjR#XTFYGNXyVKC>ImX-i`)P~6s1c|nJ=%Qoyg9BOYV^haR-d~l2SO_!6c*F6$D|b< z*`@q@rG(O6#b!Vr@U3TdZtj)|ovOidXiqlqTkXOEwA^>S z2q!?O9xi?8+QGycsJ&}w2&7zhMQ^yL)**hi3+w?~7)>q+V6D3*BrT_wqM_6?M>KsT zMF3iA3H7>P+FMw4%>E8^dA(Cp5ImCg5C7mWSv!P|#R8w`D!8?IRBoaE+&ET>b=5UG zuPlXg@^k5d^(H;liI-|Yj6iE3;(l$lI6h_WUh;XvwNuXOCUlT4yJ_)@qpFj0eVzJ2L*ECg}z8=-ll3Q*{z?FG&F-!jBcHVNb?X`uAHytc51vqE-5p z-EHOz1(h+@K37a4MucuiXCmOkuT&HPn*kHMUvl85gB%;1fzMC%^pwtxZF2aW1zwd; zbZr5eKc>m+g`&DWfhURg+l8QVS3m`mJr%HOoO=qi`uK7!hzBht{3Ec`r{f*A+1`2D z;dC8{OzSr62m~%gMiZOn%%YY}d$PDaWv3CljgVoM7X8U^O!tA`Q^? zMMo{eTJbf1Cs)tWlBhE0j%<%G&eET|bpw*W-v-UnjQKtInwoR3AKONj)f(WNNmyw1mVP?8a;D5M#; z_sN9Ip(DuKj<)3x?W!wLjmIJ-;2W|gbTK-wLKR4>{mctk@ zdR`!PcOTO6AWEiPFCd=2mdjQBnoZxQ)uD$P zycE_ApD*J3Nf$3wrn9t>tE*BP7ph1{k?`rR^a=%Vj>hY_^cxTGx9Qew*A;FJyR0<` zC^L5=idHZk)OX`#3k6T{? z(I%O&>$`-w_NuI$OvhzmVU-vW4!2;jk>?^V#OrhXkBGd+g~Uf&jKn&yt_gSi z#G)@_zhrcO*y&nc^@OV*$krEu>83cNw_(u((3{twJ=Uyt`%Lg=$UOvD)~7WK*_RC- z^{?xq{{sK}OT7;u`M&~r{*?E9*6puFoVp?g7>MB)n0&oYhaSwcaHHv>D>(zgbcH42&lca62SK)W59n}$G>>Gi-8_PbrGG{1 z!0a4}D@HS{sL3owdA11d*p~-EIZ-cuddcGf8NANC|Adw9ZDi3siUN$sW1q zh9sN^&11^PB0!{KGR>lua6#Zsa7!kS7up7Hc`xyYDZOM?2;K#LmK;*|^*EjI#j^XW zpIh3dUCMpYk2xrW{M{F{YDTBU1Dx!gEOjbc1s#I4#)`_s3{i_CTNORg!~nD5%^L$i zGDX7cXXj@o&f?$+Km#J3!p<`3A%)B9Kn4YN32%>2Ybo57Z-8sx zTmGJD{6*VgM51VgzBHSQv6WzHVN6KKCR}K~^kR1rB@9 zZ#5=(+LW~K-4gqcP)aZ{G~|e0%}rUu;Ip?M#j$JH{bWW21sLE5?zSAr*JqB&gQqJJ z8t>RZ31J^J8WC%nV zTKuIz9}e|m+r#@ZV2?VW{b55|DjJVFJ0RH?3H$g(b0P!ob!j_Nj>@rSj`L+Lk1|qX zrhoNkEr}`Ie4Jm4-XC%lwA2d@cz?i=C+{A?3k(r8C>&b+RWX23sD*+IEX3tzlJv>G z;dlReHXHbi166)K7M|I)QVI~YCO}Jlt{O9gab>D-m}M9Pt1Mb_-E!Qj_dW37=O$S# zjZw!ORDTpwj|GfN(idW)41d8ZX(C8idn}-C{bBx5ucPiBz5a|9M;+>K({?WL<`I3` z-HDqU*?+G=?0W^}K+b^@hJvf#1Ip%97TSNS{Y+=;M`gUC4MYxAB~owc#Il6Why`Ec z${~9{$rZUW3R=IRn_maV3YZG!+<~^{=fpVpo3=~}H3P42Q1Ydnm7Nj8m0DdHmB~?f zU@xn5u1xoidBV1*cf7(ZiE2s?h5kW7#%;^pD-T0qE7icl#{D!FU|cU{(+b$kqLpm? z9CAf1jba>0P8+cSVQ$`95fY&?1XcqInxrO5l_qn>vNosoi~$fgkla(J2L%BQ`10Z^ z?t+07MHoay6nREK zEjWFEE+_2-kUT+3vya(LkOhKVyEt0sb50IL=o>brv37PaCwDzF>N#Xkcd`uLh)iGd zaks5VUx0+9sAecW8hQsx1D40~5Ak4}D%;`dJG0>#k2D8pI4euh1p-$2GpRi6_UVse zH5TQqq^!F3B({IS3Gvo9?h>C-2t+_pDae>oK_};C>PrwcLCE!z^X_wg-Z9GNI17h{ z!wV5(bYBT&tkcF_D&5rk;Nr!%yYbw%+9pXX0QLqUR13MGORYEur(Gni3_&tJR*^n&duJF~+9R?{PhNreNaXHsjZ z7@b0x8H?za&v1FMq^+C7!yf3z!%^nXPn!SC4z|D)x4{I4J8kCcW# zr#TFYaeW0*o_#c+0rj4z5H#}_3HJ7zht_<58AQ(?`SL#E=A+J%SC*7T2Ht4jX$Z66 zcmI8V^QZs((|<#M{ek}KKmYpUKkv6wfma{d*#72Mzn6|rOn&!|Ntt~mEv&$kKyk_b z@L_!Y`eSVNq>i9Q!``QD@OanrHH=BL)k*$Q)y?nzajn+(!?(SZFiXD5s6b7AKU3iU z^S}OYU#Sn9di^n4??jI8Pyb%kgbEb&fBzp5c+Ah$Su602a!)onZ0kpoCdK$=8UJ79 zQv7T0WNMqC3D0lC?8F~j@9(hw4nJxnQiYe`02L> zaEp(m!DCa7ckvEdS)XSgsERYev(Z~`82U#e$f3ILr^5JhF^bd`=A!X zp8XQoNCP_K=WLju$oxMP{CtqVp??Efkd)15U+j$rM!q}c+YR@Bzy3=Nc=!L*_Iu|> z$$vN_1Q5Ed#eRv|-+w5oU|N67=za@qZqJn)f2hHJ2Ut*k2=y>#<1{88P5NPuK^+Hu zJbZw^KddBr)(r?B>&IU8Fc^~G{zrpaKg|B=fAk;Gn)bl;+H82+-v@Y6fpF5qJuu6y z-fxcjVXGAKfgs2`RqMOMb|9UiZFkw-bkRTZ_6WeMd4acoS&q?c0Ev?l0NwBYPk^gM z@VkGE_qg@*SEs-Kz?hGJ`rr5e|HB8(5TIhk0ATZPys-`c_b{qo+}QRf*u{VP_}%~2 z|I`17fA`;;zyElSV>|pk3_r5*IfcK8nhGwGJ{bPnm;_%h;baM_woC@N%7B^uwkq4- zwCf);%&cmge*AcU>&I`?zNtQc_nW<$LoyB@U!SZ18~CHR`k#Oqyu1F5MF1K1(6)~f z2taRq4l{tX-^Uxg{WY{dO89B{?brjl_v?@K^Tn@z{jvWJeD3`#@b`YJ;kyQaTm|u) zoBi}JvyeYOro_K~OzUR+x&-jA9MCvPKjJ=k{r3An{q+6CuRo%o-77f!gWA-|um1i= z|Lp&3%khi#{sjISvMu?CpHS-8AH=VI_4^;JKu?uP{d2j0@OIktAK9-zzTO34>?5hC z3XJ%e{P@ZrJp23efhE7`E()9#u-lLSx_d4JMic@p=#PITtM-2UUNUH76}11bzwt=M z-|qkT>F+?yUjOb7Tk(F}{>?x5eU|>*O&{6t0mk8D@2x*p;XbR!pD0ktzXSh4AE4Hs zuYdKMyvgdHhOz(Ydr|*$_P_kSno{P3@=_>*WCw!d2*~A9O4;S`s4L&|4y$-K?8^lcR+jo! z;~U(N7Rk3=Oi%M1VH=)WtZlPff=>|W-729-_RQi}h1r(R$-o2mB1PzN{QSpR;<6z7 z6w9E;>Pq;Uk`$3)(1~BO(Fe)={Pdsv?5P{G;IVwG$)}%h2QuF-;E(oH&bN+y zqV0i`?ZYK$4pDqN8Pemta2Gk#FHDabsZffV!3W~1*_mB%7yTI+OXlpkSRth+X+rbE z#=X_26jIs~?;K=5x%ULai0DPu(wV1TTrau?wUNDVnJ}g`(*fHqKJo{F&w@apvfAAdQ9e; zX*Y6Mj3nvp&TMB~-mUjRDd&ALUM;Xh=j!sgkd!0`Y?7+g7_b}35FO1@tcDNg)2mJ{ zUkfst;(UMPgFC{iL+M?|oo)g>IqsqhtFo_j6`uSZK4fD!{qd;ZBZ zS!g>@uU*MHD2kR*%c#fCm7K?6$^RI}be3!hXjcQYd}5A-noXn2;JeVwJP;h0jw>3p zj+4+vgQVA`_h)>goEBOArj~JfL>(PSvr1{w6keBgzFj6yANQO7)9d(*23I;`n1^5D z0`$74Fmck^YwhcSIAEb;VkNFEJ<7P_b@t@mA9a+HxeQ%(W2xOfp88Y<*vlrv`T8i< zFajWGf}zSC$@f?oiR=5eDTl|D&R5!iTXw?2U|vxtPU~14QK|*c@L(o8zG(LJysh2* zt#(88>ZdcqV|Gjve;$Loa2qe7=f&LK5uVfquX9zESWZB!HEzIq2_|;NF%slc)7f+V zA|j<5F#kc0&weh+ZL{odhGj{jxp6|ETohdHX|{TO-VZ$18%fQ~>lUTmb-%7~OY?<5 z6)Mf?S5E@CyIjtr38hJ4jiV{|XfV}G<$7Katcn@-cSOXnGb}R}5@HBQ(7+*dp{; zVy&II=!R1eh=Bcw_e_sLrZtRaOtaJ4GPBhps0UmdrK3o_axLfpTP}zG;0EWGFqR*< z@k`YBTDAtbLAsbui3FRV7Q_t0>_lXdQ+b@>e6b#{4sg${rpBR%BO-?AC>Ic}O1&&w zp$?ZuuP3%W56_6sZeOmx?~SZ`W?}!32?Z9a1AcdT(V20Yy^mv$QiK|vEZSRkaiPJ#iOg8MJkr@Xd%9 zhGCGdT-nsCJX(v6sgI>{B#j*!G@Xjgt}LAZt052JpFlv>c)t{mRuT_61d!LG3MQHi zp-eESs$qyBna(1M71U)6*$%W+3d6W_lzNQV%3!%%I@Ke)c`r1ALglH?BcExYKXHhF zHh)0viAn)?n3zYv8s$dUHI+jK=*_N8MOmh?V(9S+c)i%50VapmMw6}D8R6Ao@Cj(oLW;Wy> z`x#|hinTg0XN+#qfb_<6Ix?wD%vT)dzU=e#Ac{{|P)_Y7OR}YX`hX*~*?DPmb)Hy9 zVS+(X?zS;gtR&B8WuH#nf$mm z&0OQO!_y?`N0v8I%VDTCx6k{&AI)iAK+LLftYT*1)R-PNNZ3vojz85VP~FZ(dhXm_ zz@rY7dG}$sp-zvR<}P<8auXD#aq^NIsF|o08feA7fxI>3^aA);NMJ&Gb=ZlT1Ve;T z4>05KStJ}H2|vd2xS$8=i;=~GRn>Y`&KBUm*{X-2ZbB&!*dkx6%Oxv%bv^{*#f>Pj|8g4{tA0z8k3ql(_4%vLBPsQx5GKp7-68ZALe=%0OME1iJCS=IYf%k9Y&LtBb z@Ii$UGf*W#k^2KfG_-9YkMp%E0Y@>S;O=JPs)*V->aIoFVDk(U6p_;Ox0>#Ud7SYe zprAJO?z2bIa_4jeGc>&uhF(cKG!xPU@tB;9=p;uEang9fX}OIMG^Q}wyjp5BTf6DL z)jGVrUh8MXXqZ^OjR4z1@Kfr3`q3i|>P5Zipa^5AQGi8b7}A!tbsHxoz$SCZ!0OBav4N6>Tj$zhL% zj!M1mcU`(CtqCDtFhjF}UCAiD8p|OFYbTI`;KsnW3m95M(p#?DWongGl;# z-6gxv0m&*&$D!Dyz86ozd?hIu4-jz@WG}U=fR;)1axD`a6=aws+cC>Q5CuPNC^1%$ zv+xxIyttmYa^0R60+}#(JWtcM1%S`>p_&WntZ8Nn-Q(N(t&R)IAJ%rv*Uvpx2gy7A zQlI?HGhkETCjF8bN{3;i5XLK^gdvL*!`yi&W)X0_AB)RDY+xZRG;z@;~_w9;ZkL?S`R}Iu!1o(C!AV*1;kXhzXGxfYD0$-2M{B>;=67L z=}?8^`M#c^8Q5Fz=p=?gu#?tN1UnXMM}V8%gfl$k)uL3K%wD0L08s1-!@zn|nxZIX zQ@29{kF0U=LB9n(dD33Ha&2oyP$lObxey))Fmi!^%%aAFdP6=fE%F6o=Xct=(9oK|Q@{SD~Sv zK4lK0R1FyZ)1*Vj1e{zZfsXP7vc8<}v+qF*bmBOayg>`evg*|i$1(8-eY#jE3-y*H zB2eP+b&qz~@)^WSmVJs^oWa1e9yf&t&&NX&mP)gA?79XlA3G7MIl4gc?w8DpJRVyc z%sN+(_6c~eoObn@^)ST3U=*CZc3LB3W^dv1g>)c5#=6d1Ih17pOAbSN zHIV*#11*$GH1)klufZ*brzDL9qziM?RyxU6&f0#-yiEd5*&KjYUM$}mM8LGBhjo7P z&gU$~gHsjb@cG)xFFyl`yF znwbX(JLVW010BlxBh6O(xlS%yk{*!DP;G%Gy|Zx3+suqy&&RGDSgQBayA9YN+C7a1 zH8kJGQ{y@*LO*Hzxyk@5hA46bB)D2GMSoE&bt;uN-$}fF;ITBCwXVvioSBT|jg>rHA;27Rh^SO}>=_E<0R6uhD zhzwYC{iXbA08FwsW*hlZS&#{satla)EYDIxu1*6ffIGl?<%s z%UK{Mb=!cYtH*EkdA;Pc>|Vp58f>Cg1~$rPpbsiig8C8Vr>oBA&8nP|G8{1~Uh5Db zB~Y}GHv*~VLC}^cdVjz}8K|~X=+L@`dmfOvel*&3-lE;mV>rP>SPe*MnA&sZt5x>| z+H@eJM7)#90?(#;W<_Dho;)C*c8o|a*tF@X#DWMJs7S=kR4kPb0}tt3 z+Y?iBH?9J*Xd$AETz0Q_RvXJ~hnp(2~F5lX#u*v8D$3P3Oz-8T=xHlu00 zz(Jq)PL~0cLNl|oK-8V=&Xv~r9$-C6vp|snWkg1k)Uo%$mZSksXRq~o5MMm{>KIxE zG0a6A68QXhnPrTkIRL1kyC7tuF0eZnapJ>oq2_ouszP1CfNgqzc z5vwg={~$UiU8+svNc97~q|j@Dp+*l?fN7y0jyi&e2*q6;7!L6LB6m-jL08#x37A9c z3}HONEOy$|2}-^Bc6&V>{Q2{YtwR)+edV=QaRU_m>A@daas4}~&%k=~^QF(vSFZ3F z3&6uoyR*SRW3T(XJ@ULN6C~6?F+De257t)}+E#IJRpq{1eAyIwpcf*x7fwPiEH#-s z|C~wh^Y#*V74<+$$i)>+jw>MYvH0yIcqbwAY_C{`oZEF7V1tNLIGlf_?&lcAO1K^A z^s+XY-NzH|2x-6ombK3rZm~w1XKyNA1&8%VubtIx1|Ac2wq*8tl{-KKk|qShoLEjP zRD>)94GFpj$u)64M#V6O`$ zQGqrdK;ATMbCF2QODbVptnRZt=<&>4$w3W|1i`>{eS+tRYUYT>F`3JqfJ|qclomKn zfhs4y)r{MvsZZT3enwFzvdHQs1}kz2_u2H29~)cayBhU8p5tEA9FUv0;A9}I5BneE^Ki=Q(s*#W+|cOO|Pdp-vZqWA7BCZ`-z`W}scyr`_*4;VoaEk~1A(I9`h6 z<~OL60p-o*<+jnZEC(^|)3@R9?B%;9mKhp4C%V;4)gvEM3*a!HQYIH_lmouNL#pBr z8IF(k_Oxyk6Wjrg7bB4)n?l?!ru-)?f3iaw)VgTqJJDq_!qb`;ZXOoWc7Yj4MvsiZ7f)--+=>{-*wNSt#XBqe? z)iLP|B&jpuVT-?@`A#*sKMxTGZ&S`dsqX0Y#ER4j!Fqq}a1k(vn|*m5n9|x~loOW_ z-=9YykyFyR zN>P@Sf%c+OTYzi$QDc`rOHo}7*e=kBtUz(OSmQJa&V*o_b?B&h`MXXPj zh=4e6voKVuLjt8*ZPqbYo+5>r=0o%>t1X`M3h}sSumcY%breB7I_JC~R4HSi-%1+@ zmM3Z@2^~$hVj~n882sqqpl2(lQ?I$RYW{Ly1mbHB_0Wo)@TJ=0mFhGS4@X>wM!+qV zX~k!jWf%l=_BE|tl8ed&m|tvaPx{mZSz~_A;8h!l;k)&=vlz!L;vkn?YQd0?)I4}3 z36R{-%l`y-JKRzjOU|Mw(AsJ)wzV6+-l3BE`mU9= zdPbY6j5DOoKk+)BXKgc8uHn@bl-t&tdJ_ACbak5`(Z~=x|FrzXKIgRTyjZNef2ATQ z^&c0O)nQb1oK}r-Nw;nYnt)a`zbtg{)rcwGJj2PlHv zD&yvKS!Q0UC=P;tTv`Tj(oR}29(w(;A$A}(XqZh(HEy;n6P>C$d7QN2zZ6bu^bmCT z*^^T#D$;D8FFgRUZGp~e#+C=GPByO>o`oJI=FR6C&neUXRuQzbnlXCn*HW!zqqbIO!?eAeO&-&&VO4?sJ9}s(=MTmMsEH$zZr0Ln zB3oH(7nWJL`b&enns2SLFPt^6D8=E}G?>BqX*^S`k=7RIQQmAQB-exu%2oQVTmm%I z%cN=E6oy$~WWm36Bgq;`a`w;~j(H0dTeD;vf-v(lD5IPHqf~>oiRs)e6l%Gs=ccT# zN)2+rNMg>&mBpc$ftG4p%ue&QXSkj|r|4XGP_z&n}E)V+0`IjzI*OJ7`a6+mn*_?s_?^9M%3rfR1)tvdO0rK zSgB%ZT(6Ots*tLb+Kp;j%hF~+%Sy>{x`X5PC{wA9*G;HH%t$V*)-&-%s!!?^s!dTB z>XPG4d|7U#inCfn$t-lLlTD_J5@@LFQnpmQTQBm>QI3H2Ouo@T(ogZtab3hS&*NI9 z)N54dr6gPz2pcZpnden2TYMZ=7o`qEn6~`j=1ZnMYKi&LBU4%HYk5%O zL|IhI?IJmA?6@5z2-yysau zgvDQv%lB(15iREr&_A{>^tslRRA5=Mh23KW9v4o&=^=Q1b98G$(SfOa<$_J1p#EzN z``HcdzejQY|APMo?nik~?(OhkcQ>)W`%q)RLZZ969H<7cDf06A^_mYCb?d!@02wAy zMfkKAt9<#}@2_;l*B?x|89sa0(lzKKX^rdXt z^D(xRCpHS>pTO=zQT;td2d0j)(If@EG;}ZQZ+CWr^|A@zNKvg@+vrNbmWPI^NI<=E zwqgH1y|@n4;mP}O6>gS*zlIY>G56h#;_j&*|4@Ghj%;FAsOf7g{3*M*uo_aG;FSt6 zfd)qnJY8qtuiB7l4aNrks0}o%8WfIGXjqc4u+ucD6+GTfVyD=6`P`=X8nq> ztdQVvHc$Y~r=X|GhYG5 zS5PGq7?5mb;pS7`Uz)Nyzf53?jwVcZO}oE>i+tkxI=&W9*RJqe@|6MynmMUT-x3w9 z8s!RWU=>rlHP?|9Cp`lP%Y0S3K&hh97FHxsgf1GJIT6J z1ZL=%XZu^*?860sU;xTW)-l3=$v-b-riL`ah&#rA(yi#utM1d`$?P-s3r5iv{9iRJ zH0j)uG{eEKK$6fmfuw2p4PxnT3lIdwZcc3ru@oHzMVu(ag>!-s z0>$w}6clwDDAo@O=QzR#isK@ncrq+0j^U%A=rc+RX9>XviYM`iqzEbuN{Hz`=A59I zASjxNNGhiL$neAxBtXLXm9G&tp0fgd6SW7ViFNy^Sgzyb=W7JmF|YGAuTC>Zayj1p zau<5ObJd^Ie`oEu&Im9LPD?k{~lR#!6NDY!DjWzK;stueI~Oj7IDb=}-%g5(pJj5Nc#XW--{n?1vV zrxVdcUu-*dA&DW`+=p|=Pn_gw{QH~ak>l*wc7hfJoaThUAahG?`|Gt)a6oY^$uMP< znD6$f47*{D(#V6--*+A!s}LL7!iV^`-*;4n+d@3g5dt5%iTM0MdoCTlXGqK4>ICff zeL>p*!6uD9z)X2KSD~rrZbFm5tiS&=|NBn|ZLneV6nO}AWsd2fuPL&r%i0|48&hBz zOZU9Hamp=LF;rL(aWl4~C9uE$lrd@j*B|ai8Oy)^SbO^ydAqE*TLaClIjjI+@Z{96 z{`cP=lE1NZzP#Vh;o(BO=e`Q(A1i0|9lv$lR6Bil(EpiktGT{dka3*>F^S(#G zP9zDzZzob@)c0^r?x63%o!j>yxq$J?69F@y79tikgNKb*mN~cY5dy`~yx*dxq7D(u zL@esF`yOP_%%^z2m&WrEPy!xth-miQz6Z$!K#_vK`-GkM<8z3@I>nRpNBJHCGXUVg z2AQue=kMfu{ER)w>+Obk8zL>vN<8Mx;n!{>_2VsM`04-2w|B2Pja}W?TF!^rVqd}Y z5XWz+@W`9rP6qqy+3~{12Dueio+!!SVPBLGSacS9cORJ`4kE)N$RH|o_5+ZS zhma9bnNc`Se2mPfgUF&XgRqE?ky(6@&6bOa07Iudk-a;z_)wMuTnrSMcl1GA3_&CW zj!ZB_fJTYZG4bWTOGYO62ygc318+G6f@k*rGsi}l2AX5(p#RLX6dr{|o(e1Unws^& z5=cJG%0Me7?ADWl5XZ`#6BfbYehLJ-Bw+@N#mNvXhKiv;=u=@40az66CqY=855w9c z-NE8wh&AR!SfmhuMUbQ)78ib5O^^|3u{0Tl#hxlHJU|%MGvA%s(Lg(y-XK#@ixAp|}W z2|-aY^C^BREM%7)`6xi-m<72%8|b6s7|B3Acx*if?;+ybK77wtwDT3syqy`P zj^IP7(^=3rai4EvJgGPEoX4=68%~qJ<1c@K%6xAE^Fx0Y;r!uLXuX7nB+f8gz`l=( zriw13@3is+m`m#04#oP(6+pQAT?MiY0~!h@>XF(`7f@Rl6BPHPT2oot>c%c*b=$)g z#~wj%mD(tt3iRO|4Bbmp_tNIVw!C+ey4dRR?vAda4~$(iNS8ImG!3(hq`TMFZ9R&= zcI*O**n;W~uaG|V9Kflk3$+SPao)v?+o`hwq$yAq8%1;tsnstB0B=wBBtwU7*|1jh z`#iE4DKd53A9b?2DjbBS4=TASu!nj<-g3|>GbO?&4h3G97cx+HvaoCb8{7@kF0kFf zBdfAx%l%EQ_DJ^d0&RZbbvUXJBKDL5O#%MzT}{yq)0NlnKm8w2O9u$GeTIczIRO9) zhynmmO9KQH00;mG09s(dOaK4?0000002$=~00{sf0D5(8dNnR^WM)-V4FCtt84+9c z84+8}84+7`cnbgl1n2_*00ig*005M`cTf|5)IJ(|lioBGDWUh?dkwt=kPuKxq)87T zAV{xNrefdeP!XwQS;O0ZEt}bQh{RjaMmeSXQ=)>IuJm6A#0gnQLZ3A81 z;ZpkWFmHFbjghVtBq9(lb&c$B5g;QpTfPLxqlmXX&0HbBY0)T9nU1jAkZsQ3HqJJCU?>ayaKt@7JN=icZZy_TiBd54UN%7CB#|`4-zRUez5~6>XQjk;7QBu-zvoNx7|NpkX zLjXofA}^vX5+XhTF(VNPBhlY60O!9t$%y_d_x~C(fQW?jUzL>qqS_4q9AeV{F)~tO zlK&ownDJkjiC2bP$J&*dFDOnnr@DhhcbFg-y#0-pU%|$W0wn*PO+YUsKKEY+b|Rwx zSN4BKL`?E8aF_AF<0SvH{NDg0F|Ujc6N$BJ(BCz{Et3Da7b8FmaCJX!=*G9c3Z+`9 zi|Z@$p-FqsE--BICT2@1;X(c5WJZ6OI@tf_(l0dsjXYS5kVdt+W~^O&n{i**@HL&H%c z9AmkijVxkaGeX4?{AqUPKb}rmFV;Fp6{A%WAu^&Z4B9fA(AqSoe;%6V#nYOlJ8x&Q z71oH_t zC7OB^xYYJh3S+~Mrw4!PdT`tyPSW5+>HC?O3V_6kU;}?poxYupc@y)#)bESPdN)Zv z5x<3TBEpuLb85)tgMtc4U832jZ##p|wPd~kt&kOU|9h2D_`Mh#h+Dbg9~)fu@~PJq zZqilNt?ZgQwqX_lG|lmLtkj(bZG zZTVJQJZ2Ql%+9)MOhh@Z*nNP4pm$^!{a+Bsb3rWQG_f+Ad2p)J@?5oHVSw#EXD&$& z2OsTx2-TqogX&lmmfZCgcXrmAO_E4sh2pX;+@^Q|tf%$;y5<21!W!bWW_)gMs;%vv zMsaQ?W7Vxsq=}W&&vq(;2hKCgor7mMkj!j|w@nZ6NTM&ORhza%s|X?96@nkzktIYG zEruG{#(6}9_-@3!(R_7FrE7cdD~NS1=jEStISGmxT(8VkD|sJ1tot_FvfuGXU@7{p zf-FVnc|$iNS!a`G1`Iw;8cw5JS;`%%JJGgt*fEV@66(ctd|>`goB?%>jedpwdIYu3 z-dphE3k8TODLYeVNrnKy`&3C;>SrPOS8oMY?1v6>YV|LC>hBXFq5MzrsMe^7s2HYL zvn<(FOx!ZDr{%64SJH+OtX1YOfT=zW;^QCs$zH<}`M#+N;|>Fh2QoykCOFpjz!oOY zb(Q+Xe(StXx$lPaIV+26X2$M6=Kl*&Y^eUlN?7rp=Cl9#bUep-ccD6|D2)(=rF7!H zV|I^|=eR+*SEa9KhF@k?`Eh`PI}3UF1HfD^mVz!)Yen3~L`PLP}Rc9@OXGXqouz$`)Nh_%L;e0ureaA zh43AKywGt!7I6gOIex((_oRD+fRDkST*o+T=#4@nZy|+kOb(^^~u=_=b1&vVTR&aaVGG zWRU~QhAGU=`q{(N;<8f>isSf`JiXap*i1CDw2$=;b>2Skmsoelk?o#$rS`ydwc#EP zVN3B~+JZ0!5AHL0AzC$%9N9{`_d!;--mp@v+Lk+!Ki9E{!sL38Jo8!%(lMBv4b!<0 zWm98ro$4%@ncv~RDxt3u{lXcukru&o%`&2>otszOiLqqrX?y@7S!9Lx9H=x%7#4r( zL05{VCO+s!(pcj70S`IQ*a0tXCu~`N{}h4hQGR(U4J6>vYq*MefkKPDGy?;#6R*Bg zg8|cwU6f&VjkpGDU-zW;a=CS>g8n>bwq{ZGWZsn5&zMFZ+jZTP-Mppkl| zO_rlSbfJ)jeMkQe^q!U+ITG}wsKD)bDs4lamIQwh|KSw-ROA=yN9D`w@s+bb8Ok%L zcU#tf0TEUK|3JBD=U;2lRJp25=hKiBGYM+%b$zfJ_&`Mj zgJS|gY6c{0%gWv5x_!gUUIVXnV@wR!cYl^?%yn+Xksu@$L>c#zfM!l$96ObTZy&6M zTF{E$;f@Wtt#@wyEip(0ZwsHQ2$^aY6IfTw)*lJXckB8Kki-vbh)Q^$_0!=;Md#6! zzB=X8*p|M=kCH(oOOAbgXc$L{C3abKiQ>hvl&>*K?m0Ig?9o`}EBMgBdk!)l-tfxv zU!GCF^SNB#3wh`?TK6Fij5kM0vNv@%M=CPMz1Sf7Ub(Ui4p>EPDEjfLqD?C$jhXl{ zyu<6OZg(cU5^1^3r9r={A9(p;OoC(+0%E=sgZ=XDFF?f>DPY1M^9)kz_A z(GKc=0jLugzV4u)KCzp<(u3InH&FAW2c~^u+r`!IT_m3~Z+Tqsi+u2=FludumO3A4 zA4J|ThBmTPI=659*xUNEJpUTMS7{7@4;$n?hNge<{;;lmX#GmMffWPccIckCMzWL3 z^=&tPE#VCbHQL5*ivmy50)CaAX}bm?$0bYu0zL_SLjMKa?GG4lYu8!Qm?1TJrco2| z)^65zM=*~SXw+`+{jso>+nZwjQm1F9ue4gGaiN0@{xoe}&6CCKdEHL1az&$pq3tAn zD5KXAwsW^bw)he%;0z5hO0soci+MBt7}{w@%RIc!m@ayb<2(Q7j|oNEU}&HL#$5xHZ6LnM|pnJ4~56Q7|pA$K?b@JaRicu zf9(1Zn{OA#@(0h>6Z_`bg{{mq-|aaDt@5|hvPr=UZ~nM0_E}*%T0`n*E8#Mjf{NQr zbSV%v)8|k$W*PD4kLjG&;h)65{L0QVoaCII8+-M)J4}?aW}lA}I&Q|oZ94Rgrw#Y9 zIVqiFb|=16nO8 zPp`So)~z~tcH-%Gu7j92I^&-1T0i~IwLFYiL%Lqr865-LU|o898|RL@Yk5Es{Qz#8 zS`q`^C}$pD4m2&}%W_w3fqE%gygjj@zwwKLcAfkrI_o*H`i3fN;QiBU5kcxJTQ+VJ zw@I}cUn2->#i**pEj|Oi1_Q?}pGYy3XOUdZLwOxRz8(E=Ncuon$lXNxP_vu-Dryf4 zO8e^XchG88^1q`O_ZO?9z&GOt201nuvyqq3ryCFjU>Lr+e+IscKIFW#Qc3brtvFR& zH*o3F{#5d8<1J~nMI#rqN0!dZ{;ru};z3QQw9ZT$*wIU3OcLm!cF=4y-imy<5Jbwn zaE;AEzgyGDaa@>*oQRXP5eWO~r-++d4BO2+cX7yi+O+xfmzKdX8$?eWNUw-Eex8vA z>qT1LWNF3ktz$~e4lHK^Gk=)yCpDDMm4g-Y|9YB!b`G!ZG ziUG%6=6qMHtb#>gHQEJbFO-t4sCSb@s3MXypS)>9eNfna$r!qNU?=}kF7>DZuA0N6 zo7Op_y~)_PBTt~c*RZRKmUS_4JOe2?us$rTAwHKR4)FjZEmtFE6b`h`uV%k<2(_(> zkB19_Mg)Vke_xi{km-*npCC(x_0n@PHv>qIKdc&8(^;Z0u1tyJ`Y@XU={Xfo_xnFH zxpaO>P>4?l`~@(+PqLnZRjP}huDbGPL)lG=5yXg<&itGi7Z*rv@SegPRTg&e<6=X~ zBh;z8q=H_@+uo+i{47 za_Ba_-!x7t-#T~=S1X1-_dy(avn>KrZX4>(R$cay2B`uN*VyM8!TTGyV(E9PzgXp% zo#=d?HJAJ>U5&8Mco4foo`Qiw>K98cX-6`623Vu$NJiCrAr%W`&h4j!@IclfCF{yi z2D9?=TQ$a1Gr*4v2HL_3g{zX+s51p zH?xXDSoH(wT}(bsBsnxHQ0v*1_cner@sHuRh`2jf)vO?9lz7PQl0ww+n{`?utoyw0 z4dGSI_gTTe02uDi(>W=)rhU%h-OleXg%<7({&BsaQItb(A59>C1}^LDbEdB~h3zX} z|A75r)=DEqXt{N}n7s{Mxr+7?FHH&7f(SOHre%df@ftrFYkcRAO>2@~Hn50n$tgJ=)R)jgx})XWT4j`ZsBg?VY4+AR5(H0BaAYa{0| zWN6^>OQmxD&NF*1hlXzm#nsG;S8x$7)5<;7kfXF#g1!40bMvsRbYl~3;K4Js&ZNwx z+hPr=ApI`SsdmUzT0eY$dAiJk;6irb(ZE-P6m}aIW)a<&2q+Rd-cR zT2(BxXHN91&2{09QiS1r+!btyCd}e@UW}bk!vT5rEr}e8&ZK3;28}-5w-&8j#sQMh zmZte0Q?m=n9#+|@Vv?2oOFQXbjJ|fWGklb5DiYSyXH->&wYF2H-U~z*{x{AhiP|A` zOlk##<}EBDeZnBxxh3?9GBFSO;irdl!X-k(WYAtl{Yz>TC_(fG<6podOYLrK=q6^t zEvdp)jtcTegv+J@ol5$Zi%I0e_eiu_6px@kx&aeg^KjSHQvR?{A%|?{$BV&JNQmbE z6+1PO&cEsm*y@|QL5P8m9m!X`sTwXhOHr5w=DnSh0Aswh{D>QzY~1Z4w_CmW3kOB* zB6b~UA(#%k56lEd%(nu^_2xakp2tql87<{D&WNcNVoa$A&05E0Kdj|Qm8fTC7zV|+j$%=2xZ6d zQARV8a+%jYH&e~`&HwX8w}5RR>0~30Mk-~)2dXmQLGo(KZ+*yvQC8DfIMqufyZ|%e zAW{4H8k8z`;h6ZeY`fWFE`Fr8<$Ks{m+Ew|sP*)BKiT(!gX-m0IcK6R8YA-`8Mu%| znZcGbo;KW$<=JM8JtPk!`H=;AK$Fp$gZ5`Z%je@t0Mc`@QjbtuVkKz)N|bk&b&%}0 z%>mZIL^rd>D^}<>=Sse9<6ds)Ra4kXk5}1r)a%+*2lFWDmZF9ku*G&}b~sm2;d&6+ z7g-wYi;vY2&}A6pivcu*kyPtioL<+rM1L<)XXa=?%|);yLa`@Iu_B3M>oth5V!%e!au!E`Vd-P(=2^phE)Hj4{b+Uat6KffH@9As2u&w(tml7~ zjpYG@Y_x4RIk>8q&4hDghPRZZ6Wd~Sx%Hd1=+pF+P*6AEqo?Vk^{0PD1P}2U13KT-x#ffEga2Bm zxV=wH+0Px-yB+o)M9Uk#r_>A#2>7NfSJ{APIQUO7kZCGBG#D&ErEHOHC!P11ARtEW zD(oh+q07U}_12?X9|2R}kvM|CySs{D%RZt-3?m&RMrTh|UcQ18TxaR(fDx=gfeKEn znYDJ%-!EA=MUm>SLL&#EYePvCj0<-#I1lY#1>!O@-#MN;;r#h+=w1nc^QXL%s-G=* z$(JEW??&e%NMIX-WHJo9`&2`SD_5T_l)2NRi!B#t^7Gzoj{<0Xovl41J^v+_< zb*9M20yEBZE9sUo=ZA|1R=(iW{EXn#=~yHpZ;6&MD10wTLJYe&*4b1N#R~A+qxOsl z*Mly<+x<-`*i}Yvr3G*D9S^-NSPT2A%`Q+9W@5MClIA=H&cD zfh6VRIocT916x2T_o{}NJGAW9oL!luE$44u>7J=Qf}UgzTV?l&D|db!^Mx( zq_*+n@M^2YF0?kkr2)>j{M({oMMg}0f+v{BzAXg@0^i#m7rXO?Hf>Y>=^(u7mkCm} zJBg-cQ?(nDh+QOI=EiRBe~Ue~ny)Xc1yh6y^2rClA7Q7XJd&vF-!C!x!Y%cA1$Y3D z%BA&lj1xz}Rw7nQL91pa7^~_?{e4;;yCXJ?=;@{1k>5!xy7-qc_cn!+L|y^w{W$sI zdwOk7ocMFm>@^jgg0XKsvY)?gPu}f!?s4wRKOf@@?q_76KBfB)pwIuK@|D+n3pxL~ zX65Iir~jtRQbw0qTE8nX|G69IB{d1rUt%85ChT8TE+xxoF+KV4or)8aR!~~WqN_q_ zQC#&|WR6J(RFH0yrDV<^Wa#~-2Pouk^WY#)N0kVhZTbAoSS4)X^;cB2&e zp94hX#xOKz@P?up+5FZL>hp59a=HG^a*6ZUJ?|HFhw22kXMR4k_*EXdo25)acMjds zk_UeQy4cN4+XiEHRh~!nbs^6U3?`DOk<-u-y{gEVanJPWK%xfY_x3$cbju?jF3n`` zgeGN#n0KGJOdRlEn427Yd-C`mL4MU7ZLv+bmZ1Nme^f<0yixSjVB8kO2*|SYPtsk9 zHG3;yP1yX%%C-C8jruU`TcLftY29bhkD>}A#wZgcW2Iav=(zq~NdcdBp#R4jl+$8h zVRzg?nZ`ViHjuT+fA0^ov_Dp~_l|qOJ*Is{ops&r!>w)~O7wF4(~r14X|yJa*5anHT0 z%eoWD0d~jImoc{%Il?tl#ca^~+K;Aosg4L3V{=Q9PjtD>FnaPl*oxkC&M{`CKYC$p zEiqTsD>g)J!0eK8kvF6>iFw1hQ?QPX5s(Ox>3SXH zv;=F2-_)dWQjFKt>0f(&a&Dao3W060qm=eGIeQo&BNbo zJAR1;pcr~?{xs7U#;^pZxcC#P+9``H(0MPCiSSx5=3#CVP{NDIpMBS2WOxr-^nOSp z%O>h_=$R57#7`ioS;E)ShgW>8C*8=-&G+@#(l zfX+RYk22E-u-`janx7jPVt<&jkfND}9OAzgPy2lTJxtm*s+^?CLgM6vlgqkJ2}8J7 zAEL(-(%9|YO}|PmmA2Ub#vJ)=O-26esX=^iPlH8!5C+8M2{&b)Tz{=9Xw*AQ|7>4B zm+~tP*!i)d5ewoc&XKjX=)$1a8@QC#WWy;R7syI=*Oh=SPSWcOdx$b~(;u8Krc~nyG4O&jg zx)XwhYtdC;#Y*Z^He8hqYxUdDu6f2f_-zs}DZ_z0Ny{6(NPD({7M@esj}sD$`q$|z z3`Bx}KTUd>eI1Rzij-w$DIA^6XOQD!>V2$^<_Uq6zws$d7@HB4--~{bx6E&LrKpJL zz~Bu?qt31%vq9Dq4>RN>bkpnJFC_Z zhw{n*s#rnd{Qk*3RYB2=_Fs|W;qjE=HUq~|cl?s<=jxzGXq{t(6YBSw^o?xO#=#S> zheB4*`^K9>BW(7XHo&q(a=-$E8DNaZo;sNMPm=@wKg6yHje#&aM5_jxrDs;eoU(r#e_{ zCZLq%!yQ`sbFVjtdeN>M;*nV)$#roA?bQIigEZ%s1`daZ1*l1xb}ig;_eUCFyibH> zphKzGwg3*XS zhb{lyRDITX2#A~Je$b{qj(z;DAhL#cwz7uc=b+GK%2mf0 zci>19{3hriX51ONz3Xh09}*0j1)D;2R3A3j>RK@Hd3+{kHDk)j#GDy#8D9~e-Bn}W?y)3V&Y4h5jic-5^ z!(G{3%CSQdFuVYUW%4F(K%e(agDg@Eq%~d&1R18)?=X!{j#PyV2JLl=YdJa14*rlafaAwqmSs{cI%7I+u2XMJG0wezh4TT*` zJ*troe}Jmwf5B$^M=7!e7^Oz=d{v2^sd3W!7Pz<5yqo?3$>6D0>P z)zZ@KJDJH8_iU|d_Mb=yM#Q$c-ga*l>uEjhF4u8hN~VXKKdV`Lu*d_>?R=BgHGI;_ zvm2tb2ep6o7r_0^vUuw+;N~yDZsEOEwWo2P?)IcO{dWrGhaqW{9Ratx`nv9-p zI&r`D7JzE+3X+_d5PD_-ax}90OpW`6Q^Kw7AFT8C7?lEm>L=r-YwP9L0! z3g+l930`z}G21DNh&;?9I!!tJw&WmwM_UdP9yqADi{zx z#-7p3AED2y?<|B995jGfCH4iZG6nXgo>nzdt=5sLgN{2o^V1D;%0I5^1;I_)(~)#P zsIL+Q;9|vXqxqb2N*1e6vB>8d7J&5upTje7s@WcUK%IDPo-zs7eK7=Au(0TIgTdFj zOf!?PpcGFCWn*U*Vp~cIvKB0xlcS4}t*~#5R;h0TB_d2+3|W9b z!$8-Pv@$1sEiyGjF7qJ6>`<6jc%>4-0zdmmnS>-;464CFhl4N4*$mKvghgD>MOD5? zoiSF!mf1sGwiH^QCeJCA|A0C?9H2U{76N>c?fhFIu%CYd)>v8B<|TZCMhUUQV;Al;|25jmdx#{ zzCfPIVtaPNt}z&OpT=UtRFy^#Gm{mDR8vv*K{Q4lUv=268?G>5Rz*ik;+VfAN|`p- zOyQBNC1tQ%$-3#F3Z7ubzN^i_npC}O}Wc%}YHt2^QPlzM|E zPo{`PblJJIsk&|p)l}uNtPV!o%&Y=cSrU45xiAYJ7DnoMx;hI$fl|HQRR+RA_JT*x zQPR8$=8lSLwHjJdWcIVecuM$)9shs>0&fHduUFd5ru}QG8d{;=V?&wske)xv=l1WZ zh}Bvv-%eC_snrC2d4gBWUceSuIQYEJcryjcwU)0EXaIrJ^<_b#=4@TsiHDJVRB>cH z!7363R2-D{yG+0p)4eyi!(=lZ^hxCqI)*7&zf4b~<7zuC($hxQ?) z@hrP+4s{FtaNXeIB;lA6Db4QjBd2}<5xJm|L62W%$B<_r#aweM&TN;%S06w87r<0K zHFUG6@ZC`URvlGAi^6;iDAYPeq4*^~O>Rs2(Sxkq#vqciV#{UVN$KNNX%j(brf`_S zEmL7oP8-~{zx_zlKX? zbt5k+fG+$6@b6#PC-46EkIZnb*ZSd?AC}beFWY!ixb==IEG@BYIn52zYQmGd5(`39 z#EDRZSvuP&y|F$spq%7R;;{*HtP1L0HQ#gz$CB(M-$(vjgVzLVQ!9qRJ)up$?a63c zmN&J0)0z7ECTX`Bx~5#myzy!^bUc&7H1Xa)9PQ%lh9-lq>W*3w4}-26J;KeL)l8P< znurDl@{VKA7LF(pT}fS-N`skac7eR&gZNM*$-e-fbVPnty0M&B z{-yR|7HGcgk$s2se2N7|eFPe6E1fK&3+78i>B8u)1u1(t>q#P>wigxsqWbg~&?8GO z^9EAS|HjxX-dr`>3MU_1Vk1hXkv)RQudc;MvpNKvw9;nPpueVGH>b5|rE9QGnBBFr zn5*Q}E~YrPPap}M*3RvFeKclKY>7n?K&Hl`e6lC?Gf;Pt9*byZkvUK<*l#)~K90wg zEL~5&FCs}!{0I_3E6v|%2i!O79urBLv7dEdh_;eCJxuk^AKR1b7LE?pUs%xRInA83 zjvAq|=|<$4*u*U)PLa~3QHh8+SQIlm$u$eT`EXFH9Jr`g;`S-=9BLyV2~O2az`}9` z_&dQ|@g~)RB6IzX#Z<-%HR-lJ*M2{YJE`_{Yee;=E$ukEMN`5Km?X_bW1Q)VMZh3A zGtb-rNclVTg`M=2V17Nr0pe!8AzuZTrVSnD3Nzy&ro1>xtdv$y0qw56m5$BTE9U$3 zEZ3te%v^M>Jqz?2vMWt6kP-!Z6J#<|xu_$IF}fVA&L0?UQ@r&3S;PGy6ZX=3DwjM; z*;;O`YWN3Z@z&o89o)rzyGieMI9tdh$=1pdiUGOu(2pAaDp*!UAb;q~AYL7pa?{9J z-!aA+F0pudF~zWzMt_kK54z5pC6{QkIpX+wIay|A#=0^EzP@L!xnQ==>cscn3siX` zbE6<8@U7dz+KH2k*gIeqv)Eky<;fFtgZ{+x1+u{UZ@)07=~28(7S5ET!DpKSytKgb zD*=mA>}~Xl@&&cUGN1m$z)*5)CE2#mr6pbejCs`&NV0c@ZuA?TY)+ooH1(4PTL-t* z9)v>ts66~#OXi)7y-@1dMGDu`J$9~CS0#HX$xtOWx=2<7P~I(^VWK~iit(DY^npu~ z2oHC=wM?ecDAGyXYJFsfqm!W6Ch*-GQK>bcSvwSK9s3MjBhb!K@(``M z+TSR=F~tmu;Y3k0U{e>QAr2;>9iG%$%0y+6Ff(J~Pl-0$=&A|AB^QH4uEgAhw96IC z*%1HmCl4A|b#r4~9Idv*!Q~Tk!Gah;k%c>-O75swk_kSFX10m-ZyF32Q(yADfy*N` zIj1))N=v@zA81g2O|m+2ZO|p}42Ky}Dzr}A=4xCyc5qDVx5mnn0P)Y2mut`>z9w6_ z(7DKwp@E)I<^jz)9NQu*r59;Ft5R_cL0+r z=#f94m0C%ygv>#zCItB|sh72h`SE zqYxqN%xJUE=F+XYO%Gyv>|Ea{+s}knq8?V4139LMHiHMjfz+;thSG zH*OI^+f$lpLn%nSE8?^=I3P(oV|_if7pu=GA^UH>4|Te(Qqo9a+(RGZEzP zinlz*ymPT1@f~P=M64~d2Jt4WyY}{qlTG`UDS-f89c5wVsupkxz>Yl6ahsD{zSKS7 zLyIP6#^E)c#!;S70X_#Um!7Ef%xGw9kZM{*%%Qb!i3j+cU~)|dx0xrP(`RUcwLf9W z^RUVhKdhJ0tCIee*bWB?8G>z#Q;dnPaoN@ag&jlCUS3*I{wH0Gg|Rm&X+jT5o4Mw$ z?32-oRGS}Qgyuu^LQQ}uqWvFgwPhm(G+tuO8l893_7abQ*8;-z#1bj_^|HqCz|6Eq zu4-X=SJ|3=RLJZUT|KvArm_&3c01?qOf4kU=XPm}hclEb+n$VR-Dm$0>m9f;#_k7f z6-t&LcbpYEb_jQojYlww2A%edXHV5WfhzJ_))dd`fYJ5q^l_hQ6kCnQ1=$=i+ag9Bj{sjaPDg z>;i3~{}Ic~ejR^Z=px>~i=o8d8)b~2^W(Kf-!g)enTE^%;7)aW4&rEJKz}p(^)eMT zw<=5DS)hwodDf3FAY55Zb1_|u*UL4O1m^hXiBJ}_Em*;4rnQ$?MHR%JE0)4ON&{#t ziHH0*jcYllsm_hRkF(YmhM}DZ>*?G&$KI$iYt1> z3m^6vUYlU->(pFe3VeOsexcpC3e*ndEUIw3(F;#wB3PfVA!2ttkL$hH9QsFt5^PF+ zZhh2NjE^>gBb{hpj(je;s2X_QL-7OFf`p!nrYwYv)|oM5&*^||5upaJ($G7Tn?pIT z0&CbfkT%cnrVIuof2`B_(`5ht{p_4-k5VibY4PDd^0j3i_B;BQ9r~JxcSv`qHG_Eko;Sk?hP zvLW}gFe4-37KN3Q`U@LEQhea=@m~}6%8L5siej%uzHyjI#s=lt@Z=gDcl)jTy8olZ z2>^gJmi&$C#rLK1d{u4rbU`-W2=l5AG)#BD0~oeq(A;~hxB?Jthwb`Hc?3sQ=927LpSAQIzA z!%XB8ujLbPjy+{B@ejBn(Q-$HrLUJHc)Y2T!Jv9J&v~$jiPbx>fQU&iM$l3iuKy`$ z#vy#dF0RAw?U=of!s7=Mg7cC8$T;bX(IS50_B=fy=()n5y7ybZ(~lFhFCDU$K9ZQ% zqY5P^3yL-lA3vMst`8Q;02Qc-FGKw$?xQGHt2BSdILgXK8VG2 zgkfOBFqdfpF+QiOhcGYlTAn;$H;N7HS^8oBvWv?i|1$_-gBWO5Gc~y^aI#47$R+xs zCWcC;h;{>BH+xf5|H)VkypdhMRmEZ6sm=6}GrlGKsXG+Y(_}q>d+LsR*o>Olns#~n z&FzDvN#1k11l;O4hkZ{Mk|H8iI=V>V*|&E!A6-T~e3`UrFv;$Hs8DO&lgexcDxPDd zz25$z*MYw-U=U2;@t2vZiudVB^-Z50STKDy4_J@7{l#T`cv~KWjtmKBl+x4O?`PXm zm(zf6J0BKgjH-*SJ%BlPGiXbLe>ijbbc-Jh5tqxL<7{3By@{fR&qjd(quN67ebjrk z(6kj5@V9-#xHkRajpa8p6L(7B(C3qZ4K;e)gk<8NS{k=oSl&U;Pv7JdDQs`c zxGY|0ErE-@di$ccKa>IgfRe=aogjK(BG8XoQG#srHNP$D(&nC<-M6lvPTA(N;f%jk z`FH4q>)ow7OA{((sx(+1sd09W-`U=T(+Mh&(fa*7mlDn*&Ec;Mbv$=A&KZETO5^e= z`#TUsjZ6xAEQP3nO5*FvWTU+VijxdsQH84^Ap`|&1GFv8iloRIv;P-R-(}DZyF&j3 zv}R~=j|*>~bCuMZZVfFScSOq2j+;gq5^opOnzPepeVoNfHu&!=)CG`WTb}JK1yO%e z+bZX^rX_+jzT-SY;lLZU#9Y|$U~|gYOXJgJTeL`8b-qop0Pvf3eKC<4$}4wCLRFx_ z*jyJ3`qW}VddDJZTo$2s3I?Ue34+!7^cFy6$B8wr^I#dn?gJZrv>ViQ#vyFi@l!Nw z2(Cb(ZKTC}97>1#_Zk#f-PQrN$|Zr^S~RlWwPODa_zp4kjDCJ%%l<5fq z8n<8av;=P(_Q+nTO`o1Sp(^NopKABd`@(eMfmFFE#6w@cO^{f}y)FNA?hqt)q=+y# z$;8i5CD{${*xybjKXb_|6PYFkh5u$;_^7nl8$$DB-NNfPtES)%_0M{DUtfW|0g{Fv z_w3pSn`~$wYO5aDcGtYZ1f_1~mCv75<%Wy3Z~HU)-dk^)*GCe0#_R_5DwGBw@ME(! zw?gAz@KfxFMd9TSRiS&xs+c1`;EEF4G9tq%HxGbfU}qk?v6BdW(UjatQ)=rED>BNw zhr3=~e0Mr;xOM3gnz7};X6O2efeJJw+F5m7Ajy5-`XnT+SP;_N(zrG{8j_JVN9-Zg zTXpo7eXByM4^%}r79^44E~baK|E zw!Ngk7r`~8x_gaovxsW!#@eQKGr;F`ndCWL!hnhB8 zlFO)ZV+N<$(a72g+a_Y@N^Gkgk+vsP2l?J2wA)(BcC@HEddL(jNf8L9!9*!XcgSZQ zggcv<#0Uw8iL?XPL7atzhn5^;%`gGaVfAYSx}nIwfZbpCID}C&gGuf#7RI7uWtuC{dd+EOS~rA!>y_Be%Q-Q(|us*mGmw$Ok`XNe7DRTk+iHJ z!p>%qO^Fon{`P@+vCe>_9BOeAwifP)%fH~1y8pe!Z-_6OAGK(5a_lwN-pg_j2hcBo zB7d~_@OAk}r{9nU^4Umz-$7k#lr=oIYs#*JmFRB%sX zm%K3pKxp6?JtVDm^Ki?q|2x^86*=(kVw=uL`!99bcQ*CrNkdeD04~OQy1Uzhj}-In zL-HU<{mhr?dvX@D+vp_iIpaCe4IQM@J8MC`4>CmG3^U>eUi-HOtlxtKX4<%y(A@q& zyJ3wzDja%Im#dGY5J*-xjV!)joC#!{34d&_X4s=ey)WhrFf9Y!EIw|f@Qns9VUqU* zb-YL`bAdC%{T219aYc7b!HdI(N4WIR=I^3p%^@(DqN;wI@{3WaNAI5)4hruPCAM#v zylAoUUJOjlrux()D7P^8NO~}eIuonOm%%!Au;v6T*dUPTUjThPT(duFgH*3A3cAH7&1Ls> z3oOt8%JXu}tvIY!{^9r~&--`cT=&m+z6$&93Oi0jjSy& zf~Kx>dokYy1wth2-R2cHK?Ocy8-2hrN>-6ST!|-iXUC1s-!_|cqL+SaTl|Wd0-?KW zZiML3BcGq>)Ndp_qpxyOSNX&5PoEO%X4Qnz>*6k3^;vfelbUE_k>$gzvotiWFj8SC%U6iHBIMKm%9m5O8)}Nqsn;kmM_)H&_UmcE3llZq?J-<3(r0k@KF)V9Vm?SK98gHSS8mUwMljxNq(EE2)*^0Apr4p5p zz2oV3pE7x>PjqXFqikg@CI@*{u2V@Br1Rr%1yI(Kqn1GV#Q6mt$^*9w4Lb7^?vLiJ z-5xfXGWlo~Z*yDJ|w zvwwu=Pgo;!o}CnBd0)&ulG6MObN^iX5 zU-ttP)lK93GOO-AHJNSklL}}UWSKXL-Xv-{MI$Mfg2@Ecr5*H2em$5Hu6*11gzbJn zZP*k~t#hn$`MCEl^|0Dbe1>C{{i5-dy3;3(seu@;S@vH9@%SCQk!gm_9=MOMQ< zEYL``6tJz$@R?qyFj83GHFk>adi|uNUOMgTeiz}7LM`Jh;N8Jj=qMIR`ln7icO7NK zTWi052jN9i8CY8i3{K=bxSEK;`&a0HntAY<47JE!JY;O zlFoEzX=whID}hN_Jk83y%-rb;-zpcTP)oJkyeSyDR1+W6C8z%ms`S^7UOj&puUNlM z9P_K~l2i~Pm;8Sid&d}2gKk^5ZQJf%ZQI6b+qP}nwr$(CZQHi*`jUH+y>oU>_TL&W zW>qq3KB=0?)GP~Gz(rF28W%2=_u`s+i>o$jDsNS=x5P^WAf|@MNcGi9F z;&E_{vWe+%Kt;yPX5lJ}2@=u5{RshIp0w)FbRrrj3eh@EZ8znLuC+wxR8lc(dexo<)8NDFb&ynOw$r!_)dec4_*-sy}$z9x_KFr~d@_dm~e9J41| z#f#cqx+9%lxy28UtP+V=&)lAGUz10+xump%ZBwLKABpX^Xu8RJ&@?SEf_BBNh~q=I;!hRkRXapdjzgFKw~3qp^+cdQKCl zBN9D!9ckUYYNDX|cO{<|^+T3TGAIHwJlzA_GO4rcl3BOQjD^xZQ7z-7p3w_xKF;A! zXQ@^cyLbuK8Ps%{2KTirc&js`K?KxxQLpyr-oF|;2h8EM*|%y2+SOok><|u+537$R zRIB#X3`BtphC59|>GgUVdfM(PPxm1)p!Y%GPTz4sQB)nc%uyr1HC<=tZ`7qb)`d@Y z@_&=)GOe)rN>9<>DLkbPr15&=;D!VRaAakMIuV2pf02!2!NXn-AG1kX#wBZ&D>g;x zI;D%OyMZsoHYOfelyh}wXD5%={Hfch@}rUyBjJqh-*#O;&zy_HXq|l~l%IG;L$%_= zQ^qZ=LAAr||7z7{jh+uwV*T7=PC4$7O*Dl*YFLs+uQ2YZnubw}{djqLDS^el9Iqak zB=w0OK<^5N$H_mOr`e>;#)nTaQGal_^NCV&*}= z@+l2ytRy}3?$rG6E)Zq7f2M^-#=*wLO=w*feBNb#Z zgdY+rE0{}(8r+9^5|0{pL5L&E^t#XEsEm}OM?WQOU9lW28E%1+Kg2E}sQR)wPUU+M5~q&d`FYh?x4Wxo&HLH=5Hk z`L;-{15gDM&QXSCTRKgLatvg>-`ic=wZzf!kpk+?Ki>w@DF| z0_9N8&aKlAmQ!Rvju9~ltAuEBvPTamA_9lOVo(G$$eWT$=xdut^L@ypUsMo94%7fZ7&=Y`>*0NpZ$J%Tt1}xDz@St<#|mFzHuCA`sI!rrO%@ z%%JW)v@c0jv7UFlZq@4zw#;um4+uftyQEl7D1;o#Yj98#b#SOoc?g^n4&pa9QO;*JOs%#SyO{tahe| zy#;{NArZ(g^?c3HC09iZ0;gvQV3U5Vob|UV0Tbr^I^u}rXg!p?sVW=-La<#JRP7Te zFQDAx1d!y$Yr+uSmpt%riRK>5Vcl~P%8RIj#6e9Mgem8A2o=JkArNOD3ZmFvHIr_j zs;MW~9r@r!(y8jvOjRIv1xNQFQr|AN3dKhKhG#a9jD>?wRH>;m@bl43w{REIS+Npu zZh%Hoy4~NTL`V~sl6#r`4Y%R5;vmqTUVuql8uq{;W(x2LmU4XjNNC;!Z1G0mcyZwp8s$(u8t7?*j___mF4x%61}+tH zo@!=dSf6xi=^_cbR)V-IG)*?G_}mIhW+mw#x{DiOymbQVtFwpQq-l6<3XeySTzAbs ztWq5@%+#=WHL)hLZQuuI4TTjGUtO5ZXFTX%;8W_>QBRef-q32P{n3y2Ibnb2_M;}8 zms5bo(}^n3P)CfC7)IP%tVvS&zZ< z8}LFST%2%%T2_l?aXf1#vuIYT$sDiR49p^+1Y4A0wyCr1gwR9&cvp$HwV)l0uSKu21XLE2ZJR4aq$3a6VEixE6@nCjC6%dS;%i8smu1;hnw zeQ|{iLb-QnO8%hUnr>@$$H;D&C3t#DVCP5hN??ztPvU=UA+h|KH?NZ3Drh&dIki;& z5JsDfwu5!71~_zX516WLt4*CBD68m_?rSWf@P@fz%$1uxzv|ZL7r&~LTzI=P-V(7{ zoYXgxd>(Rg!tl(k>OFS3fD9}m-abWp#nz8F#uL>oyEa!q&SA+Md0%a~?K|}=WS!dW zuPJHmUo%hH=&&#bZSj)#R#pzxxVP01Ww)pikoAdwW~%C$#ej=t{P zrGGI@IbDxDCSJ`vvc+jPXs-xzTXhvuyXzy8Q}cxvHb|j@5Ny#AKxmP6R5gD?d)KVS zPVmI=W+^F^o@`QKA_s9q9VrA}Z&G}r(HzDc&=GMrx`b2ljnkfHfunY1`+!r466LDX zQ-!I>gf|9i>M0GP-^07imW*3lmtnaS6INj&dE}|Y%oy=t5n9`PqiAi$U7(q#xv;KI zit!{d)hK`H#C_1P3dP5ad^h1ky;>i zmhJ*8%1!ADwwD0u)bz};VcDeY$G4Y9=DYGzV_ZjJ4`I2I1vd~b~Iwgx(^I@a#kDs`I@8z+h{Gc8K;Sz;THg+8?fwl2M^T{u9#$15JwjsKcwm1RRZtg@!0>|)6wOtIZia(FCzu=L)M5+G+M>GF#IGTZto#DT7 z^st(y?ItUV&u%Tk3nO-<+KvdAG=50+;71)c<5fN_n7WDrX~gjaRD;`^?{2>Mc!AWW z#Hp3EArq^64Sug@~dHx-~*t+)9wDHpgO(cXUmL-z5jz|zyV~oLL`rQ2S z!8b|u<%PboYUT6O;Bn_!=OhI2&hO7h_p7NlZrtB`VPQns3lTbMAjtV<1~^DJ7NBiL z>ZmweWOR|0sAEtW#uya&o$+*M+imWYchk<&MBMhyoBW`DXnVS9t=q&rvk*)qEw_SR z?qsuQay@-=P9I02brhHRqq_BcLnQnDZxCtI#TO$fPz*`rpk|9+_2lVO6Deep^eBT8 z1T+aMSX?&vg(;FpnQA^2_{Q+YIv%TfOMxxgK(IaX6ci40Uo{y+f%hZtKcoN*77V>S z!bd;bevV}CcCVq2hc}Q0`7JywbSlc}E520|73bYi!P3>?0R?ERrJt)6eL6Y5QnwGc zdkHJou1SY0Qd>T*>ZR(uvW=S9{p&|H8f+#sWX?IqlC3if4NaAd+H5>|S>%;d9bX-4 zJgoSY##+>>uhLRRS=#aLqT|clr$^DK3e?x1mz@^&x+k_R_2&=5Q_aiXc3T_Y^$mfW$7%;gsbvn}1oZjNm`jj~wu+-U zRM8xjO!-QkJz7OyD@8Vr8pn03^Hgnv;SHmw7RYX?T8G8-BWXMLD>PWmw5=ZEs?cg4 z$_r+ycZGktixY?JmsZ49`fcwpU1xx{^C}NMdcaQiw$q#$GRv6enUZ{E+8lj1(zMrF zUl}+e5sgic0$BvS;d&+CXi;DX#`-q9_vLH`SsnZ5$gGXo2`1I8 zT~REtw~UW#u=6U_PM~A+&cc4uNFb0$jUk4l4XdAzPP=9vloeG0EGh4dM9Z5honIKh z8{wgqQRHVl@(O{q-ZHt z6GNM9Dyr%>RFzxIZ7M@)JHtyc*79Y?{l%;HQ)>qE<+4)M??Wj5#dfL$)R}qp z^P^a#9K^{x($7o=MCUbN{!JxM6{q5VS6LJpv+Bc@Y)W*(MPat0^sr21h!Iudc@iZM z80$Npj3We^!qw$mUqtDvaAFUlf7gG;B*f9Ej$0YX65sNxcgi#p4lFw#`7!RSoz zDV6pPU|ztj+2lJqrM+vjk?Hehe6@7`DhO^2@s|=Lw)4{md8%AA0plS)0X7)dNX~!1 zL;o2D3^(V^8_Mh5O_OF3Te9%n+A%j}m~7exC%t5~W;c^LGt^v@KrmHDPgnwcOj$=Z zJfrEmK)s2FSiJUjl3O@b0qCzg{=g#wW8S(53ISGYvpn9#f!n}mIH?<^7zA!}xF0r; z4RZG*B$9XN)ANgpdp6H?k{7l@Lepb;?O-CppFWHvkDZ(3A~+4p1N)^zTD^0;gV8Is z#kI$0f6=MATy~E6h4}LDI^j!Z{iwh&+@mvosyjxq+e%miDWciyN!=l>Upyq3FUy=a zyNIB_IkO8!rQ)`)Sr-E_u<`;zqNu2Wmz&z9o$Ir)P<5nr*{tv?`~=Ox@7g)3!E8tE z@0|hmYtyf-#vMK&V~S}3i^i^~-H5p)acuLTR?5{EPx|U0?&<){>9fWA`YLM%B$$9L z2m1y^Vu#eWxx;WWU$w|tm)4#lpJEj<$dKsx3$uL6*){>&xKA2VxP>{TQ)^<_ABVh= zi*Hh*psStCNNE!Mrvfk>m8or9g^^eC6ZQ*hx=(9uXV+7YUO1Q+u22$uMetCFnDS67 zT!47)Bu;sQIH=(6ZR{i(e8tP&tR*g-+BRIgxN1A$9=& zBpByM!M5@B$LIR{8T^FdFN*S1=g$#?1UqcE^LxC~&hyLnMTn!jv*&l>>vuDnoSI+g zP-z9RU5yGb{WB3!S?z>#0tf*?7!>nag-%gdTv?ooT0j`TU&L{M6GRX)pV4zbW~B?L zApvHDg9N|Qk*B3&zUwq)j4Fdnnj9=rag%y*E1JJSG^dptV5D0&0pG~1iR2nDZ$6O) z8mwlB$UMm88=d-z@u0YC$i5=%V~Y;L9w-q}0(f7B-yD6#innSl^nFJhh>315?3xG? zq2vSNF!RLs-VW*2wk3Kuc88Mb={>rXxQGzMVM)!m7m~1}*)kxc#2CA%x}#`s*eFGi z)hsUhXKDpH8*au22~>c`@FKmWQ1RX`1od7@35Fi5IS|51#2brrC@$0t6o7o6#k}!j zuw;4tRNnOpcR=JPj*i)B3RSN+@9jdXswJRkuWW)g)Jv+9GLE4gpzO|)t>ZV7B-?bP zaIf1=sYJ@it5KW@;!tN0jo?8MWk$bMl#9SsYv72**bC!zZ;?1N=@5C*iOaHX$N=8T zqi81Gh$pjTdX4J0pPh0F14J=@?N|Bp(f*s4PgrYn>w_ZVWol`twijorjL#VUVO644GBMnce!aGEhBvXLaAIx{K%io0v%UrbS(S z#D$QV$o{XG$Tb?-Iah7UfIxH7;WA@}0@Zb)jZ1wL8S11cA@7l_RjS(({hF} z_dOWG$O74Y3y|*=S8wH&m2SK!axH{7`CHQvcKcbQ&u-yV95RN}z=1DY-(9Vx-@SIs z;UjYEM@96i^)0F!Hjv&lhnB)~2Krz7#=4z*DQ2d@nb&|$66^BiNko^=>G}th4*=dAZDvIfM$2`GKPAIF= zfY9d%3-XU5WQr!D)ibO(m{qdL@Trqy&+Okme&B&o@am89GQJ}HhMx8sg$XobM zqg*4Au6EgZ1(Op^xAy2p;a{6v)A}E)R1@=`v`e;km(Q$$2L}MSA!{Bor9L9v>KwiSYOfpiy{9^%`*OS-f?!HSr#PQ>1uIY!s%Zh` z;^r%<2-eU0~pV2$?-wBvmW(uL1=vBw9u(s3f% zF31WbJQeIWa0DR--{+penizmsaXA}oiR~WiS`D3>njV7cTAgmInj6=Lyrq2qzLxP) zK;~E$F8#qz2qGjPAW_b%hl9cV;xAAO{6LA`)>do?pYCpFlF4M;P<)qQf6|_J)ryE6 zILfU&NO5SyMY|(oT+~WsVT0U-&e_qUk}vnaxryyq^>NEP{A;&lX*4kX1PxTGr&}Br z!az}U9d=Q&bHGT|CjdxZOscRl`>MzD=%UDUmi^{(EIHbiTFay$W56`+NzdUKTxjnT zPU@`Gf(E6t_>*DkduP7T=5J z#a?hi<$t$I2ZXmGkEWdLht_;QPhA`5kMk;NM23s^GD22w2pvknWd|$S(RHarpV$OPDK}A zIOqGCx>H=}t#5->(MW}6p7R~Sm*fSHw9c^t>tow9y~eyZOc#T^)V85+8p{h_czJnA zMoEEl^w6=oH8)Hk%yc}q43W=>KyDX{CBC|@ekL%-tt(H3kdCF)N_|L9NS=wgE0q)I>rAup7OlDL@zw%ot!P7K zqM((0MVe!X3qmuLKU)>plI(!dL{s*dXPqDUwf9kGAbeXNQjVI5-#})q)?P1-Jr+A7 zxH6?N^SvIULDMuCm%O!-t`)))kdDn9@1U)xY}8|IfLtYhMd9;TcJdREOJr)CIfd$7 zr6@CWF;vLsZzS_<3UaMJct;e~Njhgxowh>l{(Rbn&~ZUIqxcL$9VTT~f*hj^Nwk$j z*zi^|Ow>h(iQZMLyZn)-YPC+bmsm2s`E1?R^?~7EN#Bgj3*1ma>Q?zK_84r1-T+r= z-{AUIdql1X!(r3+l)hfxic)3Ts6}3TJuH*f_o6ST1eof7?8e1K zVUZG%RuFQmQ(v|}*+y%D@rfF-QFcKr0z295AdegYvh;BU6v;tt0kP~ZFSOQqlvueK zX;Olz>}}-L?*JW=UsAW>-bhommTe=Maa4P-$~uJ5GUxzy&oEkhQiL`+-J56@K`B_s zDuOzm@33N|(h5H(p{Flid_7G_{i2i{m#OTM<}2CN({EEA&9T_$aL+JvlR!GFuLGbE z={c`v)8BoTXBz_<3vWO2agtUm;z%DbkC8rbRPs2Ga3()T=HK2uO+on4-sCd?8kvpD zxGs~KGA=#?n~0c)ni!u2Oh(L1MaDHhK#!TP&WI@iM~|73yo>EPbmW(sYp+RW$lwak zVyHycHXP27;dkpp-1S{9glXG`TYB{=nH5M zo~HAElN;0j?(&d{mFd4<9!}b9ilS`4QngjW4kfzZqY`8SNzdCvpy{AQNBhYerPkAQ zBrL3bf5eDS-_0puYEP49u_qlmy0N^n#0ru6{-KP&ktA(*@il626ZdJ8(&=RiPbf$# z{!43{P=(MwlL&1sLK%7Vu=v?H`g#5Sd`veUn;MS7`t|)?+CTYx4cJ1otqr#(y!RJJ zzyU&;GCut(7`c{zaLq*ZpZ zwjiLplgs5+jKgW#)rtsfL~`6V<*w`1R`L#QXJzTy(Tqa=!qr_TZ`_uPOv@l=NdSYM57ZYHICS-{1ZocVm>$4ACF6 zkr=CkjJ$UV6uH`r+)b17oE&j{`rKlpa_`?73)cm!dh{+Dw3U_L z8e1r_2>%@EohhIN!QY#<2P>!yb;uZu6$Ef-i8(g0%@p@(*tpFKujSb7eV@(jW8f3g zc6pX9UclG6TWoL0=QGk(`G-Q4gJI)4N=F9ZWomKJEaZs?*3R*TxeeA+7Wjt4VAk}}g&turtn_%4qsSMtF4*{(qjj>nd47Sgnh?}Epv+|tb zTJH!zHbXYYcl!w4K{A>H89q7~9@I6G;!+^E4t4gt&1u*NZ zqYee2s;gp5Aw<4|uENiBu+#Kh%8$DIH%vX*Yo+}Qt7o^4rv6y; z=?tGP0M+WsSn4HWiL!%)ap{4c1L zwo3Xx(}eN~HDj6`qL6yCUj9-|C95w0F{E+vaY$ofk?=-Fg&>Tvr~M7>g^fJ=RVpM`a@W3EVE#lNm_5)nj3JsHr_UJkwlSsjEogG5T_DFGIuT zA0o|)y26&xoC?JBoY?Zs-~h)7I6+vQlW=`71I6*dtGoIfT>YvLN{T`O`*P9-0Laq^ z05HP!0mMV-0ay(%03M7n?r62O<`G+#j@SV(b{9a^+f!-BzQK1liZS4ckGV1IA6LG& zd25>@sMSC)A`KAV$OoK;hN%|gqlu)&v`Vv@5D)hovn`@?CGMjn5TucKkWu0X8NxT2 zpff}XjyKpIA1#ke6iq!b4~q7Y7q9c_+Lf|=&|%jPjkA1Wtq~ZK3dun5xXlcxJvAbe zx|qPpQwmlWz!mE+Io2(;WxGx2 zoRLjrl{ue?Jo7KdF)wj~pvtG7+vJlClPj?`BdW;DJ)DE=Ay(pJ3)IB6z7m{YSAtnV zpSRHUy-s_^Cb|ycmq`fUjW+EgRg{B z!6+aPP7)h37v8swj=DfGVw1AX#MdfBx1t*Ox?o$c;M+~(zNIsG2|tCl1lI9WpO*d- zM+D#mLL6S={xc<4oF^LTXVE<}GV8x3Ul0F*`TOE8bSmF4ySGihE_j2PbS1nSlFWE; zkbE^Js_sgB|OA0M2Di2 z<;E2B-Crk&ft5wi*w&(tCosu-;VGO2=HQ_CO4#-#8g+Y|&N#RKKSq0n`S&T^z$9Gz zdj%JxLh*G(w$7yOlHfQ{b@%{!(Qu~ujJjrjb~IyhB!#5>ut?PqB5V=N3B%xBYys8` zMwEC*$t>$0XlV}u;3)Zne`bI;>bnPFL`VR_w1e@7u`1#>sV4$qtV0CGi~|QsZzo9| zu347{ZWpuuvFHgAYDT;25#GS6@8vf0lX5xz9++;_%*a)xoB4%zp1C=J==6ECF0|f& z#W`>ph=h-wd^UJ*({61{d+d*XmQ>uPo~h`@5@~}xd>2tqF}>}nxW}0FW)dLL)-kwwO}j#-UG9)?_5Ku0Drh1IG^UV9t2j- z`u^hx?Kq&{CaW2=z0|6^QnT0TYdD0MPfhr$IUrAQV6ZXka|wH{Bzh(Q5%o)=VKfPe zFT#Zp-Sg7QN#*jcagvZ^*MVCAq30FbN>I6w6sstD6g0)*K}^y}nPu2b3WMG!qtY5I z>krcKc8XbauHruCF_j3?uy)G5r!(wJLVD>5ovQ{}6>tn0*KdaVh@%2wpR)e|8+^gc zcPX~@oabM;4_3CJs-#*TSs+=v^!sDG`wiZ{*0lCN02tH%u6m2Joy0A{iQ{;K22wiQ_{xMQ*ohzg08Bh@=?iN0j}&8rjj^MI2A(KuKnxJB79j0@QWKTHR{rz#g8$C>=(lW*&Eyl3(X4HZfscQ?VNFbMe1iWZ%M^h3> zIyv{dd|3dZG({?%f0rbY-tnm-p)F*j0I!R6%%wuKCxPn!(j)rAr<4&jVEiLA?u0_8 zXcc$-ehGNh6TF=PAXO;k@_SlmX%gzV;vEwwkCsZK$;^`l_}sDSqwRC|=*_8jbkBo8 z7N6Ge&^-unw*T$W)U{YO_DG8l*w%FplsD}=jtgLpIjk-K3&7uf2LeF<00Mvjr2qgh z#|JQ`as~jf*9&JO@VZzZ{+1vxf>3e#~2v?+t#!Ew#J`On5`+;md zCl6fr8T**3GKw@OeJ&ufz~Y*cOb(@7&Da2IypbH-|95N4M9@cVwey306_2oDKEn$u zH0#4`+2(UsW2fJh*_ky@=Gbg|XSM`SgXVCa(r2f7rI$%PN43z-`?n=gm{4qg3d6u%oo>ODkRclGPH5Bw>bot!Ts=4OeI7eEx6`tV4!h`V^3SZ8VrQ1q;a{bQf+ELwmxPb9?;+)_@<9Eu| zt;D&G-Bdgq#(QS@YAOAiQARyeJ0%)wI>{t;v{1nyL!0!21O0NpoxG4}rfeHduGGX) z&ByIL@Jtzek?j@>HupZfS`^s)Z`nM+;!hp0@MY|BWGz=xV(>+~qG{tdH>w;SVLVBL zr$$~T0u0agc5}Q9X|S1xu9$wnFAG-2 zvF_Se>>5YA4eO0?8!#U@Yec$ai z86Q-SD9h$uhEWmhn>-KmmbxMIN~JF8q(}517>2I^Dla#HTUk9Vq-(}qmXly@p0}w~ z!oC^)t9|*DnbvrorVZ$$^u&Z0e0q+bxbg|*?2yzL5M^;eV zadi0~6Yyyb*@rYONsloqS*}bQKWk$iG9&CuzJTuF=dR9a#ldFhh0VO%bT1ls=a^TF zM(c$@s~rL=YHZRufRVK(zvOOnK(^e_>-Aydj>{yVf58Bf&S$pR7jU_2s*nY|EtjC# zF||-V;-#LbJ~9H^)TR;(Qv;_&c8C2+stP{Sef>KR@LR! z_r8kqR0FkMlC%;EtgVT0h(%a|`N7AdIX97QCmys%Wt&Mi%J?oVY+J0I3 z$GPP!aa%*wxFT;wp``J`nNazk~uxuFth76N_-hj6fM$g zpb%}Hz3meyt;B#Eh7a%3Hq_8NZMR>_H%Wq|;#NCD9whzaduq+s-3c8*&vUCL6Y_i= z&n0Bc_|>oU#JTmJE3^CA>#?KE+_CRF=DmZ}VfSaqjb+BXsZuE~@Jjuen@^9o^u#zx zCBaJubnSe0c02iEeOi6jNOVOQVqnuj_+q)Cmi1ak)U8&v98QO^cn3ge?T6ko|0$cb zD3ftxLC9+8y5)0Gzj@~kuO@+z=I|U!4Rn77@qpXb3c3T;c-Yu~T@OeTNp?LbeII~e z`eU< zM4v9{H*wy;R~1*8_I&xgjCAMNP=57JD0_xh6n%d$DEth~D21t{Q~_}$HTAU(7oGi* zi2zR34HsS2a;vM(W{Xduglg?0`r^|yL1VVE810T=^MPGAuG_d+qIhXZ*<(XT9&L_} zR|1G#5g6JQ-9oW&?ER1TC`pLo6KazQt1JWP1gQpsdr7vG{=Q-OO1I_o5nV31qZ?>F z()xuRzOnM-@}tZ;Q}OHq+fr6$Pwh~uNVHK;K*rGbf{d!#f{fbw zDzGa(j&c1P_J|&goNXR4)|Yuza0j5n(#UaSf)P}db`;8*663y;7z1ug`@%w2 zn!s9PEnxVAJ1hTYqp@Y)Aw(V2R#$QV`25mF@*B+sVQ6L1H?gzyPqp}`USa^V`!2Kp z+xY4WxZafy|K%7(m^R?Dk#HXtTV90IS}ZZv2n!the&xf4t0k_Xd)|RH7TU^(FK(rI_P#HcL;ew0NI>y-ltX^bcTsk| zFH$Ie(fG*1&b8%(8iWUwNMM#$6`V3)@nP+d&X|DIdL#w%98$sTXvzjT9QzzW`=SHn z2x2M;@)&;KeD;QW$l-B#Q{N=SHX1*L{hx_H#|rbCO;bU^RY#%$8nW*|^y6hs+q;Bx;o-&RCprfO#rKIOvIefmm` zy;Z>z_GRBr@>H!%zxY-@a-Z&>&whV=4MXA=7yk``r9JmOO59jWGCn0#bozO0?FA_P zaP#;dsQSNjsQf?eCjZlel0oSI0oknd^#ARYvsw*ONl~@6hk@+1MY&?g(w39N+`77Y zCBIokqw3L*=)iAmuMYtX6NqFA!31KRFenI95CGFyNe-k*rg>#uqxt89vbot8SNC)E zhbQ&7ZN>ACnsw*J?~0~vx3juyu;gP*T4%y#pZ~ZZzMJ_Alkfs=+)J3JX+pYp?U{ z=I+noSf)pImyY{tJW_N4NRqf5$(!I^_g;V1In!>gpi&o$^F`BeMcGi=+#W)-K}up` z;sBrg{bra!xB@N~PI;P?&k)6+vOMC1__WioN3lXaq&#JS;9zpZu;o^_)>aBt3AO8^ z9JQ(_rQz2A>P`L6em)@7>KuS^k;Z!pkvM80gzr-<5kD#>Mg^p@NJS|XS_P^Plyedz zK@znB83=jd74Ra8{6t!qTyw^kN>BxAKZ8#^mT{h7p+b--SkNfg#&Y7VK!tcT5v8ce z2=N#M;&F|FvzgJ|?M5kuK~ldDga7{D=P)fU%HGY=x4>l| zdHMZtVoPP>#+)gA5nRrQTe4L`NgvHr72T% z=oERXa+W1dfAC`ocSWDsQHaCf;X*uw5n;Jmxmkr-dBgJ4^7|xW(tI*GYL<8p{{wQ0 zXQF4MXU=D^XEK)L42f>B>5>yU$MV=RktG8Q$mS#sQJPW}Ia=Wl%86tR>2^e#nE=fVl;>!E+BLE>WG$pGc8i}fk9`pR$uo&UPvJyi z&U<0|5;u6BoSj*-^vc;Ox0C(GlT#h{o2N8bLz~!bPM6w2*3iyb@aRmgo29q*L+cn@ z_6pLQgiPd}9J>(h5xm^DiJ@+~x9&SXCOi1z83lOrxTiMYUwCcHq-b5UPgF?58TKDX z2od6aY@q}oC(pIm=*A+Ka=m>hjf*VMGTERra=jc3qgYoFNoM_WN#tjj;?n_b!4?h*P&!o z`!nFKsA*=~=Ic6!mtmXCsn!C$b%m$q5cET@^(E3x^)~4I7-}i3TApk63)h6_US<2gY z{B$QS!i>&0pG4chL~G-5q%>$p#*ksW#y9N||I~*~D|1${B_Cyl$gFn-wBEh= z%=KmoC889o&r?^GFAa&Ec2RlAZXAxVF%1mA&q@F%g6U~ZL3++1@zi-B?<0n)Kp<0;$(L#c(M1N5c z=Zh@NEp0Z|D=gqrx$ZjNX7nXW^Nb;u;UMLg?-bBx?M7w~wK(=nE&jNAxO(6#X9Ivq ze?v(N4~sWH0Q!jJU<~YRexuEdh9=F4Oz#s+( z{e@HvS&P{L~Slc89;QcDG0xkhO%b3VQWZMrWw8Q(t(-YVO^og+`Roh4T1Qb!jb@xfCo0q2&tsQ1tj0%qF&D$&H`vN(YB9XQF&28o+ z@=S!o32h}wWz`wx3IpVX0kHNvw2iYH&&R0y4*Lk zfTdbGo0YzamDcyY7#=#_m($(RDr2bDP@eD*#N4Coq}tif8K0NsHb=s6NcRCeeC#%H z*{3r5*9}6ZdIP7P`j=Onfh>1?-(j#;JO)P|=&LUjL=xSO1U4Lsi*i=_Vpo|L;#5ex zJrz*B+i=DzK=06=-4kt2)Pm9Ke#5gD`XRkm`Q>9PZ0vcAg|l!0*H?rtX-)2i8f-Mi z!J|i=AgY?gMnz8se9)^I(3bV@!B;B!2Lfm>;~4DZoEi@GBp3}zg85?C)8^AAgrZlV zULas3bQ(m5*lI14@c{Svpg0y0lVM^bh6ESZ;O_uy24^(*9+B4KjYQdGl|(Zc+{Y4K z2peE5ocHdqVf1ST33b3Uf)0YVaF>%A$)BvPK$n|vf=*mdF-Gj*LQ5-0fl7URtpKuY zmPMq&^evHUgKe4tfzOlvH)3SMndc?b3&zKWqHuM}Z0I+EGQuW50oIOXD;6)XKs#nr z)0G$;Lt3-6h`YVR|FKu4Pu zlk8b>8I1>Zfzo|~^h|Grj;Gw?Sfirp5iMw~(bE<@B_hIufRAAL4ksK>W6M2*Hl=wC{49PKbaSS=BI&SmX zHT{tzB5RfyvCsBG)ac^tXYkHU_&$b{n}tEQEGdO->JemTfc(1cn4WOViP8Q;0wWpWr>`H6$4sV4mG^E&m{kHlSxL*M{U6X;D1)Kw) ziMQspMXn`m7FdT9L;~Ye8g&i{SHx+pT&--E)aYcaB!Y}beJ5XQSv0vLIE#41&O<~; zZ_pk>aKIZb%7)^dx*T}g;kXqo&4Z{WXGiz9MxFUwl@!H1<;=qv>P<0k)nq?I^djVh zU4ye%=y0-!vvqfDiuS$rvoe0GVaF74!qmA2Y+bkY`)@?iy4p7ZyL}HVVsjvv9k0Fl zuw?C4InIMMeR#jn_Iv}gc0De-zkU4M#{7aK`??hAE&J-M{dQ7hnrh}%^l4F~DJqi4 z9-+5K5mlta&Y;$@FG&I~Ow;7eqb{X2%&T$KptxsGoKrkf$9GygbT4f)3Co1A$fMOV z8wV1MC+uD^o{6t>$>);!!cfkn!_uIhR|9p0wAf!T_~;1c(;aBq>K^uWC_JxqRbIGf zk}cx!VUe5ETozz+L_5(!hxhQ;w^)sw_52s~+<`bs-e0oa60Bn5ZTt6witAly@xuP5 z7s5IQT@Cysn4#G)paMg(^9o@re@?&|a1RQgi*A^2Y#Io_4{AZ||4NDe^@?I;V4+|^ z#CIRFFNcJzuRLL*)Mx<6W{t=gPHiX+KxoufaJ=IRVv06!@F?=W zFubKe3B}p8A^5dKQgu4EWOa=ZXS`;XC^&v`G7A9n&drYX2elB&0ez92r^J$e;R?cB zXN3?~wO|dgr#c_GddO}DCN*);*a_Jd7)e(|;`nly;?zx(7U!|mn^aCmt%x>37NXpN zv?}VYWJE~wi@WJ|IBRikSz%VfD}Sp&%Fy+3}6y68*LSQda2{fG+)nX;+f=- zuHgKuIem`!5ZcdNwIXIrS3R-s(cw|h$q47~#KxRqN#*;MaA|qj1&59~MBVmNF@@fR zTv*6fb-E=gBof{{v9ZK5h@{wH(=jB!y&B|$Nvgs4gP^v@xDH0p2M5423e zMQEbv;KUb9wdnCB?hW*mXU%TjY24mj`R#FMp4eu2jWo@oAez56t}leUa~|k5(9SWm zie|&#^6@ROh2*{Yf{om{ob4>%D1pS`Q~la|uk!o>xqm-X(RIU&O#$s^t?u0zcm1?T z1F1>Ilb*nAOPJk78&EA<+7rNw{zYTeWo?*HXvu_E^m6MZ`0f`uw}srS&EjXYQt#Ew88(&-~U-|DTk*w4Bve zGm5E?W9M%)H;xwXW=E)Cc&r*JpZ&^zkS+P_wQ#*D7)#hP6U66gYe^TidIad_@OE`| zzKg{)=InIDr0UWOITIN?X`OMjuv&30Twky+4q-61)>&Yca);bzf2D<(6J z6znK%tEidKP*KrS&LW@C*I+}f0NTLj)#pCKy7P%fE3B>)WuVT_J16y5OWQcaGHCHELuxDf^=YmSwx!=Q6(aZH{#qVS5zLPMC zlZ28Tv3D3BjUT3PVpn04DPW_-8C*65-BWo1RQBB&n6~=>){F$$P5;Wxy?%Vx2A3C~{;130a_R2GmDjUN&xC9LcmIh{ z^0(7zvW?k(3CHYGG-vNF_0actwKRTb^J}f$woR`(h3`an0J{5nh_`JR(L@Z zWMyPzCFN{HB7q;Fczq#UH3l(+;8@Gqv^l5+*IBj`BUY9=h#W8>n;4nn#QcDuL-`@mvJ56cmCC!G(uRyVt~=Z=dsQj z)=!Bk5*XFPZG-9-dy@!o=)89nobg7{1oQQrOYPuYL-^w-Vr_RJ;lfvbQ{3_Roug*s z=d{gf?`5R*k)RoN!!G};HK;5a(e(akyf*RSW;s(?GL#1|`W>x1S`ToU^HpKa{V~|i zem|ME)ATyns&kWY;Xbu@ehYNMg6vIjkq6s#}E2LIaXV& zjk4MBA_&WZuA2P!p0uXaanGD%I1ckYCF@HNDJwqfpvkXOT3XKs)Sm>G(-0D!N~ZXD znRdII71FQWd&?9VzuV}B<_+Sm6#|%0L_+W@_npiqsH)@Lcd{H!ADspJ>d2ygon9(u zHCl(?mhl8w7DW*Im*Kc0to2Ei;x=wnP7g zmub09EtF#Mr{jy#AOCY*U>I9J=|okXq+BXuF~}VCCj>0aAZ6iENW`(}_mA<$X-=$D z1+UWLwJ8J->!`PYuuX+jpgK_>dgXn)Do@jo^O|QBAN^9h|+Ky*xdJIZp(yB^Cl+1f=N`Qtm3Q61JXm zldmyl`ZhJqOWGGUxy#uUG+d!(PSxg<6_-)bZklo;YD^v=Syv5Q4>(U~mT?rpPoGUX z)fj3Hn)RCZhH`0Qp6yF9Hri?^`zD-}6Pd4+(^y3m>Unx5W|9)#8YXnKRS=eH?tGF9q@57NkZo7vU^Zo}|tt7@gGo z5Vj1A-HTVrZ}fw++OsaYq&~hZ%ZqpFChaaahgQHIK)P&Omos(+u;V9?D3SLjPL4^f zDpOSs(Sd?_wa7)|aTbylCQU}q0U1#hTi9_q!QHx@J)+ugNHwRotg`SUW}Pyp7O4HgHrl6d`7_62T-dK zylNq1X@W!(hNNV4gbCrkWgm^L{z}vE9OsAiBz?v_H0QD@O@_>PKaEj1SQO28gy=Bn z2g3hs?C<~U@mU!E3y;sj`hR=;Yz=4)W%HGuUx}X0X&YN5-K!f&&8nMRF=*P>)l%~Z z8W;|{6r@6+{&8T)Eq@!xNH`@Wpn_D10{%`QgQ0=xRH$ipTBu(($zg1sH_h^2H!*(& ztp5C*cCHP#Jiff;^1bYPCU{MH&Uo%P_c;GSIvn`}>hGtE-^^<@xgyS1y^CBqXMrkd zwSB=aa?T?8d6d}y5w?dac=ydfL;(vO5(;sPKRSIPx4Y(Q9DnB%0OfH^=R?z#NPw1j zC&3d1c}|Wjgee3CmET9)M$<<3dNR-HOpqB&hz~f5U!Qb&?~-wKictJM8wiFy=6*cd zogGW1hQBbW_Ja71t6n;LI+v<;jPVLoqGT_jIHqbAqtr)7>9jrGKzq=nUa?E4Rj^7< zhl%E4vo00OrqHjJQ?Y`d2tA_GEzxnljO0-)l~ux7=BhS~`LqnwA!I*G4!7!(OwTM^ zdPHeF2AG<4Y#8+A9$N+Sa4P4sQY9XVW$RSSE}4+t-@Upg%ULH~GQ0lc!<*eJG;)O~ zBxF>sW}jd*x_UU%X2VuS6~kZ68(DP9hN+cVAT_(+`Q$KHDQkvkS4_7)a&)6Qmb41g zD;yhad!_I$0Zawa1Zrh|qP*L9lrU+=rxz(=kIWovzK!$0+3Hb00c3a9^tRV32=14~ z0+k9g9+lyI^i}SXJ|Wx3)F(Zkit%7!pK&T>W3hVQ0lW4kirQmRm?09;>qs} z^S2~rh;E2Tz+|^%CBi+!JfTAj!qbOv4-}2~?m6ni!iZ8(W|8KHqz*KV(CV>sn^VI2 zPpb#X?S{C@yYuL zl17(~l**;C5GP9A6x?DbR3$%2&xFH%fszO! zN}y3C3(Y4k_>#;m?$%z&!eJB|qU1>9$R;?A{LCQxPzjC9)8unluttOJ;{S0eU}ypl z4lXE}*Ia-KlU4qf#M7?Bl|2ZB43!XI|~D)^2~e!X*yyp z`+|1OLTwvIWv6wOjH1DV^L*%Zia{?x5=i_NtdesFd9j&cz3D#?x8k=!F9;o$|5D)E z535u<2#s*Jk!>0$w;e?&n3-AIMBB(j^$>6vV2r5XA{1&&zqD5h&UKC2-HHxzJ?KUy zP~%9M-Tpk+U*Im$cHy-iIfACfob?Yo3cU2NcSC#C-aqLas`@qWOvE+#>vlUlKV!mwRX zBJD4X;Rkqgm>5yL=T;9Y4Rgw^X?o?AoiQ^wm%fd$iPhJG=u-? zV+P#)hPDzoJQqOGq7Yq?CHhB4E^Mkj+{k@^>B3^*W{enJFFo%M01?<%ld)-#KA*4+ z76d*$R~BuPMhUow@9BE`HrMA$ zsFQ+-@Ujhn$#kCBD19h&CNATQi&Q3n3`P)6E(~&6TR%SwSlzQoFPy^}e+s*pV{tBC zNIsPSU4fGNAlh^W%8d1IR4o|UIw7`GpkdV^By~<9_3vcK4)Ao+*65g;B1-}|Gs3Vg z1|qc)?}c(~ir>dLR-Ngz!Mz3wFdMel&nzG=g32(kBXqEGY-MuCBB1UBvoCqs6is$) zCUGN2d~Aqf7G14I3biZgQ=pvNg?bH`oG$E5Y`>g7nxOR zUSTRTM}4A1N-`k`ZOgZgnXf!@E|6K_)l?vNhVKQ9?>RZcGQ?EY#w9r{SMngwM(0Ic zR4*Di`%LZYJFZ>5*u37bGG3Q2{>UNAb;5{d^|h?%fvtPlnEj~P6pWUgkF4PFzFw|@ zJ&prr@zrq@R%3={wUgRRUH?%6IR<)P?|9&IF$-^n6Ug-qUN z3ZCtYb9TQF*lfXx_{9-}2A^p$%&t#G@TL}JEg|>8T+f5^D;ty<;#MmkXiVNk?;V(6fNlJ>CV7A(%r zj3{YOw_g2pWbR06mPwEB5#x3+f}Zr`eVa4sjnj#4hBGf+!vV`c)~bXe;(3=->zLX5 z_k!L5aPE%PleRsNW~(46)N3u8B4gV3se$UWtlvaWdUJC-t+#vmgEab@d@%>q8?P@U z-V#wa;_h>m^W&>UDXce2guEZ5S%#mo$m+l0fsb8ai@KUY^Cse&k71P!-3{<-t9uF!)`lYZgOW@KiF=L_ZanL` zcQsX5*whu>OQ#ev8JYPLvXE4?t;Y@=aJSFB^DGL1$;j4#-(O$RxVJ>Gq-PUw;My!xUDKAE27JS!I@z%$lVX1rT)SLv|0*k0(~UJ) z_i$i$#q(D9`YtQ&Rvbrk2u6 zC$45}={%;kE$XPkG?U@uxV1B-FD9Uw5F5zdmYTSYdgc0vv5H$yt)~U|4c>EpcppIF z5oF4uLJuzUEO$0euePb%`qsk;0^RUMPx@V85f`gmB!*mLQ!Gku>d0t08(nN~P*`oJ zd>0`%3@>Lkv~g=6j>SDxhMO3YN*>|4dweQKJPkP0#M7H2mzik-8-$th=ua02F9|oS z|3zf>w6Kh!w~iPp z>r-}M<6Od77OR@%KP@nV`z9~{=X%h^g|MWyTb-0-#SE(*l@Lj+x|_y!DF#Y*Wr;Nt z%H=gBn>M_Dp@fbgmr??E@Y?$Y$+v##BssSicYM!g-eXCu)d-B7VWvaw)EO=vX}*@7 z87M93f#igpC}31e_Vebimx7be?Z_2|GZ;!S0?prNVzYcdp=XBUqi2RO{U={2#gL0d zvnIu8I1^~-D=_Gu>De9AQgZH{$!jCp5Dl$Zn5c0s4rol$C`yZ{5pvJ*-!(Pg-%B;w zZI9n!)(^2#J&<2;fpYtT)SQ7$TRPbb2DQzdet1FofxM-Nxs~2{a|C4u6q;8a5GW;# z)U-A^vi~|+3rR*z>~}~C1JAy3V!t3o_@MedJ?9&F18UW;gf2<|Hv%Y@LFcMS} ze+~vNWX*HSXH6ANQYkjm^|Mb;TZniMpWR$=Egn@H=;2wGSO6FPyla!�kzqg@U>5 zhLAWaI|V$iwy}FSI|)y__L6rHls$}&GP;wW#tT|5m$7y>&~owL1pNhvBP7dhh%p=V zcL@vJi&@9J(iM%powqujPW4gRQ7=iUCF?A$K(9#q3bm@55%j8>+p1oL1NqH5ik_GEE{n0Jil;k z;W})sW8(mtxTg;AobHI}wXukHnVb8nm|Eyu5IfW`ek;h)kZE_Qu9~f->qrM&{Dd+9()x0jn+M>vSM_m7DaE!cM%uOoHb|kblYu7X&YLM;06WO!320ee@KCGe+27d&61@iOHd>s~#MGuO^qRpA> zw!9TH%|Zqz@P|zo#n-0{6bqr1%G!>e;2St3s^wud=olpnnCvdrv-}s7Uy}tN_KWQY z_GMM~6n_SIWt3EXe&ZIscWB8^zVB(&P?rMm0vi`x;4v(-64Ym;r8AxW=Y|!Ik6c?} zB8Zdz5Ovo&5H;T6LYL}fs}h4R%NW&^I9S(MM-pQ+lw&%X1~5c+X%HS+jd}b!9&HGm z)6zUXoa{YcEbdC8%o(6}j4EV^p6{phP0`BfTU}?((%>r#5wmDjbos2UW!4dY8%T|S z)_-&!I8AU_1O{biuA001QVP57(ldWC(NT|Km9l$La)W$yKR+k^d$O(M$GpbKn^rql zorf~=roAl){WF+tzJsBPS61e%qT;T0Q(5*#U14g)RcU>Rt1DNMs^h0kiQ)r--bO*{ zF|=Y)OBpPLK4B{gd@zw4LnTAIl$~{Ca!Fq&%b2yL9H*S2n=zV{t}Z?%JrR1elQyK8 zFuXzoS~(~;?@;AlwJEPjJH2SaI;3(e2Yc4ZZSrZmhO5t-W39TV`q>pU=a=!eDMYL? zu5AC?cJa||t=`c~)UP#}@5*e9!il<6Ua~S^{<~?urLQt`G;K${Wxfu1W%_Ub3HsBh zl{jr|scD&gr5)H=&+J^KHpgL-UwpZZ&=-=)=(_FLWP^9 zrLWq382XbgaaOPg+*4k#W2)d8#*e*Jj|%k6E0`M4XdfTYi?3W}RypMkG-VeYqTQEj zX!Zy(&oxkf`*s42aUhUvKf;538bsQd@l z!~9>k9#%FEw*T#Vf;Av@P*;ID#Zxh5Wl=a7k4(ZWDHzgWVu57Xf7QTLMCt=H&gvST zb}sYP&$}za{&2S#Xc|peEmP_9sICSadkUSMOg*jE=GlG#;1h?aJ8^!m{s zX=wk4p@cU@(L0G~Y)-Y-+HZlX!QgKI?Ka4(`nt?ZhSdQ@G%&-xAphxiYqPMoc=E>XcI*bLBg|ufO^HoPe)0Gv1lttT zy4A>hU$~5aFI7l}?HDFA4RZve;Ru58c%F&V=W#>I4u^i)jg6H_z3Mn8{a%^?~yJ@XU>X)NoJ6puvB5gKzf z2I_RxDXWo~dUIS%aWmS+7|mImJan5Pwl;>$blNF3Gn~e3M^hVkOf2Ie4y7?`Q+=E% zMkqE8i#z{*<3V-!{xIeWhLfnnsGq_AnUpcSBg%&t4rM#$Qan~~mBlgwnJrnm7<6%c zoX3H*h5E>mmY8eiY?BKUY^E8Dtl2i_LyTy8oS$6iA)2u(uG^7SSsm8heq=;U^zqTtzO|+OpJ&zz4XGTR>N>hm+yBi7=+13T zz6qdgop$;tvxa`3-D`(6b?MB_7sHg@X*-e1o~C%b-MqaE{K8w*x=LHyi;cFIJI^c9 zI~xuqA7jUxpdtKfDx&Hk(1LNeIoRSE-`zUtDRJ>I<2wIDRhs8Oz*XBx*FHC;Ozj-q z@KGI3KYUfU9@-jABS*P#GG|=PXWjJLN#pp+7533HJ6-J(<1-JSodt)weMXdV^O8vY(yPZ1<$=f3aqsw8uTSFo>Kc_2X~ zj81Y!TAZ4QnjE$d!R#MWJdZV&Y&Q73j*^dtG4+iIDY~LDcFiQiRYyLmWa-6S0EfR! zf4L2%%Rdi)jB8m^^-{CBmpky4Wh7yGK!$IeK~zUfp*H?ye86o2g$umc5 zB^HPQ6#YsSCayB*1B9e>tai6TsjqiYWm9u-3XT^QOHTRN9S`!j`|lXq6NLeNv%P;N zM5jzAaq?xCrqgQ}xpzaYZ2eN?Q$IUUWgo1{9)ST4$pXllKA*|XyW4y|Nrwd8i_RC= zUIY7S=dIzCj2_wUZGB_8{lc0{M4rR3guS66^n**^Aw^-@3Ke9vQ#e(a&c0tO<%IfIxO zF|RmdPjRFqC3Ne#pz%Hixt$5*ShgTI)Yeq{PmvCmo2tK~W3kjNcq>ya)YE|+1$ z=Q&ML%(JB26Pjc*4`=`)lxke2y2h4QUgZT7_*YT&w)Nyn4^@SMZ2rY{SJwb&$MDKt z#GJ*?5U*M;y*P2!-Rm#x3#f32Zi}VJNER~;JDLy7MLxIrhf-4gtug^O9|A@soj%e9 zS9L7DpXu%o2Pmq8N2POl7!e0SRYTcm)@0l591Q)Ur)-%KWc36;v6fiy?_U!>uehUO z)H#}U8|Sk92tb!mOJwW@oV=*ZZUC@Qp1!K#k4&U+@g(*-^fhV6p}~0!zTN{?rqZ8Z zl6@Y+5^ZO6h@o-9cnaG@2Bgw9VcqQOkVAfvzj9+HCKA*L5xE@^HmquvR7}km-yp|| z`tg!vw9IK&7DIBYOBZZAso9!yS#qyJq_?_*-N!AMPL@|OVE0_CCP)2oeFwQ*rn%}) z^t@OI$n(|*KXzf&{;BLA?U_;ELE7TU0kdv7AMdxNH+6=X9#V{kFW}WcZ%vvz#4FoB zXI2sE*SQfGJQV5Olz5ug9NgF8zoA7Rb-_!Jgs*LkIJP4OhIVqr!H;>eYI)X^1xD!8 zIbo6enW>wI*y-sBsMWb!6?be#wp3QC>qV-V zz8sV;3=)x;jglmJ8M8ArlCnXb?s2hjWb%;&QcWT|Gg+>ws-&(cr@OcN#7dbInUtK} z`CKhwiQq3u9^KlU3sS|Kv?zwg%JKP{A9|g2%Tb`*GitAtC(izI4gQiOg$6&8 z-l~kEl$w%GX9IH#B`vn zglv(#w+og$Fl(dw8@`?44)xNPaU|I0OT~DW0eb~rf%JPyjqUv4AGDns66ptik9`%& zJZAJ&4tga;G4WjisJ^BjJ+ia^l~Li+Q$JY+r0W+W;UMqU@Ildsg+HuCQ=H=EIEN9% zRDw~D@qAlo8j2kGG-iPyd-VE?R#p*j`F72*Zz@wKs(0W!E;d=!UslY3#G}r?6^BSm zs<5#Tx1!g`7D|rBZ*)^@Ll?&7En;ny_VScK^mp<4dH=oJQs$y+{t@3b8c7q6-`yOS z?7{mk(sC@zU_wm-n3ND$Em@#>myt(fcRXWHqex~VKVyAu`5ySs1{BGQNBRGJeKaU= zK2+0b>QfgE5yVcfem^GLG-b#MHD~TbC?dZ2;GwHD7fl$=_wal7s*9STq_rlW;QlH8 z6l>?JJXf}hMb9jM*6T>}q-hG~Knk7nKH}h1>qNwx>#4ztg{F=`-2<6CU>~uEg3E?{ z6x79WXS>1m0=E~Y_fl}O`bh>Zcsk&4Ax~zvFI*eI$8Z(ocS9_)GF@au{laQg<7w~^ zI0A+KrnXRIgv;XJI0Qp)&qTyme6inXH%htVDfyZ3arYW7`8E1+#%HE)>DauYt6g~9 zn_NLai2x?p6(?|>aXw3G`cI@{ZwdU@j{m^Wd)vz1MjCRA?}MIsGek!l{cf9hBa|i| zvMJ25gA+C{sPt3&q?#}eu7cy|t!q9K=uH#JV=b`y$v&J5Y>ONI7VpnE&u6MpgN2Aqttn=2IU_oD)QdLS3&hbifg`9F+yeXOAbQhfEHr6qo|CxLP4rgB| zy%@J&WwA(}q{;daUoKyQp_VGj(9U%g@qSJ z%hi?_2>)dkj_@f<>A?UJp!vX~md^-*vkLF&T#-}otUymkyqJ36a+m?==+N@D4ugND zi6JCpX`+r6*60D2Q@=jxTeurE{Dnd%I3P3T`(n(uHF6l+OVj^GlK#z@&WkD;Sh*?~ z$Pqj=nx!432HkuD?>dMMx34>SAmcQgR;3tw*G~{u7cz|XZ@A5^j-zSelP#I9v}7{a z7JF*3(Kj=qF*KL3@|ktKcXjOR0R;iN4REJ9Zk!1Uvly}XIDYzMlc1HQf(5Fh;bIa5 zCD{(mN%{KLt4{TZ3`2bBS4ml01?bR$<7Ml*u6ebM&XI5lHncYX@uW)UE$Gcyjzsg2 zRWC+4-c>oL#5RZDnM<1&;*pvRl}5XU!4nAJCOINKb~q#Nt-p7E7?`m%xYWm4{+lE$ zt*AzhYG%4@l4^Rrx|~js{i02laC~mEg`PHie^0$r|Dkynv=gv+jcc!a>Q43u|1l|-l`^U5e3t?d4M{?h3yK@<1B1(c8+saS zyNA7hJ({2G^V1@XtVEV`HETZjH%ZD{ws7v)hvy!|f#Ty^`=~r(O3SX*D}42fS>>o! zr{`{_da|V!szde0!i2pUbE%XYe-f4UR~(Uuppcl8hLp{#8_phjkH^;~GcCoax%F;< z2;*cWR|x(-wiUIuy&Sl@QFqFxF(20BGz*LH{TyO)pny+a<2GET!wt+eOxEP6l<0NG zUeq6*VlSY4NTNrT{AEoWY!UWcmo;^ad-Uc!?yhs0`&rF?b_ zebqZW9G&VEI&IIw+s?~dz224Xe$7_Aw)c6}tTM*K7fH{M7U9W}r=z>LX&e+)m7MBX zG4Jtx&XyKzu6W(Y-yR`RIjn(EC~tB`?~5)fc@Iy4Vuo09ig8vgS0~A>wSyjKsu!z41XIvTz?k*Tj;jBW^Cw&Ip>C z5Krq~I5F*Ca=!B~p*>rgJm!O|lan>jmyT3_?HMvb8WK}+VVI$0$IqnK*M=!Bkg;jH zN!pol4&*KPt-(wJVE8AGwS}}zv`sm!?bvp1a&IkPJ7(L&`+{106;TKbIXio5^i3%} z)Muwhs$3R_@BJE37L+N7Vynu1Ce6_MGYCXg6cS;HMGduIcJF--6CLiT1u?|pR>o3a zBw1C~br`;IJ(rEZS62hPW@mpNm+Ko5INApP;=rd}GML3j)3NUa9Mu+|(WOwXMw3{> z@6OF|Ej)pXLVnKaelElU{8&^Tvo5pNU@CG=IQ%r!eY^) zrg%W|aWfmtL$Yw3?VKv^+KMoXqAda5OhUw9(h=mK`}=5vAESxL3YNpz>D6A=N<(Wz zYvE4)KS;8(pZ!m#wR7=rQJ&K4-A%Nj@Z}LvOWwQa23rM$1-=1iY)x>x4>N(aBFl)DzhOvW zSLHSnR?9yZhphc>+_lhl59${65AuuOq^Jecj{8;Sp$rC1f z8dZqTg)|v)=_Wjy23?uQIJtVGiU6qcqHz6#Ha?~q4OW%nMb8dZ3s&qJM-gWB3{w^} z*|y-Sj!Z%|^{6m5TMk*$0-7f4Q(cBC!~ zf{Jd$s2J>x-2^>SHl0Fx zc4sVp*h%Y8dk!K8`ls6i)*i*?#_$gtIK48cIVqH&=Fng6!qCChqd8D=U9DEu^;5tv z49P+II<9Dd_E_HJn?n$GXXn<-zdMNCsOz|qcr+&{5P2qA<37+{u`<-&0DJ2R{^^O( z#<>CB|5;!u1T`EwK4g`Gy;$=sJtBZcu+*fZl)8ZM_(rR#vH(Uh2D7FS5$<;hQJ<6> z@>()>->I~ijjOGIs*9?FNXW?1sN@T>ZvxX%+|U1@qFMh770txJ!1BLUbh3)4g0ebx zufKz{q8fGRYubu4^QJB=I)&Q$0GDlb1O*Hq$gV3~Em#5os>GX3#UMp%I{d zc@f=sjW%{g3Lm8`D%v%ira7vwf98I~gMV@$WvIyISKN0ijx4?H`$NE5s!{{hV7t==*S-REboEw|f&dTXV2se`Qam7wh zvpyofNne9>pLgbK24*7Z>aCS3zz9>8*Ho4?2$(hxZyoQ#qwje!10;5XuN2fsor>dL z&{X@c&gB)m;CWpBP4D;v?wsfFmV7o^2dP_yX>r__a8k8M+8uUj#dUNbIYms{K&UOo z2RX6$a-sO=0C`~p@NelS){UnztB~R@cj%+Qw-_>71mN%uB@w^VAAmj!^&tr9UT_ou zM;(e`sWZGh?!XBT0-<-Z9TL09%k48KTzgDrWhqT9JA&f? z4OOOzhk}&(2I30`A;0IadKx#3+k{W&Ol*rmd-vq(c-*K<0T#eU-uV9LaRh>?^ zd#=|s(u*0`9j;m+#bltiY3qVMh}(3#*OS%N+KR3@C)M;o{2`0r-Z%|kMqsVROVSvo zKgaWcoBn-he=qYnu-BdF#gS7=`mvrdX%6`v0WtTMRUw*Hh0^*ORACE_HjaHB1)Q)B zy^623*9LK?n_CM)4$P0HIz(^`l||OP4w4(F!>L@~VAC?=wB=EJsZX6vY3*+aC_IrH zVr^M+r8H7m0cM+bj_$p!{0=FWqOxgRgoxHK_-U@^M<&ZFvZ;(7{DY13>Jo2e8qdme z<{Etwop|wbM@`eFK^=&6RxO4*zSF+L%%EYq4kh_c7cC?RSquVM&no}5ht5C3_ss#_ z7|FATVmaE@EOgh*cmh>KoPwGB$Ct$JfOQ;;AZ8sV=nsXe6*tXvdOCU}W#jt7`uf(^ z8_J|vl)P98UoseU_8eFaR|UB;*)scjM~gW~p~w$EB7eud1ty&2bN2?FcKa`*%o7o4 zAbhY{k`{%@mF47nUl3T*bEpkBWDkv99p`lzGvyrf1){=k8!N=7Kb+}j?Rp1#X{EJ& zyZ>k;tHD|1&3Df`vF9NnqqP%W%WsNA<|Zzy{ZnIa&yn|@v-4Zt?{5wDoyHpM_DXN2 zC3BY!UrBQwsg!dtYP{*;Wy-L`^&%sswT~sytzLu1;~&Gs_x-FguG{|NhXK>cz`f9+ z&{r@>WC2k8uBh(%mq19&zAzZu*O0QaGkA78U)S@6WowMp9*ELEiD9`I_m-w%@vY(u z;tq3AX#V#4twk|Bi^bI;5~VLwa0>?)=P$2LwnRV)dkV8On?r5QyYCT{rlNP zFwnn{F#MbfXGDnM;n)rMd$!^jh&QSlHYt#+VC1HBZ zrL0_(g$@pNXEnnvB{Us44hNCy7xcq}&RsX|8k8jco~(`rCX(Y^awTDM(qxGK$cuU@ zfL#`m@F+*-#A!xj9Y0=}-STCr24i#PSzlSaV+WAt7XHujvoY7R#E(8wo+%Og<^osN zU$83LS8lpBi0@&;QoQ!>jc0crfaihn$a1gE>(%hWxZYcc){J+F%%pA%ePPEfVONoCTN!*)VgAjLS^7dfU0fvbE(WG|0+8xJdyA!*p)+R2!jUjK% zta+nKzH&nxOQlNQ+JS{{_=v1f-XjUoHQ|O0@%d59N4mDK4Q>;Aq=_3Ly&{5K>)YRM zHK4!XUfAyQzeZa*i~*32Xx~nB0eDa~)W{U~t3u$(M?voy za|^GAc&^gukLGO6>SK5~HPUcY)0oNWmy>LTXBsAyo_;|#Y&gk7k!jb|4K_d0cm;*r zWi?RYl2qqxv*42lt15}0#gtK18ttRH2CUDv4%ovyWKzl9%i!72I8Wq0yf+N`_^=~z zW}`K6`3!js-Kr}I_x*sNs|3UU2T)-DFF=8r?f>EgV-o{ILjx0&BnO!L7dZE2;QjOT z>?AwO9K4h){j?+v=y>{9oZ&0s2`bWbjol3m%{09v?aY+)tmHB^B^%2EGXsO;41F2Rgv>03BE$a> z%gQo%LJEvzGK?GmMlXDP{q1;oJsl?8gAzs$&;x++c{>*9mjRFdhF1Y70&yY z!O-VN1V6_W7Vts-Jaw54aF|xX-ywh%1<|Vxf&LHu>Vy+=%v=T9jj{~X(}tVA`L_>BZwuP~{rvXjCm2j9`FRgl zkWpnZt)u z)di}o?6|XFtoS+_YX40{mDF?u3caWJBhes zJKO7fQX^f3(&w+>bi0H9w_dCa|HZtsGqV5h@_8#sTcaqV=47&1+88V0z*esTbS(%{ zid4YR1S9HQ4Ox*Zw!_k8?8wx~m?@&YT^LIpF@!ccC(MY@sFk=OD zR)ehrw$YrmU{`{DjF(t9t}aeF)(CUsUcqp!DUQZjo9^wX&wA+M?se(JU4qE>OW(0Y zkW8TPW*$?j9kJ!(i7_IhVJ?dHpt!lax~kT3dkHB%Vxu#oeuoYn1X*#ED<=hXWC>vx zVS#MB~^$M$Lr8xpquhmSr~~Js3A)&hLuSfa>;BC z)`be-Bcnm5N#+^;DwpfbRuI)fM;Z7=LZPtgy5dj$Nq1_H{L6Pq%zr~Y|37+NT@i)BV#s*g4W%zj^V^DuLnZ!xCa z_Uh?9f=fNRIk5f|vV7UBDC$#3v!zMBb@8g~Tq{-xL!-!~dzQ-X{j0(;J4#vCW7y$k z2}IO;W7@%a)nf9nH0h#D8r$XJ^qIR$_FqM%T^-Wpwgcx`p{vDWSQ$AI?aE&p z8x4;hz|p5L3=Htjk27niZ!$!j+29+*7^_Z_+kVc_kGe>~emQXbY2oypPU>|lF45?8 z@*KaVr+aJ7Wajq$?e)m^`#%JP>AwgF$Nzm0yp?oia8*%z8Y4Lxh!;kpqb1$#jTV}I zVGQL;$X1C_30BrvMk9(jrgbyxaB;h*wGT2ap@N;$>8(pit7%f!X{ww@F+NRFjm4Rksoh5 zy^*83)PPok{LJp#rTxWE_Ie+OI9Q*H@slLz#4}#m@-3l9!SM1vkna?6Cg#}U1KPo`72+fr88h<2t5{lWeL~klGDva! znMsjwB5sP1T2CF5F;O$n_up7%9m+}S&kctM$byFg#(|^x5zl_K%4JA{C$?*GWm)M& z5s6}5-(oQnYjuR8zgh0i#TbHZl~Z+ZCW~cY)pPgO*5AJ1cNxf~|`k z=0fmLFMi-e*kre>R}!c$^?hY*iz>qn2n_0w?rwwI>Ip!g2(g~-iK&kSI9?BsUN!!; z?C^7YO>ch7QP>81zpR#3Y!;5LQQJ`bTwIM^&5eW?Z%zGk>}q=wd^4(N;q~2LINH)6 zr&O9>Vchk3F(=;b-;c3+RK02t0xYu6l6Wh30{TK_I96BT~!8p9y zbmyr9d|fX$9wSpX25_&Fu6&H|yWUR1-$uITcOA>x26tO;(u?Su>3-4oEWHbu7ssn2 zgeQBd<9{;(IXk`f3#HY4JFc1;YZadk&H&n1-~4VOwGGbg>5AsDfZ6#|=8p4{^w+67 zL_Lz36mqp4o%CD){SPlnFVH94hk0GiGK`tY&P4Krm3MWVD=pq#o)+Lr0NDE+adF&# z>XfN+pMCwBQZ~1yHU&~{+EI9PU!7>^wmArN94D!~grKHZb|R;9J3lm$=u&o(ZeJYR z|G-8<2b%wf%(DDf5XbzVAnxcf%E=uLIPV60er90-312h$x%p^5`9Hm#RZtwvw(pVP z?gY2MKp-%t@9PPi_b5^>0@10gpjWp6T)m3k|G%aeEAw1yIJ8UZtLG7WD9=3>3+|< z|NG?H>waDFS!J!k``{?#{YiDnyu9YUz)ThZZ?s7UXibNw_Y>ky8 z!b&g<&H6Wr0YGZvbFm?h7##}*#WeJjVfz->>1YxJs793_2h!78V}kKy`J9qx={*NKmN+87bb zP$O!nH`Y3t{QWyy5|pXMPI=ikfyAr3#@pn9O&Qsa{o=(d-XvmN&7{fb`bktbr9+CbgdXmT)yy?Jq?6c+m^P?qwXc5(U6RVm|p zuj3KOx9E;AmN5B{nm0kt;rh8S?upVEc}GxTrhqspIhqoo2QeuoRfI_{M3KtmnC3Js zH8NU}29}B4bLc_!cGOU*<}&QyfPr2+Ur@0FZ^c-(s_1Z61iD(zgh35wFNVZTAdP{0Oxc|B)Z76>Ra=drd0*+{SDd6}BR6XhUN*ZG%Su)U z78Nw3EyZ_tT5m@all)eW#k4;0CF}2GGD~@{zk}VpA%EP>{P9{qtXra~di+9JB zJj@r2NAhYJU{RJA8DQdTl^rub%xCu`1x!4WhP8_8(fXYD=96aR zjqK@Z{u*bISIf{_^#TRD0!9t>Qw~y}21QQE;gwV0g-Cqnr7@L}NA+2 zlfN$WP7X~DKk6+&mR0>awyz`O?PV-BD9U$eNlZMtwVcPMREtK)^Bf`RXyPagbXx~EAz+yHk395OH|UlCq-d_jFyb+nkpackvevUW{dmHkzim= zd+$jiM5l{Dc8hcAmY>~|G^Z?Db!XkPgMR(mDe9?5F|U8=)?3ET_RJ!PLuA6rIKC^V zSErC(XBoReXGF7Op-^3UU{P1=mcpaQ!=CbIM6EQ7^tYUoEyyshF!IJ}GxuWVo`bAk z+}5z(;j*|2+9ZU;GIj|SOUeft%$iDSDC3NVZk}~}C>)_^jO0Jt`Bd1i%;2y%I53>w zzeM7qWQ3pFTR5H=piaKEx_SiWcr!h}#b;ZcxbBYbQg0=0u(p{2@0^m-lqUOG4z7ko z1Yi10h&D`GL&%KWONryM+1)GVr2)*ToKm9LgZ{x2K5ke{W(HYH0v^uoU3;b0iChWz ze6*~=!1$I?ij_RMV0dL$*)HR_1M6JWerIA0%DphWRe}S0ABk@dW*~_O+h=a6=Jb9{ zj0tz#v&Beq73@gcZjy#)6K>aH9#l*ywYmkYdvNACBvzVTLHGthq!(-Ju)bu0y{@j45sW)jTwz4 z&qz6))tIbN)wjWnz+z1~^ZV&rQ|F3ObOM4|@18g@?BH`?My&K?IV8(wbK9;dRh6#o zXt<19RLj$;>&B3IpkQn6E2_>0KMFdkjvX*L-w#wB)O;@!(ZM}(xhID+LF_1u{w@<*PlxW zi-z8hbWzqj+#4D~6A#DB=YYh!k+el(4SNbMkldfw6sa-S#VWEKX>mm@W0`0`e>)&D zSOg&_wLF;9#^459pClS?vk$AYda2T)@K={RJ7Yj5Hk=Vd^(qi?7ylN3M{?@SlqE_m#nj7c$|W?5Jj@rouJzqfkuY=rlszGpJXBp%G+bK zJ;@)>e|tXCly~eETnGoCA%p~fZdQ9Owcx`D7ZPhB=^=p%Dz2CA9$0$F<&>!=D{$6r zm=%xCM=Yx6$F?*a8I|`o8(R})Xcktc!hP#{0o|Ib21H!q98y!X7p|g;3pC^lmnfz1 z0}NaX3d058md0z8KG}^0QcdnF!b|{V{$gWdtefSUy!V(K_nH&Mb#@dUg@Ya8`wjK(yW~ z*AXVbbhTnReR6I(Q_B@ag(-Ww5L(E?|JF95a}P$uL;6vxgnR`#7XgO&jpK0Nm9_R_ z`2NjBjX-}NIjRZkj9+a+|!}X(dl;Hydx8Po!O3prj62!VklV ze0f>QQ4ftvUU`XE^V#;jw^te{+j~0(7#Gw1F_`F*L__d~w?0X2HDT&a9S5Gb;_lIB z5dLFGt-ZpFBarVJWJ5b4?Xmpql*}z6}3|CZu5uI@!En(LggyNB%HQh%+sssb|M4JqG)H? z;G%Olp`Sp3hsr0xin|IR$aqJ&I0o2OSNek!d*0$+2^lI=D|*xQW$H^ToHYlsuLtWS zbon$qBW7X)Dwv`xW4A~WVVN}!gA9QJ#?2yX2kqe56K*Qh30o>-*)ssL5GBfzo=bE)KND#pL0_T6m#}K zdvk`t=}L|0_JsHgv1E#%t@CuF7bVoq(j^lr^|~@tZQUvz?FQA0StR?R8jaG_GJHF} z!ZsWZ3Mc7G%!eRfzSULpExDO*e-HZ^hIk;NcE9XZ-6K6*mFr()^!^o{)KG7scg2YE zt1J1IWNtr_aTYH3FSyRufH{uHV-lu0XJ4!$?CUx7>J zxsluYaXf7N)T*vPMs@i^WWY=h3#b0 z%8oFGm#us&4nzq}Y1?a? zqT22TFTYC;Kav|Tq?9V7%*|ApC<{r8+zWpmqr2XGqJzQTgG8)T=ZUN1qw{%A)BJX^ zahQYjlC-2?ANEBASFuFLVtt-t=7j`SUEM9qp;M#YO5mmyX!r*jUt# zj@X2v9rzwE#0hdM>s*?5q4k9mfF)G$4f9~zkhJV4Ry8GWces~|u9-5n`_wc5W z4D{nF=VC#~_FEdG=Aq*0!nRqaScz|lWGd8-prUY2km!N6cg6ZItsGy$a@2$QeEh^? z<9a!)@YL{KrH%9v32W2e=;Fa$;1k9>N^`MvXg3;b)2q}sLG?p9IZz^ z;sQ6E^D-S=Oh1P59=QQ|#x{X^?TB|4rEC4&u6i34T5ENi`^$JbV>T~k=}t~2q7$Rp}D z^M>v#pR9Yl0M=VxcX2m8T z1}+fbD|_tybk*WZpkPJcZ7*euTg|H)_JjS#~CNp6T&*7 zt~>vAtxi$10bg;uYcz7Oc2fC`e6fChZN0!PBB_aou-=qC^+lQP&F6fd>g*l%d+1%K zUCL$ioz&*GNa&+5D^6#sB~-JW7*DSUuDAw1UDYdvsqcQ)w{9eucCUc($xAX%U7Ro( zY}L5Z)KQp7!LHUDjnFC>0Lr$(R;j-JZ$yp5lUeNZ6C8vi@*;?fP}Cs_hNELgX(?$; z3P)H+XLA=ISSo;9kUxsnkCRlC*RNR>G(i2p0L!2R$LO5Q90FKYR;PHKo}PY9NrdCj zlRiu{!=&zOcPAk2Xawg3$BN2AleBf&pl(7*WR5TB`SbE;kh6<;4yKN{nvIJ@dwe%y zF$9oYO7a(9T*v&r&#H#cH^V1~)~Flxwk=xkDCfDCrSDrY;o^Dk18MM&gk^7A+E&W< z%oEmm>xX2KN=S2c>yKg+=d``i74=!NDzZ1lmCG-QTh8=|81n=h=-LB0*?gIDHb7aQ zBr%ejnJTYUMK0`9=**QV+>FGOCACQ?Q|HuQTjQof-uD%tzXeEkGX*cyW?ycaj@Dh# zNtc$Q)MM)egMKfFvhMPD+v}z!jXqCTCn@_3-=#pPY>T(Fys`SEKf;enzier-9Js)Z zJYs@W28T=aDd5=LlZFHROsiJ+Y&|yV~()z5*vkF#c z+&$C6N)qb90Eot{__3_R0Ss%>?M)zem$2IE)4MTJLEJ@zP;9RW7C5^xg`O0P)loZJKSN>?#Wlzjh+sV zlS6$X$KlU+TGUIDc|)CbIU7DgvK-|vXX9>pJcDg~^QH!f2)6ASw=XPsAn!H6M0D^wP;l7d_n7MD}pnu8gBcK3s4 zd=Z*0WyKf8<}!GZtXIId=T657hqf_Y|Jf;(+`Nx0rOJ6;~c%@XB4fGSxMi;JE7~e;xkSjs!R)9$6nTqZ35M${8yMj z6uy-7t~C$vUd=gOgHR%u4!ovZJ~EAb?Oy~y>+T^ z8_79{Re?IGP)l!H(8SVn+M*6W)DrG4vxtYv2NakQM;TO<@WAj*xhjTl^=n%@c3VzlkRU7wJV3qcIwpP*bXV3MTaWolltn*YCx%`9uKn44IWve!wm4x`7SY-p#Kl>UKbzjcr)&MHCvk)EOP8ariQ1Q7Vka!bG>qYFb2yOtW__y+{KF!j z<>KG0vviwFC&3i$sjyKb}{SRav#-Gga}%t*Trs>1Y-T&wtI8?!nRXg zaFhdsL9KG=tfaz<>(hw_P)q41ckdvHIaoR$2;aKIp0fETW98&dZy0#QJTkA*vIA~S zV}k5l(+6}MT}QxcfDRE#v99~X(@E)ltNB*6mIJ$;<+TY)v_ws=$aib+Blb~Hx}ik?Br^eDJtbybta*udn%nv}03;w(LDf~r+a zxGWFsH(8bExrj>`)SE>MPEEDkV zO8jQB6Lj>nr+aU{h^GS4C?fyQ!`nykxg2}MR^Uuyyud+9@TdOB5@)>wxxi`H)B4d| zQ2cDa-YiVmb>$`YL4o|36T{f+d8n_u+?h2;R(t*!SGbg+Qkp_Ob@#*dggf$>BSzYp z`<|x~WDeDh4o^l>4}-1o`$;{xyYkG9NWBb57u`d+G#N!CNvh=f;w*um^6@x>=!W#Z zk9E}^H{ihlJKHB#eV0NI!HS8#5uiN^mrd5rYxJ?YK_35YR*^zf%sE<8F& znH}dsR2m^?9u2E;twvf%eGnr_;zFMVR&NUPjVYR8Tw(qu^!W1wo*W(4f;TIY(k}z4 zb;W8`YVn@j8Qv58*!Sr~#{tT!x@QcuR+$Z865_@ums{R;1HVv4wB}d>0vhx)CcGULx(gqUf*MS%9ZyU=?A*GXKS7+vm1Q-Q$Kx<*;#)87obzriU-TrQ zYro(NnI6VD98Ol+T;nTBk0*tp3Ofugs*K)vzrvY%pO4D64N4Aa?y-M8Gj%sg1B;Z| zzQ~}}dJml%OmY=8_sZ>|ZvrUQK-OXGw)q4>?>0v>7p!sD65Te6i-mr^0J-Iwdk3vnb4`JP`qI9q*Kg+~}{Y zp57r|+Y@eZj>K8t>ktEA0!DbtP<$0T7-yj9sr)sS9k)Z!J zVhw+DcXQ3+T!HaTZWD>GYz;*!rlH+ZV-qqrQU(^AEV~Njmb|!vnwsa+rp%W^fdKeL zN^YVN<+_TEbrrT+g>jT)o8dOSn!p4f_;kdj<1nhNSV|^D@LkoJR77I!_$GPk9raS_?_!YPvr zXjP$f=d}6MkH#r`k|~pX&&abk%7qR-CYRVbHJHP@ma|70p^QPdVsI}lmj^#cn{rRk zU&!EkV#uLO5e^o%+f%A;SXJxie{Kg4(~nIVT1i^74Xkb0k&&IiWU|8EA##G|xhjGo z!9|s{VbckNVsQE-h(f(K+%YqlMk|80ZGT}UX*Br(QhqAp+0SR&) zb$yU(YHS*7a{D9&)-?9X%}9{B47^0(;A zEf>auT}15h8Y5quBm80Hj;K>K!6PWecESNqmO|?&<{w)pvr18MMvDaBy@~ih;@h!! z7V!eL_&jvdMOQA6^LwYMhCf@P6E-do7WKOGBb8$EqRu0D^*S67^Bn#3^=EnFxeiN~ zx|QVgXB6z^O9%}|N$w;nS8H!aZ{~nXSdQQ)UT8~o*rR~x+TCz*CB{jQyhi0?$BEwh zy>IncT+g7>?o!k0&OM$f?}mZ=)U-@~X7g?j&?+yghfQY?+!3_i?2d4tNW@nREf*;% z>KiNW^P8LB9T0(Vuw@c>!y<5jS7d|7XOpCo;uWx_B^YJ1*=62kct@9$g!l{;w$5%{ z2LLdC0|0W8KoAsA6u{??wk^{o)%ipiX7ugjojw2n0r&#=pX;aJpC>&-dRkj+6J;e> z0L0=mf(8W?qQ)QVssf#D7xhcR&GV_GS*W1`f`DDL@&3s8RpX|JZ+_0L%|r%^V++yKe#jq+0+0{NLg# zvkwZeau7Id{hx;R4;v9wN#xD}1mGS70)YA( zn zzysW!tlU{>&1~JQ_5TvE6DFdD^GE+<|AofXKfwR@nhE(gu&V~b{|4I{8vlhI`@r3P b^gs6h!GeMRSyT`{nhh8L5W)E|%>e%kdgPUE diff --git a/w5/zumz5.ipynb b/w5/zumz5.ipynb deleted file mode 100644 index 85016bc..0000000 --- a/w5/zumz5.ipynb +++ /dev/null @@ -1,2634 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Uczenie maszynowe UMZ 2017/2018\n", - "# 5. Sieci neuronowe" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "\n", - "import math\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import random" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 5.1. Perceptron" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "scrolled": true, - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8SEhEP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\ndEJJKaybM7khzO6JJJqw2YzsmGqSSiv/2Q==\n", - "text/html": [ - "\n", - " \n", - " " - ], - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from IPython.display import YouTubeVideo\n", - "YouTubeVideo('cNxadbrN_aI', width=800, height=600)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "\"Frank" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "\"Frank" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "\"perceptron\"/" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Pierwszy perceptron liniowy\n", - "\n", - "* Frank Rosenblatt, 1957\n", - "* aparat fotograficzny podłączony do 400 fotokomórek (rozdzielczość obrazu: 20 x 20)\n", - "* wagi – potencjometry aktualizowane za pomocą silniczków" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Uczenie perceptronu\n", - "\n", - "Cykl uczenia perceptronu Rosenblatta:\n", - "\n", - "1. Sfotografuj planszę z kolejnym obiektem.\n", - "1. Zaobserwuj, która lampka zapaliła się na wyjściu.\n", - "1. Sprawdź, czy to jest właściwa lampka.\n", - "1. Wyślij sygnał „nagrody” lub „kary”." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Funkcja aktywacji\n", - "\n", - "Funkcja bipolarna:\n", - "\n", - "$$ g(z) = \\left\\{ \n", - "\\begin{array}{rl}\n", - "1 & \\textrm{gdy $z > \\theta_0$} \\\\\n", - "-1 & \\textrm{wpp.}\n", - "\\end{array}\n", - "\\right. $$\n", - "\n", - "gdzie $z = \\theta_0x_0 + \\ldots + \\theta_nx_n$,
    \n", - "$\\theta_0$ to próg aktywacji,
    \n", - "$x_0 = 1$. " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def bipolar_plot():\n", - " matplotlib.rcParams.update({'font.size': 16})\n", - "\n", - " plt.figure(figsize=(8,5))\n", - " x = [-1,-.23,1] \n", - " y = [-1, -1, 1]\n", - " plt.ylim(-1.2,1.2)\n", - " plt.xlim(-1.2,1.2)\n", - " plt.plot([-2,2],[1,1], color='black', ls=\"dashed\")\n", - " plt.plot([-2,2],[-1,-1], color='black', ls=\"dashed\")\n", - " plt.step(x, y, lw=3)\n", - " ax = plt.gca()\n", - " ax.spines['right'].set_color('none')\n", - " ax.spines['top'].set_color('none')\n", - " ax.xaxis.set_ticks_position('bottom')\n", - " ax.spines['bottom'].set_position(('data',0))\n", - " ax.yaxis.set_ticks_position('left')\n", - " ax.spines['left'].set_position(('data',0))\n", - "\n", - " plt.annotate(r'$\\theta_0$',\n", - " xy=(-.23,0), xycoords='data',\n", - " xytext=(-50, +50), textcoords='offset points', fontsize=26,\n", - " arrowprops=dict(arrowstyle=\"->\"))\n", - "\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdMAAAElCAYAAAC/NQipAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3XlYlPX+//HXKDBCkEJq7slRsYSK\no+QleEwjLXJtcT1hYouaWRHlUTu4lBqW2sFzyrUFU7sS7CqJXMoMy8qSOqZBmSaQlqZmHksEBe7f\nH32ZX9OoDNwMN8vzcV1c4WeZec/dcL+4l/lgMwxDAACg8hpYXQAAALUdYQoAgEmEKQAAJhGmAACY\nRJgCAGASYQoAgEmEKQAAJhGmAACYRJgCAGASYQrUAjabbZPVNQC4MK8KjmftQcAC3bp1k/j5A6xg\nc2cQR6YAAJhEmAIAYBJhCgCASYQpAAAmEaYAAJhEmAIAYBJhCgCASYQpAAAmEaYAAJhEmAIAYBJh\nCgCASYQpAAAmEaYAAJhEmAIAYBJhCgCASYQp4KZDhw7pwQcfVGRkpPz8/GSz2ZSXl+fW3NLSUiUl\nJal9+/Zq1KiRrr32Wr3++uueLRhAtSFMATft379fqampCgwMVK9evSo0d/r06Zo1a5YmTZqkjRs3\nqkePHho2bJg2bNjgoWoBVCebYRgVGV+hwUBdUlpaqgYNfv/984UXXtB9992n3NxctW/f/qLzjh49\nqrZt22rq1Kl64oknHO033nijjh07pt27d5f73BEREcrKyjJVP4BKsbkziCNTwE1lQVpRmzdv1tmz\nZxUbG+vUHhsbqz179ig3N7cqygNgIcIU8LDs7GzZ7XZ17NjRqT00NFSSlJOTY0VZAKpQhU7z9unT\nx4iLi1NcXJyOHz+uoUOHuoy5//77NWLECB08eFCjR4926X/00Uc1aNAg7d27V+PHj3fpT0xMVN++\nfbVr1y7Fx8e79D/11FOKiorSxx9/rMcff9ylPzk5WeHh4dqyZYvmzJnj0r9s2TJ17txZb731lhYu\nXOjSv2rVKrVt21Zr167VkiVLXPrXrVunpk2bKiUlRSkpKS79GzZskJ+fnxYvXqzU1FSX/szMTEnS\nggULlJGR4dTn6+urjRs3SpJmz56t9957z6n/sssuc9y0Mm3aNH3yySdO/W3atNHq1aslSfHx8dq1\na5dTf0hIiJYvXy5JGjdunL799lun/vDwcCUnJ0v6/ajp0KFDTv2RkZFKSkqSJN1xxx36+eefnfpv\nvPFGTZ8+XZJ0yy236MyZM079AwcO1GOPPSZJ6tOnj/5s+PDhmjhxogoKCtS/f3+X/qp8742ctUIn\n2/SU0dDHZVxNdHhlvFqOSba6DKBatN8x3/G91fu9zMxMTvMCF1KbghRAzccNSKiX2k992+oSKoQj\nU9QnefMGWF3CH7l1ZOrl6SqAmq4yP7gVuZv3lVde0ZgxY7Rv3z6n66YpKSkaO3asDhw4oODg4Is+\nRsSWmcqqWTsYAH/AaV7Aw2JiYuTt7a01a9Y4ta9evVphYWHlBimAmo8jU6AC1q1bJ0n6/PPPJUkb\nN25Us2bN1KxZM/Xu3VuS5OXlpTFjxujFF1+UJDVv3lwJCQlKSkpSQECAunbtqrVr12rr1q1KT0+3\n5oUAqFKEKVABw4YNc/r3xIkTJUm9e/d23KldUlKikpISp3Fz586Vv7+/Fi1apCNHjqhz585KTU3V\nwIEDq6VuAJ5FmAIV4M4Ne+cb07BhQyUmJioxMdETZQGwGNdMAQAwiTAFAMAkwhQAAJMIUwAATCJM\nAQAwiTAFAMAkwhQAAJMIUwAATCJMAQAwiTAFAMAkwhQAAJMIUwAATCJMAQAwiTAFAMAkwhQAAJMI\nUwAATCJMAQAwiTAFAMAkwhQAAJMIUwAATCJMAQAwiTAFAMAkwhQAAJMIUwAATCJMAQAwiTAFAMAk\nwhQAAJMIUwAATCJMAQAwiTAFAMAkwhQAAJMIUwAATCJMAQAwiTAFAMAkwhQAAJMIUwAATCJMUaVO\nnjyp2bNnKzw8XAEBAQoKClJ0dLQ2bNhgdWkA4DFeVheAuiMzM1N///vfdfjwYaf2999/X5mZmVqy\nZInGjx9vUXUA4DkcmaJKZGZmqn///jp8+LBiY2O1c+dO/fLLL/rss88UGRkpwzCUkJCgQ4cOWV0q\nAFQ5whSm/fTTTxoxYoTOnDmjZ555RqtWrVJERISaNGmi6667TuvXr5e/v78KCgr06quvWl0uAFQ5\nwhSmTZ48WUePHtXAgQM1efJkl/5mzZqpZ8+ekqRt27ZVd3kA4HGEKUz55ptvtGbNGtlsNj3zzDMX\nHNesWTNJUn5+fnWVBgDVhjCFKcuWLVNpaan69u2rq6666oLjzp075/RfAKhLCFNUWmlpqV577TVJ\n0p133nnRsSdOnJAk+fr6erwuAKhuhCkqbdeuXTpy5IgkKS4uTjab7YJf7777riSpbdu2VpZs2sGD\nBzV06FA1btxYl156qW6//XZ9//33bs290LbZtWuXh6sG4Gl8zhSVVpmbiTp16uSBSqpHQUGBoqOj\nZbfbtXLlStlsNiUmJuqGG27Q7t27dckll5T7GHFxcS6ftQ0JCfFUyQCqCWGKSvviiy8kSTfffLPe\nfPPNC47btGmTbrvtNklS165dq6U2T1ixYoUOHDigvXv3qmPHjpKka665Rp06ddKyZcuUkJBQ7mO0\nbt1aPXr08HSpAKoZp3lRad9++60kqV27dmrUqNEFv3bs2OGYc/311zs9xtq1axURESFfX181bdpU\nI0eOVF5eXnW+DLelp6erR48ejiCVpODgYPXs2VPr16+3sDIAViNMUWllqxkFBQVddNzbb78tSbrq\nqqvUrl07R/vSpUs1cuRINWrUSMnJyYqPj9eWLVsUGRlZI1dKys7OVlhYmEt7aGiocnJy3HqMJUuW\nyG63y8/PT9HR0frwww+rukwAFuA0LyrtzJkzkqRGjRpdcMw333yjr776SpI0evRoR/uJEyf0j3/8\nQ127dlVmZqa8vH5/K8bExKh79+5KTExUSkqK54qvhBMnTigwMNClPSgoSL/88ku582NjYzVw4EC1\natVK+fn5mj9/vqKjo/Xuu++qT58+HqgYQHXhyBSV5uPjI0k6ffr0BccsXrxY0u8fiRk7dqyj/c03\n39Svv/6qhx56yBGkkhQREaHrr79eaWlpKiws9FDl1li1apVGjBihXr16KTY2Vtu3b1erVq2UmJh4\n3vHLly9XRESEIiIidOzYsWquFkBFEKaotCuuuEKStHfv3vP25+bmavny5ZKkSZMmqUWLFo6+zz77\nTJIUFRXlMi8qKkoFBQVunzqtLoGBgec9Ar3QEWt5AgICNGDAAO3cufO8/ePGjVNWVpaysrIcK0gB\nqJkIU1Ra7969JUnvvPOOfvzxR6e+06dPa8SIESoqKlJISIhmzpzp1P/DDz9Iktq0aePyuGVtNe26\naWhoqLKzs13ac3Jy1KVLl0o/rs1mM1MWgBqAMEWljR07Vl5eXioqKtLgwYMdf3btnXfeUc+ePbVz\n504FBQUpLS3N5TOYBQUFkiS73e7yuGXXYMvG1BSDBw/Wjh07dODAAUdbXl6ePvroIw0ePLjCj3fq\n1CllZGSoe/fuVVkmAAsQpqi0q666ynHE+fnnn6t79+4KCgrSzTffrC+//FJ/+ctf9N577+maa65x\nmevn5ydJKioqcukru1ZaNqamuO+++9S+fXsNGTJE69evV3p6uoYMGaK2bds6LcSQn58vLy8vPfnk\nk462BQsW6L777tOrr76qzMxMrVy5Uj179tSRI0c0d+5cK14OgCpEmMKUxMRErV27VpGRkbr00ksV\nEBCgbt266ZlnntGePXsUHh5+3nmtW7eWdP5TuWVt5zsFbKVLLrlEW7duVUhIiEaPHq0777xTwcHB\n2rp1q/z9/R3jDMNQSUmJSktLHW2dO3dWTk6OHnroIfXr108JCQkKDg7W9u3b1atXLyteDoAqZDMM\noyLjKzQYuJCXXnpJ99xzj1auXKm77rrLqe+GG27QZ599pp9//vmiH7sxo/3Utx3f580b4JHnqEoR\nERHKysqyugygPnLrpgaOTGGJIUOGyN/fX4sWLVJxcbGjPSsrS9u2bdPQoUM9FqQAUNVYtAGWuOyy\nyzRv3jxNmjRJffr00ejRo3X8+HH961//UrNmzTRnzhyrSwQAtxGmsMwDDzygoKAgLViwQPHx8fLz\n81Pfvn2VlJRU6/9UG4D6hTCFpUaNGqVRo0ZZXQYAmMI1UwAATCJMAQAwiTAFAMAkwhQAAJMIUwAA\nTCJMUeOcO3dOffv21W+//WZ1KQDgFsIUNY63t7datWqlWbNmWV0KALiFMEWNtGDBAr3yyiv68ssv\nrS4FAMpFmKJGat68uZ566imNHz9eJSUlVpcDABdFmKLGuvvuu+Xl5aXly5dbXQoAXBRhihqrQYMG\nWrZsmWbMmKEjR45YXQ4AXBBhihotNDRU9957rx555BGrSwGACyJMUeNNnz5dn376qd555x2rSwGA\n8yJMUeP5+fnp+eef18SJE3XmzBmrywEAF4QpaoVbbrlFXbt21dy5c60uBQBcEKaoNZKTk7Vs2TJ9\n/fXXVpcCAE4IU9QarVq10syZMzVhwgQZhmF1OQDgQJiiVrn//vtVUFCglJQUq0sBAAfCFLVKw4YN\ntWzZMk2dOlXHjx+3uhwAkESYohbq2rWrRo0apcmTJ1tdCgBIIkxRS82ePVtbtmzRtm3brC4FAAhT\n1E4BAQFatGiRJkyYoKKiIqvLAVDPEaaotW677TZ17NhR8+fPt7oUAPUcYYpay2az6bnnnlNycrL2\n799vdTkA6jHCFLXaFVdcoSlTpmjixIl89hSAZQhT1Hrx8fE6cuSIXnvtNatLAVBPEaao9by9vbVs\n2TI9+uijOnnypNXlAKiHCFPUCZGRkRoyZIimTZtmdSkA6iHCFHVGUlKS1q9frx07dlhdCoB6hjBF\nndGkSRMtXLhQ48eP17lz56wuB0A9QpiiThk5cqQuv/xyLVq06Lz9X331VTVXBKA+IExRp9hsNi1e\nvFjz5s1Tfn6+U9///vc/9erVy6LKANRlhCnqnI4dOyo+Pl4PPvig02dPL730UhUUFKiwsNDC6gDU\nRYQp6qTJkydr3759evPNNx1tNptNzZs3108//WRhZQDqIsIUdZLdbtfSpUv10EMP6ddff3W0t2jR\ngjAFUOUIU9RZvXv3Vt++fTVjxgxHW4sWLXTkyBELqwJQFxGmqDPGjh2rNWvWOF0nnT9/vl599VV9\n8cUXkghTAJ5BmKLOuP/++7VgwQL17dtX33zzjSSpadOmmjdvnsaPH6+SkhJdfvnlnOYFUOUIU9QZ\n3bt3186dOzV48GD97W9/0/Tp03XmzBnFxcXJz89PS5Ys4cgUgEcQpqhTvLy89PDDD+vLL7/U3r17\nFRYWpk2bNmnp0qV64okn5OPjQ5gCqHKEKeqk1q1bKzU1Vc8//7wmTZqkGTNmaNSoUXrttddMneY9\nePCghg4dqsaNG+vSSy/V7bffru+//96tuYWFhZo8ebJatmwpX19fRUZG6oMPPqh0LQBqDsIUdVpM\nTIy++uorXXnllY4bkQ4cOFCpxyooKFB0dLS++eYbrVy5UqtWrdK+fft0ww036PTp0+XOv+eee7Ri\nxQo9+eSTysjIUMuWLXXzzTdr165dlaoHQM1h++Odj26o0GCgJtm7d69GjhypPXv2qM1j6x3tefMG\nuDV/0aJFSkhI0N69e9WxY0dJUm5urjp16qRnnnlGCQkJF5z75ZdfKjw8XC+99JLGjh0rSSouLlZo\naKg6d+6s9PT0iz53RESEsrKy3KoTQJWyuTOII1PUG507d9YXX3xR6VOr6enp6tGjhyNIJSk4OFg9\ne/bU+vXrLzLz97ne3t4aMWKEo83Ly0sjR47U5s2bVVRUVKmaANQMhCnqFZvNpqioqErNzc7OVlhY\nmEt7aGiocnJyyp0bHBwsPz8/l7lnz57V/v37K1UTgJqhQqd5Y2JijOPHj3uwnIo7duyYmjVrZnUZ\n9Upd2OZ7fvif4/urWzd2a84XX3yhyy+/XK1bt3Zq/+GHH3TkyBF169btgnO//fZblZaW6sorr3Rq\nP3XqlPbt26fOnTvL39/fqe/YsWMq+3krKipSeHi4W3WiatSF93ltUxO3+eeff77ZMIyY8sbV+mum\nXEuqfnVhm7ef+rbje3evmfr4+CghIUHz5s1zak9MTNS8efNUXFx8wbk33XSTTp06pR07dji1b9my\nRf369dMHH3xw0T8Pd8kll7h1kxOqTl14n9c2NXSbc80UqEqBgYH65ZdfXNpPnDihwMDASs+VpKCg\noKopEoAlCFPATaGhocrOznZpz8nJUZcuXcqdm5ubq4KCApe5Pj4+Tjc1Aah9an2Yjhs3zuoS6p36\nus0HDx6sHTt2OH1ONS8vTx999JEGDx580bmDBg3SuXPnlJaW5mgrLi7W2rVrddNNN8lut190ftOm\nTc0Vjwqrr+9zK9XmbV7rr5kClVGZa6anT5/WtddeK19fX82ZM0c2m03Tp0/Xr7/+qt27dztuIMrP\nz1eHDh00Y8YMpz//VvYxmPnz5ys4OFhLlixRRkaGPv74Y3Xt2vWiz11DryUB9QHXTIGqdMkll2jr\n1q0KCQnR6NGjdeeddyo4OFhbt251uhPXMAyVlJSotLTUaf7LL7+ssWPHKjExUQMGDNDBgwe1adOm\ncoMUQM3HkSnqpcocmVqJI1PAMnXvyPTZZ5/VoEGD1LJlS9lsNs2aNatC87dv366oqCj5+vqqRYsW\nSkhI0JkzZzxTbB1RWlqqpKQktW/fXo0aNdK1116r119/3a25cXFxstlsLl/x8fEerrp2YNH86mdm\nm5/vvWyz2VhbuRyHDh3Sgw8+qMjISPn5+clmsykvL8+tuWb2P9WtVoXpihUrdPToUd16660Vnrt7\n927169dPzZs3V0ZGhubMmaOXX35ZcXFxVV9oHTJ9+nTNmjVLkyZN0saNG9WjRw8NGzZMGzZscGt+\ns2bN9Mknnzh9PfLIIx6uuuZj0fzqZ3abS7//gvjn93NISIiHK6/d9u/fr9TUVAUGBl70s9TnY3b/\nU60Mw6jIl6VKSkoMwzCMc+fOGZKMmTNnuj331ltvNTp27GicPXvW0bZy5UpDkvH5559Xdal1wk8/\n/WT4+PgYM2bMcGqPjo42rr766nLnjxkzxmjdurWnyjPliikZji8rJCcnGw0aNDD27dvnaDtw4IDR\nsGFDY+HChS7ju3Xr5vh+165dhiTjpZdecrSdO3fOCAkJMQYNGuTZwmuxim7zP5Nk/POf//RkiXVS\n2X7bMAxjxYoVhiQjNze33Hlm9z9VyK18rFVHpg0aVK7cc+fOadOmTRo+fLi8vb0d7cOHD5ePj0+5\ni5TXV5s3b9bZs2cVGxvr1B4bG6s9e/YoNzfXospqPxbNr35mtjkqr7L77dq2/6lVYVpZ3333nQoL\nC10WKW/UqJE6dOhQ7iLl9VV2drbsdrvLggKhoaGS5NZ2O3r0qJo2bSovLy+FhITo6aefVklJiUfq\nrU1YNL/6mdnmZZYsWSK73S4/Pz9FR0frww8/rOoy8X+qYv9TnbysLqA6lC3Zdr4l34KCghz9cHbi\nxAk1adJENpvzzWxlS9+Vt93Cw8PVrVs3hYaGqrCwUG+88YamTZumffv26YUXXvBY3bXBhZYgDAoK\nOu+yg+7OLeuHKzPbXPr9iGjgwIFq1aqV8vPzNX/+fEVHR+vdd99Vnz59PFBx/WZ2/1PdLAvTsgW+\ny9O7d29lZmZ6vqB6oLq3+Z/v2u3fv7/8/f2VnJysKVOmqFOnTqafA6guq1atcnzfq1cvDRkyRGFh\nYUpMTNT27dstrAw1gWVhGhUVpa+//rrccX8+lVUZZb+NXmih8bLTBnVdRbd5YGCgTp48KcMwnH47\nNLM4+6hRo5ScnKysrKx6HaZmF83Pz88/71yJRfMvxMw2P5+AgAANGDBAL774YlWUhz/xxP7HkywL\nUz8/P5e/7egpHTp0kN1ud1mkvLCwUAcOHNCwYcOqpQ6rVXSbh4aGqqioSN99953TdYuyaxXlLe5+\nMX8+dVPfmF00/4033lBBQYHTL5ssmn9xZrb5xdT397KneHL/4wn14gYkHx8fxcTEKDU11elvTq5b\nt05FRUXlLlJeX8XExMjb21tr1qxxal+9erXCwsIUHBxc4cdcs2aNbDabrrvuuqoqs1ayctH8+srM\nNj+fU6dOKSMjQ927d6/KMvF/PLH/8Sh3P0Nj1IDPme7cudNIS0sz1q5da0gyhg0bZqSlpRlpaWnG\n6dOnHePuvvtuo2HDhk5z//vf/xp2u9247bbbjC1bthgvvPCCERgYaAwdOrS6X0atMmXKFMNutxsL\nFy403n//fWPChAmGzWYz3nrrLadx0dHRRocOHRz/zsvLM3r16mU8//zzxubNm4309HRj7Nixhs1m\nMyZMmFDdL8OF1Z8z/e2334wOHToYYWFhxptvvmmsX7/euOaaa4zg4GDj119/dYzLy8szGjZsaLRq\n1cpp/ogRI4wmTZoYK1asMLZs2WLccccdht1u5zPTF1HRbf7EE0842ubPn2/ce++9xpo1a4z333/f\nSElJMcLCwgxvb2/jgw8+sOLl1Cpl++kJEyYYkozFixcbaWlpRmZmpmNMw4YNjbvvvttpnrv7Hw9z\nKx9rVZiOGTPG0O/rA7t8/fFDwGXj/mzbtm1Gjx49DLvdbjRv3tx4+OGHnUIYroqLi43Zs2cb7dq1\nM3x8fIyrr77aSEtLcxnXu3dv44orrnD8++effzaGDBlitGvXzrDb7Yavr6/x17/+1fjPf/7j9CFu\nq1gdpoZhGPn5+cbtt99uBAQEGP7+/saQIUNcPsyem5trSDJatmzp1F5QUGA88sgjxuWXX27Y7Xaj\ne/fuxvvvv199xddSFdnmf1wUJj093YiKijIuu+wyw8vLywgKCjIGDRpkfPrpp9X7AmqpC+23e/fu\n7TRmzJgxTvPc3f94mFv5yEL3qJdY6B6Am+reQvcAANREhCkAACYRpgAAmESYAgBgEmEKAIBJhCkA\nACYRpgAAmESYAgBgEmEKAIBJhCkAACYRpgAAmESYAgBgEmEKAIBJhCkAACYRpgAAmESYAgBgEmEK\nAIBJhCkAACYRpgAAmESYAgBgEmEKAIBJhCkAACYRpgAAmESYAgBgEmEKAIBJhCkAACYRpgAAmESY\nAgBgEmEKAIBJhCkAACYRpoCbSktLlZSUpPbt26tRo0a69tpr9frrr7s1Ny4uTjabzeUrPj7ew1UD\nqA5eVhcA1BbTp0/XggULNHfuXHXr1k2vvfaahg0bpoyMDPXv37/c+c2aNVN6erpTW8uWLT1VLoBq\nRJgCbjh69KgWLFigqVOn6rHHHpMk3XDDDdq/f7+mTp3qVpj6+PioR48eni4VgAU4zQu4YfPmzTp7\n9qxiY2Od2mNjY7Vnzx7l5uZaVBmAmoAwBdyQnZ0tu92ujh07OrWHhoZKknJycsp9jKNHj6pp06by\n8vJSSEiInn76aZWUlHikXgDVi9O8gBtOnDihJk2ayGazObUHBQU5+i8mPDxc3bp1U2hoqAoLC/XG\nG29o2rRp2rdvn1544QWP1Q2gehCmqPf+HJB/1Lt3b2VmZpp+jj/ftdu/f3/5+/srOTlZU6ZMUadO\nnVzmLF++XMuXL5ckHTt2zHQNADyHMEW99/XXX1+wz8/PT5IUGBiokydPyjAMp/AtOyItO0KtiFGj\nRik5OVlZWVnnDdNx48Zp3LhxkqSIiIgKPz6A6kOYot678soryx0TGhqqoqIifffdd07XTcuulXbp\n0qXSz3+xI2MAtQM3IAFuiImJkbe3t9asWePUvnr1aoWFhSk4OLjCj7lmzRrZbDZdd911VVUmAItw\nZAq4oXnz5kpISFBSUpICAgLUtWtXrV27Vlu3bnVZiOHGG29Ufn6+9u/fL0nKz8/X6NGjNXLkSHXs\n2FFFRUV64403lJKSovHjx6tDhw5WvCQAVYgwBdw0d+5c+fv7a9GiRTpy5Ig6d+6s1NRUDRw40Glc\nSUmJiouLHf8OCAhQUFCQnn76af30009q0KCBrrzySv373//WxIkTq/tlAPAAm2EYFRlfocFATdV+\n6tuO7/PmDbCwEvdEREQoKyvL6jKA+sitmxq4ZgoAgEmEKQAAJhGmAACYRJgCAGASYQoAgEmEKQAA\nJhGmAACYRJgCAGASYQoAgEmEKQAAJhGmAACYRJgCAGASYQoAgEmEKQAAJhGmAACYRJgCAGASYQoA\ngEmEKQAAJhGmAACYRJgCAGASYQoAgEmEKQAAJhGmAACYRJgCAGASYQoAgEmEKQAAJhGmAACYRJgC\nAGASYQoAgEmEKQAAJhGmAACYRJgCAGASYQoAgEmEKQAAJhGmAACYRJgCAGASYQoAgEmEKQAAJhGm\nAACYRJgCAGASYQoAgEmEKQAAJhGmAACYRJgCAGASYQq46dlnn9WgQYPUsmVL2Ww2zZo1q0Lzt2/f\nrqioKPn6+qpFixZKSEjQmTNnPFMsgGpFmAJuWrFihY4ePapbb721wnN3796tfv36qXnz5srIyNCc\nOXP08ssvKy4uruoLBVDtvKwuAKgtsrOz1aBBAxUXF2vp0qUVmjtz5ky1adNGaWlp8vb2liT5+Pho\nzJgxmjJlirp27eqJkgFUE45MATc1aFC5H5dz585p06ZNGj58uCNIJWn48OHy8fHR+vXrq6pEABYh\nTAEP++6771RYWKiwsDCn9kaNGqlDhw7KycmxqDIAVaVCp3n79OmjuLg4xcXF6fjx4xo6dKjLmPvv\nv18jRozQwYMHNXr0aJf+Rx99VIMGDdLevXs1fvx4l/7ExET17dtXu3btUnx8vEv/U089paioKH38\n8cf6e/ovFSkfOK8+ffpIqth7T5JSUlKUmZnp6E9OTlZ4eLi2bNmiOXPmONpPnTolSTp9+rQk6a23\n3tLChQslST/88IMOHz6sPn36aNWqVWrbtq3Wrl2rJUuWOD333r17dfz4cTVt2lQpKSlKSUlxqW/D\nhg3y8/PT4sWLlZqa6tJfVus/kmdLAAAC5UlEQVSCBQuUkZHh1Ofr66uNGzdKkmbPnq333nvPqf+y\nyy7T66+/LkmaNm2aPvnkE6f+Nm3aaPXq1ZKk+Ph47dq1y6k/JCREy5cvlySNGzdO3377rVN/eHi4\nkpOTJUmxsbE6dOiQU39kZKSSkpIkSXfccYd+/vlnp/4bb7xR06dPlyTdcsstLjd2DRw4UI899pik\n////+4+GDx+uiRMnqqCgQP3793fpr0n7vccff9yl/0LvvTLLli1T586dnd57f3Sx954krVu3rt6+\n9/74M34xXDNFvVZaVKBt27ZJkuO/f9S4cWOFh4dXd1mSpMOHD+vHH3+U9PupYgA1l80wjIqMr9Bg\nT2s/9W2rS0At5utlU2x4kO4Ia3LBMX5+fmrXrp1TW3Fxsby9vTVz5ky3Ph7z9ddfq0uXLnr11Vc1\natQop74uXbooNDRUaWlpF32MiIgIZWVllftcAKqczZ1BtfrING/eAKtLAMrVoUMH2e12ZWdnO7UX\nFhbqwIEDGjZsmEWVAagq3IAEeJiPj49iYmKUmpqq4uJiR/u6detUVFSkwYMHW1gdgKpQq49MgeqU\nlZWlvLw8lZaWSpJycnK0bt06SVL//v3l5+cnSbrnnnu0cuVKp+CcNWuWevTooeHDh+uBBx5QXl6e\nJk+erKFDh6pbt27V/2IAVCnCFHDTc889p5UrVzr+nZaW5rjWmZubq/bt20uSSkpKVFJS4jQ3PDxc\n77zzjqZMmaIBAwaocePGuuuuu/TUU09VW/0APKdW34AE1BfcgARYxq0bkLhmCgCASYQpAAAmEaYA\nAJhEmAIAYBJhCgCASYQpAAAmEaYAAJhEmAIAYBJhCgCASYQpAAAmEaYAAJhEmAIAYBJhCgCASYQp\nAAAmEaYAAJhU0b9nCsACNpttk2EYMVbXAeD8CFMAAEziNC8AACYRpgAAmESYAgBgEmEKAIBJhCkA\nACYRpgAAmESYAgBgEmEKAIBJhCkAACb9Py+Gd+rpbPBzAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "bipolar_plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Perceptron – schemat\n", - "\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Perceptron – zasada działania\n", - "\n", - "1. Ustal wartości początkowe $\\theta$ (wektor 0 lub liczby losowe blisko 0).\n", - "1. Dla każdego przykładu $(x^{(i)}, y^{(i)})$, dla $i=1,\\ldots,m$\n", - " * Oblicz wartość wyjścia $o^{(i)}$:\n", - " $$o^{(i)} = g(\\theta^{T}x^{(i)}) = g(\\sum_{j=0}^{n} \\theta_jx_j^{(i)})$$\n", - " * Wykonaj aktualizację wag (tzw. _perceptron rule_):\n", - " $$ \\theta := \\theta + \\Delta \\theta $$\n", - " $$ \\Delta \\theta = \\alpha(y^{(i)}-o^{(i)})x^{(i)} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "$$\\theta_j := \\theta_j + \\Delta \\theta_j $$\n", - "\n", - "Jeżeli przykład został sklasyfikowany **poprawnie**:\n", - "\n", - "* $y^{(i)}=1$ oraz $o^{(i)}=1$ : $$\\Delta\\theta_j = \\alpha(1 - 1)x_j^{(i)} = 0$$\n", - "* $y^{(i)}=-1$ oraz $o^{(i)}=-1$ : $$\\Delta\\theta_j = \\alpha(-1 - -1)x_j^{(i)} = 0$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Czyli: jeżeli trafiłeś, to nic nie zmieniaj." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "$$\\theta_j := \\theta_j + \\Delta \\theta_j $$\n", - "\n", - "Jeżeli przykład został sklasyfikowany **niepoprawnie**:\n", - "\n", - "* $y^{(i)}=1$ oraz $o^{(i)}=-1$ : $$\\Delta\\theta_j = \\alpha(1 - -1)x_j^{(i)} = 2 \\alpha x_j^{(i)}$$\n", - "* $y^{(i)}=-1$ oraz $o^{(i)}=1$ : $$\\Delta\\theta_j = \\alpha(-1 - 1)x_j^{(i)} = -2 \\alpha x_j^{(i)}$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Czyli: przesuń wagi w odpowiednią stronę." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Perceptron – zalety i wady\n", - "\n", - "Zalety:\n", - "* intuicyjny i prosty\n", - "* łatwy w implementacji\n", - "* jeżeli dane można liniowo oddzielić, algorytm jest zbieżny w skończonym czasie" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Wady:\n", - "* jeżeli danych nie można oddzielić liniowo, algorytm nie jest zbieżny" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def plot_perceptron():\n", - " plt.figure(figsize=(12,3))\n", - "\n", - " plt.subplot(131)\n", - " plt.ylim(-0.2,1.2)\n", - " plt.xlim(-0.2,1.2)\n", - "\n", - " plt.title('AND')\n", - " plt.plot([1,0,0], [0,1,0], 'ro', markersize=10)\n", - " plt.plot([1], [1], 'go', markersize=10)\n", - "\n", - " ax = plt.gca()\n", - " ax.spines['right'].set_color('none')\n", - " ax.spines['top'].set_color('none')\n", - " ax.xaxis.set_ticks_position('none')\n", - " ax.spines['bottom'].set_position(('data',0))\n", - " ax.yaxis.set_ticks_position('none')\n", - " ax.spines['left'].set_position(('data',0))\n", - "\n", - " plt.xticks(np.arange(0, 2, 1.0))\n", - " plt.yticks(np.arange(0, 2, 1.0))\n", - "\n", - "\n", - " plt.subplot(132)\n", - " plt.ylim(-0.2,1.2)\n", - " plt.xlim(-0.2,1.2)\n", - "\n", - " plt.plot([1,0,1], [0,1,1], 'go', markersize=10)\n", - " plt.plot([0], [0], 'ro', markersize=10)\n", - "\n", - " ax = plt.gca()\n", - " ax.spines['right'].set_color('none')\n", - " ax.spines['top'].set_color('none')\n", - " ax.xaxis.set_ticks_position('none')\n", - " ax.spines['bottom'].set_position(('data',0))\n", - " ax.yaxis.set_ticks_position('none')\n", - " ax.spines['left'].set_position(('data',0))\n", - "\n", - " plt.title('OR')\n", - " plt.xticks(np.arange(0, 2, 1.0))\n", - " plt.yticks(np.arange(0, 2, 1.0))\n", - "\n", - "\n", - " plt.subplot(133)\n", - " plt.ylim(-0.2,1.2)\n", - " plt.xlim(-0.2,1.2)\n", - "\n", - " plt.title('XOR')\n", - " plt.plot([1,0], [0,1], 'go', markersize=10)\n", - " plt.plot([0,1], [0,1], 'ro', markersize=10)\n", - "\n", - " ax = plt.gca()\n", - " ax.spines['right'].set_color('none')\n", - " ax.spines['top'].set_color('none')\n", - " ax.xaxis.set_ticks_position('none')\n", - " ax.spines['bottom'].set_position(('data',0))\n", - " ax.yaxis.set_ticks_position('none')\n", - " ax.spines['left'].set_position(('data',0))\n", - "\n", - " plt.xticks(np.arange(0, 2, 1.0))\n", - " plt.yticks(np.arange(0, 2, 1.0))\n", - "\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAArMAAADJCAYAAAAwwbqVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_perceptron()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Funkcje aktywacji\n", - "\n", - "Zamiast funkcji bipolarnej możemy zastosować funkcję sigmoidalną jako funkcję aktywacji." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def plot_activation_functions():\n", - " plt.figure(figsize=(16,7))\n", - " plt.subplot(121)\n", - " x = [-2,-.23,2] \n", - " y = [-1, -1, 1]\n", - " plt.ylim(-1.2,1.2)\n", - " plt.xlim(-2.2,2.2)\n", - " plt.plot([-2,2],[1,1], color='black', ls=\"dashed\")\n", - " plt.plot([-2,2],[-1,-1], color='black', ls=\"dashed\")\n", - " plt.step(x, y, lw=3)\n", - " ax = plt.gca()\n", - " ax.spines['right'].set_color('none')\n", - " ax.spines['top'].set_color('none')\n", - " ax.xaxis.set_ticks_position('bottom')\n", - " ax.spines['bottom'].set_position(('data',0))\n", - " ax.yaxis.set_ticks_position('left')\n", - " ax.spines['left'].set_position(('data',0))\n", - "\n", - " plt.annotate(r'$\\theta_0$',\n", - " xy=(-.23,0), xycoords='data',\n", - " xytext=(-50, +50), textcoords='offset points', fontsize=26,\n", - " arrowprops=dict(arrowstyle=\"->\"))\n", - "\n", - " plt.subplot(122)\n", - " x2 = np.linspace(-2,2,100)\n", - " y2 = np.tanh(x2+ 0.23)\n", - " plt.ylim(-1.2,1.2)\n", - " plt.xlim(-2.2,2.2)\n", - " plt.plot([-2,2],[1,1], color='black', ls=\"dashed\")\n", - " plt.plot([-2,2],[-1,-1], color='black', ls=\"dashed\")\n", - " plt.plot(x2, y2, lw=3)\n", - " ax = plt.gca()\n", - " ax.spines['right'].set_color('none')\n", - " ax.spines['top'].set_color('none')\n", - " ax.xaxis.set_ticks_position('bottom')\n", - " ax.spines['bottom'].set_position(('data',0))\n", - " ax.yaxis.set_ticks_position('left')\n", - " ax.spines['left'].set_position(('data',0))\n", - "\n", - " plt.annotate(r'$\\theta_0$',\n", - " xy=(-.23,0), xycoords='data',\n", - " xytext=(-50, +50), textcoords='offset points', fontsize=26,\n", - " arrowprops=dict(arrowstyle=\"->\"))\n", - "\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5IAAAGRCAYAAAAXeoyVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_activation_functions()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Perceptron a regresja liniowa" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Uczenie regresji liniowej:\n", - "* Model: $$h_{\\theta}(x) = \\sum_{i=0}^n \\theta_ix_i$$\n", - "* Funkcja kosztu (błąd średniokwadratowy): $$J(\\theta) = \\frac{1}{m} \\sum_{i=1}^{m} (h_{\\theta}(x^{(i)}) - y^{(i)})^2$$\n", - "\n", - "* Po obliczeniu $\\nabla J(\\theta)$, zwykły SGD." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Perceptron a dwuklasowa regresja logistyczna" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Uczenie dwuklasowej regresji logistycznej:\n", - "* Model: $$h_{\\theta}(x) = \\sigma(\\sum_{i=0}^n \\theta_ix_i) = P(1|x,\\theta)$$\n", - "* Funkcja kosztu (entropia krzyżowa): $$\\begin{eqnarray} J(\\theta) &=& -\\frac{1}{m} \\sum_{i=1}^{m} [y^{(i)}\\log P(1|x^{(i)},\\theta) \\\\ && + (1-y^{(i)})\\log(1-P(1|x^{(i)},\\theta))]\\end{eqnarray}$$\n", - "\n", - "* Po obliczeniu $\\nabla J(\\theta)$, zwykły SGD." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Perceptron a wieloklasowa regresja logistyczna" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Wieloklasowa regresji logistyczna\n", - "* Model (dla $c$ klasyfikatorów binarnych): \n", - "$$\\begin{eqnarray}\n", - "h_{(\\theta^{(1)},\\dots,\\theta^{(c)})}(x) &=& \\mathrm{softmax}(\\sum_{i=0}^n \\theta_{i}^{(1)}x_i, \\ldots, \\sum_{i=0}^n \\theta_i^{(c)}x_i) \\\\ \n", - "&=& \\left[ P(k|x,\\theta^{(1)},\\dots,\\theta^{(c)}) \\right]_{k=1,\\dots,c} \n", - "\\end{eqnarray}$$\n", - "* Funkcja kosztu (**przymując model regresji binarnej**): $$\\begin{eqnarray} J(\\theta^{(k)}) &=& -\\frac{1}{m} \\sum_{i=1}^{m} [y^{(i)}\\log P(k|x^{(i)},\\theta^{(k)}) \\\\ && + (1-y^{(i)})\\log P(\\neg k|x^{(i)},\\theta^{(k)})]\\end{eqnarray}$$\n", - "\n", - "* Po obliczeniu $\\nabla J(\\theta)$, **c-krotne** uruchomienie SGD, zastosowanie $\\mathrm{softmax}(X)$ do niezależnie uzyskanych klasyfikatorów binarnych." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Przyjmijmy: \n", - "$$ \\Theta = (\\theta^{(1)},\\dots,\\theta^{(c)}) $$\n", - "\n", - "$$h_{\\Theta}(x) = \\left[ P(k|x,\\Theta) \\right]_{k=1,\\dots,c}$$\n", - "\n", - "$$\\delta(x,y) = \\left\\{\\begin{array}{cl} 1 & \\textrm{gdy } x=y \\\\ 0 & \\textrm{wpp.}\\end{array}\\right.$$\n", - "\n", - "* Wieloklasowa funkcja kosztu $J(\\Theta)$ (kategorialna entropia krzyżowa):\n", - "$$ J(\\Theta) = -\\frac{1}{m}\\sum_{i=1}^{m}\\sum_{k=1}^{c} \\delta({y^{(i)},k}) \\log P(k|x^{(i)},\\Theta) $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Gradient $\\nabla J(\\Theta)$:\n", - "$$ \\dfrac{\\partial J(\\Theta)}{\\partial \\Theta_{j,k}} = -\\frac{1}{m}\\sum_{i = 1}^{m} (\\delta({y^{(i)},k}) - P(k|x^{(i)}, \\Theta)) x^{(i)}_j \n", - "$$\n", - "\n", - "* Liczymy wszystkie wagi jednym uruchomieniem SGD" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "## Podsumowanie\n", - "\n", - "* W przypadku jednowarstowej sieci neuronowej wystarczy znać gradient funkcji kosztu.\n", - "* Wtedy liczymy tak samo jak w przypadku regresji liniowej, logistycznej, wieloklasowej logistycznej itp.\n", - " * Wymienione modele to szczególne przypadki jednowarstwowych sieci neuronowych.\n", - "* Regresja liniowa i binarna regresja logistyczna to jeden neuron.\n", - "* Wieloklasowa regresja logistyczna to tyle neuronów ile klas." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Funkcja aktywacji i funkcja kosztu są **dobierane do problemu**." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 5.2. Wielowarstwowe sieci neuronowe\n", - "\n", - "czyli _Artificial Neural Networks_ (ANN) lub _Multi-Layer Perceptrons_ (MLP)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Architektura sieci\n", - "\n", - "* Sieć neuronowa jako graf neuronów. \n", - "* Organizacja sieci przez warstwy.\n", - "* Najczęściej stosowane są sieci jednokierunkowe i gęste." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* $n$-warstwowa sieć neuronowa ma $n+1$ warstw (nie liczymy wejścia).\n", - "* Rozmiary sieci określane poprzez liczbę neuronów lub parametrów." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Sieć neuronowa jednokierunkowa (_feedforward_)\n", - "\n", - "* Mając daną $n$-warstwową sieć neuronową oraz jej parametry $\\Theta^{(1)}, \\ldots, \\Theta^{(L)} $ oraz $\\beta^{(1)}, \\ldots, \\beta^{(L)} $ liczymy:

    \n", - "$$a^{(l)} = g^{(l)}\\left( a^{(l-1)} \\Theta^{(l)} + \\beta^{(l)} \\right). $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Funkcje $g^{(l)}$ to tzw. **funkcje aktywacji**.
    \n", - "Dla $i = 0$ przyjmujemy $a^{(0)} = \\mathrm{x}$ (wektor wierszowy cech) oraz $g^{(0)}(x) = x$ (identyczność)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Parametry $\\Theta$ to wagi na połączeniach miedzy neuronami dwóch warstw.
    \n", - "Rozmiar macierzy $\\Theta^{(l)}$, czyli macierzy wag na połączeniach warstw $a^{(l-1)}$ i $a^{(l)}$, to $\\dim(a^{(l-1)}) \\times \\dim(a^{(l)})$." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Parametry $\\beta$ zastępują tutaj dodawanie kolumny z jedynkami do macierzy cech.
    Macierz $\\beta^{(l)}$ ma rozmiar równy liczbie neuronów w odpowiedniej warstwie, czyli $1 \\times \\dim(a^{(l)})$." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* **Klasyfikacja**: dla ostatniej warstwy $L$ (o rozmiarze równym liczbie klas) przyjmuje się $g^{(L)}(x) = \\mathop{\\mathrm{softmax}}(x)$.\n", - "* **Regresja**: pojedynczy neuron wyjściowy jak na obrazku. Funkcją aktywacji może wtedy być np. funkcja identycznościowa." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Pozostałe funkcje aktywacji najcześciej mają postać sigmoidy, np. sigmoidalna, tangens hiperboliczny.\n", - "* Mogą mieć też inny kształt, np. ReLU, leaky ReLU, maxout." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 5.3. Metoda propagacji wstecznej – wprowadzenie" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Jak uczyć sievi neuronowe?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* W poznanych do tej pory algorytmach (regresja liniowa, regresja logistyczna) do uczenia używaliśmy funkcji kosztu, jej gradientu oraz algorytmu gradientu prostego (GD/SGD)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Dla sieci neuronowych potrzebowalibyśmy również znaleźć gradnient funkcji kosztu." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Co sprowadza się do bardziej ogólnego problemu:
    jak obliczyć gradient $\\nabla f(x)$ dla danej funkcji $f$ i wektora wejściowego $x$?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Pochodna funkcji\n", - "\n", - "* **Pochodna** mierzy, jak szybko zmienia się wartość funkcji względem zmiany jej argumentów:\n", - "\n", - "$$ \\frac{d f(x)}{d x} = \\lim_{h \\to 0} \\frac{ f(x + h) - f(x) }{ h } $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Pochodna cząstkowa i gradient\n", - "\n", - "* **Pochodna cząstkowa** mierzy, jak szybko zmienia się wartość funkcji względem zmiany jej *pojedynczego argumentu*." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* **Gradient** to wektor pochodnych cząstkowych:\n", - "\n", - "$$ \\nabla f = \\left( \\frac{\\partial f}{\\partial x_1}, \\ldots, \\frac{\\partial f}{\\partial x_n} \\right) $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Gradient – przykłady\n", - "\n", - "$$ f(x_1, x_2) = x_1 + x_2 \\qquad \\to \\qquad \\frac{\\partial f}{\\partial x_1} = 1, \\quad \\frac{\\partial f}{\\partial x_2} = 1, \\quad \\nabla f = (1, 1) $$ " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "$$ f(x_1, x_2) = x_1 \\cdot x_2 \\qquad \\to \\qquad \\frac{\\partial f}{\\partial x_1} = x_2, \\quad \\frac{\\partial f}{\\partial x_2} = x_1, \\quad \\nabla f = (x_2, x_1) $$ " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "$$ f(x_1, x_2) = \\max(x_1 + x_2) \\hskip{12em} \\\\\n", - "\\to \\qquad \\frac{\\partial f}{\\partial x_1} = \\mathbb{1}_{x \\geq y}, \\quad \\frac{\\partial f}{\\partial x_2} = \\mathbb{1}_{y \\geq x}, \\quad \\nabla f = (\\mathbb{1}_{x \\geq y}, \\mathbb{1}_{y \\geq x}) $$ " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Własności pochodnych cząstkowych\n", - "\n", - "Jezeli $f(x, y, z) = (x + y) \\, z$ oraz $x + y = q$, to:\n", - "$$f = q z,\n", - "\\quad \\frac{\\partial f}{\\partial q} = z,\n", - "\\quad \\frac{\\partial f}{\\partial z} = q,\n", - "\\quad \\frac{\\partial q}{\\partial x} = 1,\n", - "\\quad \\frac{\\partial q}{\\partial y} = 1 $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Reguła łańcuchowa\n", - "\n", - "$$ \\frac{\\partial f}{\\partial x} = \\frac{\\partial f}{\\partial q} \\, \\frac{\\partial q}{\\partial x},\n", - "\\quad \\frac{\\partial f}{\\partial y} = \\frac{\\partial f}{\\partial q} \\, \\frac{\\partial q}{\\partial y} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Propagacja wsteczna – prosty przykład" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# Dla ustalonego wejścia\n", - "x = -2; y = 5; z = -4" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(3, -12)\n" - ] - } - ], - "source": [ - "# Krok w przód\n", - "q = x + y\n", - "f = q * z\n", - "print(q, f)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-4, -4, 3]\n" - ] - } - ], - "source": [ - "# Propagacja wsteczna dla f = q * z\n", - "dz = q\n", - "dq = z\n", - "# Propagacja wsteczna dla q = x + y\n", - "dx = 1 * dq # z reguły łańcuchowej\n", - "dy = 1 * dq # z reguły łańcuchowej\n", - "print([dx, dy, dz])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Właśnie tak wygląda obliczanie pochodnych metodą propagacji wstecznej!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Spróbujmy czegoś bardziej skomplikowanego:
    metodą propagacji wstecznej obliczmy pochodną funkcji sigmoidalnej." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Propagacja wsteczna – funkcja sigmoidalna" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Funkcja sigmoidalna:\n", - "\n", - "$$f(\\theta,x) = \\frac{1}{1+e^{-(\\theta_0 x_0 + \\theta_1 x_1 + \\theta_2)}}$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.3932238664829637, -0.5898357997244456]\n", - "[-0.19661193324148185, -0.3932238664829637, 0.19661193324148185]\n" - ] - } - ], - "source": [ - "import math\n", - "\n", - "# Losowe wagi i dane\n", - "w = [2,-3,-3]\n", - "x = [-1, -2]\n", - "\n", - "# Krok w przód\n", - "dot = w[0]*x[0] + w[1]*x[1] + w[2]\n", - "f = 1.0 / (1 + math.exp(-dot)) # funkcja sigmoidalna\n", - "\n", - "# Krok w tył\n", - "ddot = (1 - f) * f # pochodna funkcji sigmoidalnej\n", - "dx = [w[0] * ddot, w[1] * ddot]\n", - "dw = [x[0] * ddot, x[1] * ddot, 1.0 * ddot]\n", - "\n", - "print(dx)\n", - "print(dw)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Obliczanie gradientów – podsumowanie\n", - "\n", - "* Gradient $f$ dla $x$ mówi jak zmieni się całe wyrażenie przy zmianie wartości $x$.\n", - "* Gradienty łączymy korzystając z **reguły łańcuchowej**.\n", - "* W kroku wstecz gradienty informują, które części grafu powinny być zwiększone lub zmniejszone (i z jaką siłą), aby zwiększyć wartość na wyjściu.\n", - "* W kontekście implementacji chcemy dzielić funkcję $f$ na części, dla których można łatwo obliczyć gradienty." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 5.4. Uczenie wielowarstwowych sieci neuronowych metodą propagacji wstecznej" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Mając algorytm SGD oraz gradienty wszystkich wag, moglibyśmy trenować każdą sieć." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Niech:\n", - "$$\\Theta = (\\Theta^{(1)},\\Theta^{(2)},\\Theta^{(3)},\\beta^{(1)},\\beta^{(2)},\\beta^{(3)})$$\n", - "\n", - "* Funkcja sieci neuronowej z grafiki:\n", - "\n", - "$$\\small h_\\Theta(x) = \\tanh(\\tanh(\\tanh(x\\Theta^{(1)}+\\beta^{(1)})\\Theta^{(2)} + \\beta^{(2)})\\Theta^{(3)} + \\beta^{(3)})$$\n", - "* Funkcja kosztu dla regresji:\n", - "$$J(\\Theta) = \\dfrac{1}{2m} \\sum_{i=1}^{m} (h_\\Theta(x^{(i)})- y^{(i)})^2 $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Jak obliczymy gradienty?\n", - "\n", - "$$\\nabla_{\\Theta^{(l)}} J(\\Theta) = ? \\quad \\nabla_{\\beta^{(l)}} J(\\Theta) = ?$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### W kierunku propagacji wstecznej\n", - "\n", - "* Pewna (niewielka) zmiana wagi $\\Delta z^l_j$ dla $j$-ego neuronu w warstwie $l$ pociąga za sobą (niewielką) zmianę kosztu: \n", - "\n", - "$$\\frac{\\partial J(\\Theta)}{\\partial z^{l}_j} \\Delta z^{l}_j$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Jeżeli $\\frac{\\partial J(\\Theta)}{\\partial z^{l}_j}$ jest duża, $\\Delta z^l_j$ ze znakiem przeciwnym zredukuje koszt.\n", - "* Jeżeli $\\frac{\\partial J(\\Theta)}{\\partial z^l_j}$ jest bliska zeru, koszt nie będzie mocno poprawiony." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Definiujemy błąd $\\delta^l_j$ neuronu $j$ w warstwie $l$: \n", - "\n", - "$$\\delta^l_j \\equiv \\dfrac{\\partial J(\\Theta)}{\\partial z^l_j}$$ \n", - "$$\\delta^l \\equiv \\nabla_{z^l} J(\\Theta) \\textrm{ (zapis wektorowy)} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Podstawowe równania propagacji wstecznej\n", - "\n", - "$$\n", - "\\begin{array}{ccll}\n", - "\\delta^L & = & \\nabla_{a^L}J(\\Theta) \\odot {(g^{L})}^{\\prime}(z^L) & (BP1) \\\\[2mm]\n", - "\\delta^{l} & = & ((\\Theta^{l+1})^T \\delta^{l+1}) \\odot {{(g^{l})}^{\\prime}}(z^{l}) & (BP2)\\\\[2mm]\n", - "\\nabla_{\\beta^l} J(\\Theta) & = & \\delta^l & (BP3)\\\\[2mm]\n", - "\\nabla_{\\Theta^l} J(\\Theta) & = & a^{l-1} \\odot \\delta^l & (BP4)\\\\\n", - "\\end{array}\n", - "$$\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Algorytm propagacji wstecznej" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "Dla jednego przykładu (x,y):\n", - "\n", - "1. **Wejście**: Ustaw aktywacje w warstwie cech $a^{(0)}=x$ \n", - "2. **Feedforward:** dla $l=1,\\dots,L$ oblicz \n", - "$$z^{(l)} = a^{(l-1)} \\Theta^{(l)} + \\beta^{(l)} \\textrm{ oraz } a^{(l)}=g^{(l)}(z^{(l)})$$\n", - "3. **Błąd wyjścia $\\delta^{(L)}$:** oblicz wektor $$\\delta^{(L)}= \\nabla_{a^{(L)}}J(\\Theta) \\odot {g^{\\prime}}^{(L)}(z^{(L)})$$\n", - "4. **Propagacja wsteczna błędu:** dla $l = L-1,L-2,\\dots,1$ oblicz $$\\delta^{(l)} = \\delta^{(l+1)}(\\Theta^{(l+1)})^T \\odot {g^{\\prime}}^{(l)}(z^{(l)})$$\n", - "5. **Gradienty:** \n", - " * $\\dfrac{\\partial}{\\partial \\Theta_{ij}^{(l)}} J(\\Theta) = a_i^{(l-1)}\\delta_j^{(l)} \\textrm{ oraz } \\dfrac{\\partial}{\\partial \\beta_{j}^{(l)}} J(\\Theta) = \\delta_j^{(l)}$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "W naszym przykładzie:\n", - "\n", - "$$\\small J(\\Theta) = \\frac{1}{2}(a^{(L)} - y)^2 $$\n", - "$$\\small \\dfrac{\\partial}{\\partial a^{(L)}} J(\\Theta) = a^{(L)} - y$$\n", - "\n", - "$$\\small \\tanh^{\\prime}(x) = 1 - \\tanh^2(x)$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Algorytm SGD z propagacją wsteczną\n", - "\n", - "Pojedyncza iteracja:\n", - "* Dla parametrów $\\Theta = (\\Theta^{(1)},\\ldots,\\Theta^{(L)})$ utwórz pomocnicze macierze zerowe $\\Delta = (\\Delta^{(1)},\\ldots,\\Delta^{(L)})$ o takich samych wymiarach (dla uproszczenia opuszczono wagi $\\beta$).\n", - "* Dla $m$ przykładów we wsadzie (_batch_), $i = 1,\\ldots,m$:\n", - " * Wykonaj algortym propagacji wstecznej dla przykładu $(x^{(i)}, y^{(i)})$ i przechowaj gradienty $\\nabla_{\\Theta}J^{(i)}(\\Theta)$ dla tego przykładu;\n", - " * $\\Delta := \\Delta + \\dfrac{1}{m}\\nabla_{\\Theta}J^{(i)}(\\Theta)$\n", - "* Wykonaj aktualizację wag: $\\Theta := \\Theta - \\alpha \\Delta$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Propagacja wsteczna – podsumowanie\n", - "\n", - "* Algorytm pierwszy raz wprowadzony w latach 70. XX w.\n", - "* W 1986 David Rumelhart, Geoffrey Hinton i Ronald Williams pokazali, że jest znacznie szybszy od wcześniejszych metod.\n", - "* Obecnie najpopularniejszy algorytm uczenia sieci neuronowych." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 5.5. Implementacja sieci neuronowych" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "

    \n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    łod.dł.łod.sz.pł.dł.pł.sz.Iris setosa?
    05.23.41.40.21.0
    15.13.71.50.41.0
    26.73.15.62.40.0
    36.53.25.12.00.0
    44.92.54.51.70.0
    56.02.75.11.60.0
    \n", - "
    " - ], - "text/plain": [ - " łod.dł. łod.sz. pł.dł. pł.sz. Iris setosa?\n", - "0 5.2 3.4 1.4 0.2 1.0\n", - "1 5.1 3.7 1.5 0.4 1.0\n", - "2 6.7 3.1 5.6 2.4 0.0\n", - "3 6.5 3.2 5.1 2.0 0.0\n", - "4 4.9 2.5 4.5 1.7 0.0\n", - "5 6.0 2.7 5.1 1.6 0.0" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas\n", - "src_cols = ['łod.dł.', 'łod.sz.', 'pł.dł.', 'pł.sz.', 'Gatunek']\n", - "trg_cols = ['łod.dł.', 'łod.sz.', 'pł.dł.', 'pł.sz.', 'Iris setosa?']\n", - "data = (\n", - " pandas.read_csv('iris.csv', usecols=src_cols)\n", - " .apply(lambda x: [x[0], x[1], x[2], x[3], 1 if x[4] == 'Iris-setosa' else 0], axis=1))\n", - "data.columns = trg_cols\n", - "data[:6]" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 1. 5.2 3.4 1.4 0.2]\n", - " [ 1. 5.1 3.7 1.5 0.4]\n", - " [ 1. 6.7 3.1 5.6 2.4]\n", - " [ 1. 6.5 3.2 5.1 2. ]\n", - " [ 1. 4.9 2.5 4.5 1.7]\n", - " [ 1. 6. 2.7 5.1 1.6]]\n", - "[[ 1.]\n", - " [ 1.]\n", - " [ 0.]\n", - " [ 0.]\n", - " [ 0.]\n", - " [ 0.]]\n" - ] - } - ], - "source": [ - "m, n_plus_1 = data.values.shape\n", - "n = n_plus_1 - 1\n", - "Xn = data.values[:, 0:n].reshape(m, n)\n", - "X = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n", - "Y = np.matrix(data.values[:, n]).reshape(m, 1)\n", - "\n", - "print(X[:6])\n", - "print(Y[:6])" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Using TensorFlow backend.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/10\n", - "150/150 [==============================] - 0s - loss: 2.0678 - acc: 0.6667 \n", - "Epoch 2/10\n", - "150/150 [==============================] - 0s - loss: 1.9711 - acc: 0.6667 \n", - "Epoch 3/10\n", - "150/150 [==============================] - 0s - loss: 1.8811 - acc: 0.6667 \n", - "Epoch 4/10\n", - "150/150 [==============================] - 0s - loss: 1.7793 - acc: 0.6667 \n", - "Epoch 5/10\n", - "150/150 [==============================] - 0s - loss: 1.6948 - acc: 0.6667 \n", - "Epoch 6/10\n", - "150/150 [==============================] - 0s - loss: 1.5993 - acc: 0.6667 \n", - "Epoch 7/10\n", - "150/150 [==============================] - 0s - loss: 1.5162 - acc: 0.6667 \n", - "Epoch 8/10\n", - "150/150 [==============================] - 0s - loss: 1.4308 - acc: 0.6667 \n", - "Epoch 9/10\n", - "150/150 [==============================] - 0s - loss: 1.3487 - acc: 0.6667 \n", - "Epoch 10/10\n", - "150/150 [==============================] - 0s - loss: 1.2676 - acc: 0.6667 \n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from keras.models import Sequential\n", - "from keras.layers import Dense\n", - "\n", - "model = Sequential()\n", - "model.add(Dense(3, input_dim=5))\n", - "model.add(Dense(3))\n", - "model.add(Dense(1, activation='sigmoid'))\n", - "\n", - "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", - "\n", - "model.fit(X, Y)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.8209257125854492" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model.predict(np.array([1.0, 3.0, 1.0, 2.0, 4.0]).reshape(-1, 5)).tolist()[0][0]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 5.6. Funkcje aktywacji" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "* Każda funkcja aktywacji ma swoje zalety i wady.\n", - "* Różne rodzaje funkcji aktywacji nadają się do różnych zastosowań." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "import math\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import random\n", - "\n", - "import keras\n", - "from keras.datasets import mnist\n", - "from keras.models import Sequential\n", - "from keras.layers import Dense, Dropout, SimpleRNN, LSTM\n", - "from keras.optimizers import Adagrad, Adam, RMSprop, SGD\n", - "\n", - "from IPython.display import YouTubeVideo" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def plot(fun):\n", - " x = np.arange(-3.0, 3.0, 0.01)\n", - " y = [fun(x_i) for x_i in x]\n", - " fig = plt.figure(figsize=(14, 7))\n", - " ax = fig.add_subplot(111)\n", - " fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n", - " ax.set_xlim(-3.0, 3.0)\n", - " ax.set_ylim(-1.5, 1.5)\n", - " ax.grid()\n", - " ax.plot(x, y)\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Funkcja logistyczna" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "$$ g(x) = \\frac{1}{1 + e^{-x}} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Przyjmuje wartości z przedziału $(0, 1)$." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### Funkcja logistyczna – wykres" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2cAAAG9CAYAAACRcQ4FAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3XmUnOld2Pvvr/d9qVa39m5JI41m\npNlHs4B9bXmwPXZibIgXILZjE+MBEgiG41zswAlmyQVuiOEe35DDEILZTojNvcEYfA0YW4MDnn3x\njMazat+l3vf1uX9UdUvqac20Rl2qt7u/n3PqVNVb71vz6Ph1q7963/d5I6WEJEmSJKm0yko9AEmS\nJEmScSZJkiRJmWCcSZIkSVIGGGeSJEmSlAHGmSRJkiRlgHEmSZIkSRlQtDiLiE0R8bmI+FZEjERE\niogti9z2UGH9+Y/vK9Z4JUmSJKmUKor43duBDwCPAd8E3n6Z2/818Jl5y56/8mFJkiRJUvYUM87+\nPqW0FiAifoTLj7NzKaUHl35YkiRJkpQ9RTutMaU0U6zvliRJkqSVJssTgnxv4Vq18Yh40OvNJEmS\nJK1kWY2zLwM/CdwLfBAYA/5nRHyopKOSJEmSpCKJlFLx/yP5a85+F9iaUjr0OrYvBx4E1qWUNl9i\nnfuA+wBqampu7+zsfP0D1oo0MzNDWVlW/z1CpeS+oYW4X+hS3De0EPcLLeSFF144l1JqX+z6xZwQ\nZMmklKYj4ovAr0fE+pTSyQXWuR+4H2Dnzp3p+eed2FEX27dvH3v37i31MJRB7htaiPuFLsV9Qwtx\nv9BCIuLw5ay/HPO++If6JEmSJOkqWxZxFhEVwA8AR1JKp0o9HkmSJElaakU9rTEi3ld4eXvh+Z0R\ncRY4m1J6oLDOFPAHKaWPFd7/EPAe4CvAUWAt8K+B24AfKuZ4JUmSJKlUin3N2Rfnvf/twvMDwN7C\n6/LCY9ZBoAP4j0AOGAYeBd6RUvrroo1UkiRJkkqoqHGWUorLXSel9CBwT9EGJUmSJEkZtCyuOZMk\nSZKklc44kyRJkqQMMM4kSZIkKQOMM0mSJEnKAONMkiRJkjLAOJMkSZKkDDDOJEmSJCkDjDNJkiRJ\nygDjTJIkSZIywDiTJEmSpAwwziRJkiQpA4wzSZIkScoA40ySJEmSMsA4kyRJkqQMMM4kSZIkKQOM\nM0mSJEnKAONMkiRJkjLAOJMkSZKkDDDOJEmSJCkDjDNJkiRJygDjTJIkSZIywDiTJEmSpAwwziRJ\nkiQpA4wzSZIkScoA40ySJEmSMsA4kyRJkqQMMM4kSZIkKQOMM0mSJEnKAONMkiRJkjLAOJMkSZKk\nDDDOJEmSJCkDjDNJkiRJygDjTJIkSZIywDiTJEmSpAwwziRJkiQpA4wzSZIkScoA40ySJEmSMsA4\nkyRJkqQMMM4kSZIkKQOMM0mSJEnKAONMkiRJkjLAOJMkSZKkDDDOJEmSJCkDjDNJkiRJygDjTJIk\nSZIywDiTJEmSpAwwziRJkiQpA4wzSZIkScoA40ySJEmSMsA4kyRJkqQMMM4kSZIkKQOMM0mSJEnK\nAONMkiRJkjLAOJMkSZKkDChanEXEpoj4XER8KyJGIiJFxJZFblsWEZ+OiEMRMRYRT0XEe4s1VkmS\nJEkqtWIeOdsOfADoBb55mdv+MvAZ4P8G3gk8CHwxIv7JUg5QkiRJkrKioojf/fcppbUAEfEjwNsX\ns1FEdACfBH4tpfQbhcXfiIjtwK8BXynGYCVJkiSplIp25CylNPM6N70XqAL+eN7yPwZujIitVzQw\nSZIkScqgLE4IshsYB16at3x/4XnX1R2OJEmSJBVfFuMsB/SllNK85T0XfC5JkiRJK0oxrzm7qiLi\nPuA+gPb2dvbt21faASlzhoaG3C+0IPcNLcT9QpfivqGFuF9oKWQxznqBloiIeUfPZo+Y9SywDSml\n+4H7AXbu3Jn27t1b1EFq+dm3bx/uF1qI+4YW4n6hS3Hf0ELcL7QUsnha436gGrhm3vLZa82evbrD\nkSRJkqTiy2KcfRWYBD44b/mHgGdSSgev/pAkSZIkqbiKelpjRLyv8PL2wvM7I+IscDal9EBhnSng\nD1JKHwNIKZ2JiM8Cn46IQeBx4AeAe4B3F3O8kiRJklQqxb7m7Ivz3v924fkBYG/hdXnhcaGfA4aA\nnwLWAc8DH0gp/WVxhilJkiRJr256JjEyMcXw+DTDE1OMjE8zND6VXzYxzfD4FMPjU4xMTFNdcfkn\nKRY1zlJK8XrWSSlNA79SeEiSJEnS6zIzkxiemGJofIqhsSkGC8/D4+dfD43nH4Ozr8cm596PzEbX\nxBRjkzOL/u9uztVe9lizOFujJEmSJDE9kxgam2JgbJL+0UkGRicZGJtkYHSK/tFJBscmXyWwzi9b\njNrKchpqKmisrqChpoKG6go25+poqK6grqqc+uoK6qsqqK8up67wXF9VQV3hub46v05dVX79yvIy\n4mcv789rnEmSJEkqipQSwxPTr4iq2ff511OFzwrvx6byn4/mw+vVREBD9cVB1VRbycaWWhouWHbR\n63kB1lhdSX11ORXlpZ8r0TiTJEmS9JrGp6bpG5mkd2SCvpFJ+kYm6C287y889xaW59ebpH90gsnp\n9Krf21BdQVNNPqpmw+r69Y0011bSVJNfln9dWKemkua6/Pv6qgrKyl7zSqplwziTJEmSVpmJqRl6\nhifoHh6ne2iCnuEJzg2Nn4+v0UJ8DRdia3SSkYnpS35fVUUZrXWVtNZV0VJXyfaOBlrqKmmpq6Jl\nNq7mIquSptoKmmoqaaypyMQRq6wwziRJkqRlbmJqht6RfGD1DE/QPTRB9/AEPYX46h6eoHv2s+EJ\nBscWPl2wLMgHVV0lLbWVrG+u4fr1TbTWVc7FVmtdFa11+aNXrYX3tVXzJ1/X62GcSZIkSRk0NjnN\nuaFxzg4WHkPjnBnIP58bHC/EVz7ILhVb5WVBrr6Ktvoq2hqquLG1Jf+6vopcw+zy6rl1mmoqV9Rp\ngsuNcSZJkiRdJTMzid6RCc5eEF1nBi8IsLkIG2NggeCKgFxdFWsaqmlrqOKGjc350CrEl7G1vBln\nkiRJ0hVKKdE/OsnpgTFO9Y9x6oLn0/1jcwF2bmicqZlXTpBRW1lOR1M17Q3VXLu2gTdc00Z7YzXt\njdV0NNbMvc7VV1HpNVorlnEmSZIkvYqp6RnODo3nY2s2vArRdWpgjNMD4xzvHWHir//mFdvm6qtY\n21TD2qZqrl/fmI+shmraC8HVUYiu+mp/LZdxJkmSpFUspcS5oQlO9I1yom+U432jnOgby7/vH+VU\n/xjnhsaZf7CrsjxY21TDuqYadm1o4tr6cfbs3sHa5vyydU01dDRVU1PpRBlaPONMkiRJK9bY5PQF\n0TXK8dnwmn30jzExNXPRNnVV5WxoqWV9cw3XrWtkXVPNXHStbaphXXMNubqqi67l2rdvH3vftO1q\n//G0whhnkiRJWraGx6c42jvC0Z5RjvSMcKx3pBBe+QjrHp64aP0IWNtYw4aWGm7Y2My9u9exoaW2\n8KhhY0stzbWVRDiJhq4+40ySJEmZNTE1w4m+0bkAyz8XHr2j9MyLr7qqcja15mPrxk3NbCxE14bm\n/LJ1zTVOqKHMMs4kSZJUMiklzg6Oc6RnhKO9IxzpPh9gx3pHOdk/etH1XhVlwcbWWjpzddy7oZnN\nuVo2t9bRmatjc66O1jqPemn5Ms4kSZJUVCklTg+Mc6h7mEPnhjnUPcLh7mEOnhvmcPcIo5PTF63f\n0VhNZ66OO7fm2Nxay6bc+fha11RDufft0gplnEmSJOmKzcwkTg+OzQXXbIjNvh6bPD/pRmV5sDlX\nx5a2er7rmja2tNXT2VbH5tY6NrXWOsOhVi3jTJIkSYvWNzLBy2eHePnsMC+fHeLg2XyAHe65OMCq\nysvYnKtlS1s9b9i+hi1tdWxZU8+WtnrWN9dQ4XVf0isYZ5IkSbrI1PQMR3tHefnMEAfODfHymeH8\n89nhiybgqCovo7MtfwTsf9uxZi6+utrq2NBS6+mH0mUyziRJklap/pFJXj43xIHCUbADhSNih7uH\nmZw+PwtHW30V17Q3cO/utWxb08A1HfVsW9PAptZaj4BJS8g4kyRJWuF6hyd48cwQL5we5MXTg7xw\neogXzwxxbmh8bp2KsqCrrY5r2ht46/Vruaa9nm3tDVzTXk9LXVUJRy+tHsaZJEnSCtE3MsELp89H\nWD7ILo6whuoKtnc08Jad7WzvaOCa9ga2tdezOVfn/b+kEjPOJEmSlpnZCHvxzCAvFmJsfoTVV5Wz\nY20jb9nZzrVrG9mxtoEdaxvZ0FzjfcCkjDLOJEmSMmpiaoYD54Z47uQg3zk1wHMnB3nu1ACnBy6O\nsO0XRNj2tQ1ca4RJy5JxJkmSVGIpJc4MjvOdkwM8d2qQ5wrPL58dmpuYo6q8jO0dDbxh+xquW9fI\njrWNRpi0whhnkiRJV9HoxDQvnM4fAfvOyUGeP5V/3TsyObfOhuYarlvfxFuu6+C6dY1cv76JrWvq\nvSZMWuGMM0mSpCLpGZ5g/4l+9p8YKDz6OXhumFSYpb62spyd6xp5xw3ruG5dE9eta+S6dU0011WW\nduCSSsI4kyRJukIpJU70j7H/eP9chO0/McDJ/rG5dTa21LJrQxPfe9MGrl+fj7DOXB1l3qhZUoFx\nJkmSdBlmUuKlM0MXHBHLP/cVTkssC9jW3sCdW3Ps3tDE7g3N7FrfRGu99wqT9OqMM0mSpEuYnJ7h\n+VOD7D/RzzPHBwrPI0z89QNAfpKOnesaecfudeze0MSuDc1cv76Ruip/xZJ0+fzJIUmSBEzPJF4+\nO8S3j/Xz7WN9fPtYP8+eHGBiagbI37x51/om3rypgnvv3M3uDU1s72hwkg5JS8Y4kyRJq87MTOJw\nz8hchD19rJ9nTvQzMjEN5EPsho1NfPS7t3DjxmZu3Ng8d33Yvn372Hv7phL/CSStRMaZJEla0VJK\nHO8bLRwR6+fp4/kgGxybAqCmsozdG5r5wJ7N3LSpmZs2tbBtTb0TdUi66owzSZK0onQPjfPk0T6e\nOtrHU8f6efp4Pz3DEwBUlgfXr2/i3Tdv4OZNLdy4qZkdHQ1UeGqipAwwziRJ0rI1PjXNsycGeOJI\nH08ezT+O9IwAUF4W7Oho4K3Xd3DTphZu2tTMznWNVFeUl3jUkrQw40ySJC0LKSWO9ozyxNHeuRh7\n9sQAE9P5CTvWN9dwa2cLH7q7k1s7W7lhQzO1VYaYpOXDOJMkSZk0MDbJt4/288SR3rmjYt2F0xNr\nK8u5cVMzP/zGLdy6uYVbNreyrrmmxCOWpCtjnEmSpJKbmp7hhdNDPHm0by7GXjo7REr5z7d3NPCW\n6zq4tbOFWza3sHNto9eJSVpxjDNJknTVDYxN8sSRPh471MNjR3p58kgfw4Vp7HP1VdyyuYXvvXkD\nt3a2cNOmFpprK0s8YkkqPuNMkiQVVUqJIz0jPHqol8eO9PLYoV5eODNISlAWcP36Jt57+yZu62zl\n1s4WOnN1RDiNvaTVxziTJElLanxqmmeO9/PY4V4ePdTL40d6OTeUv1assbqCW7ta+ac3ref2rlZu\n3txCQ7W/jkgSGGeSJOkKnR0c5/EjvTx2OP94+lj/3AyKXW11vOnadm7vamVPV44dHQ3e3FmSLsE4\nkyRJizYzk3jxzBCPHu6Zi7HD3fn7ilWVl3HjpmY++oYt3N7Vym2drbQ3Vpd4xJK0fBhnkiTpkiam\nZnj6eD+PHOrhkYM9PHq4l/7RSQDWNFRxW2crH7yrk9u7WrlhY7M3eJakK2CcSZKkOcPjUzx+pJdH\nDvbw8KEenjzax9hk/hTFbWvqecfuddyxNceerla62py4Q5KWknEmSdIq1j00ziOHevNHxg71sP/E\nANMzibKAXRua+KE7O7lzS449W3KeoihJRWacSZK0ihzrHeHhg/kQe/hgDy+fHQagqqKMWza38ONv\nvoY7tua4rbOFxhrvLSZJV5NxJknSCjUzk3jp7NBcjD1ysIcT/WMANNZUsKerlffevok7t+S4cZPX\ni0lSqRlnkiStEJPTMzxTmLzj4YO9PHq4h76R/OQdHY3V3LE1x49uyXHHlhw71zVS7pT2kpQpxpkk\nScvUxNQM3z7Wx4MHunnoYH5q+5GJaQC2rqnn7bvWcseWHHduzdGZc/IOSco640ySpGVifGqaJ4/0\n8dDBHh480M3jR3rnZlK8bl0j7799E3dubeOOra10NNaUeLSSpMtlnEmSlFFjk9M8cWT2yFg3jx/p\nY2Jqhgi4bl1+JsW7trZx59YcufqqUg9XknSFjDNJkjJidGKax4/08tCBbh48kL/H2MT0zNy09h++\nu4u7t7Vx55YczXXOpChJK41xJklSiQyPT/HY4V4eOtjNQwd6eOpYH5PT+XuM3bixmY++YQt3bc3f\nY6y51hiTpJXOOJMk6SoZGp/i0UM9PHigh4cOdvP0sX6mZhLlZcGNG5v52Bu3cde2HHu6Wr3HmCSt\nQsaZJElFMjA2yaOHenjoQH4Cj2dODDA9k6gsD27a1MJ9b9rG3dvauL2rlfpq/0qWpNWuqH8TRMRm\n4DeBtwEBfA34RErpyCK2TZf46NaU0pNLN0pJkpZG/+gkjxRmUnzoYA/7T/Qzk6CqvIxbNrfwr/Ze\nw11b27itq4W6KmNMknSxov3NEBF1wNeBceAjQAJ+BfhGRNyUUhpexNd8HvidecteWMpxSpL0evWN\nTPDQwfNHxr5zaoCUoKqijFs3t/CT9+zgrm05butspaayvNTDlSRlXDH/2e7jwDZgZ0rpJYCI+Dbw\nIvCjwGcX8R3HU0oPFm+IkiQtXvfQOA8f7Jm7z9hzpwYBqK4o4/auVj7xPddy97YcN29uMcYkSZet\nmHH2buDB2TADSCkdjIh/AN7D4uJMkqSSOTc0zkOFyTsePNDNC6eHAKitLGfPllbeddN67trWxk2b\nmqmuMMYkSVemmHG2G/jSAsv3A+9f5Hf8eET8W2AaeBD4hZTSN5dofJIkXeTs4PhciH396RFOfPVr\nANRXlXP7lhzvuWUjd29r48aNzVRVlJV4tJKklSZSutS8G1f4xRETwGdTSp+at/xXgE+llF41DCPi\nj4C/BE4AXcC/BXYBb0sp7Vtg/fuA+wDa29tv/8IXvrAUfwytIENDQzQ0NJR6GMog943Vq29shud6\nZ3iuZ5rne6Y5OZz/O7GmHLY1JW5or2JnrpyupjIqyqLEo1VW+DNDC3G/0ELe8pa3PJZS2rPY9TMb\nZwt8XyPwDHA0pfTGV1t3586d6fnnn7/cIWuF27dvH3v37i31MJRB7hurx+mBMR480J2/z9iBbg6c\ny89N1VhdwR1bc9y1Ncfd29rYvaGJ//XNv3e/0IL8maGFuF9oIRFxWXFWzNMae4HWBZbnCp9dlpTS\nYET8FfCxKx2YJGl1ONU/VpjWPh9kBy+IsTu35vihOzu5a1uOXeubqCj3NEVJUmkVM872k7/ubL5d\nwLNX8L3FOdQnSVr2TvSN5kPs5fwkHoe6RwBoqsnH2Afv6uTubW1cv76Jck9TlCRlTDHj7C+A34iI\nbSmlAwARsQV4A/CpV9luQRHRBLwLeHgJxyhJWsaO943y4Mvnj4wd6cnHWHNtJXduzfGhu7uMMUnS\nslHMOPtd4CeAL0XEz5M/4vXLwFEuuLF0RHQBLwO/lFL6pcKyTwI7gW9wfkKQTwLrgA8WccySpAw7\n2jMyd4+xhw52c7RnFICWukru3JLjo9+9hbu3tXHdukbKjDFJ0jJTtDhLKQ1HxD3AbwJ/BATwd8An\nUkpDF6waQDlw4cn+zwPfX3g0AwPAPwAfSyl55EySVoGUEsd6R/nWgW4eOpAPsuN9+Rhrravkrq1t\n/Ms3bOXubW3sXGuMSZKWv2IeOSOldAR472usc4h8oF247MvAl4s3MklS1qSUONozWphNsZuHDvbM\nxViuvoq7tua4703buGtbjms7jDFJ0spT1DiTJOlSUkq8fHaYhw/28PDBfIyd7B8DoK2+iru25fjR\nN2/j7m1tbG9vMMYkSSuecSZJuiqmZxLPnRooxFj+0T08AcCahurCPcby9xnb3tFAhDEmSVpdjDNJ\nUlFMTM3w9PF+Hj7YwyOH8o/BsSkANrXW8uad7dy1NccdW3JsXVNvjEmSVj3jTJK0JEYnpnniaO/c\nUbHHj/QyNjkDwPaOBt5104Z8jG3NsbGltsSjlSQpe4wzSdLrMjA2yWOHenn4UD7Gvn2sj8npRATs\nWt/ED93ZyV1bc+zZkmNNQ3WphytJUuYZZ5KkRekeGueRQz08VDgy9p2TA8wkqCwPbtrUwsfeuI27\ntua4rauV5trKUg9XkqRlxziTJL3C7D3G8teK9fLIoR5eOpO/RWVNZRm3dbbyb75nB3duzXHr5lZq\nq8pLPGJJkpY/40ySxNT0DN85Ocgjh3p47HA+xs4MjgPQWFPBHVtyvPe2Tdy5NceNG5upqigr8Ygl\nSVp5jDNJWoWGxqd44kgvjxzq5bHDPTxxpI+RiWkANrbU8l3XtLFnS449Xa1cu7aRcu8xJklS0Rln\nkrQKnOwf5dFDvTx6qIdHD/fOXS9WFnD9+ibef/umfIxtaWV9szMpSpJUCsaZJK0w0zOJF04P8ujh\nQowd6uV43ygAtZXl3NrZwk/cs4M9Xa3c2tlCY42Td0iSlAXGmSQtc0PjUzx1tI/HD/fy6OFeHj/S\nO3ez5/bGau7Y0srH3riVPVtauX59E5XlXi8mSVIWGWeStIyklDhwbpjHD/fy+JE+njjSywunB5lJ\n+c93FG72vKerlTu25NicqyXC68UkSVoOjDNJyrALj4o9fqSXJ4720TcyCeRnUbxlcwv37l7HbV2t\n3LKpheY6T1GUJGm5Ms4kKSMWOir2/OlB0gVHxe7dtY5bO1u4rauV7e0NlDmLoiRJK4ZxJkklMjg2\nyVNH+3niyMJHxW7tbD1/VGxzC821HhWTJGklM84k6SqYmJrh+VODPHmsj6eO5h8vnR16xVGx27pa\nuK2zlWs8KiZJ0qpjnEnSEpuZSRzqHuapY308dbSfJ4/28ezJASamZgBoq6/ils0tvOumDdza2cLN\nHhWTJEkYZ5J0xc4MjPHk0T6+fay/EGR9DBSmsq+tLOfGTc189Lu3cPOmFm7e3MzGFmdQlCRJr2Sc\nSdJlGByb5Onj/Tx1tD9/euKxPk72jwFQXhbsXNvIP71pA7dsbubmzS1sb2+gwvuKSZKkRTDOJOkS\n+kcn2X+in2eO9/P08QGeOd7PwXPDc593tdVxx5YcN29u4ZbNzexa30xtVXkJRyxJkpYz40ySgP6R\nSZ450c/Tx/OPZ473c7h7ZO7zDc013LCxmX9260Zu2NTMLZtaaK2vKuGIJUnSSmOcSVp1eocn5kLs\nmeP9PPLSCGe/+jdzn29sqeXGjc18YM9mbtjYzA0bmmhrqC7hiCVJ0mpgnElasVJKnB0c59mTA+w/\nMcDTx/JBdrxvdG6dzblauprK+OE3b+fGjc3s3tBMziNikiSpBIwzSSvC1PQMB84N852TAzx7YoBn\nTw7wnZMDnBuamFunq62OWzpb+PB3dRVCrImWuir27dvH3r3bSzh6SZIk40zSMjQwNslzJwd59kQ/\n3zk5yLMnB3j+9ODcfcSqysu4dl0Db9nZwa4NTVy/Pv/wXmKSJCnLjDNJmZVS4ljvaP5oWOFI2LMn\nBzjac/60xFx9FbvWN/GR7+qaC7Fr2huodPp6SZK0zBhnkjKhe2ic508P8vypQV44PchzpwZ58fQQ\nQ+P5mzlHwNa2em7a1MIP3tHJrvVN7NrQREdjtTd0liRJK4JxJumqGh6f4oXT5wPshUKQXXhtWEtd\nJTvXNvLe2zZy7bpGrl/fxHXrGqmr8keWJElaufxNR1JRTEzNcPDcMM+dGpgLsOdPD150SmJtZTnX\nrs1fG7ZzXWP+sbaRdo+GSZKkVcg4k3RFhsenePnsEC+dufhxuGeE6ZkEQHlZsG1N/pTED9y+mWvX\nNXLdukY2t9ZRVmaESZIkgXEmaZF6hyd4qRBhL54e4qWzQ7x8Zuiie4ZVlAVdbXXsWNvAP7lxPds7\nGti5rpFt7fVUV5SXcPSSJEnZZ5xJmjMzkzjRP8rBc8OvOBLWPXz+mrCayjKuaW9gz5ZWfrB9M9s7\nGtixtoHOXD1VFc6SKEmS9HoYZ9Iqk1Kid2SSg+eGOHB2mIPn8o8DZ4c51D3MeOFeYQBNNRVs72jg\nrdevZXtHw9xjY0utpyNKkiQtMeNMWqFGJqbmwutgIcIOFN73j07OrVdRFnS21bFtTT1vunYNW9c0\nsGVNHds7GmhvcGIOSZKkq8U4k5axgbFJjnSPcKRnhMPdIxzpGebQuREOnhvm1MDYRetuaK5ha3s9\n33vzerauaWDbmnq2rqlnU2stFd6wWZIkqeSMMynDZmYSZwbHOdw9zOGeEY4WIuxwzwhHuofpHZm8\naP22+io62+r47u1thfhqYFt7PVva6qmtckIOSZKkLDPOpBIbm5zmeN8oR7pHXhFhR3pGLroGrCxg\nY2stXbl63nnjejpzdXTl6uhsq6MzV0djTWUJ/ySSJEm6EsaZVGSjE9Mc7xvhaO8ox3pHOd47yrHe\nEY735d+fHRy/aP3aynK62urYuqaevTvb6czV0dlWT1eujo2ttVR6CqIkSdKKZJxJV2hofOoVwXWs\nd6SwbPSiKegBKsuDDS21bGqt5Z6dHWxsrWVjSy1dbfkjYE7CIUmStDoZZ9KrGJ+a5nT/OCf6RznV\nP3b+uW+Mk/2jHO8bpW/edV9VFWVsKgTX2zc0s6m1du6xsaWOjsZqp6GXJEnSKxhnWrXGp6Y5MzDO\nib5RTg3kg+tU/ygn+vPhdap/jHNDE6/Yrrm2kvXNNaxvruHWzhY2tdaxsXAkbGNrLWvqjS9JkiRd\nPuNMK87MTKJnZILTA2OcGRznzMAYpwfGefK5cf7kyKOc6h/jZP8Y54bGX7FtU00F65trWd9Sw40b\nm1nfXMu65ho2FJata6qhvtr/20iSJGnp+Vumlo2ZmUT38ARnBsc4MzDOmcF8dM09F2Ls7OA4UzPp\nFds3VMLGiRHWNtewe0NTPsLXTpHLAAAVuUlEQVSaa1jfkj8Ktq65lgbDS5IkSSXib6IqqZQS/aOT\nnBsa59zQRP55cJzu4fzrs4MTnC3E17mhhaOrta6StU01tDdWs2NtIx2N1axtqqGjsZqOphrWNlXT\n3ljNt/7XN9m7900l+FNKkiRJr80405Kbmp6hZ2SCc4MTdA+PF4JrgnPDheeh/LLuofznk9OvDK6y\ngFx9NWsaquhoqmHH2kbWNl0cXR2N+eiqrvDmypIkSVr+jDO9qpQSwxPT9A5P0DM8Qc/IxPnXwxP0\njhSehyfPfzYyQXplb1FVXsaahirWNFbT0VjNrvVNrGmsZk1DPsLyz/nXLXVVlDuphiRJklYR42wV\nSSkxOD5F/8gk/aOTF4TVBD0jk3Nh1XtBePUOTzIxPbPg95WXBa11VeTqK2mtq2JHRwOt9VWsqa+6\nILrysdXWUE1TTYX375IkSZIuwThbZlJKjE3O0D86Sd/oBP0jk/SN5mNrYHSSvkJ4zS7rH5nIPxce\nC1yyBUAEtNRW0lpfRa6uis25Om7e1JJ/X4ivXH3V3Oet9VXGliRJkrSEjLOrbPY0wcGxSQbHphgc\nm2RgbGru9cXPUwyMzo+tSx/Jgvy1Wi11VTTXVtJUW0lLXRVdbfW01FXSXHv+0VJXRUvd+ehqrq30\nNEJJkiSphIyzRZo9YjU0PsXIxBRD41MMj08zNJ4PqYFLxNX810PjU5c8ejWrvCxorKnIP6oraamr\nZEdHAy11heCqrSoE1vzgqqSh2qNZkiRJ0nK0YuNsZiYxMjnNyPj5kBqemGK48H5kYvqi1/l1CuuN\nT82te+H714oqgIq5sKqcC6zNuToaaypoumDZ+c8rC5+df11bWW5gSZIkSavMioyzwwMzXPNzX1lw\nxsCF1FSWUV9VQX114VFVTmtdFZtb66irKqe+uoKG6grqqstpqK4orHt+eWNN5Vxc1VSWGVaSJEmS\nLtuKjLPGquAn37L9fGxVl1NfNRtYFTQUwqquKh9iFeVlpR6yJEmSpFWuqHEWEZuB3wTeBgTwNeAT\nKaUji9i2Bvhl4ENAC/Ak8LMppb9/rW1zNcHPvH3nlQxdkiRJkq6qoh0yiog64OvAdcBHgA8DO4Bv\nRET9Ir7i94CPA/8eeBdwEvjriLilOCOWJEmSpNIp5pGzjwPbgJ0ppZcAIuLbwIvAjwKfvdSGEXEz\n8M+Bf5lS+v3CsgeA/cAvAe8u4rglSZIk6aor5sVW7wYenA0zgJTSQeAfgPcsYttJ4H9csO0U8KfA\nvRFRvfTDlSRJkqTSKWac7QaeWWD5fmDXIrY9mFIaWWDbKmD7lQ9PkiRJkrKjmKc15oDeBZb3AK1X\nsO3s5xeJiPuA+wDa29vZt2/fogeq1WFoaMj9Qgty39BC3C90Ke4bWoj7hZbCiplKP6V0P3A/wM6d\nO9PevXtLOyBlzr59+3C/0ELcN7QQ9wtdivuGFuJ+oaVQzNMae1n4CNmljootdls4fwRNkiRJklaE\nYsbZfvLXjs23C3h2EdtuLUzHP3/bCeClV24iSZIkSctXMePsL4C7I2Lb7IKI2AK8ofDZq/kyUAm8\n/4JtK4AfAP4mpTS+1IOVJEmSpFIqZpz9LnAI+FJEvCci3g18CTgK/M7sShHRFRFTEfHvZ5ellJ4g\nP43+b0XEj0TE95CfRn8r8AtFHLMkSZIklUTR4iylNAzcA7wA/BHwJ8BB4J6U0tAFqwZQvsBYfhj4\nfeBXgL8CNgPvSCk9XqwxS5IkSVKpFHW2xpTSEeC9r7HOIfKBNn/5KPAzhYckSZIkrWjFPK1RkiRJ\nkrRIxpkkSZIkZYBxJkmSJEkZYJxJkiRJUgYYZ5IkSZKUAcaZJEmSJGWAcSZJkiRJGWCcSZIkSVIG\nGGeSJEmSlAHGmSRJkiRlgHEmSZIkSRlgnEmSJElSBhhnkiRJkpQBxpkkSZIkZYBxJkmSJEkZYJxJ\nkiRJUgYYZ5IkSZKUAcaZJEmSJGWAcSZJkiRJGWCcSZIkSVIGGGeSJEmSlAHGmSRJkiRlgHEmSZIk\nSRlgnEmSJElSBhhnkiRJkpQBxpkkSZIkZYBxJkmSJEkZYJxJkiRJUgYYZ5IkSZKUAcaZJEmSJGWA\ncSZJkiRJGWCcSZIkSVIGGGeSJEmSlAHGmSRJkiRlgHEmSZIkSRlgnEmSJElSBhhnkiRJkpQBxpkk\nSZIkZYBxJkmSJEkZYJxJkiRJUgYYZ5IkSZKUAcaZJEmSJGWAcSZJkiRJGWCcSZIkSVIGGGeSJEmS\nlAHGmSRJkiRlgHEmSZIkSRlgnEmSJElSBhhnkiRJkpQBxpkkSZIkZYBxJkmSJEkZYJxJkiRJUgYY\nZ5IkSZKUAcaZJEmSJGVA0eIsIsoi4tMRcSgixiLiqYh47yK3/XxEpAUev1Ws8UqSJElSKVUU8bt/\nGfgk8HPAY8APAl+MiHellL6yiO3PAu+et+zk0g5RkiRJkrKhKHEWER3kw+zXUkq/UVj8jYjYDvwa\nsJg4m0gpPViM8UmSJElS1hTrtMZ7gSrgj+ct/2PgxojYWqT/riRJkiQtS8WKs93AOPDSvOX7C8+7\nFvEdHRFxLiKmIuKFiPjZiChf0lFKkiRJUkYU65qzHNCXUkrzlvdc8PmreZL8dWr7gRrg+4FfBXYA\nP7LQBhFxH3AfQHt7O/v27XtdA9fKNTQ05H6hBblvaCHuF7oU9w0txP1CS2FRcRYRbwX+dhGrPpBS\n2ntFIwJSSvNnZfxKRAwBn4iIX08pvbjANvcD9wPs3Lkz7d17xcPQCrNv3z7cL7QQ9w0txP1Cl+K+\noYW4X2gpLPbI2T8C1y9ivZHCcy/QEhEx7+jZ7BGzHi7ffwc+AewBXhFnkiRJkrScLSrOUkojwHOX\n8b37gWrgGi6+7mz2WrNnL+O7XjGcK9hWkiRJkjKpWBOCfBWYBD44b/mHgGdSSgdfx3d+kHyYPXKF\nY5MkSZKkzCnKhCAppTMR8Vng0xExCDwO/ABwD/NuLB0Rfwd0pZS2F953AX8E/Cn5o27V5CcE+Sjw\nOymll4sxZkmSJEkqpWLN1gjwc8AQ8FPAOuB54AMppb+ct175vHEMkr8m7WeBtcAM+VMq/w3w20Uc\nryRJkiSVTNHiLKU0DfxK4fFq6+2d974H+L5ijUuSJEmSsqhY15xJkiRJki6DcSZJkiRJGWCcSZIk\nSVIGGGeSJEmSlAHGmSRJkiRlgHEmSZIkSRlgnEmSJElSBhhnkiRJkpQBxpkkSZIkZYBxJkmSJEkZ\nYJxJkiRJUgYYZ5IkSZKUAcaZJEmSJGWAcSZJkiRJGWCcSZIkSVIGGGeSJEmSlAHGmSRJkiRlgHEm\nSZIkSRlgnEmSJElSBhhnkiRJkpQBxpkkSZIkZYBxJkmSJEkZYJxJkiRJUgYYZ5IkSZKUAcaZJEmS\nJGWAcSZJkiRJGWCcSZIkSVIGGGeSJEmSlAHGmSRJkiRlgHEmSZIkSRlgnEmSJElSBhhnkiRJkpQB\nxpkkSZIkZYBxJkmSJEkZYJxJkiRJUgYYZ5IkSZKUAcaZJEmSJGWAcSZJkiRJGWCcSZIkSVIGGGeS\nJEmSlAHGmSRJkiRlgHEmSZIkSRlgnEmSJElSBhhnkiRJkpQBxpkkSZIkZYBxJkmSJEkZYJxJkiRJ\nUgYYZ5IkSZKUAcaZJEmSJGWAcSZJkiRJGWCcSZIkSVIGGGeSJEmSlAHGmSRJkiRlgHEmSZIkSRlQ\ntDiLiJ+JiC9HxMmISBHxmcvc/o0R8Y8RMRoRpyLisxFRW6ThSpIkSVJJFfPI2ceBDuDPL3fDiLgJ\n+FvgDPAu4OeBHwY+v4TjkyRJkqTMqCjid+9OKc1ERAXwY5e57S8Cx4D3p5QmASJiAviDiPj1lNLj\nSzxWSZIkSSqpoh05SynNvJ7tIqISeAfwhdkwK/gCMAG8ZwmGJ0mSJEmZksUJQa4BaoBnLlyYUhoD\nXgZ2lWJQkiRJklRMWYyzXOG5d4HPei74XJIkSZJWjEVdcxYRbyU/QcdreSCltPeKRvQ6RcR9wH0A\n7e3t7Nu3rxTDUIYNDQ25X2hB7htaiPuFLsV9Qwtxv9BSWOyEIP8IXL+I9UauYCyzZo+YtS7wWQ7Y\nv9BGKaX7gfsBdu7cmfbu3bsEQ9FKsm/fPtwvtBD3DS3E/UKX4r6hhbhfaCksKs5SSiPAc0Uey6yX\ngXFg94ULI6IG2AZ88SqNQ5IkSZKumsxdc5ZSmgC+CnygMA3/rPcB1cBflGRgkiRJklRERbvPWUTs\nAbZwPgB3RcT7Cq+/UjgaR0T8HvCRlNKFY/kM8CDwhYj4z4Xv+Y/An6WUHivWmCVJkiSpVIp5E+qf\nAD5ywfv3Fx4AW4FDhdflhceclNKTEfF24NeBvwL6gT8E/l0RxytJkiRJJVO0OEspfRT46OtdL6X0\n98B3LfGwJEmSJCmTMnfNmSRJkiStRsaZJEmSJGWAcSZJkiRJGWCcSZIkSVIGGGeSJEmSlAHGmSRJ\nkiRlgHEmSZIkSRlgnEmSJElSBhhnkiRJkpQBxpkkSZIkZYBxJkmSJEkZYJxJkiRJUgYYZ5IkSZKU\nAcaZJEmSJGWAcSZJkiRJGWCcSZIkSVIGGGeSJEmSlAHGmSRJkiRlgHEmSZIkSRlgnEmSJElSBhhn\nkiRJkpQBxpkkSZIkZYBxJkmSJEkZYJxJkiRJUgYYZ5IkSZKUAcaZJEmSJGWAcSZJkiRJGWCcSZIk\nSVIGGGeSJEmSlAHGmSRJkiRlgHEmSZIkSRlgnEmSJElSBhhnkiRJkpQBxpkkSZIkZYBxJkmSJEkZ\nYJxJkiRJUgYYZ5IkSZKUAcaZJEmSJGWAcSZJkiRJGWCcSZIkSVIGGGeSJEmSlAHGmSRJkiRlgHEm\nSZIkSRlgnEmSJElSBhhnkiRJkpQBxpkkSZIkZYBxJkmSJEkZYJxJkiRJUgYYZ5IkSZKUAcaZJEmS\nJGWAcSZJkiRJGWCcSZIkSVIGGGeSJEmSlAHGmSRJkiRlQNHiLCJ+JiK+HBEnIyJFxGcuY9vPFLaZ\n//jzYo1XkiRJkkqpoojf/XFgAPhz4Mde53e8EZi+4H3PlQ5KkiRJkrKomHG2O6U0ExEVvP44eyil\nNLWUg5IkSZKkLCraaY0ppZlifbckSZIkrTRZnxDkaERMR8ThiPj1iKgt9YAkSZIkqRiKeVrjlXgJ\n+BTwBJCAtwM/DdwGvK2E45IkSZKkolhUnEXEW4G/XcSqD6SU9l7RiICU0h/PW/S3EXEM+K2IeGtK\n6WsLjPE+4L7C2/GIeOZKx6EVZw1wrtSDUCa5b2gh7he6FPcNLcT9QgvZeTkrL/bI2T8C1y9ivZHL\n+Y9fpv8O/BZwB/CKOEsp3Q/cDxARj6aU9hRxLFqG3C90Ke4bWoj7hS7FfUMLcb/QQiLi0ctZf1Fx\nllIaAZ57XSNaeqnUA5AkSZKkpZb1CUEu9MHC88MlHYUkSZIkFUHRJgSJiD3AFs4H4K6IeF/h9VcK\nR+OIiN8DPpJSqrhg2yeAPwSeJ3+k7G3ATwJfTSl9fRH/+fuX5A+hlcb9QpfivqGFuF/oUtw3tBD3\nCy3ksvaLSKk4ZwlGxOeBj1zi460ppUMXrpdSigu2/VPy15atJx93B8hfc/Z/ppTGizJgSZIkSSqh\nosWZJEmSJGnxltM1Z5ctIhoj4gsR8VJEDEdEX0Q8HBEfKvXYVDoRcW1E/F8R8e2IGIqIkxHxFxFx\nc6nHptKLiJ+JiC8X9osUEZ8p9Zh09UTE5oj4s4joj4iBiPh/I6Kz1ONSaUXEpoj4XER8KyJGCj8b\ntpR6XCqtiHhfRPw/EXE4IkYj4vmI+NWIaCz12FRaEXFvRHw9Ik5FxHhEHCs0ya7X2nZFxxlQBUwB\nvwq8G/jnwHeAP4qIny7lwFRSbwfeAvwB8L3AvwLagQcj4vZSDkyZ8HGgA/jzUg9EV1dE1AFfB64j\nf1r+h4EdwDcior6UY1PJbQc+APQC3yzxWJQdnwSmgX8HvAP4L8CPk78/70r/HVuvLgc8BvwE+d87\nPw3sJv+7ZterbbgqT2uMiG8BDSmlG0s9Fl19EbEG6E4X7PwR0QwcAr6cUvoXpRqbSi8iylJKMxFR\nAUwCv5hS+kyJh6WrICJ+CvgssDOl9FJh2VbgReB/Tyl9tpTjU+nM/lwovP4R4He54Pp5rU4R0Z5S\nOjtv2b8g/4+/37PISey0SkTETvK3JvtkSuk/XWq91Vr13eSPqGkVSimdS/P+VSKl1A+8AGwszaiU\nFbO/gGlVejfw4GyYAaSUDgL/ALynZKNSyflzQQuZH2YFjxSe/X1C83UXnl+1QVZFnEVeRUS0RcR9\nwL3Ab5Z6XMqOiMgBN5A/7VXS6rQbeGaB5fuB17xOQJKANxee/X1CRER5RFRFxA7gd4BT5Gegv6Si\n3ecsY/418LnC60ngp1JKf1jC8Sh7PgcE8FulHoikksmRv6Zovh6g9SqPRdIyExEbgV8CvpZSerTU\n41EmPATMzmfwEnBPSunMq22wrI6cRcRbCzMkvdZj37xN/wf5+6a9E/ivwOci4kev9vhVHFewX8xu\n/2nyk8X8xIWnM2n5u9J9Q5KkxYiIBuBL5E9Z++ESD0fZ8WHgbvK/Zw6Qnyxmy6ttsNyOnP0jcP0i\n1hu58E3hnODZ84K/WpiR6zci4r+llCaXeIy6+l7XfgEQET8G/B/Az6eU/ttSD0wl97r3Da1KvSx8\nhOxSR9QkiYioBb4MbAPenFI6VuIhKSNSSrOntz4UEf8f+cnnPgX82KW2WVZxllIaIT/LyZV6lPw0\nyWsB/w+0zL3e/SIiPgz8NvCfUkr/YckHppJbwp8ZWh32k7/ubL5dwLNXeSySloGIqAT+DNgDvC2l\n9HSJh6SMSin1RcRL5G/NcUnL6rTGJfRmYAh41XM+tXJFxPcDvw/815TSJ0s9HkmZ8BfA3RGxbXZB\n4fSTNxQ+k6Q5hXuZ/QlwD/B9KaUHSzwkZVhErCV/H82XX229ZXXk7HIVriu7G/ga+SNkbeRvIvk+\n4FMppYkSDk8lEhFvIj9TzlPA5yPi7gs+Hk8pPVGakSkLImIPsIXz/3i1KyLeV3j9lcLROK1Mv0v+\nhqFfioifBxLwy8BR8rNsaRW74OfA7MX974yIs8DZlNIDJRqWSus/A+8H/gMwPO/3iWOe3rh6RcT/\nBB4Hvk3+WrNrgZ8mf03iJe9xBiv8JtQR8d3AzwO3kr9m4Bz5qU1/M6X0V6Ucm0onIj4D/MIlPj6c\nUtpy9UajrImIz5M/7Xkh3nR2hYuITvK3Wnkb+Rlc/w74hP+7KyIu9QvTAymlvVdzLMqGiDgEdF3i\n419MKX3m6o1GWRIRP0v+gNA1QBX5f+TbB/zqa/19sqLjTJIkSZKWi9V6zZkkSZIkZYpxJkmSJEkZ\nYJxJkiRJUgYYZ5IkSZKUAcaZJEmSJGWAcSZJkiRJGWCcSZIkSVIGGGeSJEmSlAHGmSRJkiRlwP8P\n9K/ZqnBq/u4AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(lambda x: 1 / (1 + math.exp(-x)))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Tangens hiperboliczny" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "$$ g(x) = \\tanh x = \\frac{e^{x} - e^{-x}}{e^{x} + e^{-x}} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Przyjmuje wartości z przedziału $(-1, 1)$.\n", - "* Powstaje z funkcji logistycznej przez przeskalowanie i przesunięcie." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### Tangens hiperboliczny – wykres" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2cAAAG9CAYAAACRcQ4FAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(lambda x: math.tanh(x))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### ReLU (_Rectifier Linear Unit_)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "$$ g(x) = \\max(0, x) $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### ReLU – zalety\n", - "* Mniej podatna na problem zanikającego gradientu (_vanishing gradient_) niż funkcje sigmoidalne, dzięki czemu SGD jest szybciej zbieżna.\n", - "* Prostsze obliczanie gradientu.\n", - "* Dzięki zerowaniu ujemnych wartości, wygasza neurony, „rozrzedzając” sieć (_sparsity_), co przyspiesza obliczenia." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "#### ReLU – wady\n", - "* Dla dużych wartości gradient może „eksplodować”.\n", - "* „Wygaszanie” neuronów." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### ReLU – wykres" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2cAAAG9CAYAAACRcQ4FAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(lambda x: max(0, x))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Softplus" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "$$ g(x) = \\log(1 + e^{x}) $$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Wygładzona wersja ReLU." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### Softplus – wykres" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2cAAAG9CAYAAACRcQ4FAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3Xl8XWWB//HPkz1N0jZt032nbbrR\nQkEWQakFBAVRQXAUHVfQ+SmKjuP+G0H56TAqowPqgCsuqIgLiw4oS9kXgbZAaUv3vU2XpNn35/dH\nUig1hbTN7TlJPu/X677uveeec/uF10OaL885zwkxRiRJkiRJycpKOoAkSZIkyXImSZIkSalgOZMk\nSZKkFLCcSZIkSVIKWM4kSZIkKQUsZ5IkSZKUAhkrZyGEsSGEa0MIj4YQ6kMIMYQwsZvHruvcf//H\n2zKVV5IkSZKSlJPB754CXAQ8BTwIvPEgj78LuGK/bSsOP5YkSZIkpU8my9kDMcYRACGED3Pw5Wxn\njPGxno8lSZIkSemTsdMaY4ztmfpuSZIkSepr0rwgyFs6r1VrCiE85vVmkiRJkvqytJaz24HLgLOA\ni4FG4I8hhPckmkqSJEmSMiTEGDP/h3Rcc/ZDYFKMcd0hHJ8NPAaMjDGOO8A+lwKXAhQUFBw3fvz4\nQw+sPqm9vZ2srLT+/wglybGhrjgudCBJjY09TZHKpkhuFgwfkEWuwzNV/Jmhrrzwwgs7Y4xl3d0/\nkwuC9JgYY1sI4XfA1SGEUTHGrV3scwNwA0B5eXlcscKFHfVyCxcuZP78+UnHUAo5NtQVx4UO5EiP\njT31LXz65sXcs7yCS+aM4j8umENxfq/4Fa5f8WeGuhJCWH8w+/fG/7IzP9UnSZKUAs9squL//Opp\ntlc3cuV5s/jnkycQQkg6lqQM6RXlLISQA7wT2BBj3JZ0HkmSpEyKMXLTExu48rbnGVacx80fOZlj\nx5cmHUtShmW0nIUQ3tH58rjO5zeFEHYAO2KM93fu0wrcGGP8UOf7dwFvBf4CbARGAB8D5gHvymRe\nSZKkpNU3t/KlPz7HHxdt5rRpZXznncdQWpSXdCxJR0CmZ85+t9/773c+3w/M73yd3fnYay0wHPgm\nMASoA54Ezo4x3pWxpJIkSQlbVVHLv/zyKVbtqOVfz5zGx94whawsT2OU+ouMlrMY46v+NNl/nxjj\nY8CCjIWSJElKoduWbOHzv3+GwtxsfvHBEzl16rCkI0k6wnrFNWeSJEl9VVNrG1//8zJufHQ9x08o\n5bp3z2PkoIKkY0lKgOVMkiQpIZsq6/nYTYtYsrGKS143ic+ePZ3cbO+VJfVXljNJkqQE3Leigk/9\ndjFtbZH/ec88zp49KulIkhJmOZMkSTqC2toj37n7Ba69dxUzRg3kBxfPY+KwoqRjSUoBy5kkSdIR\nUlHTyOW/Wcwjq3fxzuPHceVbZ1GQm/3qB0rqFyxnkiRJR8BDK3dy+W8XUdvUyjffMYcLjx+XdCRJ\nKWM5kyRJyqDWtna+e89KrrtvFVPKivn1JScxdURJ0rEkpZDlTJIkKUO2Vzdy2a8X8cTa3Vx0/Fiu\nPG82hXmexiipa5YzSZKkDLj/hR186reLaWhu45qL5nL+vLFJR5KUcpYzSZKkHtTa1s63//YCP1i4\nmvIRJXzv4nlMGV6cdCxJvYDlTJIkqYdsqWrgE79exJPrK3nXCeP4yltcjVFS91nOJEmSesC9y7fz\n6ZuX0NLaznf/6RjeesyYpCNJ6mUsZ5IkSYehpa2db961ghseWMOMUQP53ruPZXKZpzFKOniWM0mS\npEO0qbKey369iEUbqrj4xPH833NnehqjpENmOZMkSToEdz63lc/9/lna2iPXvftYzp0zOulIkno5\ny5kkSdJBaG6LfOmPz/Krxzdw9JhBXPuuY5k4rCjpWJL6AMuZJElSN63YVsOVjzawuXYDl75+Mp95\nYzl5OVlJx5LUR1jOJEmSXkWMkV8+voGr7nie/KzIjR88gdOmlSUdS1IfYzmTJEl6BVX1zXzu989w\n19LtvH5aGReMqbOYScoI5+ElSZIO4PE1u3jTdx/k3uUVfOnNM/jZ+1/DoPyQdCxJfZQzZ5IkSftp\nbWvn2ntXce29Kxk/ZAC//5fXMmfs4KRjSerjLGeSJEn72FzVwKd+s5gn1u3m/GPH8NW3zaY431+Z\nJGWeP2kkSZI67b13WWtbO//1zrm8/dixSUeS1I9YziRJUr/X2NLG1+54nl89voE5Ywfx3//kvcsk\nHXmWM0mS1K8t3bKHT/5mMasqavnI6yfzr967TFJCLGeSJKlfam+P/PDBNXzrrysoHZDHLz50Aq+b\n6hL5kpJjOZMkSf3OlqoG/vXmJTy6ZhdnzxrJN84/mtKivKRjSernLGeSJKlfueOZLXzxD8/S2h75\nzwvmcOHxYwnBe5dJSp7lTJIk9Qs1jS185dal/GHRZo4ZN5jvvPMYF/2QlCqWM0mS1Oc9uW43n7p5\nMZsrG/jE6VO5bMEUcrNd9ENSuljOJElSn9XS1s6196zkuvtWMaa0kN999GSOmzAk6ViS1CXLmSRJ\n6pPW7azjk79dzJKNVbzjuLF85S0zKSnITTqWJB2Q5UySJPUpMUZ++/eNfPWO58nNzuL7F8/jzUeP\nSjqWJL0qy5kkSeozdtU28cU/PstdS7fz2qOG8u2L5jJqUGHSsSSpWyxnkiSpT/jr0m184Q/PUtPY\nypfePIMPnTqJrCyXyJfUe1jOJElSr1bd2MJXb3+eW57axKzRA7npkmMoH1mSdCxJOmiWM0mS1Gs9\nsmon/3bLM2yrbuSyBVO4bMFU8nJcIl9S72Q5kyRJvU5DcxtX37mcnz2yjsnDirjloydz7PjSpGNJ\n0mGxnEmSpF5l8cYqPn3zYtbsqOP9r53I586eTmFedtKxJOmwWc4kSVKv0NzaznX3ruR7C1czoiSf\nX334RE6ZMizpWJLUYyxnkiQp9V7YXsOnfruYpVuquWDeWL5y3kwGekNpSX2M5UySJKVWW3vkxw+t\n4Vt/fYGS/Bz+5z3HcfbskUnHkqSMsJxJkqRU2rCrns/8bglPrNvNmTNH8I3zj2ZYcX7SsSQpYyxn\nkiQpVdrbIz9/dB1X37mCnKzAty6cywXzxhCCN5SW1LdZziRJUmqs21nHZ3//DE+s3c1p08r4xvlH\nM3pwYdKxJOmIsJxJkqTEtbdHfvbIOv7zruXkZmXxn++Yw4XHjXW2TFK/YjmTJEmJWruzjs/esoS/\nr6vkDeVlfP38oxk1yNkySf2P5UySJCWirXO27Jt3LSc3O8tryyT1e5YzSZJ0xK3ZUctnb3mGJ9dX\nsmD6cL7+9qMZOagg6ViSlCjLmSRJOmLa2iM/fXgt37xrBfk5WXz7wrmc72yZJAGWM0mSdISs7pwt\ne2p9JadPH87Xzz+aEQOdLZOkvSxnkiQpo1ra2rn+/tX89z2rKMjN4pqL5vL2Y50tk6T9Wc4kSVLG\nPLOpis/e8gzLt9Xw5qNHcsV5sxhe4myZJHXFciZJknpcQ3Mb1/xtBT9+aC3DivO5/r3HcdaskUnH\nkqRUy8rUF4cQxoYQrg0hPBpCqA8hxBDCxG4emxVC+EIIYV0IoTGEsCSEcEGmskqSpJ7zyKqdnPWd\nB/jhg2t552vG8bdPn2Yxk6RuyFg5A6YAFwGVwIMHeezXgCuA64A3AY8BvwshvLknA0qSpJ6zp76F\nz93yDO/+0eNkBbjpkhP5xvlzGFSYm3Q0SeoVMnla4wMxxhEAIYQPA2/szkEhhOHAZ4D/iDF+q3Pz\nfSGEKcB/AH/JRFhJknTo7nxuK//31qXsrmvmI6dN5lNnTKMgNzvpWJLUq2SsnMUY2w/x0LOAPOCX\n+23/JfCTEMKkGOPawwonSZJ6REV1I/9+61LuXLqNmaMG8tP3v4bZYwYlHUuSeqU0LggyC2gCVu23\nfWnn80zAciZJUoLa2yM3P7mRr/9lGY2t7Xz27HIued1kcrMzecWEJPVtaSxnQ4CqGGPcb/vufT6X\nJEkJeWF7DV/8w7M8ub6SEycN4RvnH83ksuKkY0lSr5fGcnZIQgiXApcClJWVsXDhwmQDKXVqa2sd\nF+qSY0NdcVz8o+a2yG2rW/jftS0U5MCHZudx6phGNix9kg1JhzuCHBvqiuNCPSGN5awSGBxCCPvN\nnu2dMdvdxTHEGG8AbgAoLy+P8+fPz2hI9T4LFy7EcaGuODbUFcfFy93/wg6u+tNzbNjdwgXzxvLF\nN09naHF+0rES4dhQVxwX6glpLGdLgXzgKF5+3dnMzufnj3giSZL6qYqaRr52xzJuX7KFycOKuOmS\nE3ntUcOSjiVJfVIay9mdQAtwMXDlPtvfAzznSo2SJGVee3vkpic2cPWdy2lqaefyM6byL/OPIj/H\n5fElKVMyWs5CCO/ofHlc5/ObQgg7gB0xxvs792kFbowxfgggxlgRQrgG+EIIoQZ4GngnsAA4L5N5\nJUkSLN9WzRf/8CxPb6ji5MlDuertsznKBT8kKeMyPXP2u/3ef7/z+X5gfufr7M7Hvr4E1AKfBEYC\nK4CLYox3ZCamJElqaG7ju/es5EcPrqGkIIdvXziX8+eNIYSQdDRJ6hcyWs5ijK/607yrfWKMbcBV\nnQ9JkpRBMUb++vx2vnr782yuauDC48byhTfPYEhRXtLRJKlfSeM1Z5Ik6QhZv6uOK25byn0rdjBt\nRDG/vfQkTpw8NOlYktQvWc4kSeqHGlva+P7C1fzP/avJzQp8+ZwZvO+1E8nNzko6miT1W5YzSZL6\nmXuWbeeK25eycXcD580dzZfOmcGIgQVJx5Kkfs9yJklSP7Fxdz1X3r6Uu5dVMGV4sfcsk6SUsZxJ\nktTHNba0cf39a/j+wlVkZwW++ObpfOCUSZ7CKEkpYzmTJKkPu29FBVfctpT1u+o5d84ovnTODEYN\nKkw6liSpC5YzSZL6oPW76rjqz8v42/PbOaqsiF99+EROmeIpjJKUZpYzSZL6kNqmVr533yp+/OBa\ncrIDnzt7Oh86dRJ5OZ7CKElpZzmTJKkPaG+P/HHRZq6+czkVNU2cP28Mnzt7uqswSlIvYjmTJKmX\nW7yxiituW8rijVXMHTeY6997HMeOL006liTpIFnOJEnqpSqqG7n6zhX8/ulNlJXk8+0L5/L2Y8eQ\nlRWSjiZJOgSWM0mSepmm1jZ+8tA6rrt3JS1tkY+edhQfXzCF4nz/Wpek3syf4pIk9RIxRu5ZVsFV\nf36edbvqOWPGCL58zgwmDitKOpokqQdYziRJ6gWWb6vm//15GQ+u3MmU4cX8/IMn8PppZUnHkiT1\nIMuZJEkpVlHdyDV/e4Gbn9xISUEu/37uTN578gRys10aX5L6GsuZJEkpVN/cyg8fWMv1D6ympa2d\nD5wyicsWTGHwgLyko0mSMsRyJklSirS3R37/9Ca+9dcVbK9u4k2zR/K5s6d7XZkk9QOWM0mSUuKR\nVTu56s/LeH5rNXPHDea6d8/jNROHJB1LknSEWM4kSUrYqopavvGXZdyzvIIxgwv57j8dw1vmjPZ+\nZZLUz1jOJElKyK7aJr5z90puemIDA3Kz+dzZ0/nAKRMpyM1OOpokKQGWM0mSjrC6plZ+/NBabnhg\nDQ0tbbz7hPFcfsZUhhbnJx1NkpQgy5kkSUdIS1s7v3liA9+9ZxU7a5t448wRfPbscqYML0k6miQp\nBSxnkiRlWHt75I5nt/Ltv65g/a56Tpg0hOvfexzHTShNOpokKUUsZ5IkZdCDK3dw9Z3LeW5zNdNH\nlvDT97+G+eVlhOBiH5Kkl7OcSZKUAc9squLqO5fz8KpdjBlcyDUXzeWtx4wh2xUYJUkHYDmTJKkH\nrd1Zx7f+uoI/P7OV0gG5/Pu5M7n4pPHk57gCoyTplVnOJEnqAdv2NHLdfSv5zRMbycvJ4hMLpnDJ\n6ydTUpCbdDRJUi9hOZMk6TDsqGniBwtX88vH19PeHnnXCeO57PQpDC8pSDqaJKmXsZxJknQIKuua\nuf6BNdz4yDqaWtu4YN5YPnH6VMYNGZB0NElSL2U5kyTpIFQ3tvCjB9fyk4fWUtfcynlzR/PJ06cy\nuaw46WiSpF7OciZJUjfUNbXys0fWccMDa9jT0MKbZo/k8jOmUT7SG0hLknqG5UySpFfQ2NLGLx5d\nz//cv5pddc0smD6cT585jdljBiUdTZLUx1jOJEnqQnNb5MZH1vG9+1ZRUdPEqVOG8ek3TmPe+NKk\no0mS+ijLmSRJ+2hsaeOmxzfw3w80UNW0lBMmDuG/33UsJ00emnQ0SVIfZzmTJAmob27lV49t4PoH\n1rCztony0iyue88JnDJlKCGEpONJkvoBy5kkqV+rbWrl54+u40cPrmV3XTOnTBnKdQuOpXHDs5w6\ndVjS8SRJ/YjlTJLUL1U3tnDjw+v48cNrqapv4bRpZXzi9CkcN2EIAAs3JBxQktTvWM4kSf3KnvoW\nfvLwWn7y8FpqGls5ffpwLjt9KseMG5x0NElSP2c5kyT1C7tqm/jJw2u58ZH11Da1ctasEVy2YKpL\n4kuSUsNyJknq0zburudHD67ht09upKm1nTfPHsXHF0xhxqiBSUeTJOllLGeSpD5p+bZqrr9/Dbct\n2UJWgLcfO4ZLX38UU4YXJx1NkqQuWc4kSX3Kk+t284OFq7lneQUD8rL5wGsn8qHXTWLUoMKko0mS\n9IosZ5KkXi/GyH0rKvjBwtX8fV0lpQNy+fSZ0/jnkycweEBe0vEkSeoWy5kkqddqbWvnjme28j/3\nr2b5thrGDC7kirfM5KLXjGNAnn/FSZJ6F//mkiT1OrVNrdz894385OG1bKpsYNqIYq65aC5vmTua\n3OyspONJknRILGeSpF5jS1UDNz6yjpue2EBNYyvHTyjlirfMYsH04WRlhaTjSZJ0WCxnkqTUe3bT\nHn744Br+/OxWAN40eyQfOnUSx44vTTiZJEk9x3ImSUql9vbI3cu286OH1vLE2t0U5+fwgddO5P2n\nTGRs6YCk40mS1OMsZ5KkVKlvbuX3T23ixw+tZd2uesYMLuTL58zgna8ZR0lBbtLxJEnKGMuZJCkV\ntu1p5BePreNXj2+gqr6FueMGc91Z5Zw9ayQ5LvIhSeoHLGeSpMTEGPn7ukpufGQddy7dRnuMnDVz\nJB9+3SSOm1BKCC7yIUnqPyxnkqQjrqG5jVsXb+bGR9ezbGs1Awty+OApE3nvSRMZP9TrySRJ/ZPl\nTJJ0xGzcXc8vH1vPb/6+kT0NLUwfWcI3zj+atx0zhsK87KTjSZKUKMuZJCmjYow8vGoXP3tkHfcs\n305WCJw1awTvO3kiJ0wa4qmLkiR1spxJkjKitqmVPzy9iRsfWcfqHXUMLcrjY/On8O4TxzN6cGHS\n8SRJSp2MlrMQwjjgv4AzgQDcDVweY9zQjWPjAT46Nsa4uOdSSpJ60rOb9nDTE+u5dfEW6pvbmDN2\nEN++cC7nzBlFQa6nLkqSdCAZK2chhAHAvUAT8D4gAlcB94UQ5sQY67rxNT8Drt9v2ws9mVOSdPjq\nmlq5bckWbnp8A89u3kNBbhZvmTOad584nmPHlyYdT5KkXiGTM2eXAJOB8hjjKoAQwjPASuAjwDXd\n+I7NMcbHMhdRknQ4lm7Zw02Pb+DWxVuobWqlfEQJV543i7cdO4ZBhd4wWpKkg5HJcnYe8NjeYgYQ\nY1wbQngYeCvdK2eSpJSpb27ljiVb+dUTG1iysYr8nCzOmTOKi08cz7zx3ptMkqRDlclyNgu4tYvt\nS4ELu/kd/xJC+DegDXgM+EqM8cEeyidJOgjLtlbzmyc28IdFm6lpbOWosiL+77kzuWDeGAYPyEs6\nniRJvV6I8UDrbhzmF4fQDFwTY/z8ftuvAj4fY3zFYhhC+AVwB7AFmAD8GzATODPGuLCL/S8FLgUo\nKys77uabb+6Jfwz1IbW1tRQXFycdQynk2Diw2ubIY1tbeXBzK+ur28kJcPzIbN4wLpdppVl9epbM\ncaEDcWyoK44LdeUNb3jDUzHG47u7f2rLWRffVwI8B2yMMZ76SvuWl5fHFStWHGxk9XELFy5k/vz5\nScdQCjk2Xq6tPfLwqp3c/ORG/vr8dppb25kxaiAXHT+Wtx4zhiFF/WOWzHGhA3FsqCuOC3UlhHBQ\n5SyTpzVWAl0t0TWk87ODEmOsCSH8GfjQ4QaTJP2j9bvquOWpTdzy1Ca27mlkUGEu7z5hPO84biyz\nxwxKOp4kSX1eJsvZUjquO9vfTOD5w/jezEz1SVI/VN/cyv8+u42bn9zI42t3EwK8fmoZXz5nJmfM\nHE5+jvclkyTpSMlkObsN+FYIYXKMcQ1ACGEicArw+Vc4rkshhIHAucATPZhRkvqd9vbIY2t38adF\nm/nLs9uobWpl4tAB/NtZ5Zw/bwyjBhUmHVGSpH4pk+Xsh8DHgVtDCF+mY8bra8BG9rmxdAhhArAa\n+GqM8aud2z4DlAP38dKCIJ8BRgIXZzCzJPVZK7bV8MdFm7l18Wa27mmkKC+bNx09iouOH8drJroE\nviRJSctYOYsx1oUQFgD/BfwCCMA9wOUxxtp9dg1ANpC1z7YVwNs7H4OAauBh4EMxRmfOJKmbtlc3\ncuvizfxx0RaWba0mOytw2rQyvvDmGZw5YwSFeZ62KElSWmRy5owY4wbgglfZZx0dBW3fbbcDt2cu\nmST1XbVNrdz53Db+tGgzD6/eSYxwzLjBXHneLM6ZM4phxflJR5QkSV3IaDmTJB0Zza3tPLhyB39a\nvIW/Pb+NxpZ2xg8ZwGULpvK2Y0Yzucx770iSlHaWM0nqpVra2nlk9S7uWLKFu5Zuo7qxldIBuVx4\n3DjeduwY5o0f7HVkkiT1IpYzSepF2tojj6/Zxe3PbOXO57ZSWd9CSX4OZ84awVvmjOaUKcPIy8l6\n9S+SJEmpYzmTpJRrb4/8fd1u7nhmK//73FZ21jYzIC+bM2aM4Nw5o3j9tDIKcl3YQ5Kk3s5yJkkp\n1N4eWbSxkjue2cpfnt3K9uomCnKzWDB9OOfOGc0byoe70qIkSX2M5UySUqKlrZ0n1u7mzue2cdfS\nbVTUNJGXncVp5WWcO2cUZ8wYQVG+P7YlSeqr/FtekhLU2NLGgyt3cudz27hn+Xaq6lsozM1mfnkZ\nZ80ayYIZwxlYkJt0TEmSdARYziTpCKtpbOG+FTu467lt3LeigvrmNgYW5HDGjBGcNXskr59a5imL\nkiT1Q5YzSToCKmoauW95BXct3c5DK3fS3NbOsOJ83n7sGM6ePZKTJg8lN9tVFiVJ6s8sZ5KUATFG\nlm2t4Z5l27l7eQVLNlYBMLa0kH8+eQJnzx7JseNLyc7yPmSSJKmD5UySekhjSxuPrdnFPcsquGfZ\ndrbsaSQEmDt2MJ954zQWTB/BjFEl3hhakiR1yXImSYdhR00T9y2v4O5l23lo1U7qm9sozM3mdVOH\ncfkZ03jD9OGUleQnHVOSJPUCljNJOght7ZFnNlVx/ws7WLhiB0s2VREjjBpUwPnzxnD6jBGcPHmo\nN4WWJEkHzXImSa+ioqaRB1/YycIXdvDgyh1U1bcQAswZO5hPnTGN02cMZ+aogZ6uKEmSDovlTJL2\n09LWztPrK7n/hR3c/8IOlm6pBmBYcT4Lpg9nfvlwXjdlGKVFeQknlSRJfYnlTJKAjbvreXDlTh54\nYQcPr9pJTVMr2VmB4yaU8m9nlXPatDJmjhpIlqsrSpKkDLGcSeqXdtU28eiaXTy8aid3P1vPjjvv\nAzquHTt37ihOm1bGa6cMY2BBbsJJJUlSf2E5k9Qv1De38sTa3Ty8aicPr9rF81s7TlUsyc9hyqAs\nPnZGOadMGcaU4cVeOyZJkhJhOZPUJ7W0tfPMpioeXrWLh1btZNGGSlraInnZWcyb0HHfsVOmDOPo\nMYN46MEHmH/KpKQjS5Kkfs5yJqlPaGptY8nGPTy+ZhePr93NU+sraWhpIwSYNXogHzx1EqccNYzX\nTBxCYZ7L3EuSpPSxnEnqlRpb2nh6QyWPr9nN42t3sWhDFU2t7QBMH1nCRceP5cTJQzl58lBXVZQk\nSb2C5UxSr1Df3MpT618qY0s27qG5rZ0QYOaogVx84gROnDyEEyYOsYxJkqReyXImKZUqqht5an0l\nT66v5Kn1lTy3eQ+t7ZHsrMDs0QN5/ykTOXHSEI6fOIRBha6oKEmSej/LmaTEtbVHVmyr4an1HdeK\nPbWhko27GwDIz8li7tjBXPL6yS+WseJ8f3RJkqS+x99wJB1xNY0tLNpQ1VHE1leyaEMldc1tAJSV\n5HP8hFLed/JEjptQyqzRg8jLyUo4sSRJUuZZziRlVGtbOy9sr2XJpiqWbKxi8cYqVmyvIUbIClA+\nciDnzxvLcRNKOW5CKWNLC73PmCRJ6pcsZ5J6TIyRTZUNLN7YUcSWbKri2c17aGzpWEVxUGEuc8YO\n4uzZIzl+whDmjhtESYHXi0mSJIHlTNJh2F3X/OKMWEcZ28PuumYA8nKymD16IO86YTzHjBvM3LGD\nmTB0gLNikiRJB2A5k9QtFTWNLN1SzdLNe3huczXPbdnDpsqORTtCgGnDSzhjxnDmdhax8pEl5GZ7\nrZgkSVJ3Wc4kvUyMkc1VDS8VsS3VPLd5DxU1TS/uM2lYEceMG8x7TprAMeMGM3vMIFdQlCRJOkz+\nNiX1Y61t7azdWceybTUs3bKHpZ0zYlX1LUDHgh1Th5dw6tRhzB49iFmjBzJz9ECvE5MkScoAy5nU\nT+yoaWL5tmqWb61h+bYalm+rZmVFLc2tHYt15GVnUT6yhDfNHsmsziI2feRACvOyE04uSZLUP1jO\npD6msaWNVRW1LNta/WIJW7Gthp21zS/uM7wkn+mjBnLqlGFMH1VC+YiBTBle7P3EJEmSEmQ5k3qp\nptY21u6sY+X2WlZVdDyWb6tm7c462mPHPvk5HbNhC6YPZ/rIgUwfVcL0kQMZUpSXbHhJkiT9A8uZ\nlHL1za2s2VHHyooaVm6vZWVFLasralm366USFgKMHzKAqcNLOOfoUUwfNZDpI0uYMLSI7CyXrpck\nSeoNLGdSCsQYqaxvYe3OWlZX1LFqRy0rt9ewsqL2xeXqAXKyAhOHFVE+soRz5oxiyvBipg4vYXJZ\nEQW5XhsmSZLUm1nOpCOorqlLyrXLAAAX4UlEQVSVdbvqWLuzjrU7Op7X7Ox43tPQ8uJ+eTlZTB5W\nxLHjS7no+HFMHV7MlOHFTBha5HVhkiRJfZTlTOphza3tbKys36981bJ2Zx3bq5tetu+oQQVMGlbE\nuXNGMWlYEZPLipg0rJjxQwZ4OqIkSVI/YzmTDsGehhY27q5nw76PXR3Pm6saaNt7MRhQOiCXScOK\nOHVKGZOGDWDSsGImDSti4rABDMjzP0FJkiR18DdDqQutbe1s3dP48vK1u/7FQrb3Js17lQ7IZfyQ\nAcwZO4i3zB3F5GHFTCorYtLQIkpdGVGSJEndYDlTv9Tc2s62PY1srmroeFQ2sKXz9cbKejZXNtC6\nz+xXTlZgbGkh44YM4JyjRzFh6ADGDxnAuM7HwILcBP9pJEmS1BdYztQn1Ta1srmygc1V9WyuamRz\nZQOLVjRy7bJH2FzZwPaaRmJ8+TFlJfmMHlzI0WMGvVjAxg3pKGGjBhV6DZgkSZIyynKmXqe2qZVt\nexrZXt3I1s7nbXs6XnfMgtVT3dj6smNyswOD82DKqCxOnTqM0YMLGTu4kDGlhYweXMioQQUuRS9J\nkqREWc6UGu3tkV11zS+Wrm3VjWzvfN62z/uaptZ/OHZQYS4jBxYwprSQ4yeUMrqzeI0ZXMjY0kLK\nivN54IH7mT//pAT+ySRJkqRXZzlTxjW3trOrromK6iZ21DSxo7bzuaaJippGdtQ0sb2643VL28vP\nNczOCpQV5zNyUAFTyoo5dcowRg4qYOTAAkYMLHjxdWGes16SJEnq3SxnOiQxRvY0tHQWrJfK1t7i\ntbd07ahponK/lQ33Gjwgl+El+ZSV5HPCpCEvK12jBnUUr2HF+V7rJUmSpH7Bciag45TC6sYWdtY2\ns7uumd11Teyqa2ZX5/tde7fVdryurGt+2WqGe+XnZFFWks/wknwmDSvihElDKCsueHFbWedjaHEe\n+TnOdkmSJEl7Wc76oBgjDS1tVNW3dD6aqWpo6ShZtS8Vr73vd9U1U1nf/LIbJ++rJD+HocV5DCnK\nY2zpAOaOHfzi++EDCygrzmf4wI7SVZKfQwjOdEmSJEkHy3KWcg3NbVQ1NFNV30JlfTN76luoatjn\ndef2qobOEtb5eXNr+wG/c2BBDkOL8xlSlMf4oQOYN2EwQ4ryGFKUz9CivBeL19CifEqLcp3hkiRJ\nko4Ay1mGNbe2U9PYQnVja8dzQyvVjS1UN7RQ0/jS6+rG1he37WloebGQNb1CycrLyaJ0QC6lA/IY\nVJjLpGFFHa8H5DK4MI/SAbkMHpDLoMI8Sos69isdkEdeTtYR/DcgSZIkqTssZwew99TA2qZW6pra\nqG1s7Xzd8Vzb1PoP5aqmi6LV0NL2in9OVoCSglwGFuYwsCCXgQW5TBg6gGMGDO4oVp3la3DhPq87\ny5crFEqSJEl9R58sZ20RVlXUUNvURl1niapraqWueZ/XTa3UNrVR29TSUb6aXl6+6ppaOcAlWC+T\nmx06SlVhLgMLchhYmMvIQQUv2/ay8lWYS0nBS6+L8rK9RkuSJElS3yxnG2vaOeOaBw74eXZWoDg/\n58VHUX42JQU5jB5cQFFeDkX5OZQUdDwX5edQnJ9NcX4uRfnZLztuYGEu+TlZlitJkiRJh61PlrOh\nBYHv/tMxHQVrv7JVnJ9joZIkSZKUOhktZyGEccB/AWcCAbgbuDzGuKEbxxYAXwPeAwwGFgOfizEe\neEqsU0le4K3HjDmc6JIkSZJ0RGVs2b4QwgDgXmA68D7gvcBU4L4QQlE3vuLHwCXAvwPnAluBu0II\nx2QmsSRJkiQlJ5MzZ5cAk4HyGOMqgBDCM8BK4CPANQc6MIQwF3g38MEY4087t90PLAW+CpyXwdyS\nJEmSdMRl8oZX5wGP7S1mADHGtcDDwFu7cWwL8Nt9jm0FfgOcFULI7/m4kiRJkpScTJazWcBzXWxf\nCszsxrFrY4z1XRybB0w5/HiSJEmSlB6ZPK1xCFDZxfbdQOlhHLv385cJIVwKXApQVlbGwoULux1U\n/UNtba3jQl1ybKgrjgsdiGNDXXFcqCf0maX0Y4w3ADcAlJeXx/nz5ycbSKmzcOFCHBfqimNDXXFc\n6EAcG+qK40I9IZOnNVbS9QzZgWbFunssvDSDJkmSJEl9QibL2VI6rh3b30zg+W4cO6lzOf79j20G\nVv3jIZIkSZLUe2WynN0GnBRCmLx3QwhhInBK52ev5HYgF7hwn2NzgHcCf40xNvV0WEmSJElKUibL\n2Q+BdcCtIYS3hhDOA24FNgLX790phDAhhNAaQvj3vdtijIvoWEb/OyGED4cQTqdjGf1JwFcymFmS\nJEmSEpGxchZjrAMWAC8AvwB+BawFFsQYa/fZNQDZXWT5APBT4Crgz8A44OwY49OZyixJkiRJScno\nao0xxg3ABa+yzzo6Ctr+2xuAT3c+JEmSJKlPy+RpjZIkSZKkbrKcSZIkSVIKWM4kSZIkKQUsZ5Ik\nSZKUApYzSZIkSUoBy5kkSZIkpYDlTJIkSZJSwHImSZIkSSlgOZMkSZKkFLCcSZIkSVIKWM4kSZIk\nKQUsZ5IkSZKUApYzSZIkSUoBy5kkSZIkpYDlTJIkSZJSwHImSZIkSSlgOZMkSZKkFLCcSZIkSVIK\nWM4kSZIkKQUsZ5IkSZKUApYzSZIkSUoBy5kkSZIkpYDlTJIkSZJSwHImSZIkSSlgOZMkSZKkFLCc\nSZIkSVIKWM4kSZIkKQUsZ5IkSZKUApYzSZIkSUoBy5kkSZIkpYDlTJIkSZJSwHImSZIkSSlgOZMk\nSZKkFLCcSZIkSVIKWM4kSZIkKQUsZ5IkSZKUApYzSZIkSUoBy5kkSZIkpYDlTJIkSZJSwHImSZIk\nSSlgOZMkSZKkFLCcSZIkSVIKWM4kSZIkKQUsZ5IkSZKUApYzSZIkSUoBy5kkSZIkpYDlTJIkSZJS\nwHImSZIkSSlgOZMkSZKkFLCcSZIkSVIKWM4kSZIkKQUsZ5IkSZKUApYzSZIkSUoBy5kkSZIkpUDG\nylkIISuE8IUQwroQQmMIYUkI4YJuHvuzEELs4vGdTOWVJEmSpCTlZPC7vwZ8BvgS8BTwT8DvQgjn\nxhj/0o3jdwDn7bdta89GlCRJkqR0yEg5CyEMp6OY/UeM8Vudm+8LIUwB/gPoTjlrjjE+lol8kiRJ\nkpQ2mTqt8SwgD/jlftt/CRwdQpiUoT9XkiRJknqlTJWzWUATsGq/7Us7n2d24zuGhxB2hhBaQwgv\nhBA+F0LI7tGUkiRJkpQSmbrmbAhQFWOM+23fvc/nr2QxHdepLQUKgLcD3wCmAh/u6oAQwqXApQBl\nZWUsXLjwkIKr76qtrXVcqEuODXXFcaEDcWyoK44L9YRulbMQwhnA37qx6/0xxvmHlQiIMe6/KuNf\nQgi1wOUhhKtjjCu7OOYG4AaA8vLyOH/+YcdQH7Nw4UIcF+qKY0NdcVzoQBwb6orjQj2huzNnjwAz\nurFffedzJTA4hBD2mz3bO2O2m4P3a+By4HjgH8qZJEmSJPVm3SpnMcZ6YPlBfO9SIB84ipdfd7b3\nWrPnD+K7/iHOYRwrSZIkSamUqQVB7gRagIv32/4e4LkY49pD+M6L6Shmfz/MbJIkSZKUOhlZECTG\nWBFCuAb4QgihBngaeCewgP1uLB1CuAeYEGOc0vl+AvAL4Dd0zLrl07EgyPuB62OMqzORWZIkSZKS\nlKnVGgG+BNQCnwRGAiuAi2KMd+y3X/Z+OWrouCbtc8AIoJ2OUyo/AXw/g3klSZIkKTEZK2cxxjbg\nqs7HK+03f7/3u4G3ZSqXJEmSJKVRpq45kyRJkiQdBMuZJEmSJKWA5UySJEmSUsByJkmSJEkpYDmT\nJEmSpBSwnEmSJElSCljOJEmSJCkFLGeSJEmSlAKWM0mSJElKAcuZJEmSJKWA5UySJEmSUsByJkmS\nJEkpYDmTJEmSpBSwnEmSJElSCljOJEmSJCkFLGeSJEmSlAKWM0mSJElKAcuZJEmSJKWA5UySJEmS\nUsByJkmSJEkpYDmTJEmSpBSwnEmSJElSCljOJEmSJCkFLGeSJEmSlAKWM0mSJElKAcuZJEmSJKWA\n5UySJEmSUsByJkmSJEkpYDmTJEmSpBSwnEmSJElSCljOJEmSJCkFLGeSJEmSlAKWM0mSJElKAcuZ\nJEmSJKWA5UySJEmSUsByJkmSJEkpYDmTJEmSpBSwnEmSJElSCljOJEmSJCkFLGeSJEmSlAKWM0mS\nJElKAcuZJEmSJKWA5UySJEmSUsByJkmSJEkpYDmTJEmSpBSwnEmSJElSCljOJEmSJCkFLGeSJEmS\nlAKWM0mSJElKAcuZJEmSJKWA5UySJEmSUsByJkmSJEkpYDmTJEmSpBSwnEmSJElSCmSsnIUQPh1C\nuD2EsDWEEEMIVxzk8aeGEB4JITSEELaFEK4JIRRmKK4kSZIkJSqTM2eXAMOBPx3sgSGEOcDfgArg\nXODLwAeAn/VgPkmSJElKjZwMfvesGGN7CCEH+OhBHnslsAm4MMbYAhBCaAZuDCFcHWN8uoezSpIk\nSVKiMjZzFmNsP5TjQgi5wNnAzXuLWaebgWbgrT0QT5IkSZJSJY0LghwFFADP7bsxxtgIrAZmJhFK\nkiRJkjIpjeVsSOdzZRef7d7nc0mSJEnqM7p1zVkI4Qw6Fuh4NffHGOcfVqJDFEK4FLgUoKysjIUL\nFyYRQylWW1vruFCXHBvqiuNCB+LYUFccF+oJ3V0Q5BFgRjf2qz+MLHvtnTEr7eKzIcDSrg6KMd4A\n3ABQXl4e58+f3wNR1JcsXLgQx4W64thQVxwXOhDHhrriuFBP6FY5izHWA8sznGWv1UATMGvfjSGE\nAmAy8LsjlEOSJEmSjpjUXXMWY2wG7gQu6lyGf693APnAbYkEkyRJkqQMyth9zkIIxwMTeakAzgwh\nvKPz9V86Z+MIIfwYeF+Mcd8sVwCPATeHEL7X+T3fBG6JMT6VqcySJEmSlJRM3oT648D79nl/YecD\nYBKwrvN1dufjRTHGxSGENwJXA38G9gA/B76YwbySJEmSlJiMlbMY4/uB9x/qfjHGB4CTeziWJEmS\nJKVS6q45kyRJkqT+yHImSZIkSSlgOZMkSZKkFLCcSZIkSVIKWM4kSZIkKQUsZ5IkSZKUApYzSZIk\nSUoBy5kkSZIkpYDlTJIkSZJSwHImSZIkSSlgOZMkSZKkFLCcSZIkSVIKWM4kSZIkKQUsZ5IkSZKU\nApYzSZIkSUoBy5kkSZIkpYDlTJIkSZJSwHImSZIkSSlgOZMkSZKkFLCcSZIkSVIKWM4kSZIkKQUs\nZ5IkSZKUApYzSZIkSUoBy5kkSZIkpYDlTJIkSZJSwHImSZIkSSlgOZMkSZKkFLCcSZIkSVIKWM4k\nSZIkKQUsZ5IkSZKUApYzSZIkSUoBy5kkSZIkpYDlTJIkSZJSwHImSZIkSSlgOZMkSZKkFLCcSZIk\nSVIKWM4kSZIkKQUsZ5IkSZKUApYzSZIkSUoBy5kkSZIkpYDlTJIkSZJSwHImSZIkSSlgOZMkSZKk\nFLCcSZIkSVIKWM4kSZIkKQUsZ5IkSZKUApYzSZIkSUoBy5kkSZIkpYDlTJIkSZJSwHImSZIkSSlg\nOZMkSZKkFLCcSZIkSVIKWM4kSZIkKQUsZ5IkSZKUAhkrZyGET4cQbg8hbA0hxBDCFQdx7BWdx+z/\n+FOm8kqSJElSknIy+N2XANXAn4CPHuJ3nAq07fN+9+GGkiRJkqQ0ymQ5mxVjbA8h5HDo5ezxGGNr\nT4aSJEmSpDTK2GmNMcb2TH23JEmSJPU1aV8QZGMIoS2EsD6EcHUIoTDpQJIkSZKUCZk8rfFwrAI+\nDywCIvBG4FPAPODMBHNJkiRJUkZ0q5yFEM4A/taNXe+PMc4/rERAjPGX+236WwhhE/CdEMIZMca7\nu8h4KXBp59umEMJzh5tDfc4wYGfSIZRKjg11xXGhA3FsqCuOC3Wl/GB27u7M2SPAjG7sV38wf/hB\n+jXwHeA1wD+UsxjjDcANACGEJ2OMx2cwi3ohx4UOxLGhrjgudCCODXXFcaGuhBCePJj9u1XOYoz1\nwPJDStTzYtIBJEmSJKmnpX1BkH1d3Pn8RKIpJEmSJCkDMrYgSAjheGAiLxXAmSGEd3S+/kvnbBwh\nhB8D74sx5uxz7CLg58AKOmbKzgQuA+6MMd7bjT/+hh75h1Bf47jQgTg21BXHhQ7EsaGuOC7UlYMa\nFyHGzJwlGEL4GfC+A3w8Kca4bt/9Yoxhn2N/Q8e1ZaPoKHdr6Ljm7D9jjE0ZCSxJkiRJCcpYOZMk\nSZIkdV9vuubsoIUQSkIIN4cQVoUQ6kIIVSGEJ0II70k6m5ITQpgWQvhuCOGZEEJtCGFrCOG2EMLc\npLMpeSGET4cQbu8cFzGEcEXSmXTkhBDGhRBuCSHsCSFUhxD+EEIYn3QuJSuEMDaEcG0I4dEQQn3n\nz4aJSedSskII7wgh/D6EsD6E0BBCWBFC+EYIoSTpbEpWCOGsEMK9IYRtIYSmEMKmzk4y89WO7dPl\nDMgDWoFvAOcB7waWAb8IIXwqyWBK1BuBNwA3Am8B/g9QBjwWQjguyWBKhUuA4cCfkg6iIyuEMAC4\nF5hOx2n57wWmAveFEIqSzKbETQEuAiqBBxPOovT4DNAGfBE4G/gB8C903J+3r/+OrVc2BHgK+Dgd\nv3d+AZhFx++aE17pwH55WmMI4VGgOMZ4dNJZdOSFEIYBu+I+gz+EMAhYB9weY/znpLIpeSGErBhj\newghB2gBrowxXpFwLB0BIYRPAtcA5THGVZ3bJgErgc/GGK9JMp+Ss/fnQufrDwM/ZJ/r59U/hRDK\nYow79tv2z3T8z9/Tu7mInfqJEEI5Hbcm+0yM8dsH2q+/tvpddMyoqR+KMe6M+/1fiRjjHuAFYEwy\nqZQWe38BU790HvDY3mIGEGNcCzwMvDWxVEqcPxfUlf2LWae/dz77+4T2t6vz+RU7SL8oZ6FDTghh\naAjhUuAs4L+SzqX0CCEMAWbTcdqrpP5pFvBcF9uXAq96nYAkAad1Pvv7hAghZIcQ8kIIU4HrgW10\nrEB/QBm7z1nKfAy4tvN1C/DJGOPPE8yj9LkWCMB3kg4iKTFD6LimaH+7gdIjnEVSLxNCGAN8Fbg7\nxvhk0nmUCo8De9czWAUsiDFWvNIBvWrmLIRwRucKSa/2WLjfob+l475pbwJ+BFwbQvjIkc6vzDiM\ncbH3+C/QsVjMx/c9nUm93+GODUmSuiOEUAzcSscpax9IOI7S473ASXT8nllNx2IxE1/pgN42c/YI\nMKMb+9Xv+6bznOC95wXf2bki17dCCD+JMbb0cEYdeYc0LgBCCB8Fvg58Ocb4k54OpsQd8thQv1RJ\n1zNkB5pRkyRCCIXA7cBk4LQY46aEIyklYox7T299PITwv3QsPvd54KMHOqZXlbMYYz0dq5wcrifp\nWCZ5BOB/QL3coY6LEMJ7ge8D344x/r8eD6bE9eDPDPUPS+m47mx/M4Hnj3AWSb1ACCEXuAU4Hjgz\nxvhswpGUUjHGqhDCKjpuzXFAveq0xh50GlALvOI5n+q7QghvB34K/CjG+Jmk80hKhduAk0IIk/du\n6Dz95JTOzyTpRZ33MvsVsAB4W4zxsYQjKcVCCCPouI/m6lfar1fNnB2szuvKTgLupmOGbCgdN5F8\nB/D5GGNzgvGUkBDC6+lYKWcJ8LMQwv9v745Vq4iCMAD/0/gYJiCksBNSiJWNhb15D61sAomIWFpZ\n2fgGYmG6gHkBBZ9A0S5pLazG4kQM4sXu7vHe76sWTjOwsLv/7s6Z21eWf3T3x2UqYwZVtZ9kN79f\nXt2sqgeXxyeXX+PYTK8yBoa+rarDJJ3kaZKvGbtsscWuXAd+Nfffr6rzJOfdfbZQWSzrZZKDJM+S\nfP/jeeKb3xu3V1W9SfIhyaeMXrO9JI8yehJXzjhLNnwIdVXdSXKY5FZGz8BFxtamL7r73ZK1sZyq\nOk5ytGL5S3fvrq8aZlNVrzN+e/4bQ2c3XFVdzxi1ci9jB9fTJA+dd6pq1QPTWXffXWctzKGqPifZ\nWbH8pLuP11cNM6mqxxkfhG4kuZbxku99kuf/up9sdDgDAAD4X2xrzxkAAMBUhDMAAIAJCGcAAAAT\nEM4AAAAmIJwBAABMQDgDAACYgHAGAAAwAeEMAABgAsIZAADABH4C0NGY2YJ9xskAAAAASUVORK5C\nYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(lambda x: math.log(1 + math.exp(x)))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### Problem zanikającego gradientu (_vanishing gradient problem_)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Sigmoidalne funkcje aktywacji ograniczają wartości na wyjściach neuronów do niewielkich przedziałów ($(-1, 1)$, $(0, 1)$ itp.).\n", - "* Jeżeli sieć ma wiele warstw, to podczas propagacji wstecznej mnożymy przez siebie wiele małych wartości → obliczony gradient jest mały.\n", - "* Im więcej warstw, tym silniejszy efekt zanikania." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "#### Sposoby na zanikający gradient\n", - "\n", - "* Modyfikacja algorytmu optymalizacji (_RProp_, _RMSProp_)\n", - "* Użycie innej funckji aktywacji (ReLU, softplus)\n", - "* Dodanie warstw _dropout_\n", - "* Nowe architektury (LSTM itp.)\n", - "* Więcej danych, zwiększenie mocy obliczeniowej" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## 5.7. Wielowarstwowe sieci neuronowe w praktyce" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Przykład: MNIST\n", - "\n", - "_Modified National Institute of Standards and Technology database_" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "fragment" - } - }, - "source": [ - "* Zbiór cyfr zapisanych pismem odręcznym\n", - "* 60 000 przykładów uczących, 10 000 przykładów testowych\n", - "* Rozdzielczość każdego przykładu: 28 × 28 = 784 piksele" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [], - "source": [ - "# źródło: https://github.com/keras-team/keras/examples/minst_mlp.py\n", - "\n", - "import keras\n", - "from keras.datasets import mnist\n", - "\n", - "# załaduj dane i podziel je na zbiory uczący i testowy\n", - "(x_train, y_train), (x_test, y_test) = mnist.load_data()" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [], - "source": [ - "def draw_examples(examples, captions=None):\n", - " plt.figure(figsize=(16, 4))\n", - " m = len(examples)\n", - " for i, example in enumerate(examples):\n", - " plt.subplot(100 + m * 10 + i + 1)\n", - " plt.imshow(example, cmap=plt.get_cmap('gray'))\n", - " plt.show()\n", - " if captions is not None:\n", - " print(6 * ' ' + (10 * ' ').join(str(captions[i]) for i in range(m)))" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6oAAACVCAYAAABRuAf7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWPn/0DbqrzfbMFoAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 5 0 4 1 9 2 1\n" - ] - } - ], - "source": [ - "draw_examples(x_train[:7], captions=y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "60000 przykładów uczących\n", - "10000 przykładów testowych\n" - ] - } - ], - "source": [ - "num_classes = 10\n", - "\n", - "x_train = x_train.reshape(60000, 784) # 784 = 28 * 28\n", - "x_test = x_test.reshape(10000, 784)\n", - "x_train = x_train.astype('float32')\n", - "x_test = x_test.astype('float32')\n", - "x_train /= 255\n", - "x_test /= 255\n", - "print('{} przykładów uczących'.format(x_train.shape[0]))\n", - "print('{} przykładów testowych'.format(x_test.shape[0]))\n", - "\n", - "# przekonwertuj wektory klas na binarne macierze klas\n", - "y_train = keras.utils.to_categorical(y_train, num_classes)\n", - "y_test = keras.utils.to_categorical(y_test, num_classes)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "dense_4 (Dense) (None, 512) 401920 \n", - "_________________________________________________________________\n", - "dropout_1 (Dropout) (None, 512) 0 \n", - "_________________________________________________________________\n", - "dense_5 (Dense) (None, 512) 262656 \n", - "_________________________________________________________________\n", - "dropout_2 (Dropout) (None, 512) 0 \n", - "_________________________________________________________________\n", - "dense_6 (Dense) (None, 10) 5130 \n", - "=================================================================\n", - "Total params: 669,706\n", - "Trainable params: 669,706\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "model = Sequential()\n", - "model.add(Dense(512, activation='relu', input_shape=(784,)))\n", - "model.add(Dropout(0.2))\n", - "model.add(Dense(512, activation='relu'))\n", - "model.add(Dropout(0.2))\n", - "model.add(Dense(num_classes, activation='softmax'))\n", - "model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "((60000, 784), (60000, 10))\n" - ] - } - ], - "source": [ - "print(x_train.shape, y_train.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Train on 60000 samples, validate on 10000 samples\n", - "Epoch 1/5\n", - "60000/60000 [==============================] - 14s - loss: 0.2457 - acc: 0.9244 - val_loss: 0.1250 - val_acc: 0.9605\n", - "Epoch 2/5\n", - "60000/60000 [==============================] - 14s - loss: 0.1021 - acc: 0.9691 - val_loss: 0.0859 - val_acc: 0.9748\n", - "Epoch 3/5\n", - "60000/60000 [==============================] - 14s - loss: 0.0746 - acc: 0.9773 - val_loss: 0.0884 - val_acc: 0.9744\n", - "Epoch 4/5\n", - "60000/60000 [==============================] - 13s - loss: 0.0619 - acc: 0.9815 - val_loss: 0.0893 - val_acc: 0.9754\n", - "Epoch 5/5\n", - "60000/60000 [==============================] - 15s - loss: 0.0507 - acc: 0.9849 - val_loss: 0.0845 - val_acc: 0.9771\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model.compile(loss='categorical_crossentropy', optimizer=RMSprop(), metrics=['accuracy'])\n", - "\n", - "model.fit(x_train, y_train, batch_size=128, epochs=5, verbose=1,\n", - " validation_data=(x_test, y_test))" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test loss: 0.0845102945257\n", - "Test accuracy: 0.9771\n" - ] - } - ], - "source": [ - "score = model.evaluate(x_test, y_test, verbose=0)\n", - "\n", - "print('Test loss: {}'.format(score[0]))\n", - "print('Test accuracy: {}'.format(score[1]))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "Warstwa _dropout_ to metoda regularyzacji, służy zapobieganiu nadmiernemu dopasowaniu sieci. Polega na tym, że część węzłów sieci jest usuwana w sposób losowy." - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "dense_7 (Dense) (None, 512) 401920 \n", - "_________________________________________________________________\n", - "dense_8 (Dense) (None, 512) 262656 \n", - "_________________________________________________________________\n", - "dense_9 (Dense) (None, 10) 5130 \n", - "=================================================================\n", - "Total params: 669,706\n", - "Trainable params: 669,706\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n", - "Train on 60000 samples, validate on 10000 samples\n", - "Epoch 1/5\n", - "60000/60000 [==============================] - 11s - loss: 0.2214 - acc: 0.9314 - val_loss: 0.1048 - val_acc: 0.9668\n", - "Epoch 2/5\n", - "60000/60000 [==============================] - 12s - loss: 0.0838 - acc: 0.9739 - val_loss: 0.0842 - val_acc: 0.9752\n", - "Epoch 3/5\n", - "60000/60000 [==============================] - 10s - loss: 0.0548 - acc: 0.9829 - val_loss: 0.0806 - val_acc: 0.9773\n", - "Epoch 4/5\n", - "60000/60000 [==============================] - 9s - loss: 0.0387 - acc: 0.9878 - val_loss: 0.0713 - val_acc: 0.9804\n", - "Epoch 5/5\n", - "60000/60000 [==============================] - 9s - loss: 0.0297 - acc: 0.9911 - val_loss: 0.0847 - val_acc: 0.9787\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Bez warstw Dropout\n", - "\n", - "num_classes = 10\n", - "\n", - "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n", - "\n", - "x_train = x_train.reshape(60000, 784) # 784 = 28 * 28\n", - "x_test = x_test.reshape(10000, 784)\n", - "x_train = x_train.astype('float32')\n", - "x_test = x_test.astype('float32')\n", - "x_train /= 255\n", - "x_test /= 255\n", - "\n", - "y_train = keras.utils.to_categorical(y_train, num_classes)\n", - "y_test = keras.utils.to_categorical(y_test, num_classes)\n", - "\n", - "model_no_dropout = Sequential()\n", - "model_no_dropout.add(Dense(512, activation='relu', input_shape=(784,)))\n", - "model_no_dropout.add(Dense(512, activation='relu'))\n", - "model_no_dropout.add(Dense(num_classes, activation='softmax'))\n", - "model_no_dropout.summary()\n", - "\n", - "model_no_dropout.compile(loss='categorical_crossentropy',\n", - " optimizer=RMSprop(),\n", - " metrics=['accuracy'])\n", - "\n", - "model_no_dropout.fit(x_train, y_train,\n", - " batch_size=128,\n", - " epochs=5,\n", - " verbose=1,\n", - " validation_data=(x_test, y_test))" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test loss (no dropout): 0.0846566448619\n", - "Test accuracy (no dropout): 0.9787\n" - ] - } - ], - "source": [ - "# Bez warstw Dropout\n", - "\n", - "score = model_no_dropout.evaluate(x_test, y_test, verbose=0)\n", - "\n", - "print('Test loss (no dropout): {}'.format(score[0]))\n", - "print('Test accuracy (no dropout): {}'.format(score[1]))" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "slideshow": { - "slide_type": "notes" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "dense_10 (Dense) (None, 2500) 1962500 \n", - "_________________________________________________________________\n", - "dense_11 (Dense) (None, 2000) 5002000 \n", - "_________________________________________________________________\n", - "dense_12 (Dense) (None, 1500) 3001500 \n", - "_________________________________________________________________\n", - "dense_13 (Dense) (None, 1000) 1501000 \n", - "_________________________________________________________________\n", - "dense_14 (Dense) (None, 500) 500500 \n", - "_________________________________________________________________\n", - "dense_15 (Dense) (None, 10) 5010 \n", - "=================================================================\n", - "Total params: 11,972,510\n", - "Trainable params: 11,972,510\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n", - "Train on 60000 samples, validate on 10000 samples\n", - "Epoch 1/10\n", - "60000/60000 [==============================] - 212s - loss: 0.7388 - acc: 0.7954 - val_loss: 0.2908 - val_acc: 0.9172\n", - "Epoch 2/10\n", - "60000/60000 [==============================] - 191s - loss: 0.2390 - acc: 0.9305 - val_loss: 0.1833 - val_acc: 0.9470\n", - "Epoch 3/10\n", - "60000/60000 [==============================] - 166s - loss: 0.1688 - acc: 0.9517 - val_loss: 0.1555 - val_acc: 0.9549\n", - "Epoch 4/10\n", - "60000/60000 [==============================] - 166s - loss: 0.1344 - acc: 0.9614 - val_loss: 0.1274 - val_acc: 0.9621\n", - "Epoch 5/10\n", - "60000/60000 [==============================] - 166s - loss: 0.1074 - acc: 0.9683 - val_loss: 0.1213 - val_acc: 0.9661\n", - "Epoch 6/10\n", - "60000/60000 [==============================] - 440s - loss: 0.0924 - acc: 0.9725 - val_loss: 0.1066 - val_acc: 0.9709\n", - "Epoch 7/10\n", - "60000/60000 [==============================] - 169s - loss: 0.0768 - acc: 0.9773 - val_loss: 0.1777 - val_acc: 0.9517\n", - "Epoch 8/10\n", - "60000/60000 [==============================] - 183s - loss: 0.0657 - acc: 0.9805 - val_loss: 0.1053 - val_acc: 0.9711\n", - "Epoch 9/10\n", - "60000/60000 [==============================] - 170s - loss: 0.0572 - acc: 0.9832 - val_loss: 0.1044 - val_acc: 0.9717\n", - "Epoch 10/10\n", - "60000/60000 [==============================] - 166s - loss: 0.0493 - acc: 0.9851 - val_loss: 0.0938 - val_acc: 0.9752\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Więcej warstw, inna funkcja aktywacji\n", - "\n", - "num_classes = 10\n", - "\n", - "(x_train, y_train), (x_test, y_test) = mnist.load_data()\n", - "\n", - "x_train = x_train.reshape(60000, 784) # 784 = 28 * 28\n", - "x_test = x_test.reshape(10000, 784)\n", - "x_train = x_train.astype('float32')\n", - "x_test = x_test.astype('float32')\n", - "x_train /= 255\n", - "x_test /= 255\n", - "\n", - "y_train = keras.utils.to_categorical(y_train, num_classes)\n", - "y_test = keras.utils.to_categorical(y_test, num_classes)\n", - "\n", - "model3 = Sequential()\n", - "model3.add(Dense(2500, activation='tanh', input_shape=(784,)))\n", - "model3.add(Dense(2000, activation='tanh'))\n", - "model3.add(Dense(1500, activation='tanh'))\n", - "model3.add(Dense(1000, activation='tanh'))\n", - "model3.add(Dense(500, activation='tanh'))\n", - "model3.add(Dense(num_classes, activation='softmax'))\n", - "model3.summary()\n", - "\n", - "model3.compile(loss='categorical_crossentropy',\n", - " optimizer=RMSprop(),\n", - " metrics=['accuracy'])\n", - "\n", - "model3.fit(x_train, y_train,\n", - " batch_size=128,\n", - " epochs=10,\n", - " verbose=1,\n", - " validation_data=(x_test, y_test))" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test loss: 0.0937788957049\n", - "Test accuracy: 0.9752\n" - ] - } - ], - "source": [ - "# Więcej warstw, inna funkcja aktywacji\n", - "\n", - "score = model3.evaluate(x_test, y_test, verbose=0)\n", - "\n", - "print('Test loss: {}'.format(score[0]))\n", - "print('Test accuracy: {}'.format(score[1]))" - ] - } - ], - "metadata": { - "celltoolbar": "Slideshow", - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.15rc1" - }, - "livereveal": { - "start_slideshow_at": "selected", - "theme": "amu" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/w5/zumz5.pdf b/w5/zumz5.pdf deleted file mode 100644 index 469528c47bab0f876da06fa2eea4e7345171a6d5..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 58649 zcmb5VcTiJr@Gl&C?@dFI5_<2w*U(D<2?3=gy(*wo z5fxArQ7_+je(&5nbN{-}nR({ydCuA0GqY!R&*#|{v^Fr3l$BDX7X0}2^G|A3UK!p1 zcOPmE4QV6qM+kVZw1Gav0PYds376IncoYz97wF~zmo|Whd3(TZjrF7<5rJ^&yH@T# za1VsEU8pv0e*o2{&0T; zuZpxe-2dUtjk1a=vI<&S)FFsqxSJpKztw-+07g?Iun~ZW2mm0uIRO7Q0Qvwj5>ir9 z60)0#jEsz&f|iovW-!puP|-3mFf%hTFfp;Pb8)b+0@;|DZt>j$a&zCgbBBe4AH>fC z;^Mi(^B)tUn@1_gDd;IF>3LY0Sb6@R$G;%}6D5%s(KZPYKY*Bth=hsg-xz@FMo%)L z|J42e2Qh$%g!D#B%9~Xk#v6k8M(_VrCnYBN@0Ey|ZkCz(WXW}H+*tU7;^cCwJ6QFG z3G%@^U)cl{ZQUtA3g6fT^+V!wZ#Zz=@cuu!-$)@MCb?O-!}Q;ElK*e|AJIfi#C)>4 z%p^8$LI2hPv^UajWHAA>0l)6W4PE=zSE1A@^>BSfJ~V0XI0T0+-^6SyC;Sj^>~DM^ zL|f2y5N&c05T{O*_+`#k1Xx8;T`rlH}u5stCi$wn5jtsA4_2>vv?^B>NpY!+)B zrHj$3i4a+_7DgS}Eog0;^9_ZjdGWMn>Gs>1Y{hk=cAN7pvL(|3DXx8#w;CWq#41%W z7sB$8+j?NvfQ?80@5h}Exrb{;wiLn?7Uqp_Vn5pQKsN8@lvaTEj7!U|^Aa}E(%vPX zANg~3Ig==ca^}V7hNnN7(sBb%? z?v+%&Af2!^b^klnQTW{$TZntP(O+9!_VSt6FTN&Ui_x7spt08bi=ndnJgKF33r#m- zxWSuoKh_Mcl`4i_ce=}?)?`>~Hc^5wb~x@WL9FF#aq*aOGz$mYnh6o*xKj5a3WDC1 zTl9ZHAkPJ{j?=`-a^=CP&dPJuheZH(2VA)%Ih_1-^C476qKs-|QCM;}TAu8zb=xG- z#tNlnJGgD}0$5-B+f~hd5`+!JYu)6+!AwWTJB{MPT-LhVfJh4~Z;;_rOy09Yr~c&Wna_CbG^Ztqd4^nlzk7rLvSK zRBxhf_o!nU!7SX1>3GlbjW`49790Hv`{fvFlfA#-#UBa~Q&w@I&XNiNf)A*YvNX;^ z@_)S*TyYpW%BeN@;ZuK)2niK{o$C_u!tzqJpi62_+*>fjtD#Kc3{{fim z(;zp4;Ykxp+?+M0!>GdS(P<*Hj({D0;Ax zm){4>gmK3NJ zFci7rbT6EnLPf^I`R<@I$vfR%n z<@==rjg&Y+Fu5Ou0A5e|YDjE)S1{90)0Dp^jcO2X8dspfVOjjH2;}CWf_opohWANZU(-&e@1IdxCr2FsX z^y-Z&#jEXj5(RRdiYQF42FWw8#33Dn$=NX7A7bq4EUi4Tas>D8X#cZZU z@LsWwDCy+p6?bB+n0p%ULr50c;5~<`4U$I1AA8W1VyTJuyOA_jI03)|PBeDFOUD^o z*55xxpn8;Fo=O7=c=Q^sYEhur;vmDw$mh&w;M`!yJYyealwBjC$=26Bsk2;eQ>th% z&y}rJls%a@<@GbB(Z_B>FJ&)pd!OgQq{&9lMo*K~=yyFRq~XBHzXQFmEl-XFJt-=1 zKbcC~RG=fl|A>EohJ7mfo9%r4FR8(luyd9RdCr*D>>a`@nFHrHOHOf3z zwHfBj5bZOtL2{3v;9k`Gr1m&Vy$W9O)!M#x8x;{>oHS?dWs`r=)bFnaht)?|T82?+ zEJtw(+be3*ty^Nq2GjFtNQ#+-boRU6TMxXaB7(s&fgp85lJ#Yk?sC1pVHU4}*LpFg zMjLxS%QWXYx8q0>S zmc;soB|^+m5c6JCk5+Tqq@SThK`d_N{h zvIPOL+>XJ1{`wD~YKIgw6^L>A2{E`}tZ!<+v@T%fxpQ4FQCqZRVlA%6G*kPr8lfJB z$&avtqY5}u@=-aWa81+f?!$aBiis$zLgVVB5c+6Gjeh{tDGXnCSWutX%~9#e;)oll zdC~*ZIkoHJ?)NTI$eFh~Dfmr3cwHE^zCuTxk8}tkZx}-xTPa^SG=Au9{aK!Wh2O6< z0l#4qoR@BBts~Z*DA&i-8MfNFy3e@{X!toKBRhr_nZc%@j%v`1?yp1MQCxJ89B16Wco}RN^)s=T*&@G z{#yQ6@3qjXWM6*}QTLP}tY^euT#YA~!MbJnwaogXv!B6gDiXBD>E+;$8`%bDm_N+S zyG6GHf43a}T$~C7gm9bgQRHXukOk~&=mtfYcgz#bhnS8u&by%UK(qLv&moX!z7Je* ziGcF@&5teDrhR7eRz>z~Gs>#J@R9JV>>CTT_kjcwIy;<(=0l+2cDPR>w-G<=*XLMc zJ2i&boCR!K^ihxU{H7m>jC(OzR9%4#^&;X3Bnvmu^#eBFK92P-p1mjb&9fhNveW#x z<`}ih-^$1(1uwk$>$ccujp=9&sh_Qc%VG*DZZXrRK-kTmL(!OJ#NWSWbJ|CL6Z`Tj zJI`@abNcQa)n9KjQ_7itI!Wlb9t*eaFff@mI>6?nbduSh`ch?jeHK$4d$31UdEo6o zpPnIi%wTDzw;!E5v!qY<`mwF{%$nMj9%tT?+Jip*<~lp~>fqUlr{A~_W8UbFKlIT4 z>3^Z^Y0MVV^}^ox1lR`a(%;{_aN1kX1Bx01@YvRp81hBA@cMG1>6l)YyXgqlOVi;U zh>iSBUKF(J<|onH%!$`GRM`OUon46vQU9`I=P`AkRIl+hhOkwPs!7uF8|pV0I&J$z zilZJD$=5tk&=um}H3)~K4}^u>Nn{8$zs|3s_OzsQsQz{vtzM<@CwlQVS?)`ZIF&a{D@yd=k@fS&4y&9>vM$Oj8Sq$~?p*evwwx@L~k!c62uoSdy-*iSzt z+}vW=UfzYPW7gBAt*5`W4Nur1`Vv3}CB(_|j5H`Ga!Y~X?G>4rn$?xvV~KA?Dkr*o ztF2!+UUMz0E>3Nh16*B(70EOl{&VBagM%JrJ50Ev>jOxR>t$+N*`+Qbk}SvJ>TFvd ztHyS=UzBSfzE@n3q14BURLc(0C_ar_1chp0$Grsb;d)$~*`_9_gwcd5lkSOX6MrCa ze9L|Fq_#;8lj}xuZ}S7@+`c*t6h?FiL5AlW9d{}PoOD_6|5{@cDgvw1EvR^*l&J&bGJ zBWLflVG~Br{aD;qs?p@l6sPp(W6c@gR7n|oPO(r-sf3!$nMbEKY+p2^ut7wW1}LqzI}Ob z<5yGv7y-+OJ9AadisHtJM;xvxL>+(FrX|C=FZ$jPUe$b?75WE&;r>3IlZIPyh#w_z2Yf)n93%#rAsEei|vSq}mg)dCyAyiCXdf-$Lm z@E0#rcQf%jb_`dqne$8rj~vMYS?{@7ES3nmsV(=Vf_X_g`^70#Q23s&v_ie01J$bJ z-q5siL49L}#%=nH=i5FCM;rEDk5KB7A{wXPKG%jjY{t?lvwvF6xe`g3_@;HJlBf|x zcUZ3RFd9$I!f5Tppb=k~m$s$Dntw@SAt}2)auGv@1}?u;E*I!Lci?tx_=-?k%dB_> z7v(mq+*b=ZPHQDNc$~8|58KH!HqiwhK2z^Z%3Qi7-jG_}U~pFJZ760PoL`k+uT%DU z*;U<6vikM|-TiKw^y$|#6x@L#J<>G749lW7|qB1f(_Ax zS^mk3u@`PQB+sUm%%SK^T1ITr7|?%h(avQWAPH@0n(r|){~^`GCO1_~vXXykFY}wp z*M4?}pK@JQ(q{Ucs>-O=ZpzGif#`?-wTo$@PDmZIdcmMY3#(|K2#9WO3B961%!_{T z@xh!(iSRHPw3o@?k{Sg{5c|&b5AeuJryCo(g;{VvDQcJjTkd3LhjSMdZUm8imZQPG_)r}IU4}tE8$v^vNVTsd z81#Hg4E7UsXO0KdU4=SAbTQU47gA7!tQjO`>nuF7UHy9R)-wy{PjWR459DW>{uT~e(E+hENTBp z1qvZ;iNF~KGEIet27?8uR4lXYW%51|1jWhSMBHUJ^>|sh-+Fc%AYdB1lE?7X zJ8KB`>|;8_Fw#+SboNa3s@EvT#0LE8!BIZLrM1)W>Z&w{s957^^HC_GGl)&WC+@BW`{Fl835s8^Db}zU{w^ zq65(TmQQ@Cv~909+-|4ThD>Y1UlyZxS3-@3RxQ`vW{P|)G2_g%Nwg+h?|(F~@du~o zX9TBC$08AVOLR;@;rmIF;@HKp&Zd$mHh|YY^}~p8edzM)-XBV#t}+H|ZFrOKc<3#m zTG$sI4#AQzQ~L$iG~aQh0xo&Q#e>E>xcTZdXO}06Bq^uQ(I(&wCNIe+Vy-nsfC=xNrlb#|YGO6Qj`U)Xa04~k0*ZWoy5V6T=>k28gWIVpP?*ka}% zpdanr+aA4)>=jR0PO$9KJ$(4XfwsXpo7J+$K&pHMsblguyxMxP3#}tyWr*`F|GH>Y zkr7j$@DNPo(3XM&f$#2(i{JiCm$s$wbP!(k+Z3tRokY{JrPhr}#4eI9^I*3QzQ&$d z&({~$f+<3U_!R=+kFe8Go=H>=@0OT+;Z_EGg1mr78U|G8_I zC3Q)$-{PLnCLCT>E+xxqGe3F%jfxACR!~~Ws;5e6SzPr=bdFgURFH0)rEI|{Y~=l> z2Po`sd;c&`SB(gpZS(kc858g>OM-7<4$FH#4&xMsp94hXCNMNt@TQVE+5Gkr>eF(! zO1Z)Ha*4~>UGEolM;Zk8XMR3(_%&Yo>!nN~4^F+(lKcMvdf2Tky9N^uHQq<{bs^6U z4JVSQk<-u-{i?{A@rUWtfkX`^?;Lub=#@u4SenV+4Nb}jvFJW^oj4TuVPSgs^~vMA z1cfyVwB-)rN|NEP!EqJw@Mh6d!*M$h6ClgpKS^&T*8HuY4Pom88~5J*HyXpRuZ0fr zW_6#$K8Pufn4nCNOqKGbpp*K$B?bICf&L$AP|k~ih23$7Wt#K6IzYB2|NXx#GX7Yx z-rF7lcbN~AbT{<6kG8vgDACLDPe0)HWz?g7H@*JLJzf02n=y^}ICnpv1JTEY6u{PN?&@C1b<1iA;huX}mvtwQ1ME*^E@NmHIm5M5#ck0C zI*+FIsE!F36ALTRkMz0CFb48G*oyvi&Ix9vKYC$(Juz3!D>g)Z!2FVOkuRh(iDlEJ zQ>c!f36Kbp;s)=`6mu`R$<^Hs|5)!MJ;>bu7=OUbAZkB8Zqz@}76Lvrv7!8!+u7u> z!80ZT;B;+VDNSGM`XG+I-`iwiQME5{AzoJd(4jh3cnQ`JzokXvBv1@$Ev0aII8k^? z@)`||!aX(Y(oYS<&kfzGaMgoJ50~OO@9gp(4_`F8$JkFl`a_>5^^;P63IG&l-}VTrMdQqQ zc2{Zh(TWOn_asl85A>T6cOc(vhzXL`SL;YB7UKblvC~TLYAK&)I_VQ}g>L#7IL_MZRNl23mOPDeNKM@724rV_O0WRqykrp5n9IiIIp z)Elc&tz(Ll=0!JhF096x0rq>QHT}6*SEY8L=Hex=vIHA$Ap70M@vKuhKe%Q<%jOi> z`%|uLB^11vP!~?qh_QZvr&zilm_Q;5O!THW?KOLTJjNK-%AI~j54!n5i9!gU-{2Yx zE(d{!)Mx&J+J8Q;oM*K=HDjIr0XWv2Wb4xGn}@&EcKj9(Kr!}Q|7~U{jA0E8C*JE4Ee!nEErfZijOpEA=2aL_wgnx7jP;&7C* zkfN1_91^&aNc(i}9Zbe9s+^?CQu6eai`%A78AG^RAEM72(%9|Y&9Fu;ownHj#sc|u zT~*=BnPGfyPlIK95C+8k5N^gYx$#;}$hdcy;n{&fF69>-u=7L7!wy4AYN&c)pRGGF zBP|Os)2wC(#TyEiF|7|{Vm9-USUayDb#UnNv zR46;ks^Y}#Go4VHVL4^S7J37|iA(tVqDjsx@do zzv3P15U@?aqzni0CM|FFA|2QVT6oW3-%m*_>tCm@FcJv?{x<1n_H{J=E>e-5rEqew zm_d$StJBf{=ug(V{AuIelPk#-m-r)q?|0Rm zWZ!=5!ftYCz!@3S_1k}d3FsW^LoxEwPd)YTtV2)R?&01+CC4ZizdL^Zs%AOL9n3?L z+|H?~iXT#>!7ic|Xk{<|6y7%B+-0t7T(AN!apwVd1PLeIG8x+6Xu;jPcj;?{a~ve> zM!ybb;8P@(nFQ|HFYRbZt>0JMMhSS+)OC0Dc2=z;jucb?RIx(D`TdjoYC>We?Y|=> z!s98!Z3j-GZu=!U%+*1U(YhxHXVjl_nQOVG&BG^N4}`6s_l-A&M%eB*ZGz>9x~?M z^RRptk-)+!>T6fGe!J9~gGcA7J!K#u!V_s?b^8I?hiD;c%KNXK*v(A9YGwj$AsCOJBMe$>Q;Me zaPLRv$arl-z9#>jy(qBy@Kyw;&tkyHC4-(`VTC}nc^3T(Yl`bM=jEPbHp!z!;T`5K ze+ki?Jw(Bz^{&~m9*A+3xCmka|?9H-K9b>(4>Oi3z>2%v`8x4_p4ZrS`1x2oN{TbH7bv9Q$~+ zAhL#Uwz7uc=cw44!Xn^(x5s=j=(NjVIpX=f$~C7L58y}>{5t3`X50n3v*%)*9}*0j z1)D*1)gCn1=~*)JdwwEkGiT1pO^*DPk&ocpS62S-J_aVDe}E}2Ae3snSY7dVL1$5p(JD)8Mr*xZK?|R0DTy+O2#$WDPqQ0jgnQVvOA-xrj?Bm-3PYQp=oDGc7-!5Zc)`I1HUo-{sL9R7ay z@dN{SF|BHjlH2s~EO7~tyIr5~rqx>wY5Urric+Uw(?i8W+NnbdFuVYUW%4C&LZA0c zgDg`FWi($31{tN*?=p{0j#PyM<{PcMQBReQ0t>D#2e-fA0l}~r9 z)!{&bEa0T4`7_tC>gN3>kqg;pcUOV}F)Yi>D&={)LhZ7L&wp-Y8<%>%eJFuHK3=)C z`#w{PjDrgo!0o89{vezAD5rA~zbNesQ)Hp`Y3!{wU-u8|Y*ikm*wGiQ>35q3Dhh)0 zMz=bxKoM_DM3Cmgg2UDn3Pma=hXtmwjB*p{erk9MJ9>(IF|ilpW3kK);Q1EC7WC#Q z!VqsMYCprjTHy_JvUxFTK!)dIPh{|)Dnr;Xx1#It@9y70{1u2`Bu=&!lfbN==_Uwt zJ{)w>wNFd6Al{t#6u@Pgg$uX1DyFiM^9 z@Kq&trp8(OL)4wl{sTYsae3vp*RR%`p9;3#(O0QMH8?dyVzC6`zznY63>9@sq|ao{88s0pmga`|1r+%#@sbR7*>@Zf7P_+_kf=Id~!|6cO9z zcFUtxyr=c7yIj|0DVYIo@vLV3{vt0pxARR}*YIg8?_P-RKGfmWKLF2HtK#i{fa`w% z`-OMb)elYj^mZmC7`{=cJP1jn>g&3lN{YJf=*0crUjVAF79=?{BlOJ!UlYr$k!Y-`nKvGc7wfh^O1#A&KKh&~L$=oZq_;70fYQ61?c|V0Ka#5qX$Jbec-| zEvZ5Lu8uq=JaABH56MNnE7`ta+5WYJl$-jv<+)LotOJvmKf-{|z(p7*G-wF1PV5U< zV-D<1J*#S@TB{?|0G)Jn=BFFwlz&*$4}zPvrz7dVQ~yd7go_uqjplR7D_gET#Uh_; zS^_o(e2&h+spk6}0d*3!c`78__rww0!6IVI4TfLpma{~WyN+J6IIY5<{x5A4=mb2L0$IIv*mV=d~M3FwcT+iv%0GOK94&{?b zyzsn%609?1Gz&fr%Rb~*tC~)lg_2$+D=chLVb+W;d1sqVbH4K{TvaKmM_X%d@D-FK zgbWz)3aaYWf^vevIc}BBLR5H98xG&TC7Ne(&3wQ#Q-e#Lt8)U;YD3+>S<{rZyAmGT^EL$dKu5Tw zYGO|{O>oP`wLHl)3b>zj%AWCVUU|b1AJ{9hV#|80qPS33@y2gSSU#aH%+U$z+cQ^p zlXrcXbuNs;_j*VqN#3<Jt&Wxwo&DrEo)SJ{ zFEHSUz#GHC8hiv3hIe+llHf^_sxXPw-0F3)lin zN1t~YZ>B)GHVRdO4Ips3fgDK8g1t*8@hFm?Dvpe|TrqA&eUr~vHSMG;eyBeL;HS)V zShJW58sLX-Dod)ThOQSCzZoge)=?F-D9*=#LTzFc zi(d-Re?Z;Y%+V>7u;6Ib6 zfQPj$fi$`l)&tt#5*DANyQNcSGViCJ*ja@3_PkDVMJ)VqeYBz`79M_rgWgSm&V$K9 zN-WDETV|_W+c*PI1CmrCQmGNa(Poms6+a>twFIb^3>;<&n|zVW$}=5Awa!I z!xHhz;c%D7Ay$1i9NYdms|NddS^9wl^eGqp`FlEnCI&2ka+2GLC#Ed1 zs;Ilw{L>|zOLCL^9|Up@UlXX!tQiCMg}3;3CZp|G-_-I?XBrrorrl!fnsOWS#;e!R z^G=G;#Cv~tvX8SLnhg3?cif725cI3jGu+%o-E>*LiD+OT?0-8`G#d*#0s7i)_5RfuQUSn1!6nHO7`0ZHxJBVn(|yg(zP|P|{=< z`6L$TN$J5<8_XYO7bqy*j}JAL`UmhyN90$fo5*|RU+NrXf#%B|IdsU(r&wY%Mxdc~ zGRdNPVE#mu9*q7RNm>n`6LfD_vF%`b+9nb6Sgbx+dF%`5k-9xk@gbVu}-o1d`Bco!q|H$77bo zR#+4PWM(49FLzo$1N9K?v5aOBode~9{ibu`<9OZ3()AVkB9i1Kjv*0rG6IeEzytH{ zG0~(MhgnC)Xlv=Sqg3zwv3>b&k?2r^g#`oNv&>1Gs1YjLZbY7`ZQMfQ6e)cgm8htr zWigAhe6#SI_lLDAfs6Vj?jI8`ptgci;8d*yEG$=0pcBj;Z(1!RI@jM=Ol7iAlWx~@ z<@epBlj=aPMoeGE%AT`ZEG6uaS;|5z#)ZCE6bzC#f0!EpDPKkZu$P$<%CBcUL|kt) zLssowzhk#I{yAxyv^4_M-K_#Zqhp) zE|#)Ma<%e=VnD6}^n<3qDwa(NC=mKGh)>tG+$?g|cZ_L*e)KDzY)*mLEcK%%dk2s8K7>NzxIBEdCG&R1ekgV9B8A)8 zJ_mQIo3ewnRH!mLeI%P9D32Crl<3c_YO-!4bLg5R%FC0km<%3Fyud7Ct&*uUi*ysW zTOZlu=p`w32>f?PRBH`s){n$n$38*V33PLmyhLkm4%dor%rJxEI5E@=*vu7ago6p{ zgeSF@GE-S5%*>ejQ=-i`yJ~`P$;BYiU*aCZI^{~`?1&rtQvi*txx2G1j#gXY;0lSk zU?Gf<=)&!fCAU?r$b=q6v)IP^Hw}i1Yb-syhASYoxTZHPOG`c*9BNX3NwPk6YtSR_ z42Kz0Dz;AC;%;0yadb-Sx53Jh0P)XNmTSSgOG z*AtZ&!7k|3lhPlV-Y?hbJ}yl2B}hi;pH>rK)(tA60 zb?0JO0)0S)2_yF%ms$lZNh zofi>NVE?RkbQU>qDq_4|TciO!+vZD89BFNtjZ*_uMb#)l=9cX<-tRuS)@g{7z z_4Z1TP5YK9g8*F}WntxNmT(Hdt^)5#o3neq^j+Ws%O)14;dR}{QQlBNen)NBo~ZQ9 zXlQGYT3SWSk&SPOC-{P3dPNVnohP8vXJ~?TK4Qu9uqqMXZI;n%QvQ|L4o68@f?bPq zjH$0l+4cg3J!8;*URqH8M?H+Ci8m=}LJvxZrRI*@lhKM)+wWk6)&ulHO@J7p{l;o_ z%(O>t>S6l7vbFrEkl87E`tHTdWg)Wd z_AcL;TS%%e?9&#HW++#79x|nMpWj%lci`q2haa$2I9XxbX;%2eG2B%y9>F9Qbk;MT zJyrVzsw7}lQ#`8+M%QnY1L?A+Zo47>rhWIK)g^oA;@nwVXWqhMUcSXMX~BLb6U|=7 zwN`T#1H*-yuz;8t`rK&3q+M zFW*oSnB$)(N?FjhU=5#{)>&c`Qxt!$R0{hb1E8@Y9`f%1R!@5*$=&bot}uH!+#mCr z;eM!5XT1(l?i_Dc$r{&N`mY7Pv0|=0({4a2?&uXSeAr`nZGwrfb8~?i@byXi51qy} zpiUrHQHA@pes~%)!RBHe5xe{Fq~3eov41ou!M4m& zu&C-l!}Jb1fMF|!&5egasLP~Uo9egIpFf1oe4{DD&wR~Ds2iprSlFBEQ}x%FHPVhC z7DXgw)iWaCHUjMir8y_$C8LP^irkDR2 z^?KIAn^Y9IW4brpU_ELjDQF0-#om$Oz6otu#?Qvg#O4`aj3AACTl zs>@yXVpUUCJMSWkg)}@|DThc!h*GRG=qsoMkr+=JW~z{QrI3Jg>M47Pzt0_smOm~m zeZ3^f>rI^u2Gz4aoCk}VTCaiyMNNA#LRKPhgO5Qoj^PvbaUJ$=#~geVAK#x4nvc8* z#z~)z7x5Ff<{1b<&lUgHz1#kiev+Vb>6o?jfyAOFkH%v<0xdQ@h#y`J)oGLCYu4=QxDvOX4K5~wCmfi?(d~c^PbZu;MT@D9eTQu6cMR1 z(M5{SzOL4Ma2@gVW!A32BzyFsLT&U;E3+A?cu$n~d;5o82mby6gJ1$rKF?HDyh~52 zZ~ElOis`ex&vxAHFCpv0*YX&2Y(zMxl$qvvH`|uFoCbW``JfB zh0p^Nfqv9Vl4PT=1?*6lws+m_zjpm}&bE*XXZoWiuuCse?_u3pnoucQrOEb4ovU;F z_RbcZUPzIQ&hO`iv`7|djzDFo(}jyk&H$uU2A5CS-+>@%WLDf~Ekq4e5?@s&8}BDj zoMwoKDgGJ~Mo`c-K-d9g(th z<7QDt#5)DG794b0A7*h<4gLp;bpa&UmS?+5LDV1Bx6Ao#=!hVVt6b+O9C)*qm>U}& zY(W`&X>zt~hZaq%&bKWV1b)@2FD5cadF3uistGojSm=R4A6raGZ(Amf%OUj7z@YRv zA+UO%{sO4%B(cVA9xQ9reQ0Zdc89vnIEL*xeT-%c!4)XBjkI`=L+NohpFx53EnQ%% zd=kjLMKf!)75jIqh36EwnPb_Q{3`c8RIl(Um(4N_-rmUeN&mhNsjc$ z((2Z?q9^6I?svqh=@nP8fR0g$&fjt$<{Q-9&Vs!4pIm)Ck-_`SxL^p={HRqLn{4Cp z3w`N+h}G^g`nuG);LHU-)o-B$YK&oSSCjnR$9M>%*ie0SoYn zjHX(|rxZv;#4*?s|CHw41BawSHfP3uUoQX=i=dBqC z;eVJGJ}58thR{6Ou=M)FrX{pX{j=V~*H$qqIatQ7?IlBBG$nV^l-l{jii|Vw;;z;fSI_2+wl7^nGqxSs?cF{y zQh}z#I;*Y?KG}V-0X;w_ zR;0E+k=ytO7-blT1bGva#4YT%xhpAM(*6U;BxhafI7s<>5!^zmyVvQrim1k}ZES0| z0({PvNuJYJF0tOKP;{ilDSY-VX%Wav<@)15_vgFsRnqseBM=IdgKZ3f1U4RU@Fc08 zl~-{W24EU|p$qD0Mb3F<5b5o5g1jmJX9FsI)U@%Ed`68s3pmZ5M$S&eE)hdtVpr{i zv^%9b%=Z?h+tF6Br$f~-K&IG8ia;<;W=eVbBYvAG^g?msh~*T~63mC%jy2Z+v?ph& zvpp$d8g^pGN{^~z7P+l~1~XS61Uh3+(Z|*51tkiP!~a;^G?+MA!IIO`3a0N%`O2~n ztW#>c_ey<1&FKo1`SgrVG-SB)PF6J`mZzjhn{g{|5j}~&*_@VOx@wi7Wq2H+EyjR6 z%Yw~#1#|aTuXUCJ^WhPnR_!^Zb8?o*DKcJ=G7yQ-Wa=~#*5x+!3sJjI_1K&9!l7A0 z>I)WLtvh>4ByciVMv)*&;IBU~IUwn1*ch;AF_uiYulzV+)Y)Pl}amxMqI31d$qYgD!;!7<{hVG)r)HM`+ZD5ml3h z!laxx>CdGGbYm@XBx~N=Pb@E84M#Ij=01PAT{J%zpe6memV4F`CjmKpz8xG4-`HL( z@tN)nx2CRscaWW?f6v$}esA&N@A8pJ%_H?1h!Na%Gu%fu zb*bY+Ip1G+Ox7@qEWTHq z31pfHf9#-c)T2#(AnpP%D+66GK5nJ(jRr4alJ|vly+|u_fiuJX74>RyMYqksi^E69 zxb)EGZ(?N4AuyPdnn9b&i&5!E@17V9itH05wr`rgXtDKP3{1_Y`q(2RzcBYmW-y96 z6RX9a!8Ufd?hGv0B#`K03T6nqZD(hT4Z@i43)qBc8tlDBNdaZRZ!kz$yh-hw$DP-w z(v>^y$qS^h0JZo|;1)PAH&5;+Kx8rYIt%>7GZ+*p&j0v+y2Wo_y&B<^K#0qII33p?({j&`%mKJ z_m8y}O{B^{#K`2s)y{0xqxTdYKCkXCvH{(NPwEjbJ*T*B!5+w?ng)}+s$Y_7Ds11a z$&^Sm{{d>ik_JtMo8qa9yb!c#e7Mk4!-#89UvP1&bQyyT;7=~tpZ^6+ni5T^d|I*X z(>Q>N2FCWxHqSj2o%fil%Y7qxEu7wRa^%@JvcA9sn!3vE#e5SI43VmLpI6!f75Ip6 z_5sHz*+lO1fK(0dB-5qS@(QGJt7J*EcbmJ5nSlVxH@*iS&uk=n(NX}^|CROK!9NIQTF;M1 zv>Z+Hn@tHH=9(-J{{v7*>-kH!VvE&fh_%`~XSn3@Ql$pDN1;z4xdvFaQ&HQS%9$5K zw^g^ff3x*@Pq-)bKiqDRO2mWt#dbC99X<|@c0Vwtj1Q$L!PuO(*=)z5rs7PM)R2eVc^5>dSnRDYJz#z}k#(d$BHBh0KzXvY*CKsVBHqSLp%mIVEZZLMzTre-= z(I)FYh%yZfq7F@*0>#fHiATN-@fUw=!9;O+GmqDLo(t)_q1DzGB(smg-wQS zGb|`y6Fm}G2~wjJWErkE#-HDBhF$qjR`wo9-4T59`(A*OhFN@HX4T!Nrn4=6(g6*F ztn({H4x)9%ki5a5xR~goB1?khILe6yV$ZGie1sds=0`~P8ezPB{OcXYEOq^r8 zUOy?Rmr46_&_(#GSj$8UyfgR;9mOie@YH$tj+3lJYweeBAiP*ABU?*>;i*CgcT>}S zZfaO9&a<@5XZi8J=HTotT;J)>#?~PQ9LXbN*wf%Z(wXioO|3ujB`|5rr&*bonY&%# z+vOq@>Zw*+*99Y&>Jo!`;*5>`QgSgMS(k*2?YTVrz zWWTqvPO1NQu<$S_;T4m^b@gJuL7AvVvGPDcBamUbN|%At_ZdBCSLede5pt1Okc*YO*xjS@*e%$H6hmCZ@vy6&W*|g{v$kNJIlCICQd|9-Cr z#bIiGt?em3&&%4_P+Jpa{(H zbPsULq|UBOX5B6`7E1d>wTzQ`MlY!OIEO!-rCL$!;w4yTP}5}^+}E<;t->MmCSA)s1LpVS_tUj7ht=dyF5Ct+A?lcXh*XwEMX}haD-G{`0 z-Uop@ea8hwQFY)lM~(c}be)~QQJ3ym7e3j^|4pLHw8G{qJw<<~@RT}`#_NrP8xj=2 zk(C+hL=ZasMK+EF4|_R$%qD3Wm#kH;*c7GflrFOF2EG*An0R1O&effrojh9er*5Ol zk4jFAgfqH-+jadsb1n{}b@rK1e&QJo)rt>K8Mm|s)ef`&t5usddOlEz^>d3k<+wvO z(G>cqVM!Xj!nmhu8b&Slpyn1Ak)F*xby(=6ZC;xDsW|J}-A3nuI{lVeR zCrZhY_mFngVBI8}{Q3JuQDr^?9fluZ0YVCx`qQw&#BUEsi&q9D+A(y>E2UJDYmTiV zZ@T0+iH#728HPCrJ#gNQr_QD(4)ljwAs0f)r!=6oI?M534uFx%UdWtsg%u_ar)0fa z^_2A|PhhrFgWvBRJcz@iFLxQBmlgVtRFK6Gen_aSU@j$Ua3AVPJZjtpA&xB5>pqX8 zJ`S;eWdv1mleIP=zaz{3C$#VObrErZWoHl&D+$!Wom@F6rAnoNUKH{Uvvod}^~Ps> zg+9x+R=XPiwgk)B63|h=pE}kePQ%zYI3YQFjb?BGQWSGWU}J{&fzl$>B#t51W<1`e z3qZmj{gkkE#d5G@xCK@gezi7I*MGM|9R*wSSHTH`4zybuYMnXyZCgC@3mU7fw_ilK zd=?;8*D`KtZ)W5>Lkp@RV(Po*x~&D?Xim@M+ak3NKov|lM;VrF=`u50kC-n=nt{{m;&q;f6NHDeLhG-%DUtPZ7pzPRo8d1QaQg~p=J2JC6b7e&~< zt2{beL>dn{Z*gu=`dIh}Zii`bTk3Y)CPh>VltVo`w@yD;PLTmQM#Lnn5~9h;9zC3h z2pk5BK@rd(Z%QViuWcU9_aTpdQ9%^ORyU>V8NX*j`;{W}sk-;Ep@#nh}h zkGhsU@C1D)6?1Tqq`KYVIR6j^dB$_vJlO7|eM~$1;#epP43;RTzw*KYYFiAl{g%2U z#ToM~PYK52PUu*)PKP$Yq+b<@KuqJ9YHPzYgSz+7z9dz}dfxH6Rj)VLGQagaAOv~u zl43cb5OOT9!9h*b!J#_kA#hGOh~L-?~N=eLZVU`l;Db&^mqvJz#e0a zE#`7GT@5{UX8iSpPxxS5lNnAIN4$ct+LaLYRe{_U9NmLReY@By z6dUy$p4mJy77jj9rKZln&qp)e!d*yb#Y(`r0UAl^c7Kx+Ax&6H?q&8j+=kDJgFt(F z0VZ*2*aL@{DZnRK%JK0dp?MRq#T$W-J92#ij!oRFZaE0SC#W}2?8T5jjao-20X3Z) z$IXA>#f3{~ltcAspr;Kw!n+B%Tw_NYxKzk_s+oylebT9=izMh;3F5BMG}*M`b1N*F zm85^@E^dVJ)(NPu&K`D?rs1_IJRU)E-8KKPN_E6AQ^Vrb#G1&qfghYT6jn@pbzwH2 z@t}W!PpMl+JymvkL#w6sM?c=@g#De{kD72^P5~NEC$3oV>3Ie^^c>RHxdjRwszSvG zGOzC=SkeIn8&@Z%=TT1s3OuSp!Kmb9JqFKjzzdCVal#2|SuK{u@vNE5qFJdXbG&LZ zFpGc^Y*B{Urqa?3o_o&JXi|p&u1$~R)Q*!wXS~=^b)hDPB6PG?Fa7QS9cfVpX>|-Y5$c5ErcV#T7OP<=&ww`Gb0Ex~FS8n$Fs#~L9{HjiJ;qA_NOT=bzQr}4OdC18L!!x(4_t@nEGO&nv`xNaJ zTR-9$PgJ+;+FSuShb435eYN4X@6@l5b!xZ2rlhrh%{*nJ!?qvVSZH^#$|N`XSPGVs zi)YmZ1$ym(VV)}@KJA!XbZn&%L;rOB-~QC4_oDO(O;w&e#U)1yHr^mv;uDiuvP7Lo z^)NkrW|h@&9dFg(8k(V+EvZLFvS-1$Rf#FZOSH@3sy&2aEb>#hE{RKo%(%YRAdv@h zJS=nqg%_=CO6K6Iwu|@!iKG};t~~;C^mXSh{flAB>3ZZb@oMIgEl#^Zdqt4js;iLN zT_2I0nlHStK?)UwV2h3bLW{Jcs`(q*yJj_Zf+vPIOG&BpWRnULIfx_bNFnfgli~}F z<}l`fj)=R_C7g`jOj3qR0kE(<^tubod z^IsK#%|@r@(sqHbm6Kwmf9?dW&!#Aoii|XAj!eZ2bSPIsROZp3F?cT*<|b_dnX&<9QeJX+VjcxXyWQ7Dg15D`Lhuen06pGjL~z;)|GX z+OK{o#D3N&=h3nrm?#)RfSBIC07r5DtV4I-4wPl%^~|}#>h<5xQs^^pJadq`7`LZ) zV7PPAHCpvzZ6!|9#&sXc5X-95w^V0T$r{kNbQf4rZc1OUy#z?7re}@~%O+(%z9q%- z%HIi_`5aDrk0OIoGZ7)CVF=h2A`75WK`dV*Q5!#WYi!@ev2ft#dt-FBHPB(zv3AE+ zsoRv;I8l6=X;G5T65Dtz^r7GyHEHJ*=i_yUB{;vs;Vs!iXKIwj%;2jUQ4y z_)&+=c$H5Jrmmtu8gV=U)!??~yPGdQULdt8acU)P$i(VigWu~IQy_~NPX850o_~ig zwyym&ZTxgW6A2-TWr?J%BN9Z_7-R65J~w}S@J&*Ed7-bYTKW7mc-(o`ISE0$^ZWDB z{c7rs8~3+fSQt_ELWGVQ2y(ue0S?lQ1!$X*Iw}qq8C_&0>KIgpF$P6`XFT26cAGop z-L$hb5x2ebCO@bj+Mcdj>ozgZECdrt%dMc7JJ~FnTu+~z)5no$9mQq-sBS&q5Xrv( z8${Z4@x@3A6hjg@sM(@dJ$d@nL<*TCJ<6a20ZoDm7MBfvVT$BYrkYO$zA?P9j>oFr zQecZV5NwY;1%(6MS53xH;Qh$^4=DhH1w${7@X^nE~)ipH7ai)a}FVUc$LhWv7L`?ul(n{rQ9NRP(a8-4=(zZh-!^On`L49|27euXLKa9)kl)Lt@PUL4V42 zgcTfpeM8{pvD$%AYMBE#0e!wR<`Sf$t>S17RWwH>Q@&DXk5ZL5d4Dzuu1@`9P_UE!bZ;>02Qr4_N2e%m`t*BPMg zyvl=*9u$H0`z4R|bwqL}SyVK$b#D`OH_uz1i#Z%Z7|n zxL(OOS`^rUvA)gjeL0&!R>%H1GHYXYf=P92R}@R^E#u=F?7T{~6X@8yv#_5u5(wl` zV~8PX!|Law)2^8ZWkpp0OUgSV(ekEB=NAU>MtEpt6!{sC{DZVP=?)q6a&0lXbgKJI+3kwlwQ_}d--j=Z?`&_TQ0oT$0CipW6#1L~5f z(tM)O$GG}!k*aoYJtyjQu~2Yq@S4#h|X)k{F_RiDo(}! zuCgdHX4Qu)*_7yni^6P0>0z135F@I@^CU_jFxGcG8Ak{-g{#q-I+cUafs8oBzlhRT z;lv(9|E~XxNrEgVCAbQ!4Epz`TH4v&naKN_*F4Bh%;2_-g6= zRS?`5;x8pgZ0DyB@>IEK0>(pp0&Fm@k(~d2hyF7R7;es+H*x z+QCGGKYbWU9y>S5MQ|FH2lh*cw0h@w2cuVNi))Y1{-RTJx$GSC3-RUQb;6g-`cZ*l zxJPIFRCkPIx0SF4Qbe=Yle$A%zj#P6UzRy67L8p|yAg9q z;@IXvt(2=Tp7hm0+|>b?(`SqK^;OmkNH76g4)zU-#15%#bBEz%zG{)PF0DO9KE*0z zkRj3W7iRgCvuy&lai27#a0_!vr`E)KuuT%jcRir}FTG3B9FxB&6oNu2TqaZthC+t^7o_==akSxa0v zwQabzkN6`9z7jT7Qu*#7!FcbiqS{wf$RHK|!r}=H{^<6+fsf&D7ygIT$@br*PDW-% z`v09euQfGe3&&7>W^4CoZl>E5(4orWPYBmD8{p*|EX<3gT1BI#pBAhGS520#f1Wwy z8WLbeI7sj-9eG+h=DSW)#;7vLq{+b| z6*s8|x1#wQL~~lX0Y&a0f(w;^>&2rcm{I^WHAB zs#*ey_R1z`L%pOrDdQO00m|+y**bnRNwQ5x3irD0luD$Gyc)%sAP#i~(Fh(CQD*d8 zMY#xEwFZt@jJ+^k_ZEpWlMay=owzLPh791XJc?%0jd(Ikrq`%```Ia{FhCUZ*M5~h zAML++`GmDLw>~H$UZ$3YYI|{}%J_`oA6Atcb~OgaAyZ%n`p?3@?_=<#%;3+F$i=}A z$dFl8oY}1(D+AS&cUJeUs=IjJzln)tZ(7vVM_dS*iR}N1iCm+RopaTu31vmqS1>uzbZd`p6#lizHLd@# zN;NV6NxNiwclpd3cyIuK8=~CVJ|1@)C1CBxsLigQtBhptap!T|9-+PL) z&3U})TD4`Hy)VbhAqb{Kbc*w7SFi##p_&#@E^fY(I?j7`f4m$9(Xq{YXjxJ3t!!14 zy)yyU-q(0v2-bMdKs(;2AYJ%;7khkgD;+1I?Sia8!c)P114j^Y@O|zXtcd}L6_>NY zme}sGuGP@Fsrgr&QLEE!RdeI|khhfY-`6r;3dkJG!lgg>2|8qlU;G7X zfgdQ*+uDi^;nUsiOfs2_8;b7|>`&VBu38bX14p@)2PqDXxM+7|jEh>SENqaw&^bGL zRPyEiH#e~zt3GadhkxysER6=HpP+$C^>mBFLKrBDuEQ=$b`BV+`UC*Ui%At$W?%Jq z9$gff&a&TJjwMIiQfrwMWDJ<5J?S|-gA46_!bzQ#TF{_$7Jo8KeXq^J(g!^m(gfK} zyrF)LDi~Kv*atxa8zx);a+j`7g=15dSuE~S=b}-xTMmhqvHz#1j3bi7R1EI1uqS$* zga_#CY2R3^Vc#FBGG>|up1@rmP3;jNoQLB8Fu-XDILK@qnB?3K9AY{FT>K#c{46C1 z81HTAPtyx0p)sQm9%>45N7Eeg25q5)n_^{D9qv z0`wpziR)(xj@A)SEwgl0HLG&##S~e5!>Q=v3+H@aQ+J9Bz4dLd>c2yXXP)yN!I$I( zkF?IQ0_$VjGrh*VH%u3UywtX#ZW_xAUU+$VNk&P5bM(-$x-~aUAk1_;whWQah(K-^ zizU9gu6`yk$E_<*g^-S=)JlCwPDq}Kxht1qk5Wpx5`}4+Aq#PyvVu9_m2fp7yzR>#=WaviljKh2=Srg>pBcX-@d|8seKc^+ z8Hobw%fZ!_g$X+hpdVnL>RGZ8cY=Zn{|M|PcWw@`jc6p8>m{M1V??e{Q^bCg!S{^} zRWF^#nT(%zN4A%OI`h6X&5b_YtPaQn(VyE1KgPeKg>TdHwlq5$Wje+GNjw-N+dUpF zR-{Jvk^Q6UooQaJaYj9hBo?i??D5tDXRT;MWul;!d_|gLhzmk9ls{V)*plpk(L_`B zm}i|I`L*{^W*~f9A5xB*iQhnGt=3*IjXf4SBe*i9G4s71qe0U&7?-@YlCBlP6OfM0 z9Pgm5r)<Q+U8N}VpO#<9=WitQYzlI%K6pnI)k!*M zP@T3y?f!h)h0t+9IivUtLLDY$R)QR(3`w+=MA-0FGECG(hl$=*th@Y?r)srMwwG8k zzWHq3*7bqmUrFDL%nRI5LF!idF7_B~h28*HY2V=bR(nLQ2*Y91_msh-wa4qLLRA5g z-B!h!g^E&T+Necddp#_Z*7u?>s05hmf7p$Si^3u$BCR0gSf{>hf3l6%0^<`kVx#PW zSOj*m+d&>V0%Ymq3Mi6;+5%$PU0!Id^C+=$G18<2Q`y_dtKR`SB)_C?!@ZHFYAxGF zGUKTBV3lYA$ zU>+lV;HczrAmL1Yj?BNkdzymqqrJ&z05mcimvLPtGi6+S1~w5f4>d793z&?UnTm{S zet;e`U!4(C0*)RtC3zRyap=e|HP>E~%#gtqp2bj!tZg`)A;oJuGy^yd#%sI^He?8g zXDNzsn|mq(@fy!$IAJnZWzft8zR_TO)w`@cTmTzxi6{oo#AXlYy+^e1sT05b!9CjO z+_v{oB&6Tg>G2^wY(kIFsXHF+F7x^KXVDkX9z0Fw|3z+0{~dYA#LD!)kz2FYq|K%% z%JwT&TP5sJqWe86K_-y&yiEj}4oY;ipS)3OJxxc#!rJ#ojQI53oD!z?G-(!l(xIap z%PUK)5UKAU%J>^e(smbLqXsu|pEfC-UZ(Jbf~4ZVw6+OV2<c7}5KEbWW$pGdADdm| zw|Ag)N*484%beh4SRa!|^za#gSi2BJZ20+@OPU`T*;Z0PUVo70~k(PWhZM30=hf7TyDiUoTgo^h_FT^$8A&Y zx?XK1@6dKumaZMmDC93(-F5QDZMmD`(H>>5+nPnLi;CCoqKnKTsV7wuBK4jdP8P4e90Y8 zbx45q)yU>%Qp%SFT#U(?&nHe^hl)7vR@KfB{V^Mfu{y}edzV0wtIb$WFppT7VWwWr z&tCzePHJr#b2POs4|Z`uYDAOsQim?uQiopJJc+0H2Y?(VZo(yy`ebI+b=k~pV4Q)! z$5I-7&k#EMzW+?meV<>#Q;wpo3%|FPbw11$&2#Is0MN>N0 z$QX%K3SI_Zrjc4`k{ z;d2`TiRR#2(SoXo*U4)aVcV?97USjl09P4raAG zP}fL`OM&1z)YJp4~c{`eV_jGkm%LRI4kOuL*8s=1>XpNg$vR z(DSLsMh5d^%TWGChaNgnef^*}P}oZiLm^x7zo1syD(U}B6UryljA?d=Lh8+W`AapG ztiAxmkjBNwA&rGa!W$VCf-uIS3g7};HSvoc`SZ7Q{!YISx%@q2EUvuvSUZ^l(ruO9UOmk_at|EoU=*zji3=Nxqh%_te3R^~VDiG6iV#_y!0~{yd z1Yvbf!u7!n6vqdz?&@=J^{YZCDGCMb%SjsmAWt6vzzEj|5D%dTU^T!1creDeqt(`$ zM{HR-Vh6z3T>w>YPo*9E2H)K%#(*b2=EkspT>0MSt!;{+Rs+F^G(dbKA8;BPrdo`T zCXyD@D$Qy_Jlt>0wusJ^xQ~)RkVfJ`Mu{I}2;XFa&JZOy-e7xtv^+9VH1)(hDB4F} zyw0aMH`?Hd%0GHGicq-s zz%cADj20_%#W_Trz_sQUY{rfPSFFF}Shv)c?KYuvMmCXE=6oXZ%)cDRyu=BDDxZ38 zlTS8GuEf@is3I@-a1OGESc#7`#= z?Hh((4Zpd%emc;7NQ>H@`xP0BVC zU#k$^ifZ8Nf^EHmZ#Rwmmd@ZM{1n;}SjSI&TKY>I5r7j2ad?UQFDSXaN5$zDZYBJku3gYC=9h zSo+)wE(L`7rGz#kIU%k4H|AqJLb936-Ua_gbSOGmZcIVn{dIyESXuOpZ7uqE0+YNK zp2AsR4i1X1gl%7Bo}zOmn=Ws^yjwQEX|+n#?v|tDXh2qXZvLwC zEG?T{+O=?ZnoC^792tJEZK+-^KRCXA?yQcnf3OAbfsBBNdt!Ud`Y=)NnC~env ztmamBntW;Y^V2NTTCkOV?}1s@cdj8+fInOhoKN#w4+1M^egAQUb{x=elhq8`UTW1{soCrF zH5@|BrzU*W9FV6tFxZ&&xr9Ae5%c95 z(DRCIC8%6Tid7Un3Yy~ZASP*~%rfjIg+cF=QE3g9^#^HqJH;$IS8*Tnm`Vg`SUct3 z(;4<9A-(j3&Q*h~3OI(0>o>!F#8H8;PuYKf4ZdLJyA<1c&hxL_2P@l9RZ=aFERd{S z`u(xp{RVGeYg+pc0F3Fs+B#!r`oAh2o3*uVH$~CBcXbK>HHI-XOu>QcMH9z|YKq)$ z)qbmHgb_(G%#SGhdo{A7yNfuU&ViE5Kz9n4Q4$mB=*01AdEy|`^=24PZSXAHKpymg zO1Gkm&bLeB^Tnb~Vy`r;+|cH!ab&C%W?=96qoP7{gXjBs=i%u4dOJ+#8p)n;vitkv zcsF{ON~L9tLt2bs=gp`EEmGGOQjtI|`v`c^+K#3ql5}$JclojaL}`jtI{z+7BE92N zMM7K1NC93K>zGT0Xioyw|D{LthfgUZYQXqMXxs^fPSGmv`27;_swa3m13;=!%H{X8 z&e9~*am70(P980lMw6K*3-GyP(?{Fq?$Mi5@93Tffh<0);h}pF;B5cfp{Z-JYV45~ zAF!?K94K$vcN`bM9CKJ*02YA1`wj$v{s9C40ZIV?V2%%9Oyvv!V6PcqtnDk8B6fsh z`PYy0>cWJhx3akhh|~A=uPWoIxWP!ys zC7B#bxtg&7)_5a1xc~3gmWiN`+G^(q`zjt`#e9YrR%q6T*|N>&uEtKkE3-3ep3Je? z_Reexo(9d~Jf+W0^-3?3dX8$Lo%e4`qA;P@{>G=7YsNK!@-eOIJ@PDNi9M&ru&dUR za%(8)#pv?6`{US9E!2eZzV~ZOsDiq)DVX264bf6a16QV9OCon&z*KKGg7w@rh#t;$kh8mUBjADrPlYYjKj~*C>}6mw>U%yV2UK&-xp9uPY%4s$ ziG>H_Efl_-BTKiH_~iPX)3u|z_izE@?Zi33g~socty_t69lNP`HjMYo^3_uMHKUAr zrglm+)O3S&>YL54Qz2M7A)emi*~(M;JkoLs4iqneM~dEl8c_#)da7HsZ)c(o|7 z`QNg6fW@CWVByQy<;YsDq{QHhc16?1Z*EjMJi>UA22YK=Oax?;H^@4=%jJctq>c9G zCT?iskTrFsk#i;D=MSPQr?nflKWkD`<%8czD-Ddza2UrLH-|5ij)RMQNXix;>Rp2_ zVje^{K0oW6^NMZ>T+#+`U+w028`5Ai4_z_+fL|7@jAPxkuh=z?b{p0k;WjL%rbFo~ z$W-7aSD0C4iP;+j@=O?dQJ64QSC}wc(%yO#x{n#d#_y<=jO)4SfNXre(x~|yizI`tqjnW+W2UlJ}gw~4rJz}z&e%)0%Eq`vcq2>`D zGr;Um<1AY)cV*#2Kbovto_F|OoV@-C^@elKCHubHZ8AQn9#NLfy9}cu*f)6|<}GzY z=#@%c(n*i#K`;zo0aRXY0JpMwT1eN7yDTTc+B|Plsf2wq{8#((DKo9{JWU(c|K5A9 zl405L)nxpGrJ3r0)2%1dpa;A&_|V0MyCcXY1RhyIZO75&e@wuqHDn*sv?M*osARb^ zZTzf_dB}{gFZlwxgP*%PrxgdAofkIqZqvPJ;GJV$F&eEG0mhRL$B9|jXN%rfc`lHNIIX{Vqd`JuBk#6@U~onX2;Y*^@x{xqWZ`PY>$81+k$S` zJCala$!@0Fkq{yHoqD@sShXUxP|E{k)x5hpU9mnD)^WSV1@b`rmhrz*k2g&>q*F-3tS~92gQK%CkF$WyjF1sS%)qN+jO{u5%m>n(ac)-`;PgrH zJsttXvMzMGYz^==fB=j=o^#$bV%`HC5SgkUOJ)+aJH7)zRxcGJDDK+N&8MA-psWwO zw+~L+bxCidI~+-`hMo!hj9o^m+_g5^k@u`uI%xZ4=^y8ovy@{w+t=yvbHWNM9Bt%^ zfT+VBHQ0iN=G$_W6YJmJ^h@USWW&s^+bHp6G*PrjuYp3eb@sMTptKSLZWuniOWROG z@3h^1Dc>Xsl8RgH40(|BkMF59Uw0>T1U=8KnoP*^bv&1lG2>Ui(i7*_d#=pxXRpVO zGIPhi@0j-vR)^i6Avcy8^QKCryud5r_TPx@eRO4Y||8+eeO(fa%p!9tJg6X5Ju@GyGu8-2-4VSUMaf?8D zIOc#(MNI%&jT?M)JW#hh&piN!3SPvd zi3jKy<{7rajAlOLE*SH41i+I$!C?&%IACbQq@OKOQUZFA;SILXMi77%sANFY^kr9E z(#s6NUG*R+p)&AiZ%!Wkf9KBur*uojn)-#KgYD0r{9=ecP1GT~w~06M=*VDI0u*0h zhqfAQ^Gyg%1#7*N!ULI{}{LcV8^Zu9^ zVlXjn7bSP~f%r8>IeHc1h-*KVdOMvOu`7gf+oH?r43ynZgnaD>2Zwf->^sYVB~D`h_SxR ze?&fj4of4)kqKHbvbF^Yb{KZ}z&ci~RD^g5CWkHHNFmf8EQ1%TFlh49!PxzjB|=w( ze-5~fCZXEvEAKNZ?^2O+zyOY{@%~$pyaE1yV+ySO|9HnYjbOF+k88UF*l7+2+X7VD z7v9Z4#}0c`4JO7GL5*pftFWU`)|43cox~V$TiO>EveE?B8fyW=AKY2_Hye#D^9~{E zptib-`^V>(Hj>|HE(k*_i@u4SrGHk7f7VM3V0PbS_J0dseF4|I^5MT6qX^RmTs9K! z!(z*ea9WEc#u{OPW8bfQ*l@MPHFVEAu%>({K2wb)W@EF=?%-HC5}&Ef5_9CQbU5Se z8U}-iuEauH`S8W9G|%4m#d63$;tB~U{*H3U&-pIOuJ=U>#V;BkS=hO@d{Be%fD#GJ z(yD?}1}r|T9nu*SkXnzVK%PS?m>o^oActe0BWPcAfE+}r?a_9%cOc(1SY05!a8w;}cK;)I}sLl77m6xD2cN|A9A z6fxEeIh^<`LHpOocgW%ROil8bttvtL()k(%e>f-#lvzeZ<$y0kZbTQ4n%;D1QJN0u zUD}vUy4nl`s*HjtqYYf{pXS?&Xv|dYOv0yJxVleYsj;^zc*4Hy+ex0PmFXAX%17?g z{qx!HkFQ}!{Nm!jA+WUPzDJ20Ye~kZgo;i-kFC7`r5|n{{{dD1uMU;}r`_cL^q^!A z`acaT|AU%{m7f0p+U2ZPgH%#fZS7$odu>s!7_zkGBr&(Hu3pJ+R?(<>^dma(8{6wc z0K)_#nL;puSSJh$!W0C+G**%WX_9GPS=VU(`JilW_QloxT>arm{cT(E{G(>wdGWiV zY1{3r?i%blv;KKy>+6}@9qWh1lYs;QqR`q5y=t{VzigOY+NtZ-rmI&r@to~k0m1jV z7y2cM^4s9&YYa0yDSGcfNQWEEH>CYb`LSv+Pldt)72VqFJiEF3b2ygik=>=^z8a4d zT>z3KE=Tevc-OtxUvn3y=gCx5>gW)QA`i-l93 zCgn3kF{mt$I3YgmH0)8VkPj(O86Y^A95HOU)vdLaLRCWT`Y1=ODoSbiHGq0k|FfSD z2(>x~U|gi}oI3DR#7K}ttw07sUU&t(h$26c z7ADu6@ud<}f!fdD6OUz_Cs?QuBnlQZ3bwJFcq>pL9!*3kDl$Sm27!27qhPrN$dE6O z1v-D$W3*n#VEzwZ++ zOoxbyip<#%tmbTHba%T^N@0-H@5A7~|Mxjei;J>%v-B-+*+*V}Kb+W7nYc0M41T#R zd0$}B_qG3bn#xH0K8+SiH8`6t-uFjT9%xj4DM@~@?0jj;6dgK6o~oQ>iPInaSi)V= zXLc0gFnG8S4`D=DZdPtqVOHL-{IvW&iI_B>Opcl*-oyWZoZ^}28R?nx8SI&iB{@T) zTWq@IM9#51woGKnzyh*4Nkf#TR7H+f_=9pHSwp%Vk>+Me!-A*T{~?c6A(Nc0U^X5JXsr_5s?M1S&3qR>+~QJC{y*uKOKo+oE#)-1hp zcFOH!zwzW$$NlCh4c5>mcAL|sc91o+a~3>0lj~;bt^LqC#+JQ;^d=z_c_+s%M0*4; z_ibXRo9?aq&X36szIa9f-aPK94fq#c+cGIy*X$D&(r||T#}Pt=cpqCR0m#X7EjGHb z2(uXhj8LMU!BV?z?0SP{Z{TfyazLd1>0J=B`UK zd-ow-Wn&RTBadlNg5pBZV8aU{b{g4Rh`6KcT~QrbtZkG!jHs&!5Wr^%aX%9u8vdZyg!Clr>?~|--6kFFtdSo~*(3~Sj`fKf zJ2^eAk%83HXKJEZk!qoRC*$|ccy;`QN+DD$6Chehkd^2!D&l;Rg}J58#(ISXTq@UH z$J>m)L}{Ke#4;SD{PLXw+N|Bk?4cINo~gwjR}WVYeC2EaFzIh7Y2jh<<_AC@ksOSH zoy~8wnUVa7SCg*mU*v`Sy_-wdtB0#2OrK~B3|^)_QiCBpCJY!o0CRbP5{)1F zc(B%Cn-I!BvEU9T4apoe=18p|rhdfAa#wX(-ADoo-Bcbh1NLh~RH_ zW~;^a7z5AT(d&d;FuD%AyA$pvwIbWPdN0&e2i4c$?;({W~v_+|i1#n?g{4Q(NY<8Y??SmOvE7 zt1knwO?&oR3_84+-c&`ID=(X#Awvrp+celD?c!JShkB}P+Q9g(xExvvTRY&v^yqzL z?S!I~4eu#UNcgn5<~QJT8Q9Q$LV_EP>qz@YL*HS|o_;8h%7UbX63~`nwAMhGt0ZKf zXLNahuAxXs%dQB@t~T|>L@eMD@e5lSx^ZG8=@xSZs(aK&weq|lkqCzS&W0>V(1A5n z>;{)IO%BjR_iI7{i?I+JvJLFhFoN@SgCpexrXt!2)~x1de;1t;VCXW?7310`XQyxm|Ujd>BOv~iga za$KAq*((|#H-2I!Y#`p(2OHP(F3RgIOiaRK-Q_sgvA@Ka~F-I_iz7NlzX zD4&2LYPjw`NpQFBF}-H;oJ5|9a5$l@B&n=A!(3s2 zoG<{^euoy4e49aPR-sCuU6HY8Le4as1U%Yob0x7%YkQ~1Yv=rKHxqK$YGhYm{JX&0P;~;n;%ur0kE1sObJJ;O zKW7>bvoZ`)^Mt(~4U6g<<70-tW|Mbe8|-?hPI84+#kb{q`|&3X?1?Dw#QTlubqAyd79Q&0WN zE6zZcJHGEQSSucbBM`LYK5AcS8*}8sp&6qfQW2O=6>>Cj&m{ z)eLCM`uE@~75xJNw3l%Vc5+S)hk6o>h9tp!vFmB`X%j-xD^M>GFcLZqqC;%8mdSX4 z`+QIwi-^fEu@OUp3v2LqfHi|N8hnpPYw<>+Y_dwCnGEh@i7tcZROL0h=X$&BPr)>fd)O*la(uBR9yc5tDkm7_qVKE74}SvJce(qQ_QNVUN>&49q? zN&g!$GU3eglIaEGV?$B6I%PKWn?M<1lb--<$FdcR7g(Sjv#IGy42~hKSz2;7GY%VU z%8NU?Fh+~N;H>*;C_fCt1cF4+0bBG?nLww!`X06SnLwbU&5B9(thkKEgStTJK0$h> zH$ul#?s2S9(e#KGv{rJ$A*yE%o{cSPp6Lw)(;Zj~=Wf;Q7|(jQXRp)m{R6Py2;&zS zR!s)=_lN*7WVJ|#+8qd;95x#Im&B#>N8r*JKswezBs1zcN7kU7;#ZD-c{YjHV6C9f zLmhe~@*OibsMtOMGp4MFW*nGz6tAE>IRq6#sNs=>4|T>bvP+-;nkSeK*eroCTK?*s zOVdXvxEZbf&Q$#4jQ%Qdm;8I|kmLR!@;aQPr9L=4e9Ze)dc7Hq$ON`iOdm(Cc z@%1x!XC{0f!^zFUpj(!dLN@gXvNJ$_-F8gRK#b2V^51Vv@72*W?3@5zUG!bHuK~RN z7(yot@v+*|OLcaoHF<}(!WJ4*Y`=b6{R`Z$0GzJLK+OWqfzQNS^V%ZU5;hC0!wDjR z@hOcuhlDHQv{tTGwo7VsGFB2n#-qNIueB_i+!35bJYwe|qN6ux4A~`*(-E7*~8hoJ2pl8 z-uhV?ztyl~ia25FTm!bQ+xq=CqG(<1n}FTE2Ntn85X_F(-h5cHcB>rc!J0n2Uub*2 zfmypA7v0}J{%vD^!I6Dkiu9I!b=H16DKbqp^D6qZDAE)aNo0@E+oOmo(qU&%>)4kh zffuG}^5#*O(i-N~IBHPbvnS3e9;xFytsT0TwwZ)wLRjR{YMG4#3C0t4uNcq7*SX|# z$$VibXVPJ5P|vG@xO+usNcg zXraS<`0HD&M$UTv3wrKA93}5B*=`9|vGKP3`$5I^F0^=If71(L9fPh0eiF>kY#301 zp?{@`VJm-5z!`843ZRQ_m~U(v2*3|&LG1rZiT?G9Vr5{VU_r!pAG0rqgsiVTVWQM% z0LW&I$QVv=TB-=d4v|?zG%sT}#pOU~)K+l3;|gMmHgNDL^1d*AGvzS zZU!bbanRTa*%lZ{S486Ya+u=OO_LVqvDKSYPDibXHbEAm+<~+z>aAo%Nb`%k>2^44 zac)^*R>CWPt4Jc51UApT3s?+b5;7ZY6?}TBI5`Cy+}}(nlbCm8@E! zRtJk2Mc3$F>W!2T-2~jgaYn+#2J1f(hMbq0DJ{!pzxHC^|v%E%{W>FB$UmMpK!reI!^craA7+OWM;cxl)7T7}a-h9DE z?p)4xmT#0m;_#_{?Y&od{(#)Sm#OHwVaBF__On*^Zj8HrTBL#0B;!d>E+ecbk(=m+Ab0_2^FqjDYtIpm}}|Z9*a7> z3VX&APQ1>jDlN0;I&WUZ?wr$(CZQHhO+qUiG7bkP3YNqaU z=RPm~HD6)xz1HsP)vNoamnE;L6UX${M%PWkRZ_-cs~O4I$G-D7iVItdce6c2Ff2xm zgwKAZ8+c1TYb{J~3fdB;)CA$V%39JztqvaQIjl`xo$q2Xl_@I?A+f6DLe4}6R~pA= zYU18f)zV)GQnchH6l7%7l(Wbu)HUc( z3lB{|^XhXSe%<**qXkCSi6TJj=bfGMtEFw6_(!Y$crTf9`$J|N9M_{xtVy%+!TVIX zcAWV0iaA#+VX$XpC+C7f(y`y&Q{Kz@XvObi>%J2|iJgd?6~1>E7ljw9aAH?(lObTE z#1T|F1l3b<0a*Io5s}<*6P(M2;F|&KKxOe&FRwBfg`VHmzDwB_V4}^zW8s4(_|}?{Svm>rD*ovUCN>F z@oGuj&gR!zn{BIJRWjd+?f_KR^$>6CFoKB~g8eA`aq6cX#bj^E!K5f+$jwEjj3hP( zE)p~&jESVJ`T_0cPBzE(* zAc8Aj#KL6X>}yosX>J?WXc04#0M5*OdEbp0yk6eN)7SkQ=|^L?x7<|j9obXGfalmr zi0duf#hS*fsjms1)t7NC-*?{CoHTrB{9+G-htFfJHH@DUV+0V2hua3_E!HL>z|eW` zC@B4nyb=2AIfu%@yPDv~PsG~pLc)cw?53#w@jF}1#?NV+!`{nC>myz>^oC9TS8GsN zG`#Ws(Rgj*!_9K0qIf75PV_rUceIYjWzJWHDd)#vJL~;q+D_B!V5`@)qUWwk7<2>>V%g5BXSau_n@H!wWw&6RL9Z-+SVkQu{qq zw&6JR_mr$JeuS*}tb-=MPDx1}A7FnXY<7KcR0^r$<7MjYZf0=5cJD1?MBHwJ8>%<3 zyH+qjLJ<+(uiSSMpP;Iaci+i!6kSv%%&Q}_`gK}~oYiP8UTgXjtob%$&>@`}; z;EkmUx)K$wsF9*fBxodl%wPKB_Vkz9ZMo)}XhXBppCMb$LavQ(l{uA#*Yk4O=hi>lr5wJmNb!3dq#3Q* zOxEj)1-LVd z4e|aj{C)48_~GuS0YDvPgU6aa1p_?pLDMpQIe9zeUs$P@>(oLCCVv{9DBbZt*9H2q z^^*=1)k%t_LS}=EQGY@}!t_!W9tDK#n|}WoZk*=CI#h5gEM6OfaWRj2^9fp2NEFJK z4=DV`2T>{>XD(M>=gg1g4}8)+fm`P=t zF%|Dq+6eu|q=OqwZM6P`%Jj<>Zo3LvEe)y}iGY`bE~O+P%?72Iq=pU20j^2U5!eWJ zdx&a+rs!brW$)$c(a(9pdo3~J^TH!epOA1>au&1poSS@&Dbuy8X znQpzfRFG6CHiOX-5^xrGDPbY~T_i5gI&`uSFu-7`?5G^L?r_fYLYZSYh9J5x^+2Ymk%?30)ZTHZ{p;b*rGC3=@1pbpI3`mG#+OrUSZT^ z@Enj4Rk4K`mlNEr-Pt3o`G!z)ddn;gJ7Ur)bxQimzG=*YsH$;8*xemjf);B)+{(BO3hJ5yQYtugbEu*FcdyhBtI_sG?^puo|Jm!J#nY-k0Uy0 zZOql#a&9>cX~}|?nVhqh7=IJHK6tb@1`D0y{Ju{6{lmyHk=nSJeL9`xG5iL|?$vI0 z^xWCqso#wtT&DN`n#T1k)0F)AG14ogUBjjK`1$~7G=f$wWGqb(sY4N!jE*qC-M8$c zu+(3v>z`x&FrTE)n1<$DHl<0C81ARh3kD0L7>*De2K|8fpN;+fKY4s6`v0Yl`5*K6 zOw9i~kDsjusitVU((^0PvpH>JtE78%1EE=YlOqO2)3RD({y+`QZkLQ$0N6hc1hM6B z0|^nkxEMr`GC{!K2}BSS5UmOo%}z7b%O)AL&GV*N-s>jDuYlE`pVQ8@;g-jjw_Ki= zea{51NzWP29mgKWKM02-e}Mh{v~iocEhbk)S*mvtE9cCR#Vxikc!kcH#6OP``#-|= zkooVv=?KW6AwxpJZgEGaPh@u2oDJjed;%cck7<0Ux)SkF67R&gqQK8d5e3i%ARzMl z2-~RIXkJg|*&XpRgYj`aj^fuRo!+~ooE;+Mzt0AOp^rHqk9KFrQYm3CjHKw z&YsRCs_kRE0u{(vOURBXnnlQUQIR^Wk2g>r)G1eN5^CivlGCB0xmYYqMY73st7Vid zU?)P4D6~to94{le5Vi0|)SU6W-jlP(#Z-FR?j_X-W1!3y!|6{}e%=nbwO&NNvt z6_G`7SMx>|9kQWnr51=y?sq=fOqI%-!P@21EsyM7D2~M~0(A<<2HRfAyh}W$f~W#D zGCz^tt=vl()Z^2Oa*DCPtmqh{<3Ns!RVSIFz?vg&i z+s9NV-Mc?ONdpkVPNl*~RuJlkzzmS;v*i%N@yV4;%;4fl@AUJx#H9#s2#7$Wx1`0w zJ;OX9L-fMahp-Ri4S4R^>cheaQjlg5=7%H>)D2MTF>{+!!un6E2T5&)Ol?S74jf$( zI1ET=TM!JO{_rMal^O57COVkT52KS|DnLw^Ai@xzOuP$Ub?CocFB%`NWM zUP!~B73w49NMcDRIE?(vAo@@UjLcKzvzakRgY4q|aVnr|0u2r>D4ADZfC!UT{1(U2 ztV3s`AI8w}0h#7=q$R|6nB40eSZyL*n6Wtv1E%oId;)4ZVlMlFbk0I<8%JiPb{3DK z!h!L8=yZrdEkNK){1vQ}a|eF0nPIuYDl}ZR|?8;jojUe3U)o{Lcv#KPoCZWJl9{~D%N)4 zwH`TwqQaQv1};icP3|`pv2_teFV#Da$Mqx&=>a*|p;@iKfhyb)G%Dl-lwQ?>S{4k3 znt{_i)8fE7*ez%DSU}eFw5$qj+b;~bbhmX#G^$6i)yRz-r8WXy;jZ=M1k;H9^>Gn@ zsv0C{w6HK7*)F`52qSx*p7+yBbjAgx?ME`7nlZ0suG}>#*LfzUQ|gXRhU|YM0+N9Z zSK9D_w8?y9*jrieLU3+lfZB%0|yscT%B{pqql<7-LCHTvr^ku0MspiLT9(njR`IexgzUiRfuZ@BU1QoOPLEDS|;i(6FZx$b}=v6*-lm z#uP_m?N=}mV0cMC{-xj}ZPpW8Es3~-&au>H#WNzv=_n664~imxWG5^!Z!EaJ8}PpW z3%TP56gePDYWG9hzh=>pCkIA{hy1*w=L)OokTy~d!W)M>U?+hmxoit$vK#}CN)!p< zV|h1D2y7G@&XTiH<#hc*5bb}`4~SiF#YDh9j)A@M=5=?IV- z>))taFtB!jZzn^+sDn%DoI>c|$&w!6>ZGpGGB!pO_h8Qm!?+lT)P%nm$gwJZA7fi} zq|pTR8Yn<-*j_&~1G@++L&J>F!pO0f${mY#__C0U^3lj6k;Lh0UD@tC`PRzscTlUV0iDfSb4>s&(fEZS~N#QArN8vc4 zvW|0~18WH2bMOG81fnJ7mt_JkT90b@}3t45CaYlyFvG%Zd)jx|fy7kBU{nXxaJ53J&+{K2xW_E6Dwf=8%+Rc6 zQk$`}8##b&&>EaFi8CV7UR$_ivENn}g2v#{N(}LxBqCM7=xwIp*|s=m_Y0228kB%n z6h3J1nHtUH`cw#KYEjx8d>_R5JUG9yL6I(Qweo?==w0|O!n5qcuQ=pQaWds1na^H! zMq_B-;&W|$*>@4YJ%HWNVzCeI;#?UEFR|Lsl#^+6l1G22P`U&@;1&#o3|Sf$kv1fT z1_B^%3r$MefXdG!)V8*%wl_s2wcV|rU9dQUQWaztW;^F!)Fp0txOHVGV_8;OT7oC!)uK+1Z%^IrZt*tDlzC9Z}6P z@ewY3+zwjMla8!!b0)1}I>F6w=B0DE$1;GqDxrvQ-s#jbX7>KQpmzY2vt#w7ZO^^g zB1i)HT7#;{kotXUpgJwkE;$Sk#TE>s;mh_-auK z^Nj*N_Xly7{--pe>Tg)UV;9JxwmM3R#fQBMtvRoe?I^2T=3!jns{CXs!-dCGIR*ph z6_o-8YbpJ_k*NA(SY<tTyH;wHQbmXjxVrxd^%WDc&Z8-e`2^~RB zrFgEOwf76+Z~c-c7uKW_f->&-BMf&-7#ZPri_f!552WjfzpQCQwjUpin*2 zvpc3GWL!Iw*G4qK8d@>Xk>i}~P#7eU6c&*qWS--{Yiho~muj-x9>2pZA7UkXz`tMu zW%l_g*#n!lw6YiUYMVR#aDws!xl7@5E4^{%@XGYa)UVvZkV@z&sjYIP-8z{IiAIfV zcZdoD&%Uu@zrclfAo@K$=Nq{LYU9|Di(~44EXBXGzJAWo5|k2u4hAlyO>@gn}JQAzE&OkJ+HTOIYAs%sSqctZ3}* zyw&P-sE^W&dPzzxS!ZemctzS)s8rRApjOq~R`tpq$Zpml9`cNi!pE*r=I;WaQ3%u@ z?AxhO8m35ed`B9?spsPWgR8D$jiwzMraNZFz7rYPKe6J6uhg~Qc;O9VBiBFP;SX@) zvhC9?iY57bN%;JD83D*<5@Z*H;{(D%LUw<)vfxh&!RJ3^c?Dw&*P(0e8wa3W#dfbW zW~PsZI;bgA%6A0d^TKgTY40aT)Y8O4iJq8~7*f103=*9!F*J>O zwJ%tkd*g(u*?w&s4tIpPT41M8>_qY=41&V0pl&%k-@1P_l@1)bsCIEIJmPvu%rkyB zA6+=9Bbr4jI9awb;>9&ZWOCKCH#XMel~D%LGnS6lMnS3aX%zOLq0yqMhQ7q>P4(5< z!+^!Te@w*vGp3yQRuL})Ma%nen@q@pl!*kNsWamg|2fz5J=IsIydtk+Y*J#hA)>BX zyQTtC0dEhU$ez8`>-qckVG(sO_`~PRm!E&;YqxkTd{873ZOT};M|1-cXrJ(Hd z8@uSeLqm4*eNU~1veW}7uyMf&7R@{>L3Kt_GSlJTA67U%a&3VQCrbQ7&|Pas(0GRp zS*n$-ObEIxWl&RMXIWzzNr=`^j_zO_Ko{AihJR!+=Kkw=v>|X#L;d)0viE$kxGRY~ zXMol|s*o;vzMtGTMI)zgb)7j&ji)R`#H>}`>9e+$QA_k~AT~6~-1Em6n&-+A<}nT7H`3NIpQQZDhpmLn~&rf&SK6M;t?Nqwpb{VNoJg`Hya4n^)& zo8p?J!;3n!T`JphuxFjjCXc3bxazDa#;TLDpG`q?ei?V0T*NB<%C_6KlaF?5^^Q)W zZmrRLS7u`rR@9~9l7$}Q-%ZmkU8R|$X&cHd({=DGW4HY$$WMb-!nCoare)TZc0gx6 zqhpoI9GgM5VHm87E;(|&UJJ@P6(bvKBanH&esz;dL$UM<1$LH(u5$Nb=uf)XS-~D) zPjSJ9p@M4|H}+CBD$p~pU}`|EeSAPCzH*sS>6A0jn3aEsdS9ZU**(NGS5NWn+W|Pn z1#efk;7g?yE2f=R32r}?Dze1r>t+B)Z5>(&9h6ub>8|i;L;4b_h;5X&W36|FHbENV znftX@|1gv^kMkBCpwdCQ>6Z{r07IG9WHB^;5t7D!bkBwte?)#&reShIRr!NpX(vagAN7%n`X7c8+!RLb zB%rc7)mUr41tM#- z&othI*+O@nSykhv2+6P>LuaI7jG)&ap)TJj z#YPu3p>B*(pS8+EwJKt1qsvUEo>DQvYRtAbwt_{+FdSl27_&6i#hRjrU|}=6^Y1qt zRE6yiW2~S%i8_q>8T=OxFottP{_w)4Xv0{F!|biJScWIHB~259Dyob1IFPnbA34$z zbIq7-bYX^o@cn$$Hy#EqeXqzxohWpkL2%mSs!tUp$mbQa>2pvr6)^*8?JqJ`IZ<&GhH~@y z@uwuUHs2r2col{i-b?V;cEzZX24kq_5%}WFh?13zm_&4-8ciERQ+rE(lcFEz3?5>l zL5-r$ujp@|yck5lL^%Id25TQ!zyoAp?T0;)#!W_VCC$5*kBvS4k|Q;LvVM4uIVVV6 zM;CIt+l(MC=mmhqtO_A!Y`*DzE7dNWu)a-ZU#aVyE-R4HGzNg`*w*Bm0L;>9ql+}F z@Auigc34xF&e(i0Ox~Tg6RGHFjKkf{-MhdmxJ9Y0u(iF|Xnnc!ydt@?VOR1ocDxB3 z!mFYrtQrEzABUZTDVp)!t(Be<7Y{YA1-+)ljqxhY|6WAB2CYzn*T^9vquS#wjUnkk!AWm*ERuH`+r_n9{>v+8VPqESGDd!ya9E1;70D;VRM?ukFw2AhCrHnqHhD0*)cp#&v z@>I?it-9{+{9kP)T^R!N$nci1_mDdBKruV_eV11ynJe7lmwKd z(0y7k2?{{!;zrR^(1@?*3@k z(!`2K_D_|n;7Ji|!BWPDeU*j3IV3={A{38`pDN9u*!V*>?K|*!Y?RCZUB@k)YrC$t zmG60R@Sy6T>+^7%g$E0W3xo>zQIRyURa|$E!c23twC>#6?_iu=ORxZVMOnI`&h7}A zAClc}3tryXmcHMjn46oRi*C_MW%1d|2b##sKwVXQqvmY?5{nBlj2P+(V|WwA&HO}o z4~&|SRFcTXq&N*4jKXm;_N20EyuB_@o_!NA0?5sX6k#($#_5u0j@C-d-~-6|6)KFJ zrBDa(iD{T^ZUs_b@1n}4=3wOPFDjNC@-aIeWU=?((KIIt1Nvrr|4ax^8Bb#6OD|2Q z*U)qBhFVzrrO2j!b|6bXSd={i0_>9c5Y>G?lO1=rd3=%%@wyisFEG6Z_S4Q=!^!F0 zz2^mDQ(h-F-X~ChNhrRMq9)~XY=5)Zz1&=-(GEORU#fB@@*R{(NlAzYqtDd-p#b55 z$7|qnt;;*}6N~S^vTRc}bSbd4-u>obn!j0j_@zL%L9sUipsd{VfNRwXh}@#ydcc# zt>^kW0kUg>uggoAaPEk#B$nV{KFeV{M$xXeG466GI5c@+(M&>P)F0b-ki%)3qwYkWZDqi=9WgMplPd~(%#~HkwVup3LYvMGjo8mf*+jrf zON&R*9uk(p=d4!LYrD*lCDv?<-E2}>cN8<=UYNLiAbq?0ejzd&I$&=GSp#wCcGH(r zV5c^6z67ocPZ?+QWC}^38ud*jnXtMFRTe`XMf+FOz8TS6QK7CEpI;Lnj!GRi*p);~x2)phCoxzB?59QZ`$!;M?J z>inbykyB~vm`TZTNPn}xhQ*l12k~iCybyk5Vq20UfK>{^zvv1K2Z{=aX32ZIAjt!> zR?5F&+v)C*FMa7pf~~%k3}@*uS77Cczo%4K&JWxmZB!75KX7|&tB~f=qpxyME6Iup z?+So*)%|D@9sREi3YVVxNh-jdzv%G?xwnQ7iayNzq0O4&1*IzWUinz8haW=FcJD0>ubw*$9>i#OI|$6ck}g8Bg6VoPN%9*T{wgj zIlcP*m~7RQAtTV7xf3A||Kfv#s?=OGVKCpr>)op=Y=V^5ntX!&r}$H(ou~3#(Iyr( zv;0}7BgvDhDVPl*bk6&Tja{V^9%rtn1|t@dG6H!IX!3w{#1;Z38~l-98_SjD2HOkN zR*=?9&cWg*8L;4KhsA+7ncco{tp^*!QIOvaw#dwIkrDL^qfv#c!JY3281kFaOr9Pl zi+AG?1hqXA9#{UwcB9=O<&LZ5XTrzTYq;ds=*Jn4iLSYQ^NO}+;c;(r1s*vZ2!B@` z-+9LQEU~ehP{rO7=&v3BfuZ-dmA#EL#2DWP9n)s8jyBreHqk~1bsj`xsAD?^Om1Mw zr}jw|K`d-J`_EhFd<5W|CZfk$K=qStI0wiUC+scGpK-3wRD;S(56OM$r?up9-CAhy~e&P_a@mmy{^{&2SY4P8c;uTV5dSmq|F> zr!=`c9Z-P!1D8rZJs8$1tfyl|PQkMrEe+vf>VeZ?hDS$-hOcE9>@!siK0Z?uWwfAL z51^d#^-0&vRj=VM1S;MEi6PGyeZIAU-Pm55?l*$uZ~Am@WbwetRsKM>;Gxkh%_tSf z<`Y=wK~$K1?a2cvhvBp;`PjRDys)~EVGOt7HkUfKriD+IWSY{F$zW^Dsl`U$%!tO& zT>Q#s=JDRuv9AXtILJ1SJN0qHOkk+Rh{eb8(+;j z#@DOM>3G>Mnj{Iw=SEwoX~XyTlsokw>SsYa0gKnzw%VtzB##hw)X44`xZlNj{+J!4 z0f#T1A{`e{SfSdXJBaxolQLN;lk$#tDPYmyL`1p3*wH>v*sQmqr@_{HnEThG`Pn`{ zErN&&Bso{Jrh|WzB)p{y=Z<~2?t$#cKE5@N$|I&UY+Aj-SHBpQj%u}f?q;edTWTRX zlyA(8Sewz8N;z>Sk*R;h5eV@Mh&ZT8SiQPn?Vw0w)tM)Z<}~uP>HW12!SGHWlfE~DW!$@>~v3+$zt=p zUjs-3GX#-sRk_Zj>3e?$0VxZE!!0qXAook}z0aYe!W^~0hnU?;nd=HAD@!{M!xpaR zvf%k@tAW<+?C)c9e8U4q+hAYpcr;4}vv{aF_8kDDnxZq>WQx@&Vr#hFxf#xdCooZn z&pF-Cg%}<`W|hax3oZP@xdAUvR>X=TuZw9<3H5{uFBsk54=F|wN~LCy<%;D30!kGf zaVaSs9jN+otcB#ZsD~}E+*o#*`AMv80eF(%;hAR4w5&Ji@*LARG9%ek>S88Xhe%&3 z*CEf!2_gq{A+vKC()0zs zx96I_I`B+AGS2(wJK%SzuS*$&14{kMA29h`a`xam4U|0#;L9t#`p`ZN0|eN<7o%F} z!hmK{y)*2@YquDk=CEF#KS~$F+7xD7U!1dVDrh5{ki??6yvB@Mf9TF^Ltrx5`-s1f zbQ8i?as3{)eUXcHdiN1`-+$`FX)9Bk*2)IeO1F?sct}Ks%xz6e1EtC@l_R)FCtVrGpx|UBza0=NpIh(tL6gc7_SZ z)K~(hLYgv;bze^=T-j8{pekT2L27DB3fv*e;F;Bm>65nX0)Tz+BQ$oql8Yz&wvvnQ zP*2B-qX|d~mcv+SRbJLgLu-U`GjWnWgWg-Oy9>GyP8ogd7BM-fFLj%DS5HpiWHYP2RD1F<4=fCye&gs^FgssWRfy zjkwhHx-yTka&<=KJs`@9!gUYYco=5Xn3akbJv)@mm@#YYg&0{gjG0WN+k&e)LMiQ_ zdEaV3A4%?Gp2fn&0E;*V6-btem8S*`4fnpBmD$7ON3B~RV&HV(a=n<9CGEU@>x_gP ziGf`OUj(+>=<>y=uZJH5guvVI*EguXL5XEk)cvVN*0R|gKsi;Kk=jgfO4<>VgS9At z1P=C|$n9okb#^&(A2N^u&<8Q!oK1SK9LoVKcK1}L&=BJi!J>9o93|)lwiX&Zi@dDD zW3HTKZ!pIA$O7f;WU@HlqdtAJQ#*fb%*D>E%^2nsyeW$#Iq?rWrqa5Lv9Bw*y$8z& ztg{`$p<_Oy`uImiMLp=Uw$$T2$oU-koOw+K^Qw}dVvsjhBh*OgbTY}=ow4{~2aP}N zIq+<#pDqs=dt{p%!#^ybw2Hu{#1Q=ILw`97LkCxn=734HHCmb1Pd$F2i4W4&aYTD) zj^$0h*#%*Cc5c16-GS{!UB`{Yqc}hS$udwI_5t^blp*&9*ji5TPEUk3&JA$?YhWpO zHEdcwB$fQV81qa$LLQAEsYypEbphe=jTTd70rVtvCQTzkobO`7J}Eb(wIr;*Q)w|9 zS6cy97gYz5;E|(I$rmKwc*djHpZ|r5X8!*nJ7l2y7uC!I_5b9Ux@{yYdCDoOV)pvm zIm)Y0hQ6k)I5KW(L!*+ZtPgNlS4WUR@c`{Q!_l}0c+q+2<{+= zZ4->ebZ9nT8df#wxV92kZ^o!tI&)Nd-rVfRa=!!!Z1%FGvoq>GYWV*s?>_o z#1KKD3(T2%Sv-DRaeQb`!|l2Lj?ySLXf-|Q!o);vF-vEkv=L`TZ*;B=38sdD%r`Bf z8L!dAtcaW^HO+XeNn0c1sO6((Iz)G)S|V>C=*{R>{7HdZBpqxXM1It}w0qIY2sAoO-W+ z%V5vIp2nH+>ny?NQVnK3Xy19QyxdU4s21^7@$hg+oqHTjxv^n`4NuTf+TX^tC9hZA z?3^?YeI)++-BPoCoAk~zMzI@ui(jRXkhnquhFH95DM-^GR)#aEQo7K+D?t%|9lJarIidVBf zBD+ajgK(dB=4%3CB<}33k;+F8RhHLOmNe)wZ5rM>-i1Tk^J3zW*bTZ;P$O|FihV&< z?Y}ygSL}r2e)%`O;}57~p50sW*=QZOb``qWabLno)gp0s*rf%>(Si6BA$0@3rU(!C z#Nx|^{GS8Fg$)n4rJq!^`7#?9c-vq}9jTg>O~M=G>tD$8b;I^r!bdQm*n?2X(81xAs6dZu=K)X~!kB zANzGDpY8pzwYiZxFry_mskTGTxI(>qIOP#=y_40V^S+iX)4(fYzHXF zQcYZB#Eds!Us!PYJ%`oP*kPPTJX&WWTXdScCs)Vg23>N{9xSBYf0`-oH^y33X|%iN zdW|E!7y;ek$^{Y(dMcaNPN;*}O}BeJSzWEIsOobPO%H@0(r~Vg)39ZDmMYvtjbXZT zTo2gk--ovMQlA5R-HBdoIilu@#;NKBob8lG{!dX>Ft*=29)}ScknCDS|3Cqx{ z_*z>{AXl2XwIIa6{Ah|pIQvj(MD^<+nSna2%JmHv4HI^2F8P=G)Y+8Q{)T|U6PY3A zmL+F$1Em!}wrS_+-rLIWkYWi6tHwpJXf?f`=6YU4lDs0T%ILvAm<@g~Oc%v@*A z(HGH)7cX~|RBdXMfe2^SBG}_Q?K_NgYR2mj;_o!k0{q~`K;ZSvvR`|sydyl{Y>wZ*9FH zO`1f>ij?pqgFt4_f#h&hkSdZav#xivm;x0F{qVx`cHEnx!-zk3Z_sGA|1!ut5rPE3 z2Ad>lkQrT>PrmmBfh0YLT5*E+P}$V6UxzW0&oN%W%k8!?gKhf57=PBTcc7M5TH3bz zk47@&;;`61HT3ozdG9$pzvce^R#V++tif!r^k!Hx zb?WdHH|3H@IR~M{nI2vy4@+DxGEi9iSQ6gq)oVQd(NBEe&nn}%?Js^9FrEzD3mpo5 z1p!Co1IF!&>aKqY1V`@+gR*`NDLXrZWwr5jK3`b2L|g3vEB%ugmWy_8ZX6chD!L$Q zHwTgS^-o1jF;-`{#~L%@tqca*lh;>!%pYpGq@OjkM`=}E5Dm@X(cy1wr7NO)Kf4G5 z{1+UGmtF3R06x5&0Sf!9Khh@;0g6c1da(01^gc@ykMAPMO&Zu4@}G0Hx*?h*boaTG zm5Z{_!J+P~X6U7arUU!oAY$EuepukS>&9KZlBD00)zN@NQmjjkBy@JF4B;PHVJ|t5 z%OWB!#mJmE^=ORa#|x8No-E~HO!hp>E3yN`i2B3f zPb(s9)}B2a+{#!={PRfS-s~Efs3U{7JBt<|MC6Y;rSsM9I4;Yb$VIg#Vd-rQX=`T9 z8%6S!3;b9rMe^1TG;G61WQF1$QHZt?Cv=F%F1Dk2l1Gud7La^ie)8T(n{oaDXzcHIR2Lh7qXfPiTr+52rTI+@I8HQ z;nfh=znQ|(oV7`P3>Ujv8kTYzBPs22lC|JW!-T@qFYty92U!Rb&6>Kw=0_^8ppd() z1`2GV>YQyRT+(1=1tFA}GKxxrePri=_1V?|Td0Rj3YmK;94jiviQI?xhCv@6Ryg)- zlqL?JA@`wMRRzJmA0SkvVA%fx6#gUl=6^i1W@P!_aDt(cp1!`Gkx`Nz)cp&L>oVZ} zd3tt|m1z!ELYj73oa$e?FC0UlDVho)emZo}m#k!gP(z4HeZitvL0}l;o`VG9@_+(*h$Mo&5}L8P$Z;ESWsr zKg6=K44RMvC7ui=;{l};KED2TJiML`74A+BrQ^}#0p;^{%-1gk8vV%?T(lH5l*JVM z$rK#71Q9%^x0tTvFV#m+ zrPi6}jp0Y*0OW4$PaFA0d!2)hIIAd@rnsuIvMFTfU64&KxsLY^_wcoOW(Rx9OO57V z-ehgH{Fnb*r3~&t@*;JeGu6LJcOClJblbA{URpnHUmtYzXeV>9e{r(U)9>u>d3Y7h z{g+PP=SK)P#~Iq=gYa?B z`9Fc3wp_o(ARSEi2c^>$`k*)&cRHUq~Rn4^nRn z%KrWQ_T?uCR4D0r4@ZzeZ6>ttsh^@D7F8$HN5vqu*q&7}W z<@x=|Jgu%>KnW|6sC_%j>w8ioO@+eeui$i>ga7lqnExX#;D7wyS?O8-^Z2|KBrTET zk#jPc%&iO+u%N5gJhaX5Qi_y7Q1~P2o%NX!E4IVZrEEx4Nf-yWIHe1hDAq)?c=D>P z`HPpe`$gv?p#Ol{?~9<(fZ7)teD_Il{OLk!y4mu2ahP%Kxy>5hpI*SN`2S!`?u&%45a?;HUy!2WX=@Yr(7p`4}&;Y+PNOvab>3#J+;!Sd$-(vozk@ zQJrKb#_*+ zt}-(a(o;c{SPUzZ(C3ia9IOlF!$m}aOcT%3|5Yy2nJp)*fr>QnjetaE(RIb92x_1n z_k?T!pvqA(f>M^&f1{eDD^C+J)0(T3$S>$uYeFljKdN(w0u?5)f&oruGAu#npCwTF zVHI_!LK2&&bM{JrD4~-l=K1F=nN+ba0nO3h@H*R#WFdCcoD?J`yt)pxD4}l(bAT-2 zi#kwQkyN`xfwGdqTLL0}Ugrol*B)5yx#veY;cYkzl6JHO)JB8)yLd2>HUX=6Ma$c4 z`BRBwMUVHV*;nH+2yxex2VHm&P2EJnjOH1?Cn#suN``hc0<@bLn5QhKNQ2xgS!uG#^2;K_X zQrODKJ&loU4TK9L(b3|rwgwALztDzq#iXl5DEKRD%%kB&?9;j#wKzCk)7l3amXJZt zX>`^lBvsVO>(s6ukTjTzUa_LXn>7}f(7Y&9Fx|1Co`sxp}#P$IHk>f|89KQUe+@Kejt`v6-{0yD zGnO6hSa%32ar%U9t)U8zzK)J0|6~v$iGNd8s_ZCn%A3>~pFwc)J`nHZu_oqN;se@2 zFy-RJ>FG1_!mF5CtbIb)LNbW4{27T6up(}X5L!>|lhKhgQ1{=MX6?#}>d*Cu2S|d4 z0>%NO`4P{4)QV*YgD2K&ab;QQ1QCfMUEd-x6Ki$&!oQjB&PC{gtrb(XZzhYSpjC7C z*4E~}9c=?p7mO&22|FvWq=GGr?dC#okS~5ibnYexT7ml{n@Hv@PkR6c<->yKs@7UxM*Xs>e=JGDZ*BuQl2{Vt3 zcpY_aajurFP4i}#hig^}lOa6CuBct8hjvUU9Vel&PX7_#t5B}gIO?XvEnJNn-$w^E z5%-!)eIgqds~=-wlS7B3C1{6No331S9$(kXjmL2+ z2{ZTVI7eE%t1PvLGoHuZ=ZKU2{!^z^mFw*5*Oa2EC8hB{uFri1Yt~xTD7?2Ui%t zybIv@nTZJ~e9h?R=A-$<6zLM)JOqy+iq|OJXN>*_!8G3UZ1^EJR6NDsf4}f=nAa#g zfi9$qYa_ zRD7L-ql}D_;_HVa{(? zGg2qi7;RRIlf}@g>=q_ZD)+gE+(E=)SC%n!EJa_YV*WXH&D18(v z^!2&E*hRs>dpf=s(fH)3ZsjS>P5yjhlU2o_q>&fN z$3UJ*YkrhJp5SS@yXL*_*?GMxNXE>9vF*gS(;g?ig6cWCUROm`qeIK|&VsfLt413? zCb`?xAS#gS;~ z4|(-cedlEc;VLoE3!!qwH$_q{lzAb4+?uKgW(Sr=6z_*>=P+M!&AhQJ>U|rd38!O5<=TE7j@Us@IpZ z7{y2Ul7oYGTEJRh-dLcc#q7=Nsot_uH4aQ5U$%+=$beDsxmK}dz0z**@{*0Fp^)d zko@jM_SmaAVD$8G#8p!OJs>g}+v&#O#LLpJ<7w&U7)AMd?!yI6`}oP|xzTytE1w-| zlLGXsZWr-@%`4!=qm!t}v)5+6*F-O8(#&>AJWg@se60&Fa4dO*h|-?{37hBQENaTy zE~At3{O2ZF(jz`J(^BSU;i zA)#k+Wc;vuKT{L~aX|32>IC`cx(F?m`tG(G5GOagE9*1v*ThzgmRuR{wfqbpC>$4e zBVfRVQ&R`1v3OcFeU;58F!jX)*ooZb4;%@o@&%=~&)pBEKecqiMEN_eS@I}Du-#H8 zrQ)<|g7w&LE?C-2%-=X_rN1R>W2W0R?@LVL@i4 zt56TVoOeR^toa__oXMXMVST#@dm1|53;Ee`UxN#Ps7OCUxce2-9R&m8k%}B7;lBw_ z#ecV2%1Ky@-E*DjdsPw8EI1|3+t-Csh>aOF_zWXENVET~7eVpDeVKMdY~Uovt4 zUq1yZ9f56-HYo${1TJGY}@Z3rbWQzTBfM{$hdU_QE6lMPoXP| zllExcYJ7JW=S_oNBV{6~{sjKYtt&ZW8~yrcFX|+o=o`DbIo-=E9|(edXNSd`3j`7q zb?Z3ox!9sQR-#AR4)z}L(`*X^U~PfAv4IUeOZkNrM?1;bGFh!esHT}F?&S(EgW){k z93i&5^d&(-kA-Nmcp0xBO=yNgTq38~%h+f>ZicJI1OK%kfAGeFI#9esr_7*At_;1K zB#+p7Y!|-m9^3=8!z^3^3vQtXV}W?N=FXXnYg~MP2FO$`pYNMU;ht()A!nU?m}#)6 zAT-+EV&S9Qq1(fT(M6HdMIjmZY&EG4bhfM7p2d_*BoC;>QXazp*yE}Dgpw8&o7^{? zPQZy!gud?nhZ6Y}X@&nG)t;RnzeL{Eilg{l(Si3vTK7pgf^SY+Tfff?`9(3kChg2!xwO*CzEV-s###^}%szm;Q>MMi z#3Swr@M-+mJt@IImHivCw9)PMzn(Oz_TX0%OUI;y+k{Y2aC6(}ddsK1Mb*jjzMHz) zQd7QRvNayi3^eE$hVd=GP802LUzbcA?Awb4LB<6!tbD&Gos5=6*Bip^hCjA)G>x@6YJ_ zE^BuSvGQOEboo(Yp6V-%^)j@?NWjAp`%4$WgJ%E7AiB{ zOfQub7Z9ee{ex0Y{U zPJk4J#LOtHsY6qt>OI)L${H)PWj{*OuS*Fd*a@?dFI#vur8LH=NkG5g)+4YyP@*_! zz0`^!ebu;Shh7DWjMXIjdO75476yf4wur|(UxI;w+ zYsPw33gX(qm3%?ToJkxF)c@mr}3sW#NYf#KVhWI z%`oqLVp$r2_|O&Ulyglf#<-tHG)2$Fkf*Q@Z~E<%p$$zKibRWS>(<6Qb)8nbPFy$R zV>dU!tSIc|gJaKl2}*uP$BNxK@hb1@?k~4es;-BLD|7poZ9l}CZz?c%gUAn0iVwkI zwZCU#R{B=I;&@$udkgT_-eUa3R@ZLbZ`&0%y;it`|5FeSkvAy^wFWA)g=H{0Y-pL_ z0za)|1u{k+blkVQDZ-qH&zrmAy^z3rmBSu*{xy)z3s>6`&@yZ1W=W7JQ0iPRM8fMl zIp9@ZK=%0(j^&OjPudG97B;NMm`%qv*u0>t6Qa9KO)Js_AuJbnNXs6<%ar2Up3JNj z+_1J(2r3XZea&^PQ^bZ2TMyyEt-`$B)-$ z`AF39wDRR2u<)Pw%>Q*M!_D^>Zz<_`;Cl@dvhVAjR@pN=B@Jq7dAZrfpT>*cSeh56 z3>#~aOj+3F{V4TkOUSi($4R2`P6!JCh-Dpe!7Ha!l{;kgx zy*#g|7ll`VP%3d8Sl#yMVE^FoYR>N0; zGfg_6h3K~F)8IA&@wi}QlKRNx;Aa4juT}MtSM7!fK`L}{C>&8*P3Y;ofPsXP52(Qapymf$$cL&w z#Lu$k#L1W!4p63pS10m-K1G|0iOl^7MvX?%vdD!w+4IR)J^kwHGL>KkdicV=_thyG zjbM)>Jm{TC@jKA9&BcTuChw9YLn#|~eIL`5Ga4)WJiLcUzjC7)bQ|F#+#E-?mc|1g zS01FVyqdk2c)NgLc`x&Xo73O;stV23I5Shr3i!P0)j|~*UXCZSF1td&1(fm~8E~%s zJbjRgMsLg^_^|Sr&JCXul-oAcu7lwEgEUm`W9{eS8O{eXzxxY{3d2GZSpLPv)V=&1 zo$q`6euZkQsoNJmWX@Yz{3!@Z3S!g!^G>Td!IhuH-V8OkHyb7^27NN8-tLj$V4yCv zNgO*zAfOm3WRP9oIcob#)X7J5%_7)2>RTb5@st8|KfRR&3W|;v-FN&dBv^%jlWsE! zI3aba^?J?D#?Yj>_Cj3;zsx$#hV-rZ?!dRS&yat}%s)9Y{AWx%jR)3B|Eu~&SjzUa zFJY(qi}IE__S<|B509q27qy|Ue0)@ZvYNVX9Nz&IilzY0=U-ro7rLv<1a*3g3k zWhEEPJ^N&TI+{yB2RGPSsNY@XwUK6h7+UYm%aYW&-eoYCwP~xnxk>R9DRX&%ZBcPB z`ulnD{AZi5{_-dPiIj+R!*H7QxN?tUdm$x05{>vVCYk`RT@jD4UWZfG$BOQJ3>f76 zgO;!`Hol=le$)9obZ`QWN*(h(TlI^egg`>S{DYsS48YFM&A?qn%g8Cb+SR2q(bYA` z-&s%(;1n*B5~tDC=$@ROHjwQe?CMhQX6J1JaPqUObo18H(s1+Ey&4=+LmpQdS7a&s zFj+eUU}UVFUSMTqT~HWhnIB=5Z<(1@157XvsUpj>D6=prD5*J(OuSV)R~S{&4Dyn| zlHlLlBTP;IOvre%Tk@F@3QIl&K%iZI{gL>!F3-dM#{ClQ?~@(4*UAmIvFns;W=|$> zek&L?`f6Wm<_j|VhI+JD-BCQbjCrP=(vXQ(*Lvn3KfU`Ue0;g{bh>t`ONQ3&D-X4W z2tv?~xIb|@31l^JFJqekeJyqQq?m@)5dJqdTSIN+P+KGleCr%G-@)Eh8TlO>S&zN#KAtmmV zdmC@_C+L4eTtx2QRRe!yGyFV?I@;=nhU+%lQB?HtQ2N=_+D9Y z?Av%ssSaG2BwMi%HN(i@u%x7-%Hoy((|l+J{yiUZ`;px!dpZ84J&sY5`-$!a)GUww zKdS0*y+Uel^dwKTvmPSgXp67&_Vk+R5w^62lBdFxqr)#-Y-dS&I$HKwqkp+b-uNYXiZnz&!VUrKcm94(?0*tQ{&3=9 zRWY^IaC2Z)rsC#)@#JxFb)(|qVEZ@jJRBUHe1Db^PjvJ(Rt9kc){WRf+4u;qNnA9! z%kl)qi?!WiUCh|gNG4d#JUym#{4GX-9qE2aU`6~Mt&`sL;c06w|NHh5$bdRWcd9wA zD3l#4c*9O4Da$coz1ylt`jvg#hMs(PB#5!!&xl>Np$h?HHw*?CRDu|0s=n3F?uDqc z8w^2Wq$=T7Y>)3H%a>Cj-c9z}l%Um6-e6m>7>*2TBSG(;!`Oe#rV>&Y%J4p|8&807 zT}-wVKsy7ca>7=%kK!W~YeF*8*vEm4nupcON6%t`pB*_XBUX`5#5xL@CiAI&+ zy+S{Hoq%0Pt;nU?rwupy5#^j*>juu_`HFO1rI=rs_89j#^-MC&1%`YWHgY%^>5<** zceoM7`jbV3l$R5$4qLvkT*_wVSk0{*C?D%MgUqP6Zk2^n5W2mwJC<$46q4~Po#d6d z6+hizp9^59-E<%CUH>4qDbz~(dw}+tl})QT-`-5It8_}*_*+R-?F9n=YM%9Ao3LK_ zUHLZU@y7wNtPvl69M^Ht;qzI`A!hPrbeqq{TsL>dwB~0CnPI!0)URunxUs+A z)3`Ln8!QaXk+{^*wCPhDRgc#ihtHK4UO=p0g`q8Ih&T`&dvfY$YPneDE)^@EHfEo+ zk`Lul^5_%Psf2Bz$OEfcaG2_f)iu7RA^z?lm)=zV1L<<>goY0!}v|>?@o+) zOm|NP#p4MEb2WJ$QiLP$CgG%& z0252thuYKu{=i}WfZCZ8YL<>X&^Dlx@pzwsW@LiXS7>D08npp+n~)EG_cYv_n8D1c zeLiH@=+LFKi%>c}v3Lv8>icP>#sJtEO=1CH7E;lsW$C3t*&G)M7J6fi!9Iv@sigz$g=DAD%eH2GW(z_h zyfD3_zVy46J(Ck*x8FkB_uJuChc;Et^#mYawN9CT{o2yK^Z8cPKRsp`7JyS0QJ*&dCCKUrdtn`wa3IJ`d0tJ7@ zvR1v#SQLi8MFbLwsOYZsUD{NnKggpwEy!^GT)))Fm@4j?c^(%yHml_PZhs4Y5DKgW zvW)sYvvNdA#H&f?6$)CA4a23951&DorBTY}A?o$p_xb?#{#*{ii+$5o1EcMzw5yo( zuw}yl9>~~1m?dpzq|7aC5uW1`_GjG=K@^P(iHJ?peE~m^fTGNlo8q3ZUMrqu^M=Po z!2OL&t#g2nGwye1zUbuMv6&qaX7fvX9>pT03m&&-mgU2&cNJ&WtQ2d@)vvfDiMy{ zeM5k^f8Y_&Jh%yU4v&=#eU4t2eh4P%TwH@f0dz`yFts+R{yV)p6oiE|G08a3mNQ@m zjggmOfeD7PrUy(1K&xN9P)x`9Xh6M&A#rcXez6z@gGR@QuV4Oicfu{B==R=2NZ*}ma1WD;DlEo<$lzk=C z8H=nIg**X@LoUl{PCUn7ahr@H5EkF?noD%D5T@Pj7&n!;iV*6UxPSQU#Maj0cB&Ci z*OE?A+3H9hzG_fHQtkR9`Y5%vdOu-Uyu$@uHjEH{>bJJ!2qR7yJbGR%bJ!K>US?1}o@ zcLPIqa8^${mI)5&&iB{Mv9}*Ft$Cm;i_g9fL6p?+IaEmKH~A0AMn6~ZWrebdm{v`7 zzW?xR{s7`3U*aOAFLM|ob}+fL$z+dAVDX+Q-Oxs9cjv^v#blo-Nv_VBp4a&lrP z3j8P;Jg>O=07jfv8t0%QTvo){G6LA2E$aj4eD)SWM(Ppy*)s-@6`K73ZZD{sm z2D_%#WhC4>*n6_e;6Cl?J;GbXg!{d-mI)r^9*~^qC__T+2VfmO8m%^hN@EDImjhLF z{o~Im4@5@{36)vu<0U>UZyw2CMV;YH*gWO^LjEWbK+>*5pt0s#=mRfbRcr8POe!vS_fV1 zhCLqVo7X1|y>Y7n&tlQC)@`f4Ojd20@SaVYbcVJCa-IsUu8Xm@p<`;Z(Nlpei(GD} zrCYo6&e=r0sFvKm?cz}Gf?sxzaeC`n9sZu~KHi3)ior!$Hj$&+Exxo^tBdwU&H&QL zV`Jb*<#%-X*wngC~>R*tl)lc zObLs4nUMe>znan%C;o!SiH7V^=F)Hlo$#CfC7ULD?aO|M5L=9?F}$?$Mg`&;j~nRR z+7OS_39vcH#_(%UYcYa!7{z;pNnLe8^Vss9Qqqzy7AfAOaRYPTfK8t@x(;@izTkpP z5vJxM)@}vmNvyP4ux}?KTbiVcvYxRYS@g9L7T3V3pNsov$J5%Knc5PH8!AIo#}d^o zI9wd|e#D%fGQV-RZmC`a--M+$QY&oTi-ICTtuWW*nTnCVU*Gd|d2ooLubOoF*dw z^BX``4I3W|R6aIVZGHBaPjdkOE&BQkfMuB&c_(Q?9JUFXD+7E{)+~?zGQL*`t}9IX z3?KE`jJz$}P?EJvRWVBH%`UD4oy;gu;&SY8X9#ljldM^V`*HqnYmFkl zcF%{YYcI_+{<8*1Z14?iSTRneGUKw*wQv=+nAx=$klL44_Q*gM4qEWvBjoC4;^OAz UVquB;!k4k}qtekytH_}K7ukZR6aWAK

dv!Kt^zeVe)}a~7UJ5o&v1f!41 z7LxCV%3Ka#?gVzeaC5)VZz^ae`nc6ax^)`47)3IW;&B|G*S;jn+7(p-PQL@aKQkli z*lD_;uh7yCUAKSOY>si94q+Ucy4uBo?zde#SLuu%RBKC;TTv zz$7iIvw8^9GB#sO3b;ho|JjZCSAJ=gl&eSg<&gdvlwH24EzbU#GxjR_i#<$bdSUST*-MI($1I!-?4D;At*Y7;(6pdnh`g4prljK zEFBK%@(lK*D)Y>uaI{9NE?*8kdZ1xr%$vf#feJjrjP4LrzajvR*6k8WOb#M;CJUk?+_Fdtd0k7WU18it8HPBN_PJE`rEa z#@+|d!lfPDk7)moYIX`0*{>+@)le|S+vGUvG7@0#huz_`|1$&Y$Uz5y@%$M7k2Q62 zd6SW2Jwo1(YPnjG`DV*ijI7g!L4$8Y?q1c0SLQ(Sbm+SZqbInWP{S^5xH(w&9`lM# z?iSH60n&`619X2A7k#Q+-BDkMBCAejnLONkB*rK(^{u{E)7L~axSFw6%e@H1ceJ=g zZf-6R`nUeup)wn#gmvyRFNX79VA^^K!@LQ(yTOZt_Bw0o6lgVa?Kw)bVya^h^!chW zXfRJjOTBj{&MqsZW!GDsRV!A`5cvdV&z3ffSJ6<1lksgSzl_U)7z=8iL_d%7H78!y zXhcUq{t*#K61qg8l>BwB@&%@}jt#f)^z8<@zt+p9X9P**|PwnQ$3?0=x> zw3O?Kg$!4B99x1pzm&j$)kyPgVPtYtQ@Xesv%9EuzU?vUO~V%iPOU4IQOyM`On1QSaZwi*mBmeuCCQ=BJW3W6p8Kr2Go|c(rw887k&K!KPvZx z^j2r(>OMN5?%Ii0B>pOS#bdUk)93s{Dw#Hu zn`olJts^^j3KX+yD97<7hh3fG(&cv5rYqhb&?5!hq9R}kv zu;gh_U!%r4j>m*(b=5+@5o=fQ9S51~xO|t-6&)?(ZpaoIgX@1oZE<^J&7+^gWUvtn z_|aPt6!o=`myB_DT4AG1nZN9;A#3UwBd0ZHRga@sF;(VoOU2Y7LsZ0(+WX_h@0|&w z8nbeSJ&Y4PI-T%G;QCuy+($>~{0yYMf)PU!#xV$kP*Rsc|J5yg$8+E}ks2H5@+<~R zA6p7N-&3*I&Ig<$aE@PP6%`aAb5Zv{@-bsrM|Fmf45UHHFRrlp@7{(UA2{mmII?u; zfmsGGu7dFSk}IPlsEgJz_pjP96q)i0#kO1cI*Qdt)x1T4&nO7Jzi#V5<{9S)KkKH) z3Az847WZ)h{1%G2L^^bn@_QA%6#j_B{NW14BJ>?2sKLRh+5T(b?_S_F2>exb7g*68 z;akU!!*Q)}K`Le-*Zh9dLl>*xxcxqxy8IurVtF`M%rX?yQa5HIUWA#oO6T_ag`yf< z*O++3q}oQ74(L6kNqzRw$_Zs+Qf^Jn)|O#QY9B}q4r1dD1J}cW2URDIX4iEH-zj3; ziQw5>Vspqkij&;EQI)@*aJv7lzI^m*J^F!TC}jR%s=FyFDvFMdX8!Vg-khBR&03`s zaw`~*6MhMC0VckZ@cEFp55s_^P4FD3Erlx^@pJJxa14WX4$nvlkG>GS4D}A{+UN_q zb_J-%40^&RWDZU}YMUh`>nK7h^B{Seg-jkh@@2J|-*t8$pNEsnO_hn}k3ar6b?Vfg zfBwnmNf}o-cP~a0h#&ST^Y*OucOUJc%OWjH-y{HI3wwS5M;Ad|Wm9$zq9u_FF*QfZ z)5_Z|EE)$_#UKmd6bdd~AnOmZj?x0RCP#*L~BpM=fBg3V8n_-%F^hV$`fKceLvDqyT&-)}J_@X~taU1AZKCQxpOD``M>}EWB%^iwQJ$Rh3uB0 zLx)bDJh@#zkh2rKhEaXt+kLcys3qt=4*5;ucN+UHZ0(1AP=5+oZG*K7MlbIe107;p zg)Dguf#TCpaRcl+3jG!WrofRW$#;|xH+I6=PoT%UP?UzvTWu7JXbv0w_N{1417_)%=UAwLVvUM;j(V zO$pri*EshS6%}>l$dT&m=8ie@IVB~9+1}n$GoFoeBocu3)3cah&4=g zm!Wh{+UrKUt=+qK+uPe)T3X8Ga^^4dnc2d_d8M(^QMm4-4c3zrFG>DJtvtHl(W%h% z(Za$lAV-K#griS4s|?z>gIg>n4ibfRC+jGBvbMm5Z(zVWj5WWo3LQto1-Z0M1rKhLA_~MKE z_U-G_rw{X&`OIu-?@8+_;pRb_bTqL0XpL)RCGS4E#E^C5&{dj^=}itj+!V6FPCbfW zNtCRku&J-XEVz*ip<`qI-b))$B+%Bt=`e$5L(vHoDK$LDjvagX<(K7h)FNU2GM|qg zJ=)%r<{bd%C>(z#4BIBofs%B{*&}t|F%3vES}Sp%K;dz?@HKvRjzB@a0?{vuCF>|` zQkQ|HGdgoD7grf79;cOCV1o%6PQEGDLZh`DMru5)r0+i3df{YzWi~x+Em+#)1SHd5 zu|k7>cZfz7fUKh^VXD`q^)TQ&d_SQv3v1~`3<)y=VGrWeqe%1lNkd*$6a?Q3Wtnhe zmt=3y!h)tAx#Ap&9^~!>s4i+8TqWyB7>LqLIQSsuzqN6{4~h$Xs@ z$6u0c=n7d!osiq01Z&!Bm;{5YBf&G56H%zJ->O!N8jTZ=qeSFFxUxxP!y_1yGn6Wk zaoxumP5=*ABjuf`a9mf#V&`JLS-3F` zjXQ+i52xQ1P3hH^L%~s+bTozg_@ZRpM_W&jSwlq@J!c&Vm;?cLfu${E{Y}=9;H7b| zK*@=2uYy~zR@*bzf$uoesD^fa3NpXPlr*9sZ!f0hvvi=UWNetOTXjBU|08AhkvD>ImEmqS@+R3 z1`5;YA?t?RdW-!s`+tm5UNNrlQNUD1lLxFAnQS zAvvZZFac_dF=agYjzlB<2HkhbVeC}*ZDbvZc2IN*Ql5fA8&xbtU>wKb+1NKX6%K(o zi*WX1p_gGzDQa1H^rzZH?ju=8A>ig<9TvaLA@g%wkVe*#(1+SG*gXY$yaTRXm3P%u zL*@@CXlYuamO%QHxpRPJUz06Z$x7QsrCn*;wr$(CZQHDLrL9Wirfu7rtl!r?uc!N) z_h#acjD1g@y-%z-u~)2pFVs9A`p@5^)A?j47zm_}_@#W>U`Ey{15q4C{HZ1$xa7YSL`_kdVDU+u`fR=e>#nY@U~QTvjfsHNDp|*Q1Dq|M+N;gCTz+i8x#?&76pB2Hed*e2+yAp|L^vQ%Z#ET+F{)S zCV)-S9=cHO$?oe!>|V{!S0VS9TL6Q%eEk0$e<%JzWN#AR;Mvo}*#t&bbDnk@- zU-=~q&pP}5A)0sS`j`QlG**jCYKROlpWPGc+<+sG>39 zoHAX6-%iCiz6FqaZ80jN$v|>@7uhi~wT?wXU#v)@G|U*`t_q7Qk1kT^(tVgReD%Ys z7s=&S!gofDCuA83%i!o?#Fd|-$)Hnxklh_1B^@CZnQ|V8!d?*hv%M3WL+sPl8b~68 z%pq08_!qmob`QkcRM#4_iL;s9sgF^w`dZ$C-s;lnfyw=fnmH?6j*eb>md=?Gr**by zce>CIT`N;+icqRP!56mSyC23X)5eHxv4TE~%glRcz*GKiBtdc4SP>vw7dx?8242Ib zpVPNibX|tqBgk0*D>Y$Ck-yaez7@_m^R}}cUi;O2Gd}FE~gGT!q<^{7Z>i_t8EPg!vl6ZQ$ zDpbp$2`FunQ|G+?*~UCG<;Yzgm&#rtWCNX@JEX3hs6LE)l!_qmh#ShMQ{T$OqP)8X zCNU{4y4e#HH12<9O%BHgkoPFslrrrcN}<=BJj}Iy5e4XCcynxhhtb>Ki_Qs6Xjlo< z2nOH9WF)OPih}fM`-wi+)P7&ILhfY6-IJdfCZsTLun*CUn|}w)J?oNM#7JpeQcG}3 z&fmA*k6VS4#PU36-8Oa^&6fmo!@?R<+*EJc#TYjJGgnYLN}VJbyZn>J1S^JsL^g0z zcIO9?=*cO8A#Bhjsws^x$~|3FH(b=7vM{I&_XWYJ7}G9F1P5L^Z=5p<*Zo2|=J0_| z?0Wa1r;IFM$ozJELIxmH^?mfsn1@jlry6&ANukaqkap^1cKS1tn59NrSltOwgYZG0 zgaxIcv(ad62S;Gb z<$%?2mmNfaV6)mm^+T9W0qt}lE}F63;&IF7h@gb9zJRaxdV)U31Po08ff4TS%K9ZE zzb&KISm+K7r}e*jZghL?eM#Poq1i~gEq;tvJk-)wMQuMquI!S?)-x+^LN~Z97K6%O zwiunjRuL}506TmVhSmuE%43DFZd712G>j&K`C{C!9jCVsVV|qVCp|V7$A!G0#`YzW z%%cla{X=8KPw3u*e*2_NHkBRUz!+5xu_^5GQQ;0AlEWkiI5#$a=j4r|Cvzh-L)$wK zL?R3UN_19QoWh0KRj{YEb5w18V=NWKusoTDY!_&A;NR=7pnm8=V1u3fm{RK^4v&qz z%5HP#L%EsL$SW81@x;!5?EfwMb-+FUb^r2hhqdq8xQ-L30nPH}6JXfY-?d5kLxEkq z?k7r4Pz3c=moyX!S`)-%ZP1B8;HR8B8V}r}jgt6aP!koKXx~KOms(H>;swUskhD+d0=vIr0v1Ot*b(MD`>U$ zI&3!ax_T|G;7WsH2Hyh=n68$u=m-zo`#VL z2!0dU*V2lpo9mSax1zW9YUiFnnUNep2k|EA2oUPl5o4t-B@@|F>Z?))p#pSETg?ZWM#l>w0nVZ-t+_^G{<_6XMy7D?CvH#_2tz9$d!Y{fq@|S+ znzDcLV~7KNMy_1CkAEH8=st<>Q+a+Iv8Lai zQU{_r-t%h@W^|1NOs22%)$hp(0K1 zN zEQCcJDhvWt%ozQ)yWs(6*(KNR8Z4H{=}y0kpfV>U<^eMlz!Hq|kD@k$Q;D)f_@V2r z`Y*gdd)CD`xNn3lI=1f@eti3c^m>WWMw6FDX3YV~-@=$r@h=Vxy9|K+B4jg&$LljuBiv|-FSYR1 zBIj&NLfb=SBXbUnb_cF|9NiBO-Z;n#>4}$^-R`q1iMfd8v*#v&rbaVFCU{Fxo>o30 zQOaI1-f@aL;e1@L7|}E`{0-G7v&(@HS)=67ra>GY17g$mgDI>Q_&}us3S|X9__5RViB#G|u8<^qxcZ`=r2rl6>+UqD3{9Rp-I zD%*65FpiyAlXU&FxX-y|1wr1(4=?%GfnQ*~87JEYQAy2v6pZym!R!u|2oNxrzZ&)XH zG?}htoxi`_e1=Dg;Z zPd^`*cRZ}agy21t1lcAk?k?#<0k6B*6JK zULA#&6qlrZoeQxxujRavZSd$9E+d_Vhl9G-2_W}6H~jb73AbpEerer~88r2kmP_^y zfwXbWy)9fl$KB!=aryV{e8Z3W*oxnXU3>l0nI4?ZU&C)nRt@V69qf#6!BIM-{i0O_ zTGuG*T$cDpKTl_NkK`ER;{-#1Cd4UjH9*rAX7L7F6c8`B-#$vX!{CIU9)qGTdQo?J zl--9!pa+WMUhuJ)m;Dgw38P-dUsO_kWiIYPR8(7w>)a~%hfo?C`sh`8{XnPv!=rn6 zYd8)0=K=lmhtc3i0hOng+OJF&gNooqMeT(%g@UuE?{F<$<I$Zq>w!iB$D@%{ZLCL4*+Lkp+SKi#;2$RfQKzt-XFt<=qq5I#1L; zj!VuaPo}H5bXa65ltYr|NJBqK_M$?IOqK4?u|F@?UJv(HNt;&WH343|wre8N%A0m|E`(Ld_AX zv zK>=_xnpv27dY>P7KvV&?`Z8t8rcLym3l@iEK{-4J%8SJ4eV5w^w?u59Cw3@`%~6+2 z@6r}jMIoNLT8Q%6LD6|)_TeFYiAK1vVgrU(vRp#E@F^}vxcC0QL~L4oVLxGl8t?@V zhn0QED%mWLyCtXgvX9SZ+@HhtyC%D624$2Z$}5zloE`13m`#9i#D}e70uwW$u7hp! zw#p`sKyGcKf0?OBIp1Hv;R@hHxcbexF@6d5Lj0F+Sw84HPNUx@nerSorNa5dV1C15 zjbwfHe8M4Wie`8)kxwFSZD7+@2g(`Bva3s+NJq*B(RlY3+ODdvO~H9Tj2wtAO?_{G ztKsf)8Ei#`_Mp>iIifDX!hq-A2(b>_9)HD{QM7|8^c1;Jk>a&ekb=#IMpyOUbi1uM z&CU(rZRflDIqo!u7@?9(j~lvki`wLDJXC+&i9y;Pid!{>Y%RI z5Q9zxFybHCL5x;PEOSJ7Efh+^JjZ|!zp|9o`e$j2e5j9_??1@~`BBte>X_xLx7}?P zQ+Br-ts+fJN;QeU&J!Z+bXhDhkQSCGb{(SBh*H$Kl)Hp;-#+%!Bx_IfdwZ2^pONv} ztPULy+0Vv%i5~9&uv1T!_9L4`@qm+A2WT*;yf9K3>g~-#?c)u=EAjs5uOi%?6reR= zPwtfi1h_I?(a!D>6|Dh0)vZd-iQf!cu$f9jQU!WVdye>zXBl(NF}uUH!Q z!-Jjwu5G{N@JnUGEzWz>7!HBne9B6jClj!YsvH=h>oD&mG4Vi{qnk0oHCI!mZYe?;!p8{T-cihm$LgFFw(+D$DlmV zQ%&o~t(ZTBUbDf#v+L8;-H24*V#!-Ug1I>gT)M_fJ+vl89GF?zzUzlNNrq;zxK&!E zY+`^r2pwFF6&fbGy<=erXCTQc8hVKVkq+W%D&U=6+i)3SPnGn*sM&$bV5I=hpe%Zj z`)U&SnTCZ{l3`Or7mZW%SKtk!lc(jIfwmI^NnmfYvS0I*}F6!uXKkq;gbBk zOMwoD!4g;ei!aS~Z=L!|2n?gI-;^m*O%_x2U#;UFu$(;I`7gl|+og2stw)zT8shQd zqZUUpM9{Jam1Mg^6|b+cGkyPf{s`g$9i7vEVu@3?P?efk4ON`Ld!J~jVQj&Fq_7I_ zzZ;RU7*d6v>!|=)dR6>GU~Hta#g5R5{~)hl8~hPSr_%f!v~VY+2zzuqP!$l`+S zMbop#mEY5G6uT0ZkZ^UDra`HMK?RK~g?TQT?uL2#i^_eNcg+oexPXCf-s<&o03SL~ zMy%`+voA5~W6p;r4_QlNFUB*W#2r^IoD4rJpfDHeBE3PnI7t*$Op`|!)w`J6 z8|i*{*W9;R0lffKadAyWIjJbmK8ue$!O`0K$yCg$9h?RAl+Tlj;n(Kd@ip$eM&a+S z{bsOg!siwTL2nXPoE5E)>7aMp5`v8=k9wc8O_gv4aK1dqJ!-DW8t9Bv(JLu1 zQa6vva6EiOt$-fy0+7dQ`HX3oJR)vhw6U3iMmVti^N!=%KqDr}=T*mNI4l4Z%Aw#4 z3rST;K?6Z&vsSjEmjgiqIbGbECsj3)+N_-BF4lt8#lia-;g%*&x%o>?B;J3L1}LgX z*M@?k3;RW>T+S!gxZV5r`o;uQH5a87Sz)2DKrQCglWV&7Wm`ULgn2Z6ew)iGp$*)~ zZC=rdgKE}^dX$9?z;sHW?q%$@Hcit-iYe1C0 zQd|LtHK>?FDz#>7@?UrUb!AXn>mePT(Z-W6-a)z*=vPUix;z!-pY?n?KKM!7HH*U28!vaN(w8#pp=VIjunv6ju<)7{#Ln9M18Pyliib$nqJSvx` zho|Jn2u#RT>vGVA$CIZ7rmW?AX^1u4cE9a}o5|@m2oVfbDxr@Vu);@%?d_7yNyaBQ z9A+q_xx%riN?n=Bq5wZiD!>8NRn}$7kHO8UGgdiN(5sH`UbrN<)YSCf4);#wHjakT z@%r%!v_&nxkAtP-bbw>>!h^^*se(^xk9afT;d%Eo6KlP$pH&f8DpstqTUIN2s9x4N zDPDZ3fwTUyhocbC?{KGw1q#nn-pl6 z7eqs1Gvil2-rqVW&4=j#3!B^ByN+oH1LTeLmMGOliILdABqsTL?QiR2vYaH;fiHsm z+U0H<^K}~1PUgw?h4;r(Y&O=@;2GPdu3QxWl!h%)aQL{VxRs5O>p#iOrt1jy4>H#a z`tMI&7m-A4B6ll8@q^d6x0r)8zTNgUVJqzmxTmO96F9_=Hi`3wSM^TyMF8>q z4Kn7HctVaW!~E8RN~rV)S8shPh_uC~0JaSzMdNWojRDQZd3ED){n1&Z!I~Y()hyd{ zgK_=I2KMtdAD);5j8CRvvUU4_4zMh!Hrav!LksFe?xwWj?LMrXN z3C;(Y8Nb4UGUY`q-L;(A<6$w;B8w8*6If!$YvYQvK~fi8c!~**TTYv>Kib5=s!7gJ zSW1*zd|yvy7ew9xR*EPm#p^1tS?uCIwV~4nMJ4W;%se5xq&L1m>xQ{C9^x83Hb+Y6 zWd^r^vR979m`nMc;LOB<+ZL#Zq4j|oa6x(+R)$7={sLu%4@tJ^S3_sP-jxpoHwh98 z6r+8SyC{6mzK)ZHvdp*w)fj`%{XNFCX9JV|4Bw&)Hb9iO&Ly;px7QaKH3YL)hI?ZP zsP{4Ka_8&l%k=j<^b_3rm@o|ng|E^eep`oTEcb|=c8Y-3<)4AXXwrRUXNG7T>VV)B z;a{PeK3A^D1vevER$|6abY|l0zyebhw!p3Z5P_dwdXn}_DkZqoqe?d6i3_j9X$*^B zdFK1P)ZgUJ2)9AVS)=!BX;j|7F4r zT`s2=XqL@6KbojbC3Jnt-d0)pl;D1LWF%!%7&9dG zrqeKRhtDk1YsLWGJpjT3eOqjh`Zf|+Q?Z|{v9D1o5`wkcSyc#@ni(ywI05{MqppJ9u*&iukeT08kr^a% z=<%tkGwRjDug6BcnIHi*X{gU{=qA>$qgVePuv|=zqOE8cH}RlIwDl@%1lF>y~X!TgtiDo_@Q^Gdl{MNI?;e%`TSn0 z7g&OT8KL)t$!S6~+IOR_uM%fasC7GfgE>nFcTPKn8XSA|f{Y>L$ZjaLm4yYao>*$_ z@5$ZT3Y5zbZ%Q&daXxC3p6w9p$1+d8h>uZ@(8SwSzn0kGOLM@lJa5PEevX&(~+kb zDG+OY{@9tNr>GEOS-s4uM1nx_g>S79UwO;hJbBp^!2Hh6`=-q5J+-Worz}nUAv95} zTV*3&r=YzL`x)MvL-7gmb?ob-M_(!*o_-Z_S#FMgZlkh|i%6m1Q2rSe&-Kcn3y>$h zzNxo=9X^IV_zb657CE~5pcZ9V(}l|^j2I*PDH-MlI_V|!1<(z4&f!>cFtK*+z|`3MY(WCSN3BZ zEXxDsunn$0riA21zV(U51lf``g==B&fZ`|wEszkcy0ip)0HdIq>H~S}3K&Mm8Kxj& z%(7S);u9|PsMvaO4`Ftol7XJ=j6Ytx*^)`?BRnT()D8w{%I!<4_2IL0UX~dF)2x76 zrU%O_5wryNv=bV_E+}-h@5yhiz%C{unE>x{9)#H~5NDS6S7CAY-WOpbV>G@ZUa{1# zOoz$1DAfmTd`DLm#6DLEh?V$6Y~nQ8165NK2wyT-v+ATrwjFf#@GHS_*2Cj};63Mx zj#qJ_4{4}2xB4v{5t1mlF`V8=K9;1-;XQpBe|?iD{WMon)WAl!8mptE$f$t>kk1~S zf59EHV2P{c0}}ufDCYnAYv4Ca@6EavkVFg-Kmc*wlX*EZ_#vMgOaKvp0LJwcBf%1z zZIJYmMZ}K)N@#2blkxQr0+=mMB+#!5>Y`tB0^->ECiIHas*8T<(#uNoP$GC(x>XP= zVcm_H(ZVK!33L^v$#L;QITZjCvH=i&MjN3lD8oz?>r?DimXg+5XO|e{r)GJ&rV)%J z0@}HM6*=Ui#p$>StRx3jh_1GTj0sUO)k`pI4ym0k#}2u%RWo1KP4tUAggB>tJG zgaxV$@AD^US_7r%hbY1ql(Fd%$}d3tan3*f=Al03FFbxg{9m*q9RCS64v%K>&_4F} z;?;giyAuZ)KY|f1>77c2z#7JLDSNO z8=)=C4wS(w;?^;LmkgSovFc&+)vZJ>UzRQ!6$>CZ6+_smOG5f!|7QrQ>I6%^aOF)4 zh^Frp`d7HUR{K>!1E1f{+1T|GW-@&3{Gh`oBZ+ z_q9=een(BkHia^_F>-WrFxI#JJF+#ffcnWqKu_>@z{N!;Vs7PR>_8`CrSD`cWNc__ zWK1VzY-8$VM!>+v$jZY5^&eB+R+=<4ZC6=Pd^T&RS8=LL+z}}#dLHPVaNB^uI6wtM z*&viOM;k{{EZM8ib-Rhj(!`txADVB$e*oXI; z2lNuaSoDVnz4{4uC+xRxRG4h6m8;7Ej_%H`x1qPI(vjaDAs&UKx7I14Y7f?6O(K_b zFE{&(iyD-X&=y?FY!3fCX~W6QOMNA>m`#H|&_U7YwB%Yt-mjQ~j_n zW`agjUEJJ&MHYhG9|wC=sR93y${L%}Ek3@%dc1hVu#mZVAv0WRcfVEwlw!Nka0Zvc z6Y33p0-n)z34v5*0A{_J2ORGH`=}A}Q}fuff1&ipq|7i@vI{AXeX!>wD4jppn#L)L z`M_K$+q$-UgK6jG;l4Q}Hd$)&S-?XY0P8Z(sPPTHTD^5u5y_-Fh6HoFX5r+QH(kK9 zN$*CFap_^H9r8)EH}dMC(8~t9%enz&tKLr;FI}R)l!4!`atuEPhY?QRWvl}R?Qrm@p_xCsc zlyN;Kjn>^aiEp5LnR{mue|+=`wpy3;^%o_7o4i(?5fr^&D5KP66cz&`6Rhjk2`+{8 zLqKZ?eVRFQ${fn{HfcCp+kg+yY13fb&hLP>|I^KGefKN5gRbd2}d~y&v1&Ct4 zkTwhiym49ZD zn*r^dwBktfK41+9@-Ad|43hCFX;7V-q%(^Z3G-yNW|+rUvlfiP zuCbo?CnazZ2i<~o9-V-8?QX2GP)B_M$ZZ!pwn-2}*&nWt5~)>)FWVAFM)QiiI7rU@ zlgLM+-?aL5&VJ%=N0fA4NQq2)I&8V>Pcj#N+O!H3V)I#iWi55AcAt zQTySr$GutejRlsl7pB4!DPIc69ic!s4Jm@B`4PGq&S2baj*KOKD-CCxVI4=WgO*^*SyeaO(j6+H zmnpyI4dUQna7f#0awVFl9gKIE?oWkvT7Z(C*+dc9Q9?@nH5q~`wfgPPzF>bVV5lUw z%gQT%9r;gk@oMYp75K0!2Z`PtEelL*Gg3-sUN54Sx$Jp42_YL3+Zm_%C~CcVARLX~ zDGRd_8+&M%X8225t5hQ5#=anq!@=rYa>~|2P|f8aFPO}uLL5^rvd;JXhaH|_O%Ky_-H2r{i+@F!&03NedNsHzoBBO{p_HmVH2%+d5-aPh z1&U>vG7jd9n^tYU%Rk1KyDroznm1}{H*CQq3{Lox2EWG=hAF7S^Iz3&q7=^cDoztk z;(57LsxAvns1LM#08y!|_$)2si3h*PQ?Re~rc5Yc7W03RXJdq;PAREw^K|%%xjz2+ zF<$>fs1x$a7To+)n4bIb%ReV5x4_7b-QWiJP#>gxtFb)xFg#@DMh_%VmP!1yKbA4F zDh%+9XO$O>bLRtFy~4yW2CsGW=>(UtfqoYr`^3{FhXd{Xo!5>KgheSk zy8xG=mQv~n3dy5=sFR~L(5N2sd-GBoWnC;-WeNQhb>`8jw-dyzBG>K3;8Lil069^* zJLaFupM9Xr`P*bQ4@=Pgy`K+kETRF*sRp^>*%TL%-l2IO`un?Khn>pHsf{@P>We^f z^ZPZI6|-;4gp>$5nkXiY$A~32#0s0l0ugWT6H_q-SJhXMsW)ZBdNp}GfmH)w_7p~Z zgL-P<0d-IJ?aYoFMU&s3%-#RMm7D~`2hcos!%lf}su9CZ* zF`b&MfrYW56P=>7fz#j5;@0}6#&oLYMqizmg`Sm8%-G!2%!z=JnVnA1*2>mF(N5pc zm`=#p#oW+X)Ir~!PQcvBQO?*w(AL_{*2dVz35t#GU;SH7-@)4P>oNcR1_HK!t>j3+ z@OR*BZR7aQljIzXjm!<5Y#j)G^6>n>>j9{rEUYa5RS%r6dCDm*;`UrObO;FbvOE!# zOPEE4tK;{aR4}*{7WO7%SU2$$gk!Z|`!66xEokUrU`i?PtXKz#$%iGA@+)L#3+)tA z#t_=8Gn1=u!dmb_E7$SOla9EcGc*mEgI?5vBwjwodNX()IK0_S{iX_35c*#>|KY#@ z=0vA`0!)WgIr5Dz0KGR7LI?EABX*QU-<-s+PbAwo^U|M_E4zzd5z)8@2eEOYN|W2) zMnoQ*2?Iy&!mZl4#Us>C2fkpj)}9-q@5p%MXi`%qgcDo4IdjEj9dhC&XUy}+hVQTS~ z*R_sS9zn7fyqr^zb&5!8;}A?s3m{1(($UkSRfs#pP6zEnty>hZ9}mmsN+Pd_tlfk0 z<`>D0b-l&TwGaHz&BrQt{r9+>Iq4#Wg@4)?LDK1Z`cxd|48}Je7XPWxn0?aIidt^f zr`PnHO<24N*a2@UD3zF7E~uGw>4|LYa(FYj`WLc)e?S;y@>)77Jsd&TDc16D8CSgmsdXL#>JutabhI{7DN=W-bTE~7S ztF!FBBPMnY`Qt7s)rK3ksXwxDcb^^y-js> zV90teRbBq1)%nD7q{b-KR>tBjzh>pd*8XwTHd05KbH|X+R#$qe%lF#PcIv*<{O;KYCM` zYPICyO{ME^;B8?d(^^jmop}KrPto-@e{}QlKfHRm;-$c@+~9PxIg2|a@F}NC6QtN3 zVg~kFcbX46KU$g=AMaHuv2}j*QuWS1zW)j(?T!55h6>Ndk+%w%xgvtp$%UcyXnR0W zjrq}c8jY%`Th7Vyb$fl&<2xnOm0}H!xSwheRAxq%;uz%LhvX)=eQqP|V?oj(spBk6 zv3jkxZwb@v?RRgLhXgd9{$25M-bQ(jQ#J%${EG6}^AudCh`qMDS-@E93AjTnV6mL% zPQQ`d2 z!>>JV^If~;DB-^VSvnTxvR@JXs^*R)9=-Coo3MHL*j4=t4_B>?K`VQ@|L+jfiAf6= z8-gxj>z;qS9WhY{3;Jt}n!;1n<}{@47C)YB=%-5ag}(oEC}W>?Kg#bb>=!51rzFb9 z3%tJpU^0+=1WRXiiUp;<4is+!8W_J&q#mkv2ITD8Rwh8yj<#EE$%gBn#g26^?Tl<%gwMH~h9RQpW|!S3Q?i-;PDqSiMaM z{O2B}s6}*Mj_w$b92coX)G0dO!LYF1YqIx^;jnJ|3*$ew<`q|?n$izsQGpINPsFbh zBG%b87$1TSTwX~m>2Q$hMTP95ls1iQ<5&fvn|(NQUi{Zy>-cx>zignvf&UNG@}E=w zPb?J=-ceAsfmyl!*Z@eP(gg1ilhoNT6-mWSSJ^o*4%srSJ*1w^Yf5R+kZ2wVz|ID@lL3mqjR;oSON2(1LSmoHXYclr zmewsk_N2G<6!)8P%0_$YZj)mkI{>GG1@~W>-{jVF~@fC@yNmbM*66DO!kLuu&VU?*<`K8 z>|ocS3p>;8wJ)a`5mCXVUiwV3M|!-ck*i~|rf|puuUoFHO~7=N8|PS|FgTBI0j*}3s#sWq;!F@yc)l}`b5|%D`WTLD6`@>MD*svG zR8;^>H=Jsb&&F8vp~l;RT)R$qQ-8Cj*&bZzfiLyXEBN{Z!&U6sJVX6}&tX>5ZSe)t ze|pf!8y_n7O}p{W;jGMA3Yid9^Cru}ap8}iy96NN$nLlmUUqBi1l3`XQFjGHS0CFM z$Z-3@31}&S4m`@sHqROU@Oao@Ss$zF=caL~S8ca~0-Bqfro+;)?E2l>nq&+XW0Ou_ zy$zWBK$$9J_M?m7{F8Fsm_+u2L$nxq>wo%s_;j~IYHiKh=eDIw{!H+s4v~p5($H8Al@4F;{vvlLP57fBs8kl}>=;+)KS2&MUUGf|=)vO;U zgde|pwQ^}1nFc!S|0oapmx=8nodRrr9d3M#E#d=(z^#^;U>c+mCv5FM??LO#@A%vs z>>mnSw%~Z~{>hy8c@n#_WeHvxX6-=DGk`>!1MWV3*A=*n8P>vWCTK3KN2J$pL2)V81SenTaV%9u;I9Il*)J_OL& zXy71s?kGRx`Tzv+jj-KzXW*hcbgD5G3ty_Cuc@L9`pTX=J{le+=1I!V&WF!m24ZSG zv>(m)?i1_KaV>mLWE2a+Aqx*sw$*W1H-;<&JneCIOc%R#nr&Q4Xn)>|UJTBpus-k2 z{1(o{4?$=4wDjFL-cH_II^ISFwA)+OUUsfGS?Y^!zI|_QZF$)CbyNBDxbNcsYMnk} zy+05-{v%^6HlN@K)EH9#Mpm=^FIoLRWU_*&0G*<=zN00=y~KuMVE*4}Yyu{FMpowkDzeYCziXikKl-lCaEjIjsPW0m)d4{*X;RA9K zgZ*R1qW@ZeIIx@nrEhR>aC5U;y~*-}z0MNMppxwUxnd-^{#6fOXp_lMXrGw8^ZSE! z9yPW^L(dpA^}1PQnW#DGyo!GlzR#32I5uw?HRx&zrLV3gNGz>?@pm=0xgkrwZDx8` zaOm&^ZRTV-J0Kj+fN-1hmc2bAv?jJfJyC&ZadGj9lOeJJViM2^uUTEc42z`=pgvxZ zsgFihdJ&hkBd|glza<0e;19zylo zmqzG5fzKj?c{F<&f>;O(_Ta28A&4gf%bRZSaWFtXruch6vs3y827-*~veg%0xn6oZ zxf?P0euTuuZl7u8Idq9YFnZR(26ZUCT_C``#{@jmFRjDU`iAynK^3?9Laa`dEB2!~ zie6#C98)dFI9S1FcLfv{=GTX@5E7l!UEx+IU_olg1ZPUZu6fR^79qDjhGZ4WY0GE= zzYXyz6RxcaYxZGmBSFH)u)-JzYzFv{5g3A;orA^JOdrSxU`zhmO=)0nb=s#P3$$dK zq@0N-G6yQbRNrERxtZdV=P({N`3?;UH&pySiEP8;k_K(cTaq2X(8sLsLD6Ij>kTgu zXrIrL4Sq3|>v$r~5vCn1^}?zfQ8QqZ zO-xf}`4@YDOpU}gCzQn)fg`6iq+uhjxGD*&9Rni&>Y_d$@Y*VnCsFQyt1O~l&=d+mw*v#qHS!i75jS%auwDCg=5pcM07Yw=w1t*K3%Xq=rQ)|mPJ^bX% zg6M9bwPaa!NW$uv>-|P#=h6m7>lJ1jqQaUIH~x|X6fL)kY8iW=H+I+)WDE}oDwwPp zwhHR*eCMaoeYevIjEPI@wB+)y<>)a_zHMc4UolPKZAM^=imeNk6(kWBJBD&b{Mbqy zK%);PIH}+R;nD)`%_Pr^_5BeP$~tH*|JdUS*p7k3f$z!GoB_2PT#(`vZ+_t5>Zv`? z=1SyTzxWUlE6hQr;Ih0aLS~?)?8u6!W;7tyb6l?Cy{qO}qW?B<&;6_4bA1mIbZBbZV33k$=pse5v|;fobnl zcz%w+q7!V$(;5}o+mZaKAp;)Yvxqb`gV!?UfeXEb-kLPI!sW;AcatN3VCinoV>^-z zuO?X~=ecsf!ttX`ZExdyEWV%dk%hCUV1USHJ=F-mG!x5FFRk3lw>h%%hmLD+^Ot0G zKTML&+&V7Zo?zWxwf(g$p3Ck?>h;NOwe*cx)I!ZI#Ssa@haC-Jw|xuPjd$?=F{Ne; zFZ54mwT@L^b79gm$}W{9{%-iG8`mo_r-G&UO212*Zp(|B;8$dIFE*l)D}8gKKJuT6 zmbPKbP`$SO{{D6cfn-#A6qc-NuYQ7@&6{b<0heN8n!U$C%|O%VtZXbYKG((r5POt; zvO&c~TEfjy(*{zb4l>$WG3y^T*VJ%ut^IcXvA|0)3M<6AQuA$u-12qseS^(?maQnV z{9D{86T?x_TdWZ*A@O=ji-0;z1Ig~-iqz$ThGM}izwoUYbR=E>?Ckti1-s)HAtvPE zXTBS31D!-5(A1o1Q?@l;U^3F}G(pOA5x5^FI6(RoH=+d0XN{O?^;wEnf69v@uv&lP zcv$baCM^<(rG-RxJy>Vrak8|5k)EyYkBc6=@bY$>Skkxyq-zvhtmyF%`AMf`A-P$5s+sNFFhHgHD1hcnXehLDpdVcXRpIO-YG#hs zUg?2KrG67w5w?Nqz96kkq>wR&RAM~L=2ZSuFciWMKJ>1@;$%Le;p2Aq@fg`f)pyXn z9^}d>5EZG|#f&vyHu2C|V2^u4+}mrGx27Yj+1HBj0H*bfCvkCeWc@zeyVW3<1;^Q^ zJ9k)>(YmoY5VSa=f%0fI^ zV(K5T!aO1E>IdVElF8D>8?rD7Oo8WG6-xNJtJ7b!I z?DOAovJTxwcr{}-$uYd(#vJuL$wfq1827RVD}Fy7^tvR_+L;pPLMHp0+2i@bg+^tv zEI6Vv_KWji4y`nb-%{3P{R36ga$2d*Y3AyR59I0K$ZlPJCbH>a^lroG$G%pf+2g7n zkBio~QQJJe-(pg${c3t9@VIDvV=zaaL62jJ!Hhy5u&&K|=$DK*hvpMjnX%g#^y!;{ z5jH8lexGi5p-ySvUtfEJW%UP!F{Bv`gx+cNFsMjHG;@_x9HD&Jl_xN6@()5=Fus>N z+5xGV^N1B1i=s_d7WcxyaOPxw$32`$F`Fm#{>9tbgaw>a7_Bcvu>P`;OJK+ir^Vzq zMQ?WsNnxw6FlE!dt!;Bc{#(`a{_vjm^MRs9Z!MLr*A?_fC)8kzyqG_+Pzgd4l1s=g zy$0=c96g%lk^X+nMT;bE_DfCT(rP(QY<*VZ;XV_8FNqTG6;9bR=6LqBJF_=Qqqnpz zYwio|30}=iobSVEva-^B+s?@@aFkmvzyi_Y=^mxADEHE#O4;uWZ@=asm^IJBA_&h(H7JlTWOh*fpd%}OFt^`x z`{`B%2pmlnts^2M^N6OJ=tLf4!>{(&lS{9s==ia^Co0Jid+g`c+;EX}YhpBfncbS) zk3#Lt$U`K}x$0*S#k6Nt%#Nxl=h(dS-nw`OeJD6jz?f3b^wj0U1!iJgCZGFw=Xo z_)yxIfAWNIWxtEPlR!Y@;err4;(8J78fq>#XM+Y#66szXfwGfD9oe_FAX{nV3AH~U zV{6R@$-7t?=>6Cy-}@f;t86m)gVh>xH$a;TBCW4HP=%NFERrGK0DB1lbb-Mif+k|G zg!QXufH987fi}bVkzt_V^`{fxg4@;bPh>VzIBE^h?d^L|ah_4v`d}+oME+RRCxx~3 zk^`hs#-1AHl?(;7--1*3M>j5e=3?n!$|NG!Z0lN-e%orc@v{DRzIP>ovdi*xc4yy` z!Q_%;GzIW*5Bq0rih>S?0ZYi0#Oz)Fv$xEg~4wGT9m13i-&tzEKb&%lx zTI8#)+2;kiunHIxAZbUV4XUFTlddKcyAkh7q=7!&)1%fVv|ui2H8^IN{pfw;UH4Jl z(LQ4Z7yVJ3UN)OI=9auN(I&DCGO`khS1J&_dKO6FnCXLuHWuRngbCmFSbR{3)Oz1X z-EQtXlR{6M#%U16UvDSBeZfHg1f$kkz-c)I-rpG>E$|{llrG0hLF*OK@Lu$y5uoN^ z!!Wk%FqN%+Ds_|JDZ8 zhqjGmGK(#tgjEsoN2V*M?)-esV0}e@pG}&v5IIhA-I6U9cn}O5| z4RVGxq2}#oG3`wfl|KSMRGy_oBp{+=Of&P`5}LY&avQa@ZK}J5eXyYvfs{2SiYL)@ ztI_3=cX~gR|ACP0UO>e8wWe58@0OLr+6r3W?ptKy&mBYHV0PkPQHmQoNu*KrhKc^7 zyjqZDB!hulbsTf)X5ZvJX2i)A8V9zxFTpExn6%%Y0gNjSIIaK`qyc*nR92R<_ z>=Dq!3g>d8U?xcp#8LZkIV#Oz+kuSt&d@o&kQ;=TsL5X{ zJZ;Gc-hqc%T-JQW7d1$v+nuL`Oxo~2U&MX%2XH(#q z`w#6Vf~O>fGXu7J9Twqn?_pkBqf6rE0;lVZL1M2d2D{e6Gnke2ZNY8VVEcp4IND9) z_+G^Yy7U)QEP545#*Uqb{dd!un%P}~J;`EHKDEUzTv8ZaK zu*%(;D2Bw$hqr%i7;yfdedfo*@pyI1q#FK&bN1owS@g74!KGkuN718SR_${;EXA6D z9Gcm={=`%b%X4(%-wYdvS$XTivf~}qp2r|#F)v2LALOkP`D0!kSKVY(>t2a|f(WFJ zysWBZWayfFN1p^P-%C=sm|!9684-Suj zz!y-alEQdk;SB9RK%cU>ox1X%5t~EDd3*0V_se?&Hovdu`Y|q`i_?7L{d98yLU?CB zK(!!qC$^tm{2Z!^AoSB_^4OHzg`%|j+(bdMu-{9ajZVvg0MmqpV>qe*vy>g13z(%x z%8p9m9D!!U^(D~u4cZvSg*LCi^(^p|LszUZbxbhvqS zl5%Ry$N6ya3tdl`Q1I_3%%Ia(aC(+bRgEMz=HvSI6%ROp!sREY>codxna-+YH)^j) ztj*XYST)-v*OjY6X%?#U5dN_C=Ai_uu3qYo(&j+*?6?Ipnn^+I=IFJM@G=zM5aw3; zjDXx^OcSQFdQo=N^CV7ZD7}Ys4iw5e$WGwg6~nP9j168xz}gqC{h!V+Wa$Qd4?smO z92z2g0xVTJtDsJTRkK}Ec=W>;U+LN{3fGOt1qCv62F^;b9P7n?lr{&lqpBE1?Bo(U zI(LDPk5M^YkSrpmRv0X+N@h!ldQo=N^B7!=nVaMs*eGPo$9Z+;V+m~ueH}-`oSw%a~2viovfzG($}_YS(!`rF^fMJ*L@8egg_F z3ver07Id|)7iCAi!!`g+?IHghZ3)#jN(USaUj3Q2gwes$723^)l(+SFMgQ>-y#{0C z(^m>}LPecbDaQ!Ds}XvbY~AksNAB=)7+)*>BmZ6QaVoTGEBXU-EMdYlEAQCfz0Uia z-IiIQ=T;1U4WbcB5@ywuKg>1pW}6=hU5E>i+ApB^Pk@X~%7e(Yu9tY;ym*x#I!)Z651gCNBVm&y9L~=N`(UsO)Kl@ufYNgi zX7;Eq$60r6ESttlP$y16em;IDpWdf%8X+3zkm4!^e zhLyQEEWlgj+!cLR{l?-#ovIQtCnR*3xx+MOL+6%WB9FdsVj_6-LCtjbqgd`W_XD|d zFUpR_2Qt=6nF&E}36n#vxx%46 zB*a7Ocp=j#QE1POXxRs$ju+_)og?&DNHcrze-1-RGX6!650OTb3PC~GKhBuZptDN) zO@`#gtWv&f#0WGHCv4!oOKPK#hB`SF!hb+MQw5hEaAynTr$XEt%8M~L77p}7w_*22 z9w?6Oq3}AS{SEy;MjdnZVko`Wsv1P`KrTpqA1ZRqdMtKx^EW&HA@^51wMcPg8wh9K2j7vXy1=tu?CeO_9Ss3<2V7dqIZ9iCl^ui8gXzkTv?YuV7~SzL z4*V+$^m<)Fkg?mqTmpOJpzOYeC0Ec{#Vstmm@S&^VvxB5dvNGx^A4z=j;FHE4OGw8k) zt&QD1;L+8l(N?76ZaG!`&xq+0wFc))if+p9y7E0zV5hH?af1bF&|F*y4^A4gjz#H^ z@FGO521}QEDk4?B!6A)Cz(mYQl`u^!S0Hk&G=(%_+COXbH8%{Xq#PI6w?%i1E8o+W zFh+!aiYYmT5(eXC|8<;?i5U0x!fc2}jwQwo=E5b_}$kyVo+v`5H~P@t+M z2HODW`Wq&}D1T^}I#yS}(Ptp|T^Ub9{|OlN$VKfa{0AtwsFgyNQ%A6HgY12j9h(K5 zyW$8@v)Q313LziitWiZiZ3&};l_##9r@m{Ls|UV-M&#iUkg?IITPf`?@E(S9!i~YA z0@~(vWV@8dQW%8r2<;K_BO6(c@)?E%d}5Me0;x~G1J+*nFf@jxD=sVETC4tWQ!9vG zhuNodQc^_a(zj8qht^tdyYeH)ZUIyy$lIGCeis{eRg->t}_?ARc3=EYgut=dH(k<*wO!Dph7Ly9%he z1KLu_uS3#IWD7!jT#h0G?&vkRPM@`3WvK+eO@-GXaXQZWDotHUhA%}oxGF1=L4em_ zjB1rL3OOpKVw$l2aBH=YPd9zR4F->XaA6_dZ++#lYpSpd1n=Q+=^F_Bgf@oJ!S5L~ z-O`pr;PZwlfUQ6DKZaAR$HqaAzx0tXJ*16ncu8$-)tS4<_Q>e;!_dOBst zX3*)k1`{#r<~Rh?#!!Qh4`F8nzB4QlV-yAf>7>HHgTuqYZwxx|8wA8~iQ5GyCd2-I z&~szG+obM5>^Wi=X7Af+Id4eORLN!wr5$T4fW_y^;$zGuLw`c4*bATGV=UL{fB)Fy zOs=~x&91tC;!<%d%To)SMy%s{R8>j&h3{;kQnJmNrMv$(@y1KBLi9N)Gr+D5w0?!{ zH-xbc^oNe0f>dUm1&sgg?(X1H_s6l;4faNVIQ1grU%)U>%8pIGTVe8bPWdJS zl{aMV##vU5Z#v_DJ1C`LD9m2#22=HMny}7a3399Hx}!ls20JwBk*oRm0s4HGJ)kXN zj3A?yYrjJAErSj>Ma!!`FolY&8+&21Kbm(%=|Y~rJQt2ng5)fT3$Gv$vxwjW#H_gob1EI(c7Qr3mEdO)BSq%U)|mQ#Ji>6eptW z*!0=459A!iXdw!rs`P9i$4;Ya#I!bg0n`RmE7Iu+K5o1{bs#hn3=$G`q3? zElaHxVc!O2i5e$7q3qaHVd0Fcj}K4Mmf(c;@5A*aG)UA)5&SlaBN{Y3zrkX&^~dS8 z;pvzP?Zjl*)eRG1X=YNC=HMsco~Sht@jaN@Xz>7lh>j}f=Apmkh7AqVgG{GSw)F3U zrH%ZjUT3`C9-0iU(WoXfe7N$XhV((YA|%Rjz0ElSU1>0ZR4MN&kZ}fKR!KOt###RMbDha@tncvQQ|3-|U)5FlL)F$W|6skyOi z-M($P{f8*3fL0{Do?t#c*H$67UHFfvCUawnatYSNmytdRiE>Bl>0s9uXGi&h5KnFr zPAv2CwAX;KtbL&SGSnz1qhVf(sV$zt1<|q`0iJ03QX3ea{c%2u#wu_feb0gI9UM5Q8}8er9O<0aTK61 zmTrGL{yQnFJ8V{FWdU>rSe*1qe2i@FOh!#+PZVlwNjl5yy1oPoEU!QSO{gu zCJC2FT;i_CQyxxBp*W)SpMdU>;os24FglosFuLQ|SWG9R%?zXtfbOGrA$NGWD*sZY zy9f$zY${2aU+;Y?1cr9&M5vLaB+9RaYBE2eoaw-1lnbaoAO+5ThrgmL%x zLArHlr~dbqk8m=!^S7G#*rPY;WHcYczvXvehk2N{>-;CsaUPGO0;fXq3~2kNmZ9Wy zX4TLTTVT3#7I_N_IkbBZ(w5cx{!thkTqD6H3N9I)^OU?3DYsn&b^$}(O|vCcD#X^= zRX~;Pl2~JOzhw6|Uc2zK#aQqhhzXFHy%hyWmV`11adH$Rl>@Ql!oH|mfGk$ieB?Z* zrh$8`=CcAVr=UHj$^%hV`N?=IawXjOjoe&(YWMl})h zk-|99=?k1+ExFT7sv|N5|B3SH1EpYB0Tp~#=dUqrhBPnI)$>S}gffA%7^xD{nhKIG zkT6{hk6!x~3a>!87TI#_T4B=c%x%1z(aHlN|Hc51lDjOPg6o&6@E{TWY{_-CROw^!&0#OUdmOZR4GraL&R)j>lQ9)@b-6a>rR$DH0EhNa zQ-*o+>;h?HZ~_@lk~i(*=MeEDZ44tFzWmn~9wwrUPIGuegTT54=FRXPqJ&*oR6qsa z1*j%d6#R*G>Z_0XoO6_BeB>@hs)Ph=AmW$W{k_-R^6%dxPEj+qc5lovyLZ}&{3Kd7 zqu&@L_0lYvcomN2Z$GE{>Mv=VM@R;2tAWtVc(vmU3)&Sv8XI%MaSNe{%Z9L-m@= z=JD>_iouSWYB)FdjP;ap_XjHVq$OvGE?BTQX_CArE$^qo7TvYd|HjZ*Ud>35wxY1o zyjAsfP~lpvvZHapvp?L~i1SetT+K&!%zt~~GYq|=FhT@OhO0lp z?R6M`)(qe`7EZs5LWYVG=PW9qg72yW<9{pf+R9OkR1xRqfr-ek&yS0f=P1>TEx!1F znOAlQcd2E>B_Yk z8R5E4Upjbpj`!qoDMkfXo5Iq**hnlP5AqD62u0((EfnmqbcI&a(0uIrf3z`-5$-W4 zId=J5)Np79Aa>8`x8>PUQ3Vw07SCd0>c0rMYvf3kWn(D@%TdJ{aB>PNHqdq^IJBjW zVT=e{1iQLoM1)P#UmkXkL)DJFRB#Gw*vP1WlF!B}poEjimQ^6|E*7v9LltT&F<*4s zH*pZ7meSnf;Qm1Y*pVP$66^?r&fmx=7^o_LNDf>*0|QPOX8MD^zedB3{V)p}1wZrA zrOMK~e0xOhqe9vk#t6H>Ds%UWEp79&FE;tQ5c?@$GA4?WV-6M-P{DVx5E$R1&b$xi zj_B9Mab%EvK$vE<@dZf)+}WhQ{ILOW_5xskCO4`fw!#4BT6;;)R zdxk-E8Ep-tyg~2hSD0HIh{h?_n(C%qnU+&<>9HB4oV&9bZmq?XlP26Kz&#e(QTs$- z_07mZl)RzdxLse)Mi89gK+g1Of(VvE(E=$t$Q}tuxW_`yVd${}EL`F6FsLe_O=4s>sBYEDL%kz^E;q3oaceDP zZinuFYGQTaTXs|F@}-wI-w3AWJCugKdoC(glR&v z_CVnCv@v+VF%-oc8U4oY%iz=taBwKZ{%33{2A|+zUnk5sR+?QOS4TRE*74vq2u{5O z8UI4}rQj5*L3g8EnRC_m0`F?vt)wI(EdNnenYT(3V@Oc^q=lGt`IBiEcYUIASX!002 zIXScgsfTBOny-WZQ!K`JjB#ip-@E;R2Fk&~P+3IV#%OL(PYjro>uuw9V(x|gec|jp zO&md`{U!rNsZs%VL7kuH?R5~jLSkzfAKTid!;D6=#OICu7F3m@;!MX+FxRmla{!v% zm&Wj)02!NPUeZfnL-_*;`&`2l8YeqyK#lNt#+AU;)s=Q2_3-Ei+52z|MZtI4=l+3) zzPQ`(VAmQB4x$k<#sZ}sE9o}^pNB!Is1miS3;Hqgf}%2~wEq!&SJ6$hbfZ?w_<1t3 z#I0V0eQ|L9Q_W|I^?>9zFc(m(c&*>EgIe8}#;|h7K`j|@Ft~pdE`N=lv|@7&Pbf5m z^jTF!jhb=i6ABw&eEsrLwHo3*ne2G&*GA8r2)ZtT#OZKgAjIteGke-XhQC2KRAdme z_J)|Pm^hx8`z>F94s$`wArFHpWzMcb?;_u8D$vif{Ty)Zp@iUDO~Wk23DaQL1`TJ4 zb&Z>U;R+wIbhR|O++!hS29DiXq9l1KzP6kSm%qXMCuKQs{8{MsrxML%jU{A_fgKfD zkaD4R=3`x42W3ZIaO{9{G9{T{?bSe#U4DhcSCJrNcc6+ig#kf0qwK!S4U*%SfC;F@ zpZE&w=!6{O(oM|?RVj1+BlNDA81UIw=jS;?^`O=dpRt?EV1GYoJssMApu_+Y3c1PU zXFesvhtgATTXmSBK7(8S1votm`s~M5LoGqBW#)v_$W9%3-xsBduiir-F&@JxlionN zLGQuZp3vCXk%a{*L2AT~{ou-XTos-uq+IA0gL8KQ&&h1;@(U!r1_uVzIU`VlH0%xP zh4XU$<5m8~$^&}-3%A$8;o%T45jrej3td&E%vt)hz`Ht?!`U4$Fj>8p8?k{r`$NLZ zuqy((EY_rzSaR9dRKwjZs5exce%f?=cYy0z4?ARZ1kVAeGb|_SEk#*A92o_jzQp09 zAaL!4ju9;E$V>56WCkssgHzKmhh)bE0-R7#P^}yzoP&ymhY2)jPm{Sj#YGYFE=Bx= zB1B|RUy)B6$&hf1Q!fQY?pKSkF!&q_sq6@YoMUXiR8ZzD48;yDx41%aS8jhyT%21{ zskkdIE(%SooGVJCKKrzXuQyc;PQ8{wKZH^gicJuZnlYAu-N;$ci+V@EDfLSV`E`=6fWS^R5c>nGPv<)&1RpH zqMTg!@j~6hijvIg)HwwiM|s^B7RA>`l0G##$MV9Ksr38RKtk4dY)1-#VP=PckN1y& z*8tiW{6-a5zE}Qsg@2EE>Ip&i-VNqXw5bd>e7X7)r(asSqIX8d26VIZdj>-P$0<0c z__jFVMe?s?i;{Gb66RA`W_jj;s5~?po=%cUMTvf%qtT|3g!8eIO~A@KSJcwE`kK2XXD&2{pqbF-^?I}N^gH<7>nRk2 zz5ajT)M>BX!q(XfZyf%m@1Pli+{2u_yj?ki#vL08Z6>1!tk$|zt8NFyL-pDVHSsY< z_rOwiG)gc_kCYvG!J$1=7NC}bjjxgptMj+060)x^^xgv&653h@fMW<$=0V9F^-E<8 ze4obI^5i#Rdnh^~lhF?gsw?2=SO|J+altc6)5jBAjSy1q@N%WQ)+OGa3bP?)7IgW! zVF$4q(a-Z`-Zj0s)G~P5;=GZXlq4x*Ot=pe9j!dGK$I}OqSXwmL8sN^_a;^sX)E&g zFsc0PLbKEFRhyy=%3{s9jq_Tf*qmg zN8=W)%_&I}!QHw~;{%;pHA;9=Njd(&m91En9_NH0JADNnePDkd6eOZB%ngd+r?YS2 z43U51$maM2bg*KH&q;lcSe(|Ovx!k9u{MK^8)YUZYilLDx1rT#WeT%rLrtTIshS$e zf{)^RwKR|X6N4AiS3hRBmjH#&C{UCR!wdn&nmR6KZ5mIHvDVQP@JX!j&%8@Tywca#4$M zFUGcWl6XV(Y6$xRCv}tF)JB?$r8Ou!QYd|7BG3jZ&7v*A5ALkd%A}hk@3ZFs*w+Wj z9?;e@0NgZ66X^343^@U3{)vegjnlluH|V;fvBIMtdQJySpe?}z_Q6nH0!8Uy>(54z9X|yV zG3uN2*$fa?8&(oG_qtimLX zZ?P&dRgnmilj})QEXG}g8p#&XV>==6rK-z6=az|0J)Tp4LPfX9g3Fja(QA;=wLBp< zVhZn#0p|#r=nn2xV_09Qr>OT(bRbHZg~ol?-*91w+Kv>uWykEjKm$g3fxNmbOOG-H zxd41eBSDsC(`M7_4MOwrpyp>VvtM2{$G7|l`h2c5A%EhsyMbjp4<6qpe<4-MoD4xq z(U=hT8~2nQDFlXHAc!oX-~w$4esJf!vej`O_>ILpN~QN`v*{09hA*sO7S(cxm&5p4 z@<+bxmi#=tcqT4@Nx`Db$xNt9Azg!fjFDY~L2>Dhi_~XL6-HkOF|DdA1WW|io+x@J z=Z2%UYPgsht9~)nYXA&6hZ8f~L*VXq%8nE|gJ)e_2L*3-Jjm7N?(i`VhlvGQl1W?6 z=!P#UAh)zezVsjXir9A~CO>NITEeWK5$2Pwt4XPmS!=AWmRW;TaelTF$~|WHcB9~2 zowKO%BK!x;LUnyHzp8OxOf|EIuKx$!m!lI9xg(8-ER-E71Ov15NWstMZiAZ9#c5oB zAMybNOhyZ`Ay~rhH0R;nG*{ZWnq`Ae_qWv743)&kCeGhOARHxA92D#NOJ=z8cd0MeK>b>pi z0xmt2Ds$#W#z?B3&i!yc`r0g9SijcD5G0{S#%Hw-xkY6XCT3r1K5~)zEPseIJ>7n5 z3Imij5b-lEKn_giRJEJSaEe7_#_uX-wh-|H_>Dm~<6CRcX0>#o>_{OH%$>j?7#n90?^7kC`f?%jHV?6aRo@HK_zH|T&&iUy;#c)kYBJXPq%SIABa? zPkxuaxfEx2n-DsE1$&}VnmCA6f|VG=R$k!PUJH`3hR$E3i}RkA&(e^4h{;a6Y^q~VLDixWN+v4aEYUAWDd32CRjq=W5dQtb@G8S~_ssymJzM_?{K}lSDz@XFUiod-hq_1icv1*hZjT_G0 zq3{~j1?30n(xV0ldJ}?Xp_7i_ZX?Eul*7M}&kYIJ^m>EbxQXVB9*yoH9v<}sNj}MU z#$iO2Cfo-fLDXuv_6ua~uRqDzk1;qZy>(_&e3p{vGPmtu3e0QmH z?qJb`v-W}>f5C|fs8oD+JEX5bDRX9`m7{PP;e)I_Tt}tV6}afwa*F(RcGWuW(sWYr z613xZpwBQ|gFG<_t$9VxzE(wnKyP!9aLkCQ~a&x&c8uB)| zZ3%vz@7a$uU)gH&N`urKGf&%Gk$uRl?6!07m8dM*?q!+mhPu8%=jN)vL1HmvW!00S zXz31!# z6-*D-5^~gUle4)sI7;n-p`YPc@Zut9|DF9!l^E0%LhmenuARk?8wyi`Ss&gM>HC?)4g5T>)^ml37 zmT1fsa%fwIAf+JR#bO!ykwQ)rF6doxL27Q9XjPh@@}8Z6sy;oC^W^Fc)nSe-CFEEP zRkXzGDE0$IW|(XG%6DX_By&jqIVj5p_dWubL<&hK7?^me$P4EP5{z-4hO(p4!#)UV zt2y-}6pde9Z6;S4w0a3T%&Q~FE6vn!Jb)rWjCdxg>BY~Xs#JeBh+{S@Wn44-XOJttBuzhtEw8-AVHlbT*gMo_}4skqivsc zcBwC6w$#Rbx?15hsLR#daM8=IW)6XNsX#X$gvoTgv9qKjt6=TL<^V@WKG@R zqoxvW{i9?tRm+kn8jv>T?qRRkW&TaskwPO-NjVL`s9kG6BTYJp(1ozSFRD{EE5mUg zO0TtewqXmJkBhX)^UjkU>x_H$8#H=!JvA~Ds^pU)NMO~3E4tZ`@zJdpw4H$x0i?SJ z&YE!2Tc5rXoo-lIhebV(UA2yTF{I#CcnuCD4*=A_`A_is-ECmkR^_6*#wAe-^nu!I zgbB&T^XAPncp;W7Su$d$C)Yn`PXoI>#yoR|on z1DZ)bNYbsJm;}LZgCwkBqm>7SzLjNxYouOokP}?}2|Nd~-JmgJ;OtpQNT^?HBpfqq z7H(;O8D<=YvNBk^wtgj#^wFdbAzMD33kL^5+c&^(RQ*Xvb?$70{ImEl1O-88D9o7A zAe=T}0B(^=smYZva~oLHNmePv!vwg!9y)!ge95g(ALS)nxDd`SfC(Ga7vtRgI>veo zj)j*yiu-}YTqaL=Vmvr@#6@T_a*}jXUU6Q{sGfx^A^$v7wq+k1S^s zA|Rx=abtrUj&uvdlwW)yj z1vDI|s619x37IXtilOQ^T#n*(AQ>S={#|qIx$?~Yxh}(nFNrDy@(eK53n)7_5ipW+ z6ujW3wPQ|W_>YJ1?_hs_^`08WZ#bTt3n6orI9xb(0Jj*lx%GmFIXAoHe|7BGTEWhk zz8a&~yZs^GOSKP?qX3}v@TVT$*0_V zW3H>*)07=4_=8HyX=Xd((qoNaCu}hm(+(UM0C}lR*>KzmRfU*5K`9vXQ7(PFjz%w* z6{j6uA6zsC5?+SNN7|n5(G^I39n&+JJ1E)f(jD5rkBKR&%XysB)CR-y(pD(hb!Q_; zx`2&u^LuY3{r&~T{LeZCM;|E4jucAZ8jW*$6$P{-(-2aL_!$litWS@p zUlf)X{+{yt>^-x|C;6_S;du6AT$fVisqfGZJo?~@pk^oMF29*~#yWR+L(fBP z6>RGOnY%P^nyM0HzR>^SQkkk^w0Q%p{UBu)zcaU-g1xq46`DjgN6pyL7DXZS9iC6x z`PM3aV;9Pf6bP{;xI_v$Pxz#mkFmlxn%^ks@+-Q2x=IYjP9LR ze&Ah7?(&<8+N9))gU_MH*tQV3`yapS-du)hP`mtJ{cNV*#%y-WbQ|$#25( ziI^aQ3-Zsy>31M{eM3k-dod)Pq2ni2herHy;0)KiT>+D7(pUd};C%h>$&E-`rt4`{ z%`%G_ARn2KvofP0=Q!#&83(8edDDSo2dH|4PItBev@y8C+8g~9^Uq<-qVNRy6qqc9 zLr+1k&6vJUm$>%u8e=s!2HA2w_c{;5@!ULIaWvsDCbn+_o`aAeJAAAOK{CqJpjv*D zMVr(;4hElv)c0X~2rlumb9rSU9373pHgf5C*^ANgg^J`4UMLKM%{iWE%DMz zu|aVE2#Bpf5~0&Oe&*2kafHe@TktwcQun#{#J*?x4r+RDE8_!|z5?3KrtC<;tKSi! z`Ixl_T2bW$Ugl%n8I)GD@KGU9u5fMT-ANBpQUsrpGT)--x|E1LiZfL)TmZ|lSP|U=Eg zEKQ;7;(KLwP*b(`e5J0QB{YcR(Lr6&Am$EYZ5Nz_8^1NZw^gYRlz~8JR+|*8y}`;8 z@=`FrHU&qJ7PEAR{4?l|p*wi?gQ(STWHdytMOPplAlffFb5`b>^J}i>UT-C7MXW}y z)QE=TJP7-O_iUA2Ab1al%imz45-u1q0yb=D5Zh#!DJDk7XZ2wM21vL@^C*T(cNlaU zX21Wdx<*YNMK7Swj6;A1}0d>tB?kHQJAvfY|KC|7p$8OYkN zqbm?Pe4+CT3;Ql4pIoVt;PyIP$@3bl$t6QRthw^bKYI^ya)aa`zgc$m_XN?f+!CI) zm)H`*7DCK6xcGU+UaUx&Yk!QX;8lz>@1wAIyLYv@1rj@3t2UDy@2%9y4bD9cXFjMi zh_xmL`?ffGAY+IoCm~|(gXy?4Hc;D`uyX_qOwQfV)dS#E zo=;3|Essjw*$f%$$>E$_cG=N#Dmp5&=nZKGLSyv?aa&9MCl`J# ze0>Q@|5J9P;M4!cz_GEoZr>Cg(hSyUvFO}bQ&peoSJyYF=LR@33L^i;2zP_y_F9zF z^Bkb@3CzRh-#)k4cHnM7q{VWJ$|PH?G}rJHn@gPil8YjvYS+QRqo~QiMd`HYCQ6XU zY{l>%?co#(7B1)k;Mq^G+eDb2&=|Q*EyfCY_sOVePZV7J5q*!F5PXJ1;ww;;4z~UV zECroeZE7&J!9XjWd4DudSi0eKjozfg-Fl)U$?*x0xzq55`|<3?D| z5kg?a=}2bUHLt>8!U7k<&wr{P%?iOFw#4*mY0C{;3d)X65L8l56UK_wt4b~DxO;8F z48wP~8?x57R-u)n_6f5W_+#LiHK zlv!AQ#(2`Kgo^MV51HFFl!R3Tp)NvTgvP`c!Z)vNOSG_$jpgBcYz)Bh$18G3l`4!8s1thz-=O=MW~Aq7@;v;G%tbg2-KZFG1;(W z!w-^hFttS)NW+1yJ2pW$bw;(3lDin-LBX|uk3r!T{VY97;nE#q{)59$LD%2FXPCaL zoc<3+v$*#bW^8f&|DgSQYJSGVP7sh@n^AF7&{@sDbIP$!(xqW?mBUf>Aogojv3xuR zxuNZ5W8}%H=PT3Jt~dR7K=+=^$qO=$n4g$l(Q}7`G~*-pYjH7d&d-O|FY`SvFZZs~ z;}*y*EG^kR%-Lsz6_<1$+7v$QbJ!b$nLD*}+0`E~@Np_C4w7e&+Kv>QZ<-i`2dMeT z3*4s%1t!R@7>AJX5@c-B>vhp^{6rYT5yuw2P#(I5Ll}m%2WKGHcjuqCKa6^N>yk2f z93=%Bj#HF7ojL?T-y?}t(a&c0MQzfRCgjiINH43Jyw%rTG`W^qc=m^qJ3O+7mS)4X zUtwP#>s`UX2&k?!k!-d0DL=NZh_fe-#)TJ|LDU)yUA=##$-J`x6Hqr_`?T1U9iJ>v zNjXircpXd1se*F^#BRsrh58KPN?QTezJlozSV&MA;9-*bUn&ZmN_|F%*>`MQS?hO7 zMUt_>m0XXKqPh%cGFcR4MB<>>xoBYyFNg89=~d%a!^$4WFDJI)t+Y@x38SOiYVAE~}1 z+&W^RRj0X*$EAg|59)*#*DwXJ@&J$iIC8i0 zL1#-Hp}GQ&jX@o18$TgWYw3=B7W6ioKuk~&goeV584Uub0|wxhm;g9A31WAEwO9Ri z&jFD7E?Br>JE%HJDwK+**c~|gA$0o`+eCUQQa=4eA z`#Pi2JJ(uhoqBV}DofuTyO*<-S((6TZd}j&JtK?Se+dr3jn3u((d%lGUSG3!H)^h` zQ)ex?vh1yj#8T}3Cr)6B zdFl#z_J_b1;rMvAIZqBUw%kT(p3viOI581QGMm6Vi__PC8DuJ$Msze;xX0o1T~(?i zgAawuMvFyJlJ@T#vJAvpirrzgGdvz z>KAACj1Q9A(dnr5jIs9za8Yn2HEM^I`c%V8nb~cy`F70xp|JTKVcUeMUD(;Bv%JIN zy|ioakdNU&e+*F-cEMQr*t$2gnhwXGh2H!08sntd`(ovV`X^+}LD`Xl+gRQKXJc}X z3Muy3{B6fxII&q>!Fy;gaGx4h?Gn4YW=z+f&kG`6+8Cutb1rA*Yc6D}3KjVlqUwhx zZ7hRdvFY$859_M9LbBOHX?a3=y$xGF%pG2?wh?lR$|YMYwW(B}9{mUnbGa5T6yDsL zm;BlEJ|O}$xJV3YxFn2$G?>Yp9y%xY5xom}NTq;Leg zHke}2&@l7vGtl+2;M7Q9<cD({f*oYOk`)n zYc+lTC{%)2jY+T3X5a@VuEQI2AO0m_FlP=dS_Hdy zLvk{RL`aR{;gFijc0!G>#ezpyz^<*J&u1*OeI1UCgFgG!yC7)^OIL_o1xH80fJA|P zxC9>5I)UdPNM8wU_1fKuSa{Jy2$hZ6$DrM^@Nn)5MQKeYw%2&r(IA=t^7k$R(<+re z)WL|?3d0z3j;i??FVW6|i|94VO!xVX!uW&}Q5!13lp4tvU0jQu9qro+d~b&)Hq;{*j|kT>699d0TUbCH^LS{ zSr*EY$${95#A;*+(%ihB8cR#rF2}7T1-H@DSjJtJ{E}FW3_+5sFw~fwto^n4q3{ZZ zZ3qh!5%gGr`Bm<0)yJb4JPVD;)c1_~we{!=<@X`)tg)~oLwm%6)Q0~|9)o39PEHQ( zv^9Nb=+YzKSsDkh4@UVCW3Xbg59;j92e`bPoJ2coDp3)paU{Oj9MdgbS_C=AloO;B z%oMBI%dwZFB-7^TKu}a?We8FVW{OqIYwlVV_K}#2u2uOI5Ei;#ZWZZoj z+}Q{j8;#f!5JSKuJ)4grc4CwJq5)W#RXXYF>gq~6ZOz&7-X5UlJ74lJhRIboohjS7 zbc2Em>gAg`igsr1L`4|6`9qr)(Cv>p(N5W+Ei<7i1vAB}_Hrz{YO3J)vz39bl!#oO z^-q(f?Yaq7DVQl%ZLY=JaJ&Y#fo$>!T1|39Lhx){;?={Pr-cMH$`j(D@P_fewgFQx z?Tj90fOY7zDqU`r+Mu*s79Mu3alY%(W!e&a*fG{%f~$=o=?o>e<=I6Lh%IqV`u>#>38(;G`e(!kdNxfxXegjTl?17+L`+EuobDLH;sL2 zq!X%?7j-!+Vp3;5?xrolXH*`Inx9prhMp`k#ggc7>5+8=z)`f5kazZeXrUs-QpZoB zsst`9tp9Jjb`5Kdjn^PqF2`PyyW273Ao6dV{qq`#>8qp)+H>YKtTi@XgVgw1nz5r@ zTiw3h-Iv1Mt$Gr#Z}S>z%cZIENRT?(_z&rxOcC9t&vb8;V`l#E*HkEQhvFrH7a-Y>kNm7Le$y@ z2|Bl4khUC(Z=vR;YmMY6(ua^O9>+AfmS#Gu*O#ElfgSH`nMVX8imfP{8U*hNPZJJl0909GuU-jdBi)in3%k_QwR)?KG;1O zT>qtMftg%2T-x!+-F>XC#=_2BYx6HG+m|@Jd#Lh2bw;9-eG7SoN%1;=%XT4aZ|LzC z9G?IKlTl{<+BKQIW@dSb$DFpi=ay7T6fT$Be~4r=DBsn$U*(RTcCBYvH;zmt)^^lN z*co1@CeshTkj?r;Xp(GMxkzQzR&uK~cNAVhdrQ}Fj;K#F((ky=Wh2cUpy#@pz5PUt z$dQeabtz<^<}(7)|3*Js-NTfH^SDR>P#7K-&NvKT*?z-ya-e-xKr5T7_Tlq+R3S~l6fiIzlPVc?)E-JOP`THk00Z2Am zC?3a{LM*!$=dX>I+hOI2YBI;h!@wjYW&?tBiI1-8cHL2m*3;qsVMv()T^H;AnGCyX z786wY?>Zew^$GxDI3~RcL2rTX7wk+q+KXDobx`Qoe5{M>pzO#U#P}dxe^m*XS{t$$ zgiG9dq64j}g+0ws=jU10_589?p(F1o&ysZy(vcAiZPWbmH) z9)x~MTY~e0Zv&2@@Zh+P^2YIb+hZ~6Q7t=?w{p`andLFXEmG9^d0Ka#2Uk834LAj- zUcelL-T#!yA*B}849x5xdL8WV zgRagF?R0BBI(vglm_^YsupeY}Z!T${fGId`(>*(~DaoldC@G8uE|E}hN&hOnO&jiU zMiJNH&MoC6BM>T$Jzyde$QDIs%f^151a^U_*cmVp_V$7cpQBmH4aMia$*S?oHIbdY zWYkTik%dfH1=&KjTe;(+;K?aaToN*e#p%e=IM4oK@zwIq`OUY^#P{#KPOXyFRioIk_R?aN)xGS+BM;>J_w4 zOhSX$XPBDu!}luB38`$gCcRVCYB=&V3`js}f~I9Va=e>Lh+!%&KqgFw9?NyR@aFv# z?C%S;zkm_4fQ=s-&>5S+f1JMAk)lb$vu^2;vLg?Jy9eZ-QJ>2~=QBkjB$fMzR7Oom zCzKfdGt!MRy{e)>Xmth3Ne8{HJOc@_;o^3~jXz*tTuH#I|2!Hus!L171;4xp>5mRS z?`@t_9KF}!)bt51+X3EaG}$C-ATUN=TpDr6pxwKWbEIl}=bUmYi-@@rwdG&+y~=a0 z7OSbXYZL^(g8}S)j~KvVyYMRBI1O()hr6ljz%D<-u5NJiPY8TLhqWWbZ)%Ne^Mr?t z(R{26eAGWX3L>vcp>KHfgDXGasGnN=T%UbwaO#Xopr&qxd^kRwR(V;`T! z)X0#1i|52Ap8NCeRF{-28K*~<^0S)=OA#v!=s7y^}fm_Si&XR1mdwD1N>NJp*V7+@f=#SlZKvEK5#{6=Fhd2(v~g;c4V z);rWxqpC~b3pQczSciS+m@=UuQy7c(sRoLvjYsN)wxicV;>%EYU4OTX3`4DbHJ{Ga zUhdU@Jh=Bp84%qWEv`{eoUZ1vG$3$tb(u~RFbI&}k-}KOx%P|B$iWo61{u;Tm>tetF-fZ0EZk}c8}GS zY*0-V#!du0XQZ=bRVDb;vAi|vz^=2(DZe8{(}0x+`Z_;Mq%FZ6CHCPrPW~v9blxB! z9UObgNk$H|@hiz}xwRSzzT5A*^~SRGhi-pVA04;+U~=xqpUAl3)Tx{1<=!ejG~rR_ zW%v+EVeSag>uM5TUA=d2Zb_wL`E&d9CjaJ^R-rzs!a3P$tyo!9lli^+-d?EF*)ew8 zk$b(^feXXG;>MxSF1PEfcxt?Iq`o&RuHilOtoXmlSzT3mx)Ll- zZy7Hac_`_8)cTEa_xmY5idiGwoN#e!oDgX)%T)JVG;ycn9-(E5lbB%_K^_bdBKkV4pWNfSqKnb#Gu;YbK zp~J_tCAf}0UF|cgqsCRf2Q~W)DcVV1H1|45xt5c-9#T~TM@K{GXS&Ux)Cev5`~aI5 zv&o`HC~>b3iJ1+XKUQ_ry}eVPg9T9guOK~px1N(TclhgKzgX z#d@J2Dm<1&mEBt}rmA9B`ys!Zm)(M^KMK<7gn+#|zhZZHg>E03@?7-AwemEUhgfWm zUb~kTVeqc-?D!Pi-BzD*+6dt_6h$-(Z|J0571t!^H3H+C!+h6W1*un#aHAbF$l4E< z?s`hB)6`Lt375Zy&flPKUg9elMkbVd4kM(QpO4-a#42Ju_}_X9JuiY)NP(N$qTL@f zgVXtMEQQ-^q1R><5gauNFZatYFl!dB*b!3n@PL#QIC~b_Uxr!7V9OTtb0NiGVkiFn zx8CPPvt47?D6d!58n_Xvyw;;Y<*rWQ5cfK|mbmo-Yaf|9YUV^^+X_-gN{ZgT~&cj0mUh z{3Nt=Sk)ameu}Hn7ZwW5j!)szqtU`C6f9gYo=0e~xgj)m!=biglYvthlt1L{{rJS% zj&0v;_;2t#aQ_ILnFF1_7K|YI2x(^Km-Q(795%D%EM)vVm);AV8q{bjLy)GAUuP*b z0;`0nX1mzy#j=vxND?i0U5aZp-RP*YA54#WkjJLOxYc$kU!ovjgx6}m+uYm6u zV|<=TLq)B^B+0Ik4Z}X|;oJqgl)@XB4b5oHM=~Dr?5985k*2b0k}wfrj4(AH)uK29 zDhp&1$&#k)u^e+eWo#7S{E9-F>Z}yrPRm*oyGhw-(l{>a|5HdCIf{aEH~%!F#g z{DDVOUSbw?jp~uxDk{%3(gGS~<*jUAX5^ zuN;9<`3NJ#X*Mf%+}(nnhb_j+PNrC+yxj5e7)B=5-PV{Infb#LC(s*(e3$y9C`DDV zIQ8u|LzY=tTC$wj%3SQ;da(HV&q(dWM37P=GokwE5xVD)?~Ieqg#|EqOa0X7-Mi>$ zL%uWaHs>|n^=H2FdYzw-a&Ag%?R`q+t^sv&Gbf)Xc8Ph|ya;~@sUTC$4lVt~EhhnK ztrL@=rULJaiI{8q+XO)J>(J&6^iz{U5U-q?YDj$>I(-2mb0dAQiG^2L2v@#A4;=wz zv(lDh+F|1ad2Mr(p}IsSnG6SLu9ZX4RN>JNviAwUIN!{WeE>rY72(ni+J68?v=i;r zKu9y^7UyIAVQBBsjHAlH|m+HLrc z%B{dw(_ml<)^t}_j8@{xj=mu2f=NpRN6BqmtFmmi#Z9^!V&NYE)(*8e#WTcSf|RT0X)iZ~dNCT5r-IAD^%w&R0S zIJ3%Kw80=CCZp#7NSuxuOoF7eL%r|gAhrU>4n|sK+W>qxy#^_Nqp9skA!9z$d>t$( zO2>H^dljLFDBAfa+}j1|t2OPOcnfJ(rLWnV)rN36)32FFtZJ_wO|g9yCzr zq_c5jLH23#RjDj$LH1cyyYh1`tK9YAD(>n(M6q6ZxtQljshBEmQPm(rdSf6*#7|(~ zMtys>oC1SVA@?-w3`aXgEqq5nZVI}m2@7;sZPNsva4Yw^Af+jSrJ(W|X4IamB2(1% z6V!Y(1&Zd%j#s{e_V3Y_P>%ZtQJaRv-Hg~P(QDzr0FZRjhYQA?|HLIX6R#f4w2X|8 z;p`dM@so^AL*vWZC{;0Kq*vD^WyqhfG|TkRK=Q9-vxVYOj?7Vsx8q}FZH}tqnuEhs z9mTBB{+oE?rPyGug|DqetI>0y{L(KAti2&-3#9)8hlW7Q=b^(~G$>Whi&^5CZ!U)p z9|?J<3a=Vtu%lAA^+K2IW8xcR3t5N)Qxmj0-%D9{y>b(ASB`(tQHMKP~= zEHeZr9kqqLyLZL~WV_;F$UegsWAP0*@K{l&r3)<=l!njJslV(t^jAo-RjXo}lap?> zId-BS^C0V4$Er%$J;5UE@uh`R;$s8UXrJa6RBVcy?7jiu`39Ek;4H^hJ(gB(jPDw# z=BUEbyv_GLWVZz1Grkvp?h`1w0=-u2?34#j#%ZvFv*6Fp(BnJs?4hZ-WVRuCk&wYD z%y;y=Pcrp9avo}wA72D9?>5^RZG}2S89Vh;r7;Gq7wZ%ZX@7ygFb~L*cb%j~9g@P@ z8ACiW{-u&o@3q|8&TBzf=;Pqp9u7Taz>BG>z!p6GNvFui?Yn;9c7*k5iqv1TI^ot@ zfm3zbr!CxCIuH8U`S>g-yi~XAfv@qi-AaimA>{-ouj|FT4j?`|5UGS_avN zYMw5591u7*hvpsS3yJ15MNulQ5a5$zfprSI zErqN-aA~=rF6P9G7yubn6Al_O4I?cN%v56-IN?_18bNNw2;0I1i#D~3i@!wypqltw z)~#l3N6+suszt*Ior0j-*RU%A*MOrFdK`z;;@07HYB&nBIj%*QuHb@}TV|(aC-3$Z zMj>gvH4TrZ^>`R@66e+a>jV_dxsz!?>)2RWmC{#9k5)s-I;w{oR^>SyV(kQRiJ0SF*EQ*UxbZt&UXA8T zIrP_c3FI8XU`rJ=3%6?66)^`KTf>p(Q2k)vRE*THZ>jx+%u8UlXU{{p!g^Ocbp8k> z+O;0#-UaPpBvE#fgV7c}9Qe-PwkR!xjNRnt(aN7u%)Zu+{gS785i=<^HMdDeR)9nlzX z>5GrAMaKqi5GPp5EC;uOu)a>IhFvxBx0M?^7hKwC6aJKgcVAv7WORJ1d{f{24c#66 z`q~9g=6h7wOdQWY@-+I~YB}>BE}QH0Hs4$0L%~{`Khggr?1`Y}>Tlo{CEh!2GYylpu={Pc3Dcq^S08Fr zB?jx^G8>S-g-SxD>sOPSqrZ-?+?3lDE)U;|yRqeQVUo#JmSJDM-Mm`8oBA*>t;@&g zfvM!_R9X>^#uBD#cLB!V{$u-$Tjk|ddE@z>5bKY1lGQ?wit|5|J*C4@XpFzc{zvNf zYVMjf&}Tn_-fL8&3N@dT54IlAYZaE;p2;}6Ti;m}aBx+e**SO`wjSR>+8@|aXbvJ@ z*8w#FiR{J6IVwO4O0A`wp;eD+y8kt^V!AJpwi_UCLVRH`*2D!DPSrahF=AlpD z_F46NgC;`Dfw2Ek0VGUoi0zAN8}VIRt9BGL9yPERF8mnNt({IsVMG{ne_8)sWeDz0 z2JD^)J(j7-6sWrm}0ag31??TMWm_G2} z3{W^g#M2lEps>~LTvva_7{cL)HC;xR|H0;-kn%Z%&#to{N-;L>Gu$0hZEDxu^K%#9 zU`$xU37dBm(xL;-1v2+{=z&@Q$v`&0(Y2~d*fR-*I(>($H;r1)$=?Q`lk^w%Em-}J zc^{Xqww?s3%Z2D#or8#{BwYD%kEYA{7wY9Di&y{2_}tnCK7*RqrF4X_CvdR`Yl6@H4~{Q@(3!Y} zr-T)AUJuTM{u{NZoGa|Gr@y%ucyz-QLXCAwp=P44U%%Q9YIkuuHEPjtLP3sdGY!X4 z56r~0CyY~X;6n2DuL^c0n(-Y5BTvH7d9X1Wx-P}0eB1Em)*RLV;>c>awCjK949M64 zhv!1~uk<{F|0uY&UewmnDHsEYZu|;?%}O+8$*)$BU6d+ij^P)#zMy9oS^2?DItr5d z4%7OKfPtG~z-B1E0>6c$v!XSwwek-3+}pp*E17_ED0KY-rzgvDFo1LYdeuC`Yzr6I zsbN=BXg*={k7B#($KPI9im3u1|Cg9qh4|M#A) z3HJ=s-#R)+$mB(EYtQNx>>LNf4(gMQixbW98zJ5sv~s{TwahewvT7n?m*Bd_X#XDxQz8fRmp>tqT`5* z&8-|Tek5uU1`W!li=&@1XZ{&ngW(ipyz6uhu^*1}f+M?kt=kwr8=S*X*hSa-YHF8v zUugRbCQ7U-SAQ9qd#pBhVgFCtG9Ahb&G(I9o_(ixaUo_^rJlZ{)B{#kV2wjuA{<|c zJ!xG*%~f$Ll4ClTsm)pVXvyOz$Sz8d>?3gd07h?f1jge6UfHDV&`+6DsA$z@dQPY& z^9_11sXyp;UmA9`djV|R;n+ge6IK+%;b&my0~Vd%U)Jhyn7bt|lh@mMk^uo@aUsnm z-MyvCGAOc&Y^mNi-L6$H+Yu+7?L4PpRMrYe`x7T)e21eKW#ejg?*%Ka&L6?{kr0@m z+wB)#1cv}n*vPOP2nu9NnuU=b^p#XyWjx^mU zNp2rP-!b&DhTW*im|-AmzkHfGos>DNtBf@1$deWwq2uD3bQVQ??@NoAs{4(qpdR_} zx+mGfY76$C%kFzzE3YoEexrfPIkSr+PNMh8oXE7l%<=7DJrY(3r{2=-D4B)isLJRx1+9jQJ>4VJ1Rv=;xT<|*l?p z3ank#D14goy`2s%I-_K^AY!T)zxK7s{qx_@ zl7xAOxhEmyQ8l~TJObH=Am@ZkOd~h(R#nwtLar%v&01v~_qW>@_(YU_Tg~^SVORE1 zIKIfL-_O$rL@VbwwFHa$42BUWK;Z~~v=@7Lh2U`d??>n9<~zzPBu5435R?|;gqe8K zYA9sx7JHnR!WLRjfJ-X`wvLqLQJRk9D-iV`_42z`_Sh)sI;JE-8Y^>h)-YHC+m9*)p<`9x>u#@ZRWeg?gMz%b6;lc4mr8NDX#MPPms|2VY* zS&yu81dIj$`(f`CzQOI*E|^z2eY4o_tIagjpjRhfrN4EoZzjp;NQ2D1s1DVp=|r!g zPoPF3>j+C4U6na;(s76Ad`Aw~NQ@KNH4cLY^$=4XJsMLew;BRL6ZE`*mi=JFaj^5o znaHa@o6DQRdWxOi!GK<#jb^?XSVsmclRFu3_5;4(_ZuaFsmB&EIID7NyO7qAl;kAn zIKB+gi!?>nSvx`aQ*ioiY2T)<%AC0;QH0vTSERQSJQ@Ak{g{GL(|xJkmGT+RsdWCZ zxh`y%k7|~_{RhX^#GJiPK)BRnsVlXAvosqjOTo@Z{$;|Nj<~gO<~TrOkb(E-En-8_L(y-B*#pg1jj(={vGUo5bk91_;PEo z_l4X0#C}sjlhDU4%hRpX$j2y>fs~Hp_@eeDSvGE{5^&~S==!-CS;y8BM16%;_UO9( z&1G|p<#h;iXm%$+x22fHQ^3oJc^C5=?0*EVuEG3S^2W0}j<=tF2Rgp4>1(nN$x*>? zBxFv8J(FR;pSYA(%a`v%!^65(V#dx3S`LJ(YgN~|HPd$_B;q*!3q_Yv8-fpQpMfhs zL2;T{luT767LI1$v8oE@&&R(Swg`1pQzEgL&GB=-L4(y*7(L-X76Qg-QJvL8ke1nu zVMo9|fc1rE;zw9T!8&=TLN2i*+=INyqwhcpWNBct!B}Nnu?FfF6UZR?YuW z<*cNNi>WeONe-xCIl&yq|Kg%Xo;|7HDLD7u`2+cvOzv^8_rd=(uy7%~`z~zW42KVc zr6roTE?wYQjrim{?+APpC#I^5K2@&bSic^|#G`7-zG=|s7cJv>XWoa>Ea>yImJcyRC#*;Wt700@5)jxB)RtDF2z!8r&VZ(i+*r4{u4 z2{y%|CXUZQP2cp0#r|Bu1s&4Pm;~S9aNu#sJB#9Z)A!^X^;(#WwbY`fq`X%$kr05H#w`G1_LQz&YU9On@VepLO{ zitL;9S21!<8wL%&1DSi&AATnTc29ur%P@L^&j~f`(uTXEP1j+s+GcK&{1PC|SUEz+ zw{X#?+SMIZl_;|6Y?jHxeFkHU0;_LT6`H;#p~2PEm0IpaB)+4?T{1H>fzZG8-wJoq zQA$|nF7tf2@Fk|Lmoe;3$lM9uJhaz2Q>R3$k!#LTniW%>f}q>iH9><}YFg?&lW=xf zB`v$&>a1F^c7ceeF?+VWVO~XbB~HdSruZr@2Vxe~Jc)V{=W9;BqS1&Bg6zW*kR)`C zL@D{3eB}#FX&tNY;^pNjz=)L#p1)sW&l^b%)n2N$1-Equw-pK~(M|@7Nrgca%7+*(%G%mQ+6?7sB~Z z^v-`K1;?6SPRIJQhLx2KW)lTJil<0y$2Xy(pn+~f`akIF_xe$_C#1JJD_{4~8FklA zzAE!q$vY0S9i90=jdgU1FzZH!buN3a#$d6cYfXMf5~4W_)>N`Klb>j!!L1`Vb_x`; zYADC?Wr%(W`*(T{HMGT1$CRaVwvK${RTnO7Fl(rsOJ+e; zE7^0E8pR*|)LC^R{7J~z2DztX{z7$n2WR4oZ#39gVD{D#yAFME8QAUws48#5I*!DI zXq9DRzY!ZZ@Erk{SM&LhC=Ifi1Xx7NL&f^ief$QPOG%giNp8+?ze)?BEyN^*AB_-_qhf&VpY< zFqcS+4sw34q87sM5tu(*saS-*V>mT9I5pdI1^m?oy!(K^y6yrenj?Pe*m5AQ70x-1 z8OSxi-}KNWO8P&K*i~l#m=+_zxuO@Lm{wC`CelTmS*vtzum77@j_Vo|51Ulm$jTAD zhh(|WK3Y4YOw5tHQ?nIC*pfN~QiFrodO+_ru>UdjiKDr79pZP2m^%?Xg->h_Sx0G- zxu;#}h7-=yALuSbuhz2%IEBFFA53*Od3kwJQBmx#z~{}_F4C-3I-#(JkvQQO9~)re zD+!wkS$i=ISl$Frg^EJBwhlk%p9iN$ek?MonT?9h#CA!lbPRjb{}7aQ;SWNiRSm;e?NWt^dEoxA>>J!E1bCp zqY0!B_ml;D*801T4$y9%mZfhpfZ4*%AHvajP`*qn=623M`zA=sx!QRpxgZ^B!#OfqhVa3RrD~jVnekZyN?JVj6@jdG~|-Gf;91 z>|2Wc76Qh>;b+Kqlo7YK!?{nP(|eGYjNLS0@f{8p3e5Cv6w1rXzxd*dPirVG#W@W2 zm-{E%UQtoe?6TS>he<~@ zsoSWq!6@srKO}Jd)=rrHjjW?gC`reqZ#`E)`X*F-P}mB5esmuf!KpWl6Lpr5kZ}C? z@iuMR*xTDHH?q%c3)?<^eDfA@R+d86J`6o41V>?q%N}Gu`^bn|WKo{IZ1>f~L)YlB ztLrB{4zAH~cus?jQW4F8n!#1Fj&cCyrzb+lqo|sHX}Q+ts_$sS7$`4*TmKm6o+2Y7 z4<9~UR#w+BXP=K8Il{I#_tea@afv`(48jnwdYF3>vi8gTHf>u}xOIQ5m$&Jog~bW$ zPj_1inY-XpJ;4p%;V5}n-=P#OUU6g{WdW`;vp~_fj2)OZp+$^gs=Fmh=On*jwA7#|kTR=__mk39n zt5X@Y^#J!6OdKQ$>rU2D@}zBoi{C=8)fj7jaTz*}h6|i&{U8)ygUsE=xwDlkR~8l) z#>B+z*|UfJWuMs=0nVF2la2o6bZC5a5~K3DUf#(MM@3Nv17+xdF2&_0<}okU-tRv(WA{hY1V#liNx_| z!mw@PR47P+j9qf~9g~41qqP$IDde7ji{Id9mv9v1%aQz|Sh9}d=J+D8azST~PBVT4=PE!$^&Xwfx;jJ8ztfzmrZ+TMJeWI04DpD^6(8?>@=M0+4l- zB&>Q}Sp&UR;rj_SSy&4%VMv$}2z?Bv9wnO3Pag8Bk|6kDD7p-{cF6VyEi7p2kuNS0 z=t1s`hqAny!Bw)3gn=l$3BZ73w~7+TJ_KI9 zsRkL#ef+P?-A85}bICgLqjdtR0qlPiJbGYoUy-!eiIQ~`C6%S9f*-j6yn5Ddsj7t3 zmBtuWRT4f6Zf=5t3lb~3ti9mc9;ZDB;}A3%if`a(wv4SK`HuYQ{2>&j!i6uP)d;Ca zu99^WB}ZQX2S4=Ql%#LQO!2Of#=8b<7YLh$c^{<(4XYZv39&-=@x;rr4P7DYs1piX zlweJM9g|>?btDAlY9b01_E^?nQKNC(*7drNC?unm!RZChu6TpOM~r~ zSA*{e)2N2FeHJc%k11&+LDn8j%V*_CRms?}u3K3)r2j2v_mR+vPH$IQ*yZkfUb-1h z$U2IN!*g-4KJ*FI?Isyk<*@fbX`ZtmN}~WtUe#m`i2|ZumaY5f77e+{^pJH!VYAu( zMaPO8Ne51obtIZc>MB$i@Aj3dhHB0UD9uEP98=Nm1(d)j&6b9Bq>vm_5f~2@`Is`E zd`F^&?tQ0SaTqqcnbE-O@(71&LW)qMC@f)UWi&& zo;|5Hk^4y2Q4F{{+Jwd}a=iQnE=VKmNa#aF5$qfXo!$kv_Nu!o%i!`4C}?R~A{Ri) z64XE!Gnu=gMQ7A8AWY^yj)Te)NZTk!>v)>NR`tQN2iSOE5I$K)LTA`3cVH%Xc83sk zGmETNxwZr65EEadb13)>fs`*qU6Pcw%H&vBLi<-xI!9)P#MT`{y^62V6V|;-SU|*F z35-0Ebrd5Pzr{reu}jqNHDNrC3Q-H;>_@m{LbTi>9RLv!Fa{IL$RfR8BlnR8SM?iF zh==^sQVeS%>u6GPj=}MTsBN!yJg_7kGIm11I8j`xTQqp~s?AU%Ldpv;(~xHms#79x zA77QB`$*PNZxl8VI#Y`7BUwiiHt6}NXW!*xaBZvp3zxsgp18G>SS~nv5h?>zigNW5 z>qfYD1%(||E7RjYni)yBzCl(uJ7kC7AxA%STOq z;r2oF(!Aotb=grbVp^-J3elA($*YPAzxyz`)wN$_WgYWR%gWvxnTWX<_g+;_){)Q% zvwX>~;dG;hkwA1Dr>ZIgm>lmoOciovjkvC=ED!R}f=73%Sz>Y@UzL^nXyXRfZcucE zo~@p^$ADw7v^q>=9gW|V=V0!}ZeMCzr%_P?SJz_VbrFK@<6Git^)h#&X;j!!N;7uk2LkzO!x7;lwxzpIvSViYS=pk{O^Z=v6{YieFM11f@6RfZ^36UC>+HV zb3wzZqIDmWUzMm%3Ry?t@gI%p@Ujn+btKer_5-++0iCp^6c$@Nj!LT+{URj4A)=6d zl2;Wct%ib?3yy-w12+oHX{NQYg7DdJ_G7Y+L?beH7l1|o`M{|-gHHIup$ zS|^Bl>7IopL@g4F`JwJ|3;cxaTJ)i9BzgNR|Rpw-8x8OHkzzsvnVJn_~ytr^Z%aD{<6>Nzm&ceQa*>?KjEab zR=9W^u`P2{OYmfz@XOk7%4;aS4TYCb#D@?oE!_QWT>{<9WMNd?qRBc6;XclVb03Re ziPwsrl-}&Rx@*J_BdV&aipq-|tsS4;^z6n-8{+~Ss@s&@guRoY=Spz!)qckELb$d8 zI=(H9`?s`)cJt7E?Dwn5t|4Owc=g6BA;gS#e;fe!kbdM8^Br&gP0zEr_zs7|Peaxo ze0j-tl%?0mOk+V=0W*#4pX@LD%(fJk71n*JsseUTfY2GZMvxCz6T!PLY7$C?kVhc< z5ab*;*#*$Bsw7~~h&?G8KqISyU||UnPoeuL^8P#YzwUe)) zTNCvn-;;`YnWI`1cF^`YoK-cMb=-!22_bghu^(jZmX^k*dR*E;!Fl=U8<>zbQz3l| ziUW{!lpiU#Q#h}&K5WZ{>TMz$r? zJ+#J7UW0wpp!aI9^XBb1E{E2Wq&J1e+KY%eaM~1er8wyr$1B!}FunUogR4YC!k>bR z-$F$(Sx3=RU0rnM7v$}XoKn|3p1->&a@Jy~1ljgvMy z+cT%gvn@_GPH=1?*tkQx7j$Xp|G^O(xAu}OIvY0#djd|sYjod{LUJVJJNCsG z#Y!0{=8$z14skE-pi!y2C~ST1Sq@1*4lQ{d_Wp}`iEUbFJ|ZqKF73IrHOXr(WM2q% z4`p5>n#Su%aBUq7I}8@O^gJXNkE2@4pN8KfAo{<&7On_F$t@^O1Gi38bESc;J2;18 zgtJ#KY2S!j6r6pZo~J+~3Il6=gRS5*h{>o37 z>xXr&B~82MA$2*%ks1eD=_ox%p}!ogqm={L`(cDRAqYW}A!{!bh%pS9tYcIC+`cg4 zIL-xbY!6p|=5+|OrjD(#E2JwIB|fam;ou8_32^Rz#_}CWd|ZO>)b0I}ke}89O+5!;Yfr&BhMU`6Fokpc;wr{PS?=Nf@vRY+Shwyd+pTE-k}VvGSNd za|#CEd*S?N5dETIe<))I%CA^Z-%fJwW6j{IcOS`H#~VrXFa^Ug0Hbm)Ek}7dnfZM*mQ5i*^ZCC6{CokE7~7E`seNAbd7zlpBKL>rkGHnf3_DVeJAgk&v}d z+9F4+Vmk)nx(?<<5&{{CT4ew+2~8WrIx?eZp)Q@T(pbjE#!Bcp4(v4yk|29@DYrf{ zJ3qg2Q?JP$zX3eMeSwo;RWXot60Az@WS|e!bA{Y0dW(+GqB9!)u$hK&9JkY?qlDqI zSxH?2kPFNq>nI?t6X4i<$U6#mVO6PH#|-JOdZe&b;XQI&O!#w7L`ypavyK)uG~Q?y z&(*07bXy9$$3tm0XqI5D*Kt7aDrA~G3&gVrIE5NYUzp@oC5=~aOl4J3B5~^&P1aF( z!k$2Bl(HO=T#f)Et11Jh%71cRqq!K!fH9D<6ZTGleo0_qsa}G$J~>BleUEoP*%nCj zi*Vp^2zp51#VSQtvD`#6_Cn~4wKKT3M|l*VffBw8wQ_hh z)V|0+2Q5gjNl-ju!NDIh9R)r>)=^dr@6o+}II9M-i^|-SY~y1Cl zcb_n0p@pe9mgUlx8W3s2jADyUkhuq1Nm*W)!d4ALz!*6C9AqB__ZYH{#y|(*(}u8b zezfl+?sIxkdc=~5XL>yIp@wrde+&Vd$bd&*{;HuQEZ@dPS8nbRo9D@BCQ{U z;%ktxtGVZ?uBM!h^1-twqSa(oWu$u7YN`!7G6RLf7T=sGQi3KxIkRW>#dKE1IKQdgDs-;u8fnAoZ=J8Q68u&(Fi z^>g}Nq;v^>81j1BXL53G9{%mg z>^xp+=(Px+7F~t?)1dc{Za&d2gV#HsoCEnO+;^7Wzg*XI0)L%Voi0++C~TqK3vlYK z=2}M@R+X7`yd`nLRhoJP3K+i-ioseWIoD>_DX?*K`l=<+V?eh>m4fKH1wuPkm-`1JTfu=Rv? z&)0o5Y$jy<3rC(tVR3*DhkiJ_>+FYrdH8bf%k2IZA<1T$JQU+K# zpgPp4#n4+XY4U;;41aZMLoJ4UP}qTcR}9zk8$s5QQ0KcTAp9wGA6Z9=tRsK8b@a}m z@enWw4nJMBA!xh9{7(JmXb`DsEPPs!k_ahlDux_tQGZC&!UDQ~UAeK#jz2%>)b}ZN zLS_zkPv5QFpLcDSD<^i-NK7^N=5eCjPZZ5iNtI#kyx#GD@fjl_>3KE%#hSm{_xv&To-qw}R1{V3MD-*0B<;e)oS&O` z=$dSGRvTmOf{T1lzYX2L(fQbn?cg(n+6viO$Nq5SIVn3gRv1K`e+JyU(8DwcHm(pf z2~s|Xj&B`I)JFbW*%fm)cqPRvu?kTd41|<9`_&W}wUIZ(9vX1(|tdaY@-@xC!;oK+CcCOm* zq~)hA{Ac0Wtg~%B+b$lo*w@9kzSyZ+F;%sSsqT)>Lx#0BgW?hn9$n$eY6vm*l#`XL-n6(x*wh_7yEmT2{ruqPvp3G>J|9Rsu=2#p zB_o#1>N<tOM2e$NuvmanYPtGxn?isvOIsL#(F*RfwTv`TxBh9O>w|y4= zXa`Y?Fw-edC|Xs>UAywm`gd(r)CjAAXlt>QH* zO`{UFCA}~m^b%7=?Nfyf#H~d)=;mhF84q1P2G_PquaTExYG4A&bKl7_uZnKp5`ref z*$;I%gydD_Y#k-O>d`ftd`E-ha}QLNL&gpx|E%n^a{Na_z&P0ZFx1m5UHH#JwclN^ zWdZ0Vrdq3g>KF*IUsrD%mRjCA+iM)(qmh{4kd>qGoA_agk#Nt4@nyOF#7LBIk1(&St6C zLOhps4jl9mQ?1iJExA$ww&}OiHy^w*qkkCRqwaD$zo2c|cHj}?D!1AWFd^ffrH3wP z582H-4c5-OMez_4LSci7e`?M?v zc8!N_U%L53w;Hj*;mT4-->Utn`lPP13>-IoK(x7;Muxkahf}X5E+^+`*WjnDRc2xx zr3;0v8i(*F;nH$r4r0qUM~Ck)XfqY|OoFOPUl-pcBbKP_XIp%nFls*9q1oIj> z)5xK-nChALaVkD;UEQp^bzEJ|k}kY)w-DSRKyY_=cXxLU?h-V?A-KDHaCdk25ZvAE z+vI)EoRKs0&Aq?NAB)w!YE^etJzY-~dt>(i9~?bka0iar2ti%`ld8b#NPi6!_qo_4nkixa*BnlZfVN&-8OhW~6vxfZts)5v1NaWv z`T417SdYqz6v4lm+(^?D*DGf_*T#L;!clFk6ou5x?1U%P1B8Um+ zzG=1ZY{Yd;z+hkVm2;N5j{ADTiw0pNrfybQ;>ik3+T!D;AiTUOcf@|HQB8(f{Z%4d zo~uO9*}n5o6fchXv65HcA|!0zD# z^_K8Xg$zY%KWXF^^X7bCB@Q;La+B5GPP)-TJgzIkR!T}6{g$Zoy2@XV;_0gw7$S!zJ3DsX{YD~(=bVEmCG?&I6;r;vuAt?BJ zd_fgbqqCfs(-by=z|95r2G$iWIJD62=pJ4=Ctk#CE%YvYUjX;Qv~T;xd6$eeD1k#Z z_Gb24mr|5IF2zM4!#8|FNlk}a@1Y(pHyVST%3|NwX_IJ0GF2;C^H{OZMQGlsYV}g7 z*O9x;U)Zo2^;!E|%XbRXimJ_Gddk{-i9jSK&kAp*VUmgYg8@@@)BZi#Vk1`l1eq)_ znaWy_R4N1{l}s~J8feMpW&Uav&9_kQwlUDn1x{_&(^o23V8`2QUAOqWM8?9@pCVu3 zcsDLq$jpYSvQz^n6|cn{ zR$O9otQj7Y8q1ttOcySNTlk>fR;gE%yDc>Nsp^XuP53fbWng%EUaXO5qjUF8H|ara ztJ?s7xCYHg{($)>;@#iBD6L3G$2c#iC}g;Uu&K;kW=X^6KNT#4r)g;@=uFLGVC#vd zySK-!q#a=#etyt5@CRWpT=)Bp&BuF(d5e6arO2gEt4`V35_NG!53TG;)0L0c6xH8T zi?di4h|`gr?!4_JslsK3;4De7kKNq7GoL}KCphn8E2SlOLnQtAeI-J_c#*ic$_TpL zibAWs`9CXZY<>VSkn7IoxKG|z8AFyps%W12RWh|E24;4Goa?-ut8{p3&h%vxFmkHb zbqY@V5@8A?^fH2uj29h-W(kWN=Zhm|g3`MiIOiX$p_%~qA^R7$VNH>F1w;KsN)0iR z5A2Ar<3i&wS2dBXPLdp;ry+h&@|QoGC4oukUVKhu$65+16Y;pGHxl(FU8Qcgkw&N| zxc|Pl==gX2HOwIsp?KZHZvDRf%i~&IxWeM*{b6>YB^ln60-U~XqqE<%^k><)66a4F zQ%UNYLW|S^%~8ZUQ`tI&$`XYQRy7>$NHJH;p~V&7^lCqQPc7CNHQhvxUTsN}4Ahxb zmP_ff8N7howrxcj`Ql>mAgbopFU4Sq)$1;EdW`Mo)DVl|4CDpo`P)D`wA9NkHJ>fF zEAT}OQw&)cZ2Vq;@;yPB3|PtUxjAxOVC*-uZz{KQ{vv9SU&_S-Vj2`g>hg`TUT9Ld zCNj`PkRW8EJ9~ypf6qd6J|U=_oEbHMRWda7Rtw&MB=aB9rc*`TPysmmi~x)(kfKJI8rog@p+F!Zd#FT|kDL z;^YM97eRroSoWASV*cQwTQuf*K^6KK<*p%y*J&L&LeJNKPEu6S9k*)S#~`hgpE-V5 zvGy%DSUTs?0@~v?*}=$h+AWF(V2n2gfA(sBs${|0j$U_aB-8KQEiOFje?kImNA}5L zoRy=_?9G`VYB_G-;DmbW6m_9nep7L^H!$b=dRhBvGQ5Avp0Zr$x^UHptJ>*R&bksxn)=<3TfLvChINA4&SGBl)`Zbm-$sCJ1E; z8}C`R(*uc~er75K@LOF=RoOs)>VU=5&3&}+Q;n5Uxq{IUtL-{b+7NYg9RB zf1xG5B78GL2;MLBY9Z;Z?;`FxM-o(?0zUsSgwG;0AMZnLBXc^deKXe@0zw z4YxEY<`dR%%{jZ7SI%QNNF8zMEzK1FX{sibk0^9lH>6-D|6L3{l{QIs4)XU3@w4F* z@9YxzTICO-WX7C%HXpt6%X-U5=oqH=Mf5G8$g#(GRn?4MFI0t8rYEh~$;o?{lbTOx zo(v{uPoc6)(n^ZX1IPVJzhRQfB_W}s*DaOhx$SK8rhwzHjehsql&Y zkm1f+J7^&*XL@a|of!gXx%2y1kTQRD8p*pQTNZb|f0#zE{S+kG9d7@v6Q-3Ird_77 zDB$;?^gWZ5)`H{I`Svrv$Y#NYTVlYl4S(zS#FwKhM zUL^I8tqXBVixOaYA^l2~mD=-S=`rjN6;h5k2RTy`LV=~QYm!Xak~)lX+)+VR=@CM( zI&)e|MS@{yeZ_s$SD{*Zw>gSX%95;jAH-)Shm_Es-Pi58-(h~5e=IXW7ghMyjR;B*IE$t%6?7Ua_Eif?TTL?ks;aM` z#eI!S?nY$mv8mSp8IHqFe1XS}G46;MRVVtMrA6lX4PvpLA(FGLPnsW1hH2Az_wNS5 z-6zSOEtIBJQxZ?a=t_#QC=repe+nEt1-CYz2lKq`-Iuv*j=Sf4Ti8RJOut_u^CGzZ4fiJx3Ragqxl8~<^HAWxp4EOLPpR_gM)8>J+J>KG-eSy@ZRKbm_ZO~DEto;1_N$83pZL_hpl zAUOZW#RSUxE#ZBR6@PK?*;Td6Hr-zjs|t(eEG-dM6gVWdK-6n~fM*}z}k_pzt*4WX>!NkDk{m#zN5|)Xcke=}UhMSvC z)WX`y#DPxK+Q7*~*u==r*o02n#MaEooREQ?g`Sre_U~8Smgh7y>{djPeaX?^O{ zJ!>=eLl=)J5XWE6qfY@(FenpW&PG(s-X7epJfm*qBA!d%k?JMm`8po)Bu8+sif#_$2e&IEThjOG(gALt}TUb2^j^ zK`2&b<&8@j_ZH`aE5K6};(>Gk)V)F>lc=k$09VJ1@f#-Q5I%?S)0pOifPNqhPd5@m z@KLrHlm|8f9mO4_$8B`p5^R|e1fH*PA5>he0C$9LDX%D zheVMN`|%*AO83UC@H2I{8rL%;2|2u)=+{x{ zki!L=mo99Px;`tk*k&B5VDm&kvaykek?;s>FR!C#ctCFpeu&dTY+=_xlsoATCOWIa z4G(1+>MUBl;pr?2flqVp{dHn)&TA4>gjPn?yTBxhvngJ*6;N)c=>^-jWLPiU_;{FFqmGUpRM%l91-i{Z)>2nM&5gD>n{ zDk!qr#`u{F;3P8-#D=~faT-*c?+UCJ_M^zpWb8d1ksQ*@?OqS1zcLvpsTrLC;t|#N z=ae(0U=oit-&By8g>+V{%OJ#WiMgRgUBQl}-H=D?=AOxa3D~dq{2+%NZ_{z4yP|)A ziH;6D&6orG@B!4F9KWQW|Fh+l${OZJcXGr9*Uh*LI@8U;?Vh+N?3_?EE&fzN_b=e) z)49Sex~WIkuZTuk$2cvUye~RBQ8;Pw7nXDN;di->7h?1FB8(L?H)BULH-59Kf*O>< z048rZjxE(m$c>|w=I_3)(bq}8MGzXI_$lD@<%P$Rc3Vgo$`}$$zJ|jf_md6>ouCZJ zx3d2Z_|ag2$0A4TBpVr7Cc{P+MZn4JzCeG~yPykTXb6uD zoa@P$J6nU$$(q{tO_?fw8bX3os5&&%)7+_tS=dS+rk%*^s=RGyp)CYqr7nIF$qyF$h9+9-xXW4oJa?RiGTnb+j+9Pr4F%(<=1Nsz)Y8!rUiS#8kJM1sk7K zlr$M}L1JFm*3qv=u4B?vmz~#0d@MLd&aQ9e|7=VeEK|->LNNgba5LfP^vv1^{mv?k zp%ufc6Q6BT@Pgz*eB^t@mdsYY0X~|uY|dj%mc5zPTkDwDBWgAMh9EIKVIu)&Dq4p4 z)ETkvTzZY?6de4Svqfl=cEavA4|x-L(5&pwk$@@NaLqou1B)#VJnP|Hh)pB%^D1F! zcRJaxWalY4yPIUG1kVAbPmReG0RUqShy7L7tLT=I#YC=pgiLdAylW)ZjR zPsTQlU6rVB{WQ{ZGR=?7D%iwhUsR!>U~@CFY-^ot%qnZLDca?jibP|v2Bp!J5<;gE;{kdUN)8`YP^*TKp&wlg4wX&Ex2QBVcUZ{JI!Au4^K`(kC zn%fUi#}p_lfQEUgPx(IX@O{&c4EY!Q%k;nDUq*I%hJVk$b=sbGTa74h9hu$yNJRnt znlT@5#E(FEvUsfFR_k2hoRAds&230aYpI)RTC1-Pq`n~`(2x_6qPe!jw5DVRUu6)b zFZr68@7BCcQgDfFc$hW#e^+szMMN}gj2TSz)qc84}`TWHtGjy4!yHNvauGQBzM;$)sKJG?E`4mq7} zuaFLFJboV`(9TO$1qe>p+*UVg$N*J9s=ptPosmjs0=9M)a|KV2qEIJ@+6#GJ?H3r9 z?C*LTdw!ZIIKZEgt`G(04`$=f>HBU}$?oylTwWJ%FC2VHHA}sg=Ou4bbMPX{yj5)f z+QB+8jKj7S>r&z|ilr8(+*#l-ZL_lD2>vKlt zB#quB%m5pIyJ^^uvZ=wY(MX&@%JL``gHFUtb}qmAMJmn#C11@pmj*SHz^Y0j4oG<9 zZE*Ib;!c*G`iRi%d;55LAr>p z(+KnGyFlcLu6^tQQF2(gfHG)A%FqT^tyiJ2fiWmT{HSnjg?;4TGAJy7>3aI}5$G>H zAWj$0wa_0rhV`o{r_H{!q49af49*)TD{8R;>~yh{%Jy!B=aHfq>uG*O5&xF2_${MI z9-y;M3W~@;ju_FTI)yYH0q=`EO!g|!?5t51$4Rr8iFwG=j-ob1!395GMNpj=wtcX#Vtk0f3LW4K`O}?SCf==DU^!G(dg?Jn#&uou#FR1(^zu}=g7^Tj=%eHMcrI_wz@QMUl{Qh%6CFVV-PWzXb9Y zy3}5NKn!^vRH)n@7aHy2*o!`sS};VX4r;))hAIhXI`Y$+ylJSEa27~bST(QMs`w%! zKg&7CS6X)W#+`hDRQcbj_q(sQPlVc42*>TFp?h=cV#$!rgrIs*(jBg1ozrSj9hwzZ#f(&SPuci+Y--IV&$s6P?D!$y86F^rv%0$4w(CCe>qo3c^j~&$ ziH6_2)8e{+{?Ufli#E3AJFZoLZSd8dxMJBr)A3@0z!!IA+#s<=pFx5TD*M)5qcXgi zQ`hT5I(G)2sT?tgo{L+Yv-8IzIu?rq^UeT>JkQcXt6Iz{N(kg1)Eo&2^rG2YA-#=) z(dmSFMwfVNwEWz0^@w`s8EMl!=Zqq%OUP4s(ib}T0z~Pbj|C}L0Qu#p%O*kC!l(Q> zxXVWR==bzp{mV+vpv@DxVO*i6OfZ2?(%2V`^;!k}Y$k>gl#ZW-ooQfc#GyV+O%})G z7tJj~PtTc*8%m8XVy!=mGrsX{=2dX+dvwHUEZ=>c=Y27tAXh(_dxz?NtQnv=NB?!)2fG0>U##20qgQ0hOe*n~b9{LKA)2UaxL`APX3u0A<@{``eo zxvQJ1`NQDC8m-l(Tr+tQwU%zl`0~4ld18c5suee5} zFTY0I@Aqh#=ITt7KLgB(p5;j#sh1)1s4R)9bdQah4+%Zz2W=Crg|=yP#D&z!Auu&VT>hHE@S6?Ha>C0s28SVwQ^JgQvr8-dM4LZk z4D#%_7(oj9F7||mwUy8Wb)@uCgCkMw`^e1GyzM^)Q6YqIy!!h z?kId$*IFq^1m{C>tmh|EN?%CQZF{$+q^k(AnNWL-n4`Z_+{uB}JMheRR1x>MP+`Op zUB0T)die~OYll+RJG`m1rDYB`d&z#M-XSm%Nmm`J=jFpV^m=n_+4A(#n?6+0?bKAx zs6`s%HLhEZ%%BpGPwo1U=Q++QXW@;>qwzH9k2n0BZu7fcPXvv-(cMCq6`8H-WFkd6HJ4Jw?ztkj>rpy_6l#^V#hc#DlS#g(iflh`UyYMeVcc_rLl>O zDv$1qM*ZD;Rn8eWhkpH-a1=TtSHpAOJ^2MJOi10Z7jUqwCG=Qw_OQ8a%}A@kj;S^xDvYEuFO;RJv{9 zm_6^gjTmt>y!%;{@UN?vn871QXmPfho5TPvXbaB97IptJa@CeRb~5)>I(lK-wa8a& z9ItW#fzFO1Q72B0&I9=EW{UeU#8H#3j}r@ewO&g3eT>1VQS};H!$Du$P2E3sEC?Zq z#4=&@W=Z8Y=$=~EJ(0r0F4xZ>i!}Dra?r$3+0__+o4xbw;G1_=LT~E;aMZZ(&1Jj& z+RHsJh!RXt6Ih|kgiILWnBC*naTxcts7M9-W+}plcl1&{&#P%Oj7JAP)1wGq>M?@q z2-mao#Z24Sjz;#lJDFDY$w$`erNSIxEv8zgDof|_Y{E}?C!vHASnrP;OJqq1b^iRL)+Usyqu{3x$HJPnXWYj_ z3^`_$2KF$IZ*RN=NiTki(HY-Rq9T2e*|XW*3(;TBHeQgZi7W;FMcK^y&$3zB-QI*w zUCz+b#K?(G$=T59eJo*PU}i$6W?>Aho>>{0>BLPe%*>q#nOGUHez0gUT^5;7BE&w_CPq9A&fIrs-32mIJ zp@KHL6f&VRT#C~;2cqQltfB@#rWrc?WXEC0bkt-DydJl90Uf(9?o7r(A3Z9N+L|-h zvwk-G=nZ1zbJ3XCS#vg8{q4|b?YWO|=sAKHN5a@lkwcbUz1LGl{q47`;F7zC^#RdD z;c@&9_eNGhLzmfyl*rK+?Us~ASFZ+eXHFrc2~H6^`I*#DXi(M^>N;=P+Yp)}1qm() zl62iE)8!7E-*#{{G&aV_br<1J!O z>2}z`BOqn{`e8d}=bM?xSI+e85VQ20KTeVJ(U+{%7SGUJW+`%G>Y(FSvGdMm`){28 zFQfCXt=DmO*1g7C$)(Ltk3*Ad$y^e%lb=oHrSljHSURYkIo-fQ_0j*Dx}H_Q=H0&2 z-r5tO)m^rn@A3yjyd8J7y>pm&NVQ*CuxSl#p8AABQk z>!NETEn`fMlXJ}I=4+d4y}bB=M>ji(^L+hO9NJ_^+16#(He}b4%XVMc@S5|#@uKb6 z`d8NouEgaE9qyk#jV=0#i(8fA!2v+OG%T!G&u3|$7z*Akod-)Kp8Pp_Weqb4rj94x zZ3MV-98z}jODj7uhL!{eZIMf?O(XbwW%Zmq1dMdpU<)h$3OsgdwlkVmNS9vy+AUeK zqclRStQETtkaK$n=gSMNV#Ov8((lNa*RIhB(3_7*Z&;q+&`wi+qoa{=QR9z1o)=_*gwVo67c&= zEa1%(cyz;_^0dVhE=-6Ju6(opLM1I;kH`9{Plt8S#mzM&OPfw=;o-s9Eaxym?RhJe{^DYH6+F+GW$upse&!TPTnoU@;DwXtx$d`l{b^S zXa>u}ZNB)9a+o#E?Jwx@KFm&62=t|r=1|`+a+ANGaqry!2k>_XBC-(eo3!+XQB(&p z7UH{?E5^d+m!BM@3)^ba_HcgOxV(6cl-(Bwu4mN%&B+n5Trd0RnO3_z+$sR?WXG3^ zL9>gx$@jg@tC^VNF@}%bS8j)`wYj+8uiuz|AS}aQPA$c zGpE79u6*z5)nmT_>@u?nFY&>7Ev2RBIo8>mdBoo8IV5$sJe$py{C%Zq;C&zlp7A(&XkVZe`7={Cpe{DBo%ep!ZRas7`QEx zve+~3n>jVR#cE_wOLRBLE@ip$IvZhZm+ns?qgeU`rz-Kvx>fp7CNA4GlDRdRhNfY+;@MW$NX)JZ)XkR(Y40a9`M~Z?}+eu?ja6;rn7~&gQ_qQ|7+bz z*+pZZdZO6!p=ZRLSPGxzk!C*e;+A!wMqJX$^|2;dsPdF;H8s5S`g*=LXa+s3dhCAp zQkRNZ9RfFP|-K=izpoft*WTc+_y1(O;?PqF|OGe9L4S|$%Mc<++ z{2?A#wan9LJ(N4I5iiPXZjx58wYBz14`XgBvE_$~>xPE6n$%?o=a=<}*!5kSFjo&f z)!YjcLC&9J$9wS0MP%pP+o!Yr-t@Db_XGvXg$a?s~%(0&3sd28e&S<5oIFHtg`M3?GTskm;| zZRNzdsf(uI+s&b!aX|5>>MOY$Q8uu@%hiV1fXb5zf|wp}KVRb0e&q_ zW*7iJeh7d+EC3V@fLsJ1ln3F@0)3wXrvy+BsLJ@BW%@iG>}C4S`vS^FQ`zibZRyk( z_z^4~A8)MM;5vu%EHuw6i1YyJe=7mL2dxbFTgkuIyGY+-;NX+7ZI{WlL@W>T3o<~! z!7T}wz*lba96Lcs%Dggz<^_UZ#JOc?O2NT{Qq9mmNG~V*hsElrYGaz#a5qi$(9|C2}5d_c2gz|Ho zDp`sKbt$|c=yvq?F$E7`-LF0l_Jr~VuhJ0~DW9f4vPw0irlm*dZb9+kBMYXeIwTF_ zQqHMn9-!(|=oJf*ro3VEEaeCW)mUi80q1&Plqt(pXUP5dgGx$(D-p_Pm;5%C_yWhz z!cGD6?h54|%3!aVRhZJ&OiNmZ&Q8HrI3i zDI|YTbIu3W4dMV0`Rs9>ZdqEnvE}{Bj@M~-K#{zi`22Z_Y)gZ7LS4G7*d9pL7yp#; z#;e0^3MmK+SU`N;HPJ@3`y^&UU*S!P5CngaCZ*CyD+GX2`8@>xj0bRE|A=#W^(H+B zpWLNuT#_{iz~3XFi;#m`Ix?z*+}sUeB%AanSSNQqtH)8x+V=iu4jw$3%(U=nX6lfH zNkjl>T^TdpjybXebHAnd%;awkHo&OGmYn1;BTH-n0D5*M^r|4)nimbQTfHRI&LFeZ zYQY*(A`8KvHE#CD{SUJ*FWbL537~+g(rno{xNzF~J(x``#g)t+KndmdkUuz;eMq+k z@%ymqf&4eH{yRe;{6w|-+JLUkoeXX&j3{{X7S{B#njfy>Uhvhs+qj|Q(>~>0I^j8~ z!>>O^&2sSPOi0-rs7|5|T^x!x*wlS_I9xiLXh-budEL9ZeK|?=ZEbb)sa{yGHS=pK zGaq!lA7fMv=9(`clBw*_4q-;%3tp(g)#UYlFx~^qmB^1IR+$JgYc;Le9&w*myj2ib z&Q$kLPW!I-UL3(aK@}-w1>@r39MI@;&^mGAr4Ov>_%w#sS?HQKJ-V6f0qS6sx0=h= zPUF^2o>q*Ku{B-r&lWlO(ZHN75jc<1axWpMRu#@H&UOgs2C&ca?>suLk8$;BrT8c; zF4NYpQ>nS&D&iEnYplyd%ER_B%Av~Thq%cR*jt5 z?seF4qUYVZ?B0rMsbm2w9W~k=#?f$02n}?`lZDCy*uSE*oAq({0e@=>asg@?Su`b5U}sYXMd=L-D(u0*vV4AjVT@BDkun`@ zP~E6k<^2jGKf)ZLBE}lh9LuQ^q}d=Hkw?*~9MBcT93eK&-rexb!H8yA-tK79T_X*V zG0+a=yURv3JyP4z$pgehzH zqbNNP!3Z_&DDVJDhXlI65e)?K--s?TMN1sZYifCbcWii;d-F`pyq_u&{>VE5N^k@q=ZtE1M5D;BY^*YtPq5L<6uk2&RwD zYPeGf05i}(hyb|D#`wPy#omT={rj*>KN=UGY+zsmmAN%|XY#|cnyr*8KwfRl*1_pV zT1I4ooUEwDpR|rq1dvxviF9Cw=D;>$$+Ixm7+CWM;%G8dI%57u0VtYZO4y%7;k*N! zmA_(+xGGq}Jxn=N_J{3Ut$1rc?Ksl&XVRK>P&1=2APF@V9Vd4887M`7 z(ap;qlQNkr!I8NEDqzG+PI#Br+BB3$R{Wng2M+f?_M*F0_iu))!v~pHE<#iH`Ij2zjeA0z z$87KbMISe+*N?Y!Nw8Dxt6#B6hwA%nRDWsq5X^i76mrN)$fO#xT#_x!z4|4JUkf1v zH_I4<)y-J3tNlrxFly=Rocbf~;o`Ho^q7}1x;D9yEgAsL(!oetc1(&0)(`ei+OEpu zmwAh4SAzze>SjwS0UDLEno$S=)MbM4#Q=HzT@$7+;cS_?jA#H`jcn6Gl4KzWzZGyx z)u``^ekyQczkr#9kCuH&PzThRS}fuYv~2u8Qeumoi>I7tc?iuDI5;JJrkZcN z$L&*XWlv@1+e53j?-MZB(`D!#*WDdsErJJo85q=Ah|e6+EfC4{L~XJFQ@flV@6w@NcDL=mxGNPWk8$oLlC9~sp@ zDf-nPmZnY5<1e9qfz=vEebh#4NOaT6w!7DcyO)L+ph~VNS3w&}8G$U&29yuieU)^_ zP{>7a39okyLJvTO_b%1<1{Bq(jAo;68{Vq&N`|~m^8gEiR3%o?f?wcSAPKx79!9za zsB)PTnq+S_x2i2`^X>pb`LBwE_o;tNxqlz3 z|6Etx)R=Zoi@n=G`W+4sVEBo`{`IBn2`3Gk!le@-Yp%E4YBS(j**DFqJ%Aw8RA zu3K7tM_`?zYDExD?9Yj~KsKSxPlNEo)_9bV=-V+x&snl0U9f9d;Y9L-gtYwPjb-R? z2&>^abjcjH@}2+yz?>mlPCa7>JMF}1we`pe>F1%bf@?XtY`k0qWVhLaC644=BfFiM z*(C|U?6`xRWC}HBm>jQS9%z=}e+Qq=NJO$2S|KY`ExD=}qf*B^uG zUo`*M3KkSC>pxVm@3KG&k{X{CPa&4io=$sK+^OK;eZ4SZ&4fj$TP51K?$8qtX^K+f zywG83)vDr^#*p(F3P#-$c)n)l;F3Z_JkDS#v`Awc+m)XyhMwi}tqE4zswLELhBvWU z9-`ZvL1`BXEFa-zkE20*$cfAULt+~kc;JWALTYCAIH@j|QaY5E$mg4C!-l*rO7E30 zvAkOH4~;QOlVlPlqZBe30_8F(5&UL->R;qq{8{LQzsl6pn*}-d{OPnh-mA|VzRHU@ zJ?yk%S~35AsKZ%H#uro76xr96uixgX(Kyp1$G5~%Y-fk)a8zQ1yp@k?l9O_abHR3G zGM+z(3FCN$aV6&R*HX>m7%_I>!i@#NgVr9fo@`?z=60Gw9&WSSx98vMoH~t`_r;^Z zJ+{|tkaslVLX-@r$6|Yo-eg6Ys%>lVU^B7I@AC&xDbKsS&lNauz(OmldW<@o^nu#U zB6Hen1$(7t0Ml$6oY1}>|Jr`ea6DRAEJF6cnmIIHQh&6aITIW1g1D@KO(0r za9}U-zlPGkp|6_}K4j?OVZSa5Vo_X6>ZPO5B8BT1-p-3{gYhP_GX(*1Xw%@m(n$;K zSWt+>Cm=5@99q(Fu-CuygLOveuc>AC$fj&wQ%DI0N8m`wf3I4B58Mmp(`!{ft0R;U zKgS0zzn4U>a5a`_$VKsr+8L(VE4B^J_(!9&Nd^AQ5a>8XN=G9>Nb9C=J@1E2eIc=Z zO5Bc&dPG^@-@m!&7{1FIF}~y-ZwMUNiF3uB%OPF^<06a^l5+@nZ=6TuiM3>oEG#XPi22V7B?YH|wVlf&IG;oy62~ z=~}!gdtf*plG5pEfjC+)%q*|pw zIh(V_`MjWQr{a|h>+_~5U4&sbJ1ZnQ=V5s)#CzkZ^$>s5sNnp79KTd#jcPfi1ktfw zc3RX|ZR_t%DZk+R*=|}-U8aTXRyN|XXjFjmt*wPt&(#z!2IqXC?mXVAS_FZeUC!q~ zV;Y}++jAr@jip;YF(T#pL#g9#yCoN7?UTHk+D6{S>U~#I**4{+Ky#m{ zNp9|gE7grfQ=cf>?5Z>OHp?+RPpRu6jyTQ-8s{@If6V|Pq4KxZ-*y=rfskIB1@i@H zXT^*i>U~fjByDGn&!k^b=D*~cdY_b@Ez}j0A2T1{SIr{*h>I)4WzrwoP%~k)RnLkad(i^%r@? z?(YTR5BhJob5VTB`4j@96$}*ZGft@sDD?%&uB=3rf(54wj+rN+tEPyn#)#L}mYrKlQQy@BSHv ziTOW#8CO%oZiOA$XG4!jAFd3HnNkj~%Y)!MPjvfn{g_Y~CGyYuSlD`#g#^drN z`7sBJvncE^#z9vW!D(1NOh2xAx)47Q9N!B+6PndKtZ%TNy@W3NQxv>A$xJ$>(qBGn0KnWWnw`zH4P!$N4Qee+M&$I)PyRN*e;mFgiC84FJ6rwoo(he)B=5fNC4f zAc4F~@YHS2MCG*abq+%qj7|sizis`@7wQ5GU#==;cag^om$4m|LJyv~^qI`r^~h}w z!J&6dkF?LrnK3%1j6+oeiP~aZr@zz7og&KHrWdv-rmLKZlNg?&3EAn>bVm?drl9Bu zV^}gh$1WreDb1&zD)F&zO{b%PSwen~=n^QB@LBoQUceCO(L|0)>c5!*B~d^`!m?Dl zWFd6hjwr{f9&I7ZNsdFvDp&(zt`m!ZJTqjvUr*{K)&IFu6dj8kdWEs!Wvzrlv_(cr z$pVyPU)B5OLJ)Ou_RUMZN*9?}vAbVD#AsH*S5oeUdY~+pdhA%B^$S~h?6i3y( zFMdkD$|SZaagz=U$XcvddJ94nvW~7q&Pz<{zyf#`Hwq6F0mp1|3_eT=mvj9dk{3!^ zIq4XHm02h(?KK^Rq+Mf5I;7g&yj7>+Y19_?F`Z(^j}^7B=(eHK!n23#OQpK9T&ee2(N zHY&qzjAG4-TjO^`nq|=Yu8cC)D|gxk_JS7c?{0CB;l7Osl5w$)SZCO7_5Fgx1+TL( zG%%&SN*X(xF=T6ufnaEHs>xb)*7d5`g-k;qj8`64*TFaAUu3&cH+h(p42C8slWd4{ zTx;PCDryw+hTU0r$)GwNXJU>NhdF$Le9Aexg2jvXW&!V7|T0wSL;b%acIXbguooXXFznY5SK09pVsQ|B# zgf-rRm#WKuUfmc|K#2S_X2@*%5%O~IIPXxbUa2?Iqj|CK`YeI6l(7YL#*HXbh;4^Li*tG72VCKod_GU;_+gMKq*S+w!xH6O z2ot5-BwRD6Xb~Ch?IXzx=}2KCuZ&Lz-S^m)G&X*-D5faHSwA^XG}#49+NiH3aTB(? z$KUr%IO9`%X)8(Glwa@K7mvf{%iY>_C0G+r3re<(lL}Li5_X5oTSsNF3K0XWBdjug z5>KN(zEyU#{^;i>+i*px*D|K#StfHlsMe`TNO-uh&73Il(5d)3h@pW$P!U7xV|C!a zqQgN=^8a!2jy=MFO}1{^wr#unY1_7K+qP}nwr$(CZJzghILS=*LhwPc>!Yj@l7>&eSN_u`!qr**p62 z*wR4;NV*0LvD1Y-;Tvn7#~Vv@H$sViK2bz2mzrti+`zDJO-l2nL2;ZNS?#ucT0m8(?u)yX1Lf@#LhF$KPf7XDAqt_ivT6Dkb{U)L=oz;Io zpCPdx42VS#l}g=~$Xw8hY)KOXIf7_5Yu+XrYT5KssRy4A-K7g}m{FU9&G6`2zs7w% zXdhpAd9!bn5c^Ob9MV{R{!S)1en)g$}Nm?6O0ie5eBk1deoL5N^2)UyhYxGa;=2*p)*5`MaSW%ZN{^F%!PJs zyUF5jh9G@srzXLX*tEi?CNvF@D1?QW;enGtFen!b8zAdIs(~oDir|s)#N}Lp4Lid1 z9IviVr^tAfUwv{n-M)rF_bcx4aG1HmWt7TdKCe_cySe3;2~U*^xoQV0oQe zVsF;_-#i+Uqncc%5P08NiF1=*rk+PkL6-Z!pO8jtR^w$ZsiVg`)bR5Wgpg%7VN*(Sr z7aq3ay66Q+MK3$ zNkr;KK%xwtuay|t&CfRNFpP5QmVE7A2pS{R7}mW{5tGL2<;&+%xMmh?a$x*DiRx!H)Adu*Z7I<(c;ov%o#cR>=-IMfxc4Rr;*+4K9n==x$NFR(Q<`kfA= z<^9j5SCR?5+KaDSEaR{QEn)V<*`mZ>ajxvz5E_W!t z*aOpK*3m2}!D|O7qj-#Sk3>Jr6hH)`7~>T}J_v0s00`Sr%v)h*jNf1Z2y_ol0T`tq zDh(*mz^D{PV@`S*s~ukaQ~tUp$!B#_Y_%~4+iDfQAvW{5qsHm$JJYU6Nogiym*^{_ zF3v$gG)u?YN(PHaaH^jj$%N=f<8)TC>&Y#=-VQ4cYbIV(&ndtmQ8Mn~qH1&Iv zZX}s_yP|WMo<(r-O9_k_&b-3s8_IC|vDOyQt2ly!W~lyK_YRE#CqnN(X~lvKWmwPXN; zdtQ`;pN;`%@0V#2!pD~cr5PmIm>Mc8NFKW>gZ*QP>|*0M&d$tFV3^^DTy4=$4Pj2^ z&qzP>TTbv;nEKx8JPi_tL6fprd)BuafaC~b$XNMG4-;9-z?ED+ny#dXA9E<2P*tt* z!r~YSH%hCzpL9_|<{r}P9%QZJfQ)4OGU01kY^DHH1zvuyend>ayOOpoo31f>t!#45 zJd4vNJ_nw0ImTsmCHAz~5llcyB3}6sksh4Zw*u~=0+Zbl#*?b>*?D(lS6WXsEce4z zepCRB{^_4?<`Dd6cs6z`fWrhDXuKOj z1}M)TEhkRm^~l_eBr7E<2uAbCo!|Xi*U>4W2M{WfZKjk<+`kL$)8jwnQ<63)@@rCI z6LFkTL+imzpMzn9(M2>__sL8lzY3P(4J^pL;(Vmlq<;?!*~O!2QPc>8lO2NPaML+J z84Q+pbPQAhFr!^T{>Q(qCQQPDyn=K?Xz+^p8S+uhdy4A=o5qm+!DVlm`^NBHlp6Bl~V@2?6JEu!bgTjhT@ zkhd?qNTh-0N{m?(=dpw{GjaShq`RAVI+^`*FwZ1=ppe^?)~o_vu|xBYyei6JpHpse=xTCd&2*P4#^Re`X4Zh?f(X|nE!h$C`Cy|E|>wK=Zo4i z7+7c1w(Z%t&;dTv+Hg>Y+gWPmQcz7@Xn&1MUUee~2?&z;q{rh)5&a$i1uuV9IlJ6=;9@Kyv|1%%ZUd~9bD1T4r3@tSFCd$Z8r9Cn%`H8o zb2hw2=eNGD00r~|-wNa5)D}cQ5(#Gd1m>Un3v3hb(c%B86~});;{Pu`_Wx$e7=`|S zq+?@XV*Rh$)o4IEE3I_$7Lc3~$k!j7LrNlvAcA0`C^U;_Y$-}&N?K5cz+Lc%70Yn8 zU1%?UTV%53lsV&_L(t9#DDW%i!w?baQW8)QX?F}d<#~4QdVQe?_}K4tUe$KVu4zcT z?*8@t-TnQiML>lw6hQ{?6KFK%i7hbg?c^(;n&k6UQYqJ zPI3gM#2T8YRvWXt0j@o0-P%nBD?u18&p&;0IRX8>W`yqzTfLL!mD9`Eg9cBO9l$F@B9u@m zBbH{+?&Zsmvj#wQ_{oP0_FC6Obp<_9eLSno);_94GKd7bg>RECl9P<9-J%>}18#U2(U7JhPDP*&OB$jY$Z;UV4qFaJs0(o*TS1~5;x+`Vi?<_Xh0g?oH-yY1NFFjh z0M1P-46_DE*X!h?qCmRFAw@r8yG&Syt<)?e6xl)IhNOv1i7XU)73Y5EPL|-sI(Wo- z)|y{;H)I@@Mqgp|xqka;Wsyf`)cYJdAw%cpy??`IiDzLOfR3=k-8+2%lKM7iY3vmUh_H6P(gPMKT)?6Q3E+wgpW+^j-l6CcBWi5BYi|OeUbHBPbijDVX-Slw+C*(9pC{5O zxF+iSyMSYo{b|1Er0LFw1MponIMBj}elzPU8SyAMI4Cf9IgpWoeUXW&6fK#?(&6*i zfx)qPdXq!J& zugBR91Eq{AN)4HV-fO(Jq0#5cKmfV{~>^z1zUV~n=w%0BoOI# z+I``Ke<9C*w!+oTz563nr)e#Jp1;o0k5>vU9L{UNfYA?-xP7hMV$G2X(spdDwiAlT z*Pg$zju;{jvoc>=Hk>2!>3Y5z_wHH5Sb_j2wXS7cIKgP{alWk&SvQDeW?-k=D!{jk zlr?F2Zm&D8NmC5$)zk#+h1_x3SeXwXS-%{3Z5cbgU3s>8EgUrr=<=5fR%77_a@e?h*iV-JNDHXp1uvv>Y?rT+j`O?fj$_w{`gS zwJztRd)@=+f{2RMa8I&l_{>0tJ|rO&kxoig zYqZ`bPb{3O#DY#EIB;GNA65j;!%eQA*JT?HpGVW1MST0vPFX_t*0k60hsU0*%3+1QMD4A&3_7YiyHBw z)n~FC!Fm-HDAg)~h1{w5HUOY){@MPwR77ibAO!`<_a2HY(Z=uZ8uJ(KrMWPZR6b2) z{(*<8(`I-EKU4NIWd`;oY`071Ve<<%i`7nv(srMI|`HGxVG->l9jxuHd;Tt1jG*NXt3yH6lVP zHd>LQu%|!9^XAf!WY|FB8(1cJkp1_IW5Gbu`{Qd)^L0?-^79e7&fe&Z-d6>x3JYbg zrmP-fGUr#jV+&Zj;w>A8SH1q>*oIQu`tqj{oWANiz;zRK8x*{P`G*Ic?$u6%D&z&x zH+Gk}t0DheZUMdqXv#&|cj&Ur981IHc@5{L$Lj@w2vDYUz7XE`0K;~1n!SAj$K#?0 ze35NkNnOG77bIzP!x1Q38K+gjf<*J*GuRGr4dY5L>VOE|zR1i*^Jx*h4n23f-}{qY z$!bQpU_&@kKIGh_`uXlT-_L6Il>(a6K-797Gut_;utT8F_+{(+Bd;s|PO|9*z4f}v zCU7D>oJUP+fSq-HR8f;pH&h@&v+xd%lFHz)nkkA9W;0sa-_2o5-PLQq!)54Azty4* zLV71rl?NVy2s+o8Au(G+Q>ga2zQXk@$X|4@%(i=|)<14y zN*Yc!CaJ?ZHJ5q^e}SDs-B_Bp*#*H$ zki?@U;zn+V%!1uU_9qlP>Y0f$Z2sW@xN5H2RQ_d*9?9 zeDX%UFDiR_1#Jk=tgO()VzmRskq)>?&vNCqy)h=1TBQ~1pkO!kFTD}jG1}%(VU%5c zSmk{g)qQDQUs7m$D*mMXvel=v-u8NY#Cz(H?0=M4bD-i&0?-Zan>21eu0O8UsbzfD zEcS)gRLR$iFPG94_2Nu8qJrv{#@<+@wjxLCVa`1jJMIW{gY265vUD6T9&B; z*!?kZo@)axHDj9`vJhH?BwXC+=+j!nFXy1$3lDC?ITXP>LPMxY9c$}$!vP)2=#aMi zaF#<%x>kI3tgzOkL$xI9rlmG3HXh1_yc4$UIHO!FxS?=AY zmNsbljBeG6?J>?Cs=2+iPfxQv;3VL(X!sy3xrXdXf03(I$6gTzy^5^DXO@zQ%otY% zxPH66kRkbX7lGW)d0(;=uK(f&==L|{VK(gJ$%T|%0||Q>iX{ehM9LIMCGE;ZO#ejT>RnHd(oBm9Uc6+l^1G|*#DJFF4mddVP5~J&%&!eTe)v~zx zaS4FqDVSZVY`4N=vi@QT>CUFi zC{;h=!`!j$jCj3i4SXcnoZatLxsUw?^2is^FK6PV8oo&wGTBc%?Tw^=j5Fgl<{Thh`2-ov3E&|H>Z($K;xu6+_7W6EEdSK)l(y)l2z~O z^s3>92r!5naJRj8Xe(cln+Vbp>t+I9bg{Z1t_oITDvt z?VpFx>H=f<9hf-|X>Ua^-BG|cx|d0dFxlY(y?_WHPUSCLZ+7Y&&d0d zZUbhULxWe_2SJR~Z#_pdaj_0URqSwXiz09Lc_+D_iELn)%=NigzYp}LoBXVGmzGW& z+%4k@HrFK!{uPQ+NVAqZS!d`FF#?x0y`{&}FWmuTBlRfX6246lPNkJ~#{681R~QzSu!lq!xIf4af^qWT#=*&Lej; zO=DMA)r#vufFhOCjoXdyPC*}8J74VEyi;IHSuL|(L?%7~lbB!ID?E74qq|GMMLudx zx1{)(Q(jHypLO7C?y;4&I05xC%W?LG@cm50tv73n@$QA^%%9j@OoIwOR4;KPMt4tqWbxOHuaPGQfU__oV>lHR+PIBhlSs34{*SPB?Uz_L5-2|n(PX|;%=0jjnVBg z572W1XOFZ#XQQ;Z)BDXPkx^ zX;RORj*kfu>*%BW^bd27j7YAH_a(fU{UB)Kj&UM zFK;*=M&wPV}5Dd(Psf#)6`XdUmXMCC`16 zTCxhhuZeGK&nloN>*CCh^#I{ZdH`(`|>ZKzqu7cB2&$9bS@ zM~3AEuHn~kvJXYcu6JBYXBjWh&{5yZxt5%hlcbbCH^ORxk5h4NdudT~8%V6bfLf-a zu)TToys--ljnmVUZF2b6_{Qn|;b=BTsj*j29TV)u5_`8<>#IU$dRE8tTms{H+0`{U zH662Y_C7S1lJJFls+4sHrf`|x&S7T`<|F+~5iRK_Hgl!$!kx9FZ+=*1hRkw4_sDqn z0@A|Ycs3m%2madSM{>gXuq_u8Dwfg;LhKzYwjP$31zkomo+50-hKElms_dzJZ3qsw z^Ba`CYW|0>Cd;;#uyQTnfa_?0>TEfCO3^kfgXy;oAo4p>Glk#9`e)H*dt&Dwndbmp ze8Nd1l#3>;Z!#9Yk}dFH^E}I(vO{3tIr*55D}f~=h*GQcuwfBO1nNX&=C*Phbkl=c zwhzU-;|15TU_h0^R4uTwuC2GXjiQSm`ZSh6BE{4?c{-54UUG_wz}KjMdj!ptCdx1{ zBL+KZ6kbAdi$Tq?BquY7r3hE5_M6SU+2PTUto5>H68EG>FKW>3tfXnWDX>+vKVaCq^o0;&d@^h%_YB8Lf&hJOtNkRki; z<>9b!)AYsZA4zLAMO+(inl_ws-~>mr^doIu3(8okmx4>)@MAX;cO$SDQEhX3NdvXZ znHW;;JF$gsljx}xH1krp)^^{@RJ`o=6!S`@79_CbFfF4xSyVue-uJh*PRoxmPsa5n zoaOA5gcsu98^O8BlN8&)U7ggaMpA%(g zTZ#2V?8QWdoX&284%X#L@XjeL%dp;~{OP>9XA%)+u>1a$Ct(YemSUKH=cg%ktloO-Xqt%D!og#^T_Us`( zgzXgS>p#R`3-4YfK+YXYz+e}I9U?>TWhxH`yQ`z?*9 zjFazZPV7pcXIMjbx{ui#jxoLgx+kP+$18_!TrKiJAlny5RX{JH+#*K*z4P$Nfr=jz zuHvXkT8LP7O(r)^OUA?W_r~t9&$F?`Uwrm97R;`XPc{2AYH8`3^0ao7pdyjR=caTr zpS)d7xvDPO64x5G)lXfRI*O>4>jGvEj2qjmlABZ)XNriJIaN|g>ji?ypo-jtFO>(j z$F=i|;-+GpohD+>gx}y{I62q}L?kIB!C5w1J$;gP_zcP`RM*H`w=u7B`H=A*cat=l z`U#A!8+x|h6m~GvZ~eNTT}`?9YCpedeg8qlKL-2zEs=-1T#f%p_iDQ5-XayO*|w;j zWE2Q0W~gJ4%lNM!kBd)oZZa9$Axh*mQF;IPjmB8`+1guoZ5T6QI*rC)PfyTdvg2Wr z|Io`^GE)B!?mp}P!rf=%l z`(u|_Lk80Z1k?Io6HZ775+Jw^l7%-0i-3lxUe)R>(`jyLTG`lXd3Cj!oge(Z@d;fm z?(UvkFvC9qoMqd2^u1}#hKC~(LnMd~-#lydd5mR}f45q{!N$hI!6{X){+WbOaZ0Ou zr}_o&lSjUbi6M6{$Gkb7jm7ad%|GNV`RbDRCKGJ;dds_?#i8yF9NlN7N9ZB@a6>j= z6A}#<3NDZ?&@Q<7Qx6e0H}=tKx67j?5`DRdoD#253>ldy zJ!1p=i~k96-2H~E++}Cz}rf9}+YchW6 z!u)D0-zQ$f=@?&`0O|RD(FY=UbRsT^G>P(wxg%FaxD11_^BHnAL_y#o@-pr6M2I8) z3%_GDFbq!^rZ9v#5QrunMTAGn1(As+$2cT31R6lXVa#xkP8XOaGDVg{atbetFbfwM zhN4*tbI(TMuZtAyXb!G0f!`Wk2LvNGdc> zkXWYdBC z6W#tdqdwv+Qi_bj+GC5ui(#{{HQ-KaJmzIi^hD=f|DrtB)hWqFK+Cj6&of4T8i9VMdTju@uvL&{4v=g3OgY*e z9lmWW)XF=PJ2dDRQM0k2u#uoM=xNL$GLOtV3PO!CFo2851FnP1!xK3xf34mJS0@4+ z$|(L72l7CURE{f+;B^nS1Mv6iUyd3(3MJY#lsRxQ&ApFJs#o(YqX!fZ9>Q{#=dW~- zEhP_Qqj;}0deuNLlC!>3*Ya_*(47dZ} zjlthmn3i1|S=!lX%5RVYRKjh5V0@w3p20VzK8>ai=9)x`J}fVkC617lO~vksZI3XQ zIhR@G@E)W&-I9;O2b;elywGBjKeuc*NVub)qLoO^4-LLYIKVpP!G)8cFh~@)6ArT# z4|fQiD0LX>!s#OW+Yg_6kE3d3#lp}`uWgHppE^%h&WwT0k6C`qpVKkDm~3aXK%F7V zr45+Y^ICaDYaj4sdYfgQy^IcW*$PsUA5uLf{}b9%()Pfxugmp*NJU@IZM~65YL4ic zib}vU!1Z?vImiD7YLDa705@w830#xeC<3me`Sb}0dN%M7?+@=4U=+bqAoCyG2nk?| z>~(1A>Os#g;Z=9_Y;?wkm|4fcj4^GxNz9C@1vUe8>7_Q@>gpOg4!VfRhJzoy%WAC=a|Hu z-RHu1Pj3M+JB1}yJ7-V{bd;Y2EGyYoO|vswc=B+fi8!56rDGpEwTT6kymde#$z=H) zVa>3%a`L(`;P3fs+zT{w{iJ`xA8xMiiaS;R6o~t-4BVyB|oGyVw@gp zJ1`cv^|VS&qlb`M?^*bD`I!3p>YVFdeI=s+aFw^NEH_@ja?bs?(&8}tU5=~8K0)vO zWFR$XQO7k+9a_YFp~-7yj}%0PIoy!wUcbVE3PFb4vc3`Lu6Ukpu0YxrQih9+WMfK@b@U^R!kG3t#pmTPVN}*Wu(RV4ged-unL54;<(&n*2UB{XtrymKH`Y1=K&zY;u#3(8E6-C6 zDpm#8y#qdv3v?&_OzZG9plJDF_BH7Y4y-0AaDRE70Q7`Wo!B3MJ$Jv13lt-nA^1WB zX&a%D9}ax6k(pWM7l`oUL_X99rQF;JLOGjEUcpEOwV3Pm`beJguV!5=v36YX%&aub zWaNT*A+w;Rnoc?`TR$3+_GZ$V1+#+da-4)rL(2I&4U=~ZW|`; z??;Sd?Fx53&)d7~hO$-au-&GH@^;#(-ifo7^As2gwXoyd041W?o-I*e|ApPY^ZN!b zdT1-uHUv5MA0X~du02fYsRl=resJW-B5ye z6XNtqsA+1tF@bjfOLLWk6j6 z170ZG@(OxRn}g1=sZk^)Y;gd}lPNT+Tp){&t6|_odfnR9kxJ(Kwe{rDSu@QUUYel2 zY48+sEcZ;_*snD1@`G4L!N=Qmv6`V2ey7#NBv9kTqtkBsegi*@A^o<$Tt$^bVG2#o!D@{dmu(8V~(l2Jt5tkAM&L zj6s6Yji-5=>TXf_+u@&wa)!rwCDhe^pdgv~9~4LzAuPrkdPyhqO1_8j(pqXD zMx~sNb}bk$j!%|4P8slia_~G8B+?Cn#qN>EFi+GWO0KKe#TU1fU8N5S$U0aV>qtv^ z9o^{#75r;TDu!H!l>pD!Jr_PCal>(t3jN%aE;&R&63-NJBy2^j)t&wNg!Tqs4?$;; z+2ggN>ti*TTBCS8nZb_Kz{3L&;USdtpr%X2beI)$AY=JLwO7?s432Uuwcf+FKS=*! zlt&#-V3`qEwqmC4p*!_w8*Y_AJM6uyo107Tj#F-g@~SWYzC$DdH;xE$*)DiGgvX~o z%q+1$39s)I#L9L5XI6buh-&4wQQUD}px%=F5BA>Q)YmuSE73x5f(9JAFfG0=$Te}s z4;WeB9^_iL(u4n?QZJ}bMhLeJ4I3&j7r5k<6!i@F9n=hfc`WMKv46qn`8b85!@Siw z^#iHIluK7rI~*@0A+#9`k9@Lry6u|%$V0!mT=8xq2OsUWRx`TiJ+HNfo`y|IiAp>N zEcEnX9Nch*(+ng(aeUpJydBjH;04Y&lLe=E@hYr(RAy8rz#AtA zf~^h*eTYb|Lx91)MI;;F7P7O5CU_;3L!I|$v)eRs%=vVfc?F$_M8u_IIuvSCw-N7hrj{bPE;ta3c4cSk`6$vwOE zvujFwesteCG96WheIMEBhM!bF(g}8s&NK_a=!2M)*v$yv_EA zExy9qrsfK8d6iFAsmH=6Wq_5cepzAVa*n&<{fbVgo{p@eXXpJiXP6%b9771YbA#_Rv=t28nl_TrLR?$YsuL9SAH`GiQ8@_A;9Dv$G!ssS1TbFP~Zhjo-c67`d z!H1Z%yBLkaS}e&gGzczevEk zb;~T5{|=Fw9iW_o`Q(<zATSX1tZtJxv~us=ielecD7~6 zEWXFts~A`O7$zA5f5QyB(>B0fwU6CZ6~ILRUe zLRyt9tbBvjpdovJ#`?n>T0iDuQoo90LCY;gmI5LIdJ-;F`;ESu(|5u0X}9MQB9v@= zHb_qh`6MOE?%=W1qyJ{MX)IIIY8_UmTtHGj;W86$6?dp5*gkY#&n~zNaIP1h9^lxZ z+5Wotx$Iy6-H8}OD>UK9L@7xB$v%u6YgjW#a?MaOKHpo%gf71V+6IDJl5)aM?!nQR z>B%YCAsCKs4paTv#tscnxLFlPe(9-SJM396JI)K`F)z${F4c;7DfXaDhJU0it%GMk zhD&O=blGX$5T5x z&pD3f41ZkevJ17ET^`rk+x|cL{Yo3FigKDuigR>2uc1A7_XRP*@xFc(y$~T?(35w( z%N&F>8Q?NeYcc8t`x;Hlrq1Lx%Jl~pshZ>ZY!`O0%!DzNj zH7D&EyDZ!IHth)@YE4{6nMav|RIY&D>@!k3P3FMRb&2nqHueK~T$dqn*tzTn(!+*N zzW$8fC{Nyk%Bf_0>T{U>yUA9Cw@pYDw{1vU?@XuVDUu1@3N4Rrek+>dv{^b0rufZ(7Xa zL~ILta*|K?3we2;z%had?~pn6Heu&h=Lc}aVGDmjk4O)CKY_WV$8qM)A-Bg*s1rEa zyJQm0#i_*{3vlJ8H?OIwJ~FXHx7v0l7Agjy`>$?=VI)i>tCq_TT5e9=-{|8XcU;1I zkg3Dp9#Zdl5^;HBFilfi|D;Aj=S&swx4SuE>Y((%tVcObz?Z)V=@wDhpTz%>ErKy|ZMu+;e8$rZi-E zG|hm^2;o)URCS};4UFxlryik$$`XY^gY^K``88sc1)i<-wf0>x7;=0hYj6(5YSS$_ z^R0v#`iVs`=>y&q0-uWHlWtbiqjkF{Udz?7u6U-DFco90p4tCZkR$_A`^Q0~ zhG+!Rd3z~6a&kGCNdur(%+i)5rpV+!#J$9 z-P6zS;Qr!wkFFPpsjD~_@b!lAHV)clqN^_WL(BKTsm!G_|6^7pK)1Oe|n>CDv@sOb{e& z3fDp+k;kJ$4VNcpUnTA(--5@8jKCFqU-4>?$!8!DbjKKV0}Zt&=Dp(;`GK`vUU4+w z7LP5>O^z^d&_j~6muem4$qQ|4?8oEiI7Ts(}Xhdj0 zYWv0#lJjxV6Whh{4xy7ZlmaP1)+?C28iqZGi)>32iosmGGcis?mhGq-^)!%d)t-i$ z1zHhtfUtKCnfek2y)}gLxbLAD=yf#=DragEp6zcJTx`~C(jrQd?jQ0O3U#qF=gDNO zBrDX_fp3%EPd=pWQ?zHnn@D9*RZiA;*{o-5fB}cIeQAcWs%GN+BS-@F7?m#arD|+| z)~8{>j)W1>mW?UE056+X&^G9Of?Y|PJ$8GD%5ZfQ@eQU#SgVsUeO4E!&1KCG8_7Yk zGCEjr9D|hZQb1}(F(Dr-5` z=;04+>94;cI+)SMXW|yxtzc*9zxc44D5(4G$P}8&?VZhz?}xnGvZ-MuJ;{%?lB|eK zvgDU6Ws7|jcZ8#JuyvIzF51S8`*V68|5dQR2L5>^(h4Z*=k;X4v7&C+5Q_^~efWb1 za^h3^AB<-9|Ao=a%*Om*eP$zLeFFo1W8-6|Xb9&AmsQu-mlqZmfQWVDzuT{tQ#0f% zc#BYcrf5Fn4Bv6aKLoP`uk(?|yfBH>fPjM{f^hFKcp^PWe{mOrfpgm7{=xBa1=S@R zef?@Pef{HXJ$a4fj9i7n{DkTXeRB(o+9G{pef^64^eoNfjO_HX{Veswgv=~;pyOi- zkTY_#(o|(C^L69oWEAy_tF*MVE7DW6s}uB+EsINvWV2Lb3Xl@CGPIPEQi}GIvlNPV z($i8Z{_R@ug6tC=~A}CB>*m|5?LkU{3kmfQWU|ES1t#vE*$iz4{y9#32tp3?(M2} zIw$&!@u8=m0tkSSZU4#tLB4RiiK2C>4(A($JOPn)9l;Lowrxs)IciD00$1---r)a zE2_1Io4%ewu6PBC1cl435!VZm3DrCI4^Q+jIb4q?s3`QJxdEpP4Wc*8`${B>De}`J zx{RLnta^-r1rL0Q=u=Qdg62f*`p|X!i!objLa0MMj4bvU?W~^@ub1~vXxVB#ztvie zmvfb-(W;_jNUpc{(P)fuM#i^M@HW|sf+Ok&#Fu_D)k>yhg=AkYO}wN;kD%lvMM?5@ zCwrawSuXlGEB*C9{$2tVi54Q#3^NKPMMI`EBqWa#RSJ1@sc!2@t(|LWy2DI#6YvXsbwmj ziiOGzcT#MFwn?R{XU>My#d8TXMmw!po>sr3w`mi73_(>cbTaK#Jp zo@ULwLCT~=B*`*`$Y~n7t`t!zT1AF)ij;5O&!S>gDs&4{$qHMCy=1DlC*nUMs|3*^ z7W!Hh`q@ur-jX$ml*X60x&1pXR5sz?2^M3z3`bbf-%lx+BV)W_VH`-Y-eM-5EY+ET z`mzSvbyaJw)S#PwSHrG)^agEf_*V3(p~nUwYd%*1>OnZ8D#cZaA!!^yGol)jo1f<> zDakbNbcM`^hs8GLnT$4vxyF>KLU?0dhCb~C7qwIIZJnh3{HnbB)&<~Pe=a;&e7l3W zW>XlmR1agkmN6J_=5j4#S`*q}PN#mJEgWYM<8QrhLRupO${Z0tRt8)c5})teEo|E`$*5k&535vDOt?z z6OHCEa=?}htQJ_V)KkM*Az!(>NqT_o zC5%iY!E2!ljS+8O^sg>?0lep~Gph|OBdbf#WU5(w+u~xWT}-*8+Ulfjb}o-PqtVP# zUt2k>g7%)(xuase+(Pb|1E4eQ$I>4n10>l|eJqa?S!?r_{2xZP1o?10aaNc8u{sXD<1QA*Bv1Y!9 z_sCsOC?|$Gtotpmvw(#8*B;FV22_i9Z}0;&B-mq?>Vw{@{jAK{=d>g~?6^Ck7u-5C z0vCu$IPYRANp+1Ho?+h;d8Fa#cI7?<-v`GN9_@j7rJ|7_UH%et3Ek=%$`dqUxbJbM zQFah?194$~9?1V`ap?4}JP(SF^<7rQMfmr|+scH&NFxh^HJ!S)Jf>0+BP3xLDn;hj z+*+@j_gm(FEk*3@dW%*UDc$K@5QO0ZUQ&7NEMhEe6***YfctB3n}VCJM)Ftef|w{O zY02o}${+Qxdn{_-xdadf5N*j45u2PKfQ-F2HHO0i+{q3{ zu>i6da>=sSIt1kfp&Y}6%d2=XUOu$6HM-efd3_gtUvS^(!Q6yyC}+N-+^;9DyWQNi z0gl}aV$ai~KFn#L3@bd0oGj~0TfVV5PY+$rfOjXw-dlY58@)bqBNchR-nTDq!Pc3t zAUflo%bz;72#m17nHuBzxsmSSl?8mcYGDj3{W0o1j~sdP0PSHuHQyjNNOS7HIPI zW!!K1f+|LIv&1ybdG`E z_`NR*s6)?0Cc{qKj6%ek_O0E~ygB1#{cc#{EZympIR&2+UgXuyP#6~zV&98a!`Hy% zoabTVpX!;##`e+!AfCld$4gL833Or@QI&jMX4 zxJ{#WNv3a3>q1`zo3S#$GicpccinsOc2s@f-e!?yEIyNRPF-AFOP*UouR>2xUY4UO3pN<^l?O9oy74fCz6IA+u|VOvZ|x}1(FZQIzhggy z0Jm}y;!qmFB{S^4YDTaX_4HkfoeR}zd#CU*@ws_p-1*N9P*&5^OHHNMv~WT6J$p8v zKGtp?vYDa3q0{B%V1RO;wXH%4tZLi2H?p>w*2Oed>8R-Ux4g;>rGCGAdA#^-+v*kd ztM>Ef*VU||i>>q2&FS^s4a`tE`G;*@UEw%2Ehs3AlS6b(mzde1UAv(M^pR{GbcH5@ zc>TgQiOieDq=Wn!PdK?wqg+znPo;QLp47ob81=%zb*bh?8cH1;!M2a|wTwjW3dyuB zDMH*BrwS=z8Kcad;d_Cg*LWLp`n-Xl9jpp+Vp7x15Ruwf`YI}vnu9P_+&OMAl7lwL zdDu@3GBrvOfpq6(c~xo!HOm%;rfj!w9sheEs0-9YAVoSa#nZwW-e7wk=)=scG0-vZH)7WYYR+dO~J^jlswAKOkd zq}joc$fJ|lMS=!4ZQLNGxAzXEG?1;!GX2S|l7ZJ(lMhmFp?#;sc20G;kovNRam4J; zD#{oYXh(94iuM)zWx;9A&S`=HH`Fw1qg6_NOx4#zd}Gssyv_B}AB69?ZlIIkv2zDD zt+yCUH(d1_4o4tTB)$%;Yl6-{tv5!JDHFy`K)X9AR|tdpr`N?r_Y+9;ld8Hcv=B;682arwH*mJMlN?e zGG;+!UCxSh^~W^5kmQ>2yn$x1us_IIezdK?vN3chJI98PUR0O++(O)$+r z!YH`bxE48q20z(NU83^<&$C3w*wEqi?^h0aZ9O!5&wzbQ>N>O_@XVe#EYVSS;Y`BY zm4Gi+w?XiBh0#OPPQ!$zUJI$${#49D$Q3XBzD(=h!l@JjYQ*vmh824OPj~RWnhn+$ z0eRH;k4=57yOF5lT^GNA{H@st|I<)#F#HFGf{l&!zxoLuMJ+jG0hFC>L5%_w8HUtvKe4Cp@7G=%MW2OKMvDqQWx|TK z);YL)SC;r@t9P#A^#NnGl!-Z7d?9%?Bg;5s%yjk+E+J7>Crn4FOn1)U>~;P3Timq$ zH3zr%aqkqxBnhG7aAu1Z5d=C_DVO{x0wUlI(SMeMMngkGfmlP^&O~R0B_sWRQ5x7u zNh8f5r2V5){YeQZAU0gDL2cxNN{bm~wM7`$0*uQIAS{)FF)oP`tXZ*Do2Av+Qo^UJ zmD7n4N92c!)0RR6puv#(!IBY^{CgOgw_Gm+0B4v7)3*T!`58!NTu3?jGpkLJ;@6wp z6;~nXrE`w|QV$gya+2aUM!*0$BM%qW5JV`qY5w6~VVNH7=a*}o45l?(jKBXq3J+$6 zfw&^6mBR@H84RU7PNz#^lvXw;3`!{da;gI-RVHRC5Y(P`(F?I4iRS`yjkvf4Pk<4c zL2dUexTxd%gHbtA-v!yP6VgXDa6ia$gU$8v&Xhg&Z5V)klJ@q9#y-$My&TJ0Uus&1Id-H_wa)skoY#H~y&BR! zYA(yf4%G@(*m?%m8r;6!z;nX~@WSxzU*L%|tf?(Ha)@HhBYv*bd%qjgd|M?gC3(=< zK2CC8Q{X-(MS$Tk3i(pP8SF&3uUXm#?n?bOJ+GmqIo7M z+sSJ!$Ik6*P6@<&V%D#p-&8%5(@FO+_w6IE8F6$j9#Mk$(Po>CPLIcNb4zRMkMGZI z=3Kp-3;c_Ns`+hCnMcsVmr$XHk{HpMrEpK0R>Vih?=9ws9b+`HDKih_uTeD*FHQ*$ zZE+Zz2C}H$9|N}!kdV1d3tL{ZjNe}Rkg_hZ_;qTh$8{#t`9tp}9s^TVrWxyOo$hZT z;2xft?C+P%_37pu3)544NjlF=nfq6!&BKfRt3%V1ThrDFm#p=Z7^*9_%$i2MHjnR7 zzuB+89k|@hcPj53pK`ZRJE_v>Cc{*wDhw-ATqC;mLF=R|eOCtA=%$81BMhHV6H$7w zY4Oo`j~E8S=nREv^U>h_42I}v%&BOjqiBjp&PT9E_!AjXec{pQjDBh3QhFs!CsS6Y zFps>9Icj}01}O~a(MSzZn;LypMX#y~5o}Y~rql+LtMcpTX)sfwrik@vYlBwC&GhSN z;HIF4B?IDUJSXi&5k*puV&p<6%~Lj=j+@WUoz5K3Y~93OZ9a)#66}GU_}V1heP?#A zTK`YyVJ#v_*ds7sFgj7q*lN~hmalIXJtCtb^P(itKFp~YY_T5JNsp!Pg(y+AEaf|+ zcY>cWhJB+>W7@_~qg@OwZdpI={dT=$+lQ)B+R~%vN;cv(Q|Eiii*k8K6}7`qDU^Vas@BaHBqz)3-@N=s-ikoK-~QikzU&f*gJ(@Wq;hyfKz=fYKL zP$`IMLKxbIeevQY1~WOAqm1n8FJSp07O>Qi(XO&9B>kNclJOBo+eHZZW@aIs3VZQL zQB$GaXH>FDc#tl0oJh`D?^T_Bwrk#X~b3s(ML~vZ}`%e zyC7m$Z9YpzeWmP;4G)fS`LPn0zrC+lU zZW3A=Oe78y3*iuX=#FCz(6u|m6mBX$CTz!!COW^QZP%`5pRP?$sj1lKGC4QxPMUb# z8NiIBMLtr|b@%S3?vC>EEw?y-8@d*?*M%zBu{bqm6g1T9w)W%$zflpvLs>W*Cw6%2t0vW7-L5rzppQz^On|^nhs1RE@lQ2Ih zpv782c^2I6EiD4ru$2_whs~ZTWm?BBr=j7}>;T#(3LcO#)i0eOLUosxgBH%$cnC!C z_v`^Q!LIP|cll<>Ho%8V zg4Ljw)=Bfd~cZ zSCbny0#TCVQIc>DKXz8sO*Dl)#j)O;A|H;B3V=ABV(|}jY3b8MK?39KaFfH+M^cvr zn#yySR7@OO(NQh=Sn?|G&y$y>sPZ@d0w@0fMVP%Sq|JWWpROUs`Z<<-4y(Ln3k^xQ zg(EVkGyn3mjjlCTW;TifLM25VI7!K7TfalJgS)xSpc#Y=fnCZF`>#zLA}1yiMm|;q zDF)1qj#1CG9G|pAGBc%npyDc%j(M#3Q!S_IBZg0Z>kHrn3&Q}o7Vui1lk)uo76{HxaszoXkB3}RXG*wS zt!CKWCQeywfUrcFETsAp@D;i;`w+!^j<2~+t=)U$vw**XbN5Tm^~p~Q+dxsyOuWeE zd)rN?nvWOj`vH3arP;*EQ@$GXs6u*bOZ^L@#JgE}B4^p{&;+x--Xkow2BkHG`-*a? zwaeoU0$#w(%9Y`pNDvK84PR4NMQwHC$j6s5`0Db20xBcO>beKhtf*5-JvUwa_!=M)(nX%W zl(nQT1poEqOTOLEVXX1&F%+g_AK-Pj!^4<}(c5Pp0PsTA>W9{U&qgh{QVkAmdy%xx zjwOS~_o0v;CT9H7Dys^#Yijao@Vb7Zl(*egZ&al&4L7B#X_rlQ_wrcXwOkpc*6ZVK zP@{vNc>1ajK2wHebxYGXz*n~3O*%weSd}a5Og2+wVTeCdNbHO@o9eTMDJDvj%Lscg zz(Z8bOvS|oKH0ueKM5dW-d^YS?ua8qv6b$5NI>07wb{JxyAw$B+xh(*bCWg5U=BkG zd+c88Vwa1Q>ZCa;cuBajc=nyqI!@BVr?mb%=CppqwLaEcQ+osWllxKXo2A#Sm7tc|feoEITWDmK3b=e&TR?F>LUeT5vFDA-+GCN7c;K0Jz> zmx2>8nLq4=>_BZ;MHi=!FDKRBLc{>}8eXf8FCPWBmLZ{~OCXs)w^6}1xp1=?<(o@u zO_U;2de!Q6aq;!mIvTxa6>#JauSpbF^V9a&jeN2^LYh>spxVZOBGW-Yl>8{j0-R_a z*#V*<4cQYyR{8TVbNQcAh^GFKP3Q%& z%tt3UC=*3?4bT0FjMBweQue8Yce>RHte~pz@1UUX@2Vhd?5Zm4PjYhMkXXtjyJd`u zoq`j-rQkh5%yKtvEqRBQk2j68ecN>&f=(bvgCd}QHK}UDp{a5o>)^mdxgJ)+b87tH zk2J5_h+D%l>$tXO<$W9H;RR~H*C|Uax`xO<>jt+U96atZ#FmqG(v)b8`(x8oI_Af{cA12Co^O!dV4qHUbLmka`6XCGK>7A@H$j`u0AKSyp z_CCh|O+d203|b*$Dv3gt)n&+JhK1D}0DnLk6JwO;A;=Y?#MUtiPwSna?V(fu1SL6) zp8ocdwGO4^GY%Suo(?YoufnOM{E75|QicdPS`(LxGfhJ>+Y8^{Jc2cpS^1Hab|`iS zjAd0@u^&L#@I|Pk0?{U}sR>9O08o(VsV~EAo`V!c4uR29l=Dc<)>6mo;&3(M zAE!=-jjT-n%V4%=^#pITYapq#Xc!&%z)hprQbZ^ZRue3x(?Js7K?&uLY^W zu#|M6D@qaSQl21$D;c2sx&~z)s_GZ}+rtSGIFKpliszsz zvKlcm80RTvl`U6^O5ii)e8a$wbpr6AMe@uI}v}Rz^6BR{h7V38! z7@@{cAt7XGh-xYR^n*%WYMR`4O74pc8ic@s(N^JH8868b20jWm{mCjIGkjI#^gt@N zeh-%A$UQOZ#WYYhx|)fm7SGXu{;_HUdx-WTnH9>S+UgHPEemzcsnmxGaHUi3#R!O{ ztiVi&EhYlMUp?vmbD=qeOW%gaJQl^g?Dila&ENZV@=mdjag7(lm}U}+U8Ve?Flo8p zIS@vlwGNieI<^VHnjf-%PI9>EzZmJ%99o8~~KVH2{e(|IvZqet|k z>uuzL$u`PDRq}w*?r1pn_ymOvjckQtm7=`dXARm!)QVwuF6qO!wG=gLUqsG)vR7m1 zF)iiKY)L*4Z6cW>akO78Q7R5&JB%^(jxa9Ewo?ixX#lp`^g zlX+{A!Z?^1v+t+WdSIL(ZXfpM^SE8h@J~MPjG<6Lh~u6~&Vs-1>fTf%y+>oW31wg0 zHX$>SBY1JLkZr|jw7Ff5pM}df0#?Vhl8#a_0X-XTfJhoe_{5Ni2x+MpnJ6_|7LZ$B zQ?-6xm53#8qRR&1=uF&{g=fAkt(Dd1DOx7x(&IDa2WQ?iN*{m5DQQqJTA09}P^1csQoCX}RX$erR zZ!0BnwZJyrk=<>dsJRG|Lkrnn78lc-Tr)bDcZfGAV6&$;RBVxkg!SwFP zRgXsOy${Hx#MD6>wzf`Pl}%$kb{$D@OZ!zoVQ z?i(6L&X)n=Q#7(u`uMKp<PQ*z+Z!_nNfW9` zI~l#m%4)K5Nsa@rAtsSn~0ggRtYEoQEJnW&{b(g|A zG&wKAV$oi*$gdvBWhlud*bRt3A6t#0f|vKsDwG|~U(wIv9I;A+Oq)hFvj2vOkZBL_ zcKMu5cNqS<06}hV_Q}F-C@_79MtoCweP%#<@-`_xQqIHzdg8^we=JCj!fVO-EDGsj zmj=l`CsEkRj#^dz3a%lNpeASfXabjcD*RZ7WWFw*aZE5%fwNnqeL``vzZ}D$4GysM z8|78OlR)x?Pee~oufb=;PqBcdgn)pCeL{MFE#~DTlll6Gs)71Shn|G>p(Uf#5mD%( z@5RP!V>^V^l6ny^;-`Kgx6Sv2D);%M17&g)BXO!f;APat&3)!HV;(HmrYXP;sk@#a zn^-2jnFQ30-N1kznayzF9o%=c|UcMq^p(x)HZma&8hV%YCoRn^LP7T*v8 zle;hB^W}&Rt0?wXwLKb}$vCvf@D~G z$A)>7`GrS${re8evSQ&>eT`9M#!KQUYmXI0Q9x4RCE|W3vIh0-K6@?cy@~zB%TXq_N7*dKJ{MuSONrKE2xR#zW5?LZr_t zxN)#qXd8^U%5%P=OoXJAbERV;mu4(AOy(`^AlKXwzL*P%Hy*4OI~yCFlL47EwfvS8 ztsDgehJ2aQ=ZFPfvMGwIb4Q+(Rk20J^2eQWo><=eL4Lzrp;a5EjPbGj@qP*(5^eG3 z#uzAI8_4WR1V-FrXb*bktN*p12|5zxbRN@^A6|m8>jv3Po9!;&3e}U_QSSaVyJI;n zJkl1v{Mp2V&Mj^Dy)KAN4baM0hLr>!mkh4E)LHQCSFC94ZpOY2=y5-+vw2Y?LQH_9 zV$>%7o~w>b<;it`Cq6^7VhnXcJeP2w+Y@#e%P^u4$kKFSGB?FjbucA;jXxH-c@gIk zm&YRjZn1ZynR24y*1ZmXg9YhiCNQBifg&q)y&R8PxXzWUqbOgFOhp_o;$KWxl9qnp zgR{aBurkt41VWNzDYLc%%x~J(?o>|%5J`u-drHd##`77d4SWv}>A3!%Zby~vqUeL~ zWo@vmo|d5KaY=F*x-h{r|L+ow<+KL19q#;(mUUZx@J2}7*#$qVg#cStFp@rKsnI>{ z;zf;L2(2x8h!w=3$}WNC?B*x4?+<~VnjU0&`3o_1W&)*gaz?e?kmE~ToiW63isEEa z-;mLsVf9@<`HR0^npB0Yus(k$^?KytmeKm882bkBXD5+;f+mI^5 zY9y-D!@?fhdUUGLQHK*z)$HP+^q}(H_%->NLv~4Cn#P>q>mDM1>=e*dYZ2azJ_m<@ zvf(?OBj)ymlFd-}xH56;&|2s`5@}gn7dh{4lXa4N1>31AQV&?JDl3b(>!+Xe>B&JK zf}bVD?~vSJyV#pnl;D-EtioI+;eP1AH^J^RcM-rSc|04``sU`4 z-p!{3QkhJ#P3E{4xlA#9iOgmhJqfA5K&fH^lAxZ1fr9*?&#^`2MYHU*V+vbh@RvL5 z7Evmz&$F6Mwv8(qRG(L0pPzld_upA!!ompLc(ZqNPay;PhZZq zXB}XCg>u5k-gt4+6Ld*D-G;}LVtJ^jQ<6?iPQwoHb=vRa565rs!rGzKw%3vEG3OcY ze=Ib7ZM8iYcG_d8SnI;25G3vmZMVJ)3)`c8IL<*e915%3i+#8b5|LMJmjn-dcbJBug$387ggu2{rWfrg2oHUt6hsl2BE%1L4*(AY z3`y=08ZyB0&#A z;ITT!vc;thLWkPGccJuBcJmnO43qp|`O>`;dl-&}V(KYOW-yt?itV6#_@w%-jFk5% zu$iV!|9H#(#qBy3o#o-ZWjM+^OvoRr%O6pjr=++gT0xq{a&e8fP+R_+_@h z4uqWcM67PGfoe;p4brUWH6=r*(tgOY!y{Ynh)-eyaXq2V7^XQPOSs66 z2tg~2t41`d0bo(NQEge+*0*BXlq*o*U+ru7u`BjL2*t34i$o8WrpW+cClh!G(wY=n z9X?^9*q$ z2g?yq)uIE-7v?oD=_AzPy*uPfW+>WySfFgQEdY|_S3|E_v{=qB7Vg;_?Ap@3W7@J# zrrrxC?u6H2TzS0DsAlXpia{n*ou`^7--t}X|E z!0xmAxHeQ&0P-lL#poyAReXpdbv4q4JF#j+%{xOD;$;dyDOwNrjI-KHOOx*DWxdbL z5WE|@UGIbN9?366m)1Ok3&`=Pir15~HE8(=!de4p$oRXmeKhRxo^N)Z--rFVKeJ#5(JYgrk!kj)%+|=gf zu&ItYI&oY@?l4K0mogLTZ{CeYg90bX&ur<>5U$44{j;fyTg~T;}tm- zOl7RQg3u&l)|6JQS1jl*REw`Hq~IN!Sl$ZD^o|dtbXCybR1qfRrKJqjwL`K$8q!|- zz>Va?7yOb_7*0|1e6=aD^YW2HIQGGted#5#S8G;VRFSV*#x8E;Rv=F*uG;q+{=DeI zmd0*>b~UM~)dV(Cb_kpNdwb4tw=pG_dkmt@?1nxzUq6$?A#cy_1oL44A&VKup_59* zuDvw36*-C$_oIhWglT<2xAk@Cyn#dX>M%vN9{WvJ&%@_m$Uw~*ZW+`!F@WqJj#t!> zbDyNP_gpG;^9pW*-Y=B1$?PuBgAz?gnp_#yQ3#TOX|p0Xh7xXdV+5wL4#QDafFy0-4!;Fx{1Xw?3e zS}en4tS<_+d-Nfn)Yw)YDJDmVJDdF4vVxi+>7!C`;R4yfhkmpPr}#*|+Bqc(9olIc za7nF|GyOaesTUvWqlnTRB(Z5{Ij~RlQi{$-&KZ`hFfo}7-a!F z`V$@1XQp_`9?f1BralDnkinG!{~3?`1*SW6gIAAL`q9H!+)XC}j|Ep-)7(+&>oTwY zMQe-eUf1buK;^6+%~}4K-qM}=%qfHmGoWfvkQ>dL;N6kmsJkyBZ;5QFnsW8j;LFs^xAb(^Uh7g2I_=F}&rvg*Ubiu8 z9`7|%M+`w-9UF!+%d%v=g2{DCPSJ@I4^iU4wln1wAS6F+YwhwO3`!(LvB|=-k zknJ^&XdKkH3%(UWNaQ_#NiAMm{7g{?Ss#{gvkw$EJn8`ybyrLminC>pB2_}|CUCN= z+7Lky2TNv7xUt*!f&0zu`6D0Ep)F5Q9SE$s(W(v&-scHH=I!9iraF+6&V&0QyX~DX zx8CyFF=>th^gP^lOipdW3sVldelnEl+u}LOI3>m8atBo`sQ@X8}z?)lFHHDw>5a+-$fEPw8sMUP@PZ?n`RylaKx zW9pRB#c=v#*<3)!>f*9@7h6*t*pMHt8`4wkq;Xcd7LGL~Y zCoH3hhDM~328~HPFbR@|u1NqRqGfpm&Q%at*Uakt1yp-LBla;C*wXU{=M1MUKRYI? zWhEnx%}dhtYL^|1_FXrlvn7gIbq`pTjU^{~h4|{EGgQ1h#dimhp0omY1qp*d@d)lt zaCczV{h{B1sYAjRP^<<+?~PEkSkwJdOZtxgb9h@~l)Goxn@aU!9??z<)Ai=-o+Tx0 zJ~-J`Gsr^RniCTz`5Wu2YOzp-xQ1dvoi}2oEtg3n+efud>|Z>X zzv`7n{qkYkgNIRq={z~O=Ic*S@shofx{NEZSJ*-7!dt>p3OL9}lYLdlHArYtAX*VB z51b#$_U|0Onp+udLJzFVKiqbd@>7x>BOeH8V8~bXuB^D$nD>CoO9ki*`LL+(V6#+9 zRP+O(dB|5Ioe!LCDFq@xZ^jN< zl17G3sjwgU6Dy}~uU&8gOzZ{#oTx1=p_JvNj-SpmxH~IDMifHu_EC*$rGE)*Deon_ z72EbJE&E=yS+0OP82QvvbrKB7fl!GB8p;X=_JP=r72VJ&9W8Y=LvLzdjjHRg=icHx zKV|zDAZhw=_#xj~8($^awVb#(rug-05+oEC7ysIWr>gtFs1F$1_JnH&>q$T0VFl;? z`8Mxe=P0nhhANAu4cs{B%%rxhxHI!P;(73}jqf|O-w>geH;=s~L&JmoarBnA9O0}m zgwE|w221m~7?&#dauj4z;#m|$-BF{etlA#pAzF%T>Jae*qEtJ)Hp}mGcq7k@xHXE| z%bzuVXH+w`2bvI;eDA-a@7g-;@?kHrHm$*0jp)^++HK2c#B^1v8fzT8N8vbI+ui+h zjffv;aCXn>#SMOKX0HYH++=R?ly*oTTiYG0QgG@OV05SQ1OY;U9(|oML0Q6_tJOm4 zlLVtz>>Qssq|hljA?g5TyU1k)|I9dVaoOal85>k_9R8U&zqP^~4lY}^p&=0^Kvpq? z{#Us`Rs6X2QKGn|)OPW5#loBo;gDm&_8TOBY$Aum>l53e)F z32~PK$s3*P4{=X}(vziBLvJ-InuEgn)?iq`hJssjPC!6u5HLR5>&ExIK+epWlwNCA zmKx`XZP3txCC@QWc+{{#ZKYxUMt%kDjAo%XreXy+-BH}%vHo2PR*BSVy%xMUR?Di^ z<-btdZ;_bDX9E{%Nw(r^uGY66STn(K^3tbd>CXfoPVr+eg(^T^HC67GqzHA}gp=Ty z|Nf@O|yf zdKW9r3_S(W_G|DrxA%fn>@9dLVkSUcwd&1eR9t**-Hch9ofBSkdn;v|gO8b>8(*Cyi zdvyeS4xtqYR;?HaR9KMTEvj-WFtg;BoCfR2u!1)$I#p_}xkGzS?&uSrkB1X0EJtJPf~e|Oe_rl z)kN#4K+7wsVfF4iIH^cdg%QYJ_N=$GFhUg$s;)G&LIrB>+C|0gr+^p&fru9ppdd)e zLWCnkBG7jSb_+IYqO5PYHn;MMjySGwvo^SLU2lY~)V^rHwljGlHFv@?nVpcC$@cz! z_T7GpDDwl5AVrkcsHfHY9ENh()o2tcSnW(^;p28l7fC+)K9lW>NV-c9Pv0S{`w=ql zEy#YI4{iN6gU{xZE1W4iDz@dl<{r|y&y5_VYhwt4h6_78s{RC)pPi*2XIcx@D%OrC z(T2zBVqi+lvRgz7bW%%pN~UI(ELb!pD`s%YbW&Q%Bs;0(dyUks-D3Yb z0WtwE0_#Ck!*kJHu=7`IeO6co^9B*rK|Io8`7w+ez;*6Wac6!65t|X^VExh>|4OvBAKIg<+ zw6$)u?*)B9;lVx);SDOa4tBthNAxAT=i&P2E#txa>_p)P7By?{W|zVs8tl&YGgR#js&j^ED0lP5<( zYqfh`SGq5!30;-H6~Twi>3q{WFkF83z`w^|;xUgUxxjx>lOxictEEqB@KD!MFRP+l z8dniE5uZQIDCNM}wW>dTJW)s8Ts?Va}eVFEHY{id0^ z2F?=NQH@^&9KqutPzNvfl=@U_lNaN&-J$Tp6{*-@!k)(u_#!$r1OuCLKX--ets|aU zx46;k+oYV>M?fC+)?c~ngWYDctQ5`?n7NvZm zbro6+=@xMxvRBA6+3?sp!rZW6wwoUb0y;afQ8dYT!hy4&N10i5u3r?sGWWz=TsFQq z45)L3{t?SDBDbI}z6@Q|x$brO>k1sKIEY9ny;y*)K9|~Wd`O!zkhtCq&ghg%6SJ>B zxlmoy>GqO#ECj2(e7cOvuosqy+O;RCJ~+IkC$j<7<@b&To%7MOc?E81()u2+A%Lwf zAX3n>WN00LkSP;ZWr;oI36IdSb28R@oZnMjRsU#iQ?#zAlJ-~EHbB}+&4@3I%}BD5 zhlV8s6n1IzoNUf}&k;7yVKT7;{0&_~vfCREI#KdugiF@G{ye;A)6%LsXqDjb2bK1i zRGd2uNJt*4(1?3a$>24ASPC9HqE>nws42KlG9<3gYc1qEcRYCh9UVUhCw#P8p6-0& zdVF$nM#aSC=;g)L`Kj^9LqL=?`S2c{aiR+=DR)FE_Y78y2NfstK|GXBuY=w0a1R|=D4159^w#3HYt@9;HmTj1(V8&o`X+fuJeP-cCNC!_A%mE}IJ*80X^<=P2&W?+X#oRiTF1 z)kx6rVDz%hR=3^$eUj`_*C?nVQjG55EV&Nym9}j$=Fb+v*Y6*?5^|eOjB97PwiVl zTN(H_R{s8=Lhrocuv*S|kmhKJReKCB?TqS>=xb75LnT_9l!Q$h&s4;l!+*ij&BUcR z(LeOwxGuwq%X5{`s^IQ&MPjuRxXP#hKqm^Q^bg6cjid_U6Cm#4a#-1E^64{e_e-Sg}WH--h zBu44M9jEitxkkpw<#4ro&+GZ}{B-Z|T5*e42Z~kq9WG0vH8+_GO(&pEJrjD=}5CFn3vpS3T$dH_8BzJ3c9vWZx^E zVqRi192b{E#e=x!97v`_aNV;!4C9m=uWGh-#|=u>4}S&6qI2!hYdbu0dOSZ}FAR=?mM&O^| z<^Ah8qMG49)Q$Nfsg}?)vT$qFkeSNZ%$Q&@`($3FFl{PX-Fca*7efL9t5wpanu;we z85e=M$kqkFz>B(%|I&=W@gGI&S(*Q>86nx;`Tpg>arx!`d1h{kjd>ncQig6uf*NQd z<2&Bqjd1EsDE2&z`w<>Am2ba~?rZvYd5ChVzyD4JLD=^IJmD6EznCRn-x=Ld-^dsR zVW!shhMIbYPJ(83T53*WnTmpyd69{p-eH!moO)7vj$DDBk)D2K88k5!N+JbH))PuM zVq*RMcw{{TD#C*TO4qa36Uz7fn14VTH0FytqGnp^p)Uu z-d|sa$9Z+=&G%iTBZ7n9jG+=Z!WE2ER1|IZ*6OX-kNUH>O8d;~#^|$Y5OO!}x1D06 zqux8~Y?|@5y*WpzJ4*|V_@2@akt_!s1C)xA# zWrnByj56L1KC}n`txm|<|C}EK{eKc=Vqv8J*J_JrxM&C{=)bNnu#C(Akm;nqH=oNN zO%cyw%tP>)qxg-|d`Ibi;Z5WJ;NFc2k}&rsa0Cp9Pyt1Z!3W7uPtWL>tm=Y=fpLk6 zfx&T#u8d|A)aeRF28PPG~`7Uzqn#l=uoI!#KB~UR^A!1TN0cHE{K?3C)(NO`V z&vqFgar(6txR|)~2Xyx)zbKs_SLT~-1XJvRdwc_=1qtE(@X!=ZTsd{7Q2tj=k%AB-N@6;&JBO8_@!61W7JmY z)qi&ou`lDokI5~|ZBzDh#_Npj@_zRVzNggHN&4zGi#U${(~D*Pu4eaBxXX^!`xN$l z_To2Z_et7_P0Y&6tIFF=%3Po^W$dr1}=8x=Ow~X zsVgs+??uOb*RAw?H>2y;>FzuGQ^)bqt!E}W%nf*OV0s{R>;Yzd#7Y?3VHCO0UaO@n^cj+cOv zoGQQMA|XHJ=eIt427W(;OYz`8ZJwK=<+tvcd1{y7Mi3}C{t-=ycFGEWPr#r~GihZ@4l4C!%C$`>!yP#NApUIpB=->GgDEaklx22W`CL3d>;Kv=$nO zBMz3Qd(E>Jl8qe0rEt&XsHLTH%rk7STI{HDmbSB6dSNLp1>u46Tw1_KeFF;2-OS=I zuj6^^;=kSf+?{{|3IIS9T+jZa8@HFhRW>)bz#Coe1ir_a-3`|`Nx)@56=Qj^=nINK z&Tf&f7OYS}f3sK@55xSaUV)swY`CG4!+dnXsl7Xmj>b6%AUenbe)(u9!q}L4Kv9_c z1oiX?P>YYks8X^XZ{{Dq0MTz*=6zSWm;#AR*P=@ts^BkakarA*amSCMJjf!B9el$P zcC2R*5e82aZ|y{4^q~>$ZiMy=93e$UwS6zvyKded>%0X zt2&vQzjdAzObjY*FB7UxJC+vd*r}tf%aw9{j_wcm1_;Lk|He<2|DCSc|GTcIEQjb3 zx-Y3-(&Zybz&`+tAY@@EWwb7clXr|QuAwX?#vca!^t4zxp7KpxS-7UH74LxAIQbv; zYpUt_i(($uHV34Fv9xR;qy#K5S7=q&A;l68h_|xN5E5_Ieg^B@M$X?x&c2Ve8^Pt* zsFNSh5Effb!z{0WUALIg8lwS-^O6klzaX-D8d+>l*SpltS}Y8lC@R@2z)pP|gpmCc zx#JwI?}=*$cOWBl)6pbEE#NdXPC#NlUfZ--FGPPJ`WPu>@*W_YK>6g}9N6}mO+L#T z8qHcbUTIo!y7Rt<4~L7JC~WRr`OLPvQFrlC>>Td?4ZZ*5ZpF&X@UJU3>f!$B0p_2T z>k>oH3=olyKIKgjZ=mz)1a=AU5sD8L&4-fVOaA}*q)hbnm(V~GB)}`4#{nTr zDG9;gL`8KeT!^NQtzJ=x(MnE^i%V08O-h5-MKaDY31l@aMI43rb2lVgnNb0!jjnY%LMxZE^$c3?)P@Z4DvC ziv;a`9ZfAIN&-V=L?t8wQhI$oJUVm@Z5wob6*_ZDV+B1-B|-(|EgdWsG%O7`HFT8T5vdW75;{sR0^d1v|D1d8H{ZSg){i~2XWm)+ zeb+O47R|bl3%Leov?F&xHZ~HQibWyQ_ z+BLjxVx3%Qwrx{v3S$nuHUsa=ALCAa=1PxTw+XQ4hX%Vjj}sk1U1V!}plf!zovTWd zL&f9z)4;jz4cjRJoa`)E4zr4z3zk2ZhsES#XZPpe$sG*o-Ywp>4^LC|MR3I+%}TtTt}4$7Xtx)EGZ9hv z148emOqUWaSk=-!@MSvtLKUlhmIZegp2lQG;9vlBSpQ{@#Vf%k8*h_>-w|gGY8np9 zOggm{I@nq)+l|BD$_)bmG->=XIb+xa#( zNTWzeInPzHL&62e(BZN4yf1$(Oc}kV=Fp4)arQY)-Xb7%BQ_t(NIFK$B;CG?XJzPo zh2k-j&P&h+nKgeJuPM7oyV3!_0%+mA;*YkD#;1Jp{6bAcFd#Q{h)klDuG`Hl4vG$< zvIT^Nu0!NR4D3#;^R~Pjbu^QV4Gzn_ym`qXWJEGNTlc!0i}2`!SWu~`COC<5*oqdh z0OY-_f{7Me;+^f^zg&=)U3j{yI6Bxrp40!0wX?N;T_k?r|LJK+a-dR8{3UVUBk0P% z5$YfN&40go5d%jL;{Y!aeQsINzl8ID9>6Uv4*XB_^w;$KPYqYC{_=Yb`p^YCWWDC9 zB%zzgir;*r+Hod@hNBLe$;s`n#*(NH&_bkSQ zl6pPum1Mol6Q^Z*qEE5LbWpK|{Q8Gt@FR6$xRIy|E7FgnH`a+gqnmxiA+OA>$C8QJ}-Ik4O~k(b$;m5c>692 z#+CUUXQ;{`)xa--S!b&^L4%=v`oKDr@B3<97jLj(g37+_J>gPsxBbhraT{CzN=Aaz zlEudcQDzHTp|S_Vjr0atuOZpk3Ndu>UAsm9RleVcTu&k3BT_%JO|~+8w2sTA6d+M#l?R(>R0Exb^h#L z+OnFUXM6w+t1w0nZ+L#+c=hK2jX6r=GpvV2N@}{sXR9H~^+nF(ADn570J?<*^L9V9MswM^gd!POK4%W^J0{QHP6;8F znCn{;J;Zud82wlg^$;l!qJ`>p&un}8aWuov_7^&u!LELKsblrf41|7hWo>hOIyv8f zQ6vDbO*#V(*SX~}W++DCNexXv3c7MMDqu#Ug?n7a5_3XY{OlEBR98}ECB#MPirxacU)w>f`5@cK6EwwhO3e7b?Ahqmn2a5eA@2oT+tE+&| z+A+^z>l*H#vJq#Rc%C0rYyyvA^Y0OxZOKALWQBi>Y~Zg6qZL}ASNsA}>4 zSpRRMjFEAlxulmgpbMFr9|jr2gg@`=lbjU;QRV`N8;?3Yq4yPj`)4EvSb#Sp ztQU$ZnLW~&)pRAYZO>~g!iMjTvSb~`wB`GNlJ_s8hqYuWO~taEHdT^YtzSxNHWS+S zZaVhv8C;m35^+FPbw2zVL-H;AR#bb0mF1=Q&)hMcAE4tB{Z_lawxhbo-_mpOp04Y&DyIVH9v?uUHmrIWB%6HGchZ#Ea{i2iUsRRwr_bN0`s5#MC~M z$YWP)n;Hb5LNrgf>S{m8fDwgWDmyee1;qUiu5qr7oF#3hqjZ{t0sIXFqzg@8CQ~#_ zwBH+l=9fMp{T)(@PB=SzgBlwF+igWfZ|Agj6>t>=1lN%|u58Yh z;B4IoeUFB2b8ye#7# zZ9d8w$@Ul1B!yiS8}Oeb!)U6&OQ~3iISjAUHoL-z*X*?dlY=Hhd@GJg_2XnC*SyX{ zbbo>W0Qmvh2HPQQ410?E6o(V+|NdISp=+Bp!yXf`T1*{WB*BLD@y@_PH!Xh4I(?lS zl!e7{+=GYs3mUXl&m%gaJ^+j(h*UTg+8>&Wdk0g8qIRln>PB*En76}QoU5iiVT1b9 z@)^}sQqK3u(a^z4i~dkZ8GiRJ2AcgzQ*t(XhyL?4jI z%K%f3O5;zVBx}PcQUcTwMTK zcCoeA>Mfu*1iOYdtF-ZXN7eCQ3-u*{0MFMz+azYt2rSWRkIyogP4i{$t5TC4GOWX$ zUbsDzsD_OwU|@qo?8+c4NkW~pry*|HitE!*xL5QR^Kosof9{eeG3No(;ysDlG~Q*# z_7VM@omM>JQ0^>)*+cw!(R zi^Qm+Q}x%l*b%?;zl;S$oBGFDH9fQBFo-u=wp_V&Xhp zNz0{v>6>Rvsl}R~M`b6&c|bmEw@nEvl9rL@Uba!A+s|3>6lms^iN^Z}T6lhr67EDo z8y3^25LR--&g$fOV0K1D+`#j-(A;I4D*w^4N7EWwzo_CP%(p4Nwp+ovf7GBXfq#Y= zZI{Yy$`o?Z^MYJ1;`Ok;Uz7qp%wYM=a`pO{DXMB1GEX-!YLv@<#Nc>=#KhVD&H)D%dkA4Zbw;{s4>z-m3E!N+a{h1Y}KZT0ATN^5Y#x3j+0NucY90`k(xP={?dO zW->v9(>FnTGM{v+Y}sxR!6W~27yJpbJc>nRE1EB@j0|#1tH4~dRbEyJ|B}+OXAhUx zJc7=vTJeCAFV3L92|1ZG9dgk;x?|~?WwH4nV`_t8AQXs!(oEd=G{7aT}{ekxBUj%GwN0gup`8A6~0G zKY!V65X3wG4d4L(C*fEaL0m+Pe0&19|Nd++64CN@@!QQC2vy~GE1G38R4FtgR;DeRev&N0s9Y9dB%mizT0<#+9o{jM{^bTe2cNgF z{$_h`uXdIw7MpZ;(fXxzXrq7b$-5Qas<$&s4x*?zufZk8cbzQnzJ55Rwp(l-1P{3x z!>@ZT$^?%O;8+uo^Ht^-lO(}`5L&g|K`&Yf;7htqVtt0-~^&NSjcZzUS# z4(&3Av&xI22)}{0?bI+wX4ta&c8AV1s%tuC>eqwYOB|&+2W@Q0SA5NTk9jj&4gebw zfvWi@sV5~*>UI^24d)MqAE#X{ApN5DUH5_k=~3%ug5IaVd_#OfM!i6*?&Ic*t(Mpc zI2YH?`ymm0A?W88rX>~U%(g#CTDzqII(9>7q9+7NhX36i&jTF%1K|D;7l4?gthlTU zfR9hzKm+hEP)i30l;}`b2U`LF+i(H^P)h>@6aWYS2mr5$lS}{r00000007Nv0sssE zAOL!GZF)3fE@^OiZemqb4FCr^u-IDVu-IDKu-IC4cnbgl1n2_*00ig*006|h>CWp| zmL>MTpW;Jy84+oPFXyR{Q2<3zoJ5i0EcTZOaGnQoCJO}^{ih$mzl?qiKZ2`X#82X* z8#gl}awxl<2I>OTN1gecz4zK{QM~{BpFVyQC3QXi<{v-)%YXX#_-AnaT=LVj_X#Nd zO%n`N+^y|ze)w9~BvTLvQvj;IHvag{SQl|J=H2?oqHkq?9OCP@-+Zn5m-pwt{5;gy z%|n!Yn;Crn&;R+uj*g@)l8+`BkG<{IkWMTU;pd>_NSfxL-h|I|MuU9ByNi+|9{*=)Pebbo;2B#Xr79${VD3^b^^7?|M!ix z-IR=fxv_4Z`g!{5OTYgcTm8_7V+YfLeHBgL4b%Q71O4gl=ckV-kej(Ehch z|4)Bf&PUPKMVtJ6Rzm+ntmH<=J_T=QjDvQM@{jMcV4B;i_^7%u_}Bjy{h$BG`rE&@ z{r4JwDu!bG`0?ABei@P={wW%l@4tJOe*t&j{qT{4!esan24OoUQCE*Y{+I9m?Z0;M zm-yfQ>laY}^Oy1Xdf$VxKa{`k-^IWG?O&Pn3m9o`+V@}^@&H3XyuWU}phYtpP{`R-O?i6gG4`}!$h~uBe zIef41djvs#`xj$>`Bppr6vX8`PT$u_I{gTL0qY%#EPvlJKYWDUGrSd;3`^h?m;!}Ynx=<$NJUn=f8?sL)X7E{ZHU<-q!z? zXue#&m4Dy$@7)1Z0d@j*1ZKp3|HH>uDEJY40XvF@;%l29zk84IO9TFLaP)t4aO^J! zN5A{)xC_Gf=N(5=u_S*U#qU-9@bT{c+kgD)VfmMl|Lb;Nz5W{({5;xMICu~FCq#IM z|3ClBKYaHk?FNtszfSwxKf%LasYZYM+rQ7%h`)oL&Eel*Xut5buXTUu|En3m_n`0V z0z^1i5VW-MmvZiRV1q9|8~J}(iex>NW7qzo4_GSLPW@96zn72_7#>m>8ih%KV=){i zNK6tK9Yx?13xaPJcz0WpVSI1A3CeExBQf}ORndN}g1^=L%O9HjW=ggR%BQCO>#egF87(vQ8HzZ;T|Hy0?{>|@FSLuit546=8m{&CVfi2ktas*i5?L)k3|fA}cg zG;aqzg7(kGp7LMq8Ef!2B9AA7GAgD(d>9?!Hd@<-L+$P2ImwZk)#V41YFo zT~tZ^^OWPiI}2cXLon>`*^&aZ89o4pflZB5P`}T%8~$wMcQs)6A*lTFVJ6Affqxf# zk{A?Q!+_bY`0jp8mEzZ4ymv=A5^^oIa>8h-jV)t9$@KY#O2-_GsN zCUw6p{L)2pleE)Ur~Mri{L=>rMnGt%x&ON6VUE7y(U)J_^#2bd2Vmphj^}41r$Yz) zsf|Crf3G3gf~Kz%08_wfV0qD>O)!9#$?zVyYd?fy66f&kCVzQwZTJp65QcvU$8N|V za4`3?^R@iF>)-zHXQThZ!+y3l*v#;!6~+d z|FQ6AwEZJ2e*>bgN$49i|M2gk@ZUJp-=%Z=)t5hh0-#y6KmGLOZ)eDV`dcghTN&s7 zz~CL^*#9rTxOOo(yW^J zdgIRBXB&&gsulF|>(;~)HPO<$SXw_=R$|Yx!C&n}KE}nHXeV)f20|%>8Cp>?c$~G* zys5#T?K#o}gR7BAHeRd`V}$P(yI~gaO1R#%u(teoS^23c@ih1_ zGImk-b$EBqY-RDEty{7MTS4kJ4*7|K&2iiY<`Sy<9FnPZP^|w#orGi% zERLBWnNOE)J1(7+anjG%XRCI}gM9FhGyn6o37lAp3Ma9}*K5C=tNN_+4}%5Qna>NM zY&llSimw-_ZtFkv1v{0m`OanSAI2}(?P8Rm0c(7{{BySNS@Ui5tXPS&Vdd<%(OF-f z6O}IOg8=sYY#CmK^c1T^&I%b>uPmB4j};7=DfOo^M6Pm2)C7GJx2dGc8()G8*sBz& zskmKtS|jeP^x1YJ1RF2>Ts3eJ?-yTQB{78cfvr1xzOu3Fi-vJw zvXdF?*H{7)m(E=?+%FIRv%S-Osj+8Va8-@H;H-a0wAjhg*|a?4MsQ<=RmyIKh8jxq zRn)YUw%2RN%Bv8aQ+-Q)X`VhiEdM+!0;k@rM-;70ImrC>*&=P3ubrb_WHn1FdyjIMDw_vo zBCK8Zp{AbwC5%ko3Fj>l#?mc^ixzl~^QxFsbiL~%ZB;WC$xK=U4>{ch?a76#cc@wj zvD%Yn6INuMlceMFwh;a1MI%1sD;(DS^~_g~g>;0O^>0(iNsr1Ay@<^h5j~wh+g{}8 zG+eLo0~L9xlp2Ewrb^iLXDQQI&5b=)61SfAyStI*H@4pDQXijB7CIyBnW++f8(*~3=WCfb?Q!fYLYxW zsww6ENUJmMX#w@9I3=geuXrNMd0($n!Erse zVo$r3nkp8qb0p1pSg$fxQc0I16c%RYnY-_ZkYgHiF+W>AdP0kr@%TvKSks@PH4y9cG?;@~=pZd7TzZI!TEK@_9j6uVt9x>9~#4#}v`p0jP^ z3T#T#W6q77(mrDfVUe#rph$kTY3nV}{es7Ah#t;~y5|@V(i!BiRD3!qjaROD8msj1 zBBo5ficJiCwmA{lp^!Rer9KQjcu*HV8^@^U+B1Z)H-=ew7rQ}+dJApm<>$-|6A3CL z#0FQqofkwZJkSE;h)n@;`rh-AjM8N?CY>xobf43brY4_PWsZ}aL|zMI#))EboC;yl z<$Spl$MU#3;kt@CIk|EF*zT?aW5A|D;*@5)yL8=W&_nUBgOvCEnibqy@e(n!w0~e> zVUpY}%1_#kCHb9cM}YWj27Bw{Ecx8Ds$2n)0N(23w}M$d0J#J zVxO)@@e0d(fkycN5B{u_8%kZV+&)IP&F}a77QD7pzbAJE=Ck??-{RXX{cP)<6<9_j z@Jp(mDX30w?18HcBUT18rF?K#5(zmg>Bv@EcYbZo0)Rn&xNv0HZ(_FQJ)o}dt9g6wE{iqK<5cq@%nRS2DH-PaCgJ5 zjm5~G%Frb`IXd8*p_;+X~=lBwg(d$7+`pcv?O*0{wjSIuS3?eVB(ry@2> zzW4m2!%5Vf%E;F4Viu1e>dQknROfEst^PuaBDGhmg_F^n&scZiTL62GEqk?TT|kc2 zkqZ_)g{Pc6ufcdjN%MxF%QN0?4os&n5cSPmm=jkQuy?<|RIEvu8!u_+2X6_Bcir&X zv5Z+bYw7SZbir}>?nY@b+L`wk0Eb9gUKb>q(`I0Shb$0f-z_8G5!7+p%wew!aXXv$ zajYL#eH_nG6E9D{;Q%v$BIzZ$2TI7-XHZ^ja_cn1SILUHob3||V&TYnUE{CSnOhd= zC|1ZgHQfO}AAuNVfDz@KD}WAUUfl!PaLCT|$OlNETFx18cv*M^HVK?yMZiZ+ogG+PpBk@zOq6T=>@ZJG&US#LoHlzhQX+a?8)>;;_988b zcTNFTc*F~2D&$&n&V5^vjn^DUDqxV{HKy#Yhdh!(F{e7Zn}=80z9!@NF*`>4Ad$^b z815l;HS?71Jos$oIJ6J5znF0Jyin9C7SGdi9`$8m6SPvztXJ};niX`n+GLvQtjbz) zS)a~q33NR+U9m*slWdMYalpB4jF7|VE?yl|O8eVbb|fzc8@;p_d1^->59A6MR>Fo2 zseIMF*^Mx^dIAt(&x^OdyQytyH7u8BQ{jg|y?yGDt6hbjj z*Fa)P44=*<>LSIc-fOf`gzvHYy-QgqD=uW|xO7`In_Tfn)t2LDixv;@(JHCdOhF#U z&(Nh!;}TdyfgG_%c9NR{bR0(lUXIg)8Z}RH8+06O?Tp$2F2JTP@6Enzb*T7Uaz5sj=5oFv#By(2z9sUsED`Z|$<3*^yGZo( zz`99=Z9S7$c>x$w;mPvAbJEA3X)M-R$f%8`d7CojD^8Y>OlpMiCzrFF&2DILCoDD;djo z%q7d1iQf-OezR# zToHGQx45hxmElD*1ZPaobViJh>SUaJV+EwsZkzOF&m@yt8mC(ClleSUqk?9-8F$fVtKIEjJ##4_h;vTX zZel<}LBTBVDX245ocVoyE^}eUd_uYS?v%s=KMl-4X*1 z406`s5wmMikI+E#TFi<8S7B<+6VQN~OS$gOvNepAY*sO5#4(mT#-UB>W7EisFe#=q z%y-pYYy-|eTMkUI=s^|0aNZGX#sO+oAJ7sGON1g5%M-gHFk_ zN_FcwczK024;sNr#lLMJ@{BM`?71yqQA+wvAG1C z7fwti78#U`!XbMfbXS$XHfJ?DhG#o=$b=`L0)Arm=^Snv$bjJVxOhpljAvb4xED@A z4-Svrv4D;?1zX}kb%+>3JVk?2@3@V7sOA0bIrBp>Vl9!)F{*pB@HpE*%RI|Y44#d{ zU+Gyzn>kmOD->h*pzdCT&&m^cXTcwJ%=I^{q( z<}2|!rWv4R1Y6dXLVIfgnJTSB_$nLi5?z-U0AkwU)akisFe|@~p!8-`1gaFpWt@(= zwzw`?B^Wo9_{|W3k;f)-F+eWtyVg4n zR3?j12W+Wmtp=IvLk$q|74(+XQ#yU1ucM0Vs<>)QC>SAYPux47B z74dLy(nW?t2%SQj4JsjI#4kQ1$}w-x{6l5Jb|n-^xr%QLA=zBf?p{#%L;r+Cly<@? zY3{ed9os8%mLK~~w`FU76S}$1H&*V?bXrabdW#h}*{F(yhH*?ZZ-)`E@|2?4 zR4)thEeq&d6>Im(TyMQs&bKyZiu6v?5J;K9qc-b;FM@5$KGm3tUPJA;JXlxDLDDS6y-Z4VXh!5cyr&*!7(Y?WX4v`js6v$jp& zcAJg?BH@rX1xszUp2A62nM+UeJXeo%$uOtE^~WnVsOECPH=B?~+t8gvWFQIeIet|3 z1tRqps~`Fw<&2*&oeD*0@&gkJN3lEzMPkAa)HNwA8&8wbWVYMo>H z73!2hq0>`fhQqpu*ltpBV6w@VcN%*!OBG} zhYp{gQR>xCc75WlR`lk*vg=`!%$!AJeP7Wu-I6fi<}C)C-pl6K^4W$C+$r99K&a*M zRlhi=7G&cANA;gel!w0vVb- ziwD~Il1>_#9qDx?qpeL({&37m?GJW~-bIuYyX&}cC0qdIIG0$=-)DG)(&1hr*Azbz z$IuTDaiE};X7kZdSu4#%;#-=mc>@S-gU=dpLzR=-61(0 zJDz?ocJ zkmm<_S!dhs+Pg+e{f#3xb_CIp+RVeB1mJdhiPj{;CkV^2w=Di_*@0pRbIIdJ)p#y7 zax=1VLUuD+6LL^i4POaslSnLF^ro>J!3VMZjv#XPfWO8!(xYgQ*m`>nsVXP zG4s8}_Cb7c*W|OE*r-JH(B;g7+{>JoRU7s<7!bB?h7G|U^&7E5r9aWH?KvkDx@>_u zsOk$#nD)5PdGd5%L(Sc%2r#6(>jc}4!I26=Y!*ewjRnaBkNaa$@Fyy{w;h22@kTuE z5nSWW4CY$IPV=^3UoBEQ0@9=OY5@j|W}huJXpDk}!B9m9a-tl)o=)`PHWT3N!^Q%f zvjp^2pOv%<@G%r5By_Aqv0xF1jD*;Vz98b_G^cY0y!W{7)D?qBT9SH_B7vtuP^kBI zOcD-1V&iVAQ*+S#TFURII~;7M&9n6!`C^SH{P7xdmMDyul`s&Phw0Pa;%sRl*?|E!;3VbtL_9mTlfxC=#F2dhj)(q6g6V04 zhVL4`K-jE>;{q^5u`V<;W(4M4UDGnq-Nnn>a?b$9#Eh$@&6U;$;!a;|1AT6e*^goM z8sy~e+P2efW%t6(P42G5BL{Kn1NMusy3lBDr077V@-$$q*CHMkjvoe21+pn_Y8gn8 zBVgVL!=eMvg*7fb!gG6iES^$$xvKU%@Q|&IDfKRwvSF0cMh}g>z#3wpi#G~vrlH6+ z0NKzI(dEn_Uyh7sKY)v|b}l;#Dj*I>?z* z;($DDyTx>zK!~O6bg4~BbP5QsUGv7HxCAjeq2-x273qNhZaKp<^NLKnU$+-(lZ`5I z&ig0PXM}Q5t$T+;O2cK*hTO+9d$AqI_Q_TYe3crm9BP@iEv(znB7k;(w&$ndS5@c) zbPN%#t<+Po=HzuTThX?>Ne9x>vLWY)_Pp#b9T`ZBWE?%E2XYbt4BkC zyfD3r0wp|i_iO)Z?p;x26Ms&z$ZGjsSF8epwc911++a)~=R#S9xat?ijnnR;+h&7q zSP9Q+G8Z5(%;(o~;oa?g)sV|jZz)fn@nlLx;X1eO-o@}-U8kE5MH*`Rak$;yPrnHq zZynn*nkxih_uUVVQ?vslzs)NIKVFzkTN+Cyuw1OM^r%ibp7{=P(w;b^ZDFft7$;{1 z5&1E|5r|!4XxM0J5=X&kVl^6Mu6};D5CVy#Mritardag3%3`I(Q>{%U$JURH^0=D| zjj_>2L^|(j&~vY(+zI$Oo{W(U)+(HqnSXifwN3%UhohXpi=e7SuF4eb!7zAn6T4*6 ztcC43cz5rw(SVRfpz^U}gvIQeLhHFJM2IVUK9(91FbZYMA^`ZN*B%>YEPki`Ck~TV^fov#^M8df@>hSz+;PC6QYNI)(?!3lie;GMvV;S}8FkxGKwt`xLvNiV9u^(=EVk5_6QMyw;q zk&B{cV`{z)6tAVH0}nM{O;j588ZcUM9?&~>(U?ON$V`Bvh=P=ad?xE9V%KxI;pBAE zOv^%~-R~X1u_2jBmR32}vEeHQ$>f{j->2MD0U|*tY}MmB!nkt`x5XN;rbsZG$pfuc zQR~?)TB+S8~!+X#m>ke4L0SP>JZLQ{piOFfPhrOe{}%gd;k$c#V`P~xQ!1?!wI z(@PhVQ?yBd$_@_U)I&G*hpto5r6dBa(kNU$1>Tb}YOy}Liy#sqHQkhyy0spzDwqN^ zVCJ^i{ahHZ(U@?3({2y1n%wn*npnCgz3n{lI(Nq;Afm3j+{c<5p;nPIvaAjK>~Ecg zj>7{f&0z;|deSdT0_{xo+OsLXlb571{VR5-_1s(rlss>teumjsTi2#c8hZ)F{x+2s zE8@a>)~RumSqrYreicB@BKl(~AdJ!;EL4;yHllEU6`t%%*+)x7!ZR;a^+we~RZO9n z2(pS;T_81P8URv(-C&W+cMWC@R8? z2QJl=95HpuRkeL0d~OpKJLK?;DQl4W;O0c8Vt%%%+e%MHYEY=A!xQ?FuqKvT3hD6^ zLUS}SyW0^yy*gz{UQRZgAg%c%d%AH<=xu?fnd%7|KS5!n09J!$ot^YY(CQo^>MXwT zyx;Z`AH-gWnpC=t9i82pyZ*SW?p5uTlm1k$iLzEmo?{Ro%s~}&&k!N;8N>og#wM0L zXY3p>aV}jO?YYA&G$MxU5ta62cXnDY;~8Uxm4!j3c@WS(vo^kOMJVV?MrFrZYtpj- zu^?}EK&1Uac+HtCPxQ0)O6X2aXUxr&M(|z67cNCh#!0oLC~~2kR9Fr8m?l_bANI_f znu3MHS{owZmSKG_`UX>nkf-Yj(6HlVhQY!4-CE7G8-geeZ-HS=xgNVGm8lxLCQpRl z&2i^!u>8E0Dgj$oi9*18=_p=|7)Ui*h;~!YBD`so%0kA+1AU^D@K&6{xj-TM4sftW zdGghitdec7SLh+E7TU-q z#;c|qdA^ga8!{pC*fDn)%{n3PB0U3!LkO|`1R9X4VUiKy!k%lb$Sxf_pRdSOKdDJX zqe-cW>lv5(uusnii;?l_v8JIse0wNR>+b8(HmEnp5?z1CfL=hk(~3yoezK)>mkZFBvT?%3Sh{zDdyz}Ar<4tXDcvLf#U5P z+LOo}=&M0oKr$Cm0GiF$gJiQHk&m4DcAE%x4BXSi8YSo7Wq4TI%S7}-bJKUJr!V#O z{k92d1O47{#S%bD5vbXK9Rw*UxDUL7UoCoF&g(e}*pt7=8()&fJ=_yBbD0GVQfmot zHRcvn<6Yoyn0wcddc%4I@`hb8BIAJcq#q!z+{jV2ka#apAl!n1Dc_l;eqm$j&YtI_ z-ATruj&m2fBqT?->_1yh)mw02MY86XG@`l!=2HsrR>nj0UQ`+&71nm;W)@?Kj7QZm zZ6bPov#*Q@VF^Yg`^j>dkh&M?v(2yjt!ucK+e>N|a${^}mw8AZA_Xz-a6FMa!uQ<0 z8;l2)_0lOia97$UXtC!rcLo7(VX+UTi!QAoFHD9@j;Yyzr~=dlN%yPuv~CJ?Cnl*z zj}VKe?jl;4?srTQ7`<>T76WfgIf96~=BI+9`U4Mw7XTT+Et8qx33*(p?nL3Q=L;aP zH($8CfAzt=#JB_;+7lMrN%QJ@q3Bu|QypK$0j#~u`F!4(fu1z@)nLGT6Cths%5}K#fMaHs#bFLJ8O)rMtdD#CP$O86Uy=evWt zi_RMimil*t0s6F2-*0sAjCybGObGaDW8v^hQkP&4mnQ8ZoLEknI83Ip&rN6M%Uq&M z*kAScbLn>S4)t*qWPD+{oucvpFfP##o!orXZcf1z1T{*1KRVyjL2NSKzF0&<=IDC$ z#7$3%`@^c;6J&;zw_v>*GslT1;ir9)j@0)7lAqFmFqAD;RogZexuI8g9QqgE;gGr| zua}u#u0e-}?gV7a1r=n>mx~JPO!{=brUJD_QPMt_`()Ta8PQ??NK?SS%-u^IxF4dI zQCkS%LRVVGH!EZx1RbMudE^U?&?jn~$>g(r zMU0WULf4d%qEH|KnslOd2w?+8OQf3k^)0p(#CVpebIonln5V=W;x7K8LZjYiPyYJ~;v!e^XLymJL>Ci!?muzJZ8aUGRR>amNI<@e` zpOPYXZ^8i%V1)sQeYT5Ob`wXbL<%4E>Acl*4hY74m7&n%TmccbHJx5{a$p7%Gbfdl zgc&_f_+2D5_`a-sr>yJI!RxTTdB{9s`r%_{HzByREnI1oDOV*6gaqDgA^ikBpkO|Q z!wA5czJ||IF92w$5s=0Vo?>Qr<1)pdY8fytskzHJEwH1gv%3TgPb?9N;oD0}#lBp(B;E_Dcnaib}Dd z%nYDtkI4?nSQxPpG3zo*3pw>sh2k_A8u_ZN5G!Bj89m|V6xGT5g`X8bC()k(Tc!vQ)^eNRq0T7(zb~0usPDc zJvy3=Z(fBrn%%mPKo|n%$s*PEGz+qf{BkgOL81XbDY&#db-1MtVF5HCU3os!AmMpk zoZaH6M<;QcZR^IExwmGbtZ<2>bAfT+(Ik*!_OmtpGN*fM8zlJlxfIzy&KypJv}0)j_+Uzm^F85yJ1VK8d#X``lA-InyMoC%(<4Qj7Xn* zpY7wglE`K1FMP7Yz_p*xq}5N85)AN)7%#7uj2&}M1x+jQ2x(k4!jjYh)FjprZ?&Lm z+oC$^w&dQweb_Q&Nk!ei=AbX=oJv2@VP7ic%fCv-aBXdSAq>7I2!3y9fH zHP^n3UcKW=_xSl5H>x}vKm(d|xxEYx?5yd|3QuQEst~<2&8g&C>$YrLy{_XF069$T z*i-joRbn&sY~mtF20%NJ7bT0SvflwBQD&5Jos4=@yFQu?ADkB49+!Yd$&-CU022*6 zm|W2VKK2G#7#@F(PPYvA=&a+<0O`40eb7`Xa%P#1dEP`lfo><1bC7x|A}yJ>-85qUVSoL-^34>V6G&Z|#eKH?6vkwf z%5`==orKkTzmYHs{`sz5EyIK7vrCBk%pe}}DqonsXh)*uOw2;fw#=>5Q zmzUnTXDmYzLC(??=CTQKTm{z5Mm3NMip|4j@;uoH&pS+gc!F^4E_}Qn)Prq?J2++P z89#(EV>6D7sIlrJC#I0$`piwFJ>YDeTwB!*=Q)aw2o|!1Q}iw8Ms2>FE2+E$y^N3^Qil(*dDoV ze*G;=xQ6ux(bR=MmzM6Q4SfP!|7HL!lh?X=j;{*SE6h|5n8EYxb3IaQkaU$v=PiW- z#!Xf4HhLIC?iYOBY>eO*C5hv@-}!xx$D5gRUYdTkk?hTlOGFyL(x=_D@zEDWvh-^0tulO=(_<8qi%o0$!DJI*g!+ooKaBfWGoE|>4Y?{&0Bo~bs z4%m{P>Y~eNVN}Y3xFJ;#`)DYfuCmn|+%qpKHMMi1yj6A$E?ZF;YRynbI%{0ZSxQAR7Dp@UU*`1sVxO)4-A zsixDZ67n~Di)vMSPmhX3Lm$E>V z!WI@onw6+U_prwxLtwO_v$)EVd^PF2bHi<$v8jH8*VR(9$@L=NeXa^+t!+7OZ*>AE zdx^O-wIaElWR}MZY1I8mf#5rrKrcK?ry1adU6iIAy}>&XB~A5NEs-}*UL{Y0qsTz8_u1sic>=q~bG6Be$S`0@bM$NL>qJR7$i zho!!G@Zof1gff~GE*rgc2zqB_jfB+$Tanc3W)#*DCCGUXW$Nio54c4esDa`P@9p8B?hTqUackW-~?A3jFj(Z)|#`ySQT7UX_g^jN=ksh`R)Dw`YkMr4#g!;h(LAk1v=<+IUwc8RfNgt2% zExfJ#3`6jxY`XgnD0)! zX>2gfkSQe?1fPom(U5COjfoZml`7p7@1ARWpkYmnly3Xk8Y{L1S}Gijp6pc)&68?2 zc5EDXm@?NX0*JZUWO6{u@=Tn23|uDAA@U#{J!awnO2!Sw?ztI(aXwpUULS7k7#=lc zT=|?@$*1BcN>-&do=DX@lM7uTSB<~cT1viLSB66hfzNX@!2>mwX00GkXbS9Oe7@he zycSGlMGJKgaf?Bm-9B-+wc+dnY}eCXnaqxu%wB*+OwU!pX{G~*zh2tIEV}nQR@K&^ z3={)>339#I_<(1+O#Ec5oCnnL>|EdiwXD_=W*RcucH-2Tj3=VKweDF>ILh6Y`w(ui z^craA#GTwY%|K(|AqR~1zc##EvJXQv{frF(^nVq3E;iUYDb2PTl+WjTbiMg_Q(| z_KaxL){7^fdo>|mZ%ckX=ku@?lVAzUZ8^P$48c=wT3)#Ia5yY;x&UxXFWjgxihP2^ zmSoMX6bq$7-AdVDfD`eTgJ=;f?5MuEH0Xc@k);du=_VV7gP*Wsu$uH5Lys}OyseumX+Qd+Rl)fuTDq~V#$)HIcHtT8&wT@pAs*swMqr~ z6gQ3}4JSA9IJJ8Jf0^WP0b~Z3hsI?0WqOLP&?nT3U(m-0Q7&Ufd%?V%`$7?=F%*+; zSx?)UD?nLEe&%^58srm+UUt?Rm^Ga+DwO38r4!KwO3O?sU_|qD=AqOqCBt z@|3#Hi(PNaqe6{g)NCu+Z(%%Qbwhi=7$|I|%k94VK0<6K2y%vK(MV`=t*FW*PoJl< zXIh}^D-9>{+H7^8t_Me(Blc0Mg?SAqPr%IEC6CDU_VVfXvlvVma~$@WJ94fndIKBH z&Bs-`9CYOrCMSKi1Yg*zOFF5nYX^6$tatPl9@cr7_z zP*u<6uLJ$B`t1bCBg+m3M^!!80W?B|EU3~zS`eH&CRjx zF;yn{EKgs$(f$j>0zJ)b z$8EiZPaPog!;yq!Z+Q;1Y)ln-9powR_f(C?i`%(C#f>=0sYZYFqWJW0+xvG*7^V_Q za#g_ai~pOi_trR9>0wJ7$ukTP+)$2Ft)w4_~7a8W5y(7-q z7_U$~VX!RoLwPRpV)1?`iP7*yFQ36%9#J0_Kp)MEy=#vp=ViX4w0fH8v7 z#UsO3fE-@7H61skZ$69XaG`uR<;f)Medqk!?LyYQG{8GF6SZmr@noGaUy>Ak3J8#o z;X}kV?2wP;Bq+rT0W+e9d6ea^8>XaNx#w7`evE^;qhH&w==dp(K_a4WeRAoyBG`X+ zcd9HMe?|=ed7E#05jQ0_=3T%6#jmwgbX`TQK^eEJtZKk8+j&NuqxCdXohM!DWNeW` zv$o=LGJ)TA&%ZNaW@4c@0P8+6;jcCr;E>Q(vU1U6>UOEY1vYn$hv~)2F^g95qV1{p zqIyx@Rwu>JL7ScnzB=hbAWht9Hy3|7^`k3U#uH65oOx(B+ixzc_r?K!Q zFIV@Hm)c@@dg0#am&Rv1wzu=TT6gGGUR73x3|GG9gvPeahnhB_d9^Q$nI8a?Z85yH3fhK|p86mS5(I zUGCG%wrqe5F!4LN<%|_Ry{sAyJU=1hQMx#uAY{|zv+K#@t<{RL{gZX zB*>gq*{HW&*@THBjBF{T1=I53=IS7=hY@k?6L^{s*I{2!GEHC=dN zn*RS)Asn-8{=X^}1C^P>`ym5_KZ_^ZlReF~{i2E|xlYJvsZxr4K?FNd@Yi+9vgGrb zD=1&2DZrW7V>j2N>~YAh%^Mq!RZT@;2>+(`YP;@) zzZ$2cynY|AffIC&S}$Awpem=(s$DaFBQPK>GAH{9&7K;LmV1CmPRytC6G<@D;$-*V zH{$^~cQYky7JO*)6<>*h&dcz2PpvTsJ{3sLAjG$j8JSOHb%QkN7c0WS-+w(RT=45Z z5Y_9vzK?>pg@iLX@&U$cU=bGalf)GdLsm?V;Y4D9lyl~A8;T|yDwGswS1<8}+peb4R18z~vtF zG#OBVMWXcp^D0~c@KbK<5-d}YzU;8tvpMF=S44JC#8IXXh~qi&GxCU$4oq}wEv-VGOU_IF53ND8^B(Jm{gRtFeI+bQpEY1FSU zaD0lLZ8lU<4WfPP3KdTaX2DW1RVxTz{7z`^$AoidV-d>~cv`t*mnI`7|E4bfgE&fQJQ&?H}wByVyCXHY&7 z$SzbqHRiT;&n#Ml1IXdOnj0?c zRiyl@?D*0!_y)}LF2N!NDBA*0?|Tjdz!3SFFIO|u`cd8r37@~Z!S{U(gs0hneI$@w zkT9|bPs*he05TvSnEnjNKg?NR^dI2I#^Bc!MVLJ{xx@Z{)~s^AkM9En6H_-L{iMOu z7^S(~^?ESp#WmkY<)VIEP}D2$Ac8Bn&NI+Ykjr%pBKzk-e8u&#nDtclSZh|%Gj0Xz zdQDfRlOwQRbbb#+c7l~BoRovQ`y)+u1@JSTg>`D4X!B@tmkZ?Bp5)l6@7hnH;bBwF zL#_&dM!Wwh;ruZ9p{fk&djD0s@x8S8>#P1x)KnYOMF4j4{;PHqyQv9c?EfOHy4r3S z{=X6a-z29`v-m$+J%(z^ekgwb`*hKlRgfqD7mw8k`1+@~@ZYBov7+ii@qdl&A%Ywq z{!iye8svwe3+aEKE*OtNlI;Jf^oaZ@|Nm(Kf!Mna3=`j?XgS!F3z_wd!)`1LA zX5E8)2LY-6U!R$w9amvOpTtj#MO8b*H8ks|lk;!F5Fc_E&6+j6Fq!{rO*W=^-=`7s zzTMB9*cLSuX+}l+;QO_ueX;PH@949Ptf?%(O1cg>;6jBU#(!j&ZQ*yD{PkY{YD07Y zRl(@f`CTf%-3h~15#OdZ95pZClfDu>=ZRVQz2rZInqf77XZ;jC&_`If9oJ>}{Qj+< zoR*08kW*C|>OhqdL!FPuLivmq1tpi@P?}|HcWP#)yVoMVTvbD?!hv zmM_lV&B-97`1?0=UiD7>0nz~ebr0#qF-^CsUT5~-J#>HlAWYE8!q?^jw(PdnHQ6w9 zpzKCo>p4V_39-siO$pOwa0Q66CmN&ho&=6#7{I5fz;NZYhQr@Uxbz#BosOmAaSqr8 z*MCU2q4PvniG2x{>rRVT`TD+Jy2t^mSPhLtIb2=AL zxLw=8xMNk)cpZT3yMMk%G#+h&UI7-Umd69kl=FXLO!COHVlr%)9kwQ(y}w5rTFv;7 zA@q@*%{`N(7m_-=iim5?LxmEsTl}e$Jc{iYQz5!f2xP#0#YNYW4lI9Ok1WM3Tc$07 zR(`4|Oeyuhs>*Jj(oNx>TEh8qJ2(j@o4uQTWr9~Y|8^LKr-EE-0Y5E0)JZ+ zi*waJ|0=Gu%TwC#|I058^VF!~` z@f!V9+rMKSQ_H_JxfOuReRp0N*nx!gcuS}s!!q-Ih z-2)qwcGq`)0!F#oM8>XsAa$q=m*6)cz5zG7!ccqHFWy-j%#AuP*hUP&8Odns&j&^* zC)#Sds9+eH`T#*dzQ5KO7~T@|e^b~^d9>s_CTVrJZ*+ov6}5-eO|Kcg;Uj<{0{{!T z(F{`zBbZLHp)s+lD;N*uk*%00IHs?hsXr<*TLZ z@*YElK=)!=B#EyHg!!m}Tl-lsjKiv}#;{^v-|Lh>-{uHs(upMh!~_tcUj8~pEsSEp zC&7MZWots!e#U?Gs7M;_KfRw|Y!zHDYfA~dm%3q0_9T8*hG?EPcCf6;WQ9AJ6%Cy`yx zqb7D9ejP5)*B-TFl}JACzS%xhlFOfi0ib<9<%aG?Wws-?MThv?E_vo?tR=Y#o%@}4 zUO%;}LxfvRztFPbLz8mX~NNs8QNc1Pi0KYvfps(G zj~dadOrMo{fn7+AT&F%9avkdv*O^y(&*BAZMFO}<1+O0&rBa;Va)X}P ztUp*kJJphhFUli4-jb}~o*!Y}Z}b>s0F#S)`PlxHDCYL`IyOGl04_@V9;z66-VNwnMfk75K??voB4?+t$zJ#H1PwVnnzQ$70FZK zW{o4j7&VYsG*5kI&2|Vj>Vx}{NjQQ z$O1n?bCe#{#s?Cr04vSm<&f)Li$#uOdlK(p6}lSR?yWL1K@Rk6_W_N^z1J2O~S zZw+C@4TgiH1fUW_6^6m4)d1_(llNnOC&8-67}!(1lX($6Xb_QtFLf92`Tq6x*dr_w zpR3HpA2V57lb$LG;5-m3Y=_e*?7bTrU?0&%+E$Ul%!`G8+H|2s&q#dntTKIyU=SA1)W2?&EOHxNBnTQ9iZttnA!89(Z<#xKDI(LalId9}?E1Oi-O(+1 zjQ8U0LsSk6>vqHzj3$JQ_eS305F&G&tM!Gt3bw8t%Lgmdz^ngFlzk^7n)rdY3u0rm zO@h+*_TL%JmS~U8{8Lleo%tFlYI|ax;GRLF+@|=U*75xexZh0>FTG;mSu5EC{C<2u zfWLqvBYQQ^*V?7bgf-;<+fn}4Pkt8k_tP$>wFXJ1np^CmTfauBA=6z)$Q=|X1b)MbR9A-Q*^moq0#&&1j_p_A0zI)LJ>lLE! z(t+^Bleb?DhPc8Q7SKzJxWfSPqJr@KUcRdt>>8R=iqfFtraY&)K+710cIzB4+KfD7 zhET7Vsgm~UH^WB1{`%@o%uG4PvGKgT%Ftd+pw-2f12C5JLywOv%#6$zRjsM#PV4u5 zY-ZH@#{IeG(feDKV`x3Yz$*}uW`T1DABT-o@X9!JG5X!TMpjcoNrUL^scaH))XkMF zD7zvH5{)-n|EK%mWiqQw+X(4QN{8tdU~Ov^@BTK+>bDo9zZouh|KV9E8kQtLX=d#T z_Ut~h`36fHmzhmORPBT*8rge*zVi@5$}n8>Oagw&j3KU~D+6zN|1`CUtFe1mYTErN zro>|=6OOHmFp|yVThAVj7Hf~qW9f)F#do>$P&?m#=+`0ZNB<^cn8Wk49y$8d&XHyg z>OH?{fqJ(3E=RKZKTXw=V2>Mrwlq5u z7MMowTQ;A8Z^3{atuT^fpI;69pXQW}!zPb6h~h*03j^s!FtyV5ot>$fBo{pb2G-mC zG$KESO3*@B#8%>$VcfY;&pbZjVfB{GbxwU7t(oNg4{ez^K9)_xwr!2Jp`1|q2*uGS z(ks9CH^nenXGkYpeA5YAMHOsr>8l-d*X&Y?+${booNwW~$UKVr{#I&A$>xht^gjP4 ztJk~Lt)#|jj46M7;Ss$gDPvMf-=A#v24Grt^B~|-luCSfy1Z;Z zvo5Ee>sj@9vJ)EpcRrzdf(Q1r(p!Ye{X(hBLW^HUf8L+)z;nzY0e%sJ4XSf)YRD;p zr^NFo7DeG>CSMpp6o8F8(5{D$*2v9I+%}tW@o3mt-jhIpmAXU){YN}j>)?c8P5VyFP>Arwuu6a z^tC@#hO|7XWwE=ngN+`l^>KjTu*U_vF8>C=X-A3Lt8`s%tX5IrV8I^Wst8s8Rm|v- z7(%Cnrw4NV7h&t`yFJ2}+}Y%_=6&rsr$pC(9lle)-s$~7hZ|Pp{nPt-7mpDzT>6AI zz^r(|mlE$8Ih8A=G>C6&N(XxXU;LjYXgu)=843(x2gMiqSh-S&>Xp*z0TMaIQ_!n_ z>^lX<;(s&e;OVi92>@zpzxtgXZ=tg#rotE#A_psNIK<6=&AptLsR~D401ORY4z1{e zFxK%IM0#DD4jp z8PWeom(e@14bx}Yr*Q=G%_LPCC**E0uZer?zphw-9AF$@zLH5n@Ii4KmLut}cBXhQ z#4to=$XIUO<3&#N5rp&Aa_K5mXfP*^R6_T#*LAyGHAuzCt@&?CrZeD#m8Vu52hqaS zu;rObukjY5?pIq7{(2S&$%zm7(SGv%d>$@ZnWW7U}Ii(0aztmpop+H636MRyYuWqjWAHcCmA zUAiP-|0cq)iS68~CqUgRGn@EG+j~i3g*v5-^ttKnTg7eq?Pk^BzT}WzTP=TZ^**%x5quNGUJ0QCE%MgogTI;VCMrCD@6~x4gH(PmY2BZz z&k6TYrbW1T1c;_R?6mK zBmk~%*%R`4e&`qDZ)q)3jzq)vOfccF%Y4cuBSXINLGmQ|2GLT;W4DRIG(+Lo)YTj# zs49&{dSkKc!hOs|DxsjQ2>;;gYBGWt+{AZUWhll4f-dWhd@U@tOy>$u|0c*j0M2tM z;PXi|_V~5W_%wbsO-YXZbD#U0`yB%S z6#Z23F?6f^j`($bY_3>*n}J)+LimVm1#(!D?nXf_#Sqou$c36c^y<(bI3RezRvRVs zhPPvpL>&0S2UezDXfc9#w@G`#u#_Tj-Nd&xFz!+ssTQr{dZs@d97%2&_D{x?77CG3 zyV-W6;NNM3#LCT{#=ogBEWj_j%~`@lM5m@4A2!KL&j&#)?bMv_t+6=cBL*u$W@5}= zd>@4xfS9|YT|6BM!#U#cvX zeH_VwFXsE#0f~Yyt~wn@WZlYEsgX&d(2xe)89F~!MlfVA*FwchoMut>Je*{seEEjQ z^T+M{R2d?iQ8KUk=5RGud*;6|OdzcV?$m6~r7!WQVSu7b)I3qU7RGQZ3-v9a8$Jin z7C(Xg2Fs48ccl3nPTAYwf2~i_V@9%L6~eGvPkKjGBm4D!CulF=C}1B2HUD)MVwrQ= z+ScdqZ3=gOkO_v`*qaIwD0zCu(hMC!dBFy735s73$5xikNQ!iSPLgS}#ee~$>@nrn z-0*%-Vz0@L1gN%UhY~631R&86j8SM*&h#okNPDZl@;4_jU?^3y9&J6DDt+`*Yp{&t zC<(BoLSsv!oARznKlRrgJiY#E z_Jj{-`1JywrbMROf$Yg9{6QdFm<@^@y|h$IgzC8@XZ)@PWr1=$yHpnCbL@911SX1{ z0!ACEsv;x;gO!v$>!)aRR?l3lU|=O#ikckHafDr!aDNCE-erhg4dS5-_&WFaEJ(U$dJ<{a6 zxA>D)-^@)sJ@w@@=|pqx!`xh3t(_%hq77NFpRT)hzt_HZg|2h$lzB&-=+1!kVC2){ z5Furkd_uOSc)X_-rNTB$LQGASc7(0acB2aH8&TWHj*D2VXi;o0hL z&%GoWTbLgL)o{oWJKtkx-F$wQ>gr?ncY3gU6y(0gih~~pas~Obzd%H~FTBI;lHd8S zFdbtZ+yb07UmX|pIDbH?sSd0Zg-^bnBNiVDZdtkkB&C}!`$`iP<6Sn$r|44X_r8zg zfO2~7vl`y%Pr|9(`^`KSS5mJQu{{BR<1P7cPl?IM?Pm=bOHhr!z*5x1R4=cSV@kcz zn+<6KM#()-nDu&lOGAX9(Ghwz|GB%eK>|rXKI~ZXw(SqGzUk?vW!fD2E$C-8Ab_>S zlJ|X-LaLi<_S4AS-pU}}4gI~1XG3b^fu0rhFr@qm9qh+Z>68;#rDM^76CM1NhN8jWlr&*PUG1BWmdFAZk~~Khc35w z0N1Mi9uVw|!yyVZE0hKq8r?iR*rak4Jg7_#D!I@<2ltCEU0lOmlmoVlTO-}ZkOIv} z9?*V6tZ#on=v@#amr$|>_t3zS9TF*7wo$B2ErSFyg^|*Q4SZ^=3V0U25?^iTb8Y%iUSY8tO+hBeVpA*wBzhTRLpBdpz&ZP?6kN_dim?D( zHjrb>;!NUEsnLCWApE#55G|K6vMBD<;@xmj7h+p$T5v`nx0Vyqa=b7yJ;&VMbV{d_ zk8X!IiV~6=2y<=%t7YvkoGWbEP|^?8AgVW~$YzpMQy!;V8P(pGZCjRyDZ;jaX0Mw? z#MR{s`4Ul5Yut)o)wA_tVjZJVR+voB!a+yrrw_7BUA@f9&(0+qAVfxZKPupoH)5yO z&Ey+*9A|E80x*~uJo8y?qi^6np8j(iG1OwLz~xeUL!pp6GQd7`-&o(TL7w9`j!!b0 zl{vM0t>=+z1+60XR(*I!9OY66z3zdnQh!yYO1;^{OKqCZT35}OaI-9eT?p}weoZ&z zQhyo}`>y)_?j+m59DJ^PKS}LMbMQ?!GdmQF;a!||25G{ai(NlqpI)>2ioeQF#}Rn_ z$QCHMe`!0__TAp)v)Y`DHCTq)nJeV}`ajp7lEF`FIOfc(U0Va-(3`ZgFG;3moGWvQmge1lk;~%J>4%Z^1cs*^BS9&dJ(g08kS=RH_h}Z z$F?P1WU(5joZlY?^CJTiE`VxICY%a3OCVV3-XUwDwAo`7)ovSA^AZXeC5mOwwTK-$ z*A@?J7m0{3^RL&FM_JFFTSEjUMEG(=c0Gvo=`R;dwdD9GaK_GlEf; z5eUPt%i8xql){79^{o%5+1U;;$chI;J?#_Z9iitBYV7`c^!`m+PcbsJ;m4C@A6s`Q z)Z5-lqkgs;95A8Ni=q4L!Y$!_!b@_aquo(}%g`hqF(>KK zVwOgSz|NF&{dKNhTp9-a#58?b)SDA4wQ4D!p7u1sL+{ZnFbPt&mzAf&#sYRtAAmap zuC%a^Mm9_ldxbe!55C3hD~EGk)Alm9-bF%aXU!cP)jUS|zRUaWR+1!>N84bxBNZ0? zWb{m}=wjQs*Ers<51KzUZU?K6TarSK2K&?7VuH^}4+Q+j_g%Z*WCMla z@urd)!&F?OwCJZ<3ax1mt)`#nRYilvgaG%;o)rskxB|XnDAL;b`7yLr9+;ga z*yaQTxyVOsZ*s=Yp8}x3z!&UJ*Nr^ccXr9Vtl|zQuMyZWGW3`^TbiO?(B)kmi&O(x@}el0`m!!yIH(Ri%&r=$~)i~)N6 z-Oz1^Pb|}qJ`Z&-Hp=^Poi9)7$*akOS?Ihka6KEo$|nf)gIP)VRscj&N$2 zTs(GKVz`ZSXdgq_J@QGFeSTBNpFd6v@n=n$cy!ev5}<5sqZ`e?4h#nXmr!2^g#Fkq z3o)1#Ceq}8=<4MOvH7b)m(SAvvP5K}%38)o@NM4f0S`|E?MiMj*CTPhnQ%aC1)Fmg zK}_9?pZxX zF_pH%VLtV5BZ3^ay~!e?(}@82R2c0lTDB62b;qO^fQ;ny8q6n3(;o_EVRj=}=e2*0P@BPknN&GsWFwbJ>7^=85vht#z55@q{ z5!#)fy)_m?K58p5>N6LX<$LCwu2CGv@Pj5XzS5e4Be5UYxtE;wWiRfU7y|)4k&W%eo!RT4LYx7hg0AhCtFvsU{L?ZIB+Gx*CJTtOE zax?)c=r7vezzNXeJQ!iEZavYaCB~l7D`Q!s=?p%BK=;;E&Z5>o?qf5e;?@tR=!P>l02<5#izYTf z%cpb5`S4Twl&Jm+daU^I^q{@%-e281gkb%CCd-Sf;YLf*x;d7l9m<&5T?(A6x%cq* zrtFPEEjRM$B;rMSe=p*jJ4WK#SiU8pu=@bO`5I`hqhMf+ZP^K464gDR#*p@%1G=WU znUy>uf#v|@dYZX^=S%o;koI0!>S>|}XSLglgW{UQlA-v@3i6&m5-+ZS_uNi~SmrRJ zRpet^Verk{kMq@bIm6h06JR&Tlc}lM#R&8ni1&>r$+yD;f$M79KI<%fomP503jv1f zC-;r{8oOOXiij+Msfc~*K8;mAT#q2v$1nfLv;CRGP;_ z3)7;WkUx2sBtlzI!TX6Q#e5`B`#9!s_sW)Fe4qI@K^vir4;{N+{Dj+k9GJ)A8_#`Mh`Tnc~@t=*)aK$~t2XUP#|iedxVaSf38^kb3?7f8M8hsa&KXZYb-692s^OmDIl zecUM#AwH3fnXU$7JO}{Qml-D=QmXZBNT}3drt;Q{1{ppJ328{?(_Ogb=OHf$iYuk_ z@69HuuwLyr9+kNXRM}HUufv}*_%1?FE-DOzc+o1Z)tlEIA++W;_v4|ley+8hmRO@) zo~s8E7M)h#Uk%1!b1yPuP!DEm<7RBXO5vu)P&#tk#{#^pGsq`*UnoDU4dVuWpUW&o z(HPv@%!*1GWk^usgS7;_UdHQ+p^uV#Z`=b0C*=L-N#06(4j z*Y~>w>sxwdmrX&HL?0Ejk50bewlxH3`7)#T1cJ_3WNW={!=YncQwwf>OInoeXgZo* zkl;r3JHc3VGkhn>oa{%b4&Nlygz)5OyuU2{#loGB8^t@@u|S_SsS>D}gWmUbNch8O z8{cBVUfcK5wy~H3_Ay{PwELvrKzq`kfsRTknOJ>ogo)V>0Vl2bfLjbO;qbG0EqR2u zO=3{3yGFf~tM6oo6^?I(c>~s#I?w0t`P^3}pL7bi0AE*F`UQLhW}I2eC6?4mnnCg; zJq}F=o`T6Mx#aHMZ4iFQA1b-wZG0gF0%C76KAXPjbwawAYCPjwpfw9g*<~M^ZGLd5 zj1m6Yd-Z$Pd#BPJBz$?VBQw&CH5`Xelp}+-6Kxy#AF$w33^V1q_dcDBY{+@iT(jHF zDmcS1*Ud`UnQ=os-l<)C!!_r4Kt)1)Kl%rXL&R4J07>TaT(!yHJzzR5Z<(5V)%=2K zHhB&e48AGzh`=zsH8)+Df0-Ht-1l{`<9wGG8#X1g5wJd|bVOPbJ}xl{d_hazT@l<2 z(JH?eAmIsm<1pF^ZBRt~Jd$PS(zjFGFC}cCJN7EWU}#u3jW-KupEN?vOEIb|dx{2# zZv|grh#glQFmp?FJE3z0=b#({k4V8Owq+=W*DA0g<3wt(4rL})@1``zR0Ko(CWES5m{uZ-tr zXD)|MG7lK0*pQE}&;cNT#G5B(xxt0P zcZVtW#a9#si@fUnT!DRg3RwVHC%3z=J%8`ih`NWl*JLPp{2bM?jRKkiQWv_WO}W5j z`-IRf2Fu4X+jyp#&#z~j-E?~k(~8l#|LDfIzT#Q`8{3Iygeck4{cfN<(W;;j9>a}$ zoWEa=(g%v(a><%~vo)qkWjK>6j(@(RlCxU|d9Zi!O=POtgbF~>1tD#Ne99$dOochU zSeI`gXy ztkWzvwtUtDE>nfXVI=1+KX+VVH7vPjyWRM6ZK_J}VBZO^J$IK5rccbB>WTvNYqfLv zEfTdtPo%gyxI@#=j-^0+8(xWyK%HgvPKaJmwszbA&l>rgE#{hb!&C8&UntT+*UR1OQ zh(3tCjcHr$aeUAt3Wd15+_ASEIFYzPwNtW}DMMFT*U3{j7Jb4w{T_M)aV6o=o+yuZovWA-Ewi3leRRi-^I{vvmjrj=!>DAAifcptHy9q`FNba7LP0d zhicet&<$sfr`g_SbxAzKelD~#jV1m5&Ja{pcpx6}W2$%Z9@*_7+#&e{Icuxzin?GC zot|ucc=F4Y11n?^4+X5M8ljrm2BZ^*@|o2m_#;!tVV9O(lP(ngzV)=c)u*6 z=^J2G4((R<6N`?e=s>Q|u9Y!*uPjE|BPZZ@-&)r5PnA>CgEdL}RWMfPwvp2pjL{DH zcpfgipbl|xEJ_({MZ)5_r!pj6AcoM#>Qs(;3}7C3JMbGNnNKB~zjOdS(72|{JP9jt z2CUM5lVL)P?Idde>we4998)MjZ7=3D{MOhJaKLtc-zmy_zw#^%_xZ;3$SAq=)|?zc zyg)AC?xA4<%tWm(89E)swxdVWZEic<2A%@R;|W(;v;Z`S)_2uV{deE_n=N21Yw4pD zYPXSg*|6)W00{v{sRGzaoCTXx^AAr;qLJROK@8PlJlV0WdI}FzFjIkmhY!ZauuBr!OKSZ4Odmm+q zuz*<%7&|^sRz_ToQ#oGqL@C6cR6oV?3f1`Hk~$g)oh4=+FCz2uN@nepjegMjYu)Ni z1<~f;qxq}B(dHno!Or@ZMHgP~>MjQ55!W_e>I4jYxZvn)|u_iEoCd-JUi;u7=T z>gou5|DJO0rGc5c4U6N`(_h|IFD#2t%{X+q$Su|nHBOZAd{^=`^u^}fZ3`^HJ=@6W z_p!HSzmrFKSiN^8ehh8;sY9R#M(xJIYo;k0##7?nW?D)a3JBZc2we9?9Pu+GD5n_` zYYe7TnBO^7194@P@8@I^w2~u>?_eqWB7cn|QxMyNJu)9;RzD4ysRRZx4 z^ra@o>mjr4+WE7Y)bn79<}gh6Cq61x8RYJw_klD-6OFJH(a8A9-jz8d6=Z=uom0w* zgaUw0ki?#eQrM<6uq0P3#ltC{ZN|56q4vI67G>tUehg*nx8n2?(!A3ZU3S238Sxu` z@gVkE^g5&iCS^?bBFGE-Fnmf}Ua24rUeI)GJpUig-eXHrVA&S@AO>hPL9o>@WF6rDY%2Y9JTNOXMa>LAHZ-~R${ugwZQ&W5MFD?W>K%;xBU z7H3{CC*Uk3`}FAuO7D+Lb-z=75^9h!GSUl%cK-WJ*Hde|^rfT4QV0ZnPT!Wn8bK(e zSs3|U5TuQJa^F(+rCgFLoN+h3DZsO}0$^>gan9q4l4fs7+=>glpih)b2^&)vqbo7P zrCfSX(q;a;5q$by^^T;}4nrRL2Cv`$tRlzS4|{#`A$Z>)`5x0NYz8fvJxPo7o}u4) z;ciX)b?$5+6I5Gjz;$XTIiqG+dOhOt=2gALC-*)rI48xw;r(KGli#_Cj$Ym9{Wc}a zMWv$Gs$<^$rEXUct1wK5=N;Cj98~;171_-#G9eDrd0k&ZP*J$2Q0enq@2$2@&V{$C z^EdZ85R_CK+3t};wA;RuHxRQmX&aro+u1I*puSBxnN7{I9H=`KMeY;OAt5hF+WrkD znuSnv^dBT?((%&>`9&oj{Jw6hUwT6}fuHQ&+YZ7O1b1cp@_RE^RD5lApP;sPp^T9{mucd0s)O_<6nZfrdSa zn~%0a*K%#nAaiwHuR86W5D{QC+UriqolCsWq~|NzKhx-=63+hNUCt{-x=umgNLl@mU$u9&TAIf?wfA7aH&%x2B?FtdLHm>ep#U%M29{A9$x`_W5|j1NR(WRF)r zrU^dZYMpEN8kw&1YrH0SZMEJ>ODtEfIWSteg41 zx!&eY?7}3D7OAI1Xi7rFNg&IBn^U1fe}GnaB0?A94uO0Vz5%@Vo1b6Pn|T(+prJ@K z$UmM4MOE~P0FkO^b)-rK;@Hb|1_wpU0rs)!A=6mq>0#%KNY`^4PqSkn^>66(b?{3X z_oDf?fqn+j`1toF>vyW!_y2s~=-A=;6qRax$|>1_HPkbkyU$)iJ*K)s4jF(W$uY7G zCy0{_v^-6!Ax(;pm@%$;Df)e#eHwWTas1C+jm40QsN>(VsZd;7L-q3By;#a1EchEP zhf*kWm2y>3#0vb<`6OvI`34}So1TkUyv+9VJUqfwGk8b20BUIG^S!Tc7S{G$FA-n) zzSKluKy-%VPrfuF+v(pZOJ|6Aj5m-Cqg*T0Te9=F^_juFyp%7GEf{@e z$_Oq_RVRE-2scy@0o;uGj#isUXe=JQJrv#!p|TAnw8UIUh)F>ahBq9T)n>(DgqZWsTrnQ@#9c^%LHc8m(T;B!17al%7#x#rww)WM<=csQhlzuiU# zbq6t3E0IlTqZ_sG#PUr0VEU8(zDGuB+mZEIoSHrWL!@p~l3$OZLu8JgjAaq)^hc7- z4aA`3mDI-r0my9%*Q4gdNQ5-k03)v|nf>8HH`cQJcqtwUo*by%tKBr_5HfBTHB?In zji|??2gWOL3gb{5Y6~XUlqSLH)oH>@7kpdgrKy}8@tEB2s-!n-fPch|Ykz%y7)|l! z)7pq9BOu(gVuEf&MDaR^Fl34O-DdG&5GrKBC(70DULXmGBM;uju6EHLgcx&1q$)wg z|2i7^_A)=_gOHWG6&(qeic-@#AK05TY~8CNC7>tb_cv(*+;Kb4Z!nI>|)f2V4c&eHR`|?!-Ewfw`qlc@7*`^PEOA*OIa;N?9Qf* zAg4o5q~FDc*{hqlGU@~c?+v?E0emlx*-c0*AEOVt@7RouXigo zbP@=FMH^T8QzQeYeZa*FiJv9|tk)Di4SX8zdDdxWm085KDd_}~WU4!75Y^cCU;AX9 z%xf}~bx=K92&E3ZBG;%l1<;&)I4oS2rBO)0Lganv`eKxfN2FAf3$2JnfTxE0Y4;UF z6rOS@$*)?H6)@<-;|3^xfoKBg^Z|9{m;d0^8l?8loxcvKm7Kp3yHGVaOkLpF^7n+Q z%NFkRaNPZdSM}u9#dB)E3dkma;@C(nXp+k{$hl#}NH*Q_6ef?myVE>#~ zlouoJ#gV8*LHEnii@?;l;n@jyr+4X6twmz-4`Ay8B=j8JE>v|Aw#`GBpY)~uH+XMA zP;8+GKyxblbO9A%l<_O)=(h53R)7Ed zlT=BJZ2a&4D#Hp`||M#{3bGQG0SO4GF{`YR+>bg%niIotgpDoA)Gy-OK#YI+|LzXh;P12EXuZo>c6n_~ zDg=ksG;FAe%Dycdkvs%9fe)v(T!)^6B=C$-w!*=%XxSpu0My1{;zn+y;eWkN5LkhM z5-Lw^KAu7PA!4Lui z=T*WM8&M8=$E_YK<|Q7aOBn{~%P(Hjx;@Z-;b^@re&@SXW*OMy z+u3jCaY!ieteBuUmpfhI@t=49-#7QNTLNz`T^Cl5&3GVhY08=1T?W^*l}oqDhj06W zX9tsGVe@0i25>jB_V$1ZF`$Yc3U#3v+WWdn-GwXBO|U11A98@ay-J<|(Ja(QIu}Y_ zs4b7P%Dpsd)!{6gPk0y1LNn#nQ`shAaIte1nABklYkfWHD-9zVceP(0Tmb4fhtB8e zGL?=B(?bl1ECpxBLO^GVYP)O3oG%GL*z`n_Q zvtkmFIOAqBonKm+`AD5;=q9#Pt05gD z-+H6Rkx#PW;%(FG0T0FJTo8-))FEX~1Y_WB&K{X)M$kWBGV{ua7%&Uc^xbIhw@u6- zxqyWdlsKcr%$7J@xZJsDN8F%S{_Xn*gcNqdN|E1FUIu7nBlrihc`;6dh-i4d1$6xu zlZ@>ID}+Cq#mv2j!#|^pUea^b81;n1&NT4(-tC{FZR9>~3<5)F9Ek^0-d7>}*z0br zc-TFEdjt$}4u?mjpx4=@fY%CnfYSUj?X&*OUz#7S(^?eX7hhrreR4futK`~81?2^E z*&gfhUHv9CxCMCD%93;YVxM@?$tg|ahs*u)T5c(QWJn(Ob%GeFhau|mT|&I=;6B9O zuX6-Gv|7%dV9f(QOE*s-7XBO9Ay`s-G&eKyTT1DR=GFB0U2oH&kIB%ySozAt38NcK z)=(09)*}-?7vbzHu`O%#@g|pD?#z2*j=zESpH`!rbn;XTWtSvhc|zztXMlk`?}BNb z5>_Hh?y4E!z6PSlk6Z$N{onlCK)lFlW%S1A$oiN22*c(zgim*PKfU6CifPk7-bRtc zbqx$GSV*5|nM9Qy6ZZ7pb98e2O5OKTYWDs*9?rs-faA1CLjnyrF%0>8KKMn48rlCR z8xY_tHcQX0Ng|oX&Pp&L8)=2#s^d)VI*qQGNDR1y6w;N$5RJ(B2Xddk-om~r0gNA{ z63WM5;#QV{`5>QT&UBcrDDbHfw%D9Q1Sr)Ss5!9((#vUPN#(CwcmxUvtROC^ zSX4<9YS_7BOw2FemwLQ-*>N_U;hF*ywckmpZodrJVJ>i}07tViTg|jkb;Vm4OACXYQoGskK6HvIb;EEt3lb;r%=5kYo>>?U(13dUn_ zU-i`;wb2j=djAcKHChi$Y~0YW14sfxdJD0#_-?f;}=o2|T&kSG=Bx_5IM20d?$GE_j-(}s#SOP%fL$(h{Jv zG`eRgxY?Hwt%e~>Ac?zbJ98<1CE1O_^A|P*Op1;ZkS)CB>yO-p=;x|!pR+?Py3H+L zdPs6egJD`sej!*gdg`gcw+8FIa|HXNvEL z(8;K=tI#>;(d1eeXUyiu~x+q`Zm;u3q_b zZdV>*9GAd9v-(^AMo@}gB?-i=>X76PHSH9t+8_?9_1$3^n_;)78h^u~AkaGx3j``0M(tt=e-7PFF=H2KREf@= z>SZ#y52Cf+(aU5+z3Zw+wcfx^ajtqi92`;k(}?8D{~LTLk8wlHN?>Adc3Gg$E9*zT zQ)B<1eNQ-xJKWmo_QEdSOt~r)x~x*^w<9Ac9nsI_#x4rbh&Nz0(fw^8ntrfRBm1_) zz_D3i(L1EVAWqS}2chw3A7pnlv#fK+y=)E*cO}Z+9o;-woR;4BL*Th_djsb19LK3I zGiDFz#av%%wX~?Y_Ai&D-(>(G2p{!v5S{9Ih&vPdo*7>Yf--RTuz2puMpw3y+1o{jr|W1Wxy1CLB}I^hM&gC!hAB@Dw{-ZSb>lz zTDh@Y(z06C8qHNN|MJdG@$rm`v5%7;iHU694>w!r{WBNR+r|gVNUUlw=H)pIi2ay5 znq|J+;)hjEDT6#JRhP(VVuRogIQe`0EJFQ#XAK%dy{*m>%FjlV&AXxCGm2U`dD*Op z2p;3VH@F@A&B5-cHczz3mevyqr7O0CEXGHm+JJpB6(zU0IY0FCd0emN5Fa<)GWwI& zjU~r?X3cXO1$JFrvSf>OfS6tSnyOSA)~p{&g=jjWI?mwNL7WE#Y5XEqeVYx8TPfTe;!%JM+=<2M~VW z(t{7u@Sa}X7`n^{L>@@^mu=iLCOg&?W3P+F{4~`=3UJDJ<=F>=1&+?78!C2yKGTTu zHx!m#To0Y~K20WVG@EKzplXkfz4x)E)+CU4%4E7%@zL1^sONZI=GV=h`y?-8Jm5-o zTJq+`&$0NuDP&U7l|i-IOkwTJl`HW9AUdv!gIIb!Kd+PuiVhXy+T&=x(CuF(l1ml~ zx8`thqhkUU5)fp$djHP8Ny27Q_F*Z>9nFa_Y*CT^j#-HcUW$j-yK}W|--t9e3X%t- zgk`GVRXc( zV*WUX4r?uSNO*w5da7iv8QH-2ya-iSL+d8}^@_WKnO0ie7qXS-zu~b4%~1m%`ci8_ zz*UIFmSNmtb;B)CeGo&wfg}^VjBQ5^m6vw?Pt_}qXBoZP3;_-Ix}mg)`_13*qMi0G zD9C)$DO^)Q_#C(3y9wLmJaaAZV*e8cL6lIZ)_nBgrBz4oJ*TJ&t7wf8>kaVik}6Do zSk&({)q*Lcf)FqqQpOSMAXf;&~Xl0p)as+iO9>9){j~BmefF?=QflRzu%B zh!%}h321u1+wWTsHSQYA$B6Gds+|oOx1C@1VSIn!xrgnHWou}8`{U!B>n=JqkPeC6dZpVfEw&!aYVa~@2yNz9FGc-WC}1@omv*U@ z$&d;8PIUG;zGGV6^Kipsx192edgdF-9)tv$)2>bEEQWrajuDuFcc5Y0qkU!T-lSZ~ zyZ=t(3b{ueLc_-!ll?7w>=-&&cvGuLFo7#7tud6NRdHMq7!&7ou;W-mH?ZLEk`NH? zUVb${hWpX~hEuDiC;mT`h>sPzK5L(YaI6T=@V*4d)qDHlJz$=UCo;X_Sw1YZysY@`*@CV#4m}Ip zD@IS*Q@IFQsAJ3-y|nGVnh_vqKF6J6EA0Pv#0xn9UqGP0z$tQtl5zYRhM>s1Ma_GK zKj{(Pjxp_cmL!Y78>z*=9yuZ=d#JMVB8qld@`S}W$h)k2VDTUV%G4bShVU&VzuxBb zqS(Y&Ak(9<$ihsaYwahcnQ}l!`TJK-&ijR&s#2nTTWR<$0BG8qo{mV537`QVZ-V0l z)z|evnZ$&?Q&cM>W|_zl-c>U90e$5j{-^qFgK+s?`|g>Gv`r-{XVlE>z)y{nIamAw zXh{>FMtD|0E8mZn`==~WD!m6QmWjzFf%c=h8VIgwH~~MZ&1m0v0&Z%uD5`7w1mSnJ z{j_er>JB)PqBzx+^H%z;zOC>(DvkY!ObLr$>1)0W3ZE10|5UU;J=@MNIZt;kHes%+ z6(9kk0(}q0Z>Pp)MZc9n+?}0uH&^yST+Um(OsyZh9Mype`m%04Y|D;52pW(nxUZ?A zGDxqTno!N8#vx)f?or?i68Eq^s5*Z0>;W*$9r6W`z9n4u(_~4SG+sn1EFN~10f(RR zo3jK?l2s91VT<2+^V}ip8&N)Na|d996yTqGjeQFCJGj5Pdp|L@w;G?cHQW-f<%<~s za>(5gVld*~txsQOtp}V&7(dAqw|pSH|9r#r1ku^S*@Y&*1I`HMfuhN#3+&Ez`?h;` zJ;)iLFy7^Qq33z1n>NVBD}ww9RpR+_*`mpciW|6 zzqcYR@xK9D&KD}9+Z$z=GJN>qek123Y@`HH*y#I4{Mq)o#@LVf|E@+ns;5Mz1}8;) zvs&v1Q1rh6Jo4g^aE=L?yFif}3?(rC3zQB-5@kA9v zj4S=64Sw|CuK_zwU~kH!#s$QN-00!?4wre9(CT#nu>N~%aNC(;O9^Qx^3KP&1PU_sJv`S(+UA*)U zcS&KDO3c`2hw|j>rsC^+t(+`*f+BszYO?r1Kv9vhgw)E)?h%Oi$*tD4z}_PivRhZ2H?zg$q(kQ8?e$VRe06)eC#P! zHPQ^zSJ#sc{Fxd$Dmz{#p+qgV2|7oF-rk4O|LQUxJ z68Z66gK8C~7Y6)vG;gh8tc`^?WKMA$-(c}~+;>&N@Ky{l1U>`a8{`RNo5KZ$cVrp2 z^rMrw$`XeK{(Qo6FYB%3{JO*gyQU|nHWuqCeY9iiBXcI4_q~f7aAzC+I!Q`Y(iR9F z?$LyroS&szU=hhsMuC3oN(?zNM;C)}YfBwKu2mAHI1i0^SoeSXG7uFo5$a# zI_7U~>ZhP4XnhEQkXC54vkp_q#5itEP^K(0h{{^R!2YQm`5QZ_~n$<{;|IUVh#U$xxcPDq{KZ^W(-T|gTDv<^b0XN`D=UCWgcFBOnvISE}IWY>e} zOps7dM8v>qkLa1?6lV+XO__E$$mp}nX)*BZ53Y%>ak06}{#!1@A(d)g_(jagJe!*} z9OPq-U%<0K3|bRXlOZaGch3zQt{l_h@@-sR(xtefZ3v9gt15{b`+cvF4GLT*=LTf| zy!2-Otx#QQOAT%Uw2bnh9t}x7XZWOYGJ4|?ff~&1xk;VoC;fO_4D6nT1#dvyA;;%2 z>-2}9c6L(mskb}&IJZVr#G4Q-*Z)mwKC8a_bqi0y!AafF{{aXi;YS{0@v z{_@V5dNA3pcSY!9)&}d&Vo=Mc??$YKQcdI64n!(3*@7Jt*meHEPxj7oDhAP4-1A?X zt|B0$5rw(#*X2Noul*GuB{R<55sFScrW8MaH|weAv$Vqa!S~?CjXc3Jgnyvx4Ph{~ z#nm11#+f|gH^7pe!RVL;+!B(%aF(AGmuZ<1PLG?%of=IZE&W^ve3xTYSq^-m+cNvD z?j7*diAi&9;ro^5v0W{@ZQA<$Np`@vg4;!<8q9=4tq0I?DkzR*&#*!L`j@Zeq)xJZ=cKt? z)TQ(E9$|UqIHgO;yr^>FJZ>Bt-Z8n{sIp<%<=7-iujqLu``-Z5FhRk^UOLCSRz!e; zFr#(teHo^gRh9^XTJg5tm9l>iYA??B(`F?P`N;WmiQP)g4kI5SqjerX#`P_NkH!e- z1EIMz-Z8?ucWcB`W5fBfYF$ZL21y~l6gNLJ9iTh>l!cG+(s*RB(Mf#LfJ$dki+oAt z*STWH`uJA{_kCN*m(iB%quWoIptC0@3E>o8)zD* zD=@(z{=~@QsD%jw>$$w;b4k$;E%#C@F{b+@?|{<|j^IqLQ08waSkLlOs!=42uPeX& zTkY7U03vu0-5BT?WcvtIOpV>{V!huD1RaAnEq;d=Yk*UZ??wP)MCRU$E*Jt=`j5pz zydUjTZlln?i*M5M>cw^gTrA!7h7%m(h9N0cN;MSZFn)W-0Pp^-FB2Ar$m$vM zH=o`U$J&x9U5Ph{n$v9w|2`azfPb|Gr>~?UsfGyANEOO0=w@k7wRz7lDSoG0y2yc^ zuX<18$;ZXvm0B*h-I0FW+`~q_M^UTi>^J{M_NhZD_d5%AT?R88 zX?t8AP;Kf2RV%ZOsg76Og0tBNgLhX}9??Fx1&UKBsT!6#82y9I4WqJ!mT#4Z*;*9e zN-%_;wodb+WP28Pwoe%h>lc1L%>gwv=G_=45pS*Kbvgp&5_S!(PFQM^TfK6h0MrOK)$+J=T|8iND%g>?`2ueW8P{&H698T|Z6FHT z_(bcREzZ~tVrhQG@rCF)XF9Q**5NrTj}s2RNQoTa!KuP%^>SDFN)m#ddMwa z{ogR@uQJD?m~AuqAX4HO90ee~9tEtY$0+eae;u$oEW(@cSGW3Ygz;6LD%--FHKww2 zrC-tVjNATI`k9o6cMbnZ$T1axTha3X+3PPvlPetG>YB!Z6-uuyQcs?jyAir}=VV%C zWw`lVeNtWQF*q(h~R@Q{)sO5+$giVtZT7SEmrac3`xSr>|d{R-h3aT z0HOVgTD>WhW>t~!+%7YC^$Ar-)DMwdwKez7rQjw(M-uK`^aO#Ur?+n#*37Td3KXO8 z6RTs^wc40-^JF0?)F{)61QPp)xod9)g;3l;iH9h)C(R+7NIcPAkCBy$T|nzZ*MRB` zN?Fp*0fPHD$|_tCA_OY4nba5Qi+Z$tMCNn8cr%_T%M?Kb#0i6-Hh|s&sdyjNwu2qU zIldVZd5t1y%L$yJ@wi7DiZm?cnvSZAeH{Cpa0&sbrG1-tf(_gVf%@1VBxWy^O4p_E z{AODxC4s;_RCMvet#*Wy30(bOH3t^?K6hrP14aIeyn|`gy}fjW&)QJQ(LH~4T)_w zffoR7xdh)wL~FC+xekF-lZt&4GYUS&vbZl6*Y5Fasb@SCRB>B*vbx@50a&zq-=cVl zmL+3WjfF|q4$k#A%;YB~n~J4%34Ug=KLIB8rs@0fA`{qFx6e@Gs?sBB$!vi)Z@0y_ zx5(+yz3>fojiamu^gsh8ZvyLGv&XV$l};FL{CZPyj%4d7J1fi|gKF&Wxzud##k~$e z=lrs*Q1hk5m}?GVSECe}E3jJhIj#PxRQ?8wW>2BBWPfWXFR@*<{9sW%D(C4)$~Zu( zczqhV%1$p2Et@HWWWN!P2?!&jn~l2{h7N)yl5tUM0U`;q`||a67==lliwu$n*Va2$ zdL+~{8mG-w>FW!m6{dVJ;SJJ7kk=m5b1^FlTfe&->HI*}WGXh8M8Vdg_R;%tO?%b((Jc=p%x zx^#H&>9RdfeQ{T++nT{66QFHofP&g+8ok&M*NS|V!zHqMvK(@uz7-$JGEV5wH)L}r zUAteM!_YkB*qR!t&8+m{f07qT4Jnk_*U3E*#qS@d{VBC{(V6d4nqS{ng6WrBP?WE0 z?Qgdgqix-;tH8590ug7P_ZVMLwVP9Hv-3`+g3#?S`x@v2r{Lr7w>O~~# zviAgRCsu>Crp5{31CxT^#IJH*i#^UqYIpltCK1LO#ymbvk7ZAG2U^)UiPA){=r5=@k1DNpMPpB!h@cHf36QM}(u6TI`FCXuzbeX92 zq-q|J`*PlU_uyUxhe&U!IdlJ27IxtK51`;uT%k#z0k3$3e+zEcN*dSn{>n}T-R8Ut zoN!M!a@43A)H|JX+HjNb&gs12sTJS{08iS>0`p(}{ zi%IJ7%hHXG);+RwaFBF3KX$jr&G*Z&2$rcx7(RlyPK}8F#f__GJ$ zdK?s<6yy9Wue*h&RQS}Guq{p_z%51nQ$)#Kz0X#=wafi{3vbqEckQwl`%2v|m4WVJ$7L|p)q9o9uzN(pk9 zMK&q>#MOZ4TP!no%_%DRLcg-bdCk}sIU%PfzBLs+c(xw!7YMCBp&aCK`!(0I?Vo79 zGe{Arz6%5iHwN(~phWWi#!dA)CN2fhP%HW474hBs>F`(B!BVS8zg!#BA+e(@#QC&> zV8E!`b(QHtFihr(9c@h+jRN}{?Db1B6{21JL{Z#PNwknt4}&oLdM|S2@CSh8Be`Cv zj0cGwjV_D!vXRbXX3Pfzq|6A^q-e*7aBwDqLzY@7Z1sF2h>d(4w|&`8*6S@tCP45S zhW7EDYu)^>A##&q!3P|+V?otCtp*VA)#` z#Y^|-E52?rk9;Cj&R;Le6nwz&zidy6rtSq=5oe>1_E+}|UQp~!azr@G2fVI#Jc&AK znH)MO&at_&dXyHS>0DatHScksQi`fdsKJ}MoLNt$Ru!_wRZ7g+aS~{`s=PRMwBpsd_f{V2-K3w)axtLp+{L0GLCR3gguBLwejA2B&>06e*2& zdf~rbTZfsyQ{R}m>hU0bNz`XF@+G<@{&+J0e|Jgxx6%>O;`PSnzabX^=C~ijPQvi( zZhKmM(&W(+&tLuO`Z)E`!G-{C95mOF7V zwV}V&V-T=H^o1-UL~P+eWb8iZDw+Vo`>&?l3hVwO&}U{o_-886gS@3<*>1h_51c_P$B+*L=xeC@oo6I|yesnDsS_8&e|yUN9gKF(d0x)Bbpa?1o>u6+ znaWENR*X)Xj|oHfd&6k^DO^;>36k{F*KgGZ7?KVx0i}8RTq)yM{lyrcJtQo@hL%e5 zc!^R5X>`izS5*%PxzM8wRezHQf z1NJ@iT_#gqPQRz0Uc>o}uz54B^An{r>>}BXtqZj!{v>PEFt<=o$xsLMS4=AG-*8?w zun_FzO_ItQsK-ADLJwaM#J{zWx~rv*=t(<`N-4m%3X~3ybSNGXIvgPZ_e~{qvrG4# ze^EdK+7Ic$@%?KW6-9pR-I)|(44If4t_bk@8C&P~Z)|?q#8Vr)1%JYgCuc$7KYWbw zfX2`rC-$KH{$<#GxH#5%Fq`)dnMv66TD*&2CSGF+*M{y<;3~V*vcf5aSq!Rk<8Qt> zuCSq6`|4_gRU+8?UuLL(S=_!T7qEBGZ@i(lWXZx}D3 z7KWL8=fa67n;iV>iG+p(zU_OBSx@k$iT_W|b6FAr|0;kqb_O8_V`?wXywe#y&!`zmp76;LP2-%#dM#Eo)0hGP0{Fko9p z;=|8|x>#w=*)^%|ut|0a6UO~#!LO5D&pRuU-)UpvbDl|~U?`X=nhXML5L@bbMvt;d z6>@>1^2sfwyW#swrI!vPw>Ofj_=-N~yO@643fIqw??rvN;n+B1!-mosM@JrZB~ZIF z-Fy^Cx|b`d<9y{^ZKsp;y_i@@lGB&bz-){OFg+B%#b5jT_p@0-m`1s9q{jVw4j*xI z!($7A{CCm>`U12NThER0t_99g((J~iM0e9oSDa*!ta{#i1;AwPdr$9 zJtu7%i>l#TvO-Pc->@~^d_)H@by~`cJU6sf9-S*4WinIU9l6HqGO};ufJhV=8nN&A zJD=~*gUMDAV&#+R3Oef?`Km!Y#YoBKR+Pna_-MIh?n$q zwy6` zLFAz#3qgm{`W5AiGGt%`36C0}lm=(ANaa7jdGWAP@^-=k0$%^~>|$>VhbV;DCG`F2 zQ88bqvxoA9?5XPwVH#%g0;JI}?13ju;4g~qKg$AYFMF|b!epYuZ^y4s<13)?Ey>?_ zh)2Mec=ot7>d-wbCR9&r&e%XQ<`A88KRO@Y(FMuh_qLMMsS`AY>UIqWL^S(pyZ#MU z^zlG!L8|5(hF7;EX9U?I$I9caW_Z?~RC&HL6oAVPkF+vA7d*iX_4C%VbBnm(&m@FD8MjY3$pA65^} zPuq&qer)V-$z8QCaJMZtr_BFVZC1a7u-kwv89&0jt67-kmB{g^Dyf~nE{=T9FqDW3 zW;8{)u8OEk0)~|4{?@94s2YGFgZ~2lmO3i7HyVyFjl!kBPFY*0)&NAe1MgQ5+X+=v zmQ3_`@mGO`l`L;v8!5knE#p;Qy~k#o0UNx7X_yUd0O9oPYl8H#V(iZ$#R~KDK$HF< zG`Bd3qB_NbfGm8(w^$As+zeoE$x~So>^fpJ3Mvd6D9St>-m0qf%pPa{hw5|$PvlTX zM{GVt5b4-Lr+(e9kx!0s(-N{1_X5Gk3Xzx1X{kt(%FsXQW0j|a00#|Rct?sKMOw%Yhty&iOQv5n+5*um3jvnv}EdP4bbuQzP zq5SZR2M)%9d*#oru6zaPYs|Z=jN3Ho`i{YX9%hHy9&p@i`nSE0`?4uA3>KG&33V$G z@P$@UN=(W{lx83dxM_*JCZu|`y?GiK)wpHu20aebHKq?;jFl+w9rBQe>i)OZD)ZdS@eMz;N1`p!Xy0p zCK%z3@aE|++JASSv--}?Km+Z)Kv0zx8IhHhsd>Y(NiOF7w&fvUd=I?|ZIoM2pRzWAGiO6#VwF-p6c3#N9_bR&kZdC@_EIg-cLf z26_CHMb+K{necs6qZoBlkntoNT$pA7#7R1YZy4P>+X`dprc4`Zt95=eZP#3kJ8;rW+`dwqr|O;>Q_rI z!f!Gi^d8<>%M8RIHzqYrPYZFohn>{j0|E-2Yuh_BcD~=E$~s7%OrC0&|znf%I4k&>tz7t-`3~dA(uaNyz%-SKo=y{ zL_;mQgNBs#U&)mAVXD3Ka=8^SAjJQbOfkRW0W7GBHLyyt2VVR=>wiA!?{x70d=DS5?g_5D>e5-1z;ffvDhb>DBOE61!OQo}eJLauNMGB!#~=K2|_%Kf|| zjtwK6+w@Gb>30$thsWv%5fyq0AA7@SaP9hj6kek4$lHt1z@;0*?-zEZdbQw+{v?Md z3h>E0%3FJA`D;fm)bco~1|eT~J$Ek+1eVs6Gg`USlZ zMsWrkF3pI+?Xip*$!3}&R(;?07=yCy?qD!cVJ@tB(CHU-m&&ihSf(KGI?FO*W<&1~ zsc+X4d)9MjKo*E^!v+I!0J{-(oWrZka2OF|G8`j7CY*K@zy?e^jgPKRp<>6#(&z6LxgPIjqh;(^-mWsvTSTtx~zpt^ZWd2$`$2kLnDV(qTv@KGggf_fFwB z`LQ=n<+ZfwCHoq5#(xIf$CKfACxtD(b3_-=BZtFCi|w4N<&2%58;Cl4GAyMiAwJBo z-7u$UunnXA8x8>{Urw7$0ZQg2^W5nCaH6Err~sA{#d;hjNSd?_&Le3=bVQg;Zb%>*)D&1Pn zej!w2J2Jt+Eu!#({;Y*%xtC%;{?xV^m+?>C;jN|X+e0v<;knwgw+ji*RFbBT**Tgc z!}#34Gj3jRidp(scDug{fi}ByZ_(u5a?QLjA$tvmUU|MUD2Zi2kJK*u&W4veGS)6t$R!^tD>NB0BLBNLzHP#7-FU4m}<5;%ZuHIbq@7vN6o7x!a zAsr8rKdw(92JMx9sDx!Habca;41Y;t%aaZB5~k7_>jl11{NprShsHvSeS7=ckz#F- zcYrIcZI|-l+x)W@+R!$wcOsZlz59a6*T(pmICC^nZ3?**l5zayUhX36Ol~>-f8kmq z#cSo>&9Caf-v>FMA6ov`H~pYXT>`xS{;wY0#?t*Zy#Ky)`kk`Q|GxTvU;BUV_WyGA z|GxIW@Am(8_5WNOzcVi+A68@JnZj5%ZygrhvDbotmy1K->lZ7x&;j^Af1^L$>vW2J zhLUs@qgP!Y+JDE>FZ`Hi^PFyz~6aR(CJHY#qsbIqY%aOsnqI zTn~a#HUFuQ+0?m>g+XNyzZ0X_E2=JVz(v2@r7Th4v{5VrOMQnwF0hyQoV)&9<_6ENLQgop$l~gG=Gst``b+)g$vN4-;R6T)`izxa z(|_?83dwa$mU&$WB&Zh?URf7u9p+UxcxGzH8fmX5+itQL~UeK>vEU%+%_w z*FZ+ygmzYC8u=-!FskjI)_;VqRVN{a2etq_jK z;a?ro9yK59J(pd6=e#9h(RZnjFMU?L{+TDN3M)CjB~a7m4o^uPx*};@{wo$w7{u2|PN=ibV`W+fDjahL2%1MPOGDz|}%< zEG^RK-IT||)9)iI=?G|>=vwUh5y|vCIKM{2|Av?7LfixX9%Ne=(zJCn`ylQdNANT8FRo6-;qNTZ@5De$j3fc; zQDbN)Dk57(XfJDdDV-evGW*K`<)xOBTkMiy1EW^Ryy1LsQ?U5fJV5$-h^agHZ$Jv_ z1A^cX6XvX8k)MX+qh~v8Q6=1VEf0M}`?J`0HnhFYs3lr2!Z`y7^tE;u*h?!p91!zVhn)#K@o0{gSgr zy?;4Xgi?;vPkn^EYfhJVq{#Wao= zLXcBQ7KQaVJy^?sv%(7{H4QtD(6o<41(NFLfB}`h!sxu)QKENWJpLy7K*K z_)~FyC-_uu)Ia-doG`#n)x5uafR-iVZDdwd#bfes;6Y<>p8*O`%|fBS47oXmKmiE~ z>@POA5dc|%PGNNIub0f<-#VKOwUA)L2X`QnA|qWPX7WLDB#eO}Q%9-mBUM&BBNWlZmxwMk-t(p}c5L(W zLuYN*3#HNvZ)0Yro6QUK+@v$WNcFM=zQ)ENQdQNK7$p8&1{(&x;a5d>g3QcT707rB z^KXc6=7vaMCP)~}#oU2?4~A|FdN3OvbnvElHV+Flcy#Tsi$0C+I!%JmPP%5>bv69l zjt%Z)<`?~$Q}#f~#yJvgDb1slQn2)i4o^AHMWs7w0LVZwE41p&cntLYqG)(%tUzX~ z4hfD0q_Py4ef>+x_x$Mki#dM%>~tPrm5)8Vd!)L3L`BYY9;s(~M0~0tdwG5`rot+O zaINsOX?7`X9F&#iR3(i%uKiT@`0(E4l;PsFTsO)KUe&p*2>>GasdWG(t$Ykrsx<2w zEpbDAHLukH6N#jXeUp&UDEbO^X-2a^O9m5?`Y9toCasx^I!RihM97Q+N@bYd^WT}Z z!bRUDo~j1bg=9uyYp=cPL@ach`RE^%dBw(s?zF?0mODObS1ttTUfj3Dw@@QhZ>PEP zqv#*La;`NXQ}2c%ghrKkdwy=S=q05CJ`+%is@8L0vr56&=8^bil;H2s*%FrO%dOh~=hp8%) zF|Jj5ecDSKUZ)lt+g4!NX9xtWIo0yZe_c-Xdjtp+VxrO&rI-FICOVQ`*wpG(38~6A zRk`VSR#tl}6X;`Y%y`v~y#w!YF4zbKh6&-rZfR0b8?RaX0(6(rDoMTJN0rw!oZ9lQ zHmhZT?@l_Y^-b^n!v8)3p0$(7?G;@5sq9t8pQ=Nj$hE{4^2HV;vWlLy9$dO^qr zkW(0YP$XmX_MW@Q_=w+5>kz!oF$3*uJ?i7!=xzbN2WC}6Z>jhgr|{L% z=*y6tH>a1M$8FGob?$FEhbA8kBDDFlgQA^TQpD+7S~cR4X?^o)zb9gyd#alJx5~^HMBx>CSi}47 z^=D3xB#^I%m{A0lN9POH);nsH_fpE5le}M?-9=0KhBlRi0&)AeqTk7`MzUYWFgBe) zt}~!-G-{!Wd7kZgJH|SskB}+Qx`HUy;aO40_@l~anm!@ z(YRPVLGsIn%8UD=d)Hy56p!Y*x3Z#oR#w12v|$oJRyEfpEZh4+#-{UeNgsA|n|+Vj zr(_T!GSBC4SZ3cvxe*vC-ehP1E*dZ+WB6BM9tA0|P&bzy{vFGg2U z4=_MrDk@0_-kv4T`~h%+r8!VU_N{rM78R(JuNIEO3t@DcGRL-!U-aho8hN??O&$97 z>(XTeusHl1z;=4v-n7!!)<@hG+}pDn(&fmD7P;N*@t^|Q$`YT(+3YtsiDE0c#+|X+ z?;0(dTyDX%nPKCD{dQw#!oV>y^|KF3Q6T?v*Mbm?1;GxxqhQu_ULF&c?;~IuXV{C+ z;Ju*|tB`@mY2@3QVl|M$7!L}qKNhlMHVFf?kle069{Fv=$_e6a{*jv7>MZrpUU43e zigUvOA^}?ik{HQP3z8??T&z|k`aC$hz*l)a&o*s4sRJad#SM5f1mtvvElP4+%{Z8> zpcyB=`vL}a9<05?oK-}>bnJI*a9yHF7yGG|@(S=K?JnBCLF>JkYTMpC$Bgd!zEMw# zjQMK0*1|;IXNZa+9=_+s?Zp7O$j}@nc~ZgdzE7vzg4@*!hQqmt^JR(J@EvMUvF@D}$LKi5DPoF)W^IF=LYZV!?J zB+P|Lt0#lD1VsGld@&Nm2%xrvD0oL%apF@#^+s< zJz)*8yu3yGA(+HN@I1{r2I(2MpH+rA%+uEA{cTX$3s=_3)4gnP!F%*uQFgpqmv00M9x0D-0iDc z(KUi3*=dQ28H9c)Q0zyblqJ)?;BJS0CDw+k=JJI+vmiM(Q>G47dafE&S8~0Z(Ul?@ zeJum5@;Dan#}OFC;ev%(3jSvM{%@@=1QjLGWd_O+b4*3NJmgoS18P5SNX+*K*Gr+N zq&?OGe!lhP%1rT`!-}H4e0$y$D|78}yU`@kL(+Lfe)KRRgN_>9I6iI~`B-lZQIM0? z%ecJ|FI8>-R@=?CJ0AGTJQZ+11Rxh-4K%hAe}99#lBDw9wq7NgAK!k55DPtA_*rZJ zhH_#<^*fCas3ew*ss!Z9ZY|H@>h)A;=ZyGp8Wb8L~PBntwr)(}F-a3X&a2UY8R>(gX2^I%`!+ zm5hwM+*sQuzH{K^uiiV58rV^Q0D&)im)7}LqvPSq(@rjv5ApZXlc-@>T6MCIxZWV|H(a#G$8f4*D^4zz=b;w*Xivs!d{!RpcmM@0-Gk&i zF|=fJLeCkqGy_ZFsy2RgC_ zrY!RKdJ7n4VYnn!)(-$=8c~sskXGxnC^AFGZKz|7m~1c8sWL6g(V2zSkLZqn|Wk|{JzZ0WH*n|k( z9ET_KMQzGexxAa^rJK3ss|!rnpF*!Q^ThSN$sPtUB(YeE?0Hp>?IuOi~H*V_KxZZ z^tu{G6u?-U*w#CY2b%$lmQhFy&b)XabAWX&qzGgMAi6}7i+DIvZ52S}f8lU@0ZmVO zuL}YQEFNS;`D#p7n_!_?nyPzS(p(MV|rcB-- zVA7se6|d#}j9XtJ5`?M>!{3_st_dJEnW!c}=~h%g)KRVyia|4D)xNkYomf@scKtgG zp`2f-Y%f3|c#W2fb^rLRO9ovN%8ziZ<=|2pj}7&%Q6ZrNencr|C1(gj3m6St^F?6h zn$Q?{eM9+Kr*Cjw2%5SZ zaXX}rdJwEaN#1b70>EMHmJX7_OPOAP+6oFufA0hTV#8_!I}iJLrfbbiEO1C+T7D;7 zu(FTS3#0I+sz|SW5Fgg2iQ7VnEv>-{tTP(Ad{<>pBOa>FY-ht8y1a-*?3oQ`im221 zrDqGjZZ+Njr4m43SCfj4Mi+O&FkO2T4Z0Nu9`&Fp?EN5JR?vE$$EPrRQmsEinfikNdr7abbqXFLXvqwagrLZrF zy}0+i$9Vb!y=e7?dO|O{D0$D2r2Su4U$bJ9Uwia}#aQe8M_A8}@T zzf4pZqbp@8K5YAo&3H{by_W!vg|sf!FXN+*q~pla(2`ww)~^Qm8!7bIE;Wq{qBXU8 zOI{bJzI;8e5ao-qN8iI$bB95!?@M!T&cfPJrw7co7r;_^LMPLWHG?rJJ%|+hRDj-% z2}#+1#tAm3z<_4b#Kg>5!Dda{@M65JM%p$+ zdK-6^Kv6mldEkA15ey6Y@_x=~8;;Qdh#$uZhru_^XT6*^qzoD7FGk`=#0K97_N?^t zJ+IBDH#C9luyfT_0+!ei9IoZ@3lX7J4|vFC0R!mc`C-pM{PqMt#}_zdp5|#Q7Y>Q$Wc!aU+?$DHxkZ|~obUGaQj z`-}ps@@3`gy|aXsq$36N=1V)@eiiK9vQ4s|yeyFFo-w*#kE-C%?TEWYlfQHx!~6=; zYxr+?0k5I}vtdr$`n$n0W_h;Q67!j!^EojWp@)xa&zn1q0_aj4pseZ8aXwAK-GW}? z@ar`I>5wY{7(9qHkMDvWpP2$_GTbCEC+UfSnhJ~7bqtO)>%0fNf}L_)L@S^R$>zzb zmm=|MjQ52@-MDZ;KQt@D|As{bI9wl)0HM=VqV*{dI@E9r6;FXX39uiF<(U~51XTS< z-;d=zkHd>s!j^gM+7km4Z7hWM6@S@ZjkOENoKy0n{M;Jk)wcrcGpSxo+Ek^-XBlA( zp^;l1-rv4_*y8?fw{cI^dGQW#2SkhqS&LEcZ%q9g5}P}gqguQBoI1hWLnGVU$&i{> z2Y7gD)bK`;)T{?FFofjRxk65;m7Z&f9T5iDVMO-^F77@`{X--T?0y^WJ5on)1h{?UNk&RQ-(@?%eB z$ed*71&gp#l8(* zf82vaA4{Qw9^pT6)=DR|WbuCkeM|0+f-{F$$1mz1JtXx}H%CW94-JY8=j|F9(=Z95?NwME=0@H!w<=y#J_zp`<+ zZnA9YeND7Ti7nM6zQJCXWjrdOhbLV96#yK*_rD=6RG)XGR>z)qO@YA=47Ge|lgr6a z6`&~+!->;b;#8BM<>sGqNoMEU*EmY-Eb^&iVDmzl@edY$-gH1<0N|o!;p%*o(@oUe ziKxYptsi$RlD}H#=G@R9Qzb}F^^kPWy1ZXAOZG|Ymz`fLSEt233RCxQ$5Wlk28Ujc zb_MBJ4lFr|Y@UIaFbptqP)UpsVpU!&t1;HMHP>Wh9TOejy?~wQsQTA{3TH78wDxc$ zAf!Da&p1P1BVKS^J3VAprp3}6r*^BpjcmhuUXWXREme;sACQ_# z-kgu`<4;x4UEcjk*uKZq55FXUH0aO7Vr1U@zSS6<44X;{zq4XIa%k$4%Xcf#TztP8 z^@~Ir=;|&ezhyWpepTWr;B%=`#Y6q)&=_M$Fk#-IR^h|)=XF;`eF!?PZVeA8A0#om zL`yym;&*C~yX?T;(4WA?=mI%u%$opqm-mG)vIs^fpSK)xK$tK z{cphQip&8|g#!b#0-GSWS>nV5$d?8}yq9V;s@{T5yK7nE<3OgveY*OpNP#ojQOI2oQ5$9sQ<(Tr8@(-?^qo3ua>Uh1r>)L!fz`DGs#k zShlt+nS_u6dezykz8B@+0O+;N)hx~#0G>`KYpI>&6fe;Rg{E4(#brI9#oG^bfg=h(nfvuH zTJZyF>q2^W;;=KglSdMsUy$ed?CsTWKo~jd&i)O~HAMLUIuIxT)(y37_K2IWbAI`7 zHX)d7N|P~$RQ8$|0FIfpeh`MJvWst^ivf_A!Ob)}9XpUh*rUYN(Y;^_uhoeDl^R8) z85u6+YRxNo07#YIou%L#A(V>ET95P0rV1|al?tI+F-zd z=rW)zbm$M{%NR6SG{vKbTZ%GQI@nx6T_$>}rP@hA-x@<&=m{_{uiu6=OWE{#UHOy(scgGrRoHM_Sfg5gYQ7@sk7 z$sX3o40Z5059x*YC-t`H^Y!bYY-)%C)R9(9ND`yX#&1cSc`G{&!@x7ae%yu3D+1r+ zUp0DDzAd>Zesj;d3};t{K$cia+V2K<`ZqM@b9EXh-!m|?Zx)@Yw%WA;`}-REu6hRD z;HF(@UK1Y*jEufd%#L2oNqG-zXA%m{2yD^0rQjO>;l1gyFRZau!|{1|PI6)B25O~& z(qJ^dJY-f$oon_EW$3TrDIXUJAIBZjrqO>+0RXJBo%d#Rj87&$*z2vmV7+k4MCbGS zRV7jbX%6DAgovT(9kqq_>x2CfTeYnmW~f*WWu$V7_MNU*WQu8h2&Hn~_3rU9riWO= zhuaifkXjWI_t|}{cW#pWK5qusK{XF`D+Rh!#<66Jb`&2TPhd|szNSJ%%^~M)*!@*I zE&NsY!iT7Dms{DG{BqhF_T$+vx>NxMp%|(OAJ<{~D%gZkkNe9dG^(_E5%07)Zsu-` zhlQs#nZVL7{^r0ZO%=T@M)FsbEQ27Hl$4_REiEc zq0`DoPYE*OI{_jWP+9B04m)vTg5XzQ8}C?Zu&Y7qg!i{wiiw*Zkw^xA4NSBKA>k&Js9n=hTv<7KY?3;Ko#xY#=^4pqSv zJau7HCb-yiA~Cu_CYXQ+b@HG`ZhS7}x~0kNZu`HU@!?2hZ((p%NSMJjI?A<1ly>uZ z3#eOo$V5CIm^4&U@_8(b@=2H}aaiLk)K}JcUdp`excO2i3#=f}J|6H*BLm{4vGqEm z_1-w(emkoh-{@H+3jHuL(0^Qab+kBKfJp~Ud6vGGuVtsY(oppI9*OZAWwbm#X!*Uj zH)ky!CwQKrKoQ+`<8FTM!1zKoYxG7(!lv(Hd&Dc+{<^l>_^O553S-3gkP7C+PFG#2 z=-97s?0@3CgezH5T*V!bBJ#S}(1l01kBn8mJr;(7py%uJF>B2I%^{7dtswwEMI_R7 z&j=>>k(cH^>WAT%RjJNe4gEULc7j61ZVv7U9%^RI>F!&4Lxk|PsajuREmodq?AkU;LFl7QDUvRxig_2Re^;hCRrK5bZ2RM%L1GSV!1@LjX(iYLEIoB2>Rmz>$ICqg?Ab?+G~m8$fSPHHvXzh~)DH!uXta z{=0u{&qx+T>IrE4UnkI!_~lgeKzkw}1+s#@D1itzeR@c2boBybBYVJ*komMDu@BqiG6^dOa zgpL@b&=#eQVgScZ5|*$41Ba|2Kpr0L%q^{EY&SQ@`erZXK)HS^=?T0T+-;lcRkr9Z z>+-vgi>iHmnk@CkU+x<%LBFbKDR2KG@dii!s&?b{5v0K^AtwMaCI0~@#{adLhyXNG z^N|xU=H#YkTT#AArz?Ggl(yWAelNH;xfsVN>n-L!t^}Wb3NVY5Y;}vgJAFErT4m^=jM#5m;lECZ z?A#Z0)P^7Thng^RsFAtX1T2swnHo$$X!q609BnkoW#S4bHNaB{SFS#EWnpBHc4_Ms^u8OGJ`J`Y6E1x>gPL>D=)bpTKDB;Yjp%>g%;I2V3EykA*a( z2;se-&{Fu@$3Mw8pjQ#k+|P=4uCc*5nFB44)YK0IVJ&2L*sG2%t`)#XQEqeRD%`@A zkOJhK(>}6RXhoWHF4b5BfP2Y(sq#ETMC!ztZ{0SShwkWK^PJ<@xQv!)9l#e)PHd28 zWhEU>XXS%o6C=`6w%eQI7W8|?0xGU(yW)8~>$5t-*R7o2rq4uDa96jeLqfiS)X-kd~ezM01KP_vEi@;ySW$JLp=FvYhTYC=iAp^ZL*z~?k~S3 zCFe@*Phyk(_-i@nN<)gn%(?lD+arheutb3QwfGgnStb1eKW6dk?qfsfD&?c{u_PC~ zYrU#hIm)FzUJq)tqdS{>3+NlOBq^YN{W25YZ-f&MA{$cTV}=6O4JW>Yj#D0|(lQ}#o8nKXpKU$|p zP~d~HWIjf>&HQqXSZOvnKzqE3ajYC96}WhTzjl$uq%9Q!)10PtotX#U7J7VrPE9^` zeCma08~yn_S{s#?aYNGw0T<_u_y?VZLqH}&dYMVbK-^bcYK44*aFK3BAnam$t?*lU zc*qjEk|&WTS*?>BqUGrU5!%1PYc(fFVx0zAougw7oK_nV*(TsZ6XbD!Q9tnOLf1)d z01o_ZzI*b_>H6)_&=m=lAKhi@X(t?3E&uIVd1%uZwBN!$<#3hy@PB2}y;Wcx_lz!T zD3#6@cI)Mm#lcW5WBqDg5q4oAzKAFUOcoLpMHc{Iagr9h$di{oWgChmn6aTv7PIA} zlE$J~x26DmJ#Z0^0QN*^YwgpZ48HOC6^G>cb?7lHM2!2pJ8^^RkAloYqs%kn24eN z<*eI|Y+qFbiTZC8S9n@JW&ld(>Lo35FN_L=fwHp=ojt{!~21w#gpxS+JTU)vDJbIvr|XnuIPa&(=?D zzjU_(>53K7{$gCs8+u_0lYh{hRA|l%nUN7+7xVp~^58833X=etY={PVnuEMb)c5~# zW{u21ut=R3r%q-EFsWxPY^0TD*CK}(5v0i;QsaZzubBFz2Lce{2O%Q*ghkShg2zX_ zA5|C21-N|NIU3gV?L#O0$~pIqXgB$9kkr`PM0VcbYcp~a>~s~o?K6`Vz!Pxcp-3&G zA8f`=oKth;nz(D=Q6aj|O!${s-(eOOI8e-?;$B@G>B2(|(OruXrPS>2^w?&YgJHVXbXr0kN>-@eAC zB~^|JvmOShw_D2Bd`TyKHFc7d+Hlyc3NRw{?)x|ibT^XObT1O`uMER0)gW^Q|9FU` z%Pt5874cZueQ#*C^Ifz~$frj4Eod`xSWgX3sLxV*QUG9C<-V8kwa><8{tzJwtvh?e zD;^WSb057N&-}C$z|t7vfpguC4p%)V6bfmC2c?b93)CD?a&Rz^6Ebi)Rj>N%glsAN8qrN%$Tl6%kLiAcLNd3b1~y2;Y7<5HPs?Qd}qM?@-HWQ zMGgPD7dUn)24%;%Y4dG&e$|#r#TmUZ7Alo3h+V~|(3X;qzr^+c>&WDDS;sY^qvna9 zH>w`aYL4)Eldj!zBB^A|=Sjs(oVdg9TpQ6MJ0On2qYIX4Cf?-vQI+-r_*XfvC)*Wd zGpppm;5{thz3zFP*Ws2?f`SPy=OM$gzK=B!b^-J-)w*PqzDMY$Vk5sAxwuk#kU-$_C;0E=m1o7D+OR2uF9Mq12>Ch2*5!|rCx=!wAQa{WzN zy3}&FZ2(NKL^l<}sARU+?ar*Nc2g5lnftDuPlNjtU>NQrky!z2>CZAvXXs6g;G3Aa zsx+#bNPgCLcwNVXc9r9FAQL-h5TjjUY*{xlzY2=sbS9nYAPS0ngAr0%k{!ImPSUgp za3zV3mcrP?0wcGv(B1bWu4F&&14T?+p0bi_8jSg*HhufUL?u7_;3 zUIQ-^92>wj)jGxK38}Q@KAMj1JX_RNv#b{EfZ)gLY`quSl;KKQySVO5(uje%Ar0AN z3suY9cz(IoDi^dMt_VI&Jm2v1pPTz;8Yti5s_2rbUV)=fy@$4#}x?u(m!W zp3jbFOv=Sos1c*Xv}I9KzL05ra#dT=F_`u4!n!Rft=H#6^pGJJnlIhxyx!leg|g*4 z4v$h%nKM>i=v+jk#&+pgb-x10Sts-D!opVU4%i(voQ+}7-8{wH@?uq1O7@T)^2kA$ zYNW93tWL0o9Gl>Xu%M@^kyE;>^j&L`C<*kjYB&|euyt`krMxhteArnYhYN}|Uq#{x zzOBZ;1mNCujnk(H-0`V@>dp2`a6)yX`XHF$+TOx>ERG`dbrL7 zQdH>ux)+Xfp5O7_VYgPzu;FGx$S540$nitQ3-???+v#57naGaRo@`D8x8{p5y==nu zn%{+1w4+-|=IDsnNeh81*<&Bk$f;?`uC*;bT7+|!S9zdW2fmqkGc&(h#(cpF?($sw zeCtY~ZBEzTu*8-Ns#{IPYNqk?`9kI6%RW;Gm?VC7^*mVUYGg0+r!*20A#Ui(>0Yg*_9l-Bhnu4Hu>TN zt@C8D>z4QT&%hkK;A4T`zU>i<~Nrq4jPy) z!aKa%%@$y#n@(Vlhie~|fRYzvZ3`-|9_9cvG#Xi~oH}J!E?)v%yk5%`BLam&1#H$g zks|F?quSDXvnPj^KE_x04!%)uwdpDuyG3%Xl09#k9f&HKYP~asEiVI&0li23a&UlW zZx-_6V9lkY+40g0pUsY<;xf7s959%ZnO{y9)iPXTK7|E9^cM5=^|B86hQIRg>`(_~ z?{J8awBidOEeb_8b3)$Vg4M(_@iat$v$Oq6 zesqjEp-u;X(Ym_Kg?o~y=^mi-V^jDBr8)ievWQG}R<}UE&FXMyJF8nRqE!KRegM$r z15)i&j2dQ=kVWc6IPqEs?lqfT~>9*VSUP2nZj+!ORgs zziflUn9s9m?)7LeLwWZhTlo00&dTMrADip2kJr}-1p=|_1S)pC1iz619+A-mwn^hD-Vg_N2LmYJ*fZv$t?6wQNK$eVVE}(tq$xi8(UKV0=WVzsd zC;{zyyOnu)x{@|DV7hqpsIfT>T*n-*{Fcmz$M=rG&#NSN#iqaSjl&;tZ3fW#y|jJ6 zRhmy3a@@-W-9GQ7uO#b&Y*+Vv^k-`cchbupKi|>famgLyqkGP$#R?e0Lwsx(+yd?r z?!cw7iCO8?4QpDI7xlb0ZVkpSJTmb%EWnmU5gssm=Bn;FP-M)I*+sH&D}LSPYADQk zrpqsAT^8tdCQ0f%au4$bd^6(WfC00z=TSDQXHwpk(U}B(f$uhJYfBZbK=RCGH5Ww} z#LB(4T!eXY0@h79Y;tXy)qBo8RPNSrk4Lb8T?!)A?RIOdk4bnDqJ1~R9x^Z=^wPw& zUYc?@M;5>j@r~*0CpJ{raJ;V4zVfN=ur4xZa{z1^rKVSC>#~kgejCo%b*X^}(lLNZ z0dt$F%0k(Az`g_f8S#rXFCX$NCuIK4bZLu82PfK2L4*`^Z7h4%=Hi>@z&Q#BwOg?> zoZn6pdLLiq2Jo~>F;GwIl$@vd6@^t|(_CcPFcwxrw6X_JNf%=^Ha@QL>UiO1#;P=q z7ovCP1aE~ISY=C*<=WkYl?vC^8B2^5rCG|0?DZmCi_^@tiUdB+YV)&$Fh2lBZ0w!G zd&d!p%Zt0!+(17FH(m?*o?k4)Gojqy1uQQHLOZEKyvEW!Fd)==*i}b@yc`8FI)`Ye zR6Hu(EatkDN;V}KyP6pbZxK+f!$f|hMdD&VUd9&u5D)j~09#D(1%2O!zico?O|ENC<>R z$uuJ#yMpN#kCGr9jKeZtvs!ml4}!nGZ3=!r-E>QKcAKk_34~xh)l51)1^`tDF~$=TU@1m zcNnvu>AgpHbuBHKl^Adx5C5qrU4iEusJXdbe|X5gdiQ@#?*G23{k}$v#E!DBelz*~ zQ|aWZ-==n5Bzc`g&ifz=o6>*3y#Jcm^#tpg0Q2p@vjZQ;e)rW=t8X8F|M98suTsCZ zJ-fC+$A9=#m^XFN)F11i@Im=kUQ~g>hmZGq_bPvcpWoiAe^up8>H420_EqKEPF`m3 z3p*;|?B2j;AEPp=-c4G&tUi4D`@NedO`3u7DjNL{_3`x86A^85f?aNz|z`v_=T z+nMXX>G5}yo_PD4A1cC+(yyB`n`FiNB+Be0e4piI3hGXN4J-e31Y-Xo1mcr0FNZpv z#FOv;z4W~-axb3~C;pfM%2aQRca!+th~_7ME~{+)4Uh;u*mqr`pl1+-@!h;_fh8g{ToPK@9kqp9&Gh#xj{6%)_S2KNH2I8-`7rOwVG|8p}4edk9vX{y>U@5a!)+rv*({UGPr zk4zx&sDM*I0=_A~c{lkcgdYz4aN$P^KL+>_fAfmM06&0cMN&T@i8tWa-7CMr>0iBP z-c300`C4}E9<%`!-`k$|v1**VyT@_-?T`9?|8%wbXnR+%q&JBl)E}_-!0DAyc!6KJ zcM~VC>pXoduJZyG{-oR(I2hZ2DuR9czRnXM5^r9OYY@*>@Sm)L-_@mmv_S7B1C;SG zD&814lv-##hDT-mMHRS@_QkGXzEd0$x0)AUb3#nIV5Xa+I|;pd<)HlE$C-*_}H+fT2*wYJh71xNHHXU(V((1Hew*>%N-+ z8h*GJxWICQPCtCpWEBXqpd2?&9)DQcN##Q+dhFma;(Cg$p84~c1c1Mz6s!a-vJkQ* z(r3!C!?vq1hjF2-o-T`12)>mV_*i*!5D0^RfhpA^{4x{exvC%5b3R-L{3VX=;bhXO z%Vd1Wz}MXZw4V3t8CK&63NH!?cGNG}iQrOC^e%3C;+^vnb60)qt@^@@W`t#IM*GY) zYhm3;>a^R@-vE%yAP49_OFh%IK9hZ}_y zS-SEFlOlJqOBM-3u_HR`XC%XAg3r;^p>OsN8B=sr&-ET8*FhTnL_E#l_ih&+{cr)u z&U1%|1ts(7h=j{~0UvR&PBf!0OBmJ5iz~;&M4tQ{7EK|yV9^d{kfjxJ+vKw&X^i9O zP$-Jh)c{*9<}0nhXzmy^ZRVLR9m{Rdk__&1MupHYl@1gHZ9VR%tg0cY3|oC^gxQkj z0Y?@BKHtGQ+l@%`Cs=^ZcTk$<>xWFdEezNprtUHLDuOjEfbzD01r;a|@`aJZ)gM}C zB^p9G7&Ssm|89Dl+z@w#W5e~e)a2{#|3Gzm%=0MPRMh@{%TQq8LGnPmdY>qeC&h$9Ump6Sl>xr{k4TJWOU5i=|tSFCMrjVUI z7w0$C4rK&APDg~ME!`!nG0x62K(qdKu?2HA5SHe4%>E2egsaxOiQSO_Av%HRTkJp7VzpuUu|2%d5CfS4nA; ziOIo-&gn{CXsU*#b%M`xk=!B-a`g$+L){%yGZoqnr$T8ZMlomTks3K_%Ot4NkXlPL zKpqeLZQEr{`s4j!M2(-9WxwDJfatWgQK=n$RuI zNDU7qbrug5zHf|6dA|0f1?BTgQv8rT%kk$@JU=8SN>nn+RWh>@g~luA4ed7s;qBGj z+h00m=QwBGT?m4@@t|}|GvXo3Od4zESKUs<9f7Sc&N}L<>zbokg&?>s5_nt6MSumd z{p8pqI$rw;=`>?`Ak9nUb8zChp39*VfR!flC{((+V>~(Xjksi2Q`#G7j2{yLu3*hK z@-e&43A)wi*JiGnmA2_@vZN`c4yPf1TDPD_YddoU(A(PbFQ=W!XPzwzIo9mSuyeCB zuO9iQ-T?ou!b|=Ytf9u`G1ExY$*#mjbVIAH!WFPc3;s+s&OG7l8?Mb0^SrpsWU4@p zTW7hW0XCTWR6B3V+|1fVy$jZ{+?=&0%TDroNI&Biyw&!CUq~!}$qN3wg(A=N0jy!( zc)*e;QC4${wZa@d+ampPe@nJL*0UtdowaqsO_{^IoAJwQ4%B^lyw&GekLv26cg>~4 zNJOY{$!u|m$8yy8qU7a%onOG`MdLShqmT`B8xzh`JGSlT9&`MXUT`B;zx z3lPqy_{tY{=Not0p8H*v>xli3VVCL1aK5wAWsK>fCys}b*cs&ZqQ)0fXSqeK5$Qff zjoWCg%SN<;Y_9oApBERV*|Y8HaK1MB@Q~ROC$vNF+rwz2gRXfBDv^%Tn5vqbs;uOU z@@xV6NV`&Y7@{rBQ)aUA`Al7~c2tx7+40NK+esxw0*jP6Tk=#3NdHJxX-lY=g#Iu2 z2jJ^d{qFtJ)z-0@1F=e%WLawG0V7NQa;atwJLX3h_=h3IsKt3n>$Y~j;azKwl(WUE z>&6ZjB?Id|WJgdN>w!IxX8El?9kNX!4;tp$jB&{FpfnxcYF*^+d8AFTT8~}9$olQ# z<2g(6oFLd&j>-Vvp}ZXv2|#9a<@YBr&}P2B(PDRYu>C~_D-w8ne$%CyhXu)Wn6uuX zI9fI}a?@EjZN(%EemzUY@^JGV9Du!%$t6ISlt9cIzXFnfN-pPHMHb?T6K2ja(CqPq zQ2wgEJ$b}gk!TtwmDudH=Y)^#{)F$;aqF%RbE|Th^mdHoN*88%W9M<;I>#ML8q&I% z?r?7bxnOQAcyp}YMR}r@7aPy!({m@e;&w>PsakI`aZjoNPmIyN8P>E(LU^LmrM_6- zY|V{1an<0MIK`iPf5`6rk5vTqQCd{?HQ-Ox(l3{WlQu<;Op(aY<KtJywC^3T>(3hv~1O+H>Ts%Ue|lGl5( zcYCEV>cSSdCuy~GtQL0M9S?sl)xaYCgk1L*iXQ!*kkICwI(Tl?ELnBzo?gi*SJWw& z->kp|T6iU!267TW7@!L=9$o>6**C!0Q<-%hQ~+Y+wrLyqn!Ouv{1&P!XHL$V#bM5) z^2OyD<2c{dfuJ{yUv!M?N%4`7fJ9;+@h(49UXgiNUp}pf? z**gZ$fp=DiszibHzLB)KPg1TP_q0RYB9{a5s$cmUdGYBA0(b#7t#49q{XxNpGz)Dv8g?*(i7U_;Ri$#3Rfd*nm zU}>}{h%I-%5gmE1d?XcVYi~f!Y9jPzrVEG}wMguO%JAB86%ItBIt@#;H0j_~;ECj( zjLXL08pcy7DgxXyizT$G`%hN&A>*VyHuyI#^Oop|lFim##KB2aRe+UfwZ?pWr|wAI zaD$Liecu|piXS%mcH{O;wn2mfql4pUn6;&(*ETOhaBi3AjG-owBw>TM8FfHheZ>~1VIyA8?=&hjF zwdp-`oxLJgFR^Zc+iEICG8chi!oxj|*zg#)TVGc%

x}F_d2u>q~NGj}6@i-{5x+7sm!NT--JUVodE9fg8~L-ySdY125X4 zUV}SGFhYl8D7L5u-9F+PTv_s0Rb#aTH&XFXXk3H0xIfne7heK2KPy>W+b=2!a$A-K5ar>K9t49gkIs=hoQdSQ0q>Rab#ULN3z9q z=JphrGbz+vAmsQmB6xIgd(rmZDyCRjH|Mw$0K2WqG2`Ul&W&k$a)OV3nb96Y79IQ&vJcw zyHH><(R^Z~;@)Rz;bNYrUoM^a?n5Y>eK3X(SGr9I)&3W`3z!Qvd3(aJ+BGWsZC1xK zldDl0iXeUAVAs;P*ICiXvy8ZY36s9CSSx`I1y2{}2{DSl&<&NxN0tUKh z;bLSFUOQlHgDZTZ_8Z#0>hwFH#)u--Q)-i{B6U7cdjvh>?@Yj@;#yvUKA4%qsT7jQ z<=}YuZl5kJH{e+#luxg}W}G{z$@#t;Je)Q{%x*lgR+YYJMJ!VqPh*!!)Z`y1LbGI&5e|0TJUWM9ATxUzFZT7nQ8LPEQboM@2d?n* zdke}c{UrZ*4G$&6ROKv_8J?|$hJGjb^x_Jx3ikJ%e~dxZ_g08t`A!K#P>W1ZytFsE z1)Z|m#=c($2^G2OH#uok^wlJv%lBzZ%(2$zaTOYJRUFJj*_ zHXarZ%iYTM^MM+g9jG<@@(mg9aW2o=dhRdN?G5$XI6#^op@Vp1Q`ApNUPxZ*7C)7cT_7mxm3_%aP73)aKQTKg8lq!pWbDiE@Yt}r8R;L2fh~(@ zj%e86o-c+*rA+Ls%%Uuu>`hD!LbWV)wQLRb98HZJb&c#z4RzHC%G`gQb}NQSOWbHQ zH6|paKUUd~G}d6SWS5zfP&&*O5&G5htyg1m5%YC7JpIyc!eD2lm&?QtfDm|5#p7Z% zkB+`ZFX8;#M`piL;)ONkA}ZW4dk8mKbrFPzguEG=>%p)Jf>;d<+3Z4>rIm~?MBz>h+B@y+z|A?* zFKbg)6!~12sHG@DWh$=zsnIgc(o)OPvBWV9!u*R@G9FkrEhL_2JldICo0n&qN29i4 z$LM&=Y=6(}e9vk>LUpmTwylGgqy^vm$>S8O9?O8s}RiI_;ZyP%}n$UPa)NA)2Mna2Y0p6;h@RWi{ZLsoQ?1twy$mx(J@V z_6CI_Z4s`-bb*;(iCq}h3G2eK(I7>(jP|#5hUSNsU^*)T)gZALp=6-$nPw5$KJ^r; z(h%#7Pv^+A7T7|lFn%8(qji7EHQrDzYVvn_7R1zMF7^8DfF%fwRc=B`w6H*=>6#Q;C^KB$-W`IFHJ|c zer$O}xWZTcTcaKY%brUZ%Oka)s~@lW8;!u%1MLYJNfH`mM{b*rNi80q&RnUo*4Gpd zO4-WFC_aoiN{kz;F^M$*djd0&x0HyN~K4 zw2=&Wy=A7&Jtr8wl{=n}1%jhU^hp zG96tdIN@4Mvb@B@&5AuqGd;a5pxCc1_*79N74I2TU6?l^=U{EGE=cl)`7h%ti=Ijm z%hbo1iu()Kk$GT3n}5R8r(4v}+4gAkn!nEwZon|@7j+W9Y6)|$In}in?CAK~N!y-o zl5NF1i+BN#wP<4UG365wR1m|&F9lGJ=lsUB>!?AWL+(WGKQnw5RpTWVfHV9aJL6iq zJY1L5(9)0=j_pE4&x()?9f6gA_Z=+`%aQz6T3FAeMFApsp(i}13<5>RQgiR{VtQdK z|Ch3vc{oo>mVRzbJsJd|lC~`i1g69QPh%3EE#6<9WXv`K=bqlr$}B2hJxO!Kvf=r$ zld%e0@iJ$oN9+2b^gpJ%NRCMc6h5{+#MnG5SnB6G^`8vxD{18D{+SP!xt~I=1;<-z zs;ejWKjhF(pZU!2THbekWPCQTgWAmWU&b}*ygONJ(J28dC<~u@1_Z|_#Obp}elPAa zo10PwS)2X)CS6gmv)+C=2=4_U5qdh1aj|HsA_glC6v=CVDqoXcGSuy07r%4t@L-v8 zWG@|8m4~v!hr_m@`AW^6LJ97l9w3y>bjkbc!0Ch;NUOs_T=_lwE_A~wVLFi9UaQwv z9(+9{Lh$Z3=f~$OV5Ur|m7y<5~Q|NP!nWLY@M= z93kwy_-veYjBA0?3T(_UXDbsnN-I&nmTCmYL=$>5U-w# z%`UEBu44vsG}+BhHOLOga4K*^0wPYo5`HDZ3Lg!9hoymh4_l$%9B*3yJBRMzhSq;u zI!3!V+K@7*PH)hlU*MJZETQIDY-DMcmY58I`UB3u*YS4BStdABeXHLt3P_(U4i{@> zq8L!+C<m9`DTK??rlKU)z)n(Z}p(`lEjm2<@Cu&G&EJaS37+hX{-`4K!#GHai)+liL}kPv>bxO9~y>_b!Q+|kg7KKFLXF0p)8Wf z+`MqSc-W;MO#_*Vp-y zGMAApjUsxtRAz@Yo~kD=mb;o0R3to>fw3t+)oCTk z`D|SsS3h*!ryPyfKFm1#CBNxLt7W5E!GGNn6_NxJO2Tw_4JhjLIkTlyGviF#tOiJ@ zy_z(gN_%Ej=3||vbBQPcD}xGtf@4eqy=H9Z?aS+dJWyt_M#)+^r@3q8;)BP5<6wTi zk9~6&^RU0Fkv0hn(i(4A=8}9vhMFBl0*W*3ow|hx725o$e5MkV+BYI$JqJz8pUH_M zXq$gj1s&0`*m0>w%R~7qYz!7>)iV{(ZMNZU%PjPiw1-fC%5$@kbF*rR#+IrTyIm(_ zJj^iY;JJSkq^S^qJxnUp_j#C4QGS;`{`|{@BZNG}P$y3WL4$Wbs6MEp2_%B(XvqWD zi|H3F%g#zltBXx5QNGlhe{i!hHoUMk zR!R|LT^@ga@E08C<*r(_KW&{oYRsMfKuDQ0|GM0(tR}m z>WG4w_djo|Dt=Nqc-O6GBCKP0usZ<#Z*VG+bNUq-&Fn2#JHt__xcAL5c}TjGfE86x z$q|tB*Z@K{qhk~x)5)fz<{w&_!Q+WbPop`E%4;z8O?m7b>x>=OMz@|V*HmGz>m(vU zA!WN!xU#yXot^h_OHCDKiOVfKdO$^z_qpYTpN8=b9G2FfsLP~0lbv`WiZaYW@wPh` z#-bHJuPK>75R3{oz=6@RJq;bOu13#jdrAp3pm=zOt?$L{<+Z{I)nZ3jBY>i%vsw)jqMx$39|w)Gc% zER%E2=@a}1?v~vhsR|0I57-%aysy7Ko(G5eVH)jc@|8UL{BP$q6jk_aLuUwC+9xl7 z$fy^xzo7p?<1VzW{cdOJE@N2=vceJ(*JrrKC`0z|kn zG^4@xduy_~#nUsT!5WcBxW1Y*Fz*16Ve=k`K6&s^yUsemj*Ho8c#~Su0{Zj>vCgrk zx^(FeGWyw%F=84VDhNmuba_nB`=Uw{9hivb>$$N&ZMkEv*+p0Dd0?2G%nPTw3#Af} zmA|&XWSYD4R-Df8cN|@L_k?a$>k=0@trxs>bUvNag{}N>W2I=!EPl29y|nTenQQ=W z%Y}vxnvJX4Xy-&&2ui1!;>;syhfJxvk%sayAR-ncVy3UTUK)EkKN+a=GaXL?(r+Bd zTv5XF$NP+2`*d%%bzYD2Z(bks_u7n+Vj92|FKJ<{s5-JMTwjd`j__knbhwRNb5<1; zdi^&nBaM0+5td!OHGsfuuag}FjB6%x!*Ii197OAlsf~#j(Rt&_UYKs&?&n~Nkk+ME zAb?@#AmfVpSS^b@H6PE!e7>Xe-Nk6($Z9o!JcT))nTyA^u*z->yt*6 zB0h%C_3fyy6)2!<2DFwm>pqq2bU&;s0xzoWHn)7dF7Vlnq}qUp;AW|A_^Zm=^3__p zjCEmSdh27>tbAh&ff3+zI_5xub=*uhzhgg%ei7s5Yq%RQxNWg!HuJpjzFp7ovAD_? zP4LO|X@p-FyHnUiFN1~zWwA{wdi{sRpAie;h^DK>_xMMR=@eN z3n|%Ehofj454s2#&(k>>6a|#K9cCP~zS9kI#%ox4m${4(GORMi6atXj!K7g-hoj|I zJac@H8wWtKdFd7Du_zAa#rkkj`DjGt{Q%$3KS2*gd)Dy3m^s-M#^vV`^R#x&l*WJc z{aMhzArhhZ=|4f{gRaOJzKrfcfAQFReO(swXmQnF#;lP-hTn>-_>>jwtwV_9I}RoU zS6BvkA52&aebd7?yfkVnq<;dvEd7}?9a<#6*AHYw2ov5uLD0h`*~kg>54?TO-Gq8v z>!^K{*On$Ck4=P0&eZzgTwOXqGnhK|VLj)bz;w?o6Bs9KYNX3)7p$w`lh=?ZTnPcL z59=YBX#-|{PwVzYE3VhBcdoDVK|gguU)?U70Au?yxgSG{6b-+`2d#d7@f7;=J>ltd zvDu&Wi9cOu;M*KHaDe-B;VGwJ78r)*LM)PTg97Rv@q%ifIGj1(9WYqwIL1Z{uK9=l zX%10}az3zz@Rfr1^X`7DPQGwg4dfRI{5iiLED1M9t?XZCUW)KJ-Sf>0d#MNsyzc*U z7(~c_f(g|}E4tjsnN-gV=1 z^IihX#q_Iz zpT-|)kGszA`T5pMs#OS2@1YUTd&LR$eSL20d~-PM1 za5m&8OGTrC&JFIk&6XQKaArk%I$%@X^&G ze;a0CkUf$)>DU&uae7qAxv~N8C!b9KVc5BH{!7`EUe3Hz#Du9@PZ5J`SHVFpwQfusoG1oOaX|JQJzsN3A779fuYdjTKol{}GUK$lLPYzSy1*6!qu4 z9=J5X&enhQNWDNdQ|dKaOkeI9s_3Y9yO`_Vl-e9;$u?}eS()mq?`v~(XK%fvSyT_a zojhBsV`}(@{dhH)f)hN=GVRj(+biiPYE=*;neD(3StP!dEGh5`NcM2j&1q7PGU+CN z7j#eW6yeMpSz2*djIw>HJzOdT9CWLB`aU5)=^5pNUsVa zvy74lAME?rY?@lLj=Jt)Ia+~fH-GE^h+qjO?j9#RH3fI!dWhfA1CRkDlyfrC5!)Qh z{XBZu{@4$?ISjYYB6W{a9UtHne%9W`1ugg*&t6}S)(4wMCKyr{5oDKU$Al*4l&$~t z4!w{w;P*F;NfMA3;I%*NYZAMCX78By;PKdEd<&dzeJs%yk78#fj~=`~o!0>ANv~<| zEW!gpd2e8Kmb=qhrB0hFK(wFphB`;r8Hpa_^8q`oX&B=UjDF-WHXr^;UDTsca&=j* zyKGMH=1|jYq9%}CQRY?IGZvObIy3NjL)x)p0lU^z(!;2kM({W3JA+>})9#|{3p<)> zexX+Qg$-FDS(V4Fg(f?44@aA;#v+k03rba5#ud7j${Yl_kZKH8>cmw2C-`~#E%6FH zj;e$Ja8pvFvkib3=IWjv%_1um3lIyP99@mv_tJI6#`1ZIS$c5&*$fwhP3-n1%D^Eynb%+ zqUyKf>PaL-hf|~BjJr7Mv00*H1*bam-Zj3ac-{`Fy}+$UwiP+kW1U(LshjoYTVaND z&FKGf)@m}<-|d(=O}`OXQ<9U|q>xFE_}hokR2iritXnfKnPg{gS7)o7|Csox1U6rx zWB^DJ5a%@~Ab)Xe{=LOV!$BqG^GIC=htgJPsW`Y}l92TIC~JRC@nFnmeRz6;f`Yn^ zMokNpC>{6^6HZS#cE}}R9&jDE|Kfj_v+P*uW$;y5TX`2UX}$bzuQ6cR393R@_xiOF z&s;<-<>Oa@jm_2FNKX2QWJoaHZ;Nu#Ovy3mnexY^7 zqdgk_~J3b38bcrsuv_?n)~iOF`BIlF=p zmb{G1?v4zQTe6zm7`Pg~`mWzr^UC?#!46zY)hS?P>o3^3ww1-WF0k`G`X)aLF%fYr z7!h&@|PJ-}s=plDUwmxe~P6n+sva1l=8?)>A?oD8I# zJ(;Fv=ILpvw%E;(TXD}rgBP1G0IrRMz^^)1o9V`xT@Y@1&eKu!%6^;E_S#ZC-GhT} z4FphBJ4%Cn7^sYbo$%IN7Sp+a%~e}>*yL)fI8IK?CR^ls>t(`Hd8xVt>30FsgLpRW zE*YAem|N6yN;@ISl%DEdBKR&Yn&L2nmKW^DPx%3dJ2X6YR9guLaa%+nILglrB3uT) z7uH_(K0V;i3$?+Y8tGVE1KruRbV9x&vDcbk5ZwQ{)tG~NHh3przu&=s{~C~Sy`4tr zxUTKdn7U3~HGo;V_}X+AZW-=>_o8AhdH^6%9Ur|13i>NfYLtZ$SoOI`5|MqoNzp&q zJ+$m*RN8u#_3JE^ng0}u(dM7i({H*tQTAv9P*!yA_U-Gj?fn?c94()Xvw*^+43QB4 z64LKy6qFznM`UoXww-NE(2*1P>_x)Itb0UX$5b<@Y-S3#7^RDgV9B&I_?;9$n^t?* z@>HVai%8`Oo88~RF8wYLp7@>%1iechw%dT$jh*s!zazFBhm#$WZh71(?LRW|IP20m z*E>uKq5bqbsNGnDh9IX<)xRtl|z zr-F|*J6chx#9x6Bu37fJ$ItcY=X2mR+?L8VWmD!41>af_D%K?c@qG8@vI0@9%!V)^ zfRGmL0l)7vaIrXGzFmlq=T+_X=LocYCQ6->sW;WzHZUiwV@vPEPbKRK66^ypoZ`1* z3MjYzA|&S*dCzs|>O1FJycW>)P#dDM4dV&pfm7L1PjMl=0n{QJXy$6!>gbB|Q@(3F zm7e+|Jh%eR7gGn5&z7C;gNviXOSeb)_K-K<4VNnNmLX8DDssRt;!zwBGsg%f59-*w z3;~U)%$d#AS&1`n*X;nH<@A#5v1-TkW%afqj=9c0%zIRyEZ%Iy-^xY8CeBB@PUt)x))>_>=5>l_xXt)LHqMTZ{7vNQZ~GFUX6NWEUQ2PU_@}C zY<@^Z3uAdqoa5G3`8M1&!wiVTSQ>bU9Y=5y^J@pkgb>V9!H9jSUtV9W6ll@63Q)~) zi8+V;c!Y4jeMR^){3nitVuZ0^5|by4B}`GT0;M^Hd)eY>_pqVs;8ARGtov~n+~t~+ z@m~;SXJ}anJGl5#LQz1ocQAiY%YICI))~Fh%WL8WsnH)f9r>|WN09EMR2OYiw~DQ`YOWje-#|S#m{tSmaGZUBH+z_!hpS8NL{pO2fx>V)pBZZ)_WPV zy7kHWYZA%m!`U=fSM6fL3)hB(>z`T_xtIppI@9y@LGMIm`ScRP1;gE|?izv+C5Y*W zD6LiD(-5hI$*H^iZZqhrz`V#FunO+u1C!={MGsu_N0DU`CpZDqQPu)>%4Jdx%f@#< zgahi!*;XEaOG+D|NQgru3K)VFa;5d=m!Bk87186m7LJ$5Cl{e*&h>(U{IA(UQoct;A$pAi%u9S zpvyvJJiBK!qi4_uRWYcl6NSeO4d|(be4GJVOe`ivxIC3p)9sH^t1aR-_9^jr$b2&1 z)|?79wnhRAkI ze?eB-YtZ6H$`1Bk^IpTK;i%O*?6W?f&8@L{R@x=in`-x}uX@6Uwy2-)a{#=-pT|P! z0d3coQAdLpQv$chBJ#)UciCJ7XGH4OKCT6w#P37i=_uag9NWFG7*VvG*~nODe&R1Gk2M8Uc|4BKC}#p4q4_T5T)*9?G%C7i{Eh9bR3&vIEaGkGZA!VCUCUT4@~A2{TxsTg&aT}(h~rdQVrMwP(S6N{-jl-=>A{D!r4bp={Krl$9o z5>lZUL<)SS$&)UsxW6m9R7HRCH#4_1H;>CqPReHJ{3-ArR3T;RZ*G9JoERCC6Iq6! znXa|*x^0JabNc#s)fWo!g`J!O_fsnnpgEKwk1?TMFM_l1Tg?}LOMGsoa`#5^uycI2 z;s*KHZXAx2p!DYD2)?rKoIKHoj#p|9FuOs48G!!L?{GUnwECFp;t+q6?1n(mlu1Y5 z^b;ut*!XfJMrNEoN+D`M6obG*Ek^Ca_Q>>WxZBFgrOY7X)-d((3DD!Aou+L{U6 zjt!s>H50}_aMFrQ9!+{nx4&4UEdk&pSn1Q7MG8S#-|&OXRDt@u$+l{DX-@;?Jjyg` zq*p<;FIU*iXrZ$l3mS65SCX*v2c-ym%Ly;8Fk^2gjwy9yCz&Ikgq*aVk)9EeR=3+r z_9>y%krP?nTr`+5YkNaRL`dbZms({*DlGt>Qe@%a#z@I58TnFUb~dW*+1TSASshd@ z3PO^iE%M;?0#!`Ae>?y7DG5i{&&PAVLJxpKlGLLBw_^pA8$TW+)YlDyg7++krx7$b zpPe>Soa6R4SVEr=2r-%D_iLTM+>wA<^>VGaglb9v>e;W@HM$oh<)Oy-j1Jrzg+Z-Y zc%*d-LC$VxPu*+B4l7W+J_Zuu^m>z^@=e{r_?_=35OypptVzZEZ9~d@r^a~)!V9Nn zs^&>ooB#T%@3Ng;WE&RckRebx9;!~5NChJC{4U=D$PRn;j&G`;XrN`$3x8RZzF3xl z3q)JL^1yLZ+#sdEPl{kii5argvX%qwBm~YX*FiH7&zPntQz#o>^iFikha;mhH^Vmp zR5X?-0I2JAX@L2G28xx;-Q@oGbgh5X#nQmJzQ$w{EQ-ec2dIe3PS%HA(D;YVf*wnpK@~)Ly z`D~>XuQjW+iNFtk4~{LmPKb@~V;p1ev)>bPJXQyr!`=Udi(w%0zfAiBlvv=njn#Qo zk0%<;<{8-Ain~@ZFW16a0?sjb?N9q&f}U=u_L&P8Qvs~=zU9$zjF9|7t=k^UKPpVN zrm23N)g$IHOwm#Oc7q@1)GU~F_W~{J!QQ*;6hNI6))>K$C__LUX#4=`63GQ4#IZ#E zCrkc}F;;v|kOM}s1b*2vu(kR~8!C&>*WxEJL z7w6{Y@Nk=~k`DEnZ*OW_rg{)aN>d7Vdi|SjY+(4moBYaWn-KS++T@ZTBoO0qIghRX z<)XLWiu!?~UF9jO@JtR)TR&Ry1Hun!{Ej!;j1+Z#l1AC!Wn6&9hjYFTl{zE2Q@^|v z*^TB!MB?L@M+huO|0`&O-09aAj^7*9U?4#B8(-yvSYwS&uNX z9r%C}^-gX20qxa}Hc_4cKjU;XIDIypMuduMdw5EUL-{O(_1)uB~%qs6MrPa zea4gz%@OB8_mht2*X-pi>v&MVZQ_|d$e*N=mUNWNE&V>RzMj*RktokbQG=cYREx*O zvuDRb-Q(PJPjy2%@FIc)Lj?kSH;n7yB=}<s*gh(n}z&GqUQ>@urmkAV1@)}y$(cnJOQqxm&kYi}W9Y*e@z!L_Qw!1#y zRTZhez{tSDnkpa4>4UOKs;rqa&)e!0ZW|G}1nnj4eI!bbRWT`$hW>WTpnpV!OTa`y|L`!Nj>nR4 zEu0v@ZgV=@Dwo6obhKICOG*L#8RFwWQPH(?U-&5tWh*{)HTf`6h_929Fq`hQw{6C; zlvECWo&m;ifycu7ixC9f27sj_Z4>s;iIa&HcNM{m`%)zXZXO*(TfbJP*wwcDz+8JbW6P6`Gm6HXQEI)Cfu;DzR3ER^*devU;KVMH~hN1{K9{jL3<0 z5UK2#Y_vjnCO+q31K!x;o*k+T8rVIB%p{+V2-MTpIP4v=_`w%!L;6H`BLpq2y#8l@HZ?)c4e<(4eJoSo^TO4~M9S zCSiEr^FYhK_@sjEsSY4e#0o z)Cb3=d4cxY;eH8ab%r#nsCZW^Qdyj;_5vQq}sXGMB?QN+-NhW3mXLS@TfcL*1 zDt5Pu0GaWWP*Nhi;{v5TY+g9NE`HxDQ01LC8O)coBnf(S!1ck4o*17+YLclBK^L>u zT(3Ci5#iXvw-P+qVLYkrj-hz>?Wy&air0c@AjYo2OaEW<)xbsv)y zM=aU03&R$kO->{3_bDz5cN;8HP$t%uWo{fCbnE7|7+@G?de? zka(dD%QQ-|&AAm~oCp>M8l@j-GAkuai2fl4)_=A9iBgQ}LANg5DY+yV$igq@2}|6E zVFm}oTdfQ9ZzB_vK`VbT`l9TG(nk&Wz9(D%s_23e@bVssEmT?dtoF41!qiOrI)Cv{!PdsqA0b@7&)p%uG!4O$)*+a=Ej7ri8F8FY6qi z2D-uYC+&(X!49FyI>l@x;?fs!%F1$MZ;W4P>JCYJVG)}4)ES}&vj$Gjfv}nvm zX%&t*9*^2LK6;{huGNLxg7k}jJZz&a?adMS58MG}mV(6JLXNx+xd1bmB!s7WO-LPw znPmY}a|+E;-CI3*Atc34{|)gWHHFTK867_N|eis%^GBuR6Jr<3*`b6 z5|B|7$^zdIVoLb~uEA91z?>Xp6cRfn&4%@|l=r~BL4N4%{2gB?S+^u77hGJdyUY5w zgcrDRu~ojY9JWD({v&Dv)0vo_GEV@3jNtR|!)*|9D{vSSbGQV`eH~hqr@^7YiPh64 z*RqQPC4GuJ_Y-8fjJp|+<|aV@ePg3t_Jp*E2$RaekDnOe$D>jHi^AFU9G^m()=sa} z7w)@|BAZ>h=)BC)Jxo(o-O&-7p3aM>YHY=)OBC(1A*5f})phV8gOkxgKlkq0t90Yo zc$xyBXn#d5i=2RrpZ{I1)w1fnU}m;=YS2;IwmiO~JHuB@WJA(87o=J4WGc{Q3zEnQd-^y6DVsOh<9@xonR_QaF_`kt7GB%yd}tWy*nExExs z5H-yQty*m;y1F|=TkGX&=bHE`DXJd&B^ZbvYo@|ZQkjj#iCH8t@2$`*8Su+z^QE@b z`S<%^eu^Uy^YH;}EOu*Hd|ueyVHhNWon2$_hOi@=tc?wDo9XHL=HwUpTAZ&7`;FKC zh+zqKLi+{`4k%#K4e~Td_?0|H|1mqN?6?c(<@0TWs@qF!2RDJ0p z=X5?T)k1t;h!rTbkXLp~k|R^y%!^fb&p*}Rn-V7T=!F?>Yju5rJHw|7>Zp-&y31-Q zsh*QXqw!xQCHKO(xXk-A)R!(7{wNFU?JZ20_lHFyA|h)I8zQ-ZkV%wP3;|ykn6xBw zu}apN)NueshJP-SOxh|U=t}A_^yL$RQwOOkB|W`{cePrR*Le0Jm$sGFnt+Q84vVoZ z{Sjf~0w?olq%qGo>NMuPw&FQ!2D2!ab76Ih%U~b=H*}Tr%;Om;E>9MXht3y{CagQd z`3*=lbp_m#>MzrUJ?CBfJUsw+K1THOd=+Lg1HFjB*SN~y2}l$`zafGn1##@;`Jo+b z2}KZ602S=j_8)oHZ;%8>6Cx5m$5aNGBUC<;&~k;8rlc2 zXAIGqJXMM!vYhiI_OAm$XE42?`;CF6A)AuH$8+dU*Qzz-WYER~7=>0#^CY)$@$=o^ z-uG;DZ@H&T5tf{P>qhvLk&#|E6&BYbB%Moqqj1E^>q^sv{@Dy}IG{zUTZql9R&w3=2zYyIEmuJmCgectr9;!ailI z&q?9~bb6)OxFpm&a-Wyxl_fo|BIpbl-n1_4xc`y`v~;l1B=V*7=qna*n{;%>Yf~bSiu*vR)weqRr|TwYi(E>1^qb2PUQJ_ z@x2bIjEH`YK#YhOO5DHyp+)?l?7i)TroBqi$I*nfCZcvMjli21(1Toa_`+U^7NuEB zhvRroq!koQqGpXqBHO!N74}@Iwa+V^S?5Glxp8@{+Wb|)fIP$JUdddMQF5x5{QR%E zw}q|*WVAB6I69DbYBYdaK|U2$E~8=`c&PGgUYhV+#++v?v$2x_!p}}w4ky(-DL^~| ztq7uYgz&|H;S;vTuWO>e$-756{R?Ty^q%tot+u%R?h~7N{?(VB6zS0!A31n+qP=^ZimP?{H3yNp4&9mp#j&wzFzPdy?) zrRD7n_c1-(TLrW+NJ!x~KCsKuLj3{Ud>kY!4F=#e{)-wD7Vn>$>f}kroWfQiV_UU3 ztYZ_O6w4b-O$erh_k*{J-TOoMkTm-fZ9HwFq^RGDQvB$I)#`AQqD%a;!s|B(HxiVIxcd67X^A=ga!8_Sf0jA@x)~CKAM_ToQHwcQ^cDRR zc@0S@g<4}M>k~@lUB7)GX$kUSOzKaGPMPEibMvO&jg9Sj{j?}AB3W`3`9X&f=1l+x zS>#_DRR85^{f~=)-2}g%!7hdWpL%i}OhimX_C{8)fFn}%bTDPqR4}qKHFjZCaW!&z zTbHsmG&g0`urzV8AY$j{Vw5zsG`DaeVrA!M6t%apcT#aMG&W`YV(MmTY%1Yo=*cKz z>Ef(t>LhA!>tJtZYUcvW1$=94Z(^!w=w#~*9OnPrfQai~dvYdXep_(0wR8UGNQzFT zCYHu7_D)1B0s@TUmNqV?PK@FOkhZjZ9! zTTn%*KcIcZjw)c~$L40kHt|66MJ@bjT7A^2c~n>IcPV1YSmapqgOA#0rzU;&y{KOc zCTgE+OJ7a3?4wFG(22{eWZuL_|E-z)pPHcmXq^Hwslfk#sG`FDv+|!?147RKtN_36 ztWfJ%ZML-*Q46Y|xeRE5Rdf8U(NH76T~xmtpddk_sTMkWt1aLc+!FD7{+pN_t157A zMu$-~yVEHp5#Q8y8KYP*(UvPvy&zo>!u~@A`M<~&|A%(;|32h@oZSBqb$&GHsLeaj zQ~O+9YUqyNdRRQ~-~Qy;f7JT3l%%0_F6(9FTb;Om$J0apm*`T-n$p>D*N=@=$4$qF zo4bD!RK+6H_*vWY2MQD9S8rV$rRH(pKKdgd)z!ZIJX$dxlI?E0Iacb!gMwdWHJC7J z;P)hSTo+HZCOcDP^zDLrOWnkLhP+iRsSL0N{yd}5=r1}YW(e@f9a3U{CM5+ zQxyv>wUR9)uWO`8;4UTE(Y@VO6@x1Cy35o9WLi^8YmLXz3&ptqMysHAm!>maPP78- z`0mA0k_}j{*YP_wi1msAg~8}wuy2=X8BEE?Y_bdewtV|CcXP}S)_q$}@l$qI-#)H< z52H2f+obR0JH4a?9Lug_df$_~s`(R{t{SA$EBPNwCDk&TK(*T#DxUiT1f?q*;B|rg z;Rh;Wd@xg+>@KaX;y3o5{g_h*j?s`1jj#->Q}bX#f5!!_my6=}}8^96(SP5*b&U zr7Vk>P+Rq1ASD!=M0wkLsQV48wp!3yh0c2z?b#X-C>n(C)>aCwIeVS34?dm&)S*sr{B(a!Ln40rCz3s-y%6V?H6=RXYicQ<>--oq7m?`N*gz} zN;Cu(%qovMU7pMKXp~D!J<}r?xoW*LGz$IrMAh3%38+lFco?YF`gLbp3#on1Egf!k zh7<5C$pJ1@ZNK{%oaDU)OlA62%|Q77XQcXUtKln6@@nzOs0EeNa5gnskNz+A-a9Ia zrd#+OQGyXsG7=<821$~JAV?BMvVbJX8OdoF5e1Z-B@U7qB6e?d(Zcsd%pX}UF-d$7p&>->Z;m%SMRRczg_#c5zIi|;;9`VN3x@?FZb`; zv4E*s>KbSAo4htv970Iwf<;C}nBT3H_SC(;@$plKyi7b0CHBKa3rJ)$kuODKAVQhz5HfT?GFbQh%ha zx1Jv60Y=`A(BM4x^-$9RQkv_Dyx#x3@kwqun;srT4ini}m|MQu1r;ORE6hZdAf~qz zhTz{^7v{PyXt}d)=};)FrLB*(1WY?Texa+pJ{K=oSATpkHIns|Znw$b2h^@_e=)BP zau0R>L@d?F!sW-IW~DqAxa9Q`(~OWc);{H3YT+WDhT>l&W)IX=R{%+p9hF-B{Z_chLA30?`Y?2IKcmaX z@#OGrj;D!lKf)}S-o!*|^KA(NIdh3Uww^Wdo+bs7d+U9p>s0R->7Mo1uD39HHF6yC zR@dn(WZ=3tf7ZXfQ?$mZHVy+0;$oIPO(non7nx57n`#9t|7|Q+EF8W!UQm)c?wUri zkM~3b*jrD*eYU!V6WZU(`+1YxRBI zzT_9!y1H1fS9t5m>z@r=N%Pc3V5mX)0pdrqCV5)3si>aQLeq6KbMxra0%>x``qAPE zmuP1w^O!5NPiTZnJ^IcN;xPGH%1r{C(Gh>2pMwtc8t@w4(FWcxYr1^S7rnb_&b|eF zVS$O%>kohdB?+mC_`Q9O)lI`03t7z1T!4`VQ>4+G2i?SIu23hu8V~KM{P6)@-}e3G z0k~TSr*2>F(_NziRzBRd3 ziQe(*wDs2YKhagR8_oWtG^zU|ym9t3&TcIVNIDD~-`ao+G4k_pd34%_zDuHT)ks5x zh?TwNu+jao7r0ld={`y{aA}9W@x;GJv8;qf8@)e_$Zlym_I5Brq_&ImEf<1|0L(IsNjG2i2paA zPfJOjUt8VW-GS*ZS5oW0<3-;1<3;`xckqALUljW1{^AWmk^jnJWD*n<7XHsUhv%*b zkRN052Yb$<)3euOKuaW{Omh1KI$IbA>B5(aWZ}9<`@ zCJak-brdu;n*(RyNl&HPgSGF(#>g_oSjMYYPGe!#9F9qIDeCOg51KCgz-tvz3(u`> z#4HyuzfLbQDlh?HV2jb;6=+HjC`|UhJ{rZ83Z%77Oy(Cmf_=NMfHKxbAu^G!WYq)V zvOR4z4wHvy5Xgfzt)FtKIGuzL#QKQ&E=cwo!T)E+|Ej|O?7T!G3zvVzv||T;8;$V+ zlDA*iA&d(Ez5RwD2v(ETx(kYtC8N&#&>=@{%frL7f+7Nav$>{v_`%}_QTI~)n`NJ- zE1)^0v2y}(!W$svdXlj&{$|`&5Yt1%pPTO*Wsg$*Gg)ivaMv9!NG@foX{t6ej*hQZEQ=(*h-gb1847v+({~tIa8>m0K4B&ArtbAkUe!TooC z%kCt@^ogeNmhS>`ZUcc17=t>NCTW9EDyksa=e8JyN3leI3lP%VM5#Sw-$MeDt&3`x zEsu2ty**pD#q%A#O;8;c;Jh07;lqdKIndjwu=YhXoR{)l2b;yd7|}#GuuUq^F&p4) zSLQMAmp-n*HhuBBS=m&87QNLqQx=>|o#CqodWY!*AzP)%`;897G{6#52<&c1Fna&X z!y2ZHcfg~{2vW#MLCPCkcR_F87ZVu4>|TI?Z9NID%2B&9Cnx}&8$WR;6xcdWlR4%$ zDJZ6%jCzB7#fbpKs(0;PAn2_^glx;T6&xw(tNYxqlMO#^5) z;>Ho?Lz&W4W*iylE~&2Be%K2vtY0gpk`&lLlZ-n318>MH*Hx;@H;ZcjCY9YBT^4yG zsXCf~eBow?7yquUkt8~l5I47HJ{}ax*GWKOY9)%D7L)||}_(Hkugvx<}IZLC)I*Etb#xAr(;41RFAP4Lzk^*el= zx32KR&6?v-hLJ;+31A=RoJx3uyRNY@`3VFVL9>5ZkH)DeKi-sM!?5z|?JeCmm(iSt z-TDnk@*A*K=S(`p`r_jR?xQRy%y*bJ==I0R;@xI#|64A@7wZHBST83ZOPd+dA3g9DqY z1}c-fa;2Rgwaz}&&vea-$aSA1mt#hoWonX2mUjwt6PJa3}Cv_H_%&Dt`4qO(4;Cu4j zN;;Q~5~hXPs8LT9anM_Tu)Z8E6WDcIY(I^ViD&~F)R$B=GLlbeknA>u(i_b$3ML+Z zf4v|2UdXzT%0$3c7S(DeIw9ONc`XRn?aUSN`;pk6iD&a zfVE%w9OHv9qI1H%#=e=ruV9zwkVuz>j!`P00!Ohd59i#1Dp;4Qe&#%04cL9<*-hV% zh56l34X-xJXq+ELdJmFU2krx6qJ|<=XZk-6&oXcO;b;b!qk9wFr!i*-U%GUUD62R` z=&rx^MEIYk&@O~5@uHsi05xh~(bnD5HEgJCsM~Btr`p64&v0{%8M)X&gG#2K2)MGO zPydWsj*2IJ5sV$1K&bK8l($TyQ(InEp(GQ=E5v!}rJz9|Gi>nG2#;G{w!rGFBe)f3 zymTRse(r!wlP;SMN5vH#=<%x#wFcK=B#LL~#hhnnY8){A1b69lvjS>~tiy>7+0{p$ z^}eqTg*1ehzxnChZ%=D%_BC>;W24B-&cBLlXyhbA?;UYlA<5p$Z^3ob%-iwIR0xo~fg`yaLygqp?DU4@6!Wj5zq9p$`Hp}9(r$dT* z$|TZAh7o_ZTx0O2venOX^yFMrP;gwjQ;xQ^uy#!lD0+zE>wF$`AU(g&a$EcA)zOu_ zIoAu7_~(0!<=)1OzXYvFpg&Ac!m1A~gfO67?K3ceM+`RTS z3ZFHpnEBYn6WrPg{Rw7qWW4X9@t$h@3h;`%&eTbgP*|N7`LaUTYJMx=l7vOB(Gt-# zZh)FI0|%0abWJ(dPRsrB`sqpyGR}8m(Vp=|6RV-Okwf!y`He=jAr@XS)@UqJBB`Kj zkNhEI5hf0Xe&4|WWgGw42_&!QE@-U7 z_Y0=&EljZNH5VO-<~*&YuXR}f2NGZLpy}$Mvi1&jan$+#eJ1jpz|z>T*(4ZCqULQU zmTtNbazY{|Q&|nYaBiMIOmjSDl6=Dh8O#4ce8|u0VnctjQ#I(uOfE~M9~4scv&$x@ z%(M)5B6d7wfymD4>e1gXzlR5kJ zg^k?|!C?eq=4aD`V@`E6z$1&b(?sq3(V68Lt6?SibXUT2Ny5DB*7|}VZ8l1Sp za%naXo$PG(w|c|n_a3#XXdn?-Jcx{BiD~+A)i(JVylh}QF>ij|Vc$<04Cjed^@W06 zUMPK>v##o6oD)ssxs%4LNZDk}km1$TCFA*oix~aQ1~Pj-QBq2z?`rYP?MEjgfAj8p zht$qz1q(6CnUnkJ^NLh3N;onOtq{Wko;#j?fP!^ge+D`u91NzR{3 zbv$bIdk+tcp!22oeeI>h)ClgLy+rGZi0(SrK04*U0QNnX%KQ`(@-#9sR4P+7TB(&w z&C?>MxT506cFBQ^-wf8KT0s>tm$`e8TaahP%4T(*{53asCoV4i;ZwH5V8Kw|~5#OHgms3GWlV54+>erlYe^-Zw=Hy#% zN<+}=4va@ZBmrkjl-9mV&ex&+?8FwHFIB5+>-;V?X~3hm?*_@fE;{t_YMg7@+OnKB z*4NiEHQh4p-P%5#n4F|pO}VBObuF$d76sdhkBc*}Q`5_vM%k&T#F zq2n$^;3gQmr7hE36UQT}Fa}u5qe0z0e#SWy7t~sR4YyvshExTRD%!qG|BhStKt`g7 zNMcV<=+4QHeTZ2e>zxZ$j#G7&*gW{?^up$YMGpx#rGmWEvJ%b%8FP1vCtueEf|q!4 zig6El{PsP?BpyWX<4(Q%}z{ z2m9KIiQdY7)cmg3o@*1SpHzq3h@^N!`(^?;4G>yCJt4`)hIh>yA2sz+Axj#&&gk?s zq_A#YtL<`??DWQInOcI%9Ov=I70&0<44jZt6+^Jw2(gD8`|KR!nuFx>+U(N_Lzn6_V%yf61-+ z)u5^@C58yYCcW*?j@Wo2(yq-g6wA7)&D>N5&;++dl}_lY+h!k8vV*&mQ%S(sxk{oa ztB7urc2yN|UOuHn##L=?Vu=hwPR^c_-8Z8z(9_e0DXFWjKLJq39+$F%To_`CZQDNR z#-DCS<2K`kaC;u=r#Zqdmlr>M$~NzM=ClAlj}(i-9+yQMRJ=Zb zYPY1!my3-yox#6P@&e<99IZXJj510UUPi;A$ zpPC9mASU#5p?bPC1FLabD)^Dbv9Z|AO_{A>3kARPVLQ97(UEiUjFVmby02toGV3F> zmX@Ws`T5aJn_Vn+)teu;_PvC-_Re<7#cfj*DOxR8PGqG^WUA#SHkX*N)vXi6V{&n=UUpnii|Ag z;+B!{*jRoVs;94~cP_*~=PV;Agx+d}M)&=E!YAaelDe%Y-_sAC zp}3>@AB$OAlT&chqHHH|vV?{Q1fsypr5Zp(rts_GfA=;+1vGUT1(>iIU~ zBoX5*jL;Xg7rYl8gWJ9O)>F+T3$XR!g2K>+pD$Far*5$_-+jAg_Oy$R_)fE)No#iY z@2qYMeS1f}i9Mn_QbHW-W9jJ+l$xoIN$IS^EADW3AZ`Ic|#7=zQ*6LsrPg*#2X*gW8&1vjq{ z%bXc$4%0L=2qwUSz~U{|aY_csNn7XkY8N!0MFd#!)pg3g7rCc`vv`9KHXl~tF-bS0 zTHC+kZmyWVtxm`kn%@uE)ZR08gj|m5nE>w5y?uCsR_w8(fw_+IpZAO<0Hkl zkg(b#o2AJoNm%?+j!Z6lUL#%fSAux0g{jMsCG+z zik|=021k{+#255GCFF;QhON}8r)9(0~hg#%b^U;r^ z@(b?=$;$8hv{ZTRe7>0TZqe4t5nBJNWg+7@v|8X8FS1K*4G zpwT+#7T><4^^;ww*UC>4s!F>rh$@fnkSD3x8rKL8_5j`R}S{gp-za5O!-r=-{hQ`$# zzFN9S#(wrHzyzdt&->4WHtSeq%1 z({CRj)Xw;_aJ%aVOoyzR(H2j#et8}hN>$k4LR=O+< z{)j>)rU&evA2TvY*}J(9?p`WAkhR&z1SG@I{diqHRj8}M-u&EBOr`<; zSDMkn*j_0^j3b2Mv$X5;j?a3#-!@${1ves+TYXhpHNDt$^${$(2)-(={klF_Q>kOd zQlMY{@$4H{CD&zAV!W&E;Fmo||L*1E2bzQuT5YoztEY(zp?gYRCWgkexa_DN8SBpS z>wR@Rq|V7(=up!Kk6XjVg|qIpYFl-3v>83#*5P)XdxR9I%za`#gI?r;j_J_C9i56#uW!m zbu^8JSxUMq`;sFWpWp_(cZDBd8ggETE(NkG^qY*$y02+4h&P|p;E@bp=v>?}YsIDweit36r*5HAo(I}W>+~hCaWne{)4Zm`1xY+FicOboom5ih zZqO1^X)9jaUT06!eIPTZ?U6yWYfP~Jt@-7d`>pVfhG6b(uKsg&HuTEs`)5%G-iDHm z(^0BwO`h#cy~;eoXdbI^%cRt%AA3&Q&mz zb4;1ZMIx>(uXKbg{MmCx8ED6Q!XMgwkj5UZrfXlmzGsXWvkc)^z2i2MHYzWg82coMN1E^YeKzU*M^NqqW4 z)W~l%=9ftV@6M>H;f>0htS_F<2-o+ zBYK~!_Nr-^=o`}~ws>w(WDokEOLg&bNXzt;V@Ig?MVw(B^;jx3*iyOV7HxF>gTiX^ zHhssl>`x24wMFG5I-=s%oWi%yPk2t$y?}JYPAL1CUuYJBpfeWTJ~m(9!Gy$q_a@?M zrxA}B+uIhynCkGdGgij{9FTjtj?URy)U)MlZ}xq^>uE zX`n}ZU2ARPT8~R`B6p1sHNZeBCP?V=uk;6M_!pnom97!IDXcGl!MvZUo;ELaGUatb zQfn^Sn6kfH*O}g_rEhnZWUW1UVRk#uy;^CvsK zTaF$=A<$1q?ug>{bw21oId)S8LRTx}-Xj!(idGN!%3Vl(S-mJQg!U^(>n{zuKt zyC@QV)Z9f{f7&2wczNQ=)w5(^j(6yl(Tn}=FHhkMO{eLe+p61JGtG=$<~&Z+2j)`+ zQyUJ|p-`SDJ5d>-UbJ^)rpsYZRkb#t?{cl4Vu-p>le-3KspNiKFAc%7m@iA=TtB%4 z9AOrHbk_9Q#%C2)%R9B)NJeTwMcUL(?&@$`O!1D2Db>22~hU7L~7oX0=OGb15sy-uAu{DVxg7?bzpAixG2pV*qwEymOE0!1z3k)30^uG1LN6*>08|s|e zFVVJIVkBQ%joeYG&5a?67#g+}Z37!3(>_iF&e$a*u|Id`VDl|a6WcAdS&O)bPyM{d zQOm>Z=?EgjQg}A_kh#aY>5FNbQ$hM;@1HR>y1Fv2>YR59;HsK0t?bx6o1zzNJQjl4 zw3Dk_bB67^EvqFS=hVP!56%Pj^mU$N&$qu6>+?_5Y-cw&mq8>p%UGVpzyPaj{`gzx z=x)j#rGqTFx?9xy&kd&GUVFIywf;J%IX{&^Tw;qqd^AU?nn?RIJ?y~$dq^;^H~oxN z(ccfrFZJ#rKT{VG8B9v-0X|H3ms~Hs@wn0RQ$|NSoFvdaAqw7HerJg}qj7P$%+0M? zW}a57@p*atyU5eQ%F4_;-5*-~R31dBx-Fb`%q{8XN4-FQIKrgRw@o{G_!>V%ud?hk zbN2CiJ%8q~<+uJkDA{|lYHLfsuP-?%8Mf*+op7${yt~s8%-=s~Gs8$$NI*{wMyII| zRB(S{;r~_os07atIoK1sI=s}iAmO^02fZ-i*`IRvrj$iBszmzBXEYwI zWn94UC@}{v?(MF%$+TmPvA`w4vcb9y-7kqcPGojXc&B$|fjy)y;}gSodlw@oR2ATL zOjp~jq>2!7>zg!~cR5^~;`N<(wG|bu3Np_-K61=IHUnXlD5%f(Lde>~EY5$1FA^xn z<=kfB2VC^g@|Lr?-$Q9r80;W^KJQLoJ}(mYRqIeEx`OM}C((Ttzca%fK59)DpXjOT zbu#tqxdBaVrt`#lT|l2(*Yc!IMried&q!qW1ka6ykJDCPkqZxJYEn2>=WNEu;kvp| zE!~>NN;j8auO`e+ZtkeNTPX^u-wByVvVs@F+C^{XT9}(ZbP;>4qw~x}q2AoD4>_4! zTuCvLJ@&a1ZEdputG8Db^Ao40qEgcK;CT(wUD~(wp%~Ysmu{7|(bh>(7u3H5?isic zdTM}r67dDT{4mG3?@g5q~KQ)|&< zg)_z~yV9n4jHl5fBRN{yFsUuXy9Dx!SjOFlWqtPD=E=_$U94uD%1Y+eyj)63u(h>b zYECF%-XQKg9}}hZlrcV5utLA=es0LXFDbB)5VB)Rmiex1=ttMCBT<*Va-@=tb?>2j zp7rgWQJ5T_3vQf8s<#<@*(d9wH+*=WS?1!%^+?;XR<5Y%YKDdZ(US~p#z3G(!Adp{ zREw1XWvxB1o+0hB8Irez%7BTTfXW8Fv%Z)^pe;OXo}Twy7AD70aoDx1@ksv-Qp7IhWyYiVs;{=PI@hJ6zPc>{fl9-jb;1 z8(Q~1e5>uI_Kc0^pWe6!}xe&{AA^Af4!m*RR}i7(j}v1 zSj6JerL7Q>;=M^%*XA2PxQy`JgFsX(FQhc#pXL{j8)@l^>FA0t)$+RC3oA4`pC!wmlQS!;llcU(`^z@FRqNk%HA-VYsiAhOMKZHhwx68V~TRX={ z+9ReT2Xbm!4B&ZVvX$>0XE)G^m~D=tY*lPc!eyC^VLA)ZWqEEbqSwKp+zvf&y?2ag zF|}WCzsxy5ov^h~8h=keU%dxbtwCns6jgs&Hc3xg#}jb(zz8204RyZ@;Pb&kxYUAM zeOf%hrY)1(Cw>mt@b1geu2P-B70aS^KNaPI{LF;JainR3Ds~3Kke9BmVxGj%$VAX1 zm37=%_JDp4WwcT`Et`UUkYw7oNK7aC!JO9Vk|00gYgYn;1h-;Xd34!arebG13jOQrc98G%+VX!hb z%%uk{c8{C?9{WyJY~-wYlgfUZR62JR{#7l!8YsBk$GXa{hl3S!#FTIuPgzjmyI;dN8jwk!pvE=$l`k_el7c3M+CIrI2}f<*%xJ6^w!Cd>!!3?`DKuhR``L(z~R9i?NGx zBIfe$-g6N&TYoLDexWnL>D2QwY{2>0-zU&L9jNrp6xVc>-{<-^|bsXUhTX* zb^jPoPU73%&c|k;th5wqf3NqSb8Y~uS5-5|g6XkM+a`W0tE)waZoHVI%Xm*a%$db< z#;=qdjVE${)~p{Pi6=PJKXrBhfgWG@%P%T~i={bLir0@;+|OXCaj+3)RET6OLSspDJT2jj?nOH(A-__WMBfWZieh&c2^E zF?FW-jb75kQUNLP?G#%6O}6pOol8_*8WQ045bX!c>g$9dkO~gMD=!GMpZ-c29c$r; z)>_%zmiDJT#b7TM3~?%JJr+-&qR%0LBeO0XR#sUud)eV%j|qu@1?#;~vM-=Q0y1b{ zlE`->*VD|eZD-ky2S0|uZJgSvfNI6Z*LXp(N24`c0s;2Tqjn|yLyn)Y1~zX*Xh0QF zDr9pI%~;XZ#WI*~8y>2yW|c>&11z2jF}|Z?>*8yAUSe7X#=n~LHr4ibDmgz?JDxDw z`gVW3q)rqP2^Www3=@ zNrzMm3l}!HkAD{IM^*BDOw24jKeBU9IIb36bt}>>t`55q<7rn^JWAByBL!ShT1RaH zrUP15M1UOF;yL{N+R3uF(n@una@yq3W#?s$>a^Aqlk7Ly zC``&s5C~OX!`zd-NyD{%?eX!gcu4i3^RYcjxF|ryFxOc0vyc+qE0*us-w-Q#)jtQ| z0a{468Q~hYJVfD(XsK)yA31+Mz?`#gD9{;XDDvfH&XaQV6s*JN)x1{|)#)5(a%=i5 z1U?G(2>IS34{PjZ7@b+wJpCo4epQL>Z?%kV-yWhO1XTnt2@G3!QZ@j&(y-N>7y=gU zTt)myPP9FT&@maGMnU5ydyQ4NAJ!8EV;l6KGAUFKj9ESGs|kqfKkD+q`Ibb#pp?dF zX?@jQLHB zOR)`jegQRO!>#SK(*1is6sq}UWvVlcSGvrLSRz^9^ys4L6zXCrahNJOZt{8 zhO6943#H;jwZRpyrE-J)`mLT?BNrz_xU>;>!I4ugyHRCs5q{8la!aO&fQ=CDBaeI; zSB6mCuH)vLK*)Y9T|DPE!(Fm$wJmz7@U-Ch#SQ%VFo@i&oy(TfTX!CJ_Q%~aC1;Vp z@-2`;`Pwtcior@HAEv;lLCZn>!m*^;e~FM6e}r1a#!_CFFIuW~c51v45umHJe>_>! zupfFyWF0>C?w;D}>Q+%fH4S;tWxU~j4@XV7RbS?+CgTehgGZcav+gsWQw1$}o_pHZ zOM#eUNE}lX-jP4+=(uYuxT6v8D0w-5w=BCN9-G-}a+~)JVK=n%&l{z=d z7OrSJJG*x;y(6?=0GB{#s`G>L)n&GF^C_!>tIxAROg~rzB;uJJ81SV$ha&pw0RWxiA$J~Q_m;&Xc=O9|N2FqJ4&Q1rW#|(k6dD6kn@7H3 zTyI@cvUL_~R7c->oavWLa_y{sWtpV{N5k|1(tscXNT8tCh?LKE8gXj$p zBU8ve+a^P9;=07&;4-G~upDkZai8TA#QuJY$Q21TUACT z*`grd(cvD=V>mRgkWKg@Rj~)PVK1F&`{h~Pa?^%nQ`kuZiKco}Ank%{%#B=4%YdYb73&Z(`@_GP7o?RFB4&alo4?4^MDt1-eskK_kP5eykx+^INg?<9go< z@@eL@(8qm~qr?5{pOmD}r)OcjT|CANw_e@2qc??T;-HJW-jmn5!|bhxqnJIi^94)Q z?_5hJ82aeEA8+w6xfXAJuaNDMx;NDID^L0k8unOLd;|loi)63e8+{)~d(9kwSN+ik z#vJ0jUm$i;MfLCH-ChThbF%$sf^1(jPZvZK?irflqd!M^XWqAxqE=fnA*OhiW^0;3%Qtr(7>9Jk*y-YE`+lDva-J=RP;Z5#Q%!({Nqag|AO-r5)lyk$8Q}Jz`R{G5uk= zvPo|BceXPfi6tc@lmj^DN17mJ%sUCftIOqIzedafq$8u?_RW>Mk3dYD%r9=Y4V?pM zU2Y+PiX5nY=w4c@Y}7jfP+a4UYrvHG|Lpjm@}d8Dzd{#ve94A~1Re?>>~;o(qxKgZ z_%QV97Z3>14%Q|OB^rN+v&dy*W7}~C$r9)V;Z|<$Q0X9bF&NCBU$PamQegme1&ZS) z@XV0kmH`mJwi~y8$=Cx8kGTuXVp=kQn2P?Of&Xs=^N;uZ!%V`z&nWzN|H?k6X2Dl! z6rdMQF#$XL0K}|hW_EV`9tMrO2NGa?fS3IX@N6W}>4GG9cdK{UsyzevLJ0zF$Ft5W zpnK63ducDOYUzARRoQgm;p8;;z6uI?c8!PuFXjA@`sHIHToyjiz<{QS4gd&WyE2V= z>(~N-rvPiQ><1G7g1x5~B=`Ll#J;KB5a2ey=o5y}jmtL!1xpcplmN*-Ch=zyE~L!W z23XKDT_&O5S3oL%(AXFcU9&;R?Hd3gte7Q35`5=*9OA|n=|G=oZ=+Zd>Iq#8csK#53+06UQIK)AKLH zQ(0NM(ef|E^T+=V;&~qoKb&<}UF1}iH#)DRFB20*0s-qF!IMjL?*}R_vH7V)Ag|&q z6>qjQJJO(4N)*ZXF5=SbitH<+`WFpLM5{r>E7*&@WDM(WIOQ-yJnHMKq9+-GQ((X% z!UQuk*yEYvRBm&{LbBOr9L^M`G@jSWTzdmZGeqMC!Y>1|RC~V|bw3Csu=3shnyOB- z$?AmBs*`Q_jLiD_UfuTh?U7lHueCB`e-uEzkVWaT`|9|6pT#Sy(>94W`8LXkjay$e ztTU`0PbNmvQM8z_FGSGva=?GWv@W*B)^ot|CS&$EeX{Bd-Qt8iHH&g6Fv8!H`}!

rib9_O_Rv6b{h z<68H23+lfHPEPoL{RERRxv-cfhhm^J(kX|j>C_Qj9E#o*&IM@(UjKNAXtl2N^2JMn z{~$Nk^zGbyts?-7wLDrsN7wd@krMVb!0Oxzyt=Bhoqh<4n^j0?S3ya7xSVuQpugW~ zP(xc(Z*;JipY*W;*U=T&S5WYi4co@|0B*{oF6r80J8JHxs7=ZEieL zjPuOzebhayT#ML>E0C~1R_7_09QvUp4QAu*W60v>HAAew0_Vl0IXwLScFvxdaIiB` znu%ti!GWFjgX8Fv0xigM+Er_Mz1QlPKFWO%I6f}$#^7I8{B(&?!8pwd)w;~SEaD&~ z9M4uQ9$yg{4v$OG#)=2F-qX5%$$SnTD{iqh%+(PXhc&UyExxkIVrSf_YZiNiJp4s~ zRzr|P_0pVOgkCb21`E#238+vt*)64lb7oVMTc8FUCGE|+6t`<6xSc7=)3`#Wc;);e z4yd{Q)5QK8A@$qNsT>xqcl$-q@QBP}DsCl{Yp{aCn7zTJWRHhrLieJiqmaT_>r7~e zE!_Tz1)n7(vU5Bv(Q%M>F^DD4Oca-DG$N@`rQi-(ir@mCid5_ydCQL5zPB7A-|jQa zZgKq<+fTOA=>a$Yg#zio>B9YK*;W$qz=rOL z&1T_5_HKpbSmyBzIldY?18yExewChnTx}QEdu;FcrjjiF*>?QCE)YFoB5kg z)0IxVzAuxl8B9MyrM)dT@Oi0ZEM1r*SN`Qv$u=WfgsB!oC0OsEnTY6T-MZnuGxa}C zZnvlT%q=@!2GhC+ES7&$=Ve^zyD3@aTT!+`Wc^49p_ID>(lkn^5d{fo3unLabu=MZ zPVo*?TDpkGnd=K3wQCyNIpD)iJmR8Ozqxkuq-UygJ{`&BT#QR883cl&;}>G@I^a(n zFOq%@G64&{kEnmUvnX4;_8YYh^eEC?p)b{VNLg%6#g@!zfD`=Kgh z_GCw~JAeA=8KXK*x|^EjyBY$EF5t0-sU?<4WmmI!;vAB~aQOoRp+fls4=mR_HIGfx zzcvs?GQ`@;=V(8|kn?rrRwVXz?yXlHrs4ucxUkDC10?e`G_yW?V?=ub)N6o8{dXA~ zj#COvU0);1)a|ccM0Y#TTrKAn#^UV%XMI@0W)Zb2TLB*_tr7}Zk1ti+%8ri~ZN%5C zMS5C`6mObiPtv_2zFS)Ru@ec=-KE@Km3Z!GM$6cYnIrV9ofi7cl5IIoG>c!W`fkVl zoJlowse*Irl}^sVlwtp}w0hA|{&l0UI&`@|lW4SDTw$vPQRq-J<&og>Qs3N{*zv5) zSks+LmThWq|0et|C)aI!JacoehUc;Wm{JrNrTeyltUx2Z&BR=r?DNoq2D9noPkyn+sPMQ+RES z6!AAtoqXF}pEF8EIj(WP)@`QHmp$^Tz*T-z=WU}uuUs4=%^Q`Jm1(Fx1J>d^G#nha@Yn20Bh|V!Zd5wR$h-;%u(g{AG^_x7VK7nVN&ch@s{9wQCR)5 z&iDV;r`+zZJzf|u3oSL|OR=6rxR6=*P-tXC>`Bx34VDecGOT$0BA^bz;(cD#g22cF z>}O}XY=^t9YoMtb%vHXmR$BM#GY8f95_KzATv$@~gzicpBA805wu(1MtDpb@6vud& zRAFv7u2K^9)sY z)h`Y_ek_DsR2sgXt7XtB0vGjU+7R<_HZgdGvQfSN0-RhY|__EjN7me#7^+#&eTaMIo_`m zb=yJ7=~NqFw9+ck-wRu$Ip@PfOj&PfFK%ENjnB!)F!Rq=3JkW4^rK>)oz+78=|?sO z-ThP@bj;<@$}6=C!EcOtpu)584^O)+MWwFIM7w6W`Yi z0-n>*P(&!Uq7*=^tSo@dpSKKvfjW{mzH#IiEf4rS-*Jk#Go9u3ZaMmjYP}xLK!1Mb z975gyIpQkxUE^4UJ0%=#@bS)~kK%;g_;*fpLj5CL3&Y`MPdsurM+OL#`LnF>pKLkh zbhFpWc@dLD=S-N8ZPm*ai;HfyeCpSWxi%X4rdqT(iAs%X zBk9fWx#rA}d4S5JNX*>@3f-6uL6(=|p3MlDIJwmoNK$RK6sDmV9w)NZu(3_UamE)% zy7Mxrer)6jTn#Bl&f%Q21}lkdh3k9)$H4aMFUjSXVC7_ci=ijl6LT@-2R=e>85E)YENy5ewo zG_+r&uPC<4pzgKu&mn)A^|pQl7;Lj!JNzE)F+UvI^qGNnQo=Mx=YFnesJd7gbiN+$ z9@!B}caYBwI!&1Vv=Ek=E2L@}aMrmO#f5$;GC(6P}`ss|JU74;fut?L2vg9JJ47g6^0B9Jp5zV^< z3QNTwxutNcqdWFZUJ4ZwnL%IFvs9pLzwx&1n zA;>MX?2RKnZV``x&ewl~71O$%+8f?C$)=SBO)3_()QSbB7Bw;{FYfLZHfAp;BH01^ z59U=10bsQ{R_1$Cbw6}`siz-0%U~R!*ZLzR5wP}3*W$P_{<>I16@|eEC*}$fm2hJO zT{>d1k*$9omSD9NM+jO2a+dgoH>@Fsnmeoj`ko2+LA6K0@pdDR z;rmI$<&d%aZdKnJg{wSqI%!Z$6%&7hvcJtBqhaH&f`70KLMCyF1IxR*VG!JBQYx4vRQML zKOLN|D=L{%sN{mDBHF8fgpPwwQAnt;8+jA^tkf|cl+c|iP98s9S?933LseJc>#;e~ zmC2rm1ouunW9x1%TkT$tR1*?9=MF9CRrTB;i4U#8b`6oFlriAeAM5Gx5yMu@JNnPz z=xWP)VhZnEgJ=5+MQ|T&n+}gSobvXf<;KU6tdF%n^xsV#*xwgT*siZGJfcLPmP+Mk zoqNUdbxJXc+gnUoxe$B*rvfKH&i|(TALWdG+TO_b^36Q7}E z*D)n%Asp=7ZESG*JI+BX<^B%7Zc5JdFV!}7#xAKYk!Cs z_MHc?RZ*}c<{J8CYgFf~)xjJl8!21mfMckTCTnOq!jvPU9YfAl~B*<}EduX*JKd#z5?8 zPq?K^iqLgr-TLY)vJ<8>IOYOswa9L(MZ?XJsnWjWX9fo`=FrWUsCfo;O>ff(!v|6G%D@*y!JdhCD)nye6mK*mUoaR5k0qeN6o(L>+ zkBy6e8YcH61)O<&QZP{}XMOknCSlddR>u=WB@?}aZ-H@WKJV9VU`Ug<)(m>eHAD8A z(=h1c6K|OZ3D44i{_}n9bu0JQX-5^$KDb;}`V1$va-g9TZ?c$>{9Ynos>qps1}MKP zpThB$#d6HlbH(wvox$m}pK3-YrTAAKfrfH~OImI*Gg@s0i%$0FyX?pCcTtrHcxOpB zwA`Mq;Df*q7SD|$t>}=lQfVB1mwy;OeHuJvak<~F`8ZdXIIJ(92hP~77(c0ao-FEFZj>ckCj7A-1BJp|RBRYW}c5fcvxRY3a zf~~0yHv1lwVCu}ir^A<_Ih0~$)>>!JZgrI}+w$YVEW8~Mv3aT+pL4VW^_j45!HnEI zxIy^1;OcY#FM>`~RVG9CRiKsrvIkGOZ-ol-e!cGysdo2PjE(OMRf-SlVF z#1uHT)g8r-#kNL^A9slucg2*tZU+`_HZc4mpprC+>J^=7dLb)ZrO|>pv~?JJT(I=SCwb!AyV|N3 z33Glr7a!S`A;LZ^b*zAVEu-aU!bjv>b)2L;{CTNrMlWx55`idyAeHb&a_S!MfAz4G zwGQ>pE`cL#-TERTQTd=7dF-LV2?@gSkck%o(zzq&3%pptb-Gl?u!m=lFI%p zvB;9SSZEXk378JvkuDIV0Wg43U%JN8G;v1hTLahEBDbOv z>UX%c$`nq61O^-}J*0#8_b<^vfGnYsrN~kaZ`m?lNZ+|S^BYw!_{-K6zpgwesZ;kr zOJ1vF25H;pZH5&_9Vv-0jWb&Y34x~|H@@!v-Iyn?Z&L4%ST}9nUdYg$Gc*~dib0L6 z^M9T!1ZT*|RI^pX1(eO$l=~hj_>pr(HgcqUD4-P4Pzl2^wiN(UJ$ch;@T zDb(gZ&r*74OcF=Au@EHS3lt3!xNVW~)$?K`qsqCfGxfaNb3Az`iGGVGHj!^7PBnhc zr-3R_}W`5c6f-%_r^^!N-pn84tTja@ESp|yO^mp|9_blm{jPBxxQODaOPq*I2>Eg2V?$f5P8DB$q z%00KYb>`{7Ew|=m!-*GfQ=a>8alFZNP?uR_`9%O@L}MK9A2Cl5?{N>7atmE^$e$Y? z{h)=PXSlw5Ql(FRTreb}=!i;^eN@97U(zD;()9Dw_GuxXkC!ix{h-!;+w1#}w%SNv({>n`7$T6EfhDC`Ww!=sQwhs<{b zZu%;`zJ&{k)HXPfQ-d@{m)yk}LQNIzx&aK~Hh+M#hd-1+AVtT&Y zm$6939fAzeblErwTY(O9A>6ma^UHHMD+G~}PfTbQwy)t8u3h#qMRvv9Xfq{867}=k znrp}kOUTP7Y8$LVE1sJ`sfxF+wD*XgfSo0ckP^AMv zCWw}9LmjomLc6mnZH(f_IUe>zyAf{mxeUKA2CV%dK=}J8WdEmG)fjoNW2q*Ev`75V?O-OE$hj|GO5b7 zH`kq?J5gF(I?LRLKE@moB<+!Z{!3bo*o{XKfmE6mC8XK!I1%~QKZyF#`xR{ zd)x*+t{Np+(6o$3Y!I`uS1~8-`q$u{xty!^=2TdJ_P6#)!l0GHYa3#{cuFU`DtD3y z`%!8Evc;4TTSty5(tQe0}u21E6afxXXZ%~$&=n?R`ny3O#ZqG{4-$h5)s zQz?V0MRMo4oSIF@t40WFt~e;(T0v9UD;(azR%g`?5dPf!X!7O%(r)pzu071&5?ZTy zrx-y>8>JkwiElDQb3ar5$bg}p_MUib8PCkkDx{TlTj5sJz!{PTvhrx+z{9pNd+NBf zT-77nq(svdRXZSRoN~I4qS=kl{(T6=$LB>4gwMh5%+u%A1)#X6S~l)u(-bkQoAu)f zd%6bn43Cp{LXDAzhcEU=fZB?Ssdjli6YZ*+#$QSsY63Uc?n+qVh0jglf?K{Vv3#`g z?q3>f-o(ts=`Ld`SkJi=;*ig{nrnLo+b+}#tko(;Nl=M&pobv{a7fZ^1=A44{Tt{1 z!QeLh@z6ErG@bepOlrv!B_}rP;9unm#^(6f>02Zyq7|H?;SYo>S6Y+6>b632N(|rx3-QAlMe`n8o!&ue1*7Xwtb%XkT{aWTIVa6*_9KUbUe-dq1CC;L zY087s(4&)>YcA^NCdpp3RT(O zD_h>2^m|#oWdzNvtLmH4+77b-WTjlT)Eu>y339hU&(yra4+#NixtJL|l?=oC=zXJE5gnM>aH6y7 zb5N;ALqo&&8d0=UT^6=AqVLis@$@v zS5a>Glj!1Gf^R5dP!ao`r1Tm!1xcCs)2l{huQeZuI?#yC!Ow2ZsdksN8a}fF40ky( zkLU|rX*O|Lu_NLfQWMR#uV|Pf5x}PWdkylV7A$)$t=gzYEhBcE)a#$m{;b{4QfcII zCpJ9AEc>&=UErAJLF-X8HQ~pFdL^a&L7=8{FhDf~als3sS9$&ZX%m-&R_ZRl9SXM5 zP{osGXIZy?;^&ySwz@e*^CB;WoufZYAz7DliLEwrjny#fGjbYIW%~aAZn9umu{)$- zi(<~O?6bR2+?>(lPIjpm{9w37pI6U0Yd1uy^kkwHVI)Tz8!RKv3Lu+_bK#4Kcm^%g z=%edG?o}B?s~Ofe3Dvi>_L`VU~)B%ZB$9fDNJ z8BqOFWRPP=<}&?pc+Oty(>xF;w_6Y$j-6kasUv1p$EVDGJI!6c<;45AAVzpfIdevp zer?sYGWdf3*-+ukMEc zDPD&ph2(|*qj46&t`9sW=y9&aVe>kPr2l8^jZs*WuT55thN-}_CY5&yW| zF1`Do=jsN#gM9UtwzfNntmv@7zb3|=DTdZ4@y_*Vp!RE<-ZHqZ9QmKM+`ww_AW^t= zUR+%5R6-#^g6Q&eTU3d1@f&LKH?bBBa&PXbzTkbNJJDWJSSyhC^w~h4mGmfB=i?{n z8vEyXYY?oP=c|ANb2U7>)MM2kknV@8V4};HM=pYyrk??(XKJp!=|GiT?Wc9P92bc* z{>RPY8wR|2t5L2S_|jyp&kVhrTyGj)e@PYrM|{*g3}jYRj?J@0=+Cvwkc?3&&nRaR zLY(>Tl>IL@goL#pw$@X%Hl{A);P_<${y3wKWO1xmSJ}r1!Wa@C=Tblqjz)xyC{>{q z;^R`{$WlrNJ=d^~0}{)YIIHQ}XqhvGn$<_+{`197SpCh3spZ+Ml@KC) zIb_rn?~L1<84Yuw3kKt);Nek*^4E&W#6Qh#h;EJA@GWY(NY2NGb)Jr>VNAV{w*fp?)rI6(i?WfxLv~hy>#OI z??rLk&K%^Z9xOQxi-MrJ28jDGz8fF!25Z@^C+51@H1RyIa6l%p z%Ioyk{0?--i`6hDy7##FiD!pQI^vkvm-3bRx)(1!tN?}k2CDE8az^s7=a^Vl=@UZrnX_|1J|>^3vNEQc{&qp8z&M$-kj9X5D}GDj}-O zCoee3YtH9_|Ao1!oq)EE_2tN7iWldClj*%$`}q0Tnl(wUX^VJ3u%YU>hX{IYM@keS zw{WqqYDHFC=HrWl#yK^kRwCVi`n<9ov#I`+OitPwy9wM2>mg(JbzK0y46&>1^mu?SN*&$HM&Pw zm!rlsI^a>UPkb{ex0Zj3i-c+@O+od7AHiV#_KYh9gmxpMz*x&hXaCr@)`+F*`5+?4 z!)H*j&r;JZd{`q~!4f5P!gQC1tuR6<^CN1e%q3rc09Weeu;8yACURC zx`O_mvZoxGq)GWRWqKRJ;PgqFUHkMme?5dTZEpD5^!gx#K$k zxu@*Sq2QOqtxwO#tH~`jKp@iOu)+JrS85{1oME^~L@FcL)Svv>mDcc@gCu_p5}>NZ z?^Q|>AL zPtBfMKS0}<#FzWH(XziX%%AZwZ{{f3f;NQt)o!sL=<70q|4$xSUloS5rX#(j#Q;5lt}2IDV;zNkY4>M9YP5N z2vzAFrFWFxkq~OA(j*k=9lW~BS$plX_Fa45asIhuoM(*unK8ckes6i^H=p^wjrU{x zjfd_MRzE-e9^D$c7d@Zcz`$tVhgJ_eRYK6E3LM;Be4mMg4Sqvi-IydY? zlR-YUz+oZHoy>WuEezCyje;d(x}eZ4-ptNeGQ?78m-8cwMGvL%_;MI!WKY8>_7+2U z5OtdRW1s@;>5}QCnib=$|7oiF2M};8tgy`9a9nuobf@4`HudgD@oZ2KGJ?gACdlaF zP}ZaF@qz7y8a$>%>dlv)M^}uCZG+vUKk34SpT_Crr^wTEzbdLW;Tn@>!dxJ+Mw%{7 z@7U&fd%zFnAY4Gej^IqJd+Ja}PHF6yL##$+h~VNI`8V5~FLP3b80yio2ONmbZ_Wl*(BSom}O7?1Z4 zq4;#g6hzc=YP`!oTU9f*FtVmA8~-US3qqO(WzlE8C@9(%rKUE*AdX_Ycd}Wo?Av)u z{vuPmlM`GIo;`kevuX&#)HT{?UT?pYJ6u;=v6uY0u4zcPDlP-;DN81L`3jwFJz`RM zl=j}*q$$BS+2>PyXy;@#PhT^e0L!t}P2Y>UQZ3xY}8VAsEn1Zjn~4t$>ud8;}qydsWGdHP2xsAN{(| zuV*4wWtbmCR*bUlgFbxh`2 zy{jaKou|0)y#Va6z~UM%CjW`e>N#9UDh42$Rgd=zk{iz*o`-+}w}o$nFvF!(5~5cdNju*a=gFy0fx=Nt{_P_mo;N~iTd(h*}V7=W`qs4W559dkrW_VuKln5>96{3xO{qML5xE){~_!>{$CGz%(zN+r|} zyc}Xpqiv~!mqBp!9A>t!%CePgnv;V~!W7xlWXOrW z(pgmWoPN*jA6&hrHj4~@n=59!nV(6KoO>&@PAzpvBC#+GAHAA>H6FRQ$Q#jjww2R` zQ8LQYtD)Dfa~Kh+JTcFi+P9e%#$in=7q~evFAEe0G}@M|7`F}t9m>Y zhGsEr%}%3i!*dGuQwb9G0TsPm{5pI{L5>*TWiyF>$wO2>x}@^^)bkiSK+CxvDEQS} z*p)Hi)!Y2!3hS>&w7zaBL46{cev)6tGhKgik}*7h+1@?Yf*+?%m)THI{UQqh-%57E zle%g*DzGeC11#MY)bajo0*p`neomAqoK{J;kBUaydj@x|URyo^*Z13}XBK_63(<_T z9OUZ~Lck&^+qUalzCiKV(p|Xu|&zQcOb53#TL+b$p`3+dETWl)xE$A7US$#;8m# zNEd(bs^vlJ6c^Jy)4!fiH-7WvPsJnW>^tl`^wd83uv)>MO4$s28nGGsLu00F&Q1)n2 z_dbq=CqDP0SJvDz^4zDNBm1klPI8jsD+{?1v6aHA3+>_dF-S1B;_<2f@F9|DJ=!Gw z0_!Pz)x2ABV|blr9r@nwT+jTyO>Kg1Oc&eII8(g}os;OF>DJ|!*izGvh z3smurrk{n7`b5;ae$o?+ff}a64J_>@e@-vWj;ht_Q`ryp2p^gB z`3XxYGVIJjl<07+i8hn;U=QFOl6H7gy#C&3Zqe8|wbsytT+|U)?>0-!W_=CwOCfWJ zA%m5z!b$+FU+2UUGtA-Nl#^~aP!v9v4J7!#ZG7-5u`fr;4NkOy-ISyG%F*^H)f6L#3@ZNS>r_F`ZSe)fzeqoy zl7Ksosa}EJvxCp8PqTb5NjX}lTsF14csorNW*-mwF0#(V>rjL>KDF|MC8y|;jXq%? z$g$^b@~(~DKWfHRJu7afxu{%778eop&;9>@!sC>KIA6Uq zOzkhEkO!91pz>YBTwF;nJJ0Y<{26>caHp=AWdBYk!F(zXi3Or~ma*Q8RyBfjU*`Cw z3?jq{`y)*RhD%UI2Yn6cMumm1d0C$x%1q%NlteqE zpZNV8x%iAHc|Sy5H*jy{cWBTL^y%UIG<@wG?GjBfb5Y>(6+pgNtfH@;6^;eD2e7eS zj42zGIy|mkDjr;wsr$6_`+2-CG_uM&x7VWO=_)^y5AyP+*uCbpw^APLR3!1Qi`?m# zn^;4tx`gD{JHDc2@V#Rtlmihwn|Y;lrNlIOef>BR;-B>}#QZ5!bLAeTM?u3cvb)ZY zJ$27gj0_B%$mFlhRhQDZUr+>nAzzY(ly$1JW0L{MgDq?cuV0j8rbvD*B^} z2gcSf{wjaex_ZGBAN!??3;F^BrB+ZdqN4vu_Aa6JV%Y#~@-v$GR@bt`GcvC%dj zW48OFvQ(}QyW7~h?-Aokr5#GM72qK0Qfm;s?uTNq-tT`l{J8$P&WyS zf-ko3kv;0+FW=4%-z;VzjfuMVO-2Sf=mCpJ5^PWs}l=`NnO>vYIbn zrCfTqw}j+uAHH~4xgI9y@g0Z!migr+L9vrt{sshO8oFcMeazJNf3kY~U;JPE{}e8L z?RoaMa}E9X3T2jiq1`zE09J0JCQ}Qi$J_wg&x-g(cKOoO7kM%33iZl$iG?b+2i?`W zFKd#vbPpbN?n^AJoz@x2gCa{{!@S*kf&1gQ4Q9)lzZZq?6)N6N{z=2|JbF^%ijNBKNYlLbdxE zJ>8s_cLiN@B{QK-h?}zd0-4jrF57qQ$7KrXo3GP#PEI1vg$oSQckiQlzNP-oZfCKw z`*&9ko5dO+u9=fG9)p{2prT(BPEz@gzL>my)H*bJzIXQ|rlCr<#>;PTc+w$|rts*r zB6DGfnY+?A+nav=qoptNY!Ukg_xI`&ZiR%~C%Lo^qRMBgZ|U=HJlYR!=Hvwn`h7cK zmXD0$CkU9hpea>geZvfS-F&mV5C!ui@6Dm@&^^2BD0P^b8`ZM$S6K!ov#`P0z8>!q z-1f!ckIP4wz%MCDRRsh>m90mtu`bQX&0DKckW%ddw8)76a{aE9A91(+yK;&VCPSw6#(SB*JM7+v?P8I#PI`D(`eQ0Y=DF*&M$uPy#PabDzZ0s8ka5BBjQ_>GSGL4ShPv=ZM+ez=D8 zyAxLMJFs)}6EB6?$+xC+zH{4^Ux!!s4pPn9)-Gf=xQ>3i;>$;wnWw6{VmESU5Ms^j zVh53h>b15sOlQ>g`5h|1$U^VVuetj~=qf~1mn+tLx4-TS>i`WzQ`_>B{%AdiK8>?U37K8B9_REmw&SgLfLxel-9~IdZes3S z>sx4UHaINJm%{(q|H&{XBfI*uICV(a z{DVbn#)|!i+>*&=h+!g$5LA%eZs25cFJw!9$)D;7So>`#J+ee$Z@ROwX^~s3Xi|z2 zU{-5dmN#_|QDVVRczst*OArkq!8k1DlQ($YgFnzN=k8}_Q_>@VKBU|iqK#;n(=G8? zjgfoAU5Z96rguxLxA=cl1hUL=EdHd)H`Xtla?2$;9CvAVGqW!l<&+NH)~oWvu%}=S z^EXbMJSE9b3gF_j%QSe$o~F`` zqefO^tu{J(;JMdN@wdMW7NsDoH)7&8mTlxxby%; zpE|Zn#9pfD6T7fO#c(vUG3NaT+fu0KQQoxa)QMq2=Tq{I>t)QqAbmA_9)mrvw;i5m z)=gZ1G+Dj_S0%~jDU?WshF-`{QQJ{3U5AdG39dqGb zhfAd^V3>`va-JAiQjD53IvRSgL>#;bG%oqjG#vJ7X6dPt;$pJ>Nt}h{F6*S@%-IQ` zf#2%MW>%K5glCrn4ybG5Q9bp6uXQCd$LeXHai z8BDN}EBqZ)^=)-^Qum}O7@P*x+Wz$>fUiu`)K66HBQ9OtVUT6;^pgY#B$ zYF#1yst~gA2X`1cnt6RPZH9lIp*-=M473PA3;3Ea^u2S2n$0<*?Pvu4`@hPw|N9}4 zu%BKZ87T~V)7f^Y)34L$90=jiR+C4Apv6Ym>lC%nTRgI#Nce%#agBHo`3*X3Dlt_q!5quc)IMLk5nXB|D3R`)dYXb?$y69bh z4$d#f$*zj3$X=iGWVi3{6H&=buDP?}E=`wsye}Q)G7MEOy_w!vULc{Nju|>((1pmz z_$gkHaY)gA29G?rReoZujHkW)qb5GXO{X_zbie!QVS}$zNk%m$@Q9xa>T&GIO`^Q~ z-VToYK)f&R@yf^yl+2)*V4( zjZFJbxTV2Tg(`f)H|xV}3n3e_x2faKvtK)On5y>IQiRW0W0$Wrl9P-(?M3~;OWb)5 zGz~trE)CA60&~kRXUCL%Y7>Q*A}SSa+hvPN%<9UD3sZ3Xda1d6q==J?Wpl2G^QRBV z$f!os+y{t1#b@$b6Go2pTXFPp8A@UU_r>@MGBp5OD(tZ*^*uuDY^o0V%AL6wIvNL7 z0!@e}h#L%1@QI1;JPE_cCyO|l*G9UEyf02(j>wP+ai?Xi<@}mn7*VV^+H$c}Wvl5E zp$y)5TxfjXRqw!W%-CuovqPrJ(ZtquEpo^exXLWFCX}rD`lo1ICEx^ik22uxJ6^tx z@2^x_(gUg;hF#s&$Lz;?_(a$9pYCB}jNBKU?0BiFzT&8gCZi!6R55%5iX-wRnk7lX zhGA2M?Ri=&%BowrU!xOn(fIJVn!v1nZb-~;-~bQqy8M@}{y!-csAAMurddN7n)b(= z`?bmYl+tOLWj}Vh>re$l+b0`tug3#=yfD6*g04PUO{Fz~i7!s#MnqHhT*FqZrq!2v zq;d9Nw)Qp3A7|FBkX!WfC4gnNV^~zxvsLw&Z?vfmd=yid&iDJ7iMXb$CeCd7zE7;3 z7HmQ<_2!(UC}2H&EiiYz+vfz$Bag-b7_PeyGk@E^b$|#grX1dh@L5Y@KexPdKO`s_ z+QBZUXBMSl;IhxrEn6%V>#8)V*P_>hbtX#@R;-MS7N*O0`17~4sz=k%-_DAf(yNjB0|CKSsPs66FOBpD7bvHh=<_~jIjkcYjl(H=!%(i_XXT$eYSnQusSd?y5%D zih;uQ-u-Mp1wnv(xv>J{d;JZ*)v`Qa@pKFN7^~D>i>QJeJlGTBJX_Zn5j&Hqqe|kS zj%p1f8F&)qk5$WcOPBsX>MzAR(K>4 z1t?e^R?6F=D|@oRFSVM0<&+>VDsYsQ$;Q(ybxyoCMNB`WF zE`{v-moV}D5CZV?kuv$UP+n$z#9XE5Og9w#IsH+Ccz;YiaCoulKF85Y>|Cv2nuu22 z^qSLhSWu8#QTw+ycWeUp-PN77v)P6^yM=@g3w8~+7TPRISj&8eg?S^oAsdCbp{5}> zKdv6zQO-(d`-a`T-?jx`)MY&SKuq&IL~`7n(3*hYwki@_jx}SdG#uS&f?KpuClLlj#DjBp(FhZ!ZIeTF;RJ3&g^ zPKwi}XY75wb|Vz3S7@JTpK@Kd^*DhRd6!{mmy@bXxG-n5R1tJPY>CdyGzxfqp(XZ* zg@r8~76^n0=Y@22x&3$5cK_Jb*7}pFag-CoOQLOV3|di5JKg_!dYHNOXOyOuv|+|d zHLthBM=uk-tK8~ru{S5M&}=B&Ac|VjRz!R)lDC`h;~y0!j*1G9INA?wOp*T3o2FQ9 zp>21xtFYI-X7<@p(BXNpl^%m5e$k_IzAMflD@l7Lu<>gyfuPx%+MP5(SY9_^D9&!o zE$J-gHBe5e^LsI(SI;mBObE`e!o%KSdEU=0QyomQlOPFv;&r_Wh#SMAvmSZd8p-Rg zoz*(eN#ARbu+x6Te4+!<|N{I|&i6kfJ11t^GGv zP9}y>m56wD1xuL_Ihwg9D{GRKm322RasAmpHQA#^O_X>16J6u{wPEYEpmcMKiAe8} z<1lOfN?VHxj((_v>Q#$GtthOE>g(JE&3y*%ND2ODmqby!wLvUn+037jLazx$QiYav zn$8+5^{V9t)j;~IRyKnC9ub*>qKhBuw4pGLK$holGmR;E`vSkhLSdA;ZSNxU;qE{M{v;#5drcB|On400VrfF}ijw`#X?jE|($T8(r-r6le zT2Foc`aWcZiIFYz+FTIF&AM^wc(5tb@$(9QcRcD|nPjMw? zB44LY4aT-yqAf zf6<)P#Hyl;YM~)#002w=T>_b1t0-zDPrA`r-O#{LsP&ZqQgFac1An%f8t%0Y+r@yS z&V&o1t}T2B%@v0@D#Y4Onm$hswB2|^5ixhV@(lUkuYZPOFu`xVBB=dsU> z+(mL^gJMpVYGCPw_Qc!Iu69;yEb2zq{21x;^%^gC>agv^)7%Dqhn{BtBp681-z_UW z<)%r&Bt=IBDrD_;0{g}P=lS_xAFAGSDCyi#Z z$-yx~B7hhwDqNI{oz@F_)O3?*&KlxjizHK{!yI`=qeSqI5|AZth?` z``2F2>nklPUFdQT>1(v-8@DaRCLN67(?i#ACZYuU;;vXBV-2AuKel<4rhzM?$J`9u zKgYCSJ!7(J;}ksom-XcR2QCHbVD=ZQaXl^;Ld+a)cokF*@j11j99%&G^DpDkj>fB` z(<9dFbR|2h+8FrAgJDQY<`}hzc=Of>JcP1hl4c$R{T+8r^Z(tGg+zB2;=8Fa+Isos z?fvb?%vOD#tU45$@gT}=Fq)sRAftF8aPudZXP~nZ77*hVGyLVU3Q^06CmB9+I~K}N zUbdj`71`bv?|dyW5T{h2EOWD9i4VGSc9St%!Lqx;j-#+88NTKO+ifGA|_I1CkBJ3G6{ft16Pcw5cqg>-9FtymIaj)vZ*9#$ybTH8je z#Wl7Z7sh%t@_JjnRmCjFcgn|0np490_VtVLX{u>iydhlwmH3w>B42Y}+1aS}hHXx? zozvKT2$Wi}8;3igqVKy-g>hC44PIyHfOj7nG0--?9-dA|6cH9_)Z`=Z>KYQ2EbrLZ z1WHn1XhHC~0X(4~Rh8&^>kftwS*zAMo|e;t^Jee1HPv&}Mab$)?KpieYz^Gzs-rml zMV2(Id+?VC3md3AZXoQldM6Q%5D|^&b!vap%@DpZlu?tO&~h4h+IhiWHt8xu%XZ~{ zff1)!dqfWaO(&@kG>PI+hyw!W|FrH_oC|sD7n9i;%0y)*7(_%}{r%&BJg0J0P%sIQ zKls~PFY!1i*WO1lDSvo51$f2JLAuTX(sXhIzx~fy!Ot=$&YKtdf~_46$u!TtEh4N` zk%b|m4$rF(W@EFT>YS?~5oa1I1YHP+bWE94d=oj<+z=$^QCH(=+Tcy-3k>W{6_zXH z_h06XVYctZHndWB>d~nFm%TNgm)dzr3_-)~k80F*F5KoaL=Ft{Sf%nuXW|C4&nuQNjR8w)EQG;^NmQ^vR+Df`0!v$OmmbIv$_Br$q$L07?LT&! zn|GbgYrsqjQ^L|OZ7zgw=OYV>0`jJZxGH5<5n_muN0Ft{6J7mV|txVl=pvc$e#d$`#4)Efnx4&T7OtC zHECQmj6&_~A;FmfeOFNTrt}negB93;jnDEDI8@g-&gF9~Y#cGhDo2bqd@moUK1*6@ zOAfFdO-Z6{QW~`Q+Fb$Be)482sPGOQx>< z5#+{p_DQ^b-nTK++T32N&`A67lmeZ8#~vYv`{bDPP-E32EMCcClFs5cS$XyDP?<1b z-ala#UO^WK9~RJd)yraA3NDy8mfWtqiqO^hy%=NJy3JHb!inG~rD44#z z@ue}N@tUq*{lkT+RZoTUiGz;2MRh$*o0Ox5vio;ez2z7TpS!Bz-EtQmFIInIQVaP- z_9?>T<>fn38=NShdUS|^tf;XYV`X7hhRJwI^GyYRr@W7#YsYz(eUc4IqZ6A*kVmJ< zc#FlDT4&B4Ms0Mmb@}4bZFA{^ zEnu^^e9LL*{931~`(Adk=Da0Wo6D{Dfh5Pmh=e*7o8}(g39u*IqM&uUIsR}1#XC0&sG^r zWh{GNPVb?K*`PZTOBPND)MjIq9%Y;(Sj;MSej_UTlHCc;DONV)Gn`8{hl{hVIg}%f z2^AVy1Fu`^U>Gfp$H&!%2B7MDelIFOj~9b|7{;?IX1bF@*``pyE2@a}+FxW}1LF4N zI^B1(moVp}j|dQ{tfn3&<*Vvd6G>GX|1d>}OxL(+b=60a91oEA>;=&T2f46zWgP>$ zh!tp_irp0s-3}Zl;VB99?}i0wuR~ z*Sh@%t02K)&W#SGZ+?{hD2%fc+)b+NNe*6-S-FujXt0xOdmB+>^?b)3htWBAoal;n z?XOjw4S&;E{*m&|0>VvWa75RK<0Jw{NHvMmq%xPAz;Pzsysmm}0dj!}0V zCx4MmWgKRh>>1xcRcd6Lo&+@Kt0Z53E(IGZLJ9@MoYN@d{@ub^L-7C@R(YxNMT~`pcNZ2hD5<&$e#i>70vPE(F+ajHi zw^*~qbMU!vg_87;kYhI4FBj(j&M?&`nTaL?coU^2SC$w-V^xrq5n9``H~I0@HzE>l zJ3V6#|1LO@#M*9KQK3XMq6xE)ID#^u>MVZO8A|g__mAjnN~lydBsE&4sGH;bq0KXR z?kMS&UJ$u>Pf+<5Wron5o@zv-^_id zI*L0M6+WK!)24E@U=Q#!s|d=f%GB&sr144GaFBZbWW1k3PTl@~@W)n^w!z4*6L}bs zG5yJmXm?v(P*>;zT-(Z+ky*DtsRBQmY|gkLN0Mv*OyqF=MK*{UyOW0Ghp(z`auBR{ z*w}@RZ!$Heh=B53efesZ*N)$vK5nSDGCNEvLoLSqA`@JAQtJiR`k{)zXYR|gv%NA7 zt%~@9AJ#6f09g=7SDU_*+>5Lo0Jq%<(;_2u$C%pPZl|v&j#o-dn1}p&QDlDsWZr0ky@V3s3=Rj-Y4506nAlom-@cb89 zo*|u|Sf|Ghf6X`@C0#%#j44bSl$f`$IbRWT$MNceQX5rhUxJP*G$}PGJ!x?cfuo|I zos01MB%QU9PD~8bInC>tPLM{B;gV zFW^vUf`pG0N03e)4g#uSw8Fg8;b%#U$Gy4v1D+>8wBk=+i&~RrLF{K_rjJA}Twpd@ zDn`KQwvfSa*%6>HQjnvtn7m0f`w?F>bHh_7q$Wc;Ig~ka7vhwFGXQ}f z^1>SRp@?Z9l4`?2hTe|lSp3}xAtA9#(us~T_QY?!&y zPYZA@7SRPtAgzc+AmfRHq|wqcEXe8%E(G>ExiRI`?h@4X?0-xWJ;WDKtQvLmKoD5l z%7==6#@uL9_LX7fCZFz9t*E`bO;Z#ztG<+PfqvdSi>ia&$cCtK(xXc}^EA@Z(z?~B5 zBYvrS<{>L9d>WQvIv?$|v|1|}GN(W*;zFvt!Wc0Qsgk?dIr!}K>t8({2$>pYd>KX` zYT&`~0)@5ynhAzXZlgk3U2Mp>uiFC;Tl$DDOo1^I8SYh5@es0jTC2+TTG-J$KyhB#%igJY6iyvuWfUEVnTBIB;G z_vSq9E;9zv+SkS|r#dgB@+|)%Yv@|c%sZF)$almqbrSaX7mco)bdP5~Sgr?KiT85>m%#pV?lSvuRY`jc z#w(xJ`QxQMIRF6x84_*$3RwpZ9PmQN2JCPg^s7|nI_ zKOw25MDBP+WsefDxv_I+AqZbpV@Y~o9oG4K?LKW*qTMQv)7%<-)V>uy)XrOTf=C+j z!o^77Z+Ai&j#@3hNW|YCcn}5GuR{x$}h>_M~s$&0p=xncGB?4mK%!=!7o5F=$Hxf{~~hk*iov9ecp`GM6h z{PFg+i?yt>_G<-wg?{>ax`F$inxuhA&wLRFlh<|Gu14Ce%EEQK#wJD%+Rl)C%0hyunBD!+Dzjt8=tG=0C?OqwA0} z@j$&&vtg4&K%%%~udP->BgR6j%sOnz7b0uQx8i^xc*NjWst1co&0;|fV6>5Ck!#ri zT}cmGmXBrlxa_mKd$0{1g;@B^4T6cG(HK6lI2|KHho!&cd<8#wFjl%rTi~7RHPtGQ z8M$TQNf)1JLn}&oD;u#PQK3?lj66?CdLK|unv09~is?y4D79Uuu`-CSk}O}~7?XkM+!j za-~XYNwf)ap3--9)+{WtVif{+2(DDgIkrcz{HmFiL#C-Kd!Ldd=d)`boQQv{4mQ?5#jo=$)DD8EEwsK1nb7tSNG^3a3(pO#Y0H7-<&f*_KuPA zzj991Kb+I{59i#nF#p!PeU8Q2Cshe|i)P*0Xf}Sk&d|?X2;f&v2DByV4u|~dvZiGD z743v@*U&id+p%C&jU(-c7b=eFyb`c4>@k~4ki4hiJMb`P&=f1Ff*5J#Pv`8$0ZqZ5 zCTi}Ir=XVcYZ}y;jKw&tvy!RjgMVqiaEZ>&+C{Qsrf+tN@^_s6-um7Yz!>XF1rv1l z|DrXbZyw{QJ_SEzSJO^+9lSO-iZ`NIDJpic^?sK4+2D;f01CW(rR3rLFfWzaJY7qV z@4Q^ae|qZmHE`6xr1J1-+Hi=`!xo1eBgFm5c=VRf>?umevKGKOALhT9xKb$(qzCpy z%-SEp)!WjqaQ+yxSu>=z)Lvsp;Gk9>1ja0CtiLf8CQ)>r9j^r4t}(4notgrEo`cAG8D*_dk#x?iN}~PX zp~~MKykE(&+K_#@0o8XF@cSr0TkBUi15t7bZE_UjJjOwgZBmq zdi+I`0AiaiPrwIyMm{B$PkR+t{vs24KJg-(J(yieNx>)UNJd-}B$d_5|8}$<@pg2y z8|$GvTK)Rg=o|dbA{$WXDd*+cI$kz-D4&?AZH7?l{aTLGo!hm8(uzIF7WOh7P3wJ` z)>?wh;&rPdlaxrBHz3*qg|;rVphRz+#BhiZ6mQ`Z6Z7^zO#30fHuYXUK636vy+-)h zD4#n90Z%T_AJgKrjd2)T0MwFyzz=V8eEZo_5(@<7GC}~Z6nkVq-|Wgpce}?La2p&R zlLWSIugpbJ459KcSjA$+BMmsUi6nKj!YLB=b^A}h&STnVVEgl8^dUg7D#nG7PM56Q%#`gXft%GevyE1jKk7{1Z7lue?DUV zdy@7~aAho26evhjzS4sV>8r?P@m<2am{h410V)3(qR`jpeVJ|6T4+|gm|Jtt_&s+} zhbp0c>><-+@9S7?F8D7pQqew@qi+tYI|Rzk{=6yB=dCMW_9L}1&b+eCUHUj>JxD#U z_T}n%t$I4C3MDFs*&FRT%bm>yc1A??cthD_u#|y!KK`}UADpYkhkVIv3gyz>PkybC zshR1qB(NYHAB_~;H^6wp8`YJp{M6k3!?*8C6l-Iq$94Myz$&G2<|Uo}kq5=izNYZZ zxG)*+tkOtp^(|XBXNFX}A3N8HxZtgLbu zn@Y4*NFpwR%J@jwh*D)iz(05?m*y5wb%CNJ2t?B{L-TjK3fU!N_)g#q-;EyyaDFZ| z&fmC+wd2ebCjqL}?%fR$3Gz506<;e657v}Z%^SC`W9Gm>q_UE9K4ujo=FqR_kj$BT z3*P0%Rdx|O#QY;c!mr-iz^fYSLbFE6a*9gm*<5x7S$WFPgMH2`+Qp%;lh$E z!d%Ug`IyvI!%mU5%etn*`M2O|O$&^l$o>*lZ`drB9_&7SX2rc1ns6tLC%}zX&gxaaEn_TDBObH%RCEEEu)ia5Tayf+Z;@>;g@fyMbkJMXW4zX)92Q?-HXWYOj%ANy7IIr#TgZz88u*%an6KGx!Pp; zwBo6VxQcDi@mvbYiSaCuh$2?-$jtnOG`yelNDJgR8LaW1woG0#@lS^sIn}Q~5QK`p zE980;8JVqJ%*F5o_2L#| z(NYaFtvi5+F^gpytVRHUGuA_fBIFlY=)Hrte++PyzGk$jJkoFQ$w3scWy={GWA}|p z^2y>4#nA{$l(;2fo-3*y3e~~4`e5*?k7e#;)xF)@cQ0mozNYnJM7`|ba|1M1E2Bo; zI^v{N`bhtRJEB|r2luHU&mAfd2Szq;?(8@3@7ik$5oXHeYx;cI@gR-wF*}>~dz{mh zt8(LVu@g*>b8%uP&KS9lZD zwLs03X|-%-4t;zF;GCU41%UuTP*v`?|0oIW6$*Rlv_r73^;Vs7pQi%4c0Z~`CKyEH z@wSF`av|LiO+d`Qi2fdoj=uPEoNQ*-M;6~39M~hD+Zp^x6=-#d(L~3Rzh6W z+=-{z<~#D)i*dGW@i0Q+?$X~&fTLqRl1Ttw>}?Q`8d?ZV36E28f>Vs^cEL~ z7!erANw+!kVu|}rbg--nP&s_oAE8dY8WAUu^CC^Q_mu-?ojX2 zuuHr%go#$*FyFHB;-LKG|2BbzCVpXDQvX<$eu#hLy7ekukVcR$!*!3GI9?Z#DF=*KNOg5sxgURxPG%c(3eQE?Y*T z=(f=-&<)6Ih)$?_Hi%FHWL~_0dVCIaaf$KiSCB)E+mTNly+PTD?stcX z%mUo(r?7r%PE83w?ZVfLWr(gbOpjousD+=W%`dXIw|W2eFfaMKDo1SooRFp27ib!l z8pT?cD|EWq%ZWg1OKvKmTHf~1Z1d#%Q`f2VCCl}N^o2x8=R=+|#AUGYb6W2(EDaUQ zo~|bcPCbm9iA-4+39zFnrWA$8r{!T0N#e+2mn}c0rMA-s*JC#5(|NE+caZI5>9cCl zINnD7Oq--K_=iFL05d?$ zzXxYCmbnvJ{8iYGw!e!BSf%S+rFU8O*`;DhILl$A$QrCe)5MuMwvx#iRA`&4(1n-N-yT=iq$#HvbV0g(S^0J?yzaOUqbI;)n-`uRJJ>i39^;i_n<{$!t75ZeMH_mgswp!JI)7GV zvF^oOoZ1Q3#2$mL`v2aRo97w!K1Ka>m;g9grGy3}%LQ_j!$>D7R)vahrfU&VJ#jTl zfCbHy{1JaDGfMxtid+@%!=(t|&}LOrj#ClEdxz=+1NByj=9l~@6aHAwKrvA3@m|dC z&ZYmPuzW!OW?Dxq!??L@AU8QF{xOlxCHsYLv!aeE8~PHS_%Q&PveUz?I$%V8k zSE(4sy13uPmVD;Nz3GR_a?5)9eqTJ>Qarr%w=lZ?(P>JUM`NE{)Sh?tJJ+lA4SoyxqHb7ZSJs#@MX&zhm826r*sez;U~(KW$ObI%eYJUe zCKYm`7>1?!$$RwNF#x2pNgbX*ggv7hee0+i-w*xnw$?Qkuv==`5H8jK2JE#vm4AF2 z(FE?%&IZPxQ>RP07PoVIPqqvdZ{E(A%=BiQR*T(3sVyTWEvgH6lWqmu3X_uD3W<90 zOWI7TLCA%?q$Q4Q(eEl%Z2z_rPG4gOh>eZAX5t|e@-aZirl$8%RSm^*HBi*WOWI>< zKFoeG##KqR7!wEAwV0KnX9Br)v?N~o9{kYt>Vn-L&H`ZJu#kF7rtTfE`TXS%1kS<0 zMU^@`#(Cy>9#$4$#)I0+$Tp1`>>$NkSkm!W_M~FUemti-Im=5j$7c_ZC&;ALMAh}^ z?kUq@^RWP`Bua=7yPzy%49;Wg3h_U_eMZ-AhZp=0y?is>G}*LQbyOVM@`sUB_+9FS zx>$L%cpz1_4g9{X@E?VC4BEr?a<=}&u93h&cbCp;>6}q5n>tL*l~nQGrFb%(bCIY% zhF!_(_Z?4F?#9&n)GP!KmtA^yNcC+gyhbU3$IH8c`!yU1HFT8(uLt*75?#la?E*Dl z*$Tq7iD`GUx(Ji;X{v?MfNxjxD@-a%Q%zPgbQ<#>s1LtU;wtSb+vNj*IFelxt%rYx zK%9C7lR0DpIYP@tYT}&L!-{^dM#(S&H5|Po`u}kDoncLF&A-?cLAk3c^j<nNRMm}%-H_>Zx1s)ENzAitG3k%GF`wx=@n?5N2D8yl8$Qn@)HxE%juwg^R zKX7at7V>#(arrV5)^8c`PN|K&ntx!-Go3v5`a86IPEg1_OgB+sj8rLbC4?;L6GWU` z$uz}AJ;>o)bjmPK(rPm{TrYanAO!YR@+Z)AO^F9t*C|TV*_!7@k>c8}v)I?q4N{A_ z>qa}}_n;e_C4sKFfi}}c>4*wj`Sq=pZhGM|_)~p#m_b;SOBIxY%~Fe3ZgsWE zqzm+J(`QBy+i(Q7an2`&EGvdH|$MEjkW~GdZQXAkw7M zv)}A@UAaMPFIHZq9$4^Nji*g$XmHVYQk0wZfQzB<(gLOnka{>aQ*GoOh_yg`)K#sZ@U0U=D2R;6CbMyA#{DPlt1%!;YvCcDn6c$4H zLLCspl~TnnyqQSws3A*?|Ev7MUxy7KL15nxc6$SQ!hys7m3^F5r2*rVn@m>FDdy{M zq7AtmY-+Rnd8ufZ+s!KfS5#6|OOzT5KMwJ{T=z>( z5SmBy2)j>Rtz*`8ng|v2o^^ZbTZv9z8P5!=FB{h6CM=8b2R6w`GOQ4mL#D%@%B|E~ zr=$)>9igJ^(g!wDDI-xj;poqr8dn0(i74Ovnf(Lc_WwNoPq}u>?{(7hqN&hA(_O;w zq{#C1T=g}uSS$k^y)9-2h``g$ZhC5%)oydHkl&bC3AX=#PzH=@bqcf20 zYP}}#uS@1+{6}@`oZ983h-_1l(STl_HK%1s_KB=uVNC<1bH8f8FORXx5lpJW=VC}gK)(vTok%Ja}D5V006eE-61>VlIKJlOCiMLfxJ##LV)Xe)g}A{h+H$ z?12Wd!Fj=NKEYXM0mu3}5K4u_~R81meHT?b$sgB(@FDpe;S*k67ly7qng_y;Vy zlr~nj>o`CxSPrRZQdDYF^Rl+WqCD}JM*aFH0F>1%-$vm^+O-n}7?rzzfqWvNukoWX zKe`g6pY&J9yVe9)mh%5}*c4rD@LlR-xX>s8by}FJV9$#AHvVSybem+{H?Gag2~im!JiWR8a|)(ZQn66D&~2^Gi?uz{ zS11F01!kUhMK?W*tWen~(IfjfnVU+7tV+ zLCV%sV)-!!-Q13E`~zrSviif(2Q1*kTw&1+9)mvPxBvZ7&tC06dLvYoU)u3Dp}dhJ z6E)=I8^Or1?Pvg8sYh^}q|d|d%$k4noAT4FI8;Y>IJE)`C{Us$ZXi>p*q2MWPm@ya zo?Nh2c3-{beEo#OQT_F+B4}fIM-W2m7)D=0Mdka(Mzi{Qv zJB@gt7Hv3IdYX6dz%eGBc%xwsmaOuH;PTV|6N5mKQ!V;#-6801R9DMQ(kLyXPe&21 znd>a;t9YMp$&w%*;=S-gqk~Y~q<8bL&-(Ebzln6eng4@muHTyexYH#1)MNfKb7v}0 zQQ|9Nxru{K|I62~!c^V|FmB-Tu>t2vyFHz! zoIk|nJcR92i55$RTi@DK)k;RTT>m?(bIqsf-h7PmeEQbI{v%$JR9xL#{-^d)Iu4~M zQpPiEju0E$pLk61zn8c*f#`O1Ioht*kKtDlLv#(?U)L!>#AJj*r`*$}RC4t2%U+9> zlY!|0P(g8+!SJtog3@$s?4m5Sql;qsVNi*unU;o?LhROEt`86qF6xxnmnjoA<{08wY{BGCWoeZv+Hq6)l84{jff%TkK$*wpiu>vk ziZc;rdqrB3!D8M9Ja%prnMzZcf^e+ z%PT19)Hj7ZiP;9QJr<}!VOf3IJw95M#=5TY_utbmuHEwOa5M5nA&n?BBGz^ZJR^J6_%rt7!U+H>LXQMW{gYlx4{gzp|2L_Jh?pn)Kv6 zF4a{{b`_S{I$=;s=C}VZm<5E4UUeG+ZyUiM3eKITU9FX98>X07vEyixH<>|6htYH; z@VqvbJ>}UGp*7axWSG}qQSO?PO)})WThmjASb?=c2k{vBM`mAhI~zO8ltHU@&Q~f< zZp3Z_u?82n&R7`j9#ZJ-c@EbZVIUr&E>ND4*$sO8hdp1#&0n?tCc5@` zNN{8?ud3kc421YiWtUqIiAf5!V2c6Vm02 zhYv4WqH~QeJPV3DlbH8U<9c*IF)8b!G})@ff^}l~OvqIl;c!Iu!?Ah5Zz8hCe)6Y# z>%;j!Pm3-pt;=440v_<)!wh%Rsp}RfzduU^gCW|2Ow%c37u>TKJ1-8Q67KMA!l-BH z!74Q_9Nw;JxVNhkz18`(f5l_WV+CV(k)r(LNq##U|JJ}`PSTO3J}8e4z?Fp`Va*xP zW^U0EI)cV#i5u-rtKCLs*rMfD(gD3~naxn6>v4k2G+v*U!+A0QlUB$bF+Cn+RcaoXI2{oonwqr@66 zh%BE9FoqKcMRi=UJq~Rj+9b2*@z1Q}CbfrY_?~llN3PbTT#ItwwZ5i_7pR@6ZTDzC z5QlN4BsuMz^>ee4Yvl-obW5So4-7V80eR{A^c^XN39GvPW2Ti2f~gD5`|8HnIVKE% ztp}@!H%yNTK~);=4s{1`IECic+cX_KOcJT#7Us!xHFnBu+z6iI)k_oU3R#8wuqLOb zuPuzQ=Nt&C`$Rb(%yT`p5@s~}UWKou1gTKuj|jyA<^f;Uf`$E&2a>j2WB2%)!MpB>`V-{RSXkNRmgxEBwT<&a zZnpQO-7s%MOp4&@QE1;0Q_Z|YS#N||c$|n9mFcKoG`y4pTiqB+#@aWS1sv}hnF6)- zoEkedhAfnSE`+TrHe5H7py-zq%x6}NhX6feJ0o6yP z=spJCFXx8qaE$=ej|+D|!*;-X=2F?FDPEJdu_he3oXuS=)S@xI=9*i0W|yae5%80D zE&eQ@A`lSZVMN+Y^-sYQdzey}@UWMLJiQNxoVf7_?H3QkQOR zger6Lq6@mZajc`qNn$G9q#j(?>86%nyyFNxW^I>H8#G%8n1Ijcz8V*Mr9(rAQp~(9 zkpar%2bO0BoS{}lm<}~@gdZ&oY)Y~^ocA|KJR4Y$pVNHBI5CUV*T^wkD-C8q8T-#^e zzmQc>P*Qka-Crt}^_!?HhUZCmSUk}^m45)oU4o!Y&(#Wke&oh)B9lJJt?5n*MMPrc z6m6=qU^U_p31BO1-ed9$7nm4lZWMXtZEqN8(ob`B(q!s&k=|4*u>^5Y|r8VhrgO(?C>9g(QD+ zb3*dfTX$<{?}0cUnVKs3zyo(VrpBcob|zj+IkFz6)C5S{Sw7(eX= zS#wJ^mo(#>SxXudPNY@(;wZL^^PXzjq>C0K++{NDsXm$ia7E(yj1<X&828|Q^tQiTys4DDKUT$OUM zMAfQg5!M$3)ZYC=$Q(paTfK?meI4RWn_6v>c98k~5z=jqL>HST%WADnd+^6owXXo? z=m{SdHqog+0A3~90#z%{>!(6)5M+Bwtt2*tqX{_@ugb0t_t=PGdJ0hVG>&Dm54%|( zJr0h7-8~QMY|D)-HMLsfCLO*p(bZaCUB0>D@c7wF>jGWe6P}QQ!gcWU*{xTp!*r{m zjGltcVI_7^=3+oD z0DFZi1c{mmSxxuexjhT>fCLyn=G}kKLREtt8#wQ6n&CR*_!HqU@|;U4hHZqApIaf{ znp-}W_X72c_Otd`+H3`seD4U#KR!M>2h(eCH}=-Yx(Lv?U@wiS^pWYH+(Oi+p>2_g z2hIUkiDJqAG-NxPn^a*&NRtC^7+Zrulys(6^kmxO*=CqwVjET!Iy#ypQX9(J)vaKo zq@?s(gi!ZMblPkomvA~Jx?(ei0&iIEEsfJ`1H5iVh}v`aCcVINridg*e!dfqgISUH zMU^U0nR38Yd&uf0#+~o4%kvFQZs**rcJZ>*Etmp+pS~TWQeM6 z&d8_%;f~hX2GWdf(1Am$SakvfmvhPvoyVHkkUP>UfLuBZoO{^2S2dgQIG9d19hdVk zHqi2m*k!^VUsSlGDq6Gq7%Cm?H26hQtj4ei02G|-fU@V+&yUO|D#)9lP2q``U+CdC zL~J5&8I294eAQQLxZPTat{oOy>@eu{FiNs*%RuG<)@%f?2p^3ay}4xGk(z_!>^QWj z0#n4Ly4)LlCp$+=cv4DqH1fL(I7ItYN6~9o$wDai$6;QXAQGCgFDbYvNNbwZxWwCjY-#-i}MPL@*Tchpe_D zdlQ8i-d?|Z_6Y=u0Nowp^HqAUO)j1{XtJrx_RpB1`F6Tk`vbVMzep9$riI(Bd(8)otQ9S zFeKw8O@mxQ%vG`w&Wkorn{jTu~NJQb+s+Uq+sc zyx3n=e^AUrJkM3<%O98#z2Y?U$j(XIVyZZ=+T%84-91xRp{3JM#EIHKS<2P+7{Me8 zZN*TIeBe)?t`^Pq?dUQ}?$S;)upUo64RvZ;M%7b3CH|}1_}E8beu}-M(XR=V_fYiE z50y*A^%YBnoXHZOWKct9isL`J_Gm-WLbCEC7NUgMeI)?kZIF5ufHzqwQD_fmmh=25 zsXX&XVf3ZHA_hulcCEKW&w3Ax_hHSu3vexlVeYC zNAo-UKpsu|G+du%e*O|SUCKC0I^X`7IbF!O$ZgKpxmzK%w*YZF*PHe8!{%GN7|EJ` zE=VQ)l-AoWFDV{BVjI7#Z1xXoXhh%kgov!d#H>4G|T26@YVc z9^33+neS1|nOgSzMgk&%Q(_<(li9vO}(!C_L+UlgMI|etiH? zf7ZDT4&bsef(}1;-2TIi{Lv!hpdb!`f{`8MoviJYNnjPql0@LJgfs<@GWEQYjoo<4 z;wcs|SDLc6dsmNy60k-qb)uApj7FhUky&hw>@Oed0H{>}>>+c}{;>qVm@y9-om%(O zqR+mcJqjo7v5(_RMB(R+M=w>4OR$r|GTsHv_JD+hLcC}qg^dy+_SQe1i0Bz9+b*(c z*W*r}*KZ;NOjT31TJNZplrxr_w|J#z7$T!6wT`lpg`rsM4yaE)c)7C9nL64bj9fA{ zE=e<{I&11Uca(4c`nUnwX6&z)YNIeYQB78!?YnjG_YgO}T08p4^^P|${-9QsScNIx zwr0}p3=eV!M`C_x=ark?iww|98-C*$wZ)>-g1>(F_o&w{gfEmM`?+M{ zCp%JcNdj^^?3ZqkBs1TbDDE-r(j3Jkj~q%%l~leWBEhIAU$%DHRl%pYuw45r9rQ>+ zop#VpG_Oq?reU!3>xY$4db`^8i?E-beFh%ns7+DA7)07pu?S4)AJ1d0H4yk#>^bP~ zs*o#+Z1P^bR35!XldjU$7;~3!)t=W6ncVrx^9OR`dVYwxxpCDPc`_OcS$07cs-*~p zrHL6vx{2DH(b3W2U8gi#j8)(3Yov0M7={^Kg<{4C9Gr)G`y=ZkBhCo(xsd@z{yPfB z=h9i9e;!8r=IU(jisNEaH)rwE_Wf@PG}6#D=~W)*>S(BgFL~a`x*mj;z$<3Xui2Aq z+Xf2R%loT`P+?b`-iC4g#~B{mQe9hfztST9w{;9j9~|o{&tuw<#sk7zj_95^bUP}E zsfQyuNm_p`P?(h?HW+@H$fs{FC*>^>F=NYQ-uKl6?va-tXWDlXk1=ns*YuDe0YnzJdJl`viO|R>P&xfDNvWaGBXAoG=~@ksxh-6S1evfH<}^K$jYe0vw> z>HIGXF6qf&IJ=d5M+7*Ccv2_qS=0b$p00!VO=%l30x#_N5fW z#OfK9f&v6|d4x$>Q+iWZ*;p~UfWQ3PJ!aNyE&$p6U!Brf*-{C)rrZZ5R%0D{HKnMp z0S+G37c8xNrw!`Y7bYI#S&$Bz^u_~qPLq^J@4B?C;9v48o=?UZeS}f=fG||3M*j@8 z{6=5Wl5=UiYu%pyz3zr&``Ag~@y`+`E=qX0EgO(CwMTsvvU3+UJ0XUf$AT3{dlnM* z2jyF~p;e@qh96B)v#)$QG2HrWD?V}Pn=P$o zV_gnk&ZlY}VWXXvkL4Vs2?iFlJI3SQY(9%8r~rJ~xKvf5wwSV_twN5xrmaNdetp*b z#jt8_W^=Y{e~=b|Sc=KrMFcO}RK$zk+4xPg75cf{hSE~Ll1;lVhH!gor z*TtX2!72p&bjlG+fyT|SstPlzH7MGlrQeI~br{+D64R7|N)LbyRQURa6dxs58-EjO zL$+lKyjpJ-!A>Cld;RtVdHZPA$`b)+)tJ`ntWr+aXHeOI(2SY^H|IrcgAF2VHnGOb z_i9)n87Ac{V9CM?yD5-|lBw56pHH#-=N5Dd%iI#p5oq5xuv?FvNNc}%zAvEpjELzU zLP+F6`r2GM`nlp}VngN~C%h;(!u-IG%)|?Easv}hR?p_VnOW^Y>dY3v9U8pV86Pyt zEtSiBHBDso(00E4N&{^>yxHt{;P)e1PXp01gKQB;3{1bg_!0g5Hm+J=DCXDamBSwf3;{0~ZQ?I7Ly zdd)=}f09XAZ@b9LqnLfYN$ar-#A@m|TH-fR_xYiQBCue8b@A59KNAvZXq=8IK1Vva z3EZ^H|6XG?eG*KiRB99T3B#@P+-d6q%{sJ69BK7p#>j-Td3SW~f)6Fd^)!bLUW8jc zkN~HTm>IjwD_Feij-T5}%>d9Q=gQQEM|ZpzTkWc^oC4B|N@IA@t^c0$RX6PAKO>Z&XEXD;`j>TZ9DbRzf#Eu3ZDS0Dxm z7Ljb}l$30Ab@_CC)n4VcFp*bM)R*?0x@1hF@ayp9$&tGRUJ6SlVV5z%gD&yd`r#Mz<& zE&?Y?WgF?H->f^E{CdukH4(Ra`d>Y*&TgI}!ALJqJ!p2MEdivK5E!|}u|2SqU3DK* zQ65XANdmH~D`w>+vW_?*KI^MF?eqGzhZwLYn4)J(sJIkk zuFiCGKLq8zeD36_Hqxs+pq-GAae*!t=Nj@fY@2A1Kc9I!x;yd%lD&#MSC3Hr>;)Bk zhoY#@tl=EQBh}V)?B-Zg#8x?RDzZ|kwVP!}Uk1_>s(3Hew{^@)z+Ri{9(c27?S_=8 z;2Z){N)@11BBH{+q&M|;Fq8|Io}mhIqG?o6yW=#>Kw0krbXS-j_TnyOCVVk=_ZTY= zU=N|DaSD3`2C!?FM-sk_WOa!KwboA z#o?{cK|K>bZ*3ZRekPaR;uSAoY)ZR#_@H`W3~8x?Kb^f#fwyTQrmWMr&{7vaHYM>Y zJH52Wg@31Vl1(I{H1E5$9_P)fHCMsfB-NqrGRem3Dwz+R0@wB@N+%UHhC6=wz|RDgA(=7j>-lpSW)+ElX8yQa;IyuHg%N31!XQ0qAsC9I)RAuhj8k z?n8=Eiz4)UUW!o`m)WS;9(^?4spT6>L)Rl9JOHGN2&`OnGS~bA!|b~ zk@U2myG%KbUB+ks)p_wcNx952HD04jjG%~}I!F4x`nJpv<#{V$oDmQ3kV%Ldl&yPl z_5LV9(As$8DjuRVo40?-|HDZtOJ=OA@%=w;OCzIxhPdP0$ev*fIt&?oKGNQ2OLA=H zo3+o!xQHQtd5JF3>5%lE{p<^M=Z^|2Eqq7KP$sSxn*zUL&(XfJx__=fxjobm6TX!H zT2NqDF@-Tzr>5o*`hc@Z#tRz45_d@SuflB4q5zCNzlo}Y zyvEos!Mrc?&Y;{k-S$##N4b9jTz(U^DnAXuT-@4v)>PMf(CcmL`%Czjqo7GSG>t^) z5>Y#-UofbAQvaKXChPi#?*Ny>q;ATPOu3Rdp{d{m#RY_rO-rd^}&Xn zQpR12m$fiQwIDy!Vo&wC)O0^qb3Grn!$XNYXyDnqhD)cm1inX&$dmhJJVe)92ZKo;%_2c z?SjC47Ic6GHN&J)P%YiLaCr*qS<7(l4}+_UjK7UcHl6)!>ZIn|LTGCZWZ|ax33Am< z?Kjb=fZ(lF_uoVcOix7(?ndNTH==1|nCUdhnD|5q1YCesV%^`-eC>tP$n zZI1_2HKyfds`+o4^L1s~o@{j0`zo~0aetx4bQ=jInsr0Lc0Gji1a zP*r10HELKj*>RMqu@l&ZiM2`qk60@CdRQ8fgUfnMeViJ%+jE$iRW;{SYW6jRkT#8y zo)-0|2j3c?r~^o6r<5qS#JKqd^?iWx4RfA8g7g9j53`O{cOhOkJv7Widr1tYg-5y0 z6r5KTYSVDWN~*z;y}`f`rR#0wUwe7DCUi^UV)+Xx@wYs0=oF4b>LxcafNjbD_x7(4 zNbL_z3_;Y6PM+T2SR~eOIw13quQ=qgk{3gzC=U;-H=#mX%R=AC(md{a0brId*cB;D zV&Nx8T9D+Abq5ZV0bohHp$rx7c10`2pEKG9K85yXhS^Fl^AyU;x?&(CMs*$^7bk>8 zIR-YxNLjSJCDs3GLQ(1h)p;+5SnIt-S?eVd$F!qrb{(Td`KDo(x>~ivLX#cT|JnRa0H`M6`m8Q7H*35PI`EqvYUlDk zpBPfA)zx#2pM1To%O+}q`>vbhcEPh%WVJ$k#~SLju!HpLi7?G&74HnGnt3>2PDovd z`6((7-87G?l0>s#YjiTCT2lF$cWc0{aZRurV_LmZ6?2D%$E~!wOfKbnCOGvB3sKAJ zkL5azn`rIh>cqT~LwVV0?3NX-98=U3smqg&u)VOw$AgtHkatpLr2ft+b)z;gb!*{_ zAt;YV`upJ;`H6$cV6~%Pp+V!RYcvG}cbjtxLS_1xx#iLq6`{44PZcnkGW>bN&ZEk` z{khb?E<0*u&}zh4KYg1zDVpTX3~Gd4F=}9}1M|oP1&G1NKS>0gJZIcvQp#=YbedJQ z#jJ74y*(s;&H)25fDt)J=<&ZH`{vK=G^u+YwD8nqUh_u+0Ii!XbUFP3E@9;2X< zct0_R*=6*w^Fb+a;-QzXbgpQBrjto-;$GnAqQq^KyPYz(UaJe>tE~M~+Ng(fbI4@R zaf`3->y1Eh)o~vfvY0CP8Nu^Qw&H8~gq&Z!lDtNn+LMiZV78*mQqw4!iF?_K3Y}+J zNC~^yOifuNUM^GBmria^e{i(JXDsjlZfxv(m}jgZUL9jW=wJ|MQRq)Nm0V9CvgJ)MgQCat! zm6YVC{&pDGZl8-P4_EVrQOa0ERc^~G9~T^?B7@HQOb&}mXi1s%T#?&OBAh>En1Y7n z$nCX%6Inb7yG+NM;5~cOJhOFd(U%qmxAg3;BEgfC)I-0Cu0gJO{Ns;;MY#?G2eaV1 z2)#MFDUOSKUHJlnw{01BW~vQ7LZFvL?4O-_B2P})R(Eq@GH{ZARRp~GbW@C%Fup8F z8=ygYw*}pz&g6v-L5E~ZhnPGHyF?mEtP|L5YkALdf;AErwrsxM`U56Fx3cZ@@wJ=W zrfp-l;Rj1#7^5qJEol8(_dhQV77Lr3vT-N^#Vx#2LFh;usat2W9QX#5&5Y8BSf+ z1tcf5R5>!=`rZWJcCrelMnRjZH15Ydnt{12NVMAnut?(WYWi1_=TT#I)< zRL(a}Bksbilw=n=JD!2PW5i6@NSS#c05bpZ@Nh3CDX4g6Iu4D0A}->$1_l&csp@!$ zho7=(#cyEHYJMp`{`E-s$ zE90bq>#=`zSai92`rY>m%tUpR%0qqBGLe{Q(l*!TI_ zYwwk*LurL(tOp8GTv0L4-9=ZW?uiWCEDxiror_J zo}jJ-^&lq&Xw&2=D485GwHMT`)#cA%M^&vy$k;q@S#xV&gwIK_tG9_A_ZIh7c(D?k zP`B|ozM8vfB}3MAcqDjD?uDrKS_BL0aXm<(JxNG}R!a$)NaqqKVYXEJ&hXsKmUjX= zY-=q3DmaE;Nyt;YmZV0%x+q~aQTG7A2Pd!hfd*iFRX(#KLQwo-?>8DAORW>6AyZD? zLLJVJPswPg&%(j6%f!kU24QB+ifeAd=(wL2G(ftNyP|Z{OF<5q6NhzME;9(xtGhGt zb1?SY9R+|YfKwGD3;VAz$)>Iz_^Dx-L4njc_P($S)ph^SrDuJfLF(rKI5To4@1e?p zgzL#w(#R<}38L%$zX8q-(zO=dmygvBx;%=-l?;{nez?-3C~sLQt!hdV!B>Rj#xo=& z2l(1R_2g|&g*OXpSyov}`V4%S*{5jY?}uMJ!CgDIuD>Z+aPX`;32~MF@@nBgW@U148$_r4UH=5%EH>3ufg zl9@mg@|(zX>`~$=obf|NI#h|&jD%9vWC{5rzQ;6%Ee!An4pVc1bj|Mnfe6u!G*3Qj z2v3;VMY$gP-3A=6+(N{$K1a{fqEIVg3a2c3)j-PLbn7^1omP|r@KZ>)8;VoY1;8Rw zon**oqu4DL`XnkK({%grR>Lrj#D~H@d3&v*QM%;rM{8(#^6^l1skZn;>kee|S>l== zjp{nb3nPP0IX@eRNPT>2wL!JQKn|2XIZD%~v*lfX)gTf1|6Q>Aw%}-9&gE~S+|N}O z?e9wQ)52e0L+Rac1*n0)Amd%|+(};qZ8q8XV;W#|^8|X|{s5#_DSq4fmE+CH%RKsSPR`*!t@yc%31w{mIJ>v1hxF&$bFYohO>hcfA zzA}sN4C`4&t^BK}S~AVbi@s8SR0F2pi0{`3(&m3Yu@`u^FZ$NMGQ34+-WMf^5vGAm z5YJ`vA@5$jpP83YY>iprj??PTGRkzwTjT;&LAXkm*|=G#6v~7&{9b`4ACHB)o?ZQ~ z+$H~PI!6A%)%sGCoc+a~jrv9g(>PuEOn^w@{TOa$ZQA%6vStF&Q>`fMqST2RqyH$w%6=Y zI6l;qP>2U0>m7OvJOdUt2LgZ1M@%jRZ@I$}#QpV5xKa6;V`(E=ugS`bTq94tC}?Z# zYFf@sKsC-5pyDy_)M(9>uf7J7ytyjx7?%P^DPpt88p8OZpzBb5WAq~BP|Dpo{=~wV z&sH&nl?^%*_oK5whO8G0o%BSb9U4FDZumKDIYoG$HX`xqZ_(-$8@->Q?Vbl+?&NCw%Uv(mltS!4aonrqKjaP|%XeB~29!oq)5 z6|%{Dkt@ol3QD%IvGLunE0v1bI9Wu&WvGU@$D|{->f7?n#6qY(r$|233>YXu$^9Gp zu4y9hj*)FGjwL8Cwo>{<{j34>Y~yx;b})mqG53VnRA6!pN>(tvNm&bgt+_Ls9YRa&Cs`P9sZ>7fMo45fXt%-lCa z?6-dyMYU#Z&C^A0jd&0QNs9V?z6KS7Uku0)a<0OphPgQVv)dpydm(`8>HrIOv||P4 zmH#@OnqQ!m`&y9L5DmhW&f&}WL8PK6IX_7xI0cQwa;-9N@lLy-V*mmn_2e}HiI36A zA{pM|LAv58(;5q3u&(!MC1WQ>Q&hj;?Ou3>_#>{k}8Mwn3uPt|zIT(c6!~wn6UPM+sizw8#H&w!970_EoPoR`+zE44B zll^5f^5^i!)p0=`U8h-uQv8`nRaUz9Qv5=kY%#c~EzOhLVNHNIidgW)+z%H1yu!Xw zB~@d)t#lWhlkVWwo8aoDjl&nmc?I4~?u~Sx`BfmEx3=&0A`3-x++(V7*d$i6uZhVf zWP4SrS)>slZe0B(KVM*|PMp~NQ8H%wuDHiB(%7!#ut(MK#6<8P@uy*AnPkl16Mu@V z>>&?fV+F_oKQap>Ji7ebZ_!PPGYLmjlVu3`RbmGQpJdH{CVVQBuBdldlck=wXHB5) z>kHGEz<+al0@W#ql2*_Y+IxO^TQ^lVi-Le<5@l!q7t~$Q3Rv zpJ$@-5?wKM&rTphQ`bJ)>yhIAT5R9Pg=1(a=1TKK=L1|4lDRT~kIQ_OAxPKFA z@(WrUrk!EKe-jm{Ysw~Q1>BQaL)k6w3i|$oUWrmLE!Bu7&v2Y6)2DjePtIaZk=?z> z?jGTbh$KOnh_P2^mytyK@qyl9jY&r`ZLq^~7P3jx0xNSOKR)tP%1;2I%rS4bOM1*7 z?PG+@&U(2;pC%v#xHvm`0<(jLgn;-k-kqSfQfCZ~kMv7K*{lXECK+-dy3E?{j3#7}%m@Q~KiIA@ zfqRuUJE-XgjQ^<+p|%+0YWBHl zw*EL2a+UIToc?1_+pfWaZ$Y86#mY$q^~=gr+>26 z^TOCBCvSvqp-A$AEIkJx2PjBr3-8TV3X=o}FL=&R)>D<~84XW=;jLaUmA4w9FiDBB zf0)3Vs$lYm>DtTq6*MZPWVff+10a7u0kre_e>O0mkhu0kjcJL7evK7!N2*%;)Xpfq z(LbXVH!GV20o1>J90r_ZiZ-nxHiSz;3S3z20QZE&3TQ!elcKJp2V{wvTCW1@~n1vNee< z6bek+^8J8?k&+lbS3S)Ri8T2q;D5NxyPp*6L|>J#P1?vZV!0?O)*2XEeE)-!8nif| z=ho|_>#uI-E2S`dsK1lI(z0GUux8!w!!L=RmIgR1_rF=LPaP!~nS@7pDadJO?E9%7 zzqR6g;Hnzi7T$#@d7*$rV>MHwqx-PP7mNOywN4Q`{3#+;`KCo8>rlRQ8$(=E?Z_`? zx2CnwR$|%_P!TS_p;L&JbK$v-?QB#Y7i;!Cz-{}Z0De;%;V-KEG}!+1&0N>ML zwfMs_m@7c!bEdNL?RrJUW+ZZ2B%5`(1G4uC>)=SRIGMvJ>WQ1ud z7G5dIjVivt=vUi!i?VfXqmkLFb~r+2K|Kh_%Eg{K1s%;G*7cTJcSOIFn%7D`73Do) zW{Bx@(Q;f5^qBG-v%s$E*2eatbc=+v`n;pXl5}Eg=lc@z;)=}cKmYTQS$xWwc}rIL7Q0%E*eA(O_dA+fu4*rJY6T9wW%@!_o|Wbd92^_d zZVW`jYe$r|5;jFzF4+cAWD8vMzln6GXK$_jV~jGf0ii)R7>6$0j_iLEiL@JU^;i`z z20tG{p|@-J(0#pujfE-sJNUit;IFx|NTq|>S`o4et1 za#t7of`4G;={HUIe&@}hZ|gD(os81nWNk(Q=Zs-9{_nO+b=o^#YyvJll7}{}p&ttT zKjhRO%^pEBR56u`QK0vmu2mWZc^G~bA#1@~YCR(E$MjH5p=zm0P{e&yiy}-@_ee;z zIJI)?VRyZ3*Ws$Ds)lHS8p1{;`RubR1z>s)md!dal>Cy0M=nt5Ja4s?VxVQLn$LF2 zA~xHO`dzWa3W}gd_(<-=^U;(^9Z<*0hAVq2O(D1DmkpA15H`|Uo3!Rql~C#Tqd&3} z^Y0?Oh4d`6)KIm1*YR*P+*_-8Ai3&Z=*+@4;}wZ{WRoIoAMmT*P8i^dR~h)yx7nsx ztPVhrWF;(PG#`#dHtH4I4Tn$f&h&ntJB+*CV_#il>Ir9#GAa-hqVJ&UtF44{(E8+& zC1x1ub#t*Rfx&_IqdlaU3ZA}N&7VrKT^+b-cyx>1aTv}Iwb~mmwCIJG&EWLL()RMYJx89F5Mm{D>WV8lx{Pom$|$9Ubx`y` zo)kjbn@NHq(;Q+)NM*Ji@D4xA)wj~9`FZ-;SKMo?_41E<3G!L|O*GF`%xF*Nb^jdQ ze79mZD|L-4#|*Ay`nm-OBYjvFcb!aW`|({5_L+bY0FFvHecF z7A1?$2jkE+!cDEPNa0 z-db1C05d?$zn(RfDM1^YDwtCLP>)HA<>_?wmpvv%bQS*KEm@i>) zUBgC|-~97%$ib&adr#kg)UMk4HP#!@UYiTJ%vlVtnC=+wG&XXdI@dM=kLDw{HnJrK zI+OMJ9P*codgAqHB^FD^E9un2s35|?C}4=HIk0`tFV@*!oVDX?C3-mGfYACG|0=Gg zY&Y$2+ERG6!FiV9J?X#60B3^+Q-@wGD2%1>XS`i_m_Y^K7AHCs`~D+*16T#9aqYpKD-l z=XtjG=#PYBj2rkOfnEV{c0t#DJym&Bp^$n|J#U&Z+ra6&KK0~tB%hy$6+oG&rDxNe<@XX}OS+hb825;^_8KJLKq!Z_%`HSkCM+=`K zALzFaiiSq5A`BRIDyF$je-n{2YqtFwo|gWhjn!0D$t}!uJ_U^ouvijZzaOzlylHDF zzB`&%Ci(rbuD#%AOY4I4T@Q^^j1fqkUu0Y7fwGX0Fbkk=IZG<`j;3*$pET{AHswf> z%aR7}P&=g}^&;i$VRl@R?bB{e)Unog)-V(K00-&RcvCI`xx?kRdgo44^{Y`iQxs41 zIGt!{=LaHT>DsUYE<>6pvvzMd?hq(N^r6w>_B#0@W$0huFu6i&l*fsQABAMvZ(}OO zW?$$S(!#0^1-_J`s&4!D=!Y_!@_%pP$J1w64&(|mL3Anuw(`Nl?@o4*ogB#%rL1$_ z%-v$>5sBo{!{0>e{TX96w4|%oJxe5H1)&5hhqu*C2_WbtvRq&HD0q883f3YR&%`jx4GVV zJtAfkT<}U5{OUDsH1ZtY_Fs)sf=!}b zrC`|S!^+@W3jlf3V@s`sw(34lAvL9YR}>sgiRbiE_jX@FNyy&MZXJabiu6_8zCs!L zO8tx)e0gF~maXlbkgZdYzHj#JpRYnQl-rVjZ%~odsxgUs&!aG1C=nvxOZiOe*PMcw z5{01w;=qPGC_% zyJszW-8I{00ovO9F>YEYF#5^F`lSI$F~UfCF|4SSkIIoYv8>@)iW4ot%Gqk;4S~u@ zY$H+K%%5U-H9&oY^MOXmJ3sQzDQ8FQt3d=N|LE;*Lnl&xin&kZQ#ST)=o${-YRkvp z)%$g)x$wLQToe#IUSsF)->=fhcANo$B6Z(-o=#=6FsB= z_CBZnWU-;b@+%|VxycGlub(9Cp(PCCWrbK)8D`$?!*w@NF^7 zGwr{cTkVR0EZ@C0Q3#KD=ghHZzW-ZJwH5nO`(a?90!{I~deX$JD=sFUx60mT)qpC= zd^KHluV%~}q@sKzUew*5|E1PB3wKxiA|4VX@nmCE1TmPF0*0!66&~qDY;TxVwYp`} zdW98|RUHP;SzmelkW>pFLXcp8o$)zNKi4Lm6uLWB+OOs~!jhjACD=>pv&)ukN*PKP zKXjXBTY4AE>728{c>ri;^FV;oEw7jE%M005Jth& zTq3Scb`UvGhK!8ruEIXu+ke;co&7+#L~ptQH3}%04T?<&xrl8-EK6(NiWSVxzY@1i zct-bPR8c4aI)nfxYJCZx_dKI0kSZ&*QvSRT-;U5|^TeX4SvY|74;eXRmkp1ccZf9s z$8a}5Gt0u-W))>N2V|o@D7PTRG~$}XP8~Ujqt3o}K*jU66(C_^KE4mVFo0yr)!C8T zdzOTTxkOexw^MK0Y`vRHByfG3>!0vKC#OtY?&|v)Ul%b$!olonumM{Nm zP7;WD$K>eV(<+&m;#oQmiHj5CJz5ho3VB)I#Tr9-T7&c{N6gsCABmkW4Nn=+6ECna zPcLH)=o@wl@HK##M?VV7 zzB`FPCHiT3&eyyoVu?t11ThJA16Y~zSne=rK9>cjQ66iJOi`vxgDiVa)$&#BgqS~% z#zHci>xer1Ll@uZC#S1sLQRhGqbREks0)>Sxt;ECuSpb36{EfeSby646Wc?!1um7i z9QJ>+82V70tKBedw$NeacR+D>rmHc_L&oL)!DV@Q25B2%?(_sFp-s+QYFk8VW#>Xb z-!4;F>53jRe==A0h6r^P@3$W7s|A6&6CtQ~W)-n};FJyt6da|JI7nMRN+as3u^%L7 zDrH#*o&7|tYWUh2A@Z^$Y8bOVPq)a z-w8f3G4YS(rc*15mS@)M;J9Y6ppOux0>{;{ri%@R9(o(`{~D>q52NI*_xXPXl&`*s zk8t(ZS~1GkF$!Yz3|6rNlb1(e(hj{c_JiGq^43Pboi83LNq=yu>E3ptV-=ad7BY&= z-kHiS+aK|+rrKWJF!wWPtjWz)b-({|HU&U^-aP1NR3yytbW@vyjTvT9_$&HCEmu9i z5-5948TJZajg6Y0 zx-?1@126>_b}}4u7?{88i@J?&xpThOuSRdkQ+4`8X3;zm&Xe%XPgMLw5W%9YA|S{w zUR+JM?pb^#&;B$s+X+4n=+9vI7-x`grhqB-piXpj)VS@Sre|z5(y`g!6R#-GiVq;i zNAA-G{>btV*1{{yDTxIQre>Oe24^C(e{o>@!XU zYs~~709>ww#~O<|yXbYa=V2PN0@5Y-4U2 z)H-P77QvcMo&J`27L6z`!W3cOWfA#%guBa$LiH;=S&|G4Sx~l3nieevHh?sg zfL~TdI@Zm=em2kJ(;)(q2UUT#X%65->I@r6*9>*0rPlnnMj*qJtHd20`6~W01@ZQE z)QZX~pv{X`2pg>0@06)8H!3+>C0H?Qz!6xT3KPTf-W3UMjh~=0-7B9d6wHS-iv`@VqUp0mYjUHuiC;s%@;nt!}*f2V)P!BS&VMpsqo9o}$< zYrmW*L%m8jzlNre#;BhrT{~V7AO7$VkVQK0#gin+yEqL_LVx>n_&YMLw&TEiht?0& z(2zX3R0A-%lvtuTl>^bp&#rl^h5YWc)8K!X%mz)<>BL@h;aoChpWDvzyG~hEo=)1? z%MK7*t9OFobr0)E74zp-htq3zZU`D#mh}3td7W{#Yea!)ntQX( zJo;KCd#18o%r;Vfzb#u@!pOmPw=g%sJ|!L5|Ik<0iIX(RMb{{(ES_{Q&m>p!)$|uA z*(>~H%jhGnP~@D93p^EdPfS03>w?zy;$4PDU{mnRV@tG&=y0Y9$27E|gGe>^dB_z&%v0uW{eei%em&Bg ztF686n94H7w@R&7<&`uc{a8!dUfQkS5GZQ%B9`w+{$mjnwcD)Cq+3k)f8PUIcR?E{ z^SdT@1I580s z!o>S!i@KY{vRT2rFZ+&l0}*G+z`R@{5YuKBzil%u$cwxo@RV2T)iDL=3fY-M1YZ{VO&`N`&(r+f;2>yF8 z1|A6A3Ycur3Cq8{qqzjwRK&&xn=9HW&BXVYQD_&T6WAewETZ-v*q!3>v7V~6!7!E3 zBM?fcXfMCI&@Axe;RCyeJUS@$OENOD)YNlQe`pn*;>-pPfE))0pxor&0x+V#{2!})c{DJZ#T)W7$3S=)Bncpdu>cBQ zs04QIZPujH;LFqCkf8jgf2=z+FgFHPXEfv~02H=5>c)CLhVL{%L7qt~U5UbOrm!{o zA@<=cQ0yhyn`M)Bf`N?9rQiVF@F`xOS`S>Ty~s{GY`?dRsO=(5N*r~qRkY!zZL`1m znkujys^!>cpJ_9#b0}X3&JlW){j{~R5Af>q6!9NsWX%4{5C5#bk3#F&yUug^K(WU6 zS5v8pOcO3UE3YrTC3nh^?Ar$itL{9f(miGtLi6eOXAL5t;v)xLR!GyIDaPE1mMTzM zl{l?D32jna#(f9Tb=W7ygTAm!0)w|=!f6L#nBq*yNt&oil9s3zfb!Fx2V0xM)5)}t zDeR>;*vgT8%Xa*<%m2O*!lt8-ESRRcpe~x9yy9q)pk0 z=~ha=`U&-K(K(KyGh(tlZV2>8%L-OlO4mN3ZLC*pof_=jEc?mepa$RlC2b}YPf`;Z zz-j{#e=q!hV|AjAAwiQrYr9LW`Xk&F@`nKDmPa&WdhX36-=lj;yG;#SfFN+b^sn15 z=bs&8-BD~bQ2Iy*jXE!Tv2}Z)sVj-=h8QbZSAH%Exb*_9vaBUCxlMe=lQ{r!d!rh_ z<EDBU=`qr2Ozwm@Fwx{(O=*aD4g2 zGoUvw-@I26_)^^2@-#lX9vOK<0I4rSt~4n0>K>^xpStuo65Rb*K5&1n`MZEMI>OCK zJ4}A$O8Aba`2KK?%I5+56EwqtaB<}ccfV7XR(EZ=l~Kn4G{kH_a_f>;NRS(@^9V}kY!dG@ZW}^98OEfpbA$+Lxcl)nCLZcKHk*)Ox%d7O>Y16rSaVDRlRJtiCN3;3A#p9@%XHfw)T={^&5pwG4_b7NiaQPWbH@ z!^ca}7j)V}FSXTlM3bRxj6X%AzkzaC62@eMnztq-T{2)fhns|$SKTVA}YBl!kPmoHIV46nHfHBR;^Q zp4&BJ{bTAO6hmnCkj9TvKJUw++IHqnAu<+C@!AyT6k7o<;Lbpel&^G{aEhbW_w)FB ziDY92@9w8ex(_O8k);gvM>buCEZh)iYM;8N?VNAMK!&5Pf)y)j__j-+Yb6-#3D3Yp z=YSB(GQTO#I?^PC5(SHF9*ysFjPA1o$LT(Q^_lE0DT<5d&*s06$~(l^0A4w?s-4~t z0I9~rF!q+)?xq$f`MPa=gHIuHua^~^_|nqM zU}UV0R#M)ei&5>LPV+mhDU6WJnkhsPbE?x17wl1Af3HA!BG&Q9QG1SPbpXg^v2@Zl z7n=`;JD5KZ&^n@LWhbqx^&8=te1Mtx86@ep+R9TSimqdwe@dQdi1uu91`v6`LaQgS zfr@bExbGm!%}nq^1wC|k*8M**u;sytRbHwV$mENBXwvSRBY>z{j%_I6|a?6B1jd* z3|Wk$b*flUL@1vVW9$THUfp?N$E$-)GW7GTJ`(@rM2Ux{H^5Urr{wc&TVEk8C13*U zzJ)-jXqE;_SXPVoVfUPedazVq#7MVj%^i@VE8;@<;)q3PptNiYTjf8mE6_Y z-$Dy8N@Zn%O`Klw(QTxvUyaWN*=W^eas)puh8$7pP?k2aS}Vb< z*`-v|+>@E7y)h!J+@0fuPrC5jlF^t*yo&u#WQAJJh&dCgDA7QMfwXWnfH?-Y4+&E3 z?|*+)EqsBrWqXXLY2>}{Y>W=V$2TMPRSyq1mrCn#MLqqIqts<6hHxyStgqBV6*Ivv z|B&XfVzY7n)Zv>t$xbkYRx0x;PJ30^OvRCZN=?O8F(?$sBp{6q<*K;%s4lgXyQbmZ z-mO(G!*m=Bts~#7q%w>#bS=r2kFJ!KK&8wX(C4C-v+pF&2Lt9dM@d_Ax#@Mbt)LpS zrIwpSLnfdQmEgrv9ZJ}~W7U0Za;mRJ6N?#x$wGjd^)F*3hhLYjYA51BgLMnTMTr`? znr8wW)_DSF*&yPivuxHo|B);C$iBJ(>XphGqaQj`l=R$)JiqA^m=-E;2i8&AR8+LG zK25MCcTwA0&)@$iDJse;&1gHv zwj3Kcy8-G~+L3E%wCuUY#~7ehny_}>tH@-f;#d7ibL&8sD7H2vjzcSv!byN?X8>!; zH5C32tp#)`&Z?;EAN=5IR!N(Rj7yU!jQVc3#AsJTb}%g{rcSsO zL2r!R+0x^3FEiX0bAQ|qVdB+D3D;bX$WT$OOfpEM8DAU;MK%?K7;y7i9azBUsVD3DOx%z5dr5jq+8&BR6|SMZBRm7Vs+*CKWC~$Yf&Kxp)YgtA)yYjb z>31XUHP&5+<|~xii*qZv3O-u!?5wn14&-+diwI#B#Cdvw^Q5*=Z7e^MpuXPDvqTon z%^tt+-&?W+Z&uC2cfbctoF!XD#z%#xIwkNrk^zuwryp7BVGb-yBVJX2J_7uGW(#^jHnR@VmeKyPEsMBAQguELLo} zrMTX}WMxBEe1;HJ3Vi=_A0YLQI=ySF#GgCW+q@CH4$`tvducue;eEo~vXXeMrt_XN zXfHZ+SxAgBX^cLpotk+}zdI=htcrKmTeO6NgeP6_?-C>wl(8?*s2Zh^U$-J~$2#F7W@K>@ z{1;#vm3|DTY!5scdB#F^PW}AxKi!k0@|>#eJaf=-OdpvK)63Ug5GTTbiWOCcR~0>3 zBMdxi5>Xu-oPue8U(f1suxDMu+;e zW?{bCoci~B2ahr{;)U00b{ZFFvmtX{+ceFLXtJJUF%u9YeH@Q?lpuB#QyRy^0Q~<> zQQu3~4h%S%)@~EG3}DT5i-nZq`U-S5Dq)v)t}{T6Izv}NJ69rLA}q2$HUaiBay+xI za0k5Y>h`0rfvyHUX{3_G`iB4Tn`%?NF8WDImGRW0a;o z&Xexh9htiZ;8}^bo^bAyilF27gKo&@N!kz+P7aruad#6J zkv;CD>!>U}*?(l$y6hj$-T_xqUYlU0XVwt!K5b$>6%uDKX5o-Yq?gKchhAZKXUIJD zj!+o!DdD&H0{Lj=MxN?dKc3dz&nj5g38nw*i6*iltah&kxJBMLYu^9;RD*K)*b#jO zKS@(X5!Y~~_!f_`D#B+ZAShSeVf)*s_=g8!KDrHAzE zH(Lfg=r7d|dlqDnt}DP|{4_jaZF!jN5pv*>(BJ^8FbyAFxJP2bAq#Sv3ixw+i=!4w zij5x-#t|2(Xr)&caK{WgD;t%i2E_d!ZX?0|=io=QOP!B4Gd&k*Jr?4tyaEj9&wbeCy7)j{Xh=RldaZ{DU>`Pl0&jFoKlJ|lJ`L8isB7CBPFc_thc zd(>@k%H+!F+3EA@1;sz*!yohBve@>Ku9NUJ(ZvcoBYjDt2_1=Y=p5IMQN7+g4@^uF z_>f;94Wg|2hJ9hVNfpHkVl{?b;veO>9H+cK3YM~&-Y2cGGkP7bYg(>p_5jKpKu!)@ zQ5QwgfWt==YcN2Na(_=KZQ+jes>!MV;J&Hf{?|35cdSzxx-aj1;8Oe3P!e-2!s1)b z;X1~A{v|p9^-zC+6{SpS32iR&7htoFbdY(f1&51#$ zmS;o-AXe}&#Pi7}uiPl?5d2hM!ekt>+TUN6Rn1_-d@sN)Ui4Z&!p0;|=blA-=1Jo~y}IZDw)tvWbo|4H=pD^dY2D{#h;)ygr1g_9w7zrMJxC0Drk&EoKxxaUI$IXy6pl;gREzAC z_UC`~)Vnd*>y@W!BKquUz!8NcdS-hS20`f0V+swoPL_~A4Fd*t(qr!hjnT<8YNIkJ zR(W+m%g5s8k;?d7w`Mun7owwf`g1^YCA#xI{=~WJ3bbNbve?D4V$^8N;!dY?X#*_K zs%$!rWU%hXl&H51rC4(}QL}c7Tju%(2xs88ZRS_y)+>q1Ej`mUb{ip&cCk z&xCaM7la+(kDrerP{EkHgaotYv>M7nHl05j|0)F}R4;@B9EqcCJ2h&zH%SZ?$Qj6}^TbJ$ z?1ZSPI;xoWQGUgL^8(&?{=dkbe}h&)Q$p3pAQW;~j%%OyMVuW`$Otp}t8 zTvvvkXgUa`iX!u4tO#U8%l)XosGk;W%=?g#v1y3(uSEk`PyA&1D|ozBP8P;u;0i)y zGy_qrNw%?3PM-9)w@~=vu?9!KW>$alJQeH53JB`Ozj?VmS!}@p9IT3pil!v7E|V(c zOC+-vc-MG~Zn%HJ44Pj}XWjdrP`#^F{;rXFBJ%Wzm+mpn_sL;%rqHeYNoNyr35V$B zSaX)6mUl+XCp_YeGO1~C1)3WfCFUGTy&2{z`tc7UKR8knwk-XAT#R9(o^C9Kb_N-! z$xAV>ILbWis~qyJJc2ELxw6knI{2=h+b!Ws*_Bd9GgMp4Ai||WQ&h!EHRFKwNDDM4 z#T#n8++SvEV6M4Nw_Xo+A^Be(ElK=oF=xudPK0IHC`z?Z&UQ9cDga*DM~Wy(si9_J zIZch+dhNVbM<~%S5zF^Xp$u~IGxBP#ukG3Ni9~mQLOl7l#R*u-hlg}g`rEyt*IgAy zS4imXpGB=g8mSw#({5*Kbe|z^oSxpkztSQ|^R)LV|0+O<)Hs$K;#ihddK*RXGxy=| zY6ENXW8Hb%9rWeYjO*}S8Yk)DN$l|JyyZBa)TZG-RyN=I45cTxfHZ17k8IA{owzXw zYh=8aX(MxRvPG;w^xYXMoWMaCam1Pf$EkrA|0Y#Jed6C#Ig$9IO2P_Y34jw8e9 zp*h7S3;JDtoLd?N7mqSNUwbaxq=S2eJCn(_QH_SOqvC5p%AT6ocy48$n^q^VOikfh z^bPqkFM_!#SO}XhCCd0KGO{w~Ke*OoFj}Wjvl!+elorFs@IAh61q9n*s5O*T0~zAW z9|Fm!Q?oxY(wt0(lbX5hIL^N4GW$x;9q1$=+%q!EW67FjXXi0pJQGNC=w?}L1VDe% z;!m#4lX_w~J*&hv-!MH$sg@+z?T#zNH5M0@Zu0LJpciYnf8=e3CZ9166uGIQ*liSHcK?U0BWAdo7X?cmnWxBn$X zSO7fi?!0su1nFnN_Yp>dTb1wvOMI#$e22%LQoS>6qHvu5{Dn&lY%M?JPd>E=fzq_J z0~M=HzqHw?VhR3B{qNi3M5Db!<1M;cV2bl(yA~gz3SlweqWdQn?o5704GrN36UUpU zRZO;PqSF^+8{t0@I>qnc<+<)hsj5odUIv7f+A#8L1(grMr3^~l03;5y?vSgu%G`T; zLm;+9LkQ_OQ8k?XtJQs1JoIm^Zob4PBM078A8F=*zgeLa72k^gdtnK4zn-dTwseS& zNf&ZRW}G>7pzDeef3cv)QDRSlxJ4ednQ4r#Qax~9*k<}9L*5^E?|TGeEdc?!VnHpw zbe5*I`sgZOwUFxhim3Zvb}R5hTbDICa5}Ri>CYygCeqtVc-ZaxC9G!%P7@hbQ)Tqw zfr!)&OR%|PvGzF6ps!SR#J>DV;ObVl=Yvg?gdp~&G)TMirP{%A4@!wq%dPxwA?5n= zYvH355{cydsxM#`L}h7i`23x>A$~Zyl$DM=ekQkMLk+TQU@GEUm28v>YtM|v0~RB+*{2{k`)6##VLt@CGbD8yViXdeK)vC6eDz14sS*(fWU)%?fYU zu2HW$6g2}uY0Dq(0k9b_9VxQlM?q5{;t`2A9YI%WwlTx(Li;wjqM*IH`sV6^8v^l* zvUOrMbNxJe)&3ADIHO^^o7`*=e)>?m)H5*88p;9WB@9UX@bfu|c0set`o+6LH_V1V z*bDk+%5YbjX1<*Nun2cU;FU1w8M1Hs5~R`7`|bbTq&tz#&S}rUs$n->S%4L<1xVm4%%SUs7M-o3`>n%} za`~Ag6RgXz{`NY%rE%{Bbc4B<4NJE4h14J>oI(RW^|o+%c{{6g5SB-Ium|Hmd`)&T^_So8|H*;xlrLW< zSuD)B8~42tTS-u?1C*#nXS!hkfdKi)?~tvsqU%MF>ZR{R#Cw{>2`HqZk+mjo2N27t zk;2rS(1tzIc6;lAqYyQa)TnvkD*Z#Mnqu%z0IK$q9X^$=={_y9)Oeult9Lw?uJvp? z&C`ZQM&SjqQS#kDXvO=l8}(1HR}%&G=hGQ(ii%S(D|H&s4FMgBHB~)Vn@Ot(ziJ^D zK}(_#Lk)u#(8vNgWXZGteH1d?zbG;PPaw6Mg&cRD&jmAegMW^w=ayAov02kGSzL_E zBvLN&D%w@WM)CMDARZ*7jD#`_Br|l)%7{+kfLd;fN;v9A#Tl=&cO*N z@sgBnqFGi8U%Bnl7DZFdJSoa#dxJOM5O6;QrQIpbrmTTy#%(v0hm!7-8)7pQi^edWh95&JN4P zop`hr)dpwt_%brA&ZSG{8vDt|$hplhe7-P!(s)Ba^aiLs6EJaT9KtAYb{O-MK*p{q z5an-kWZ(6Ccx)(`L+3@-@`ohePI5zo#2bP;{B#Nk$^3|G!oxt+>f>`~tF(s58v^F; zWz)B}i8 zOgO*dF}kP2;dkqWIEuL1(pb=rGH(P{xO--NP2;+)UnVwOpapYD5y>3#vMSTTs?>$r zlf$#WjxOvaLCt9R1jDaOb0I~frN8x}R5F0=hQM*9wybdG7aWex|Ft~j$lo9qZ1v%@5TxvkUqd|d;2vQ#PJ0%o0}N$b1vFdh`S*31Uyzv9LIt05^D zW;TpfdaoWGk>50x?u*a_{T17PjpRuaDk@r8SsG!<1FjNC;VdT@MVL~pi_qIy4# zUp`U;d7g@({qeZ^LWLPa{OhvtZ!);oxNom^YJ}X=zIIusR|hRj$n^J)$4RVMT!!$% zh2VftH#JpRxXpk}C~}ygOwDEpwZEoPM%?iq<%k|hMvhb`CL#!x)-8JoKnrjk`piQ`vBe+eGov|W_D4QNO+Gj^W{5y0A|)`t-b}A6QLv8kN^E)A z?|Z0O!h?jKJuamwofegXM#N#TIe%*<+I|{qzyHK+{7nqBivN=Mqu+-I)c$r(gy|jFT#CZ$G4yv`ZjxB)#{c{0>d;ELfmbY&RY!aY7CofgzrKaoVoUsh$n1(rM z<@9 zvWE=+C1jch`fP=eLXQeTwYdk}by@cO!;j|c>~LE}#=82x?D(J1^M;EO9tpBTB)rB2 z&fde9vgxmx4To<+PwtH#Dcyn;k<-{sXbI0^Hyn0!pi}wA8Gf;BF?|}<`OC3Q>~YHa99oI1 zF1Ltx=F3X^EFe_EwKKISIy#rS+~R4*lbvI`Grh=3dIb<;LU#*_L)s^9P>X|8i!4!8 zxq*;y=Dzc`5Z091`K49F>d@995LaS(`BBEbO24{f;E&^v$USQISUCJh1V<4nuha(9 z$#{|5+)>3N-M=S1I4exaSPY0;^sYh&5Cc+EHP9mBbR*0d-8w{o<1BjsB)|{Sgb4vaAh04tJ}4`v zhB&+$6S0;0Tho9%+hNLUTOd)l6rZs`T9`#1imcZz<4^?3*)kd8t^Vy>3m5tO%dzI& zce(aUM$gYtHg;J*v!YXI+C1?dpe8eo6epq!g{7*tBR-NdAgo@>NI>WFmB(FgP=oInj^oAD8FTGop?e8+cfMBuQcoxwL08o!EC!wRoH2j!7*MaM@N#7( zzmQ-)=;638qbsv%G>9_8zqWQ!f6lbQLG0;-&~4hx;sDR*tw8pH%O_>$z5xLJ4NiVW zKLMn?14t!B526T1+|_%VdO|xLKRjWbtJr{X=+cw!*SlL)Y~ffTuS9`4TUpBu2%3A* z%fm~Domr>^k;34t3pupMVwJ+kd|?2P9JJBuP;On#KS~I_pp88 z1=;^d&VPwp;We$fnNm*oL#=*Y$r!1((vnjMe>5wQ{8?f&Mj6x4>4$OC#TQ(0ePcp$4s=qI0QL;+5}Zmpr(y$<>KVmdXM0PP1RA zCsL;+`<9<&lO3+svHI)Arvh{9LM$CU1aH8ci2HcuSCc+ z!XR2h2{!r1x>sXZ-Uuz33_g#8- zUEtAKdRC%6&3i$uGy`QerY1M>l&Spo{5$ZxbJPjzN-42~nyFA}1Z>z0Ee#n9wm#f_ z@IxZynf$g*3~Z$koa|y1;9_Ny^zDDIFhYt6;g-Xdx>{y+9sIqaeUohVT*Gk;b%I~1 zam_s!wf2vc3B@OH6mttuLyHCv+kai~wazucVa3jnbNV|~mOK7-OdWp+C^-6Qnqr{T ziAh${dTb~?t1HfAjM{_Vc05ViUEUvjL%>r1{-~~O2I-5|(j^oNR@qeb7{RdW4!&mB z?2mdqsR2%!+h8+ZQ925oAUBWyqaIenh8;J{*^2NMhej(9etcc>E<}}7a=u_X;&M!} zHo#R1H4;Rl$D#& zX6_kfo~t6Dk@Ry$9^WaJge2dh^!qX~Xn>6Rj(gcMz`O(x)Q%X6w&+cn|Cu0)mL`klg% z674jNgAGO_Ak#7oE<93he5)vczQoZ$b)dlucj(_ThOV2qT_X=yugXN8 z(tIo-wqM|Smk{PF8f!$Sk~CdctIZrgdY@depdhC0Ij$-PIO0W5-gc~o4g?JhVj z8N}FCz5p=si&dPT!}NoljnJ2UXW{boqc$J~;eje!jQ8e*g6=$t_QGp3iZYC%yiNB* zUbfR?TDrLg1dhhFw!GQYB3dXec+Bz*XO-=ceax2u0GFq|d00awkC_VLu$Vjq=7AUq zaP7e5VD8zx%uF9{c($%8pP9-gZ{)K@%YPD-6m6&O%bpl{O=V9EL&u zZV22YsOye$)wtS)6t`N-y07|PE~2%{ealP)V$Z>NFLFgYTe$W3c?{~_6-(L+J&FFRq>hUCO%g(_@a%qezlRuUDlu_n|_w(v}7BXb)fPj4##SA>=EK_Eh0u`@ocwwRVTrK{0EQHy5ZWnY)K$PhYu>;JZtY7~-8~PvP z7NtGf)^@D4O~7E<148xnkw+kFNsVdTJ)Y^4D6+K1rzOtY^P5`PTMv0Q)fB7PD1l2K zzo++%e=Uj9iT*~l~}6?)6N8~bKyN5 z8^bGvb6l_FDA!1!@{NEJw8>MVr{C3_jBWasArTMyU`H%eFe#GQ*!$*T!Yt}9v~xhv z)8EyI=Yh$v&x@-6#Kn8ZlwA1Rc-fr0X``?UK8DAj*i!>I>SdSCn(yplgDXhV+rtO%6+kkwZ!zRSRMOJ}Z}4=jJOKg{ zQ>nlM>q9~sKV0wXZ9qbJl#Ll>@g zh%@qTZDM3qR{$!_24{6ckcAw2FyNH^5>SVtw{Dka4!Nc8Kx}fZF{CIakzNw}S3|uZ z22$gvj8L0A(pNeAlK5g}gU8Lvn1QWZqNt}S>Ynp%YSRnF4pt`slif&gSdS;Wx^h!4 z`kZ4wnu3cr^+@vIylbKjVnV;YR)7&)=EtWPVD#Nhp)mRSGk;Ftxol2f*mBaXWVeAg z$kd{A6_)YPYz*rE)05l*PLSi1W@t8v)=G9qEM zrf4w!0hW=GyX1djg?BpTlM_)uCZ<1D!F&(aO!Axqq?1e18mI2_wzvB}D`@p;;N}>@ zAI14&O?@(NweE=|;Qa9xEL5EQ8rsn=rUbX?N5c>FqO4BS)MoOZ0Y_78ynltMHmow} z?F_fU{15%=w&_7|>+f7zq96ld#l^_Z7DW(`@);BDW6g8x(PKi4M#?i^33Xe@j$=6gy-8L zbYxW;xJft0{ZSWHhfb|W?G4=ueoYh zDSYJ{w##cy8r3UT)3CLws8-!!Ayu6VVq^-GS7XZNT<(b#f7C3r6Y6!?{>b|BJEQSN z6^bz(GFh$Hc;t{*@;jX4&lldP3B7zqfu&GH(xpdh@}8dT6hg}@{-_}-E^4Zun(!=1 zsu1btsPnQnkiS4x>9>}DpuMhno^y$O)+f8phDE=#<;>rPrlWM{FS70Z)PKE!{m6e` zuTAYn8{)alX;Jv&>w1}wFlLIPiJTRibUqb3BAdZ-1r+J-tO}&u;XpP&HLk4OVNB9% zt*m)B;7w?W)1^Sqc;44B<{o7jS>z{a@_4Px1SI1^$G-(VS1d2hw)Lhj5v_Dd?JxTHVc8yO* zxG(fz@eIT3dks$<_<0JAwe|}$_3zqyLQtibMg1N6Xi3(!IBZq3w>zN9QGcu2erxWm zNKJAy=$TW2N?&q`iuFPo+8U2yVCjIZwUrL=Op0lbu|6Hox?AT7C~W+Seuf!%GWU^v zT6osZPAhku&hfJLz=;KlxxbF2FLr@YKmY$9xBnTQ#*JZoggK7BK7DT%r|vB{{ot`4 z<}p+eu)vm)L@7?=_&0ep!d!6yu@UwJG&clAj_JM|K_yp9)rz&hxu4Y0Y5%q~9L^lD zRx!v1N9L$$mC>X?be&U>=Fp->|Ms+P+uhT)d)l^b+qP}nwrxz?wr!s|x9;mns-oAO zq$=6#TVGWcSS2W86At$apZmg;0tH7_WLt(3>fbZ&UP6MLMHSK&mhdUA!Ry(vLwC10 zu(Gztmqke)c5nMozW|6mTn_8!zuv3kn?rgQ|Kw0BoexCUV$ffG%>ZrRjMxwuJ;kn55dlm%^kWCx6MTf;3rB7X4aMRJVmzt ze+?%;H-H;w8gVbW7(enP(4W9M_S5-D$`GcJK&wG**(x(1aK$&QVKAD(H5ZGYu(b$RUgku`jFI~yz+JR{$OTQiaVHg6+6$elNm ze0D-eikWMw<(+8P(N|W!wDtbFJP{HTbX=*kS?TMLuL_1+f)(hZTvK?iPs81@)!CT> z7J?n*?08mQSQfpficB}0h%0$Y{<_* zMYkdu#ui$`28vJ9NiT5$2Qi@iT@}-NK~}57W$l6%Fc!;G4;8_RhWtybn-BxRq0?LN zV!C6#2o+rJeJfTHSj&&-l%5dv+T(_omzHk~26O^c0K*!zJafcR7-)B^(iE4Xe3x;M z@~6hXH4wXV6VeR2$)SBz26G zaXGnC;qV0%Ve*#1ZBAYM1~;xkkV^cC7< zmy!Zpsp2B)s*Ol#F^bfbvz1qhP-Pzs$a5us52RGgW_{Amv(8dW?10(BhZ+R@2&JyKS2O& z)_6B*lCn@@vDdZJYQEM`8^L!73Ygrhn&@6w^NLOV?^=}<~iQ}yiB z)e|qxC0!mdN`D;ES3YjIU3jSB$$(q6>9G;~`*gXQ28RWG&skZ!-{c&NL-GwTbr?!x z%(X+XJ>5$M$~gUI%m z0jBM*^^u;c7VZ52mk$#y*)1FVtpa8!tmTWsh9*ZzdeKa;`B>ROyMk*h8Hxq!mv60(uM+!VrS64 z#IX7TsH$Zj%gh=MaCn#JDPQwftTn#pikZ2d(+hshlR%;30+rsRSKy(0y0wHRQ)$E` z+^>b1)8ju(F|HpkxrSWrEDAK2f2;Qum6=?HmBDko6mzX7S18`jN>{M>Zg2v>Z|D-a z_&98R+*-@6ZsyJeM0#4Wk7UzVDpAh1I54@|U#EipO$WP?=$Obrhg~=!Iov6|Z_VxAzWY5zUg~73j`VMoNKdA#lef0( z*>}xo_ewikK8s3!T2Peoy%iwT!Mik^JSMb1^n97Nv9sxarSBgf-o7j-rvz`N>-5$> zI;oBo%-pO^?+2QQ{1cDo{+`qw{_2C0!!y)9Z#hl4hE7GIzSbQG4^VN3P1{tVt z+hCbA9K&%l*gJLUUgPVnZPBSa?i*6g%hV&R8)w;$sl%@NFG=XreOyl;dilecWuvEq zBj@0;c5!;7oA6b-ra|xf(CJKi!~Nl6ihe~)WWy^#u2*YSho7}(amQ- zb!=3uuUqA^m6AtpL;mN)t(R7ZCH;nA0j_|Baw$gmEE((cc{6oDkfFFtqZ zW0r9sfZ7?*zjF{!6u_^4>r$AB6yX0CA~zra6o3F==_}%}XR53O3xG)I%F(d) zDbV=u-q{Tr00epp0s#Eq=CaFGO>ugew+pDa%&#nLKDk7!7FbYNIK%G|PVg75AT$9j zRcv0Kh(HI*S+{GDn%`{vwg4!l|14or+$ZpR(?ixn_sLgH?dO5rRrgAjI+Nve##*Dv z4h%xbFJ1qI3Rk6T07(%EKj036Kq?zn>9M{Q2;l7OhYkQp_yruo@QW0Qh4BF(iS0ha zzyZ`qC46QO3DkVXV&QCigIsnoZtaO-p8^n}t01HQUI(N)(?is|rr)QOwy@0sbvuoL z9)diVc{P^_z=D2ZakI|mgox()@-F(6=JxVL0w`c(3F1Dd#0UU_^v4$$an{7~@4Q?9 z9})-Tn(W5dj|JcO8{ZYV{#WIfu70teCT|EnYnakZgw_{t7|UnLq7Pr*WB+GD6bH-%0JYIBo#=36N!-%X@I@H zGARfg31M#HfJF4nG<7^Io699DD_d~x!pGSKz1drZX~obW#Zv(`13;Rja|E278OzAzh*5? z3Zi)vcRD4pxQmklM?gxd;dwbm26cb1FG{9`#OoMk=D%^&IQj>#o7dH>U-ar)Sze}+ z@?~@nit|wqzMh5dUI>JuZJ6%~AzIA1PGvFiHpuH^FzCk$XeO5oLBvndNR;yofKW%O zo@#ota%m=YbazSk8(Ak~2Ye-SCu6HC-jU#84U%yXyfLlAuLCjdhUWsi`Y2lpa2)hu zKjXc1r4M5)!kOvQ#5{#@gSt09R6|GHXoZpBGBDHA6fh)Jk6fXZFPc)%d`F5chCy;yd**# z5uYuS2{AiunivL}YRTbmAp-xosKqFefh!F$bK{QLU2}~?2w=L6rA#o5nChj?nc@Op zk5Z`6zI9HBI~$=k-WO4GDU&=4dB5N+7-sM>jGVxmDim=jwmlKnw*%Adur-U253PlF zz3I6n18muQK_ApvIAcBD<$s_1$IWc76slK%!$`PZ=y+UBYDA%SJyjzw9;{_e5o78- zM*H(eruLhJ_}KHve7;PUip1MmdqT5KC%QOATe6E73X>h^N-sHs$?@4OXX&MEL5;pM z)H>Y=ShG1n_L1)xvHoL*WZG0L?G1UG0bVsyl(x^5ZdPEt7s3Ds7N>~h$jM;pio+f+ zeQje?xr*%_1u(E6B7iJw}uL z&)Z88g|dot8_^2T3ODlip-zgu*ltreB;@;-MRHh1*VJEq;h#8Y(@opF^g9&94<+Y| zI<@1>PI# zB_kfET<`qVWQqgZ?_R2)8d>3dSj|oLK>KxQx`Kge+P9;tenm*X`J7d3sRn&dcviT? z>`{Eq0KAWpmfn4h>@=wN4r_h@UDAlno4|UcVWn{t4%jPc4gG_?vvF;0A4$mZlmvVY zq91)v4mc)zXn1>t8xmh_5Y!sVY$edzrx$SDJ5DCdbe7_@M1;Hd@3(BAq+&Kb&Jy^R zYfIUVRxOJ&7;)SO@RiF(w;97b{nzthTbYsA8%v{QBaufMX4BsIbza2M{q8<;fJ7hd zakO;Dbw5j7rNf@`D23`0;^W=P(7iVip8}nZQnw)?3Quo@kWAn&-Ihm#R-E=+a&R7z z#s(dwpmA{yI!;a%rIf2t>q(PZ&Q>?|+ied?abYCnAbT69r2Zx>F(zC#y!EPe>rUldpR!0Fz^nR~8@)9%I-0ftV$k6FdJ! zV<=Rp_7#kpM43QR6#V?e=;c5OKJNACvL#EDt~y&9nR?-%@o;Jn$VhmpxZnz zUIo;@%zp9K+ZjG?T*CQGLi3)><-1$Sr*lkD=w|HQ&(NKA$jyd`LIp3H zzOT1#uWZcgl;c$W%Uxldf0F#FU$-0_V_$D~$hU%?Ok87KWBkQW!FsR{r}}Psopg<) zxSSs-StxP4B-3@!eq?~TPkoaBBb<%~ zs~JB145s%S2k(vl6sSq1o58U(%q2>?U66qL)oa9L4=4jx-?^6w34bGd`pTjM6QzzDjdRko{m2t7O+s=HWixXP;h zS$|yN%(ym{vv0TX@gQ6>6-e6+EFk?Pvg73uJnmbvwf0#?he+v+vOsJQa?Y1>5x>c_ z-aMSAZXMO8`ou-;AV3##x9d+vTgKU%fNMaiM+)z*lg-nEuBR2PBsLt^KVu409#LQ# zqQUx`es`0;OJoKPfcP9{l-?MHNVZi03RH()J&>UkhA^FVqFSJ>*bQU=Q7U1zsz2Sq zveFPKW|J~lc3ml7)Q;*!+#&15<%^zpm~qUcb?r^#H*lKrBl&g{ z1?kn{X2{zT%X40fpSLdJo~x+58DvJe55jwbRiRpj++N6Q(eQh#IDHV1P&6EwqE4Mx z<@GHecj%ZNI~WWqk}y&jaUMB*X4V0wZBl^87Xcoe4)hW&GaJqrJY-QA_ZKN?;p7wB z5fyl8s@+w))W%$XB$Bs_wv}m}O^D=<#tOR#1_E(Wbyn4k`wJ!`L_RFnkZod9H%&SbIcAq`BKn0G61uTeDqcjFEky<;#+EILWLh<|4{h~@M6wwLxV6n~+4cI7 z{Nl&ydlAR)uy6=eS6a=;2OH#UpLz3v&M8-dFt-}ha5dy*-zB2#N!v~M zSE|8K&bfhGx9lS3=9Xc+c`r5i!8nEoDVh0?|1kV+Xd_p&Cs0g%#UPP=F`h{VEG8kg zVxVSWf<(yi89q897uKW6)MNC>XVx^)-DvNF2LR$iLABWBxYiWE92))B6N`PzLK})2 z9DE*Q3WD5%dFwm8oy{z3rqhh3ffgpCGoqCaWQ~%Sml7=wP+5lhR3UG~=`<-8`3<-} z-$c+g;E6t_;<%svfnCRQLt_}bvuP8`*4j8()oV7EteyG>K_RE&cHw4ZJ%Yp(B%XXd z%q>qH|6B|ma-|6qki-JioKA+KsO_@^Y9&-Rl=HH%xGqJWj_ipI38I2t`T^U)W^uFr zCbq6+{*R420&EhW+EDF6eHub^dr>6?G1Z@Yf11^K9O#f+3X7 zdQQO3+a$~H1ayg2pPBUxHcoS$rRC$E2X7^vo^$h8A+qKCuo5n-W(aeJ`jFGD=}yxE zf9Z~c3_uX8g0b?QH|!`+pw=2IiZYWd|9omvSUc^#-Tbj~b?AAK4wXY+)ly{Irhm+v zZUUmWp+)vPc;82Ys3$A--e(Ccu4!4aWeu8S0Nw!Qx9RE;(2=y8Kl7MHlC&!!wr3Jm z<}DW_e_qY?PbwtRt#gP%oV@&{-~mymW|koQcwL1R%0A#h}dd5~)52bf(QpDO;*}FY64VAD19RoX>a@Tlq9}qYY1bGJ@`^e3$IfS(AB9VDvC} zh@1f3eJQTw!0lPMS(Y$NbF4luQv&uF$^%ir0uLek)U{eWHSgZN^0GP{r9THn*k?oNg4} zf~Y3qWX%qN>`M$j_H1BeWOUnlK@tG%t5KspMji`1ST_?U0s6gGn(8MBKG8A`4@Id7 zFFg*+Zesx>;o)mfGdgYmklZvo@!J?I_h^m^k0&hk4^m*sySUU}#tXb&eVHVRjkk!1 z41z%*!jsPvlx`v1@@@zzvNoNqVZl`3^r1{c4C>nu$XMl|yFNv(zR-88j&uwCh8Cz+ z(YX3@@;qQpms$}P#y*Db9s@TnwKjsTjSjOPm#aExDnGmtIzFiv@P_Y+AFzbkR*qxe ziN&E}B6cVzbCkgDZ@0CL@dN9`Q5&x}xd`HhHs6jaK<&^|^jmU;5| z{d~!~dJ}2#;@Li8C3tFZzBE)nJ%RrFzrDVzjc(<8dl5QRta$-1Zv(*;3~OqX(zilB z@Gr*Cc{Ix@$PR?iT_4)_yWs*}<1@Are4yXmbXs<#rAhDJChj0tHrjl!Hl>Os_ zxttfY)U2DGg`v6qGdB_Ks~wNPB&2&D8ALYu7U!#1zjxG4nd{yt;CYJ-fYJ9J@Y169 zV#QqCC2Y!6R0Ct`M-77IiK3%K&z(#Rq(#Hf*JQz9&l|y83qUb$L=qHhWrkJhkCjO_ z!0G|X4`f^G0^|T^Q?vPXY$YVR_=_9lXk$JPo;31vyZqOw0Nv~QVP(yA_t@bpLCxXj0$7~9w#>4=AytMyCCLdpuRR5j*&2w)Y5;NpT-sqHY#@_;Tu z-+0F}$g;P98vCrVmcy%W88%h$Mmi|(<>>uxv=~nCe1FfyRed?g*udUxf74t;9c;}C zod2T`zc`q@e@`+`ziP6_nu@co&3uo;VB8%Ur4@cXpBC!Z;LCm9-Y^7f8R7<@m$PLN zOqVxkKBQ{5Y6y?QaEH}XDTg;ISQ z?-a;{_p;Nb?QcrU`d;8~sXi_CFLGcqDgscg-r@qEsEc3b9I&5~oHWFPpES^~;ksX5 zcuNPoRE2Mi;HP`B8lz>g4WX-O7xLfxI}b+KqV5$t7xABE&ikgv6r&G=ImmrCVzcow z4b{06>3Pwx^+Vxqs071T)W5@83 zKe_Z==S)ZVJ><`ckH@hWrkEG_Iv??-+=7#fKXu=t=s7q|5Z||Zx(m8)p-(^j%s<(E_-Bu~Ug&9w3ww1q8HQlN?P{K88XSHU%h7> zK1w1ae-Y>-3Zo{jdYh#6FW`dPzoY-aIk&bpyZX2FWx;=ylsT%2KZJ=+DQXUI=Sv`< zhjkW{5514QL)66O4v_o&!gqj^RLZhm`{6s~!<^a@SDll4x%vCUCAu|;cF*>Y8b~ay zDZbiqW7hjsk2f@`I4q>D`c;F9a_*$Y|Hk!UJD}tu=c?;Y?zyqU^XH@RVWPJYzS|PE zzCMV<9WTODV3X%3y6yYsvNtlfsX^I~Q()_7U#kNj)rRs*-p(upeDUa3{0P!{DahS} z|NFcRSw>j&JJ53i>RjCEl<$>1T*&IBc3;$Xxt;jluFR*(suZr#H0z%zh479@1{7(Z z35tE-oc?p**k5<`liunZo%IJg^Cx)vXW-aZ|Dm_;?SEhXfy(3?$fm>Hqw)w{ogf?& zgdPJ~2B6dd69BmE;OmIzbA~1l!W>8?vcB+1R)NI%0SLg~eXG6%qbPtQc-)|JrU{pv zoSON706IM2lu)x|0LD4Zso@zF1q}houT8*Pn??XGVa}xrf~F_BdQP$i34CXFGfk|2 zTSr_+CGgN+owXI*f`iI@=x1k8N%aT6LzztgF3Yg2RmjfB_BitXbwAu4U{XhAw#Q5D zl31F?KEzF<;e(y4-A(Lc>>fusj%+^EN&xSf7*SSK9Z%@V^D;-SEU~bgyfduN83@rw zUY^$l+jZZyh;4BzUR#YnD|EG}vpKry`HG7Vo8;KY-N$8WV?(n~QweZxLrpR{9ih!D}$EV<&xr*!RsVeJP2HjbV zigHXj2@<%bDH-`I@|QqRk?>nJ?H}vc;Na^1&lS?5p|@(1{(}910zE=`M1~yX%ifob zd1dXd9m`K|(5!6u=7z={_JrgfSg^q?Lb@EP)*~OcDJ&?m3g@q{R?hhp1%m{=-xv;N zfI~hEJE2?rXv9v^SNboa=O>8RQ+1{j2g?q_ydeZ-S@KY-x^BE2$ zpjBn;-sR5k5M*1#ri_9@b8T+9E#F@02C5eiHNMkREarg)$kOKCYEHJP$Hu~JRCEG5 z6!nFdmP*lsSAFw*xyH*j|FECEs108odG3onFzfydwFdg>bOOFS_i_!mCoE$%t!73UlbC9eiPMkc!+Ur_dv@B5ebiGL{h&|0AOFc^%pYw)+v-`h}c z(eUfg-TcuS1Zth$_uk8wpES79J&5Lf=R@6uhb!OvZz;XB&K22&Af-p&zdvgu8_ zs5s9E86i`0l(f|S>D!&X9h-VtYkvcKJYHsXF?Ef-o;@6Va2}1th^_EfR zn@u|o5L4{OoaA?VAf)vi+RDbjY`0Ckl2u>c=4l_sCc3C5!C2M&vxZ&IH2O@0xbVsv zHdJJU9=jGPMP1@^M^4w+VCt+MC9ANw+`>jrmYd@W+i*J% z)WUiBfF4vtw1q+^0?-RIjhd5@yKFGIq^M(+22`DZ)lfPzb_e(*`GG5 z{OT0O9!`f8hcl0dsZ`o#4&zl5_DEChfGi!=iN z45VDBjC?_T)g4D7LjyhA$(z-Htw9=?ldAQq1jY_J3$b|H%Q z;Id^|42le70BW{iP(SNO#mq6wg$D7rKIz+j`y`)n z!LO1=fBVC2XL0q3cCaK&rqj=}ZmsT>r{h#DW@X9Ua5?`66_(vqc1DvD!r-y}FT-`} z#2t(+B&P}|o>F6~M7ID}b**{>El?@_i;KC0Hk=y?+soXrxeJx^&~JS6=f`Wo8uLPq zj&|4gHnAED7G>E1?4{*6``)A=UboSarX1QKK7IM$23-!(0I5b9+Nz;9{a!++YAQ%S zY7?9{v__Ow7RGDbTn56H#98XmG(?-I$yMiFhOVuXWf#F)>jxcxeb3scYr8lMTqcUg z+1SDdM=Uy7)Ybx`WN*@qQz%#J1L@lZ>zWVjx2I zG@&;;nF`YEGPXm4)I~acUE>FrVj#_K^RR_{ujKYqQ}drr+wPH2Z%!ylNfqb%==WoB z6#7{#YlVig$qe`dyeKirk|7G$Q|ewY}llb*$pYgfTUo&`Ti)C_rY;8an@` zbflinGh5(OmUMrgchJn8+ipC{D19jAMs^{45%)toeM;-ZoL$|wP%eplIeh@;H4TT( zIDU+OPH?_Pi@th|rXV~8H*RD)UJYF!R>Y|LcOoj7b0=QCGo88BTXzZJB9%vPnJf7! z2FSKKlKaiP_9|ut{~U`-xO7gndS}TR&}EauiM=$U3bR9xXS6;|9&4x6+kaepcQ|hm z3WF9cO<;i9xy8Cc4i75e8@@K?Y z9R{Qtm#wn^vudrJ)KtiYF%zD4V^!5VWJnG5rr@eVNjnNZ@|Alk@mSi($k-!yb>}GC#vZP~v4d2dJ5~?K zmfS|T5PF4|fDiuEpiOSkW@p4-?YKwpOZ(^_cP6EzTq$VhK6`rmcgG`c4H1glG`{Ex zR}wEfK>;U!VW-6BJL5n(uLyfLbc2DboX0h@fOFg5j64sXBEr_8{vt7Ms@4f&ePlwt zS&4#?$K^@-`*uqtzps?`@*Op~c~+f(<}W&Awu_zuC12r+I_(X;v$4d;ZuWff&J8ao zPDwMCs}!DO4}Wr$y}q5dUo1P#IYzLwNFozw;rm*%k9FQDt-D8pZAeSi+Oo1e(fzy3 zx~63LrP7rIHgn9<=Pg9NC6Vl%%XZMoLL>71b<=j!IDVyssN&^KcJ45DkJQ6}k9%p^ z+^cO_$6)^=s10&;xWvg(ce+P(u0TY=>V!jTYbUNlWpCs-6)5uw754ej)cih+r^^tH zIHs`QxR`~748HA3!I}ae{c>D#XJIMQv(Ol8j`#yI@r2~p65j8Owz%2dXF*MM*`vw9 z6>vC>hzKepO8Vth7vBfhtv@&~`xI40@^w2k_%mx`BPk=+qB$eZEwo^;a8EoY%3z2B za0LsS+R{`b>%!hyVoBmYa;*MHs=IrCKrrSqACch0be zu3AX_yTmzCWvBc!9)&eX2*su;qU16gLFM>|?2%z`QlZ~5enG!(j65LxV#Nh|!u%u8 zDX+kFoL5?Ym*w%ON#;@u+DWBC4IIXi)i;_gQanqSyO;_0s?Ay&&}Q*$y=X~i%JO^) z=VAxna$#4Qea_TjkyyW+qWt*Su>>Ym{0`efMW6op9l$!((e8MfZAx#_gyx863Cbh_ zRvPq}eUFa&H*+WvbynL((%r{#xJxy*=v8rzbN$kj)@0awwft7#R}iJ0^Lcj$w(Upy zN$WpJH0l}2@W^|8x<|9gMPer@=B(r|6rkO!vgAZPnP0o)Y$2lLYB_~3+|?WX1N*7T z4RcD@9J>7XT4u9U?omjMn(TD+&sf2Ct@^eEsan~D(C?yKf-)t8GwLT4OK`Fk<`3IpKV7F|!L}NKph0vOmCzh?1jBi5%$IV2L z0ThV{Us(-4C7-J|&ojy(w^IErt}(qy0Bo&Up$6!4!@R`qZ$&Dk@hdMy%dnNR-KlD% z=eS-b_X*0b3W3ER3XN7dJJS=!Y@Lwo^cQ@Rjgrj}uDac&oN{E#T50@_)-|@TMducS zAqEl34&!+~D5ETjUkLAqg3F>|Y-3lQ;y8KDhC0+-pm`w7;DS!d5}qfW2!3Y3bvZmU z?})xL`+~HBPB3(|IQV-phIp8`Wjs16H_?+g@vw5?W+DE)rg=2QY+@mkMkq0=W~FAm z-znCC(8rigS72DKgCg7neM%Lebz10?V9zVLJk94Oe>468`jx~&J; ze9w#?$qmQf+6veTYM>qae*>zxk!yP7nJLszFZlNNEf zRUfTDf_HQ0KgW!~(?N^Rmm&L#`DIU3q$O+BcAKWrxoTk9zb?*w<2RR<^O^X?PGet%kydWX%{smK(YCCd}FV-t~&S*da zcUo43aT_>6-6Jd@>{R=}djr4wdsdm-HJ4qlR@6H3B|zdZYB#|P#^(Dh_bV|JM6Qkb zU+Hd*b!064Am1QCi%NNva_hX(60WhvoqiJbaqQrAk;G_ zGIBCs@^7#ZflB)WolI5FQWbkHmLl?bm5T5r1E%5yN4m)BNatKUF19&F&8;8k>+c2%`*D>Q#?*FX-b+{JsWv{ zPqqE^R_^Pr4Pn&~TawTwjXsNqNCOB16HXLcIocS;#*EZ>x%1=pwVXnSDW=W0*Qj^G zFc-p7d-B;s{e6Y80%1lQTTVGfX$j`FV0rHd^rT}*Ig|GxfeWyTD)!#N}q)$OOamuZ#mP5w-)& zdr2cfVn$NLh_-*<*mB52q*$z`IA-C#U0$r${vTWU&nH9@C0|6ZHxt6prF*vE-X@=E zCh=G2Yw^?H1Dy)Wf)D|^c(?HTyyNof)($DlMSL#acPj9ejOJ1qt&0i*& zTNx_Q=!>)&8d9**Dx2tNRs9)R@2)$f(8c>6wL9J+haJ~W(tLJpK#;TOMI${KA|cbO z^!x<_bo(~lOfoR)0+#C56uELViyY!1j6!OLm3V&m ze0uQaVr}T>&oT`ykvg z)&^JvKr9$=UOebJO$|4UOfMlc@{04VZQvesOw7a9d{6(USWrD`x z@T_eY$oYQdP4lo0U96`G*<8`ea!hO;DA#o+DT}mlG*;~8;bM`irW~{Vrk0LIXT}<8 zK`IS|e`I2Up9U!wUi%)`-g%`R95+7FUdXy&3?cvr9b4sM?A+9@VCj~U6Id=$*NuOk zDILE|79jlE86s8FUWMRy17D2Z&#LBciEc@~;)46}O#Ey}?Kr#cg~=r4LnDiric~YI z{uD%|8$@Ext?!E($ET6aS%TI}e;^9TIzrMkX=0BzG2(K`zi& zj6cp6iXoPcJ?tSdo}?NfpGP$w3Q3HoScUl&=y-_XUm3U$sn)NJ-fu~$AZQu8oZ8L-aT?d~@>dv?>hVxLP% z7Mm!g)G1)A?QzxS-QA0~yx1%Yc;e#m=)*59x^GGu(9K>??z%dp7kF6R28Bbo4iX@n zv!++xT=_I0-=9=)v=-(hT84!+sMzTV)P)81g24*D@bO8+EJ4af1uk=3!m6APrm9he zN~2(GtD0zF{PXN*rrhLBmq1tw#ly`io($w}?$fSYyHfEA-Obx6UR}Z>lEU>0%KGeU z#_-mTJT`cH%t=qYfa>%v?x!bIAchCx=2}o#O^xv-FlJ8 zarR%R4lI|S%GV70Vi;#odCnVcVrWS4(#SZ`G0$IAKq@63=t%zscrH++`f*wP~j1lsScyi<7YG}kD#*K(nRtv&$=Cyzk zi8WWg655&=**O2yTXLI9)8{iGDTKhvFZ$gqn(-MF{kX-LVZ%*OZDL01m@+MZ#PC;X zqTp=y#*LBr_HzDx#@%DrZRUKp6QQ0%MMk6T3!dB;J;*>UI9qEn;qCD10fa#M+Ju4>Ml>Ym?R zmzR5ia7S2c^OE>Cb%2`18#^}@okYe;fB(u$#8LYa-kYM$dNfx1&2_I73L8x63W2v< zOh|4Uqv??TgwTD)VovCYS~ndlC+Vbtqsgf|IB|evp>5>;>xF9w+#gNy`Jqi`3E?Cm zK2f}oQJ5zyt@9o@*()6i1F|BfJXdW-XLzNaR$W?#k77f`c@*Nh5b?CjZnNHaI}W)? zK5#Jm*qQ3)N=%gYTv4LS!hM0CY|H9v! zr2?hHukmU>(bv@Az~~YKYVa>2sjK+9eE68Z-?E768^R+|y~ zN?pbgy{lhz^?iO|TKdIAPfpG(-j_ETQE);|XKA~$Pk<1bxkH)upHC~9;^R*M3D`|T zf2o^kjz&kLZ5YbKQ}4M19ZXc7Dl71@x}qGT#Q8RKW`^f!hQ|yWQ8O!jFi5+A^O_F zI4a2#%3|ylmhTsAf9PIR0zaOIkBerWdzD3yx`Bt=A^>IHh~TH>OtU-}U)yNmvBUJl zqqaFa+i+RSLqou%t;abl4N-fF`b`K!)pT(U6P3^dHt@i#azaK1my5XngQB{zv$Qov zQVTHe(>2s+%cLbmZC#r?NQEiKJLIGmG1s5 zlw;P)nskuo@#T4$csE*9Hi+xSdF9K~V%})^SLjY6=P4J#2&vPg`R;E$Gjz`b>Q%G5 z9z--`Q09c=`E93Z?*ZM(6H$#RT*!d|eGy;E6r0 zvM0kaG4*GjE|;8ohN~wF`Wp@w?lh7Z$b1PoSg|pnPGX2eQ5t8W{IhEa?V5^5Xpl^` zXdC%%aizVzf4q!dMcu`cfu+k;n`CXVTz%{aZav^+99%A=laLjqSBf7 zkEz*n?C%@6_E2Qgl&I)8UU=}#^9C9fJX2n6s_9imgqD&#PqPEOjhjaQQX2~)%35&3 zVZD%YeZ0q8)?U)uHyCNf_r;M+s?bEVPEI$bdz?h~EQBPX6~g{J-}8(W^XUo_{0vVf zdX1w;(X11)3tr)re5w$$nH~Ir*cWkM_Ul{1*XX<#+YVFVnrH++4UqIN@*~=8sjsi( zPalK{A0R0f?6)Ga8rEc9FChD@noOuh5to~)xxoOFu(*8lB*^Mb;mYPZLJ!IaW@7Rh zqQr>-{(pr~Qf6kZZC$Qw3~UqN%D`7!WP6XC^sA8Ql*Z zre5y$MdAUH(zD+VRDaL{Ro&I^+76p77o+8PCo5KPAU$fWb$*|enRq9caEjXR2a3&R z9|zCHAJujHcG1nUirK?7_LL}T>1z}k&&}$129GbPs?!e!rsWhmDMiuHNIeR348L!? zp>@Nn=InLj)OfW4Z?SM-wk54HSs5sFv7H}z`Ozj=agHl>Uo|t__xanpyJd|FsYMS5 zi=NAWIEkn@R4Rw7x#`HSjK5st9IoGo?v>v2c~`t-mD42Vm|(6Wicw`T&xs^?PCmH` zK2$-6bGul;oI z{K93h+1gR1ic4C}WNxgg!a2QIMPt4keqCmRyXwkKt_k9J%g{e`CJJp$W29s@HVM+9 z{orCs^`Y#&Ld!_D2yAnWD)ZR0vfkCsnu*I%FE`M(Hn#Z_5FEh71Pi2AWB;wD>O|N= zwzPh9)=}oTb&Igow_7cbTUM4bsgCqM`kGu2oX{ z;qlH(b3d26VMg`lCUiKjEOQl7J|=o8U=v!YohLeuw`@L4W2MJ8G_#g_(v#XNC1c^A z+8)!^W#DWKf((*ruo%QOqV)M3FsvCwtR`#~>BH*(pe4^0z;*A_=aX-G)Eg7hP+oGS zQi|^tOm>3IOvq+Y-qX{+hTqF(6qcDx_vpeq9MN5-*ufh?kgt+Px!&&t)z65xA-nT; zjqN@(3HRGz;vdk!X+)F45dmUBt#CBtVA=wE=@O4<%9N6l`At_k`F^fkBMe$y5^nyF zo!-nwxg%e;&G9M6_HGJ#tf;2ND(_;I(AK7Sy`CF#eiswb~%5|LAJcJwV1>xQGly+R@G)jet&dH9d*EKkQwgM$4#5A_iP3ObWBHkL`NY48hg%+wLHD3^o7d#i0|XC^8=RopKZ6rI)%&bnHhkc2Gh-=Z62)X{#eq-A=> zD>(o1AqWM>8&8r|KsQ+Nw?UTzMO+-dkH#ZJHx#~4U>5KnpZ6)c#3=q-@pqZYS&6lGKlgWby}S3|&-D*|@>e%ocLs2B7!AKit;506IA6ih58)IDC7 zZ7XtgH)6@H!oIv5zY}2oHMyV-?7CI1XO!dXlap)O)7#{j9^Vjl{t(?USA=33&ARkR`^s)69CuI?Flm@ zYheQL+)$IhaV+jl+2ex(iWlb|&9~8W$ZP9!0ivY!`+gbwk~c7ZHjA|zYI!PL&fYSH zPD@{VK3W|Nv*a>8xG(&*Ra_3RzYu=Tb*ba?MqHTR>_Sa^p`5Hu%^r6eeq{z5wLBpv z6O|*8@+jBjs?y6$Ro(|@-Zy6zqgjPAwK(@*S0g?4n@l!nrWrWbQP;ZKfWk*y{f(`i zpKqbp=uc!_+5*nerIBfCYQZ@%Y_Qry!%-eA*;}dl(fAlppOUS;&2}rSNRw*DYUz}( z3co_u>zfqHnkyC?d;}m#YfXm$D7@Gw0OobU$bbM00a$o3)3tx~Jpo9rp~rvSe?tIz z1G_A1j9l2cP)iVYvGpMI= zW;YiiV@PkZ&Y5e*#}`O>eRAPBP}om~1`Wz7@3Jk87hMJ2>aB!@zF3 z^5VdN z;%tB;yq+` zz1&J+M6aj!=NnzhPIX-+wSHN0tS*@8GVikS@sVAXRE$5ZrT1~D@ht1(yT@%rLYz~3 z93I!|HV^|&=#u7a`Fbx`ao~ODmkBLX5w*2QCj!9l(u+4RJm@d;ni1`GDxBqi)Og?C zbu{snl}*ZcYL*|F{c`LzN5^ajrVqtbdaqS^YOqQiUz0X~WzBe50 zM+G+TvaM$_s8goDNF26Y7FxNZ{M4-(s|r_ z^HS@2Vw-v*=RyOjWj+UJlPuTu8>`_y1!_aPUL;-ci!KRtT(SrrRhvb+`Nv=q>r+SB zSTmOiK=dnr-9~HsD|mhwN`BMjWPu-Vgs<-0_A7+@3d>|%!=Or7W@~qELrta*TMbr) zS!qLax148vX;-%1%LU)CVvgTgz;#JmOu)V!D5lrhE$Gel#(su&waD8zRx21Kh zum*cuCY1oh7Pg%7Zf1L^DcQLo2bsnj;hucnv<+C|PhEw3!r-5spN{rgLF-ynqIXKy zOGO9#7_QbuL*}*{bgO0xJC=>G`axKMZHQ|_sKcQ&9{{3a>CW2 zSLPtN3HY$?PEZA256-wq0KR|oE?uS#XEK>y!Ezh3z8ViAW4SWscg?3_@gni-JS-+~ zNShHtUDzx}e4$nM*=Cel%rZyWR#RPYm?XqF{L8^y2`IYq)B8FG?PcoT;y_)eb75zn zEN86_pW57Ii4Pk#sSgrnMsN<*wCff%-Vc8eSWh&pQZ=x1cXWg8JGOZ_dguFkkOS_{ zqGpgE+q8yAJ!K6W#A`wUDN|Zo6Bl27EoA~ZdDWhCL{_}qYeJ3Xxv_ecok(Q)*?zV2 zw**h|)-R6h$qg<;<0r5Co!uqz5>TtC!RE*rt>C&g5{7FxDunBtpO4Ex?^{VPUR4@= zu=lcdaW5y1zb<~vC%?M%D{6|X?V$0bsv^W+-1>$#ar@;5YE!Dk-&)S!+Nk`7Z4u~6 zS;?PXEu7KlUzDwz$SszbGn(6H0(*f}U~}%y1YjkqV>tKxm$Y#vBkY@<%_~cq` ztw+-73JX`Sj1N1Nt0T4F4cgSlCl5lZ*0=g&0vdY_X%aE~g#&Ol-@((HhI}wpZSC)s z8v2Pv<+|6-XA-|zNDUbus)4rm;f-gcZZ|`=k^VHW%Z8zb^6C{Sss?}ej z^N|xfg_{YQ{YHHK0!q;3JqUWfk`y!f&9iT^2{{J4oqO9_leo2|-UUS@UD{))M#hn^ysy_?M$(a7eisouaZu|{||fb9o1wPr;EnV!e`~P00IIkAPNF1RRTmsK$I$7 zdanT#5=sJ5P!JT5-UJk+_Zmom2q>W=y@U`U6e&qa5Rym;H_Tn5B~Gr1WQh#$f+9qYV=_VR@X9H{ zA}{DlxA5CF8#-0wIF;h?v(a{Gt!Yl~>*xVarqV>1$@DfBGniw$OOwkS z7}kdsqDr|2L~<#IOwKoMF+Zn}FbR7F<4uF(__1J8SGGrsB6)h%r@nB=iJJU7`3KQ| zn(0zf!ecTl=B_r0LRBp_(6npW&)`zO*ferzwB@7_ve|FCU&)D-nO%Wuv=Jra6Hr@d zi5tz;f^INFB2r7#(>Dr7REi0&m6f+(y?)fc1VM7zvD?*cDsi2_cUnP9@A_JkPK$ouLEQ=LQU(vQRMU3-~;E!_iCScCF4wh0V$DfW?C zG`bt}leb9>5gYYqj+#!{2f#uyUx-{EWrz5H)`Qk%xNe4adrFZ5)r{FGJJ~|s<8}_3 zlaTSIQ(Dudqzf~##_{coFHC=c`2#<6MITelmp*;BTjo5Yf_VP#Z;?{BPZ*qM&nwAG zNX}Y=8_nVeul7BCNM4x22SI)~AGUk5U~=q}xVwIiD1T#Lm|@uShDJQ{8A^(lMMP^v`tciBq9FE9^VG9^0SX>s)h0cDlL| z2cc!f{~=813R~iITbnBLT!wd-NGlYe`gQ}h|6^`%^~SOJqn(=mFI+8j zghd}JbQg4t6+1i_JN9zz5Ziq!>{lx87*+O$KjrT1)>Yiy2Az$HbH_e%kLslJJQq~t zPafC0CuW##yIe)?hmIBHer{xcoz3cBz9CxrdBeNSi8~_x*pG36nRJPcPHEld3)v2T zzc-SXJEsHS*T^M@b~H>oCgE)AyitS}$f>lECzl=wNtYyl*OD!}2l#N^V)5mv`=o}V zM)NFI4Xg@H-mymh9yI0TY^J}O`Gea22XA}VZ+<;*m=8#lG+%zGM$MSg`^W@M*qv6y ztIOQA^7g%m77TOP|z;(4wkU~pI=^I`SaEd-%^uNSkFIvYw@ zl6lZzVcM3nXltttuWW4x^PkicJ*>4EuESqg^!P;FtI%2Joigxp!^~dn3gU&VOZLm= zIw0gd4xZ3>yiMET$nyk47gz1We~-8GAX0a>nXSz=COWvLS1GGk?yVeZ*%f}=@8+!k z?j(X+uPxX2ns$K0k|VODSDTNt#iN@E592^@<^J`Q>*RM?PH=1=_f{j zW?>sTf0^5v%~S6FSsD6QO3Sf-yQ%4g-v=De*#{s4C?J+iZu&l8mre`g^x~-l?Ucvocc*g~k`Vc|OyOZ4?b5xLeJeL6_-%!{<(p zKFKef2J=pFues~#S+oyOp_aS!NMG#_qQ|zZ(_c(ekdZ5PUi6Y?Ve(viUGYyOp$i3I2-AZs)qY>+C08rK1GRf9WMPYU$`A^0(tx z!z1okZM#DT83pYQ9)Y|M(xjVi)F}Uw%XlUUnjZ_k`Ayyrn^^S)%XHlp@a+8_d`<{V zG&||_7I+JY5CK~L7)UTNu4pb|ejNKmHK#@94Clr8%o~n_;?|<}JjQiTw zJhE}2Nmg@Mo1OhWKq3?0DG{=5ZpHdRZcAh6(6XwPe4XJDjM#dp?=$Bcb-`f+-KUCP zkOs@i@4EziI#(-R&87^%(|#NN5XbpFqb^su(-3sa>(0$H*NWnceJ50doCj{a$fhZR+Y zBl>cS*@s=(CT<~EKXNwKh?dqy=Y}lJ&n`!Qo>Kn!aeKQ-xM&*VcEOjoW4c*&$E+~? z?vqEgOOnTxd_pHtS*$Kh8pU=WaGM;7{T;VU5X6;v`U!5G#6YWDw(G|NvWVX1BMVzu z#{N!Jg@y!_X58FfC|d5~rI=8$yzU;qM@9#7b0P+miq|5OxMN$1RI9~n3yff#9seII z5H;Upsc|3h%v*SFy4fxs7NeJM3bLE@KGPAwa8<_~x2vI!I?|GpzDwVY&d-r7w$S20 zOaR)SDFxn8?_{2zXr`p9O;5qx7R~z*@gj;!XP$)qRQZF3JE12Fm7;8X)mBn~xyRpp zeY#k!hWxO8%3AjQu0V(yT1O=6QcS8HCwc^j5=Hv@%EAok$=N+q=%PRk?L>wP4LC2e zFvYlr{bA^;LR|drI*}E;;yBQ%I&JN`)b$kn>hyW-AoIb&-tYGgymdW_sS+q`#YMH_ znab@?Ln(E_1vYZZ2qG6&MSqds&Y;cRh^S5;qq>q`Fj26>Eh$+rxxdKDq$gZ=+y;Ek ziJ0k`86sYsV~&83V}bjCn}e;s?+_sN&A6U9uSQHdpF1m`Bu#2&cOLVHaf#9rBLz-l zV`h?bd0-Y$K2^YuTrq9Cs4+- zqDMO^ujIQ4k=A^oif6S@z7r42$5N$;x&%Jds8qeb4R*%vvJ&|>0hm?~1T_HzrFATu zk%fEsAsv=kk>IONW2c>*uhWbf-B2}QQC|m-8_$DK%4g3CXr+2^f>U1oKegO_UFgZ? zt`|h2uPO~Bdpir`=YrJkYmvon$o!fy{oOQGE%;a@9u2%(=jU%PS+ZaqYm)ItmpEW1 zX&L_LrMAn#UhO-HZqSnE1mQAWcI)iyblVs~Fsz6f%?e!Oj>9cy@xA*xc7HNmKQ|Bm z+oIxo!)a?R-AMDB=r*n5nCf(s4wSS%=Y>kC%$oSwTtT+S4liX5-^uD!mvP>8`-Jj! zp$HE#>Zp=Y%W2lE?ug2oU{dR=PDj5fQbLP3W0jUx{(M|E8oNwez61`tTAO1Q^RVzJ z#{h!+fRrLy+ia^Tb%kj{VgK%?gucV)o`7Qe;bWl=>80%}G#;+yL1K@q*RAaQCXboV zrO38!oWD`%#+ZK1K)UA#y5WI}!NcY>6$lQH4Poh^Q!yh zF4C#E&b8B7V;3x1j*P`Lm1w z-a)~=gxD+wS+ZY$JVg0+YtQ63Fy5Ksjd{FdmkDa>-k$SP@nj2V~t%P4;3zQV!q zt5P^ZUv9M$SD$(p(~gQ;c5{PU4#8ip=hUrH5_bK)AVnrS4=A(ThHXnx4l9bhh}v7t zA(da|rpnbR-9`-%ReniJvq#JF;dxhXa43NyV~>>$)qVhukFvVT{Xs3OO|hswH+gTG z2FzQfD{_0v1Ttj(NwNEY@Y1!t?WW?A{Ia>T_O+oIsXeEDm+ze^Qxezy5n&mx88V@VMgU$q|&TpuHA)w6}IqGe>cP*6S zTm{}of+Q~dRxo_}HlR2m9aa^PGehV*-&DlBPu*IU2xRS%Y{}%gxQ-nI+p*EH-z)mw z!ez7BcV{lX2VYy7YSM3+3Hp-c>{c7xqHs;C?s?&pD@i4uL8~w0QkC=K@vs6RZrZ2y zXWUC$KkWME)W-?nnm>nYP>7o9(3eyAHYFb@rU*UvuI;wPM!~tSw>F=;)X7U}03W;> zNnSIUT{-BU`t$6kcS%d=Fr6O(RRdvbjB)DZawWNvfVde3@>a{3U{YI^d{)0X?NB`2 zP(}50b(x~z-;vr)jcmz_O6Lt@wlj^TH6=#|q(Gc>NmYwr)zE#o8w2fp;a8avQ~Q9w zYxl|~)m+B+CL4DsRuBwi15bauT2Tp=wWR1?6K%M@E~%&l2HV7lc2>T~$tyh3EBVa9 zQqxH6xCCdwcse#Lo>R>PQO1>jG`z{+z1HVyu<(lstw4i7XZnhh@2OZl7c+AuRA3>g z4?W?kbnNGV`Izb0t+U48Mi?avkw;?0IMLw#@9lz)YW*zgAOGnefc6)C@^)51`F)D| zNhvFBmR3A}MrNElHRD7JB2lERFu%e%VScPl^C^;VCnDgTU#|D8!;DYj>EWLV4hfUb zus5EHLLbL^#%oC#6`u(H?NqPVh$G{icL%a&!N;Eq8k_?~(mF2jJLy~xkSi=O|2*BEh2Ml{)Zl#}={~-9I}?K7N@&w-^F&UW@l{gb%Ohw0UpoLm_0KZ^k$Y;3@n>r6 z;tc)`#9kjE2x*DDgjpScbC3elTy;j}&H z6B}!Dg|wJ9olR2D8Sh_=FG?=C_df^Rg@6Q&uHH4D z!=lHG9Zjaf@7J9ap&tAo%lWH-M}Wk8fO9&EfHOK`n}CBQ23l=xVtf%k1Z@pur8xm%Tb0Z0VAuCXH40Aao4Jcv7%4ZNztTEhrKG65V_=R9N zuYP2sfbJW8T+f7|iB5F4{B=o(*o6eA(xQ?`SqQm2>wkVtEy89#8<8~B^YyldDxyt< zhxGDV@+sy%z;z|BBK#Vf^+wBmACNeQm=d;|{q1=G6x|+82W%R!hvppXZ{Jd&x2Dvx7(74uHuhn{7>An} z1)6V-&hG8r-^_IbtM3EW?3O0>D4S*Hx46*gIs`<sg}H>YJHE5h z8@YaZ<;jofx$@Px(yTVRL|<$6s3mJoP%gEyAEKH(mJIW;Mmd>71YUdAX`d6zS;uo> z28uYdln3XsP;I*2`V8jLaY3Z7HzEP?cU`st&C6r^n3Ahc+plS>p;jpGdB5!m=9)F1 zy-xhPP2bpFkx^t%p=)IDFQocu;Ws5E1*smRc-ZIjOMF`jWT6^bXLZ>50aiPTdp^f_ z!A>s#qU{;jxXmcZCb3p}5Fga4YU60B@4O%>ilihkM8wD*x(}G1a5iVeY0GR|8a>f7 ztob^c%Soe9D^`D-BWrOww{J3EMFcp35nw-LWzS%41Y*1Ow|cj2y=oOBvC{-@nW*Oya9<&8T(^VRfJqOp=wa1Jlai032N!6Vu#M8$lyC4|b^rsBkQL=Z zk(uk*A#|#$Bj6DBbm=tADRiDn;CGC2qdbB_Tw(rw^)%c&uh4R)s;Bw5@l)sbtNP2_ z{G2%c0p5yY=2LD44(1RU{xxiHKrW3nLl6idl+uNNZOrvBnAuG6R$zVuI)Xb9pAJrV ziSu*W%yM(tuI!%q$8ad4GGVcA(sVIVKpTor6-v|qO z)qwsKGnBg3goJLd@w8^1j!N zV#zh9SeK8xRRKUJbz|0U{4%JITr?ZHGHOAH#q=4JwMhm_bcfQpH3jA-DKnw%RHEDz zzN%&?j1UiNN2-hpw$Whb;>rAamMR}Fdp;9*Z)_aO$8U=mMIu64-;uLEKRsFmV0dhGo3jtXk6dDw3G454E()Cb54N z4Fu?a$4_OqTD7bp_0EV?`R#H6TkL!G0q2T7bx*p^x#b5GL>>}rTgQVCcf32H27Lxg znwwRUr|`i9jOZ??6=?p?d}dS-*zPsnROvY>G$ZR}lAg`WO7f-3i5`=Y{wf}W&6Ld=7V05 zGpD)Qq$&3W924>Pxy<;eCM__mckGImZC*t_LCzi-Ll4eI*f6Nq4z|@lFf?)n2#m>135z#wE?R_YO247 zE^Qt3@yxx|`6z>ZOmkXN zO^B!yoVMP71`!%??Qq_omBWdIyE*i^R*}X!Ip-RoRfC341>c6MBQ0xw<6Q51LV;`{WHUko5t8NT^5D@^POWEoa{nDr!bEq2)2!unB zj@#E1D?L>QS*w|A%5}p=U{sT*lFYf!m*bQr$p>2BtMJEcN5mDSIld)fjp8tSco^G_ z>4Ri^p0a6f2(gXN59I0`O2cU^+Wv^St2k-u5(acB6`Qr3%O|)Ne{EKI>ru zJY~TAQUo4WC=!n8->RjD?R2}s_*O7jLQ+&FDv-PBdYxdb7j^Sz z?F|FF(^rk(t}dqGVfh9$J~SrXx8LVA+jDPtI21D?^qg8oH1+LAyaO5#&DK^kD+o>M z_lY5bjw_1s5K8tu-i~0?`f**A3{z!VG-k^v@v8~l`dsK8J|;#c;$dZajI(XkYUZp0 z^~*ax2(tdvdi>HpV8n`|v@?8M>I|2Az%l$Rzvz+6uf&b8M8acgVD-T*PIjGJ2xcNA z>YGd)+b8=wC+)Kt?YNA%w*;Zs%`D&F(_JoqB8W;ov0HUJVePXx(M1*C#}&hEz;})d zyC+Yk_K!N>8eX_lu(s;)DetzX90xfhg|f=o?)Va8)--(|@Q4-8V2BMs%&I%!mqPJe(Cc)tdIQxa_+SA!f=dw=RUp*IZLK<{;MNkQLz6*k&dF zeyqask(Xn{{miR>Ch@QeoiKhDg?W54f~m`ro?%uc;0@l*?E~aEeW-X{xS8BGvPx=C zp56!Wh2W}yWo>oY;~1pO3~qN+Je%A)lr#kHjfPI#Ui>yZV(_sbza;Uor$iRD(tYi=^{LaCeoP%(i4`=BxE!WHk2hn%=J1vVQ(kC)re1dIpV8_+@jT{6 z1|JD{1*`kQAu7@hrblq`CrvN>{lRpNgMz+vjWSaRb`ot$EXMj=6WbLb5N2dJ0_P>| zQEk#H7{eJ1Jgtm4>HL$buXJp9fc0#UtSaoLHV*7_8Jiq7URf8#Sh(7PGYk zSri^qcW2}))AMa+LCMcM7qKY1>HU{%H;~jF%uO0jG>lcppi{FNY6#MI@TPCrRwCEi zRLSh@Z%_$rIl@D|w}Z^CXO=ZdVj`gueo#J}w{$Ho#!X0&XUm(1%60dOJBm5Ma*`Rz z!7HEyJ7FZJ|Mat`m`l{C$~pqy)t+Tk)cmy$#!`#AnUBvH4yf(wq-1Ku)SJPn{vbdGnmH`aI=*jTCE3zXu}zp6Qr8*CUnli4t7$D@85iZOyaOl9o@n4a58 z1EHhSf_25`Tj*U_JaDwO4rl?kNqgDtL;BoUM|I6lO+3ERvlbqc8WZdoyHXsF<&3AY zX0R;98dzg1!VTE=Y6Uou@Esx3R&}@SeLzQ852L;IkF01+QpkKQLi7%TM+pQsqMtEG zIB)HmBPM;zt(#}0F?w;{Jc>%1s_{1qDmX(%cF?P~+?ldX`+y7?(l5*h#HBw@_AGv; zFG)ol1f@D>f!I&tlQ0%)&|UkYub9>sla?W{T>O>P7p+45h$CZ*$pUGZW8gUc&W4x}<~O z<{m!Ia{Da;A*b#GE@H9_g7*P+hc}0K+S)wfA3`a@$PW8pO6KRjT*FOjO{E$G=_4f=|gJGs*4&G57 z$eP**+zdHPT=6rYRVhvI$1g?De2HD;Up=)pC$(qps-?ut3dzy-0nbfzbY?^QnnHF? z=nY3I7q3;{&Fn3}N=vI;;6NUTgBs7rtOC$SLcd+?MGY|<7|m$`q0id=(ysN*afjmL z5Xkl?f_zvya{N&x5bXxkD{i0cY9dB*-Uq6JiKZ>U;*#vqxsmsyH z24Cd(KXN@MhD24r5VFd^p-;ruZ#C`hX*Aw3wR#FSuv!$0jE7I|0|a8u3d?94J;Q#7 z{Y#xS*p}FeBp0rc+k}Q#UqD&XB4BKNwftTZ?+Bv-=?^rsSv80+Dw+=tPuDg& zQz3&?wAb9@*h-Xxb)L}?9c~yB9yr7)YHrIQ_8u#jGrJmuyzFb6mEpZf4c0s&HByMX z&$hf>oU0cUf59>DblFxuarwrL#X&HB~Y=J`8n>n{ebI!y1k@bg+LQ1FP3URt~JsoOp|t#eK77p#h^lo}P4px?-?RkrLK zMBj(Q@}{@yleaoWIj!I4f83sO4zVn{Ig_3pNgope&RX;eK`iZ%84=ZJx1~11j8&Ro zG6Ns6@kl9h8u30NyAmKUC5-? zSF@w`u&5vh8t@5}1b5RiS-i2M#ZAodvR@Ma8XFy3o?lS#c~s2Qv8uDwc*|6-sJgok8_PUNTLF#;hGS6Gc&GO>tzM(K8;#_CVft!l-8e}2+MMOA^qKKa zvaa0N@+8mlgXd!2I3mIkU8n4|7uBbRRKMkbF z9u>DadPY_}8tAACIp-vNz2uuOCr(l}wSOwEGTuxPZo;x^*g8ITiLEtTe1VWS_6B|+ zX9^ft<$fEORk`zUS7M_v@}!S*t;y6tmiVaz?O5!iExq^og>ihPFu2Sd|Pb+N%1E9k*cb)A5sbm#bmud_{V`?1xSBgWK`n3o4wpn7KP9<>hm~0QGd+hLl-y{WbJLgvo7QP`*-zUI${y1Wz3ckL zH%c+1=3$t5@OGiqQ9XkQT)KMNx?1Oi9C4vn^FwA4NU!y|Rg9&i znZ=E^xjBV9hl^oV0S};Qw4e=1>E=-cKU#2^OyQ7+B^-6Vy3vfaMtOHvCTAunuA|ox zmHT{zJeRhnj$`uZG_Ab|eKXc-*>v0F+^EraBsKU_w%SnzHHddjXCU2nt)uNWT&oN2 zu~C)27kj^To$kF4kZsdMc3bC2)*aW2j&d?rvf%XTXW2FP&5vm{ZzZ>#ew~7VTs2lN zO%jRgso;c#G@-w!3<*BA#n9P`sDjS<2a`b&BA31Byv*rcr?Zwhc;Gu?e3C!fh>eBas! zgphLvDeStA->zM=_}(mJHEQeZB=ApCg}TPd7Oin~MzHGWo1)<-rj4}?7Rj`0DupQp zTL*14%be*AZ(E(iFecyrl3iA^sY4EF!M)ny#&d=gySO0IK7dL`st}!BysoW>a@ed$ z0cloV4KWJ@9X7c=&d-8|IAj&Q)iyU+7)jt%TW)8>4e|toGOot;iV?My2H)laLyiSv z=!*M*Sv0x~%4YwfB=F}ZSxpFcZLIE|C%T^Z-zE>^Vx#Behx;1DzfS%b1EWO51=Mtn z2dX%9>%9ccA;Jfu$z#j4bZq%6eDpi~+Z+g3y$_IXq#Ju%E1u^e!1e(y8sob|+&a{? z%;JsV5p+?Rz4bM1-%AM<<$PsH*Sxq7R?s!nfy`jmtGQ5rnpxVS?AA$2C}9q9c@uW> zP$LZVr3SNs@%D|aSF_4x(>IX6DnEY0!$$ey`<#^=q4G$WSRR4BSSB*NDr zOc5*`Q`tXC544_uT;mwiW*mJBHyONyWE)6LHa|ug)L>-}pOIV>s2-K?xWb2`>+Jzq zRqBtnZ9!jDgbkK~GnU*Dm`h089|MqF9dKB6`}SnuGStq>yggxECV?cIEa()7O~+?z z)@O-m>zF>dkKAOQVoPSYd#x?L>|5d_1K;y~z>PNC>@+A%Q1nyV3vyK)hA#~2hOFFS z@{CNe(`T~iflf$@D@i4^0LM>$PimQ1=`w}Ha)C#NHPm0km7UF^nyTqet-8CE$Z}rM z%x)MYqDawYS+5zqyDKn8*fl6eDY^VM4Gpv7<5f{xK{gg*u^Z1&?^6W?N~f;p4-wtd z2XyNm*F-<&vRB|>%hFCygoN~-Mng!_!W^54M59HR&jUdA8>FpCkqfj?P{ZxksFe2Y zuwMmp+4o0n%4jON&&ON>DF)kx%ij$-=$@C*<#I>9{=)Bulo2csfkU3X8bE1r++N;Q z%f@w1q)V;NcK!Z{ok7-+dE3=V`>&-%n^9hYcpsSucO^XK#n8Vv1-3L{8q^bYcT(;6|!yue}s<<%a5M+r{z@`cB{6S!fRQo#eR4S4qk1YmOFra-;dV5ONe8L8CDb zwfrG0R>*eSEuWu5cebkEpI7AN0z(mxoj^a1ePiG?#xp3CupXb-)pF?ioJFZ>K^VzN zeYJauW+_P;zh5L|EEXVH9S7ZDZwRL_89QBvorjViVtvni>-WvxP5RO?T5&P6G3|J?^xeWw+_xcg+g}v;MFz1o z>?+)Bl@JRgG%Zj(nEQe~Pk5?) zd|7fjA@f?Xd!E~MPA94K`NlTNUd1U(65{aLtgnG?PAtAk@{I7J+Wjdtkp_Bhcj+mp zT>VedhOd!ho5cz;#ntwmqa$7Kj`6U0Y$Gl)>hE`Pk*$uVA2=Na--<|z@^-5RDX56L z!Z&AIJvJ#T+%AD>emiz1KmTw$EbXT8x3C{P9guY-v9!A{kr&E>QIirmklc+TTzrPE zPr3KqM^{F#9$-;*IfQI~ktTh}n)PnZW??UXN>J*jwiS!7U-SM%y&4QjSKzYRQPd7I zgu1BTIgLlT;Fzak)vQhKETnp-|MSiDS-f2|XNrGQ?RtUU3vFk&xjM$kEY?)c7iPpO z=JO{Qf-})vJhSI#o4KpHu}pU^03AVcFP6N+?;p9lRFbOs=BW0Y^z?(h7h602wsY`N zvi=a;k3o91bvP9MaCMN%c50>8D^+$^GS*+s1y@W?GWCmA|5!(PvEUohxJ+D~xAbTW z^=@XlSVodY^KB=Fx59;LP0L69>~*~5884;^96adLUE=Arb?f&-yIwYiX{kLDP+#+K z6T)M=(?RaFAw9vwIyu|VS@e2~`90`*gXyiXaHh$==e!drzwHRTamH#ZZw<)d(s4U{ zK>^qU-s#b8@h2o@FZBMAc3hpWd#axDI|A8b533+H}!h^5WYFnYBWAn z7UWnYaG~h;!Zz4OLQB)>HqBIe6C(W#nS^-_G-y$rggBt8!hXk1&)SL2oX(h$Z*8vs zgT6vrk!@Mu8ugyNw)!bN`^7ENl#=MYC|i(q-yY2=Gf|ZHtqv%d1Tzjk#YCbS=ls1% z)-u?2-*B5lybE1s^E6Lm>Sar;T@b0n>HnMdd3P}vNPjkr6gk>X0Hgf5^ww& zbu5OGQ>>e!q9gQI`1oKr;P{6FeW2Ib>5|R-(l9>RL6KO@pwyzd3yT6g$=#|_=4Zm1 z9@y!EEk<=eUVEm}+WJEsp*1PQ<0F?Dd3)`!+|M%q{PFI_7%&*4VkOyqi8+I#fc7#o>vCc5t$rYrU zFbmepSt}xc^y6Z|zkz&VE^-$e|CzWtAbzBwp67Rs&Yza#r&6UV2^%+ht$Wm&r%9>n z?$XVv-@gSK#-yCmGGq+(jn$@^^#QejFWOLD{ zPmX&xwDjT6n|$OEOE9i+s|nPoYzSngjqk2A#o-mRm;t$kuF*lVY`D;F)9splfZWh~ zpknH?CPiV}wx*{>EbLl#oo-%cgy_4{D!1ACA8(1teNx?K0*$$X?kPW3|n zZv`Arkz04zFwiMb>R9eCf>d%3{0-AC)6+VvpHVXMVw9}@y?oHcLgRJe+_s61oz7%( zut0{>S*+$fgcW8j@PeqQ7)Fcu2`*tj)%G$r>BP<;B_-R_1v|r}HLEM|0?T z!O(ww>E*xE1I+$7zHIrl8Ravhh^C0F3QP^GQrZ@IyrXG`B?!9aJ3d|6soX4@$ z@I4Q5clO&06mmJ^aT&r^FxQDytlxV0y1Q*1Zy0}XCpW}BrM|XLpe1>vTc(Bt55^4#2TOgj3u&O-9dgoZCM_qu=H`Ea^iwjvNHrPtNvApUWjo@N6t17?6|25$AEN@Z`8i-*0Wa0i$)mJ1-KPG?sZKns z;+Ycn)^Ro%G2|tew$8nDe=;lTXKuSrS=lYYz7>kUk-?h{z4iCu(86Ag@e7QdvLrrJ z)uSmlc8C*;^T`r;*XpI2+niq5jkw8)9J|dTrbiW>;`P%DJ-Ni|MD|k3?af(@OnU+K z(Y~Fe?mdfBQNgt2ueU%Smn?c5J*ob<;8Fz`;&AAon)&DaH_PPz+=EgA6Tuo+7h}nh z)W0zH0d0Y2);8i3_9oHL#_4I0&>tl)Gibcud!MBqqzJ*MqsQ zRE~K{4zyd7RqXTHm;4bjHl$O-U#k1Itd@0Oe7|}#q32RII@vt#p}pzw*oXT^{t5l{ z@@u#x_p{5lBs)rj;woULrw~GIvQUXfaCsce=1(&a#5EN>m)*7CCn_`n$vEAb1Wbc& z%=);Lwp>7Wlrc7#kDhk`b#!Yl07pQ$zqnixwQo_vaZ3}tSp~k}-+g|G^#JLs;`+$< z0xUNpzxo1Ito!9DB^k>lp+5UXuO|jyteTd+Tue_Mat6P6SYbyxlQ$12Q2lOl9=u`v zV7Vcm)QfD}xx43PmQY-4&1m@mn_8+3Q?o2QtBmk2SsNa86(A0k%y zv#LdGjd4mzqQw`oOhuQGz~fShj5W6}UlPvLJxWoSTgQ9*9-IXOEn>pFecy?Q0CN`u zUCg9;yH@p)`0V(m^zNEIbM1!BZOiLadCdr~p5?XqxVXeyC!ZLrx*xiEpc`y>#DQAn zRo$2mFW?NeSMGK66S#>(n48Fs=+~ruyJRkX;L@F>% z{)}T}j7SFkx^WxwLneLu5V>{u6El7vaN=5o|4xBh2W4@5q*-=ZkhTxFJRXEC-8$Z-lKaMO0?PFZwGZAjbv zfymA3=&N=TTt*5^`lu-3Lz?APPvd$0^=Hjk(0ds{K8+K`KZwsQTHx}(m06)es$Q22 zI|Z}_uA2f*9!M%C|GSBD|HB6p0x@rIT+S&i4e}`Q_?(zmSeW-P@ z+d(DLJThNsHng!GH6V*CFjH3?*(`W??eW@y`cHxxxDSvNi4*A?iFi&Xp=B1xlw_M+ zu?+R!OxWzW9tz#rP&eLRwz$PG>ARL|?l(Nk49C8` zR;~Xt{OIPv4Vw*L@S%dNaajIsniG*c&$fW^RbCI%gP&lmvoN*U?Upo=qCoENKIL88 z!d9*BbfplIT0^uu+DR#*sC@^osNq3+jT;Mod@52!+4Gv_dwotV#sQs47_!g6jMY8o z^*Rkt@cT13{*PJfJuaA63njM^-)P*>NgKPJHcP#M#eFbY| z^xL$q$$@_?G@7NNrG4_7A|DNAh^ERJc8|%ANmjfs6F&A@`p-U~L1n$cgRW_A<9kVX zGs2l-gPjC6Y^J<3-J2r-waSfr^r}*xNR2Gj@Z2oB>8<|0{7cziW)@_qVCHNi0h;*M zH7Hl7GUK1&AAfjML+lzUg0`DT-v)xV3T|*y=gZ{7noL#juil{eey0M?Kg07wo{0>I zGX24bWvL$~Fms{iqBY+{A+@F(yH*Q<-QJf|vjPGz0i>Ns^r4gp(TB%$NxDler!Fuv zEi!3eOH{q+@?-ru>-Zy>UTx-kG9eA9U8AndD#q1k8?e5Ii8%jUA4&<;WlJh=jgGkI zw+H5YEfjFzg-)7rWY`lqHySJ?9JbIhB!gT!vSUk>LF*U8AGG{fJ2S8?xP%M zB{ctnX*aB{N(xDOpu8$yXhP?%HeXHQ_Xw{~SsSS98&9SSG_f}D*r7s%B zO@A!iHZdMYB+P4kEiG^Sn|%e>*Zx-`0bk$UQY)O3A-;kw^cvUW;KGIt?f>*mJhV`+X)d)f*8 z?@`kJ3lEN|_2Gq#s4L~jDF48)eE?3#VI0kMR^30)H`gVX8D>JmC#G6(9z4rl0h<>@V z8c&~ks{WJmtgIsB@Ey_XTmS3>zS%ogN{P8e@N*p4jS*q11yp^HE1Xf|r&1~vhfKEh zyFOjqL)JA`@XZ(+-%wdATX#!XuIgW=`OkUIzHzRbm>83LqFVdtdpwG+A^UGs1V83- z(deWqwrT*~jgIkh)t_6p&7I21tw9cYcodeWi8Lz4U9D0|%gK!SsGtdPn;x$1JYwH6 zlA^g3#Tl#=!NbCZ-6MP3Dm^C|EPiJV+}X7QX=rEQGCVhAyINZ{Pg=s7rv;2^^B(gm9+YLd_> zL1GuVXm;=oAv`IbU}X%}nQk>wRLQw{)WDY%^Ev(tX#?s}_E}f!$?f`CCt5(q#~9{_ zN{0BI>vj%SGB$ce8A`G233_KuYqYBSBa+$O5E5l;ZL)n6^UKL+jK|H1YK$aMWDYc8PmeXA6Ey4GY01+ z>ln{sbCY}Z#P56?+cYya)wUEkT6_SK>&wHGgx=;yiNt)$>oPR1j0w3Edh>#bpTwVZ zkCObDi)k#LgHtPGg#Shv_@93;tjz4$!V-OH)L$$ljFmDsOzJ;!=cE4cOnMWscZb`Z zay-wi%iFeb=AEiSR+j(b+}EqgMFsCO)(XS3g-tpBNIXjIrSoYoWo0%3a zW|TDC*(77$?gM&%Oq#yel`kvRmGEMHwYdOBBL_l7%WLcqN#kVt&qn;XTy+}&3bB|{#oJPt}#&Wkk_)jaVD zaDbW%528j`TQvTgp_$8_hOwZ2SCvf9*+}gx#;1i&pB9n_OKY0i*l1vnD#)L`;TC9r zfV)U)czng1itnWDe!uB&Z|1b^-^S#X_xC?2eU+#KIF*w;J&h;xK__^5YYjr>UdJhq zq0u#YrB}oI`yU;;C-(8s56w}b)dt{Py#ESRSk7Ok&M&y`bqD2rqZm<`qsoI3+?HI{i?4R#9OW|6Y+pxngxSDpAn*X6Fv6`KNcVi}2+GEHTEy}X)z{Ps8 z^+Yj0Cz^eA_?WA zt~tRcK^!M1kBI9AB-c#nrzkuh?MN}bt+7KLGb#718@eR0xG7c}-makd0qpN}@ChI7 z|98~pEqXw;5STy4?(o=EpT1vsMgs_MJ1~nx3<|sVAjQ z@gy&1s|WF!PW()!pw)_QfdwN6Lbyk*9~zFnt<>PotUje$Di;@hH_4%PIW`KiwD(OU zAN?lb?LtFuH8UUZe=+ygQEk3mx^P-bg+gg@r!DTqtw39f1h?SQ7MCPQ(I71pTHL+3 zyAzzYxVwfxu}~zzCFlpg^}e&-Ib&zOIp@sezdS3s*Dd?G_O<2S`&V5)Y1g%N7D(;W z;_|ht6h70+R4MKwF()oes$T6%wvNza4@tSZmyU49Ym%LwC)JoxR~u0MKG*mmDyod( zfzIxfBJ1SBm!^`t$JXWOqwj6cB{%V6EH%}iz5&sUKU#a0^L3Yaluof0#lfvNyX9V} zyE6YUE(90XIrm_^Zrsxx@oBriZk>*`>QUCm(VmKmqAmf za}atffQ9ya+?yM0Bb&<7med)Rh9cKre9xu~YWC%SWnpW44-( z8`VtF?oUz^);D~0eSf^Idt@=)zD*n1xI@aJ6EuiEpI`^6gML1(YGW@-K>31z>v?iP zT0r$-SlP$t|Aq3{|4k2yRZ*(vBOb0;SFl9hmx3Q_u)bB*kCQ$wm;C3zO+n8*TUTy$ zVZ!i;e8MS}oxd?+dfc6etdU74RX`=V#YYc257ymeqo+!y1M zr16Tqfj`}$!_kDU1rME6;O~5QX4CUdjUK*=Pt~6*0Jz8rGr^44z9%gR(!dYC#^Un7 zGmUKT%Y`%HqN6xlFDSY#Z1zkOI-1l}YRMuTlzRV=(?N#n(-=q_q_j!$_-&cMUS%c+ zKS16+Iq`^2WrhbEo(LByKC(5NV63FNm4u7KloE*dExoY}B~yVcB#xv)dBi)-DP}`R8*TD|9XpP$rTQ<2nM_IX@pv*hk`bJtwUSFhjS zI3g9%$hPwiNu_hqIr=_JuJa<7c;yKf7B%&AXQa>5s)gsLgbwEdn-clc9!5FphzlrO zXwc})&oLA(C(DO0xdv-j-g~>T z()UI8e;4A5r*W*O!ZvOSA;)!eOBq7tVCn07g#Irhq~_e6st6NK@~x%}dCndvg-T>=oahMkY0y!Aqhl}o9#KwUvdE=D4l*5dG`2t-Lv&FRUpKhz-hXd% zxB3#vNF323mcGo@=>N{=Q;kBtP3nTFakk{m{^wH~YV$}0_q^Lrn8hC?=YOpi)c=96 z`Xd(KScg0^FDm?5Xpb7GOOVMK*O_sMWVkn!rlLao4$%$$Eg~D}MoBG-UjcXuJhDEj zM(1BDNeMQx7n}yWPHJgsFM9(#qmdJu+7pM9OGV%NPg;Vv*h4kc#ub*>nF;vIJq*80 zv}_{5>iEOs(xfskD~9guW)G`AEG{3wFQgOw5c!ZXvO5H?obmBrnXu9S!>HZA6P#Sw zXSlSjp{F^XpE*(8sVW^?4d3U+DDXAAj_8Vo3r%j&Fd06D+n)yyX{zFK_e>|SyK9$g zXlZGTPrbzvh^a1RzZpsxYv;pG;mrjlnA#^?g@0)6<3Xt-wam{?Z4W!>G@HeWplJ5S!*zwNxKc&YUs(4}pdf z72n0I3}T;(Hot=Ag_T_cSow1kZ+#MBiyHq2E zBUz%F0%jW;ArA?>SLm`N|ChY>nJR2^G17D#mbPMP;=>c#wx3tOdj+6tkv<5q{WQm` zrm-cNyQQ4*$kJmNs$7}8W`&VhtrQMZwHy9vAXA%FFgMC6W~Jo#g5?^eD2q?zCPgpH zwKrQ&6lJlUM{!PO!;01XDdBt2(ux$B(0O+y34yw~(!;DwtVZ$_ZTT)%?6aU5yCxeg zm4F?Q{l{yGXc(OHElq~LE2t!?762Wb*cp;m>(=MycWQt-r0+Nj)NKTPVrR+7OVoSj zE&-;%t-tB_qk2>4YO3*)SmFu*S)cbgX_Vr<0vvCz+~mQRhyP<#E%1Qe=g4z`)m!FV zbGy*a^|;DTA!TeBR)y=AM&P^9N)5M=eW{E~6SNO%KWi(3%X`Y|^=A~Gmk;KXR2<<= zA0ylMnJ@aNr%j5&&p*sed@PO&n|-weTlDUd3QGUnen{uI#s}$2u1}7x58;{YxD>R0 z&K#4}D?56R_%uRly<1t3=spEY*36de_}9NM^MPmB$@aJur-yW2Iu9Mx)6J|r`z6XUER+zPp$yXj+IYj=p7GJ_~qn)I3gbTq->_R z)MU02Qw=kk|3jeV-+xe+HV8%eAid!8SmaBdr_q| z2hS+<#=^E#k7{glEQ9%(QzN{@Y``S4um{CqSz7!HO=TA|ctGK1>GqB+%C(@#+Q#hK z#^}5F+ca^I%X7N(Q8V|Pwa^27P5YFbC3mN1&iJiOZTR$%GmTZZ-v|60J^2tv;|b!z zsh)6J4@f1k5KC5gK|H78S$%XI-|9I~gETQ2;4_$=MP$8%3-bl+Wa!_1EEJ`Oz)K(I zx0a3cDmy~$&tWX7@u>&m5O8V8v9N2rBd5K-zI0w^N};s8){6&3pcThLR`%ZI36?58 z1P+b?@+34ZYzwczvUg?2Kuv3MQD{4=*5jmuVm=jXq0JH-Ni6I3;|JNX zhOrlrmerJoIo8*(4SK4V!$y@K#`c|Gju3gwrE zPpi|MG1UcF+Mtue@J;&2dV-PjX>Tvge9hLvC*mB{7vN7moUdF%Pz_O z*?qa{N*=~~g5s$6tVS-Yp3(fuOcqZJ&^eY&!R12LO^D2aG8G`+Vpm?XJmgzHfc>X>|cu$|Io`Iq&3qtl;^pHkH*EdOG4WKJ@;}brJ{H#rvepsrHB4|yj z<%0Xnu1uIaJ$}ED=f|Mw$8bC3WddD*lm(LRua!SGK}nsrhy`OKJ)r|1UCk8rYFr@< z&lFoc`0I~;dw89V7JB-14uA z80*Z%OMH7N;u$@9J&d#a|0JXGpFJRuk&$3}c?i;MQ&v>QuOSr_B+3>zIM~So3hWOs za5_kn*ytsG1E~RpZlVp93r|}?rm3#z2OmUghb&!;$y-95x7CROyn77v&@^^t=1Drl5q&)*vTXrsgPDjNLM> zvepHpr55P=-s*TR)oBjPZyMm`7mI;=n>D3?(Oiq#!xr`(#way`pODXrK#mAj0bh=M zV9SIf^T^Qm4hcBlzJF?0Z=BG8Gt61Mv<4m;!>9k+$W=#!>;XQnFHkJGMj7O#CpSZ4 za1ZhtF%#OHvSq3$aF*F>W6InCo+v3S$}b4=BUMzFc)P6_m>nmkE*^2nOw6XmlTGVr zMl%EL6W8+G_px;v(0^zs(PSYaUB!PV6v$X?qb*_Kf3W$KEblGNu|rS1;Y?E>8ijPX z?P>UhU>f%|@C^#e1?qvc1WKul@a~6*gz)2zzoq{W<}2~9Dm#;_38d!QJ@Apq>vK`8 z3=%0^oweXqGLC#W>*YVyD66kf{6%yCQGMiMBIuu;-=$VLWwsty8)_C6cUP}a9baBr zgyEWxsbcx(V$LkFz(bv0ulnDg(gyG2P*!cRujh-`*w!z@fKgzR1IVD5y zCG?>ix`;sNtyEQVMFSJR!U$XP{{QOy$qY^2+77=0JaHY8KQI^Sm4Jp~1*g6I6|4EqOu)mY4Kv~v^*$|v zCtgD)s+uai)bJ`>+rsS5!m;j}Lwlv1NZ$awq53V)5?Ga8WhCgM#FxFkFTDR-;E-PEEMPwWof%5Z=u1?tLgOj zkiuV6%vVLVp4aj%@Yj}^xDIt*Ox;uPd9e_PrG&4wUmj(T$Zp5v@aRRZV}9l9PMe=L zmdE!fYT_yk;nLI)u!SkO+gcYkPc>-yuy3Pu0Rx;VY4m`iH^HkCG&Legion0b3%yoe3>1<~k)6a2Z*cCX&E#It-w${NmbOfy7j`lw5V4!aUwU2WJ9t)F;Z>jnl`$*F3fz;u6h%WB$Za1IJ zBy-rAvNrgXY@QKU2!|QD%+K##0iw2$IWG_PRk_hyG<6Ql;@}VOzt!tbr zEzAvCpfJX>oF!P|m{p{E?xoLdyrs$MSWXDkyu{S^#e;NAQSa zn=^I_wp_Vrn46o^Y}iACe1jG57XZ1<8SyF}5ZS~QlKHz&PJ`FrwcN99N6eUDZ>R^S zV<`$5bK;?dD`d*XIXbS&#QfY}J2fmULE-5a0BvTV-i6(Kds7yC|L#N|Oy;W~G|LIa zx^xAgsDHx9!TBYQ$@CQ|$mWUFEpxSg9O7Zk6k%=yBsLE==PnhWY_l3@QBsqov|r5& zAeHVtv~c7q8BJmS)M5FjIFS^ zwSC$)N}H~y?Mp&7K5vD55Yk4^VvQQ(Iu?Z?BwCyw?z70L`{;K`e#ZQCSWniU<}P2PfaqMLVUs~+I3;NBb`n8jQ*K;w z|6!4wYIK+@(;U#}T2djF;qE!<8Bv)w`bmMT>!}_=)EBXDhwucd)HmFz(dLf&;#IVF z9RKS1691n9t#ri|`mVt$tmx!Kir(yW@5V*Fq%9O;=LMl=QumvKIXR(~YJ{Lrh;mhG zW{nH6XmDu`o!B>dAL<6`ta8RPOb2|QZ2k?;+5KmkEsN^4YAVYjg;sYxZ$W%DfbSMMO& zcw^+3Lj8D%j@sRH?JPe$zc(CeuQcJ?FqKu;2JjJi5z}gjujrUqmW5g`wHhgYJwAK3 z@AXfJn-dPe|AYu?W&5fp_mI`iIn~$D7QZ)}o89K~Lh{qEAX@Yko_@5g=j{)F zf6!L|xjPXu(a3_}Y#gX|_uEU|_qjxj<;#E7H7h4vT|EEMpoop|boz0;rZQj<(EU?K zXbjzwH(2ar|}#H{*67nqxG^&$M3?8vxmAx-8rQS|s9f{r83 zSkPWux+KZRupKPHo2VVw#^7 zm+N}R|9p1+|Z8h9Y+5Uq)6|<9?88ucX^Vf^XFvwam^?JKW@Q0s%yyw*#8Cm9~u#**|^1z1((*yBj@E>j=Y&bMk8=1Fjo`5y}HJ#E8QE$D*$`1w#M@Nyv$sWL?8!^t(hX%v~RmwYkC8I-y5dZ(k0D3lfhtjVwB^J*#diFKjNMRy1Pu$Sr~%@wtn)A322rIDEYAt0&nSaj;tF=)Zp1h5mk2HOWAkE0g8jh;gc;lz}IZHlr2{*b6RbKBQ zW*5f66Ihbl^I^~Jv^&m2;oSR8m|g*g)keCr+iK_x?R|E6$#w@tl3h6gB933bNzI=Y z+1c2xHn#$qd#XukF^I|B_ zYkh}$#li>Meg)uaPEl{*JN&2y-zPZ%!zUFyrFxBvI^+-CAu}_&HX_*p@h!Cy!~^=4 z0nBMn$$-BG1Y!@cs?M0w)+O@3ut03zHP>lTJa?S`m^@VsBP6T&==>lPe-PO}<{vIz z9}m2ZR9_aF?3%3(R5xVJ?g2@Y8ms8GjE46XzO3PUtt@;! zPR6bQ*4pzMwhc)wjQ!>#M&&7K2}3vJ%%zdE#>eqxubxsbLHKgziyZV?+B*BqyIf4% zDVF^=P=&-}qgt}~EplN=@i)0&T|WST+du39zX6h;{xNHR#0`t9xB&Y~2|r?yZDFw$ z+AAtapTB5~F3O85E3O@X(QZ+Upay@-AH;0^>fITxuMwpAW)|bC9>;YoM(+q$G%Aa` zXxy>8Y({b)v(YN*z5*1z#+B}KVCAfMfetCrEinI>Ad#6i>y>)!iYoi4y>t$)$c{5m zlK&~p5!Iz&ICuU+Us}d}>I@k3M`6SdKUo?|n^RMJG;KHU>L`Rm7~bCUd+rb&Gbfst zksFq>=UyCKC}^Qj6VW4(B%5dY?p_6|t%f$-e74rKZVs7j@G-cn&WUj^MlBa;ChAU? zl-Sg>A%f!i?R5973F>E8Q)$qc$V7HDa-zNS^}{b#(>s4cIdaHyKj9x_9f3!L|KqbY zxf(`Fud%4RNcngQVu7Qyuj{8Qj^gbOc&wd|e#}+sOni9Xas8jF%4tvj@zs23?WF>C z4)#e(n+yW3ml^`!96TM`=2q*XHLw)*L-pHxHXy>QeIIgsztD%JH^% zi)#C%+r^N;HeFq%dXor#ew}xQ*_xtLnh~ON-r8v#pWKhZA1T<~&9Vv93#D!@I!xEu zbVMJv^zYP(muhWh78S^X*4b)?=CQ21ObtIYz#8s}%Wnj`yE`d4jtCbG<$zXo>Az z>WiI*So7x@F+q>z5}po+s{}6mN((s~ThbocqDxGJsX;Ii9WLCag1c4ZJi9+=ige8wQIGvNF6dEQ6EXOq{eaB_Q$`0V zhrphn_uKzuNHod+`lR~YvE~ZEqKAPoECe1gHMmyZsfeR6!@Q_}|AxWwtr^kB?~(qR zIa@}OY{W58nW5$9Y(T3Rbk8i|Wzjb5C0%z@Ra=IR!dv9N6U=_z;IISKGu*EaN!bX1RC`2Ns z;YC&8yTa@Ojj9nH&19{ms)V5GsJNDZ4Aa7l;sAN(w^2gs*T!7ee~%}xz!n?iBh+gW zmg47oVzARzvVh{*XGK%V8inp&0c^A`2B$adz;9XCswL$iHtY#(LXWzCjSa?vffCAG z=7v;yD_Oa*w)Yy2)uiHG_hO6I>H7Q5*RYE-PtIE}&AlRlUTp|$gOilWM`p4@QBN<> zZkElYrsl}jK-m}HLIusJpt!iwLgok=T1NgM{P|6!QQqICSsDl+k_X%dGXJ>M!?)hmZ1u^3XcHTCGG(3WDUbG!w0oDyF9BQJk0NEa#G|yAsBaFP{ z*_7$T8R|y$Gz^QQ;xj^_B<9`BOvh637r#)4v+f2l$8|@kdJR)&ou@)lh7my;51Gbt z=7P?t{AO!M^(Lv0rm@b2KV`Zci{LkwY&VI(4=xVA9K z(p1hq{Xhb|MN2pHUt!2~l1>Fl{8X3Z3jSX0s<)Q~iL5k~TY{*oIWGd!?!Zr#>O7Gy9MPN}V%!+z5dU zEWL%hx)LcZu}-qK$*)e!Q2`>;8U1B$X{p_MJs#4+7cU&tvsm;c_bX3$NvHOG=BQLt zMH6Kvu2%tWiRQkV_<4#2_<0c!iAFEWyUV8T@HxMOvG(2O2bwwKMQR~_Z>(frcdwVU zoO)GWb~)B?9BS_~7UbWh%6iua62xc6ef^U{Lc6vTQ_?d|PjD6vT`Stym#Eksl4v;P zp=1JUO^Al})p0lqoXjWny0cRj7ST%uBSqqM7^_=EDN-pyngz!D z8SiW1^0UfI?5udc55SO^64r(Y&8MWb9FE6?T_u6FVpULdN~A&9#$_Gi5K&asI90vr z;!pnpavsWMtmC*OB=ceMm{eP#A*o5>P%w6gfJ=P5<1s!-gpX~r({@c0ylT&7q6!^u zTZL9@9=P1CYtA%A%9n8N>cRa)BV!NA_fCoTa(GY!I?rc9SF03~oaies5bCHl4E~f}T7C%CJ_PHQON|o7>8*Qcfp` zqcGqc=kL0thuU?vF%3ypU&lJlLIM$Os*i-lZn^9-fK%*$Hd?AqGNsbdDk6MXZQ`g-1QT*mjAdK$P66yuC`L(z=|$ElZ_ zDQAA0?9F2}V(~nP>85ziBU+Um1Sp|j(A2cZW!`;H1YgzwYMD{&7Q`bv)AEp>(#`qk&$0TT0-fmGd>)RIy^GN zjc0BjQ8>1T!af#9slz|UN1+WNofkhK1gn7sr3kFjTX1L2zvvC~^* zDpX&5sTxk$9p5DO+tQArh|cPV8k3=(T|M5&j(W$th&rG(!^3#$&>49A&-$d!k*99R zXAvTAqs*gx2!j0c|J3rBdo|7s@$A7RVaeQM7|G3A8F#9hLfXo1!?r`R2ncz&eN=XI zyD9hXt6fAQiKvGl-!^@;*Jt%67z^%L)^=`!xdL<_Z0ufiQB|KdcS~(%^rdYYTsE2%To_$U9L`#wCV5I2lZv=CTmckf z$I1p1H$<-h`gAr|0As?#*fILUqT?>i1xS*tl~^uRU+34z=|pZBVQ<~$)d*5f%gtVK*0am8Pr3qbVzeAi{1divy5z z?+L`XcoDx!1KS=VD*B1sT_={?x>fva4Zup8R;lIV*Wn57#uTYnA2ii;1Fn&+eX6Q4OM2ZK9M74GfqrVPj@X=K1cv>WJd=iOU{=4`X^H(0 zKVNxLob+(Y-5gtT3lAK;I+D=3A79N09qSX3~SjSbfoq zBq8?RA4P0WgKsug8-m&J9=|pgt^lrKXl(SZrVWI<^HTF-qG`;*bK)evdUrdz_grBv zF_0mz`#k;+{!3i4_;>9YDozh6!jh6mbrCY`qpCsILzx?Y$8eWnaVO5`8$1kPzs2c` zU<}X^h*xa0%Ye<)`~5nb17^{Th&xHCg{dGn8|yszLTh%@s0YhoR!DLrEQ90!nK7@6 zN}{qd&(DuzW&0fj%uBT=;ZGC z5>XHk78FNX zZf(O}NGI|%gt(9Y7FuFrq9n8l?h5B^v!*B#FMq4P(ccb`H2XXntSH`imSDF9HcQ=; z&6K06YNVF|;U=7aV#!1-7zwtDFEG^#*(IOS<_&9V4C&3BfUB{15?6rf=;A+CE>V#C zc$$kY5@4>`<^rTGyU)OFh7Z4(j`<_pJzda(6hzb6px|h>S+qlpg3%QU@y21R$0jojyC)@-v%{eF`9wfR8Qqkf0D=Ny#iRh zc6ejPn=nfwBuxLUQ!|HIm{b}V+BGU`l$Dc_;VY)E@X?xbg$@4+yKj5)BcSAJvbZ?7 zWpMP@;4|9qPl_G#OGux*DGVAPX2oGl%?RE^l=L3$JG3P9z#KSw7?MCK(^VBYxO#!i zpYWFp=Eo1>|B9zYK(~V_(KCB6yQ7pxu1|myq_N5T9xeg>-?hG{u56X&<;;mUt02=Q`w88|DO`d#9ohWuVynYdmh3r4>QuTpp|Q z`c1l0fRW0BQ@1nS;ZoJTw3ajNpIa`+-SGyX_U{)ou5mE)rS+YXTI58@f}{Un`r`Dj zC0h1Z z$rAR^^iBb%-9*YACj+wBZ?Ofke->h!Q7e7)cJ=ge+@irrLI&t4gSh(YSx=Gld422t zkv@ly+|Q#ZNd*w~Q4e!;V<;l13Zlnasm}N<;O)c>974X~p=Yo+e{^tH^R_r>%Vo5wh+v$IY^Osa zcJnz=q+zugk*}JLN=DS}Qt9J`Xm=MWOR%d%!-d&&Ef?ySLB0lg(&(~dU8(`>3^(#u z(_|6rQ~3{KHCFH5z?BiuWfPmxBXgItV6y{ZeKc}xB>6aRvzEtDF(NzMRyjV2^O~9W zMdi-w>T@j`MfJ9`ZG4?IoeYZ9>a?Nzojxm(zGfxbxtSOphqbhvg}OtIZDHcKH@HHw z74cCrHG$lzz*j&igiD*$1Sx^v6( zGWw*icdr2EYjL@S)<1KJ8QFUuRpw2%pJ}%GlpI$y6&%L3n)HdsjW{^Yro9b(Pt2G} zoLStjOEQ^%|0L+(!8Ox)bglXg)0*yyco8gM=51$>lWjqxsf^IN{-`&WR0sZQ*}#nN zemeo{3?b{`(X`HAkzNwxjecc27tnh6(IV0SR>M)L2R-;Yc?NUGSi`kZh=XKq=W59D%Qf?A#Oxf{n#QE@m^xV8 zyr#Ae_S1ppXt;q<)d}w>L!9;#c^s`5P{JTY>yv4TvN|DE?Qxg^WF|r>@*dpW#hEc+Vg$~8w%dmYXLWou(tmz9Xh5*d zqwmGgR#kTj?ww$c(se^3E@(%K1CS`*IS$#1I<;P{Bgkf)HRs)oJ|It%J40-E5|%Zdrs0?zNi}(@ z7VUb{kDaD?9J*?xH2YkQA_><@_b{nVC(3(mUgwVK1wF1ULnl}Sb$CGmtAp+L?v%rC zGwwlixU&5BH`bGTN3?%cX^g}~fV5;It-L%4ui2!@`PcYd-V38WO{RLE@8pBD%agFP z-z+Mg87J=dtUUYYMM~oLrG+Imt7@fswnLo_bk))4Ejt5H@M={>9orEKe{{`d8KON# z)TNr?HPx^{SZedEa1$8_QiT^C#gK{%+iAV7;j2^@(zI(6A_|Z{I#RF+@CdZs$^VsP z5fN|Az!bWDDY#bOrQ3GGPmfe z7DNrfOsem}c>48hPgVLi@rG;46PX`?!uH#oZ%wMH3gq$5m~5RLwVTz!{m;dNUpX-H zy|}AI^HMk5zKk?KpUO|paGhQVd=~e!f3Di1q2}{BN8@7$0iyD|R#P}#Uykv16@ord z@E#lqZOHty$>k^Fd)?LdZ6uA&$m&_z`{*ok9w+=vnE-tEjc+Y^ZgECwRsoQ0T9oi=ZD>(DH=IQj)wV`o0qijK!aTj(LDUZH{07O3 z+G_*j9dtS?gs)7E=H)hiDb(8D_kW-5e_K?ZC@$9z2`h4t5SZ|oV-Jg9;w1w#GEp9!-hx-CGRIQrG(vCi&9SX`L{LR<7EEWx3S=oLaDv68VO;_Htx){7qbx z(7W6+wy46$oNi0uyV~aa+AFpe`K2W(A<=ydQ8%-v`g`Iy^Re;HY%=*{?8RE$PNTsC zS`h6+bEg?9LnA;*_jniZwLH5mQxJ1OaY3wxz@4g!a=KpO<|}~NYSCS!sGkeG65*HW z7A;?qTTj8xo%__rZ33hI>QBQo`X?d+>veaMSmyexvx;1@{6F<*c2tToU^Fy6ibj< zZ2y+!zwx+-L!|O7)ctI>K%y5V5wkCQxs4u3;tZ{MPGZnlA}i(MSyJ06##$ zzgrkjmH4eo173T%D~DF)gf2`xG6<9U$YW+T<{sJB92+f5x?J%oHvwV>_Q3Su>3RcYwP9 zoKG7>uI{uek$v**QNRMml_(V;OW=3kzU32^Ceq-v*s9}P z+dFR%TyJ{@T@GMq*qw;c&0pU)nV)ebGpIP?G!Q4Ku@~8xEYgV1E@FvHeCZ;&iB#9d zE|@S@`OsgAdp4s@Q1!bI)$n9Qm34&#@tjfKd5qJG-?hd&{i~G+6rmRe+~@_94i7nN z%=fql19!K3rN4Dd-~|C&wwSaYU2Y=51+P(OR8ng|6l1~@C0x8wAC4fK&kUkH=LJ|x!(Odh59Q|Ex1gc&!sZ;| zgiZs~;axYW>Gc1hS@%}Vy9-M@;Un~P+F*e=Zmad$0)Jj{{{q+~G&mNz(IV+$ajg+G z>s?q(LGP{aMA?O20m8d_B0Eq;fiG5qNBFJGo<4Sc^bR4~u4gPeMFaOvOaGHtlO#~o z#ioAo{gW+_Vq8M!>-}}OiuDZk1dRBi>e?%w2!pVSzPdabFbc_$=F zcBA`G`{UO)`k}OWXm@Ree2*Rt-rOhtZQMV1F?C)AduTtgEtRlvTWC|l1-86u?l~;E zh`qOKLj8+#OR7o<+FASnVptxU+xd%g9pUp4*lu<=trn*IHo6jLn}w ztE`yO*V?-;O|KOt)9x7-bRK|ho<+!^ruLf$!I%yt!jch@ygaqHJu?9|+O=F}1l{Wk zD_(Hhl~BItc+?>ws#Tm{9Mwoyc~>s3;mIAX)J>!vSXC95@$u+r8-bvp0PooKr!(TG z>K)dKHvAWzMKo$1RQ@2f+n)erH>dOWo}#ah&e6s#n=G?C+bJXAKR{5UuJBm{6<-H+ z&FDF5KPGl*<=4TTYOg^iTA=K^)@1yoVze5SJd(f8`v$+4^{iQ`n9eiQCfheC+L}E} z0_H~g7Rpg^hy!$Oz+#Ud8^t{KAa~4rw(lceie=%jb29o_s|R#-eZH=XMlau~j_Td2 zD6x9O26m(y*B1FBf^4O6fxma9!>JX2D3~;_dl4-y?{Nhv-s_CmBFL%Fbl0zfC)FQx*bE`gObD2|z$1d%FI9UxNcqi9vv_-&A`?U6<`K<@~@c_pqk)V8YoMugp=PoT5Qp_OB0n(GSS1KlqbePtb>2 z+HUzsdu;YhnCQ@PsWuMz3;f-z=8!`9K4#gx;eq6T zFZIxIt+JSxeeOl+sy{WPH@YKPQ!tf`_ojn?6`_EO$sx9B$UmZAh^;&jW zE&WjYu>Pms`&g21rCf>mr6TJe85s&*TFE$igw?Aiy3Por_hUp$M|9k3i-(n|A_)eP zU)TU;q$|Pc4A~8XESFVIgQc~91f0$e3i)o+IQROZ*adR z1Iw|)u~N3zgh8XvfB8gTj#9Ul2oJu(_#|Bc`lzDZt%QUjqd(mpFG_aHsFg_$&Zz4u z4n6>-0!ChGRCcgEOMK8V4l8rEzXIS$B@lKlpm;|Gj1ap+E-ea4aT)eEcMp77%P*40 z&gL1RO9sSMF44+d7V|^H10=!J^9l-oh6fY{h9hn|51g|ob+ygiZG>4A=~KUW^jV75_CGYR??yJ+}~J-@nn_Fy)0k+fse^>*L< z_hJ&ZQr~#`*?A>04(A6Gzvi7FalmT`>I!6}+eGR^|M4m+H8N#)%0RBNR#gpT#!*EZ z*|KIDHk)iqE9uJetxblcavV}JK}(l|faxc9h?CFEU|#yob40eO)O}E@P=x!TQt~HSRb-!#$w{g%LazhdldN%>GtnP> z$4N>4p{Vc+V%_^B6z*+d$H(-6(@*-c=2)#`l<_uQ~qUg8C%em%3+2wEMk`(n>@ zo-wGgCVhegn3!U+{+;~t|Bar@6Z29luCOhi;AY&p1qK*b<->9h@e<*9E6jMi#s$VW z??L4bsD5^qMw!wrDv!g2mfSaya)ip7gr6Pxwc%JR`QE-YcA)CT6@bYV?s87BSyB~r zvO8)*b7>6W&b`+2EXd}XFDHqJ8RN~YEs3_ofeE{pvTc3GQlNLIL5A(g7XDN81}e#l4K0HH${d>7* zlI=V6ByV&5va+PmDkdDt`lf$Isqj159-25U$7<9fZb@<|72tz z6%?Dh6&k4<5WPG#phU`<*-&KanmU;mmrSbI;6y-{AWW3)SOWyIn*})sGXbv|+xB^# zPqM52`Ai>%C)}v9(#eF_CxKi;nu*@+Tmnrg+2%Z~z5GEs5{cA_ELN~;;73&N`+vTclp;^59}B2^=S%z|gT0q_ zGv{UP+y06%xkFn#tL~$)hRSFssOLvX_F_S3-~4Qw1eqd_+6rgXZ>tbyazL?LQ2q+h zwTM^5YdN#%e$+8WL-N*3{Hjm8N`zFn@rA}`s97FJ!)sB5v?{f_tQB>C-hDRKVFsGN z8y(^hh~n?=??S>d2>)S)9}Tay5R*{t4kobyT59j!@wD)?+0<0I zF7#Y2#9f1?#9yvA}qGT)avk>GNblms;>y+Cl_Y6IwTS86!0{-s9dW8@NDo@O!yQLnni)UKA#%waXY zK|GYfbYfbX&B=(S%h@amu6M27pGD}K|%NqN-w()ER<2!`^rlCh%7G zQS6NT8X0{9(GX;u164Q*vpY_1_lsW+RLMO$ZWuIgNG;y$?M&d_>aQpf|L~@Qtv8(| z-Q>mD=fRg_m5xJP+l>cfdzS;y-!q7#>=#TxCeu)mzHGr1e?aUNfH>mb8=eZwSN~<@ z`d1ZdOn>ecG|UKH&f$?1-eN7Br+)NkvT$ADqEEVt4Q8AsUQ_8dEE znyo*|9KdYV_Wk*D1xT15`e}YTRq67$WTD>9*+QB=u^p1q6;fj3Q9sZb?u>yucc_~> z)HOlG2~>f=Z|Uh-nH~QhZ*LhDXVj&MRze5_iQrD~;0}R8k`Ub8-K8kB2%dxhf#B{0 zcP}WQkPs}mYf%tfs|XG$WRkhF?&{m!-<|HBujlVs?|Rpf=j{FLvrS8b*?oL+-O+LV zV^~h)OAwKkj51ZFWgr6p>u=7f`d^!&edSkLC&oJr{|-O~-t4@+1AtckX7YUckC(uF zDA~^DVC^>*wCTr*U+-z!`*^vmeEu@~MmR{?(f$G(&-VpC@C#FTLN1G{vLVGgrX+<5 zf_hG|XJJx9Fzpt3*z!<)FFv}9lOiFHG925gkS6lI(+h>N`|Tu$@{li1OLm((+$;Xi z5{X7MshfXR>r`m``2fJI^TF)nSVZs(k;B29`cmYyzo+CJ=Fr}iE7r`1O~-Z6kzG_> z_dI7gG95-YHdMhVYfQjc%@N7*159X3a-<~GAmm^;cs+n4fEw|NlOV7CVU z|JIJ|y|wBbtXSVZdE5gE9BJnCp;rv}y62n9eRK!dTv4BqLZCbHmvmyz45rjG`^RES zk<^Nuhyf|Oddp`|n6!ozHSPdzf7}1ieZ6%uXT1ZY@>-zGBZ9~1@5O#!_4HmrR!832 z-}r`=($fIz7%a(nX_2SRzlGG&4hDALJGC%}<-D);wGGQjkX{r1!=zjyK8>vU@X(Vt zH*J}dH;deQ(krHXx93YfO*fIUCXM^RQ7Z7RE&D;kgbn{0bh0vT1i#Hgt}7|-ui-yc z@}Ivd52W4%B=7J>(mJQ1pCr(>)cILg)jB(&<~jwTX-@1;hK6~)YmS?CKkQGEGZaet z$7QsQwU*QJA?tsGFYW-d!F=E?+3UrfYcTAR?HkVvnuQ^~sj)@fZ6M#nh#F zi2ldwhP64lO-szkfG$VHO|>y&f_B*Hu)8i^&7av+P+wwSe+}Ze#vQZ+YLh? zWNu8)LQ;p-<0utHFZ{qJ)k-g>_}s6CD|F@S`E)Cbf`%y9eJyd5J!k4U{}#oYk^C3X z*WBAH+i`SqF5fg@f3dq&UY>oJPv!S+(Xq(?zE?jLk&9FaLVJu9N^CN^Y7vdkFLA%L zjP2llyCnF*oOYKpn9@IjhNE=N@G~CHZ~~5OVjtb|&cla(unG2w|Gq zx>4EfO4qv-uh&aG2cj*I}JG%SVHg+?rhaa_Q5--GSqM}L+9yUgHKDx)PdCW0k!MGFwH7$KYVhSY8%w} zNVsFgMI$cN$7xaZ2qgUR=|0t*@pKt0u`9^5u3?9z7bMyK3Gs5^nDol<=#s{kj5Wrk zSSxSu*pSk()bb-cXT@HjfGRuoh9`s>lLU!Qw43KP8?s)ksytZKPb%auRIrKvqR5~F zAcwGIf3BcO@cZnOjS1KSHXmNxtZkj2F~qPW_?qcIdz;4;C7AMu&61MPa_|9m?*I!W zvj2Xz_kVIA_-=0La1-Z;!|!$S_SP|HT`&rUXaUExPa)vML94%sgMIV{7lU`^NR>&F zTU6|(3ymZv;Eu;)8BS4llSV%TGC#{O3zg4W{ke^^#82jf9{^pIBx+8m55U`O*FQYJ zm@6h_)&RAC<_^)7UgoK0jGh0Qr69Ni)Ye!9qF~N})yJ-8O&?X~HItc3_4BBbk{P20 zao?z7InE%=KKn*o44G!!t|wPiLTb+$w^y*rP`WT&?%?lm5B4cw(%0A-mIn~aPzOXI}(IM42 z?q}TP`Vn#EoCa!1bs_&H!>r8-_2~H-9%)nDy!ch8N>2XiAF=(&S0JtMA!Wyrx$;|`6{eo9r#(C z-96DtRIh)9LY%O->BNiJbG@?9CNBp|hzL93Q4-hm3F8oP;pfUf=$O-Hzi#`ZtmTiR zhi(1IuU;K0N-1By+$*h`_nl+M18%qxx%Xqck_>>cLN!a;a`jL1megogK8-34NkQK4Hi)t-dOA`S(3r zx1))*4vfqLH1nw$h1!lO#VM&8f6ecP|B#^GAvzpOFvU8ux0pMR{jt2ZKbkyGu^B9~ zePB8jiO?Y>&JQD@fd0^t)y*7IEyXR}SU|;a^AtCz+2B!(rhk!dKd_cH_D`-L$%2ALW)+Feh`;lTHWIl`WimiwHzk z8qzZnOdmrXHIjrHmi|iUYe#l=2X@C&2gkCV($cck!h(XrFmXR4C8Kw)DDs@L%sDZdQginWiV85TH2`n^j@iRv$+Xn3i?+jN4-ZH=BwlkEOD z1#X0oyPW@cpJ4p5uROCNW72T5eE+Q`ji39Q;R;6oG7ySx7$ME=Z|Uvdf?RlneU9S) zwc3%E{IvmEWZCp7?AZVlrQJ-~`+JIfPUVrLIvl0NX2xd6hy1PeuVm@X6Z8_ZuCI!TrcmwoF{+S1cxSeQNe>*%eecLdp%Hh0 zP;78j^pW}obbdLy|NNHx%3{(xN9)0;e9|H)n|8!JzVC23r`y%h&71!xh8QUS$FNq) zP}oIe9Ckc3nZxw8uG56UNB6j{BcG1FTUl=#YJ}J< zaK9KZ=jbP2-?v3u-u>D9yi)d;){Q)sx#M)-RdY*pD=-g?7RmfVeYxRK{Lz-7 zAf3HRxAZ|ooR(}i)`ru)$n)Uw+E!d_Nh6#iKOsZpe!xmbu`!p|^s`@oe&8i~ z+JF7R^JmH$(#@NGNXcyR)!)!uw}a5MCBXinWxv+uVBH zk>P8pG90Ww(9#(|(*MfO-OQfz4{bdu_Qwhi_=y$^ePi`Iah2ZKmFIei(&)3n+qy}# z3YU(lFSCaZpQ`2-i`(O`QGZK*zrTXRZb^twrWIu;%xT3vuavxU3=7{w#s+D!XjhI? zTvXyiZ`qo}?H?&*YCGB~B>n-2N;EZok?yy@PumpYOt-`rN7DB?cYym_vlvv(mh-V* zR=)<2bBk;>^W8xJq0s=z7Hz~NYkq+R>VR4MO%*n&hwWri>96{~R7k%ps?XZ3d5=bl znqDTNXPy1|*S@u*q@+`dgFr$qXF_3GLQ*bwZ7nVB?;n_Agmq*AfWOK2)BomXk)8*c z*W1mLHU>VCuZOXo*OV6ZuR6iZocusV(UE>D4FmShc0FCj+Q}v)PRD^+a-ya25`NPw z^MYBtSM_QJEx8B>2&Tg_`Qw{8qIeLkvGVX1U*Bso#b^bt*QBMB@>#Jk50e0dGZ@`C zx@|l3j7d>o@q3jIgU%ccE{lypn`cpgJpq&6Tv51&pK`URz7a}1gYawtk=rDirHtBU2TK&xkAQ~*R(#tJ zFSMZ-#G?)$<#itd4dg-X^}AGzM(>qHgf%!WfLZ5sUMs8cO;`E4c`?^XBnVYiwKqvo z!1Wg92@4#V+G90L!#gh}(NO3;@Spblr^h&(-%Tumw{7YBrM7k+-(LD4Z+7cjBh@gM z{m5-LR$~ZiNo4n%x1Ka8i}eOI$R%RU@|wkNdf!m+G?`KyHX#G>Qi`xP{GT4^X34~p zJ3y<{t82HV+(&zD$=awkPHbt< zd5XScTY|=f9-6${>NugI>TTVduYaZpEB^7#3Q|0@2sFmh)ie!37@OaF->o;JoAJB6 zO^u#ZF{WQvXO22!F)~uz#wYb=z6ZAbXGKbX%cD3W?*Na!+yP()7M(|Sx5jsX!*k?c zU(USze{G*$OTR;zjV`zAw~4H%oI9OfIOvaeu?`=wH;uBro3J=O6+TTq>P<$Zm)hkI zSRNl~HIf>b3ihjO9KRXj$UE0>H$vMxMOMQKN zYhvwC7RgOY9&nnf8StUvnY=}WdCrpeyNt#4qE}W{TGxqxvq#N;{lUqYUp0Sh&23Qg zrF$*ZDyM?>Uhzshu79K60QbM1q0ce(wv zn^UzLSVf}oolnxV_PnpR_eUI0TC^(9VxP5jMY8<)=Hrb7MdrWj$_x2-A>8Q*xiImn zp38i94%zQRsgQVZ3lYsi8}v5z3v0uvLwhFrHIqhc*;ohEl?fU|=TtvPeK*-2Gbuxz zkFnm2V5aqqJu>dk*vB`2iex5auBT^?HZ0Rty6;Ej!3N9PMw?;Cc|7F0ByaZy4L@oy zE4&;Ks@8j9W!}qN{aMm^lC!xL#=QdccUrAO7QugCSj_!cAUyf9NKz5L1it|5PrNxb z_J#?oe-Umd&4LI1EcvW6Mia)$Kc8!f4%k2(dYq5M3{GVoHgy=pU8cq(p2zsl)9Mt` z0kw>E*4IMc9CK12RKiBIMBnC&0H{DENr3?}bbZ&aL?uQc(RB}S2JcvxAGpKDl|pE+@yKI5t; z&38S`N6l%geb#u{qCL@MN>Nqq8#V=iqrAL4zZ9=LPX_?lH9a`_`rnhmVtzNdfVgUW zl7O_G0Zwg#l@D`2BiL%han{GYwlG-%A1~oqS6Ceva$_N+>bV04$Y}G>1KLP_<6tk1 zRjO2m=yE~LIkjIB=P``(e^|;L01-@g2gnFkyk=XX=ZEDC+$sMX)c-7+!>)gh?0N_=Kd(bfxNkV_Qm;qHRJ zjHgwhz}f}f+&6po`mBJoMDB;?q>6C`acjl)sT5{8dFqHdZo*R{g}>=v1^=rmsns0- zHA}&JZP=M|2f*CGg8xlf(*Go>|8fu*5pi%63jciqG;cmKh~9=B`};5?EmDWDHHxZ< zXR<4^2+o0S2EuYO*+Pf3oR42?;)lh^KKRIk2gJO9QFB&2%8`xK;ZWk22Sn-`*ea|& zQ4m$_phdX0BV3u28FED4Oti$v60qxd57w^Xo~&!ed;$07v|Irvy)qG&K69R+pp(6k z+O+=NoXKI$*;RO}YFoS>O*L`r1D!e$&88W$BrKb~!K=PVPgW&CwK38~LGGHN&cN{i10>8h4TI%oUZg%+<`r9}R+cnb1 z$+!}C{_7-}u6S-s7M2p_^;a1U7vcm8X=7q&N@U=>oait9H8oPh%+}hdbHWFUVbGrvqQt`p`S-qHYG8 z)s~i_)gl+>XD)mS+HC5^Egnf#4>yrX?@irbo+U5#NYus2H=C)yvqt)^iqXeiS?&Af z%${^Dp{Fm&jNP;qvD6vkB?sNf#y=V}^=RP|LxX;(HedqTn$6ZcZF73TzP9Ti5f!QY zJAfw_Cov0DwR~~r8eNT7+LyNUY&~&QnN87^rrpjp*oYI-YMb z>k`jUo}W{-76m7b)9OT$s(b=SM%4tiZlH#;xW!I97PPk0Q9qw{b5$O5 z;ZbJl@B=BV;!=c@pV=_JZxqKez+{gB^_iA2-i_c%qvPnAu8cJbT}J0{j*8+n8{G_t zq!&{J2|`MW3>?a{6G{(BSU%p3w+!b^YX_IVOdDG|IL2Ms^Qk?Hw)WV5*tG7mx55Z* zUVc-7hB}(z{6Pt1iB+9AsTu7L?Gwo5ipCQ;K{)^c3_buB(Okg86k@J9!+xt!ktQXy*Ax#_4- zF}$E=3C=Gd90+bcHjEr={6e2z{F#4rDwFq50U82Wt8U# z-3C|>(p3LVi#BJ3OrdJ8>r=xrpMbg>i31~JEnc0eE=l6e;8J^1{UW!o{9;w)?eQM< z2WHIX2~^uu(@;h495;Z|*~;LhKswLkWCDF*fievu>Etk9kJV^Y06Vf>RRQ;lp;+(f88*bX(MbLO8_npaka z9T42E?3;92uEV7{=P=fRXvt25uL7O070*%UwJIx0sZ zC5>B{{?L4F7HKI(uxa%|v;3kuSY zI|bi=mj)Z*93&)ll|I)C|Eey0T)o>dV%vO>g$!(TZ5r$%u(g2&zNMdQa?dx?epo*E zC~sFYdF3X3f}WQBq7w{4cC8>&8)}=!4*LYxeaxrT(~xH;wiaJ22VHVHhR~u_{F)lm zk*yh)rp!4n?HrPRGoF__-}GD0W21LLEa$6uPo9AoE5x|&@%M~qzw+jr*-)UtQFaxT zoJ$omaRts4!c%td^F}uDB^(oVDa+!&WK+sk5!U+<8G}Eq9z)Ojn|jk!WSdsH)x*2x zCW2KUGx#8I4hqxjS@9==@ikV(R+-6~${5>liom6d)Beb1mco2@^W z4Q$+PvNuFY$c-VACfgOi_P)}r;Iz{*ib~OH(o2DJCzTl_DQjzUH4GFwd0JY>Xl``q zZAfO&h9p50xFChX6BI+j0A8j#Uan67f&@V^!2M~gd{@Z!sM`f~U}m})B8^9sc5|9H zf>VbPFFA%8z^uuwmR6uETb3W0^XZ9I&_5`5{+}Fp&|bG<$~J!bG9cF*(r@mq26UU5 zUjL#>6(VC??LqL6uWxcl<*G zEM@9|yXMm}g4n}SG;C}M`pj13d>fI@q0)yh8l9^V1}9INs@HS+bf**Ky5gsQaeV(8nAL07GmBb)zh9y4;5|4@4xBk2s=%arptDOBkp=owH^2rdse_l0 z<=GWXVi3Abj##>-V#VFgAB#ThYyVnVukwh_aa$d;wR!7>F6O%P4v->!{N?J)G~!UW zqchoDfa#B zz~Um!GxaVY{zHC;y`a!jA?UPDJQoSn>(}Jeo74$HNeO2Xe(nKr>u3Nu^ZZ}oFa3W< zul#=oYKw#=JXN)6o)*czig036h_}nOAgHaJEDuk5Q~f54O@Vd!lvIWcPneEvc&hx9 z#_;MZ>z=C&x0;0sB1ACu^ZlTeJd{-475}lPEjm;Z+#t6YbfJ2Fg33*diET}pJ1$)+uxK>RrWr{0!3-1Fdc)719*ySejRZT zoJ#ARjcB3!c)401B;z9ZxgycmiWRNIQ*|&XF{pb7NaUF-SwaLg*loR_rV%DB{h_6D zlFg(5s7G5YiB*6z9*OXnh20Llp6z%UW-)V3HQgsGX+Y#2D@f;n^qq6gS#&ktbP!eT ze0@Z`C)>7KaT~tI5D}KkIH=gio?LhbVBn+XU0=HnJ#24p7RSMkL`*N-U|^!3_+2F~ z%&X*-xHJogdAdMjk6$O0=QCA*8O>*xX;yxz3+_ZLxJY+i%+vKfh!QGaH3NE6S8gA^jlpRG7HlHO1p3nZ8fljp1`qlqGUkILt4@$@6GVfGywo}P&2L>FnyXm^)=z=}sBLkykHDUV z_q%AwG~PL>M>ubmKCY_u4CXx1Qn-e98ZA2j>iZcRzDnR1c^3sVzNnE&mQ@vIR@Kzk z#OA`)k(eRsCr~o|_}r1%R+j4k(6W)~|1!nFB5FvYJpM7uXMjEy8;$#TJ_T!YycH}o zN4rahj5S^8ehHQ&b~}8@-?O-Oez?gWrvt_<=gD?W{piC!Dm`mC{h(N7N>v9sF|o#8 z7#3|rK{Yv}tWJ127bN-dYCpHB`W2!Ie8CO#XiHf$$D`n?vTe;V6iS&aqsX7el3`+; zBdw9?1P3-R2mV;9f!tJhEmr0?hV*3wem};4$@oRXRCdc^)Tz6kC4M(sXdh|WeoAtKxfh5@ zZ26Mr3%6=p@=?=l+r$*dPvW98C|UV;v=ZCgfw-f^&%dKeNrc4>=-S6<>V`~GheeF- zCPrr^h8*hTE{GN?k6tm)F0-_Gj8F-EeSy>ecHH}?uELJMzIpTl64uUtle$QIxER>q z;jSESVq!>j39&b|l2c1?!Yhd0mn^sFf`%nPG|uYv>Kn5ayb12pG}fWzj3ectk~bp^1PbOQ!pTSiBl`t_xhGsFruHplp&#!V0!Y3xkSg5XYf1Q1z|OL zx@41kM2)Z71Ma(X(j*tiB`uey`Df)onjfJWB zPAdB@pU9ejiw8SlVcSf}mU*Nx6_I6Kjp{Fj1_#@6jgUQxDao5A<%p`{Pwp%!|em0`;O26V_468qfck?~^ZH$We@MGW$#D-vIa!+x#lGKBAn=kHTB;??NU z9|TY5{;OxT*@dC4i{7!^g~N<&>=VwPVc<0q|1VWiVm{LSBgm#(!+|CHN5;`8sc(D8 zGct46sWU<<{q{ftB#1_K&)GU!%Z`o`A14;+pYMINzK(Np2e_O|zhcN*NUzz%&MLo> zJO)AnGM0~A-A`Bz_<&>YP_*Io$1iEi`IVy+Bx{tv?C&W)H)<-YI2qx0OvmH!uko&@ zrAOWr@vhu-t^`8q{m*mMp_opho3X{KPJh((BGmcJvGMA!b3gXK!wvhtA5iIcM{N#v zeH1(38`b3+Qw|eTdX`+KvPbL)obW4;Xq%r9@j!(m_riSw>*YP@Q zpRRC;-{oKlc<6qp6y-wc2P&!+-}eQ(^qi7vjbU@$s?gCD5UX&o702t3=#obMuEb>p zZmYj*0mfh0Zr*f>a&}lbJQ#Aewf6SmlqTQZJmDV~DMK(#D&4{6w6X`UTh(!Akb+F_eK<{cQL)X_1KQ(d<1Jdn~(;-yk ze(j*=1;H!tO>zWz2~EBZj%}A&@K^Rf@>vUgiYuIOx0F@G# z?z?W^8nw$JslS0$Qtd8gm#Q;s%P_=DAw3WRG1c7oYLjd_E%;-Ey^p0RE%w7FY}|Aa z3`M_4Bjw)OnldQ(7NGZkn5+*IpV0G}x~7WqdNo`MEJ0IBUq2{>po@jy$m8kgy?+mQ z(tRl1f?<0Bl1Tr9CczTUdE*4TT$hHr$ln**WWg2f8O#2uyjqnL1C*Sx4C6P)K+tu? zh}C)J3JILE+|Q}VrKwAq zA`4)R)v4=5cnZ}bf^{$O6bv3xh=_n=xsfWS! zte>|=Y$`gdGHHpoYD_0^sLJEn?w5N6GxH;569=x}BLWRG&@M`7r*csH_=0LL**H?D z`I0#kq-pJhVR7JeyQkL;rXhUL<`qNJh_P+}8I4QIx@!-G2W0IMDw4gZRqMNr@ zD4y>8{l{IGmd7P|f{g~l#j+QAm_>}d*fbOsQEU|9U~@2%2tS$sU~FO{uSgkTly_N= zVP9yezwlVncJA0D938YOyi8yeqRodM#n0>f(p1Tb5DU%`B}70}Gd(s`*Ik=mjI0gO zfL(+lE7wp=0Ht0{cjw$h3)>_6WW%JbElUtRa_IbKL>uWsej zTO2oEpFY)Db$%g`Fq-78Vf(c#dUt^)B6+$BEg6BmnFotJFzG+7CaKuFXCR^zVnnM; za(299!h2veOTFqtKcP_m0#40;XQR!Zsc2RlD0WjS<-C_F)_Uw9dFG>7& z8-oIcw*@Lu5k${thZYSZP`x+`B4c2iFOV;RTT+f~$Uo{X;RUvHJbL1ioL)Dwx$IbsiM7)h|ZYFrV^D{Go@b=oBI*QkR`D;M=TPm)>Kte)KX535LXqWiZjcrPcb z=^4W3WgbUXwO6D%#HJK(R=YIUFEyds=F?U9hFM_(@1PDFRGKr#)t%Oy1m3xzI{*&{ zDzQ;?6wB_q0(~vwFL+GGn}{I}R#t~rT9 zE-0bWN|RlWo}FD@9K8K=NJZg`D;q&w^W?FMIA^LPD-*#D zOQ1@zA-9+<)v^86w9irTCiNs~1B*mkVio$4Z}IrZl5h&{9c{0nWlBX?9DI1K&qu*+ zz;2j(CNBuxeigsyZ){=p;yl=l2aG9bJYODKB-wo(QEC=Ed8$ zI0zhWW#}^6xM>|Oi9YeFtN5YGs1ffp9zkREp73pgvLKbt_`UJWOsmqoQ2kcxNcmcn>87)(D2IYvXNrTj;wjF_?z~0LDzpn9?)TzvN1)S* z<_o>Kh55b_SJc3V#b(~|*%5aOo@r?DQ;D8ssdHq&xNEanuH)n1QWL9;01R;?!Z3PtL+ zy-d#dm|vVkO1c|j1Iaal7!Ey#uV8?I!S_-!2&O=^{Siy-Q7LsSes8N1iS>199u__K zq{|oHaW?B;u;=ltVLSQIK~pjU4B9>&&NnY=j&!H=OMYx+hozTN^lp6W!_FVFN}S#D z0<@jwtL(AZQDvC-8}17l&cl7Ip%iJXXgi}uO1dVFEg&reJgb)Br+_qq*BI`gc z7&WYQzfRD7d~1r4UwcZ|T%7}xD6qDr+cr+ywr$(Ct<$z`+qP}nwryMQ+*fyMrY5OM z{=ljvdu7%BOvOMpvQX0Jn`X1%!$}D;DaM_}VrUZSR6#U|Nl)ntD@8o_2#uJHj}mhi ziUz^RG%k3Jz~gvU@Pcp3S@kg)u6c#-$yn2i)@62Qrk#sTMF68HG$nX~+9g@xyO5}`{&f{%3JlyE4m9Bc9pd6Cr5VTN{a2P!ww4(uR#B6K9 zg!h?0zc>v%p`0RyB=4=c`sCn|G@}ddkPdZkT|n$A(ru7vXWDHG0u>A#g1|E8U&G80^;UbN58u; zEs@ISe=dfoxA4*UOuU&RI?K%h^T}xC=XFl>|1vRE$YATZi%3_N8Dj}UW z-RL*6Bji?m(Rmo3X%9_6>x(Rjh|L^^RPPYprsq#0%_9eYPFyKZ&erc+0XZfh1?yG0 ze=?nHwa(+xry1a%ICyWQX93Vb4kV@1DWk~e9q)iZ3<}MfI(uIRfnLCg9nM?UgT9^Aev+v8L80$|Jw%Rd+z{8fPAQ5CRuto`FTptO3^$D4x zxCw@`6`BPj6Z-oqy8?(`Pz8utReZSW$!g!OZ?D0%*vctnh!~)P^DAYX5h)_A2`u+# zMde0WnRjH##%DCE++4-9IrnHb`+O zP5!MXM_G5ugy(07-o(M6jz%cLwc6lh_lO(n&{8{9Zan1}4Vx!WB$qTcCuNs{0(byV z7!Z_`K{s3xM*?B%x!(>#MLA%1Kel`a@uu4pqPuQQos#;v(9vC|)mO|d&j>}Rp5J(? zFjQjt!=N|Q-QWhEJjWF+#S-7J%`4pQ- zQYkXSp*M7e>@|)2Tr+fqlf2uq2BpuXc-QN}1Xso4kT610?Sgxn^i7fw*~<<$uF>Ye z2Y4vz3g(L0G2p;uooXA!6w_Mv4vWQsFCzxATbW%VZ`Af8!x~xRq`q*RG0lV4+=32P z)T6ej`dQNC9xEgt4oT3!EO)PA;ilejeEIrdhnL^u+WeTs9z*M_@HIp7{oxq}5pGe0 z{&Kb%=XqKtX6T@ob@fv1df}&xRwnp(_7_-WCs%iK9c!y(u^^=_Z5yZit4@_EOLU#TG&Hkd04X=PGAUQbN_)9 zSzfM_22D6ZovVmKwbq3dcYIkrtNwOa1G|S(_4~#i=>+oa19>26k=`ko)uX0cU&O4( zatWs`1~PV6@8+w1n$qjaffcGCUP}iFS&hN_i!AOZ^sAW~0AWCq0c( z*hwh#=4f3Z*}k(@xg0Bh#1~$$u<=cxbzoqjH2@jxax{XwqU8(H0~e*ddmKPLN2+Q( zJVs$6qV}@v8<`(hPXAowfB&*u>m&WKUnoCcD@_Yx9+jBrSLR1T-_Gk zqLgS2OJ|HLD*HIuX<6#Lz|T&+=0_FW%gNLXw4ltlNeVaZxU4e+^K-d{VeY^N>Y|er zSw2wGGbmUe%9hw=V$7QthZGw#D@ct!637u%M)C zMAXIS_AbQsth>|d02QD8MaoZWOHJH-R&tu!h$zgjc|9mYoKz7B$`NTE=jF{GA2;W} z4aER9B0V8dWG*PL(00fhcOxexZJ2BhaGzrrZR4i(iY91jasof>Z0H7H@DpHtWuP(I zKb~X~j#<3U3S)`cC|mCDP?4FY`0#lQBDNS=fYwpbP4=tXPI)xv${7RONXFW3^Sl^=xFT$IN+;e)&>5h4i8{k3D zoR)*p71A%g|CnF4LI2>7O)PJo1#Lb&J0qfgz5e5kY*{LVv|gm#(ddWFHnzn7bRNLT zvAD^MF)eg;;`W_nc~9nus*r!_Sy%Sn7ecMlR+^<&b2x(c0J~rGvt8FhMs&ExDAtE z8GlET#2hMquv~6>*!5C zem&W^RaSGGqXO=9^)8i#59iyFj;m8{A=jE^J;FHf`dpGehveY*xUclycQlOt*GL!} z8>FrqHc$7g2$(UxwcU)3SkE38dMN;I2`rWVogk@xa;*O3P?}x}3<;t{TGwlJ!hY}i z7*d(FU;^<;25_PCImC5`w$0F1e~b36K<0^cQh(Ks@qvLbPyEK|#5Pv(9g5}s$di!@ z>A*tS5x>COpdZa4em`*H_R{5py%}wbY+{>I6`e}0)zYgloyab;)aWnim*k*+g&{mk zhj#bsrV5Qt#J#l>QWfL-gD~E*WSwcTBr}QEg1I=8WU9n`+GR|?Y-Ak3uOCCkyB+*7 zxq=q6ZJF*{sWmeikq)wbeoQNLFa@;&;c{R&>Vz#xt$V+}P4p&g^-{Ji%}+}FB8+to z4Wv5v^~s~Q?O-CD(jZ)(-#r07#i&vPjPpb{!$dSg@EBjcwj}iNzm=4t zh;`O-i-zFsn%0V>x$a*yJEU(|LxaCg`?TN)OQ@nOfcw|T8hMGlxXW2e`K2?1^ zv%-ugnLDvenI0FTIu60tN92{+=rG3+5)vkBfHWG#WeS9(C+r~Ea>pC?kMm2Z&A%d? zBdnx=%FWkd2DKTg)n6H+Slu8X}&VPh=>S|sw6yzY|*L#IScFX zCZVkA)VdzeGlRN0@?2G;-j6kp1&`4RExqMgwg}B>h$sG{56RGSc+N!)ohNu7W^OB+>opoOs*@^-b&m)}rlPZ@6+xCFOR~!Y zz`y|Kj`iGQr2l14w0Lt@;Cuq8k;ZEgqb=@}&(iyTLdtcOURZwL6>(aK>=meExKQlj z?D_=d*rOh-Mx1Q!AhecRaCN-$-4_c*GL@Qwqpe+VquWHrT$?s);=m)qzcSiKlwOAq zq94`2#EjRyjb{qVpbV*a@8kw?)wl7Gu7%+4??#>dtNRg8GG?Y7LR<&04HhGD!EYBm z(;Pu-4IEM2At6PxW-lM3dmL(EYOZbwDK%9^-S$RX@|SiP!skr|P{kY1Gryr(i%Lay zCiCtcTpi=lU+D>V@IKcep7sYq1rcI;>(iP&_y{CVc><;KZpA|N>|Zg@U5u5ZmTIh2 zn{wzne{zyPD1d;_B9?z5iYK`ay${kL`Z6-!Q%+mU}I9O?^W4Yu=?icU$gyayco?G z0|{-2^q695EIz4%rXAAW0z!y^qV%=w#S7%bvl_ zIeGxJHJH;#+6=aT{^pP_33@B`Z|6ktS8cwGi^F6W1N0EbIlCD50Wou z`TNbPGq$5_mz%OeM0J7I7W5>#b%2*icKFTyftFZ%XtkAFrLm1dTCCf`s~ky0{s2f3 z7B==`V7OZ-K_~V|l#@!YKq-VV8ksI6+EPKw+VF=41E5#~TYHeHh85(u$=~A7Y{Zpf zYD(mwXf^Z8`qZqN2FZ3s!&RsPqo|#vN{`14q=7R|q1>^>RxugD6>oD+5WfCw7M6jS zG~QD#p>>&I%=EuOv3cURpWK+4Z1{> zXDU7}6C$-xn9mkM`$Ns=C@d19;%@8Dz^2w#pJVzzG8CIbTie=)Phj^lMygtc7_gAV zqZfb-S@vCB%mqGXuGZImDrT$4)u?$^*4@Q5)L_N#fQ8P0Z$WfGcqK>#Y$`iq`+A)Y zol0aIj(mj#4P?DaEtQwLJOXWw0lscJX^zv=ik;wS1|PL;AlVRmmAT4K1(>vjlfypBA@a=df#{IkaCr@wd*jkz^4(FAv zkGWlwh`88o;E!!JyI^lZEJC!l9Xe{cCQDK2-{a|W&!`B8%tph4bhB8!<*S;I%_mv) zYIt`<$IAWth?G_~6$o3;!OT#xrsz(&Cuk~f**Wp{x3406nWYvEneJ`awi}1SzzJon zH(TPRH=rdxID}o8$VDN9XGK@yMS~XnMjo+nH zTkR4S>et%h$ap%rcI%ElDE_x_Q$HE=6`n$EC08#9tE=9gvNOU9us<`I?o^|ke}#!@ zevOLz0b3Va4R_1kJ14?Dvd54$Q^&Z zKi<`Y8_Ya9dTUT(W#mUgYT8}S(%Fy&N~cf!oFJiQZ9T4q0v(v9Z-kw%`|hK5x2rN4=51gW?hJF+EYS$_sq-nDgn z(3%9U6-3J7Fqq0Gy~{m*%&bgmmX?h`w?0=q8bXfmrtuQWaGjlCb)*)+y}qjxzRx@( z`Hl-Q;rzB9?0C#|Ah}MBn7l18T3L%}5f#*p-F{aJ6aRRmre^B=OHO&!(i`ANo+TqF zpVW@X7INO|3%kMfUzp|_Qo|{1ube(4y^pv)mudqJI2ZjQs(w2!8FcnD7*(AaX!Cd! zWGqbk(<(bFOOFfdGyP00#D#ldJYUG^ox=Ln!SvKBU~c%;1W1f=n?EH|_cf*V@|Zdt z%dV{NzGSUhg8<|RgVDfGy6h2RBStw58z^~sqpygOG;d5=GSkv{QnCm9O(L|He!6EO z0gPrzf>>5SN`Nnq^*5wPqF=TeCO>ta$Zrt;U%$| z8mR#1sF-|DV1iKPpHU|Cq4B$zSBKT@)H91;AQZ5I$VOD|&=(68n?cv8s!-YvA1CnMM5L!q;+)Wtr17 z`G70P|-E@xTflDGzotu99Z7Z*fBWeoxilS za1j7qsHa6z`&p_Cn>i{aZFVxjFjGeZGlHpyzz+2eW!Y-+go5bq?iNrHA`b)RcJUl*06}D~Ody5Q={CBBhRhtq8lfAjjzu*Cip>jpZrv9;AzENi*s@^&Y1 zf3&gfQfoeHDD{;{jFrc{ub$I`JAhZr5;CJ4D7LGJXk?S_fV5@#yQ!yy(`{LLk!=IT zr40@v(+q>R^Ohk2*&Mc@{s+=)3Y@r@im3VnqZ(Jh7YVD{HA#-?+Z|cBTvPg6V-W1ZAnCjvITa zMB6p_ghk~@bw}&|ABVu01TBfC82=$^=4KVR`!Fkpw3&YKUsHvlx;EzUmmjLGF0)0I z{0GeaC7>EHpA=AGlJL zL~4BK<@CxOv+yEC7CqR2Uodk718cclxT4iUqjb#iz0N2|+gDSQk3=(F_9p8o2%fk0F@=I9?#OrqBTHkdP+#7ugOjiJlo@7WI zHezB7D#@XOt)^p2h5TZaz6JhKH=o>na+&P{?1HV)U z3!nL0zk(``nL?x(HHKAq(N%2(Go{j6E4QYU{fCqzzjQh|c#pr@HF)^C(Lr{XXV4B< zH!^FRN5#cNjW~?&X;$e-cB_2&V71X5=!38rfly4qC#GNlIv6vY6FPcl%evc{2CBR} zko5c|%pGn2bb*RTV@L}JXMv3gnD5;>tJ!DfWW%*9y)S_oukJWd+id_Gr2dS)hLIL( z*t=m9)wUxQUR>&^CK1aXONLwK$n>BF&5J*c6CTd=Ih6k0k6javRKmB~Nl z)iDM2TIlmTR3tR}!7&AFr60mc^$$^+(~ED@T9k8j*E(?K)sy;}HLVTL0TZLu_MsWX z`bQiuXdN#vb3i+zd?$EP0N`C61jmm`!P3g-tW zgXDaeFQ9mPCnIoTEgpna({BI-#yk!O;9?LGsC|k#D3;*T%h^Z3V@DV|2%twmT0-*! zAi2Qtj)XYSTR*;8n;1W4dvCdZ)xX}btbNY+B#rLi4c7ZEPjXlA=UdfV3UFYRKneSI zfUCN%b7Q&0Fv7CcABdJ8JBV?*&mpl?-m7?#sI1AVL25z2-Xaa$X6hSR>EUI&*ZGjL6|p-s$!Ccb z^)s{d%`TvF2d|c%TIX5a*Ip3x&6UE>oO@tgFz$;MmQ)^5RnDmHc@hEP^d+e&rgL7Y zdFU_E=toqc& zlt8SETUD0Y?)t9SZhNw9E{yeG%UE0Ga>ept1)(-Oo2+RqJlm-fk%rI}(WV-GBJ! zLm|5tOEJdsV1&7yq?Sw)=CDTYyX7FSz)nt%|6b7kT9e|xf5Dqs%^nF9b_0DJS^3aAX{z$_=fWE#mkeQ~v&?AB z%odeW0*@{m;XUoO{lQT1b?Xs11sLTv!$yegGdQVtkSQ7UtZsA>e2kt*U%SzZxi*y;nFrzBb6z4I6eFFuZY znv$|MonmJ;kJ$@a_LH*&5nok=BM4L|e5!28dxxASaS>PtF1@qbWis|VXI1TCLGSNv zV>a1EkPFp2aqONgs|4YlTz*rV$lt7_Gh?EXD>Ep}8@AtQ$tg7Bk@vEo(e~ou`cYn| zm?%vx`J+>q<5S%X@$tC{PwJ6lko@0()x9o_a^;q>m?}1M;9IN z#pYWa9Xwo5CThFz&)nut&>HR29#dCZhL`Z>1QE?BU0dqpVjr@6LzB?F{Ibo@=yhIG zih^zJG%6lS2$Gtg&)0HMtdb)iR=&wM7GNLq3(Sy?-!|Thkpl00A9GhigU?4(%at{_ zVM=qkn&91{<$}ozLu{&ZJkA#vF!L_r0_mtKCG1_}Z^7EqUNO&jp&&WLib$UGw+a)k zXj8mECd}TL(975%$z|!2B~`0R*2AI{xwaPDlEbk$h1t0cn|P&o+~NK>(^PHJ35hod zL8%n0cHKrBuoDgG>jhB>Gw^ zcQ7>V0OzjP_jvg>lVXRiDqMDlzo2g+N3q|lK&O5r7=A4L+N`ayErvNfUA;;#s82gMq`#f+K_ErB@VTz}g)s1_hR1LIUlF ziE4*%yn?x%Rr#(TImX9X;r6rYMx7&BpMiofQwP9cen{Bg>D+QHA7D@)jy0fgxd-e1 zo{)dhTW>0(j2v*to`87KfoW%TR4~dhL$G7AUVX@9r&trXY;^Azr0Fw3@IlQM+LeMc zRV(V@{W!Eb>tH+z2b&Fnr^L$jQ1C!PCRl>ZiB8gs76p0k+1BA4wlEIdvQLhhoXbre z{2w;}JFkeEMhuQV@Fq#N*nv{KpIlWj&NDnon$IcC~p5Kor4%pW%-Dm8j8;vv(9nS zQt~IB-}=bjXXxA8JPm4joC{wC5%P5^k_H6UTY6XWJIfb@HKHnivNDiaS=Rd}?{b)+ zuHCXR-e!4Xaxm39k=PnB=^kZ$nm9DBYh4C9QxhE%mrp3*l%wn<(rAKy;ukhQQ2be@ zVOEo-ZD!vlV5H)y2d)Sq*_0NpsD@>kQ0_aE2`KA zwo#e?sG+aTbzls~6m>NWJZ&zrhEuyzg~y>TnIF@7YyJSOB3ab8NlXh#g9$ngM4JA< zMSo(C{&BGJZQ#jO_ru>5B8`vdtbkP~^8zW|X}HI3UVEZ_LwBL|nWjCi^D2#dsi)=h zcl0c8>aq_FyxJVIo267TnZJ9lFTZi7-$d116+-gYOcQ#2W+E5>Je$B;d3gn{;)GA7 zCf}ZPJ7ABj_qgFxYuyc4Vc!@6KZD4(st23iSc4Ro&`Km-LGHICa#$tA6}aJlW?2y5 zOSGI2(2etPNXW;$Js6hVK&|bAMyjY8xqTsk+6)n8guVI3htyYPvNW!A_y*~86N>@a zDD;^KA=z#O`Sep%7b#!Dn@ZL)S)6$A74gm$Pfj-6a|Dv})AiA3-6<|obr&1;4J|^M z)_v@5=dnL|ef+B>ARP4oxEr7ZV2?u<^4H>k%Go>c8 zgGci7W>p^=`dc~^*_b+*ob8H7g$dd_?C3SI+Fs@WVnG~=?luVjUQL@v_xwJAw$NO# ze3UH|+5b+7)eIQgz#UK!bGrT7SUOa0N%!H?;UnZ{(ff1YUJMpt2n1<8L0_aU>2|@T z?7m`M^zsjz4OtG1R(H`(Uqq>=vbCqa}#XzyidIDFqEb$@GgQR#G99Fc;W-A_gHmS`P#Z9%=&W0bSBZ-Jyh6k61uMq` zRUXjHz8>@r!Yft5msqm{?jN*G=?cwt%Y<3@OCb8A-R7nKv51j|2OFIRSx+58Rs;XQ ztz?o+2aABoG>RoqNq=PeX@?q)geWZ7n)%4e@i)T}7_L42@ndRcjY3~%{&?6~A=zb+ zK{~}-@9;*EVhX${&Py^4{4;3~$MG-Q(wm>@Q>n5X6!bp!oDQ;Ki@;_6fnd9Z%0;T` z2!nr8*Te_CulnC2O{VA?si~`_Mu=a5a)f3s`(wI8w&>0Z@?a!6*B$FQ~4NUn~tIU?#-IiCMO`9xwjfhb@Y4nI)Y+Eg~NNP+60>575@nh-<*DP%SUw zV^D+hQ6L>rerX(0yeKC$$sx{d6~hQ(i31E8-)^ag6dEKNw+Nk1$DB@4S845wC7|#$ zOV1CW&dH3bQ>KwCJdRE*>EYK+O}AL|&|fp1SGpHaJ=}ebX~}um1Ij?l6|J$xqC0Ih zb`gT510gkBIzL1c{^)7jTGmLQ`Z_PHDl4dtii|& zP$G7jXI-W9ch=vpIE~U94{jBwJO3h`!qjguUAA-O}Y);`g&=%$_b?ejBHVm z9Kg4?fMO29Coi4BO+ktM1$RSs3Eo}+v(tE~hPY1z^RvcVdPW>WX&nm+ku)bkk+oWL zR<#=8TKW#gofVuE9g{)V^*_Z$U-I(**zZLxq;;OQX#?s@TM`ya$^`YME?mE!n9O0OUoll; zvi+tR%mIEhd8uQCQKi})W9*E!R^S@Oq%G5HG?$f7y1^_bj%SNyw;e`ns5&2#5Rsb8 z^+t6KLL&^9UV7HnRDyk-cI>u+7H{LBlw-T>gq-*(vFmPsf0kB6V%BFtXrY+fr`8ti z7us)owYCUn6X4mW@=0Y0Mcf*=3vuqCV);j(0VdthD7^Yic=t$rlB212Uw*-_(f+1W zYm30+#lddz-;~)U`)L?t(chqmr9T8u8s>o@NQ*?+Hi80dk5M5-?Yv>5%_2u*?r^k` zWFpm@{NvMI(|&N`;ZG$7RHv8AaWu_Xd#ILzLyxICwDxgF@%Fk#HdhaWqsQ}@XzbBo zPbLnU24J1Kd8(6t$icbs6o+%SMem?OqF)Hvq$8TSztMoWQ{=ivkAw5819p|~d4WNQ zzwV{I-7-Tku3NK-N0rTE?PWtlb&<=%wqd;QGmt01yTMhE`2u?jyBxO8RrayW!MIg> zcC3-!2J~+VSB5%-IwRxS`Bp@#aA%$>yxCh}hj^z$sFV!qyTw z+Fx|?W_u8~@tK%lAq70Hcg&-mzat(w_dlK916CcItf{U;%PZsBLSK$+ zz21hkm>d+eNOHgXvA^2fZXY-~;Zny`+I0rb2g47h>+6}Z^bX`9t%j%dX-`oA9e@ndEFL@6EHj+_Yiw_?2zPbPjwXznWXeKdG&CX}=Y2DeO)dX`PRc$G{bT`koH5G4ih_z39`9and%kAL}>uT*t*jiIl8DQ!vcU?b>(OV`4njWXLojk1^@&(0|o&2--SkbwEmbLrnB>p zH>~4XZ$0SK%TazhpuDq+NbJjWGo790>v|>a%d|{3=SAy8PY?Ddj}4 zbXJck$6pnEnSXcoq9;a%Wu%WT1~?zd*`Q*?9QFALeT%i8dctHgjF1@)Z?=kyQ09ih)ALt@y6qBoB%<-l;H6-v-jd_^PB#xaOn* zeO@jf1S3qLAj{ib*Pj58Vdx}3#-d-8gjq4@0M)sFHJZCei-d`D9^V_ilXc(6T=e#v z|Gsi*D6W@_UJ+q~?K2YjT}~NA3O6`n79Lr~DmP z{V8pQztzj(^?JXal#{cot=;u?|G3T7)!WVC?e6jY*&n<-Ev5TCyk?{0>+1GuR~X+} zb-g*~~$XNE(dpk}D5WU=#K3 zP?$V=L?_{pWOG;_{>#qBf!3h8Y?r&6)9d>k&ZfFegNi5UdAfK=C;0ob>-F}u{itN! zivF+XiRth0W^Asn$IsKYQi0Z3@@WTy3Jja;WQ=9frL1Gx7R}IJf)e!a^`+eR?H5hU zN^7y~Wlzb*>XBmjgIJ)tQrEMRElKaB^H;_0tCC&5>O}eMcdZ@Y&gy3;Ue4}^#rHcN zFE3y60A8=1+h^d~@9%WzY^|@G=g-Y48Rd6Q7CM}_(C_hk=xOh@@A*vWgB%+R3-@>H zX)dnO(R11+U*^MfD+J$r=BXUt({_>;x$HOL_2LJa(Tb4)9`yH~#O*-rZshx)3|(j* z+TvgBN_q!AHOa{7?~mut)7jnb9&fiD)x$ls+@Fu<&Q-bDT;G%R9+b52O1|I0TfVL? zU#M(9oN6}3k9aZfBNM#I`zKBZzCdA_>aZatWsmD)`Rb;?I}@%=a6>b*JGqc83!?Iqh3m4m0tz?Q0fpOUCbJa!`U0F ziztSsarQ5JNsu6VIDZYq7mk($&0apO3E>XD&7o59ZlwENo5v$inj~wS=5g z;?)myI}S_Lu*V?Q3!s3M#dlRrD=}7)t5CqIBmWOVA8*;4R^+>z8%jzY2q%(y_ff@v zCM(kUn0eW|HvDa<`>xGJW2dE;_vhFCVQ8sp743{5n%SW8dmNL`(L_Lob-;Z&#&V5qCqWI}AyqbrF(Tfj|VuAyU%wvz3%@VUA3^@);; zN~{!Tq_sMTP4uMRSu3W12xP>VlN2t6AzI;$D%3>$XTB$1=j%Lw)Ry~1W0f@InRv#5 znHOS0%X>nSJ8b)#08o7JsARBH_=*4CqIZ#%IuI2D59^!>D#vhk#G{p~P*jo^brHsR zW@)uPst&ecJKd74!H!}_N>2S}#DY@Niws|`G)LPrJ(p)bi+kz-+-r>4Wo1f0Hopm2 z{^t1rDQO|5Hwsjb6eAw-shdsZXaJaVZ{Mq4F5gai0q)OVZS_BrY8uFvnA6nn$-~nD zvT2+Idj>pCGJNH39>b?prWnnv3hRcv&1LITrFlcAT}6F0j?NR#DL_dg>N5Q}I>Kx| zgvZ!LAWw3?@9=iDuT(L-B~|eu^?zr@)+4yyEP4*Nr#H={*0JB3I*oFdy-0A3T&o>i zJT4#T(jGZoQQE!SAN+B)WWy9}^ejG@i&wS|zXZ=y0OF~B{=$}D=ABqog?@@pNf4m4 zD^VO{T_UPI&XX{FHxsHW{|Q2$u=&pZyrLr|cD0ykv(juK3VL6uLUO2mIz zpGE`p6DeK<_Ix7OD;Y+JF5M4)F>ow4m5=XSosLOa{Q-d-AEsQwA@^+gjt=&A?U>(= z8gRIDN{qE*Q#(9`vp|QHEX?8pGAQ$gq!NDxeXbIQ z_*)#7n2BrDvT}cquFm4|@+~ivBe(lv%W>|@x%4!)Xb`u881dX}B``r$(pRaZT+KuD zQ$$@v2eAH2 zkev%I;)am_q>Mj=`3(gM9-z)PCIm;rah8Gj1Zz6dMDF=DSqP~WjOBKs&Lj$jj1Qn& zwr1T$-5Mv+0T2jLy2kfK+@J)*_jTJ|T)|>o{>FF{(|>Ii6}CViZco#iq7um!EA!)b ze-`{+9>d$|rM^9Yqy+@a6`wEaGvoIX3+8$2a%4{?xk;U*`ab_V$-g%*<@9)c+};PR zejmH;rkenT^Ft)gKvLRDwIXi9$Q_v>G+vYVy1$0%w38M&`?V01A5h8~1*$)!ZK`;qljGA)$rp1US+#|0krB$&cGr>=es!B2q z7~#~?=>x(bJdXJ8Gw-!?3p4k?OY3%p*xC86A`#aV5Q35+KTSXMsZ_EDma`Gq6%Fcu|Xv(%~MtB=EndLpSkwcl|MDYt>lZd?SI~LcXoWg- z*y{*Lc<#n%6{4TH*hjJjdqHqR|9$CF7&bkAvk5WNpEBRF8mWkNkR7x_=y;TKBe3s~ zn@qfz7bO7aBBD|2G?vNf4irYW14YeHh$TWkP+Ga@Kc1*@=;OeK)hPiZ;~N$psC^4E zY|ZA*Ul!0a^>pSJwFD&zolkW#5aeZ(PC!oN@Gldaczcw(K0pN8`Ab%#JVq^!G{e67 z1D4yGy&>JT;CTdW|9gvQV#{{41R0G;M;W9Qz9TM^!snyL7?~9X5Y*y?&Fl*(BO>7_ zyYt<4#aYLyFjB@yGlp445+NWh^IjB&7f2q`uoU71tQqEQaY$ROO?L^1iBoyac-!BE zCB!;Hz4gI16|M2)OJi#mi$r31$bj-*MQ$9%W5zyTb0>ynZ#j-CXb~%nGyZYLc9eEF zWjsP>Cn>`oYf#6_UohY#A7f7GaidF~N}F`Ez*nm#H3;?hZN&XD&67V7D;}(aO*x1q zwsV~hG|gl{Ur)c&gp@feh>Ves$ody{V{n;GP~Dwkm5h#{VaLvG_d2B|gOOC~K6-?9 zJr#FpR+q+pcZGd3+wkPo=0spM?Y%AI`k6N}-OZX**h&0KqLomDUJ%Td3;~ucR;8OY z{D607%1}zcQoMiS!L;Kb`geP6a8;onYMKN&O^!?{--Q!NMg+7D#%9Y2Jqtg)zT7>G znX9jtn1n!#2%{3PxAHn#B_Cy1m@5%K5U14#gdB<|rt!co)w%DbuS7|cL8c>C^MZQU zJ|*8xQ!d=r>hgK-Fw;7Vm6Aw21;#fDAQr+j6WN4}ign^o?)gfh^Ja!MVc{YO$p$GC z>Sx(HE)g;`ohLgFRIyCnX)o3Nb?6`M%9<=ss&47Ry#~*1nC0k6+@IVhWC_6m8n440 zr)z9J+;mu4wY>w8^Lam}&2qfdef(k^SNPGPY_9TM-BqOOS@4*~HX*2$b%g z#l6OLb%<_|ZjH5^-u{4QeAZ?kjqa5`-l0EbfXyF)+Odg;Y`+)O22yv-mKi7rwz^P5`%hnOM;E+Vn zV#`s!08-l|{JgQrMpau-(^ z9=|;6#OoRt>1b;A-oFS*n)%BXP6^{N2TOet`yTTqwc1Ie;G0tyfNX}1jz&ep^6L-i zRyx+~*1CcVPtBiWs8xOqzskUa0l>Mh`8U<7rJ)A^>7BgKAW>b&A1NCUVtiXMe<$OV zSRar(`OcTsa}ctPzF~=Z`=A`&jO6_h0|MI_bqg4{&%xbuXVfF55zN+f)bP3WhYW}j zi;YZU(CrZ12?2RIs$E`26GD;k1n$j`_JE~GW?Z-((y&#ysg#SYbYNa>au2~5#ROO@S<&Uube24;ri@JO-kwAJAm8F zHv`Deo(8&aW~WdBt@TobZQs{5W#SWnjyNjuSMt2!F;GtRq9t^uu}|U@UqqCK(081q zpLuITu@;qHJtsWUn4S#BX{&rYH+%fa@uq92&w2jN`bY&6s0JQgO;DywLjjIhqjrZ8 z{N9Yd`hKOuMi~?S4`b)hB#07b(XwsZw$WwVwr$(CZL`a^ZQHgn{gx9ki}?e&%Z$t~ z&$$;xDU}-md4gqIu^Yix)j@v@M`7KEjew#a1Z-%fok~aX!yif1R6IAMLih5iSo%CP zwztwuJe|Bo)T95}J{geckO0EE{_dO5zX=+|F4jSHmdUdMcRrooEsdB~68}^4(}liJfw{O_+QwsT@4ax31Vowxn`@!p()nGh6KJ2<*l-y0 zi+k#i&QOUf<~%`_khY9^w31_}HoL24XzW5y%m8jbbS@Fihk>hm@4RT}|1apjsJK@&kX z5>vxZ(p13;L&jhRD-vQ_uQGaYmr0#m_$lUK+K)whiY8a2+p9tl@GikDlGW4NYn0x=e^ z*^fkH-ODS*+L=6L6#gsx8DgSP*kP!U;uxjTHKPQ72-ae7?)TLPswJp$WJGdWu}sPj8#m!Ea? z|7Hi?aeth09V-M>PavT-zH(Iyaa;@O5<1*8WtjtnU}MB()L1=Y6!a_`XRPkp*xiU2 zp=kor-xE<8NfcSe+Jyec^-&K=#VAK36=N>@xW(i+ zwq!=LgO)`L%M1M2p@C3KDsZk>_srunRR@b4O$mc?D*G2n{E)d+J=_pu%8E$T0ex*m ze9lfHMDfXlTnQ>^oC3Myx7I^Bxd45CKYrqb$g@$!Yyg-iioM?d7>V65U@0GpI6#j* zmkVojSFcf>`NozTGsyVPLBzy%4SX7ZB$qzq=UzMS% zBPyY)?8`vQPC}CAFmfR2V??88O8QX)QjVte_2mhYNmmi*OsD4>3(tY`NISE1P$RNR zg+r;EC3+XD9%L3ps;*merrKrwt{xe$PmdF82oWHI_8@Q&nzd0=C{9hFVm356<`&Dq z(9o8WCc)6Ahx@mhIOhs50Mkb=)y&&Dv9Jv%L>M92gLJG;g;CqxP6w z7GcGUEBnj9sSo!56a^y=P~rqWL;Q_UWt^@^rqoJ3zWvl~q3I^>3cm8p3Fb{?tn5L= zplVILQw0+bGD-WmQb-iNubR)WWU5o5V{lUnB*IfNSkp%S%e|kL&9WHY^e~)%#V~rh zHOo}H7Ag=eoa`(uGr+3c{zn3Hc9HU^@2{Ky+$0xzEo^M_6E7o+W82$-c>bC?8>8S{TW-x4gjmBn|kI(zVo>q=vr;7_N88G-3 zge#N(QwlY`W{`;5o>_>~WxO(pVa$}1SoPr)e4g!QH0(dmBEKQL9?i9t%L2}2OQk>^ zV3zWfdPFR)v7pQtVwMYm*oNORi!0}_ObfVVhN-xy9zL9pCelKLHfxz`qnI;t)EU%a z>$yJL3yrX-Ls7OF5`Nq1sD=!FgIk8PnI>CpS+NA5EM}|4l5@3xU(O zc#4rk#g@?}*4&lncpRe{7q-}Mn8RS$XhY*(c1z|~{H+irUhdeny;?WQp9={R?Jcc7 zqOgJu4SEK;%8`E<3~`}NO8f>Bh;emZBLj0JxLE|T(87~F7`U};4fQac6S{n&5p|Sr zYRbKlgr!Azf8Aq`6z34`8%6f885TLZ-tm?LWLSEc1E~Auf$iNtnkVxuu&r{TN(4&^ zNWa2K`n8X&E@;~^49O?>7i^@ZmPNJ>}G1ck?a{E>xtq61v|~+60gm=xZbhF zTJ%ExxgrOUl|CB#B~)95cvjz=;%q3w0x^6)onQm*#|=>>CZ}#gbh+62p5~CcgI5y? zx7eq?dD|;Fo7%QMXMsg++;w$f9xQks3I_j!CFap77Q1JzCXk%fs7PDKDI45KM}03T z*o`|fT!1%u-RKHp_X@=P^2^kjD5u460H=_n3V?Qo+VUPd`&~%Iq1=9(oTnzTXhfuX zLDUQ`0<@3#C77gqXcad5E-fcmJKX3!Y_~;69i=QKrHbJ*OusgyT7DAbnnc{kQ%EVU z!(Vx`MYzN-*-9a2-ZCBmsHJu}ig+V`o7ksa6`f^MPwHz#aB~??)nDRh8O#e zLzurk>E(_h*tG(|W|rjLTwpj0GhDTk)u{Sbv7fC;0fD#BJQHt@F5Q9;hGt!ObUp%O z-r&l~9`TO9BGB=N=>eG$^_bAPh*PL~t+iVqnE`k%DE6>y}b* zRcjZF5(?w;<8!(a+8%CdriTKuVV_C{p~s4FI^D*Ekz_{sw+uA?;eN*v41Z)|R5ZDK z=<(7mPeyWA&UQL*JYJ}H)M_Fq%xQj!P@086;?PpH_VJ$)3S@{9&}!wOmx;uF^#bpe zu)f%AUJJ-*%x$8)uzdpZD^fiSz{~!ptI#@`0o|9h?dTXC#&O+8yCF zK?~@tC~_NgpgVz5L02ivM*5`6@GA6-sk5-DE(0cu^1=xE8_{PhW{tN>_DG**b3uUZ zEJ+F8C(_U3jIINxD^bq47VD?jB{x7beQ-)R^ZASY9c898fw2zLA(2@%Cxap2;X)>=h3x z*Tlgx*v6?O?hSm){#Ls4NN|wHI=k!TT#ObQv|}~KCEkL-IyyQ=Dza0O+bflcxK>ln ziIb0cI!!-jtIiviaD^RP!v&2ZnMG%#csXEn;Wt@t6MQ7=3#5 z$vRU9aR?X5n~d!kz`K~#i+twy&#`P8f%jA*6sW~l|I4N{uQ;?li$2z7DdT#=Mw{*R z00CE|5a`_?ET{7g^5;aAtI3P7jVUt!u%`1sgSC`CAxwTm$D3*Vnioy5_@l*Lx0WhD ziIxQUTBZ{7*t$${A`g-ljJXIG5M^-G1*kvAg86LH`} zYlxjA1525Z#3`xqMmhz(EcNdXT3}Q9s3&Rh>IWxE?fLwGHeR-uw1TZF8u9Do`TBiw zbak333hNrQM%`w2?VW={Rb`gx&^!>g7`E~6zM&FBNk>&xY4X5jV0|`3SHWS&na>!- z=|tm=6_X2*!s}f~qRfds<=#R(qU9RTp@@w5l-Ai|Q9;PZ# zk2r-D;2`@^Tb@=bdbX3|V$|BmoaYSLiIkMJ)ssyJniY5Avtfmb+l+r$o8%v915HL@ zO|Yt`>!vAd-(=j22Zt<4{P}Xc%A^ow&~8RgMmNOk&4Pj09Ud*Je&c%A?bO?y8ySJQ<0S*sSg5))7es&;InnqJI$rJFi^)s7U;a znDUsb0cWFYJVOfd$!?!$ST6knuqd^?rTZxDI7C5ho!;FO58jwnn%s<_u}$G(z2pOF05u>|IE)z6gE> zZSnlJ)UG6zqDl*-XhJ~+u8PdWX}r+S50;oJCluaH5+U54`4#KGw?Ij}l%^9tKRr>5?}~M_dse`6R+C z$=`f@JwWz1Jx@p<;v6Ph;KGmJ-fS;)&3|-bt){&Lc)2Ky>hV^6`I>i`Vz|TFZ<1@g z6|BqCkqIBZHCtT^V&`nT=%zV^6TNlXzE9(3MX8HSAJ(_hZSRIpg?JMUx?uIcb(sit zPfgo%Kxj$@{|>HFR<#MN>LEj6U|{iR@>}(yC-8b^64YP=LEsIDp(o?kk2&0QsZkld zS|mBYjsuI>XNm&I@+&VS%z}laE59#Q?%5r{4!Zw2Ox~V%@4)$O{rQO~noKLCNhZTN zqE`o1-W zg*Gsj?XA+sm%yfNz-SjFZ26@~ldP9ijL9mK9Dr*pmc;Q{3`m9icHUnqhFHK-j;l<* z;EN<;JtKjDp$Ts+RzK7fEtz(fo9ypaglV)N-|e!I2$Uyr@A^cR|%IifS`0u2JUIKkgiB3K6Dlt|pg@fI|HY&EZ2SVlob7h6uC)H) zAr-^yb-@xaPbdu3aCW2q-plkYp5kF;the(1j1P9+u0BIa{%*_C*_x|ycO!^n>mx=( z60e7-X4Y5UwycRG1784;Be?=WD+VrGk1}du2bO={sW^i1 zp;j<;h?vk#-PLjaIQHp~y8HUFC>7M;b8I$&7~}fleRIsuxS1XK)5>Ii=wMOTVr7J* zX&3z=?v(QalYULPOJ@MKs9RJ<&$_Ea7z$t zmV?V~&-OE#3N#S_b|ULh@v06avnUo-BLcZ&y@_Kxyp&5NVc}h@!={4FNQ2cd@{mYT zuu;1Eol%}bOOiZ0XvE^P0_{p)5mNXa+VK6Y6VovKy*dI+4NRO>N9yMBubC>QiAMHW z@xx79OHa2{WGcVo@yZ^`43om_J*JG}7J^VNpvsXWkTGM6C4<6MO81WtksVs@5RN71 zu7OY^iA)4@mo^G-j_BiN%k$Snq@r?}vZ%@`SDKIpw=ZKVrSvgJoX`G9W2qgbX~{X> zWlfe$I-1xZ+rDiN{k7W2W-6^}E5;h+4PKjw4``43T{n9(8%bWE;G9&BAj5m&pu5vu zqk`wg$=APvf-$67(_Tt*wA@nJ zJzHJtj$#dLvGZBrbzsmS=HgV~RkUVEQ%)I@Zp*}83D5SV0WP-2tN(JD5a|)!4_hKn z5Z8xX-CTM+{*Zr%p24wpq*zT1M5X-YskTVS_TS^o?Z%h}JJmqc(P(u};@u=lkVZ`m z5wHG`8kbmsieOLROksCd`N@wwUjr%+h^1@r{7?>b!{>$T%Z5*vWe&S zsqoXN$sLAgZ-@7?BIt_Lj(Dxjfgg|(l*t?I80JxI%vA3rt%5|~6A)ts?|E(NyYk3s z5bJzUAMekCyk};L9_{w|Cv@O=ov~hkGJY#>^>Ml_$bsh*!fckWj?e3jFWT(OH;oP{ zohCnE-8A`Bt2y+{&|eV4hO5Z-F6CvSs)?s}`Tg+2{`=VQTcU1viy!cN?-lYUtx9tO z(9WKs!O0}r@b|%2sNpdv*KP&f!RHS?;7Zuz_wbjygD>U{{yVhgAymX@q>pQ|r+kW1y4-5@aFv6FKm(hj0x8o+{^+fTv(3!tN`1-5OKtHn_`*s8xeNW` z=`mCbJ&3H?b?nVspqgI(3?^4*;uF$6P-YK+Z!uAil@nkfL;6i;_ctdCCb!=_ZqrV1($sg<;cx1s%EX7*L6Ct&wD^Q zzx?~NY4~cH%?%z*6QON*Qs$o=YwlUicV!JR$~%~8Aa+_?T7=1!tJz6 z5-D^EVU_Y>Y8(h!h$c3FQSMGiDUTY1Y{MAtW*<&3PcP2Vo^eb{F~!2o#0% zS@hC)?S&JnI#XwwkKKc&N!f_2=EPE(%0Q;UKf8{JN$#*K(SUk1?)|~O9j(!-fTuLcxP|*~XKnH2!`&_YEf)p7eB(^XLZPBkB(C?J zOqRT*YZ^+!|h0QHW$_-UbM%TZ{V%oQ`9klkWX5sG-y%}p8kgV zz)~Gg)fRL@?!Y_YHlEe3WsZ7-u#3jT@&s6!2rMSyIh)7@nhmaAS_!ds{&72~FV-Sx z>)m*}Ad{QGOb@huYQpEnorPkHczHd$e%QLIcfDn%1+rv256v=1EN=Asg*e*F`Dia* zWks}+(DGA!UR+GTn=v1(kshFmm<7P>WUb1u^TYB~y%iikr-EgyLD>4Zwyf(y92|F< zba@V7z#?3=+BW=c>9I!N>E3;(a|?c`RA;>%5lfN^6$?scBsm)1zs`{2V%Pd9*-5TfH?znsU4;HV}z~}Uy?k2?=4+!ZellU@S|k1lLZxAIOPc7wJ^m7 z1~-s_=z~HA2PH4+$fSA+{+)$)A;hXzjwW*B#aNScIz!V5@jEy&h1;J*I92;;07mq< zKChtQDAwnPqUrEa(ftpkmI=me9yiaOMaIskrsO~@FBJQh!#Z1D?Rv2*2q(o_dppJ5 z>|{hkYdWj%xN*F~Y`#36O-HP{<5zyAMdt@`8;H`~^PVLcTGO}o`!C2)qh-M;O0b3P z#SY{1*v7_66+DJh(BOOkm7LG`)}9yz6DT3t_Z8D};j9XtAEG>dNw3^0=M~2zs-TO) zY6PtNxKX`q3ByE}!j~F(dZWDz!vwjra1wH$Ph&s2J~rZTCnVM58=-6y+g*R;QnVhl zdNnnZO=#6fdv96Q60{mT7C&#+jE?S{_x9Bz1N1gozF(mKkj}^@&MG%b0D%9%&Ho$e zJl_KZ!1-TDr=FXIv$>v~i?g+biR1qZ@VxGxoFN-^#O1pAHNf)dg`tHMt2faIY=H&L zeI~>9Y8{_u%OrttbPYZXi`Nwr@+zHv<-*iZ$v~uTY}EYv$Gl3G!Pvb z+jv;*eDUA*{JeZ)|Bm#$FTU=2zn*{cca0wphgn8r7Tw2qAn&Lj>hXMk;+X%wo$z;m zKHb3M`@P)_f4-ofkbXSU|2&r6p2L4-{oehY{yrOFPoE5z)w|b8(bq--u7dr1{af?v z?&gwyH<&Hki7^6plily-{?cxz8}gmh^itc$>JS6Q?&oE2Rj+QMI&e!{JG77qxjPomx?`Q7BTrcu9)W*a57a#x9W^=U#FoO4F zrjE9mzUR?e(BQ{#b8)YcIhOZgcJ<`N96Q>zAv_?J@GWs&-6Tp~FOYJ5>pI&{f>9-J zs5q9LJJa4+EZ+Bt9pCS#(@pQ|>7UgC=~z#@8^-?=ciZ#vHaN;h9W==Q+k5Nl`FdW) zKHimVJiOjwH22~`}0A} zleHGd=9wLT$LHf-hJv2-0bOfR_0(C#wkpF|2O+{)RNXGfKP z-}`gXi;MaCykn;qCxyoX>nP6ecN6}$*ByBye-QYK9KZMd4pssbovABPia)DRo1gi_ z%E+StnP!P$5pmcy3|WUGdzsSFTk+HOI$rGBsWD*CJ(g3^vth;4OFx=E0{T;`_h@+g zZQAXY&qd$_ZS<3?S77^*bFmi8KrNV40m^%{%gLFv8+q{9)4>uMNhY3e{6SX}q44BB9dQD9w;Fy-3- z2a8Nl7*Sa1LK6w2l)o3N-e$5x3iNbZBAsmNqRf`7coWh>N3-3}!681M@5jlY8vf3b z>w;1MFt_h!YtpgZbZ~OA3!xzf!+3oRbjgqF|Y>Ef=K^8ahzNk3Z zw1NzSi0--G3JG5+FY**?cF3ZR=CtOulAbPgZAp@NU?BvQEj!MPTBaNJE=+=%{NgU# zlG*%$FO(w0X0D{<@$O>J-hbwxYO>{HygCQTPh$!cr8NqH&rl(Xi*!o70{IN;c4~p; zc@86}ZIE86&m)xg!$Oor-FHvUlP~&)FDQPh*1EBi@VYn7@d-CqlXz{NkQ1TYVPiX# z`)y|K+s8LNe$V%X&gTz6D&=mp>t(cd3)jd1OCDO@T4>PVH~tBML;+0Ds0S^cGEIi) zBSnyZMyEjD`R&x~5KW^8?kHB16#~=7_hPj549eIBWzk<9?TLz3q;L!JVmW4V?LQ4J z=jOkP!JsHZ%T3e6PLhr~rjnm{NgF5C#hH)Ho&`4DmA1ftVZ5!$oI2h+=>8}oBfC{?#)&ljyj(*2_)L@b9J|h($FQB!w;eEb z`aE3Hj1!psZ3>DllekVfi-M`Iml8&EbQOg2Fu-z8GlIM{5PQ*M?Agi2#3)zlKZsDNoZ z$NPgKc61D#!^v2#h9X(eyiHf&Qu!9d3y>H)2FyPaZwG1i&ocmffHm2n)bc^H(c`i5 z$QKHlr2!vj-JcLw_wg89W2}Q@Ev%A<4Cmt1H5o4#5|V1ie7059O+@c4eHCj?}5CPpkC0Mt^ zcviDr=7jqEb$ zQoJbu0XU33E4Sknbp13;A+q%R9xI%M%zsuoe;`6a*(Gr*|Jh6+tAdr5nCws>Hz(yo zLJ<5r%ECW#5wqllU?^@Bwb3dt6S(P#mud~-CAmhQ?q>cio+NqNP-1a&l^7V<7;F4Fm7#VC~KZS1cL#nF-<66E^E39Q;6K7NU79B!4ElnnAP1z6$6%9{_ zbx8y?m`nRpqP#UfIYXF22HQP_YN;S5?GH5-4IF1+x@-y|p9Fw4lJ8eBFa%>gm)R5# z%Ktn2+WYymhzTfsOdeyA(%qF?;*=_{&hVFnOuHguX{}_#$6>ntKT#Ce+{Vn30n-XSAat2Ipa@mgE)X-%UsW z?;OeJ8eD0Jnu8~TPR2)Fe31-AiQz7$OtxqZc&C1m1h!tnxKL+x1$CnSyxG+`wc0%# z+7?0t8}WE<(^nHCLvUAMC-QM}E2{ZLm8#iD)u|7AaaRN4VA1y7c_P$eVG50!L@Xmu zP5W`{{stbo2eQhTIB$Y;8me93gcliZd=Hk}cM7;Xuz1M>N&KyVCLJ9x*HCj=(*a?D z#dZpYf4~SNiqY}#E4~=dn6Q^XhjPq#EBZjOl1?~=owGX##j1;wY8oyoVREkBtrpjr zc3d=Gp4cTlPV$BpqtT$FK(Vb!2Y%q8GwBtDzzxvVh(k{0_>akide$W~U(eEmnsQaV z9Ppr#u^+Swt@&gF>kAAYG) ze#RJp)GW33{&voPB4`<4Dvq%Vxta z7ZKnqw2zpl?}}%xxvilk2n`mdZfOUSDbv9Jj?2MVYz~lzx!&$`)OVfxFT#if4v-^k zrL=EOgoa{|y=hIj^Dg);*F#yK?Y|8MrzpG$sKyO@$fVVlGxc1OcEHEQ5VG9gl^W;0 z3?2r%M=BtxdM;$jCFu9|Hhe4R&C>oMXenkZ2PPSa%3u;|Z+^=*f;k)8g1B0#Gyvi^+Tuz9z49e0t3DjIu0CXV&9E?0hRFqgoBz>h1I5U7A*be6BsZfNXFW z8&l1>Kckak#h?2~N22tW8zWbbT*#x$%pXuO^zQR@IIds|orHtlMhtN!=~X|K=15*| z29v|;TEX)XZ5eIAT7-8kyOVL8pL5>jBr0*Vxk=XfUX{D4gjfGcGOQuGO|cD&;gxqA zyhhiw95=u_Vv5*@xeepP5)t?L+<$fTFLm1_bICXI3~S zS%=D0aHv_9mhqa43h!l2cL1@jifhr~&MY}+Zf}OX=1ZmIRuP8BW9EvHRUH_km%fQ5 zp981Y%ocHMuP|F4=LIFKG1W9peC!OSAJ`k^NM!akRE5nzjKo)`FZ_G|x$FD&{(C7v zwS=ktrU^s;Mn-zWEocnHmDc-#~@l-E) zgVCuACk!-G9ESz}>15g&R;j^+bK}YMk;Ex{a@QucOR%e6YIjJ@f{b`{o2vo3M6}hn zMSiKo#y~T6fvXkX@sfS9+7V9mz6#&|6wb={(@n+Ag;d_%KoJA(lt_u!=QI~YQDT6y0ez9TNbQ<@ld@YOc!!=Kva3s` zJ(!2}bUtX$qs$XKUwK1pBfA8fqb0+TP#ScrH{`C64n;i#Fz8R-u_h0cfmZYC;3AA9 zV^{`Fb22q5+E@X_#=!7ZJ0zE#qH044gU%|PO1>nctuBL6E|17zkRSG?_OpYz1fALC z!)7@+<&KJwcDdk$Q02!khT_(_H`J(zb*VA=Vmf)C;ini zBs}3a3w!eIpdMVo0uok{Lq5-guJp4ut_NhzCF6|p5j&*4{#$nM+`wD3;0QUwo2(;c zcvg5ZEBv^o*85O8ZW<;0YOn-K9P=gz4SwF?<>~0K^$yMLc6-qu;t?ZrnnT_@{PLKOsNjfsSzDg4^%MYWXiN%H{u6?*=53A}i z01KJye$Sn9{~o9J<;;zceT77v61zAro6E%xJBB(c{q@M8gYbhgoxz&R4rjhUw$>CF zl&0na_|gqaO{o+iae{XqRvbO96!RzOHoi{G!h4_!*3-{n*dN()uM4N0tu0nZ)g1C^ zH#TJTvxe*0Z~b%0k=m+wZmzS)aM$vjJ%TvS_g#ITqxi13zHV%n=1QG!53vke4kQeo z6e2ua(wvb^tR_Q#PMQJAsb|rB@3Uf3I?1om-f^IGD~k<|D~*;p+18Ko10t=QUG2Ag(JknDno2!cZ-O zFVv51+CwQAL|hjn1XB2hwm^POlwR1wXP5y+BvhtQ!dsO&cQiFky|%B-lpm9+f*Zgm zr&*FIy!BIE8|Cjk5JOy2UY6Q-lwT*G^uD`cg(9@Femo$-)XbNT_~&e{X7Ur=@>GU)h+juU7}=}` zZcbR%5#KxD{TkN!IUAZnA!0LZE3ii4Z`($T!xhUz=(jPZj(XQfV!Mq!Al8)|d=1x9 zj4O5cw=eOJa}0Z{tzJqTw*N)a@zxfTucv`kg5;E|gmCcefd zM?+X&qYTWGE*n7uI*sup0Vupg3g_7YF&rS?;JK+?H4zs|LYm*T$wa=2oH+B*S4S^} z*b#5|^wl5x(Xo?4hB zcaR;Pu)Hj8Bg}lmA?-YixKE}4pGXl|Xz?7Tv(6{{!kI?^F{&SP%~k4)bG{{AIESG( zU)iE7Dwe1HzV6}gZO%D)#?zH`uk0BQZ{1wRAlLGeH855pI%Z*n%%6kI$F=6`Sw_ed zLVs82MkI~f1`+1OTH6Q9kbx5Mr{P8BrZ3EZx@08j`DxA)NoN$!}!PA0MG@oZ8MD@$KHT{zNV9{BH? z4cs|q-~3J>occl1K&@*|NIBQGkjreLo+tVde=kh1hwuIp$*<=aEIh6|b|r7*c%Y7( zDMh+tM7uX-jHkI)kZ;^auR5bWz4M06T8;$iGUzuif)Y9ET%u&W?rV~xQ;MS-BgPqg zgiR&J1%o76D%=?$i0-L&QyPXaV@Y$oL_q~%J|D7-aMm?YIck=!$0w9%tv6ZEqGgyO zfOf`1$Kq6Pq0J0S(b><@JNUAZkN4JiaOp1=6bB|Pv8-)sm*ONjd{_$N$x-9Ma6J%B zQ4Bzi$r*}0dH+rB*EdX9wh?UTGU4Ihtb~vw%p~xQ%eb>eMES0}^~Er@aRZ_eRv8=v z;NYbOzL|o!jTfiT@I8g77)di`#2V%mfWjd~4;~$%P!W2Rk!byFke1z`L6^FEuP2GH zd2CEIVkqfnMtbIIawt8|D$tpL;fvt$wxm87kw`_K>Sj@jm>8g+1C856E6fwWuBI#M z$e;>0{L4G2rFSBLucgrP;jbJ+l$qlq47Jp63GKSf8#qkeEJNsIPdc_{1tpHe{)LoWV55+>-FZDZVQ>rz)d{U zg<4%zjIy>{EFbCbU@pDDvUo0($o&Sz;l<-Pq%mub8VhtFIjOC{VWnwq9e$%3fZVf? z$U!a6aZm9jg}zyXPV7$$Jt7%PPY4t%;rTFK?e4=;B@$u48vUlGfAUYp{Fw%pRgF?e zhx`YjpIUuC(f%X}x1ay#?w#4|0Wc>fa67<1fDJh6I0;C%W(z~tFtkkx9EQjZBrTJa zYRZv5#Ka_*JoJ^`7+jTsPg#v~CJ`?`aDdTaKDu!X9-QAT2OZf2hU&R{VmkE>B6Fd2r@_j zpGFpU(}z$=Nmp;@4>vJ@)jIKTje?RB_k(8Op*BiZIJs8p)2k2ViEj#Y6Uv|=J^Pnf4&#*QJxR#BsWPd9Rvzl6B@7) z<^b{}uVytfllt-qheakhDY$!$#WwndEoK7>`*iQ;33npMZ7&z+AP7SF#AjEKC9gVj z<%g7^fGeMI!Y&tw+J;@F=8gf2vdN2?=@zjazo!Z$G!v&4Xep6#U~F(dR0ikrLdGb(AtY#V+5~4fHcl?T5S(+-Vk!UecTXP_-rD#@i?kP;`3Vp^S znB4h(Du_#4P16&r6$Z7Cnuh?|$ei>*8oqI{Y&!aKkMY?&v#i2=Pk`_kpF!?CDd4oG z<oB8D>YzM zmhp~XZOdV#^8rMvR}KYS$7?zqp&6!L9E`wvMM7I7JrDzEw3PXC_auy&)S|_+Jlv&X zVzX8|>sC5_3wA6w7_tftu&>~G!si8|tzRt4+~LexI2L~$@y z1U4ulk2R$5?8g#muJOFO16oKk2N_^P$QXV*NhU=F8~eqSHoe!p+5HQrlww@Ln0aLZ%E)#%GM=qYE2 zAl)bm8le3d7MHq21tG!N`pY!6`6mZp2rJvbLu3gR<>99q=|p@{*ESyGc>E>ZEE2HY zLf)heaS2`%E3F1?l-XCCd|xyZCK17Iauxt2*Q`9Ar6%jn9S4Ecx{0S2R%&f|0`4#v zj*S=9>eObj+1v?XOn-^C4Vph&Z3wuliWwgk{L5i1s8sGr1D zp32PvM56-Qsi5=>zmmY>06moF+N{AL#Ma(xF{ilT@< zF@79DCNAFyT{)6g`~Kinf#3;H$+5y=n@jL%pb~%YV{DtqJDp+`lCtVfDcs;iY$d57~4o zsVfT#kvT8QUM@i(;C$0Nqb*Z7T0}Gu#3=k7E7lM(Gg*Tuu?Y1FxEf*SwL98!(+P z5-ObgKG;15&c=w7*f5CrgDMXPduXNl-{{tjPZ<@X&JrFEjHO^+r3uR|K6=N9c=(wi zz0lQ#aqHjrsBS3wxI!T@JC=91V5Jn&PFN5Uv`NjVb=Ukf(88fcbvAMh6w_!+8YG@a z9B$);%P(#ZhYu^adQ#sHr3o_J3|k5DZ_UuHW1UH&<{^J#q`FC0Db^!O3aeM04vSNQ zBfwXq2pWNe7P-3+EssvVP$g<6Zcq!x>5fEgQ8Q@?(&Z-b=2=IAv^mU(|JoxQVjMIa zOP)qXttncwen`g)od>sKzQMp5w|#9inX6S_1VgCQgFCq{D=(mc%@Y9 zlM`zdw+Bp!w23BqZH77lPu-|pG;n-J{JAT5`A8{QkAs`5Q~&s;+UN`O;B^=K^tj&p ze9bjow4!^Uf{l90(rS&eKT4?!HCm;eBy>=+IZbp`>B?B9;^nfbqxsqSP(xtcYjWZZ z`s^F*h~u~l4wsP|?7f(5bFXpN$)YFNyf)@8B(w2$4rHPuN-O z;DL!UmC&O>m)+z{fU>?59InM)lNl2?iS{-X`RVMPvIg2v`@AS#M^L(A$9Qv!$8hb?^ncFb0?^1gDSX~=^6=qGXbBbbtBNL;w;l-z4F$~(6jG3qnQgmKW03+ z^k!Sg4${UA*G46V|7BsNl}w!>ghkvJkq|KGYzxAA&>_?yTO~o6AKZw`FWPM-S@mg) zgKzTh-B%Tw*T9&S$C-HMA~o`$G@K^s)x7m_it>)iSrE*HR%K|TU7GiKnt>a#&=T-Z zM)kK>rqscs|AV%sLHHuy5=QBe8Z9&+T>Y>F;|N35V?|oNNB_7soQ4u9l}rDLs!bQx zm+%J(vUp<;i)*o)`5&ivn4qAN8RH(L605OiU1@9$c*O^>lASMDLrH-39@U3Wb2sq z_Ihq@3UMAq;vV_tdN)R<#R)}syJJ63gqed$_auQ=;CaoE(75b8qJ6AVetb`i)pq50 zqI%v+`HpJm3!!0laqD8+$@ck^x3fm*M4Q|a50bITszD3=&KS(p@uqDoQ;5jxAZZ4Gh4y;v7^6&D?XHJnFA+8Vo2+p%?eCOC|P`YN0^pHC=-8NfP^9 z70xfEez}kj<+#?*mV1SgJ9%tq;m5hTwQtq}kxUw(2G!NC;}JEoUJ#}TmzFjYAJ6)M zBAR{!h})d?%GcE`l}BSYE>EJ29X>v{e+XlQrl1H|0185-|# z7(k6;TBuKJ9H+{7E{i&MYYcM>3I}#`qk;?kh4tk4BZ8i%NZU^e*l>|WJ#bn9?uju# zI6z1j3=9@o;XqO{G<*{U)CkW?QX$rOKkN}2&pK|z@16d-?Q07fp#%6U$nk9D-V@$c zan?aYAtM1i2(Es_Rs1ueM^PEAVs5^iGW8@PmpXNoXEhTOY;{KB$an3g4!W@nYt2V) zu&!1MR^gal77e+7vmg$)O2EwHHW;{vofAamu||a+A;v1TfGO`KK{hw|UwOdSDcqyp zstq0u21IJT{38lr;(Oi7?rUq$tS;YMCoJ16S5Kh7d`~dm-d};K zG(xY%`%%K@52sn}%$3NhhrHMKbNhRgJ;H0J*dg8o!fu0d|sxr)7I5$3v+Bi%mU&hY%bClg|*f|?{&(0c343TkMP z28qp7##di(=FU_3M;$0mg;RDAeiea8Or}MDI9xMD^@4kN4|U&b-5XZ}3{t}#gpDSm znt825t)BZie*ml9+JM2@pzGFTp*_lhSUCj|P@eD9FWAJ+Y2Jr2O6m%mxjfuQ!{-qB zR5i#(r4|LB=3zN1!)4ti;f*gfu85+X*W#@YEyJy0<(E-C9R57k?D>u*vmfH4j*WTb zc2r`VO;LBItpx`g|74{?kfO>oA85~jpA-#g}CFP^s@WE%2~NpSj34vl8B`&5DqG zsF!=Bk(SnS34q%US=bQi=6jZC%=@;Tys^>Ac05xR)K2t5bL}py{ld6kD1BNtsSr9o z&go=rsEZ2;oGnq$a}#oCm$eui8Ut8oI>9q`291lX8OLw!lnKnoP)+%GiI^4Yg+hCw zw!a4HbT)+huFqLHIdr;j32jgp$G0t8g5b(Li>*%>Cclks#7Ygk@1MVx3!9ihYWv8A z{|{H^6r4#HaO>E1Cbn%)Y`?K>+n(6AZQFJ-u`#i2oP2-%bxzgks_uQ;7rm-?@7?Qp z&A6MZv2K)x8&i8v|PcO%9a@ns18@dU=};3 z=6vB=`O8z_EppkvUNDYC8K%aki$DddVicIz#=fEGCq#f^Oti-}F#&LcWZjLoPJ9E%kpuFU`2e3ID@Ma=yh;?fMi7q| z@`hg))vkykwswZ=*$DA)BwyIPHXh++Dt&bp(iE{U*O{+Kn*d%CW~FUXK!Oz$cH;ys zh`I>4SHIouSIJj&i7EBR6XPA#9i}x?PO)e`y~=BS&{O!|E{>0Q2uDak8R}DZV{fHi z-L#YTf+H$|$4MToF5;`(4*wZt{g;;O0abQWoMRFNZ*UBH6O#@a-cVb%f#Lzs<9nJZ6R4yq zMyVwj1Qb~Pa0l$tb5zdLZyIs*K>v9m3umTt)tC~oo(hw5>U|(4EHtOW#LB=8yo8I3 z64ybaIpKrhF)0u8Wq>8}h1wtlZaA$CSIjwQ6rF$0lF47UwFzUTzK%kQ?4no`Hpt6G zugSU>YgXdHN>|djPNAeByL-e6{-Y_oIa~=EAZc;Lk=f{*7{!YTm8hmjlZ+tDDp>p~>R(~jFog9_{=rEy3sZ|3 zhfY*PNRQo}WV0cO@>m`G2y30&V9k7E_(R(I($%~%ROzLf(L^8-hYSL8OFP%D&%n6!Ls%9X^wwqRlGY%Zbib@%!QBC zbTD^%B7CkT&unu?dS-YHx5xFLS-faHeTBrWs~>0e5jOvg;{S0I!b&7oTfgF^_4=l4 z*M590(l26QGyYVqy${y6Iighp&o6cNd4_kxyv}$M-=i`NGatBCN$7YUJnb@hVI3$UJh_ z`fweO)bL?w-U+|iND-)%Rw@Z2RFdbqrP3-pcZMOd2iqdk^g@cd%55Y5*G}$SB^wDU zG5<*ycHVw^duXu8*nsv6W0+d`Dfs}CT)j+*V8Jqsee&w(&rl(=I4N3x+p2<`g-oX+IC-!vu8Y@>*zAQ zL0_EnCQj#|5=c#{vV<6F+geb+_lM&9AeG?qx*at3#oIxwb4k2kB4@Biqb^ZiCxx$T zp?0Np==`jHj{TWYb%D`nHolQmc%DUL2S*zQ5sKtcbHCF%KyRj@;;|KroZA5I)n@%N zv>8&7U#~BZ{5KiswpEY%ftOe+WdLt>PzJP)WVmOlxcF%1_d(G6`EVO**ZX$!(glly#5aJ$Bg}z`)Il4Y{rnns>W>>bA3XMsU(J4CR>eJ6JI}MT}#S2V|;bd&_ zheQ3e{%MxuSyyGF)Pq*Kw2}s`7sGmrv7v7>#R~&Yq^NT6G=BE#w@-Ght+)oQb84(n z&1Amsfqax^m`1x)6B0hsWKuUq46&2iwPU!^{{(AmIJ&n?7WBafFsG7(`Vb}a)l&qy zGwZKW$wz5x3t=OQ1hF{%AIii%tuwtm>e7~{sbFk%F%-1V-) zVJ8YfFKtH}|3%qPdkA94(jzz&X}H5FJm)Y!uXhlVCV0;Q>>&MkaBU(mLUOiZ7wi2IknWRLao3AU4bMai90UaqHB+)y0EO_lkkkl zg({ZUmHQ^^8o0{Vpj(r`=IJ0XR`hnsb~Z9U#I$P#Z?|IMq;Ttfb(k?C_09`47}bGy zYaPRHZpv_|ks;tS!g7R7r6`w(2mVeiyc z0V>0VlD=ide-XoM;idC{fGLW9xSNKOnPo9M|9}$E1?@?Zg}F#QIUfLrtq*yRaF9oo z(>t9~YO^IU>2{-Y6Wi&8-m?oIlCbJSLt)nXmd2LVQD_kgtQ%u=zUL<&ibKQxFDor! zgBt@C*x=;;C+C!8L$Yi~zg)CbXyF=FTpEF z7L|D#aE8ptYwp2QO?qr)EhF66AtEpqvtaqi(MlG>x$}LKFc)EpHkd}8bOB2XZ#Q|# z93JrZ%uWLnk*tMdjio5rC)4W#0n_eTaYVY+DXaJkQsK0g;aw(nG)BjPJ0u)ofO|eU zKmR>8X(LSbbY`hVP=)aC(2Jdw#b~V2FW=^u4To0uZGK+6+gI8Zv4bxOeKL{@`k?FQ z;mzph=T3JXd{5GnkT|E%-A>VzyT7$|FAAdqJZ66Ts9= zv0F*_I&qL!#0}5Y^jw%G_0N*2aGUKh5~x_;piO|B5c@5N+58CcPk-fWFDAR7N@^ie zmJ|L>-3#9)AknBjd!r9kdtT_A>IzX&qPbAbZkCV=l<(vDJB3=}eGbWCJTsO6$QszP z8$1m6rG79AE9>xC1uvsj3{OLU zTS& zG0O~;ki*%bcAe^{?`qcg?UUzxE__*T!cXH2)|-CoXYthuCL zU^HUb0YYQr;i87+F~h65Up+RHp>}?rehO@C;3@qt*;ML$YX|_`0Ue6N2Ow!->%or)VPPxb` zy3dfYX|jZ9X2@yUYU|Q{Ja&oi zgYBgus{ya-2!mn07xbgzmLB$bVF304Hy9PT?EV?#VCh}0;;Ma9cQ3DlYSO~y@;2fk znQ8}Ar3&^^ z+~DaDFX6=BQ_-knmF>T(XY#PX(Fp76>KV$>dOZ^cdV;|)Y!`+!THf`dt47-Ki%?E7 zf^^_hW~!5Y)DcSXEiqgNu`cHQwXwB`%|NfpMy=bZ)0jL45XtS-j2`0vforxcI;Y0J zx~MZ27N1pz`K6G~!7X93mz5r{GJ`z6jluTGMaJ$@7v&oSH^O5BHD*eKY?!QgvZX|VI;Yw8x+xed4BAQja8S-0HZX6a z1x-(^s1%paq79_S3rv&lxuyAK{uV&h#bbtfr24?!k;|HF(re1FZ)ENv;QU+iH*9-? zVaL4lY?E#`C2W6Oj5*>FTlA{mlY>mW+TMz)U0lhGY&^$84dxNXb$2v6Ibla+un4PW z6jfP~A#XRuv=(MpzquyKaE9FM+RIef zzHF{DY(EvHzE`y?Vd(r_kNPRI*ocd|tB{j=KCm-XOxPK8h*UGe65H7D9SbH+*y2O$ zUgXgt>JZcX8>OyfOD(S!t-|5FNI?EfP!qceYYS zx>EOH3VRt_S0k?LcBw`$J3ryH>NIZ^eW1L}fR-B@D4NL#)j3Heeh8a!sme#mfUs5I zK}MzLta+vTRw|$vM}77sSUTikPb83gReDyc^d2W#>`Ca7Ff&&_{m(YUNqI(u()X{1#<%*bGlFg*)w z7F;dy#ewoX!~&ykjP8Yd`OAcz5(-*9ytaK?+sNuH@Y=fXa2}A*{g7cvWi`b6`ZPXZ zV%!`fm|WVR3$p!>?WidXXMvuYL8lAzQXxSiyGTEPIn(18^V^kv^0Z{%B5kO)Ej*(N z=2)WrTmWld!w$V*@0%N3jmJFut^cJe-hDQf+*x6X{c%?}Y(s8cgq%(np%-J4=-Q#d z3Ybo=f4}pP{Fr*Tj*2t0i~YIqC6A-ssWdLN-SXJ3?zAcKX<)kJYG&;R>&X?&(UEi) zyHA$)BBZq#;ud-rZ)hVP#xN3^-;}o-^qi#x27FQK73r8Q`0=)LTadQVyv0y4m=&28 z%PJ|Q7Ck7nnMw&s7$HdV1TB7KT>gU$t|C!TftWEIk3$dBM36kX+JxfqZhxraA>AE$ zE%Y%B^&CeKFhde;9{^pDVh|dgf>tIT*@dwJDnmm;vu*0}GGdyCpHjxFbY|BCMA5la ze=&fGmE=mo*=~iF@q6#xj$iwjyMsqZli0X#AkH*6D72ipFVA+%x7gV&##AibJH06B zLIIzbL|QQh8Zl-w0EvLt3#pmKc^jgU=_LqLYT@sm0s-@%C3cWBX6ncjmO?BWCFB)v z5qQ=U|3}DcI-t22{ZbDetVWq{G2Px~tOI?bsN`^R(#6(T)rr~~#Ub)3UN2NHnp#R_ zOXcM_zC91mf!j-xDCP2WK^V^oN5*d@p-r*T(6xmmu*seW2%C$;sH@fDPR^fC0);hG zV3e={og;VqJ1cbe99T0$bcIyoqc~#ZaZ`2(R>dB7%we6hC+v8WV#0}41{5l0g~&+9 zAP=~U3PfFZ)n5r-BT!z?pdX^k#F6SFuY{%H1!E-1l}!5^r)8bC+p7FyCM@lx`r2bN z=4Do#7V2UTW=Jx;NgfIFlZ-*VI`ZIop2n=^z1$n^cfZq`{eyr^m4IIy4AqdKM&>X! z3=o+mIX$ZS>M)s)!yS*);i)4>sy&7ps(h@6tF7vb$skqTxtjMYDn6XmKdGaK5)36o zN8zL+Ccxu*OFbj0pP6n*JRGjw!(*gCbT(1-`y6aJYTvU!_)B#(jzzpp=Zc87(y6Wc z+MW~^y9ZfV;oS7i z%+}|G*e|Ed2!>gI;LYrbEsc#fcVd=(4ae~all`kLJ9c07X%8*M(A|C;$tpF90BxsR z1y2>$VVDED-mUUBFD^_U5PPRELfTi94oJC(bV<4!@d%*Ecw!Ln^;`*;$HN8aSI+YT zQ+!ZY!a%0n06$J!x7xE3qL(H?hShFm5e%*~kZ$44k6(pl?zer@9XJt1ZkdV z6tgM}xG@z-nop-He#q46Is8FZRa_#~fzgz%@O3Y2NF@Ule=NfD8n|8NB~zR)37=JY zOgFR?k0?8VTXgDF@=_Z5#EblB`VY*~E@OaZvgr_2n{$S&a~Pe667D0%Hbw6mC4r61 zQ`37N%S-r0U`w4x>I7kNkS*7D$~I2vJ0@WUEeYO+-Kij}uT70z4i^Z=N9`L4N!Unp0r9ISQn$QdM&3)w~B5o}ozKH!dQ82b;baiS?pfG-OPQwm;oZ zY*OtTqR~|a&->2g2dBnv6N)Le>bXlQEmEhk?1Pu>d35H?4Rzlk6@Qj{G9YTJ4j`w* zDnE|q6qDad=1FR#7WC@13LWE)PnITSQ}Fcy9QGg}_3ZIWxW>!$6Hzt}<-{w3i6f0{ zIYd}6WZd(;#=(1ocZkZW>m3U0qkhDH?Lb4jjD`*GSA&@)actvTxeKd?IE(_Z(Lk<$ zqMiCy1!}GP239p#@zOd3_`1#qmPWJx+DNuswwCzQ^S!0oEQU_LrAC-}6Ixx#Dz-Mb z8jElGpQX(^P*FkzjoQ=`opFR#D7eHYfSub3fLA?^^mfcaj0(&4Qs>q9Gb#N7k|N#j?Nji1*2*|SB~S$G@K*jl8Q7@>#l zmFBqT%8X5mVb*ahm4IPa7?nE3X!t;D&$PoUc(^XA%ioL2kU9I?4*OHAF))_ z;+gA5U~;cN4&V?1JTtRb;TW;*lj5ULo^7eMdFmPG))(Y0@})=<-~sR#81n!ZIc{s5qw%2)!X#oIro!x`r<0IZq5Z7nN>SB` zbM(9uM_?o4^XNU@r|_t4o96z8$5+s5&u*0&m5Jhp$ni=BEjO>Dn0tZ|m)UpA%Ppt2 z?b&Rm`oOQZ`(NTd8v~ZBI&GS%Kh{uo{#C+S)4q0eYNf|Y`9fU3chG0{8Jkd@NQ&;^ zv;D_{KeTI7Ko=H4RNf0*OIz{PleRwP+y`4qJkjm8qP$yR?IZ+S(e3vveowk6Oj^DN zQY*w=Ax*ps!@4%Yla59p#ScbO7jtDl4+FJ-pa+wsiqD@1@O&Ouq|}Dw$h!*eP;cLI@WG{cQtw5D{nO|YdbbL7VEnq zSygvKTGG~k9GY$O>DimZWNmtFLNY?_-MqTm%8$S|(D<$*M7Y2_cA&0&8|l!5;cJ@S zQ|{fp(B6fn?QE~O`yFFU$5SkRv&+#!*jyRV^>yM}+3I>{9+%$g*kFhy3O78H`Eeh? z{LD*ewj3}$(W&Ap`h}@;Gj-Bn{5fTYFyeR94tfMfSS!E3k<(oCUp6F@98oKvkYOAGomErO zT)R3IZm?SSK!jrh|S0l2@~A9IGYcrdu%W^ zXnqMB>ivu0X%~cb`1@W?iO}w_Ay8RmNH62s&eo`2iRsMVNHJ938AC%`V#!Ivq!0pD zv@n|6gi7b`Ad$Z)`t12*u;ff&XH;c`liMJ14w)kELS zokldiC*vLG_4)~+c2w0)odz0%w44O$@o#aBXeU{RP+ccEwS}@g#klblL8UEj=ei-A za{pR1hz(V;4NIc5k(p%4e##-JB2fkXh}?0y#KHZ=f~Vqg?B9H*o5=5F8Rrfcs<-yx znq3SPs;u>;Ez+&<5$fyn2i2&a6 zB>_UQXj!;fys~F_p?I*XVD@}(MhWdOqrt$jz;NRCEt{U)X^mlYr^h;7$7+OWen~pk zxmk9hZbAPx+%dlH1NpXh^R?1uYG!I;`G%a7Is=tT>Bz6a>4XI26X83KNW=HKd*oO~fKKj*g1o=k#1d%G=7eUZd=8n+4da6!pmCx4&vAYU4?lKWT$v-2{ z6AtJh=iO%*F>tlZ%Ijp5g6}RbQHbF7Ue4lnLzT2evqXXQaU_;>^8&zF9(TJaYFz(6E7r?xfdLwsh@pspyuzXC6mfF^us3WetlJ z0Sv<&6?QkYq9b?!{_5ohyi(waKH!mvLPm-~a>;?E1#6v6rK5!^DOWVnSiH>A><=Zw zi7QK?9O6u%WbM1`#P&%CEL`Qk#b3vkyJ7B1Uw_Nmz_P=@HBXx;;z`D6phm(9s)q*A z;i#ZeME-&7g*ND|4wiAtj!G@2mI+OQzG4GV8IkF45zgbpwIL-5)mi9!DL;D=q%;@5 zV*g>Ps0EB0Y5}GoBlP0g0Zl-2(Y|B?#+IJi+^vleD#Ib6w|i)|DaT?e$Yiv(3II-A zTrHI$0hZM=46Z4C>Pmd^dndNZKPDN!kb;tbYD@b3te;9pwS-@D2KK7D7wGnj(v_Y1 z3c;zEw&$Dxbj%eDd}FdUXq=h+P!N6EglJ;jFd{`&I!OuGwJX`NXMH^sg-%0EYF4i+ zIe3P~q6!xrI|w>-Vy+LxC(06XlL!Lnd(unF8MT;w=7=W%wJ57%Scm6p(_lpfVSPZa zGMhE-0~IL@V3ui_9v9X9BJWXbHCMV5oBloZL{6p+TM^*`9XdJ^4z zI|4>m6*g286C&C!pwzO}qECWXe~I23pPuc4t}%a9t6L9qc<}fDygjB-Wxk=)S|`Qw zd4z_ozK7n|F_a3b$<9xVXXzwe84|qQUH61Y(EIY)?sSzOp(K5FE0|G)#fiNbpHcN^ zr0)!|qF7X#mAxcMV+V6oN(PZcbSeGtqxV!k(Ba$k3oN9oY%kW!U^~VNfi^gS{#OjX zgQaCsDA|2_0P$yLf&LFo=zQpxmGT5gxf_C_J*P@IA3sNo`C%jN8Mj}h@}dOLdiw@o zSi~Bgcg~0GUje?O_n2`d#cFhs`trT>$Rw^fZet!0hL>KODRKh7qtV#2&Ad}=BoWUa zA!b#PommrNToGouDaLGJ*~^q&I={0HMgYn3mBwNs1tk;$7dxrtjW~FutawQ7JVTNH zFNAg`G+~$JGfeu7GQq+iI<6P9O*{f@May{&R2L?DM`@?q?$90wosl zJbWBo*o}axq6pt52^?or7vwL@8!hKjaPbaHuIYEGBo!`x8V5BAQPurK`;IBel`D*e zRAyTto;$T2U-$3B6->5>m+_k;4uK}N?|(afugU@q6~zpGjkfRoG~TYzh#43%+=$CK zwY(sE(Jnb9mF zQ~GXz1K&bXp_51!A%0WU9cLBu?}8GV++vV_O|x~l#i$WKbLL_ZLd7gptkTyL7#CXD zM)dUSs#7^Icc@9dX&Cg$!akxlV?4c0E|PbNyOQ6H3&g9P>nEr18hEAv8^tj}n4vw% zjCy;SL0vDYGV(~6%dqPciG*Yk46QjHV`+D7b#!D(GuU3zdWLX%7KAgx8s%e&eAr>X zv@LeHL1I&7a0sk-cZh-+-l;1%@|6<